{ "cells": [ { "cell_type": "markdown", "id": "d68537ba", "metadata": { "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "(bart_categorical)=\n", "# Categorical regression\n", "\n", ":::{post} May, 2024\n", ":tags: BART, regression\n", ":category: beginner, reference\n", ":author: Pablo Garay, Osvaldo Martin\n", ":::" ] }, { "cell_type": "markdown", "id": "0cf4f392-fdc7-4175-9e72-c8a334abea84", "metadata": {}, "source": [ "In this example, we will model outcomes with more than two categories. \n", ":::{include} ../extra_installs.md\n", ":::" ] }, { "cell_type": "code", "execution_count": 1, "id": "7c087cca", "metadata": {}, "outputs": [], "source": [ "import os\n", "import warnings\n", "\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", "import pymc_bart as pmb\n", "import seaborn as sns\n", "\n", "warnings.simplefilter(action=\"ignore\", category=FutureWarning)" ] }, { "cell_type": "code", "execution_count": 2, "id": "25cf7b45", "metadata": {}, "outputs": [], "source": [ "# set formats\n", "RANDOM_SEED = 8457\n", "az.style.use(\"arviz-darkgrid\")" ] }, { "cell_type": "markdown", "id": "e73740d8-8e70-48b4-b6f9-eb0c1f7ce72f", "metadata": {}, "source": [ "## Hawks dataset \n", "\n", "Here we will use a dataset that contains information about 3 species of hawks (*CH*=Cooper's, *RT*=Red-tailed, *SS*=Sharp-Shinned). This dataset has information for 908 individuals in total, each one containing 16 variables, in addition to the species. To simplify the example, we will use the following 5 covariables: \n", "- *Wing*: Length (in mm) of primary wing feather from tip to wrist it attaches to. \n", "- *Weight*: Body weight (in gr). \n", "- *Culmen*: Length (in mm) of the upper bill from the tip to where it bumps into the fleshy part of the bird. \n", "- *Hallux*: Length (in mm) of the killing talon. \n", "- *Tail*: Measurement (in mm) related to the length of the tail. \n", "\n", "Also we are going to eliminate the NaNs in the dataset. With these we will predict the \"Species\" of hawks, in other words, these are our dependent variables, the classes we want to predict. " ] }, { "cell_type": "code", "execution_count": 3, "id": "71f3a9bc-979f-44fc-8227-133349e4dfb1", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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WingWeightCulmenHalluxTailSpecies
0385.0920.025.730.1219RT
2381.0990.026.731.3235RT
3265.0470.018.723.5220CH
4205.0170.012.514.3157SS
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\n", "
" ], "text/plain": [ " Wing Weight Culmen Hallux Tail Species\n", "0 385.0 920.0 25.7 30.1 219 RT\n", "2 381.0 990.0 26.7 31.3 235 RT\n", "3 265.0 470.0 18.7 23.5 220 CH\n", "4 205.0 170.0 12.5 14.3 157 SS\n", "5 412.0 1090.0 28.5 32.2 230 RT" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load data and eliminate NANs\n", "try:\n", " Hawks = pd.read_csv(os.path.join(\"..\", \"data\", \"Hawks.csv\"))[\n", " [\"Wing\", \"Weight\", \"Culmen\", \"Hallux\", \"Tail\", \"Species\"]\n", " ].dropna()\n", "except FileNotFoundError:\n", " Hawks = pd.read_csv(pm.get_data(\"Hawks.csv\"))[\n", " [\"Wing\", \"Weight\", \"Culmen\", \"Hallux\", \"Tail\", \"Species\"]\n", " ].dropna()\n", "\n", "Hawks.head()" ] }, { "cell_type": "markdown", "id": "dcd94b1d-c0e1-417a-bef2-07fb09bd16af", "metadata": {}, "source": [ "## EDA \n", "The following compares covariables to get a rapid data visualization for the 3 species. " ] }, { "cell_type": "code", "execution_count": 4, "id": "5d72ac94-e129-4c56-a20a-896071084851", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/osvaldo/anaconda3/envs/pymc/lib/python3.11/site-packages/seaborn/axisgrid.py:123: UserWarning: The figure layout has changed to tight\n", " self._figure.tight_layout(*args, **kwargs)\n" ] }, { "data": { "image/png": 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+8Wx0tYMe3V2kp4WB1DePpzPTNClWNMyLz2uEwm4OHJD4Y7XB+AkR/lyf/BnM+iTGve0cJ2lLBUEQTk0uV5iOHRy0ae0nFgOnyyLNH8eyji6LMxjUmDo9dQNNy4Jv5yVodZsCxOj+gIezz1KY+FaUAwcsKpSX6dnDzUUXmFiWaLApnFpEkFMQCqHNW+x/SxSHzEw7e+z3lSLIKRQu8djfFE2PnrwooarGqVUzwatjnei6gixb+P1xTDP/YNAwDDyeyEkJyArC6Sj2N+eG6DE6N8hynLS0vJvB41VdwjRNMjNDDOiv0ecRFxLgdusoSuiMngyxLAuHI0axogYffijxZgENmsJhMM0zL9tVEATh7+n4/XrukvF/ck2xLIlQqOAf2Ls3r4GmyxnmtlsVrm3ixTAlHKqJzxc/pisfBOFYEcvVBaEQ2rLFDmwWKwZOp0SJErB27Rl8pyQUSunpEs4CVp0qChQrenJvak3TxOWK4veH8HrDmKZYKikIJ0JGhoRWQHKjqtpLywsjVY3j94Xw+UIoyjFs4V7IGYZB3boF513UPE9Bc4gbaUEQhGPJoRnUqlXwuffKK9WkIKZpGni9YdL8IdzuiAhwCqcsEeQUhEJo81aLokXB4bBv9MqWgdVrTvJGCcI/5PPF6NTRlfK5O9o48fn+vp6QIAinH78vTod7U58b7rnLic8rAoSnE8uyqFRRomqV/F3vJQke7e3G5RI13wRBEI4llzPGo4+4kFNEhKqco1C5kiR6PgiFkghyCkIhtHkzFC+W99/lysK6P8EwxIVIKDwkKUHzm2WefcpDyRL25ahopkTfPm7ubauKTCdBOENJkk7L22QGPOGhxMFzQ7GiEo/3dXP3nSqKIiZATjceT4Sxoz20aZ3XRKNGdYW3JvioWCEubrQFQRCOMcuyqFA+zpsTfJxbw55kcjrh9lZOXn7Jg9cjGmgKhZOoySkIhdDmLVCpYt5/lysH0Shs2wYVKpy87RKEf8qpRWnSWObyy9xYOIAEft/RN/+QZZlwWCMSVVAUu+mPLIvgqCAUdk4tyg3XKVxZ142RkJEkCVm2iOugaQ4kSQQ6CzNZlgmFnUSjMqoCPl8cjydEt64O2rfzYRoSmtPA445iHq9iqYIgCKcQSZKIxTTCERUJ8HoTOBzHd5JHURJUOcdkzCgnsZiCrFj4vDpwZteMFgo3EeQUhELGsix27IBLL857rHQp+99Nm0WQUyh8TNPE44lQpIiLAwdyjrr5h2GorFmr8fyLdgd0VYVrr9Ho0c2L3x8WmT+CUMgZhoHmMPh9LQwZFmHzFhOHA25uqtG5oxevVxznhVEi4WD1GgeDh4TZsNHEocJNN2p07ezF5wsfvMG2ifimIAhnBoXtO1y88GKE5T/ZGZR1L1d5tI+HEsUjx3WyxzRNnM5ogXXyBaGwEcvVBaGQCQZB1yE9Pe+xtDRwOWHL1pO3XYJwIkmSxJatGh06BVm3zs76TCRg7qdxOnYJEQy5//PvUBSFSNRFJOJClvPXihME4fiRJAnDcLF7j4N58xPs228HM3UdPvwoTs+Hw4TDqet2CqcuWZZZ96eDzg8E2bbdpOlNGg9291C8uMIzg6KEwv/93C0IglDYHMhycU/7AMt/ymtyuWhJgrbtg2Rln9jzomU5CEdc6LoTOVXBTkE4xYlvrSAUMvv32//6/XmPSZJE8RKwZYvIaBHODLGYxvCR0ZRLabZsNVm92vrXAzNJkgiHvXw0U6VLtxidukaZMk0hFPIiSYWzq7MgFCbxuJNVf7jp81icR/qE2LffZMhgH00a57VcX/WHwbYdkjgmC5lwRGPIsAgXX6QydrQ9kJn+QZSly3SaNNIIBmTxmQqCcIZx8M67caLR/M/kBCzmfqqfkMl2y1LYu9fL0BEWHTpGebiPzvKfnMTiYkJRKFzEcnVBKGT2H7D/TfMnP168mF2rUxDOBHFd4edfCi6IvmBhgjq15X+1vCcUctOtR5i16/Lqgr40NsqMj+K8Md6L1xv6V9ssCMLfMwwHc/8Hw0YEcx/bus3k23k6gwb62LrV4I/V9rH50/IE1arIGMbR1fAVTr54XCEr26Lngx4e7BUgdrBp+patJr+uSNCiuUaP7i5UVTS8EAThzBCJKCxdliLCedDCRQlatnCgqsfvWifLMhs2OmnfIYB+sGLIlq0m3XsmaN/WSbt7NBwOUfNeKBxEJqcgFDK5mZxpyY8XLy6WqwtnDkmCjIyCs31KlZT+Va0+RVFY+r2ZFOA8ZOs2k/99fmJm0wXhTBUMaYx6KX+AyzRh9Eth7miTl1FSvLgsanIWMopscWcbJ6+9HskNcB5uxsdxDmSJ2xNBEM4cqmqRWaTg817RohKqenwLFIcjGs8MjOQGOA/31qQYgYDjuP5+QTiWxChCEAqZffvB4bBrcB6uRHE7ABoOixs+4fTn98W4+87UFdIlCZo0dhx1dpcsK8RiLqIxF7ru4OOZBc9Uz5qtEwqnHuiJJZaCcGR/d4xIksSWLSaJROrnd+4ySU+z38OhwkUXKX+brS2Oy1OLzxfn4osc/LrC/pBl2Z6w0vIqEbB0WQJFEZNJgiCcGZxOnfvaFzymbd/WiSRB5LA6mcf62hYOK6xZW/C4+ZcVhqjPKRQaYrm6IBQy+/dbpKXlv3ErXtz+d+s2qFrlJGyYIJxApmlwSzMnP/yosnhJXkREluGFQR7S0/9+SY0kSQQCXnbthk2bDIoWlSlbVkJVC/5ZVQEJK+k9IlEXBw7I7NxpUryYRNGiFh5PVGSYCcJB8biT7ByVrVtNMjIkShQHny+S7xixLAtF+ZsbN8me6Bs2xFdgJ1hJkghHXOzfJ7N7j0mpUjJFMkzcbnFcnmyWlaBIEQmnEzp2cFOjhsqug8HraNTitQkRVBXxOQmCcMYwTZNza1jc3srJ1Ol2irskwZ13uLjpBo19+0wOHNCQFQsjYVG8uIc9e0yKFrXv/3ze6H/uvv53MVNVzDsJhYgIcgpCIbN/f/56nACZmfa/O3eKIKdwZnC5wgx8xsXePS6+/9EgPU3ikosVfL4YilJAKthhcgI+Hu0XYsWKvNdefpnKbS1cLF0WTPkzrVtpeL0JDiWJBoIeHukT5veVebPflSvJjH3JR9HMKDk5DnRdRlUt/P44pvn32yUIpwtJkgiFvTw/OMK38/KWoBcvLvHKGB9lykTy3ZiVK2sHwFItZa5YUaZIhsSoEX4mvxtFVeGpJ9y4XHnvLUkSWdleuvcIsmFj3nufd67CiKEeUVP3JAtHvCxfrvPaOD+vT4gydlzeZ1eyhMwzT3mpVAlMM8UXQBAEoZCSJJVAQMMwJDTNxOuNJV3/nM4onTs6adPaz5JlCc6v5WDmJzHuapuT22TT75cY+LSXUS+FWbrMHk+WKSMzboyXEsXzX0//Ca/H4MILVH7+Jf84VZahVq2/XzkhCKcKkXMsCIXM/gPJndUP8fvs7JadO0/8NgnCyeJyRilXLkzLFgmaNI6Tnh46qgCnYbh44cVwUoATYMnSBIoMdWrnnwM871yF+vXU3GXwcd3J089GkgKcABs2mvR6OMSGjU7adYhw0y0BWrUJ8e77MtGo5z/8tYJQeMiyTCDgZcIbMb6dl1zka88ei/u7BMnJyd+x1eeL8cyA/MeJ0wmPPuLh1fERuj0YYPESne8W6GzZmtxhPRJx8dAjoaQAJ8DvKw0GPBMhrheQ/ikcd4ahMWp0jFjMYs6cOAsXJ38vdu02eWJAENMUtyeCIJw+olEvE9+SadE6yE23BOjQKcL3PziJx7Wk12lajOLFQ7RobvLHap1p02McntQeCFj0eSxI+7bu3Me2bzfp2i1EMPjfOqA7nTGe7O/G58uf0tnnETc+r2g6JBQeIpNTEAqZvfugZPH8j0uSRNFMix07LUDUIBPOLHn1N1UCQSdZWRaqKpGZaaHrEllZ9jLY9DQTny/G/v0q3y0Ip3yv/gOCvPdOOps3G0z7IIZhWLS41ckFtRR83giHJrKDAZUlS1N3AF67zmD/ftixw35xTsDi5VeirF+v0ecRJ5omspSE01tWtpu1a01mfpL6u+7xSARDMqGwl3jcsusyOuzVCtWrwbT30nh/WpRNm0zOPVeh6Y1Olv+ks2ZN8qTC7Nk6j/ZR0Q92S8jOkQusK7Z0WYJg0E1mEXH8nQyBoIMflge57143Eybm0PNBN1XOUYnHLTRN4ptv48z4OMaWLSY1z/t3zeMEQRBOJbGYi6eejbBwUd6k+uYtJj0fDjHkBS/1rpTzZUhm56i8PiH1+FLXYcVvCWqep/Db7/a1bsdOk5274KzK9mskSSIScZETkIlGIT1dIj1NBw4thVcOjpUP1kVOB58vSqmSEaa952P2pzpLlyYoVVLmrjs1SpdKoKopOhIJwilKBDkFoZA5cADOOSv1c5mZsENkcgqnKVlWCAY1LEvC7U4gy8mzyqblYuNGha1bTX773UBVLcqUURg7LkIwaN8sly4lM2SwB7/foqD7Z4dDIhgwqVFdZsATHrKyTN6YGOWNiSbNmmpce40LnzdMOHLkG/Bg0MLhIKlT5aefxenSyU/RoiLIIpy+JElh9hydKueoKZedn322wiO9PPTpm7ek3OWCdve48flgx06LC2op3HOni7R0iS+/jLN4sc7Z5yiMGe3n95U6g16wbwCVv/QBy8k58nEZDllkFjkmf6bwD0WjFrc0c5GdZfLcsz7GvBxh9Bj7c1RVuKWZk2ee8rJzp0GtmiLIKQhC4bf/gJIU4Dzc8FERLr3Ei54wwQKPJ4Ek6VimzM5dBS8N37HTJDNTBvIm9MJhi2jUjWlK6LrMU8+G+eFH+/c6nXBvOxfNb/bjdsf4/geFgYNCZB+8XpYoITN4kIcq58RISwtx9x0Kt7dUUVULy0qdECAIpzIR5BSEQiYnB7ze1M8VKQI7dpzY7RGEEyEc8TJ7ts7U6RHCEYsG9R107ugls0gEMInGvHz2WYL3pobIzrZofLWDm2500qlrIOl9duw0ub9zkA+npVP3CpUflyeSgjBXXO6g7d0uJr4d5fsfEhTJkGh+i5PGjZ08OSDI8JERpk2XmfCaF78fFAUKauKeliYlBTgP2bDJpFgxcQMvnL50XeO7BTEqVVJJT5fIzk7+rvfs7qFf/2DuDRZANAqvvR5h0EAvO3YkGPh8mIx0iTvvcFH3Co3RY8JMeDNKZhGJ21u7mPCan67dAtzc1IGu592EZWYWvJJBUeyaZsLJ4fFI1KiukFlUpufDATZvzruJTyTgw49ieL0StzbXMM3oSdxSQRCE/06WZVauSj1ITE+TGNDfy9TpOjM+jhGLQqOrHdx/nxeX26TKOQpr16X+2QsvULnoQhVFCbN1q0nnjm6ysi06d4uyc6dJ9WoKd9/pomwZnZmfxIjF4NXxUUqWlKlyjkbvvjlJ77d7t0nnrkE+nO4ns0gI0zRQFKPAZABBONWJojeCUIjEYha6Dm536uczM2HnrhO7TYJwvIUjHh56JMxLL0fZtdskELCYMzdOmzsD7N/vJhzx8eRTEYaOiLBtm0kwaFG8uMyr41Mv9YnFYNYncXp29zDsRT8dO9gHVIkSMne2cdGjV4Bv5+mEQhZbt5mMHRdh1icxejxo1wkMhS1WrTFJ81s0v1lL+Tvq1XXwy6+pZ+7T00SAUzg96brG7j1efv4FMjIkMtIl7rkruU5YpYoy27YZSQHOw417NULlyirBoH38DRkW5sWhYS652EEoZLFlq8mwEWEmvxflxcFeSpVKznbx+xI0bOBI+d7Nb9bw+8WSu5Mlza9TurREdraZFOA83AczoqiKhCyLWxRBEAo3y7LILJJ6Yq1/Py8jXwrz2utR9uyxyAlYfDwrzh33BEkkZHr1TF1jMzNTIiNDZtiIMH0e9tC3j4flP+k89niIP/80CIUsflye4KHeQS6/XOXmZnnXwx07TMYXtAw+AR/OiCPLIgdOKPzECEIQCpHAwaQ0bwG9S4pmQihkF6YWhMImkbAIBj1s2+5h5y4vkYgbRVFYt458zX0AwhF45bUYBw7A4iXJAcWyZRXWbyggxRL4Y3WCdesNvvo6zv79Jg92c9O6pZPX34igp4hNLlqsU76czGOPeni0t5c5s3UGPBPjzjvctLndiePgmFBR4KYbNe5t7+LNt/MPJNPTJEqX+mf7RRAKg3hc4+NZ0KJVgOeeD3NbCydbt5m43RIPdHHhOXjdKlNGYePmgo/NbdtMLr1EZcJrfrp1dZOeJrF4iU7ZMnLuewB8O0+nTGkFlzM540/TYjzRz8VNN2ooiv2YQ4U2rZ107azlK3MhnCgy+/ZplCwh8+efBX/+4TBEY5YIcgonjCQ5iMZcGKaW1MRMEP4ry7I452w5X3JKhQoy2TkW6w5malavpvDcs15Gj/Qz8Bkv27bBeTUkBj7jJSMj7zt53rkKLzznY8SoEPO/09m23cTvz79a4pCRoyPc1sLNm6/7eaiHm0sucbDuCOfflasMdF2ce4XCT4TqBaEQyTm4usBdQJCzyME6Y7v3pO7ALpw8sixjWZbI4CuArmvM/TTGCy+GyTkYpC9XVmbIYC8rfis48+rb+XHuvMNFkSISBw7YP1ekiMQF56uUL6+QlZUgPU2iaFGZvXvN3Peuco7C/n0G1zTR+HhmjDvvcOBwSIwdl3qGG2DNWoOEYTF4SN7S2PnfZXP/fS5mfJBONGrgcUv4/TrBoERmppzbeAjsDOyXx3jx+cQyTKFwOxSAOtQsQZZlsnMcjB5jz8Tt3WfhcsLixTrFS8hUqyrz3DM+wG6AcKQJiJIlZH79NcFbkyKcVVlhxDAffR4L8vOvCapWUfn5l7xZiCVL49zeSjms8ZjN7Q7x6CMaXTv7iUQsPB4Jvy+OLIvaYidLMOjl8SeDjBjqo3x5JffxIkUkimTI7NptEgpZuFzgdkv5GnEIwrGnsP+Ai/fej/Pj8hglSsh0uNdNpYqGaA4oHDXD0IhGFWTZwufT812P/P4oY0b5eODBIPGDc2wXnK+yaLH9H/XqOri5mZNhI8Ps3m2f9zIzJZ560su5NRT6PepF00BVJdauS9B/QJC9e+2x7JKlOsu+1+1axzkWCxbqFM2USE+X2bnTICvLxOuG5T8ZfDNPR5KhQnmZ7dtTn1/POVvB4TARp1+hsBNBTkEoRAJB+9+CMjkz0u1/d++BswtoTiScWLGYiwMHFFb8niA9TaZ6NRm/P4okFXyTf6aRJIkNG1X6PRFMenzrNpMOnQJMeC2NV15LHRh0u+0Z7sf7eihTViEYsChRQmbevBj3tXcRPfhj27cblC2rYJow7pUwtS91cOCASalSEnfd6eLnXxKUK6ugqnZtuNS/C+Z+mhxwNQx47fUobg+0vs3ANO3PNT1d5603PKxfb/HrCoOKFWUuqKXg99s1RAWhMIrHnWRlqfz6W4I0v0SN6g6ys01W/mHgdpuMHe1n5SqdypVVSpRQuPYaB+kZMp26JNfGHTfGj8djZ+0dzumE5wd5icegWVMn6ekyug5PPeFl1R8G8XjyJJHPe6T6m3Ey0uO510Xh5JFlma+/1Vm7ziCRsD/ny+qotGrpIhKx2L3bpGJF+/y9eUuCWMzCNGXEuVI4XmRZZtNmF+3uC+QGntauM1i4SKf7Ay5atnCIbtLCEVmWwt69Ll55LcrSZTHS0yXa3u3kqoZOXK7DL24G1arG+PhDPz/9ZLB1m0njqx28NSmGwwF33+Wie89A0thz/36LXg8Hee+dNAYNDhXYUM/lkojHYcjwEK++7KfdPS6CQYs9e00qV1JIS5N4ZXyYr76233zzFoPHH/OyZGkw33spCrRupWGaoWO5mwThpBBBTkEoRA4tVy8okzMtDSQJ9uw5cdskFCwa9TBocIxvvs0b7GgaDB/i5YLzdWS5gGjaGURRFAIBV4EZlJEILF2mc/FFKst/yr+/bm3uZPsOgxLFFXbvNilRTCIatahZ00HRojJduwWSOlSWKSPz0kg/b7wZYcFCnSnvpnHH3dmULSPzxONemjTS+N/nqZeznl/LwcjRqbfzgw/i3Hi9G4/bft6yLLyeMOfXkrjwAhnLSojMJKFQi0Y9jBgdZ+6nEVQVRgz1039AiOU/JXBq0LOHm/POVfnmW5MJE+2MlUsuVun+gJvL6qgsXZagciWZO+9wUaa0xLuT0pnxUZT1G0yWLNVRFJj4ehpjx4WTyk+4XPbvuuF6B9WrKXw7T2fOpzESCbjsMhXDEBlXp7pwWOPDGTEe6ulm7z6Lr76O0auHh5Gjw5QupRAImrz+RoSyZRVeGunjxaEh+vdz4fWIa6RwfIQjGk8/G84NcB7u5VeiXH+tn4wMEeQUCrZjh4u72gVyG0xm51g890KE7xY66Peoj2jUQnNCmj+OJOmk+UNcfZWMrrsIBGVa3OokFoPPv4ynnFy3LPjs8xhTJqcRCoPDAaGQxVPPhli3zuCSi1UaNrDrv2sOcDolunYL5K5YAqhRXWHAE14WLsohGrWDp8uXJ3ikl4dxr4WJHBzSpvklBj3nJSPdRJL+W914SZKQZfVg0yJDjH2Fk0IEOQWhEDm0XN1TQOMhRZFIT7PYs8cCRF2hk0mWFT6Zk+Cbb5MHyfE49HokxMwZfjLSz+wbuETCwc+/qIRCZm5dolRW/Jbgtlu1fEHOc85RuKy2g6KZMoGAiUOFaR/Eyc4xadhAS9nZfPt2kycGBOlwn5vy5RRiMYsPpqbx8cw4fR8P8OrL6fy6IkHtSx00bqSRSFg4nRJOJ6xeredbwtOksUbTGzUkCYJBGVl24XbFcgeIlmXlW7okCIWNLMt8O89g7qd2RKBJY4158+Ms/ynBjTdodOrgJifHonuPAJu35B0kPy5P0KlLgPcmp2MkTLKy4eOZUcqXU/jhxzibt5hUq6rQ80E3qgIfzYznq68bjULPhwNMeTed/QdMbrnFSYvmTjQn+P1Hd2xJkkQs5iQQVIhELNLS7OXrkiSCGCeCZYGiWFx8kYN72ucw/EUfWdkWV1zu4OdfEmRmygwd7Oe7hXFeeDFM9wc8KKIsnHAEsiwTCjkJBGT0hEV6Ovh9MSzr6M4JoZDC6jWpX2tZ8NtKgwb15DM+QGOaGoGAg0DQwuuR8PkSOBxiYik722Tw0EjKcea8+Totmjvp90QQw4DbbnXS4T4PEpCdrbBzl4meMNHjFo2udjBlWur9eUszJ1WqqNzfJcD27SaSBHWvcPDSCB+BoMXCRTovvxKhfHmZXj08vPV2OCnACbDqD4M3347SpZObUS/ZEc33pkRpUN/BsBf9uNwSigyRqMX41yM4HPDE4x6KFY2k/O7rupNgUCUUtvD7Jfw+PanOdTTmZtMmiQ8+jBPXofnNTqpXk3C7RakY4cQSQU5BKEQCQXuZl6oWHMDMyLCXqwsnVzDo5O13Ui/5MAyYPz/Brc3z15I7U8iyzJ/rHXTvGaRbVzflysmsXJV6X1SupHDppRpjRsl89bVOOGxxxRUOqlVV8PskAgGL+Qt0Jr6Vt6T923k6pUvJPPu0lx4PBXKXrQP8sdqgeDGZN96MYJoWN97g5IrLHVxZ1156++YEP29PjvLIo3kz9HVqqzza20tGRpSsLHsQ+XAvDzk5Jv2eCObOhp93rsILgwoeIApCYRQKOXlzUl4Wc5PGGk8MCFKvroMWzZ189HGUihWVpADnIXoCxrwcpv9jHrZsM7i9tZuu3XNyj8l583UmTY4ycpiPtetST/zoOvz8S4Iq5yjE4xa9+wXJybFo1dLJfe09f1kamEySJLJzvDwxIJw7UaJp0PYuF3e0ceN0FlyHVzg2PJ4EXTq5eWNihDS/RNlyCp265LB3X94N+Ucfx3iwm5tIxCIahXGvRunaxYP7CJ+tcGaSJJktW9082i/Epk32OSc9TeLRPm7qXqHgUP++udjfpQGI/kN29v6EiTofzMhbSl2vroMn+3vx+cJndI35YNBKubrokB+XJ6hWVeWnnxOkpUnk5CgMHBRKuga1aumi3d1OlizT+eXX5J8vW1bmmiYOBg0O59Z2tyzYtMlg02aTR/oECB926Zo6LcbTA7zs3GXxw4/J2/XV13G6dUln506TqdNjWBbM/07n998TdH/Aw4vDQrw0ys9vvyXQE9C+Q5D3Jvnw+fLuYSRJIhj0MHBQlAWL7F+sqnYAt2MH+xocjboZNiLO/z7Xk373BbVUhg3xiECncEKJeVJBKERycqyk7rKppKfD7t0nZnuEgpmmlBsMS2XbdvOoungqioKqqqddx89IRGP4SHugNHNWjDa3u1K+zqHCjTc4aXl7Nn0fDyLLFk0a2x16FQU0J4QjVlKA85AdO00+mhnj+uuc+Z7bv9/kgloqGRkyd96TTccuATp0CvBgzwDLvk8QCFhJM/TLvk/Qr3+Qfo/aB+CFF9hzhBMmRnMDnGB3gb+/c4hAIPXfIwiFkWlK7NmTF8CUJTvD8vbWLuI67NxtseyH1Dd8DhVuusHJvPk6RsJiwNPBpEkHsOvg9n8yRMvbCj5uNm02mPFxjC1bTV4d50dPwHtTYrzzro5lOQr8uXDYTdfuwaQb0ngcJrwZ5eNZBpIk5vuPN8tKUKO6XbKgRXMno8eEkwKch4wdF+GmG5y4XLDiN4NXX4tjmtpJ2GLhVJad4+be+wO5AU77MYv+T4ZZv/7oxkter0GN6krK52TZnrA8kycqLcvBW5N0pkyLJS2lXrBIp3ffMJHomT3GkWQ7yJdKlXMU6tdz0Lmjm3Ev+WnYQGPEqBCqagcvr2ro4JmnfFx6scr2HSZtWruQJDvwedGFKr0fdjN0sI8tW03a3eNi3Bg/115jnwfvvsvF0OHhpAAngGnC4CEh7r4z/+diGLB+g0Esbte3PuSaazS+WxgnGoW5n8Zp1Mj+Hfv3WyxdZqAoecdHNOqi92MRFizKGxgnEjB1eow339YBjT/XkxTgPOSXFQm+nW/kNiwUhBPhtP62jR8/nmrVqlGtWjV+/vnnfM8Hg0FeeOEFrr76amrWrEmjRo148cUXCYVSZ1+Zpsk777xDs2bNOP/887n88st5+OGH2bJly3H+SwTBFgjwt0HODBHkPCWoDoPqBQygwW66cKQBtGGoZGV7mfmJyvgJEitXuQlHPKdNsDORUHIzN7duM9m+3aTT/W4ch8Uq0tMlBj/vY+1aO+h4WR0HDRpozPokSpkyMpomocdJ6rb8V19+Gaf+lckBEEWBGjUU2t7j4sILFG671Yn7YAmIcAQGPBPi+mvzHjtk7TqDMmUUenR3c2cbJ++8mzoDbPduk3XrrdPmsxIETTM4v1beHV1WtkX16gr7D5hEIxZVz1Eompn6+96zh4eZn8R4/sUwZcsqbNma/7xXtqxM/XoOypSWKJKR+n2qVVFYtFjny6/irF2b4MXn7Zu1KdNiBAIFB8K27yApGHK4N9+OkXOEnxWOLb9f4vLLHcz/TqdiRZmbbtRo0ljLHddYFqz6I0F6mkTHDm6KF1cIBAoOYAtnHkVR+PrbRL6mZYe8NDZKLPb3x7TLFePpAR5cKWJ1PR904/P+fTbo6SwQ0Jg6PfUy6hW/GRw4kBxCMAyN7Bwve/d5CUfcSQGy01GRDIkbrsv/Pet0v5s2rV0MfD5El24BPv4kgsslUedSjerVFEaP8HNWZYXhI0N8MifGkqU6lmXxwZR0Rg7z0+l+N1u3mtx5Tw4vDg0zeEiYB3sFOO9clVa3OSldWmH9htSrnsJhewLvr9/p9HSJWNzOlt+9x+TSS1RKl5Jp0dzFvPl2UPK33xOcVTnvM1uwMIEk5X3G+w/IrFiReqw97YMYOTka708t+JiZMjVOOCyutcKJc9pOX69Zs4YxY8bg8XgIp7gShsNh7r77blatWkW9evW46aabWLVqFRMnTuT777/n3XffxelMzv4ZMGAA06dPp0qVKtxzzz3s3r2bTz/9lIULFzJ16lQqVap0gv464UwVCBZcj/OQjAzY8+MJ2RzhCDzuOH0edtOhU/4OhmXKyFSrJhUY5DRNlR9+dNDnsUBuDciJb8WoWkVh7GgPHk/h73yoqBIvv+QnHrfQNImfftbZs9dk5DA/sbhFxfIyCQMCAZNPZuuUKilzy81O3poU4fmBPlasSDBpcpT69bR8HZcPpyfsrIxDSpWUGTLYx8KFOouW6GRkyNxwnUazpk66dAuQlWVhWTB7bozGjTRmz0ketK1ebXDFZQ6QYM8eC6cGtWvbDVGCQYsvvoyzb7/FqlUGF18on7HlCITTi6bF6dXDzT3tg1gWzJwVpc/DHiwLypSWqFRJIRq1uOlGJ8Ggxbfz4nz4UQxVlShbRmbRYp3WLZ38dXWj3y/x+GNeIhGLRYvtrKEXBvkIhiyeejpI6ODwrVJFmSpVFJ4Z4OO7BTpffKVz6SUOxo3xM3pMmHDYIi0t/3ZLkoZhwo3Xa3z5dTxfk5Fg0CIWlfD7js9+Ew4jQYvmTooXkxk9wkd2tsW383X8Phg9ws/27SbPPGdf2zTNIivbRHPYWUj/haIo5AScuY0b0/wWfn9cnJsLKUmS+eXngj+7tesS6LoL7W/iKZZlUbZMlOlT/Ez/IM4PPyYoWVLm3nZOypU1zvjO6qGwlbLe5CE7dpiUKW1PSOXkeBk2MsI330YxTXvSqt+jbmqelzht96PbLfNAFxc//Jhgx057oF7vSgcuJwx83j6PVa+m0KypizvvySYSgf79vDz3fIjza6kM6O/j62/jrF1nkpZmcMXlMjNnRbn8co0p02LUqqly6SUqpgn79hvk5Jjcc5cz95oIduZn40YaZcvI7NljsXhpnKLFJO5r72LtWpNv58XRE3BvOxcffWwvn5g6LcrwoX7CIYudO43c82uJ4jLZh3Vwr1BBBuy/S5Ikdu4sOClD1yEYsvKt0DhcLGblu/4LwvF0WgY5dV3nscceo0aNGlSsWJFZs2ble82ECRNYtWoVHTt2pHfv3rmPDxs2jNdff5233nqLzp075z6+ZMkSpk+fTu3atZk4cSLawatn06ZN6dSpEwMHDuSNN944/n+ccEbLySFfdtlfZWTYs3mhkEWRIidks4QUTNPkrLN0xo728sKQCNu2mcgyNKjv4NHebnzeUIEX/EDAyaP9Avma3KxZazD+jRg9uzsKdcOMaMzDO5PjvDclmjuIvvwyB+3buvjs8xjXNHEyaXKUdX8aVKmi0LKFi8aNDHw+iRuvc/L4EyFkGe5o46JsGZlQiJTL1cGupblmrT2KK1pUYvQIHz0fDiZ1XJ/xUYxuXd0Me9HH/Z3tO+GtW+3Z7r9Kz5B44qkgo4b7mPSmH69X5n+fxVi0WKdIhswjD3vZucOgUiW7o7ognEyW5SAcVpFlC59Pzw3sSJKEJBU80ZL/fSzKl9N5bZyPr7+J07CBk5mfxDjnbIX16yVW/ZGgSRMnc+bE2LjJoGoVhTGj/Sz7XufnXxJUrChz1x0uZMXOKsnOtpAkeH6gj7HjwkkNQGZ9EqdFcycTJ6Tx7ntRgiGL++9z43JJvPt+hAUL7ZPGN9/q+P0SQ17w4fcnZ38ahoNduzUmTY6xYUOEs86yM2imTo/y7by8c6fLZde5Fo4/RYZGVztQVYkRo8JsPCy79uNZcdrd42LKu2loGsTikh0MHRPi2mtTRK+PkmmqrPpD48mnwrnn/NKlZAY+46Fa1TiSJM7RhY9F1aoyX3yV+tlyZRUU5WiXmRsUyQjRuaNKu3s0HJqFIkfO6FqTh7jdEopS8CRD8eJ2B+5w2EPHLkG2bsvb59u2mXTvGeL1V32cd+6p311blmWCISfZWTLBkEWxYhI+7983WEpLC/HWG15+XG7wxVc67dq66fagPYYsVlSiX18vPR8OEImAzyeRWUSiejUFhwN6PBTIfZ+vvo5TtqzMuJf8DB8VYvRIX24CQLmyCt98G2fefJ3fVxr0fthN0UyJmjVV7rjdxdxPYyxeolOhgsKIoX5+XZFg3nyd6tVUXnnZz969JmefrfLOZHuMvG+/RTRqMWR4iFYt81I+b27mZNhwOzgrSdCsqYNEwv5vy7L3SUEUBbweuLmpgyVLU9+bXHuNA48nIQKdwglzWgY5X331VdauXctHH33EhAkT8j1vWRbTp0/H4/HwwAMPJD33wAMP8O677zJ9+vSkIOf06dMB6NmzZ26AE6Bhw4bUqVOHBQsWsH37dsqUKXOc/ipBsIOc6elHfs2hbJZ9+6BcueO/TULBHKrOJRebvDXBTSgs41DB59NRlGCBF3pZlln2Q6LAgeWsT+J0uNeH31dYg5wqU6YlePud5KDkkqU6JUtC/SuddOsRyN0/K1cZfDI7zsjhPj78KMrcT/P+7uU/Jah/pYPH+nq4sq6DhYuS94mmQZdOHgJBkxFDfZx9tsLYcZGkAOchL78SYep7aRQtKrFvn8XZZyts2578utKlZWIxi3vbu5kyPXpwW3MI5HazNFiwyM5Yu/EGxyk/sBdOZzIHsty8+XaM7xaE8Xkl7r7LydUNncR12LLFYvdui7PPlilW1MLlyl96QZIkdF0jGlOQJPB6dM6vlSAa1ejWI0C5sjJ1ajv46OMYzW5y0v0vx+2s2XFGj/BRorhE65ZOTMti3nc63bq6eX5wmMvqOPhxuZ6yw/GMj2NcWddBg/oOdu82ub9TDroO48b60TT4+hv7WA8ELF4aG2bsaO9hP62w7HuVR/vlbc/vK+3O8M8962P3bjO3VEbLFk78/jN7WeqJ4tDAJ0tMmBhJCnAe8vY7UWrXdlCqpIzLBZpTIhSyCAZNMv5m3FOQvfvsDP3Dr6c7dpp06Rbkgyl+ihUTQc7CJpFIcMN1Xsa/HkVP8fE90MWFxxPLN0l8JJaVwOlMHPz/x2hDCzm/T+e6azXmfpr//Fipon3dkCSJNeuspADn4YaNiPDyGCcu5xFS/E4yWZbZvcdNj16h3MZ5kgRNb9To+WD+pnaGoRGNqsRiBpqm4vWGuKqhzFUNFbZusxNMWrV0cuUVdiPLQ7X5K1dW+H1lgvr1tdxA6OG2bTN5a1KEXg96yMqGL7+K0biRk05dcti3P+9LOXCQxdMDPARDEt165J3bfl9p8L/P4vR/zIvfL/PhRzFmzY4xarifN96M0LqVi1dei1C6lMy27SZdOrn53+dxJAna3uNi0yaDvfssHCoMGuilSEby516sqEWlinLKc/d112j4fDqXXKJSuZLMho3JrymaKdHqNieWlX9lmyAcL6ddTc7ff/+dV199le7du3POOeekfM3GjRvZvXs3F198MZ6/FDj0eDxcfPHFbNmyhR07duQ+vnTp0tzn/qp+/foALFu27Bj+JYKQXyDw98vV0w8GOffuO/7bI/w9wzBwuyMUKxoiPT2Eohz5hlqSJPbvL3iUHY+DYRTeWo+BgJN330s94K1X18mzz+XPcDVNGPB0iKsa5E+5atnSRY+eAZre5KTng24qVpQpUkTi+ms1JrzqZ9n3cWZ9EufJp0PoOnzzbcH7f/ESnfpXOlBVaH6zM+m1FSvKPP2kl2Xf66xfb+BQZd5+J3pYgDPPtA9iRKLiTkk4efbtd3P7nQFmfBRnzx6LDRtNpkyNs269RJu7QnTsEqL/gDBt7grSp2+McMT7l3dQ2LnLQ/8BCW5oGqT5bUHemyqxZ6+TJ58OYZrQ4lYX70yOckcbF8NHhVMft8+E2LnbYstWk0//pzN7dpw1awyGD/FxWwsnn/6v4OPxm3lxvp2vU6qUQjhil5549rkQbe928cpYP1c1tGs1rvrDIBjM++WBoIunns1/HjEMGD4yxF132Nkr113roF1bB1BYJ4wKB1mWyQn4+GROjOwci9lzC/7MFy2OM3tuDNOwUA+Wh/u3mbaW5eCdybGUE4aJBLzzbgwQ9T4Lo/T0KOPG+khPyxsLqSp06+ri/FqWmGA8BhQlzkM9nNT7S03zs89SGPuSF48niqIoLF1W8ETB6jUGun5q1+YMBFx07BLMDXCCHej+ZE6c96YkOJQPJkky+/d7Gfi8wY03B7m+aRbDR1rkBOxaJ4mEA6dT4tVxflo0d7JkiU52dt5FSI9bnFtD5eefC77ezJ4bR3VI9Olrd07/YEY0KcAJEA5bFC1q1/T867nNsmDE6BC3t7JPmroOQ4eHuPgilRrV7b+jS2c30YhFuXIKD/dyM3NGGq1u0yhTWmL4EA8zP/Jz+WU6ipK8nR5PlJdf8nL2WcmfZ70rHfTq6URR4vi8EV4d5+WBri5Kl5IpVlTi7judTH7bT3q66KwunFinVSZnPB6nb9++VK9enfvvv7/A123atAmgwBqalSpVYsGCBWzcuJHSpUsTDofZs2cPVatWTVlIuWLFiknvKwjHSygMrr8JcuZmcu4//tsjHHumaVL7UieSlDqjoMo5Ci7nqVVLTJZlYjEHsmLhUBNJNxiW5SAQ0AiGLDweiViMpG7kh0tPl8hJETQEyM62cLqSg7u1aqqsW5fgzw0m/foHqXmevbT97LNkKlVSWL3aYOMmk7Q0ieee9aIoJHUJ/atoFJxOibGj/ViWxUsj/RzIsvD7JEqVkujTN0iXzh4GvRBi4NPefNmoh1u4KMFttyqi7ptwwhmGxktjo/kac3Tu5KZP32DSjRfAT78kGDM2Rp9HNGTZDkDt2evivo4Bbm7q4q47XPh8UCRDxjQtdN3++fLlZP5cb6AqpAz2Axw4YOHzSkx8K0r5cjLFisp8MCPG2nUJnnnKRzRW8GRALGpnY0uSXVfXNGHLVpOsbItH+gQZ0N+LacL873RicYm47sSpxdm71yqwKcnevRaVKinM+siP35fA4RA3XsdbTsBNu/sC9H7Iw4Ese6lkQWJR2LbNIBaXyMo2qVZVwe//d+fQeFxm5aqCA6q/rzKIxTRRrqAQkiSDGtWjTH3fy969EItB6VISXm8cRTl1swYLG7c7xLNPucgJuNizxyQjQyYj3cTjCWNZFpZlUaZ0wUHM9DQJWT51J3wlSWLzFos9e1Jv43cL4rS6zUckaqHrEhs3GuzabWEY9qTZx7PiLFqSYNJEPz8sT/DS2ABZWSYPP+ShVUsnmibx2it+VAWKF5dxqBK/ryx4EKrrYCSgbFmFK69w0H9AXuZj2bIyfXt72bTZntTbuzf1NofD9r3DoVIDGzeZlChhX7u7P+DmogtVJr4V5YMZUR7q5eGiC3QkSadxIzn3M03FsiwyMsK8+rKLrGyZrCyTEsVl/H4DTctb1u71hLirjULzZm4s7BUgEPxHmdWCcCycVkHO0aNHs3HjRmbMmHHErm6Bg9XHfb7UleYPPR4MBv/R6w+9LpX09HRkOX/ibBFRNPEfO5P3WTi8j/R0J35/waNyvx9crhzCYTsaeibvr4IUdDweC/9lfycSFrv3mCiKyZhRfhIJi2kf2PUewb7Z79fXS+nSDuBvot0nyI6dBvPmxflkThynE+6+y8X5NVWKFVPYs9dk/IQI06cHchsATXjNj6rmDzYOeMKDph05Q/Wvg69LLlaZ/13ebPNvvxvc3AzS02Ue7hPkjz/ybo4/+jjGyGE+Ljhf5ZdfUw8y69dzsHGTwcjRYZo01qhX10E4bCHLdpH9OnUcOLW8gM6Rl7VJpKXqhHICFLZj/ngej2eiRMLFt/Oykh5LT5eIRa18Ac5DPv0sTvcHMihXzksoZDLxzSDPP+dn5UodWYYPZ8RZv9GgUkWZCa+lsXWbQdmyMkNf9FGkyJE/O7db4pdfE6z6Ax7r4+W3lQm6dfUwdXqUenUdzEmxHBLgiiscvPFmhMaN8ncQMQy7ucNLI/2sXm2weo3BkGE6zz3jR9OOfDfldEqcfZYD0ADPEV97Ip0qx+2/OR4L2nbLspg1O8qePRYuF2zfZlDvSkdSXdTDNbpaY8DTQSQJtm1LMHSwj9KlVP7N9S4cMSlfPpGyHAJAhfIKGRkuXK5T5ztwvJwq361jrUgRKJ9Ulun06958pOPxRH2uJUtClaTFkXm1HK9qYDB8ZCTlBHLbe1yULqWhKKfuTMKWramD4rVqqXS+3023HqHcbubFikk82M1DxQpyblPKO1pr/Lg8wfMvhOjayU29+hpTp0eZMzdO2TIy99zl4tcVOtGoiqJYXHG5gzffLriG/NffxGjR3EmxYlLuGNPvl3jqCS+PPxlk716LUSOO3Cnvr2NTVbEbnpYuJdOqTTaxGDhUKFtGIWGolCh+9J33MjIgf2W+/OfnjIxD/8+V77lj5XQ9rwnHxmkT5Pzpp5+YOHEi3bt3p2rVqid7c/LJzs7O91iRIkU4cODASdiawutM3meJhEUsBrIUIxA48pLntDTYsiUMuE+L/XWsL2Spjsdj4b98Pw3Dwc+/qDzxVDg3iObxQM8HPZQuJfP7qgR9e7upXDnGgQOnRl2bUMhLh06hpHpMS5cFuaqhg/6PuZjwZpyp0/IKt5smLFykc+MNGl99rXP2WQqxmAWSReWKKvv2mfj9UsqssPQ0KV+nz0SCpA6qDerbQcgvv4onBTgPeWFImBFDfdzbISdfLa+GDRxs2mTQ/0l7Rnr1mgjnnavS9/EgiQScc47CMwO87NhhUqSIxIrfElxWRy1wqVbdy5WTcuydiHNkYTkez0RFihQhYSTQtOSM6fQ0Kd+yt8MlEhAOGxw4kEMo5KFGDQdffx3j0ku1pLpfK1bA7DlxnnvGy5BhYZb/lOCdt9Lweu36iX+Vni6RlWXRtbObocPDrN9gMPBpL7+vTHDpxQ4qVlSY952etNwcoFpVBZdL4sB+E1khNwukTBmZrANW7javXWfQ91EPb0yM8PtKg/s75/D6q348bginyBgvminh9xkcOFDwpPTJ8F+O25N9PB5p2xMJjS+/ss+RTk3C55e4s42Lpcv0fBn9F15g35JUrKjg8UCzphpeT4i9e1WiURWkQ1lBR1deQJIk7mvv5suvUr++fVuNSCS7wJUFp4szedx8Mpyo4/FU+Vy9XpXRI7w81DtE/LBbkwb1HNzSTCEnJ+ukbdvfkSSJypXyB+gkCR58wE2vhwNJ15G9ey2efjbE6BF+Fi7S6dbFQ/XqCpPfi/DKWD96Am6/Mzt3P8SiCitWJLjkIg1ZgY2bEnjcdjBz2ffJY0dNg/Zt3TzxVJD9+y1eG+enWVMnMz6KcestTia9E83N3gyH7WtZqmu62w2qQ8q9ZlcoL1OypMzOXRb9nwwSOzgkP+sshcWLddLSof6VJg5H4apNfbTffxEIPXOdFqkTiUSCxx57jGrVqtGpU6e/fb3f7wfyMjX/6tDjhzI0j/b1h14nCMfDoeV3rqOYFEtPE8vVC5u9+zR6PRJKCvCFw/DCi2Fa3Ork5dFOqlWNoiqnRv04SVKZ/qGesuD8t/N0Nm6Cb/9S/7JsWZkmjR10ut/NkBd8XHyRyl13OBk51M+4V8NMmRalVw8P0l8SOiUJHnvUQ/Fi4DisPNT87+LceENehkCzm5yYppSyUD7A7t0m338f573JaTS+2kGaX6JCBZn+j3no29tDqZISo4b7eLS3m6Y3aqxZm6BWTfvGe906g8ceD3LBBQqd7ncx4+MY7du68aRIAmpzu5OMDNHQQji+JEklGPSwf7+XYMiDLNvfVY9b55ZmyZkzu/eYVChf8JAvPV3C7bEOvq/FWZUVLrlEY9jw1HW/Bg8Nc+cdhy5GFk8+nv9AkCR4uKeHCRMjXHKRyshhPmrVVKhQQWH1GoN+TwR58qkgr77s59ZbNNLTJUqVlLm3nYtuXT288GKIHg96mP6BfVemqjCgv5cyZWSa3+JE0yAet1i7LsHvK+2N3LrNZOs2g2efyb89sgzPPu3B7xfLWU8URYG0NMkOdufAvn0W33wbZ/QIP9deo5GeJlGmjEznjm4GPevFMCweechDmh9U1WL3HjfPPGdw0y1Bbr0tyMuvQDDkRfrrRSIFeyltgmee8iQtSXc6YeAzHsqUFudoQbDLDbk4kOUlO9tLIuE8quMr7+cTnF8rzswP/YwY6mVAfzfTp/h56klHvqY9pxrLsihbBsqVTb421r5UZfESPeVEmWXB+1OjdLrfTVa2icsF11/rZM06g+eezwv0Dhrope09Lt6bGqX1ndk88miAnGzw+WTatHbx6CMeypWVSfNLNLrawZhRfiZMjOTW5H/jzQh33O4kI0PikkscLFycN/Z/f0qUh3t5SJXg26Obh+nT7WucQ4WnnvTy3YI4D3QPcOBA3v3F3Xe5mPZBlAFPh9m6Tf1Hn7kgFAanRSZnOBxm48aNANSsWTPla26//XYAXn75Zc4++2yA3J/5q0OPH6rZ6fF4KF68OFu3bsUwjHxL4Q/V4jxUm1MQjoeQnWCG6yhWffj9sHfv8d0e4VhyMPndWIHLn994M8LTTyqnVDH9UMjBzE8KHsB++FGMSy9JXoo6eJAPSYKnnw3xw48JOnd0Ew7DryvsJYU5AYvzaii8PTGNt9+JsmmzQaWKCs1vdvLpZzFycizGjfUz99MYZ1VWqFRJoUwZJTejUlXtwMqRar6tXGWSmalzfwc3rVtZbNxoMPOTGK9PjNK+rYucHIsNGw3uucvFjh0Gne538/iTQQ4csJun7NxpcG0TmQNZTsa9GmbUCD9ffhXnp58SZGRI3NveRbUqJpomAinC8RONuZkzx2TiWyGycyzS/BLt2zm5rYWJIuu0b+vlu4U62w5OQkSjsGu3Sa2aCit+y5/l/EAXF36ffQ7y++MEg048HlJmitSqpXLh+SplStsZIpZlZ16OGeXno5lRNm8xqVxRofktTubMjbH8pwTrNxgMGR5myAs+7r0/J/dGbtUfBh065dCiucbkt9PYsMHgm3lxPpoZ5ZWxfn79VWfXbpObm2o0a+rknXejLF6sc+01GqNH+NETVm729SF//JHg1uYy70/2M2FilE2bTapWUbivvZMSxWNHPI9KkoRpOjAMcDoNUVP3P5JlnbvvdLNzp8nGjQYT34rw/EAfBw7Y9TavbaLh90t4vdDpgQAVK8h07eLGtGQsU+bOu7NzAw2JBLw/NcaChToTxnvxekJH/uWAqsa5uqFK7Uv97Nxpf+dKl5Lw+WJIkghyCmc2y1LYsNHFc8+HWfWHgSTZjWQefcRD0aKRox5zSpKB3x/isjrSwXNo7O9/6BTh9UZ47RUfjz0eZsVv9jmhYkWFtWsLPvevWZPg0d4eBj4X5LprNca9GuGBru7czuPjXvLz6286r47PGwdu2mTy7KAQPR90k5kpcdGFMjVretm/32LREp2HegeSakmvXmPw558GLz7vw+mUku4PVvyWoFRJmbGj/Xw8K8b6DQYVysu0vdvN7yt1du42ufUWjdatXFimxcez8sbhXq/E/fe52LDByG229Nr4GIMGOv62MaogFCanRZBT0zRatmyZ8rkffviBjRs30qhRIzIzMylbtiyVKlWiRIkSLF++nHA4nNRhPRwOs3z5csqVK0fp0qVzH69Tpw5z5sxh+fLl1K5dO+l3fPfddwD5HheEYyn0DzI509Jg/frjuz3CsROPy6xbX3CG5oYNBrG4A/fxK23zL0hYRxj/GoadxXPI/fc52b3b4LffDX74MUGjqx0UKyYx6IUwPbu7KVNGJme1QcmSCkOGhahWVaVaE42du0we7Zc3+Ova2U3FCgrffKuTnpbg+uucdO3soelNBn6/xMJFOnXrOgrs2tyggQNdh5Gjw/mWCw0ZFubhXh727zfpPyBIt64eXhwa4oXnfDzYM4BpHexub0Kr21Rat9TYu9ekfVsn97XXcLkSONRIgYXbBeFYMEwHk95JMGly3o1kTsDipbFR9u2DTvdr+P1hJo738v2PBv/7TCcjXaLmeTING/h4aWyEzz6PYxj2MvYHurho0kjCsuybOsMwKFNGZvfu5AO8bGmZJ/rbS80XLdbZuMmgR3c3mZkyGzeafDInyi3NnDhdEitXJejzWN5xW6GC3cl18RI9N8B5SCwG70+N43LKFMmUaNPKxazZMSzTolYtlQsucDBlWpTuPQO5S+3mfBpn3Z8GTz3hzVfeomJFBUmKUqE8PPWEg3jcgdNpIElHDorFYi7+XC/x7vtxAgGLJo0dNLrKRVra0d/sC8ksy6JyJZO6V6iULi3bWU6ShQXUqK5w4IDFhx/FWLzEvv5t22byQBeJWMxC11OXHNiy1WT5TwYN68tH9bnIcoI0f4I0sdhKEJLs2eOi3X2B3HqalgXfLdBZuTLB5Ek+/L6/n0g43JEa15yqLMsiIz3EqOFOAgE3kahFieIyb02KsWBR6p8pU1Zh9ZoEbe9xY5pQtapCqRIyXTu7icUt0tIk3ngz9UT3a69HeH9yOmPHhdm/3+Lii1QaXaXxww8JMjMl6l2pIcuwfXsCw4APZ8To+aCbc85RWLcuL/D6xVdxFi6Kc+01Toa84GPa9ChPPBWk/pUOHujspnJlhTZ3ZVOiuMzYl/zs2mWi65CRIWGa0Kdv3urUTZvtewzPSSj1n0g4CQRVsrPt5qTpaQYuV6zQfY+EU89pEeR0uVwMGjQo5XOPPfYYGzdupHPnzlx44YW5j7dq1YqXX36ZcePG0bt379zHx40bRzgcpkuXLknv07p1a+bMmcPo0aOZOHEi2sFCcPPmzWPZsmXUq1ePsmXLHvs/ThAOys3kPJrl6umwd9/x3R7h2HE6TapXs2v3pFLlHAXn3zTTOFEkSSIU8rDqD5PGjTSmTk89Y39LM43/fWYHGlu11Li2iZM/1xtk55iMG+MnHLEIBizefN2P3y9RsqTM40+GKFVK5rff7WBoKvO/0/l2Xpw/VtvPfzNPp2ULJ2efJVOutoqmwbXXOpn/nZ6vRmC1qgpVzlHYs8fKF+A85M23Izza20u//kGcGvR40MMPy3Vat3LSsIHGgoU6X3wZx+mSaNNao2EDBY87b7AoxmXC8RYMarw3JXVNySnTotzZxk96ehyvN0TjqxWuaiAjy2BZMbKyXdSr66DpjU5MC4oXkyhZwkJVk29mi2ZCVra9zFiPW3Tv5qHuFQ66dguwY2feuei7BTptbndyx+0uypRRGD4yjKpKXHetxvPP+XjyqRBFMiS2bDUwDYklSwuezFm8TKfd3S6++Mo+bxTJlNm7155w2Lw5//lv9RqDbdtN0tMksnPsAy/NL1Glipx7gyTL8aO6ZsbiLsa9luDDGXmTI8t/SvDm2xJvv+EjLe2f3ewLeZzOKPfc7SESURg3xs/qNQlmzophWnD1VRpt73bx53ojN6j+8y8JMouqbNlS8DXvs891GtZXgFPjuigIhY1haIx7LZqyYdC+/RYLFya46UbljMhmtywLpzOaVNbitlu9vPt+LGVX8DtaO8nJsbi4gUooDLIEDz8aJD1Nou3dLmJxK18N+UOiUTtx4auv7Rf89HOCz7+MM3a0n7mfxvl4ZhTTghuvc1KjhsqqPxJkZZl06+LmkUeTu5SHI5ATMIlGLWbNjhEO29nu0z6IMe399NxJwR9+TDBwUN41rHQpmWee8tK9h90U9OyzT849RjTqYfjIOP/7PJI7dq5RXWH4EC/p6SER6BT+k9MiyPlv3H///Xz11Ve8/vrrrFq1inPPPZeVK1eyYMECatWqRbt27ZJef/nll9OqVSumT59OixYtaNiwIXv27GHu3LlkZGTwxBNPnKS/RDhT/JMgZ1qaXc8xEhEXiMLAsnTubONjxkexfPXvJAnu7+BClk+Nm+xQyM2DvcKs+9PglbF+vpmn58v4urKuSo3qKlWqqNxzlwuvT8KhwgUXqFgmzDy4vGbTZoOXX/Jzf5cA7e5xcc9dLmTZzgAtaFzt9UpE/rIc/YMZMaa/n052lkmb2128+16EkcPt/blwkY7LBS2au7jkYpVQyGLT5oIH7QcOWLklIRYu1gnkWNza3EmJ4jIdOuUkLd8d9EKEOXNUhrzoweM+tWtPCaePrCwr5Y0p2MfNgSyL9PRD/20ABqYJ+/Z7ufOeYL7g/9VXOejfz4XLaWeexHUnkajdsKDPwx6KFpX56WeddyZHkwKcYNe5vLqhRqcuAXYddh545bUI1aspPPesF7dLYsDTIa69RsPnK7jul88rUaKEzOdfxLnlFntSpFhROWWA85CVqxJUqGhPEBUrJjFujI80f+SoJhtUVc3tWrx1m8KHM/Ifw3v2WEx4M8ZDPRxI0qlRD7kwcitxYpKb4aPC/Pln3vn37UlRvvgyzlNPeun2oB24T0uTUOQjrxRIT5Py1W4WBOHoRaMKy38qeFn5/AUJrr9OBk7fIKeiKMiynRH+12BuZmaMkcO89Osfys0oV1Voe7eLrdtM3p8apXIlhR4PBXKbl23fDv2eCDH+lSOnjatq8snroR4eHu4d5M/1edvw6usRZs2JMXyIjwMH7CDmmFF+3nk3yq8rdIoVlWlxq4uiRSUWLNQpV1ZhzdpDqzFg3z4TVbUn6l8dn5wSv2OnyWefx2nc2E5G6NzRhaqGT+gkvWU5eG2CzqefJa+6WvWHQbceQca/4sbtPs27wgnH1Rkb5PR4PEyePJkxY8bw+eefs3TpUooXL859991Ht27dcKWIJD377LNUrVqVadOmMWnSJDweD9dccw0PPfQQFSpUOAl/hXAm+UfL1e2eWezbZ+L1Hr9tEo4NWZbJOmDy3LM+hg0P5QbSMjIk+vb2UKzoqZGtIssyPy43Wb3GHki9Nj7CuDF+5syNMX+BjssJPR50U7yYwntTouzcaVLzPJXKZyl43FAkQ+bPDQaqCi1vc3LFZQ7eeCtCVpbF6DERmt/ipFQpmcaNND7/Iv9yc0WBs89S2LQp//6Y82mMuG7RpJFG0aIKhgG33erkvvYuEgmYNj1K5wcivD3RT/HiBd8d20FW+/mimTK//x7ny6/iKErq+oQ//5pgzVqLiy6QxKyzcEK4XUeO7rhSPJ9IaIx+KZqyA/o33+rc195F5Ur2f8fjDixLossDAXo86OaT2THq1nUwZWr+IOCVdR18t0BPCnAe8sdqg0DAYvK7UXbuMvnqmzgd73Pz/Q+pI7R3tHEhSVCtmkqfvkGGvODD45Fwuezsl1TOqqzQoL6KwwHFi4HPF/7b4zAWc7Jnr8qsT+KEIya33uLkq68LrkU2Z26czvf78HpFkPPfcBJHDwVZstSRFOA8ZPt2k+XLdS6ro/LDjwkuukAlFrMoXargRlmtW2kYhphYEoR/S1EsMjNl9u9PHcQsWVJGUawCJ5wLN4XsHBfz5idYtdLg/PNVrrzSRXpaBOvg7IosJ7j4IosPp6Xz53qDA1kWRTNl/vdZjFmz43S418WEiZHcAOfhdu02KVVSZueu/NfFsmVl9u3Pe7x6NYWt28ykAOch27ebLFyk06C+yoIFOst/StD8FidNb9II5FjMnhvj95UG/fvlL9uiqvDeO+kEgyZdOrr5aGaMRYc1L/rsizgTXvNz3TUOSpeKn/DxayCg8fHHqVekbNhosnefRPlyJ3SThNPMaR/kHDx4MIMHD075nN/v5/HHH+fxxx8/qveSZZm2bdvStm3bY7mJgnBUQiE7q+9gpYQj8h+cRNy3XwQ5C4NA0MWjj4coUVzmkYc8eH32cst4zO7ieN65bjIzT/ZWgq6rSQXMy5dXGPdKmEgUrr9Wo2ZNhZxs6NotO3dJzZxP4xQvLvHSCD96AmrVVLmqoYwiw7YdBl9/Yw+6NA0WLIjz/fdxnn3ax8qViaTO7ZIEA57wEg5bdO7oZt53MXbvtjhwwMKywDRh9WqDenXh9TciJBLg90lEIhb6wZiK1ysRDEHZ0gp+v5RvUAjQoL6DJct0FAXOr6Xy6vgILZq7GPdqwTfUH8/UufhCFcs6+UGQcNgkO9tLVraFyyWRnmbidkdFAPY0kpZm5qvPdUjlSjLpaflvrGIxB9/OL7gZ1v8+j9OlowdFiZJI2MdN+7YuqldTWbfOpEZ1lYSR/B264HyVtne5eHZQwVnmcz+NU6OGwh+rDbZtM9ET0KSxxpdfJQcVGzfSCAQsej8axLKgUkWZsmUVPvs8xo03OJnxUf6MI4cDLrlYJj09L7D5d1/zWMzFm28bTH4v7+Zq7x6LMmUKDqiZp+VN/vEhywqhkANJAq9XxzAMnKEd7I+V45M5BWeNfTtf58brNZo01nA47GWYpUraXY7/GhRv385J6VLiQxGE/8Lr1bmvvZPHn0g9tml1m4ZhnBoriI4lSZJZv8HJ/Z3zajx/Mhc8Hnhzgp/y5fJqMMuyhCxDmTIKGRl2wLdZUye7dps0qO9g2gfJ5zS3G66/zolpWLz4go+u3XKS6gp7vRKP9/UyZHjefq19qYN58wueZPv0szjXXatx7TUacz6N8/ak5Ou4ywUlS8hJqyzOqqyABG3vzSYa5WBjQhcXXqAy7lV7g0zTYv9+k5o1ZVT1xI9dw4eNzVPZscOkQnmRPCD8e6d9kFMQThfhsH0BlY5ijZY/zf53716LCuWP84YJ/1koZC+L3LPH4PEn8w8q16wzuOKyk3+xl2XQHBL1rnRwTWONsmVlNm82GDE6wg8/6Lw3OY0ePXMAaNjAQaOrNTRN4uefdca/EaFiBYW3Dg7QLjhfZcATXkqWlHikl4cSJWRCIYsSJWQ0DV5+yc8fqw2Wfa9TqpRMk8Yay77XWbw4TvNbXNSqqRIOW7nNhq5porFzl8HsOTE63Ovi1fFRcv4SxOzYwc1770fZv9/Omu3XP7mb5dlnKbRp7aLPYwEG9PcybXoUywLDtA4uL0q9/zUHp8TSyWjMzavjI0yZlldn6+yzFUYO9VCsmGiecrpwu6OMGOLh/i6hpFIRxYpJjB7px+MJpgj2WSgKKeuLAUhI7N0nUayoRkK3S504XRL791tceIFKLGZy3TUaH82M4/dLjBrmIz1DwumUuLe9i0nvRHM7yx7O4YAG9TSqVlFJT5OZOj3KpZc4uOsOF3P/FwMLbrrRyeo1ds0wy7KPpd6PeBk5OsT3PyQYOczP2nVGUs1iTYMxo3z4/UcfwJckie07ZCa/l3xT/+uKBM2be/PdsB7SpLGG2y06cR+JJEkEgx7mfKoze04MSYZbmys0aeLCv/pzpLO6oKr251T7UpXrr3Pi9Ur88UeCj2fFcKjQpJHG0mU6qmovWTfNAM8PdLN1q4vPvtBxu+GG6zWKFU2gaYWne7MgnIoMw6BObY1mTTU+mZ0XZJMk6Peom+LFTv6k7fEQDLl4qHcoN8B5SDgMvR8N8cbrbjzuCJalsHWbi82bDQYPDeU2zLvjdieP9fGyabNB3z4e0vz2dS09zQ4kZmVZ7NptsmpVnCnvprP0e50//jCoUV3h8sscDHw+mLQayTDtrMuCOBwQjVg0vcnJho0GK1flTfC4XDB4kI+3JuVFUosVk3jxBbtZ5qEVEHZjwgiP9vZQq5bKihUJrm6o8cWXOtt3yDQ9CbVXPW4Jh4MCa5eWLi2f9HseoXATQU5BKCRCIeuolqoDeD12QGrfPhHUKAz+Wp/nr3zeUyCCBihKgkce9jLjoxijx4YJhSyurOtg+BAfZctIbNthccUVDm5v5WLhYp2Ro8NEoxZXXO7gjttdyAq8NSmKzyeRliaxek2C557x0ffx5EFf9eoKvR70kBMw6fmgm337Le5ul82FFzho1tTJw33ygpOSBLc2d2Ia0KSRk/FvRLjkYpVhL/p47fUIm7cYnFVZ4e47XaxZZ7BgoT2imvBGhBcG+cnONsnKMjm3hoqqwro/DQY/72fK1CjfLbBfO3++zi03a4yfkDoTruVtGqZ5cmsHybLKrE8MJr+XvI1//mlwf5cQ77zpwesVyztPB5ZlUaxYhHfe9LBho8Wf603OOkvmrEoS5cqpHDiQ/8bA7da58QaNmbNSZ4xcVsfB3E/j3NzMxdARIUBCVe0AYJvWGrVqOrjpRiffzNMZO9rP7t0mg4eG2bjRoGIlhXZt3ezebfLKa8nHQeNGGv2fDLFrt4nTCX0e9rJ2XYKSJSV2bLeP+XGvhbm6oZ3Bd/FFKvfc5WbWrBiLl9iBxb79AjzUy8u9bV1s32FSJEPiwgtV0vxhJMm+MZMkCV3XCIdVLMDjTqBpyUvwZFll6rT8f39OwGLXLjszZ/53yXdcaX6JB7o4T5mayKeqYMhDh06hpOz7YcMNZs7UGftSJ5wOjdYtJVq1tDPuX3s9QlaWycUXORg00EdOtsnvK3Uuq+PAAtwH6yK73RGqVpWoUUMBIJEQn4MgHCsuZ4SHejhp39bPDz8kcLkkLrlYweeLn5TsvhPhwAGJvXtTB8+2bDXJyZHxuCEr2012lkW/J4K5S/Z7P+TG75cZ+VKY5T8lCAYtnE4YOcyPxyMxeEiYFb8lKFZMpu3dLtb9afDRxzGKF5eZ/mGCKdNjPDPAy/gJEWTJHm9+912c9u3cLF2WeiKt2U0a6zcm8LplOnd0oydg7VqDokUlypVVKFVSou3dTi69xEH58jJVzlGYMi2Scqn825OiPNDFzZYtBs2bO3mwZ4BffpW5qoELt/vEBjn9/jgtWzh5f2r+Cauzz1YoVkwEOIX/RgQ5BaGQCIWPrh4n2Ess/H6LvSLIWSj4vAkuulDlp5/zD3LcbqhY8dSY0QyGXDz+RDBpJvn33w1KdJP4ZYXB99/rdGjv4rkXwqw9bCntN9/qLFmq8+6kdN5+w8+BLIsFC3V++SWBxy3RsoWL0WPCudmHf/xhMPGtCBdd6GDHTpPhI8OEw3DPXS4e7BlIWuJiWTDjoxiVKir89LPOHbe7+OrrOPXrqTS9yUmJEjIOB+zdYyYt81nxW4InBwR5eYyPcFjCMC3+WGkybVqUzX/p6huOWFzTxMkXX8bZsDH5ueuvdVChvHnSP5+cgMZbb6cOAOzebbJhk0Wt805+NrBwbJimidcbplZNiQvOtxsn2J+tM+XrZVmnUwc/i5ck8jUKu+1WJ7/8qtOwvpPff0/QupWbhYvixOPQt4+X885VeHlcmOY3u5j6XhqffxFn+Mi8YOa6dQbPDAzRpZObaxprud3Rr6zrQNfJrdcZi8GgwSHeeyeNgYNCSeeRx3p7GTHUT+VKMne3S27wFY7AoBdCpKfBsKF+nnk2xBVXqDzQWcHhMJBlmT173QwdHmXhIrvpUJ3aKn37eChZIsKhDtyWBYFg6u//qNFhnn3ayzWNNaZOjxIIWlzVwMHtrZxkZIQLzIAV7GWPn/5PTwpw5j5nyUSjXjZsMDn3XIWnngmx7Pu8E/iSpTo//Kgz4bU0+vYL8vxzCuYeqHKOlJvdZFkWiYI6bQmC8J9oWoySJWLc3EzBsqzTfsWHrh95DKTrFoqi8uuKBD/9ZGAYdqbl4309lCun8NnncUoUl3n2KS+bt5jMnhsjELDo1iOQu4Jixw6TF4eGaXS1g4YNtNzJv5ubacgynHeuyvYdBt0ecFOxgoLHI1Gntpp0bgSoeZ5Cw/oaP/+aYPEKnXffi+HzSZQrK5MTsNi+3STNLzHkRR85gQTFiyls22by4YzUk5m7dptUqKAw5AUfLwy2s1lDYTCt5EQKWVbJydEIhcHplPB5dVS14CX1/4Yk6XS410M4YvHJ7HjuNbZWLZUhz3vwuEMntBGScPoRQU5BKCRCQXK7Ph+NND8iyFlIOJ1xnh7g4d77g7lLYsAeWA0f4sXnLbiW3okiSRLr/rSSAhNer8SY0T4eeDDIjh0mZcvKnH++IynAeUgkAq+9HuHSi1UGDc7LKJw6PcbVDR306+tl4GG1/ZZ9n6DdPW6ysiyWfZ/gwgtUfvhRL7CGz9TpUdrebXeabN3KyXPPh5Jm63s+6OaN8X5mfBRjz16Tyy9zcG0TDVmxKFtGIhqFMqUUwkGLtyZFCEfsRkdNGmvc3MxJz4dy6P2wlx07TeZ/F8ftkrijjcbZZ4HLdfI7QMZiUr7l+Ydbv97kglryCV+SJBxflmUd9WeakRFjxFAfS5fpLF2m4/fLXHeNxpatBmNejtCiuZM5nyaYMi0vs+LjmTHq1Fbp0c1D524BXhnr5+VXUn/f33w7wrgxaURjFjde7yQcsRg8JDnwfmhSolQpOelcEolaRKIWwZD9v1SurKsxZ26crdtMpn8Q5567/GQWiZOV7aZt+yDZOXk/t+z7BPe0CzBtip+M9EPbYHDj9Rrz5ufPUNITsHCxTokSMgOf8eLzJXC7EkBQBDj/RlaWxSdz8u/TUiVl+jzsoe29AQYP8rJxo5nvJh4gkYARo8K0aulk4ptRuj3gQlHF3a0gnEhnytigaNGCl0nbDTIlEgmZcAg2bLT3Sf9+Xr5bEOfrb/LGrh/MiHFtE40B/T08+XTqgNzX3+jcdqsLhwOuu9bBFZc5uPOenNzXfjwzTunSMi+N8NGsqZM727j4YEYM04TGV2tcVkfl3fcjXHKJlluXOhi0+GN13meVE7CIhC3uaO2ib/8gt91acDaM1ysRj1t07R7Iva5d1dCB15N3Xo7FXfzvM4tXx4cIBCxk2X5N397eo2rs90+4XGEe6qHRsYOf7GwLr0fC7zdwuUJiQl74z0SQUxAKiX+SyQng88G+ApZkCKcWy7IoXizCe5N8LP/JYOn3CSpXkmncyEFGeix3SebJpKoqn3+RPCocOtheut66pZOSJRU8botPPyt4idOChTr1rnTke/ybeTr16mmULyezZWteRCEet7Asu/B7ZqaUcvnNITt2mGRmyqSn2UvhDwU43W54ZoCPnbtM3nzbDuSUL6/g90lkZERyM4QONfS68w6VZk19hMJ2F2u3G3bvsbj6Ko3FS3VattC4/jo3Ti2OJJ06DX2cTqvAZkoAZ50ln/YZGsKRWVacEsUdVKygcOEFKjt3mrw0NszWbSYP93Sxc5eZFOA8ZNn3CZZ+r3NWZYVYzCqw03ksZk8M9HvUw9p1CRYsSn0u2LbdpOxhjX7OOcd+33NrKOi6xfAhfh7uEyB+WOJI9WoKTW9y8lDvvIZBa9ea1L1CZe5cPSnAeUg4Au9PjdOti5NgUMayJC68QKZiRTmpPAbYN383N3Py1lsR7rhdwe06+RNLhYUkgarkf/yuO12MHB1G08Djkfjq64KvDb+uSHBvOxdz5sZIS5NJ6BaO/JcKQRCE/8TnjdOls4sxY/Of43v1dOPzxVAUuOACjTVrDfbsNTES5DbJPNznX8Zp386V73pyuK3bDPo/5uWiixRatMrJFwzdscPk1fERLr5IpXpVB/e2cyHLkJVlsnevyftT49S9wpmyi3vue+w0CUdMqpytULKEjMdDUr35Q5rf4mTKtGhugNPnk2h7twbYE4GyrPDlVxZDh+f9MtO0//Zt20zGjnbhdh/bSX1VjZORHicjPe+xU2RYLRRyIsgpCIVEKPTPgpx+P+zZK4IahYVpmvh8Ia5qKNO4kYJpGhjGsV0e8l9YlkWaP29Jy403aJQvp1CjusW770fZvMWgdUsnfl/B9UO9XolYAbGDOXNjNG6k5TYmUlXQNImduwwa1HewabNJ85udzJ6Tep9Ur6aQnW1yVmUHixfHuelGO+urX18v702Jkp4uccftbia/F+XnX3QyMmTa3e2iSWMNl+vw0WACvz+B35/3SLmy8GA3FUmSSCSOvpPziZTmj3NvOycvpRi4Fy8uUbmSWKp+potEPXz+RYLJ78XIybHrIT75uJd4wkRTpQIb7wB8MjvGbbe6UFIEsw4XjVp8/qXOG29Gubqhg5fH+HluUCipBES1qgq/r7QnFxwqPNHPy44dBo/1DzLoWR/TPojwxvg0tm4zWL/eoGoVlVDIou/jwaRmEZIsEQy6mL8gda3Z9DSJqxpovDVJ54MZYWIxuOlGjVfG+pk2PcqMj+LE4hYN6mm0ud3Jlq0Jnnnajdsl6j7+E0WKyLS8zcGgF5In4ypWUFi9xqBVS7vUh99fcAd7hwMqlJepeZ6K2wVZ2RbFix3vLRcE4Uwjyzq33uyiUgUvL78SZcsWg0qVFHo+6OLcGiaQwDQlsrMtGjfSSEuTmPNpwdfGUMhCko48Hvziqzher5POHd253c0P9808nZ49PLw3Jcqn/7OXbl93jYMbrnfSuZOL8uVlimZKSWVcDlexgoJTg4YNZLKyDYYO9tN/QJCsrLzXN27k4PprNR7sGcDlgkZXaXTp5CKzSCQ36BkIOHnltdTXv9VrDHbtlqhUseC/UxBOJSLIKQiFRCgERYoc/ev9fjtjRihcTNM8JTPuEokEzZp6mTQ5hqZB27tcfPl1nNFj8gZsH3wY4/nnfHwwI/WAsNlNGl9+nTpIaTfWyguQNr/FyfKfdZo00qhQXuHRfkEqVVQoUkRK2VilfVs35cvLyDKULKlw6aUOGjawawLu3mPSvq2HHg8FcgvIRyJ245Slyxw88bgLp/PImVunek0400xwczM3+/a5mDItmvt3nlVZYeQwD35fRCy7PYNFo24GPB3NbeYDsGCRvWx90ltpfPZFnFABy8QBgiELp8vO6ihVUk6ZVV2yhEwgYKHIdkbxrNlxFizSeeE5X+7yOI8bGtS363bedIPG3Xe5ePmVSG5DsAUL4zz1hBunM0aF8ipLl1lMnRbKV4rB5QJVkZj5SZyiRVNPrDz+mJfBQ8P8+Wde8G3a9Bj/+yzO9Cl+7mjjwDJlFBWwDGpUT2Caomv3v9GwgcqMj2RW/ZH3vUgk7M/M65VYsSJBv76ufI2pDrnpBo29e006dXSzd5+F11NwQFQQBOG/0LQoV1wuc/75TkxDRlFNPO5Y7thbklSmfRBD1y3ua+/O15DucGvWGtS9wsHCFCsXVBXKlVNYuCjMwkU6HTu4uf46jf99ljwONk3YtMlkymFNeD6YEefrb+16xYNfDHH3Xa6k8fYhlSrK7D9gUqyoTJ/HgtQ8T+XuuzRefzWNAwdMdu40KVbcbkwoSfD8c14CAfj+B51hI8L06uGmxMHa1dGolBQYTfW3nlVZrAoSCgcxihCEQiL8D5er+/2wf7+4EAnHTtHMBF06u2hQXyOuk++GNRyB31catGmdv3jseecqNG6ksXRZ6sHi5Zc7+HVFAk2DVrc5uaO1i8vrONATFlOnRXl+oI89ew1GDPVR87y8dLKimRLPPu2lQkWZeNxi2zaDAc8EaXNXDitXJfj6G53bW7l4dXyEVCWnvpmns2/f36SnFRIuZ4RePdzMnOHn3Uk+PpzmZ/wrLooVC4tB6Rlu5y4pKcB5iJ6AocPDlCopc1mdgtcHX3Hw+Jz+YYznnvXidic/73bD4/28rN+Q4NcVeb9n/36L7xboXFnXQZVzFIYP9bNmrU6/vl463e+m50OB3AAnwNz/xTEME9BR1Sj3ttXsIORhFMWukTb5vQjvvh/jjtvzXxgrlJcJBq2kAOchOTkWr7waxePW8fmCuF1B3O4Ipnnyy4IUVh53mJEjnTwzEC6ro1L3Cgdlyhmkp0kEckxattDYuNGgR3d3vp8tX06mze0uPvsijmXa5RF27xHnK0EQjh/TNHG7oni9YVzO6F/GSBK6bvHtPJ3Pv4jRsEHB18ZYzKLPIx6KF0+ebJMku3Hf9A/yJtDfmhSh6Y35x8dnVVbYtj3/9Wf/fouPPo7h0CQkSaJrZze+w1ZL1b3CwYAnvIwcHWb9BoMyZWRW/Jagb78wrdpkM+CZIOlpEg/2DBAMQZu7AzzwYJC+jwf5YEaM+QsS3NUuQFaWfV52aByxTEjpUqdGE1RBOBoik1MQColwGJza0b/e77ebvUQiFm53wUuIBeFoaZpdfzMcdrF7N0k18w55/Y0I99/n4p230pgzN0YgaHH5ZQ5qVFM4kGVRNFNi777kQVJmpkTzm51s3GjQupWTxUviJAyLX1YkqHu5yt13uenQKYcxo3z8/GuC+9q7cbns7ruqCt/MizPo+RCjR/kpV06hYQONL76Ms3evhSzZAY/DC7X/1dLvE7RsoZwWhfc9HpmM9JCobyTkUlWVBQsLzkRe/lOCe+6yA4V/rYsL4PFAs6ZOuvew62S2aeXkpZF+lv+UYNMmg4oVFc6vpfLO5Ajt27l5/Y1A0s8vWqwzfIiP335PMPD5EJGIxVtvpDFsRJjde5K/nIqcfK0qWTLGu5PS+OprnVWrEpQsKVOntoOp06O5TWxyciw6dnDx+ht5N5O1aqksXlpw9s0383S6dvbg9Rb8GuGf8bljXNNI4Yq6OroRxe1UeOThDKZ/EKftPQ6eGRiiciWFl8f4WbhQJzvb5KILHaRnSAwZFqZeXQd/rjdYsjROzfPyB0MFQRBOhFDIQcP6Ct/O03n3/RivjfPz4UexfKuIihWTqF/PPrf17+dlx3aT31YmKJopc8XlDmZ+EuPbeXnXGF23g6KyTO7KGkmC7t3cvDQmddmVhYt0brpRY9RLYRrUd/D0AC+KDKoqEYtZvP1OhP37LRQZ/jpPt3OnhWnZ4+R4nJSroCIReOfdOA92c+D3xbnlZo0PPsw/uE9PE2WPhMJFBDkFoZAIR8D5TzI5ffa/WVnky7oRhH9KkiTCYRc7dkrEYgmczoIvHxMmRml0tcauXSayIvHW2xG6dPYw+qUwzz/nY87cmJ21Y9ndy29p5qTnwwE2bzYpVlRizGg/P/+iYyQsJEmiWDGJyW+n8dHHUWrVcvDIo8F8gbvOHd3MnBWj+wNOHu8r06O7XVRz61aLUMjO/ioohunzIgZuwmnLsqyk7I+/cjjsQPjzg0M896yPL76M8+lnMfQ41K/v4MEHPLz5diR3UuOx/iEGDfTidIIkw5KlOus3GLRv5+bFYWH+WtnB7YasbJPnXghxbRON9u3cBAMm3y3IH2C85WYNRZHJzvGzbl2CXbtNzqthUrqUzOrVsOK3BG+/E00qvfDzLzodO6jcdKOfRYsTGAZc28TBK+MLLkHhcdtL94Rjy9QtPIoCihcsqHelSfFiLgzDnmz98KMYsz6JUbu2A49HYtLkCJu3mJx3rkJcB7dbYu06g2LFxEIzQRBOPEVRmP9dArdH4dwaCitXGQwaHOLFF3x89HGMr7+JI0l2Xfq773Tzxpthfvo5wU8/BzmrssKggV5GvRTm3fejKcecGRkSmZkS+/dbXHC+Sreubn7+JcHGApoXud15CQXzv9OTls4/2d/L2nUmsgwVKyrs2Jn/PRRFonVLJ98tKLjG/+IlOh3uc+FxR+l8v5etW02WLM27kBcpIvHqyz7S0kTZI6HwEEFOQSgELMvuaOvKv8qhQIcap+w/AKVLH5/tEs4cwaCHB3uFWbPWYMxoH4mERbFieV3MD1emjMzatQbfzNORZRg2xIfPCx3uc2OYUKO6St0rNBQFihWVcLkkunXxUKyYnZ05+b0ITRo5SfNb9HgowJsT0nj3vSi3NndSooTM5LfTGD8hwpo1BqVLy7Rq6eLPPxOEwxZej44sx0nz2wO6ypXdfPOtRcMGjpTdMSUJatdWRS0+4bRlGAb167kYNiL189ddo+Hx2E0NuvcM0OhqjSce96E5oGxZmUGDg1x9lZNx1znJyjZJ89ulIa64TOXqhhqmCaGwRccuOSk7wN7RxkVmpsSH09KZNz/Oe+9HqFIl//CzQnmZ+vUc/PKrxRMDsgkf9l61aql06eim1yOBfDdZNzfTUJQQxYrCrbcoB//mGC1bePh4Zuobu9tba/h8cXHDdpxpjjiVKznYtt3k1uZOFi7S0RN2du/hbrrRydxPY1x3jUbP7h68nlO7BrIgCKcnSZJZvNRg8ZIozz3jZe06g/99FueFF0N0aO+m0/1uNm0y+H1lglDI5N52Hr77LoecgMX6DQZ/rDbYus1MGeAsmilRqpTMa+P8GAY4nRLBkEm5cgWXTGrdysWkyakbShbJkNi+3aRbVzez5+Yfw559lgJYtLvHydARBU/6pafLqIo9lne7Qwx61sWBA242bjLIzJQpUwbS/BFR9kgoVESQUxAKgVjMXtqg/ZMg58FMzgNZx2WThDOIYWgMGRZlzVoDtxuKZsp8PDNK/8e89H08mLRs3e2Gp5/08tHMGC2aa9xwvROvR2LFbzo5AYtnBuZ1bnyop4fNW+zu7KoiEYma1K+n0fZuN08+FcSyJMaO8vPhjBiz58aZPTeOpkH5cgpX1nVw+WUOLr5I5cFeQSzL4q0JflQ1mLTtbleERle7qX2Jh5UrA/kapgzo78HnO3W62AvC8ZCeFqdvHzcvDk2OQpYrK9OsqZP/fR5j7Et+5s6NsXWbya+/6lxzjUYwZFGurMqo0WGQoFQpmZ7dXFSoqPLscyF++92+kxv0rJf69Rx8/kVy8KpObRWnE9p3CHDdNRoVKypccblmnwsGePnf53FiMYtrr9EoXVohJxv6DwjmC5auWJHgs89jXH+dxiez847Xjve5KFY0LyB2eMmJ0qVN7mzj5L0pyTd/Nc9TuOkGB6YpjvsTIR6HDp2CvP9OGtdd6+Czz/N/RzIyJDrd78afZk86OZ35s/UFQRCOP4uKFWS+/Mriod5BGjZQeeYpL7/8muCrr+MMeCZE0xs16tRx0PfxEB6PxNAXfSz7XufH5QlWr0kweJCPTl2TJ/00za4lvWOHyfgJYUIh+HO9QTQK/fp6uKaJgy++TD43XlZHpVIFmVuaOZnwRiS3Ad8F56v06unhiy9ivDvJj0OF8a8nXzR9Ponnn/NSupSOokS4o42bzz5Pfc27t50TlyuWO+nndEYpVQpKl85bni7im0JhI1lijd4JceDAgXyPFSlSJOXjQsHO1H22f7/FzS0sOnaAWjWPbo2dYVg81Bse6yPR9KbCvS6vyD9pK38Ujtd36HT9fmZne2l2q51BVfM8hRuu11AUiS++jNOxg5sflyfYtNngrMoKF16gYpgmVc5WWbk6gdMhM2VqlAsvVKlfzw6azJkTo1QpCacmM2xk/jpEF16g8vhjXn75Vaf2JQ7ubJtNOHW5Ivr28VCurESVKvIRZ5oVRSE7283Pvxp8O0+nVCmJm5tqFCkSx6GePnX5TsR3sLAcj2eiI33+uq6xb7+DWZ/E2b3HovalKhnpMi+8GGLvPgu3GxpdpVGsmMx112rce38OhgE3N3PS9EYnlmWXfqhYUeaOu5OPSUWxJy3OraEw65MYCQOurKsRDFoMHR4iHrdre44Z5adT1wBly8j07+ehahXQdZm+j4fYudOiw71unnshlHL7HQ54f3Iab7wZJT1NovktDkoUN9C0grOwY3Enu3crfPSxTihkcdONDqqcI+F2F3BCOUn+y3F7so/Hv9v2aMxDl24RVAWGDvaxbYfJ/z6LYSSg0dUaXq+UO4lbqoRM0aJRdP30OSefbKfruORUdaKOR/G5Hj9793lp0coe895zl4s1axMsXWZPppUsIfNobw+PPJo3oS5JcFkdBxdeoHDj9U5eejnEXXd4+H2l3Yjv7LNkGjbQcLtgwDNhfvk1OVNdUaD3Qx6qVlWYOSuGYUK9K/Oun5dc7KBjBxeKIpGRAX6/iSwZqKrdpM+yFLKzXXz2hc7qNSaXXKzQoJ5KWloEy7LHxPG4k/emWEyYmJzReUszjR7dHTidKZZhnMKO9vt/rI9HofAQmZyCUAgcmg10/oNMTkWR8PtFJqfw38ViVu4srq7b38cK5WUCAYsu3QJcfJFKiRIyi5fofDAjytsT0/B4Apx/no/de+CRhz1EoxaJhMX8+XF27Ta5pomLPn2DKX/fz78kiEYtzq6ssH2HWWCAEyAnYFKntoWu60ecaTYMA58vSIN6Mlc3VLAsi0QidTBFEE5HDkecUiXjPNBFRZZl1m9QuLtdILeGZiQCcz6Nc8ftTn74QScWsxsrlCsrs3OnwZNPh+jX18PvqxL5jknDgGEjwtx2q8b556ssWZJg2PAQ+/bnzaOHw1CkiMykN9NwuSSKFTVRlBC7dnv46WeDqlUU9u0v+CDWddA0i6eflA7+998HKp1ajPLl4JGHHFgWGEZU1N89wTSHwcO9PHz2WYyff00wbHiYSy91UKG8zMLFOps3G/zwY4JqVRWGvegTGUOCIJxURTJiDHvRy2P9Q/j9yc0yW9zq5O13kgOFlmXXpl6yVCctTWb9eosp06JccbmDsyrLSJLEylUJ9uyx8gU4wb5+vjgszIdT0wmFQZFJun4uXabTtbObjAyLzCL5x62SZJCREeKuO1QkScI0ExhGLCkbXtNi3NlG+z975x0fRdHH4Wd2r5dUEnrvvRcFRQVEQBFFsGDFgr2ir70r2At2FAtYsRdQFAtFpIOC9F4CCaTn+u68fxxJiEmoSUjCPJ+PJbuzs3N7Nzsz3/kVhgz2MntOhEhEclIfK4kJBjZb1RI4FYpDQYmcCkUVIH9BeTgiJ0BMjCA93QSqtiWn4tjickUzK2ZlS9auM7j1Zgt335vLY49EMyb/OCNISopJ35Ot3HmHqyAeps2WS3KSg7XrBElJFiIRSfv2Fia9F2DYUDtZ2aWLDVu2Grz5lp8H7nPRuJHGps0lr3y7drIQiRz6BM00TRVXSHFcE9mnatatY/LpR17efCvAsr8NkmoIrrrSQYf2gJQMPN2Lpkm2bou6GycmCFq20Pnxp9L72/wFERo1sjDjl+JucY0baaSkGOTmStq317BYfEgJNlt0fNqx06RZ09Jjk9WqqeGwm0dk5acsA48duh6hVrKV0Vc4mPJhkKxsycxfi/8+Vq02QIAQSoRWKBTHDl2P0L0bfPOFl/R02LvXZMOGaCiUJk10Jr5T+hj476oID9zrIjNLcsdduQWbNr1PsHLpJaVnj23YUGN3qkmXzhZefc1XEJPa6xX8704XMTEQF3vg2PGR/2b9+w82W4ikGiFGDM+PXa1CtiiqL0rkVCiqAPmD3eEkHgKI8Qplyak4arzeIDdc72D8037OH2ZSPyGTG651cfNtOXTtYmHEuQ50C6xbFyEhAYQonIjZbAE6tNcIhWDJUqhXT6dBfQ3dIg6Y8TzGKxh0hpWWLQRjb3dyw83Fd68bN9Jo0FBlRlcojgQhItRMjnD/vTYCARu6bhLr8mENZkAwB2wewtYYZL1YatfS6N/PxsJFEZKSSs98nZysASX3x6uudNKggY7bFcZu9xX02xivSbNmOuvXG2RmSVq30qOC13+47VYHXm+o1HeGovLhIITV8PPnhiSmfhmhT29rqWVr1IiK3QdbqCsUCkV5I0QErzdCTIxg1EUevvkuSCAAWZmSpBpaiZnMIRrn+odpQS66yMnHU2LYts3E5RKsXWeQkWHStKleIJjuz603uXjhJR81kzWefMKDaYCmQcSAmsmQVCOAlGXzbjTUIKo4Dih9pqpQKCoNviNwV4do4GkVskdxtEhp0P80wYypYW5r9zz1PuvCmY7n+HJiNq2am/z9T4S4WBhzjZ3YmOJipGmaWCx+OnaUCCSvvOQlNdWg36m2Eu8XFyeoX0/nvHPtWCx5tGlt8NLzburUiQ5Zug6DBtp4/VU3bpdys1EojgZNC+Fy+Um0p2P9+WHkKycj3zwD+cpJWKb9j5rOVCZN9NC+nYUffwpyxsDSB6JLLnbQsYOFgafb0PcZZdapo/HUODddOukkJuRhsxV1GXc6Azwz3kVCguCFl3zcdIOLIYNsWPdtw9dM1nhqnIvuXaVanFUhvGYOlu/vgC9vZuOaHBYuitC6laXgd/FfLr/Ugd2hNqwUCkXlQUpJbEyICS96ad/OwrffBzlveMljoKZBl85WfvgxxLp1Bi9N8OP1ChYsDLNiZYSUXSYvPONh4Ok2LPvGt9q1NV58LEiHpFV0bhdmzp9hbr09l7H/y+W2sbksWBiiTm2zzAROheJ4QVlyKhRVgKNxV9+4qezbozj+8Dj82Be/ilz2LgCuZa/TZMUk7mpyEma39tDzcvJM2wEz4tptARo0sPHZFwKHTXDjDU5Sdhn8s6JQuIiLE7z0vJeNm8O0bWMhL8+FyxWmR/cQ773txB/QsFrA4wmjaXkqA69CUQbYRQTxy1PI5VMLD0oJq6cjw3kkn/0SPbrH89PPOn/+GeLmG528+rq/wKpSiGiCBqcDHnw4j+7drTz3jIcYryDGK3C5BBargRDFQ6dIKamZ7OfjyR7+XRXN7D5ihI1rxzgxTROHw8TrCaowE1UIl/Qjv7wBti5ExtShbasQUlqZ/GGARx9y8+gTeQT387wcNNBGz+5W7NYDu2MqFApFRWOxhHC7dU7pa6VlCwv162ls3GTww7RCd2+bDZ4e76FRQ8GXn8VgGAKr1U5KikkwZGK3wR+zwrw50c/QM+18NTUG9qzFFdxG4j/PwaIV3NTrQS4YfAa/LU1Eiuj9EuIj2GyBA7ROoVCUhBI5FYoqwJEkHgKIidGUJaeiTLCFspALPyh6MBJErv0FsfYXRNtB4Kp/0HrC4RCnneLmvPNz0DTBTTc4ufIKjW3bTBITBW3aWkBKJr4T5s7/+bBY4KwzbVx9pZMYbx4ul1I1FYqyxhbOQv79RcknN8zCEszCYncw5mo351+Uw+kDbEx40cv2HQaRCDRprFOntuDr70JccZkTl1uQmSHZutXko48D7NptUq+uxk03OujWxYrdXnTRZpombncePXtonNBLwzQDRURNpW9WLfRABnLrwugf2TtpWSuFpKTmzJodZtAZNt6fFMOatQbZ2ZLmzXWcdoiLAyFU7FSFQlG5kFJSu1aE+HiNO+7KIRyGK69w8sarXnbvNomLg+bNNbyeAOGwhRUrNV6c4GfrVpOkJMGFIx00a6Ix7cfoxnwoLEkKLsbx3bAi9/HOewSv5SmadjgHo999+FTMTIXiiFEip0JRBfD5oruEmnZ4CYS8XkF2NpimPOxrFYr9EaE8ZOQAVjaZ2xHuBocUHzM2xs+kiV7uvi+P8U/7cDigaVOdURc4yM2WXHVtNoF9Gkg4DF9+FWLeXxHefduNx60yoisUZU4gG+QBlMS8vWCvSc3kEK+85OahR338NCNErZoadepoXDLKwRPj/cxfEHWpu+wSO7oumPReoZi5fYfJ/+7xccdtTs452wIUd79TicGqPkIIyEkpcixp1k28+8ynfPl7EuvWGdxzXx41EgUOh2DXbpNIBK69xsmoC20IoRb2CoWicmG1huh/moUTenlJS5PoukZCgkmH9mGkNJBSIoSFmb/BE+MK56lpaZKXX/Vz7jl2LjzfTiAguf5aB87Z75ccvToSQP7zNeLkW0GLqaiPp1BUO5TIqVBUAXy+w7fiBPB6BKYJ2dlRKwmF4oixOUHTwSwlJp635mEkADJp2MDPG6962LBBEg5LQiHYscNg1pxwgcC5PykpJgsXGfQ/TVdx+RSKssbmOfB5VxwAuh6mcyeDDz9wk50NUmqsWWPwymt+Nmws7Jc9eti4+dacEqt67Q0//U/z4vWqGGPVESkluJOKHszcSr0ZQznv7N8Ydkl0w3XPXsn+SareedfPWWfGEBujRE6FQlH50LQIXk8Erwfi4+PJyMgo4mWQk2PnpQm5JV779TdBvv4ilrjYID4/5Lpb4i7tRvENkEJJNArF0aASDykUVQC/X+JwHP51MTHRxURmVhk3SHHcEbTGINqdXfLJhMaY7uTDqs80TbKyJDfeksNtY3P53725eGM0Fi4s3V3x51/CGIYathSKsiZsi4Xmp5V8snZ7DHt8wZ+maeJ2+ahT209mpsEDD+cVETh1HXw+WWoWdL8fMrNU2InqjOFKhKQWRQ/mppG1J5dQKRpmOAx795Z/2xQKhaI8yM6W5OaWPLaZJuzaFcFmM/n22xCZdc4EveTkm/QdS0A/yMajQqE4IGq1qFBUAXx+cByJJad3n8iZWbbtUZQ9QggchPFEMvCG9uCSPjSt8ryiQ9KC7HcPNPuPEFKjGWLUZHy697Dr9PuKTgYDflnwmy2J+DhRamZehaIqUtjv0/f1e/8x6fcBbIgh46Fhr6InarVFjHwLv+Yq8brsnOILOsMAu+3A4VFsBzmvqNr4NQ/iwnchuSWiSR/04RPQz59Is0YmgwZEsxCXhK2UNb9CoVBUJMXH5oPPya0HGdfcLoEQgrS9kvFvxpExZAo44woLaBZ83W8nWKuXCtuiUBwlyhZaoagC5MfkPFy8nuiArJIPVW40TcMd2oP88SFYNxMpJVpyS9xDxhFIaEFYVg5lL1d4cA59HkswE3J2gysew5GAX/cchqt6IUnJAk0rTCry089Bhp5l5+VX/CWWP3+EDcPwHcUnUCgqD5qm4Q6mRvv9+t+i/b5mKzxDxuOLb0akgvt9jubFee5r0f6dm4ZwJxJxxOPX3CX2byklzZqW3MacHJPkZI3U1OILtSaNdWJj1AKuOiOlJNeaiGfUFMTqaRjTHwJfOlabi4dPuoyRQ67kmrFOwvtFLKhTRyNGhaBTKBTHmOjYnLZvbP5135y8Fe4hTx5wTu71GrRqqbN6TXE3hoQEQY0aEIlEOKWvgxtuEtya25Y7rvqJ2u5UhBEgz1qXP5fHcgZOrBwgBr5CoTgolcdMSKFQlIrff2QxOV2uqOugclev3Lgimch3z4W1v0C+mJC6BvneeThyt0cTOVQS/NjJsdckp0YHclz18ZUigBwKHk+YC88v/GGvWGlQp45Or57WYmXHXO2gZi0Vi1NRfXCHM5CTzoF1vxb2+92rMd8bjisv5Zj0e79wkuOoTU6NDmQ76+ITrgP27xhvhEEDi+/ATXovwNPjPLj+YwAaGyt45ikXLpdawFV3LELC8s8x9wmcAIR82Be9Tvvtj3LzVYV+6x6PYPwTHuLj1O9CoVAcW1zhfXPydTP3m5OvRr4/AmfujlLHZqcjyPgnXcTHFz3vdMLLL7jxeAJIKWneVNC0ic7yf+DSWzwMurYJQ25uw7lXx9K5hxebTcUlViiOFmXJqVBUAY408ZCmCTxuZclZmdE0DbFxHjJnd/GT0kT+Mh772S8RoOr78QkhCIVthII6QoDbHWL05VYaNNCY+HaAPXslr7/pY9zjHm64zsGvv4ZwOAUD+luJiwtjs6oFsKJ6oOs6rJsFeXuKnzQNzF+fxnbWcwQpLvhXJmy2IP+7y80F59vJyJCsXmPw14IQl1/qoFHDCF986mXRYoM1aw3atdPp1EEnJsavXPGOA+zhTOTsCSWes6z9lhFX3snOzNo0aaTTpYuVxIQwhlF6TGaFQqEob3RdR2yYi8xNLX7SNDBnRufkJSGlJDnJz8dTPPzzj8Hyvw2aNdXp0UMnPi5ETq4daQosVpM3X3cx8e0QX38bJBiEdm0t3HmHkzq1g0dsOKBQKApRIqdCUQXw+cB7+CEPAfB4IDNTApXHGlBRiK5rsO6X0gtsW4huBkGr2iKnlDo7Uxy88KKf+Qv9eNyC80faGXmexllDQpza1wVYQYTxeqIiSPNrdEASieQd6+YrFGWKjjxov7cYAYJa5RY5AwE333wXZspHQTIzJZ07WRh7m4uGDcIIEcLrhX6naQzor2GaIUzTROmbxwcikI0Mlx5eJLBrK3l5NdEtOrGxJhZLoAJbp1AoFMXRhDj4nNwo/V1lmiYedx69T9Q4qU903PP77Xw/TePtd/zsTjVp1UrnjludXHuNhSsutyJNgd1uYLf7lMCpUJQRyl1doagC+I8w8RBERc6MzDJtjqIMkRKIrV96AU8Ssoq/qoUQpKQ4uOiSHObNj2Ca0YQlE98JcNtYH3l5NlwuP3Xr6ricfgzDQEpJJBIhEokc/AYKRRVDCg1i65VewJOEFJUjFm9pBIJOHnjYz4RXA2RkSKSEJUsjXHpFDhs2WgqSNJimSSQSUdabxxtW5wFPhy1xTJ8e5tHHfTz4sJ9A0FFBDVMoFIqSkXDgObn70Obk+eNeIGjl1dfDPDEuKnACrF5tcPW1uSxeCjHeAF5vHjZbQAmcCkUZUrVXzgrFcYLvCGNyAriVu3qlJhKJQOeRpZ4Xva8jaK3a2RhCIRvPvuCnJL1yxUqDLVtFpYo7qlCUN+FIBNHlolLPi943ELQcofl+BZGaKpj3V/FObZow/mk/Pn/Vtj5XHB1hWww0PKHkkzG12bQ3qSDx0J/zIuxJU0sShUJxbInOyc8v9bzoc/1hzclzcix8+XXJMTafesZHTq7a3FEoyoNqM6MIBoOMGzeOUaNG0adPH9q3b0/v3r254IIL+OKLLwiHi8f5yc3NZdy4cZx66qm0a9eO0047jaeeeoq8vJJdI03TZPLkyZx11ll06NCBXr16cfvtt7Nt27by/niK45yAH2xHY8mpRM5KTdCeiDjnRdD+Y7nVbhhm8wEYRtVOuBMMWViwsHSLzN//CEdjFCoUxxEBZzJi6LMg/jMV63geZuOTKnW/13X9gH169RqDQED16eOZoHAghj0HCY2KnnAlsGfABzzxalERf+GiiBoHFArFMSfoqIEY9kLxOXn7czCbnXbIY7MQgnXrSy+blibJzT2alioUitKoNjE58/Ly+Pjjj+nQoQOnnHIKCQkJZGVlMXv2bO69916mTZvGxIkTC9ynfD4fF198MatWraJPnz4MGTKEVatWMWnSJBYuXMiHH36I/T+mcw8++CBTp06lefPmXHLJJaSmpjJ9+nTmzp3Lp59+SqNGjY7BJ1ccD/gDYD9CoxiPR2VXr+yEsCIb98Nx4yzYvhiCudCgJxFnAn6q/i6vEBKXKxpbtiRiYwX7nIQUiuOGEFZks4E4bjoBti2CUB407EXYHk9AVO5+L6UkNqZ062urBfRqs42uOBKklORaEnBdNhUtYwty12r20pBdRnMefCSWLVuKhi+IidGQUoUnUSgUx5YQVmST/sXm5GFHAoHDnJN7PAf2UrJalReTQlEeVJjI+corrxxSOZvNRlxcHK1ataJDhw6HXH9cXByLFi3CZiuqBEUiEa644grmzJnDrFmzOOWUUwB4++23WbVqFVdffTVjx44tKP/ss88yceJE3nvvPcaMGVNw/K+//mLq1Kl0796dSZMmFdznzDPP5JprruGxxx7jnXfeOeT2KhSHSiQiCYXAcYRrXo8bcnLANCWapgbTykoYC2FLAlqTgQDVKn6d2xVixHA7708uOTv6gP5WlVxIcVxS0O+bngFUnX5vmibdu1vQNEpMJHTGGTbc7pJd9BTHD1JK8oQHkdgOErvw1ismn04NAkV/NJoG3brqVeb3r1AoqjdlMSeXUtKwgYbLGQ079l+6dLbg8aiNHYWiPKhQkfO/MdfyA+zuf1xKWfB348aNefzxx+nSpctB69c0rZjACWCxWBgwYAALFixgy5YtBfeYOnUqLpeL66+/vkj566+/ng8//JCpU6cWETmnTp0KwC233FLkPn379qVHjx7MmTOHnTt3UqdOnYO2VaE4HAL7kviV8PM+JDye6CI0JwdiY8uuXYryoXou8iKMutDNvL8irF1X1HXnf3c6iY0pHk5EoTieqIr93usJ8vgjLu570Mf++RIa1Ne44Vo7mqY2LhRRovP9IJdf5ubPeWG2bS/8vQsBTz7mwuMpeRNMoVAojhVHOzZ73AGef9bDTbfkFsQgBqiRKHj4QSd2W9HxU6FQlA0VJnKOGzeO5cuX88knn1CnTh0GDhxI7dq1AUhJSWHGjBns2LGD888/n9q1a7Nw4ULmzp3LlVdeyeeff07Tpk2P6L6maTJ79mwAWrRoAcDmzZtJTU2lT58+uFyuIuVdLhddunRhzpw5pKSkFLRx/vz5Bef+y0knncSCBQtYsGABw4YNO6J2KhSlke/ie6SJhzye6H8zM5XIqTh2uN0+XnnZyYaNkl9/i5AQLzjjdCtxcWGsVmXxpVBUNXQ9woknCL7+wsvPP4fZnSo5qY+Fli0FHrdauCmKE+P18fZbLlavlsyZG6FmTcHp/a3ExIbQdWXRpFAoqhdCGLRtE+KrL7z8/keETZtNenTT6dhBJybGj2mqgVKhKA8qTORs3rw5Dz/8MDfccAPXX399seDid955J6+99hpvvfUWH374Iddeey3vvfce48eP5+2332bcuHGHdJ9QKMSbb76JlJLMzEzmzZvHxo0bOffccznhhGiWx3yLztJiaDZq1Ig5c+awefNmateujc/nIy0tjRYtWpQYFL1hw4ZF6lUoyhL/PheHoxY5s6Bh2TRJoThspJS4nD46tBN07qgDUrmoKxRVHIslTGJCmItHRaeTphnENE0lcCpKREqJ2+WjezeNXj11pDTVOKBQKKo1QkSIi40w/BwdTdMwjBCmaZYY6kWhUJQNFSZyvvzyyzRo0ICbbrqpxPOapnHjjTfy008/8fLLLzNx4kQuu+wyJk+ezPz58w/5PuFwuEj8TyEEo0eP5o477ig4lpOTA4AnX/35D/nHc/elPDvU8vnlFIqy5KhFTnf0v5mZZdIcheKokFISiSiLHYWiOqH6tOJwiC7w1QpfoVAcPxiGcciZ2RUKxdFRYSLnsmXLOOmkkw5arkWLFsyaNQuICpTNmzdn7ty5h3wft9vNmjVrME2T1NRUfv31V1544QWWLVvGxIkTSxUqy5vY2NiCzO77Ex8ffwxaU7U53p6ZbgkD2STEe/B6Dz9dbc2aXjQth1DIRXx85c7YW1GU1h/LguPt91nWqOd39FS1Z1ie/fF4pKp9/4ooleV7O5L+WFnarigZ9f1UXQ7UH9X3emxRz//Yop6/4kBUmMgZiUTYsWPHQcvt2LGjyC6HzWbDfgQmbJqmUatWLS666CLi4+O59dZbef3117nzzjvxer1AoaXmf8k/ni+IHmr5/HIlkZWVVexYfHw8GRkZh/iJFHB8PrPU1KjfXySSS07O4WVH93q95OXl4nLBjp0+MjJKSO9XBSjrgayk/lgWHI+/z7JEPb+jpyKeYVXpj8cjqg9VTY7mezvW/VH95io36vupWCqqP6rv9diinv+x5VCfvxJCj18qzHSiXbt2LF++nGnTppVaZtq0aSxbtoz27dsXHNu5cyeJiYlHde8+ffoAsGDBAqAwhubmzZtLLJ9/PD9mp8vlIikpie3bt5doZp4fizO/XoWiLDlad3UArwcys1SQNIVCoVAoFAqFQqFQKBTVkwqz5Lzxxhu54ooruOOOO/jiiy8YOHAgtWrVAmDXrl389NNP/Pnnn1gsFm688UYA9u7dy6pVq446Y3lqaioAFkv04zZq1Ijk5GSWLFmCz+crkmHd5/OxZMkS6tWrV5BZHaBHjx788MMPLFmyhO7duxepPz97+3+PKxRlQb7IabUeeR1uNyhjKYVCoVAoFAqFQqFQKBTVlQqz5OzRowcvvPACMTExzJ07l4ceeogxY8YwZswYHnroIebOnUtMTAwvvPBCgVgYiUR45plnuOaaaw5a//r16/H7i7vi+v3+gszsffv2BaKxPkeMGIHP5+O1114rUv61117D5/MxcuTIIsfz/37ppZcIhUIFx//44w8WLFhAnz59qFu37mE8EYXi0PD7o1acmnZ4rur743aD8qpQKBQKhUKhUCgUCoVCUV2pMEtOgNNPP50TTzyR6dOns2TJEtLS0gBISkqiS5cuDBo0qEhioJo1azJ48OBDqnv69Om8++67dO3albp16+LxeNi9ezezZs0iMzOTbt26cfnllxeUv+qqq5g5cyYTJ05k1apVtGnThn///Zc5c+bQvn17LrvssiL19+rVixEjRjB16lTOPfdc+vbtS1paGtOmTSMuLo7777//6B+QQlECPv/RuaoDeDywe3fZtEehOBqEEASDNsJhHV03cblCVSLLrpRWfD4LQoDHE8I0VYZMhaIkhBCEw1aCQQuaZuLxhI8oo6ymafh8NgxDw2ozsNtCSKnCrlQHNE0jFLbj9+sgwemMYLUG1ferUCiqJNFxz0YwqB903NM0jbw8O6YpcDgiWCxh9e5TKMqYChU5IZrMZ8SIEYwYMaJM6z3llFNITU1l6dKlLFu2DJ/Ph8fjoWXLlgwZMoThw4cXuKtDNM7mlClTmDBhAjNmzGD+/PkkJSUxevRobrjhBhyO4lmoH330UVq0aMFnn33GBx98gMvlYsCAAdx22200aNCgTD+PQpGP3y/LRORcs7Zs2qNQHCmRiJWt26y8NCHA6jUBatXSuPZqO126gN0WONbNKwWNjEwnE98J8vvvPhxOwcjhNoYOdeB2+dTEVKHYD9O0sGu3nQmvBliyNEhiomD05Q76nGjH4fAdcj3BoINlywVvvBVgZ4pJyxY6t9zkpGGDMBZLuBw/gaK8CYXtZKRbWf6PwUef5JGSYtKqpc7NN7po2CCkvl+FQlGlME0LO1PsTHglwLK/A9SoIbjycgcnnmjDYS/qZRoIuPjtD4P3P/CTkSnp0d3CDde5qJkcQAi1ea5QlBVCqhVahVBSBjCVme3wOR6f2fMvmixYCHeNPXx3da/XS05ODn/Mknz3A8z8SSDEkbu9HyvKOjteef2GKvvv06pJ7OEsRDiAtLqIOOIwDQNDWI7I0upw0DSNhYvs3HJ7XrFzl19m5/JLBElJ7kr3/DIy3VwwKpe8vKJDZetWOi8978TlOnThpiKoitnVK9t3Xtmxiwi2cDZEQpg2F0FrHBEjag2d//1bdB1NRpCahXCkYhZOmqaxbr2D0Vfn8t/XyaAzbIy93XJImxmRiI0pH8Hbk4qXff4ZN716Vj9L6sqUXf1w23GobbfqAocMkOOz8fZHNt77IFiszIvPuenRPVglrPurCpV9XlLdqKj+qL7XY0v+89c0jdVrHFw1Jpf/vraGnmXj9pt14rTdiHAAQ3cz+ds4XnwljMsl6NtHw+M2WbFK4/57XTRsoDbODxWVXV1xMCrcktPv97NixQrS0tKKxLb8L0ebbEihqC74/WA7SktOtxtCoWhd++XZUlRjdE3DEclGC2SAlAhXPHLOROSiyYjO56M1PxWx+ifI2Q0t+kGzfuRZ48ttcZmT6+DxccUFToD3Pwhy3rlekpLK5dZHjGlaeevtYDGBE2DVaoM1ayVdu2hqQa4oFwo2JfyZYLFjOOLRzRByxqPIVdNBmgh3DZz97yXc5FQCwoE0DbyRDFj+LWxdADWa4uhyEQF7DcLlPOXz+Ww8/qS/mMAJMP3HEFdeYadWzYPXk5tnZdJ7OSWee2Kcj48mu3G7K9fmguLAxMgcRMoazGWfk932Ad6fXPJC/vFxPj78wI27km0eKRQKRUnk+ew89oSvmMAJ8O13IUaPNIn75nRkKAfN5mZkpzH0n3wh1sBuEjd+gCW4l8zeg8gyTyYcTsZiKZ5fBP47H3Bg2GPxay4liioUpVChIudLL73Ee++9RyBQ+k6+lBIhhBI5FYp9+P1gtx1dHfmhbrOylMhZEVh0DVs4G4EkbHETMissx1v0/sLAmb4asXUhwp0A7hqYSz9GLngP0fE8iKmJ8dHlhRes+xXcL+AZ/SW59prlItrl5kJaWsmTMSlh40aTxo3K/LZHhd9v4fc/Sl9sfz8tTPduuhI5FWWOUwawLP8C+fvzyHD0N2gd+QbG7y9A+hZEpxGI+l0hEkSum4mtbkfsdi8yZQty0nAI7dtQWPcr/PUOjpFvIeudSESWnyW/P6Czbn3pFpZLlkQ4c8iBNwWEEGzdapa4YATYmy7Jzolu3CmqBl7hR86agLloMrgS2OQ2KG1dvmePJCcH3GqeolAoqgB+n8amzaWPacuWBWkUUxNELbSO5+Gp2wnXpsnIWS8DIIHYdTOJja2LvPRL8ogBoqKmLZyLFAJhcaAt+QA5+xVkOCqCarXb4Rn+GnmO8pmzKxRVnQoTOSdOnMjrr7+Oruv07duXxo0b41azVIXioPj8YDtKkTO/q2VlQe3aR98mRel4ZB5i+TfIBe9BKA97i/44TrqJPFsNjDLecNV1HSEEhmEU2c11hbMQObsx1/6MmbYOkdAIrftlyP73IJqdChlb0Ee+ibn2F+SKbyEShLw9yOkP4Rn0GH5rHGH0Mm7rgcWVEsIgH3OEiLYrp2SjMjxuQRWM/qCoZOTHC49EIkC0X1vW/4H8+fHCQp6a4K2Ffvr9EFsXufMfzFkvghFB63YJwp+B3L4Y869JhQJnPtJEfnkzjut/JVePLbfPoWnRPlOagOVyHbyzSCmx2w9czmJRna4qIITAY2aj7dmIsWgyuBLRel6Owx4PlB53U32/CoWiqqAfZKrscki03tdBJIi55GP02u0KBM4CrC5Es77ouduJia0LQkPOew+57DOEbkXrNBLRoBuG1Qn7RE5SViDfH4Hryu/I1bzl8+EUiipMhYmcU6dOxeFw8OGHH9K2bduKuq1CUeXx+Y7eaiXfkjMj6+jboygdmbMbpo5Bbl9ceGzZZ8h/f8A95keyrTXK5D52QtiC6bDqRwjlQosBGLH18QkXDh3YMA/jm7GFbdixDNPiQBtwD+aPDyM3/wm6DdH2TPSL3sX48lbITUVu+B1tz1oczniMhDZlujvs9Ri0aqWzenVxSy+nE+rXr1hr10PB7Q4x4jw7r71esvfB8HOshMPKrVJxZDhkAKsvFVZPj5pztD6DiKsmIhxBzny6sGBsPfThL2MueB/57/dgRhBNTkIf/Djmr89i/vIkom4ntMGPQ+rqkm8W9iEytkCNDuX2edyuMCf1sTJrdnEBS9OgU6dDs3quU0fgckXHvv/SvJmO11u94nFWVzxGFsx6EVNKRIMeaCffjDn3dep16I/T2QB/CV6ZrVrqeDzq+1UoFJUfTdOIt6RxYk8Xf84vPrZZLNChvRXWLsNcNBnRoDty45yiheLqow99GnPxRxjvnw/SQDQ5Ge3EMZib/4zO32e9BEnN0c8ch/HZmMJrc3Yj0lYjavVQbusKxX+osFVlSkoK3bt3VwKnQnGY+HxH766e7/qVpUTOckMIgdy9CvYTOAsI5WH+/hy2Msic6CCI7e9Pka+eivz1KeScV5GThqF9cysemYctlIH5+wuIrqPQ+t6KaHc2xNVHG/QIcsMsiKkFFgcYIeSKrzF+ehx9yBPRyqWMWn19fzcOI/eo21qk3Y4gTzzqwustaqWj6/D0ODcx3hCpaQa7drvZmeIiL8+FppWtNenhIqXBsKFWWrUs3o5RF9qpWVMtxhVHhkv6sc56FvnmQOTsVyBtDWL1dKybfsMiJGTvLCirD3kcY+r1yH++AiMMrkREYlPk9iWIM8eBzYvctRKkyQFNi41guSaes1rD3DXWQY0axe/x0AMuvJ5oHHZN08jzuUjZFf3H53OhaYXTUa8nwLNPuYtZyHg8gicfd+Fylh7PXVE5sOgarPwOAtkAaKfchvHpNeCIpWZMNl++G+LS801iYwp/K16v4InHXDgdxRMSKRQKxbFG0zTy8qLj1pq1Efx5NjzpC7nvtgi1awq0/6gqjz1gI9GxB3PxlOgBVyLUaod26h2INoNBs0TH969uQ678DswISInc8AfGJ1eh9b8HrM7otWnrkDm7ILll0ZukrCgyfioUiigVZsmZlJSE0+msqNspFNWGskg8ZLMJ7HapRM5yxGKxYC7/ovQCq3/C2u8eQlrMUd3Hmrcb+cuTxU9snI22ejqiSR/0QY9gLpuKuXM5olY79Ivexdw8D7n2V0RiY/TRX4Jujbq9BLIgth7axZMxf38BuXcTpK5BD+eBrewCo0kpqV3Lz2cfe5g1O8KChQZNGmucNcRKXFyYDRut3HN/Njt2RHfDExIED97nonOnCLpeumtjeeN2+Xj5BSdr1kq++yGM1y0Yfq6VmjUN7Ha1GFccPkII9LQ1EMxFjHgTLbEh5uKPMdfORHhqosXURhv8OObPTyCanYJM3wQ5uwDQTrsTEd8Ac/mXEPGjRYLol3wAkTDYPWhXfoPYswFj9gTYu7HwppoOiU3L1dpDSklCvJ8p73tYuNDgj9kRatcSnDPMRnx8CF0PY5oW/l1l4/6HfKSmRvt6crLG44+4aNUyhKZFAIN2bcN89bmX76eF2bDBpFtXnVNOthAT41fxxyopQgj8Mpfs0F7i0HGs/BZyUtFHvo6xeQHadT8hIiHMBe9Te8dj3N6wPte+cT1z1jZia6qbAf1tJNXwY5rFf6O6EDiNLERuWjS8SkxtglYvIVnh+VMVCsVxiGFYWbrMwsOP5rE3PfqOqltXY9ILPanv2sb0V/MI4WFrZg3+XOrm5C5Z1NLXYc/xYUqJdsbDiOSWmH+9g8zZhWjQA/2a7zFTVhWM70UI+zD/+Rr90k8gNxXzr7eR636LWoOmriksl9RCWXEqFCVQYbODwYMH8/nnn+Pz+XCpzCcKxSHjD4D9KEVOiLqsZ2ZKQMW7Kg+klGA7QFwBq5OjffZWqxWWflzySbuXnMY98WyZh/z+3sJ2pazA+PsL9IunwNCnMPPSQQiMj66ArO3RQkIg2p+Dft6rGO+ev+9Y2VtRmqaJ15PH0DN1hp6pIYRJJJJHRqabq8bkENrPQCs9XXLb2Dw+muylQf3IMZvESSlxuXx07aLRrauOEJJIRLmoK44cu2ai2V2YsXXQ7C6Md84piLMlWYGxbibaqWPRL/0EmfI3wpWIfv5EzPTNoFkwF30IcXXR6nfDmDIKgvusri12tFNuQ0bC6IMexZhR6L4uTr6FoOXoNlgOBdM08bjz6N9Pp38/bV9/KYwRujfdznU35hTJwJ6aanLdjbl8/qmXpBrRuKSaFiEhPsLoyyxIKYAIhhEsNd6n4tgihCDb3MNd319AxzonMLLVKBItdmTOLqQrAb1lP0jfgjnvLfBnwa6VkLIC1+rp9D3tcSbvGMaIC/x88ZmX+LhIkbotQuLcuxL56dVIf0b0oGbB3vcW9E4X4xeVMKCzQqGoNggh2LXbxs235RQZg/53nY+4vydg/vMBSBMb0Mxbi5bnvoTx85NoXS9CJLZGv/F35Ma5GB9cWHCtTFmBseRj9Ms+xYivDxnbit1XbpiFTG6J+dtz6IMexczZDembCgs4YpG12qmNP4WiBCrMvvmmm26iadOmXHfddWzZsqWibqtQVHn8ZeCuDuBxQ6ay5Cw3IpEIWpcLSy/QdRQh61EGB5cm5KaVeCp96DhMM4JI34J+4ST0C95GO3M81OmINvBBCOYg//kGkfIP+DIQTU/ar16J/PtL5OIPEV1HQtO+hK2eo2vrATAMA4vpxxFIwxtKw8zaQ5PGxUVVKeGNNwOEw9Zya8uhYpomhhEuSA6jUBwptlAGxkejEc5YzF+fLUwksB/m789BKBdz+oMYPz8BVidai36I+l3QThyD1vMKpD8TwvvFi40EMX8Zj0hqhvHjw+j970bU7YS46D0iXS4hVHH72hiGUUJ/sfLB5GARgbOwPHwwOYiURft6JBLBMMIYJV2kqDT4ZQ53fnc+cc4aNEpoyZ0zriajw1kACKEhhQW8yWgn34I2+FG0a35AtBsGgP33hxnQK5tQCH75NYKLEN7wHrzhPTgJ4AxnICdfBPkCJ4AZQf72HJYdC5WrpkKhKFciEStvTgxQu7bGo3cF+fLNvUz/yMeJnm+x//1edG6eT86uqKv56fcjmvRBpm9F7liOqNcZfcx09AsnIZqeHC0b9mP8cB/agPtLvrEzFkI+COZgfHMHWrO+yPV/RM/F1kW7/HN81vhy/ewKRVWlwma8V199NaZpsmDBAgYPHkydOnWoVatWifGhhBC8//77FdU0haLSYhiSYAjsZWCo4HKpmJzljYhvgDjhGuS8t4qeSGqO6HoJ4aNcpxumhLZnwr8/FD1RszXu2u1xGRHMPRsw500ETUd0uRD9zCcxs1Mwv769ID4aEJ2A9bsbc+b4gmPmgvfRR3+B2WYoQWEvPU3yUSCEwBPJRM54BFb/hJQmDeMa8Matj/L2zE5M+byoyLF2nUEwZMOivBIV1QCHLpFz3wHfXkRSc8yd40suKCUydQ2izVloPS7F+OlR2Pk3AKJeF7RTbsMUFvQbf4NANjJzO+Zvz0HaWsxFU9Ba9EeaESIXvE9QOCqFpUcwqLFqdenxNP9dFe3rjjLwXFBULJnBPazfs4JxZ07hiZ9vIDeYxWqnnR6dz0fXdFj6KcaC9yGYA+4ktNPvj/6G63dB/vwEHt9a+pzYg+EnbED77H/I7UsAsHQdhYirjzRK/t3I35/DMaorPqE8xBQKxaFj1SS6EcTU7YTMA3tZhUIaHmeQyU9sJHHe/+CHlejDXsCY/2rJF7gTETYn5tw30DqPxNy9GnPKxeBLB2c82glXIZqfhvnjw5DyDyKpOcTWhawdRarROo3EXPpJ9A9pYi77HHHxh2CGMZ2J5FpiKsXYrlBURips2bhgwYKC/zcMg23btrFtW3HTbKBcA+MrFFWJwD4jnTKx5PRARsbByymOHOGKJ9zrOqxth8LiydF4l+3PRdbpTK7uPWrR0GnkoCW1wIhvCBmFFvHagHtxZmzH+PZ/kLUd0eiEaCbbld9hfn8vxNVDP/cl5IbZmPMnAWDOeBz96u8QacORf++LJRrMAc2Cz1kLWU6WU24jB/nB+UXaT+ZW4qZfzpVnfsKs+R3Zuq1w0lavnobNqiZxiqqNBRNnaC8iYwvmv9MO8SqB1vMyjA9GQaTQYlPu3QRGGM1qx/zqtuiGRruh6CNew/x5HDJtLaLVQOSejYTqn4xZSawgbTaTBg10Vq8puT0NG6i+XlXJ8Ec9DDShkxuM7qbe9etN/Hr5v5izJiAXRg0XRMfz0NoNxVz+OXL+JKjdDv3Cd7EHXDxwfToxn58N4f3CgQRzkLv/Lf3G6VsQMqKi8CgUikPCioEzkIqcNxF2/wvJLXGccA1+Vy3CUkfXdfKMbExp4NTdCFPHapXccVkqsZ+cC/kbLnYP5O0p8R7aoEchmBf1rvjhfkhshH7uS5h/f4n8+yvMX59BO+lGRJvByH+ngRFGP/tZjE+ujFpuAqJFf4QjBnavLqw4bS1CRoi4kvEJJyiBU6EolQoTOWfOnFlRt1JUQ+ZumU7ICHJu1yuOdVMqFP8+L8ayiMnpdsPu1KOvR3FgAsJBIKYp1gGPIZBEzKir89EKnC6Zh/jhfxg7/943WfoKuXoGok57sMfA7lXRGJsJjdBOuBrjo8ujCRoAdi7H+PcHtP73INqeFc3iCMhln6P1Go2x9ueolacrEXRrubmGCiEQqauQGSWHLIlf+AhXXziFB54uNF0ec7UDm82vYvEpqiyapuFKX435/kjEgPvAEn2hy7T1UKdDgYVmEYRANOyJuWhyEYETQD/neYxfxsN+yQfklvmI+l3Rhj6D+ct4sMcgEptUKisPIcKMvtzNjJ9Ltsq74nIHmpZX4jlF5aaGuzYA+n6xnENGEHvYj7H4QwBEkz6I+t0wPrqscDzcuRxj6Sd4L5qMbfvMogInQMY2RIt+lPb6F8ktMUQZ7AIrFIpKhaZpaJqGaZplNo7pmsCxcwnmx5cXupjvXI5cPhXH+ZPIq9ue+VtmMmXxi2QFMujR4BQu734Xte01sax4tVDghGh84Jg6kL2zyD1E3U4IaWJMvghMo+AexopvoyGksncjN/+JOX8S+rkvY2RsBdPAWPIR2vAJsGU+okEPZPpmjG/vKlp3cgvkL+PRPUk4T70bv1AJnRWK0qiwQDZ169Y9rH8UinxMafLQzCt44vdrWZf2z7FuToXi2zffL5PEQ27lrl6RhCMGoUjZTM6EEOh718PamZCbhvHxlYjm/dAv/gDR5kzITUXuXA6A1utKjF/GFQqc+2H+9ixa55EFf0t/JubGuWgdhkev7X0thqP84vvoug6b/yy9wO5VNGsYzaRutcLddzlp0sRQmSMVVRpHJBvzq1vACCNX/4TW/mwAzDU/ow9+fF9SsqJoJ4xBZu1AbltU5Lho0B25858iAmc+ctti5I5liNPuAmkgEhpVur5Tq2aIJx5z4dgvBIvDAU885qJ2rfCxa5jiqIi1JdC5bh8y/Xuo5a0P7BM8/Zlg7ksm1eNyzBmPFd/wMw3kN7fhrFWvWL1yx1JEvc5Rq6mS6H83QV25qisU1QVdE3iMLNybf8U5/1Xc2+fgMbPLJPauI5KF/PrWojE0AaQkK2sTz80ayyMzrmHD3n/Zk5fCtFUfc8lHJxAKpCG2zi96yeKP0U68ptg9tF5XYnwztlDg3O8e5ozH0XruM9YJ+UCCPvAhzMWT4d9pEFsX0f4cjC9vwZzxeMG7EwCLPbrhs+EP5LLPsOSVkJFdoVAUoKJ1Kyo9a/csL/j/pTvmHsOWVDy+fEvOMjBUcLshJwdMs3ItehUHx6IL5OIpUbfUVqejjfoAmZeGMflizFkvg9AQniQARGwdSFtXckVGGJmdErXYBETDnsh1v0JiI7STbkK0O5s8o/wM/KWUEFd8IVuAI5aGjaxMmujhmy+9DD7DwGYtLtYqFFUJPZgNGVsBkJvnIep2giYnoZ96B+bsCegXvYvoehHUaoNodir6xZPB5oStCxGe5CJ1iWanHtDdXf79JRhBRJ32mFsXRjcWKhEWS5iT+0T4aqqX997x8N7bHr6a6uXkPhEsltLjdSoqNzbp4tEzJrFq91JuP+UZ7BYHbntMoYCv6VFxM1SKpW7O7uhvvgSMmU+hX/AOJDYpPOiIQZz9POEarSuVtbJCoThyNCFw526BN09Hfn4d8o8XkZ9cCROH4A7sOupwdpo/IxoX87/YXOxOrMfMdV8VOxWMBPhrx6xiY7HcsRQiQbS+t4B1v40WZ1ypbuwEc0CI6D8AiY0xA9nIxR+DaSCydmKu/B5t2AvgSii8Lq4++nmvYs56pVCg/ecbLCpYvUJRKqp3KCo9WzKjFiu1PPVZuWsRAxqef4xbVHGUpbu6xxMN35KbCzExR1+fouIQgEhognbxFOTqn5C/jIPYOujnvojcMBuhadDoBJj9ysHd4qWMTrDiGyLcCQihIZr3B6uTbFzlavllGAY0OxU0S9Ed6n1oJ16DFuOmhdtXwtVHj6Zp+ANWjIiGw2GgaUpUUVQERfuU8eMj6CNex/j+btj5N8a63xCdzkMf+gwyNxXpzwKbG3PVj+i9r8PYtN/mniheX9FbSYTNg/HVrYj2w8rjwxw1QkTweiN4vdG/C/ulVfXLKoxTxnB19/vxm3lMHvUnK3bMA5sbareLhlM50O8WwFaKtebOvzEtTuSln6EFs6KbdY44/NZYIkrfVCiqDU4jG/OjK4okyQQgbw9y6rU4L/owGovySCnlFSRqtmHuztKNaF5d9Bz9ej8Hn1xV5Lj5yzhE60HoY6ZBIAd8e8F2aJbloslJyNTVyC9ujP5drzPSWxPZ7TL81ljcV38ffW8KgczbgzHzaUhbG73YEYO/5gnk5NjQLToOe1ht9igU/6HcRM5WrVqhaRo//PADjRs3pnXr1od8rRCCf/89QKBxxXHF9qyNxDuTqRfbjE17Vx/8gmpEWcfkBMjMUiJnZUHXdezhbDRMTGEhoLtLnKgYUqC1OA3j/QsK4/NtX4Kx8nu0/vdgbluKaNZ3n0iSFrV42bux+A01HRFXD9GsL1rH4Rhf3Iw+6BHkym+JdL4YWQFWvn5rHK4L38X89KqiLvXNT0PrdjGRSPm0IRh08vc/8PakAHv2SLp0tnDNVW5q1AggROVIzKKonpj2WERsXUSNZmi9RkNuGkijMBanNNHanoUx9boCi0/RpA96n+shuRXipBuRs1+JFt0wG63VQMwS3NUBROfzkVk7YcdSOPu5couvW1b8t1927mxhjOqXVRaLtJNgdeH4cwKNm5yATFuPfs5L0RjRmh61ePpv3E0Adw0MRyKBE+7E8dezRTbrRN9bicTWx48DHO7Ca9SaXqGoVmj+dOR/YlwWsHsVejATHEcmcmqahnDGIp1x0TAa+2NGsOuOki6L3jpnG6H4uti7jkLuizEMgNCgQU+CtnhsNi9y3ltorc+IWmGWaDG67/2V2ARtwH0Y758ffdfpVsTgJ8iLbRYdsw0TvyUG28rv4Z+i1qXBFuewreU9vD45jhUrfdSsqTHmajutW0lstkDxeyoUxynlJnLWqVMneoN9ptS1a9cur1spqjnbszeQ5KpNvDOJjTtXHuvmVChlKnLu21zMygLqH319iqPDhR997W/IP16ErO1oyS1x97+PcM32BCj6hdsjORjf3V0ocNq9aJ1HIhqfCBJEfAPM31+AXlciY2sjEhojP7wEjKIx7rT+94DFAQiMT8egnTgGGQkh2p2NX1o5qKVNGRCRGr6aXXDe8Duk/BOdCNbrQsRZA6u3JmRklPk9Q2E7E9+J8MlnhaLq9J9C/DIzxLvveGjSOKB2wRVljq7raJpGWCRgP/9ttF0rMD4dA5EA+gVvF5QTzU9DpvyDdsI1iJhaAJjrfosmHQj7Cd88i5wWJxOfthlNaIhGJ8DK74tvZNTpiKjbCWPCyYieVxJ2JFCZCYXtvPNuhI8+KeyXP/4UYqbql1UaIU1E7bYYPz0KQke/8B30815FSok2+FHMb8b+5wINbciTfDQthp07L+aCc4aSkLcIhwNEg66ErLEEUcmFFIpqT+ggXjwlxJo/FOyEsKWuRv7zJfqA+zC+u6vIRopMWUGfs5/gpYXjS7y+X/NzICcNEVMb7ZIPkXs3gSMGWbcLQWsMIawEhR3v6fdjzn0L/fT7Mb65o5hnlTboUaQzHv2i9wuTCrU+A+2UsfictYtsSoakjuPUOzA3/FEomNZszd+1H2DMGDumGZ3f7041ueHmCNeOcXDBCJsK+6JQ7KPcRM5ff/31gH8rFIdKSvYWEt21iHcmke5LJRQJYLOUvuNWnchPPGQri5ic+zzBVPKhY4+dMPqfryH/KhQ62L0a+eElWM9+nkjzwUT2s6rUQznI1H1WzHH10Yc+jTnvbcxlnyNanY5IaoE44Wrk3Neg3dmk1u+I9fKPcC/6GGvKSsyY2gR7XYGrRnNE5k60DudA72tBaEiri1w9rkITlETQyNHjEPVPRghRIGSUV6/OzrbwyWc5xY6HI/DYE35enWDHYVc74IriWHSBxQhh6hZCxqHFA9OEwB3JhHWzYNNcSGqB1nYI5uqfohsVNjd4a6GP+iC6aEtqDrtWYvz+POzZAJol6gJ3wTsYX9yEbd47ZPUcxdg1rzOk2Tn0ydlGzQsnoa3/HXP55wihI7pfjEhqhTnjUcTFH2IktS62WVLZyMm28NEnJffLRx/389orql9WRQy0qMeAbkc77U7MHx/DHHg/ummAzYV+1bcYc1+HvRsxk1uh9b6eeauSGP+iBmhMnppA/fpn8OZrbrzWUmJ4KhSK6oe3ZtQ68r+JgQCszqgV5mGiaxq2rX8hPxsDgOmtiX7Vd5hz30DuWYdIbIp20o0kOmtwbdfb+eTf9xnQ5CxibV6Wpi5jS+Z6rm8zGtvM5xC9r8dc8D4y5MMy8g0yw4Uxr6WUZIsYnL1vxGrkoV/9Pea8icjdqxCJzdB6j0F6kohoDoK6G/uwlxGYRHQnQVmyHJNrrYH76h9g2afI1T+S3mscDz/oLHHz762JAc4a7CU2VomcCgWUo8h51lln0a1bN7p27Uq3bt2oVatWed1KUc3Z699Nk4S2xDtqAJCat5N6sU0OclX1wO+PCpyadnTBtqHQkjNTiZzHHFs4Gzn/nRLPyRmP4mjUm1y9MKaAQCKFQHQdhdbjckjfgtbnerB7MBd/hFwzA5GzG63/vchIkCTdw66YOqxufzpmi55I3Ub9hHrE6h4sie2wyxBCGkR0B2GTg8fxLCeklOUurmqaxtJlxeN/5rNmrYHPp+Oo3HqQooLRhcAV3guLp8KmucjYuth7XUPIU5egKH3XSQiBJ5CCOemcApe4SNPTSY/pR3rb13B2CtK4VjZkbYsKnHYPhHwYn99QWIkZQa78DmP3v+iDHsZY9RN13Y14YvAUZq77kvFLnqNxQivO63ANSa2HILAgrW60cC72814nK2BUuqzq/0XTNJYuL71frl1nkJen+mVVxDAMsDrQ+t+N8fkN6CPfQAtkQ84u0O1EHB5yB9yFYZpoeiIrV8Vj2gUjzgvx+RdBpIStW02WLTPoe7KmrHkViuOEkNWLrcflyPmTip0TJ99CwBp72GEqHJEs5LQHon8kNUer1xnjoysQ7YaidxsFVgdkp+C12Lm81SVc2mAQ2rx3EL4UIs0GoZ86GH54ALYtwfhsDPpF72HMeCIacobiif38woHf4gBPIraBT6AbAQzNTkjuV9Yw8Gn7XNcPMFSbUpKjx2Hpfi2WLpeSlZbIjh25JZc1Yd16k+7dRKUf/xWKiqDcRM5169axfv16PvnkEyDqrt6tW7cC4bNp06bldWtFNcIwI2QF9hJjjyPOGRU59/iOH5HT56fMFnm6LnC5pLLkrAxkp5B30g0EardBBLKJX/4NYvO86Dl/JiKYBa79RE6LHX34q5gp/yBXfo+o2xEJiEA2WvdLMWe/ivnX27DkY/RLPkSs+Iq4DhfRsfZpRAhjwYJhmCBBIglgBWE9bmKa2WwH3iTQtApqiKJKIITA7duO+c7Z+2WDXoj852tsgx7FbD2MMNYSr3WYPsyvbikQOPO63MwfodGsn6lxzhA/jZKzIXtXNDahNJGb5oJuR7/2J+SW+ZhLP4Vd+8Ky7NkARgS90wjs4WxitESGtx7D2a1HYxEWjIhJgfNexADhxOHwIv1lH/KhPDhYv9RVv6ySCCEwnHFoCyejXz4VmboGENHsxIEs9PWziGvYkwxLU04+ywrkoutw9lA7Dz/o5qFHon3OZkMt1hWKaoQhwgSlDxC49ZioTrgfQWlF730jenyDaBzqvD0QUxtx6p1Emp5K2Dx8gw8tmIPMTQVAP3EMxg/3gxlBaz8Umb4FYbEhM7dj/vIkIrEp1u6XYaz/HRkJom9fgkjfijb4UcjbG02aaYTRRrxOJBjBLcKELO6osUAJhEwNhOuoI0FFTElEOBH6gT+/teRpiUJxXFJuIueUKVNYtGgRixYtYtmyZezcuZNvv/2W7777DoC4uLgCK8+uXbvStm1bNLXSVPyHjMAeTGkS40jAa4uLHvPvObaNqkD8fomtDC1ZPG7IypLsS9GrOAaYIsJah41frHls2/gpO7M2c3rzgQzqeQnxn98KRgj0wpmKzaIjd6wEIdAadMfcthiBQP72LObWheBKQOt1JVrrNzG+vBnzx4cR7YdhD+eQp3kQaBjHi5pZAqZp0rGDjqZFd7r/S4/uFtyu0i3KFMcfDulHfjt2P4GzEPnjwzia9yNsKTnepSWUjcxPKORJYkfdy+nqyGFw47/QLTUxPn86mjE1tl7UKrtWW4TNjdyzHmlE0E6+BbJTMH98KHq/lL8Rbc9CfnYNzhFv45POatGnTdOkQ/vS+2X3bhZcbtUvqxpSmKQGt+PL2ka79ueimwYitjZyxXcYf38JoTxEs1MRDboRZ0un70l1+WN2BMOAL78KkhAv6HOilb8WhGnVSlcip0JRDRAC9oZTeGPeI8zeOA27xcmwdldwfqfrcRFbpJ/7cGJpfyH2VoMRZhip2fBbYjCO1KJb38/zwp0IWTvQL/8cuXsN5ry3IH0T1GiO3vs6ZMZWzKWfop39HOaPD6Of+zLmqmkYb58dnZt3vwy980jkb8/C2l8Qug175wtw9LqaXD2m3N9XHrdBi+Y6a9cVT8pns0Hjxpp6ZyoU+yg3kTPfahOiO7GrV69m0aJFLF68mMWLF5OWlsYvv/zCzJkzAXA6nXTq1KlA+OzZs2d5NU1RhUj37QYgxh6P3eLEqtvJ8Kcd41ZVHGVpyQnRDOvKXf3YoWkagcAuYvP2cGV2BEuoBpntzmKDLnlm3RTuHvA/YpZ9iWGLLbjGFslFJLWA1NUYPz2CfvoDGB+PLoxZlJuK+cs4RJM+0UzrPz4cFUoqIIlQVcHrCfG/O52Me8pf5HhsjODe/zmx2XzHymNfUQnRQlnIHctKPilN2Pk3WqPTSnajzU/2FVcf36njSHIHSFjwMKL5aRgfXlpYLmML5k+PoHW7BKnpiGanIOq0R66diWgzGDHkceQP90N8I4yZT8H2JUeVWbYy4nGHuOcuJ0+ML94v77vbiV31yyqFEILdgW1c/slJPDPwPfTYuGis2dkvw+7VBeXkmhkYG2ejj/6Sx+/M4aTZhb/pz6YGufceN/36WfG4jyzJiEKhqFxkRHZz2cd98IejG4dhI8SUxS8yZ9OPvDzsW1zEFCkfMUwimhfybZ+OImSF4YzHMvAh5O5VgIbofx9yy1+Yvz1bWCh1NcY3Y9H63QWRAKJGU7SRb2B8MxbSN0fLWOzoLU7DeGcYBPe5jEeC8NdE5NqfcV/2GbnCe8C2WHWBZoQwdBsR4/AHN5crxOOPurj8ypyCnA35PPKgS70zFYr9KDeRc3+EELRu3ZrWrVtzySWXALBt2zYWLVrEwoULWbJkCZs3b2bevHnMmzcPIQT//vtvRTRNUcnJFzm99niEEMTY48g8riw5KVNLTrcbMjPLrj7F4aEZ2XiWfo5j7psFxxKWf0Fc7bbE9r+N3UDsea/i11wgJUIIdDMMmo7x+/No3S7B+P2FEoOyy41z0HpfF43xF1ubsO4sVefUdR1bJAekJGz1HNFkqyqh62FO72+jU0cvH38SZNduyYknWBjQz0JsrB/TrN6fX3HoaJpGIJzHAaXEfVlNSzzliMVy7kvISBDpqYXnn4loHYdHXeRKKr/4Q/SLp2D+9gzakCcw/3wD5r2Fdt4r0HIAol4n2GfViRHCKX3Vpt9aLGH697PRoYOXTz4NkrJLcmIvCwP6q35ZFQnh56XZ9xA2QnRJ7oi5YDJajWZFBM4Cwn7MWS/j7Xc/zZt5WLc+apmUnSNp0VwnIT6CritLXoWiqiM1g7f/HFcgcO7P5vTVrNy9kJ61B5R57F1N03CHM2DFNOSGP6DLhZDQEM1TA+Odc0q8xpz9CvrwCZCdEg2vkS9wAqLtmZjLPi8UOPcnfTPalr/Qmgws+Bw2EcFiBDE1G1IIbLk7YcEkyNgKDXtCxxH4bAkYh/GxTdOkbh0/Uz/xMn16mIWLIzRooHPBCBuJiSE0Tb0zFYp8KkTkLIn69etTv359hg0bxurVq5kxYwYfffQRWSpgoGI/soLpALht0d2xGEc8GYHjyJLTB/YyyKyej8ulsqsfSxz+PbCfwJmPlrKSehvms7BROxq46yHDURHFY2Rj/HAf+oB7IHUNIrklaDp4kiC3eD+Q2xajX/EFMmc3VmcNQqL4K94jcxGrZiIXvg9GCEu7YdBpJLl6bLV2c7FaQ9StE+KusVYihobVEsEwgkdjIKCojgiTNTmb6ZTcClJLEGeEQNZqg83wExDFd6CEpmMu+wK5cRbOUZ+gbZoBrU+G2DrgSoA964teIE3ITkHu2UCB2Yo0Mb+8BX3MdMxfnwa7B33Y89H+vXgyGOFq02/z++Wdd6h+WdUJmQEWbv0NgcBpghnIxtw0F2wuSGwCIR/s3VhQXq7/A/3Ea+neOY51+7pFbIzA5TKwWFSGYIWiOuA38/hz80+lnp+x5jN61R1Q5jHi3cFU5DvDELVao516RzTB35uD0c95ARwx0TE5JzWaEC2fkC9qNWqxQaDoYknU64I56+VS7yf/+QZXk74EhY4zb0e0bMoK9A7nImLrYH57Z2HhzfPgz7dwjf6SPG/jwxJ4pTSJjcnjogt1Ro6wYLGYmGZxAVmhON6pcJEzFAqxfPnyArf1ZcuWkZubi5QSXddp06YNXbp0qehmKSopWYF0HBYXFi0ao9Bjjz2+3NV9YC/jmJw7d5ZdfYpDx2KxwLIvSj3vWv4VbdufFc1MC1g0AYs+hL3rQbOgX/A2mCZas76IhMZgc2H8PA4ythRWolsxpj2A3u8utJS/0er1LjJ5css8+Owa5I6lBcfk78/Bko/wjP6aHK2oy1B1xDTDaAKM4iGNFAqE0Ji9ez4N+t9BwqfXF7qf7yPQazRk78QZoxFw1C5yTtM0xPblyI2zALAE0+GU28CdgNaiP9i9iJqtMBdNQa6aXnihMw6kBN9+XgpGGLl9CTJlJfqZ4zBnv4rcubzgdHXrt6pfVn2EEDisLurF7UsMqdsQrQejtT0TmfIPOGIRSS0wF7yPXPsz2N3IQDY+v0a+wnH5ZQ68npAKU6BQVBMEApfVS3ag5IR4MY4EBIXvgLLALsLIGY+D3YPW8wrk7tWY8yaCKx5qNEM//QHk3g2IuPrgiseY+TSkrY1e7IhBrvoR0WZw0UrDgainVM7uUm7qQfOn48jehTnlIvJfYlr9LtEQU/8l7EN+czuOC6fgE4cfhsY0DTTNUBuCCkUplLvImZWVxZIlSwricf7777+Ew2GklHg8Hjp27EiXLl3o0qULHTt2xOVylXeTFFWIrEA6HlvhAs5rjyN9X5a844G8PIgpw/Wr2w1Z2WVXn+LQEUIg/FmlR8oM5hLnTCSQ7+oSyUYu/SSazdGMYHx/T1HrTU8y+rkvYnw9FrJ3gtAQdTrAzKcwl3wCSc2x1u1OcN9rXtM0tG3LigicBWSnwJKPsPa4ttQskQrF8YBpSE5rNown/nyMey55j9jFU7HuWIb01iSz2wVkemvQeOaL0Lw/etcrCzYlACwyDAvfL/hbJLfAnPE45vrfC2+g6WiDHgXdhlzxTdSiJL4Bos/1mH9/XbQxvgyo0RQZCRUROAvY128tPa4lovqt4hjj0mI4p/2VbE5fjSk0tJ6jMX+4D3PTnMJCmgVtyBOgWxC12pBJXX6bJbFYYPg5dgafYUVKFVdOoaguuPVYRnQaw4TZ95V4/px2o4lEytbN2hrJg7U/ow18EOPXZ9BPuxMC2egjXo/Gxs7aUVjYlYB+7ssY0+6PCpPOOOTOfxCdRxapU/77PVqH4VHvihLQ2g7BnD8JTKNA4MSVCNm7im2WFrDrX/RQNtirT6xthaKyUG4i54MPPsiSJUvYuHFjgSVRnTp1OP300wtEzZYtWyKEyvJ8vGFKk0U7fqd9zZ44re4Dls0K7MW9n8jptnvZtLcEF8Jqis8HyUllV5/bDbm5EIlILBbV9yqSSCQC7YbC8qnFT9q9yBb9MHRXQRxNgQDTQDv5ZozPrinunp6bijH9YbQ+12FOewBt4IOYSz8DQK7+Eb3tmewflNOCAUs/KbV9cvkXWLtcTFjzHO1HVSiqNLXdDWlYow3nfT+cwS2G067XcNKC6aze/AV3Nb8Eti2GJicjhEDTNPKMTDJDe0nQXdjN6GJNNO6NXP0Tcn+BE8A0MKfdjz5qMsbqn9DPegpz2oNoZz2J8cYZRYqKZqcg2p+D/P6eUtsq//4SW5eLiZRDvxVCVGlXeEUFYwou7Hwj42fejNDsyGWfIfcXOAHMCOb396Bf9inE18e/183DD7qx2wXJyQK321dy3QqF4pgSEUFyI5nkBrNx2714LHFYpeOg15mGycAWI/l9/Xf8k/JXkXOXdruDZFe9gr/3H3Py9YEjGoOkBGki4utHYwILHe2EqzF/fqKowAngS8f47m7008ZCjaYY0+5HH/QwhPyIbhcjF02JVrl9KdqJYxANeiK3zi9aR7fLkHvWQ+A/ViSahjQPIuCWEGNfoVAcPeUmcn722WcIIWjVqhWXXXYZJ5xwAjVr1iyv2ymqEHO2TOPRX6+iT8PBPNxv0gHLZgXTcVkLs9V5bDHkBo+foJI+P9gPPoc4ZNzu6NifkwvxcWVXr+LghPATSmqCtWYb2B1NrBZqM4iMruezPbgX6UogNrCTRGctbKYLTdejiUdi68KeDSVXmrYWUast+jU/YP79ddQyDKLWn56aRDRHof+nEEhNL72Bmg4o4VtxfBISfnJCGezI2kSsM4FLOt/E4IYD+WHDN/yduZoz6vdnqKcl8V/cBoCv/dmkh1LYlL6akBFA1yx8vO5bbm09gJhNc9E6nIvxy7iSbyYlctsi9NFfYP4yHrllHnL70n1WH/viibQ7m6AzGdPiwKYfYKpWxv3WIiSOSDYicysYIUhoTNASQ+jYhXBXVBE0TSMvmMutve5HEMGY/27JBaWJ3LEcajTn9festGiSwyn9YvDG+CnzwHwKheKo8Yscnv39dv7Y8F3BsRMbDeSefhNwyoO7mzmklycHTWZr5lpmrP0cl83D4NYXkWivhQ0nIXxkhfayJ28XtWLq44/ksSt7OzXcNYlxxOOyxGCXrkMWPCMWN5bGJ1IwNrriEbXbYpY2Jmdth8QmSN2OfupYjK9uhb0b0E6+Be3Cd5DrfkeaBlicaGc+iZmTilzxHdhciNaDEJvnYv76DPqoDzC+2S/2Zm4aIr4BCK1kMTOhEYat6oebUSgqI+U2a/V4POTm5rJq1SoeeOAB2rZtS9euXenatSudO3cmPj6+vG6tqOT8ueVHABbv/IOIGS6It1kSUUvOQpHTZfOSG8rCMA30Awk21QR/OcTkBMjOUiJnRRIUeUyYey9zNv3IGwPfp8nGRQQEzPDa+WjOWIa2vZT6Nge5WZvI8KXRIrEj5KShtT87Ggj9gJXnIjfORm6ZV3BItDsbM6ZWEVfasCmwd7sUubrkAPCi6yhCFi8qwI/ieCMgcnn691uZteF7IJrg7ta+T9Gpdi/O63QtDiNCwp+TEMuiVtjZF05k8qr3+HDJS5j7Fi5um5e7TnuBVHc9vDVbgcMLvr2l3lNm70T+8SJy4+x9jcgGdyIIgeh9HWarQQRwIA6l31q9HFaK1lKwEsGxYwHyi5uQ4X3vHU3H3vd29M4X4acMd9wU1Y5sYy+pqctpFNcU0wgVS9xRhMytCCSPdLwH+t9Djqj+8zmFoioSFsFiAifAn5t/4rGfr+XhAe9gkwd3t3bipVV8N9r17oWUssBF3S+yeWTGNaxL+5vHB7/PPT9czPo9Kwqua57UnjtPfYH6cc0IG0EiRgSb5sCleYkQxGfkIjFxaG5sOJFSEhR2bGc8ilw3E1GvM9IIIw7iOUjmVkR8w2hszVanYy79DHPOq4gW/REDHyRkr4GJwGnmwbLP0eLqInetRH54SXS8bNgLWaMF6EWzxZorv0c74RrMP98oej9NRwx9hoCadysU5UK5iZwLFy5kzZo1BQmGFi1axLJly5g0KWq516hRowLRs2vXrjRo0KC8mqKoZKxKW0yD2OZszVrHhvSVtKzRqdSy2YF0arhqFfztsccgkeSGsoh1JFRAa48dUkp8fnCUocjp3ufRmJkFDcuuWsUB0HTBN/+8y4+rPwXgsb8e5tpe9xPjiGP+kpe5ofcjvLvgaVanLsOm2+nfYjh1ezYmIRKIutBc+E7UWsssISOHFn2Fi+RWMO/t6LG4+mi9ryVbOtnfXV1KiZHUKpoAZe0vRetJagHthxFREy3F8YZmMnnx8wUCZ7Ma7bh/wGu8Ne9xHvtpDAC9GvZnzIkPUK/L+ThsHhZkrWLy4heKVJMXyuGxGdfywrCvWDvgDpoLF3q9rshti0q8rajbBXPua4V/1+sKrYZgIghaYwo2KAr7bT9YO7NoJUktkG3PJlIGAieAI7gH+enVRS1OTAP52zNYardHq9PzsLLAKo4fNE1j2971NHfUZO7eFQypd2o0RvTOv0ssLxr2AjOCOHUseXoMmCosgkJRGcmLZBYTOPNZsPVXcsOZJFgOLaaklJJwuDA+pamFmTD7PhZt+50b+zzGG38+UkTgBNiRuQnDDPPugqf4dsX7BCI+miS25ra+T7MxfTUv/3E3hjToWu8kbj/lWWo6GiJNSZ67Lu62Z6E16A7+DHDEgsUBkUDxhgkBzniwuTD/eBVxwhXoXUchhYWQ7iSIDRmOirKG5sDd/VJY8iFy10pIaIjoORrZ9FRydS+ec1/GfH9k1BMCkEs+Rpw6Fv2i9zDmvgFZO6FeZ7STbsbvqqXGVIWinCg3kTPfVb1Vq1aMGjUKgG3bthUInkuWLOHzzz/n888/RwhBYmIiXbp0KRA927VrV15NUxxDImaYXTnbOKPFhWzNWsf2rA0HFDlzgplF3NXz43PmBDOrvcgZCkU398rSktO9L69X1vHj8X/MyYlk8tHSCQV/1/LWJymmPp8smcDgNqP433cXFliDhYwg01Z9xL+7l/DJWV9C1g7Mv95FdL0YuV9Ck3y0Lhdi7lyOqNkGUastov0wZPPTyNZiSnTr8QkXriHj0bv9CwsmQSQEnc9HNjyRXM2LSmmrOJ4QGuSYGbisHurFNSUlazP39n+FG788q0hYlHlbfuafXQt4a+TPbNq7hrfnjy+xvogZYcHWX/l312LqxTbhvtMfQE4aVrxfxTVAuOIgY2u0HfW6YMTUJpd9lib/STEe7bdPo3dbAQve3a/fnhAViMqg31p1HZZ8VHp8sD9ewDZyEgGhrDkVxdE0jWRhIeRNZk/aXyxOXUzPAfdhvH9+8cIJjaFOB0zDIMeSoAROhaISkxs8cLbSnGAmCZbaxY7ruo7fyEUiceoezBI247IjGcxc+yUQ3WB8Zc4DxcrcfPKTTJh9P//uXlxwbOPeVdz05Vk8M/RTbj/1Gf5Y/z0Ltv7K6E/6MmXUX8TrtTBMyNbjcSTGYQ9lYM5+NRqXc/aEYvcQ7c5G5u2FmDoY/e8lYnESMrXoSVnwLwBM0yRHjyOu3/+IdL0cKTRCFk90Y9I08cW3wHn9TFg8BbYvhRrNoNUZ+F210YZ3QjPDRHQnIalTeiZShUJxtFRokKX69etTv359hg0bBkB6ejpLliwpED5//fVXfv75Z4QQ/Pvvv4dc7+7du5k+fTqzZs1i48aN7Nmzh9jYWLp06cJVV11Fx44di12Tm5vLhAkTmDFjBmlpaSQnJzNw4EBuvPFG3O7iJu2mafLhhx/y2WefsWXLFlwuFyeeeCK33XYb9evXP+JncryxK2cbhoxQL6YJsfYEtmeVEmuQ6I5fTigLl7UwoUJ+pvXsYEa5t/VY49vnLegowzWla5/Ima0yrFcIQoNg2F8gmGhCY0jrUdh0G61qdmb+5pnccepzOCwOVqQs4sfVn+AP57E5fTWbQ+k0OelmzD+eRz/raeSpYzH/ehv8meCMR+txKTTogeZKQObshvNeI0/bN9E6gOjhE260Oj2xDOuKkCYRzX7QaxSK6oQQgmxzL98sf5fZG3/AbY/h+t6P0qF2D6Yuf6PEuM+5wSy+XfE+JzUZjGFGuO7Eh2me1B6XzUN2IINVu5fw3coPSMneQoI7mV05W8mNb4D7sqnIafdB6pqoe1rrwWjdL8X4/AawOBDtz0Y7+RayOLArnU+40Or0wjKsW7n0W0EE0taXel5mbUeTYVAip6IETNMkwZFIhi6YsuhFejXqT/duD6JfPAXjp0cgbR1oFkSbQWinjMXMTiGc0PxYN1uhUBwEt/3AMSM99thix/zkMH/zTL74+y0iZpjBrS6kX/PhuEVc1FVdBDE1g7xADg0TWmDT7cS7knjg9DfI9O/h+5VTkEjObX8l9eOaFhE49+fVOQ9xWfc7aJnciVFdb2HcLzfx/sLnuPnE8WhmNARGwBBErDVwNewBgaxoks45r0HeHnDEoHW5CNFmEOzdhGl14dPchxQaWOjWaFkosjEZkYIcaw2svW9DM4KYup2wIfcJmnbQ7ErcVCgqgGMaSd7j8RATE0NMTAyxsbHYbDZ8vsPPrDh58mQmTpxIgwYN6N27NwkJCWzZsoVffvmFX375heeee47BgwcXlPf5fFx88cWsWrWKPn36MGTIEFatWsWkSZNYuHAhH374Ifb/mM89+OCDTJ06lebNm3PJJZeQmprK9OnTmTt3Lp9++imNGjU62sdxXLAzexMAie5a1HDXZtsBRE5/JA9TGjj3Ezld++JzZgfTy7ehlYDyEDl1XeB2STKVJWe5I4Rgd2ALq1KXUNNbj0z/Hp4/+wvWpP1N61pd6dN4EPHOJJxWN/GuGjRNbMu5Ha7kud/vZNmOuXy16kNu7zIWLaYWxpzXEAkN0c97Fbw1QehIiw05byLm4o8Qbc8iWKd7kRicB8I0TUJogFbMakyhqM5omkZGZDejP+lLViA6jpzabCgOq4PVqctpX7snL5/zDbmhbH5f/y2/rvuaiBkm1pFA2AzRML4FTw5+n62ZG0jN3c7ny98iJXsrzZM6cOepzwOCdxc8zR2nPIuUTvJqtMd58cdY/HtBaMiMrcisHehnPgl2D3hrRWNyHcKipzz7rYkFGvSE9b+VXKBWW0xNCZyKkjFNE4czgYB/N3ee9gK6prPLpuOp3Qb3qPfRg7nRXb9ICLK2I9w1CQqH2lxTKCo5XkssJzYayJ+bi8eF7lLvJLzW+CLjl58c7pl+MStSCjOQv5T2D5//PZHXh/+IRbOSE8rEqtswZYQb+jyO1x7LS7PuYU3qMjrX68Mdpz5LgjOZuZt+xKJbefmcb/CF8/j6n3f5a8vPBfVuTl+Ny+pm8qLn+XH1Jzw08C0en3E9QSMPpygUZyOmCQ16InYuw9wwC/3s56JzaasDCZg/PgptziDToqGXkfd42JCADQz1jlMojgUVKnJmZmayZMmSAnf1lStXFgQeznetbNiwIV27dj2sejt06MDkyZPp0aNHkeOLFi3i8ssv5+GHH6Z///7YbNFgwG+//TarVq3i6quvZuzYsQXln332WSZOnMh7773HmDFjCo7/9ddfTJ06le7duzNp0qSCes4880yuueYaHnvsMd55553DfyDHIXt8uxAIYu0JxDuT2ZW7rdSyOfusNfe35HTbov+fF6r+poj5ImdZuqtDNMN6VpZEZdIuX0L4eea32wkbQa7s+T8axDfHYXVTy1UHQ0bIDmbQrEY7lu38k7mbfqReXBM61e3Nw2dM5IapQ6jhro1Pj8HRYiB6rXYI315k5jbkhllozU5B/vEScstfUeuwPtcXutYoiqBpGnl5dvJ8GroGbncEuz10yFk6FdUEATlmOrsyt/LF328VCJwN41twZttLcFrcgOTl2fexavcSnBYX1/V+hBv6PEa6L5UMXxrzt8zk6xXv0qPBKUhMxs+8paD6ZTvmsmzHXJ4YMplret1HPW8zpJRIKcnDidVZC2feTuTuNWiJjcDqRDoTCNniCcpjn7k8YhjQfijMebl4sjMhEKfdRVDYykWU0jSN3Dw7vjwNXQe3J4LdpvpoVUIIQZYWtepqkdSRoOFnzpaf2bh3FY0TWtGt/skkR8K4Ns1Fb9kf0xqDlDaysy0Eg+B0SmJiQphm5Fh/lHJB13VMImjCghFRG4uKqoNFOrj7tJd5/JfrWLD114LjXeqdxMOnv10k6ZCu6+zJTeHy7ndgSINM3x6mLn+D9XtWsiNrE9NWf0TPhqehCys7szdT29sQ09zFNZ/1p0liax4b9C67crbz+7pvaZHckR4NT2XC7AdYtO136sU15doTH+S2vk/x0qy7+XPzDGy6HblPYU3L3clv677h1OZno4niY2rA4sW+ew2i5QCIq4fcsx659DOIBBAnXM0/WoA3ZlzFowPexXoIiZTKCiEEwaCNvDwLhgFut4nbHVSxOhWKo6RcZ9bbt28vSDy0ePFiNm3aVDDph+jEtlWrVnTt2pVu3brRrVs3atSocdj3Of3000s83q1bN3r27MmcOXNYs2YN7du3R0rJ1KlTcblcXH/99UXKX3/99Xz44YdMnTq1iMg5dWo0o+ott9xSIHAC9O3blx49ejBnzhx27txJnTp1Drvtxxt7fbvw2uPQNQtxjkQ2Z6wqtWx2MBMAl61Q5LTqdnRhKdGdsLrh80f/W5aJh2CfyFn9NeJjjt/IZemOOQDcceqzLN42G6tu5dTmZ/P5somc0fp8rp06kAx/WsE1douD58/+gueGfoam61GBxLSixTTB4a6JNbYOMn0LxsejIeyH2HqIs5/D76yl3F9KwDAsrF5j49EnfGzdGp0wdu5k4aH7XSQl+ZSIcpygaRp7wzvZkb0Jt83LkDajcNti+G7lB1zY5UbinUlk+NO489vzMaVJt3qncHnPO/hr80y2Z27gnfnjWbJ9dkF9b//1JJd0u41Lu93O1OVv4g/nFZx7/rexvHvBLKyy6Is7jIWIpyG2zqPQIwFM3UZQ2CvVb9BnTcB1xZfIL2+GtLXRg96aiDOfIuipVy5tNQwLq1bbeOwJH1u3Rftol875fdSvFnpVBN0qIAK6ZiE7mM6d355PdqAwrJDT6ubV4T/QqPP5uD6/ib1d7uX1r7x8872fcBi8XsHVVzoYMsiK3e4/hp+kbBEaZBl7+XnlVJbvnEfjhFYMbXcZ8daaaFJllFdUDVzE8siASeSEM8gJZuGxx+C1xmPHRUSEiJghnBYPe4I7eHnWvQVz33qxTbi+zyOEjRCb09dQ01OfOEcie/J24bS6sVsdZIeyuKH3o3StfzK3fn1OsffG02d9TLpvNxv3ruL+aZdxW9+nuevUF9iatYHF22bzT8rCgvK/r/+W587+HKfmKTZ2hKSOrdslyDkTYNV0tHZnI5qejGn3sN6mccP3lxOI+MkJZx1yIqWjRQhB2h4Xjz7uZ8nS6HuvQQONB+9z0bxZCF2vnps+CkVFUG4iZ9++fUlNTQUKrTRtNhvt27enW7dudO3alS5duuDxeA5UzVFjsViK/Hfz5s2kpqbSp08fXPkBCvfhcrno0qULc+bMISUlhdq1o4GU58+fX3Duv5x00kksWLCABQsWFMQaVZTOXv9uYuzRhEGxjkTS/WkYZgRdK/5TzBcy97fkFELgsnrICR0HImc5WnJmZpZtnYrSaRjfgpW7FtGhTk9qeRuQkrWF4R2u4u4fRhUROAGCkQD3/nAJky78HavuwNBCCNOCaZr4hBPN6cbR40r0jueBlJj2WPzW2EN2Uz+eEEKwa7eda67LYf+57tJlES4bncsnH3nwevJKr0BR5RFCoGkamUYqT/5yY8HCy6JZGNLmYh4a+BYN4puzJX0dXyx/i+EdrmZAyxFIaXDLV8NoVbMLMY74IgJnPpMXvcCkC3+neY32xDgTWLTtDz5e8jJ7fbujCfNKiFMmpSSIBXRP/oFy/fyHi2FK8ryNcVz8MXowC6QZfcdYYjDKQWwUQrAzJdpH938US5ZGuOzKXD6eovpoVSE3kk3ICCJlhHG/3FREqADwh/P43/cXMXHkLxhd7+CBCfX5c0FhluWcHMnzL/oJhxycP9ICHLvFvaZpRQwyjqaebXlrGTP1dAKR6ITuz80/8fHSCTx91qd0TO6DMJVHjaJqYJUOEiy1C5IMhQmwNmspkxc9T2ruTu7pP4Gx34wsMq/dkbWJN+c+xrgzp9CuVncyA3t5ZZ9l5p39XsBjjyHZXYsudXtz29fnlvjeeOSnMfzvtBe587toErN3FzxFo4QW7MnbxaDWF7B0+9yC8kJoxDlrYJomhgiRa2SxK3srLpuHRFcthBZHds+L8bfojcM0CesWftjyE5/MeY+QEQTAF84hwVKrnJ9mlOwcF5eNzt3nXRdl61aTa67L5eMpXurVNSrVRqhCUZUoN5Fz9+7deDweOnfuXCBqdujQoYglZHmzc+dO/vzzT5KSkmjRogUAW7ZsASg1hmajRo2YM2cOmzdvpnbt2vh8PtLS0mjRogW6XnzXtWHDhkXqVRyYvXm78drjgKjIaUqDDH8aNdzFM/Plu6vvH5Mz+rebvONJ5CzjMGhRd/WyrVNRHKfupXuDUzih4em0TO5ESvYWtmSso03NruSFc1i1e0mJ12UF0knLTaFRQksMM4xlv9d0VOx0g2O/JCVK4CyRcNjKq68HKEmbycqW/P57hGFn60ogroYIIciTWezM2oTN4uDJX65n/Z6VBecjZoRvVryHzeKgfe1euGw7GdL2YtakLmNz+mreX/gcgYifIW1GMWn+U6Xe5/sVUwgZQb7/dzL9mp/Dw2e8zYPTR2PRrIfUTl3XEUJgGJVnIRN9x7jA4dr/YLncKxy2MeEVf4lab2amZM7cCGcOVn20shMI+/lg0XNc1fNu0vJ2sTl9TYnl0nJ3khnYi19rzp8LSv5NvfNugMGDvHi9FStyCiHwyWxScjazOX0N9eKaUC+2KR4t/oitiX1mNg/+OLpA4MzHlCYPTr+Cjy9ehFvElUHrFYqKJSJCfPXvO7w17zEAWiR1YOn2OUUEzrPaXsqQNhfjscfw1YpJzFz7Jbpm4ZKut3HDSY/y1rzHeWDaFVzQ5Ub6NrWX+t7Yk5dCorsmPRqcxtaMdezK2UYg7KNFUgdem/sQl3e/s6DsgBbDcVm8BI083l/0LFOXv1Hgzp7gSua5oVOJc9Tgou/PK/FemtDw2uLK6CkdGF3X+WNWpIjAmY9pwiuvBXjsYSsWS6hC2qNQVDfKTeT86quvaNWqFUIcm13KcDjMXXfdRSgUYuzYsQUCZU5ODkCpFqT5x3Nzcw+rfH650oiNjUXTisfMi4+PP9hHqVZkhtJI9NTE6/VSx4hmpQ9oOcTHtylW1tgWQiBIiq+JJgqfnccRQ4hA9X92IgDkUSPRi6YdeT/yer1F/o6LC5CyK1L9n98BKK0/lgX7P9f/nfYyC7f+xnVTBxLZL9bYexfNplVyZ87reDVeRzy60Fm8bRbfrnyfvFAOucEsVu1aQsvkjsfd91RWn3d3qsHf/5Su5v+1IMIF53ux2aqfJU1V+82UdX/ckrGO66cOJsOfymOD3isicO7PdyveZ2Sna4mxx5Oau5Ov/plE78ZnsCMrmiCvflxTgpEA57QfzYmNB2JKk0A4j6/+eZdlO+aS4U/ljlOe4/t/JzNz3VckeeowstO1JHiSiXeV/h2EjBC7c7bz18YZ7MjcRJf6J9EyuRM1vfXK5PNXle9/d6rBPysDpZ6f91eEked5sViqXx8ticryvR1uf9yRuYka7lpYNQchI/p9dq9/Cme1uxS7xYkmNGZt+IEfV39CMOwnNcUClLxw9/nBH9Bo0KBin8X2zI3c8OWZbM8sTIZZw12b10dMp0li6yOqc8OenWzJWFviOV84l9S87XSp3/iI6j5cKstvS3H4HKg/HqvvdUv6OibOe7zg78aJrYps3F/S7XZsuo2IGeSWL89mr283EI3j2bNRP/bk7WJAy/OoE9uYgS1HsiWjZIEzn2AkwMiO15LuT8Nt9+KyxRAxI8zZOI0xJ9wPQJ2YRvRucgYRgvyx6Vs+W/56kTrSfalc9/kgPrl0ESc3GcKsjT8Uu88ZrS4gyVvroBnl8zma5x8OS+b9Vbp28M+KCKbpJj7eXWqZ4x31XlMciHITOVu3PrJJQVlgmiZ33303CxcuZOTIkZXCjTyrBNO5+Ph4MjIySihdfdmbu5s6nkbk5OSgR6J+2FtSN1DP2aJY2d0ZO3FY3eTlFrqreb1erMLO3py0av/s9uyR2O2Ql5d7xHV4vd5iArzNKsnIoEo9v7IeyErqj2VBkT6tS7ID6Tz16y3FynntsZzX8Rre/utJduVsQxMaJzYayFNnfczDP15NndhGLNzyG/Xjm5KVlXXcxKUry3eiaTpITtLIzCzZCqxePY1AIJe8vOoV86gixpXK3B+DIo+7vr2AXTlbqemtx+6c7aWWDUT8+EI51HDX4v7pVwBgyMLfi0VYePqsj/l06avc8/0oImaEBFcyl3S7ja71TqKmtz7+SB49G/Zj/paZfLvifd4fNQctZCUjWPJ3IIXJmowl3Pr1OUTMqLvu5MUvUsvbgNfPm06MVuOorDqr0rzCNKJ9NCen5D5av56G359bkKCyOnM039ux7o8RGSZkBJDCxGuP4+aTniRihnn+9zvJ9O/Fqtvo32I4T5/1MQ6rG0ti6QKqEGC1mhX6Gw4JP/dNu6yIwAlRC7Lbvh7O6+f+iBNvKVcfoN7IgS2wgpFAhXzOqvROqA5UVH88Vt+rpmn8vfOvAgtJgCx/Oo0SWgIQ44inba2ufL9yChEzXCBwDmw1kv4thnPH1+exPWsjAD0b9GNAi+E4rR4cFlcxq2eIhpdJcCWxZPts1u35hzWpy3l26KcIoUc3HiN+xpz4AC2TO/He/Ge4//Q3SvXACER8LNk+h3v7vYrL5mXGms8wpYlFszC49cVc0+t+Qj6DkO/gz/Von7+uW6hXr/R3YXKShmmGyMgofSPweOZQn78SQo9fql06XtM0uffee/n+++8ZOnQojzzySJHz+VZt+Zaa/yX/eL6F5qGW/6+1nKJksgLpuK3RWGVumwdNaMXiEuaTE8wqEo8zH6fVXeDKXp3x+co+6RCA2wO5uRCJVA73yOpKmCDf/zul2PH6cc3YlrGBx3++jl0524Co+9qcTdMZ98tNPDb4XcJGiGY12pbqvqM4OC5niKuvLL0DDR9mwzCqv3hyvJEdzGD9nhVAdOFVw1N6bC2LZsWmOwgYfvbkpQAQMULEOqJxo73OeJ79bSw/r/2iwBI73ZfKS7PuIdaZSPvaPfhx1acMbXsZELXOElIcUKTMMzMZ++3IAoEzn105W3nmt9sJEzzyD1/FcLvDXDW65D4qBAwbajsuBM6qjgSmLHoJXVhwW6Nz4dfmPkSmfy8AYSPE9FUf8/7CF7BbHNSK95GcXPLy4+Q+Vryeiv3Oc8OZrEhZUOK57ZkbyAruPaJ6Y2zxJLiSSzxn0SzUja0YK06ForxZtO13Tmh0OgLBqc3O5sfVn9K78Rn8tv5bIGoV3a/5udz17QUFAifA/K0zuenLoVh1Gxd3K24QAHBRl5vRdQsfLZnAkDajSMnewmtzH2Z3zjba1+5JTiCTPzfN4Pavh3N2+8uxaBb25O0qta0b9v6LQ3i4rfczTL10OZMvmsdnly7jxhMexyHLN0/I/hhGhPPOsVGaw+tVo+24XMpVXaE4UqqVyGmaJvfccw9fffUVZ555JuPHjy9m4p8fQ3Pz5s0l1pF/PD9mp8vlIikpie3bt5cYFyo/Fmd+vYrSCUR8BA0/blt0EqwJHa8tjnR/aonlc0NZOK3FzfSdFjc5oczybGqlwOeTZR6PE8Djjua7yDlyA1HFIWDISIkTreEdr+Ll2feWeM2OrE1kBzLYlL6aHdmbiXUmVJpYfVUN0zTp0llw4QVFRRSrBZ58zEVCgpo8Vkf8kULL/0DEhy+UW6qYMKTNKPxhH1JK6sU1BeDz5RO5tvdDJLpqkenbw+rUkmPnfrDwOay6nflbZxYkzotz1sCqlf7SFkKwKX11idYqAPM2zyAvcvwETDYMgx7dBSPOKxqr3WqB8U+6iFd9tErgC+UQiPgwpYE/kse7C54usdyyHXMIGQFq7J3BG+NySEwourpv1VLnnrsdWCwVK/T7wyX3x3xyg9lHVK/HEs/d/V4u8dzVve7HpR2aS6xCUZkwTZP2tXogKOy/ETPC9ys/4H/9XqKGqxbNEtvRuV5v7JboeHh2u8v4cPFLRaw/89mTl8Km9NUkumty12kvUi+2CQC1vPW5re9TnNPhSnICmeSFsjHN6Dr8z00/IaXJjSc9zhO/3MA/KfM5r8M1dK3TF2lSUEdJtKvVHdM00aWVWD2J2o7GxGg10Mxyc24tlfj4EE8+5sL6n1tfcL6drl3EcePFpVCUBxXfo8uJfIHz66+/ZvDgwTz99NMlJgpq1KgRycnJLFmyBJ/PVyTDus/nY8mSJdSrV68gszpAjx49+OGHH1iyZAndu3cvUt/s2dGsq/89rihOftY8t61wYuexly5y5gQzcVpKEDmtbvJCB46BWh3w+co+szqAe99PPjsL4uPKvn5FFF1YaF+7B7M2fF/keG1vAzbuXVXqdf/s/IuU7G3EOOI4ucmZSGVxe8TY7X6uudLOhSO9rPzXwG4XtGqp4fEE0TRlIVYdiXMkoAu9wO38rXmP88Dpb/Dsb3cUsYw+pdlQrux5N2vSlmPT7VzS9RbGzbyZpTvm0CC+GU8P/bhU6y6APXm7CETy6FjnBOZt/hmAK3vejVcvPVGJEIKsQHqpdUokYTMExacu1Ra73c91Y+xcfJGXlSsNnE5By5YaHrfqo1WFfCEjZITIDmSSE8wstezGvato5UqieWwmn0xOYst2jZRdJk0bayQnS5xOX4mJqMqTGHscVt1G2CguqgsENdw1j6he0zDpkHwi714wizf+fIS1aX9TJ7YhV/e6jxaJndDloSUoUygqG25LLNf2fpjX5z5UcGze5p/p03gwZ7S5kLTcnWxOX8ug1heyLu0fGie24v2Fz5Va3987/6J+XFN+Xfc1F3a5kRqe2oSNEHVjG7MlYx1rU5cBYNGjfUYiSfbWwx/0cUPvR2lTsxteaxxW6UDXda7r/Qj3Tbuk2H3inUm0Se5aacRDiyVM7xMl33zpZfUak0BA0q6tjscbwWb1H+vmKRRVmmphyZnvov71119zxhln8Mwzz5QocEJ0kTFixAh8Ph+vvfZakXOvvfYaPp+PkSNHFjme//dLL71EKFQ4Cfrjjz9YsGABffr0oW7dumX8qaofWYGoy0++JSeA1xZLpn9PieVzQpklWnI6LG7yQke2s16VyCtHd3WAzOPHYOiY4MDNSU0GE+esUeR4IOIjxlF6jBivI55tmeupF9cUO65SyykODas1SEJCHn1PDtGzR4CYmDwlnlRjPJY4hrUfXfD37pztPPLTNVzV617eu2g2rw7/gU8uXcQdfZ/FpjlIcCbx+/rviHXW4LoTH8Jt8/LNivd4fe4jJB8gEZBVtyGExqDWF/Lzms+45oT76df03AMunkzTpGVyp1LPJ3vq4rIef6FvbNYgiQl5nNI3RI/uAWK8qo9WJeKcSTRNbMOKnQtxWl1FEkX+lxrumpirf8RwJuB0B2jdyk+/U0M0aODD4fAfE88FjyWe8zvdUOK5ga1G4rHEHXHdFmmjgbsljwyYxPsXzOGZIVPpUKM3Nuk84joViorG1CJkm3vYGdhIupFCbiSLgS1H8taInzmpyRBObDSQV8/7gV/WfcHI9zpx/eeDeHXOg/Rs2I+OdU4gO5BJDXftUutPdNWkdkxDbjrpCWIc8dh0O+m+VG7/ejhum5f3Fz5H08Q27MjaDETHylhbAk1i2nJy/aEkWGphldHNFsMw6Fy7D2NPea7IerNFUgfeHDEDr55Qrs/qcNG0CDExefTsEeCUviESEvKwWY+fsDUKRXlRLSw5X331Vb766itcLheNGjXi9ddfL1amf//+BcmQrrrqKmbOnMnEiRNZtWoVbdq04d9//2XOnDm0b9+eyy67rMi1vXr1YsSIEUydOpVzzz2Xvn37kpaWxrRp04iLi+P++++vkM9Z1ckKRi1YilpyxhYEpf4vucFMElzFd9CdVje+cA5SSkRpwUyqAbm54CgHd3X3Pt24nHLvKPYhpcRji+Wlc75mwuz7WLTtDwCWbp/L+Z2uY+JfTxa7xqJZaJXcibf+fIy+Tc/CiFSO3ebqQGXZuVeUL5ppZXT3u4lzJvLxklfwhXO5tNvtxDrieXj6VZiY7M7ZxhU9/kenuieS7KlLxzq9sFscpPt28+Dpb4IQWDQrDeKb4bZ5S/QcGNBiBB5bLIFQLh9evBCvHgfmwfeNY22JnNpsGL+t/7rYudv6PoVHiztuf6vH6+eu6iS6k3li8GQ+WvwyV51wL32bnlkQi29/4pyJ1IttijxlLHkiOhGRUh7zkCzC1Liw00147bFMXvQ8uaFsHBYX53W8hgs73YhFHt1us5QSC3Yswg4yGoNboagqBEUu78wfz7cr3yNiRhAITm56JsPaX8HCbb/zv9NeImwEuPbzM4ok+tuWuZ6rPj6Nty+YSWrOTkZ2GsPLs+8rVr8mNPo0GcT1nw/ClCY23U7IiIp8tbwN2J65Aatu55a+43ny5+hmxO2nPIN731hZ0vvDJp2c0WwUfRoPJieYgVW347XG4xDuSjvOVIZ3oUJRnagWIueOHTuAqLv5G2+8UWKZunXrFoicLpeLKVOmMGHCBGbMmMH8+fNJSkpi9OjR3HDDDThKUJYeffRRWrRowWeffcYHH3yAy+ViwIAB3HbbbTRo0KD8Plw1It9Nz72fpYrHFsuO7E0lls8JZlE3pmmx4w6LC1Oa+CN5JSYmqi7k5oKrHDb7Xc5oUofs6m8Me0zJNvdw4xdnUie2ETf2eQyH1U1K9hayA5l0rnsiq1KXMmfj9ILydouDe/u/ymdL3+DZoVOJ0RMpIXyRQqE4CHbp5qL2t3Bu+2sIGnnsyNqC1xHD7ac+zc6sLdSLa4wurLz552Oc2Ph0tmdupFfDfnSs2xtTmqxMWYjLFkNNT12eH/Yld3w9nNz9vAfa1erOVb3uIWyEqelsFE2Oc4jrJpt0Mrbvc7RO7syHS14iK5BOk8TW3HLSOFokdq60CzCF4kAkumpyc98n+Wn1VG466Ql2Zm9hTerygvMxjnhePOdrrLqDPKPyeSjYpYvz2l7LGS0vIBDxYbc48VrikEb13UhXKA6GqUV4+68n+WrFpIJjEskfG74j1pHAsPaj2bh3JRn+PUUEznz8kTzGz7yFfs3PoVXNLgxsdT4/rf604LxFs/LIGe+Q7KlLg/jmbE5fUyBwJrpq8vjg90jLS+GhgW/y/O934rJ5eOmcr2kRfwhjpQkeEY9nP88pJSIqFMcP1ULkHD9+POPHjz+sa7xeL/feey/33ltyApD/omkal156KZdeeumRNFFB1DJTFxZseqGI7LHFFrixFysfKj27erS+ks9XF/J8kFAOXhW6LnA5pXJXL0d0i8Z3yycT56rxf/buOzyKsmvg8G/K9t00Qgi9SZGmgoC9F1BfFRQrqNjLa8eu2Cti74oV9RNexYoVFUEFFFRQsdAJEAikbS8z8/2xJBCyS03Pua/LKzIzO/vs7E47c57zMGrAVfy04lv273I0V78/HIBsZy4P/OctLtr3Nv5a+wsZzmxaZ3bEHyllzKHj8apZKFYzKswnRA0w1DihRDkJM4HPlUVpcB1vzn2C0/a6jPXBNcSNGIqi8uSMW1EVjVuOeIaXZt/Ht4s+ZG7BDIb3O49OOT3Yv/MQSkLrKfSvpEtOL14+fTpLi/+iKLCaHi33QFEULpx0BC+M+GqnRv92WJ5kQKXnaZiWia7Ycau+7Q5wqqqKqqlgIaOPiwYhbAQx4wZf//seH/35OncNeZmySDH/rl9Aa19HWmd04OVZD3HJgbdjUxyoDfD8ZhngUbLw2LIq/y1Ec6KqKkGzjEgihKbqWKbJh3+8BsB+nY5m6O6nYded6KqN9lldeHvuU3idmZSEitKu84/CnzhjwOWM+/oaxp/wP84ZeC0L1szBY/fRvWU/3vn1WSb9+hxjj3qeSCLM0g1/ke3Oxam7aJvZmXxfO2JGjEdPeA+76sSlbP+5UgjRfDWJIKdoHPyxUjx2X5Uu5l5HJqF4gFgigl3fFPw0LZNgrBx3ypqcySyAYLwcaLq1UIO11F0dknU5y8osQLIUakPAKOPrf9/n0RPfIxAtpSyygeLgusquryWR9Vw0+SjsmoP8jA4kjBijB1/PPh2PxG1l1uvTZkVRsCkmqhnHUB3ETXnyLRo2RVEoN9fz2Dc3YlkmJ+1xIXP++JrC8hX0b3cgUSPMs9/fmQy4ZHTk8gPvwWfPxG3zkudtA0BB6WKe+K7qQ89OOT0Z1nc0j06/gS4tetHK244Xf7yXskgxh+52Ah4tc6ezrU3Dwk0mNg00M4aBuc1kUEVRCFqlzF/1I98s+oA8bzv+03sUOY58dMu+jVcLUXsMI05RcC153rZ8+tfbnPb63uT52tIlpxfLS/5hdfky+rYeTDTqJ2GUkOPbDRpplmRFICgQK8PCxGvPwqdlYxgSFRWNV0KJ8ff6Xxj37TUUlC5GUzQeHTYF0zK55chnWBdYxUNfX82ebffjlD0vYerCd/BHS9mn0xEs2fBX2vW28ORTHinl+D6jeHz6jawPFTJywJU8OeMWhvU7j+N6jeKyd4/h3P87BI/dR66nNWXhDdxw+BPYLSeW6cJZcaiQcg/omoJuRDBVO3FLlexUIdKQIKeoM+XR0mqZl157JgClkQ3keTcFLEMxPxYWrq1mcjbt/tbBELhqK8jpkZqctcmyTMYfP4mfV35Ltrslx/c5h9Lweh458V2WbfibV396mDXly4kZUVaU/Iuu2tijzb7EjQSWZtVbN3UHMezlBVg/Po9SWoCt0764+p9B0J6D0byvK0UD5reKueR/Q2mb2Ylje5/JNe8Prxxdfdq/U/A5srj/2DcpCq6iW25fQvEgPmcWhhXn+D7nMOnX1GVuTt3rEtpldkFTNJZs+JMlG/4EoE1GJ6448L5dGh3ZRgJXeC3Wjy/C+n+xte6Hc/Bowo5cElbq2p7l5gYu+d8QCv0rKqe9/cuTXHfooxze5SQJdIp6o6s2Mp3ZnD3oWo7qOYJoIoxNs1MWKeaNnx4F4OyB19DluxchsA5r4FlYbQdU1uZsLCzVYkn579zxxQUUlC4GIN/XnluPfJbu2XuiWnJbJRofVVVZWvonV75/QuU0wzIwzATH9zmH1WXLUVCYcOp0NFUhnAixT8dDyewxAsfGh/UvzronZQDyxD7nsGzDX/RuvTfTl3wEwJ9r53LGgCt4dc44vvrnXR487i1+WzOLPwvn0iFrN47tPRK37iVqhHEoHgnkAZqq4I4Xw9xJsPg7LF8+jv0uIp7ZkQi1MEqtEI2cnI1FnQlEq4+W7t04CFFpZH2VIKc/VgqQuru6nlxHMNZ0o3SmaREK1WImp1tGV69NGc5sNoQK6dN6IFMXvs3CtfPYLbc3wVg5v676gZuOeJLx34xheck/OHQnDx73Np//NZm+rQfSOacXHrLqvM02Etj/+hhrarIwvAVQMA9r9iu4z32PoK+zdBESDY6qK/y64nsK/Su49tBx3DZ1dGWAE0BTNG458hnaZHXEwuCbRR/wwe+vsj5YyMD2h3DJ/ndw3aGP8Mi311V53ZCepzG4w+FEE2HeOusnvvn3A9YFVrF7q/647V4mzLqfi/e7Hae146Oh64qFs2AW5qQLoeLms4CTewABAABJREFUrWAezJ2Ia9RbhFrugbHFvmaqCZ6fcWeVAGeFcd9czeAOh5GlVR+oT4i6oCgKdt3Bl39NpixSQp82AwlEy/mt4EcuP/Belhf/Tb8N67AWTEm+YOn3KJ0PxHPio40q0FkaX8cl7w4hbsQqpxX6V3LllBN4c+RPtHK2x7IsOVeKRiVs+nl0+vVkuXI5oc/ZDGp/KC19bdBVO+cNuoFAvAzDMNA0hZdnPUiv/AHkevL5c+08VpYs5qyB13D/cRO55ZOzSZjxyvUe3PU4Dus2jLJIMbOWfVU5/Y2fH2WPNvvy4HFvEYiVEzWiHN19BD57Jj+t/JZz3jqQhBlnjzb7cteQV/Aq2c060KkoCp7QaswJx0M0UDndWjgV22E3YO15BlHkIacQm5Mgp6gz/mgpLj11JmdJuKjaskDKTE6nraK7evURb5uKSCR571tbQU6vF0pLa2fdAiKJEP5oKavKltGv9WDe+PkxJsy6n2x3S07e40JM0+Duoa+wovRfuuX2Zdw31/Dzyul47Rk8edJH+Lw5mHWcOulMlGN9Nrb6jHgI64NrcZ7+BiGlFkbCEmIXxAjz04pv8NoziMRDDGh/EA7dycK1vxBNRHj+lM/58u//8eC0KymLbKBfm32479g3sCyLuQXfMemXZ9mn0xE8cuJ7rAsUUB4ppXvLvrTytef5H+7mhD5n8+h3N2BT7WQ4s/lh6ecU+lcCELfiXLP/wzuc0elMlGO9f/WmAGcFM4H13hU4z/uIoFr13Bcy/Hz177tp1zlr+TSO7TZqh9ohRE0wTANVtbFk3Xz6thnMm3Of4P9+eQqXzcMxvc7Aptk5bLf/kPHoQVVfuHQGauEC1Lb7NYqgoKIpvPfLS1UCnJB8GH/lQfezqnwJ0xd/QI67FQPaHYRXy26QtUeFgGTgTNeTYYCoAWftfQ2dWvRAV+34IyXc++VlnLrXpezeqj8rShbRLbcvC1bPoXteP96a9ySry5bRuUVPLtnvDmKJCG0yOvHu6PnMWDKVYNRP79Z7o1gK/xbNZ+xn53H30Fdo5WtXOUDRb6t/5KVZ95Of0QGfM4v35r/E90s/q9LG31b/yG2fnsP9Q9/CQcMbsKyuOKwI5tSbqwQ4K1jfPIS993FEbbn10DIhGi4Jcoo6U54ik9OzMZNzy8GH/NFkmuGWywPYVDuqolUZ7bapCWw8j7lqKabk8cCK6glBooboqk62uyUbQusY88EIrI39z4tD63jhx3vYp+ORXH7g3XRvuQexRISfV04HIBAr58/CubTfrRuQustqbVAUBQr/ADNNTbHCP9DiAbBLkFM0LOF4kBx3K07d61JaZ3Skta8DgVgZVx/8ID3y9uSeLy7hp5XfVC7/66ofuHjy0Tx8/GSWbvibY3udQUtvGy6afBQdsrpxzqAxXP3+SeT72nPfsW+gqRr/Fi1I+d5f/j2Zi/a5lQy15Q61WQkWYaW4WQHAX4gaKQF31SCnaZkkzPSDDAWb8PlQNGxxI040HiLXm8+Fk44gmogAyfPZpF+f46cV33LX0Jdp1X4ArJxb9cU/vY7edhCxOjzf7ay4GeH3wjlVpumqzj3HvsaLP97LwrXzKqdrisZ9x05kr1YHShd20eBECbKqfCk/FXxL3/xBZLlb0LnF7jh0B6Zl4XFkcMVB99PK244NoTVku/NAUfi76Dfenvdk5XqWbFjIdR+dyphDx9M7fyAL184j39eep34by0uz7yNuxLh0/7vokz+Qyb89z7G9zuTl2Q9Wvj7b3RJ/tISDux7H6z+NT9nW+WtmEYiX4rA13yCnLR7AWjYr9UzLguWzUbv/p1E8LBKirjT8qwrRZPijJdWCljbNjlN3U7pFkDOwle7qiqLgtnmb9E1dIJj8W2uZnB4oa7qbr9657F4sC56eeVtlgHNzs5Z/ScyIMmvZl7TwVO1iuqJ0ETatHrqdbKuYezMv9i4aJsuyOLL7cGJGjPPfOYz/zX+Bz/56h1dmP8Q6f0GVAGcF0zJ57oc7OWfQGD74/VUUReHB496i0L8CC4uEGaegbAmheABlK5dJyQHy0gQrt9robe1r1Y8ZTs1Fn/yBaV+yT8fDZeATUS8s08ChO3ntp4crA5ybW1r8F2vKl6N0OTjFi42Uv/eGyKbaaZ+1W5VpB3f9DzOXfFolwAnJeoY3fzKSgFFahy0UYtuiBHlkxhje/uVJ2md14b6vLuOsN/fnzImDGfPhaZRHSvBHSsl05jBlwQQumnQ0F006koLSxUz65ZmU63zu+ztZH1yDx55BNBHG58iszHh+b/6LHNt7JCtLFlcpSwZwWPdhzFzyGVGj+nFjc1smwogtpEtQEKIZkyCnqDOBWBluW/X6ZV57JqWR9VWm+aOlKKg49NSZY07d3aSDnKFQ8m9tdlcPBiGRaBw3F41NPB4lZkRYsmFh2mV+XfUDbTI7EzdiZDpzKqf3zh+IkajbgKJlWZDfB5Q0o9227I5h3/Hag0LUNq+eRdyM88bPj1SZfu2h45i5Rde3zf1TNJ8NwUIO63YiMxdPZebSz7jmkHEENpZKAVjrL0BV018maYqGZyf2C8vbCtJlpXhyMV3Z1SY78DDm0EfQ1epZYft3Hkquu2216ULUBbvuIGZE+XHZl2mX+eqfKeBNkfHc/wwSys4P4FWXLEPh9L3+W2XaYd1OZOqfb6Vc3rAMZq+YhqZJl3XRMKiqysL185i9fBon9DmHOz47v7L8CsCy4r/477vHoqk6H/3xOhNm308kEcKhOymLFFepW725QKwc0zR4cda9rPWvYli/cyvnrQusIsvVgo453StrSisoXHvIePzhkuT6NScKaa4/gUxXixraAo1TQvegtN0r/QKd9pEsTiG2IEFOUWcCsXJcKW7svPbMak/pyqMleOw+VCX1T9Rl8xCMNd2anJXd1WtxdHWQwYdqi2lZmJaRMiBRwefIontuX0KJEO2zk9khGc5s+uUPrpeLlagtA+XQMdVnaDbU48cR0apnVQtR3+yqk+mLPq4yrVvLvqwoWYzbnv43q6s2st0teWz6jXTI6U62KxevPYOv/nmvcplsd0sC0TJ6tRqQch3H9joTj561w22O6Bkox95bfYaioBz/MBE9s9osy7Jo6+7Ka2d8z4FdjsFt89ImoxNjDhnPzYc9hcNqvl35RP3SNB2LTeWHUvE6Mohn5Fed2HZPzHYDGtXNeZ6rLXcePQGHnrw40zU7kUQo7fLrg2uS5WCEaADiVpT/++Uphux+Gu8tmJByNPRIIsz3Sz9j2Ya/K6cljHjapJMKumZj/upZdMzphmezhJYeeXuyovhfLtr3Vjpm9WDsUc/zv3Pmc2TXEQxsfyj7dzqan1Z+y8G7/SflevdufzA+W/UHf81JRHWhHPcA6NVvCpX9LiJur37NIERzJ4ViRJ2IGcnMNqdevcamx+6jJFw1k7M8Upwy67OCU3c16UzOYEV39VqsyQlQVga5zfsBaa1QVZU15Ss4sMuxfLPog2rzNUWjX5t90DSdxWv/IBAto2N2d+4/9k18aot6GUUyhg11zzOxtR+INeNJKF+D0n5v2P8SQo6WjepGVDQfiqJUDlRXoX1WV+asmMbQ3c9AVdSUN3JH9jiJmBFjQ2gtLpsbf7SMRev/oCiwBoB9Oh5BSaiIli1bc8eQl3jo66sqa+eqisrRPU7lwn3Gopk7fhmVsBRiXQ7Dcf5HmDOehA2LoVUv1AMvJ+xuXW1k9crPaqnkOzpxy6HPETPDKIqKV8uSbuqiXkUTEXRV5z+9R/HKnIdSLnNgl6H43W3IzusJmo6y91lYux1KUGlcD880y86+7Ybwzqh5rCpfRparBbvl9mHR+t9TLr93u0Nk/xQNhkGCUCxA+6yuzFySvqfD/NWz6JLba9PrLIOEESPLlUvpFvdrAF1a7M6qsmXJZc0Eqrope/m8wTeSMON0yuxFj6zkA0PTNMECHTu3HP4c/lgJiqqgovHNovcryzzt0/FIbj78KexW864Hb1kWQW8HPJd8ifXjC1jLfkTxtoQDLiOR15sIjvpuohANjgQ5RZ2oCEimGkjI68ikOLSuyrRkJmf6i1+H7iYQa7ppiIFgsuewo5ZKM3o3bloZYb12GFYCwzQY3u98/imaz6qypZXzFBSuOWQcNtWOYSToltub+46ZSIY9G7eaUa/BxAgOorn9cJz4NIoZw9DdxEyFFGVFhWgQEokEh3U7kSkLJlROKw4VsVfb/fjoj9e46uAHefTb66vUxm2X1ZVRe1/N0o2ZKi6bhy///h/n7XMjgWgZQ3uexuE9TqKtrzMtbe1QFIW7j3oNf7yEUCyAz5mFV89CM3e+m20UO7HMbtiPG49qRDE0J7HtGInZsix07OhK8uQgARRR34LRZK+a/TofxZwVX/NH4c9V5p/R/woKSpfSq9UAIme8gq44iOveRvvbVS0Nr5JDj8wcVFXl2kMe5pL/Dam2XLfcvrTL7FovDy2FSMWpeji8+3CKQ+vIz2hf2X18S+2yulAWqhrMfOPnR7np8CcY+9m5VWrvZjizufKgB7j/q8tp5WuHXXcxfdFHtPS24dpDxtE9dw/caiaYpHzgaLdctLC5UBSF6w95nEv3v5NAtAyPIwOvnonNqqUubY2MYUG5LRfbITehJ8JYqo2oYpfjixBpSJBT1ImtBjntmSze8EeVaeXRElwpBh2q4NI9TTrIGQwm63Gqau10c/JKd/VaVehfSZcWu3PNBydx2QF34Y+U8nvhHLJcLdm7/UEU+gtw2JwkjATZej6KlizL0BCyJS3LIoINVBvUf3OE2CrLsuiY3Z3e+XtXBld+W/UD5w6+gTd+fhSbauexYe/z88pvKQ2vp0/rwfRo2Y/5q2czc8mnZDizsWsOQnE/vfP3ZvwJ/2PGkk/Ic7ch19EarOR72HCSo7cmp+KqqQb2DcuyiKKDqsuDBNFoOW0uookICirD+p7LqXtdys8rp+OyeRjc8XB+XjGdTjnd+erf99mn/WFkqlnQSAOcWzJNky6ZvXnmpE8Z/+21LN7wJ3bNwXG9RnHOwOtxKxkShBANhmmYHNHtJG785AzO3+dmfl31fbVlFBSO2f0MPvzj9SrT/1r3K2//8jTjT/gfSzb8yT/r5tMltxedcnrwxHc3UehfwYPHvcVuuX1o4W7FWQOvJUtrmXyYsR3nS8uy0C07WVoeWe68jRNr4lM3LXFTIa5uLE8jxxYh0pIgp6gTFQFJV4ru6j57FqWR9ViWVVm7qCxSvNX6Tk6bm7WBlWnnN3bBoFVr9TghGUDVtGR3dVHzTMvEpbu5Y8hLXPv+yThtbrq06EVB6VKWbviL6w57hNnLvma/zkejxLevNLKuqTjiZShGDEuzE7VlkjAkCimEhyzuPfYN3vvtRT75802CsXLmr57F+BP+x00fj+SLvyezR9v98Nh9rC5bRo67JV5HBt8v/Yx7jnmNV+aM484hE/j49zcY2ut0jtl9JB4yazU4YVMVHPEyMOOYmoOoLbPRZraJ5s1t97KiZBHZ7pYs3vAHz35/B11b9CZmRPlwwaucM/h6OmR1o7u3E27FTlxVG8QDvZqiWTZ6Zg/g8RM+ImqG0BQdr5YJpioBTtHg+NQc7j9mIuXREkYPup7XfxpfOaCQQ3dyxYH38fGfExnWdzSF5SuYW/Bd5WvXlC/HbfPSKbsnrX0def/3V3j+h7vombcXz578KW0yOpGh5eBy+rAsq0Gc01RVxZnwoxoRUG1EbRnEm87hRwiRhgQ5RZ0IbKO7esKME4yV43UkiyeXR4vJ86YfLdalewjGm3ZNztqqxwnJOnZeryXd1WtJlqMF3y7+iK45vXnulM/ZECykJLSeDtndcNs9PPLNGK465EGC0XKiiTAumxevng1prgfdhNEWfJSslRlcj+LJxXXQFRi7H0eI5l2rSAjLssjUWzCs33l0z9sDw0zwR+HP/L7mJ54d8Skl4Q1E4iHaZ3UBFGYvn8Zvq3/kpdO+JsORjaZovDp7HGMOG0+WMxeXlVGle7umaQSMEgKxcnRVx2PLxIF7pwMYXoIos17BmvMqxIKo2R1wH3kr8XaDpLaWaJQ8dh8f/fEGR/c8hf7DD2RlyWJMy+D6wx4lHEsWGc+cci0EN2A/+nZirfciSi3V46kHpmnixINT3XiNK0EU0UCZpolXySEjI4fe+XvzyInvUhRYja7a8DmzeG/+BL5f+hkHdBnKkJ6ncuXB91NYvhKbZqc0vJ5fV31Pnq8t8wq+59DdTuC0vS6jla8dpmlgU5zEYrFdap+lmgQSpYQTAVy6F6+ehWLu3DjJDiuKffV8rM/vgA1LwObGOeBMHPteRECpfj8qhGg6JMgp6kTFwBApMzkdWQCURIo2BTkjJdsYeMjdpEdX9/vBVcuxK68HSkstQEb+rGkeNYve+QMwLIO7v7iEfTseQa43n7fmPsEPSz/nmRGf8uz3tzPtnykYloHH7uOcgddxTM+R1UZJtisG2o8vYP3w3KaJwfVYn45F86/FPviS7arlJ0RTZiRMMpRc9my9HxvCa8n15NPK145QPMDLsx5grb8Ap+5mn05HkOdrw3G9RpLhyOaR6dczoP1BjD36eTIcudUyqxNKjN+L5vLAtCso9Cd7D/RqNYCxR71AnqP9DmekuawwfHw91r9fb5pYsgJr0oXYhj9BvOvRGJKhLRqZDFsL9m5/EFPmv0Sf1oOZ9MuzrPEvZ11gNX1bD+aWI56GcCkUL8V6+xzsp75EosNBDSLTS4jmyIxB19ze3PHZ+Swr/hvDMghEk927Tt3zUrq02J35q2dx6yfnYFoG9xzzKt8t/oSP/nidTGcOx+x+BlmuFrTKaM9Hv7/Gf3YflXz4twt9zCNKgDfmPsKU+ROIGVHsmoNh/c5jVP9rcFo7NkiZpmnYC37Benv0ponxENasF2H1b7hPepaQ4k6/AiFEoyZBTlEngrFyFFTsevU+2D57FgDFoXW0z9yNhBnHHyvFZ89Muz6XzU0kESJhxtHVnR/8oaEqr4sgp1dqctYW0zRp696NgFnMdYc+wrLiv5i9fBqtMtrz0unfcOfnFzB/9azK5YMxP09/PxaA4b0uxNrsvs8RL8ea9VLK97F+fAFH/zOJ6dm1+nmEaAwsy8KJj1yXxi8FM3nuhzu5Y8hLXHfYI6wpX8mMJR9j0+wM6nA4Oa48XJqX2498EYfqwkxYWPGqN2eKorAmuIyr3x9e5cbtz7VzuXDyEbx++g94lR3b9/TIhqoBzs3b/8XdOM/fh6Ca/gGfEA2RGbfo2qIPmqpz4aQjq8xbsGY2F//vaN4YOoGWbyQDDtZnd+AcPYWg2rhGVxeiKfEp2dx65LMsWv873y/9DLvu5NDdTqCltzWlwfXsnrcXJ+95IQvXzuO7xR9zev/LGLn3lYRiAQwzwcK1v+APl3Jy3wvxaS12qQyFocR49oexfLLwrcppMSPKO788QzDq5/L97tuhwf4c8TKsz25PPXPFHLTAGvB13en2CiEaNglyijoRjJXjsnlQlepdDioyOYvDyRHWSyMbAPBunJ6Kc2NGaDDmJ9OZU7ONbQD8fnDX8gNGrxeKi2v3PZozywQPOeRktKZNRkcGdzyCuBGlOFRUJcC5uVd/GseR3UdUDZyENoCZSP0mRhzCJeCTIKcQFRyWm+O7n8uhXU8kYSZo6WlDvq8D/dsdiGWaaIYd0zQxTQsdR9rMyTgRnv7+tpSZKeWREn5Y9hlDdxu53dloqqpC4Z/pFwgUocaC4JQgp2h8EgmDZ2amDiqUhjcwp/gPjs3vldwHygpQ4yFwSJBTiHpjqeTordmrdTZ7tNkfRUnWmHWoLvKdFpZlccRueRzZ7SRAwW45sUyFTEcemqbROaM3hmFsPJ/uWg+EgFHG1IVvp5w3deGbjB50PZlqy+1en5YIY5WkHj0egJXz0Pp2l2xyIZqonStyIcQOCmwMcqbi1N3YNScbQmsBKAkXAclR19Nx2ZIRwIpR25ua8vI6CHJ6kJqcdSAajWJFVdSYDafpY0XJv2mXDcb8hOOBqhNt2xiBKkV2tBDNnWmaeJQsMrVc9IQTJaZDVEWJ69t9MxazIvy19pe08+es/AaU7e+aZ1kWeFqkX0BRQW86dQpF85Iwo/y1Lv3+MqtoHkruxswpVcfSml4vHCEaG8uy0E0HdsOFLeFCNXTi8TiJRALDMLCbLmyGG5vhwjI3lbcyDIN4PF5jg4iVR0rSdnU3LZPySMkOrc/SbLC1Y4y3pQwMJkQTJkFOUScCsbKU9Tgh2SUw05nDhtAaAErD6wHwOdIHOSsyOStGbW9q/IE6CHL6oKS0dt9DVGVZFi09rdPO1xQNh161ToHhzIaczqlfkNsVYyv7iRBi52no5PnSD4DXIasbyg5cRlmWhdViN7CnGfCg+5HEtlKLWoiGTFU08nzt0s7v5G0HwY3dR/ocT8yWUUctE0I0dOkSYbZ3/pZiug+l77DUM3UHtNmzxgK0QoiGR4Kcok4EYuU49fRFJjMc2awPFgI7msnZ9AYfsiwr2V29lmty+rzJjFHDkCeZdSnf14FcT37KeYd3PwmvXvV3H9F8qKdNAPcWGWCeXNRTXyKiS1BEiNrgUn2cO+jGlPNUReW4XiNJJNKUkkgjrGegnPkG2LY4wLfogjL0TqKWZLeJxsmjZTJ64HUp52mKxpD2R2At+xHyeqAcdoMMmCeEqOSzZ9Mzb8+U83Zv1R+ffcfKMsUsDQ4ZA612rzpDs6Oe/gphmyQICNGUSU1OUScC0TKctvSpiRmOHNaHkkHO4vBaXDYvNi19t72mnMkZjUIiAa46qMlpWclAZ7aUdKwzXjWbJ4Z9xBVT/lMZ2Afo12YfLj/gHtQtCqubpknA3Rb3hVNRCv+EdQuh1e5YrXoR0LPkSbQQtcQ0TfZqcyCn7fVf/u+XpyqnO3Qndw15hUxbS3Z0IFnDUgjl7I770q+hYC6UrID2e2PmdEkOwiLd50QjZRgGg9sfwcn9LuR/81+onO7Qndx39ATyguUoZ0/CzO4kv3UhRBVOPNx37ESuen9YlbJOHbO7c+8xb+DEs8Mjtwe0DNxnvIFashxWzIaMNtBxECEtk4SlbHsFQohGS4Kcok4EYmV47Om7JmU6W7CwaC4A6wKryHbmbnV9Tt1dud6mxr8xObW2Mzm9G+v9l5RIkLMumaZJvrMjL586nUL/CoqCa+iY3Z1sZ0scVuruOKZpElAzUNrui9p+f0zTTNYSkgCnELXKYbk5u/91nNzvAv5d/zsum4dO2d1xq5moO5mJZljg17JQOx+J0kXZtD9L0Ec0cnbLzXkDb+HUvS5j0frfcds8dMzugU/LJqFoxOS3LoRIwbIsMtWWPDNsKutCq1lTvpzWGR1p6W6DW8nYqfqZlmURVDwoLXqjtuyLZVmSGCBEMyFBTlEngrFycrdSi7CFuxVFwdUkzDjrgqvI2kaQU1M1HJqrSQ48VBnkrOVMTt/GIGdp04sTN3imaeImky6+vnTN6Lfxpm/br7MsS0aCFKKO2SwHWVorBuUny0xs7/66LXKzJZoim+Uge4v9xTLBQM5dQoj0LMvCiY8O7h509PSsDGzu6gBBcu0sRPMjNTlFnUjW5EwftWvhboVpGawLrGJtYCVZrq0HOQHcdm+TzOQsr6Mgp3djKceSHRuwUNQwGd1RiMbBsizZX4XYTrK/CCF2lhw7hBC7QoKcok4EY+W4tzIyXgt3KwBW+5exNlCwzUxOAJfuwR9tekHOuuqu7nSArssI60IIIYQQQgghhGj8JMgpal3ciBE1wpWDBaWS5WyJTbUzp+BrQvEA+b4O21yvU3dLd/VdoCgKPh8UF8vTUiGEEEIIIYQQQjRuEuQUta4iEOnaSianpmq0zezC1L/fAKBtRqdtrtdl8+CPltZEExsUfyCZZalptT/yn88r3dWFEEIIIYQQQgjR+EmQU9S6QEWQcyuZnAAds7oTSYSxa04yHDnbXK/T5mmSNTn9fqvWszgrZGTAhuK6eS8hGg6dYMhFKORCUXZuhGwhxNYpikIiYScYdBGJOlFVueQUm6iqSiTiJBh0YRj2+m6OEEI0CIqy+TWqjBEtxM6QPUfUuopA5NYyOQH27zCUmcumckz3M1GUbWcxunUPRYFVNdLGhqS0FDzeunkvnw82bKib9xKivqmqSlmZm7f+L8rnX4bRdRh+gp3j/+PE4wlJoXshaohp6qwpdPD0sxF+/yNKXp7Khec52aOfhcMRqe/miXoWibqY85PFy69GKS422bu/zsUXemjZMoKiyCjIQojmR1VVystd/N+kGJ9+FkZV4YQT7Aw7wYNXrlGF2CES5BS1bnu6qwPkuPO496iJ6Kptu9bbVDM5S0vBs/VNVWMyfPDvorp5LyHqW1mZi5Fn+9mwWR3ap56NMPWzOM8+7cLjDtVj64RoGlRV5c+Fdi6+zI9pJqcVFxtcc12Qs0Y6GH2OHZseq99GinoTizl4/Mk4H3286TfwxVdxvv42zmsv++jcKYxZ8cMRQohmorzcxVnnBlm3btPx77nnI0z9NMaLz3rweIL12DohGpcm03fogw8+YOzYsQwfPpw+ffrQo0cP3nvvvbTLBwIB7r//fg499FD69OnDYYcdxoMPPkgwmPoAYpomb7zxBv/5z3/o168f++yzD9dccw0rV66srY/UZFRmcm6juzqw3QFOALfN2ySDnCWl4K2jIKcvIxlUNU15OiiaOp3/vRevEuCssGSpwbx5pnSnFaIGBIMO7ronRKo41RtvRgn4t/88L5qe4hK9SoCzQiIB99wXIhyWrutCiOZFUXQ+/DheJcBZYcUKkx9nG2ialFcSYns1mTu6xx9/nHfeeYfVq1eTl5e31WVDoRAjR47k1VdfpUuXLpxzzjl07tyZl19+mbPPPptoNFrtNWPHjuWee+7BsixGjRrFgQceyBdffMHJJ5/MsmXLaulTNQ3+aBkKCnbdWaPrdds8xIwo0US4Rtdb3+oyyJmZkbyxKG96g9QLUUU4rPPFl+mzxz74KE4iIZ0bhNhVgaBCwarUmXiWBX/9Y2xXSRrR9Giaxty5ibTzF/5lEA7LjbwQonkJhXU++zyedv5HH8eIRuXYKMT2ajJBznvuuYevv/6aWbNmcdppp2112ZdeeomFCxdywQUXMGHCBMaMGcOECRO44IILWLBgAa+++mqV5WfNmsXkyZMZOHAg7733Htdddx3jxo3j6aefprS0lLvvvrsWP1njF4iV4rJ5UZWa/bm5bD4A/E0sm7OsFLx1WJMToFgGHxJNnQJ2e/rAitMBqioZzULsKk3begDTsZX9UDRtlmXh2MrzbkVJ/ieEEM2JqljYHennOxwK0tlIiO3XZHaX/fbbj7Zt225zOcuymDx5Mm63m0svvbTKvEsvvRS3283kyZOrTK/495VXXondvqkbzcEHH8ygQYOYOXMmq1evroFP0TT5o2W4t1GPc2dUrDMQLa3xddcXw7Ao99ddkDNjY5BTRlgXTZ3HHeOUEem7QZ52mh1FSZ9hJITYPh63QZ/eqTNObDbotpsqAyg0U6ZpMqC/njaQeeABNjye9NlMQgjRFLndCU4/JX2U84zT7Oi6XKMKsb2aTJBzey1btox169bRv39/3G53lXlut5v+/fuzcuVK1qxZUzl99uzZlfO2dOCBBwIwZ86c2m14IxaIleGy1XzUzr1xnf4mFOQs9ye789VZkDMj+VcyOUVTZ5omhx6i0bdP9eDLkUfY2K0LEngRogY4nVHuvN2Nz1c1kqUocNcdbjye6iWBRPPh88a46XpXtektchSuu8aJzSZBTiFE82IYBvvtq7LXXtXLJh1ysI2ePZAB2YTYAc2uANny5csB6NSpU8r5nTp1YubMmSxbtozWrVsTCoUoKiqie/fuKQv+duzYscp6RXX+aOl2DTq0oyoCp+VNKMhZWpr8W1ejq9vtCi6XJZmcollwu0KMH+fmr78spnwQw25XGHGSnU4dLZzOplXbV4j6YlkWrfPDTHrLy7SvE8z5OUH79ionDbPTIieGqko2SnOm63GOPMLOXnv6mPRujLVrTQ46QGf//XUyM8IyEKIQollyuUI8dJ+bv/+1eG9KDE1TGHGSjc6dkWtUIXZQswty+v1+ALxpUuUqpgcCgR1avmI5UZ0/WoLT5t72gjvItbG7uj9aUuPrri8VQc66yuSE5OBDRUUWIIWwRNPndoXYe4DKgP4aigKWFZYMTiFqmGma+HxBThquceIJKppmYRjB+m6WaCBsthitW8e4+god01TRtASGEUUSlYQQzZnLFaL/nip77VFxjRqRa1QhdkKzC3LWl8zMTNQUFYOzs7ProTV1K2QEyPO2wVcxys0u2nw9Tt1NQos2me0YT0SBAPmtfHi9NRN03NZ2b5EbpLRMIzu7Zr6fxiDd/lgTmspvsb7I9tt1jW0b1ub+2Bw1tu9fJDWU721n9seG0naRmnw/jdfW9kf5XuuXbP/6JdtfbE2zC3JWBHwqMjW3VDG9IkNze5ffViCprKz6CODZ2dmUlDSdLMR0SkMbaOvtXCPZrj6fr8p6PDYfa0tWN5ntuGqVhaqCYfjx+3c9yLnl9krF67EoKDAa9Das6RNZqv2xJjSXfbq2yPbbdXWxDRvL/tgcyT7UOO3K91bf+6P85ho2+X7qVl3tj/K91i/Z/vVre7e/BEKbr2aXOlFRQ3PZsmUp51dMr6jZ6Xa7admyJQUFBRiGUW35ilqcFesV1dXWwEMAbruPskjTKShZUgI+L6hq3XUdz8qCoqI6ezshhBBCCCGEEEKIGtfsgpydOnUiLy+PefPmEQqFqswLhULMmzePdu3a0bp168rpgwYNqpy3pRkzZgAwcODA2m14I2WYCYKx8sqR0Gua2+alPNp0gpzrN1hkZNbte2ZlQnEJJBJS80UIIYQQQgghhBCNU7MLciqKwogRIwiFQjzzzDNV5j3zzDOEQiFOOeWUKtMr/v34448Ti8Uqp0+fPp05c+ZwwAEH0LZt29pvfCPk3zjyudtWO/UePfYMyiIbamXd9WH9+uRAQHUpKwtME4qbTqxYCCGEEEIIIYQQzUyTqck5efJk5s6dC8A///xTOW3OnDkADBgwgBEjRgBw/vnnM23aNF588UUWLlxIr169+PPPP5k5cyZ9+/bl7LPPrrLuffbZhxEjRjB58mSGDx/OwQcfTFFREVOnTiUrK4tbb721Dj9p41K+ceRzt732MjlXBNfUyrrrQ1ER5LWs2/fMzkr+XVcEeXl1+95CCCGEEEIIIYQQNaHJBDnnzp3LlClTqkybN29elS7mFUFOt9vNxIkTefLJJ/niiy+YPXs2LVu25Nxzz+Wyyy7D6XRWW/9dd91F9+7dmTRpEq+//jput5sjjzySq6++mg4dOtTuh2vEKjI5PbWZydmkuqvDbrvV7XtmZSX/rpO6nEIIIYQQQgghhGikmkyQ84EHHuCBBx7Y7uV9Ph8333wzN99883Ytr6oqZ511FmedddbONrFZ2pTJWXtBTn+0BNMyUZXGXX0hkbAoLYXMOq7J6XKBwwFr19bt+wohhBBCCCGEEELUlMYdFRINXsWgQLU18JDPnolpmfg3BlMbs+JisKzkQEB1SVEUWrSANWtk4CEhhBBCCCGEEEI0ThLkFLWqPFKCU3ejq7ZaWb/XkQVAaXh9ray/Lq3fOH5SXQ88BNAiB1Y3ndKmQgghhBBCCCGEaGYkyClqVWlkA1577UXtKtZdEmn8Qc6ijR8ho44zOSEZ5Fy1qu7fVwghhBBCCCGEEKImSJBT1KrSyHo89tqL2nk3rrsk3PhHzVlfBJoGHnfdv3duLqwpBNOULutCCCGEEEIIIYRofCTIKWpVaXh9rWZyVnSFbwrd1VcXWrRoAaqq1Pl7t2gBiQSsb/ybUQghhBBCCCGEEM2QBDlFrSoJF1VmW9YGRVHIcGQ3iUzONWsgJ6d+3ju3RfKv1OUUQgghhBBCCCFEYyRBTlGrSiMb8NRiJidAhiOHDeHCWn2PurBqVbI2Zn3IyQFFgQKpyymEEEIIIYQQQohGSIKcotZYlkVZLQ88BOBzZLI+2LiDnJZlsXrNpozKumazKbRoAcuWSU1OIYQQQgghhBBCND4S5BS1JhQPEDXC+BzZtfo+Gc4c1ocad5CzrAzC4WRtzPqS3wqWLqu/9xdCCCGEEEIIIYTYWRLkFLWmOLwWgAxnLQc5HTkUh9bW6nvUtopamPXVXR0gPx+WLK2/9xdCCCGEEEIIIYTYWXp9N0A0XRs2ZldmOmo3cpflzMEfKyWSCOHU3ZtmWBZKWQFq6XIwE1h2L5Y7B8uVDc5MUBpOjH/16uTf+szkbJ0PX02DYNDC46n7Ed6FEEIIIYQQQgghdpYEOUWt2bAxu7K2u6tnOVsCsC6wig5Z3QDQlnyLfeajaOv/SfkaS1Gx3C0wW3TD6Hwg8d7DkoHPerJ0mUVGBrjd9RdczM+vaAv06V1vzRBCCCGEEEIIIYTYYRLkFLVmfagQp+7GoTtr9X2yXRuDnMFVdMjcDfvMR7H/9CJGXi+i+12JldUeS9VR4mGUaDlEAyhRP0q4GLVkGfYZ47HPepbo4WNJ9Dy2VtuazpKlyUzK+tQqDzQNFi2SIKcQQgghhBBCCCEaFwlyilpTFFxNljO31t8n05mDgsraQAH2Hx7H/tOLxPudRqL7EFA2ZUZarmws2lRfQaQU269v45w6hmhZAfHBF9V6m7e0eDF0717nb1uF3a7Qpo3FnwstTjxBuqsLIYQQQgghhBCi8ZAgp6g1a/0FZLtqP8ipqTpZrhb4lszAvvA74n1PIdFj6PavwJlFfPDFWBmtcXz/GJYrm0S/U2qvwVsIhy3WFMIhB9fZW6bVsQP8/kd9t0IIIYQQQgghhBBixzSckVdEk1MYWEHWxq7kta2HLZdD//6eRLtBJHocs+MrUBQSu59AouvhOL6+G3XN/JpvZBpLl4FlQZvWdfaWaXXqCCtWgt9v1XdThNgupmkjGHQTDLoxTVt9N0eIeqEoComEgzWFBsGQG0WRZ9ii4VFVlXDESTDoIRx2oWlafTdJCCFqlKqqRDYe50JynBOiXkiQU9SatYECclx5tf9GlsUlG0LEsIgPOKdKF/UdoijE9zwDM6sjzqljIB6q0Wam8/c/yVqY+fVckxOgU6fk39//rNdmCLFNqqpSVuZh3CMWx50Y4LgTA4x7xKKszIOqyqlNNB+WpbGm0M0tYxMcNbSU4SOCvDhBIRTyoOzs+VCIGhaLOZj9k4MLL45w9LF+Rp8f5utvbERjtVu3XQgh6kos5mDuPAcXXRbl6GP9nHNemC++shGNuuq7aUI0K3InKGpFWaSYUNxfJ0HOvKU/0CNYzlvOKJbNvWsrU3Xigy5ECazFPvOxGmnftvz6m0WH9smamPWtZS7k5MCcOZLJKRq2snIXo0YH+OjjGPE4xOPw0ccxRo0OUFYuF5OieVAUhXVFTk4f6ef7H+KYJgSDFq++HuW/V4YIBmVfEA2BzhdfwdXXBlm6zASgYJXJLWND/N87JoYhWfhCiMZNUTSmz1C4/KogixcbAKxebXL7nSFen5ggYdjruYVCNB8S5BS1YmXZIgDyvG1r9X30qJ/Ov0yiILsdC5QIxeG1u7xOy5dPovdwbL9MRC1cUAOt3Mp7WRa//QZdOtfq22w3RVHYvQf8MKu+WyJEeoqi8ckncYqLqwfji4stPvkkjqJI9yDR9MXjNh5/MkI8Xn3eP/8aLFpsSTanqHf+gIMnngynnPfKaxECQbn5F0I0bn6/g0ceS32ce+PNKMGAPMwRoq5IkFPUipVli1BQyHXXbqHJzvMmoZgGa7odCsBq/4oaWW+i21FYWR1xfDkWzESNrDOVNYWwfgN06VJrb7HDevWCVatgxUrJ5hQNUySiM+2bFFGdjb76Jk4kIjUJRdMXjer8+GP6feHLr+LouuwLon6VlVmEUt/7k0hAUZFcbwghGrfy8vRjGpgmrF5j1nGLhGi+JMgpasXykr9p4W6FTau9p/NZa/6g1bIfKdztYByeVjh1N6vLl9bMylWN2ICzUIv+xvbrmzWzzhR+nJWsx9m1AQU5e3QHpxO++FJuOkTDpGkWXm/67DSfV0HT5PcrmgEFPFvZF7KzVSxL9gVRv2y2rWcTOx2SbSyEaNxs2yg75nLJcU6IuiJBTlEr/tkwnza+TrW2fi0Wotuc1/Bnd6CkdR8UBfK8bVhe+neNvYeV0xWj62HYv38Cxb+mxta7ua+/sejRHdzuhnPis9sVBuwFn0wFw5CbY9Hw2O0JzhrpSDv/rJEO7Pbay8AWoqHweWOcdkr6feGYoTYSCdkXRP3K8Jl06pj6liO3hUJ2tlxrCCEaN5/PoNtuqUslZWUp5ObWcYOEaMYkyClqnGmZ/LthPu0yu9bOG1gWXX9+Ez0aYFXPoytHU8/3dmBZyT8YplFjbxXvezKW7sDx5e1Qw9kwRUUW8xfAXnvW6GprxL77QtF6+Obb+m6JENWZpsnuPeHYY6pnih8z1M7uuyeXEaKpM80EJw2z0ad39Rurq6900SInfVd2IeqKxxPl4Yc8ZPiqPtB1ueCxR7x4vZF6apkQQtQMlzPKg/e7ycysepxzOODxRzx4PXKcE6KuSKEmUeOWFi8kHA/SIatbraw/f9G35C2fzYpexxJ3ZVZOb5PRmTkFX7OybBGdsnvUzJvZ3MT7n4Pj+0fRF0wm0e+Umlkv8M5kC6cT+vWtsVXWmA7tFXr3snhxgsXBB227q5kQdc3pDHP1lU7OPM3Op1/EwYShQ2zk5Zk4HWmKvwnRBLlcQR552MXy5QpffR0nM0NhyNE2srPi2Gyx+m6eEJimSZvWYd5528vPPxvMX2DQo7vKfvvqZGREsCx5KCWEaNwsy6JVXoh33vQyd57Br78Z7LabyoH7J49zIMc5IeqKBDlFjft59bfYNSedsnrW+Lozlv1Mp7lvs75df8ryd68yr5W3HS6bh9/Xzq65ICdgttmTROeDcXx7H2brPTFbdt/lda5bZzHlAzjk4IZbo+U/x8K4R2DCKxYXX9gw2yiaN6cjQocOcNnFyVNZIhGq5xYJUT/crjC9dlfYb98s/H4/iUSwvpskRBWmaeLzBjn8MJUjj1CxrASGEa3vZgkhRI2xLAuvN8ihh6gcfpgc54SoL9JdXdS46Us/pFuLvuiarUbXm7tsNh2/eoTy3K6s6XZItfmqotIlpzc/FXxD3KzZ7JX4nmdieVvh/OASlGDRrq0rbnHnPRYuFxx6cA01sBa0aaNwzBB48234/AuplyUarkQiIXUHRbNXMcCQ7AuiITNNk0QigWHUXGkhIYRoSOQ4J0T9kiCnqFF/r/+Vf9b/xt5tD6mxderRAF3nvE7PH18k0KYPK3ofB0rqn27fVoMIxv3MWPrJdq3bMA2Kw0WURYq3PgKt7iC2/1UQD+OcfA6Kv3AnPkmyDueYGyz++BPOHtmwBhxK5fDDYPBAuPcBi9fesEgkJNgphBBCCCGEEEKIhke6q4sakzDjPDPrNlp529G71cBdW5lp4i1eRssVc2i1eCaKZbKq+xGEu+0L4fT19rJdLemZfSivfR7kg6iDQGlnYnGV3Kw4PbsEGdi7nN5dy1lS+gs/FXzDwvXziCWShaAznTkMaH0EHRwns7aoJYVFDoJhFafDpEPrCHt012lx8A3Yv3sY15snEz3iToyuh1UOfJRONGqx4Hf4drrFp58nC1BfchF07dqwA5wAqqpw2qkWmZnw0ssWX06D006B/feF7GwF07RYUwh//Al//mmxZCmU+8Hjht26wuBBCgP3lpqeQgghhBBCCCGEqF0S5GwkAgGLlQWwdi0EgqCpkJkJrVtDu7Y1H0SKRi0KVsGaQigvAwvweiG/FbRvVz0DcXX5Mp764SYK1v7CRXteg7dsDVoiimrEUUwDxTJQTBOwUCxz4zQLxYyjGnG0eAQ9FsIeLsXlX4enrAA1HqXIasNMxzCWuPYmWODFtcGGw1ZOi6wgLbIDuJxxLAuKyzz8uzSPn+d35JffRxFP6Dh9i/FlzCfD7WRVaQt+/TyPVz9og6aH8LaIkZWTQ8uMkdisHErLffy5LovPSvKxrGQ3e5cjgdtpEolpBMPJkWv77LYbh+7Vk4N4nq4fXI6V35tEz2MxWu9B2JbPskI3S5cqLFtmsmIFLCuwUbDOgWmqZHvDHN6ngMP6LcVtWlhLnKA7we7FcnixHD4shxc0O7Bp+yaMGKv8yygoX0xZuAjVMMiyZ9LK2462GV2w2ze+Jk12665SVYVjj4G+fSymfgYPPJTM5nQ4LBIJqOiJkdcy+XtslZeMQ383E96dYpGZAUceYXHoIQq9e4GuS8BTCCGEEEIIIYQQNUuxttpHV9SUkpKSatOys7OrTP/kU4v7H5SvY1dpSoLdW8/DZS+qUpvTshQ2BDqxqrQPlpU6vu/Ug2R5VpDtLsBhC1ROD0WzWVXah2A0d4fb47OV0cW7mLbuVShKw/l+rcz2GK332OHgaFk5LFmS/KtpkNsiGfj2erdYP7BmDSz4fevrG3uLwlFHbj3wmZ2dvUNt3JZU+2NN2HKfFjtGtt+uq4tt2Fj2x+ZI9qHGaVe+t/reH+U317DJ91O36mp/lO+1fsn2r1/bu/1ren8UjYcEORuQSy8vZ/p38a0u43RChk/BMKGkxMI0a7dNmpIg214CWJTHM4iZztp9wzTcegC3HsSwNMqi2Zho1ZbRlTjZzvW13pao4aQ8lv6g6bOV4dY2jfJsAVaaGJ5ibZ6zWccUUHz5oFbfljXNNGHdutQ/1iFH2Rk/zlfrbRBCCCGEEEIIIUTTJUFOIYQQQgghhBBCCCFEoyajqwshhBBCCCGEEEIIIRo1CXIKIYQQQgghhBBCCCEaNQlyCiGEEEIIIYQQQgghGjUJcgohhBBCCCGEEEIIIRo1CXIKIYQQQgghhBBCCCEaNQlyCiGEEEIIIYQQQgghGjUJcgohhBBCCCGEEEIIIRo1CXIKIYQQQgghhBBCCCEaNQlyCiGEEEIIIYQQQgghGjUJcgohhBBCCCGEEEIIIRo1CXIKIYQQQgghhBBCCCEaNQlyCiGEEEIIIYQQQgghGjUJcgohhBBCCCGEEEIIIRo1CXIKIYQQQgghhBBCCCEaNQlyCiGEEEIIIYQQQgghGjW9vhvQXJSUlFSblpmZSVlZWT20pvGSbbZjmsr2ys7OrtH1pdofa0JT2d71RbbfrquLbdhY9sfmSPahxmlXvrf63h/lN9ewyfdTt+pqf5TvtX7J9q9f27v9a3p/FI2HZHLWI1WVzb+jZJvtGNledUu2966R7bfrZBs2b/L9N06N+XtrzG1vDuT7aZrke61fsv3rl2x/sS3yCxFCCCGEEEIIIYQQQjRqEuQUQgghhBBCCCGEEEI0ahLkFEIIIYQQQgghhBBCNGoy8JAQjYSqagQCdixLQddNnM4olmXVd7OEEEIIACzLRihkA8DlSqCqsXpukWiIVFUlEHBUXs+4XDFM06zvZgkhxBZsBEM2sMDpTKBpck4TojFokEHOtWvX8umnn/Ldd9+xZMkS1q9fT2ZmJv379+f8889njz32qPaaQCDAk08+yRdffEFRURF5eXkcffTR/Pe//8Xj8VRb3jRN3nzzTSZNmsTy5ctxu93st99+XH311bRv3z5lu2bMmMHzzz/PH3/8gaIo9O7dm0svvZR99923xreBEJuLRN18/oXBK6+F2LDBok9vnWuvdtGpYxxdj9d384QQQjRjqqpSWubmpZcjfDI1gGnAkUfaufQiD9nZIXkgJypFoy6mz7B48aUwawpNenTXuOpKJz27G9hsEkAQQtQ/RVHwB9y89lqMDz4KEIvDIQfbuPwyDy1ywvXdPCHENjTI7upvvPEG999/PytXrmT//fdn9OjRDBgwgGnTpnHaaacxderUKsuHQiFGjhzJq6++SpcuXTjnnHPo3LkzL7/8MmeffTbRaLTae4wdO5Z77rkHy7IYNWoUBx54IF988QUnn3wyy5Ytq7b8Bx98wPnnn8/ixYsZPnw4w4YNY9GiRYwePZrPPvustjaFEERjTh56OMq48WHWr7ewLFjwe4Jzzgvw50IdTdPqu4lCCCGasXK/i3POC/DelBjRKMQTMPXTGGeeFaCsvPqDZtE8xeN2XpiQ4K57QqwpTGZu/v2PwSWXBZk1W0VR5HpGCFH/AgE3518Y5O1JUUJhSCTgq2lxTh/pp6TUVd/NE0JsQ4PM5OzXrx9vvPEGgwYNqjL9559/5pxzzuGOO+7giCOOwG63A/DSSy+xcOFCLrjgAsaMGVO5/MMPP8yLL77Iq6++ykUXXVQ5fdasWUyePJmBAwfy8ssvV67nuOOO48ILL+Tuu+9mwoQJlcuXlZVxzz33kJ2dzZQpU8jPzwfgggsu4MQTT+SOO+7ggAMOwOv11to2Ec1XaanGF1+GUs67/8EwE1504XbJU0UhhBB1T9M0vv4mwbp11bsbl5Vb/O/dKOeN1rGsRD20TjQkgaCNSZP9Kec9ND5M/708eDypr3eEEKIuqKrKT3MNClZVP6eFQvDKa1FuvclWDy0TQmyvBpnJedRRR1ULcALsvffeDB48mLKyMv7++28ALMti8uTJuN1uLr300irLX3rppbjdbiZPnlxlesW/r7zyysoAJ8DBBx/MoEGDmDlzJqtXr66c/tlnn1FeXs7IkSMrA5wA+fn5jBw5kpKSEr766qtd/+BCbEFVVRb8nv7GcGWBSSjUIHdjIYQQzUAkovHVtPRlU775Nk4o3CCfqYs6pCgKy5aZpKtcUFJi4Q/UbZuEEGJLpqnx+Rfpz2nfzYhTViY1hIVoyBpddETX9Sp/ly1bxrp16+jfvz9ut7vKsm63m/79+7Ny5UrWrFlTOX327NmV87Z04IEHAjBnzpzKaRX/f8ABB1RbvmLa5ssLUVMsyyLDl343VRSwyb1jo/bkjzdzzdRhUrNOCNEoaTp4vUra+V6viqbK8a25sywLjyf97wTApm99vhBC1DZVhcyMrZzTPAqqKscqIRqyRhXkXL16NT/88AMtW7ake/fuACxfvhyATp06pXxNxfSKOpuhUIiioiLatWuXspZhx44dq6x389dWzNvW8kLUFMuy2L2nii1Nr4gDD7Dh8UoXwMbsg4UvM7/wR4Kx8vpuihBC7DBNjXPmGfa080edacfplAHyBLRpraQNiPfpreH1GnXcIiGEqMqyEpx6ytbOaQ5ycxtVCEWIZqfR7KHxeJzrr7+eWCzGmDFjKgOUfn+ytk+6epgV0wOBwA4tX7Hc5q/1+XzbtbwQNcnjifLwgx62jMnnt1K54ToXNl1GI22s4sam7640sqEeWyKEEDvHsix262Ix/MTqN4WHHWqj/14Kpild+wR4vWEeG++p9uA2J0fh3rvcOJ3VBwoVQoi6ZFkWbdoYnD3KUW3e4EE6Bx0kA6QJ0dA1io6upmly44038tNPP3HKKadw4okn1neTdlhmZiaqWj2mnJ2dXQ+tadya4zY7YH+Lj6bY+OrrGCtXGuy3r41+fXXy8zUga6uvbY7ba1vS7Y81YUe291p/QeX/m7aYfFfI77UmNLZtWJv7Y3NUX9//NVeZnHqKi6lTo8QNOHaInfYdNFrkqICzXtrUmDSU/XZn9scdafuA/hYfTsni2+kxFi82GLi3Tv/+Ntq01oD02VNi5zWU35bYcVvbH+V7rV0XXmDyn+OcfPJplHDYYujRDjp1VMnNTQY5ZfvXL9n+YmsafJDTNE1uvvlmPv74Y44//njuvPPOKvMrsisrsi23VDG9IuNye5ffPGtz82zNLXeorWV5bq6srKzatOzsbEpKSrb6OlFVc95mGRkw4iQNVVUxjAimabKtTdFUtldNn8hS7Y81YWvb27Isvlw0iQM7HYfL5gFg6fp/K+evLFpGB3fPWmlXY9FUfq/1qS62YWPZH5uj+t6H2raBSy5OXloaRhDLsrZ5nhK79r3V9/64M233eeHE4yuuZ6KYZlh+J7Wkvo8JzU1d7Y/yvdaN/FZw0fnVz2my/evX9m5/CYQ2Xw06dcI0TW666SamTJnCcccdxwMPPFDtaVZFTcyKuplbqpheUZvT7XbTsmVLCgoKMIzqtX8qamtuXn+z4rWp6m6mWl6I2mIYBvF4XLr+NUK/FX7PQzOu5OO/Xq+cVhJaV/n/ZdJdXQjRBCQSCRKJhAymJrZKrmeEEI2BnNOEaHwabJCzIsD5/vvvc8wxx/DQQw+lHCioU6dO5OXlMW/ePEKhUJV5oVCIefPm0a5dO1q3bl05fdCgQZXztjRjxgwABg4cWDmt4v9nzpxZbfmKaYMGDdqJTymEaC7mrU4eKxLmpoGiyqPJp5AOzUlZpLhe2iWEEEIIIYQQQjQFDTLIWdFF/f3332fIkCGMGzcuZYATQFEURowYQSgU4plnnqky75lnniEUCnHKKadUmV7x78cff5xYbNPAH9OnT2fOnDkccMABtG3btnL60KFD8fl8TJw4kcLCwsrphYWFTJw4kezsbI444ohd/txCiKarOLQWgPWhNZXTgjE/umrDbc8gkgile6kQQgghhBBCCCG2oUHW5Hz66aeZMmUKbrebTp068eyzz1Zb5ogjjmD33XcH4Pzzz2fatGm8+OKLLFy4kF69evHnn38yc+ZM+vbty9lnn13ltfvssw8jRoxg8uTJDB8+nIMPPpiioiKmTp1KVlYWt956a5XlMzMzue2227j++usZNmwYxxxzDABTp06ltLSURx99NO1o7UIIARCMlwNQFFy92TQ/Lt2DXXNIkFMIIYQQQgghhNgFDTLIuWrVKiDZ3fy5555LuUzbtm0rg5xut5uJEyfy5JNP8sUXXzB79mxatmzJueeey2WXXYbTWX1Uz7vuuovu3bszadIkXn/9ddxuN0ceeSRXX301HTp0qLb8CSecQHZ2Ns8//zzvvfceAH369OGSSy5hv/32q6mPLoRoogKxZJBzfXDzTM5ynDY3ds1BNBGur6YJIYQQQgghhBCNXoMMcj7wwAM88MADO/Qan8/HzTffzM0337xdy6uqyllnncVZZ5213e9x0EEHcdBBB+1Qu4QQAiAYTQY5A7FNI2UGY36cuhubapdMTiGEEEIIIYQQYhc0yCCnEEI0NaG4H0h2Ud98mlN3oSk6EcnkFEIIIYQQQgghdpoEOYUQog4E43489gyCG7utQ7K7ukN3owBRyeQUQgghhBBCCCF2WoMcXV0IIZqaYMxPtqslCTNOLBEBknU6nbobu+YkLEFOIYQQQgghhBBip0mQUwghalnCjBMzImQ7WwKbBiGq6K5uk9HVhRBCCCGEEEKIXSJBTiGEqGUV9TYznTkABOMVQc4ADt2FXbPL6OpCCCGEEEIIIcQukJqcQghRy+JGFACfIxuAwMaR1sPxIA7NhYIimZxCCCGEEEIIIcQukCCnEELUspiRrMHps2cCyUxOy7KSQU7dhYUlmZxCCCGEEEIIIcQukCCnEELUsujGgYa8jmSQMxQPEDeiGFYCp+7EtBKVywghhBBCCCGEEGLHSU1OIYSoZbGN3dU99gwAQjE/oXgAAIfuQlNtxM1YvbVPCCGEEEIIIYRo7CTIKYQQtawiyGnXnNg1J6F4gFA8CIBDc6GrNkzLwDAT9dlMIYQQQgghhBCi0ZIgpxBC1LKKmpw21YZTdxOK+wlvlsmpq7aNy0XrrY1CCCGEEEIIIURjJkFOIYSoZRXBS5tmx6m7CG7RXV1Xk+WRpcu6EEIIIYQQQgixcyTIKYQQtSy+Mcipq3YcuotQPLApk1PblMkZNyTIKYQQQgghhBBC7AwJcgohRC2rGDldV23JIGfMTzDuB8Bpc28W5JTu6kIIIYQQQgghxM6QIKcQQtSyipqcumrDoTkJxv0EY+UoqDg056Ygp3RXF0IIIYQQQgghdooEOYUQopbFjCiqoqGpGk6bh0CsnGCsHKfNjaIo0l1dCCGEEEIIIYTYRRLkFEKIWhYzotg1BwBu3UMgWkow5seluwE2G109Um9tFEIIIYQQQgghGjMJcgohRC2LGdHKQGZlJme8HKfuAdg0urpkcgohhBBCCCGEEDtFgpxCCFHL4kakMsjptnkIxMoIxvw4dRcAWmUmpwQ5hRBCCCGEEEKInSFBTiGEqGUxI1YZ5HTZvMSMCCWR9Ti36K4eN2V0dSGEEEIIIYQQYmfo9d0AIUT9U1WNQMCOZSnY7QZ2ewzLsuq7WU1GwoxXdkl3beyivta/gjxvOwBsMvCQEKKJsiwboZANFHC74ihKvL6bJBoARVGIx21EozqKAl5vDNNM1HezhBCiVmiaht+fvNey2UwcjqjcawlRSyTIKUQzF464+WRqgolvhigptRjQX+eaq9y0aR1FVeWGoyYkzBhaRZDTlgxyFpQvoUtOb2Dz7uqSySmEaBpUVaW0zM2EVyJM/TSAZcGQo+xccL6X7KwQpmnWdxNFPbEsjXXrnDz2ZIQffozg8SicOsLBySd5cLuC9d08IYSoUdGom6++Nnjl1TBF60369Na55ioXHTvE0XV58CdETZPu6kI0Y5Goi7F3RHjsiQjrN1gYBsz5KcEZo/wsW25HVeUQURPiRhxNSQY5PfaMyuk+RxawWXd1CXIKIZqI8nIXZ5/r5933YoTDEInA+x/GGHm2n7IyV303T9QTRVFYV+TktJF+vpsRJ5GAsjKLF16KcNU1IcJhd303UQghakws5mD8ozHufzBM4VoTw4Df5ic4+9wAfy7U0TStvpsoRJMjEQwhmrF16xR+nFU9W9M04f4Hw4TD9npoVdOzeSZnljO3cnqGIxsATdVQUImb0l1dCNH4qarGF18lKCqq3hWvpMTig4/iqKp0JmqO4nE7jz4eIZbidPfnQoMlSy0URan7hgkhRC0oLdOZ+lnq6/v7HggTCMi9lhA1TYKcQjRTmqYxe3b67ugL/zKIROTpYk2Im/HKIKdDd1ZOrwhyAuiaTWpyCiGahEhE58tp6bvgTfs6TigsQc7mKBrV+HFW+t/GV9MS6Lr8NoQQjZ+qqvzxh5F2fsEqk2BIwjFC1DTZq4RoxnwZ6bMlbDqoEuOsEQkzhqZU35hZrk1ZnbqikzClLo8QovHTdAuPO/35xeNR0FQZcKFZUsC9ld9GZqYig3EIIZoEy7LwetMf7xQF5JmOEDVPgpxCNFOGYbDPoOSopqkMGWLH45bMwpqQMDZlcgIc0/1MDul8Arnu1pXTNFWCnEKIpkHX4owamb4L3qgzHTgccrxrjryeGKec7Eg7/5ghNhIJGfRQCNH4WZZFzx4qNlvq+fvuY8PjluOdEDVNnh0I0Yx5fTHuut3NbXeEAMjKUsjOUrDpcNnFDlR1x0c5VRSdaEzDbjMBuYkFiJuxyoGHAA7rOrzaMroq3dWFEE2DZVn06AbHDLUz9dPkcc3lglZ5Knv009mjHw1idHVFUTBNnXhCxekwME252axtlpXg1FM8zPw+zt//GHTponLsEAcJw6JdW4XsbLluEEI0HR5PlHEPeLjmuiCbn/ZatlS4+QYndnuIbSWvq6qKZVlbyXK3EYurOOwmliXHUCEkyClEE7XlyOipTpC6FufAA+CTD3yUlCisLTLZsMGkR3cNTU8W/9/+bmMapaVOJv0vxi+/xWnXVuWskR7yW8Wx2Zp38C5uxNC3MciGZHJuYlky8IQQjZ3TGeaaK52MPMNOWRlomsKKFQb5+SqJhEKyM1HVQKeiKJXnnXTnnopldjVIGos5KFil8dobUdYVJXs2nHiCl8yMULV2iZrlcYd46gkX0ahGaanJ4sUGTpdKp44aFhaKEpcu60I0INsOsol0VDVB/73g/Xd9fPVVnOUrTfbbV2ePfhoZvjCmmX6bRqNOSks1FvyRIMOn0rOnitcTRVWTD+QMw0bRejsT34yyeGmcAXtpjDjJg8+3aRkhmiMJcgrRxCQSNgJBO/MXGGBF6NPbi6rC3F8SeNzQa3cNr3fTyc9uN9hQDFdc46e4eNOJtmsXjaef8ODzBbd5UaOqKkuXOTn3Aj/RaHLaggXw6Wcxbr/NzWGH6Gha8z3Zxs04bptnq8toikaimY+uXlpmcu31JuvWwdNPQMZWasYKIRo+pzNCbgsPDz0c5tffNp0DvF6F55720qljGDBRFIVgyMXq1bBkqUGH9hrt24PPG6kMZqqqSrnfybLlFqtXm3TbTSO/lYXbHdnhG+9Ewsb7H1o88VSgctqCBQnefDvCG6/4yM8Pyc18LUpuW41Vq0xWrzEpKbbo0lVl/oIE3XbTcDjc5LawcLvD8j0IUU8URSEUclK4VuHfRQZt26p07KDg88p+uaNUNUFOdoIzTtdRFAXDiGGaJlt7VheJuHlwXJQvp4Uqp9ls8PBDHvbaA1TVYt6vOteM8dOli8alF7kIRyw+/yLBnns66NDejssl35VoniTIKUQTEos7+GQqPPKYv0rXhzPPcJKTrXD702F0He6728OgQQq6FscfcHLpf4NVApwAi5cY3HVPiHvvtmOzRbf6vsGQg9tuD1UGODd33/0hBg/ykeFrvkHOhBFDc2RudZlkJmfz3UYAzz4fZv4CUFUYN97i7jslyClEY2ZZNp59PlolwAkQCFhcdGmA/73jJcMXorTMw8WXBlhZsOmOLy9P5cXnPOS2SN7grVrt4oKLA5SWbjpXde+m8cRjbryeHSut4g/YefJpf7XpoRDcc3+Y8Q/Zsdu3ft4TO8+yHPzzj8l1N/oJbbp/p/9eOm3PdVFSYnHjLSGefcpLZsa2H7QKIWqe3+/msitDLF68aXTwnByFF5710loeBO2U7a03rKoan35u8OW0qj284nG4ZkyQ99/1YdPhttsDdO6kce1Vbm6+rWbOj0I0BTLwkBBNhKIorF6tMf7RcLXaLm++FaF1vkpenkoiATfcHKS0NDkoRFERrF2X+lHiD7MS+APbfhYSCCgsWWqknBdPwNKlZrPufpzYoiZnKpqqE2/GmZyGYTH10yiDB8GQo+C7mVS5WBNCND7+gJ2PP0l9XAsGLRYtNolEHNx4c6hKgBNg3TqTK64OEgq5KS/3sGKFxRGH2XG5Ni3zz78G9z8QIZFIP5DNllRV5dffjLQ10H75NUEoJDkAtams3M6YG6oGOAHm/ZLgq69jeL0KZWXWxoen6QewEkLUjnjCwT33RaoEOAGKiy0uvTxIIOBK80pREwIBO6+9Hkk5zzDgm28ShMPJB4YXXuBi7B2BatfMO3N+FKKpkCCnEE2Eaeq8PjF9kOz9D6MMPTp5s2BZ8PHHcXRd32YgKRrddqBpWw9zjWZe3ixuxrddk1PRSRjNtybnL78mL5737g977ZX8TX07vb5bJYTYFfFY8kFXOuvWmvgDGgt+T73Q8uUmKwvg5NP83HxbgPJyi8cf9dFtN61yme9mxglsx8O4zZmpn8lVkgSl2qOqKgsXJm/QU/lkahS3WyHDpzB33vY9aBVC1KyAX2fmD6mvSdetM1lXVMcNalZUYnGd9RvSn4hWrTZRNQWXCzSNtMvuzPlRiKZAgpxCNBGGoVFYmD6aWFRkkrlZjcOVq0xiMQft2mlpX+Nygdez7QxMr9eiQ/vUhxNNg65d1GbdrSVhxtC2EeTUm/nAQ7/8apGZodC+PWT4FLrtBt/NbL6/GSGaAqfTIjc3/TmkZ0+NSHjr+/mGDRbRqEU0Cl98FePa6wJcN8aNvvGQalkQ2Y6HcRVM02SvPdOf93r30nC7txEFFTtNURQKC7c20AbYdIV1RcnrmUhEzgNC1LVtHVNLS2WAyNpSUuJi2tcxevdKf54aPEjH6VRokaNsNVllR8+PQjQVEuQUopFSFKXKCOqmqdKvX/pA2l576SxdvunGrU8vnRtuCrNhg8khB9tSvua80U58vm3XJfN6otx5+6abzs1ddYULr6f5dsMGiBvxbXdXV5p3d/W//oZOnbTKi+Zu3WDB75BIyMWZEI2FqqpVzks+X5QrL0/drbFPb428PAtfhoItzeFRUZKDFG1exszvt/j88xiHH5bsmeDxKHjcO9ZOny/OuedU78LncMBtt7hxOqUeZ20xTZMBAzQ6tFdRU9yFtM5XsdshEkl+Hz6fBFKEqGter4J7Kz3S27Vr3skLtUVR7Lz3foxJk6OMPif1F9A6X8XlUrn3/hBnjXLRpnX6cI7Ho+DZ+rinQjRJDTbI+cEHHzB27FiGDx9Onz596NGjB++9917KZZ988kl69OiR9r+CgoKUr5sxYwYjR45kr732on///owaNYoff/wxbZuWLl3KlVdeyeDBg+nXrx/HH388b731lhzkRZ1SVZVA0M2CP5x8/qWNZcvdhMMuAgGFgw604U5xs2e3wyknO/l9Y5fA3BYKHTtq/Dg7wSX/DXD2KCdnnOrAsfGeLzNDYcw1LoadoAHbLpJtmia7dY0x+f98nHC8nc6dVPbfz8YrL3k57hjQtOaboQiQMOPoaupAcgVN1TCa6cBDlmXx19/QscOmU1LXLhAOw6LF9dgwIcR2icftFBd7+PobOzO+t1Na5iFh2DBNg/33tbj7Dje5LZLBKpsO/znOziPj3LicYXzeGKeflrpm2FFH2pk1u/r548fZcfr1TUZGLzzPic+3Yw+IbLYYZ56u8fwzHgYN1OnSWeOUkx387/98tGu746O1i+2TSNgoKfWwZKnJ6ac6efoJH6edUvW7v+JyFyWlySzOs0Y68Xmb78M/IeqLzxvl/POcKecddKCNjAzJdq9JiYSN0jIP07/TyM3VuPVmD8GAyT13eWjXNnltrChwwP42xj3o5c67g3w3I86//xq0aKGw7z6p7zEuPM9Jxg6eH4VoChpskYbHH3+cVatWkZ2dTV5eHqtWrdrma4YNG0bbtm2rTc/IyKg27YMPPuD6668nJyeH4cOHAzB16lRGjx7NY489xpAhQ6osv2jRIk477TQikQhDhw4lLy+P6dOnc+edd7J48WJuu+22nfykQmw/RVEoWOXiwkuqj6D32Hgvz78QYNyDPp57IcyCBcmAWc8eGpde7Kaw0MQfsBg8SOe80S7uvjc52l4sBhdc7OeD9zIYNdJONJrsYujzxbCs7c9mUZQELXMTjLnaRiTqxG4z0fWw3CySDHJuq7u6qmjEjeZ5IbKuCMrKoGNHDUgGNDp0AF2H3+ZDzx712z4hRHrRqJPX3jB4feKm0cpVFW66wcURhyVHKT/8MI1BAz2EIwp2G3i9cVQ1uHHZOGeNcpGRofDq61ECAQuXC4af6GCPfjZuvi1Q7T3dbgXTtLhhjIujjlTYnodxW3I4IvTprfDQ/XYSCQWHw0BRZBTa2hKP2/nkU4VHHivH3KyyzhmnObn8Mhf/NynCJRe5WbzYwOtRuOoKF/85VkVR0hTvFELUogQn/MeFw+HihRcjlJVbOBzJ4/K5o+047HKsrCmxuJ2pnyo88pi/6rHxdCddO6ucO9pFVqaCpiv4y00mTY5QuDa54OR3o3w7Pcaj4320b6fy/odRYjHIzFS4+AInRx2pYFnNM4FCNG8NNsh5zz330LFjR9q2bcsLL7zA+PHjt/maYcOGMXjw4G0uV1ZWxj333EN2djZTpkwhPz8fgAsuuIATTzyRO+64gwMOOACv11v5mjvuuAO/388LL7zAwQcfDMCVV17J6NGjmThxIscddxx77bXXTn5a0RBZlo1QKPlkzO2Ooyj1n40YCLi49L+pR9B78OEQRx7h4M67g5xysoPzRjvBghUrTcY/FuTJx3zcdouX336Lc92NAcrKNq0jkYDZc+IMOSqOufEMu7OxSUWJ43LGd2kdTU3C3I7u6s14dPV//03+TQY5k2y6QocOFn/+aQHSXVGIhkhVVf74U+H1iVUfiJkm3Ht/mL59MmjXVsHvT+7bLXJiKc+lTkeY00/VOfYYL+FQ8mYuFLKYPz/B/fd4WbnS4N33o6xalTw/nXGak4MPUnE6IljWzmcUWZaFrkdTlloRNUdRFFav0Xn4keoB67f+L8JTj3u57RYPE16OkJWpcPBBNo4/TscugRQh6o3DEebE4zUOP8xDJKxgd4DPG5OHQZtRFIV43E48rmFZCskrVhOfL4ZhpD83qapGIGAHFNauU3j4EX+1Zd56O8K9d3l44qkwa9clz32PjPMy7Zuq59Ci9RajzyvnpRd8nD3KQTxhJZNVvNFdOj8K0Zg12O7q++23X8qszJrw2WefUV5ezsiRIysDnAD5+fmMHDmSkpISvvrqq8rpS5cu5aeffmLw4MGVAU4Au93OlVdeCcCkSZNqpa2i7qmqSrnfyxNPWQwbEeDEkwM88rhFWbm3Sq2x+rBm7VZG0JsRZ5/BNkzD4qlnwlx1TYCrrg3w+JMhLrnQxYYNJldd4+flVyNVApwVfF5ViojXkmQmZ/oC4gC6aiPRTDM5V6xM1l7Lya76+2vfFv76p54aJYTYKlVVCQZdvPhy+oz/t/8vwudfUHkuHf9Y6nOpoigEAg7eejvG2ef5icXgz4UJ3nw7wk23Bvjq6xiXX+bm9FMdDNxbZ9BAHYc9KDdwjYRl6bz+Rvrz26uvR8jOVBnQX+fMM5xcf1OQuNRjFqLeWZaB1xMiNzdIhi/YIBI+GgrL0ilY5WHS/yz++BNuuDnMscf7OWt0mA8+0olEUheLDoc9vP2OxukjQzz/YpzX30h/Dn3/wyhDhiTrT5810sk//xoEg9WPjYYJ4Qh88mmM8nILu83AsgwURScUchEMukkk7HKfJ5qNJvXs+qeffuK3335DVVU6derEvvvuiydFtd05c+YAcMABB1Sbd8ABB/Dkk08yZ84cTjzxxG0uP2DAANxuNz/99FMNfhJRn8rLXZx9rp+iok0nkSnvx5j+XZw3X/Pi89XPE0xFUShOE+CEZNZkImEy8TUvv/xq8uPsOK3zVfbbx06530RVFY46ws7nX1a/0dB1yMlR+fsfB506xtF1uYipKZZlbVd3dU3RCZvN8+n4qlUWLXOpdvHVrh1MnwHBoIXHIxdmQjQU8bidJUt11hSarC8y0y5XuNbE5VIIhZL/fv+DGN/NiPPm61583k3Hu0DQzQUXB1mx0uS0UxxMeT/CW/+36cbvz4UGN94c4O47Pey/nw1dlwBYYxKPq6xdl/66Yv16k5/nxeneTeOdSRGGHm3D64lJbxAhRIMUi1ksX+HkrnuCnDvaxdVjApXHq8K1Jg88FObXX21cN8aJwx6pfF044uKGm8PM+yXZhdzrU1i0OP3DuqIik7376xwzxEd2Nlx3Q/XyHQfsb2PUmU7mzkuwZKmJZRkceoiNvJY2Jr0b4//eCeEvt9hnHxtXXeEmr2UERZEHhKJpa7CZnDvjySefZPz48YwbN47LLruMQw45hPfff7/acsuWLQOgY8eO1eZVTFu+fPl2La9pGu3atWPVqlUkElLzorFTVY0vvkxUCXBWKC62+GhqHEXZekZebVEUhdat0793cgQ9C7s9QWmZSTAIP89NMPqCci6/KsAddwW47BIX+flVd3tVhdtv8/DaGxHOOS/Agt91NE2rfM/tz17V8Qc8FKxyU7jWQyjsqvfM14bA2FgLR9vG70ZTdRJm8wwuryyAFi2qT2/fPvn330V12x4hRHqqqjH3F43zLgzwyy8J+vVL/wBnQH8bS5ZWvZkqLrb44KM4ysYSHqqq8vNcgxUrk8HSgw+y8/Y7qTNbHnksRH6+xocfRonHUw9W1FAlM1/drF7tZvUaN8GgG0VpHudIh8Ng4N7pfyd9+ugsXmIwbnyIs89ycvJJTlattrN6dXI7ybWEEKKhUBSFVauSZcJGnOzkmedCKR/IfPZFnNJSrerrViuVAU6AxYsN+vTZ2jlUZ0B/g7ZtgnjcIe663UX2Zr2e9txD55ihDi67ws8LL4X5alqMZ58PM/p8P6tWwwcfxigutognYMbMOKed6adwrXO7MjpVtXoPv1jMwYZiDysL3BsHGLRvcz1C1IcmcdXQs2dP7rvvPr766ivmz5/PtGnTuO2221AUhRtvvJFp06ZVWT4QSNYE8vl81dZVUYfT7/dv1/IAHo8H0zQJBptnFlZTEonofDktfaDpq6/ihMP1kwDtDzj59bc4gwelfv8Lz3ditykEgzaeez7CtK9jzJ2XwOVSOP1UBxdd6GbtOpNnnvRy0w1u/nOsnfPPdfLMkz5a5Sl8NyP5ue97MEww6KDc7+HnuU6+nGZnTaGHaDT1KIsAsbiDL77UOfnUAKedGeDkU/2cd0GYFStdzeYmLp2KwOW2anLqqk6imdbkLFgFLVtWn94qD2w2+Ee6rAvRYPj9Dh54MJmauWx5glFnOlPWtPT5FA4/zM6SJdUzRqZNixOJ2FBVFdPU+fSz5HEyM1OhrMxMm8FXUmKxbp3JM89H8QcaT2ck09T55VcHp48KcsoZAU45PcCZZwWZv8CJaTaez7GzTDPBiSfYcafovWmzwfHHOfjiyxgbii0cDoWzzinnlNMDnHJGgNNHBfnlV0ez2E5CiIYvFrOzeo3JggUJWuYqrFiRvjfDb/MTlQ9pbDYb8ZjCuAe8XHJRMulE12HYCQ7cruqvtdngrFEOTDP50M+yLFq2DPP2G17uucvNf46zc+3Vbu57IMiWeVbBoMVttwcZdWbVe7d4HB59LEwsnj44GYm4WFng5ouvbPw234k/4EFRNAJBDzfeEueE4X5OHxnghOF+Hn/CTNstX4j61CSuGI488sgq/27Xrh0jR46ka9eulaOlH3744fXUuqTMzMyUT6Kzs7ProTWNW21us0DQxO1OH+RMZks6ycio+wP6+g0JHnsiwLgHfOS3ijH1syjxePKm8NxzXLhdMOQ4P4MG2njgPi+vvh4mFIbLL3Xx9v9FeHdKAJdLYdgJDvbfz4bXCy5n8mlk584arfJU1q4z6dhBY9Fihauu9RPZ1MOCgw60cdftGbRsWT0jceb3Me66t2rR7JUFJude4GfK5Czatauf7Nd00u2PNWHL36c/mnwfj8eb9kEJgMvhxsRsdseEaNSiqKiY9u2TF2JbbqN27QKsLLCRne1N9XKRQmP7DdXm/tgc1fb3v359orI29P772ZnyfoSHH/Ty1LNhFi1KBjT33EPnogtcvDclzIEH2pnyftXMTLdbYdVqldWrHfTto3PwQXHm/RLniUd9BAJb76Ps8yl06qiyaJHF0Uc1jt/6P/8kuPyqsioj567fYPHfKwO8OymTFi0azn67M/vj9rQ9I8Pi1QkZ3HNfiPkLknfkPbprXHqJm5deDhPb+IxPU2GPPXSmfZ28Fisutrj8qiDvvpNJ9+5N4ralzjWU35bYcVvbH+V7rR9rCg3K/QlsNlBUBUVJP9BqRoZGZqab9etNPvo4ykuvBFlfZDJwoM5zT/t4b0qUhx4O8PBDPp59IcyCzY6Nd4z10LGDjs2W/J6jUYvychOfT+HQg3X23MPGkiVG2nPmkqUGbVL0APxxdgIj4SWvZfV72cJCgzE3BPj1t01RU59P4c3XMrjp1gB//LnpoaVhwJQPYtgdCtddk4nLVbfXcfL7F1vTpK8W9t13Xzp06MA///xDIBCozNLcPFtzyx0kVdZmquzOzQWDQRRFSVn/s0JZWVm1adnZ2ZSUlOzAJxK1vc1UVWXUmQ5mz0ldemDUmQ4sy09JSfqndrVFVT1Eo3DtdX6GDLHz6MM+srMViktM3no7yo+zkjcE3/8QZ86cOBNezEBR4IKLyyuDlbGYxauvR5j5Q5zxD3l59PEQf/9j0Ka1ylVXulm61GDPPXQuv9JPfItN8N2MOP/3ToSzRpmY5qaZ0aiTx55I3bUwFIKvv41y4vGJrY4yuC01fSJLtT/WhFS/z7LIBgBikXjaYwiAkTCIxiPN7piwdJmFZYHPGwHs1bZRXkuLP/6MUlLSPLvy76i6OK80lv2xOaqL719RN13r2GwKs+YkmPNTgtNPc9KmtYqiKvz1V4Lbbg+w2246HToku7s5ndCqlUrAb3HsMXZuuyPI8uUmigLXXu1m4muZ3H5ngNFnu/B6lZQ3bj17aixdanDmGS46dVIpLS3FauCFGy3LxoRXrSoBzgqGAa+9Hua2W7yEQqU7tf763h935DfXKs/DA/d5WLTIwDRh5UqThx4OsmpVcuP07qXx/Y9xThrmZP6CTaWDTBMmvBrmhjGKDHyyg+Reo27V1f4o32v9MRJuZs2Kc9SRdubNi7P/vjZm/lD9uKTr0Kunwtq1IR55zODjqZt6a/3nOCfX3RDg30UG+a1UXpwQ4pCD7FxwrpN27VQyMhK4XSECARPQKC5x8sprUWbNTpCTrXDSMCd9emuEQls//xlG9fkuJxhmgpKS8irTLcvGE09bVQKcAOGwxYqVZpUA5+beey/KWSPtZGbUXY/W7f39SyC0+WryqRMVP+5weFOh3k6dOgFV625WqJi2ef3NrS1vGAYFBQW0a9cOPVV/LdGomKZJz54w5ChbtXmHHWqjb9/kMvXB60kGII87zsGxQx2sLDBYutQgv5XGeaOdHHG4nY2lNIkn4KlnQixbblTJxqywaJHBvF8S/LvIYM0ak7nzEtx0SwBVhVjcrBbgrPDm/0Xx+6t2cUgk1Go11zb323yjWWdpJTYGhLc1urrWTLurFxYm/7bIST2/TWtYtjz1hZoQou75vAZ9N9YQ+21+gv33s7GywOShh0NcdW2AK6/28+zzYdZvsDjsEBt//53gxuvdPHCflxOPd3DdGA977qHj3TiY2OiznbRtoya7//1u8NobEW672YNti0uqzEyFa6508/SzYe69P8hrr0eIRBt+PbBoVOXvv9OfI//62yAcbh7HN5stjK6Bpilcd0OA8Y+FKgOcWVkKN13v4f/eifDCS2FOHl61m+XffxtEo833WkII0TB4PDE8HoXjj3Mw5+c4Z41ykpdX9dikKPDAvR683iilZXqVAGebNirRiEWbNipPP+njvHNdHHKwg9176vz+h8HzL4Sx6SamaaIoCuuKnHzwYZx9B9u56PzkQ8C77g3yymsRevfWK+/9tpSVpRBP8UzopOEOPO7q9xt+v52pU6tP93oV1m1lgMF4AkIpRnwXoj416ahcKBTi33//xe12V4nkDxw4kI8//piZM2ey5557VnnNzJkzARg0aFCV5SvmXXjhhVWWnzt3LqFQiCFDhtTSpxB1zekIM+ZaJ2ee4eCjT+JYJhx3rI22bUyczuqj2tUVhyPKvXd7mPJ+jEv+66/sGqEocM5ZToYcZefk4Q5uHRtg/QaLOT8lOPP09HU0Z8+J06e3zqpVm05oL70c5vVXMtK+xu+3MMyqRag1zaR9e62ym+KWevXUqmR+NjcVgctt1eTUFJ14Mxx4aO265G84I83Prk1riMVg1Wro0L5u2yaEqM7hiHL3nW5Gnx/gm29jPPu0jy++jFFaWvUmp2NHlcGDbOy3r41bxgb5bf6m84DXq3Dv3V7mz49htyu8+16Udu2SN4m/zU/QuXOUd97K5MtpUVasNOneTaf/Xnqye+DGU9AHH8UYNdJHfqvUPQkaCrvdonMnlX/TnCO7dNGqjEDftKmYFrRrq/DCcxl8/0OMNYUmPbrrdO2ikUhYPPSAl6uvDdC9W9Xrl86dNex2uZEWQtS3BKNGZnDDjQHOPdvFhmKTB+/zsGy5ybxf4rRvq3H00TpZmVF0vXoGZJ/eOoGgyUEH2Lnq6qo9544+ys6BB9iJRBQ8nhixmIPiYvhzocHrEyNkZiqc8B8Hp5/q5MZbApx6ipMLz3fy7PPVM1quu8aN0wkP3e/lz4UJ3v8wSosWKiPPtAPVsy7jcVImuQQDFi1apH/ApGnJEjRCNCSN/pFoIBBg6dKl1aZHIhFuu+02gsEgQ4YMqZJlOXToUHw+HxMnTqSwIo0IKCwsZOLEiWRnZ3PEEUdUTu/SpQsDBw5k9uzZTJ8+vXJ6LBbj8ccfB2DEiBG18fFEPXE6InTpHObaq2DMNbBb1zBOZ4qUyDq2fr3JSy9HqtR+sSx45bUIppnM3rzlpmRXQpcLjK0knbrdCtFo1RuGRCL5Hj5f6pNVl84aNlvVlbrdMS67OHUw1W6Hww/Td6mremO3I5mcRjMMBq9bZ5GVlczsSaV1m+TfxYvrrk1CiPQsyyJv4+AHd9zm5ocfYrzwrI8RJzvIzFDIbaFw/rlOXnzOS8uWcSa8Gq4S4AQIBCxuvjXAMUOdvDQhTDRm4fUmjwGqCscMcXLeReXMmp0gEoFPpkYZdU45V14d4NabN3WX/+HHOFq6NJYGQlVjnDs69TlSUeCcUQ4cjuZxg2hZOsUbLN56J8q5F5Qzd17y+/3o4yiXXeHn4v/6CQbhtls81a5fzj3HgarufG8HVVWbda8SIUTNaZ2vcf+9TpxOi7/+TrB6tcEB+2vceJ2Ns0YZtMgJomkJLMvCvUWtynjcol9fG/fcH6wWVPz8i+QAbDZ7cjT2wrU6F1/m58dZceJxWL/eYsIrEV57I8KYqz18/2OMNm007rzdQ/duGh6Pwl576rz8og+fD+66N8gtYwP8/Y/B00/4eO5pN15P6idqTqdFi5zq56L4xnvDrl1Sn2uPGWrH52t+SRqiYWuwmZyTJ09m7ty5APyzcWjdyZMnM2fOHAAGDBjAiBEjKC0tZejQofTt25euXbuSm5vLhg0b+OGHHygsLKR79+5cf/31VdadmZnJbbfdxvXXX8+wYcM45phjAJg6dSqlpaU8+uijlXU4K9x+++2cfvrpXHbZZRxzzDG0bNmS6dOn8++//zJy5Ej69+9f25tE1DHLsoinyvOvJ4Zh4+VXq2as9N9L59ihDnw+hVDIYp/BNkrLLG692c2a1SahUPoo50EH2rjplkC16U6nQut8Bb+/esbEmGuceNzRKrXFTNOkXz+LK/6bfJJYsclychQeGechM7P+g8P1aXtHV9cUrXLZ5mRdEWRlpZ+f4VPw+SyWLoND66pRQoitMk0TrzfI4YepHHWkhmmGueIylfNHu0EBryeOZQUoLfPw8Sepb6iCQYuCAoNeu2v8+muCyy5289LLEQ48wMa30+OUlFiUlCTvAHNyFM4b7aRHdx2PG04dYeedycks0JqiqirBoINyv0osZpGVpeDzRoFdf/iU3yrGA/e6ueveUGXGpsejcOdYN3l5MaDhd7uvCQkDyv0WH3wYRdegdb7KAfvbQLEza1aMz76IsXyFgdersGxZ8uGo2w1jb3GT32rnApyJhA1/wM7vfyTX17e3htcbQ9eb3/lWCFFz3O4QA/qrDBqoYVkJEolkEkoikTyfhEJ2DFOjezeVY4bY2GMPG9lZKpZlMf27WNrBiv73boRjhrqJxuyMGx+qNnI6wC+/JjjjdCeGodAqT2XiWxGGDrFzxOF2HHaTcY9E+PKrOB3aq1xyoZuWLVXWrTPxejXcLo1U5zWfL8rl/3Vxx13Vz9lffxvl8Ue9XHtdMmBa4dBDbFxxmQNV3fl6nKZpJxJRsdks7PZYg6+zLRqHBhvknDt3LlOmTKkybd68ecybN6/y3yNGjCArK4szzjiD+fPnM336dMrLy3E4HHTt2pVRo0YxcuRInM7qT9BPOOEEsrOzef7553nvvfcA6NOnD5dccgn77bdfteW7devGpEmTeOyxx5g+fTqhUIhOnToxduxYzjjjjBr+9EJUF48rrF2XjC7adLjrTi8rVhi8OCHMhg0m/frpXHqxi5/nxrHZFPbd14bDAWePcrDbbjq6rjB3bpxPPo1y0jAnCxYkCG/R+97phHbtVB4b7+PhR0N8Oz2OaUJ+K5Xrx7jYvaeRsiapwx7h5OE2hhztY/16C7tdITvLwuuNYFn1U8O0oajIzlS3kcmpqlqzzORcuxayMre+TH4rWLLUAppHtpMQjYVpmpXnBEUx8HiSgaOKe5R4jJQ1wZLLQyRicsvNHkIhWL/B4PoxLiJhqtQvO+RgGycPd/LGm2FefyNCdo7KKSc7GPegl+7dFAwjfXd1RVFQFGWbtbRVVWX1Ghdjrg+ybHlyWbcLLv+vi6OP1LDbd61LvK7HOWB/k3cn+diwwUIBWrRQ8HojQHPq6WCi6xrZWSp33+nh089j3PtACMu0OOxQO0894eOffxIs+N3gjFMdHHyQTosWysaB6XZ8O8ViDt6bYvH0c1VL/Fx+qZMTT3Ds8vcqhGjeNj8HVojFHPy5UOWJpyIsXWrQvr3G+ec68fstbrktwNlnO1m1Ov05qWi9SSKukoirzPslfZm0X35NcOxQO1dc7eeuO7zMnBnF64lRsErjy6/inDzczmmnOClYlexG//6HUWIxi2uudHPYodXPa6ZpcNABOneMdfPEU2GKiy10HYYebefyyxx4PAGefsJJWbmK32+Rk6Pg8yaw2XYuwGmaOuuKHLzwYoQFf8Rona9y4flOuncz5dgsdpliSbi8TqQaAUxGxttxzXmbKYrOcy8ovPFmlCv+6+KXXxPMmBnfYhl4bLyXX3+L8+FHMV58LoP33o/w4UcxYnGLgw+0c+EFLnTd4tQzyqsMSqQocO9dHlQVXG6F9m1VbHYFI2Hidpv4fLF663Ze06Pj1dZvKNXv85/1v3Hph0dz1X7jaJfZJe1rZ634gnf/eIEvz11TK21rqE49w6RHdzjxBAWfz5dyBPrJ71osXwFvvS5dDbelMY6u3lyP6bWhoZ0jg0E3Z54VZP2GqpeaLhfcf4+Xv/8xmDQ5QrnfYtBAGxee7yK3hcINNwf4/Q+DNm1UrrvGzbXXB6qNTr7fvjpjb/Xg8waqZX6oqoo/4KSgAAoKDDp10mjTGtzucMosEb/fwylnBFL2YHj0YQ+DB0VrddDBXfne6nt/3JG267pO0XoXZWUW114XqHxwu2ldChNeyOD1iWGuu0bBsnY+21JRFP7+18W551fvsQLw6gQv3XZL/XtoShraMaGpq6v9Ub7X+pV+++tM/UzjvgeqByfPPcdJYaHJv4sMjj/OwfjHUvdy2HuAzkUXuMjLUznl9DKiaeJ9l13iwmGHRx4P0yJHYeJrGWRnh3njTZWuXXSWLjN4+50IZWUWA/rbGDXSyVtvR/j+hzhPP+Fhrz1Tn9dUVcPvdxAOK9js4PPGd6lUSCqqqvLHn04uurT6uf2/lzoZcZKFpqU//svo6mJbGmwmpxCiKstKcMoILx9+HGW3rjpPPBWu7K7u9Sr8uyjBlPejPPF0mNNPdXDrzR6uGuNnxYpNZ4/Pv4zx/Y9x3no9g2ee9DHtmzj//JOgYweNIw638/HUKB9/kjyRde2qcdvNHtq1TQ641IzLau6S7a3Jqao6FhaGaWxz2abCsizWFcHgQVtfLj8ffvgxWcfIZpNsTiEaMkXRCQRtYCm4XCZXX+Xiltuq3syNucbDK69FqtTq/P6HOHPmxHn6SR+nn+rklrFBTh3h5IWXwtVuggB++DHBokUmPXu4cDo3rV9RFIqKXFx4SbBKEK1DB5XnnvKSmRmsEthSVZWf5xopA5wATzwV5oXnXLjqceDBpsKyoKTUwF8OV13pJh63+OabGNNnJHuNlJRYfPp5lJOHOVCUeNrunNsjkbDxyqvps4FeeS3K3XfYavzmXQjRfPkDDh57vPrDeoA33ozw2Hgfl13hp2NHjdwWSrUHgIoCo0a6uPHmAPvsY+PYoQ7eez95HMttoTDsRCe7ddXw+y3699cYcVo5ABuKLdasNXE6HQwamDxvzZ236fw6a3acn+fGefRhH/8uMnjiqQhPP+FIOd6EaRp4PCE8nmqzakwg4OD2u0Ipz+3PPBdh6BAfmRlSUkTsPEmLEaIRcTnhsfEZLFqc4IH7vAweZOPFCWFuHRvg198S3H6bl86dNFq31lhTaFYJcFYIBCxemxhB06BtG4WhQ+z0769x5TX+ygAnwOLFBs+9EKa8XENRJLC0s4zKmpzbGHho43yjGdXlLC1LdmXd1oPWNvlgGLByZd20Swix4xRFIRT28OrrKqeeEeL44QHuvjdOr91t3H+Pp3JAg9zc5OBEWw5GBMkBDl56OcyA/jr772ujYweVhX+lf8L2y69x1hRS5RwVCjm54ppgtSzBrEyVBb+b+P0eYjFH5Ws0TWP+7+nfY+kyE9OQy+WaEA478Ho0prwf4467Aox/JER+vspTj/vIzEx+H19/HScWh2Bw1/IwEgmFdevSZ9+uXWcSj8u1jRCi5pSVWYTSPA+LxyEcsVBVGDc+yL13e9ln8KbjXIf2Kvfd42Xqp1E2FFt88WWMo46007GjylFH2Bl7q5d5v8S5dWyAl14O8+OsBBNfy6Bvn+T9w9pCkxkzDEyTKgHOCokETHglzMnDHSxZYmDU43ktEFRYnabLvmnC4sWm3HuKXSKZnEI0IoZh8ewLYS69yMXLr0b4bsamgNjPcxPM+8XPg/d7adlCIR5T+b83MwBY8HuCJ58OU16efGL43YwYvXbXcDpVpn4aZfiJjpTdIWbNjhMIumijaSRSVb4W21SRyalua+AhNTk/bsaxk3ok3qZmfVHyb+a2anLmJ/8uWQpd0vf4F0LUo2DQxX+vDPHPv5sChl9OizPzhzKefSqDCS9ksHSZQW5uclCZ++5Opon8PDeOw6HQr5+tMrNvyVKTq65IDmKk66QceAHA7Vb4bmaC7t30yoECS8tUlm+sq5nhU8jNVbjgfBdrVps89mSI9UUmffvqXH2li/bt4miaSc/u6Y/P7dqqqGrzri1dU/wBlZFnl6FpCief5KRvH51oxGLa11EeuNfLJf/14/YorF5j0qHDrr2Xw2HQv79eZZCMze09QMfhkC4qQtQEVdUIBOxYKDgcBja9eQ4go+tbD8zZbQqmCW3aqKwrMhl7iwdFhTVrTJYsMXnp5TCLFyePS/E43HRrgMcf8RIKwSX/3VRbuHCtybjxIQ471Mb1Yzz884+BL0Plm2+irNxKvc9ff0tw1kgn7dtrqFr9nddUdevbyWaro4aIJmunQ/irV6+mtLR0m8uVlZWxevXqnX0bUY9UVSUadRIMugmHnaiqZDLUN5crTscOKk6HUiXAWcE0YcbMGIoK706Jctboci673E/hWpOJr2aw7z7JGzmPW6FHD51nnw9xysmOrY7nkkg0v4uUmhQ3k9mxurqt0dWT85vTCOvri5N/MzK2vpzHo5CZAUuXyW9RiIZIVVX++tuqEuCsEA7Dm29H0HR4cUIY01SY92uCe+4PMvndCMNOdLKh2Epm9j2azOxr3VplwqthvB444rDUI48rChx8kB3LtKrcTAcCFm3bqtx/r5ebbvRwyggnHo9CyzyV+P+zd95hTlRdHH6npCdbYOldqjQRaWLvAkpREbHQBP2kilIEEVGqFAEVRFFEBRFRsYGAotKbAtKV3jtb0jPt+yPsLmGzSBOBnfd5fFaS2ckkm7n3nt8953cUA0WF1WtUWrX1seUvC4ZhcOONMg5H/Pf23P/suN1mSfOFYhg2Jn4YpFJFmRHD3Ozdq9F/gI8xbwdwuUQKFRL54D0Pjz1qI1+ygMt5oZ+5yuMtrNhsOZ+x26FFcyvxOgybmJicG8Ggi8+nSzz+VIAHm/p45VWVg4ecGEbesF46lYQEnRLF48fLKfkFgkGdMaPcVK0iM/atAE0fSWfw0ACqBj//EskSODNJTTXYu09n+MhAXPuOX36N2noUKyaSkg/++ltDPEMGpNUKugEdnrajqjKKGn9+/bdxu3XKlo3//bBYoFQpMU+K5CYXj/NWre666y6GDx/+j8eNGDGCu++++3xfxuQ/QlGs/LneRqduYR5o4qPD/0IsWmIlHM4bGWaXC6IoxqTry7JG+7YOlq+ML4QlJwvcf6+Nx5/KYNFihUgk6tPy4aQQL7/qp+cLThI80QwKwdCxWATy5xdJySfQ6smcf1uHA1JSRDOL8wI42+7qmT6ceanD+vHj0Z8Jnn8+tnBh2LnrX70cExOT80QURX6cG52XihYVKV5M5NQ4a8nSCIIAQwa5ebGXl5nfRNB1eO5/Tp59LoN5P0UIh6OlftOmh+nR20fnjg46d/PSrKmNYsVyLld793Qya3aIJo3tMXNUoUIC/V92MWZsgD4v+xg2PEDX531M/DDIkIFukpKiF2YYMHhoAJ/fRoInxAcTPKSknDrfwjPt7dSrw3/WdO9qIsNrYe1alWfaO+ja3cvCRdE1SmqqwSdTQvTr78NqhetryJQvJ12Uzzw5OcTHkzxUqpQ9/15bSeLjSR6Sk3J60ZmYmJwboZCDXn2DvDUuxLHjBpEILFqs0PIJLwcP2fNcybHbFWbEGy6cztjHbTbo19eF2y3wyZQQH36U/XktXqLQqbOXJx+3U6WKlGP+LFJYZMfO3MfD5SsU1qxVcXtEtvylUeO63JMqGjWwYrdDhfISPXr5mTLVIBK59LG90xFm8OvOuJuLA/o7cbvM7uomF8Z5l6sbhnHWCrupxF9ZCILEoiUi/Qf4sx7btVund58Az7S380RLyxk7nl1uiKKE12cFQ8Bq1bBaL/8SinDYzolUiU2bNfLnFyh3jYjbHSIQtLF5i4bNGn/R8FBTGx9/GkSJ8+dZv15l9x6d7t0cJCWJuNwS1avJuN0Cjz3h5cXuTm6sZ2HZ8uxffuoJu2n8fIGoWZ6c/5TJGQ3CMjM/8wLHj4Pb9c/lPRAVObfvuAQXZWJics4IgkDd2hKNH7Cxa5eGbsA1ZSR+XRDhixlhnM5oid7ceWGOHYvOvw0b2Pjq63Bc/7Lt2zXWr1fJn19k7NsBundzkppqsPZPhaQkkXvusiKKBsOGB6hdy0K+ZCFrXpdEGPJGTk/OPXt03hkf5Kkn7Lw9Lvqie/fpBAIiTodGmTJBpn7sIjVNIBQ2KJAi4HZHkERTDLsYaBo0ftDKlM9CROJMc5s2axw5YiDLBoUKXixhRKNE8QDjxtrw+yUQwOXUsNsDl/060MTkckcQBPbuE1izJr6/8sg3g7wxxIrFcvULVoIgEI5YUSIShQoaTP8skUWLFTZtUrmmjMTtt1sxdJ0jR6OVBKejqDD54yDduzj5a6tG2Wskfvktwnffh0lKFBFF4jbpgWi10/QvQtx1p5WyZUXmzovQ80UnI0bFNvwrWVKkQQMbDrvA/zp6GTzYTbfuXmrd4KJ6NeGSjom6rlO8WJAvP/fw/Q8Kf6xRKVFCpGULGwULRBDFvJPwYfLv8K97cqampmK3m9l/VxJer40Ro/xxn/vwoxBNGl85Hc+CISc//qgxZVqQtDSdWjdYeL6Lk8KFw5ftABoMuRjwepAlS7Ovz+GAd8a6KXuNiCzrXH+9jCSRo+N55WtlJk3OPSBbukyhTSs7D7dI5/13E+jxQtSn7KYbLUz8IEj/V1wsW66Q4BF4up2dhvfLSFL874LJ2aGebeOhk+XseSmT88QJg4R/8OPMpEhhWLQYwmEDmy1vZQaYmFzuBAICPr/B6129WYGYIMDjLe107ujA5zNYs1bhtwXZa4frqsm8OSaQyxlh/q8KTz1p5/AhA4dDYNmyCKFQVABduMjHqy9HPT3nzItwQ81sT84ML1menKezbr3Ksx1iU0fkk0Ozruv/ekfZvIzLCTffZOX9DzJyPWbREoU6tWSKF7944YlhGNhsoZiydVPfNDG5cCRJYsHC3OPBlatUwmHHVS9yapqFvfssjHkrROXKBlUqy0z+OJqZXqWyTMmSIidO6KxYqeA/Q0j1+2qVDK/BiFGBaJf1J+x8MS2RSNjglpstcT9rSYI6tS0YBhw9qmGVBeb/GqFZEzfj3vawZKlCerpO3ToWKlWQ2LdfZ9cujVEj3QSD0OMFJ5M/CTNs8H8hRuskJvpp9ZRMy8dkZNnAMMyY0+TicE6riFWrVsX8+9ixYzkey0RVVXbu3MnixYspV67c+V+hySUnIwO83vgrQE2DgwcNEv/BQ+9yIBR20H9AiGXLs0WjpcsUVqxU+OQjD6VLaZfdTr4gyHw+XYkROCHqafZcZx8zv0zktwUKqWkGPV908saIWI8WQYh6TQVz6ezndAocO64TCkFGhsFPP0do1sRG1aoSLR61U7CgwDdfeXDYweMJo+tX98LkUpApWkr/VK6eBz05jx8/u1J1iGZy6jrs2QPly/+712ViYnJ2iKKMz2/hyBGJkW/GileGAVM/C/HGEBdJiSJLlys4ndkbFKGwgdMpkJ4Rfx52OuDb7yL8PD+CRYbePV38vlph+QqFcuUkdu+N7vIlJgg5PDnPRCSS/Xz9ejIuV97ZWPovkWWdpCQJh0PIdY2ZlCRgsZ5sNGXYsFrNNYiJyeWKYRh4PLk739ntgHB5xVkXG1EU2bzFwjPP+ahTW6ZwIZHefXxZz/+5TuPLr8O8+04CK1ep1K6Vu/Ris2UnrxgGfDIlRPVqMuPeDdCnt4u//tI4dDh7A08Q4PVXXXz3fYglS1U6tLfzyMM25sxT+HFuhK++DnPbbRY6PO1gwUKFN8cECIUMbqpv5foaFkaP9VGmlMT/OjjRjf/OkkXXVSTJ3Hwyubick8j51FNPxXhrLF68mMWLF+d6vGEYCIJAu3btzv8KTS45/1Q6eqkTcwVBwu+PduyzWHQE4exS6g8fFmIEzkw0DYaNCDJ2lA2r9fIqQ/N6rUyb7ov7XCQCq1errF6jsGOnjt0G06cm8P2sCCdORLvFphQQaNbExmefxw8M7rrTyo4dKtWrSRw+ovP9rDD58gncfZeNHTs0kpNFnI7o6+dWFmFybmSKlv/UXT3Ts1PNQ5mcx85B5CxySod1U+Q0MfnvCQRdfP21wp13SnwyJfe59KuZYapXl/nl1wht2zj4Y3V0jPt5foRGDa189nmIBxrZuL5GtLv6L79GWLhI4aFmdtZvUDhwQGLXLo3Bw/yMf9vDz/MjtGhuY9HJ5nuNH7SiqtnZH6f6ap6ORQaLJfp8gQICfV5yYLXGb+hgcnGxWsNkeB082MjGZ5+HqFRJoskDNvLnF9m9R+PrmWHuvduKxQKqAv6ATIEUU+Q0Mblc0TSNu+608/a4+ON/s8Y23K6re+Pe77cxaGh0DnnkYTsDB+XMRCxdSuL3PxQ2bFT53zMOPpiU/XlJEtx6i4U777BSuJDInr0aTgdZNi5ffBmibRsHEz8M0K+vk337ddavVylWVOT66y389HOYO263sXKVSp+X/TzbwUGfXg4WLlKQZLj3bht9+/nZviNbxJz/S4TVqyO8NyGBHTt0jhzVKFEi7zWJMrm6OSeRs2nTplki58yZMylZsiQ1a9aMe6zFYqFgwYLccccdVKlS5cKv1OSS4UnQuaaMFNfkODFRICXl0l1LMOTi228Vpk0P4PUZ3FjPQtfOTgoWCCEIue86SZLE0mW5i0Xr16sEQw6s/01TuVzRNIFA7tV77N2nk5AgAjqzfoxw/302/t6q4vGIfD49xL79OtM/S2TFSjVmQgPo2slBYgIYCLRp5SAlv8iYUW7efS/I+AlBkpNFnmhpo1EDF3a7WS5wscgULUXhzH3esjM5844n57HjULXy2R3rcAjky2ewY6cBmOXqJib/JYGAk24vRP0wZVngyJHcd8UOH9FxOQX27tMxDLjnLgs/zVdY9bvKs+3t3FQ/gSmfhXhtoA+bTaDh/VamfpyAohoUKyoxoL8Lv19n126DP9YoPNHSTpEiIhUrylS6ViJ//ti53u1SadjAyuwfc46lzZvbOHRIY+hgJ9fXkEjwBNF1U+G8VKSnw003WahSRSItzWDaFyEOHtSpVFGm70su7LZo0B8IwpEjOoUKiujmjquJyWVLYoJCrxcdDB8VW0JWprRIm9ZW4OqOJ4JBMcsexSJDRpws9cyqBU2Dn+ZH6PScg3HvBklKEhgy0M3CRRFGvhkgHDa4+SYrY9708ObYAFu2aBw5olO5soyu2Tl6zKB8OYmMDIPChUXe/yDImrUqy1eovPKyiwnvB6hYQWLvPh2nU2DEMDfJSWIOf+pryki81MvJxx+H+PW3CLIs0LCBlTat3Xjc/suuytHE5Hw4J5Fz2LBhWf8/c+ZMatasydChQy/6RZn8t7icYd4Y6qRte19M2ZfFAqNHuvC4Q5ck6yEYdNCjV5A/12cHMAsWKixdpjBtiocihc9sHO92nzmbQxQvv0HcatUpWUJkz974i/rq1WS++jp7B3DnLo30dIMVK6PB3LMd7Py5TqF/PyfHjxv8+luEhASBJg/aWbtOocnD2eWEdju81t+NIAgoSjSgGD02yKrfZQb0t2O3XV5Zrlcqmq4gCfI/dpjM9OTMK5mchmFw4gQknIP1RRGz+ZCJyX+OIAhs227w198aXTs7yUjXqVJFZu2f8ceuqlXkrE23ufPCvNzHxeMtdWbPieBwinR4NiMrayUUinZXX7kq6p3Zq48PhwNef9XN2j8Vmj9sJxwyeH2wn7GjPSQkRLCe5iNmsYR5oZuTlPwCX3wZJhSKNmZo9aSN5g9bcLkiaJqGrutmxcIlRNd1kpIEFi6KkOE1+Hx69t9t/QaVLs97GTbERc0aMv6AQYJHMoNtE5PLHIslQoP7rdSt6+GHWRGOHTO4524LlSoKuFxXf5a8JEXLxvPnE0hKip/MsGePTtlrJCQJvp4Z5tHmNsa95cHlgtcG+tm5K3si+nl+hGXLFUaPctOlm5dq1WQmfxzkh1nROM/jgddedXPihEaJEiKPPOTCYhHw+jR6vOCic1dvjAVMlcoSw4e6eaGnl1AIZBle6uWkZ2/fKccZfP5FmEVLFCa978LlurqFaZO8wXk7e2/ZsuViXofJZYSu6xQtEmTGNDdLl6msWatRoYLEnXfIJCaEMIx/PyoQBIHde4QYgTMTRYE3x4QYMtCKLMcvZdI0jZvq515X37CBFZfz8iuhcLnCdOvi5MVeOUvWS5USKVxYIBiMTkp2Oxw/rjF4oJv9B1TcLhF/wGD7dp3UVINIBMqXkyhYUGTuz2E+nBQrWoZC0O9VH2Pf9LB8RfZnsXiJypEjdkqW+Hffa15BNdQsAfNMZDYm0vKIJ6ffH7VgOFeR88/1/941mZiY/DOyLDN3nkJKisDBQxop+SVuu8XCzJmhHJ3SLRZo/ICNrt295M8n0LunizlzQtSpY6XJA9Gy5bjd1XdoZGQYWZt+L/f3MXqkh3ffC3LbLRZuvtlC/vwRBOKvAez2AM+0t9CyhYdwGGx2gwRPBMPwo+SNIfaywzAM7Ha443Yrjz8Vv/nQiJEBBr3uplw5EafDMEVOE5MrAIslQqGCEZ7tEN3Q17Qwuq5f9QIngMul0rmjg3LlZA4fiYqZp1fSAfw4J8yAV1z0f83PFzPCrF6j8PhjjhiBMxO/3+Db78I0bGCjwX1WOnfz4nBAl05OihWT2LlTo1xZmVo1rYx5289vC1RGDnfTuZs3h8f1xk0a33wb5sEHbMz4Msztt1n56edIXC/s/ft1li3XuO9eCe30zrYmJlcYZ66fNMmzGIaOx+OnYQOVV14WaP6wSlKi/4wl4hcTSZL45bfcI5FlyxXC4TMLRwmeCK/0deR4vHgxkeeetSGKl1+ko+s6la8V6fuSk4IFo7enKMLtt1no29vF+AlBhg31UKmixFtjPBw6bPDqaz5kWaR7Dx9duvkY81aA51/08enUIOXKyQiiwIwZ8QNBRYEtf6lUKB/rxbJ8hYokmf4sFwNVi/xjZ3XIbkyk5BGRMzUt+tNzlp6cAEWKwtGjuTdGMzEx+fcxDIP77rUy4BU3BVIk8ucXyPDqjH7TQ9Uq2WNdhfIS497ysG69QpdOTt5714OqGtgdIlarwJGjOosX5z7eLV+pUK1adJ6PRGDHDo2DB3WqV5cpX1Zizx6JUMhxhix5BY/HT0qKH487gGHkjSz5y5lAAI4ezV38OH7CwDAg4I9u+pqYmFw5qKqKoih5ymLCZlOpWlXm+Re8fDgpyKDXXXg8sXOSxQIPNLIRCOjM+DyBZ9rbeay5nUWLcrenWrpMoWULGx9MCmLoMHxo1I+6W3cvY94K0LmblyfbZNCsiZ16dWQiYYP09PgD6/xfI9xU3wLAddVlli3Pfd79cW6ESMSM/0yufM47kxMgEonwww8/sGrVKo4ePUokEv9mFQSBjz/++EJeyuQ/QtO0/2w3J+EM5eaOs+jYJ8sKd91poeb1Hn6YrXDksM4dd1ioUkXAfRmXUDidEQIB6NLJgdslIEoCK1YodO/h5Y7brRw9ojF0sJtWbTPweg3eHuOmbz9fjsktc/fuqSftcT1iMjl6VCcxMfazTvCYnocXC83QzjKTM291Vz9xIvrzXETOYkWiP3fshOuqX/xrMjExOTOCIJCWbuPd94OsP6XSolpViUGvuRnQ38Whwwb58wloKmzaolK4kEjx4jKqCk8/46V9OzufTQtx3XXyP3ZXPzXL88jRaLnzwYM6AwZGzasrVZQY86YTt1led9kjiiKCAE7nmdcX+fMJhMIGkDfmQhMTkysXn8/KkGF+DAPuvMPK9BlBhg1x89dfKtu2aRQrJlHzepnvfgjxTHsHu3bpbNmikpBgwenKfSx0OQU2btJYuUqlUUNrtFnQmtiNOp/PoE8/H59OTuTPdblv4mkacHKajUSMM47BLpeAJF1ogCzjD1jBAKdTQRDMsdzk0nPeIufhw4dp3bo1u3fv/sdykn/yojMxOR1VVbn3XhcTJsb3hXz4IRsu5z83aJFlhQIFFDo8feWUUEhShAcaOfl8uspn06KlfA4HNGtip1o1mUWLI6zfqOH1GiQmCMiyQFpa7rt3bdvYc20kBXDttTLzf82egAQB6taV0TQzi+JioOrKWWZyRodjLY94cqalRX963Gf/O4UKRf2Etm0zRU4Tk/+CUNhGv/6xAifA+g0aaRk66/7UGDUmKkAWKSLStLEVMb/Et99Hvbz9foMyZSTGvRvk6DGdRg2tMZ1mT+X226y8MiBbvKxUUeLX32LnpS1/aQwbHmLAK1ZkOe80bbsS0XUZvz/aMMPpJG6TxcrXSgRCBkWLmIVmJiYmlz+nNh6qVlVmwvtBvvlWoVIliRLFol3VJ34Y3a1r39ZJrz4+wmFY86fGmFFuZs2OP2+1eNTG5s3R2OyuO6y89HJOGzOIjqN/rlMpWTz3MTMxUaBsWYnmD9sIRwwebW5j0JD4XW4ff8yGIATPK04WBAGvz8nUzyJ8+50fVTW4524rHdq7SE46cx8NE5OLzXmLnMOHD2fXrl1cf/31tG3bltKlS+NyuS7mtZnkcZKTFJ7vamfMW7EBUNmyEk8+cW4d+1T1yhKO7LYA7dpYufuuBAwDDhzUmTs3wsuv+Oj1opPJn0Q/k9tvt7D/QO6ZtpoWLe3t2cPBgQMGLpfA5s0q33wbJj3DoHgxEbsttjNuzxec2O3mRHSxUHUV8Rw8OZU80l39RGrUisGR01EiVyRJoHBhg63bzA7rJib/BV6vxO9/xJ9PDR2OHsueSw4e1PlqZoTOHR1Uq2Jh/IRoUKVroKqwcpXK4y3tVK0isWFj7DzWormNv7dq+P3RuahkSRFRErj7LluOrukLFir4fHaSkvLG2HmlIoqgqdGRu19fN/0H+Dh1aZaYKNC1s5MtmzVKlxQQBCuGYf5NTUxMLl8yGw8ZRjRLMpMtWzS2bMme10qVElm3QSV8cp8ufz4BBHi4mY2vZsZu3lWvJlOtqoXq1WS++DKCIEQtW3LD59MJhwWuqy7Hzeh86gk7kgjHT+icSBWoVEGm1g1yjrm8WVMrpUvr5y1G+nxO2j/jZ9/+7HXAt99H+G1BtGFwQkJ8odbE5N/gvEXOxYsXU7RoUSZPnozNZruY12RiAkSNrJs8aOXmmzx8932E1NSoD1iF8uSJjn0+n0T3F33cfpuFQ4d1fj3pURqOZAtDpUpKFC2Se5ZgYoJAoUIiv/wW4bNpITIyDGpeb2Ho4Gin2gb329iwUeWBhlYKpIjcfbeVGV+Fuf56kRLFL8W7vPrRzjKTU8xjmZypqdFSdVE8N7GyaBHYuu1fuigTE5Mz4j/D3uLS5SrX15D5ZEr2Y0eO6Nht0QjQ6RTIyDBISRFIThZITTXo289H754uHmsBy1co2G0CTRrbWLNW4c0xQUQRbrnZwpOP29m4UaVIETFrky8Tw+BkebPJ5Ywo6uTLJ6AbsGxZhHfGeli5SuHQIZ0KFWTKlZUYMSrAS72crFuvcu21FpwOU+Q0yR1BkPH7LRiGgMOhIorm98Xk0uJyqdx8k4VFixVEScBmI0vIPJWkRJHDpySUVK8mM3VqiPLlZca86WbxYoVQ2ODGuhZUFfq+4mVAfzejR7qJKFCwoBiTkHIqJUtIHDqi88rLLiZ9FOSnnyMoKiQlCbR6wo4gRpNlXC6B73+IsHhJhIEDXLRv52DWj2FsVoFmTa0ULqRhs8WvrPgnJEli2QotRuDMJD3DYNr0MM92kIG8EeOY/Pect8gZiUS48cYbTYHT5F/FYolQuFCEjv+Llpu73TZSU1OveoETQDdEDh7S+fb7MO++k8CWLRoHD+n8PD/Co83tvDEiQCBgkJ6uU+M6mbV/5pw4OrR3MPPbEJM/zp5xly1XWPW7wseTEhAFne+/D9Grh4tRY4IEQ2GsVli2XKV0C7O73sVA1c+tu7qi5Y1F+olU45xK1TMpVhTW/gmqaiDLZjanicmlIqLYznjPHTqkcc9dFkqWFNmzJzvQGT8hwOiRbl59xYXNCidO6LR+ysGYtwIEAvDqa34KFhSpVlUmX7LA4SM6SUki06cmIMsCFms0A/D31SqLl+T09nI6wSwkujJwuAR0zaBeXQvPdfZyfQ2Z/PlEfpwT5q+/NcqWlciXT+Cvvw0qlDfHd5P4CIKA3+9kxlcKX34dIBQyuPUWKx3/5yJ/viCQdxrfmPy3WCwRevdwseUvlXnzwjzysJ2pn+UUCksUF7muWnYsEE1YEXhvYhCnA2rVsmCxCIx5O8DRo9FKO1mKZopWqyjR+TkH/V/LuctYobxEaprBwMEBWjS3Ua+uhfbtHOzZqxEKw8xvQmz5S+PlPi46tHNQ6wYZm00gFIaxQ3xUrCBjtwkUKnj+AieAokj8OCf3+OWX3xSeetKO02GKnCaXhvM2valQoQKpqakX81pMTHIls2NfXkKSdMqUFgmFQNcNevd08lIvJ9WqStS+Qabm9TLzf4ngDxh0eNpBw/utWE7On0lJAl07O7ixrhwjcGaiqjDyzQARRaBbVyf9XvWzbLnCF1+GueM2a0zjIVGUCQQc+P1OdN16qd7+VcM5e3LmkQ7AaangPoemQ5kULx4t29mz5+Jfk4mJSXxEUeSvv0TmzI1wx22WHM/LctQ3+rlOXvr1cXHbrRaKFxMZMshNp45OFFVg2vQQh48a9BsQQFUNnu/qJDk5OtecOKFjsUT9tl99zc/ceRFmz40wfJSfgN9gwSIlphTwVDo8bSfBkzc2h65UVM3CseMOlixRCAUhNU2n14tO9uzR+Gl+hG3bNe6600rPF5yoKpQsIZqOJCa54vc76NQ1wMQPQ6SmGgSDMHdehJZPeDlx4hw8cExMLhBBEDiRqtOvr5uqVWTq15P53zN23Ceb59ps8MhDNp7p4CAlv0DpUlHpZekyhTvviMZUgSAsXKQw/5cIR49G57kHGtl4Z3yQrt19PNg0ncKFRPq+5IyWuRMVP++5y0r3bk5Gn/TBnvFVmAIFRPbs0+jew8dLfX2sWKny1BN2Zn4TZsdOjQULFfLnE/nq6zD79xv88qvC+o0qwj808/0nRNHIes/xcDoEzrFwy8TkgjjvTM4OHTrQrVs31q1bR/XqZgeIS4EkSfh8VnRDwGLRsFkjponvVYzLGaZrFwfTv4j6mXz8aYhrK4m88LyLsAI9XnBy8JCOyynwxZchEhNFRrzhRtchokAkrDPrDLtqa9aqYAiEQgZb/opmbOp6tLzwxhtldD1CIODiq5kKM76KZo3eeouFTs+ZO+XngmaoiOJZlKsLIgJi3umungru88i+Kl4s+vOvrXDNNRf3mkxMrmQ0zcrhwxqq6sDlUjAu4oZJOGInGIQKFSTuutOK0ynw49wIuh71WvzfMw4WL41w7LjB8y96afWUg84dnXR93kupUhJVq0jM/0XhgYY2vF6Dd8YHqVtHplePaHanKMHixQp//a2RnCzQ+ik7PXr56NPbydFjOl98GWTUcA9+v8HuPTqzZofZtk2jbRs7TR6UMIz4TRRM/nsUxcq8nwXeGJGOrsNHEz2MfDNIzetlundz4nAIiBIsX67wQg8v/3vWQaOGVlTFrCQxyYkoimzeYrB1W87vRyAI730QpncP61mXrguCQDhiRVEkRMHA7Y6YVUwmZ43fb+OVAQF279a5poxE2WskSpcWeLWfC0mC0qUlLBYDVYG9+3RGj/QwdVqQr7+JsH2HxiMP2fjy65yenBUrSEx4P9qwSNPgmY5evvoigYkTEti1W0OUokLpCz29BKOHoetw/LiOwyFgGLHl6lu3qfj8Vn75VWHpMoWxb3p4oacPv9/gyZY2nE6FC/naC4JKyxYO5v8SP4Z58nEbLteFvYaJyblw1iLngQMHYv5duXJl2rRpQ+vWrWnbti3169encOHCiGL85NCiRYte2JXmcUJhB4sWG3w4KciRozpVq8g839VBqZIKkpQ3RJG8hq7rXFdNx+W08cmnYW64XuK555x88UWIRUsU7HaB5o/YufsOC906Ozl4WGf27DCiKHDLzRYMXUCWct82s1pB1QxCoVihvGBBEZczgt/voMvzAf76O3tGmveTwqLFCp9P9ZA/39k3fsrLaLqKJJzdUCuJUt4ROU9AhfLn/nsOh0DBggZ//W3Q4D5zW9jEBCSOHrMz7t0Qi5ek4XIKtHjURrMmLhyOCxunBUHA53Py2ecRvvk2gqIY3HqrlVZP2nm4mY20dAOHQ6BAAYFjxw2KF5P4eX6ElHwiPXt7OXhIp1NHByPfjIqQ0ilz0oqVKitWxjYiaHC/lZ4vOhkw0E/t2jJlykgoCrz8kpuxbwdZvUYhX7JIy8dsvP6qi127Vez2ELq553bZcuiQzNA3sv/OBtEspNVrVFavySnES6JAKAT58ylcYT0jTS4Boigxe07u66QFCxW6dnLhcv2zyKmqFvbuszB6bIgNG4MUKCDydBsbt95ixW4PXszLNrlKCZzSXX3HTo0dOzNjpqhwOel9D/sP6nw4KciBgzoVyks828FB0yY2vN5oGfuDD1j5YXaEUNDg5puthEIGL7+Ss0nPx5+EaNPawQs9c2/gU6iQiCgavDki6uX5zbdhlq9Q6N/PydcnGxyFQjBteogmD9rYtVulXl3xgoV9wzAoU1rnoaZWvv4m9t6rW0emfv0Lfw0Tk3PhrEXOO++8E0HIGVAahsG7777Lu+++m+vvCoLApk2bzu8KTYhEbLwzXuGbb7MHjdVrVFq19TH+bRfX19DNgeMqxDAsqKpA5Wuh/dN2UvKLrN+ocsstVkDgl98ivD8xyK+/Rhg90s2GDQpenwGGwWsD/fj8BuPeyr0e+N57rGAQ47HmcgmULiVgtWqs3yDHCJyZBIPw7nth+vY++53yvIyqK4jC2TmDSIKcZxoPpaWB+zw8OSGazblly0W9HBOTKxJBEDhy1M5jT3izmh2EQgbjJ4RYsFBhzCgnDsf5Zzn6fE7aP+tn775sFXHO3AhLlyqMHOFm6rQQLzzvYP9+nVAYjh7VqFZNonJliV0nAz+nQyAtLbqZdvCQRpnSIjt35VQlExMFLBaBBQsjvNrPhcMRXWOqKnTt7s3KADl0WGf02CDLV6j06+NE188sRkiShN9vQTfA5VQxDDXrMcOINo7Q88i4e+mx8OnU2HWC328wbIgbTYMD+zW+/iac1axCFKF8eQldh3XrLZQvJ2CxmOsMk2wEATye3Dc4XU7hrEpvJUliw0YLz3X2Zfn879+v8/rgIE0etNKtqw2rJU4HGZM8iWHI+Hw2Dh8xEAQoWkTDbpeQT+mufjrNH7Hx64IIn07N/h5t2Kgx+ZMQ3bo40DSDr2aGueN2C8+2d7Brt8abYwJs2hw/pj9y1CAYNChfToqbyex2CxQpIjL2rSC//BZB0yBfPoEXn3dSvpzM6jXZa4GlyxS++MyJ2yNhtaj4/U4EwcDtVs57PrTZQnR6zs7DD1n59vuoxcwDDa2UKmXgsJvVFiaXlrMWOWvXrv1vXofJGcjwynzzbfxF/OBhQT76wIHTYe44Xj2IpKY5+GRKBCWi0r6dnaQkgcmfBlm3XsXnhZvqWxj3lod+r/rYuk3DHzCofK2Fd8bHmkbPnReh03MOxr0b+/0oWULkkYfs+PwGnpMeKrIMo4a78XiCiKJ4xp3yhQsjdO/mxuU0g49/QtXVs/LkhKgvZ17I5FQUA5///EXOEiVgzlzQNCMmM8zEJK+hqhbeficUt5vrxk0a23caVKsinJe1jSRJrFylxQicmWR4Deb/EmHgay4WLFT4emaY3Xs0al4v0+k5J3YHWQ2I9u/Xs4KyT6aE6NvbRa8+0TK5TCyW6Pyzd6+Kz6szbkKQJx+3c21FidcH+eKWuC1brnD0mEG+fLk3yQsGnSxaovH59DChsEGjBlYaP+hh6dIIn38RJqIY3Hu3lWZNPCQlhdF1c067UERRxDCMkwK1wMFD2X+brp0dpGcYfDQ5RFq6TvWqMl06Odi0RePjT0K82N3Jli0KpUraeLajj4EDnNxxu4RhmBv5JlEUReHhZk6+/Cq+ANniUStud+Qfs7u9PiuDhgTiilPffh+hbRsPKflNkTOvIwgyXq+NtDSBr78N8933YUIhcDhgQH8ntW/Quam+JW5TvLvusNKrj4+SJUSOnzCIRAyGDHSzfYdGz95+UtN0bqhp4dZbLIRCBpIMxYqKuYqcVatI/P5HhL4vuejW3UuG95Q5VIZ+fV0sWx6hfn2ZBx6woWsGwRAYus74CbFxoNMp4HTqBPwiIyYoLFzki1YIPmzjkYdduJyB81o32GwhSpWEF5+3AAKqGjSt9Uz+E85a5Pz000//zeswyQVRFNm0KffF3f790QHKafpsXxUIgsChQw7advDSr4+bg4c0jp+AfftVbqxrpURxmUKFRARg2YoI499OYP9+DbsNgkGd0qXErOwZgG++C9P8YRuffZrA7B/DnEg1qFXTQqlSIm43rFmjEY5A754OqlezULKEAmgIgoXEMzSFcboEBMxJ62zQdOWsPDkBZFFGzQMZRenp0Z/nK3KWLAHhMOzcBeXKXrTLMjG54giFZBYtzr0j6ty5CtdfJ59X4z5VzVkW6nIJPNjIyg03WKhQXmL/fp1IBNq2cWCxwLsTgrR5OoOxo9x07exkyxaVGV+HeO5ZJ31e9rF/v87b4wKMGOZm8xaVbds1ypeTuLaSzNTPgjz8kIM9e8Ns+Uuj1zofn3yUwOYtua+BVv2ucG2l+GVwwaCD3n1DMSXRxYpJ9OrjZ/367Mcmfhhi5rdh3h7tIX9+Cy7X+QV3eR1VteL1Wdi4SUMUocq1EgkJKrVryaxZq/JgIyuRCHzwYZBOzzkRJUhLNShQQKRxOZmG91uYOi3MY49G/V+tVhg+MkitWi7cLjMLyCSbQgU12rS25WisWaWyxAONLGe1WeH3i1kZxPHYsEHjzjtEdNMLI08iCAI+v5PPp0f4+hsfSsTgllusvDXGw8hRAf7eqtG7T4Avp3t4qZedtu1VMjIMChYQ8foMrq0okZIi0K+PiwMHdYoVFSlSRGTKZyGOHtXp8LQDl1vgr79UevT28crLLt4eF6RHdye//JbTu9LjEah1g4UNG1W++DLI0CFu/v5b5e+tGsWKitx3r41NmxSGjwgydrSHjl28JCUJdHjaQZnSIlv+io0tGj9gAwSGDg+wbHn0uWDQ4P0PQvy2QOGdsQ6czvjjriAICIJwxnsjrzULNrn8OO/GQyaXBsMwcLnOnKkkmX/Fq4ZIxMobI4N0aOfkm+/CJCVBnVoWJn0UYvuO7BmvYEGRUcPdDHjdx/YdGvVvtPD4Y3YGve7iw0khFixS0HVISRGoXl3m0CGdQMCg+SM2ihQRUSJw+LDO7j06CAb161ooXMhAEKILRkVRaNbUxeczctkpb27D5YrE3QE3ieVcMjlFQULNA5lEqWnRnxcicgoCbN5sipwmeRvhZHnvnr06Pl/OATkx8fyyOOFkt9RT1h/Vqsl06ejgq5khEjwCvfv4sprWAeTPJzDodTdvjPAzbkKQ++614XAIXFNGYvUahQGvuHhvYpAtf2l06urlsRY2unRycPiwzl9/axw9FvUhe/UVV5bn2IkTOrJMrt6MSUnxAy1BENi6jRiBs2hREVUhRuDM5Ngxg5nfhbFZodWTjgsq8c+LhCN2ZszQee8Db9a6QBShVw8HjR+wMWVqiJaP2Xmlv48+vV307efj+Ins72WF8hKjR7pp2cLGgYMaVSrLhMMQDhtkpJ9fkzqTqxerNcxTT9hocJ+Hb7+L4PUZNLzfQrmywln7EMv/EDu53ec/dppc+fj8Dp59zh+TODJ3XoSlyxTeHOGmYxcvigIffRymb2+RTyYlcOSoweYtKteUESlUUKJjVy/7TxHSSxQXGfOmh8VLIkz8MJiVyfn6ADdLloRp1MDKZ5+HGDHMzTvjg1n+ntdVl/nfsw7e/yDA0+2cvDM+yI9zFCpVkihZXGL1GhWPR+S66hKqBnY7fPJRAseO6Xz9TZiFiwwGveZmxldRAbNCeYl6dS2sXafTtrWDNWu9hE7ZK/17q8aWvwxq3RAr8ouiSIbXzr59cPCQzjVlRAoWNHA6Qua9YnLZYcpjlzmGYVChvIjFAvE2RerUlnG7rv7Mr7yCosgcORKmREmRUWMU3hvvYdSYQIzACdEO6C+97KNDOwcDBvr55VeFZcsV3hnroVNHB61bOUhPjwqbBw9rFK5iwZMgMHNmmDatHezcqTLyzSBvjfYgStEJ0e0OxXzHChRQebqtjQ8/ihU6K18r0bSxBcO4+sW4i4FmqIjnVK5+9d/PaWnRn+cbuNpsAkWLGmzabPDgA2a5ukneQxAE/H4HBw9B0yY2khJFFMXg7XFBDh3ODkoaNbSiqufbfEil5WMOfpofweUS6NLRQdfuXh59xM7UaaEYgRPg+AmDVwb4eLG7iz4v++jwtEi//j6GDXHTtbuP7derDHzNRWKiiM+rY7MLDBnmZ9XvKgVSRB552E5ysoA/YJCcHL2vN2xSuetOK3Pn5ZxvBAHq1ZHRtJyZrKIo8813sYumWjVlFizKfd769bcIHZ52sGcvVKpoChznwvbtAhMmxv4ddB2GDQ/y5XQLo0d5CAQMnm7n4JUB/hiBE6JB9dA3AvTu5aRUSYH0dAO7PdogQ5ZF/H4nCAZul4JhXP1zpMk/Y7OGKVY0TNfOMoIgoKrnJrS4XSp168isWJnz+2SxQMUKojkG5FFEUWT1Gj1G4MzE6zWY9WOEe++2MuvHCPv2afj8dvr297NmjYrdDpPeT6BHb1+MwAnR7ur9+vtoeL+Nw0eizy1brrBylcKbIz1Y5Oi5UwoIdOviACHaiE1RDBI8Al06ORk4OHsDbssWjS0nKx1aPWln+w6N/Pmj3tYv9PRy9Gj29/f3P7y8PcZDo4Y2lIjB0Df8dGjv4KtfIjS438bMb7JjvZT8Aj4f+HwOEHQ87giGYXDosINn/ufj2PHs81asIDF2tBO3y2xGa3J5cd4i5zvvvHNWx1mtVpKSkqhUqRLVq1c/35fL07jdYYYPdfFiL3+Mx0z+fAL9+jqwWuN7yphcOShKtMxrwwadzp0c7DgparpcAr//EX9Bv3+/Tr58IpIEmhZtCDR9RphSJUQmTooNNvLlC/PRBwm0fzaDZ9o7KFde5oXnnbw+2M9ff6sULSLy7DMO6tSWsVmjvi1Wa5gnWtq49x4P33wXwZdh0KDBue2Um4CqKUjiWXZXFyS0PODJmXaB5eoApUrARrOfnUkeRBAEUtOcPNcptiFQsWIir78WzZI7dszguWft5M+XmyBkIxiU0I3chSPDMChVUufhZlYsFoFp00OEQlC7loVPp8YvkT92zECWwXPy3g4EIV8+kWlTEth/QOezz0M89qid4ycM+vbLzvrbt19nzFsB7rvXykNNrQwb7ObIUR2v1+DBRjbWb1A5cCA2YOzfz4nHk7tnnuW0YVfTQT6Dh68sCegaLF+uUqWyhGq29j4rvF6dDybF/zskJwscPqKTP1+0Y7rTKXDkSPwSxyXLFI4dMyhVUmDxEhWXU6BoEZG9+3X69PVhtQk81NRKi0ej5eumAGUCnPd9arVG6NfHSdv2saKNKMIbQ1y4XHnHj1PXrQSDsrmRcBJdl5j9Y+5r8cVLIrz7TjRJpNYNMu9PDLF1q0af3k4KFRIxIG5jIIDNWzQ6d4xNfNA0mPhBgH59XfTu6aRzF1+M3yZEeymMHO4+pXt7NtWqyhw+ouNyCTgdAidSoxmaw0dmC6KaBm+NC/BwMxuDhwZ44nE7P8+PsHmLSvt22Z53991rpWEDG59+GuS1QSopKSLtWtuoX9/Cc51i7xWAv/7WGDwkxOsDbFjMRl0mlxEXJHKe3m09c8Fx6uOGYWT9u0yZMgwaNIiaNWue78vmSQRB5YaaMPNLD3PmKOzeq1O/nkytGyQSEoLournQu5IJh+18MkXj40+9AJQvJ9HkQRtAVkfa3FA1A5sNAifnsUWLI9z+ck7l6MQJg5nfhOn4PzvpGRrBoEDPl3xZz+/ardPnZT9tWtlo08qKLEezXawnd8q7nedOuUm0u/q5NR66+heXaWnRTAmb7fzPUbo0LFsBPp+B221mc5rkHYIhGz17B3I0BNq/X2fEyAADB7jIn18gJb+K1RqOaQQTURz4/TInTujYbAKCAL//rlO7li2uF2W0W6qDDK/MY09Edyfs9vidZDNJSzO4524by5ZHg8QTJwwWLYlQ+VqZTZs0PB6BgYP9cc8xd16E9u0cdO6WweHD0QMKFhQZOMDF8RM6ixcrJCWJPNzMRr78IWQ5fiCq6yqPPORg1o/ZmZsrVii80N3FT/PjZ3Ped6+VhYsVbrtVNue5cyAcISsr6VQ8HoFhg90MHxUgPU3ng/cTOH48d39Vw4D0DB2vTyJ/fhFVg54vOhk01E8gCIGgwaTJYX79TWHCeCeuXPziTEzOBsMwyJ8/yKcfu/ljtcbSZSoli4s0aGAhKTGMKF79azFBEDmR6uC9iWF++dWH1Zp3NxJEUcTnt2HoAk5ntMt4bjidAitWqhQrKlG7loWRowKMGuHhnXEB1m/QeHPEmXfww+Gcn+uGjRq6DnPmRnIInAB79ups3qIxcICTUWOCpKVFNxTvvsvKgw/YeHWAj/793HTr4mTCe0E6d3TmOMeWLRop+UUqlJeoX89Cl89DlL1GymoCWLasxB23W3n+hewNyP37dd4YGWTsm3LccR5g8VIFn99OcpIpcppcPpy3yDl06FD+/PNPPv/8c4oWLcp9991HkSJFADh48CDz5s1j//79tGjRgiJFirBq1SqWLFnC008/zZdffknZsqaR2rkgiir586m0bhUVmzQtgq7r/9g90OTyRhRFNmwU+PjT7Ilh23aNevUsCEJ0R9lqhUguFXbFi4kx/3Y6BCJxJk+AhYsUxjZzM3psgGLFxbjHfDIlzCMPe0hKjH1BM6Pl/FF1Fbt8dp3BJCFvdFdPSzPwuMmxUXYuXFMmGhRv2Aj16l7EizMxuczxeqVcm/Fs3aZRqJBAwQJ+IhEbR4+62LRFw+MWqFhBZtt2jW3bFb78KsSRozpVKst0es7BgoUqt97qyFU42rVLw+kUEEWD5GQRpzN7c+10SpUUKV3KStfuXooUEUlN1ZnxZZjK16o89z8Hokjcju2Z/LlOwWYV4GRzuyNHdJ7t6OXpdnaqVZPRVIP8+cNZAqcoRuczRZEJBCwYgNOhUrKkwX33WJj7U/S4Y8cNvF6d2261sGBh7DhbprRI7drRDNW+L9nRNDNYO1s8boHrr5PZvTt23fDYo3YmTQ6yfXv0u2qxGBQpEn/tAeB0gCQJ6LqBywXvjfMwYKA/R8nnzl0669bp3FTfbApjcmHouo7H7efO20XuuUvCMPQLsPe48khNc9DySV+Wn3MgEN1I+OVXhffezTsbCaGQkwULNSZ9HOTYMZ36N1p46gk7P86JH3w90NDGTz9H+HOdyo31ZEaO8DDzmzDrN0THOrtdQBSJG6NLUtRy6XRkGUQBli3LPQaYOy/CSz0dvNzHhSxFPbkXL1bo2dvL6wPclCopMniYn81btLhCqiRFvanbtHbQ52Ufug4PP2Tjq6+j891jj9oZPyFndajTKXDwUO5jrWFAKGhAUq6HmJhccnJfbfwD5cuXZ+bMmXTq1ImffvqJ3r1706pVK1q1akXv3r356aef6Ny5MzNnzuSmm27iww8/5KWXXiIYDPLBBx9czPeQp1BVFUVRzIXdVUIoZGHih7Flf4YBAtCrh5P0DJ0Wze1xf/e2Wy1s365x5x3WrMcaP2jj51yyVJxOmPdThIcfsvPjj/GP0XXYvVu/IPHJJBZNV5DOsru6JEp5IpMzNe3CStUBChQAjwfWb8g7mQYmJhANRP/p+VDYyYhRGs2ae3n5lQBTp4XZuk3jh9kRRo+NZoGGw9HGPO2f9VK4sMyOHUaWYHgq/oDEl1+HadTAxh23W1m6PMLjj8Wfl+rUlilUSOTl/n4EoE8vF5M/iVqgbNqs8eprfg4d/od71hAIx9EYp0wNUaWyzH33WpDlCOGwnQMHXfzym5U1f9rZtt1Crz4BGj7opW8/hQyvSM8XbUwY7+K2Wy3UqS3jdEKf3k7Gv+3mlpst1K0j0+MFJ106Oek/wMfwoS48blPgPBdsNoG2rW1YLLGPX1c91u/w2DGDTZuiPojxePIJOy5n1I+1ZEmRTl29OXxfM5n1owKc3bxqYvJP6LqOoih5akPfMCx89HE4bsO6XbujGwnx5oOrjUjExptjIwwcEmT//ui8+OtvCmv/VGn+SM5yoxrXyZS9RuLPddHvyidTQnjcAj/9nB1XLVmm0OA+a47fBXiwkS2uN/Tdd1o5clTH6cw9/nI5Beb9HMFhF9izV2fO3AgFCoi8Nz6BDRsU/t6qsWGDiiiCzZ7zPHfcbuWnnyP07Rcth7/vHgt33G7hheftPNjIStlrRPbsyakvZGQYFCqU+3fB4cCsqDK57Djv0eutt96iZMmSdOnSBUnKudAQRZHOnTtTqlQp3nrrLQBat25NsWLFWLFixflfsYnJVYSqijHG0Jn4AwY+n0HZMhKVK0u0a2PHdbLLrdUKDzWz0eRBW7QDe6JIoYIit9ws06SxjSW57AI2ftBGeoZBgQJCDk+VU3E4zIYLFxPVUBGFs0uazyvd1dPSwHWB3XIFQaBMGfhz3UW5JBOTK4akRIE4yy4gmv1fsKDA3HkaP87NHksefMCGLAtxM1MMA94Y4UeWRQwj3okFVqxUqFvHQrmyEgsXKuTPJ/Lcsw4SPNF5yWKBBx+w0q6Ngx07NR5/zMY7b3mYOCnIzl2xQdP69Qp168gUKSxSpHDsMtRigSJFxLhlceEwSCKMeDNIhtfDy/0jPNrSS7/+ATp18dG1u492bRxUryazdLnKE628hMIC1aqEGPSaxIhhMnffqeB2ebmuepDX+tvp3dOJwwFp6RqfTHJTu5aCJOUdoeNikZTfz9vjdcqVy114PHxE5733gzze0kHjB6xYLNH1TMWKEl07O7j2WpliRSUOHtQRBc4Y7LvdUasFExOT8yMQlFmwIPeswR9mK7nMB1cXaWkys+Mkfrw9LkjZMhJTP0ng4WY2GjW0MmSgi2ZNbPR7Ndvu6/BhnXDYQDtlP+bz6SFuucVKyxY28ucXKFFcJCV/tDlQ80dsfPlV7EZasWIi7drYKVhA5LFHc/dxatHCRunSMpGIQdWqMvXqyKxbr9C6XQaTPwmTnqHjcgs8+ICVJUti/7ZFioh07uggJUWgSyc70z/z0KuHBZfTS/VqIfr1FShUKP7r6jps2aJyU31L3Ofbtbaf0R/bxOS/4LzL1deuXcstt9zyj8dVqFCBhQsXAtGgtHz58ixZsuR8X9bE5IrnVH80m02jenWJn36ODegWLoqgadFGQoGAQShkMOAVF5IU7Sg7/9cIvfr4GPCKi3LlJKpWlVCUqM9L35ecDB4aW2JSv56FenUtzPdHWLlSpWIFib/+zpkh4XIJFC1iRg4Xk3PK5BTySCZn6oWLnABlr4FZs6Pf+3jlPyYmVyNut8JDzWzM+DJnUNGksRVDh48+jq0QSMkv5NoIAaKNf6zWaImddtphDofB3XdZ6dPPx8g3XARD8MbIADffZKFfX1e0zE6E3xYozJodpmpVmbR0gznzIqxfn3M88/kMXurlYuUqBUOHUqUk5s6L8N0PYQa/7ubzL+I3NSpQQGD7Tg1RFJj0UYjlK2LP7fcbvPyKj2FDPHTt7iUQgM+nR/jfMxKCEMlq0gdRPz6r1U+hggIN748KrWaJ+vnj048xan0THnm+L0Uc1REEyOcuhM0mZ2XlbtykUb68TI+eXho/aGPKxwkoSrSzutMpULSwiCAYJCdFM3kfa2FjxKhg3Nd79BEruh7/ORMTk39GFAwcjmxbkNNxu+LPB1cToijyZ5w5CqKbf8NGBPhpTiLlykn8sVpl9FuBHIkplSvLRCKQ4BGyvDQ1Dca+HeDVfi7uvMPK/gM6xYqKqCrM+znC22M9LFmikJqmc+vNFmw2gU7dot3Qf/gmkZrXy6xeE3tdTRtb8bgEwiH4ZEowJks+k2srydx7t5U7brdGbc4ESE3Vua66TJ1aFvbuVWnWREfXdTQtW9g1DANFUXA6ROrfaGFpnGSZjyYH+XJ6Ih98FOLb78IoStR3+em2dh5oJAJXf4KGyZXFeYucqqqyf//+fzxu//79aKeMkFarFduFdJswMblCCYUdHDsmsG2bToGCAqVKCnjcIZ7t4OCXX5WYhcSkySG++SqRNu3SGTLIQ5duXn49bcf1ycdthMPwRKuMmN9t29rGd18ncPBgtO7daoVg0OCjyUFmfhuhcCGRN4a66dLNG2NuLcvw5ggXbnf8ANPk/FB19ZwaD+WJ7uppcDFsmcuVjfrVbt4CNa678POZmFwJSFKEZ9s7SfAIfPZ5iGAw2gzosUdttGntJBxSOXYsNhDbt0/H8w/lZB5PtGHPqUQiNrZt03n0ERt/rlP5XycfM79MZMrUIIuXKCw+JVukbFmRkW94+HurRiBgcOftFr77PkzolCnl6bZ2RFHg4UfTs/zKRBH+94ydLz5LwGoXmPhhfDueTv9zYpENGtxnpXdfX9xjAkE4dFijaFGRAwd0lixVaN3KjsOeWyBrxKxRTc6PoOJjb9p2xqx8Ouuxe8o9waMth/Hp5Oj89+13YQYOcPPHGoUmTWwcOKgT8Bts3qIya1YYQRQY95aHYkUF1q3XaHCfzE8/yaxdF/u3a/mYjWJFdbPixMTkAnC7FVo+ZmP4yPibBS0ezRsbCa4zZIzXvF5m3k8RypeTGT02kKM/gt0ebfzzyachnnzCzvgJ0c8rJUXgtf4uXhsU6ylcorjIK/1cvNLfR9myMk2b2Fi5SsnK7LTZYPtOjYGvufhzncay5REsFoGb61vYuUuj5VMZWCzwyssubDaBHTs0mjW1UbSohK4ZJHggw2vwzHNeJBFq1bLgcQvMmhXm+hoyVSpHbRlyw2qN0Ke3k7btY9cQggD9X3HhdAbp1lmgXWsP4XB0AzQhIYKumxuEJpcf5y1yVq1alVWrVjF79mwaNmwY95jZs2ezdu1a6tbN7gpx4MAB8ufPf74va2JyRRIIuuj9UpA1f2Yv1hMTBd4f76Zo0QgfvOfm9UGBrLK+qlVk7DYYOzqBH2aFGD7MzTvjg2zfEQ3Gbqgp0eB+G0+0yoh5nUIFRerVtfLZ9DCzZ0fQDbjjdgvt2zpIyS/QsoWNW2624nTCZ1MSWLZMYfUalXLlJO69RyYpMQyYAd/FRNWVcyxXv/ozOdMzLtyTE6BY0ajX7Jq1pshpkrew2wO0bS3zyENuQmEBuw08ngjJySKHDmlUvlZi0+bssfzjT0OMHuXBYoF4MU7tWjIJHgPDEPH5bBw9BpoKDqfI19+EWL9e4a0xCYRCBppmMGq4h3HvBtiwMfoaL/V0UrCgSO8+Pnbt1rimjEThwiIffZDA+AkBqlezcM01Eh63wDPPeWNeW9dh/IQQFSvIJCfDiDfcvD0uyG8LohUN+fIJdGjnoEYNmRlfhXigoRwjnJ7O0aMGiQkCBw5AUpKILJli2L+Ny+LBIllRTskO+mnbVHrf1JCnrbcw/TMLaWkGvy4I89X0RL76Jsy334UJBQ3q17cy5k0PY98O0LFzBh99mEAwaOBwhBnxho0dO238MFvB6RBo0thCoUIaNqu5GWticiFomsY9d9mZ95PM2j9j152PtcgbGwm6rlOlioQsQzw71gcaWpn5XYRff1P48P0EBg728/fW6Jx3bSWJV1528cGH0Q2/2rUsdO7o4NOpIZ5u42Dkm4EcTdP27tMZMzZA29YO0jMMjhzR+fKrMCkpAjabQP16Mlu2qBQpJFGzhojDbuW778O8MsCf1QE9HIYBr/uZ+kkC23foTJkajQ2LF5f4XwcHtW+Q+f6HCLoOy5ZHJ/tePZyULBGJyd6Mh2EY5M8XZMrHbv5YrbFkqUrx4iKNGlhISowgitEPKSEhexFhtggxuVwRjPMcwVauXEnbtm3RdZ369etz3333UbhwYQAOHTrE3LlzWbp0KZIk8dFHH1G7dm2OHz/OrbfeStOmTRk8ePBFfSOXO6mpqTkeS05Ojvu4Se5ciZ+ZrlsZMUrn+1k5J5fERIHpU10kJIQIBGz4/CICApIcLSHx+WDNWoWyZWUSEwWUSNQAOhzR+fU3he++jz3nuLc8DBriz9EFL18+gUkTE/j7b5UZX4W59x4rtWtZSEwEtyuCpmmXteF6cnLyRT3fv/Udivf9fHz6DVQrXI8GFR7/x9+fvPoNnBYPQ+6d+q9c3+WAphncfrdBi+ZQ/8bYHXSPx4PX683lN+Mz8UMDSYJ3xl79Bvlnw6UYI6+U+zEvkpycTHp6Opu32Hn6mdhsx149HOTLJ9G3ny8mMMmfT2DSBx7yJYdZv0Gmd98A3pNZ/hYLtG/noHo1CVWFn3+JcOvNVkTR4ESqQUqKRHIS/P6Hylvv5Mz66fmik+rVJN4YEeC66jJ79uosWhw/k+S2Wy282N1Bm6czuOcuG/XrW9E1g2AIvp4Z4poyEoJgcG0lCxPeD3LocPzoavhQN4OH+knPMHhrtItaN4Qv+2aNF3Lf/tf3Y3JyMifSjzPx94F8sfbdHM8/XuMFHi7/KuGQjM0KL/T05bDLcTpgzJseur3g5ZW+LqpUkUjJ78cwDARBQJajG4VnykIyic+VuG6+krlU9+PF+rsGgw527IQfZik4nALNmlgoWEDDZssb2Xm6LrNshcxLfWO7ihcoIPDpZA9ffR3mlputSJJAaqqOboBhCOzapXH7bRZWrFQYMixqEXZjPQtNGtsoVVKk5ZMZubwifDEtkbFvBxAEaNnCzqGTvp61a8kIAmxYr1KuvMzzL3pzVGUA1L/Rwu23WbJe91See9ZBmdIivfr4SUwUeO5ZO/fcJWCzndvGkCiKSJKEYRiXZXx4tt//i30/mlw5nHcmZ506dRg9ejSvvPIKS5YsYenSpTHPG4ZBYmIigwYNonbt2kC0xH3EiBFUqVLlH8//7bff8scff7Bhwwb+/vtvFEVh6NChPPTQQ3GP9/l8vP3228ybN4+jR49SsGBB7rvvPjp37owrjvmbrutMnTqVL774gt27d+N0Oqlfvz7du3enRIkScV9j0aJFvPfee2zcuBFBEKhSpQodO3bkxhtv/Mf3Y3L5IkkSXp8VQxewWjWs1shF3b30+Sz8ODe+cJOebrBrj0G1KgaSpCNJIpEwWK0Chw7rSBLUrW3lg0kBypSRKV5cwu/XqVdH5rNpsQuQGtfJbNyk5hA4AU6cMJg1O0zt2hbq1rHw0cchRo0OcH0NmW5dHBQtopEHmij+J6i6iniW5erRTM6rO4jL8Ea9ji5GJidAhfLw7feczPwxfTlNTHRdp+w1Cm+NdjH0jWDWnLB4icprr1r4ekYCP85R2LtX48YbLdS+QSQhIcDRYw66PO+NsT9RFHj3vSAzpiVw4JDGddUtJCQKOOwi/V714vcbvD3Gw4T345c1jhsfYNLEBDZs1LipvpWjR3MPlg4f1lEicOJE1I96+ozYOW79BpUhA91M/iRE2zZ2hr6RM8Are41EKGyQnmHwUFMrlStz2QucVwOCLtLqhh5ousq3Gz7KqkioV+oeHqv5LIZf4u89KqIgxPUDDwThy6/CNGpg49hxneQkMWsdlukXZ2JicvFxOIJUrSJQ47rMjYSc4+rViCAIqKqFcESkTm2B77728P0shX37dG6+SaZWLQmM6BzYtbuPSMTg1lusPNzMxvCRAbZu0zh40EbVqjKvD3DxyadBli1XWLFS4e0xnjO+dmqqzvNdHfy9VeP5F70x1RUPNrLyyMM2bDYhrsAJ8HAzG6++7o/73AcfBpnySQKzvktAknQ87jCGce4Verqum3OnyRXNeYucAPfeey/169fnxx9/ZPXq1Rw9ehSAAgUKULNmTRo0aID7lEi2UKFCuZa2n87YsWPZv38/ycnJFCxY8Iz+n4FAgCeffJLNmzdz880306hRIzZv3sykSZNYtWoVU6dOzeED2r9/f2bMmEH58uV56qmnOHLkCD/++CNLlixh+vTplC5dOub4b7/9ll69epEvX74soXX27Nm0bduWMWPGcP/995/V+zK5vAiFnPw8X+PjKUFSU3VqXm+hWxcnRQqHs9LyL5RwJH4ZRCZHjxhEyjsYNTpC8eLRncC+/b107eTk5f4+Jn/ooVFDG+++F2TrNo3ixSRKl5KodYOFVb9nn/i66nJcs+hM5v+iULq0xDvjs4PRZctVVqz08uH7bipWMCe0fwPNOAdPTkFG/YdykiudtLToz4vReAigYkVQZ8K69VC3zsU5p4nJlY4sK9SupfPxRw4CfhFZBpdbxWrx47AbtG0tIwgCmhbNchQEmZnfROI2mXi8pRW3W2TLFoUZX4Xw+w1urGfhw/c9bN6ioulGDq+yTAJBSM8weOZpO/v3a1SpLLPlr/gBV/VqMpb4zVuBaJmeKEbFzrp1ZF59xck744IcP2EginDnHRae7eBg5aoIX073kC9ZxWq9+j3lLhfshotn6wzgiZrd8IXTcVrduORELIadNEUgX7LIZ5/nnh22ZJnCS72cFC0iYrWGz7huMjExuXjktY0ERbGyd5/MxA/C7NodoVw5iWfa23nqCRGr1UDTInh9dp59zs+u3dlx0Zy5EZYsVXhzhJuu3b0UKCBSobzMunUKL3R3UrSIRGqqjtstIorxS7klCQoVEtF1EAWBx1va+ebbMOnpUUHz+1kRrq9hoVIlgWsrSezdp9P4ARtVq0iEwjDvpwiiGG3gF/e9qbBnr07pUiKaCrJkxW4350GTvMcFiZwAbreb5s2b07x584txPVkMGjSIUqVKUaxYMd5//31GjRqV67EffPABmzdvpkOHDvTo0SPr8ZEjRzJx4kQmT57Ms88+m/X48uXLmTFjBrVr12bSpElYrVYAHnjgAZ555hkGDhzIhx9+mHV8eno6gwYNIjk5mZkzZ2aV5Xfo0IGmTZsyYMAAbr755hhB1+TyJxS2M3hoOKahz9Jl0V24jz5wU67sxRH9HA6DxEQhawI7nXLlJKZ9obB8hcKr91rZtk0jJb+AohhUKC+xbp3Gu+8HeaipjScelzh2VGfYiAADB7j4ZEroFJ8WA+cZDLSdTti9O+f70XUYMizIu+/YsNvPrZxBECR8PhuqJmCx6HjcEbOJw2louooknt1QK4kyYe3qXoykp0d/XqzhslBBSEqE3/8wqFvHzOQ0MclE0zScjiBOR/ZjmUUKp5efaZrItjjd19u1sdPwfhs9X/Jm+W8C/PKrwpKlCuPf9mC1xr/v7HZocL+N/PlEGjWykZqq43KK/DA7nNVxOxObDVo8aufgIR2rlbiiaYECQlbFwQeTQnw8yc1nn7oIBAWslmgjDas1SPFi/KP3mMm/g6hLJIgpJDhSog8Y2T8cDiEr216W4c47rNx8kwVRhOUrFFavUZClqI1PMGgjELRht2k4HBFzA9bExOSiYBgyS5aK9Hs1285l776oBdibI1zUraMjCLBmrR4jcGaiKAYHD2p8PiWRvfs1du9WKVxYYvs2jWPHDG64Xmb/QZ0G91mZ9WPOeahZUxv79mkMGhIgLT2aXDNkkJtpn4eyGvlN/iTI8KFuXu7jxOeDadNDzPw2hMsl0PgBG4UKnbn0zmKBvXt1Xujpo3o1mZFvuHA6MzM/ZfwBKxjgdCoIQvQ1RVEkELQSDktIooHLlf2cicmVyGVboFq/fn2KFSv2j8cZhsGMGTNwOp107Ngx5rmOHTvidDqZMWNGzOOZ/+7WrVuWwAlw2223UadOHRYvXsyBAweyHp8zZw4ZGRk8+eSTWQInQOHChXnyySdJTU3l559/Pq/3afLfcfy4lKNjOYCmwZA3ggSD1ji/de4keMJ0es4R97lqVSWcThElAu+O8+B2Cxw5qtGyhQOrTaBtazuJSQKv9HWxYGGE1wb6+Oa7MC2a29m6TWPSRA/VqkYFtN8WKDRqmPs1P/qInfm/xA/8tm7TCIbOLtswk1DIyfQZEo+29NOosZc2TwdZsMhCJGL751/OQ6i6cg7d1SVU7epeVGRmcrovUianIAhUqAArV12c85mY5EUkSaNatdhx6tZbLBQpLPD3Ni1G4IweD7fcbCUQMHC7BFJSYoXOcuUk3hrjIRwyaP10Bq3bZTBnXoRwxGDyhwlUrJD9WhUrSIwY5uHECQ1ZhjKl44+XnTs6KVFC5L3xHlzOqOjpcgUokOInMdGPJEU32cyNtssPt8tgzRqF22+1UKigyLi3PCR4BEa9GeCNEQFEAd4c4aFuXZmdOzUmfhihUWMvnbqG+XurHU274JwMExMTE3x+W1wvS4DXBgXw+mzousSs2TnX4uVPzmtLl6s83iqDV171s3GTRpEiIus3qrz6mp9t2zVe7Onl1lusPPaoDbs9+rsOBzze0k7bVnYOHNTp2sVJyxZ2Nm9R6dbdS/NH7JQoLtLgfivPPuPA5RJwu0Re6OllwUKFYBCOHTOYNDnEvv06JUvGl3CSkwXCIU72doB161XGvB3GMGz4/C7e/0Dg0ZZ+Hm7hZ8xbBukZbnTdytZtdjp3C9OosZcmD/t4exz4Ay4EwUweMLkyOWuR88CBAxw4cCBr8Zj577P9799i165dHDlyhJo1a+J0OmOeczqd1KxZk71793Lw4MGsx1esWJH13OnccsstQLSxUiaZ/3/zzTfnOD7zsVOPN7n8kSSJlatyr4XaskUjGDw30S83gkELCR6Brp0cJCZmZzHcd6+VYYPdhEIGO3ZotGqbwUt9/ciyQMECIgG/TkqKyJEjOh27RLNoQiHYvkNj8FA/f/+tYbMJPNTMxtjRHl7q5aREcZG778wpdNa/MdrZNrM7++mIIkjnsOURUWyMfSfCW++ESM+IpmocOKDzUt8AP/8Cwll2E88LaLqKKJ5DubpxlYuc6SAI0QXfxaJSRdi+A44fv7o7gZqY/FtomkajhhZOdfZ5qKmNVb+rrFwVOyalpAiMe8tDcrJAv1f9DBjoY/hQd9bvWuRoN9cePX3MnhPB7zdISzP4fHqYvq/48PsNevVw8vnUBMa86eaBRjZGjfbjdIqkpxt07+bkrjutSCeHzXz5BPr1dXLihE6Llhl8/0OYaVMTcbvyRmOMqwFZNnC5RLb8pfHmSDcDXvfz5ddh0jMMvF6D736I0LGLF78vGqRvPZlVvOUvjbbtfezeYzWDbRMTkwvm+HGDQC4FU+npBulp0ZjI7Y4dbywW6NnDyYs9fcyZG53XUlMNJn8S4sWeXp56ws7YNz0IAni90Kefj9Q0gyED3Ywe6Wbw627uuE1m0WKFjz8N8fogH5s2qwwc4ObWWyxM/CDA6FFubDaBN4YHeKJVBp9MDTFmlIciRWIDtHfGBRg22M1psgdWK7zcx8V3P4TwerOzUOfOi+D1WmnXwc8nU6Kl8T6fwVczI3R/0c+u3VbaPO1jy5bouBsOwxdfhunUNYA/cBEX6yYml5CzViLuvPNORFFk1qxZlClThjvvvPOsFxyCILBp06bzvsgzsXv3boAcHpqZlC5dmsWLF7Nr1y6KFClCIBDg6NGjVKhQAUnKKTyUKlUq5rwQFVJPfe6fjje5/DEM44zlspIEZ6lL/SPHjkm89LKXenUt9OntwmqJnnvdOpVjxwzaP5uBclJvDQZ1xr0b5MABjdtvt7Jrl8474+LPxtOmh3iomY1wyKBbd2/WdT/fxcn991tZtEjBwOD+e23sP6Dj8xm5esTcfpsFl+vsxTWfV+b7H+Jf19vjQtx6swu32zTUgkxPzrMsVxckNP3q/tzS0qKl6qJ48QLWihWiP1f9Afffe9FOa2KSp0hOCvHh+2569w2wf7+OKEUbhaUUiL1X+/V1MXCIn/37o5PJn+s0jhzR+ezTRH7+OYLLHfUNy/Dm3HTYs0fn760aN9aTefW1AOvWR8e7Fs1tWCww46sQa/9UafKgjTdHetDUqN9n0aICrdpG57kfZkc4dFjnjSFWbLare7y8WkhNherVZQQUVq/JvUHid7PCtHzUxoaN2X9Xw4DhI4OMfdN2zh2CTUxMTE7ln5qsCgIYhkqL5k5+nJNd/XbPXVZmz47gjTOv7dqts3Gjyh+rFZ59Jqo86npUXJw7L3qOLp0crN+g8tspFYQrVqqs+t3L8GFu3nonwMGDOt98m7159/XMMIsWR3itv5uOXbIb2O7Zq7Nps8K0KYnM+ynCtu0aJYqL1LrBwpTPgjR/xB7Tf6FSRYklyxQOHMg57t57j5URo2I7y2eybZvGjp0G1aoIF7Uhr4nJpeCsRc7MDumOk+k3mf/+r/F6ozd9bn6YmY/7fL5zOj7zuFN/1+PJ2S0t3vEmlz+GYXDvzQFKjvRz+LjE5C/d/L01O8vxrjssuJwXnlEnSRLLV0bPs3xF1HcTojuEH77vYcTIQJbAeSrVqlkYMTLAi92dWZmSp6NpcPCQTkKiwI31LCxbrqBpMGpMgMQEgafb2WnUwMaWLSqiCHPmhunxgpPhI2PLNAoVFHnxeTuSFL9T3+kIgsCevbn7Y3m9Bl7fxfNcvJLRDR3d0M+hXF1Gucq95NLTjYtWqp6JxyNQooTBipUG999rZvuY5B0sooBV9QIGinxhg65haFxTJsTECR4O7NdxewRWr1F48nE7n02LikuVr5XYuVPLEjgz+ezzMG1bCyxbodCmlZ1Pp+SeZbl0mcKN9SzUqS2Tmqpx5502ypSSGD8hSMWKEsuWq3z+RZjPvwgjitD/ZRfvTYw93+9/qKSmOjjFQcjkMiYhQSASgcpVLLw2MPe1xi+/KDRrbOOdwUFURWf2Ahez58GGjRoRRcJmuuGYmJhcAPmSIcEjxN2EK1BAIDEpGiMWLy7QrKmNmd9E554aNWQmfpi7Z/6SZQopKSL790etX9avz44prVaoUF7m7ThJK7oOE94PMmSgG5sVHmpmY/aPYUIn93OOHjVYvUahdi05ptnswUMGiqrT4H4rO3ZobNqsseUvlaeecDDh/WCMx3a9OpYssfV0rikT25D2dJYuValRXcrh421icrlz1iLnp59+esZ/m5yZxMRExDjbR8nJyf/B1VzZXOhnZoS8GIc2os0bxA2HNkJiUW7q1I3lR2+i92A7hQuJvNjdRUqKBFy4GpPgyZl50PNFJydOGPy+Ov6kkZQosG+/jiRFBZtCBaOd+g4d1mN22zTVYOBgP893ddKsiY3FSyNgRCdJEGjUJI1QKOoj0+MFJz/NDzP+bQ+LlyqcOKFzU30LN9azUKSwBJy9B2li4pkFYIdDuqy/27ndjxeDU993RI0ujlxOd9xNktNx2J0Ygn5Zf3YXSiDoJSFRw+OJf2+dzecUj+uqhVi8VCExMemiZoleiVxp359/8368mjHS9qEv+xB9zXTQFGxVHsC4rRtJyaUuqLT3j9Vh0tIN5OOQkiKycpVC66fsfPxpiBrXRTfUMsmcm4oUEZn7U4S1f6rs2auf0Y7C6RAIhw3W/qny+gA36zeoDBjop1JFiRe7OylSWGLNWpVSJaOZKdNnhFmyNOecs3uvwbXXXlnf9TNxudy353M/nunaw2GDFSsVqlYV2bZdxe0WKFpUJBI2OHaaxYjDAQIaN6y8D3SVGjWb0qHF/+g+MBmr9fJeV1zOmJ/blcuZ7kfz73rueDwGQwcLdHneG1PZJsswbLCbYkUtCEJ0N6XlowK33mxh4WKFAikiTqdA4UIChgGHj8Ru9DkcApGIwfxfIvTp5aL9MxlZZfGlS0ls2py7SLhtm0Zqqk7vvj5uvsnKuLc9DB8R4K+/o0Ll0mUK9W+0xIicd95upeUTGSgK3HyTTNfOTgIBnRMnDG6sZ+HQIT0rY752HZltudiVhSPgcglZTWxPp2ABCY/n8ixZN7//JmfiijfOywyIM7MtTyfz8cyMy7M9/tRA+9RszdNvqDNleZ5KemZL4VNITk4mNTX1jL9nEsuFfmaSKOLcuwhjevvsB49tJ/GXrtx5wzN8+fHzeFJcuN1e0tJkfH4ZDOFkKff5ZXbWruU6Wf4Q/XdSkoDdJuDzG7l2kc00jBYEgw/e87B9h4ahQ+nSEj/Pj/Dl12ESPALhCASDMPSNAF062SlTRmLjBhVdh3YdMrLOt3WbxsefhqhUUaJrdy+1a1nweATKlRWx2zI414+0YAEnSUkCaWk5J8Xra8g4HRFSUy9edvPFnsji3Y8Xg9O/n0ElmrESCStnle2tKToRNXxVjwtHjujYbfGz3z0ez3lnxZe9xuCH2bBiRSqVKuVdkfNSzCtXyv14NePWvfDxI5C6J+sxY/U01M1zEJ6ZjVdKOq/zSpJEeppMocIyQ4f5eamni959vTza3M6EcR5OnNDZf0DjvnutNHkwaoWiKgaVK8vs3qMxZ26En+dHaNTQxrh342eHPPiAje9nhfn9D5V2HbwMGeSmXDmJalVlxk8Isn27xr33WClWRERR4Of58TNQ8iVz1YyVF3Lf/tf34z9de3q6iy7Pe/nx+0RcboFOzzn4Y7WKyyVQIEVk6rRQlnD+eEs7LuEEBI4DYFv3McV3/MgHw79HtkmkpprZROeKGWtcWi7V/Wj+Xc+falVlvpruYdr0aKl3pUoSLZpbyZccJi0tO9M8KcnNZ9MjpKcZRBSDYYPd/PmniiBCyRISs34M88Os6Px0951WBg/zc/+9VpYsjfDp5ER+/iXCzl0a11WXcblyX5eKImg6BAJRq5elyxQ++SiBL74I8fmMMA6HgHJKCPpMezuz50SyHlu8RGXLX14mvptA527plCkt072bk02bFQoVEqlYXufxx6wsWJgzjp03L0zzh21M/iRnQo4gwK23Spfl9+xsv/+mEJp3uWgiZyQSIS0tDavVSlJS0sU67T+S6YmZ6Zt5OpmPZ3p2Op1OChQowL59+9A0LYcvZ6a35qn+m6VLl2bDhg3s3r07x80S73iTyxe7ko4xq0/c5yyrJ1K+fit8VpEMr4tPpoSZPTuAbkDD+620aeUmMTGAHs/U8iSCIKCqFkIhGUEwcLsjuD0R+vdz8trAaJn4NWUk1m9QSUuPlhl8+13OAG7jRpVeLzrYuk1j3LtBMpvFCgK0etJO544OSpSQ+GRKCI9HoE0rO9WqyjzznJdbb7Fgj1PStXSZwuOP2Zk0ORpQpOQXePH58+sg73aHGDfWTYf/eWMMvAsVFBk4wIHNFt/fJa+h6tEFhXS2jYfyQHf11DQoVODin7d06WgW0PKVUKnSxT+/icnlgiRJCNsWYpwicGYRTIVVk7HUfx4l96kqV8JhkdJlZHbv0dm5S+ebb4N88Vkic+dF+GF2mIeb2XjuWQfLV6h0ed4bMze1a2OnaycHb40L0uopO9dVl/lzXawo1aSxlaQkgc+mRbPcDQPGvxugXVsHlSpKtGqTQWKSQLWqMj17+2j1lJ2a18usXhN7nvz5BIoWOff3Z3JpkSSJBYtUVBUUBb78Ksz3P2SveWy2aKMMux2CQYNrK0qkBT0knLoz7DtC4u6vCRVohxo/GcnExMTkrBFFlQIFVLp1kVEUGYtFxzBy2mg4nT46PuvC5xeYNy9Cn5f9WdmfogjPdnDQ+ik7J1J19u3XSE83uOtOK4IAL/f30b2bg7vvtLJ1u0bFClKufRFuvik2S9PnM5g0OUj9Gy0k5xMpU0Zi/XqFJx6zUa+elVW/K0z9LFaUPHbM4NARHV2D9RtUevXxMWSgi9tvU9F1hbJlHTzQyJolymYSjhi0bGFj7VqVtafM14IAQwY6SUi4ui20TK5eLljknD59OtOmTePvv//GMAyaNm3K0KFDAZg3bx7fffcdPXv2/NdEwNKlS1OwYEFWr15NIBCI6bAeCARYvXo1xYsXp0iR7NVwnTp1mDVrFqtXr87hLbpo0SIg1nO0du3a/PDDDyxevJgaNWrEHL948eKsc5pc/oiRDAzf0fhPGgYc24o/qSRt2vliShGmzwgz/9cIn05243HH95MyDIkjR+y8NS7EipUhEjwiT7S00eB+idtvU7iuuofvfoggCQL58otMnxFi2qeJrFmj5vC4zJcPqlS28FSbjNNeAz7+NMSEcR7cbmjX2k5KisjsH0OkZ0hUKC/xREs7O3fppOQXcpSCRSLGyfMLvDvOjdt9fmKkYeiUKhXkyy88rFunsWu3TtUqEuXLCSfPaSqccIrIeZaNh0RBQjWu7kyVtDQoW+bin1eSBMqXj/pytmmVdzM5Ta5+ZD0C62fm+ryx+UcsddqjiOfm0SlJEus3yHTu5uXtMdHqlNtutTL2nSBHjugUKSIyaXKQ5551MuatWG9nw4APPwoxcribIoVFXnnVR+8eLh59xMbSZQoOp0DD+20cOaLTul1GzLyzd59OpYoSgmDQrauTEiUkXh/sJ8NrsGCRwv33WmJEzuRkgQnjz3/+Mrl0CILA3r061avJLFmmxAicEO3i+9pAP9OmJOByCrR+OoNXesmUdOYH/7HsAzd/j1yjBapweZZNmpiYXHkYhoosc8Z5xO0Osn+/jQkTY0VFXYd33wsyaWICGzYojH4rSPt2drxeg7fGBXi5j4vXB/rZd9K/+p67rPTq4WTY8Ni5s2BBkScft/NCz9gK06XLFK6/zkK5shJ2OxQuLHHbrRYefjSdcC6W13v3arjcAoFg9A29MTLADTVduFwKdluQ57vYadHcyjffKERUgyYPWilV0sDh8DJiuIMDB+wsX6GSnCxQv56M2x1Glq7umMTk6uW8RU5N0+jatSu//PILsixTtmxZtm7dGnNMpUqV6Nq1K1WqVOG555674IuNhyAING/enHHjxjF+/Hh69OiR9dz48eMJBAL873//i/mdRx99lFmzZjF27FgmTZqE1RrNZluwYAErV67k5ptvplixYlnHN2jQgJEjRzJlyhQeeeQRCp90uj906BBTpkwhOTmZu++++195fyYXGdFyxqcFq5Nff1NzeK1AdJds1myFli0kDCM2nUAQBA4ctPNEK29W+UAwqPPm2CCLlsgMGWSjYAE//+sgIwhw7JjMqNGw5W+Fni+6OHxY5/fVCkmJAvfda2P/fpVPPs29i+ikyUGebmvn5Vd8vPiCk81bNPbtD/PqKy569PbxcDMbiYkix45nX6fdDsWLiXwwwU3xEuC5YDFSJ8Hj59ZbRG67VUDXFQzDMIPOU8jslC6eZSanLMpXdSanYRhkZIDrIjceyuTaijDjq+guuNttCp0mVyeGIGLYzmCRY3VicO4ep16vlYFDopUDf/2t0vhBK+XKybw2KIAswx23O6hXx87UabnPTZ9NC/HmSDdffhVm5e8Kt91q4bEWNnQNOnb15ur7lZpqIIgw89sw27dnz1tOB9x3r4Wa18ts36FRuKB4keYvk0uBruvUrm2jdi0LI0YF4h6jabBwkcK+/RrHjhk47TqosVG8YHGCYPr2mpiYXBp0Xcbvt5GaBh9Myr0xz5TPgtx5h5UpkxPY/JfKi7189O7hZOSoQJbACfDT/Ah2B3zwnofFSxQOH9a54QYLKSkCr77ux+c73Z846vE5fUaYKtfKrF2ncl11GVmOelrHo2gRibTU7OfS0w3ST1lz2+0hrikj0KunDAioajBrHnXYg5QrK1ChfHSc1bTcmweamFwJnLfIOWXKFObPn89tt93G4MGDSUlJodJpNYIlS5akVKlSLFy48JxFzhkzZvDHH38A8Pfff2c9tnLlSgBuuOEGmjdvDkD79u2ZP38+EydOZPPmzVSuXJlNmzaxePFiqlWrRuvWrWPOXa9ePZo3b86MGTN46KGHuO222zh69CizZ88mKSmJfv36xRyfmJjIK6+8Qq9evWjWrBkNGzYEYPbs2aSlpTF69Ohcu7WbXF6oVg9S0epwYF3OJ61OtMTS/DArd5Hpp58Vmja2YrfHipyRiJURo4IxnimZrPpd5eBBO2WvEbK607ndBiOGufhpfoRqVWD6jBCVKsnce4+NF3p6afygjSNHc681PHJE59Bhg+HDPLhcArfdajBnboRFixUOHtQpU1ri4KHYa2z9lJ3ixRUMI3JRxcgzle/ndbIzOc9O5BQFGe0qzuQMBqMetP/WcFmpUnR3/fc/4Pbb/p3XMDH5r1EMEVvdthhb5sR9Xqj7NBGLh6xa8rPEHxBJS9N5qaeTIkVE8iWLyCdXicMGu/n2+zCRiMGhw2eem9auVTl+Que+ey38/HOEvft1hg50E8klMKtdS2btOoVqVSwxAidA4wdt2KwKJYqHKVVSRNNkAkEZv9+OyxXJseFocnmh6zqVrxXweaUzrmn27NUIhw2cDiheWIHwad7M9doTER3xaz1NTExMLiKaZmHVHzJ9XvbyTHsHh47kHjAdORL1pe7YJYMeL7i443YLJUtK/L0159z0/Q8RfpwT4fuZicz4KkSJ4iLPdozvQ9+ogY2ff4lw/LhOvboCNWvILF0WodWTdt59L6foekNNmZ07NZTTQghZjt3wNwwDJV6wevI57RzXDSYmlyvnvS06c+ZMUlJSGD16NCkpKbkeV7ZsWQ4cOHDO5//jjz+YOXMmM2fOZOPGjQCsXr0667FMARSiPptTpkyhdevWbN++nY8++ogdO3bQrl07Jk+ejN1uz3H+119/nZdffhmATz75hAULFnDPPfcwY8YMypTJWUvZpEkTJk6cyDXXXMPXX3/N119/Tbly5Zg0aRINGjQ45/dn8t8QEp2ITceAIyn2CVFCaD6BgJjMKY4HOXA4BKQ4elUoLMf4qZzOgoVqjP+rJKnUukGh03NObrvNQv78IvN+ipCerpOaarBzp0aVyrnvQVSpLPPHHwo/zQ+zdZtKhfIylSvL7NwVNdB2ucgSXF0ugS6d7Dz6iISuh83sl0vIuZary6KMejIj9mok0z//38rkzJ9PoFBBWPn71fn5mZjAyUAkX3mEGs1zPCeUuQmj7B3nFahYLDDiDQ+z5kTo9oKPn3+JNjZo2tiC0ynQrImNstdIXF8j9/GscmWZrds1flugsGyZSotH7Tz1uJ3PZwQZMsjN6U3f8+cTaN/Oga4bBAKxAtbtt1moWF5CkhRA5OgxB4OG6jR7xMfjrQJM+1wiGPyXBhOTi4bHHcTl4oxrmhrXWSh7jcSwIW6cnIh9ssI96MVrmxuqJiYml4TUNCs9e/tRFKLx2LW5JypUriyzcLFCegYMGOjnmfaOHPNc1rHXSgwf6mb7Do3kZAmbVWDsm25OlymqVZWofK3EH6tVqlSW2bc/2oxv8RKVaytJdO7owOOJvohFhsYPWmnb2sH492Kz5cteI5HgMcdNk7zJeWdy7ty5k5tuuinGAzMeDoeDEydOnPGYeAwbNoxhw4ad9fEej4e+ffvSt2/fszpeFEVatWpFq1atzvo1br31Vm699dazPt7k8sMwDHzOYrie+RG2L4RdS6BAeajahJA1P4Jg8ERLGytWxhcsn3jcis0WyZFMIAi5d0qHaOba6cKVJKnkz+dn23Y7PV5wciLVQMCgRHGRVb8rPN/VycxvQwRP27CzyPDwQ3ae65yBrsMdt1mJKAYN7rPy5ddh+vZ2UaCAwNczElEUcDg0EjwRDMM0j77UnGvjIfFkxqdmqMjCma0VrkTSToqc/2bie8WKsGJF9H4Tcltpmphc4QQEB447+iDf8BSs+Ry0CNRojlToWtLU8xs7nA6DH36IsH59dP57uJmNqdOCdPyfk5f6+ti4SUMQYMI4D1OnhQicVn0sy/BQUxvde0QzU2rXsrD2TwWPR+TRRxz8OCfE9KkJzJ4T4eAhnaqVZcqUkdi0WaVEMZn8+UUebW4jGDS49WYrkgRJSRq6rnP8uIvHnvRmzYeBgME774b4dYHCmFFOHI74pdAm/z2GISGIBl07O2j/bM6spZQUgRrVZazWaEiSHilKUo0WgAE1WqAllyYgnDnWMDExMbkYyLLM9z8oWdVuP/8S4d23Pfw4N5KjWs9uh7vvsvJcp+i4pmkw/5cIDe63cWrvNICqVSQ6tHfSr78Przf7iTq1ZT6fmsinU0MEAwY33mihUkWJ1u0yovFeMxuhMHzxVYjrqssoChQuLPDWaA+pqTqiBDZrtIHfqfGi2y0wbIgTpzN4Wswq4/dbAAGnU0EQrl6LLJO8zXlncsqyTDg359tTOHjwIK5/K23HxOQ80HUdr5RE4NpmhBq9SbD2//BaCqAY4snSKrjnrpxB4q23WLj+OiFuNoHLqdD4wdw7ld9xuyVuZo2u6xQpDMeP62zYoFCurEjH55w0amDjxzlhRr7h4dpK2QJZ2bISI4e70XSDcDiarakbULqURNGiIiWKiyQmCrzS30eHZ704HMJJ77KrtwT6ckbN9OQ8h0xOAEW7OgXptLToz39T5KxUEQ4fgb37/r3XMDG5HAgKDnxJFQjd8zqh+4fhS7kOwVPwvM8XCgn8ND977DEMSEoUeXtckI2btKzH3nonwIg3PFSpnD03XVMmmqEyZWp0Yy4lRaBUKYm/t+pM+zzEtu0aU6eFeaptBklJAq2etFGxooTHI6AoBgMG+vl0aoi77rBSrapM4SJQvbqB3R5E06y8Mz7nhh/Axk0a23aYGxqXM/6ABUkUcLlh+NBoY6pMateSGTLQTa8+XjQNPvo4iCY4CN8/hNB9Q/Dlr2IKnCYmJpcQgd17suO8SAR279V4Z6yHcuWy57xKFSVGDPMw/t1gjDPMocM6GzeqNGoYGxN2aO+kz8veGIETYOUqlU+mhChVQkRVYd5PYRYtUihSROK9dz0cPqrz+iA/hw8ZXFtJolgxia1bddq2z+CFnj6ef8HHgYM6PXs4adfGzr33WOnc0cFnnyZQtEgwK2YVBAGf38XEDwVaPBHgkcf8jHnbICPDjSiafscmVx/nnclZvnx5Nm7ciM/ny9WP8vjx42zevDlHR3ITk8sBTdPiCo92e5DevRw88YSNb76NYOjQpLGVkiWiAVc8BEGhfTsXK1ep7NkTK4K+2N1BYkLuO2UOR4BKlTxoGhw+YqBpBg8/ZOOpNhkUSInwWAs7vXtJOB0CkQgsXhyhTBmJxMRo6XyCR2D7DpXSpSUaP2CjU1cv+/ZFr+HX3yI0ayKZHiv/EeeeyRkdkjMbFl1tZGVy/ov7XuXLgSRFfTlLlvj3XsfE5HLgTP5a50o4bKCeMvRIksCN9aw8/2Js9t3GTRoffBCkWxcnhQqJCMDOXRpvjg2we7dOndoyz3d10uslH/v267hcAlYLWSLlmLey59HEBIHevVwYBhw+rFOhvE6N6zRUNdtaJRSSWbg492ZHc+Yo1KwhX7TPweTiIhDtou6wiXw23Uffl5wULCgiSgL79mkMHOxn7z6dv/7WCAQNZBkiuZXFmJiYmPyLGIZO/XoyP8/Pfszvj3pvtmllp0RxiWDQYOtWjaHD/Rw4EI238uUTaNrYxp13WNm1S+Pptg6SkgS+/CpMUqLI8eN6juqHTGb/GGbCOA/vfRBi1Ag3GAYOh40Br/vZszd6/pf7OAmHDdq2T4/Z8BMEqFbFwmNPpnN9DZmUFJE/16k0fkCKySb1+Zw8/Yyf/ac0Q/rq6wi//Krw2ScePJ7Y7u4mJlc65y1yNm7cmNdff51XX32VoUOHZnUoz0TTNF577TVCoRBNmza90Os0Mbmk2G1BypcV6NMreouc2oEuNzzuABMnONm40eCnnxXy5xdo2sRK/nwKFsuZF+yGoZHggf0HdJwOgdTUaLCZnq5TqpTIwoUKP8yO4PPp1K1j4fbbrPTv6yQQhKJFRVwuAV+Gwew54SyBE2DuvAgN7rNgsZgi539Bplh5to2HMsVQRb86A7y0NLDbwGL597KubDaBMqUNVv1u8FBTM7vLxORscTiiomN6RnSuO3FCJ39+IYc9S/t2dkqWlHhzbIBduzRKl5J4pr2DN4a40fXoJkOnrl6OHYsKVoNec/Hp1PgiZXqGgeOkH9n1NWQsFgXl9M4JgoHDkXtHWY9HuGp9jK8G3G6FE6kyugFPPOZg02aNIW8ESE/TqXm9hT69o9+PPXs1Ond0YjnvyMTExMTkwtA0jRtvtJOUJJCWFp1Xdu7SuO1WCwMH+ZFlgZ4vOhk1JluxvOcuKw8+YGPKZ0GmTQ+Rkl+k1VN2br7RSuMH7Hi9Ohs35Z68EApBRIFJExPYuk2hX/9YNfSeu60UKyrR+umMHBUNXTo5+Oa7ELoOf6xWsdng/Xc9HD6i8/sfVsqVkyhUUGfJUjVG4MwkNdVgxldhnm4rm1V/JlcV572UaNGiBXPmzGHWrFmsWbOGm2++GYC//vqLQYMG8dtvv7Fv3z5uuukmGjdufNEu2MTkUnGuGTKGYeByBqhXV6T+jSJgoKr+s/pdtyvC1m0SVataWLJU4YaaMpWvlejd08mo0UHWrc+eeH79TWHpMoXxb3uw2gzmz49w911WdqXpfPFlrIVEtFGSGfz9V2Rncp7dUJt53NWayZmebuD6F0vVM6lQAX5bAKpq5OgsaWJiEp/ERIXRo9wcOqSzd5/O7B9D9Orpxu0W8Pmi88gdt1uw2wX6D8ie27b8pfFCTx8d/+dgy18qug69e7rYuFHl7rushII6q9fEH9PKlBY5dEjHZoPHW9qAnNkkbpfCIw/Z+GBSfKG08QPWs55rTS49uq6SlCiQ4TX4amaI5SuyvwuLlyosX6kweqQHtxsiEZ2U/EIO7zsTExOTS0ViQpCPP3Tz2qAgq9eozJkTpmULW7TJ0CKFhYsUBg5wMf69IHYb3HevlW4veLOyJvfu0xk8NMA9d1lp/ZSd51/00f/l3EuYChYUCYcMWnVLZ+oniUyc4OG7H8JIYtTzU9Pg6DGNiROi3qDr16vkzyfSvLmNMqVE5v4U4d57rFStInHrLVZGjvKzeGn2ONvzRQe/Lch9UP35F4WWLew4HFdn7GGSNzlvEwZJkpg4cSItW7bkyJEjfPHFFwBs2rSJKVOmcPDgQR599FHGjx9veiWZ5Cl0XUdVVVT17CcLw1C5+y4Lmg5LlirIMnR6zsGRI0aMwJlJOAyTPwmxYqWKpgscOaYzfFTOOohWT9qRZXPS+q/I9uQ8y0xO4erP5Pw3/TgzqVgBAgHY8te//1omJlcD4bCdpctlhrwRYOAQP4uXKrRp7UTXdNq3zW792rSJnQ8mxbdtmTQ5SNPGdn5boJCUKLB1m8o74wPIskDRovGXm23bOFj1h8LECQnkS44vYhqGyqOPWKhQPuc42r6dnZQUc4673ElP1zl+3IgRODNRVfjwoyBOp8CxY6BfpfOfiYnJlYGu66SkBBg53MrXMxIZOdzD0WM6z7Z3IIrw7fdhpn4eoksnB2+P8fDO+ADxigl+mh9BECAUNAgEDMqWjR8LtGllx+MWyJcs8va4APv3a4SCcP31MkePaXzzbZjuPXx07OKlRDGRzs85aPyglVIlBRwOLw83Uxk4QKBRQwtPts6IETgBdu3ScThy12KcDgHTltPkauOsMzkffPBBatWqxQ033ECtWrUoXLgwNpuNV199lS5durB8+XIOHDiArusULlyYunXrUqhQoX/z2k1MriqczgA2q5NePZz8sVrhj9Uq+fPnPussXabQpLGN/gN8vDPWQ4XyMjt3ZgcH99xtoUoVKW6jJJNLg5aZyXmWjYeu9kzOtHRwXYIeEiVLREtv/1gNVav8+69nYnIlo2kWZnypM2Fitsi4fr1Kxy5eXn7Jya23WJBkmPhBCF0zCOVijxkKgaZFI71Vv6ucOGFwx+1W8uUXGP+2hxGjAixdFu1aW6CAwPNdnZQqKZIv2UbJEtoZS+VcrgDvjHXw198Gs+coJCYING1ioWABDav1n5tgmvy3OJwCv87M/e+09k8VVQWnUwBMex0TE5P/FsMwsFpCFCoYJjHBht8vYbHCe+M9DBziZ8sWjXHvBnlzhJtdu3OPszZtVileXOTd9wJMGJ/A2LcCLFikoOuQnCzQtrWD9HSDUWOCNH/YxrgJQTo952DNWpXixSWKFBKZ9FGYenUtPNTUzqdTo9V9+fOJtGlt5/bbnNhtAXRdZ/NmOavq4lR+WxihWxcnCxfFz+Z8oqUNp1PBbN9gcjVx1iLn1q1b2bZtG59//jkARYoUoVatWlnCZ8OGDf+1izQxyQvouk5yMuzZYzDh/SDXVbeccefNcbIRUSAQ7bLe6kk7VkvUD61pUyvFi+qk5JdITb2Eb8IkBvVk0H62jYcyxdCrNZMzNfXSZHJKkkDZawx+/8Og9VNmJYGJyZnw+a1MnBTbXCglRcAiC4x/L0jf3i4cDvhwYkKuvpiZSFL0fnM4QJYF7r/PyuHDOl6vTqfn7LzwvJNQyMDrNdi8RaF0KYFrr9WR5dwbC0E04HQ6A9xQU6RO7ZMZ70ouXRxMLjvS0gys1tzHYosMNhtYLQJ+vzXXJo8mJiYmlxLDMLDZQths0X9XqSzy4XsOgiEZSTLYu9eIafBzOja7QIXyEgcOGvw4J0yRIhJvj7UjCgYZXvjyqxCrfo/GCu3a2LHbBTxugb4vCahqAF23MGmih527dP7XyZvlkb1vv86gIQF+/91Czx52HPYIBw/FF1uPHjXwZhg0bGBl9o+x8UW9ujL16opmg1qTq46zFjmnTJnC77//zu+//87atWs5cOAA3333Hd9//z0ASUlJWYLnDTfcQJUqVRDN3GcTk3PC5fThdLgJBmH1GoX27ex8Ni1+8NeogZWf50czI9xugblzwzzykJVrr9VRlMxGSY5LePUmp5PlyXmW5eryyUxO9WrN5EyDS5XgX6E8fPcDhEIGdrspdJqY5MbBA0ZWBscdt1t45GE7hw7qRCIGZcpIuF0wYGCIUSNkjh7VKVRQ5PCRnMFUwYIiGV4dQYDq1WSurSSza5fKD7MVfp4fYdxbHp7rnE6hgiLXXSfT80U7Dvu5dXTVdd2sTrjCkCSJX35VuLGehQnvxxcv77/PitUiEIkY+AMCJYpf4os0MTExOQt0XcfhCFK0aDI7d0ZYvkKhXl0Ly5bnzJKUZSheTKTxg3ZWr1UoVFCkQnmRtFSd1DSDUiUlbrnZyrr1KpoWFUobNbRitRooisbxE04mvBemRg2FL74M52gCCDBnnkL7p+3YCulUqph7rDH54yAfT/bw2KNWZn4bQY1A48ZWypQ2sNvNDUOTq4+zFjkzszYhuquxZcsWfv/9d/744w/++OMPjh49yk8//cTPP/8MgMPhoEaNGlnl7XXr1v133oGJyVWGJEOCR6Dfyy6Sk0XaP23ngw9jhc5rykjcdquVLs97KVpUxOGA2rWt7Dugo+siRYs68HjOnBlj8u+TWXYunmXjoUzvTlW7OrsupKWDO3fv9YtKhQpRr7cNG6HWDZfmNU1MLndEUcLnt2IYAnabiiz/n727jrOi6h84/jkzt2OD7k5JaRDFAAElbMKOR0Wxfyp2PXbHYycIBpICKi0iSHd3x7J59/adOb8/Luyy7i4NG5z36+XDszNz587dvffOnO98z/cbxX6w5Gbf3nYaN9J58CEfhzc4v2Ggg0F3OSmTLPjwwxBPDHEx5MnsPNPW7XZ4+UU3r78V4Jmn3GgCnnvBz/4Uk4/e99K6lYUxY+M35fbtNwmHJbpWOr/nlPzOOUcnNc1k8D1OPvo4b6CzalWNO2534nDC2PERatbUqFlDU8FsRVGKNU2HsePDvPGqhw0bYhxIzU3nFAKef9ZN+XIau3YbDOxnZ9duyeD7fWT5crdr28bCG695+e23MGvXxbiij50DqRKPx8mA630EgnBpNxubNhWeablkSYzLL9OoVFHSsIHOuvX5tx00yEmCN4jXYzLkUQtSSgzjUEKMopQ+J9RdXQhB48aNady4MTfeeCMAO3bsYOHChSxYsIDFixezdetW5s6dy9y5cxFCsHr16lN64IpSGkWjdhISBW+94WHY8BCLFkW57VYnX3/h5Y/JETIyJe3aWmnW1MITT/uw2eCNVz387+Mg02bkDhjLlxd8/omHxMQifDHKSWRylr7BfzQq8fvPzHR1gMqVwOuFRUskbVqrTE5FCYVc/DHF4PvhQTKzTNq2sXLfvW7KlhWUKyu4tJuNe+/35Xvc9yNCPPOUm4x0yfXXOxg6LMS7b3lZsjTG1m0GtWrq9OxhY8XyCK+85MbhFFx/Yxa+gwO5cb+GOf88C5OnRrBaoW8fO3fdYcNmUx3RzwaGYZCYoPH8i9l88K6HVq0s/P5HhMxMSYf2Vtq2sWDRJVlZMHVahCeHONXAW1GUYikas+HzWZk7L0yVKoLWrSy8+F8/zz7tYdt2gxUrY1SqpHFZdxtTp4d5+VU/Narr3H2Xk61bjTwBTojXr65ZI8J9g51Eo5CRYfLOewGuH+AkcPB+kNA44pR4lzt+jetyhfjgXRdvvxti6vR43c+kJMHgQQ4u6AymGQ9+RqOlb4yhKP92QkHOglSvXp3q1atzxRVXsHbtWiZPnsyIESPIzMw8VU+hKKWYht/vZtiIEJ06mNz/kI9Dzdk/+jiIwwE33+jk/M46r70RoGpVjfsHu6hdU+fnUaE8AU6I118ZdK+fEcN0bLYieDkKcFiQ8xhrcmqi9AY5D50KzlSQUwhB/XqSRYuAO87McypKcRUKOXnm+RBz/8lN0fxzVpQ5c6J89IGX997xMHps4bWAR40O8dzTHkb8FOI/tzuZNz+KzQaX9bBSt46F1HSDyVNjVKxk4cfPgvS6zMYPP8UzN9etj/Hg/Q7GjPRgtwu83ghCqADn2cPK8BEhnnnSzcOPZnPggEn7dlZcLsF3Q4N8+D/J118kEIuZGAbUqqmpIKeiKMVOMORm2PAoQ4fFbwZ6vfDd14ncM9jH/Q/5qF9P57KeNqpX07nhlqyccdy69QYPPZLNnXc46X6pjT8m5z3XTpgU5pKLrXz9bYgO7a2s35A3E3PRohjndbQye07+sYGuQ8vmuU1m3W4/Tz1h44H7HEQiEqcLErzhnACnopwtTjrIGYlEWLZsWc609aVLl5KdnY2UEl3XOeecc2jVqtWpOFZFKZWE0Ni338mfsyIkJWp88lkw58R4SCgEn30R5L23PaSlm1gsUL2aTmq6yfARBXcs3bvPZN9+U9W2KkKGGUMgcqahH82hYGhpDHKmZ8T/9Z6hICdA/XowchT4/RK3W2VzKmevvftEngDnIdFY/Nwy6C4H+/cVPj14/36TXbsNZv4ZZdZfUdq0tvDc02527jZ5690Af86KUqGCRpXKGjt2GnS/1J4T5KxRTcfljJDgLZ0N1ZQji0YtOJ1R1q2PsXt3/D321+y857iJk8L0u87Om6978HoDhWYsKYqiFAXDcLJwocnQYbl1Wjq2tzHp9zBDHnfh80n+mh2l1blWBg3OyjeOA/h2aJB33/LmC3KGQvH/FiyMMaCfg6pVddIzcs/HY8eHefsND+s2xEhJyfvl+MJzLjyevONAXY+QmJj7HKryh3I2Ou4gZ2ZmJosXL86px7l69Wqi0ShSSjweDy1atKBVq1a0atWKFi1a4HK5TsdxK0qpkeVzsnSZychRYR57xJWvXtXhli6LUa+uhVq1NPbuNQiHC5++AJCWZlKjulBZEUUkZkbRj7EeJ5CzrVEKg5wZGfF/z1QmJ8SbD5kmLFsOnTqeuedVlOLEYrEw++/Cm5ktXhLDNAWNG1sKzBQBOOccCwsXx/dhmjB/QYy16wweHZKNacZrcj75uIu0dJM774h3UD/kP3fYsVqDKnB1ljIMnU4dBcMLaaIIMG16lD697dSoHkFKNSJXFKX4EEKwb7/OsOF5ZyB062bj2eezCQbhs4+9aBoEApJAIX18IpF4M0xNyxt4LF9e4MuW2GxgmDDoLgcpKbkb+HyS51/y8/STHnbsiE+Jr1JZo09vK8lJEXS9dDYrVZSTccyj72effZbFixezefPmnJToKlWqcOmll+YENRs2bIgQKltGUY7EqoE9momIBZE2N4vWO/F6Bfv3m5hmvBtfQXcAAZxOgWlKbrnJyVPPZHPXf5w4HORpAHG4qlV1FeAsQjEzhi6OI8h5cNuIWfoyng5lcp7JIGe5cpCcDIuXSDp1VOcm5ewk5ZEzma1WyM6WtDrXgtcrcmppHqJp0O86B0OezO2ELgRUqqTR9WIbNWvqtG5l4fMvg9x4vQOPWzBlahi7HR5/1EX1ajF1HjpL2TRJmj9GnTpWnM7C34NOJ4QLGPwriqIUtUjExrbtJvv35/1ysugQPJiX4vdLZs2KcFkP+xH3ZbGKfN9xt97sZPSYML0us+F2Sxo2kBgxC2PH5TYR2r3b5IGHfDz6iJNnn7Ki61FiMVX2RVEKc8yj759//hkhBI0aNeLmm2+mY8eOVKxY8XQem6KUOi4ZRF/8E/Lvj5FhH1Q9lz32YWSFXDRubGHO3CgXX2hj8tSCg1ytW1lo387Kl18FePZpN0uXRrlhoIMvv84f5ezU0UL5cprKnilCMTOS00zoWORmcpa+u7IZGfFgypmsESuEoF5dyaLFZ+45FaW4MQyDC8538Pa7Ba+/tKuNWX9FWbM2xhuvevj40yArVsa/g2pU1xh8j4tRo0N5gp/dutpYtjyGpsPCRVG++CqIpsEdtwmCQclNNzh4+AEHbncYTSt932fK0XmkH/HnRzjLX84HE1rQ71o7fxeSKdzvOgfhKESj8RpziqIoxUUsJti0KUbjxpY8pTYyMyWVKmrs3Wcy6fcI/a5zkJpmUqWKllOa43BlywjsNnJu5iQlCW692UlWliQtzeSNxw5Q0baDkO0cYnYbH77nZN16yaTfongTBFf1tVK+goGU+cuaKYqSl72IN0YAAQAASURBVHasG3o8HqSUrFmzhmeeeYYHHniAN998k+nTp5Oenn46j1FRSgWrZqIv+hY5/XUIH+xgm7qJc2r7GT0mzM03Opj4W5irr7JTuXL+j+Zj/+eiUkWNb74NMun3KN8NDWG1CurX17n9VkdOpo7VAlf2tfHCs06Sko75I66cBsc7Xf1QQDRqlL5MzowMidfLGc/2r18PNm4iX0dLRTmbJCZEeOwRZ77l1apq9Olt5/fJYdZvMHj2hWyu6GNj5A8JvPe2h9df8bBzp8GcufGBnd0O/a610+0SG++8F+D3PyIsWRofbfW41MbsOVFq1RLUruXH6/WrAOdZykEYJj2JXPAt5Va/R8um8UH9pd2s+bbt0N5C9WoaAb/EalXNMRRFKV7sdoP9KSb9r3OgHTas+mV0iFtudgAwdVqESpU0An6TIY+6cf7rdGuzwZND3KxdH+ObrxL4YVgCb73uIRQyqVczytfPrqPChL7I7wfgzNoGgMsVoHWrMM8/K3jkQahWLYDdVnAfBkVR8jrm0feCBQtYt25dToOhhQsXsnTpUr7++msAatWqRevWrXP+q1Gjxmk7aEUpiezRLOScz/MuDGVR3boWr7cts2dHGfKYmw//F+CxR1zs22+yeEmMChUEXc63YbHCR58E+fOv+GBz2owIl1xs49Eh2VzUxcrzz7qpVVPD7ZKHda9VrdWL0nHX5CzF3dUzMsHjPvPPW79+vG7tsmVwfucz//yKUhxYLFF69rDRrp2XceMj7E+RXHKxlRrVdZ58OptwOJ5B16o5nNcmwm33hti9x0TT4lmbr7zk4dD9iTp1dEaOCuWUVnE4oE9vO63PtTJmXIikRHVz7WxnDWcg100GQGz9mw43RJn8l4XzOtm48goHv/8RxohB7152dD1ecqdWTVQHYEVRih1Ni3LDQDcffxri1f96+N8nAbbvMFm5yqBPL3jumfjY7dXXA1x4gZXmLSz8ODyRmX9GWLXKoH59nWZNLXz1TZAFC2NAELsd2rez4nIJ+nbeT7mRV+Q8nzn1FexXfUIIO6Zp5pQJVBTl2B3z6PvQVPVGjRpx/fXXA7Bjx46cgOfixYv55Zdf+OWXXxBCULZsWVq1apUT9GzatOlpexGKUhKIUCYyln9aefKfD/K/Z0fzxrdV+HlkjOuucWC1xqebd7vEyv4Uybr1BiN+CLF+Q+4AQNdza1fN+DPK/hSTD96zY7cVXtxfObOiRhT9GDurQ/x7VhcWoqWxJmf6ma3HeUjZMoKyZSVLlkrO76zqcipnL6s1QqWKEe4dZAEEphlGSsHHH7oI+6PYfFtI3jEK/97zCIZaA/FzzB+TI3m6wfbuZeO6a+x072onNd1EmjBteoS58yK8+LwTu13VCTubCSEgc2eeZbGMFObNr8ItNzkoW1Zw950OjBjs3GWyZGmMzufZSEwMqnqciqIUS+XLhblhoJ2vvglx0w1OypUTOByCqlU0EhMNErxuNA10XfDHH1FGjw1Rv56Fc87RadZEZ9BgX57yYeEwzDqYtHLftf+65t+1FN0Mg3bk+p6KohTuuLurH6569epUr16dK664AoC0tDQWL16cE/icPn06U6ZMQQjB6tWrT8XxKkrJZXUVvDyYToXxlzPk7lms3l0BIybxZcMbbwUY2N/JPff5CnxYt642Zs2OnxgTEwQvveDCYQ+oGpzFiGFG0bX80/OOxKJZSmUmZ1oaeL1F89z16qLqcirKQbF/FfPyeAJUtu5DDu8GgKXhLvp2b8G3PxZ8g+b882wMfiCbli0s9O5lp1ZNjUF32/F6ImiaCnCe7aSU4EzOsywxsIKUA5W4+14ftWtpDOjvoEJ5DU0TWK2C5CSVxakoSvElRIwG9U2efdqO369hsWg4HFGcjgD7U1w88lj+sdqy5TGWLY9xRR87QlDg+KxpEx1v+ry8Cz0VkKjixIpyMk7pnCKPx0NCQgIJCQkkJiZis9mQUqqumooCRG0JUPu8gle6yrF+o8n9D/p46P+yeeKpbGb/HcPnk1x1Rf4p5xUqaNww0IFpwNNPOPlxhIdKFYPqs1bMRM3ocXVXB9A1K7FSWJOzqDI5IV6Xc/MWyMpSnw9FKUjMlgjV2wBg2TCJgZelUqVK/kvEiy60sm+/SWam5M9ZUZ5/0Y/Xa5KY4EfTSt/NGeXEmO4KkFg15+ekJW/y8v/5cDhgy1aTV14L8OAj2dz/kA+LRahanIqiFHumaeJ0BClX1k/tWhYc9hBSSixHiUf6siQP3Je/JrbLCc8/mEnC0g/yLBfnDyZsTTiVh64oZ52TyuTMyMhg8eLFOdPVV61alZMhcCjYUrNmTVq3bn3yR6ooJVxYOLD2eRs54kZI2ZC7wlOBlG7f8coQL5B3rlb58nDvICs9ulv5fkSE7GxJt65WLrrQQnJSmOeeEUgZwzDCappXMWSYMXTt+O7GWjQL0VKYyZmeUbSZnFLC0mVwwflFcwyKUpyFNCeeqz5Afn8DpG6mwh/9+e7l75i1ohITZzhxOQXdu9sIBCRvvBXIedzVV9pwu0rfTRnl5AQtCXiuH4Y5tB9kp0D6duqvuI/RX37AyCnJLFlqUqmSxmU97Hjc4HKFMFScU1GUEsjtjnFuS0tOE77D2WxQtZqgXj1B2zYehg2PsGePSbt2Olf2NKk49V7w7c3ZXrS8DrPeJRjqC1FRTspxBTl37tyZ03ho0aJFbNmyJU+mpqZpNGrUiNatW9OmTRvatGlDuXLlTsuBK0pJI6Uk25KE64Yf0Hy744HOpBrEEmvz9luJ7NyVd6B4RV8bNWqY2O0hmpwjePlFK4YBdns8qBktfXGwUidqRk4gk9NCrJTV5AyFJMEgeIsok7NMGUG5g3U5Lzhf1eVUlH+Ln5/K4LrxZzTfLjiwkQqJ2Vx9BVzU08ny5Savvh5k3/7cu2l1ausMHGAD1BR1JS/TNMl2VcV1xwRE+jZk+k4Cjvps3q6xb7+kRXMLaekmo8cGeWqIQw3oFUUpsez2CM8/4+KWO7JJT8+dMaRp8NrLbjzuEELEqFEdnhpiJRq1YrMZ6ETQr/4Q9q6CcDZUbUnUnkQIVYtTUU7WMY++u3Tpwv79+4HcLE2bzUazZs1o06YNrVu3plWrVniKaj6iopQAUkr8wg0J9dGSGubcJHjkAStX9LEybnwUhwOuvsJGpcomDnso53FCRLBYUNkOJUi8u/rxZXLqwkLUKF0R7PT0+L9FlckJULcuLF5SdM+vKMWdlBK/5obEBmjJjeLnJ1Nis/pp3szOB++5GT0mQkampGd3K40bCzxuVQdaKZhpmmRrCYhyzRHlWxAJ2vBGNKyWCKmpJn372KhdS+JwBI6+M0VRlGJKSkn58kFGDPMw958Y//xjULOmRq/LrCQlhRHi8AzPKFZrfHZRDB2fnoSo1hkhhOqiriin0DEHOfft24fH4+Hcc8/NCWo2b94cmy1/vUBFORIhBHYi6EYIiUbY4sU4C7/YDz+ZOZ1BmjURtGyuI4QgFlP1NUuD2AnU5LRo1lLXeCjtUJCzCO+B1asL8xdAlk+S4FXZnErR0zQNu+FHkzFMzUpIOIvN9/6/B1s2W5iqVcI8/KAVKeOd2U3TVAFO5agO3cz1OgM0rxWgxcOCqC2BiLrOURSllDBNE6/HT8/uOpf10ACTWOzYZjkca/8SIQR2GUE3D46frQkqC15RCnHMo+8xY8bQqFEjhFCDQ+XEWYSJy78Lc/obsHUuwl0WV6e7MBv0wC8K6T5+lpBS5ut6q5RsMeMEMjlL4XT19Iz4v0WZyXmoLufy5dC5kP5finKmOAlh2bUUOeNNSNuGpUIDPBcPIVK2EWFRfG8eR1WdFOU4aZqGO5oKsz5GrpoAmgXruf2wtbmZbD1BBToVRSk14kHHUx94tAoDR/ZO5LTXYPsChKc8rvPuwax/CX7O7vGzohTkmLurN27cWAU4lZMihMCVtQXz88tg/VSI+CF9O3LiU4hJT+KUwaI+REU5pWJmFE0cf+OhSCnrrp6eBkKA2110x1CmTPy/JcvUgFopWlZhYFn+M/KHW2Hvaoj4kTuXIIf2w7ZlOpZjvjJTlOLPHU1DftEbufB7CGaA/wDM/h9y6HW4jayiPjxFUZRiTdM0HGnrkZ9fBhtnxsfPaVuRvz6GmPwSTkJFfYiKUuyoS2nljHHIIHLiU2AWkK247g8sgf1n/qAU5TSKmhF07fimq2uidGZyut2g60V3o0wIQd06sHRpkR2CogDgiPqQM94ucJ38/TkcURX4UUoHqyZg4TAIpOZfmbYVsWU2un58NwIVRVHOJg4jGznxSZAFlHZbORZLMO3MH5SiFHMqyKmcMXosiNy9rPANNs1SF7tKqXJiNTl1YqWs8VBamiShCKeqH1K3DmzYCIGAyuZUilD2XigsWzuUhQimn9njUZTTxBrLRq6eWPgGy0dhKWU39RRFUU4lPRaA/WsL32D7PDRNhXQU5XDqE6GcOUKDI9UntBdtFEQIgYMQbtOHUwbVCUM5afHu6scX5NSFhWgpazyUmla09TgPqVsXTBNWrCzqI1HOavpRam7qx/edET93RXEbPqRvP7o6dynFhBQa2JyFr7d7kOr9qihKKadpGi4ZwG34cBA+rhKAUujxmk+FsRVhV09FKabUlYVyxkQsbmh8ecErhYA6nYusS5ydCJ601VhG3on4+CL0EQNxb/9T1TlRTkrMiGI53iBnKWw8dOBA8QhyVigfP46ly1Ump1J0pLscuMoUvDK5JoY96Zj3ZREGXv8OLBMeRnx6MbEveuFaMxo3gVNzsIpygjRNw6KBdu6AQrcRbW8laqqhiKIopZeLIO7NU9C+74/49GIsowfhzViPjWNLaIhZPFD/koJXCg2qt8Y0C5jKrihnMXVloZwxEWlBdH0CEqrkWycue4WwNfGMH5MQAocusR9Yjfz5TtixIF7QOfsA8vfnsCz67phPQorybzEzctyNh3TNQrSUNR5KS4PEhKI+ivjnvU7teId1RSkqQT0Rcd1n+TM6bS7EtZ8Qshz5joBVA6fpx6lFcWVuwRxxE+xfB44kCGYiJz6BmPwCTlG6vkeUksUdy0B+cTnCWx5Ro13+DZpfjVGuwXF1VxdCqCaoiqIUO4V9N9mJoM/5H3L0YEjZEA9Kpu/A/PYa7CkrsVgKToSwaBpOM4BDBonqDkT358FTIf/z9n2bkKUYXGArSjFzfClGinKSsi3JuG8bg9g+H9b9Ad5KcO4AIs5yRLCe0WOxayaOaCb49iEzd6Ff+wm4kiHkQx7YALEwomxdHGaAiHbmA7BKyRc1jz+T06JZiZayTM7UNPAWk2uwOrVh4m8QjUqsVjVYVs48Q0qCZZvgvGc6rBwP+1ZBtdbQqAcBW5lCMzJ0IXBHDyDnfYPcNBOt50sI3Yp26dMAiLJ1IZINNjcy5EPb8ieWxGqYidUIWhJVpodyxlh0DZaPh6w9GGMfQRvwDZppYC77GTQbWqv+kFSNgO6O1xA52v4wcRhZiJQN8RvRlZoQtSUQwn4GXo2iKErBnISwhNLjNTOdycgytQlaEjBk/PrSFs1CzvsaKjRC7/IASAMZzERUaQ5C4NoyDVmhIVF7MiHsCCHwGJmwbAxyxRjQrVjb3oys3xXu+BWxZQ5smApJ1aHldYQd5YiqcI6i5KM+FcoZJaUkW0tAq3Mper3uSASxWAHd1o+Tpmk4jGyENDA0G2HhOGJ2gNWi4wimYPxwGxzYmLuiTC30Ad9gzvsa9q0FIdA63IGrwz0EhOOkj1M5u5xoTc6QWXqmmgYCklCoeGRyAtSpA5EIrFsPTZsU9dEoZ6uYFPisZbG0/Q8CiSmJl2sxCz5vCSFwB3djftkLIgFE64GQsQNj4lNgxg5thNbhDvBWRJSphTn/W+TOxQhvJdw3/YDfWUUFOpXTStM0gqYPSyyGXDUeANHhdgRg/PYsonITiAYwfrwdUb0t3l4vk8lRMpeFgWPXfOQv9yBjuSWErG1uQrvgIQKoazNFUc48DwH47Rnkmkm5C+0eXAOHYpSpizCjiH2rkRUaond9EmPMQxBIzdlU1GiHdv69mJ92x9KoB+7uz6EZMeQ3V0Pmzpzt5PhHoVpr5LWfEqh/GXrDy0/Z+FlRSis1XV0pEqZpEo0Zp+QLOrfWyQDEJxdjGXMP3swNhU4z1zQNVywdc/T9eQOcAGlbMX65B/3yV+I/S4k59wv0XQtVIyLluJ1Id3VdsxAxwqfpiM681LT4v8WhJidAtapgs8HyFUV9JIoCsViMaMw4Yj1qIQRe04f87VnwVES76FG0lv0wf308N8AJOecr4SqLMfU1tAvuiy/37UUOux5nLPM0vxrlbBYRQRbunc4D4/syeuU3CKsThIbW/CqMEbdA6ibkyvHxbuvBDOT6Kcj5Q3Hbj1zSxRFOQ/50B8Ty1kiXC4eib5qJrh9fSRhFUc5umqbhzGk0Gzqh8Z00YoglI+DwACdAOBs5bCDW0AH09X8gLHb0Lg9hjH4gT4ATQG6fj7liHKL5VbBqPNqaSbBrCWTtyv+EOxeh7V4GcMrGz4pSmqmojVKi2Ymg/32o1sl6CGfDljmYX/XBvndpvotfpwjj9W+HQAbStx9cZfPvdN8asLkRtTrmLJJ/vY/d8J/ul6OUMieSyWkpZTU50w4GOROKSSanrgtq1oCVq1TzIaVkcBtZ4NuDuPhR9Ks/RFpsmAu+i6/0VgRP+Tzbm4tHoDXugczYBUk14guzdqNl7zvDR66cLQwRZeyqr3hsQn82HljJ2I2jSGvRB9H8auTOJfEApRCQUBnc5XIeZy74DotvNy4ZLHC/FosFVowBWXAGsvzrA+zRrNPymhRFKX0cMox73yIsP90abzT7082498zHwXEmF2TvR879ouB1sRBy45+YG/9ExiJgsYPNDVZnvk3lql/RWlyFfsMwhNWBMKPoN3yPaHND/v0uHoGFomnQqyglTamZrn7xxReza1cBdz6Adu3aMWzYsDzLIpEIn3/+OePHj2fPnj0kJiZy0UUX8eCDD1K2bAGBL2D8+PEMHTqUjRs3YrVaadWqFffffz9Nmqg5j0XFFs1Ezvsq/wopkROfwHHrWPyaBwCrMLH5diPX/oZo2hftvLsRNje4y2D+8xVy8+zcx4d9aK0HYlocyI0zIGsvmhkDlTCgHIeoEcGiHV+tWYtmJVqKMjkPHLxxXVyCnAC1a8GCRfHyGaqJhVKcaZqGSNsG2SkImwvjxzvQ2t4cn/5243Bk2lbQLIjEqphLfkSumoDM2otwlQXfXoS7DDJje3xn/gOIxPrH1ehFUY6F38jk6/mv5fy8PX0Da+0WOrUeABumo7W/HdHgYmTqZoTFAd4KmPOHIjdMAzOGPvN1HBc9ka/GphACUjcV/sS+vQg16FcU5RhYNLCu/Q054YnchbuXI4ffiLXHCxhNriEqjzH/y4hC6Ag3WDJ3I3QrAgkWO1rHOxBJ1ZD+VMxpr0MgLXc/FjvGsOvj/x/ipWfa3YboOgRzau73KsfZyFRRzmalJsgJ4PV6ufnmm/Mtr1q1ap6fTdNk0KBBzJ49m5YtW3LppZeybds2Ro4cydy5c/n5558pU6ZMnsd88sknvPfee1StWpX+/fvj9/uZOHEi/fv359tvv6V169an9bUp+QkhYO+awjfI3IUW8YEjHuR0mgFk9n5k5h7MT3sgGveEuueDPxXR+V6we5Brfo9nGziTML7rj379UIyNMxBVmmNYHaDKmSnHIR7kPLsbD6WmgsUCzmJUNq12LZg8FXbvgapVivpoFKVwFmJoUiLTtmIGM9Au+y+icjNI34bx4x0QPZgBp1nQLnkM4SqD9B9AHtiIVqsD5qIRuTtLrqECnMppsde3nZiZd/rkYzPuY/qA+Tga9cBcMQbWTUFUaY6M+JF/f4Zo2hvK1AJNRy4fjbXT3YTslfLswzRNqHNBvEFXQSo3xxCq+ZCiKEfniGYiJ79U4Do57TXsDS8lqicd286sjvj3V9rWAleL6q0RiVWRu5YgIgEIZ2P8/gLYXOjXfITx8yAIZYIzuYCDkZjzvkLv+3a8wVDGjvjytjcdDMKq87iiHE2pCnImJCRw3333HXW7MWPGMHv2bHr16sVbb72Vk8nzww8/8Pzzz/Pee+/x4osv5my/detWPvroI2rVqsUvv/yC92BxuYEDB3LdddfxzDPPMGHCBFWzsSjYXEdef1iASUgDeWAjcts89BuGYa76FXPq6/HNzrkM7ZInMHavQFRvgzywCcwYcvt8RPXWaO1uQY+F4Diz8pSz24nU5IxncpaeIOeBA5KkJIpVxmStWvF/V65UQU6leNN1C+bayWhtb4CFwzBnvg1GFNGgK/rAbzAmPh2vLW3GMKe8gj4gXgvRmPxfqNk+N1ukzvnE7GWO/GSKcoJsev67WHbdgT91AzbdidbgEsz532EuGwXOJLSW1yJcZRAtr0GunYKocwHsXIJW//I8zbEMw4DaneOlhf5Vzw5A6/YkYc0BKnivKMpRiGAaMlJIY89oEOFPhYSkY9uZ1YnW7UnMn+7Mvy6pBlRqAruWxb/zDmxClK+PfsljyL2rMf/8AK3D7Zgz30Hr+B/MddPQr/kfxs935ynNYS4egdbiKsw/34d6XTAqnKNuVCrKMToro3IjR44E4OGHH84z8O7fvz/Vq1fn119/JRTKLXA+evRoYrEYgwYNyglwAjRu3JhevXqxadMmFi1adOZegALEp5rKcvXAUkiKWLVWxGyHdTsxY5gLhqL3fg1jzEPIRSPiF82BVMyFwzCGDUQf8DXaxY8h10+LP0fWXrSuQzCX/ITwHzgDr0opLUxpYsjYcU9X1zVLqcrkTDkASYlFfRR5ud2CihVh1Wp1sagUT0IIHESwhDPQWvXD+PF2zH++guyUeNOWZb9g/DwI/bKX8tzMM1eOxwxmond/GuOPF+NT2VteB33fISiKUTq1UqqUd1fBY8/7RR8zY7gTq6PpVowRtyLX/gFhH2TswJz5Dub8b+Pv5aSq4C4DNneBA3i/NRlx6yio3jZ3YWJVxMBvCSXWVoN+RVGOzdFmVunHdr3ulsF4VuaORWg9X8itMywEou4FaNd9ilw/DWP0fbB7OUT8yF1LMUbdB84ksHsR1VqhXfR/oFuQf32A3DYf0bBrnueRWXuhfENE/6+Qvd8mII6S2KMoSo5SFeSMRCKMHj2aTz/9lO+//55ly5bl2yYcDrNs2TJq166dbxq7EIJOnToRCARYuXJlzvL58+cDcN555+XbX+fOnfNso5xZIUsC4pr/gfjXW9mZjOjzNiFxWJFn3YooUwe5ZQ749ubfWeYu5NY5mBOeRGvaB3QbolYHjL8/jXcD1UtV4rNymh2qq3m8jYesmq1U1eRMSYHEYhbkBKhZHVauLuqjUJT8rMTw+jZjGXsf8pe7kdvmwYEC6hIG0zFXTUA07pG7LHMXokozCPvRbxoBg2cRvuRZsoXnzL0A5azj1hN57fLhecqzhGIBrPYEzFkfQiz/OU1unQuxEFrNDpC2DSo3KzBgaZom2Y5KxK75HDH4L8Q905G3jiVQtRMR1OwaRVGOjelIjjc/K4inAmZBU8f/Rdc0tI1TkYuGY875DLlqInr3Z9FvH4N+4whEpSaIQCrm9DcKPoZZ76O16gd2N3LHQswpr8SXL/kRrWnfvBtXbYlR8zz81TrjF24gHqsoTjOjFKW4KlVRm5SUFJ544ok8y5o1a8Y777xDjRrxDqPbt2/HNE1qHZqv+C+Hlm/dupU2bdrk/H+Xy0X58uXzbV+zZk0Atm3bdopehXI8YlIjVKU9jntnwNJfIG0T1D4f6l2E35qMPHzak+5Ea9wdc8N0tEseR3grITN2YC7+EbJ2AyBXjEdc/Cjm6omIZlcg7B5YPw0Sq8ZPjopyjKJmvID48TceindXLy1NcVJSoGHDoj6K/GrWgkVjIByW2O0l//eslDw2TWKNZSMRRCxeYqZE0zSc+1diDhsIUiJaX58zsyAP3Yo45zK0Wh0gqTqmEUWum4Ko2gJMAzM7hXCVtvEgkEp0U043U9CwTCt+vHExk9f9zIYDK2hZ5Tx0ITC2/J132zK10c69Ln4NZkoEAjoNImRNKPS9KqUkJByEbIdlIxuq4ZCiKMcuaEnAc+1nmEP75dazhnhjoOs+w29JQBca2bEMpDCxCxe6zHsNb4/5kH99mPOz3D4fY/t8SKiC3vdNzEXD0au1AlcZtFb9EYnVkL49mIt/gvRtcGi6fDATuXFm7o7D2aDbcn/WdLQuDxIxTYRF4JQhLOF02L8WXGWQybUJWhIw1PldUQpUaoKcV111Fa1bt6ZBgwa4XC62bt3KN998w7hx47jlllsYP348Ho8Hn88HgMdTcFbDoeXZ2dk5y7Kzs/M1Ivr39of2q5x5UXSitgpYOt2PQGLKg3WczLxdgoIWO+7andGtLoy5n0P6NkT5BuiXPoXcsRhz3ldgdSIcCchABlr3p5HLRsfrrlz7KdmWhHz7VJTCHMrGPP7p6lYkMj7VXZTsLBUpJSkHoF27oj6S/GrVjI+R166DFs2L+miUs4mmaXgiB5CzP0Ku+Q2h23C2uRFaX49pSMxfh+TWGDSiYHPm3UGZWui9X8NcPhbjt+dAaGhNeqPdODw++DEiyPpdVZabckYJUyNJr8DA5g8CEilBxjLBYs/J5NQuegSRUBlj3jc512Di4scwq7YiKlXnYEVRTh/TNPEn1cc1aCqsngS7l0ClZtC0DwFbMn7pY+bG8YxY/AFZoTTaVL+Quzo9Q3lbVTjYdV3DhKw9+XeetRtj8n/Rb/g+3lyo2xOYc7/CPLABytRG7/JAPLFm5rvgSMRcPjbv45NqIA/V0C5TC73ni5gLR2DZuRBb25sQyTUwfrgNIv74No4E3NcPw5/cAEMNTRUln1IT5Bw8eHCenxs3bswbb8RTxceNG8fIkSO59dZbi+LQAEhMTCywMVFyssoOPF4n+jvbtm8ZzrUzYeqrOcvkzsUYvyxG6/E8os75iDY3INO3IRp1w5z0DKLO+Wi3/oLwViaxOM65PQbqPZZfYZ/HU+HQ7zusx2+UeNzePLV8j8brjm/r9rpw2Ur2FNOMTJNIJJ3KlZx4vccWcDme39XJaNhAYrP52LrVyYVdnEd/QAlS0j7zp/PzWBzJtK3Evrgcghnxm2jn34coVxe59jcs5epB1yEYs96HfWuRG6aj93weY/Wk+IOFht7rFYxfBsNhdaLN+d/AhmnoN3yPyNiBWPg9SZc8hnCVrPfC2ay4fG5P5PNY2LHLqA3Z4hrkouGIZn3BiGCM+7/c9TsXYwztj37V+yQ1vxqhygKdFsXlvaUcvyN9HtXf9UQlQ5f7kKaB0OI3V6KB/bz6+2D+3vJ7zlYzN41n9pbf+HbgLBpXbAWADEiMys2Qu5bk3+2+NciIH/avwxz/aO7yPSswxj6MduFDiDY3grcCWqNuyPJ1Mae/BdEA2iWPIio2Qb/rN+T+dfHmgSnrATDHP4qodi765a9gjHkgvs9QFubQAXjvm4lIrnF6fk3FnHr/K0dS6q8m+vXrx7hx41i8eDG33nprzgD68EzNwx1afnim5+EZoIVtf7SBeWZmZr5lycnJpKenH/1FKDlO9HcWxh/vmjfj7QLXmzPfQb/uc2TGDtB0RJUWmGMeRG7+C73f55jpO/GJC/N0/SwJSst77FSfyAr6PJ4Kh/++U7PiAYhoOHpcmd7RcHwK3v7UvSQ6yp76gzyDNm2OZ6PZ7UF8vtBRto5/j57JrPjq1WDhogB9+xz92EqKM/GZLymfx+LIqkkcf38aD3DqVvRrP8ac8znm5JdyN3KVRb/yXYxpr8He1cjsA4juzyHsbvBWQm78M0+AM0f69vj0N2kg53+D0eZGfKWnvG+pdjKf26L+PBZ27KZmoGlREjvcjpGyEa3jnRhfXVHgPsxJz2BW70C2nnAih6wcQWm5DiwpztTnUf1dT62dgS15ApyHxMwob01/hFd7jsAqHQih4en2NHx7df6duMvFMy5/+k+Bz2HO/hh90BSMCUNgyxxEzfbo/T5Hpm5GlKuLOeW/8X/nfpHvsXLnEuS5/SG5ZnzaO0A0gLF9IX4tscSNT0/Wsb7/VSD07FXqUycOvbkDgXgNjOrVq6NpGlu3bi1w+0PLD6/ZWatWLQKBACkpKfm2P1SL81BtTqV4ChjZ2ALpYBTStTqUBTYX5sQnMcc9Av6UeG2UWDi+LmtPqaiPqJw5Jzpd3XKwu2O0sPdqCXLoK7O4JkHXrAGr1hT1UShnE2ssG7nmNwBEsyswV0+KN2A5XCAVY/T96F0ehKQaiAqNIG0r5tTXIXUz5vqphe5frp4EmQen0m2aha6rKcDKmWWIGHvDW3jjz/u5c1RPpNWOfsH98SmeRrTgB4WyEEEVsFEU5czTdZ25WycXun7p7jmEzPg0cSkl4TL10Qd+k7eJUY32iFtHI0O+eH3NgsTCkLoJvd0tiFYDkNvmYaz6FX/DS4itHI+ocz7m2j8KPQ659g9Enc55F6ZtVeNTRSlAqQ9yLl++HCCnk7rD4aB58+Zs2bKFXbt25dlWSsmcOXNwuVw0bdo0Z3nbtm0B+PvvfxVPB2bPng1Au+JYdE7JoQsdeXhB54LEwmitBoCUmCt/RdS/ML5caFC52Vl3l0w5OREzHqQ83u7qh4KikVIQ5NyfAkJAYjFNzqlZE/bvh9RUVbldOVM0sMbLI2iNuiNXjCt4s2AGhLPR+76JMfp+5ILvIJAKYV/O4wtkdULsYGaypgKcypklNMHKlLncOLwTUzeMopq3BnLTbIzhNx79wWqquqIoRcRlK3xGpkWzIg4LmUSwIhr1QN42DjFoGmLwLMxrPgMhEOGjzEaSEuOnOxFVWyKqt4blo9l9YDXbG3WJJ9eII4RmhA7yX2PRaq3V+FRRClAqgpybNm0iGAwWuPytt94CoHfv3jnLr7vuOgDeeecdpMwd3P7444/s2LGD3r1743DkdnC86qqrsFgsfPLJJ3mmUq5Zs4YJEyZQt25dWrdufcpfl3LquCwJ+G1OcBXcQIrkmvHpAo26x3/O2guusvEBozMJM7lGnveKohxNzDjR7uoHMznNkj/PdM9eSXIS6HrxvMt8KAF/tcrmVM6QsNWLaHtL7oIj3MyQdi9y82zI3p+zzFzzO1qzKwt9jNa0N+a6KfEf6pwfb8KnKGeI38jgpSmDkAfbpN/b4l7kHy/GB+ZGFJyFTB1MrolpTzpzB6ooinKQYRh0qtW90PXdG16L+1+lNIQQ+DUvPmcV/I6KWDK3Iz++OD6VPKl6wTtyl8tpHGROfxOt3S1gRLGYJu/Mf52gxYLWpFehx6E17oHcNCt3QZlamGXqqPGpohSgVNw2nTRpEt988w1t27alSpUqOJ1Otm7dyqxZs4hGo9x111052ZgAV155JZMmTWLChAns3LmTtm3bsn37diZPnky1atV48MEH8+y/du3aDB48mPfee4++ffty6aWX4vf7mThxIgAvvfTSWdU0obiy6Bq2aBZCSqJWNxEz929ilXZcZerC1R/CiFvyTpmyuuKNHf54Ca3TXeAqi6jSFLllLtpl/8Us14CA5s3tdqsox+BQkPL4g5zxr+XSMF19314ozuVwkpPiWaar10jO71w8A7FKyWTVwRr1IYCIxUPUjL+/DMNEntMLVo6HaDB+My2QWuA+RNnaGP+uI713FaLzIETN9sht8/Ju3+hSZCQQL69ywQNEbMX4w6eUShnhVDKCufViq+qe3EH9nM/Qe72MMfqB/NdgV3+Iz+IFlZGkKEoRSLAm89AFr/PurMfzLK/krcF/OjyNMPPOjJDRIG7DhxQCgYY5/hEwohhzPouPKX8ZHD/HH6Lb0C//L8Zf/4v/7D9wMJEmmQwjyLwdM8hodg8ubyUoVxcObMrzfKLO+UhNh8xd8SlS9S5GXPZf/LoanypKQUpFkLN9+/Zs2rSJNWvWsHDhQkKhEMnJyVxwwQUMHDiQzp3z1q/QNI1PPvmEzz//nHHjxvHtt9+SlJTENddcw4MPPkiZMvmz/QYNGkTVqlX57rvv+OGHH7BarbRp04YHHniAJk2anKmXqhTCo4XR9q1DBA4gD2xGC2bgaH8rhtUdP+loDjS9LCLZQLv+O+Smv5BpWxEVGiBqtMec8SakbkZYnWC1I+pfgmjUk5i7In4c6gSiHLdDQUpdnOh09dKQyVm8g5xCCGrUkKxaXdRHopQWQgg8Zhb8Mwy55EcwDRxN++LseCchWxms0UwkIAZ8hZm+C63zIMzJ/82/o0pNkPZEhNXJv88+xrhH0Xo8j9buFsw1v4OmoZ07AOnbg1z9G/qtowgn1SEsjlKiRVFOsX/XhrMcViZI7lqKufhH9MOvwaq2RNRoSyyxhppyqSjKaSGEwC4j6GYIKTQi1kQs0Wx0GcUUVsK6C4tp59L6/WlT/ULGrfyWFP9uLq53BS2qdMItknKyJXVN4I4cwPj1Q8TaPxBWJ/q1n2CkbIg/WcqGeIOhAV8jdy1F7l6OKFMbUacz5t8fw54VuQem6fg73cY3a4YiEIjkmhg/DUbv+gQydTNy3RTQbYj2t2FWaYlpmmj3TAfdRtSWQEha1fhUUQpRKoKc7dq1O+6amDabjcGDBzN48OBjfkyfPn3o06fP8R6ecpolSB+snY45/xvI3I2o3Ayt053IPSuwVGiI3DQLsW8t1rY3oTkSMSa/gnAmgrcicssczD/fj+/I6gJPeYz+X0JCVbINNUBUTtwJNx46NF29FAQ59+6Dc1sU9VEcWc2aMH06GIYsttPqlaLx74FR2JJw1OnfbiMLOfQ6SNuas0yumYTWuAeOjUMxl44EKRHNroAOd2C06Ieu2zBnvA2hzHg9rsY9EJc+j9+SiKv9bTD6vrxPEg1i/vo4+tUfxTNBDzVs2bcW3GUxrW5CwoGinGmJtjKUc1figH8vAgHOREisGs8+AuSmWRib/0LU6gTl6sazk9xl8Ut7ER+5oijFjRDipKdiWzFwZO9ATn0ddi5CeCviOm8QOBIwZ7yFxZGI9YIHiFRoAtJOFWdtHm79GEiDmO4kZOp5jsEdPoD5ec94fWyI18/+12wMuWMRxtAB6LeNQqZtj9/gmfNJ3oBkhUZErU5mOAT/bJ/GebUuxbtjGfqFD0JCVWS5BtD0SmK6kzDW+E0gDXB4Dj7JSf1aFKXUKxVBTuXs5RRR5N+fIud9nbNMbp2DsW0u+tUfYfz6BER8aO1uRcTCgES/9GmMn++ELYc1ktJ09KveI5hUBZ8/hXJZe8Bd88y/IKXUiJrx6Xgn3nioZAc5YzFJamrxzuQEqFUTAkHYth3q1C7qo1GKCysxHL6dyGkHB0YJlXB1vg+jdmcCFNz4R9d1xIaZyMMCnAB679cxxj0KGdtzlsl5X8GqX7HcPhazfjf0Wh3BNMDuJmxLImRawDAwa3ZE1L0ADq/DBYgGXZERP3L+14jmV2EuG4lcOjK+rs1Np/aXoSjHyK0n8Xz3L3lgTF9ubTEIueJXLJe9mHfqppTI7QvQuzyAtDqISR3U/SVFUYgHNl2GD823BzJ3QnJNDE9FgprnuAOemqbhSFmBHNo/t2FP2Ic57hHEuf3Rer6ACPnAtwerbx/Wul1g9e/IuZ9BMANL7fNIuOhRgq5KRE2BTTORf32QG+A8SKZtg0rnwN6804LMaW+itRqAseznvAFOuxez75u8svITJqwZToIjmYdaPoDzp8EYjgTkLaPxC/fBneT8j6Iox0EFOZUSzRrJxDwswInQEA0uiQ8ATQP9wgcxht+EOf5RtAvuR7rKICo0Qr/2E+TOJci9qxCJVRH1LyJqRAkjqRCJIL1Jp+QOonL2OjRd3XKcQU6rFs8gLulBzv0p8fJqBVT/KFZqVI+XN1q9RgU5lThN03DsX40cNiB3YJTiQ465H7319Ti6PEqI/JlnFiMEK8bkWSaqtULuXR0PcHoqoLXqjyhTC5mdgrn0Z+TSnxFNeiP3rEQkVQVpYPftx5pQlYAlAT9uXH3ewZK6Abn4RxACrWE3pD8Vc9LT8X22vBZjxC3xJ/RUwCysuYuinGbSlDRIPpcfbpxP2ZAf8XlfzBpt0W75BRHxQSyMDPsR3grIpOrIXcsI1+wChhrEK8rZTgiBJ5KC/P56ZHruTUGtQiM8A78lW086rnGZI+ZDThiSvyM58YQYrf2tkLkHGfaj1bsIc8JjyPXTcjda8xvm+qm4bv0F010OpBW5dnK+fZnzvkG/7CWMkYPy1OGU2/7B7PgftHtmIJePgpT1yJodiNa/gE+Xf87WjA3c3fohelbvSsW1f6Jf/SEymAl7luKt0JiwxUuE45sNpihKnApyKiWWEAL2rspd4CmPfuV7yPXTMGe8BaaJaNIL/YZhGL8OwZz9P/S7J2PO/xZxzmVIiw0qNkJaHGCxY9m9Au+IWzAAKjfD0+9LfFpCYU+vKEd0oo2HrPqhIGfolB/TmbR3b/zfMsU83uJwCKpUlqxaLel1mUonUsBh+JATHi94YLRoONaOdxKyVci/TtPjZU8OI2q0RW6cgWg1AK3+xZj/fIk57xtIqobW8c54hH3tH5jT34g/ILEaet83kMNvwNXrVYJlmxDAjSh/Lu7LmiN8uzD++h8icyda58GI6q0xxj8OsTBY7Oj9viDbkgCmukGnFA1N6tSyJELaOky7B+28Qci1v2EsGw3RAKLehYhW/cGfCjXaY6gAp6IogNP0I3+8DQ4LcAKwfy1yzEPYr/r4uEqx6FE/MnVzvuValwcQybUwxj8KqVsQ5eshytVFlK2DZFrejY0o5uSXEXU6I4OZaN2fxhz3f3m3ydiB+deH6Lf8jLn6N9j2DzKpKqLDXUS81QkLG9aO92EzgwjTwArcVfVSorEEXFtXo2cBSVUwRtwKZiy+T6Fhv/hxtOb9CAlVzkNRjpcKciolllWYCMvBupmORPQr3sGY+FTeWmgLvsNYPRH96g8wht0Ae1aiNboU4/sbEQ27IsrUQTTsjvHtNRDOzt35nhXICUNw9HmPEKo2p3L8wrEQmtBOYLq67eDjg0fZsnjbdbABZJmyRX0kR1ezBqxadfTtlLODHsnON+X8cGLXErS6PfM1SolKHWe7mzE2HDZIMqJQpTmifAOMn/6Tu3zfGsxfH0frdDdUa5m7PHMnxoQn0c4bhPn9DbjumUa2rTymaZId0xCuGti6v4yGgUVGkMtGISo3gVYDoElvRNmaGFmHnctO5PXrOtaYH4EkqruJqYYwynGwWnTkztVoVhf65a9g/Pk+7F6Ws16uGIuxbgr6HeMgnIWw1kC3RIjFYkV41IqiFDU9lIY81MDn37bNxRrNImQ7jnrTmp5vkWjSC4SOMfahnGVy5xKM729A6/4sot6FyI0zD24sEHW7IBp1R9TsAFl7EI5EgjdNIZS6n4RtY9BXjQZpIncswpSCUKf70NvfianZiJjxG+cuguibZiBnvQ9Ze6ByMxyXDMHecgAs+h7R4GKMoQPzHqg0kdNexVrtXGT5JlhifiSCiDWBmLoxpChHpRX1ASjK8bJikBDYie3PN5Fl6qD3/wr9qg/jNVEKGpj6DyA3zUbUvxgsNmQwC9GsL3LN7/FOd6kb4wPRf9s4A2s067S/HqV0ihhhrNrx333VNR1N6IRLeCbnzl2SMslgtRT/7MiaNWHrNvD7VfabAhztxoQZwyHz34SQUmKWb4Ro3CN30wOb0c4dgDn9zYJ39c8XiIqNwXLYwC1tK8JbIZ7RsW4y7tSVOGQo5znCUicobfjwEGx9O+He7xFscwc+a1mEfnJT2zzSj2vDRKw/3YI+YiDOJd/iNbPydc1WlIJoQuAMpyKMMLLSOeBKyhPgzBHxY/75ATKQwcRJUWbOsuLL9qj3maKczYJHGXNF/Me1u6jVC7U75VmmndsPc/b/CtzenPkOWofb4z84k9EHfoeo0BDzz/cxvrkauXwM6FY8jihJTj+xBn2Qd89ENLsS0f42Yt6qRA0IYc8JcNqJoM/5BPnLPbB/HYSyYMvfmF/1gYztGBc9jrFkZOEvYvZH2Df8gfjsUrRvr8K5fAQeju/3oChnIxXkVE4pIQQOwrhNH04ZRNNO7VtMmibOfUswP+uOSN2I8O3FnP8taBoioTJa25vB5s73OHPt72gX3B8fvO5bjWh4KeLc/vGVzuT4VL+CRAKn9PiVs0fECOVMPT9eNt1OJFayg5y7dkG5ckV9FMemdu14/dDVa4r6SJTiIGr1QK0OBa/UrQhvRfTMHQWuztYT0Lo+hX7tp4jmV8Flr4PFht51CNpl/41ngxzONCB1C9o9U+Hw82UwMx74zNyN2DAd64pfsIr82RuxWIxIzDwlWXBu0w+jByPHPoTcvQz2rUVOexX5zVV4jMyT3r9S+nkiBzsPZ6chrC7M1b+jtbkRve9baD1fRNRom7Ot3DAVzQiyfUuIIU/6uf3ObLKy8l+/KYpylvCUL3ydZgFH0nHtTgjQL3sZXAenFLnKgiMR7bxB6Fe8g3bJY1CmVu4DwtngTEK0uQm996sYU17GnPMZ+PZCIA1RoT5y8Q8YX1yO+OVO7KNvQnzeFep3xTzvPoIFTKW3RbOQ877Mf3BSIic8gR5MQ2Rsz7/+0GaZu8C/P97FPWMH8o8XYNRgXFIFOhXlSFSQUzll7ETwpK3CMvI/iE+7ov94E+5dc3ByCoM1vr2Y4x4GaaKdNwiCGYia7TEmPokx9mGkby96vy8QNdvnfZzVCWYMc9NfiIqNMCc8ida4O6LZlcht8wp+Losd6VA1OZUTEzFCx12P8xCrZivxjYd27Cw5Qc4K5cHthhUri/pIlOIgLBzovV7NHRgdIgRa9+cwFwyF9dOwWPJnfEopybaXx6zaCro8jG76MWe+gzH5v5hzPkPUao/e74u8tTujIUQwA9F5cO4ydzmIBqB8A0T9S5Az38YRO30zCzRNQ9u/Crb9k39l5i7kou+xqitG5QhsIoY5/fX4dVnjHsiwD61VP6T/AMYfL2HO/RJR9wL06z6NB/AtTgysrN0c/xzt3m3y7vtBDEOVCFKUs1HUlgDnXF7gOtHmRsLWYx+TeQigTxqC8ePt6Fe+i9Z1CFr/LyHiR26ejfH785irf0M/fzDaRY/kPjDsQ2txZbys9f51ucvL1AJnEub8b/J2SjciyDGD0UPp+Y9ZCNi3Nu/2h8vchYj4oUb7gtcDonJT5IF/1RXd9g96+jaV+a4oR6AuWZVTwqIJbFv/Qn5zNexYEE/H37MS+cOtWJb9hC3ezufkBdIgOwWqtACbC3PhsHiTofTtEMpErv0D44db0c4fHB8kHqS1vBaZsgGt1sETSSAVc8nPaBc+hNxTcGRDtL+NiDXx1By3ctaJGOETzuS06rYSPV1dSsmu3VC+hAQ5NU1QuxYsX6Gmqyvx969hS0C/6n20rkMQjXugtbsF/fphyJ2LkOumgM1daJdXw5TxjE4zgvH55cgVY3OyMMw/38ec8ylaj+fiG9s9oFtg/1q0pn0A4jXBdi0Bb2WEKwm59vd4BlzWntP2mi1CwuLhhW+wfDTW2MnV+lRKN5sRhDW/xQP4QiJ8ezG+7Ydc8xuEMiFjO+aMtzHnfYvW/Rm01gPx2WqxcFHu9eG0GVH8ftVNWFHORiHs0P0FROsb4FDpFasTcd4gzM6Dicj8NTYLYtVBLBoW/z5K3Ywx/CZk+g5I24oxdAByx8KD49QVGOP+D2JhRLMrIKk6ZO6GSADNnjerXGtxNXJhIedIKZELv8eqF3B81iPXEJVCh1YD48k4/6ZZ0Fr2Q676Nf+61b+iF/R8iqIAKsipnCKOaCbyt6cLXCdnvo3dOEUZKEKAZkG//KX43bgtf+ffJhbG/PtTtFbx6eiiRjtEUvX4Ca1iY4zfX4gfV+pm5Jrf0drcgGh+ZW4dNqsLccEDmO3/k1NTRVGOVzgWwqqdaJDTTqQENx5KS4NQqORkcgLUqgWrVkMspgKdCkQ0B+bK8ZirJ4HVhUzfjvHDrfGaXAANu2EYhd+8sxHBnPo6RAuo3bljEcLmAm9F9Mtexpz7JTJrD+g2RMvr0NreiNy+EP2KtzF+fwGZtgUSKoPl9Ga4SXGEAZNQl4vKMRACUa0lxKKYM9+FAsquyG3/ILwVEa0H8vbneQMJhhH/T1GUs1O2cBO+6Am490/EoGlwz3RCHe/Dj+voDz7IFs1C/vNVnmVai6sxf3++wO3NOZ+htbga/cr3MOZ8Fj9v/7s2t6ssMmt34U+atgUh85aNkVIiy9XLW3P7MKJqS2L2BAK2MohbR0HFRrkry9ZBv/ZjzLlfFHgdgV3NNFSUI1FXrcopIUIZ8UyVghjR+J2xU8FVFtH6emTaduTmAgKcB8ktfyPqdkG/8j20ltdirp6EjASQm2aB/0D8mMvVQ6Ztwfj5bvBWQRs88+AJdRqhdnfjp4C7aiWIEILMTBN/wEk47Djl9VGVIzupTE6tZGdybjtYXqhChaI9juNRrw4Eg7BxY1EfiVIcREwNujwMgXTk8tHIDdNzGtSJrk8RsScf8fFWI4Q8vMv6v5hb/0G/fijm6gnxoE+FRvGsjc6DQbMgqjbHGHlPfDpbufoQzEC6jlCv7CRFTeLZM4UQ5/YjYvWe0ucUQicQcOIPOJFSZe+VdBHdjWjaF6nbQMaQW2YXuq3cNg80G61a2XjuGTe9e9mw2aBuXR2nU3UOVpSzWcTUyLYk43NWIVtPInqcCSfCiEHYl/tz7fPiN+pChdSWNqKgWZGaBdK2xbuyO/41ky91E6Jys8KftFYnTJG/hE3IkoC4+qP8NwodiYi+7xASTgwp8CfUJXbDKFLvXEfqf9YRu/lXzANbkBtnFPx8TXufklrcilJaHaWFqKIco6N1o7Ucf5fpAnkrorW7GZm6BWxHuKun20C3Ykx9DfwH0K8fCuFsjCkvx9cLgdaqfzzAqVkQ51xGtq08puXgxXUJv8aORm1s227hg498bNhoULWqxj13OWjSRGK3ldzgWUlyUjU5dSuREhzk3LoNdL3kTFcHqFEDbDZYsgwaNTr69krpl21Jwn3LL4jtC2DNRPBUgFYDibgrEubINzAkAmF1xBsZFEBYHZhTX0VunAnlG0ByDYwpL6O3vAZjxK25G1ociLrnI+t2IWhNOG3nJiklRvmGaPUvhg3T864sUxtaXEfMODVZzkII/H4XY3+NMmpUkFBY0vViK7fd4iY5OYhplvAT8FkqIjXsXR6Gof3iA3rdXmAmJwB2L2g6//s4/vc/v7OV/33gxe2WuFwh1FtAUZQTZeo2tKTqkBFvEKhd9HB8Nt8RHxSDNb+hteqPuXMJWp0LEM2uiJebAcylv6Bf/QHGxpkg//UFZfdCk17ECkhDj0mNUNUOOO6ZAct+gtTNULsz1L+EbGsZpGkihMDnc/LzL1HGjQ9jSujZ3c5NA++m4uZZ8K9Zi6LLg0Sdp++mp6KUBirIqZwShiMRrUxtSNuSf6UjEek5NSldQggMoaPpVqjWqvDtmvbFXPg9WJ3o136CFCJ+kkjfBq6y6Jf/F3PfWkSXB6Hx5fhtyaVmYCWEzvyFGo8/kTu4XrvW4P6H/Nx3r4NrrrKi69EiPMKzw8kEOS2alXAJ7q6+ZaukYgXQ9ZJT7sFiEdSqJVm6TDKgX8k5buX0kVKSrSWg1emGpV43JBrRY8yciFg8OM7tj/yngK6qgKhzPuaiEYj6l6B1eyIeFM1OQe5bm7tRYlX0vm9jJtciaPFinOZTVEC4cfd6A23Pcpj3FcTC0OJaZL2LyNYTCm+ecJz8fieDHwiwfkPugHDUmAhTpkb54XsPiYmqa2xJ5beVxX3zSNAdiJbXIBd+X+B24pzLiIbC7NsfP0dOmBhh1qwoI773lpprMUVRikbYmoi765OYvwyKL9BtyMwNkFwzPg78N2cSeCuCNBDVWyNcZTHGPIjW9ka0xj0x102GWBhpcaAP/BZj4tNwqCN65WZoV7yD35pMvFtRflF0ovYKWDo9hIaJIUW83M3B7zpftos77vSzc1fud9/wH8L8MSXC8G+GUynjd1g1HpzJ0Pp6ou4q8fqliqIUSgU5lVMipHtxX/Mx8turIRLIXaFZ0K77FL/l1GWgmBYnWjSA3PoPWpcHMf98L+8GSTXQutwfP47zB8droQQzEK36I1oNQDqTCdrLgDz8RHNqjq048GXbeeW1ggeJn3wWomcPLwleFeQ83cKxkwlyluzp6lu2lKyp6ofUqwsz/4zX5bRYVKBTiTNNk4gJx3OiiJrg6HBnPCsyNW9nVO38++L1tu6cBJqOGQmgpW1F9H4Dw+pC1O2C0KxIZxJBexkikQicoVKxfuFGq3Ye1qptEdIkqjvj58hTFODUNI0VK2WeAOchWT7Jd8Mi3D/YCqhzVElkmiY+PRGvDKK1Goix6a98QQXtwoeR66eSXePKPMuzfJKhw8Lcd68VIdTfX1GUE2MYBtEaHbH2eRNz6qsgdMy5n6P3fAHjl3vyjlN1K/o1HyNjYajZESo0QIZ98RkUu5ZCcg1E1yeRhom0OolZnGi3jkGPZmNKiNm8+DUXspAA5+EKml6u6zp/zY7lCXAecuCAZOwEg5tu6Ipe+6LjutGqKGc7FeRUTgnTNAkk1MY1aCqsngQ7F0KFxtD8KgK2sqc0AyVkTcSTXAvz57vRzh+Mfsd4zMU/xAOZtTogkmpgzvkcwj5ElebQtA9Rb3WC5mH1UKIl/yQhhMjp7qvrOr5sG9KEaFQjGin4ZBuLwe7dkoSGZ/JIz04RI3Ry3dVLcOOhLVuhU4eiPorj16ghTPoN1qyFZk2L+miUki5bT8B9449ouxYjV44DRwJa077InUswPrwgvpHdg97vC2S1c8nWk+JZbJ7Dal9GImf8uE3TJHzo8rCQLjCaphEMWYlFNaxWicMROaYMPCl1Jkws/DVNmx7h9ttcuF0qyFWSGaZE86egX/oU0p8ar4fuTEJr2A25fQFYHGzPrMSLz0tm/RVh2vQoUh78+9/qwu1Wf39FUU5cEDuxRn1x1T4PkKDbMGe9j97vS+S2f5Ap6xFJNRD1L0KWr4dcOxXOuRzpPwBWN+Lix+JBRXRC0oLUJBiAEQHhIrliVTLT0+NPdpw3AXVdJzvbimkKbDbBzD/jSQ3JyQJdgwOpufubPCXKVVfacTqilKqMHEU5zVSQUzllDFPi05PRW96Efu6NmGjxu1anOAPFMEwMdzlEox6Yf32EZvNCxXNg1xLMhcMhZX18w4qNoetT+KT7jGXBHE4IgZUouhHBsDjijSxOgVDYQXq6zrZtBuUraFSqoDN9ZoTvRwTJ9kk6tLfy3jtePvksyJKl+YO59tPboFc5KBwL4badWPdDq24nGC2ZUzbTMySZmVCpUlEfyfGrUR1cLpi/QNKsqcrkVE5OfLq7F0vtS3BXaY45402Mn/4DkYOfbU2Pd1d3lyOqObHFsolZPcRO97z0kxSN2lm/Qeejj0Ns3WZQs4bGoLtc1K8n8HgCRwx2aho4XYV/thxOgVAfvRIvbPFicZVDzvsSuXtF/IZzMB3jl8FQvh5c8wX3XevHYoE+ve2MHunixf/62bffVH9/RVFOiWjMIFNPxmHRsfd6FWP4jRjDBiJqtIPk6sj96xBVW8Sb2Ta8lGzDCo7K8Qeb8Zt5NjOI3QwTs7pPSV3qUMjFn38ZfDc0REaGpG1bC3ff6eLOOyRbt5pEo1CtmsaUqRFGjQljt4OmFcEgVlFKOBXkVE45wzCI536cvoFaNm68l72McJfD/PNttPPvRzS+DFPT4xfQza/GrNQcv+Y9ZdPsjoedCLasHci/PoTULeiVmuDofC9BZyWi6Ce830DAzeNP5gYvnxzi4sOPQixclBvM/GNKhJmzIrz3tpchT2WTmZn7+r1eQfkSOI24JIoYIZL0E+u8Y9cdpAf3n+IjOjPWH7zHUK1q0R7HidA0QcMGkn/mwe23Hn17RTkWsVgsXquwy8PIsnWRe1ciEqshGnZDWhwQSMc6/jFkLIi1SV9ofiV+S3GtE21h+gx46ZXcms8rVxnce7+PB+5zcmk3F8lJhQc6TTPGddc6mfRbwdmc111jw+OOqMYzJZxhGEQ8VbC1uRnNn4K55jcQOnrvV4lUbseVt3lJT49fm3z1dYhp0yK8+7aX5SsieDzq768oyqkTihnoybWx3PIzct1U5L7VCGcSos2NyIQqhHUPkX91cHdLP9qWeTDvS2Q0iLVJb2h+DX5L0gmfm8NhB6+8Hmb6jNxM9WnTo8yaFeWdt7x8/GmQfftNNA2uH+DgvnudVKwocDmjhU2qUBSlECrIqRRbuq4TMLOIyjAWzYpF5C2y7MOF7aInsJ13DzIawLR7iNW+AMOMZ5WaplkkAU6LkNg2TUeOfSh3Ycp6zJXjcAz8FrNyO4xjqN3yb4Zh4933wzkBzsQEQXKSlifAeUg4DMOGh7iyr51vh8anQVgs8Nbrbjzu8Im9MOW4hI0Q1hOsyWnTHSU2k3P9BnA6oWzZoj6SE9PkHPh+RHy6ULmyKqXobKFpGkHTR1SG0dDxWJIRCIQQOXW0hAZ+IwsEuPUE5HEMOmKGSZatPM42t6AbQTANJGD+/Qks+C5nO7lvLSz4DvftY/Fpiaf4VZ48X7adt971Fbju8y+DNGxgwWJx4HYFCtxGSkm1qiZXX2lj1Ji8gc4m5+j07GHFNM/8FH3l1BFCYOox0o0wuieJBE1ga38b2Nws3VKOe67R8fnyXgNt3WYy958o3S6xYZrqGkVRShOhS/wxH0II7Jb49a3VYschXJix3O+Cw8twnWp+acfqrY2j9Q3xKee6jSA2IlLPl5Pjkn7Er/+H3DgzZ5nctxbmf4f79nH49KQTOoYDB3Smz8h/bozG4Iuvglx7jZ2PPg5imvEx3Ksve2jfNn7TSFGU46OCnEqxFNH87MvexaYDq/hj7c84bS7u7PA0ETOAEBqa0DFNg6i0EbWWQVqSDz6w6E8EjlgWcuKT+VdIEznuERx3TIxnmB6n7Gwrk6fmDi4bN7awcFHhdavm/hPlvnucbNtuUL++Tq/LrCQnhYGi/x2dDULRADbdcUKPten2EluTc916SbWq8azIkqjJOfEptbP/hiv6FPXRKGeCqUXZG9zFHt827LqTcp7KaLpGdiSLUDRAsrM8pjTYnb6NRTv/ZMaGsXSuczlXN78Du+bCIdzHNAiRUhIwdMCD0AWe/UvyBDhz+PbC/G+wdnqQaDHLaMtIlwQL+WoKBiESkezbB3VqF74Phz3EPXc7uKKvjZGjIgQC0Le3lYYNBS5nyby5oxykSfwyg3mbpxGMBUmwJ6FrOs2SGuLYtp0hL1XC5yv4Tf3X7ChtWuu4XKcv0KEoypmjaRqZxgF+XPARk9eNRNcsXH7O9fRtejN7M7aTEUihQcVzsWpWIrEwMRlFEA+EOi1edMOakzVptVlJj+xHSgO75sKpe8mOZSClxGnxIIyjlwSLmhDFCZqz0DJmQgj01E15Apw5svfDP19iPf+R4/5d6LrOnLmFj9mWr4hx6815xww//RyifbsTS5ZQlLOdCnIqxYoUJgciu/hs7kss3vkXCY4yXNfybtpVv4i1KUtpWL4lmaE03p75CHuzdtCwQnPu6vQcNRMaohnF4+0sfHuR0UJGgdkpaKEMcB1/kDMUknmmK0SjEoej8ECSzQYVKmi8/KKGppnEYmrweCaFYice5Dx0p7skWrceGjYo6qM4cW63oF49ycw/JVf0KZmBWuXYmXqUjekr+Hzuy2w6sIrzandnwLn3YXVacdk8OK0uFu2YxfcL38PrSKBmUgPuv+BVxqz4mkG/9OSdvr9gmHtIcpbDYR7797pF15CLhxe6Xi4bhbXt7UT14z9XnE665cifCU0THDhgULfOkQNVdnuIOrUFTz6uI6VAynAxnZ6vHCshBNlmGvN3zARg6rpfsOhWPPYk3E1vpma9hiQnCnbtKvjxDnu8w3q105jNVVR0XScmI1iEFaOY19xVlFMly0zljp8uIjWwL2fZdwveYtqGMbzR6wc89gR8oQwW7pxJtcQ6jFz6GZmhVColVKd3k5tpVL4FdquTsBEkO2IyZ8vv/Lb2R8q5K3JDm4f4ecmnzNs+lQvr9uHGNg+TZKlwTF3Oj8Ri0WHxj4WulyvGYOt4F1DmuPd9pHrUegGVzPbuNYlFNWwqzqkox614RIWUs5LVGv/WjsViSCkRQrAntI3bfuyCaRo0rHAuN7V5iKpJtckKZ6ALPX7y81bn0YveZfCoy1m4YxYLf7qEV3t9z7mVz8di5J3SbhcGtmgmhLPB7iFsTSAiT/Pb/qhV808scOJyx5uiBA7OdFi+PMZttzj5bliowO379raTlKwRDERVfasiEIoFsFtOMMipOwjFAjmfi5IiI0OyZw90u6Soj+TktGoJP/+ipqyXRodPhxOaYMGuGTw16SYqeavz6uXD2Ja+kTX7F5Ma3Me+rJ0s2TWb8+tcxiu9hrEtbT260KicUIM72j/BU5NuZuam8czZMhmvPZEnun6IUySAcWzvGSH0wnviCa1YfvYTEyXlywtSUvIfefnyAp/PpGED/ZiCVFLKnFIASsmn2QTpGQdIDxygeZV23H/BK6Rk76asuyIum4e9Wdt5+pny9B9Q8OO7dbXhcVO6gt0aZMUOMGnVcJbvmUetMg25qtntJNsqoZ/ua1FFOYWEEEQIEDUjWIQNh+Yu9LOqaRohshm19Is8AU4Aq2blyqa3EjOjbM/YQIKjDJW9NcgMpvFAl1fJDmeyz7cTjy2B/f7dlHNV4sPZT1M1sTY9Gw+gbfULyYpksGD7DHo06se2tHWMW/ktUzeMZuiA2SRo5Qs8JqtmYo9kIcJZYHMRsyeRKaPEzAgWzY4dZ/y8JQHtCL0TxIk1kTUMg04dCx8TXHShjbnz8mZ6Nm2qY7er2XeKciJOTbtnRTnI1GIEZCZBfOgF3JYSQpBNOhuyljB1y0jWpC1kf2Q7YfxECPLBrCe4qc3DvH/lWAa2GozL5iEtsJ/3Zw3hmd9u5e6R3bl7ZA9cNg9DB87BosUvEt+e8Sg7szYR03MDfh7pxzb1BeRHFyA/6478qAv26S/jkac3Q056KoHNVfBKbyVMx4nVWUvwRrjtltwTZDQGc/6JcvON+U+a1apq3HaLDYe9+A2SzwYxM0rMjGLT7UffuAA23YFEEjEKDmAXVytXxf+tfYSpqiVBy5agazBlalEfiXIqaJpGgEy2ZK9k3p4p7A1vJUwAv5HJmzMexm5x8EKPr1i7fxnnVGyNTbfz2Pj+VE6owQ1tHqKCpyobD6wgxb8bTbfw95Y/2JW5lVcvH8bfW/6gZdXzmLN1MsMXfUBmdD8+mYqmHfnyKmaY0Pr6wo+5aR80zKPu50zzekK89boHmy3vcpsNhjzqZsGCCMnJalB2NoodrJ/epW4vdmVuJTOURmpgHyn+PezO3EbFxOqUq5ZN82b5rw27XmJDSihbtvRkcGqaxk7/egZ+35Yv573K/O3T+XnpJwz8vh1L9/2FFKUomKuUalERYl3GYh6b1J/rR7Tn/yZew4oDc4nyr1lrwiRbpnMgupMZm8fx56Zfc1chGNjqfr4eMItEZxk2pa7CYXFh0x0ku8pTo0w9nv/9du4e2Z3nfr+dQb/04Lnf7yBshLiv83+pW7Yxv635AX8sm5gZ4UD2XjRN56EL3+T9q8bRs/EAhi56B2HJ/x3ilkEc/3wCH1+E/Kw7vuU/sWjXDP5vwjVcP6I9Qyb1Z13mEqIiTMww4Nz+hf4uRIuriVgSTuj36PVGePxRZ77lFStoXHeNnQkTcusRaxrc9R8Huq5qVCvKiVC3EZVTQ5OkRfby5bxX+WfbFLz2JAacO5gL6/bFIT1APMC5J7yFB0b3zXNn79yqnXmgy6sk2JPp0/Rmpm0Yw1fzXstZ77En8ky3T/hhyUcs3TWHvb7tPP7rAF7v9QOPXPgWr09/kAP+PaQF9pPgSCLRVo5gNJPMrF14K9UnYVsVyNgBZgy55EeIhXF0e4EQpyf/P2RJwNn3HeQvg/I2PtIsiCvfJ2hJ5ERSK6WMcUVfJ0I4+OqbEIEA/PhTiOefcfPDsARGjw2TmmbS/VIrLVvoeNwBwHbU/SqnXigaT7c94ZqcBzNAg1E/dkv+C6LiavlKSVISlEku6iM5OS6noFkzybhfJf2uLbn1RZV4oGFfeDv3j+lDSvbunOUtq3Tiue6fE4xmc0XT20hwJFHeUxmHzcV7s4ZQLakOQuhEYiGGTLie9GBKzmPb1riI61reja5ZSLSXJWbEByFjV3xNryY3Mnzhe9zV8Vk8ovDpbFJKjDJ10RpeCusmg2YBd9n4rANXWUT9izG/6oPr9vFkayc2oDodTNOkbp0Qo35OZMLEMOs3GNSqqdO+nZUVK6LcM8iB3V4yS20oJ87QIphmDIfFxYHAXn5dNZSlu+bkrC/nrswLPb6kelI93nkhyLKNyfwxOYrFAhd2saFp0KypwOUMFEW/yNMiYGbyzG+3EfpXfW1Tmjz/xx38eMNC3KKEnyyV0k+T/L3tN/47ZVDOotX7FvHA2L681PMbzq3cGUOa2DQ7q1IWMGLR+1zR7DaaVGydZzbT45e8z+p9i7hxeMecZQ6Li1cuH4YuLHyz4HU2HliV56l3ZmziiQnX81bfnynnqcz0jePJCqVRwVONuuWb8M/WKVzU4EoeGNmXq5rfQYPyLciIpJCoVcjZh1UDbf5Q5OyPAIiccxm/OeHt327M2Wb5nn+455cePNPtMy6s2RejTB20VgNg6c9gHnbTLrEatLuN6AlOibdaovS41Eab1l5GjY6wP8Xk4guttGhh5bU3/AQOflVUq6rx7DMuKlZQTdgU5USpIKdy0oQQ7A/v5JYfOhOOxTPPskLpvDXzEWZtmsCz3b7AgYdsmcF9o3rnGSwC7MrcQhlXBUwzxvqUFczcOD7P+uxwJs/9fjuv9hrO0l1X5TzGF07nnEptcFichGJBNKGR4d9H8val2DDJ9JTlu9AmLu39LHX/+hrL1rnxHa4ci/XCRwhZT0/755iEcPXzcNw1GTn3cziwASo3h/a3EXSUxziJqVgOe5D+11m4rIeHQBAcdoHHE0XXgzzykAXT1IAIpmmWmoFCSRQ8WP/UdoLT1Q9lgAZjfpIoV/BGZgx95wKEPxWjQiNk2Xon9Fyn0vLlULsWxXKa7fE6vzO8/yEsWAjt2xX10SgnKttM577RvTng35Nn+dLdc/hkzgtc2fR2bmz7MHt92/hr80QcVhdZoXS89iSqJtbkth8vJCuUnuexC7bPoHJCDc6t2pmHLnyNB8ZcAUAoFmSfbwc9zxnIqBVfcMu5jxfYgV0IgV9msCV7J1UveYRyFz6ICGUh07YhEqtAQmWMSc+Abx9i9zK0Gl2K2RReg+QkH7febCcQcBAOx+/bNW4Euq4CnGebmBFj7o7JtK52AZquM2r5F3kCnAAH/Ht49rfb+OTa36ldwcNFvj9ofWcTwriQjmScbhNdj5Sq6xZfJIMdGRsLXBeM+tmbvYO6XhXkVIq3bCODd2Y+mmeZJjQeu/g90gMp3De2N+mBFF7v/QNjV3zNkEs+4EBgH8t2/0PPxgPYkLKCxhVbEYhmM35l3kZ7oViAx37tx9Dr57Bs19wCn39T6mqyQhks2DqT+uWa8OCYK3n/ynHUSK7PR389Ta8mNyCRjFr+BU9c8iEp/t0kJJVDGBqGFiNsZBL0liGpWivYuZiMVtfw4W8FZ2r+vno4Paucj56xC1H3QkTbm5F7liOXjoQmfaBhd7L1BE7mi8pqjVC5UoQH788ds0GEF56zkZ3txDQlXo/E7Q4Vs/O+opQsKsipnLQoYd6f9UROgPNw83fMYE/2NuomNGNX+uZ8AU5NaHx09UT+3PgrTSq1YdzKbwp8jlAsyJa0tdQq04itaWsBSAukEIz6qV22MVEjws7MzbT01ME77jEwDcpY7NzS81k+3TiGARcNptqwJRALxU9OoUw4TUFOgAgWIq5q2Lq9gGZEMHR7vEvuKbiAlzKG1xvD+69+FKq2WfERih3K5Dyx6ep23ZlnP/+mpazFMeEhtPStOctiNToSvuRZZHKtE3rOkxUMStaug769i+TpT7k6taF6NRj+g6R9u5IftD1b7fXtyBfgPGTa+tH8eNMiDvj38M/WqUxdP5oejeKDn1A0wPb0jfkCnIf8vuZHejTqh93iZFfmFgDKuSuRFUqnnLsS09aP4bpmg+I1Og8jhGBveCv3j+5DZiiNLy/7gcS/v0Xf8nfuRu5y6Fe+ixFMh52L0GpdVCwHO7FYGJstnG/qunJ22Ze9g7dmPsKYW1fhD/iYsWFsgdulBvaxz7eTmj4fVncCSeP6Q+ZOuH8O2XrpC/aZ8sif2aihpqEqxV9mKJVANDvPspvaPsyyXXP4bW28Qc95tXtg0a20rHoeD469Cn8ki3Y1LuI/HZ/iz42/0q3hNfyw+KMC9x8zY8zcOJ4WVTuxdNffBW6THc6kSZU26JoFU5q8Mf0h3u47En/ER+Swz9HIZZ9xW7vHqOrJJhDL5st5rzB/+/T47MKmN3Bxp9tJlREiRv4MyXMrd+Sl5vehfdYTGcrKHa416YN2zcf49UQMwzipAGee1/2vMZvDHsJx2JChGJ7yFaVEKV7FnpQSKWwGmLet8OJ1MzeOw2KxsM+3E4fFSXlPlZzgzwMXvMp3C97k7Zn/B0IUOqAE2O/bRbIzN6utamIt0gMHsGo2Bnd+iYmrh1MuZuROLYiF8U54mpvrXcfwtcOJNLk8d2c298m96GMUMQUhcTDAqZw1Dk1Xt5+C6er/pqWsx/nTjSAhdMmzBK/4lHCHe9FSN+EadhWWdb+d+IGfhOUrIBaDhg2L5OlPOSEEl3aDxUtg2fJSlF50FhFCFBrgBDCkgRACXbPwy7IvAEj176NaUl0SHMnsztxa6GMjRhi7xcnafUtylg1sfT/jVn5LxIjgsDoRIn/twWyZweBRvUgN7KN3w2upu2pK3gAngP8Axqj70S98GMo3KJYBTkU5JD2QQnY482At6ggxs/Abrqn+vXBgI8avQ9C7PICo0gJDLzklWY6H15ZEWVfFAtdZNCtVE+uc4SNSlOOna3nzoSyahXOrdmbGxvGU91TBqtu4psWdfDDrKT6a/TS7s+L1eKesH8WdP13KE10/pFW189nn21noc2xP30g5d8GfFYBERxkMaRA5mEyzI2MjESNEJW/1nN4MAPuzdyGBsAxy44iOTFn/C5mhNHZmbubNf17kxdWf402sWeBzDGk7hKRfHoBQVt4Vq8Yjl/yMQJ2HFaUkUUFO5aQJIbBZCs9Yc9u8mKZJ08pteeXyYbzQ4yuG3ziPn25cQutqFzBx9XAAYkaUakl1C91PvXJNcjJm2te4BI89iQYVmnN7hyf4bM5LPNj6/0j++8u8D5KSpDVT0SwOApUaxJfVaE/MfmLNfxTlWORMVz/BIKfTEm9c5Y/48q6I+HGMH4x0lSF84RBkmbpgdWJWb0f40pcwKjfHMfFhbH+/B0fJIjnVFiyM1+OsWOGom5YYzZrGszn/94k8pm7RSvEipaR6cuHnlLplz8EfycIwozmzDIYv/oCHurxOZiidCt6qhT422VmeJGc5flv7A157EoM6PUc0FiY7nMnOjE1c12IQbj1/FueuzNwZDVfW6Yt1xbiCnyCYDpEA1O6sgpxKsaYdDOZbdCsCgcdWeA3ZWmUbIRcOg/Rt4C6L6PlfQlrpDHJ69GSe7Po/BPlnAgzq9DzuYlRrV1EKk2AvQ0VvNaom1uaxi9/jy37TqZ5Uly/7T2Nw55f48MpfEQiW7Z6T77EZoQN8/PfzSGnSsEKLQp/j3GrnUTO5QYHrLq5/BUt2/Y0udKyHjTWljGeU+kIZOcsalm9BeU9lhi/6oMBszbk7Z5IZyaBaYt7rglplGpKUsgmiwXyPAZBzP8cezSz0+BVFKX5UkFM5aS7Ny+WNbyh0/UX1ryTbTEdDo07Zc6jkrcbGA6sIxrJZsWd+zna/rvyOe897ocB9VPLWwGnzkBbYx2WNr+eJrh8QjPrJDKaybNff/Pe8l2m+cCz6zsX5HmvP3E2NhJpYA1lQpQXiqvcJidJ5Ua0UDyfbeMhhjWcaZ0fyXlTZZ72J8KcQ6XgfWP/1HrY4iLYfRLTZdVjnfY5j7D0QzDih5z8R8xdAg3qlox7nIZom6NsHVq+ByVOK+miU4xUS2dh0O00rtQfAaXVTzl2Zcu7KlHFV4M6Oz5AZSmNr2npqlWkEwPb0DXwz/w1e6PElCY5k6pVtUuC+7+jwBDbdweXn3MCQrh+wZNffDF34DoM7/5elu+ZwXu2e8althxFCsP+wbBabFBArvLGAjAQIWdUNOaV4i9evrY2Ohf2+XdzU9pECt2taqS3JzvKwe2l8gdAJJtUpkTeQhAYBmUVAZoJW8PGbpknT8u35dsBfnFe7J+U9VWhZpRMfXvUrPRtcjyZVxTCl+DF1gyBZhPCh6zoJljJ8cd1Unu72GXsyt/PZ3JcYufQzLMJGJW91dN3Kop2z8mRUHm7Olj9I9e/n7k7PFbg+yVmOppXa0r5mV65u/p+cZkUWzcoVTW/l2hZ38cPij3BYXfy1aSIALaueh81iJxgNsPNg8otAcGPbh6icUIMxK74q9PXN2jiB17t+jFXPrbOS5CyLNbPwWR+EMhFHyFBXFKX4UWdY5eSZGje3/T/mb5/OzszNeVb9p8OTuG0efOEM3PYEdKETiGbToFwzJJK65RqT6ChDZiiNX1cP48a2D/N0t0/4aPYzZAQPANC2xoU8fvH7hGMhPrtuCkmOsvy45GMGtr6fMq7yNCnbFMe4/0NsnFng4WVXaULzKp3w1C6P0eY2gpq7RF5UnywhBKGwnUhERxMSjyeClOqkfTr4o/EMTPsJNh6y6w4EGv5I7rQZbc9yLMt/JtryeqSnkHRJIYg1uhwzsRq2+Z/jGtqXcLcXMep0OaHjOFZ790o2b4EuF5zWpykSDeoLWraQfPixpGNHSPCWniBuaaNbdPxGJqY08NgSkVEDu+7k7T4/kx3JRAgNXdPZlbGVQNRHnbKN2Zy6hmDUz50dn+LJifFuqyv3zOe+0b05r3ZPnun+GV/98yp/bZ6EROKxJ/KfDk/SoWY3pDRYsvMvtmdsolW187mjw5OYpsHDF7yFU3rzHZ9pmtQu2yjn5wwjAK4yEEgr8PXISk2JGvnPVaYWJWQE0ISO+1CdsDNECEEkYiMctiCExO2OAtEz9vxK8VPRW503eo0gEgtSq2wjUvx7ubvTcwxb+A7+iA9NaFxYry+DO7+Ix5r7uTCTapHm86JpEo87jCyoS9cZJIQgQpCojGARVhzCnS+L+lDTsDHLv+LXVcOQ0uTSRtfRr8UgEvRySJk361+XVqq56vPsJZ8TNoJYNRs2nGflNahS/OTclLbG8Ed9RIww09aMZvK6kVh0K72a3EiXur3RNSuVPVXp2+wWDDMKQmDT7VSy1SAU9dO5dk/a1riIdfuX8uU/r+Tp0eCwOEkP7qdqQm1evmwo780aQkr2bgCaVm7H3Z2eZf3+5dQs04D+595Lv3PvIRwLIpGMXf41j4y7lld7fU84GmLcym9JcpblwS6vMWPDODz2BMas+IpK3uo8evE71E1uQsyMYdVthda8dTuTqe2tyU83LGDSup9Yn7KcttUuxOVpAHO+LPAxJNfA1E6sxv7ppus6Pp8Nw9DQLSZeT+SMXhMoSnGlgpzKKeERyXx89W8s3zOXKetHkewqz5XNbsVl9fDnxglcUK8XMSPCtE0TGLXsC3zhDDrU7Mot7R7l7T4jGbHkQ6ZvGMuQXwfy3pVjebN3fdIC+7HoNlbumcfdP3fnrvOepXHFVqQG9tPv3EFsSlnNhgPLKeeuROeOt5GwYUb+gtB2L0aj7lT0VMEnD2a+nYUXl4ZhYcdOG2+8FWL5ihguF/S71s6A/m5cTtUN91TzR7IQaNgtJ5YxLITAZXXnZnJKiX3mq8jE6hj1Ljnq483KLQh1ewnbwq9wjr2bWL2uhC94FJlU44SO52hmzwFdh0aNjr5tSXT1lfDKa/Dh/yRPDVFBzuIoIDKZtnY0I5d+RiDqo0PNrtzR4SksmoXpG8fy45L/kR5MoVW187mt/eNoQmPB9plEYmHa17qYHembGXLJB3w+97+kBfYDEIzEmy08ctHb3Nr+cfb7dhKTMSauGs6Hfz3FIxe+Rb+W9+CyJGAVdkzTwDDMIwYwyrkq07hiK9bsW8w3q7/jlU634576Zv4NK56DkVAlzyIpTFIju/n8n5dZuGMmSc5yXN/qAc6r1QOH9Jyy32VhpNTZvcfBW+8Emb8giN0OV/a1c+vNbjyegArcnKVsFhtlXZUwhUQAraqdz7QNo3n60k/Q0LDoVpbumkN6IIVKi8fEH1TvQibPTeTRF3wkJgpuusFO3952HI6Cm+2dblERZnvWOj6Z8wKbU1dTNbE2d3V8hgZlW2KTuedxv8zgnlE989zQH7n0E8q4ynN+ncvYlrqBBEcSVRJq49GSkDJeNkOXVlzCChLkqehAqSgnwRAxAkYm/mgWNouDNbsWY5gxynuqUCmxJi9d/g070jZTOakGe3zbSPPvJ9lVgTKu8mxL38DX815nd9ZW6pRtTP9zB7Mnaxs1k+sTiYV5+bKhDJlwPTEzfvPr0kbXsT5lBc2rdMSi2fngynHEZAzDiLJ09xwEglErvmTlYTP7Kniq8tJl31KnbGO+GzibHRkbGb9qKHd2fIaOtbqxPX0DiY4yNK/SgQblm1PBW41EvRxGzMCmmfRsNIDxq74r8LV3qXclAS2JBOCG5g9jYqChQyQDkqpDxo58jxHdniZsTYBiFjwMhx38Mw8++iTInj0mlStp3HO3g04drdjt+ZsBK8rZREh1VXpGpKfnb6iTnJxc4PKSTNM00EBqBrt9W3j3z8d5rvvnrN67mJ+XfsKSXbPzbO+wOPnfNZM4kL2Hz+a+RCQW5pZ2j/LfKYPy7VsgGH7jP5imZOH2GZhI2tW4iBuGd+Ty+ldxf80rSJzyZrxbJ0Dlpsi+b5HtrYIwrGfi5Rc7ycnJZGRksHmLk5tvy87Xra9pE51333LgdBZch6a4SE4+tZ1XT9fn7tBn+sflHzJi2Qe82PXbE97Xa3/eS9d613JHm6fQN0zB+ev9hC94DLNiwdNnCyQl+o5/sKz4GRHKItrqJiId7jnljbfuf8gkEIB77j65AKDX68Xn8x19wyIw9x/JDz/BG68KOnUsvoHOM3FeKW6fx4DI4NnfbmPpYTXBOtfuye0dhvD1vNf5a/OkPNtbNCsfXzOJL/95hZvaPkLUiFDGVYFILIzL5iZihBEIKniqYkqDLWnruG907wKf+9sBs6jmLLiWWEEOZYK9N+txZm4az1Pn/ZeL/DFcc76EsA+EgAaXInq+SLaemBM4FEKwM7iR23+8MGfweEiXur157ML3sEv3afv7CyHYu89F/4E+ov+aAFCrpsZnn7hwu4omQFUanMzfrag/j8nJyaT5U0gPpvDZnBepnFCT7xe9l287h8XFTz1GUH75eIKdHueSq7yEDhuHX3ShlaefOPODc6HB7B0Tee6P2/Otu//8l+nV4BY0qaPrOn9s+oHXpt+f+1gEL/b8mmkbxjBz4/ic5R57Iu/0HUWdhKYUdb+S0jjWKM7O1OfxRP+uURFmxpYx+MIZxIwoX817FfNgDXerbuO+818mK5RG1wZX8+rU+1i2ey4APRr1o3JCTb6Z/0a+fT568btMWz+avk1vYUf6RnZnbWPSmhHUSK7PG71/RAhBOBYiEgvhsSeQ5CxPMJqNKU3+N/tZpm8Yk2+fFb3V+PTaP9iZvoUK3spYdBsCSPXvR2iCXRlbeO73+GfWZfXw3cDZJOuVAMiW6dwzqie7s7bm2efdnZ6jb+PbsMr8WZlCCDzRVOSEx2HzwbGqqwyi21NE61xCSOR9TFF/rqS08uNIwf8+zv99OehOBwP6SzSt9M6yONbf/6n+PColh6rJqZxSpmlixkwCsSzenfk4T3f7mB8Wf4QpY/kCnAChWJCv573BlrR1PNTlde7o8CSjln9R4L4lknErviXBkUi7WhfTsmon/m98PwAmbhjNfcveInzLj4h7piHu/RNzwDAC7lpnbYDzkFDIzutvBvMFOAFWrjLYuUuUqjqKxYEvnInTenKBRMehTE4zhn32exgVmxxfgBNACIwaHQl3f41Y495Yl3yP67te6DvmH/2xxygtTbJ0GbQsvKZ8qdChPZzTGF57Q5KZqe4NFhe6rrMtfUOeAKcmNPq3updU/758AU6AmBnlg1lPcfk5N/DZnJfICKYyfcNYTGnw5T+vsH7/crZnbCQtmEIgks0PSz4q9Pm/X/Q+Ujv2KIaUEheJPH7hh4y8aRmNa3Ul0vp6GDQFMWgqYvBfxHq9iU9LyJMZGSbA2zMeyRfgBPhz06+kBvce8zGciGjUygcfhfIFOAG2bjNZu1bGb3IqZ6WoEeGrea9xYb0+jF35TYHbhGIBlkdTGVapArN2r8fjyXvdMWNmlIxM/Uwcbh7ZRgZvzny4wHWfzHkBv5kBQNgM8vu6H/Os71CzKxsOrMwT4ATIDmdy/+je+IzU03LMinIihBDs8W9l6IK3qZFUjy/+eTknwAnxz/E7Mx+lbfWL+H7h+zkBToAejfozbOG7Be738zkvcXWL//DpnBeplFCDXk1u5Klu/+OJSz7ko7+eZtGOWbwy5R4W7JhB/6Ft6PFZTUYv+xIpTWZuLLj53j7fTlKyd1MlsUa8/IyUZIbS2e/fxVf/vJYT4AQIRLP56p9XMbX4CcqrleHTa/7gxR5f06Vub65sdjtDB/5N38a3FhjghPi5OdtaltgVHyEG/4UYNBV5528E6/fKF+AsDnzZNr74suAbQl9+E8LvtxW4TlHOFuqKVDnlNE0jFAuyK2sLhjTYmbGZRTv/KnT7uVv/oFaZBpR1V6J5lQ7sO6wxw79tz9jExNU/8PHs51mfspy9vu056yp5qxOwuPE5quCzVyCA47inzwkh0HW9VAX9whGdlasKn2Ixe04MXT/zA4vSzB/JOukgp9Piwh/xYVk9Hi19M9Gm1574zix2YudcQbj7K0hHMo5fbsW68OtTUrphxp/x5LMWzU96V8WaEIIB/SAcgTfeUt3Wiw2LzJcF0qJKJ7anbWDl3sKD+Sv3zqdO2cas2DOPcu5KuG1e9vp2cFv7IQxd+A7P/nYb+3w7seg29mZtL3Q/uzO3EjULbx5UGN20kqiXp4KtBhbTTbaWiM9ZFZ+1LCGZ/8ZcyAiwfM8/OT87LE4aVWhJ7YMNk+ZunXJav8fDEQv/zCs8K2TK1Kg6j5yl/GEf4ViQ2ZsnYbM4yA4X3oV4W+YmNmZuIiu2g7p18r9fVq4yzniwPDOcVugxR41ITv1ATeQvQdOjcX/Grvi6wMeGYkGW7pqjgv9KsWGKGN8veo8ejfvx09KPC91uwurhRA6rq2nT7fHMzwJusgFkhtKwaFb2ZG3D60hCSpPvF77PoF96MGfrHyS7yrHPtyveeOygYYveZU/WtjxB1n9LC6TgsLhwigTK26syculnPDXxJuZunZxv25mbfiVkxMtvHbqZ2LlaL56/5Cse6Pg6VRx1scoj18mXUhLCjs9WDp+zKn4tgVhBGSKF0HX9jH3e09MlkYLLjhKNQmqaukZVzm6qJqdyWuhCp6yrIpFYiFAsgP0IXaZtuh3DjKEJjagRoWH5lszdlv8EBtCkUhva17yYcyq24slJ8SYRFs3KZY0HcmeHp496AiuMEAKXkYWWthn2rIKytZAVmxC0JmMcxwmuONKExOEgz7Sww5UtI1TA5hTLjmTitLhOah8Oi5tA4AC2OR8Sq9YWWab2SR+XdJcn0uUxLCt/iXdqz95PpMvj8SjlCfr9D0mjhuB2l54bA4VJTBT0v07y1TcwYSL07lXUR6REzCAuW956lEnOsuz378J2hPOOLnT0g91gpTTZkbGRmBnFptvZdbBbq1W3YZgxGpZvwebUNQXup3mVjth1J6e7Z4omxMHutYLHOz5H+6TGOHctx7S5yK58DnvM0z3FV+L1CsLhgs8VZcuq88jZKmKEkEhsuoOMwAEqJ9RkT9a2ArdtUakd19lq4vJn0nXQepb2rMIzbzgIHKyYk5R45t9HujhycN6qx7O4LNjo1+Ie5m2blrPOYXWRFSp8yuT2jI1otbR8DYwUpShEzQi7M7fSvEp79mYVnlCyO3MLdcqdk/OzKQ1s+pGzGQ99jqyajdTAPralrwegQfnmbE/fSMMKLdievjHPYzSh47C4CMUKLnVSLbEOdtODiYmu6bhthdeedlhdQN7rUNM0D5aLOL2fP5f0o2ftgu0LIaEiVG1N0JpITJ6+62Kb7cj7th9lvaKUdur2onLKmaaJLiw0rtgKm8XBtvQN/8/efYdHUXUBHP5N275pJKEXFWkCIoqKYu9iRbAXBKzYBQEbVkRUFFFEUUQULNgbymcXGyIgoID0DqGkbC8z8/2xkBCTUCSQhJz3eTS6LTezO7N3zpx7Dp2anlDh489ofSlLN80nGAugKArXdL4bhbIHZ6/DT+dmp9D/44v4fP5EBp82hifPncRbV/7BzZ2H4Cqnm+3O2FqHRRl3Afb4i7H/9zD2W73hxdPwBpej1vCsTp8vQbfzy5+cKAocc7QunfgqWTBeiGs3g5w+ZzpH5C1HCeWRbHtBJY0MUFSS7S4kfsgVOGa8huOHJ/5zRufSZTbz5sMRh1fe8Kq7g9srHHUkPPOszZIlEtSpaoFIAae2vLDUbSsLFpHhqsNB9TpV+Lzjmp9NQXgTqqJS19+I/y14l7b1D+edWS8AcHiTE9kQWM3n89/kzDaXoatlsysdmpPu7a/d4wFOALeWxgnNz2fEKWM4/Z8Z5E7og/+7Z0mfMpSG43tyWFEhmrnnAp1+X5xLL6n4JPfssxwkk+WsZRf7PKfmwWP46NrmMj6Y8wqXH3ZbuY9rkNaM/cNh0j4eiP71Y9T54GyOz7uBsU+H0XVwOqHFgepeD3KmObNokNas3PvSXVlkeXKB1Ny2RU4Hjj/gnOL7N4XW0yh9/wpfu339I2R+JaoNp+qmfYMjWZG/iFa5FdcYat/gSPK2WVWXtJLY2Pic6eU+vnFGczaE1tK2XiecuotP/3qj+L6rOvXjoznj6NHhej77+41SzzNUZ4XHiw4NjybTlVv8/4lEgrPaXF7hmM9rezVeLa3C+/cUvx1Efbs39ivnps4f37sJe9TxePJmoSt77liWkW7RuFH5YZyGDVXS0+XCiqjdJMgp9ghN0TjroMuJJsJc2vFm/lj5A5ccclOZxzVK359TWlzASS268cPiT3EZHqYsmMTQsydSz1/SCbpFTnse7TqeJ765nU3h9Xw5/x3u/fwq0p1ZZOn1UKz/vkzOZUewP7itbEe9aCHWhCtwJ4v+82tXDwl6XuGgZYvS20hR4JGHPPjTKljvIP6zomj+bi9Xr6t4ODc/gLn/Cdj++pU0shJm85OJd7gcxx+vYvxRfg21Hfn0cxufF9ruYqnQmq7b+VCnDtxzv00oJIHOquTWfRiak8sPva34tkUb/6JJVgt+WvoF13a+t8xzcnwN6HPkIMb8+ihntr6M+XmzqJfWFKfuYs7a3zit1UVcdMgNZHrq8uHssUyaNZrnLviUxhnNi1+jWVYrRveYQoaeU+b19wTN0rnt2MdovXENxsJvS99pW/BRf5yxPVf/z7JMzu5q0PGQsguA+t3hpk7WvtvgQGyfx+lFVVW6HdyHuBljY3Attxw7hHRXVvFjDm9yIqNOHk2dyQ+Veq62ehrN1o7h9JPgmad8+Hx7vyOwV03n0TPH4/rXUnRdNXj0zNfxqRnFt7lsL/2OG84L3b/gtJYXsqZwGdcfPbjc163nb8wBdQ6SDGdRbdgW9Dj4Or5e+AHnt+9dbhazS/dw4oHn0fJfQdCJM0Zy14lPb1lRUPrxtx03lI/mjOOuE59mRcEipq34hmxvPQaf9hLz18/k+qPv54v5b1EY3Vz8vJY5B1Pf34TzD+rDtZ3vLZ4za4rGqS178PDpr+K0SycL5HgalXsuuV9WKy5ofw3bWfm+RzhUG358Ftb8WfqOZAxrYk/ciYpLd+wurzfG8Ce9pPlLJ+L4/QpPP+nF59v1MjpC7Euku/oumj17NiNHjmTmzJkkk0latGhBz549OfPMM7f7vNrSXX0rVVX5c+NU6vob4TF8/O+fd4klo7TIac8Piz8lECvkpBbdOKBOGzyGl1+WfUWXA87g0S9vZF1wJaO6f05hZDObI3loqk6Otz6aqjN53lvMz5tJ69xDOLXlhaTr2WDtZkfn+Abs546t8H6lz6cE0g7Yrd9RVbZ+xhRFIRx2s2w5TP0pQZ06Kiccp+NPi6Nr1f/ktKq7x+6srdv7krc70r7ekZzR4rL//FppXz3CARuWwtkjUV3lXz2vDPqcdzHmf0LkrBGYLU7d6edFIjbnd7c54gg49+zKyXauzt3V/y0vz+app6FjRxjysIKmVY+M79rWXV1VVVaFFuJzpbMpvJ4PZ48lGC/ipAPPZ//sNvy67Cv2q9OK7xd/QmFkM0c2O5kODY7i9xXfsrpwKScceC4T/hjJrccOoTCyGV0z+HrhB7Sp25HVhcuwLIuTDuxGpiOHULKI4JaTFp+RjkdN26vLUL1WEOXV86Gw/GWGSpcb0U+7f4++/5Gom9VrFL77LkFamsKJJxikpyUwDLlYtjtqenf1DYG12NgEYgXMWv0T6wOr6dioC27Di8fhJ8OZRcbIEyBazkm/w0Py2u+JGBkoStVkAysqFCY38tXC95i77nea12nLma0vIV3PQbHL5oMoioKqqYBNzAzz04ovGDn1HgoiqQsNhzU+jrtPep50LafKg5z78rlGdVTdu6vbqs2KwAImz59Ix0ZdeO7H+4u7kDfPPohBJ41kRcEiwvEgG0PreXvm84QTQVRF5doj7+XEFufx6V9vsCz/H1rmtOfwpiexunAp7esfSSBWiKLYaIqOQ3exKbiejeF1NEhvyuS/3+THJZ9jaE66tevDyQd2w6OkGgopKhQlNxNOBHEbHnx6OqpVftPYOBHWhVbwwZyXCcQLOa3lRbSt26n4tfaWzMxMEhuXwfPHQbL8gKJywXOE9jtlj80TFEWlKOBm1iyTv+ebtG6lcUgHjTR/BHtvR3z3MumuLnZEgpy74Ndff6VPnz44HA66du2K1+tlypQprF69mgEDBtCrV68Kn1vbgpwASSXK1BWT2RzO49y2PQnGCokkQmS4s3HqblTFIJTIJ2HGcepuPpg9jv3qtKBd/SPwkZlq/qOCgoJlWti2TWZmJoVFBaiKVmlL4/yhldgvVhzcUS6fSCD3kEr5XXvbvz9jWxsr2bZdo5ZQVfVJ3M7KzMxk8+bNnPFaE85qdSVdmm7/4kdF0tfNo923T/GmI8rJZ4zB59iDS3BsG+O3F9DWziJy0YSd7uD+4Uc2Tz1jc/+9qbqulaEmBTkB/vrL5qVX4MLucHPf6rEworYFOQFQbIJWPuFEEEVRUhd14kGyPDkURQuwsUlzZmLoDjQ0wokgKKnafzYWCgo2oKIQS0bwOTJJN+psqRVded81u8trFaE8dxwky892U9qdh37h6D3+/tfU75HqrKYHOQsKCoiqAVQUTNsiaSUBG0VRcWke0n9/Hb59suIXueUngnpWxffvJbquY9nmLu/3qqoSMDcTShRhaE58ejoO3FUe4IR9/1yjuqnuQU5IfV7DVhFxK4qt2MSSESzbImnGsWwbTdVwGx7C8RCbwutw6m6yvfUwNCfRRJhcXwPiZgxFUVP1OlUnG0JrcGguvI403PgJWUWsLFzIB3NeAdvmskNvJ92ViY4Dj56GZe5eEE7TNcDGtqiSmreZmZkk8xZhj+xS4WOUU+4j3OGKPf49qaoqqpqq/Vtb6v9KkFPsiDQe2knJZJL77rsPRVGYMGECrVu3BqBv3750796d4cOHc9ppp9GwYcMqHmn1odsuTmx6AUErn83hPByakxx/Qzyah4SdRFc0HKoLvyMLAwdXHHI7VjJ1gLbZ0r24nGO1ZdpYVN5Jp+1KA4cH4uUXviajUaX9rqpm23a1OWHfVwXiqQ6Ufsd/+2LVY0Fa/PoKm/25TDUXc2SsYM8GORWFRKc+KN8OwfVRXyKXvoPty93uU5JJmwlv2XQ4uPICnDXRQQcpXNDN5u1JkJFhc8VltXdbVClbwadk4XdlYipJNM1AdxtYlkVGRi6FsU1EEiEsTDy6D78jHUXR0C0nqqpiKyYKGslEEltNBSUSiVSGe2V+1+wuU3WhNz0CFn9f/gNanLJXxiHfI+LfbNvGafow9ThRs4hIIozPkY7PyMBOgNLkCCoM9+W0wNpOk7C9aevnelf3e8uy8CoZeB0ZqRtssCv+i4WoUpZl4cKHS93SyMdIBfgVLZUdaCVTJ1+WK0mmO5twIohDc+FzpOF1pJEwk/j0DCwlQdyM41Bd1Pfsh2KrmKaJiYkLLy3SD2HQcaMAG8u0i4P+uxvgBDCTVX+BzdRcqJlNIb/8Rms0OWyvBB1rU3BTiJ1VPVJPaoBff/2VFStWcNZZZxUHOCGVeXT99deTSCT44IMPqnCE1ZNlWXhIJ8doTLqaixZ3EIsksaIQjyTRky7MqEU0GiUZT1bJQTpmpKMce2v5d7brRmJPBpjEPmdzeD0Aaa5dD3IqZpJWP41GS8ZY2upkbAU2R/Iqe4hlaQ7iR98KZgLXRzdCooKA/xb/+wrWroVTTt7zQ6vuju2icMZp8OIYmwlvykltVbItBdU0sOOpIKVpmiSjJl47g2y9IelKLobpQU06URKphmuJRIJk3CIRT1SLrKvtiSlO1JMHgVpODer0htiNK260JMTeoCUd+Mkm12iCx07HiqcCG1bWflC3dbnPUU9/kKhWcddkIcSel0wmScSSxKNxkskkyWQSKwFeMskxGpOmZKMmHOgJJw7TTSKWxIwqaAknyZiFlSyb2W/bNmbSxExa1f779b+IGWkopz9Q/p0NDsZMa7RP/t1C1AQS5NxJ06ZNA6BLl7Jp6Vtv+/333/fqmETlSFhgtuuBctbj4NvSRMLpRznudjjlXqJU3FFWiH/bGF4HQJpz14Kcipmg5c8vkZa3kBVtz0b3perQbtoSNN3j3JnEj74NddNiXJ/eAWb5tVpjMZsxr9gc3B4aNZTMRYDTT4PTToUXXrR56eV9czIvqp5t20S8jVB7vgf12qRuVDVo0xWl5yRCVdBZVoidEVZ9KJe+hnLIJaA5UjfW2R/18jeI5bSRLCQhRI1jmibxeh1RLnkVMpumbtSdKIddjnLRy4QVz/ZfQAixx8hy9Z20bNkyAJo2bVrmvpycHDweD8uXV5CuLqq9sOJGb30ezgNOQLVi2KqDqJFGQubdYhetKlyMpuhkuLJ3+jmO0GZa/vwS/s1LWdH2bEKZTVBJBUo3RfZSkBOwM5sS73wTjp+ewTn5LmJnPgH/6qT5xkSbTZvh2j57bVjVnqIodD0DXC6b8W+kmhLd1Q8cDgkCi8qVQMPMao3rkjfQkmFsRSNu+IjbOkhwXVRTtm0TUPw4TrwXx7G3oFgmpuYirPslwCmEqLFiioNko6NxXvUemhnFVnViRhrx3WyKK4TYPRLk3EnBYBBILU8vj8/nq1ENM0RZSdMiqflB2/Iey7xb/AeripaQ7a2PVt6S0n9RkzHqL/yWxnM/wdIcLD3kIsLpDYrvT3dlsT6wck8OtwyrXjviR96A45dRKB/dRLTrU+DwArBwoc3rE+DkkyA3VyZw/3bSCQrpaTYT34JVq20efgBycmQ7icplWRZhxQ2GO3WDxDZFDRG3VeJaBmz9epQApxCihjNNk7DqBTU1V5bzRyGqngQ595L09HRUtWx1AOn6tetkm+0a2V5lVbQ/VobVwSXUT29S4QURAEfROrLmf0udeV+jxUMUNjmUza1OwDZcuLd5XP2MpsxYNotIIh1FBb/HwunYCxGNVsdj+9JRvh2O762L0XuMotDTlvsfLKRhQ4ULzvdiGHsmeLe97VYTnHA8NGmc5PnREa6+Bh6838PJJ+3dkhc1bZ/fk/tjbVTT3n+RUl3et/+yP1aXsYvyyftTc21vf5T3tWrJ9q9asv3F9kiQcyf5fKmi6BVlawaDQdLT0yt8fmFhYZnbMjMzyc/Pr5wB1hKyzXbNvrK9KvuLrLz9sTL40rz8ufoXTmneo/SxwrZxB9aRtfpPsldMx795GUndSUG9NmxsfCgJdwYkLJKRKAuW1GXuggb8szSXFWvOIRp18+3EkpdK9yXYr1GUtgcEOeygAB1aBsoEPjeE1jJl4Vss2DgLQ3NycL2jOPGAbrvWpT39QJQT78Px2wusH3EJN816k4JAPW67TSMaDRKN7t62Ko/f798nMuJzc6HfHTZvvwO33hHk6KOC3HCdQrOmez6rc2/s8zVlf6yN9pVjfm2zO+9bVe+P8pmr3uT92bv21v4o72vVku1ftXZ2+0sgtPaSIOdOatasGQDLly+nbdu2pe7bsGED4XCY9u3bV8HIhBDVxW/LvyZuRmmV0RrfpmX4Ni8jbeNi0tfPxxnJx1J1irKasbjluWxMb0Ew6mXDSj8rVmcxb3E95i2sTzRm4PXEaFx/M4cfvJxlwa/ZP6cpLbM7EI5qbC40WLPBwac/ZPPGZ/VxO02OOriQ4w/P54h2+czK+4xPF4zHpXtoldORuBnllxVfMm3V15yw//nsn9WavOBq/tk0m/zIBrI99Ti04XG0qHMwilI6CGf5G/BNnad54sP6RCJwW+sHaTRLw6rXDqvOAVjpjbE9WcCeDd6tKFzItFXfkBdcRR1PXQ5teDzNsw7a4793d/h9Cr2vtpn1J3z8CVzR0+aozjZnnalweCdwOqvv2IUQQgghhBCiJpIg507q1KkTL774IlOnTqVr166l7ps6dWrxY4QQ+4hkHCUeANtKNfSwEmAmUMw4JCKECqJEAyGsUBHJQAHh/AJWLf2TAaGLiMxYwzeR+qwJH8rq2LlsiNWlMJpGwjQq/HX1czdzyEFL2L/JeurWKQQllZ3p27CRlfm/4PBFaFi/EQYaKAo2Cus2upi7KJ3ZCzP5etoBqcdnOmnS6DAOae7G0MLU8UVokHsq8zZP5bOZX4LyOYpik+7OJt2RxfxNq5i+8AUy3Y1oU+d4/GpLgqG6LF2Zyc+z6rJmg5dmDQJcdf4i0pOtiW5agv73V2BNZusCKsuVgeVOx3KlYRlebMMNugNb2VJ4zbZQzCSYMdRkFMWMpbavmUAxE6SKCtoEVQ3LsrEBE4uEGSUYK0RJRjla0TBUg6S1lsS8P1ijOfG4s3C4s9AcaRieLHD4sB1eMDygu7ENF2gObE1PNVBSUtsORcXWHKDt+WXkB7WBli3h999h6s8w6N7U+9qmtU3rVtCkiULdupCRDl4vuJxgGKBpgJIK49qk/mVakExCIgHRCASCkF8AGzfC+vU26/Ng0+YCNm20CIdT5e4cTkhPg+xsqJsLdesq5OZAZlbqdo8HnI7U71RVSEsDXZcArBBCCCGEEKLmUWxb2nHujGQyyemnn8769et55513aN26NZBavt69e3dWr17NF198QaNGjap4pEKIypB4oiMUrSn3vtmb23Pl1Df38oiE2POOPcbghed2oayBEEIIIYQQQlQTEuTcBb/++it9+vTB4XDQtWtXvF4vU6ZMYfXq1QwYMIBevXpV9RCFEEIIIYQQQgghhKh1JMi5i2bPns2zzz7LzJkzSSaTtGjRgquvvpozzzyzqocmhBBCCCGEEEIIIUStJEFOIYQQQgghhBBCCCFEjabu+CFCCCGEEEIIIYQQQghRfUmQUwghhBBCCCGEEEIIUaNJkFMIIYQQQgghhBBCCFGjSZBTCCGEEEIIIYQQQghRo0mQUwghhBBCCCGEEEIIUaNJkFMIIYQQQgghhBBCCFGjSZBTCCGEEEIIIYQQQghRo0mQUwghhBBCCCGEEEIIUaNJkFMIIYQQQgghhBBCCFGjSZBTCCGEEEIIIYQQQghRo0mQUwghhBBCCCGEEEIIUaNJkFMIIYQQQgghhBBCCFGjSZBzGy+99BItW7akZcuWzJo1q8z9wWCQxx57jBNOOIG2bdty4okn8vjjjxMKhfb+YIUQQgghhBBCCCGEEADoVT2A6uKff/5h5MiReDwewuFwmfvD4TCXX3458+bNo0uXLnTt2pV58+YxduxYfv/9dyZMmIDT6azw9fPz88vclp6eTmFhYaX+Hfs62Wa7Zl/ZXpmZmZX6euXtj5VhX9neVUW23+7bG9uwpuyPtZHsQzXT7rxvVb0/ymeuepP3Z+/aW/ujvK9VS7Z/1drZ7V/Z+6OoOSSTE0gkEgwcOJDWrVtz8sknl/uYl19+mXnz5nHNNdfwyiuv0K9fP1555RWuueYa5syZw7hx43b596qqbP5dJdts18j22rtke+8e2X67T7Zh7Sbvf81Uk9+3mjz22kDen32TvK9VS7Z/1ZLtL3ZEPiHA6NGjWbhwIUOGDEHTtDL327bNpEmT8Hg83HjjjaXuu/HGG/F4PEyaNGlvDVcIIYQQQgghhBBCCLGNWh/k/Ouvvxg9ejQ33XQTzZs3L/cxy5YtIy8vj44dO+LxeErd5/F46NixIytXrmTt2rV7Y8hCCCGEEEIIIYQQQoht1OogZzweZ8CAAbRq1Yo+ffpU+Ljly5cD0KxZs3Lv33r7smXLKnmEQgghhBBCCCGEEEKIHanVjYdGjBjBsmXLeP/998tdpr5VIBAAwOfzlXv/1tuDwWCFr5Genl5u/QgpiLvrZJvtGtleZVW0P1YG2d67R7bf7qtp23BP7o+1UU17/0VKdXnf/sv+WF3GLson70/Ntb39Ud7XqiXbv2rJ9hfbU2uDnDNnzmTs2LHcdNNNtGjRYo//vvI6gGVmZkpX2V0k22zX7M3tFYu52LRZ4/fpSXw+hUM7avh9cTQtsduvXdlfZHuqI6J8PndPddp+iqIQDrtYs1Zh9hyTenUV2h6k4fdHAbOqh1ehvbENa8r+WBtVp31I7Lzded+qen+s7M9cIuGgqMhg2u9JbODwTjrpaQkMI15pv6M2kWPC3rW39kd5X6tWbdz+iqJSFHDzzz8WK1ZatG6p0aQJeL0RbNveq2PZ2e0vgdDaq1YGOZPJJAMHDqRly5Zce+21O3y83+8HKs7U3Hp7RZmeQuzrolEPQx6P8c234eLbVBUevN/DMV1A13c/0CnE3hQKebj5tjAL/ikJaLpcMGqkjxYHxqjOgU4hhKiJYnEXb75l8fLYQKnbe17p5IrLXDid0SoamRBC1F6qqrJipZtrrg8SCJQENBs3UnlxlI/09NBeD3QKsT21cn1YOBxm2bJlzJs3j7Zt29KyZcvifz744AMALrroIlq2bMlXX31F06ZNgYprbm69vaKanULsyzRN4+tvTL75tnQg07LgvgfC5Bc4qmhkQvw3luVg5POxUgFOgGgU+t4SJBB0VdHIhBBi36QoCsuWqbw8tmwgc9z4GIuXKCiKUgUjE0KI2i0QcNH35tIBToCVqyweeDhMPC7neqJ6qZWZnA6Hg+7du5d73/Tp01m2bBknnngiWVlZNGzYkGbNmpGbm8uMGTMIh8OlOqyHw2FmzJhBo0aNqF+//t76E4SoNgJBB+Nej1R4/6efJbimt04ymdyLoxLivwuGDCZ/GSj3vkgE/vnH4rBDFblqLYQQlcQ0DcaNj1V4/6uvxRn6qIGmybJ1IYTYm9bnwabN5c95p/2eJBB0k5VZ8fFbiL2tVgY5XS4Xjz76aLn3DRw4kGXLlnHdddfRoUOH4tt79OjB888/z6hRo+jXr1/x7aNGjSIcDnP99dfv6WELUS3ZlkJ+vlXh/WvWWpJ9IWqURBy2F5PfsDH1mZYgpxDlW7HCZvZcOPF48Hjk+C92LJFQ2Lix4rnEpk0WyaTOdvqECiGEqGSKolBYuP35biwm82FRvdTKIOd/0adPH77++mvGjBnDvHnzaNOmDX///TdTp06lXbt2XHXVVVU9RCGqhMNh0rGDzs+/lh8VOv5YHdOUzAtRc7jcFnVzVdbnlX/C3aa1hmXJFWshKjLkcZu5f8EfM2DwvRLkFDvmcpkc1dlg3vzy6x0feYSO0ym1kIUQYm+ybZsmjSuucOj1KkhbElHd1MqanP+Fx+PhjTfe4KqrrmLx4sW8+uqrLFmyhF69ejFu3DhcLqnRJmonhyPOrbe4Ucs5mtSrq3LwwRqWVXF2hhDVjd8X487b3eXed0gHndwcuWItREWWLEkFOJs0gW+/g4IC2V/Ejtl2km7nO/B6ywbFPW64sIcDkLI3Qgixt/n9SU49xSj3vhuuc+H3STKLqF4kyPkvQ4cOZcGCBaWWqm/l9/u5++67+e6775g7dy7ffvstAwYMkK7qolazbZv69WK8+rKPli1S68hUFU45yWDsGB9+X3gHryBE9WJZFocdZvHkMC8NGqS+Jp1OuPhCJ48/5sblqrgGrRC13a/TUvtLn6tTZR9+nVbVIxI1RUZ6mNfH+Ti8U8lCs06H6bw+zk9mhhx3hRCiKjgcMe6600mfq11sbU2Sna0w+D4PZ5yuIBegRHUjy9WFELtNVZMc2Nzi+WedRKMaqgpebwJNCyJlC0VN5DBiHN1Zo31bN7GYim7Y+H0JIFTVQxOiWlvwj03DhpCRoVCvns3cv2xOP1WWrIsds22LurlhHh/iIBxxgw1uTxKnIyw1kIUQogq5XGGu7qnT/QIfiYSCw2GTlhbDNKWMiKh+JMgphKgUlmXhckWRyg1iX2GaJh5PpPiqtRBixxb8Awfsl/rvZk1h9pyqHY+oWWzbxjBipBuxbW6rwgEJIYQAUmVFfL6SrE2Jb4rqSparCyGEEEKI3RYO26xaBY0apf5/v/1g6VKIRCRKJYQQQggh9jwJcgohhBBCiN22YmXqZ716qZ8NG6Sy8JYuq7IhCSGEEEKIWkSCnEIIIYQQYretWZv6mV0n9bNeXVAUWLK06sYkhBBCCCFqDwlyCiGEEEKI3bZmDbjdFNexdTgUcnJgyRJZri6EEEIIIfY8CXIKIYQQQojdtnatTXYdUJSSbur168HiJVU4KCGEEEIIUWtIkFMIIYQQQuy21WsgK6v0bXXrwvLlVTMeIYQQQghRu0iQUwghhBBC7La1a6HOv4KcuTmwcVOq87oQQgghhBB7kgQ5hRBCCCHEbrFtm40bIT2j9O1166Z+bu28LoQQQgghxJ4iQU4hhBBCCLFbAkGIxSE9rfTtubmpnxLkFEIIIYQQe5oEOYUQQgghxG7ZuDH1MyO99O1ul0J6GqxYIcvVhRBCCCHEniVBTiGEEEIIsVs2bUr9TE8ve19uLqyUTE4hhBBCCLGHSZBTCCGEEELslq2ZnGlpZe/LyYblEuQUQgghhBB7mAQ5hRBCCCHEbtm4CXxeMAylzH05ubBqVao5kRBCCCGEEHuKBDmFEEIIIcRu2bDBJq2cpeoAuTkQjZYsaRdCCCGEEGJPkCCnEEIIIYTYLZvzIc1f/n25Oamf0mFdCCGEEELsSRLkFEIIIYQQuyU/H3y+8u+rUwcUBVau2rtjEkIIIYQQtYsEOYUQQgghxG7ZXpBT1xWys2HFSqnJKYQQQggh9hwJcgpRQymKgmU5SCYdqKrsykLsDlVVMU0Hpin7kxD/RX4B+CsIcgLk5MBKWa4u/kVVNRIJJ7btQFHKNq0SQgjx3217vqhpWlUPR4i9Qq/qAQghdl006mbhInhjYpxIxOa0Uw2OP1bH5wtL91ohdlEk4mHWbItJ78axLLigm4NDD1HxeMJVPTQhaoRk0iYQAF8FNTkBcrNh4eK9NyZRvamqSmGRmy+nJPj+hwTp6QpXXOamWVMLpzNa1cMTQogaLxpzs2jL+WI4bHPKyQYnHO/CL+eLYh8nQU4haphozMXwEQk+nxwvvm3GzCTjXlN59WUvPl+oCkcnRM0SjngYMCjKzFnJ4tum/5GkTWuNZ57ySKBTiJ1QUJj6ub1Mztxc+GEqJBI2hiEZe7Xd5s1urrg6SH5+yYn2d98nuOIyJ1df5cThiFXh6IQQomaLxlw882yCTz8rfb742niVV1/x4fcFq3B0QuxZsiZPiBpEURTWrFFLBTi3WrvO4o2JceTahRA7R1VVZv1plQpwbvX3PJOpP5uytEeInZCfn/q5oyCnZcGaNXtnTKL6Mk0Hzz4XLRXg3Or1CTHyC2QeI4QQu2PdOrVUgLP49vUW48fHAGPvD0qIvUSCnELUILqu89FHiQrv//iTOKGQYy+OSIiaKx7XefudshPArSa9GycclpNtIXakoCD1c3vL1evmpn4uX7HHhyOquXDE4OtvK57LfPd9Qi4wCSHEf2QYBh9/up3zxc/ihMIS5BT7Ljl7E6KGMa2Ka6iYFlCFqwAtyyAQdBAM2rjdCn5fEsOQJWei8qmqiqqq2LaNaZr/6TVsW2F7JYksi+3eX0InEHRSVGTjcCj4/SZuV0zqHYlaY2smp89b8WPS0sDthhXSfEjYqeNrk8YqV17uJjdXxbJsEkmY9G6U/3hIF0KIWidpOgkGdEJhG69Xwe9LYBj2do+jlmWDTFHFPkyCnELUEIqiUlDg4NRT4MOPy88+O/00A4+74it3e1I05mHsqwkmvRsgsWX175FH6Dxwnxe/Xwpci8qhKArBkIe//7b47fckjRtpHHesizR/DFUtu+x8e1yuJOef62DGzPKfd+45Drze5HYnivG4ky//ByOfDxDeUr7zwOYaw4Z6qJsbwbKsXRqTEDVRQSE4HOB0VnyVTVEU6ubarFhhU6VX40SVc7uTXHqJkyMPd/DE8BArVqSOk+lpCjdc56bzkTqmKfXihBBie8IRL48Pi/LNdxFsG1QVup7h4JabnZzd1ea998tPNDn1FIfUxhb7NFmuLkQNoCgKK1a66dYjQChk0/nIstcnMjMVevd0oShVEeQ0mDAxwcS3YsUBToBff0tye78wkYirCsYk9jWKolBQ6KVnrxB3DQyxapXFX3+Z9BsQZs5cA9veteWNpmlyxOEqLQ4s+7wmTVROOlHfbpaopmnMmKny+BOR4gAnwMJFJr2uCVJU5N6l8QhRUxUV2Xi3k8W5VW4OLF22x4cjqjlFsbiou4sBgwLFAU6AwiKboU+E2bTJRlHkBFwIISoSjzt58OEoX3+bKF51ZFnwyWdxnnk2RuNGCsd0KbskPSNDoeuZTh5+NEIk4tnLoxZi75AgpxA1QCjkZuy4KE894WfhoiRXXu7m/nu9HNRGY79mKtf0djFhvI+MjKrpBF0UcDDxrfKvFs6bb7JpsxxqxO5LJBw8NjRCp8N0nnnaT6OGKokEdD3DiWWp/ymY7vVGGDnCw6ABblocqNG8ucadt7sZM9qLz7v9/SkYdPDsc5Fy78vPt5k910RV5bMv9n2FRdtfqr5Vbt1UTU7J7K/dkkkn334fJ1z+4ZNnn48Qi0l9cSGEqEggoPPTz+Untkz+Is7GTQr3DPQw5GEvbQ9KnS9eeomLYY/5GPJYiG+/TzL1Z0vqH4t9kixXF6IGCIUVTj/Vyc23BUgkAKI0b65x6ikOjjnaICsLvJ4gVbUyNhy2iW2n9OaqVSaNGipyYit2SzCk4/GYtGih0/fmQPHt//s6Tna2wkuj0vD51F1aIm7bNl5PiLO7qpx8ohPbBo8ngWXFdliP0zRVVqys+HfNmWNybJddG48QNVFhIXh2IiGkXl0Ih2HTZsius+fHJaofTdOIJxRmz6k4S37hIpNEwoVD4pxCCFGu/IKKJ6mWBWvWWFzfN8To5/2cdKID24Y/Zye5vm+0+HzxjQkxjjnaicslhZDFvkVSTISoAVRF5dGhoS0BzpRFi0xGvRDhjv5BotEdv4aiKHts+ZfbpaBv55JJ3bqqBDjFbksk4PzznAx/pmyG5caNNs+MDJNI7NpZ8dZMS8uycDqjuFxRLGvnJnuqapGbW/HXaPPmmgQ4Ra2ws0HOunVTP5cv37PjEdVXMmnwwYcxGjWs+NjZuJGKpsuxUwghKpKWtv1zOodTIT/f5vEnwsRi8OxzEb7/IVEqISYQtDEtKQ0i9j0S5BSiBghHbDZvLj9IuHatRWw7Qc54wsnmzV5++sXJzFkuAgHvLtcu3BG/P8FZZ5YfXGrcSCU3RwKcYvelp9ksWWpWmLH849QEwdCOP9uKohCJuFm+wsP3PzpYvMRDOOzZ5aXlfn+ca/s4y73P7YZOh0mQU9QOhYXsVE3O7DqgabBMgpy1kqIoFBbpjB0XpfORBkYFF0dvuM6Nx11+g0UhhKjNolE3q9d4iUbhoDblz3mPPMJg5sxUZsyMmUlaty7/YHvM0Toe96417RSiJpDl6kLUAMnk9oOEplX+/Zs2W7zwosmkd0sKXzkcMOwxLx0PSexyN+qKqGqcvjd4yS+w+f6HknTT/ZqpPPuMF683vMOlv0LsiNebQFEqDmLaNtvthA6pk+yigIebbg2zeHHJg+vXV3nxeS916oR3OuvYNE1OOM7B8uVOJrwZKw6+1slSePZpH2n+CgrOCbGPKSiEAw7Y8eM0TSE3x2b5cumwXttsPfYuX2GTTMLrE6I88pCPIUNDFBaljrmGDr17uTi4PXKBSAgh/iUU9tLvrjBz5pqkpys8MdTH0yPCzJtfMp89pIPOlZe76DegpKyTWs7XrccNPa9yoiihvTF0IfYqCXIKUU3ZtkEkoqHrNtl1UsHJeDmJDR4PZGSUvV3TNL7/Ls6kd0s/KR6HO/qH+GCSnzp1Ku/qndsdYvC9TgIBFxs22KRnKGSkW3g8Ox80EmJ7EokEh3eqeDl68+YaHvf2o5yxmIP7BkdKBTghlRF98+0hXh7txu3e+eCk0xmhdy8HF1/oZ+06G48H6mSBzxfBtuUkXdQOgZ1sPASpJevLV+zZ8YjqJx538MBDEY4+ykGrlho//ZwgELC5924vmpYqR+LzKzRuqKDrwaoerhBCVCum6eCp4VHmzE3NXwsLbe4aFOS6a9wMvk9nyVKL9HSFhQtN+g8MEt5S2alhQ5XmB6h0v8DBJ5/GSSTguGMNbr3ZRVZmRJJQxD5JgpxCVDsq+QVuxr8R55dfomRmqtx5m8ZNN7oZ/kzZ4Eu/Ozz4fWW7/gSDBi+9XH6wxrLgsy8S9LpKJ5msvECnwxGjTp0YdbZpKCFfnqIyZWWanH6qwRdTSneUVFW4d5Abjye63QZcgaDO9D/K3y+WL7coKFRxu3dtTLoWJz09Tnp6yW3yuRe1RTRqE4uDZyeDnLm58MeMPTsmUf0Egjq/TYuwarVF/zs83HlXkNlzkvQfGETXU8fwY48xGHhX+SVAhBCiNgsEDb76pnR9soICm/XrLeJxmDEzzrvvlU5sUZTU3DgjI8ytN6lc08uHDbhdSXRdklDEvkuCnEJUI4qisG6dm8t7BohsicOsWm3Rs0+QYY95GfmMj+dHR1ixwmT//TRu7uumxYEmkPzX6+gkEjpXX+nm518SfPNdnH/HMpcts0o1IlJVlXDEgZlUcDgsHI64fPmJ6kex6dHdRatWBu9/EGXTZpv27XQuv9RFRrqyw89sJGJzYHONs7o6yUhXWLLU5MOPYxQWpp5XVGRTv97e+EOE2DcUFaV+enei8RBA3VzYtAlCIRuvV5as1xaRSOoYu3q1xYqVJq+85OfzyXGaNtHIzlbw+RQiUZtly1J15swd1R4RQoh9lkEorKOQKtVk20miUbvMRfxTT3bg9Spc1auIewd56X+nzrvvRcnbYHNQG41bb3bTsGEc0zRRFBOvtyRBQE7xxL5MgpxCVCPxuIPHn4wUBzi3ddegEB++5+e5EU7MpIquW7jd0VJ1qxRFIRj08M57CT76OIBtwQnHOxg10s+Dj4RYvbrksUcdqWNZqS+7WNzFnDkKo1+KsmaNRatWqQBqo0YJDD1RZixCVJXCQp3e1wZoe5DGJRe58KcpLFxkcvd9QRo1VHn2GSdOR8WduDLSNbqd5+TdD2JsyLNo21ZnyMM+3v8wxtffxElLU4nHXTi28xpCiBJFW8p+7XSQc2uH9RXQpvWeGZOofvx+BcNILUtvfoDOsuUWrVvrvDExyoY8i4MO0rnsEhdfTInRpLEDj0dqGgshahdVVSko8PDa6zGmfBXGMBS6ne+g27le/P5USaSty9ABzjnbye39Atg2PDwkRKuWGhd0c5GRobB+vUluro2uyXmcqH0kyClENRKJ6kz7veKJ/XffJbjoQrM4w+HfV/SCQQ+9rw2xaptg5rvvx/j+xzgPP+DjhptSX4SZmQpHHKFhmlGSSYNJkyxGjykJ6kz7PckVPYM8/aSXIw43pQGAqBZUVWXGjFRK8ty/TOb+FS51f2GhSTis4aygbGc87uSVVyNM2mY5z8+/JPj1twSPD/GRna0w5X8JHA6bC7sbaDIxFGKHtmZyenYhkxNgxUoJctYmfl+cSy9x8uFHcZxOmDEjwceflhyLf/k1wW/TEjz2iI9YXNnpz5MQQuwrCgo9XHZVgPz8rWmWNqNfjDJlSoLRz3vo1dPNc6NS54luNwSCNoltpqrzF5jMX1AyNz72GB9uWZ0kaiG1qgcghCihkKpLVRHdqHhpn6Zp/DA1WSrAudWGDTa//JbgqM4Gh3TQGfeyj/S01JdkMOTgpVfKz1p79LEwgaBrl/4GIfYkXd/+8lZlO3cXBfRSAc6tLAuefyHMBec5GTc+wotjooRCFTc4EkKUCGzJ5NzZoJTTqZCRDitXylq52kRRElx6sYuLL3Ti9SqlApxbWRY8PzqMgpQxEELUNjpvvR3bJsBZYslSkz9mWBywn8Y1vd34fAqWBZq2/Vfc3pxYiH2ZZHIKUY14PAmOP9bgm+/KzyDrcrSOaZZtMgQQjWp8PrnizLOpUxOMeNqLx53A6QxjWTaKorBypVVho5aNm2yKinZ+GaIQe5JlWXTsqKEo5dcSOryTjtdTfiMtVVWLO1KWZ9lyi9VrreIr4qtWW7RJq4xRC7Fv2xrk3JWGXTk5qUxOUbsEgyYFBTYLF1V8LF6xwiqVmSSEELVBOGzwv68rXs336edxGtRXydtgMfg+L5oKTZtquN2UW+asUUOVtDS5mChqJ8nkFKIa0bQ4t9/qIjOz7KW3a/q4SE+reNm4qqYyZCricoHblcDhiBU3Z7FtG4dj+5f5dpQ5J8SepmkayaQD23bg9ye47Zay0ZQ0v8KgAW4cjrLZQZD6rO8oCKOqJZ/17e1LQogSRYFUFue2+8+O5OakanKK2kXTFL77PoG1g55ChiEn5kKI2kVRbVzOiu93u1I1jb//IUH/AUHu6B9k+DNhBg3wlsnYdDhgyCMefN7yE2OE2NdJJqcQ1UydOhEmvu7jq6+TfP9DgjpZKuec7WDtOotx45Nc0M1LZkYURSl9lmAYSS67xMmvv5WfAnHZJU48ngT/bljaoIFSppD1Vs2ba/j9Uo9TVA1VVSkqcvPNd0m++jqB369w2SUOzjxd4bBDfUyYGCdvg8VRR+qcfrpBRnoEyyr/5Ni2bdq00tB1SJaT7HnYoTp//ZW6w+dTqJsrQU4hdkYgYO9y/cTcXJj+B1iWvUvBUVGz+X0mmVkKOTkqhg6JCo7Fngoy8oUQYl/l8ya46EInQ4eVn8150YVOxo4rKS92wnEGF/ZwsXK1yUsv+Pl8cpwVK03at9Xodr6DzMyo9FQQtZZkcgpRzViWhd8Xott5Njf3deN2K9x9b4hHhoR57fUY3S8KsHSZE/VfxTsty6J1KzjpRKPMax7eSafTYWpxw6Jt+bxRhj3mLVPXxetVGPKwB49brgKKqlFQ6OGKq4MMezLCjJmpoP+1N4QYPSZO/foW9wxSeGqYzsUXmaT5QzuczPl8MR5+wFPmindmpsI1vd1Mei+KpsETQz34fNJdXYidUVQEnl1Yqg6p5eqxOGzcuGfGJKonlyvGow96mDkrzv33lc0+yshQGNDfg8slQU4hRO1imiYnnaBzcLuyOWhdz3Sw3342/e9wk+ZXaNdO55RTnNx0a4Ahj4W56dYA4YhN69Y6p5xikJUVBXaQMi/EPkwyOYWopooCBtfeECD2rxhjPA733BfmlTFuPO7SV/tcrgiD7nJz6cVO3n0/jmlCt/MNDtgP3O5yUjUBRTFp3y7BB5P8fPRJgiVLTA7tqHPiiTrpaRG5CiiqhG0bjHklyoYNZTMz33s/To8LHDRqmApK7uxHVFWTdD5S4f13/Lz/YZxVqyw6dzY4uL3OBx/E6N7NydlnGWSkx5DJoRA7Z+ty9V2Rk536uXpNKqtT1A62bVOvXoTzzvUybnyE55/1890PcTbkWbRtq9Oqlc7DQ0IMe8yNz1v+nEUIIfZVbneIJ4d5WLDQ5sOPEric0P0CB40aWbicETz1VN6e6CO/QKHvLYHi1XmxGHw5JVWu6dPPFN6a4JVjqKjVJMgpRDW1erVdJsC51cpVFoGAUip7RlV1giEdsGnTOsH99yh4vV4CgcLiGpwVUdUkWVlJrumtY1kqipLENGPlNncRYm8IRww++zxIs6YqZ57hJC1NYfESk88nxwmFbCZ/keCG63SS5a093w5dT5CTk6DvDVs/6wkgwS03q6iqRTIZ2jN/kBD7qEBg15oOAWTVSXV9Xb0aDumwR4YlqinbtggGLSa9G+fLL+Ncf62bLkcZbNxkMfzpMIuXmBQUgM9b1SMVQohdpygKiYRBLK5h6BZOZ3yH52HbcrvDdOygcughqSV2lhUpfr5lWfj9IYoC3nK7sAMUFNgU5MsxVNRuEuQUopqqqLbgVlu/LxVFIRD08P4HCT79PIqqwPnnOTirq0FamrJLX6y7GjASYk+64zYPuqbw3gdRNm6yaNdW56lhPt6YECW5m4mWZT/r5k5nhAohShQW7no2pqErZGXarFptA1KTs7axLJsjDtfp1dPNe+/HeHV8lDpZKj26OzF0RS6wCiFqpGTSYPUaBy+MjrJgYYxGDTVuuM5N8wNMHI6dL/+VWkVX8aR0Z88RhaitJMgpRDXVqFHFhfnr5qr4/an/DgQ9XN0nxNq1JV+GI5+P8vGncca+pOHcTqc+IaorXYOFC03e+6BkUvjNtwl++DHBE0N9NGgApll+cXYhxN4TCEKzZrv+vOxsWLW60ocjaoDsbIUrLnNz060BElt6JW7YYDJ0WJgzTndw9NGuqh2gEELsIlXVmPWnzm13Bopv27AhybU3BOl3h5tzzjJQ1fKbw+6qzAzw+xUCgbLRTJ9PITNTLh6K2k0aDwlRTfm8Me68o+waQFWFBwd78PuiqKrGF18mSgU4t1q+3OKHqQm0f3cUEqIGCASVUgHOrZJJGDU6QkaGuktZykKIPSMY2PXGQwB16kiQs7ZSFYsXXgwXBzi3NfmLOOGQHNuFEDVLIODkoUfLr4M54tkIwZCj0n6X3x/j/nvKL4Z97yC3NM8UtZ5kcgpRTalqktNO0WjZwseYV2KsWm3SppVO715O6ubGsCyLaMzFZ5+XDQRlZyt07+aifj2VwkI3Ho9JOKyiKDZeb6oGoRDVlaqq/PlnxevRFy4yiUVtvNtpdmLbBuGwgW2D251E1xN7JCiqKAqxmJNYXENVbHy+OLYtZR9E7WBZNqHwrtfkBKiTBbNnV/6YRPUXiaj89bdJgwYq3bs5adZUIxqDyV/EmPpTgt+mJTn/vF2vuSyEqFyqqhIKOUmaKppq4fPFsSxpzFieoiLYvLn8eWYiCWvW2KS1rJzfZdsmnQ5LMvF1P2NeibJ4icl+zTRuv8WF2w2BoIahm3g8cWkgK2olCXIKUQ0lkw4CQYM1aywyMuDB+12gWDgdJqpa0hhFwcbxrwuDx3QxuLC7i7HjIox+KYLHDeec7eSYYxzc/0CIk0900OvqVNe9bYM+yaSDYCj1Oz0ehexs8Pui2LZ8OYr/TlEUQmEX+ZtVCgot6tZVSfMnd1ib6N+f639TK1iHoKoqBQUeRo+JMnlyENOCY48xuP0WD3XqRACr1P7l86lkZqjkF5jE41C/noLXG0NRdnxybZoGy1cYDHsywty/THw+hUsvdtKjuxe3SxoYiX1fKMSWCwm7/tw6dSAYgkDAxu+XpXW1RSLhxLJVup7p4ITjHYx9NcLf80zS/Arnneuk23lOVq8x+fNPBwceqO1SHTshROWJx53MmavyzLMRli6zyK6j0Ke3i5NPcuBySrmgf1O17X+PGUapRxMKucjbAJGITcMGKl5fAl2Ll/vcRMJJMKizbr1Fbq6GZUJenklWHbhnoAvbNkHR+HxyknHjo+Tn2zRvrtHvdjctWyQxjPJfV4h9Va0NcsZiMYYPH87cuXNZvnw5hYWFpKWl0bhxY3r06ME555yDUfpoRDAYZOTIkUyZMoUNGzaQm5vLaaedxk033YTXKy3MROWIxjw8/0KcDz8KFBeOzs5WeG6Ej8aNSnc8d7th8L1eVq+xKCi0icUsOh3qYOUqk2O6GKxbZ7F2ncVb78SYOSvJbbd4uG9wiF9+S/DyaC82Fom4iqop/PJrgsceD7A1cSIzU2HkM16aNLYIhTRMC9wuE7dbrgqKnaOqKhs3urnp1hArVpZ8Zo49xuC+eyoOBFqWRbt2GqpKuc2AOh2m4/Umt3SwdBIM6diWgssNZhJ69gmQl1fyxO++TzDt9wTvvOnH5bLL7F8dOmjcM8BHYZHF/AU2dXOd1KnjIB5X0HTweeNburCX/tv+WWjQ+9pg8esEgzYvvRxl+h9Jhj3mxuWSkwCxbwsGUz//03L1rNTPtesorjEt9m3RqIehT8Ro1w66nuEgGoMHB/tQgLwNJiNGRvh7XpKBd3npcXEhgwa46XqGLtnxQuxliqIx9SeF+x8smadt3GQzdFiEhYsc3HSDE8OQCxDbSvNbNG6ksnKVRafDdM47x4nHoxCNwZT/xcjNVQCDQNBBOKwwZ67JxDej/LPQRFXhisucXHmFG0WxiEZ0bMDrSWJaGm+/kyQ72+TIIwwSCZuCAptAKFXW6Z9FSUY962PEcxG+nFIyV120yOT6vkGeesJL5yNUOXcTtUqtDXKGQiHefPNN2rdvz/HHH09WVhaFhYX8+OOP3H333Xz++eeMGTMGdUu6UDgc5vLLL2fevHl06dKFrl27Mm/ePMaOHcvvv//OhAkTcEqHF7GbFEXjk0+TfPBh6Stuhq7w5ZQEF/XwkJYWwbJMwhEvr74a5/2PiojFoHEjlRuuczPp/ShvvR3joDYaAwd4efudKD//kmDBPya6lgqYrlhh8cdMi7ffiTLrz1QGWvduToY87OPu+4Ikk+AwFCIRhUeGJPj62zCmCa1badw90E3TJnFUVU46xPYFgy6u6xsqUzP2hx8TjBqtcPstqSLsqqoRjeqEQhaKomDbNj6vyd0DPTwypHR9o/Q0hXsGunE6o6xb72XosDDTfk895vBOOrfc5CErSyEvr/RYwmF4Y0Kcww/XS+1fZ57u4LhjHQy8J8jiJSaGDqef5uC8c53ceVeQcNjm7K4Orunjw+lM4HImMU2TcNjB0GGRcjtYzpiZZN16F82aVs52FKK6CmwJcv6XTM6sOqmfa9ZAiwMrb0yiujJ49bUEX32d4KrLXbjcKk8OD/HbtNRc4tCOOg/c7+W996Ns3mzhdsGIkVGO7eLD55P5hthzFEUnGtMwdBtN2zOlbWqaQNDJU8+UfyH6vffj9LzST2aGBDm35fPFeexRL/PmmRQU2jz1TJjNm23S0xSuvMKFpqo8Pwre/yhQfN7Wp5eb+QuSvPl2jNdej7Hffjpz51q8+34ARYGjOhvcM9DgmC4OCgotfp+e5JVXI6xZY+F2w1ldndx+q4eVq+xSAc5tDXsiwmtjfcXnj0LUBrU2yJmRkcH06dNx/GtNZDKZ5Oqrr2bq1Kn88MMPHH/88QC8/PLLzJs3j2uuuYZ+/foVP/7JJ59kzJgxjBs3juuuu25v/gliHxQMOhk3vmRSoWlwVz8PLpfC55Nj9BuQ4KQTDc44zcPAe0LM+rNk4r9ylcXd94UYfJ+XVq2S/PW3yZ39A4x8xs/sOUmCQZvZc5IMfdTHNdcH+O77BHXraoBJMGgzbnyU0051cFc/D0OGhhk0wMP9D4RYu64kQDVvvknP3kHefMNPwwYmtm2jKAqqmrpCKBNDsa116ym3KRbAp5/Guf5aP5blYPIXCb75No7Xm+DKy900bqQx6sUIzQ9QeflFP59NjrF+vU3bg3ROO9UgKytOfoGbK3oGCG3ToGLa70muuzHA00/5uKFvAPNfc7kfpiY471wnr77sx+1W0LTUUtne15ZkdSaS8Mlnceb+lWRAfy+D7gny3gdx5v5lcv21bvLzocvRLlDgqitceDwKqqbw669xPvw4RiRSMpYD9tcw/z0IIfYhWzM53dupj1sRnxecTliztnLHJKqnQMDBu+8HyM1WyMxSufTyIoq26Qz8x4wkva4pYsL4dH79LU6Tphrz55sUFtn4fFU4cLEP0ygodPHOpDjT/4hTr55KzyvdNGpo1voyCYEAFBZWPKdftswi6xBF5v3bKAq4WLAwybo8m1fGljT+KSyyGfl8hNWrLQwDYls+WitXWQx+KMQTQ30ccbjB6DERxrwSoeeVbvbfL0mvni5atNDZnG+zcaPJpk02Tz8b4cwzHHQ5ysA0U6Wb8vIs3K6Kl8qvz7NYtdrmz8kaZ57hIj0tUmFW59bkLsn6FDVdre2urqpqmQAngK7rnHLKKQAsX74cANu2mTRpEh6PhxtvvLHU42+88UY8Hg+TJk3a84MW+7xkUik1qbjpRjd//JFk8IOpbIe5f5mMeSXK/AVmqQDntl4eG6HHBa4trwdvvRPlnLNTWcYul8LSZSYvv+gnM0OhdavSnde/nBLnkA4GnY/Ui5e6/5tpwrPPRTFNB8GQl5l/uvjoY51//nETjnhQFKmtJlK1ONeV8/nZStMhFlO5/Mogzz4XZe5fJr9NS9L3liAvvhyh4yE6z42KcvNtAaIRuPE6N2vWJLngwiIiEQfvvhcvFeDcKhSy+fbbOMd2Mcrcl5amsD7PYuEik5tvC/Dj1ARPDg+Xm425dJmFrqVqdAIs+CdVs3PefIuiIoXfplk8PSLM7f2C3H5ngPV5Fk8/6Sc9PfX4zAyZ/It9XyCQ+vlflqsrikKdOrBunewntUEsnjq5H/+an48+jpcKcG4VicCbb0c57FCDjC3HUsOotacqYg9SFIXVa1x0vyjA+Ddi/D3P5JtvE1x5dZBPP4dksuwcojZxGNufy/t8MsfZVjLpYNgTUXKzdca/Xn5n8w8/jnHcsWVjD8+MDBMO21x6sYtOhxo031/lhuvdjBkb4cJLCrm6dxF166q0bKXz3AgfjRqqbNxkYxgKr78RZdFis3juWR5FgTpZKllZKlf3CbI5v+wXdizmYvUaL598avDjVAdFRV5su9bmwol9gHx6/8WyLH788UcAWrRoAcCyZcvIy8ujS5cueDyl0xU8Hg8dO3Zk6tSprF27lvr16+/1MYvKp6oqwZCTQCD1peH32/i8sT1+ZcswLOrmqqzPs/B6FZo20RgxsnRdv8aNNBb8U3F2mKFDu4M0nhnuAzsV9PF6FCa+CZ0OM7j5tgCvvpzGOWc7KSwqO0FZsCBJ76tdbNwEI5/xk0jYmBa8/0GMX35NLYXYuMli7TqDa68PlHqNJk1URj/vJT0tLJOfWs62bRo3rvjk9JyznYx5OcKmcjpRfvZ5nIt6uGjeXGXRIovJX8aZMzdJr6vd7L+fzt/zzeLPYnlmzkpy3LEOpv6Uytw8pouDZDJV2F3X4dXXUkXZmzXV+HtexfvSzFkJnnnazxtvROjc2UlOTqqsQyhsM+qFCBs3pcZuWfDNtwmWr7C483YPDzwU4vBOOpZVuzNBxL5v63J1l+u/PT8zI5XxLfZ9hqFwYHMN21b4dVqC+vVULr3ERZMmGpZpE4nC2+9E+eOPJFde7uLkEx3k59v8s9DE75dmbqJyRaNOHngoTLSceNQzz0Y46QQ/6ekVzzP2dX6/Sft2OrPnlE2oSPMryOluafG4g65nWvj9CokKPjaWBeGIXabe/OrVFm63wu39gjw3woemKwwYFMCyoNt5Dq643E00ahMO2fz1d5KJb0XZuNHG7YaHH/TxxoQop5zkwO2meDXRto443OC3aQlcLoWB/b28OCZG/ztS5aIAIlEPgx+M8vMvJe+1ocPjQ320auHC7Ulg6DKfFTVLrQ9yxuNxXnzxRWzbpqCggF9++YUlS5bQrVs3OnfuDJRkdDZr1qzc12jWrBlTp05l2bJlEuTcB9i2xqJFTu4dHC5ultKwocrDD3g4sHl8p7ou/zcGoPDUE15eeDGKqsAvv5X+pnQ4oPOROk2bauW+QqfDdC67xEW/gUFWrEiNvUEDlcH3ehk21MeU/8UxTZj2e4Ljj0s1JsrKUti8TaDJ61XIztZ4blTJcvj0NIVeV7s5qI3Gy2OjXNvbTd9bAmWCpCtWWDz4cIShjzqkILkgO9umVUuN+QvKBhLPOtNJ72uLyn2eYcDSpUkee8THjJlJvvs+wZ+zExzURsM0NQoLbTIzVaD8AGVmpko4YjNsqI+vvolzR/9UQy1Dh7POctL/Dg+FRTYuZyobIRgsPyCflqby668Jjj3GyeNPhIqDmi1baNx3j5dnng3zz8KSMSxebOJypvZhn08+/2LfFwikApzaDrrKViQzM1WTU+z73C6bW25243RAu4NUuhztZsTIcPFF2+w6Cn1v9JC/2QIbGjTQuOM2D/c9EKLbeQ6uvFzHsqQ2p6gcoZDGvPnlzyEsC+b+bXLM0bW3WYvTGeORhzz0uibIxo32NrfDs8948XnLz1bct+mEwgYK4POXbJNY3MWnnyd4eWyEYY9tv4ue06GUaahpGFCvnsp993ixLJux4yJYFlx3jYtGjTSu7lNEQUHq97U9SOPRh3wMeTzE8uUW994fZNhjft7/MMqwx3zc0S9IYpvDZP16Kr16uuh3V5CHH/Ix/Y8Ep53iIBhUSUuzURR4/4NkqQAnpEo39R8Q5LkRfiZMTHLv3V78fklgETVHrQ9yJhIJnnvuueL/VxSFXr16ceeddxbfFtiyHstXQVGgrbcHtxanEjVafr6L3tcGSn1JrF5tce0NQSa95Scnu3In2aqqUlDoYfzrMf73VQjDUDj7LAddjnbw1dclgZKWLTTuvMPDJ5/GSE9TcDggvk1/Il2Ha3q7uenWQKnb16yxuPHmAB+9l47Ho3DcsQZZWSqGrnBwe43B93rRDYW5c5N89nmMRo00rr2hdHfqwiKbp0eEue9uL+3aavj9SqlJz7Z+m5YkEHSTlSlBntrO447yzFMeHno01fwKUoH6Sy52kpMDlPMR2n8/jYEDPHzxRZwRz0VwOhRuvN5Fvzs8jH4pzO/Tk+y3n8rVV7orzOa8qIeThg1Vxo6LUL+exoin/cRjNg6nwrTfE7z5VpSMDJUD9lfpcYGTV18rO1lX1VQjjEDA5o7+pY/tC/4xGXB3kMeH+Ljx5kCp+9auM7ngfBuQk3Gx7wsG7f+0VH2rzEyYOavShiOqMds2qVdXI5mEC7u7ueHmAOef6+SWm3TicRuHQ+GHH+OccrKDwoBFTo5C/wFB8vIsJrwZ4/xzvXi9clwVlWNHoZraHsuxbZvsOhHeeM3HX39bzJyZZP/9VY48XCctLQrUnuCvoigEAh7efDvOZ5PDKAqcd7ZJ9wu8pKXFmPI/m2efS6VQLl9h0uJArdQF8K1Sy8zLbrczTnPwxx8JcuuqeDwq1/R2c9UVLsJh6HtL6Tnm3L9MBt0bZPB9Pm69PUA0CsGgRShoo2o2E19PIxaHUNgmI10lHrO5a1CQooCNbdu8/0GMQw7WufLqAKed5uCyi11MmFh+woFpwuw5SQoKLfreEmb08y7c7nJSRYWohmp9kNPr9bJgwQIsyyIvL49vvvmGp59+mlmzZjFmzJgKA5u7Kj09vbiY77YyMzMr5fVrkz25zeJxm+dHh0oFOLdKJuG112Pcd08GLmfl1Z1ctcrksisLyc/fOqOyGfNKlG++TTD8SR+vT4jhcsGdd3i4o1+QYNBm3TqLhx/wcd8DweKA5rHHGHz1dbxUgHOrm/t6+PSzGK+OjxYXvD5gf40HB3sZ/0aEP2aYHHaozsgRflasSJYKcG5r3PgIA+/yEI1uf/aXTKjV+rNd0f5YGarz310VMjLgqWE6m/MtIhHw+xVyslVMy+aUkx18/kV8m8cqPPqwl+v7Bopr02ZnQ1aWxsWXFRYvAZo50+SYo00uvtDJW++UDqZferGTpctM3G6Frme4eHtSlLHjUkFMRYHjjzU4/3wXhgF9bw7w3jvp/Dk7yYyZJTu9psE9g7zk5Vm8+375wfpAILVsqF1bnTlzS57bqJFGZqYT8FbC1vtvatpncE/uj7XR3nz/4/EgPl8Cv/+/zZUaNkgQCkXQ9XT8/tr9Gagu++1/2R93duyJZJLpfyQJh20euM/Li2MijBqdOmnWNDjjdAfxuI3LqWDbsGZL47pAwEZV9WqzjWoa2W5l2bZFyxbll39SFGjfzkF6+m5cwakk29sf98b7mp4OjRvB6adue2vZupL7sjVrTa7qVcT6bc6NxoyN8vmXcV55MY3RLxUW3z5ufIRHHvRx7+AgGzaUnCtlZCg88biPu+8rfdG8ZQuN7he4WLfeYtiTIYqKbPrfmUooGTK0/BIdmzfbrFltsl8zlaXLUv0Trr/Og9ercO/9oeISA7qeKg114w1uJr0bY/Fis/j8beMmmwkTYxzRySi3PvJWGzdZ+P0qc/9KkJen0aFD9TmWyHFNbE+tD3Jupaoq9erV49JLLyUzM5PbbruNF154gf79++P3p1LPK8rU3Hr79gKihYWFZW7LzMwkPz+/EkZfe+zpbRaLO5k9u+JMgbl/meRvjuJyVdYyDZ0JbyrbBDhLLF5iMm9ekisudxIMpmpibl1W+/v0JKoa5ekn/axaZVIUsOlytMFjj4eB1LKvIw43UFQIFKW6+T3zbLTM6990a4CxY9IY/VKEKf+LM+ieILfeXHGb3JWrLJo1VUkkK/5C9HjA7bEq9X2q7C+y8vbHyiD7dMXS01L/AIRTH1Ouv87Pz78mKCiwaXtQagn425NipZpv9bjAxctjI2VqHD37XISrrnDxzsQ0fvwpQSIBR3U2yNtgMnVqkqM6KzzzbKRUtqdtw7ffJ7BsuLmvG8uC18ZHuOpKF1dcBkuXmWhaqm7cpHejnHSSgwX/VHw8WPCPSeNGKomERssWqWykNq2VKv0M7I3PYE3ZH2ujvX0M2rTJwnCUrHjZVW53al+fv6CA5gfU3qZ1u/O+VfX+uCtjN5N+fp2W4KQTHDw9IszSZSYnnmDg96n8szDJp5/FcToUrunj4pWxEZ543E//AQH2309DUePk5/+XuZdGIOhi05ZyI3XqKPh9USoqd7KvkXlJ+TRNZfB9Hnr2DpRJDuh7gwuPO0p+fjlZAzuwt/ZHeV/3DlXV+OQzrVSAc6vVqy2++z5Os6Yaf245d9ywwebhR0Pc1c9LOGyTl2fRooVGdh2VN9+O0O92L8uWm+TnW3Q6zGDdeotYzGbQPUFME4YO8fHe+1Gy67hYuKjiY9TCRSY9LnDx67QE+++nsXatxajRYerX1zjvHCfLV5jMnJXk/Q9iuN0KDw72sG69xVPDfNSrp3LqKQ6m/C/OkqUWrVppzK+gdEPbNjo//JC6ELVgYYL99gtXixIOO/v5l0Bo7SVBznJ06dIFgGnTpgHQtGlTINWAqDxbb6+oZqeoORyGRaNGGn/9Xf7BvlEDFcOovIN7KGzwv68rTv3/5LM4Dz/oYuNGhV7XlD6J/G1akt+mBTjrTAc393Xz1jtRmjRW6XqmB79P4bsfElgWnHeui1jMxuWiTIH1ggKb6X8k6H5+Kpjz9zwTj0dB11OZq/+Wmamg6xZuj8lJJxp8/U3Z5cLX9XGT5o/V+qU+omKqqhGJuDB0GPdKGmvWmHi9KnPnJvnhx9InFS0O1HjhxfL3kddej+JwQJs2OjnZKnXqwMaNNp066RiGUuFy9u9/SHDrzR58PoUNG21+/TXBSSc6WLPGYsbMJEuWpvb/Dh0MGjTQWFTBRLNVS41DOujM/ctk5qwE2dkqgSJwOR0Yxq6fHAlR0wRD4N6NZKesLecf69ZD8wMqZ0yi+tqw0WLTJhuvT6FdO52+N3j45rs4+fkWp5zs4MbrdYY/EyIRdzHpvTiFhdC9m4sTT9DxuKNlatntSDJpMO13nQceDhRfXPN44MH7vXQ6LImu197GMrWdZVk0aRzlvbf9THgzzvQZSermqvS+2kmzpia6NFoRQDis88UXFc/nPvsizhGd9OIgJ8Cq1Rb9BwTJyVEYNtRHmh/mzDH5+JMEH3+SoEkTlWt6ufj40yiJuILHq2Ca0OVonWDQ4vfpSU4/zaZeXZV168s/6DVtqmErNpdd6qJeXZVY1ObO2718932cdestDu9kcG0fNyOeC/P+B1GOO8bghr6ppCzDgF493Vx/rZtJ70W54zYPd/Yvm8jVpLGKy6UUB3gbNFClJqeoMSTIWY68vDwAdD21eZo1a0Zubi4zZswgHA6X6rAeDoeZMWMGjRo1kqZDe4iiKFiWgWmyxw+uipLgqis8fDml/C+0Xlc70fVIpQXwVBWc21n14XaB0xEnI93A5YRtk4kVBe6/18vmzRZ3Dgjy6EM+bBueHB5m6k8JOhysc9BBOlN/SrBps8UD9/sYeHfZL7GlS03++svkkotcDB0WZuNGizpZCuvzyv6RPa9y4ffHsCyTQXd5aNRI5Z1JMSIRyMpSuOFaFyeeoGDbUjdLlC8W97BpU+pz8+nnMaJRuPF6F8uWWbRtq28pBVHy2bNtKgy6A6iqwsuvRFi+wmLsGD85OTpPPR2m7w0ly7tatdLoeIhBMmnz448J1q6zMJM2/e7wUL+eQnYdFYdTAYXiACfAx5/EuPRiFw8PKbtkyO+HU0920Of60vVr330vRv873XQ9w5ATaLHPCwRS31P/ld+fWqa8Zdol9nEOh8I//yTRVDikg0ZBocXhh+n89HOc51+IkJmhMOQRH5EtSyq/+ibOO2+mkV0n9p+yh9avd3DXoNIXiMNh6D8wxNsT/TRsIMfo2s0kMzPETTcaRKMODMPeMseXQI5IUVVwuipeZeBypsp/lSeRAJdTYeFCk/R0hTS/QlHALm4Me0gHg8wMlXnzEtx4vYuzuzoZPiJ1Uf/Dj2NcdKGTESPLXuQ3DDjicJ0/ZiQZ/ECITodpdOniZNA9weILQd//kMDnUxj2mI+HHw0RCtmlxvXimAgPP+hFVWDe/CSjRvoY+kSYFSssNA2OP87Bhd2d3H1v6rwxM1OhWRNF9g1RY1T7AkiLFi1i4MCBnHTSSbRv357WrVuX+0+bNm12+XUjkbIHjkgkwmOPPQbAcccdB6SCbD169CAcDjNq1KhSjx81ahThcJgLL7zwP/6FYntiMRfzF7i5/0GTO/oneWNilGDIu0v1oizLQVGRl02bvYQjbjSt/C+jrRrUT/LA/R4Mo+Q2Q4d7Brpp3ChZqQd4XVPoeqazwvsv7OECkng8JmefVfpx113jIjND4YD9Ne4d5GHjBpOly0yWLDV5fqSfzkcazJuXZNNmi9NPc5Kbo9CyRdm/vUljjVmzU8sdAFwuhaFDfKSnl/5SP/dsB13P0LAsc8vjwlzTy+b9ST4+et/Pm6976XpmEqezNnZcFDsjkXCyaJHCPfeFePf9VIBTVaF1K52ffknwzbdxTj+tdNT/l18TnHBcxVcCDm6vM2++iapAYaHN1X2KsO1U7c+sLIVnnvJx5ulO/vknyerVFjfd6Oa9d9L56ZcEH38SY9J7MZYtt9i82eK8c5y8NNrPCccZHNpR59RTHLQ/WOPSi51se8jxeGD082mMHBUut37tE09FKArUrppVonba3UxOVVXIyIC8ci6qiX2LqqpkZii0aa1Rr65Kg/o6v/6WYNJ7MerUUZn4ehpNm2q8PiGKz5eaf1gWmKb9ny4YWZbB2NcqzsZ7bXwM2zYqvF/UJglcrhiaFpcgjijF5Upw6cUVz+d6dHdRp45Cl6NLH0tychSGPOyjqMjC4VB44cUIjw/xcdklTt6akEa9ehq/TUtg29CmjcHs2Sb3PRDiiE4677yZxvXXuDimi8EF3Zwo25yO+f0KTw3z8fe8JE88FWbdeovTTnUx+MFgmUz3YNDm2efCXHZp+Vci33wryrnnOGnUQOXQjgleedHNh++l8+IoP3XqKNx+Z4BNm21ychTGjPbh90vTIVFzVOtMzpkzZ3L11VcT3bLGNj09nezs7Ep57cmTJ/Pqq69y6KGH0rBhQ3w+H+vXr+eHH36goKCAww47jJ49exY/vk+fPnz99deMGTOGefPm0aZNG/7++2+mTp1Ku3btuOqqqyplXKJEPO7kxZeTvDOpJKtyxswkr7yq8NpYP2n+7XezVxSFYNDDs8/H+HJKgGQSGjZUuetON+3bmRUuJ9X1OCcer3NEJz/LV1pgQ5MmKj5vDFWt3AzFjZsUmh+gcVCbskvkTz7JQd26qatmhYU6hx0KP0xNsHixSecjDY48wsHQJ0K4nAr97/Aw9+9UQf8H7vNyz/2lC15/932C8891cnNfNzfdWrLdfD6FVq10zjrTSXa2yhGddFavtlA1i3cm+li7ziYQsGnaVMXnS+Iwwv/6C5L4fSXbpBqUaRHVWDiss2mTVVxnSNPg0Yd96IaC16sw/Y8kl1/mKlUf6NPPY4wY7mf2nGSZmkjX9nHzzbdxLAvOPcfJa+Oj9OrpJjND4Y8ZCZ4a5ueBh4MsX17yvJ9+TnDsMQZHdTaKmw199XWC3le7OPMMJ7oOjZuomGZqufsLL0bo0d3JqJF+1q2zqN9AJRK2CQZtvvm24hPvX35Ncs5ZGqZZO+q+idopGNy9TE6AzAxYL5mc+7xIxI2m2Qwa4OW7HxIMHVYyn5gxM8lb78R4/lk/Dw8JFc8lVBW8/7GHWyKhsmxZxctMlywziccdOCu+ziyEqOUsy+KwjipHHK7z27TS54BHdTbwehR+/ClB+3Y6l1zsYv16i/Q0hVgcXh4b4uILPSRNMJM2hiP1nI8/jTPxzSgD7/LwyWcxvv+hZC45/Y8kTZuqPDTYx4WXFHHn7W4mvZXOvPlJ6tRRwbZxOGHYoNTx0+9XKCi0ypQj22r+ApMB/TXm/pVE01Id07fKyFA4qrNBdh2wrARudwS3G9L8Li65yMExR+tkZCjk5oLPG5YLAKJGqdZBzuHDhxONRrnqqqu44YYbyMjIqLTXPv7448nLy2PmzJnMmjWLcDiMz+ejZcuWdO3alQsuuKB4uTqAx+PhjTfeYOTIkUyZMoXffvuNnJwcevXqRd++fXG5dnOWL8rYsFHnnUllrxpt2GDz0stR7rzNQFEqDjKEwm5uvCXM4sUlR/TVqy1uvSPEqJFeOhysVrj8SVWT+P1J2rZJBUv31IHdNG3uuT/I3QO9mMlUENPhgBOOc7A+zyIctsjN0QgEbR59LMSYF9OYMSNJ48Ya11xXBMDzI/30vaWIQQO8HNxe54OPYqUCnFt98FGMc852FtfmrFdX5emnfPz8a5wv/5dg2u8JrrrCxdq1Frk5Kj5fmOYH2Hv07xc7pqrqlpINVo1+HxRFoaCQUnWLLr/UxXffx8nLs+hxQWpZzr33h7h7gIdYHKb+lMDpAJcLRjztY9EiE59PIT1dwe9XUVXI22Cy//4adeuqLFycJC1N4fEnw1x1hZOionipAOdWP/yY4IzTndTJUti0ObVNX3k1ypFHGCxYkOTcs11c1auouNHXpHdjTHo3xiUXOSgq0hg+IsLTT/rYXvwyEq6575UQOysY3L1MToCMDFi/vlKGI6qxREJFUSBvg83wZ/59wRRiMXj0sRCXX+rCTILDASef6MDv+29Lyh2OVMOP8rpnQ6qrscMhV2aFENvndod55EE3ixa7eP+DOIoK55zlZHO+xR39Awx/wseX/4vz4pgIfr9CJGJTt67Kk4/7ubN/AMuGkU/7eeudCOee42Lim1HqZCmkp6ulApxbLV9u8fMvccaP9bMpH36bluCQDho5OSozZ5o0TFcZ9pif36cn+PrbGLEdlI91OBTWrLF44Tk/Tw4Ps3mzxeD7fMxfkOShR0MYusKF3R0ceYQTtzuMwxElJxtyc0rO/2rw6Yeopap1kHPu3Lm0bt2aQYMGVfprt2vXjnbt2u3Sc/x+P3fffTd33313pY9HlKbrOl9OqXhi+/nkODdc68PrLf8xiqKwYgWlApzbeuKpCC+NduN27Tj1fk8GljLSQdMU7r0/RIMGKh0P0TFNGD8hQq+r3GzYCL/8qrH/fvD0U37Gvx6lWTOVN99KkEjC6ac5+PrbOEMeSX3ZnXySgxfHVPw3Tf0pzntvp7NipUXdXJV7BgeYN69kkv/79CDnnevkmGOc23yxyTdbVbAsnWDQyYyZJhs2Whza0UmD+jaunfjMVke2beN0QHp6ybrvI48wuPHmAM0P0Diqs8F33ydYuDDJjJlJ2rbVOf1UB6pmUydLJW+DRcOGKg88HCoOXB7YXOOWmzzM/SvBYYe66XmFm8WLk4x82kd2jsrtd1ac7f3tt3GOPMLgs8klmT6/T0/y089xPv08zvhX07j/gSB/zzOpm6ty1ZUuWrbQ6H1tqr7bsmUm7dvpzJ5TfnZ3584GpinNh8S+yzRtIhFw7WaQMzMTZs+unDGJ6ktVYfUai9WrrTLdrLdauszigP01nE449hiD2291omllayLvDEVJ0PNKL599Hi+zykRV4arLnSjKf3ttIUTt4nZHOPBAN3XrKeRvtnl7UpTDO6VqaoJCVpbKcyP8BEM2DeqpBEM2GzaYrFxl4fUqrFhpcs7ZLqb8L3XwO/IIg2+/q3iO+OFHcTocbHDr7QFatdI46kgfX3+T4IXREQqLbBQldYx8dngaiaSNqpa/mq5ursrSpSZvvh3jk8/iPDXMh2XBkKEhVq4qecKcuUkObqfz5DAPbnfqIpSc/4marFoHOQ3DYP/996/qYYgqkkhWfHDd0QpQVVX5Y0bFS8uXLrOIx1U8boVYzEkgoBGN2aSlKfh9MWDvNM7x+2MMvMvNPfeFWbPGYs2aOPXrqTxwv5e77w0WZ5lBqr7La6+kEYvDq6+lAi2HHapzUBudwkKbgw/WSUtTtrtkPBSymfJVnCMON3jnvUipAOdWH34U48rLHPj+4xIxsftsW2f2HIPb7wyQ2Oaj2K6txlNPePG4a9qJmU4w5MS0FE4+ycDnU5j8ZRTDAV3PdHBhdxebN9vc1c+D36fw6+9xQiGLRg11DEMlHLHJyVG5uncRGzaW7BMLF5n0Hxhg5DN+1q+3yC+w+e6HBFdekep4njQrPoYkTbtMMXnTtFE1hb/+TvLbtATdzndy9VUq+fk2iaTFK2NT3X0bNlQ5+midzkfqXNGz9HsEcMpJBtl1ZJm62LeFtiTj7e5y9YwM2Lgptf9pWsUNHkTNFo7Y1KmjsmLl9rMnfT4Vj0fhystceL2R3SqDk10nxshnvNz3QJjNW+ZTdbIUHn7QQ3a2dM8WojIoikI06qQooJGIbzmX8sf2uSakPm+Sc89yEo1tLaWhcNyxOs+OjPDVNwnGvx7lwfu9fPBRjC+mxHh9XBrvvZNOJGJjGAqmaRefvyrq9s9lTdMurk3scStM/TnBU0+XZMDbdqq50KrVQR68z8OVl7sYN770mnVFgZv6upn4Vur2YNBm2u9xDF0pFeDc6s85SebMtTnyiIpXOgpRU1TrIGfHjh1ZtGhRVQ9DVAHTNDntFDevv1H+JPSkEwxcroq/PG3bpl69ipsTeTzgMGzyCzzcc1+keAmt2w3X9nZxzjkunI4930DHtk2OOlLj1Zd9jHw+yuIlJrfc7OHxJ8KlApwA99/j45ffEgSDNllZCk2b6DRprNF/QJBVq1NfRr16Ojn+OIOvvyk/w/XwTgb3PxjixTERnn7SzxdfJigoKBsI+umXJN27ST3BqlIUcHLbnYEyHcXnzDV5dVycvjcYQM3oCptIuPjyfzDy+SChkI3HAw8N9nHbzV4WL05y1plOBt0bZPVqi5NOdHBRDyfN9081pLj5tgBb+8Md3F7n0Yd93Dc4VKo2ZzQKsajNex/E+O77BL16uhj/eoT0dJUTjncw6d3yjyHHHetg9Euls2IPO9Tg9Qmp/f5/X8Vpe5DO+DfCuFww/tU0ju5scFvCRXqahdcbwTQV3n7Tz+gXo0ybniQzQ+GqK110OUrF6Sy7HFOIfUloS6K0Z3czOTNSJ3v5+VBJZddFNaQoMHNmgv3209F1yny/ATRooOJ2Q1HAxp+2+5lEmpbkkA4Wb77upaAwNYb0NPD5oti2nMQLsbtUVSVvg5uBd4eZvyB1zuDzKdxyk4uTT9RwOPaNiwmmaTDrT4MHHgqwcVPquJTq8+DhsktdbNps0+MCJ/vtp7Fho8WkNzN4ZmSY/32VyiTXNDj7LAfdznPxxsQof/yR5Prr3Hz9TfnZnCed6GDDxtQxqtv5Tp4ZUf6ccvFik7XrbHJzVYY84mX8G1HWrrVo1VLj0kvcTJkS4+95JedyaWka739Y8fntu+/HOewwHVWRlUiiZqvW3dXvuOMOVqxYwYQJE6p6KGIvSwUpLU48oWznS79f4aa+LjSt4gOwZVkcdqiGUUEY/8LuTixb4ZrrQqVqBEYiMOK5KN99Z6Oq2+/CXlkMI06LAyM8+bjBOxM9HNhcZcnS0sHF/Zup1K2r0LqVToeDDe6720v/OzzcdGugOMAJ8PakOBf1cOH3l82GOfYYg9VrLIJBm2gUxo2PcMH55VfcVySZpsqoqsr0P8xyTwAhVVs1GKwZHWFt28Wv0xSGDgsTCqWW0wx91M/kL2OsWWvRrq1BOGIz6C4vt9/q5qjOBi+PjTBzVpKXXo4WBzghVcvzgYdD3Harp9Tv8HhAURW++z4V9G3WTGPefJNvv4tzykkOsrPLfpgPbq+jqrB2bcm+c8ZpDtLSlOJllIoCLQ7U2H8/jWGP+RkyNMz8f0waNojidkewLAtFMcnNCXHPII23J3h4abSL005J4HJJgFPs+4Jbgpy7vVw9I/VTmg/t2wxd4e13Y2TXUeh9ddkPjabB3QM9xOI2BQU2LqdaKcslLcvC6w3TsEGYBvXDeL1hCXAKUUmKitz0uiZYHOCEVMbgkKERZv6poqrVOtSwUxRFYd16BzffFiwOcEKqz0O/AUESCbjzdg/16qk4HAonn+Tg8SdCfDmlpFSGaaaWoK9fb3LKyQZr11koCnQ4uOyJana2QvcLXMyZk+TEEwz8PqXU7/23JUtNPvwoxitjIzz2iI+nn/LRupXOAw8FS5VkAsAGdTvneIoCiYQDZS+eCGqahmEYpXqhiKrTsmVLvvrqq6oexm6r1p+mv//+m27duvHII48wefJkjjrqKOrVq1fhAfO8887buwMUe5TLGeXuAW5OO9Vg/OsxAkGb449zcFEPBxnp4R0WQU7zRxk5wscttwdL1X/qdJjOFZc7WLjIYu268ie6L7wYpcvRXrzevROssG0bhyOGwwGbNnnK3D/kER8ffxLjrXdiJJNwTBeDJo21MnWtQiGbJ4eHGTXSz2eTY/z8SwK/T+Hss5y43QoPP1qyzPm3aUkuvrD8dYZHd9YxzX3j6mtNoygKeRsqPgGLRsE0q38UWlE0VqzUGTcuyCUXOTnsUIOsLIW//05ywfkuHnu8pB6QYUCvnqnOu+ee7eSpcppSAKxZY2FbNpmZCvn5qQNA24N0Zv1ZktVaUGBTN1dl8RKTBx8J8ehDPn76OcEPP8ZxOhW6nefkqM6pjM0mjVUyMlTOPduJZcOiRSa5uSp5eRannOygfXudiy508sRTqbFu3GjR4WA3HnfpDFBNixd3AJbkZ1FbBLd8nVRG4yGAvDw4qM3uvZaovlxuyMpUUVWbU042OKiNxhsTU1lHbVrrXHWli7HjIpx7tou0dCldIHaGQShkYKPgdCRxOOJSR3AvUlWVOXPN4lIQ/zZiZIT2bd243TWzlvxWyaTBSy9HsW1I8yucd66TDgfrmBb88GOc739IrfzJ22AyYmSUdyam8105DYUABt0b4p2J6Zx4fJL3PojRq6eL1WssPvwoRjRmc2wXB6ef6sDtgbw8izS/SoMGKk4nFTYYys1VKSi0ycuzWLgwSdOmWpml61sFQyZnnO5g1Ojy7z/xBAcPPRzhnkFuPJ49ew6sqiqFRW5++SXJr9NMDthP5YwzvGSkx1DVfavUwc7avHkzI0aM4Pvvv2fjxo2kp6fTqlUrbrzxRg499NC9MoapU6eSnp6+V37XnlStg5wDBw4s7uw8ffp0pk+fXu6VBdtOdYCWIOe+x+WKcMzRKp0OdWCaCjk5LoLBgp3q8qYoJge1ifHhe37+/ttk02ab9u00cnJsPO4oCxZUnKm5cZNNPKFQFWUp09JTGahb6/wd1dng12kJ3phY8u3WuJHGPwvL/wL4Z6HJoHuD9LvDw2EddVAURr0QKZMdquupmjL/dsVlThwOhXjchWMvLNkXpVmWRadDy8+wBdh/Pw2ns/pnoQQCTkIhizvv8PLm21HuGhTkocFemjXTGXB3kECgZCdOJODFMRH63eEhK0utcMIMsGy5Rd26Kvn5qc/zpRe5+Ht+yb7w8acxelzgZOgTYVavtri+b4AuRxuce46TZBJat9a58NJCjj/OQbfzXYRCNq+9HmHFSourrnDRoL5KvbqpJmCbN6WaHm29mLBqtUUyWXanicVdFBZqbNxokZWpkpFh4XZH5WRL7NO2ZnLubk1OjyfVSTtvw+6PSVQ9TdNI2nF0xcA0U99VlqUTi9r06ukiGlO46NJCzj7LQc8rXaiqwoxZCfpcV0Q4DG3b6hx/jIGuV//vOVE1FEUhGPTw6mtxPvw4SCwGnY80uOM2D/XqRgG52rg3qKrK7LkVb+sVKyySZs3P5IzHVeYviNP2II2bbvTwxoQob0yMoutw6ikOTj3FyYoVSVassLEsKCyq+NiVTEJ+gcWq1SYD+ntYscKk8xE6zQ/QsKzUUv8ffkyw/34af8xIsm69RSxuc87ZznLLL/l8CpkZCnlbyjj5/Co+X+qC/vsfln58errCySc52bTJplnTOMuWlx5nx0N0HA74/scE3S9wcGjHPVebU1EU1ue56dk7SGFhyVz5pVeijBju5eD2NopS+/bjm2++mUQiwdChQ2ncuDGbNm3il19+oaCgYK+NIScnZ6/9rj2pWgc5+/btu1fTpUX1ZFlWcU0Xw9i1lBFFMUnzhziqs7rltWJbfio0a+qo8Hl+v4Kh7/0ARSTq5aefE1zQzclb78TIzVW5/VYPfa4rKvW4DRssGjbU+H16+YHO+vVU1q61OKqzwYWXFJZ79e/EExw0b65x9VUufp+eICNdpWtXJ2vXmnQ9t4jOR+o8OLgmNrmp2WzbpmFDm9atUsuu/+2ufm48nuhuNWPY01RVpaBQJTNToVefIoq2BDSzslSWLjNLBTi3NWFilBHD/Xi9CqFQ+Y+pX78kCNqksUrShIMPNoBUQH7RIhMUuOB8J+99EMO24cepCX6bluCRB328/0FqGfzkL+JM/qJ0KnSTJiotWzrRVIWevVMn3M2aqjz8oJfBD4ZISwPDKL3hQ2Evg+6JMGNmyb7YsoXGM095SUsLFV+Ek4Cn2NdU1nJ1RVHIzLDJy7MBmfPVVIoKhcmNfDHvbf5c8zNNM1vQrV1v6jgbsHqVk8lfRDmrqwtdB7db4cOP4nz4UdmyQ82aaNStpxIM1L4TXLFzgiE319wQYsWKku/jn39JMP2PBG9P9JOTLfPWvcGyLJofUPG5VE6OgqZW48nqTjIMm/33U7niMje33lFSKz4eh08/i/PHjCQjhvv49vsEdXNV/L7tf4+5nAqqqvDpZ3Feez01d23aVMUwFJYvM0kkU8vYzznbyUsvR/jfV3GeHOZj1SqTX34tmWumpys8/ICPF15MZVx63GDo8O57MS6/3MVhh+p8NjlOYaHFoR0NzjnbybPPhahfT2PYUD+//Brn628SxcHaNL/Cw0NS+85nkxN0OkzbY0HOaMzJvfeHSwU4IbUaqv/AEO9P8uP31a79uKioiOnTp/P6669z+OGHA9CwYUPat29f/JiWLVsyePBgvvnmG6ZNm0ZOTg79+/fn9NNPL37M2rVrGTp0KD/99BOqqnLooYdyzz330KhRo+LHvPvuu7z66qssX76cjIwMTj31VO6///7i3/H8889z8skn79Tr/fbbbzzxxBMsWrQIXddp3rw5Tz31FA0bNtzj22x7qnWQ8+abb67qIYh9xL8P0rZt07KFSppfKQ7AbOuKS534/fGdyhjdFYqiE4tp6LqNpiVKBT5iMQ/5mxUeezzMvYO8DBqgcUQnnXiCMl8Cf8xMMPwJPx99HCt3jH16uVm9xuSDj2L0uCBV5HpbOTkKPS5w8vffJkccrpORobB2rcVTw0PFdV9++TXJU8Nj3D3Qsd36p6LyuV0RRgz3MmZsnI8+jhGPp4JtA/q7adUyUa27HiaTBvPm66SnwXufREvtX+vzTFasKP/EteMhOge310nPgAu6ORn/etks4vR0hUM76tx1pweUVDDxkSEhDmyuc9mlLiZs+Zw//kSYSy9xMWa0n835NqZp07SxxsaNJo0bl5/B7fMptG+rM+i+UCpQusWy5RYPPRLiuWf9zJ+fZOFC2K+ZF58vSjKp8/Aj0VIBToAF/5jc3j/EiOFeCgpsli83ya2rUr8u+P3Rav3+CbGzgqFUqQlD3/3AZEaG1OSsyVRVZVV4Ide+cwrRZOqE+7flX/Pl/LcZc9Z8Nm+Gg9ungiGqYnPJRU7GvFLOMT5NoVkzjXAYvF6rWl/ME1VDVVXmzLFKBTi3isfhhdFR7h7kQJd56x5nWRaHH6bhdlOqhvpW1/Zx4ffHa3wZH8OIc9stHl4ZGyvzdyoKNGuqEQzZ3HSDm9lzkihKqvb7tj0ftjrsUB2nS+GwjjqvjCs5Bi7/V1bl0mUm55ydWtWVTMKAQUEeesDHddeorF5joqkKmg7PvxBmwT8migJ39feydq1Jk8Yaig3Pjw5zbBcH9TrpHNxOZ916k8sucZORrnBFz0KeGOrjhONTZZ7efifK0mUlY/D7lD3anyEY1Pjr7/I/GJEIrFhp0bZN7UoQ8Hg8eDwevvrqKzp06IDDUf4FhBEjRtCvXz/uuecePvroI+644w4OPPBADjjgABKJBL1796ZDhw5MmDABXdcZNWoUffr04eOPP8bhcDBx4kSGDh3KnXfeybHHHksgEGDGjBnl/q4dvZ6qqvTt25cePXowfPhwEokEs2fPrhZJitU6yCmqA4NoTMNhWGWCcjVdWlqEl1/ycdOtoeI0f9jS/e58HduuzFokKgUFbt59P870P+LUravS80o3DRuaOIwYiaSDWbNtNm9OYuig6dC+tc6v05JkpKucfqrBSSc60XXIzFTRdJtZsxI8ONjL0GEhwluGahhw280e/H6FESMjFBba9Onl4qlhPr76Jk5Bgc1xxxgc3F7n5VcjnHuOi2jM5ukR5dfL+d/XcW6+yU9GukwW9zaPJ8QtfQ16XeUjaSq4nBZeb6xaB8hUVWXefJ0bbgox7pU0fvut9ATv/Q9jdO/mAkpSixvUV3lymA/ThEDQZulSiwu7O9m4weLzbTIt6+aqDL7Py+39gtx5m5v7Boe46EInkQi8MTHKNb3dPDXMx/++jlNYaFMnU8EGIhGLESMj5OfbNGqY+l0rVpp8/EnJRYzsbIWnn/Qz+KHSAc6tVq22WL7c5KFHQ8Ri4HTC40O87L+/xtSfy9935s83Wb7c5tobAsW35eaqvDjKS93cSLV+H4XYGaHQ7tfj3Co9Hdavr5zXEntf2Cri/i96Fwc4AbwOPw8d+z/uv8/iogttCgstJr4V5f57vZx1ppOWLXUMI3USu3KlxVdfx7njNjeFhRaGoeL1mMVBzq21+OW4KRRFY8r/Kq7X99MvSWJRJ7pX5q17g98fYcxoH7fcHipeZaOqcNGFTk48XsWs6RHOLdxulWnTEzRtqnLJhS7q1VNxOhWysxW++TbO089ESE9TOPMMB9P/SPLQYC8D7wmWWpHV9iCNPr3cXN2niNGj/OzXTOOHH8uv3dmsqcb69SXHu1gMPvo4RpNGKnkbLa7p7earr+NkZqpccL7OiSc6+PiTGF9OiXNhDyft2+vcM9BHNGqzcZPFiOcjrFltsWGjRdczHTw42Iuqpeqmlqfb+QaJxH8/D97RMTuZ3H48obyg+b5O13WGDh3Kfffdx1tvvUWbNm04/PDDOfPMM2nVqlXx404//XR69OgBwG233cbPP//M66+/zgMPPMDnn3+OZVk8+uijxYHGxx57jE6dOjFt2jS6dOnCCy+8wNVXX81VV11V/JrbZotua0ev17ZtWwKBACeccAJNmjQB4IADDtgj22dX1Zgg5/z585k9ezb5+fk0b96ck046CYB4PE48Hsfn81XxCPctlqWzYaOTca/FmLcgRtPGKr2vdtOgQRJd3zcmDpZl0bBBmNfHedi0KdUNsF49Fb8viWFUXoBTURRWrXbTs3fJEoe5f5l8/U2CO293c3ZXg1jUoHEjhWjU5M47PPz0U5wDm7sZOizM00/52G8/jQcfCREM2jidcNaZTjp3Nnj/gyhDHvaRTKYy0VQVvvomRt16CvcM9KLrEI3a1MlWuPE6Nyjw1DNhEkm4sLuLSe9F6XJUxUtNLAsiEZuMml9/uEZSlAR+f8kEqLqf34XCToY9mfqQz5uXxPevJTuzZ5vcerOG368QCNi4XPDCc34mvhXlo09iRKOpz3GPC5xcfrmLKy93sXiJiden0LCByr33B1m82KKgMPV6dXNVjjvWYPacJGNeieD3KxzbxaBRI5VvvotTGLBZuNAkP9/G44YHB6f2ifPOdnLJhS42bbbxeCA9XaWw0OLveRVPxjdusvD7FWIxm1gM7ugf4o3X0ra7PfLzbQwjVXMUUkXkb+gbYvyrnj1e0F2IPS0YtHe7HudWmRmweEnlvJbY+4KJQpZtnl/qtgta9+O1UQ25sLubt96O8ufsJO3b6di2zcaNNuNeizD3r9Qxt2ULjUEDPPh8EI8rWJaNbdvE404KCnVmzkzidCl0OFjD54uja+UHBsS+T1UhK6viLKE0v4Ki7DsJGdWfxX7Norz5upeNGyEUtmnQQMXnTaDr+0akKhT2MG1akhOOMzjiCEepPgeHdNC5to+bKV8lmDM3ydSfE3Q738kRR+g89YSPokKbJUtN0tNVliw1uWtgqib9LbcFePnFNCa+FS2eI27rkotdPDOi9Dzx5JMM9t9fZ+yrETZvtlmwwKRJE5WNGy1uuyNQ/DrvfxDjsotd3Hhz6iL7gc01Tj7JgcMBs+ck+errOOed40TTlHJLY111hZPcnP8WnE4mDQJBB7P+NEnEbTp21ElLS+IwStdN83lTqwo3bCi7ryoKNN9f3acSq3bWaaedxvHHH8/06dOZNWsWP/74Iy+//DKPPPII3bp1A+CQQw4p9ZwOHTowb948IBUvW7FiBR07diz1mFgsxooVK9i0aRN5eXl07tx5p8azo9fr0qUL3bp1o3fv3hx99NF07tyZM844g9zc3P+6CSpNtQ9yLlmyhLvvvps///yz+LbzzjuvOMj5ySefcO+99/Liiy9y7LHHVtUw9ymqqvLX3w5uvDlQvMRg0SKTr79N8NADHk44TkdR9o2uZ7Zt4/WE8ZZtaA6kCugDu3UlMhJ18sBD4XKvSj09IsIJx6dRVGgTDNkcsH+q8PRBrVNdR8883cEffyRLLTePxeC9D2Js2mxxUBuD2+4M4nDA/s1Uzj/fxTuT4nQ+wkG/u4IYOjhd8OzTfiJRm6t6FZFIwJ23eli02CQUssnOrrgouGGA11P1KeeiZojF1OLlLu+8G+XGGzz0HxAs9Zhnng3x4ig/dw0Mct01bp4fHWHK/0ounASDNq++FiUSsTn9NAfPjQqzYaPNdde4SW7pKv/2O1Fu7ushI1MlOxvq1VVZt94iELD5bHLqtbLrKJx5upOx6yLc0tfN8cc7WLYsybU3hIqPax43nHyyg6uvdJGVuf3ulXXraqXKRlgW2HbqhKui4HNamlJm8rpuvcX6PNiv2U5uVCGqqVBo9+txbpWRAZs3p7I79EpY/i72LssuO0c6uM7ZfLkaQmGKl2127KBhmgq33FZEeJs50YJ/TK65PsC4l9PIzVUIBCEScfDs8wk+/KjkgaoK997t4YTjFAxj37jgLnZNIpGg23le3nqn/C/rSy9x4vPFq/1F4X2JbVt4vWG8VdGtdQ/TNI0fpyZJS1M5+ywXV/cpKrX8fuasJAPvDvLYo77ioOL7H8S44Hwnr42P0OVoB488FiISoVR5sU2bbJ4cHmL0834G3B1k48bUnR43XHeth3nzUk2HtmrSRCUzQ+Waa4t4cLAXn09h6s/lX+xJJqGwKHWR/YH7vBQW2XzyaYxwxKbzEQYjhvtp3EjB5Yoz4mk3/yy0+ezzBH6fwvnnGeTmmLhccTRNx7Ksnc6gTyQcTP5C4YnhgVJ/6yUXO+lztRuns+RY7vdHuWegh9vuLFt389KLnXh9tfdCltPp5Oijj+boo4+mb9++3HPPPYwcObI4yLk94XCYgw46iCeffLLMfVlZWbu8jHxHrwepzM4rrriCH3/8kcmTJ/PMM8/w6quv0qFDh136XZWtWrc8W7t2LZdffjmzZs3ihBNOoH///mWi+meccQaGYTBlypQqGuW+Jxh0ce/gULk1VIYMDRMMVdz5eV8RjztZv97LW+9oTHxLY+06L/H4f/u7Q6HyG8hAKjiybp3NilUW9z8Q4uLLirj0iiI0PVUj88wznLzzbvkdzr/7PsEhHfQt44X5/1jUr6di6GAYCm43dOpk8PhjfvxpCv3uSnWgfOQhH0uWJosz2JavMDm4ffnXO3pckKpNKsTO0LVUpvH55zn/z955R1dRtHH4md3bS3pC6L2ISBdFEQW7oiKCInZFQRFRUewFK82KWFFAUFRUwC7lsyEgooKggPROAqTdXnbn+2MhIeYGQRMSYJ9zOCG7s7Nzb7a885u38ND9bpo1VTnjdGupNkWFEo9HcMcQF61aWUoJnPvy0fQIIGh1rJV4HFJTFAJ+4/m/9Pc4Pr/k999jPP5kgOGPuOndy05yksDrFfS80M5TT3iQUkcIcLkFRUU6d95d+rmWna3SoL5KMAS78nT69U18jx/TQmX7dq2MYLlyVZwe5yf2hD6hk4XlfyReDNq9W1aLfDUmJv8FfwAcFWQOpKYaE8BduyumP5NDi8eaQqanVqlt0YjKSSdamTO3RIw6uYuFGTMjpQTOvcRiMPUDw97xuOGnRbJMYSJdh8eeCLJ7t7VsByZHDRmZMQYPKutG3rGDhXPOtqDrR0aItEnVoigqhUUOsjJVMjMVJkwKJZwbFxZJlv4eL56TASxYEKOwSLI7TycYhPr1FAYPcvLMaA/jXvTw+KNu6tVVkVLy9BMe3p2cxHNjPEx5O5kTOlnYvVvH7Rakpgouv8zOfcPcPP9CkD69HUQiRo76pk0S55gH49087kUv//smyqgxQVas1Ni4Uee9DyLcfa+faAwUJYrLGaR92wiPPAhD74B6dUNomsryPxxMmKQwe66NoiI3Uqp7vhOFSMRBMOgkFrOXsmV35FgY9UyoTK2Iqe9FWLa8JIQdjGjKNm3iTHrTQ7u2FhwOo/bAU4+7uP5aC9YjJGq0ImjSpAnBYIlX75IlS0rtX7p0aXGI+LHHHsvGjRtJT0+nfv36pf55vV48Hg+1a9dmwYIFB3Tuf+pvLy1btmTAgAG89957NGvWjM8+++y/f/D/SLX25Bw3bhz5+fk88cQT9O7dG4BRo0aVauNyuTjmmGNKeXqa/DcKi0joPg4QDkPODom3ySEe1CEkEnXw5lsa775Xkktv7Lgwl/SyccuA0itR/5Ukr8BmE9z3QKDUSyEWk/S91E69egptWlv49bd4whdrXr6OywVNGlvod7mDjAyF11/1kpamMHqEm58Xa9z/oJ/RIzz0utjOca0szPgkws6dkpsHOOnV0wYIjmvl4vU3QsWrglYLXNDDzjVXOxDCV/bEJiYJSE7WeGWsl9VrNb6fF+PEE620a2vl/HPtbN4Sp/VxVlJTFe6+x8c9d7vZtav81eFYzPDaqVFDweEwfu67qv3DvChNm1jYkaMz6DYf3U+zMfROF0IYxuVtd/iYMimZE0+w0q6NhSlTjclz7doKTZuoXHC+nbx8nQ8/ivD2lDCtjrUw6GYn9eqqPDXCSOkA0PlEK9dc5WDYvf6yg5Rw2612VAU++cxIri8EdO9m5ZKLHQwdlvjeqVOncsNwFEVBVQ3jOR4/MrzuTaoffj84KihcPSXF+JmbC9k1KqZPk0OHR03h/tNf4s6ZlyAxnm0WexDVIkrZNhnpKkt/N0TPRg1V6tVTyMuTLFseR0r44484sbgher85sRy3euDDj6IMuc2CppnPt6MRmzVKr542up3mZc7cGD6/5PRuVmrXkjgdR1dFZpOKQ1VVFMXIIxoIOFmwMI7TqVMzW8XhhGXLyn/e/PFHnEYNVX5bYrSJ6+DzSY5pYWHoHS7cLmMRPidHN6Lxduu0bWPB5VJ47Y0Qtwx08s7UEINudjHzkwi9etk5pYuVcBi+/S7K1PfD3DPMzfvTwnzxVYT0dIU+vezY7IInngqU8lyuX19hxUqN2XOj9L3UgVAEc+aWiIaFhZLxb4YZeocVIWKlvDV9fjcDBwVKFUKyWuGlFzw0aSxZ/ge8+nqY7Tt0jmmucusgJ7VrxbBa4d2p5QuTb06I0Po4KzZbyXPdaonRpEmcZ0bbiEUdKKqOxx07YvK4Hiz5+fkMGTKESy65hObNm+N2u1m+fDnjx48vjmAG+Oqrr2jVqhUdOnTg008/5ffff+fJJ58E4IILLuDNN9/k5ptvZsiQIdSoUYNt27Yxe/Zs+vfvT3Z2NoMHD+aRRx4hPT2drl27EggE+PXXX7nqqqvKjOmf+ovFYnzwwQd0796drKws1q9fz4YNG7jooosO2fdWHtVa5Pzhhx9o3rx5scBZHrVr1+bHH388RKM68vlH/6Ij2AFJCMHatYJ33ytrXH/0cZRup1lp1+bgqr25XRrNmqr8tbrsQ7tHDztvTii96pWWJkhOVti9WzJhUoiWx1i4/lonX3wV4dPPSr9AkpIUTu1q46TOVkaNMZJ+W61wSS8bvXo66dxZIRqVpCQL5n4T44WxJef6aVGM58Z4+ODDMJomuXmgk4EDnOzcqWOxCJKSJEne4GFfFdGk8tF1C4VFdubMjbFpc4QWzS2cfaYNh1Mw8BYfF15g49SuNsY8E6TnRQ4GD3IzYWKIATeVkydiD3Y7XHiBjQvOtzLqmZLFhbp1FE452crJJ9uoW1dhxicRZs2JMmtOyf3R7TQr0z4Ms26DRmaGsXAweqSHoiLJsmUxVqyM06G9lcaNVFb9pTHvxxjzF8R4dZyHzz9NIi9Px+1SiEThmut9hEIlN6migNcr6NTJisPu444hNm643ksgIHG5BF6PzkfTYwlTVBzf0UJqSuXcVEIIduzQWLrMzrx5MWrVUjjrDDfJyVFUM4edSQXj9xsFgyqC1BTjZ65ZYf2wRNd1WmZ0YlK/eby+4ElW7VzCKt8sMrOaUaeWjUU/x6lXV8HjFhx7jFF8Y8tWjZUr4zRrauGWgU7enhImHpfYbUbRid27y18E256jo+vVOhjNpJKxWqNkZUa5+kpjKqtpoaMyh5/Jf0fT9tiwc2Js2apzeV8X770f5qyz7Dz6WIDt23VuvcVJRqbCrt2J7beMTIXCopLr75STrUyeEiI9TbBtm5GTc+EirVT00rffxZj3Y4wxIz2oKgwZ7ObLryLYbAJdg915kueeD1KjhsJdd7oYfHtJGrmCAo2pH4S5bZCLtycksWxZnOkzI+zarXPfMDePPRlg2zad+QtiPP2Eh/UbNNauLRn717OjDLgpGY/byP9vfA82nnkuXKbSeywGc/8X49ffBK+9URJduOCnOAt+8vPCc246tNPJyS3fzty1WyeuCf4e+ySlxGaNYLPu/VuU28URj9vtpk2bNkyaNIlNmzYRj8fJzs6mT58+DBw4sLjd4MGD+eKLLxg+fDiZmZk888wzNGlieJ85nU6mTJnCmDFjuPXWWwkEAtSoUYPOnTsX16+5+OKLiUQiTJw4kVGjRpGSksI555yTcEz/1F84HGbdunVMnz6dgoICsrKyuOKKK+jbt2/lf2H/QLUWOXfv3l0m0Wki4vE4oaOxDFclkZRkFPTIyS1rYDqdUKPGkatyxuNWJk0ufyVq0tsRWo2wYbGU72Hwd1yuKI885OK6/j6if+u6axcrDw8v2Wi3w1OPe7jtDh+bNpV8/5Mmh7l7qIt4HH7+OcYN1zlp2FBFUeCG65x8+VUEn09Ss6bC8IfdfPZ5hGuvL0TT4YzTbYTD4PfppcRUKWHk6CDjX/OyaHGc+x80XogpKYLbb3NybEt51K6mmRw4Uqr8ttTKnXf59jFOogx/xMWxLa2Mf92Lxy3od1URnY634g/qrN8gOe1UO5s3a9Srq7Bpc9lnTZvWFn6YF+OLL6PccrOTgTc5GXafnx7n2TmmhcrbU8I892KI2rUULrvUQc8LYcQoI5wjySu4/DIHd9zlJz1d4PNBv75Oht7tY/OWknO9OSHMPXe7iMVg9lwjh9fjTwZ56w0ndWqHCIacLP1dMnF8Elu3aaSnKTicRgEhr1ehsECSlWkjFouSkhwtVaCr54VOdN3BhElhgkFQVTjnbBtDBtux2yvH06SwyE3/AUVs21byGce9EmbU025O6CRRFNPryaTi8PshO7ti+nI6BQ6HJHdnxfRncuhRpYXaziY8dPprRLQQVsWG3szKtu0KLY9RGXqHi8JCnX6XO1i/QaNmtkKtWjY+/DDChIkhHn/MQ+1aRgFFTTMKevzvm8ST5i4nW1CUxBEuJkcXZrSCycEihCActlPkUykqkjgcCj/Mi/HWhDDJyQptWmtc2sfBVdcWFc/bPvs8whX9nDz5dGL77YzutuLonQt62LBa4diWKqGw5KPpEZ4b4+XV18tqFfE4+PyS77+PUr++hU7HW5ES/AFJYZHOmNEeNm3SeeW10qHy11/roEEDlVdfD7F2nUadOgo3Xu+kWVOVe+73F9uBug7jXglyzVVOHn+qZOyKItiwUSfJaycjw4bXE6KoyMr/vkmcIq3baTYG3ZY4OumJp4K8M8nDSZ0li35OfD92bG/BYTcf2PvDZrMxdOhQhg4dut92NWrU4K233ip3f2ZmJiNHjtxvH3379i1XiFy1atUB9+fxeBg3btx+z1VVVGuRMyUlhe3bt/9ju/Xr15OZmXkIRnR04PGEefJxFwMH+fm77fDwAy487gMX+A43NE1QWFi+90BBgSQeB8s/3DlClHh7GlXc47z/TjJT3g2z5Pc4NbIUrr7SgRCSmtkKuXsE5XPPtvPJp5FSAudexjwbZPyrXi6+yM6YZ4OlPEO7nWpl1NMe7A7Bg48EivsD+PyLKD/OjzHqaQ8DB/lKhTRs36GzZq3Gxo0a997tJruGIDlZx+uNmDmNTA4In9/B3ff4ShlfNbMVmjW1cM99fo5rZSEUlug6FBXpdOpooaAAUlIEQ4f5efQhNw89WvqarVdPYdDNhqhZUCC5a5ifW29xMm6sl79Wadz/kGGoWa1Q5JM890KQPpfYGTjAQTgEp3Y1Er0HApJgUNKwocqESaFSAicYQv+oMUHGvehl9p5Qns1bdAIBBacTpK6yek2U4Y8Xcs3VDmw2wZsTQsXFiVJTBaNHuGneTEOI0veL3R7i8sss9DjfQzAIDrvA642hKJUjcGqajedeCJUSOPd+xnsfCPDJdC/JSeZk0KTiCAQqLlwdjBDl3FzJER0ucoQjpUSVVlzCChKwB2nYwMJzz3jwFUk2b9F5eHgRPl9JkY1bB7moWVPhsSf8fDA1GU1CJAq3DHTw/Q+xMnZoWpqgy8kWNO3ItUVNTEwqByEEPr+L+x4IFYeWA3Q63sLoUV5mzYpQWKTxv/9ppRxTNmzU0eKSnhfZmTGz5NmjqjBsqItly2Mc18rCZX0cqCpMnxlh+MMeinySl17wJozmA6PCeI1Mga6pPPp4oNSzcfAgI8y9fTuVZ54rOb7LyVa8XsHDj5bYk5s26Tz0aICrrnDQprWVDRtLxrhps05aWun36tln2Zj5SYQFC2I8M9pD7dpOYrHEhTSTvILcXL3cYl47d0qKfJKzzrTy1oQIRb7SHtVWK9xwnb3S7F8Tk0RU61iP9u3bs2zZMlasWFFum0WLFrF69Wo6dep0CEd2ZKPrOs2bRfnwPS+9L7HR8hiV886x8f67XjqfqB0xldUTYbdrdOlSfkL7LidbcDrLF/9iMTv5BW5+XeJgzVoX/oALTbPx9Wy4tF8hwZDknLNsNGyo8twLARwOwVVXlMwSu55iLRZb/o6UYLUJnhoRKPOy/Oa7GN98FyUUkqXEor0UFEjmL4hxSoLPJoRg4tthbrvDh2qRuN1BU+A0OSCEEPz1lyzjoXzrLU6eHBGgfTsL3bpZEUBykuDuoW5mfhLljrt87Nwl2b5d54mnAtx5u4unn/Tw4H0uRo/w0P96J/c/aAicexn/VgibVfDci0Fq1VJ4fLibUU97GDLYxYvPealZU+Xcs+3UrClYu64kLEdKCAZh9pzE95WuG5V9GzcqSeCuqkZupl+XaEyaHCYzS6FhA5WXXw2Vqr6eny+5eZCfgsLylJ44Xk+QGllBkpMDKErlJVIPBKzM/V9irydNg6VLtVJJ301M/iuBADgrUORMSYYcM1z9CCROclKIWBzuvNtfPIkHCIaMhaaTT7JitQhjkUY3chtnZUZ46w0PzZoaz2Yh4KTOVia+6SE5yYzeMjExOXjCYXsZgRNg0c9x3p0a5sQTLLRta+GPP8vOg0aOCZKcJHjtZS/DH3bz5ONuXnvZiy51zjzDRod2Fp59Icidd/upX0/l69lRbh3i4+mRASgnk8JZZ9hQVVFK4ATj2ThyTJBwGFJSFPatVXnJxXbGv5XY43Lq+2HOOqtsQUxFLemgZrbCOWfZmDs3SmGRZNacKL//rpGUJMmuUdZOjGsSm33/i4+qKkhJDvH2BA+dji/xBDqmhcrEN72kpycer4lJZVGtPTlvuOEG5syZwy233MKjjz5Kly5dSu1fsGAB9913HxaLhWuuuaaKRnlkIkScjIw4tw+2EolfmwbTAAEAAElEQVTasNt04MhfgZEyzoU93EydGimVWwXA4xH0vsSOlAkKkACRiItxr0b5eHqJ8Z2cJHjhOQ9ffR0iFoMvvyotckx8O8zFF9m5ZaCT194IYbeLMhWc92KzQTgs2bAx8VLal19G6XFe+aVuv/8hxg3XOfju+5ITtGihsn2H8SKvV1chyVu+F6vJoUNRjMI01T2/lFFlUXL9tQ7atLag6xAMSlq0sND3UgezZkeZ8k6YU7taGTjAyV33+Fmzxrje/vorTuvjLPy+LM699/tJThKMGuFh6DA/fn/Zzx0Og99vVGZ/5EE3Y18OUpAv2b5DJx43qqp2PcVK/XoWtmzVuPwyO+9Pi6DrUFCgl/EG2he/Xy/2SGvT2oLbreH323jlVeNevugCO+99kNhrKBaHzz+Pce01lioNm4triVfg91LkMyu6m1Qc8bgkEjVS2FQUKSmQk1Nx/ZkcWvaGgIZCKghwu+LYbFGklAhh5Egu75X20fQI551rwx+QWK0ClyuCrsdp0ljn5ZfsBIMqqgIuVxybLYiuV+93o4mJSfWkyKeWETj38uP8GFdf6SA7S6F+fYV580vvl9JIH7b8jzhPP+Fm/QYNRYGOHew89kSA3/cUJup5oZ1Nm3XenRrG4xE4ndC0qYoQlHkGtjzGwsxPI+U+G9+fFuaO25yc1NnKj3uKwwoBgUDiA+JxCPglVgvFBTTbtrHg8+m0b2fhpM5WWjS38NAjgeL9C3+KcUxzC1JK7r7LydC7S8/3g0HD49TpJGGu+SZNVLxeo3hRZmaQkU/ZCASdSAkup4bTGSoubGTy3/h7KLlJ+VRrt442bdrwwAMPkJuby8CBA+nYsSNCCGbNmsXxxx/P9ddfT25uLg899BAtWrSo6uEeocSw2yLA0VO0IiU5xOSJHrqdZkVRjJdJ11OsTJnkISU5mPAYRVH5apbGx9NLi5iFRZKBg3z0vyHxTPC772NICeecbeW9KUk0bGDkrtqXFi1U+l/v4JaBTgoK9lONOr7/hM1ut6B+/ZK+94pFsZjE6YQRT7lxH8GpCKo7QghCYSebNruY+42NP1c48Adc1dj7TqGw0InbLcjMVFBVweYtOh6v4I03Qzz4cIDvf4jx8+I4b0+J8Oef8WKB89iWKqoKD97n4sROxlpbYZEkEiGhwLkXpxOeG+3G6xFc0tPBpb0dvPCclwE3OvltSZw3xodYszZObq4krsHbE5IY9bSHrCyjonp5tGplYf16jSSv4JGHnNjtETRdFOcKrZGlsGlT+TfXyr80NK1qBUSXU6dRw/I/Y/t2FjPHrkmF4d+z1leR4eopKZg5OQ9bVLZuc3H7XVF69PTR4yIfw+6LkZPrQgiFaESwdl359sumzRpZWQqNGqr4/JK9Nqeu6zjsYdJSAyQnB7BaI9V+8c/ExKT64vPt//kRCEg2btQ460x7mdRkx7WycOMNTm6/zUUsJklONuxfTZMUFOhYrXDuOTb6XmYnyQsjn3bz8ANuevV0YLXC/feWLbYZiUo2JkhRtpfNmzW279C57VZncci5ouzf3rTZjYVvMJxtHnrARTyu0/IYC9/9EOPWIb5SdTfcLoFEIoRO+7YaL73gpmEDY+7h8Qj63+CgYQNjnvj3KYnLBU897sLlNOaPUkqs1ggpyQFSUwLY7WFT4DSpEqq1JyfAFVdcwbHHHsvrr7/OwoULkVISCASw2+106dKFgQMH0qFDh6oepskRhK7rpKcHefQhK8GQAyQ4nTGs1mC5xrXfb+fNCYk9XcNhWLNGo0kTtVjk2UvDhiqNG6lMnxnhh3kxGjVUuPN2Fzfd7MPpFAx/xE3ebh0ENKivkuQVPD7czQfTIixbXnol0maD9PTyX3w9zreBlJza1Uqb1haObWnB7YI2ra18+L6F5CTzRVSV+P0unhoR5vjjrdSpoxAIwIIFOu3bO8lIL//aqxpUVq+x89gTfi660EHDhip2G5zc2UKRT7J4cYxBNztp3syCpklU1QgJT/IKHn3YzcZNGnPmRpn7vyg9L7Jz+20uJk0J4XRCdg2FHTllr8OaNRU0Ddat13nsiUCpEPkzT7cx/BE3jwwPcM7ZXjweowJ6WpogOUklrknuutPFzbf6yng7nniChVgMbh3k5LRTLaQkh9B1iarqNGygsH6DzrbtOg0bqixZmnj1/7hWKqq6f2/RysblinD/vU5uHOgv4xFwalcr6WmmwGlScQT2vO4q0pMzNQUKCiAaldhsptfx4URevoOrrvWVSufx8+I4V1/nZ9pUD041QovmKuvWa/TuZaddWyvxuCQcgQ8/CpOcLMhIF9jtEIlg2iImJiaVQnJS+e8WIcDuENx1j5/XX/Xy+HAPI0YGQMDwR9ysXasx939RFiyM0utiO82bWXj40QBCwD33uKhXR2XHDh2fT3L2mXaG3uNj3T6LO/2vc/Du5CSmfRQhL0+nzXEWWjS3sLKZxtLfExuQTZqo5ObqhMOSiW8mMXtOFE2TNKivJIzsS0sTeN2CrqdYaXmMhbPOsLFla4zatVQefSxxJGKP8+3Ura0UC5Lt2ym8/qqTWFRBUSVeTxQpA7RrY+HjaV5mzIyyfoPhGXrm6RaSkkxPTZPqR7UXOQHatm3Lyy+/jJSS/Px8dF0nNTUVVS3fa8XE5L8gpURVo3g90X22ld9e0wR5eeU32LZNIz1NsGafbWecbuXmAS76XVVUnKT5r9UakQi8+rIXLW6EKVx+mYPXx4f45VfjBZiVpXDzAKOC3kfTS2YUvXvZcTgEPc6z8dkXpT1Ku5xkxekU2B2CY1uqzF8Qo04dha3bJHl5OldcrpleXlWIptmY9lGU3pc4GDuupKhUwwYKqWkuXE4XTmf1SRfh8zl4/sUgdw9189LLQWrWVDnrDBtzv4ng9iiMeMrD2HEhxr1ixLXUrKlw150uXnjOw4hRQVb9VXKt/fFnkCZNVB66382GjXFGPu1h4KCiUiExLifcf6/hdfzI8EAZj+XZc6O0aKHS6lgj3CY9XeWBh/ws/8No2HRP/y+94GX8WyGWLI2TmiK4op+DCy+w4HREURQdTYsUi6BuV5RBt7i4a5ifGZ9EuOsOF0uWljUQ7XY4+ywr8XjV/n10XadpkxjvTEpi9LNBlv4eJy1VcPVVDs47R8VuT+yFbmLyb/DvudwrtPBQivFz506oXbvi+jWpXCIRyeR3oqUEzr34/ZJPP4vQ42ydfn3dnN7dxoRJYSa+bYSup6cJ+l/v5MQTrbicoEvjeW9iYmJSGXi9Gp1PsLDgp7Ki4mmnWln0c4wGDVTsdti9K86D97tp0kTlrnv8xbneAZb/EaRFc5X+NzjZtFFj5QqN++8PUFgkURQ49RQrd9/p5p77/MVzvPETwvy8OMb11zr55rsYc7+J8srrIV4e6+Wj6ZEytq0QcEkvo5CR0yGIRiT/+yaK32/lwfvd3D60dHonux1Gj/Dw7XcRUlMUkJJ33w8zZ26UqVO8XNzTxvQZpeeHJ55gpXEjlYYN9WKhUtd1nI5Qcc7tvfNfRYmTkR5n4E0WNE1BVTXicTMC0KR6cliInHsRQpCWllbVwzAxKYPFolOvnpKwKjoY4bDz5peE/Hc9xcoVfR28+FKwTBW6b76L4fNLLu5pp+dFdh542M+uXSVtcnN1hj8eYNTTHhb8FCMnR+eiC2ycf66dmZ9E6H+Dg0t6OZg1O0IkAp07W9m1U2fGzAiNG7mIRqH/9UaY8e13+ujT227m6qtEhFDx+ewU+cBmFXi9Gg5H6ZA7n99Kp+Phtjt8hPfJzb1+g87dw/xMnZJcoR5T/wVFUVi6TOOWgS7uvNuPqsCgm10Mvt1Hn97GdXj9jUWligZt365z1zA/r7/iZffusvfImjUav/wa43/fRBFKlGdHe9m0WWP58jjNmllodazKZ59HSE5Wyk3JMO3DCANucpKepvDs88FigRNg9RqNG28u4p23k7jsUjtDb3fhdgsQOm5XGE3TyvQrpYoWl9wy0MmESYYwevdQF6+8Fio2KmvWVBj1tIuU5OqRUF1VY7Rp4+GZUVZiMQdCSDyeKLpuGqEmFUuxJ2cFV1cHo/iQKXIePvj8kkU/l5/SaP5CnYsvtFGwW/LYEwG2bC15B+zOk4wcE+SZUR7Wb4xz/rl2HNXkXWdiYnLkYbOFGf6ImyeeDvP9DyU5Ls843crQO1wINK65UsFuD3DeeQ4K8hV+mBcrJXDuZeUqDalLLFbBs8+XLCTrujGX27pN5/YhLh57omQRfOkyjbQ0hTNOt3FqV6MY7G+/xRjxpIeRYwLF872UFMGdQ1xYLeByCpKTIXenxOUSTJgUZv6CGCOf9vDXX3HWrtOoV1fl9O42Pv8yjN2ukJenc/bZDjZs0Di5sxVdh1tvttC7l53PPo8SiUL302zUqSPwuOM4HAdux+7NP1+V0UsmJv/EYSVymphUV9zuCHfc5uSOu8p6c2VkCDp2sHDjDQ4mTgqTXyDpf72TXbt1fpiXeGLQvLmFhQtjHNvSUkrg3JeJb4d46QUvwaBk9pwIGzdptG9n4dnnQ6xaFee002x0PcXKI8MD2Ozw3Ggv69bFkRgv9BfGBtmdJ+l2WtV7oR2pRKN2vvlO8PyLJVUTWzRXGfGki6yskvAOocDc/0VLCZx7icVh8rsh7rrThqDyqnMfKEIIpDQSlQcCkn6XO3jvA2PgV/Zz8P0PsVIC516khFdfD9HzosRVIef+L8pJnW288WaIm2/1MXqEm2uvdeArlFx3o49up1mJRMsPh9m5y8hJ6XJTbLjuSyQCH3wYoXkzlY2bNWJR8HolWZnlJW8XTPsogtcjePpJD1I3woDGv5bEzp0aqipo2ECQnBysdmE6NlsE257imtVsaCZHCMU5OSu48BCYeTkPN2xWSE9T2FhOUcTMdAmKhXXrtVIC5768MDbInbe7iMcxCjBW/avOxOSoQdethEJWEBKvJ4auH9nqlcsVYPjDdnx+B4GAUdDS64ljsfiK20gJqiL3FI0tf6HYbhdMfDtxpMxfqzWSkwRutyhVKKigSDJ4iG/PWOCqK5w0bKDw5HAPQgGvV+B0ClQVtu/QWL1Go1YtlaQkePhBNzcN9LHqL41Bg320aK5Sv75Ch3YWHn0swLLlcaZ/mMwP86L0uayQWNzwjr+xv5MLewjq1wswZLAFVVXR9SjxeLyapcMyMakYqr3IuXr1at566y0WLVrEzp07iZVTeloIwZ9//nmIR2diYqDrOm1a6zzykIvnXwgVV2Zv09rC48OdJCcFOPtMwcmdHaiqwv++jZOWqrA/B8rsbIUVK8sPIV+xUkNV4LPPI3sqP0d4drSH1Ws0cnIl738Q4fzzjHyHycmCl14OMnCAi2V/RLjjLh/BIHTvZiU52fTirAwUReH35QqPP1laQF65SuO6G/1MnezB4zH2qYrgz/38rZct0wiHLRXqNfVv0DQbRT4rTRoJZn5ixJM3aqAya1bEWJGWgqXl5K0EWLEyzsU97Qn3/f1eiMdh9pwoXU4y1Lr16zUu6+Pgs88Tz35bHWuhRg3B0GFlc1Lu5c8/45x+mo3nXgyyYaPG9GnecgVKq1Xj+I4WXnktzDfflX3v9DjfxrChotoJnCYmh4LK8OS02QQetyQ3t+L6NKl8kpIUbrjOzq+/JX7239zfSiwuWLmq/Hfcps06brdAUYzw93+oq2FiYlIBCKGQn+9k/FsR5n4TwG6DXhfb6d3Ljdtd3XLBVyxWa4S01AhpqeW3KfKVjsJL3M/+05Vt2KiRXUNh7Trj+aeqlCreEwzCa2+EyMoSNG+mEIspOOxw/Y1F5OVJLrrAhi4h8EOMju0teLyCV8Z5WbIkzl+rNbKzFRo3Vhn3aqi4VsOatRpjx4WKq6cHQ/DC2BDJyS7OPVslHo8Xe2OamBypVNeyvQAsWrSI3r17M336dLZt24bL5aJmzZoJ/2VnZ1f1cE2Ocmy2CGedEeP9d91Me8/DzI+8PDvGRnqa4emlaRpOZxiXK0purs6in2N0PcWasK/586O0b28hK6v8W7RGloKmS+YvKHkBvzUxRK89IlJamqAgX+f1N0PcebcfIWDbdo0FC2I0aqhy3z0uupxsY9UqrRpX8D58CQTsPP9CKOG+/HzJ0mUl37vHHadmdvl/g+xsBaulasW0cMTFcy/q9LjIR2GRTo0sYxaal6+TlaXQvZuN1Ws0Mv/hmk3k5Qlwxul25v1oCJhG0SCFlCQFjxtO7mxl/Qad7JoKmZmJZ7+3DnKiaZCVWf75s7IUZs2JsmGjxrgXPXi95Yfn6LpGj/OtRlj737Ba4IZr7SjK/o1fE5MjFX8ArFawWCpWjUpNhZycI3difaTSooXkqivKLmANudWBardRWKBTt275z2avVyAE/PVXnHDi16aJiUkFU1Dg5PKr/Mz4JIrPJ9m1W/L6+DADBwXxB47uvBGKYuHjGUaezPPOtZXbLiVZFEfOJCIjQ6GwsMR+v+B8O999X3ax/vU3wqQkq+i6zsczIwy7y80D97m4op8DKY15Q4sWFnbs0InFJK++HuKv1XFmfhJh0GBfqUUmp0OQyCfs5VdDFBUldjQwMTnSqNaenKNHjyYSiXDzzTdzww034PF4qnpIJib7RUoNjyfIvpfq3xdCNU2jU0cbQ4YGeG6Mh19/i1NYWLpR2zYW6tZWsdsUJkwKJcx7cs3VDnJydDZtLnl5rl6jMfxhGykpCsGgzuR3wmzfbuy/7FIHPy6I0ae3g2BQ8t77YdZv0Ln+WjsndFJMj7QKRtMSVz7cy9KlGqeeYnzvQkS49ioXs2Yn9lK84To7Vmtov8WvKhMprUx6O8aMmcb4HnwkwLOjvcz8NIrPp/Powx6KinR25Oh0OcnK1PfCCcOkr73GyYKFZT9j82Yq9eqWeC7f1N/JZ19E+PSzKJMnJjHkNhe/Lyti9DNBnnzMw5sTQvy0yLgpatc2CnFt36axZEmcQTe7WL/el/C779fXQTCoc8P1NpK8YWD/xbaSk0JMesvD8MdLVsgbN1Z55EEnGRnVIw+niUlVEAhUbGX1vaSkGDk5TQ4v7LYw111r55JeXhb/EseiQvv2FtJSNd6bFqVuHZXOJ1qLq6f/nb6X2qlTW+Hyq3y8Myn50H8AE5OjDCmtTHw7UpxKaV/Wrdf4fZnOyZ2P3rlBLKawbFmciy5UOa6Vlc8+j5YqmglwbEuVSFRy7tl2Zn5a9sGW5BUkJwt27Za4nHBpbwfNmqk8+EjZFGE5uTpxDT79PMaMmUZ03kmdLWRnK5x7jp0VK2KEwpJzzraxdatOrVoKi38pOzls2EBh+47Ef7NduyTRmMAjrEgJiqIdtX9fkyOfai1yrlq1irZt2zJkyJCqHoqJSYUhpaR+fahVU+HpkUYBofkLY/z8c4yUFIWrr3SQnS0YNSbAlVc4GTPSw70P+Evla7ygh42OHaxcfV1hqb5r11JZ8FOM6TMijHzaw5R3wygK3DzAybr1GtM+LPsSbtzYyMtiUrEoiuHhmJub2IBo0kRBSsNAkVJSs2aMB+5zMnJ0iaitKHDrLQ4aNtCqNGzI57fxwYcluYp27JB8PSvChPFefpwf44qrjLw/r7zk5eMZER5+wM3TowKlJrM9L7Sja3B6dzutjrUyZ24UKaFXTzsNGiiMHRfitFOtXHC+nWXL43z6mXFNvvJaiLuGOnlnchIffBhh/JshzjnHxp23u4hEYO06jclTwlzQw86XX0V5970wr7zk5Yqri4qLCakq3D3USZPGGjZb9CCMOp2a2UGef8ZOIOBESnC5jWJFpmFocjTj98tKSZ+RkgJbtlZ8vyaVj80aISM9wnnnGB6buh7BYrGQlyf4668o7duqvDzWy213+Evlp+vezUqvnnYG3eYjM0MF5J7cz6ZHr4lJZREMWfjm28S5JAE+/yLGSSeqwNFp61gsknPOsmFRBQNuKWLYUDdbt+nMmRtFUQzbtWFDlZdeDnBTfxfbd2gs+rlEdExOFox70YvVAs+N8dCggcrWrRqDb0+cUik5SRCPyz0Cp8H8BXFOOVlnR67O5ZfZCQbgu++j/L4sztA7XDw8PFCqIFLt2gojnvJy2+2+sifA8JiPRgUPPaqjaYZd3upYgdNZ/nVgYnK4Uq1FzpSUFGqbJTZNjkBcrhAvveji1dcjDL7dR8cOVs4520br1lbSUgWRMHw/L87383z0vMjG+NeSyN2pE/BLWra08NNPUS7rV1jGW+6aqx28PSXM2nUadw3zMe5FL+GwkXS6d9+isuNwQvu2qinYVAJeb5QB/e08/lTZ2DuHA07sZEHTSowZqzXKWWdYOamzl9VrdHRN0ryZitsdxWKpWhE6FJLFgmXHDhauutKJpkkKC2WpIkKffBbhmBYqs+dGmTA+ifUbNHxFkvr1VRYsjPHYkwGkhGZNVS7rYycpSdCihcpnn0dp28ZCYaHksScDpTyb16/XWLgwTsP6Ci1bqNhtsGaNziuv+di502jnckKD+irr1hvG3uw5USZP8LJipU5qKjRvrhjfoxo76EI8Ukrs9jD2fSJ8zNvF5GgnEKjYokN7SUmBX3+r+H5NDh372hOapnHqKS6efSFAMGTkBn93chKbNun4fDqNG6ts2qxx4cXGQtnokW4cTkyB08SkklEEOBwCSHyvuV1Gjlxt/wEvRyxSxmjTxs6llxchJQwd5qdFC5V773axYEGMye+ESU0VtD7Oyg/zYpx1po2rrnDi8+t43AKvV/DMcwF+W6JRv75C714O6tdTcbsFfn/Z7/yqKx1MmFQ2QujzLyP0ON8OUnL9Tb7ilE+Lf4kzeJCL+vUUNm7S8HoVIhFJfr5GMJT4b9rnEjsvjA0VF+f87vsYrVupPDPaZQqdJkcc1VrkPO200/jxxx/RNA1VVat6OCYmFYaUErcrwJBbXZxzlp1gUJKTqzNjZoT0NEH7diW5OmfMjDJjZpSUFIHDLmjcWKXvpXbcblEcZqKqcPllDmpmK8Wrehs26sRikJUpsFo1+lxi48OPo8UriGlpgrHPe/B6zQRYlYGmaZx2qo216+y890GkWBhLSRG8+JybpKSyxoyqxkhOinF8ByPPXXWZ6DkdRs6hEzpZOecsG/fe7+P6a518821p8fXLr6Ik9bFzWR8H27ZpfPRxhK1bdXbu0ksJg3+t1vj08ygdO1po0UKlqEgy9f3E1Svr11eoX09h6TKNmtmGZ+ynn5e+jh95yMNr40uu4x8XxEhKEpx2qoWszDDa0Wqlm5hUEv4AOCohtVdaqiGgBoMSl8usPnO4I6Wkfj2FG683POF/WxJn9DNBel5k582JYTZu1IjHDRvm+msdNGtqQUpzFcnEpLJxu6P0vczOmGcTzwEu7WND14/e+YEQFj74MFLK63LlSo1Jk8Nk11BYvcawK/f13rRa4aMPkrni6qJSaQDsNkEwKHn5tSAjn/LwyGN+du2Se84D555t44zTbVzcu3R0HhiFidLTBF/PjpbKaZ+fL3nsiQBOJ3wwNZl77vPz5wqNZk1VRjzl4dHH/MWOAADnn2ejaVNLGSH19+Ua3/+gcd65qmkrm/wjW7Zs4fTTTy+1zWKxkJaWRvv27enfvz/HHXcc3bt3Z+vWAw/LmTt3LnXq1KnQsVZrkfP2229n/vz5PPDAAzzwwAN4vd6qHpKJSYVitYaw250MuMUPGGHo6zfo1K6tUru2wtatJca+8XKT7MjRGXCjg5FPuXE6BcGgEdYcCOi8OaG0QbJ5s87sOTGuukLlloEKV1/lZds2o4ppZgZ4PCFzQlGJ2O0hbupvo9/lXrZu1XG5BJmZ4HGH2V8IUHURN/fi9Ubpc4mdLifbuHWID02DzIzS1ycYBp7PJ9m4Kc7xHS107Gjh198S5648qbOVtm1U5i+IcWpXG9M+iiTMPTvgRidZmQoLforx6OMh+l3uYPLEJLZt07FYIBqDcS8H+Wt1iXHm9QjOO8eC2x1C08zr28SkovH7DY/0iiYlxfiZkwsNG1R8/yaHHoslTrNmFjQNWjRXmfdjDL9fcssAJxKIhCWpqUZRubw8jazMyFHrPWZicqjQdY2zz3Qwa5bK78tL33B9LrFRp7Ze7WzRQ0k8rrB+fVmj9LvvY7z0gpdFi+OlQsUBrujnYNt2jbZtLPwwr6Tyz4aNGi2PsfDKayGefSHInUNcOJ2CQFCSnqaw6q84CxbGEoaxn9TZSrOmKo8MD2CzwZmn22jSRMXnk3z5dZTt23V++y3OM6M9FBZK8vN16taBtyd4yc/X8fkkNWuq/PxznAcfThwq//60KKd2teNwmA9ekwOjXr16XHjhhQAEg0H++OMPvvrqK+bOncuECRO4+uqr8flKp02YPn06W7du5eqrryYpKanUvr//XhFUa5EzLS2NadOmcdVVV9G9e3datWpFjRo1EKLs6r4QgqeeeqoKRmlSFdgUiS1aiIgGwOYkYk0iKqv15VwKIQSKouzxcogz/BEXI0cHycpQ8DYUvPd+mEEDnbw2PkS/vg6ys1WklOTlSTZv1lixUqPziVaeHhGg9yUOnh4V4MnHPMXFWPaSkipQVUFRkUpmZpjUlCipKSX7j2L75ZBhsURJSY6SUgG1FBRFwRH3oUaN1AOaLYmwxVvp6QaEiHFTfzfvvhcrnnxu2arRuLHKr7/F6XqKlb6XOkhJEcSi8NvvMV56OcTQO9x8+FGEvLzSF1p2DYWzzrTx5oQQHdtbeWdqmMeHexg1JkB+/p4QdBfceouL7GyFl8YFqVXLwvPPevjhhxiffh7h5M5Wht7tJ5aoKNdVdtzukJmGweQ/oekaz/54J7sCOTx11hRU5fB5x1Q2fj8kV0J9mL3vp5wcU+Q8XLEoAnu8ECXiA9WGy51Ozk4vUkqefsLD5i06upTk50s++DDMxg0aHTtauesOF95sC4GAxOE4ej3ITEwOFU5ngGdGu1i9RvLp5zFcDsHFF1upma1jtx+ZxRUPdP5oteq0OlYtU9xH1+G+B/2MetpDXr7ON9/GcLsFp3W1smx5nNvv9DNmpBcpYd6PhtAZjUJ+gU6P86zUqKHi9SrE40a0wtT3w1xzlYNXXi37zEtLE1zc005BoU6LFhYG3uTks88jzPgkQnqawsCbnBQWSqIxneSkAF6PTp19svx59xTB1XQbX8+Ol7t4FI1Kcz5oclDUq1ePwYMHl9r2+uuv88wzz/DCCy8wZcqUMscsWrSIrVu3cs0111S412YiqrXF7vf7GTJkCGvXrkVKyYIFC8pta4qcRw9ugijzXkUufhsZj4BiwX7cxdi634NfuKt6ePtFURRc8QJEzgrY9jtkNsFVuz1ndkuny0lJrF4jkcDr40Ns3aox/GE3wx8PsH6DIdbUrq3w6ENuImGd73+I0uN8Gzt3abz0gpehw/ylznVcKws+n6TIJwkEJZlV8HlNKg6LkLgKVqHPuAO5ay0ASmo93Bc9Syi9BXFZuSk9HI4o27aXWEEzPolw3zA3XU/RiUYlw+7zF+cZ6nyilWuvdvLwcD/jXvTywYdhZs+JoSrQ43wbPS90cPc9PnbkSHr1tLNyVZz8fJ177nbjcgp0fe95JC+NC9Ktm52Pp0fIyIB7h1nRdQ2fD845x1ZcoGgvF/Sw0aI5psBp8p/5I3cRX69+H4Bft/3A8XW6VfGIqg+BANSoUfH9Jicb4Xu5Oyu+b5PKx04E27rvkV8NRwZ3A6DW7UjNiz5m23aFO+/2lbJn7rjNhVAkxzS3oOuwdFmM+nUFh2D+Y2JiAjidQdq0FrRvZ0EIiMWO3NyMBzN/1PU4F/f08s7UCLFY6X6KiiTJyYJIxMhbWpCvc98DfoJ7dMqnR/oZPdLLtVc7UBVBKCxZvyHO9de5GP1MkDcnGAKyxyMYcKMDhx1uHujk69lRvv46iqbDWWdauaqfky1bNXJydW7q72Tw7b7i/PgbN+r8+luc3r3sXHuNHV1PnPIJwGbVuLCHrVRo/b6ce44NlytuCp3VhMJCnbw8ic+v4/UqpKUKkpOVqh7WP9K7d2+eeeYZ/vjjj6oeClDNRc6RI0eyaNEimjZtyqWXXkrdunVxuVxVPSyTKkRGgyg/vIj8eVLJRj2OXDoNwgU4zh9NmEpIFFYBCCFwR3KRE3sjfTklO+we3NdMw6+2ZPgTQTLSFcaM9JKWLrj6uiKi+2g4W7fqDBxkFBR6fXyAd99OJqZJprwTISenRNQ5qbOVq65wEAhK/ve/KFdfaTuEn9SkMnBGd6NP7APxfQyZ/E3It/viGjiLIkfNSj2/ruuceLzKp58Zv+/aJdm2XcNuFzz/YukV6AULY2zfrvHMaC+ffxnhhuucdO1iwx+QzJ8fY+oHIR5+0EOSVzB9ZpgnH/Pw/ItB7r3fEOqdTriynxOPR/D5lzFmzY4x8a0ksmtohMOGAW63w+2DHfTra2PWbCPM5+yzrGRm6jjspheQyX/nhw2fk+JIx6Y6+H7Dp6bIuQ/+AJVSXV1VBSnJktxcCZg5OQ8nFEXBtn0Z8uPbSm2XW3/D7xfccFNR8QQdDHvmnvv9vP6yl3feDXPddQ6GPx7g3rtd1KunmAtVJiaHCCkl8XjsnxsextiEhvL9gc8fFUUhNyfOyKc8jHkuyLZtxvMoPU1w22AXW7ZouJyCBvVVtm/XGPGUF02TuF2C9HTB8CcC/L5M4+or7VxysYOkJCt33OVj48aS55rfL3nmuRB3DHHx4/woF/Sw0f+yGIG4lzcnawy928fFFzuwWuGll4Olnp97+fDjCFf22/+8V9M0Oh3voFHDkgKde8nKUrjoAitSBv7Ft2pS0ezYofHQowHmLyi5H08+ycpjj7jJzj486tNUlzo61VrknDt3LjVr1uT99983xU0TA/9O5C/vJN63ajbWMwoJ27MO7ZgOEIcego8Hw74CJ0DEj3z3agIXLWL7dp28PJ3UNMHMTyKlBM69aBpMnxmhezc7f63RWLIkRrs2Fnr3srN9u47NJvhtSYz5C6IkJSmc1NmK13NkGy9HOlZFwOLJpQXOvehx5I8vYztjOFFZeSt9Vi3I8Y19pKamF4eUp6UqPPN84lX/DRt11q7V2LZVw++XxOOS5CSFM8+wISW8+nqIRg1VVq7S+OxzP1de4eTWW1S8XkFBgc7MT6PMmWvcALE4fDQ9zJ1DSosednuYunVgwI3GqyweP3I9EEwOPStyf6FR2rFYFAtrdi+r6uFUKyqrujpASqoRrm5yeOHQ/MjZT5TZrjc5k4+mRxJO0DUNpn0cITVFEApBcrJCZpY4qnMBmpiYVDz2WOFBzR/jcQtvTYqSu1PnphucpKYpSF0SCsPU98IUFelc3NNBs2YqmgZ33eMrnrMd00Llycc8+AM6y5ZrvDkhSPfu9lIC575MnhLioQfctGgcJWvS8fg63c/2bX05pauNBQtjXNrHzvI/ys+X+ctvMc49e/8LQ253kFfGufj8yxgffxxF0+C882z06WUlKSmEuaZU9RQW6mUEToAf58d4eHiA0SM81dqjc9q0aQB06NChikdiUK1FznA4TKdOnUyB06SEcCHoid3tAfDnQjUVOS3RQuTWJYl3+ncipPECu+JyBytWxvlzRfkvtJWr4lx0gR1VgYsusGOxCKIxWL9BIxqFDu2t/LQoRl6+zpDBNiwWU/w5nFH1MGxeXO5+uXUJqhYCpfLSNVhjPrLmXsPbz77DQ8+lsOR3o5DS3/Nt7sv6DRrr1uuMfSlE11OsPD2qdBLqVsdauKKfgyVL4jRsoCAEDLvPz/btZa2tZcs0wmFbwmIn8UQVi0xM/gO61Fmfv5Izm/RBVVR+2zYPTY+beTmBeFwSiVSOJydASjLsMEXOww5FxiF3VZntoeRjWTq7fHvmzxVxBt7kJB6HFs1UGtZXTJHTxMSkYgn7Dm7+KIyirmvXajz6eFkvx8aNVLIyYd06jTfeLB09tGKlxs23+nj4QTejnwnSorlKrVrlPwN37ZbUr6NTY+qJEI/iXf46N/btge7K4u3JYa66Yv8vW4v6z1EPUkrcrgB9+6j0OM8BUuB2x5AyYAqc1YS8PFlG4NzLj/Nj5OXJSsmF/m/YtGkTY8eOBUoKD/30009kZGQwbNiwKh6dQbW21o855hh27dpV1cMwqU7Y/kHwdqYckmH8K+L7T+Kd7PDTrp2D07vbeO+DMNnZCkt/T9y2Zra6p2Kegt0hsFgkaWlhLr9MJRi0UlCoc1kfK9nZVoLBgor/LCaHFF2xIVPrw5ZfEzdIqYuu2qAy54WxCOxeR91ZFzD2iiEU3NYFkh04HBAu59KukaWQl6/z12qNK/qVNdJaHWvhmecDpKUqnHeujdfeCCUUOMHI32azmRNfk0PDdt9GIlqImt76qIqFmB5lS+Fa6qc2r+qhVTmBPfM9ZyV5cqamwKq/Kqdvk8pDoiC8NcpEq9hFkNq1FJYsTXxczWyFpk1UdF0yeJATj8dclDUxMalgDnL+aFHjXNrbzo/zE4tOl1xsJztbZfSz/oT7c3J18vN1MtIFefmSGjXK98BzOsFVuAz25DEmVEDHdoKtfsmMD7243NCxg6VMESQwcli3b6cecHoPXddwOQ3B1VxLql74/Pv/Gxr7q0co+KZNm3jppZdKbcvMzOSdd96hfv36VTSq0lRfn1dg0KBB/Pbbb3z//fdVPRST6oI7AxqdknhfZjM0Z+qhHc9BIB0pYCvH004IPF7B0Nvd5OdL5v4vyvnnlp9jpVdPO02bqKQkC1KSI3jcfoSIo+sRHA4/2TWCJCUFsNvNnGZHAlFdIDrfVO5+ccpgolRu3lVp94IjGQK78P74EHW/vwan4qPnhYmv0ySvIDlZsGuXYUWFQhJlnzfOxT3tLP09xoYNOj0vspGertP/uvJVkxuutaOqZtoFk0PDhnzDIy3bW48sj1GudKtvQxWOqPrg3zOnqyyRMyUFdu7C9OY7zAhbkxGnDC6z3brrDy7ptT97xoHTKfB4BFlZQcB0KzIxMalYYrbkg5o/6rpOy5ZwQqey/mBNmqicfZaN1FRlv9FMGzZqZGUp5Obq1MhS8HoTz8kuu0gnbc2Ekg0NOoPNSnpakPT0AC5nkPvvNfLU/53BtzjwehPkNjM57PB69i/L/dP+Q0mXLl1YtWoVq1atYsGCBQwbNozdu3dz8803EwhUj/yu1efbSoDVaqVfv37cfPPN3HvvvXzyySf89NNP/Pzzzwn/mRz5CGcK4sIxULN16R1pDRF93yKkeKpmYAdAxJqM6HZXwn3ixBvZkJvCtTcUIRQIBuH7H6LcdacLq7WkncUCdwxx0qyZyvHHK7hcPsB8uR0NRD21EReNAXUfMVOxIM5+lFhqo0oXBMLWJMQZ9xb/ntttPFfeYuOETla6nGQt1TY9TfD0kx5eea0khCe7hkKb1hZOO9XK2Oc9tGtjISdH5/13vXTtomO3BWnYUOWhB1xY97EprRa47x4nderETdHD5JCx3bcRq2onyZ6K15aCVbGR49tc1cOqFvj32K+JUkdUBKmpEI1CQWHl9G9SOWiaht7iPET7fqW2S1cKSLh7aFl7ZsCNTjZvMar6ul2mwGliYlI5hLEd9PzR6QjxxHAHz41xc+IJVjp2sPDEYy7GvegkO1vF6dTLFS4Bmje3sGu3pG4dhYYN4Y1XPaSllW7f7RTJ1WetwbLqE2ODYkE5/V4iosTWl1JSIyvEB+96uHmAg3ZtLZx1po23J3joeZHAYjEdAI4E0tIEJ/9tPrWXk0+ylrl2qgtpaWnccMMNDBgwgLVr1/L8889X9ZCAah6uftVVVyGEkYB8xowZzJw5c7/tV6xYcYhGZlKV+NVknH0nogZ3QsFmSKqJ7qlBQPFUaxEkpoOlZU8srjTk/0ZB4VZwpSFOvgV/i6t47uEI8TgsXx7n+I4WPvw4QrfTrDw3xktevo6uQb36KvXrChQlhsVSfn4XkyOPCFb0JufgGHQy5K0FXYfMJoRVL7FD8CiP6xBreg7W3imwfAbfL01nR45k2H1+burv5KabnKxfb1Sb1HR49oUga9ca12jbNhZq1tR4drQFVQWLJUYkotC9mwBKVvy8XoUzT4/T+UQvGzboSAkNGyi43VEsljjxuI14XGC3a4CZh9Ok8tju20iGKxshDKMy1ZnFDr8pcsI+4eqVJXKmGD9zc0v+b3J4EMCJ47R7sJ40ELFrNUK1sNPWhshWWP5HrJQ9k5Wl8PmXEVo0V8nMiBKPmzaNiYlJ5fFv5o9OZ5ATOim0b2dBSrDbY2iaBtixWSWX9bEz/q2yOZtSUgRNm6i88KyL9HSJ2xUkOUkwdbKb7TlQkC9pWA/SfQvwfNEfdA3qdECc+zhFtvooQpYak5Q6SUkBruyncmlvK1arjhChaj3vNTk4kpMVHnvEzcPDA6XSJOytrl6diw4BDBw4kI8++oipU6dyzTXXUKdOnSodT7UWOXv27Fk8wTAx2YuUkqBwgrsewlO/5AF/GDzoQ8KB2uRcHPVPQugxpLAQtibj9zn4+WcjBvDtKWHGjPQQi4X45tsY33wbIzlJcFwrC/cMc/HiuBArVmh06mShbx8PSUkRFMV4GCqKgj9gJxAQqKpACL14ocDk8CcmVWKWFESNjsChD+cMCwexhqcj6pzK3PstQIxYDMa9EuLtKSGeHe3lrQkhFvxUIkAed5yFEU86sduDxePVdUp59OyLosRJ8sZp09p49kspiWtOcnc6yMszvHy2bRW0aWsnLTUMmBNjk4pnu28jqc7M4t9TnZnkmCInUBKuXpnV1cEQOZs3q5xzmFQeYWyEbZmI2lmoCvhz7Tz/YpDbBrt4/IkAwaBEUaGoSNLnEjsnn2Tjm29jtG/nxuMJmvaKiYlJpfBv54+6rqOqRtScto/J6Q8IGjRQ6XG+jc+/iBZ3U6uWwkP3u/n99whnnqGhaRpS7in+4w7StLEgFrfh81nY5T2J8HW/k+YsYst2lTGjHezepXPRhTZO7WrB4w7+TezUsFrNnJpHKtnZKqNHeMjLk/j8Ol6PQlqaqPYCJ4DD4eDGG2/kySef5OWXX+app56q0vFUa5FzxIgRVT0Ek2rO4WgMa5pGQPGUJIvQdYSQRv7C3ZJAQPLgw34eetBNzWyFWAxsNiO0q99VRdStozDoFhc7c3VmfBKlQwcbjRtZcdhj/PGnlcefDLJlqyEGtT7OwvCHXdSoETrgpNQm1Z+qvO41TUOoNlJTjTGkpwl6nG+nRg2FBQtjnNLFyvXXOVFVI7decpKGw3HwE9e97UNhN1PfizH1/QChkHEvXHyRnXr1VYJBB/Xqmte2ScWzzbeBhiktin9PdWaw3bexCkdUfahsT06P23jf5eZWTv8mhwZjgQpUq8rqNRqjxwQY+bQbp1MQixkLXb8tifH6+BC3DHDy+vggN/Z34XFXj3xeJiYmRy4VYUdbVHj8iQCXXOJg3Ite/H6JwyHIz9cZ90qQoXe48Pkt2KwaVmsUKSVCCAoK3Tz5dIj5C4yUThkZglsGprJmjcb33xteoX/8GWLqewqvvuzG7TKfiUcTycnKnirq1aPI0MFw2WWX8cYbbzBz5kwGDhxIvXr1qmws1VrkNDE5WvB4ovTra+fFcWHatLYw6BYnMz+J8OuvcVJSBNdc7SAWhTq1FQbe5OK+B/0EAsYLevxbYY49VuWBe90MHFRUamXv92Vxrr3Bz3vvevB6zJekSUURp99lTpKTBB07WPngwzCzZus0bKhyaW87iiJp0TxcLD7+W1tS161MmBjl3fcixduiUXh/WoS8fEnvXjZCGTbs9nLKu5uY/AuklOT6t9C+ZtfibSmODFbk/lKFo6o++Px7F94qJ9JGUQSpKZKcXAmY0TyHOx53jO7drOg6OOyC2XNizJoTQerQ7TQbF11gZ8ToALfd6mLRz3FO72ZBSjMdiYmJSfXG44lyzjk23p0a5t2pYaxWiMfhogvt3HiDk/FvhVm3TqN+fYWBNzmpXy9ONGah/wA/27eXLM7v2iV57IkAjw9307CBwvoNxr71G3Tm/i/OxRepe0LkTUyqN3a7nQEDBvD444/z0ksvMWrUqCobiylymphUA3Rd48ILHCz7Q6PPJQ5uu91HeI9us30H3Ht/gDNPt/Hg/W4G3eYrFjj30qGdlbHjQgnFpMIiyXffxbnoQvMlaVIxSCmpXVvSqJHK0GH+4u3bd+jMXxBjxJNuWjT/7+KE32/ngw+LEu6bPSfKTf0dBEMCe/mFe01MDpqiSD5RLUKKM714W5I9lcJIHnE9hkUpJ9fCUUIgUHlenHtJSYHcnZV7DpNDg6pGGXq7m2BIYdi9ftauK7FDJk0OM2tOlIfud7N9u07NbJVAEFxOU+Q0MTGp3ggR45YBbpYv11i7TiMWg44dLLRqaWHInaVt44U/+XnkIReNGlJK4NyXCRPD9L7EwehngsXbps+IctYZdhwOc/5mUvXUqVOHVatW7bfNlVdeyZVXXllm++TJkytrWAmpViLnSy+99K+PFUIwaNCgChyNicmhxeEIcP89bu57MFQscO7L7LlRrrnKQThcVsls1FBl5qeRsgft4adFcS7ooWDmLzSpKMIRheee9yXc99SIIB+858bjDibcf6AUFEri+5nrbt+u07x59c9TY3J4sTOwDYBkR4nI6XUYiSLzgrlkeWpXybiqC/6ArLR8nHtJToacnMo9h8mhIzU1wqKfraUEzr1s367zy68xmjZRCIUEjRuZ3rsmJiaHBx5PkLEvePjttzh//Klx3rk2brk1sW08akyQN15NKrevdes1amaXtmmFwAxoMDH5F1Q7kfPfFkkxRU6TI4FYDBb/Ur6q8+PCGE2bWli2rHSb/AKdGlkKhYWJRcw6dRRUdf+CkYnJwZCXJwmGEu8r8kkKCozcev8Fp3P/lp3DIbBYDr+8vCZVx5Lt80iyp9Mo7Zhy2+wVOVMcGcXbkux7RM5QzlEvcgb8h8aTc9myyj2HyaEjHFb45LPyF2K//T5G11PcLFsew+XSTVvFxMTksEBKSSSs8dwLQRo1UikotFLkS2yXhkIQDksUxSjA+XeSkwWhUOlje11sw+2KYQbimZgcHNVK5Hz66aereggmJlWKUCj35QfgsIOulX15fvpZlMv72nny6bKec0LAxT1txONmTk6TikP5BwdKRfnvS89JXp22bSwsWVp2xtuooYrVCm5XxJwQmxwQ+aGd3PVlbwCm9FlEtjdxQvTcwFYUoeK1Jxdv2yty7g6a1XD8/sqrrL6X1BTYtRt0XVbIs8SkahHCKCZVHlaL8e+4VhY07b9FAJiYmJgcSlwu0HRY9HOcK/vtv63TKbBYjPzyf6d3Lzuffl6yo3Ejle6nWdC08heITExMElOtRM6LL764qodgYlKluJwxup1mZe7/Ygn3n9LFxpKlRkjEvqxbr9G8mcoVl9t5Z2rJy9BqhceHu8lIT9yficm/JS3VWHUuLCwrumdmCpKT/7uHpcMR4onhHm67w8+69SXXfK1aCvfd46J2LUHcVDhNDpDZa6YV//+HDZ/T57ibE7bbGdhGsiMdRZRUtnTbklCEwu7gjkofZ3XHf4hycmoa5OVDRvo/Njep5litcfpeauenRYmf15f0svO/byP0vdRaIVWPTUxMTA4VXm+EIYOdPPpYkCKfTlaWQm5uWW+V5CRBerpk3IsehtzhLxUNdeYZVs4928avvwU57jgLF19k5eSTLLjdwX9dvNPE5GimWomcJiZHO6oa5Y7b3Py2JE5eXum32i0DHaSmRHjgXgcNG6i8936YYAiyshQGD3JQq6bkpM5WupxsY8MGDbtDkJWp8OXXYVod6yAlOcGyoYnJv8TtDjPiSTe3DvGXCqOxWuDpJ9x4PeFyPZIPlHDYzrz5EUaP9LBtm87GTRo1aig4HVCzpoLb7TeNP5MD5o+cn2ma3hqramPB5lnlipy7AttJcZRW1hShkGRPIy9kJor0+SC9koXHVMNxltxcU+Q8EtB1nVatoPOJFhYsLC10tjpW5ZgWKk0aW5D8x5eGiYmJySFG1zVOPcXKk4+7+ezzCHcPdXH/A35i+zzqVBWeftKFxx3mmBbw0TQvGzboFBRKmjdTSUmO43AEeXa0FSnB6YyjaRHTxjUx+ZeYIqeJyT4IIbDLCNaYD6SGZvUQVj3o/1WtOQjS0kK8+7aHb76N8+33MdLTFfr1tVGrpobVGsFqjXL9tRb69PYQiwnsdp0kb5SdOx0Mus2HokCNLIVYTLJrt/F2DIfh4QdsqKopdJoY2ISGLVaE0GLoVidhawraQSX90Tm2ZZSPp3mZ9mGUv1ZrHHOMyiUX20hNifzne0YIwbbtCiNGBcnMjNCvr4NjWqjFeWtXr45zaR8VMD05TQ6MNXnLaZ7RFrctie/Wz0SXOooom3dhZ2BbcXj6vnhsyRSEdx+KoVZr/H6oU8lpSVNTjJ+5udCy/PSpJocJQghSHYU89bCLP/9y8t6HcXQdLuxho3FjC1PfD/HJp1EefsDFGaerB/kuMjExMalaNA3m/Rjj7DPtpKcJpk5JZvrMMKvXaNSrq9LvcgcZ6SH2FoDN8BZS8xg/QtfRVBsRazKapmO1Ror7MzEx+fdUa5Hz6quvPuC2QggmTZpUiaMxOdJRFAV3eAfy8/uQ6+cb2zKb4b5gJOHUZsTkoanirOs6Hk+AnhepnH+eBVWVQOhvIVxxvJ59xR2V+Xu8I3Qdtu8oLTB9822MoXc4SPKaIufRjhACj16EnDMCln+C1OMIbw1cZz5ArEFXwtgPuC9FiZOeFueWgRZiMQtWq46uV0zuV1VV+ehj43rduVPywtjSVY4yMgTnnefC7TJFTpN/xh8tIse/me6NeuK2JROM+dnh20StpAZl2u4KbqdxWqsy2922JApCpsjp94OzknNyulxGupXcnZV7HpPKR1EU3JGdyC8eJHXtt5ycXIfjL7icYMMLmTQzjXvuL2k79f0IJ51kw24zZ/gmJiaHDz6/wpdfRfnyK8NuVVXocrKVRg1Vcnfq7NodJyszbtjg8QLkrOGw8muk1FFS6uI69zGiNdsTwVbFn8TE5MigWoucixYt+sc2e6uxC2Empjf5b7jj+ci3LoZgXsnGnX8hJ/bGedNXxN11D2muKE3TUBTtgEMVIpHyG+o6SDMKzARw6gHk1Otgxx8lG305yI9vw9r7ZWINzzhoLxpdj6Oq5RfM+jdIKQjv55qOmXq9yUGwpXANADU89Uh2pAGwZveyMiKnlJLdwRza1+papg+PLYmC8K5KH2t1Rkpp5OSsZJFTCEFqimTnTgmY9t3hjCtegJzQC/x7inYVbsH242hs88dw5cWf8cmXDdm9Jz1PJAq6bv69TUxMDi/0v5nNmgbffV9SD+HinjaEELi1IuTbl0H+xpLGBZuRU6/DdtVUYjXaH9LoQROTI5VqLXLOnTs34XZd19mxYwfz5s3j7bffpl+/fvTr9w/lzP5GTk4OX375Jd9//z3r1q1j165dJCcn0759e/r370+bNm3KHOP3+xk7diyzZs1i586dZGVlcfbZZ3Prrbfidrv/1Wc8GBRFIRSyEdcEDruGxRIzE7RXEKqqworZpQXOvega+rdjsJ0/hkg1vWU0TaPziQ6eeyGccH/bNhacTtMz4mhHCIFauAW5r8C5D3L2kziu60hA8R7ikZVF1+Nc0MPBV18nVjPPON2KyxlHUSz4/VYAPJ4Yum56dpqUZYdvMwBprixcVg9uWxKbCleXaReIFhGOB0l2lE0E6bYlkZO3udLHWp2JRIzJW2WLnGAUHzI9OQ9vFEVBrF+I3Ctw7ouUpP7yJFf3fpnnXjee4eefY8XtilXogpmJiYlJZePxGqnCchIUHFIUaNTAiAYUO1ch9xU490HOGo6j37sExSF4wZqYHOFUT8VmD7Vrl5/0qW7duhx//PGceOKJ9O/fn7Zt2+63/d+ZPHkyb7zxBvXq1ePkk08mLS2NjRs3MmfOHObMmcMzzzzDeeedV9w+GAxy5ZVXsmLFCrp06cL555/PihUreOutt/j555955513sNsPPMzzYIlEnSxZAm+8GWbnTp3jjrNwy0AX2TUiKIo5qT9YVFVFUZRijzWbRcDudeUfsPkX1HgI1KoXf8ojI13jnLOtfPV16UrqVivcd48Tu92s0He0oSgKiqIgpdzjGazAlt+MnUJB1O0AjmRk7ioo2AyFW1HiEbBV/XUupaRZE0HrViq/Ly8t0CcnCa6/1kEwKPnw4xiffR5CSrigh43evdx4PEFzAcikFDmBLTgsLpwWY0Ey012LzYVry7TbFdwOkFDkNHNyGqHqcGhEzuRkyDHrPB3WqIoCq/c4LCgqom5HsHmQOSugaBvKtt9o1TkCWMmuoXD+eVZ03XTTNzExqVwURUFVVXRdr5AcwF5PmEcecjLotkCZuVb/6x04HBKr1QoFmxHNzkDuXF3amxMgZyWKHgHVaTglqCoA8bg5zzcxOViqtch5IHTu3JlWrVrx+uuvc+aZZx7wca1bt2by5Ml06tSp1PbFixdz7bXX8uijj3LGGWdgsxm5McaPH8+KFSu48cYbueuuu4rbjxkzhjfeeIOJEycyYMCAivlQfyMWszFhYpwp70aKt337XYzvf4jxxqsejmmhm67tB4iqgCuWD6u+R4byUZufgdy6BLltKSKjMcqVk9G/eQa5dUnpAz2ZSKV63y42W5i77nTStYuVCZMi5BfonNDJSv/r7WSkh03R5yhCURTcsXxYt8AQNbNbQqOuxJRkRFI2tDwfpUM/5IYFSP8ulFPORDiT0WY9aXje7EkDUtU4nUGeGe1m9tw4730QIRyG07tZufIKO3a75JrrA2zdWvLse+PNMJ9/GWXCeDduV8XkBjU5MsjxbSbNmVWc2ibTVYtNBWU9OXcGDJHz79XVATz2ZPzRQmJaFKt6dObN8u0VOR2Vf66UFNi0qfLPY1J52GQEkVIXWvdCaXMJct2Phu3V8lywOtDmv85xLeKMfEylTXvXngWqqh61iYnJkYqqCGMeuHa+YR/Xag2NTiFoSUX7Dw8fXddpdazOpLeSeO2NEKtWxalZU6X3JXbctiie+E6chUXIUAHSnYHStDvCk4n25SNQtM3oxJGMFCouGUQt2AR/fAYWO7S6kJirBmFxCF68JiZHCNVbtTlAatSowQ8//HBQx5x11lkJt3fs2JETTjiBefPmsWrVKo477jiklEybNg2Xy8Utt9xSqv0tt9zCO++8w7Rp0ypN5PT5rEx511dmu67DY08GGf+qE6czlOBIk31RFYG7YDX6pEvBWwP14hfQF00CuwdiYeTK2ejbxqD2Hoc2+0nYWTIBFqcMJqK6KzbpYCXgsIc47VSFTsfb0XRBWqqNSKSwqodlcghRFAVPYDP6hF4QLireLlr1xNasO6TUQzQ6Be29GxANTwGHF/3nSRD2o/Z5FX3xZDzHX4NPTan0sVotFgSSuC7LXahxOgNcfJHKmac70HWB2x1HVUN8PMNSSuDcy7ZtOnPmxunV06zQa1LCDv9mUpwZxb9neWqzLGdhmZzeOwPbEIhyq6sDFEbyyHBlV/6gqyGH0pMzJQV27QZdlyiKmafxcMMlg4ivn0KccB1sXow2+YrifdqvUyGjMWrvl7F/eSfndL6ZkPd44tJYZLNYVJCSuKaXWnCzWiyARNvPO8PExMQkEYqi4PZtQJ94CUT2vMx+AWwuXNd+SMDbCP0fhE4hBBZVQep6sUOAoihYFEEobOGJp/x0Ot7GaafayMvT+WlhkAeuWYsrZzXaJ3cXJ++Uv70HSTVRez6L9sFACBciOvcH1Y6YeTtyzTclJ/3xZawn3IA46VZCptBpYnJAHJpy0ZVIOBxm+fLlxR6XFYHFYin1c8OGDeTm5tK+fXtcLlepti6Xi/bt27N582a2b99eYWPYi6Io/LGi/In6xo06geBh/2c8JDjiRejvXQ/pjVEvfwu9aDtKuz4ImxOifkS9jqiXvYG+9CPUk28uPk50vBKt3onV0qAWwkIg4MLncxMOO1AUBV3XcTjCuF0hXC7z2jhaUFUVl+7HE89DnzbAEDiFAo5kRIOTULreirB7EM4k5M6/UC993fDqjIVQWvdCPW84+pJpiHgY+fVw7CL2zyf9lziI4A1sxPG/x7F/djvu9XPw6GUXcvaiaRpOZ5ikpCjBoIW8fCc1s1Xat0u8Tvf5F1FCoSNiDc+kgsj1byXFUSJyZrhqEo4HyxQS2hnYRpI9FTWB577HlgRAUThB7uajhEMqciYb+T/z8yv/XCYVi6qqqDt+h2Ufg9TQvx5u7LB7weoExQKB3cZCc2o95LSbcMaLcMkgnl3LcHwxDMeXw/DsXIJLBnDIMN6itTjmPIzjsztwb/4Bj+43i46amJgcMI64D/2DG0sEzr1Eg8j3+uPUyrdDAdwygCfnF+yfD0X7aDCewjUk6YW4183C/ukQkhc8zNj7NuNSfTz5dID5C6M8OLiIpDQX2pwRlHFTL9qO/uOrKO0vh6anQ/srEGvmwL4C5x7kT29iKdxIJOrA53MTCLhQqnmEoYlJVVKt745t27aVuy8YDLJhwwbeeusttm/fzvnnn19h55w/fz6ZmZk0a9YMgI0bjZwZDRo0SHhMgwYNmDdvHhs2bKBmzZoVMo69SCmx2/ZvxCmmjnVAKMHdyLSGqBc/B8F8FNUKQkU0Pxu5+Rf0718Ey2uol4xFptZDOfN+RI2WkJSNj+qXBDocdvPBhzHefS+A3y9p1lTl7qFOmjaJYbFUnkBlUv1wyAjWDQuRc55GnDscCrehnH4PomYriIXBnQZChYymULAZpVEXEAIZKUKu+BK54kvwZKH2ehHiYZh6PdazHiZiKevN9l+xE8W69D3k3BElG//8wpjoXvcR4El4XDTq4OfF8OK4EFu36mRkCPpe6uD88+w88VTpHEh2u8Cc+5rsS14ohxaZ7Yp/z3Ab7+qtRetJdWYWb98Z2FbK43Nf3Hty1RYezSLnniwQh8qTE2DnTkgvmz3ApJohhCAki8gL78QtBa4Fr0ONlsh1PyLaXopy7AUQ9kF6A9BikLcBnCngyUJb+TUi4kf5ZjRy1aySTpfNwHLRGGTuX8gFr5ds//NzyGqB54rJ+ETid4aJiYnJvqiRfGR+OTlQirahhPPBlfh54pEB+PhW5MaFAEirE7Vtb7QJA6FwS3G7Gj9P5NquT3J17zPxkoNSlANJ2aiXvwkRPzJnJfq3z0LEEFTluu9Rzn0UZctSiPjQF7xR7vjlTxOYtnMkr47X8HoF/fra6X2JG6fDTM9kYvJ3qrXI2b17939cpZVS0rBhQ4YNG/afzxeLxRg2bBjRaJS77rqrOOGvz2c8iDyech58e7b7/f6E+wGSk5ONoh9/IzX1n0WEli01LBZIlHe4bRsL6WkWUlIqXoyorhzId5YI3bcWej6DNvV6yF1VvF3UbofS81n0uSORK79C+/wB1Gs+QC/Yhv6/Mah93yC1ZquKGn6FsDtP54GHffy0qOSi+Gu1xo0D/bw6zsspXUqu1X/7fR3JlHc/VgSpqanIiB+CeUZYit2L8CQWTSoCqcXQF89E/+zePRt01D6voC94A33uyH0GVg/1wlFon95jFBlSLChdByNOuRX9h5fAn4u+4A2U0+4AqWMReqVcOzJ3FfF9Bc695G9C+/4FUs57AmEtHY4Ti0mmvh9m5Ohg8bZduyQvvRzi4p52Lutj570PSnIWX3G5g6wsO1Da8/5o4XC75yvzfgSIaVGKIvlkJdfE6zWESruzMQAFWm6p76sgupM0d1Zxu32xOIwxxi2Rav0dV+bYNC2MqgZIT/dWuhddnTo64CcY8pCaeuTnQK0u19S/uR9TU1PZnL+W22dczIa8Vdxx/L1cFvEhrE5E7TYQLkKbeSfqxS+gTb+9tA1Wpx1q3zfRd62DfQVOAJsb4UxB31fg3EvuSsSv75LSbShCrdbTmSqnulxbJgfP/u5H8+96cOiBDewviZGix8r9TrWfP0PfI3ACiON6ov86tZTACYDdi7d+Q/Qvb0JuW1JyvhotUM9+BLn2O9RLX0V7/yaIBgzvTl8uQlWRa78rFj8TIcL5BIrigMDnk7z2Rpjfl8UZ9XQyaWlHn8eTef1XHcuXL+fdd99l8eLF5Obmous6WVlZtGvXjp49e3LyyScDMHbsWF566SWeffbZch0S7733XqZPn877779P27ZtK2yM1doqOP7448vdZ7PZyMzM5Pjjj6dHjx7/ubK5ruvce++9/Pzzz1x66aX07NnzP/X3dwoLy+ZFTE1NJf8A4rBcTguPPuziwYeDpbYneQUPP+gEisjPP/wytUtFJ6qHsClOhH5gD+cD/c4SkeTJQp96bSnjGkBu/Q39y4dRznoIbdXX4N8JER9CtaD0eh7SGlBQUFAtCrHsZetWVymBc1+eGhngzUY6TmfoP31f1YmKfpEluh8rgtTUVOK71iFnPwErvgKpQ40WiPOfwp9Sn7hixSJtFXotebRCmP3kPhsy0ReOR67/sXTD/E1oM+9G7TbUmGTqcfRvn0Pt/RJ4a4Avx8gB1G0opDUgqjgIVvC1o6oqrj++KHe/XDKNeJfb8CulBSaf383YccGEx8z8JMK4F73FIucJnSy0ac0Rcd3/Gw7FPX+43I97yfVvBcAqHcWLlgApjgz+2r6c/Fol39eWgvU0TGlRqt1epJSowsK23Zuq7fVV2X//nByJy7X/Rd0KQ0osFli/3k9+/pHtmv1f/m5VfT+mpqayPX8zd8zoxYY8w776KWcxFzQ6CVf+dogG0ee/inLuY2izHi9rg235Df37sYiW5/H3N6NoeBL6X3PLPbe+eDJau34EFNObszyOFDvwcOFQ3Y9V+XeVikZMj2BTHHCA87fqgMeRAhaHEbH0d1QbuiONwgTfqVMGUX96q9Q2pWk3tA8HlWmrdL4R/YeXkNuWlN6RsxJt9lMorXuhz38N5YTrDAeDlLqQvwmZtwFZtyOiSTfkL1MQdTsiGnYGXUdfNRt2/kVB7QtY/KUF9pFqFyyMs3VbDCES28hHKgd6/ZtCaMWi6zojR45k4sSJWCwWTjzxRLp3747FYmHz5s189913fPLJJ9x2220MGlT2/jiUVGuRc/LkyYfkPLquc//99/PZZ59x4YUXMnz48FL793p0lGfU791enqfnf0VR4nQ5SfDRB14+/CjKlq06J55goftpFpKTQ+h69RHfDgRdxMkNb2HKL8+zdvcfNElvxZUdbifDURtVVt4lKcKFsOPPhPvkuh8gHkbUPR65aRHEwugLxyN8FyJS6uFRrPgtadVC6FRVlaVLy1+L3LRJJxRWDkk4oUlpZMFW5MQ+ULi1ZGPOSuSE3mhXvc3olRPo2epaGqUei01WzB9IRIqQER/YXCjt+oLNg/zjs8SNCzYb+dCsLogZBpG++B2U1peg//iyIcoGd6Oc9wRB1VvhhbaEEBDdjzgSjxhj+BtFRZJgOfabrkMoJDnnbCsXXWCjSWOjKruJyV7yQjkAZYoJZbiy2Vq0rvh3KSW5/i10qNU1YT9CCDy2pKM6J6fPJ3EdoneLEIKUFEnuTgkc2SLn4U5BZBfr81YW/75g01zyet6OR3Eb1YMBkdZgPzbY9yinJJgQqTaI7aewZixYNs+diYlJpRAXUXKCm5i8+Dk2FaymeVZbrmh/G2m2mihSrerh/SMRaxKO04Yi5zxZZp/oOoSwNQmkUQ9DCFFSvFLqZZ9DQjHSbvy9nzrtjHD0RGxfhjh9GPrXw1FO7A+AetodaAvfhIItqM3PhDa9oMVZyG1LkavmgGpF6XgFIqkmOf62rFhZdv63dKlGvbpKtawdYXJk8fzzzzNx4kSOOeYYXnzxRerVq1dqfzgcZsqUKRQUFFTNAPeh2i2/LFiwgBkzZrBmzZp/bLtmzRpmzJjBwoUL/7Fteei6zn333cf06dPp0aMHI0aMKBMWUL9+fcAoQJSIvdvLy9lZEVgsMWpkBbjtVsnTTyj06hnH6w0cdg80ocBvOT9w1Tud+Wrle6zeuYwvV07lyndOZFnufMS/vCKFEDiI4NL92EQ5AmDoH7wTIj7wZBqrfJ4MUG3IPz4xxNFpt+DQq4dwIqUkJaX8CZ/FApbqb2sccSiKgtz8c2mBcy9Sx/vDyzRPasCtH/dg6pKxxESCleR/g2oDZwrqZeORhVtg15ri6o2JkNEg1OtU8nv+ZuO6B8huCcm1CWe1rpRni6Zp0OzMcveLxl2Jq2UVFNs/5CXOzhY8dL9C6+PCOJ37mRCbHJXkhXYC4HX8TeR012RL4dri3/NDO4lqEdKcNcrty21LojBy9Iqcfv+hyce5l+RkIyenSfUmP1S6gFeSI5W5uYsRSTWhYAvYPKAnjj7Zi05Zw0Vu+Q2lceJFBwCan03McnSmJTExOZRIRWfhlllcM7ULc1Z/xF87f+fTP97miikn8Ff+b5WacqaiiOkK8da9EX1ehfRGxsbU+ohLXiLerh8RJD65m3lbPmPmqrfYHPyLsAgQt3qhZelQW7njT0S9BBGn8UjZbfsSDYKiAhL10lfRN/4EO/6AcKExSbZ70f/8Av3bZw2hc/Ni9C8fQVv4Fr5A4u84JdVcBDySkKEC5M416Jt/Re5cgwwVVPWQAKNGzfjx40lJSWH8+PFlBE4Ah8NB//79ue2226pghKWpVk+k7du3M2DAAF555RWys7P/sX12djavvPIKAwcOJCcn56DPt1fgnDFjBueddx6jRo0qzsO5Lw0aNCArK4tff/2V4N/ciYLBIL/++it16tSp8KJDidC0OBArWV06zPBrBTwx+2bk34KSJJLHZw/ErxUcdJ9OwnhyfsH64Y0oE3th++pekkJbsf4t84rcX15ERYXk2shgPsopt6JvWIhy5RRDQPLlIHevxRKt3JDKA0XXdVofp2Itx+n1zDNseDxm4aFDjaqq6Cu/Lne/2PwLrdOPA2DyL89SFKsYoSRuS0K9YCTarMeQK2cZVWut5U/6hCcDpfEpqH1eBosDkX0M5G8ERUU96yF0ezJRrBUytr8jpURLrguNTym702JHOfsRIqJs6hGvR6N5s8TKfUa6ID1NImWsWnham1Q/8oI5CJTi6uh7yXDXYmvR+uLrZod/M0CpQkR/x2XzHtWFh3yHWORMSYac3EN3PpN/R4a7xGa/4NireOisV1mybT4xPQ7HnId6+fiSxbREKCpxRxYk1y69vWibsfBcq03ZY2xulNPuIHoYeJCZmBzuBLQCRswdXGa7JjWGz7oJv15w6Af1LwjhIFC/G/rVH8DtP6Ff8xHBRmcRVKz8sesn+kxqy8NfXc/z39/Dde915cEvr8anFyE6XAnuknmkvngKyim3gvo3e9liZ78eO8m1jJ/uDLSvn0D+9r7x+54FIe39GxF2D+qV70BynZLjNi6koW05tWqV7ttqgeNaqYed05NJYmThVrQPBhJ/sQva6+cZPz8YiEzkQHOI+fjjj9E0jb59+5KRsf9aEzZb1edRr1Yi57Rp04jFYtx9990HFPrt8XgYNmwY4XCYDz/88KDOtTdEfcaMGZxzzjmMHj06ocAJhpdgnz59CAaDvPzyy6X2vfzyywSDQS699NKDOv/RSkF4F75IQcJ9heE8CiO7D6o/GzEsv05BTrkCuelnIxz3j8/QXzsbx+4VxSuLUtHwoyOadEvYj2jTB7lxEer5j4MWgb/mIrcvRznrQXAkGflbotXDkxPA643wzBg3f79k69dXGDLYjqJEq2ZgRzFSSkRK3fIbuDMo3EcoX7z523KfOQdDRHUbk8eclYg2vZHpDRGdrknYVtRqg8zbgD7rcfRFk1DOHY5y/NVI307UG2aiL3wTtv9eqQVFgsIFFz6POOcxSKln3F/H9kAZ8BUis1lCodLpjDDyaRdpaaXH5XLCi8978HoryCvW5IikILwLrz0ZRZS+3zJdNQnHg+zeE86es0fkTHNmlduXy+qhILyr3P1HOkVFh17kND05qz821U6HOl1pV7sLrbI7cdcnl7J063wU306Uzv0hFkbGIuXaYLS5lHnLMuCa6YiTBhpigjsD0flG9DodEJe9iTj9PkiqBY5kRJveiJu+JGDbj3BqYmJSYeT6txKOJ46U2enfRtFhFOGg6zpB4cavJBFU3Giahi+ez92fXkpcL+0ksmTbj7y3ZBxBeyqi/yeI468FVxogkbs3oPb/FNH8TMOWTa2P1DVE614JzyuanWHk9r7hE8MpYZ+iRcpJA9AXvgF5G9AXjkebcSfqhaNKCabp6ydzaucSMVNV4bln3Hg9pg18JCBDBWgzhiLXfFt6+5pvje1V7NH566+/AnDiiSce9LFff/01Y8eOTfhvxYoVFT1UoJrl5Jw/fz5paWmcccYZB3zM6aefTkZGBj/88MNBJTgdN24c06dPx+Vy0aBBA1555ZUybc444wyOOeYYAPr378/cuXN54403WLFiBS1btuTPP/9k3rx5HHfccVxzTWJRwaRysceKkN89V3aHriE/vRvH1R8SVNz4tQJydv5Oh7MeQHd4jZyFUgfVimjdC6VpNxAK+vY/Ye0PiKbdkCu/RHS+CeIxo60z5ZB/vvIQIk7b1vDJx15+nB9nR45Op04WGjUQuN1BM0VVFRCPx1Ha9Eb/YWzCHGH+DpfxzsqpFX5eIQT69j8QbS9FZDZFH9cN9cLRyBOuR//lHSN0RghEk24oJ/ZHmzYQALnxJ2MV2uJEpNSCcBHyrzmIDldU+Bj/jl+4UI/ri73FeQh0YqqTqLSQaknsQSqlJCszxLtve/hjhc7yZXEaN1Hp0E4lKSlkrmCb7JeC8G7cf/PiBMjyGF5jmwpWk+HKZkvhWjy2ZBz78YR2W73kBqp+Rb2q8PngAAJtKoyUFNi5a88iUiVXczf598S0KFd2vB2rauOBz68u3q44UxDBXUaxu3gEtc8r6DYXcsWXJTZY28vQTxlKq5gTv0VgPWkItk43ABCxeIjtebxb2l2L7bheCCRRi5uorlCmUpGJiYnJQaIoCos3fku8nJQaH/3+Bn1aD0RTU3GfegeWhichQ/nIVbPRv30WpXUvlGvvQm5ciJz3EsoFo9CFQP4+3UjToaiIY85DadMLbeKl4EhC7fUi/PIOxMMoJw2EWBC55beSk/p2IFf/D9G0O/KvOcWbL7vMhtMrqJmtcFJnC15vBFFemjaTwwv/rjIC517kmm/Bv6tKtYhdu4wF/ho1yk/pVB5ff/01X39dfrRjZVCtRM5169bRvn37gz6uVatW/Pbbb//ccB+2bjUmKcFgkFdffTVhm9q1axeLnC6XiylTpjB27FhmzZrFTz/9RGZmJtdffz2DBg3C4XAc9LiPRlIcGXjtKQm9OZMdaSTb0w+4LyEE5K5IWKgEgLwNqFEfONzEtRhfbPiCdkmNEbXaoLTuVfzi0VfOQvvwFrC5UXu/jGzaHVG3A/q3z6FntwItimjfj8iehNTVBUWJk5wc54Ie6p4E2WGklKbAWZUk10L0fB45445S12WsaTf+yqzH0l8XFG/rWPe0Ckk7oes6pNRFyWiENtkQKLVP7kYc19MISdd18GYhc1aivX8jRAMlx/4+3RBBQwWQfawR6p7Z/JCEfWuaRlBxG78cwOl0XcfjCdD5BIWTOyvoehRd183r3eQfKQjtKhOqDpDuqoFVsbEu70/a1zqFjQV/UcNTJ0EPJbhsXoryjt5KxX4/h6zwEBg5OWMxKCw0BE+T6onbmsSL393P3d2fLU7nEIz5EVYH2vv3GO8YQPtgAEqHK1Au31OpOLUeCAtxZxJ2xfBGiukQ21stfR/zLq7rxBNsNzExqXyyPLVxWJwJvTmzPLVJsqdVwagqBiEEOf7yFy9DsQCa1EBAUNrxuDOQH9xUvF9fNAElqzn6TxMgbwPsXg+qFXXAF0ZOYqEY3ngfDDRsbn8Ybe5I4tdMxe7fjb5wfCkhs7jfVbNQOl1XvE90vJIGNfzcdr1KVHUSjf1D/k+TwwoZLvrH/YfrUu+zzz7L+eefn3Dfvffey/Tp0yv8nNVK5AwGg/+qQrnH4yEQCPxzw30YMWIEI0aMOKhjvF4v999/P/fff/9BHWdSgkdN4aGzXuWeTy8vlZdTIHjozFfxqCnlapYJ+XsulL+zx83fYXHx647F0NGFPuvxxG3DRRALIY45F+3jwcXjok47tMbdiFZi5ff/wuGan/VIRNg9hBt2xzH4B9i4CD1cwK7MBizMX87I2f2L213V4U6SrGkVIppLKaF2W+T8V/fdiPx9Otrve14ajmTUcx8rJXACxv0jdZRuQ9GXTEM5+yFCFu9/H1Qlouu66blpclAUhHcl9ORUhEq2tx7r842KzxvyV1Ezqf5++3Jbk8pNuXI0cMhzcqYYP3fuNEXO6oxbSebeM16k6G/3hh4pgt3rSjbEI+g/vQU/GSKnev1H6FuXore9GhMTk+qLW03hvtNf4pGvbyi1XRUqD5/1Gh4l5bC1zXRdp0Odrrz509MJ9zdKPwabYuSLl1ISSW2C84q30T67vzjkXG75BfWiMWhvXw4C5NKPoXFXQ9hMxNbfCEQKsSwcDwkETmCPjW7M8UT9ExFSh2fbgzMV+wk3YGvbF78wC68dKQhHWTv1YPZXNhkZGaxbt46cnBwaNWpUpWM5EKqVapOcnMzu3QeXkxFg9+7dJCcnV8KITCoaqUPbrC5MvmIBU355nnW7/6Rx+rFc2eF2Mhy1D0rglFJCZnPjJaAlKLSTfSyazRBsPGoqt5w8nF3+bezPV1TqcfS5oyBnJQCidU/0DQuQUnDYLp+YHFJiWIhZ0lCanodQBPFoLpu2f0vjjJakubK4ssPtNExpiVX+e+/vvWGbez0uoxYPtth+csZGisBWVplQWl0IFjtS11BaX0I0vRmxairmm5j8W/JDu6ib3DjhvpreeqzevZy4HmNL0Vra1jx5v325bR7C8SDReBib5eiK4NA0SSAAzkM4p0rZY9rt3AVNmx6685ocHLqu0yipFT59N1me2uTu8Yryh/Jw7+9AKZG1WhON77/yuomJSdUidIUT6pzJpMvnMXnxc2wqWE3zrLZc0X4Iabbsw1bgFEIgpaRuchMap7dk7e4/y7S549RRuJSk4s8YxYq7xVnEM49BifqNtBtWO/qKL1Cvesc4KKkmRPz7PXc4UojW6hzSyhE5leN6IvM2ofR60YjY+2iwkQ4rmIf8ZjRsWICr5wtGrnuTwx9PBqLJaQlD1kWT02B/BZQPAe3bt2fRokUsXLiQzp07V+lYDoRqVXiocePGLFmyhHD4wBPohkIhlixZQuPGiScwJtUPRVrItjdgaJdnee6CGQw95Rlq2Ouj/gtxJWzxIi4YVXaHzYV6wUjUnSvwRndi1YK0y+6CzV0DnKnl9icym6LsqXwn2vVFrvkGOedp1MCOgx6bydGNrutocQ2vks617e/l2R7TGX7GW7RI6YhN/jtXKAs6Hq0QT+6veLbOxxvPw06UaCwOzc8s9zhR7wTkjj9Kb2t9CTJUgL54MkLX0NIaEpKVU1XdxKQqKSwnJydA/ZTmbMhfweIt3xDXY9RLabbfvlxWY+GsKHL0hawH9qyjHMpw9aQkUBTINYsPVXuEVEhRa/DYuW9hUYx3Sa4eNqqjJ0KxgCcLJbnuIUmRYmJi8t+wSBu1nU2459QXee6CGQzpPIIMa20U+d+LaB5KhBC4dD9e3zo8m3/A699AOirP9ZxOj5ZXFj+/6qU25fmeM2ia0jqhiBtQPPgc2fis6RThQWtxAVhc6KhG9FRSzfIH4UjGJyTLZZB4k9PK7q9xDLS9FLoOQV/xpSFw/t2ZYf08VL85Pz1SEM4U1J7PGILmvtubnIba81lEFdcG6dWrF6qq8v7775OXt/9CY9Fo1RdArlYuO926dWPRokW88sor3HHHHQd0zCuvvEI4HKZ79+6VPDqTikboCnZc8B+irWNSRTQ6HfvAWUb4U/4mRP1OiAYnon/xIHLrEgCsHa4kpdvdxL2NEGc9gJx5V9nxtO6FXP4J4riLUOufgCzYjD53T0qD9QtQ2zYxQ8NN/hVSw7jWdUqlaTgYrMRxbP0J+dm9SFcqBPMhuBtrl1tRO16PntkCkdUccleVPlBRUc64F7njT0SjLmBzobTpg3SlI/y5cOIANHcmAeFOWDDJxORwRpc6RZH8ckXOZhlt0KXO+F+ewmn1UCe54X77c9lKRM4M934mMEcgvj3polyH0GlEUQTJyZLcXIkZTlH90XWdJknHMfWqxcxc/hY/7vyVRqcMNryO/oZy4g3oa79DNDjJqExsYmJyWCB0tdimPdwQQuCJ7Ua+ezVy19ri7UqNFtS4fBJDTh7FDSfcj6bHcKguXEpJpOg/easGhRNLciOc8UL0zT+j1G6PaNMHuXRambZK18EIm5vcYC7y7AdQW1+MvvxTI2dnu77Iup3wKV7csd2w4svyT7p+Hmq7pub89AhBJNdGvfRVowhRuMgIUfdkVLnACVC/fn369+/Pa6+9Rv/+/XnhhReoW7duqTaRSIR3332XvLw8hg4dWkUjNahWImffvn158803ef3117Hb7QwcOBBFSexsqus6r7zyCq+//joZGRlcdtllh3i0JtWFKFairrpYz3gUZ7wQ+em96N+/UCzYiPaXo7Q8D7HqaxTVhtLwZOSFo9DnvQJ568GVjtLpakRqA7SZd6JY7MiNi5Brvys5iTPZ9DQwqVIc0XxEMA+lx1PIXWsQ3mywe9G+fRa1VhuC9briumIyzH8V+etUI79s3Q4op9yK/sNLSN8OlLodkfEI2pcPo1w/nXB6c2JYDMPNvL5NjkD80UJ0qSUsPASQ6sykXnJTNuSvpGPtbihi/x4pbqvRz97iKkcTRT7jp/sQR8alJMOeop4mhwNSIctag0FpnVFS6qLEQshzHkVf8AYUbgVvNkrn/kaqlK8eRbnlf1U9YhMTk6MEpx5AfnAj7CNwApCzEvnxbbh6v4oQaaDucS6I7oKtSyAehjodiNlTCGMvt/+4FPjUFCyNz8a1cxnKcRciMxujLxgPgV2Q1gDl5JuhcCtN7Zk0aXgRFOai1z0BrVF34lIQF9YSu1yo5adlA3CkmPPTIwzhTAFnSrVc1r399tuJRCJMnDiRc889lxNOOIFmzZphsVjYsmUL8+fPp6CggNtvv72qh1q9RE6n08mLL77Iddddx9ixY5k2bRrnnHMOLVu2JC3NqNqWl5fHn3/+yVdffcWOHTuw2+2MHTsW56HMhG9SLdFRkCu/Rq75BgDR+DSUM+8zcqJEfFCwCfnz29DzWfSFb6GceD0iqSaEfehLP0T/9jmjo7CvdIEWoUCDzodtvhmT6otNxLHHfBALIm1uItZkYnrZ15rFYkEJBNAWTYCcFcYk8YTrEO4M1IvGQDAfux7GJ7zYut6Ns9M1EMxHrpuH9ul94DPCWfTty4v71CVEdIXDcinexOQAKdojRu4VJxNxRdvb+W79p5zbrN8/9ucu9uQ8CkXOKvDkBKPCuhmufnhhi/mwOFPR//wCaXUg/5qL0vU2hDsdgvnov72H3PyL0Vg5vEJdTUxMDj+sCthjhaiRAug+DLn2e/Q9DgHFbPoJS6QI7A4cQsNWsBYRKgCrHbQo+vQhWGu3RekyBCg/9RmApktkPII+5SpEg86oZ94PjiSkLwd90UTIWYE49kJ8rjoI956UHXvN8X0KVEQtHuyteib0BkUo0PBkc35qcshQFIX77ruPHj16MHXqVBYvXszixYvRdZ3MzEy6dOnCJZdcwkknnVTVQ61eIicYSU3fe+89hg0bxurVq5k4cWKZNntXLJo2bcro0aNp0aLFIR6lSXVECAEWO8p5TyAym6KHi9AmXQahAmN/o1NQL30Nue13hDMZ/YuHQLEgjjkHccy5iOZnIld+jah/PPrit/d2iug1lrDFLGxlUnGoqoo7lge5K5HLP0X+8SkoKo4T+mPrdB0BSi/a2PSwIcLnrIAaLVDPeght7kiYs6cSZFJNLOc/ia1mR6KaFYstFWssAu50lFYXoC/5EEL75BBs1IW4ai4MmRz57PW43CtOJiLdlU2vY288oP4cFheKUI7KnJyFVShyrt9waM9p8t9QhUTfuACl3vGgWtG/fRa5bSk4U1Da9Ea0vsQosJC7hpjVy7/M4mJiYmLyj7gIof46FTlvHFo0CEJBtDgL9bI30KYNLF0gSGq4CGGN+tHXzUOf97KRCzOpJmr3u9E3LEDd8jOkXbTfc0opIa0hKCpywwK0DQsgozFK60tQjr8aCreiOZJL2pZDVKrYu90Fmxcb0Yd7EYL/s3fXcVbU6wPHPzNz+pztgCWX7pBGQARBEQUxMLFbr9e8en+21+7Ewm7FwMQAFUFCaaQ7lli24+ypme/vjwML6+4isWywz/v18nJ38ntizsw88/0+j3bqMwTscn8qql+XLl3o0qXLPy533XXXcd111+1zmUceeYRHHnmkqppWqtYFOQE6dOjA119/zW+//ca0adNYvnw5eXl5AMTHx9OhQwcGDx7MMcccU7MNFbWGruu4g1mQuRJr+WQwHOjdTkc/7dlosuZAAWrddMy8zRjDb0dr+C/MknyMEfdgLf0Ga8b46Drdz4DU9mg9zwdPAnQYScCRQJgD72ngIow9nB89ebpiCdnjCNax5Nyi6vlUMfrSyVhz3oRQMVqrYzDGvYM5cwJafCNsueuJdXix3AkEbLFELDBCBahd1ReN4XdiTrwmOhy9xQAw7KitS7A+vATXpV9hxDXF2LYYa9ozqPwtaA06Ypz6FNaSL1FLJoHNhX7CvQQ1pwxRF0e8/ODuIGfV5PzTNA2vPZaCQP0LchYWgM0GDkf17jc+HnZKT846RbPCaM37Yv31dXTUTLvjweZA7z4Wa85bqL++RItrjD7oOiJKeiEJIcoyDANN07As65B6Ktp1DWP+R6if98oLrCzU8u+xCnegD/0P1uR7QLdhnPIEKmMB+qxXMf25aC0GYFw2CeXPQyvJxfrzHfS+F2P+8Raq1UD+qX5z0BaDc/BNqF+fQB9xLxgOrHnvQ+EOtCY9MAL52N3uf7zHLDLi8F7wMVrmclj9M8SkQccTCTgSCdfOUI4QNa5WHxnHHHOMBDLFfvGGc1ATTgZ/duk069enoGEnjAs+wHz91Gg+k5wNEA5gLfwc48yXMd84vew6vzwJK35EO+dN/EbsQSdyjlFFqO/uRK36MRpI0g0cXU/HPuRWijTvob5cUUd5VDF8fi3Wxjml09TCiZjLv8e49AvMz/4NO5ZFZ7jicI+4j1DLIRAOgLLQGndHbV2MftSZaC0Hodb+hgqXYHQ/AxUsRm2agy0yDfXLk3u2XzQNc91vGGOexkpIh66nUuxMlRw+ol7ID0R/3z12X5Vt0+uIKQ2e1icFheD17ho1UY3i46CkBIqLFV5vbcxSJcrTsLYsRG89GPPlEzHOmgAozA8uKn24pop2Yn50Kcagf+PsfRlB7DXaYiFEzTN08ITzYPVvsH0ZND4Kmvej2J5wUMFOZzgPNWN8hfPUlgXox/w72sll6H+wVnyPWv79nvlLvsBcPhnj7AmYUx9F73MRKmcTeosBu3JkVp6bEyCEDeOoc7G3GYKa+x5q/gd7tr3iB9SqKbgunIiZ1AnLsrDrCkck2qs0bHgJqWgQVSlFkR6DltYXo8nRKKWk0JAQ/6BWBznFkSmah7AA/Dlgd2E6EwjYYg76SZ1dB35/rUywstT2pajMVRhnjMf8+AoAVOZKSGmFNfv1itfZtgRt8zzszQdgHkQPTrcKoCbdCOtn7JlomaiFn6ABzuPulh6d9ZCmaRhZa1B7BThLBQuxpj2L1qQ7aneQM5CPmnQDjgs/QSW2jFafTWoBMQ0gkI/5/gWlq5vz3kdr2gt91COYL59QfvtKYU55BO3SryjUKx8aqGkabqsYI5gfzUvrTiDkiCWo5OZT1E0FgRzcdh+GXnWXO257TGmuz/okv0BVe9EhiPbkhGhezhbyjLBu0DT0Fkdjfnw5WBGUpkfPgWdNiOaRiwSwZr2G2jIfZryA46izCNoSa7rVQogapOsa3rzVWG+fFR0iDvDn2+CKw3fx5xR5mxzwvaIWKkbtXWfhb1TuZkhqida0J9ZPD5ZfIBLAmvFiNPXT5Lsxxr4E3iRw+sBfSTGgvZTgwu7wlglwlrJM1Ne34rlwIpqhw5/voGZPAMvE2Wk0zkHXUexIKn3NdsI4A9m77p/dmM54SgyfdFoQogL77mctxAEyDAOPVYTPzMNrFWEYZYN5HkpwznwO9cIxqNdGoV4ajv7OGfj8Gej6Xl9HXVFMHkUql7AW2GfPEXukCLXs20rnq+WTUQ4vpLSJTohrhJbaFrXyx8rXWfwp9pxV2PQD7zViC+WXDXCW2e5nOML5B7xNUffZbDZY/EWl89Wqqejp/cvPmPowlmagjXoUrdNotNS2WDNfKb9+1ppotUirkqe7hdvRggWV7l/TNHyhLPQPxqFeHBo9Pl8YhGPK/fjw/+PrE6I2yg/mVFpZ/WB57N56mZOzsKD683HCniCnDFmvO0zDDroNinZG888V78SceDXmR5dhfngJ5rd3ove5CK3d8GiRjcwV1d5DWAhRu3hUCdnZK8k84ylyxjwKTXtGZwTysT69CpdZtO8NVMTpQz/+ToyzJmCc/jxa22HRBy27aA07ol3wEWr9zEo3oTbMQkuL5h+0Zk1AxTVlR64by/rn3C26rqMyFla+QNYajJy18N0daDGpGCc9CLoNteBD1Gujovn7AS8lOH97AvX8oF33z8PQ3zsbX3BH2ftnIQQgQU5RhVwqgGf9VPS3T4dn+6O9fjKeZZ/iIVq5zqbrGEsnoWZNKBuIydmA9dZYPOE8NE2jmDzGz7mTsW93Y8ybHbjrxwvZFliP0it7UqWBba8TTVxjtP5XoJ/yJPqxN0NKW9SmP9E7nQwOL1pSK7TU9mDsY5iBzQWLPscVOYiAZNE+7sQsM1q9XdRPjn0U+7E5wIyUm6wyV2IzA9Gn0St+xMreiH7682gnPQgxDfcsaEWi/+2DZoWxVVJN3WMWot47N1rcqHTnCrVoItqsl7FXevwJUXvlB3Lw2CsvOnQwvI6Y0oJG9Ul+DQU543bFqHdmVf++xYGJXsPl8szcx8CwgScJrcNI8Oein/wQWt9LoqMS/DmYk25E73MxGHYCESfBoKummy+EqCEhrYSftkzhknn/Y/Tks7hw7r181fVYCk7+X3SBnaujo4wOgIMwWu5GrMVfYH58Oea3d6AltcQ461WIb4p+2rMoXwO0UHG0SJBWSVhEN/ak2di5iq1ZTt59K4fffg1TVOzbZ5BRKQW2fQ9rJ1CAWvoN1te3Yc4Yj3H686Bp0dGGCz7CZdPQF3yA+vPtMpXXyVqDevtMPAdzryrEEU6CnKJK2HWwr/ga9enVkLspOrFwB+rb2zF+H49TC+OM5KOmV5wXBX822o5lBCjk2s9P4oslrxMygwDM3TyNiz86huxgRoWrWjYPxpmvYJzzJsZlX2GMfhSy1kYrVsc2QO84Er3lIIhthHH+B1gFW6NDD7qMrvT16J1Ho5ZPRttVmf2AePYx5ErTwCnj7eqjcDiM6nZGpfP1zqdgrfyh/IyE5tGLtA1/oh97A3pcGpo3CT2lHcb576GfNSG6XLAInDFgryQKkdoOtWUeLrPi3px64dY9x+7fqD/fxSk9kEUdVBDIqdJ8nAAeeywF9TAnZ35+zQQ5bTaN2FjpyVkXFKs8rvp0BB8tfhXlisO46COU3YnWqCtabBp6t9MwLvkimgfPMrGWfYPWfgQZwVa89kaESKSaq1oJIWqebjF51Qfc9cNlbCvYCMDOoq089PudvFfwF4GeZ0eXiwT3f5O6jitzCdbbZ8L2pdGJgQKsue9iWWBc+BFaw85ohdtR896HHUsxzn8PrYIRVVr7Eai1v0FKW4yzXiUp/3dubHgtJ/uvw7n5N2zBQKXtUEpBWtdooLQCWrPeqG1/7ZmwYwVq3XS01kOi6y//DkcwB1XBCC4gWsQoe630hBfibyTIKaqEM5yPmvpohfPUH2/iCBeim6GKc2DutnMlG/JWsSVvbblZYTPEK7Pupzi0pxekruvEWXnYf7oL87XRmB9ejDnpJrBMtC6j0dI6o+Z9gPn1fyFYGK30uX0pLPgkWtmzaU9o0L7cvrSOJ4MvJdpW48AvuE1XPKR1rnhmm2GE7VU7dFLUDbqus90GgaPGlp+Z2AKt/fGolT+VnR7bCOO051CuWIzB/4J10zEn3Yj57jisOa+jdqxAa9Ae7YyXALAyFqOPeSoaTN+bw4Mx/Has319Fy15X7mJI13XI2Vh54yMBtHDJwbxsIWpUfjAHj6Pqe3LWx+HqBYU1E+SEaPGhzJ3Sm7w203WdBRkz2FawkUYxzaPXT/481C9PYX51K2rlFFTGIpQZhrbD0HtfCNnrCR11GePf9fHRJ0GKiiX/sxD1TZGZz4RZD1Q47/0lr5HX6URweFHuhP3epitSiPXdnXsmuOPRRz2Gcc0UtLwNmG+diTXrVdSmP9HSOqElt8b84BL0fpdCiwHo/S5DP+a66MjA4/6D1vM8jDNfwfz+PuzfXBcNeq76iYTvzsP24+14qfwaOWCLQRv1WAWNjEMffAPWn++UmWwt/gK9w4kAaA4vmCEI7mMUYNYaGbIuxN9I4SFRJbRAXuWJnZUF+RlYCelo3mQormTMWYP2/Ly68pyFczZOpSiYjwMvNl3HG87CfP9CyFoTXcDhwTj2RlT2etTSb6LBzvYnoKe2ReWsQ21fGq1Q3agrauNszM9vwDjnDVTuRtSy78DmRO94IsqfB1nrILU9pvPAA5IluhffmRNQn1wOez+dSz8a7aQHCSA9FeojwzB4deF4ujVsx4CzxpO09Hv0oJ+8NgMpaNCWuEAJsc5YKNkVPIlvgnHuW9H0B7FpqM1zsb68BRp2wrjgg+jQ9Zkvo3mS0AdcBVdOjt5UuuMxznsXa8X3kJcRzTfUcgDW1Mchb9OeZO57sSwLEptX3ni7G2Xfx1B7IWqp/EA2yZ60Kt2m1x5DcagA04pUaUGj2i4/H3w1NBAhLg4yM2tm32I/aYqpa6LXcOf2uBatKJqHUx/6HzRALZmE2jgbvXA7WvezoNtpqL++4as/WzP1t+gmtm9TxMfV3EsQQlS//EA2gUjFQUJTmWSFC0kb9n8E7HFUknGpHCNSgspZH01TdtTZaH0vQQv7UbNfRwXyMU5+GGvhRKzl36Elt0brcyHaCXdi/vA/jDNfwZr6GHqv86K9P7+8FRq0R/OmQObKcvvSV36L1vcCtJRuFRYBCmNDazUc19VTUH++A3mb0Zr1QmvcHfOH+8vfF4f9pZ1stL6XooX84IqDQCUjqpLbHHTxXiGOVPXn6lwcXvvKbwng8BK0x+E+5t+oyXeXn+9NhgYdsW2tYLjuLrGuBHTNQNM0vOFs2LJgT4ATMEY9ijX79Wi1zl1UxgJIbo0x8gHYuhCtUQ+spd9Ec7H0vQS1fSnWH2+hNe8LZhhz8r1oLQeg3Inop7+A3/DBAZ44lFIU2RJwn/02tkAuyp8DvhQiznhKkJxT9ZVSiiRPAx6edQ+xrgQGNT8ed5yP+StfYd3M5QxMP57HrvgWozgbIiG0+EaQvxXzy1swLvgI85enwZOIMfwOzI8uL32qqwBz7bRobjNfMlpqO6y8DCjKhLg0VMZCrN9fjOYT0jRI7VDhRZgV0wgtsQXkrC83T+tz0QFdXApRWxQE8/BWcU/O3T1DC4K5JLhTqnTbtVUkoigqAm/Vjvzfb3FxsHVbzexb7B9dM0jcdTyMSj8JNf9j9EH/Qq38CbVqSuly1tbFsGAixkUfE+5xGSU/ehh9coQffgrhkWw+QtQ7Dtu+741csY0Ipw0gfADXoEq3o5/0EFrj7igrjJa1GnQDlbUGreNJmB9cuCfP5ra/MP/6CuPs17G8SdFCnR1PxJrzJmr97wDoHUdizXmj8v3NfQf7SU8SqqT2Zwg7IXdj7EPvQFcmjpw1WK9XnDZNazMUa/OfaG2Gouk61i9PoPc+H2v6C+UXjk1DJbWUCutC/I30bRZVwnTGQcOOFc/0pWB5U4iYFmaHk2Hgv8DYa0hSShu0iz6l2IhjVKcLKt3HWd2vJcnbAKcKQCAftXludIamoXU8CeXwoioacpu1BrX5T1RsI/Clorc7HuO8t1FbF2NNvhuy16Hmf4ha9ClEAugDroH+V1HsbXrQT8aUUvg1DwXuxhQmdaHQ2VACnPVcJBLhxA7nAlAQyOXblR/z6dK3WJcdLfTTtfFAAvYkCmNbU5jYEWUp1F9fQX4GWCHI24Q+6FrU2mngTSq3feuPN9EadYv2nGnUFbVlIWreB9ELtF0XP1rfywhVUoTFb8SgjXsfrVG3PRN1A63XOKw+lxG2JN+PqFtMy6Q4lI+3ygsPRXv416ch6wW7UvnWVE/O+HjJyVnbRSIRTu1yKTbdjlu3o3YsR4tpgNoyHy29P1rj7nsKexRux5r9Bks2xPHhxwFME8Y/F0Nq/XhmIITYS4w9nhaJ5dOHAaT6GhPnbUzgAO+hdJuB2rk6mt/S7sH87m6IBNF7XxDt3JJ+NCS32rOCsjC/+k90uLrdg6bbSgOc0Q0aFRYH3U2LhIh2O9i3cMQiaGpYsWmw9/X2bg4v+tFXonU5Ha33BZhf3Iha/TNaQnO0XuNg79EjDdqjXfAxfpt0fxfi7yTIKapEie5BO/3FaI/MvTk86Oe8RYktelPox02o79Vo105Du/xbtGumYo37iCJXQyzLIsnZkOsGPlhu+72aHsvwtmegazr2cFF0SK83Ga3zKRjj3kdL6wIbZmKMvA/jlCfAWba7ibX0GzRvEqpgK+YHF2JNfwG9z4XoA66OVqh2xaJ1G4t+5ff4Y1tQaMRiStd/UcUSnKncOLh8Xp7ujQYwsv25ZYLquhnEWv4dAMruiQ5d9yRFL9L6XYpx7puQ2q7MdtSWedE0C1MfRb/wY0jvHz0WUtqinT4e8+hrCFaSLkEpRZE9kchZb6Jd+0v0+PzXNIKDb6NYq6FEfEIcgqJQPpayqj4n566gaUE9qrCet2uUnK+GenLGx0FhIQQC0lulNkv1NObWoc+CzY3W6hhwxWKMvB+tQQe01sdijHsPrcsYANSSL4gUFpCRYfHt5BDXXFdIdo4mBTSEqGc8eiwPnfQeca6yhVs9dh9PjP4Ej3ZgQTy7Dmrmq+hNe2DNfBUigWi6JlccJKaj9zofLaUteq/zMc57Bxp1ja5YnAUOH3gSsLYvK7NNtX4merthle/0qLOIqP0PqxRrPjjrNbSh/91zH9r1dPQrvyeQ2B4rvinWx1dE83EC5te3gmVinPM6xtmvYVz6Beq8DyhypspQdSEqIMPVRZVQSlHsTsNz+bdoGQshYz6ktofm/Si2J2BZe25MQkonZEuAmIS9NwCAHRcj245jYIsT+XXd1xQH8zmm5ck09DXDpXxlltdaHwuuWMz3zitdH4C0LhhnvIj54SVgRfYsn9Cc4tkTcQFaSmusyfeCOxZ98A1ohh2rWV8KbEkQqWSsgRCHyK6cnND6bPo1H8Zva7+hIJjLoBYn0Sgmvez3G/b0dk5ujRbIx/z8+rL5eNzxGKe/gPnt7Xuqou8+DjIWYtm9RE57CcMMoXSDgOH7xwshpRQlmhucbtidgUJiCqKOKtzV09JzmHpy5tejIGf+rp8ebw325ATYmQVNm9RMG8Q/sys3Q1uegmYFod1wrE+uRm1duGcBTUM/4R7Q9Ogw9r2vDUPw4MMlPPOkE4ej8mrFQogji2VZpDqa8s45v/PX9j9ZtmMebVK60L3RAHx6wgEPxXaGC6IV09P77ip4q0FsGji8mG+fXTYHpsOLccZ4zJ8egp2rwBWL9fOT6D3PxZz9WuliauWP6OPeheWTo7ny99aoG1aj7gccbCzSfNh6XIyj6+loShGyeQkpHcIR7Opv21IKNf9DzPkfAqD1v4LgoP+gIpX3LhWiPpMgp6gylmVRpMeiNz8WvcVQLMuK/uBbB3ZysuMkyd6IMzteg6ZpmKZZ5gQXsfuwZ29Aa3IU1vf3lA1wAmxbglr5U7Ra9bJoTzi9+1jWbIvH12AoLvc7aGldsKZGe9Sptb+BLwV12beH9gYIsR9sykGSrRFndLy6wu/3bmFHPLZOo6BpL8yPryifcLwkD/O7O9EHXIP1zX8B0Jr2hBnjIbYRFjoBnHvy5cqTXlHP7B5OvjsoWVXcdg8aOvnB+hPkzMuL/luTw9UhOmRdgpy1m2baUJYf5rxVNsAJoBTWD/dhjHsPyxHDt9PKPtxbvCSC3+/GIfUZhahXlFJ4tQT6Nx7BgKYj99xDHsyDdisSLd6jadEOAyW56MfeiPnlzeWL/ISKMb++DWPY7Zg/3g9mCLXyBxh0zd+2aWJ+/V+M055FrfkVa/n3YHOi9boA1X4ExdrBnRwjlkVE3/U7uNdrDRlenJ1GoxZ/WvGKnU8hIgFOISolw9VFlbMsi0gkcsjd503TJBKJlAsABTQXtB6CWj+zfIBzdxsWf4be6eToH8mt0Bp1ZdHCAFpcWvSJ3Q/371lY09HHPE3AVrU3wkLsS2Xf7938loHW/zI0T8Kenpp/l7MBLS5aOVrreV70mDDDaMdcR9Au32dRv+3uaVnVOTl1zcDj8NW7npy6Dm53zex/d8XtTMnLWesppdCsMNb89ytbALVxDqH+1/Pdj+Vna3JnIkS9VRX3kJbhhORWWCunRIsM/fggWlpX2LG84hUKd4ArBuP4u0s7wKDpaOn9yy6Xuwnz6/+Dbmegn/s2+tmvQ4uBoCyMKk6zEVI62rE3RtNU/V3nMUR8aVW6PyGONNKTU9Q5SikC7hRc/n3cYIb84IpDH3orWsMOFGzZQq6/K/HOzVieZtFchrqB1rAz2oCrKHE3wDzAHqdCHG4FRiKxjqx9L6TpGOe8gcpai/XTg2hdxqA36oZuBjHlJ17UYwW7elp6HFWfSNJrj6UgkF3l262t8vKj+ThrKl+iw6Hh9SopPlRXaBoEiyqfHy7h8VdiCEdCZSYf3c+GxyO9k4QQBy9gi8F7wr2ojy/DOGsC1m/Plu/B+Xc2F9aar1Bb5kNKG1ReBnq/y1DdzogWp40EUZ1PxWp9ApuzPTRZ9RjawujQcTyJeMa+TElyZyKq6s6RRY5kvJd/C4smolZ8j+aKhf5XYDbsFk0tJUQN8Pv9vPPOO/zwww9s2LCBcDhMYmIiTZo0oWfPnowdO5ZmzZqVLv/rr7/ywQcfsGTJEgoKCvD5fKSkpNClSxeOO+44hg3bR67bQyB3wKJOCkdMnK2HwO8vVjhfa3wUKAu1agqRpZPJ6PUGI/vvxDbpaqzzPyI84hF0K4hluAhZmuQdFLWSUgrLkxIdbmOGyy9gOCAxHZW3FXQDY9x7qI2zMV8ZgfvKHwi7G1d/o4WoJfIDObhsHmy6vcq37XXE1K/h6vmqxoaq75YQD5k7FSCFaWq7kO7B1rQXavPcCudbrYby85Nlz2lxsRq3/seNw+6vbJCOEEL8I8uyCDXoiuPMVzB/egi95zm7cnJ6op1g/m5X93G1ZBLY3RjH34XauZpgi+N58YdUYhxDcdgVP7/hITcPXr13454AJ4A/B/Xeebiv+YVCewU9Lw/hdRQacdh6X47tqPNAsxHSnVJoSNSYoqIizj33XFauXEnz5s0ZNWoUCQkJ5ObmsnjxYl599VWaNWtWGuR84YUXeP7553G73Rx77LE0btwY0zRZvXo1kydPZsOGDRLkFGJvSimsxBbRqurblpSdqenoQ27CWvQZRV0uJ5jSi8SSfJJ/vBDyM9DDxYR0H2hukPOEqOWC9hicA65B/fZsuXn6gGuwsKF+uBeCxVCQAVa0cJaa8wb2oXcRlu+4qKfyAzn4qjgf525eRwx5JfWnJ2dubs0VHdotLg52ZtZsG8T+UXYv+nG3Yb59Fvy9gEaDDihXIs8/5eG9D8Nk7rQYMMDGCcPsxMWVlClUKYQQByOIg0jjo3Ge+x5apATl8KAfezPWj/eXW1breR5qx3L0o69Eaz8CK3sDdBhJodWQ3r01PvpEIxBQnHGand7N15D83Tnld2iG4a9J2HpfWeW5MiOmIrK756YEOEUNevvtt1m5ciVjx47l/vvvLze6Z/PmzYRC0REaW7ZsYfz48aSlpfHxxx/ToEGDMssGAgEWLVp02NoqQU5RZ/l1HzHnvIma/hxq4acQ9qM17o5+3G2oQBFWy+OwFWYTE1mONfGC6Eq7k1ALUUeElIGt10UY8U1Qvz4FBdsgNg19yM3gSUI917/iFXeuwrBChJEKDqJ+KgjmVHnRod28jlhy/PUn4paTAzFVm9r0gMXHwfb685bXaZoZxFrzK8ZZr2JNH4/KWAB2N1rX09A7nIj5zc10OnsCt/83hUjEht1uYlkhuX8XQlQZ0zTx615wRJ/QxbY/Ht3mwJr5KuRtBl8Kep+LIa0zbJiF6n85QZyYiR2JWBZ2I0DXLhqdO9mxLIiz5cMLp1WeimP7UjQZGigOUUEglxx/JkXBfHzOeBI9KcS6Emq6WQAsXLgQgPPOO6/C9EVNmzYt/f+LFy/GsiyGDx9eLsAJ4HK56Nu372FrqwQ5RZ2llKLEHo+r1bEY6f1At6Oy1mB+eQvkZ6ABrsZHgTpuz0qtBhO21fCdmhB70XW9tMp6Zfy4MNqdgqvlsWhWBEu3oWnA5Dsr33CjLpi6E6RXjKin8gM5uO1Vn48Tojk51wcqKWJwBMrJgfTmNduG+Hj4a1nNtkHsH1N3YIuEML+7G733OPSB14AVxlr+PeaHF6O1HkLE5kVZYQxDOicJURdomoau61iWVWnRzNosorvQ10xHH3gtmjcJAgVYCz9B/fwYxDZC9b6EoG4r0/tcKYWmhTAMiFhgT2mD2rKg4h007SWX3OKQbC/cwv0/XMnsjVNKp/VLH85dx79Mw5gmNdiyqPj4eADWr19Phw4d9rlsQkI0MLtx48bD3awKSZBT1ElKsyiy8li8YRYDEjrie+OMCvOs6P0vxfzp4egfsWloIx8kqDkqrcouRHUxtTBFkVz+3PArhcE8ejU9llRvY5yq4jGhpmlSrPtgV+VZFyGcR1+JufLH8t9n3Qa9LyIsV1uiHssPZFd5ZfXdfI7YelVdPTcPunSu2TbEx0ervAeDCqdT8nLWRpZmUmTmMn/ddI7rdgruP9/aU614N01DH3wDRcqBJEQXovbTdZ1CM4c1WX+xOmsJrZI60Ta5Cz49sU4FOwO2WLxDbsJ664yyvTEdHvSzX6PIiNnn/WFQd2M/7v/g7TPLz3R4oP2J++ywIMS+FARyywU4AWZv+In7f7yKh096t8Z7dI4YMYKvvvqKO++8kyVLljBgwAA6depUGtDcW9euXWnUqBHTpk3jyiuvZOTIkXTt2pX09PRqKWIpQU5RZ+w+IAybzrLs+dwwaQxhM0TnBr147MwXSPzuf5CzIbqwKxb9hHtQzli01kOg5UBU46MotsWjpMuAqGGmFmbmlu958Kdr6JLWF5fNzYcLXqBNcmfuHv4qTvXPvc8CONDjWmA/6zXMr2/bUzkyNg3t1GcpcabI/aOo1/KDOSR5yg+RqQpeRyxBs4RAxI/L5jks+6gtIhFFQUEtGK4eH/03KwsaS021WsfUIszb9it3To6mB9rY/VouuugjvN8/ABm7ej55kjBGP0pJTLM6FRwRor7SNI2sUAZXfXpCmRQtca5EXjrjBxq6mldJIRxd19F1HaXUYQsUWpaFPyYdz1VTYP10yFgUHareajDF9oR/zAeslCKU2A7HmGdQ398NgYLojITmaGNfwu9IkFoP4qDl+DPLBTh3m73hJ3L8mTUe5DzuuOP473//y3PPPccbb7zBG2+8AUCzZs0YNGgQF1xwAenp6QB4vV7Gjx/Prbfeyq+//sqvv/4KQExMDL169eL0009n+PDhh62tEuQUtZ6mafhVPmuzljJz3o+k+hrRsWFP7jvhNUxlsrN4Gw8sfZlTj72UrnFtiXfEolyJ+O2xKM1Ab3I0pmlGT8IS4BS1QH44i8VbZ/PkKRNZsOV3/OFCzjzqajRNY8qazxnV5qL9umj0ay6MJgPwXDEZrSQHhYbliqfEFocp33VRz+UHcvAcxp6c0X1k4/Id2UHOvLzovzUd5EyIj/67I1OCnLVRYSSHOydfwHFtTuXUrpeyaOssXlrzEf2Pu5q2CW1pEI5gOWIpssViyigDIeqEElXIbd+cUy4HdX4gh1u/PouXTv8BNwd/ctB1nUIrh6Xb5rIwYwbNE9rRr/kwXDY3WBpuPaZKq4mblqLQiMNodwp6h1OxLCsaVN3P36Sg5sBsfQK+awdiFmaBYcN0xhOwVW07Rf1TFMw/pPnV5eKLL2bs2LFMnz6dBQsW8Ndff7F48WLef/99Pv30U55++mmOOy6aKrBjx458/fXXLFiwgDlz5rB06VLmzZvHL7/8wi+//MKoUaN4/PHHD0vPTglyilrL1EIUmfnkBbIoDhWwOX8tP6+eRFbxNjQ0/jvsOeZu+pW12csY2/0q1gey+b8vRzLxgsXE6LG7nqaZMnRA1Co2m431mctJ9TXinu8v44LeN9GtcX9CkQAxrgSObT2KAIU42L9SxqalKNR84Nmr96dcaIl6zrRMioJ5+Jxxh2X7Xkd0u7klWTTwNf2Hpeu2nNzovzUd5Nzdk3PnzhpthqiAYRj8vuZ7BrcaxUmdzqc4VEjLpI60Se5CcbiQJ2bcyY2DH8VHjOSJFqIOKQzlsj5nRYXztuSvoyCYg9u5/ycHXdfRDR0NjUgkQk54G1d9egJFwXzO7flvmsS3YE32X6TFNqMgkEu8K5lUTxN0s2pDFqZ58PeHEQu0hCYU7p1eSq67xSH6p+vVw3U9ezB8Ph8nnngiJ554IgCFhYU89dRTfPDBB9xxxx0MGjQIhyNa+FbTNHr06EGPHj2AaI/oqVOncuutt/L1119zwgknHJYenRLkFLVSQCvitT8e4qu/3sLalQC6VVJH7h0xgQd+vIbthZt4dOr1PD3mc67/YgyPTr2e83pez/HtziRsBUvzFgpR22iaRoInhYk/38ADI9/ihel3sSIzOpRPQ+O4tqfx72MekproQhyCgmAOClXa47Kq+XYFOfMD2Ydl+7VJzq7UozUd5HQ4NLxeRaYEOWsdTdPILN7K5f3vZNaGH5kw60ECkWie9ERPKjcPeYIpqz5ndIcL0U17DbdWCLG/gmZgn/MDET84/3k7u0flrdixkB9WfkysM4FzevyLB366mqJgPg+d/B4TF7zMG3MeLV3nqCaD+NeA+/hhzUcMTD+RWCMZJQ9JxBEq0ZNKv/ThzN7wU7l5/dKHk+hJrYFW7Z+YmBjuvvtupk2bRkZGBqtWraJz54oTuWuaxrBhw7jooosYP348s2fPPixBTgkFiVpH0+GzJa8yackbpQFOgLXZy3jgx2u4ZuC9AFjKYmPuKloktgfg4wXjGdnxXNy2/esBJ0RNmbX+R67sfxdP/nJLaYATQKGYsuoz3przGJYtXIMtFKJu2x183N3jsqr5nNHgaW7JkR9xy93dk/PwFKo/IAnxsCNTbnJrG9M0Ob7tWHYWZfD89DtKA5wQzTN2z+RLaZfajcJIXs01UghxwOJcidiNih+7G5pBgjtln+vrug6GhZ98bvzyVP7z9ZlMWfUZny95jU15q1m0dRZju1/NF4tfZ9bGssGdBVum89z0OwiE/Zz/fn+2layPbk+II1CsK4G7jn+ZfullA3790odz9/Ev13g+zn+iaRput3u/l/d4Dm+qJ/mlELVOoZnLRwvGo6HRMrED7VO7Y9OjT/63F25CQyPGGQ9ASagYjz165xWxIljKwmfU7h8BUT9pmlaac6QgkEeiN7XMECCnzUXDmGZ4HTF8tfQdCsO5NdVUIeq8vF1BzsPVk9Om23HbfeQFsg7L9muTrGzwesFur/mK5vHxkJn5j4uJaqaUIsXXiDf/eLx0WpK3IZ0b9ibenUTECvP7+u9Lr+WEEHWDz4jn/J43VDhvbPer8RoVP0jUNI2AVsi2wDo2Fq5kS/5azulxHY+O+pDHRn3Emd2vxrSiw8V7NhnEHxt/pmFMU7yOskMGFm2dRZvkLhSFCrjn+0soUjlV+vqEqE0axjTh4ZPe5bOLF/P2udP57OLFPHzSuzSIaVLTTQPgo48+YvHixRXOmzJlCmvXriU2Npa2bduyePFiJk2aRDAYLLdsTk4OEydOBKBnz56Hpa0yXF1UO03TsLQIYSuE03Cj/pYSJWAWc3GfWxnQYgSrs5Zg1+20TO7E2qyl/O+HK9hasJFETyqFwTy6pPVlxvrJpevGOOIkB6eoVSzNxG/lszZrGYFICe1Su3JKl4tYsv0PIJpj5eqj7yE1pjFb8zeQ5G0QreAYCWJz24hEIjX8CoSoe/b05Dw8QU6AGEc8uSX1IMiZpYirJamg4uNh67aaboWoSNgMsjFnFf2aD+fagfcRscKsyVpKsrchsa4EflrxKaFIgFiHIddpQtQRmmVwRperSPI25PU5j5DjzyTencxFvW9heJuxGKr8gwtN19gZ2syTv/6HxnHpDG1zKtsKNhHrjCfWlcBnC18laAZpFt+axnEtSPI24IGT3i5zDTxh9kNsyl0NQHG4EJtuY232MrYWbKBVfBc006jut0KIahHrSqi1vTZ/++037rnnHpo3b06PHj1ITU3F7/ezfPly5s6di67r3HPPPTgcDjIzM7ntttv43//+R+/evWnZsiWGYbB161Z++eUX/H4/xx57LCNGjDgsbZUgp6gyhmFQaOZSEi7CZtjxGnHYcaLUnqFlYS3AlsJ1vDf3KXYUZXBU44Gc3vVy4u2pYIFmA4/mIxwJ8s6fT9AiqSM9mgzCsiKkJ7bl/XFzyC3ZyQfzn6d74wHouk7EigaB4t1JJLob1NTLF6IcU4swb9uv3PvDpYTMPU+yzj7qGs7odiWTLl6KrtsIRIrRNYNYZzw3f3kmLruH506bdFiqzQlRH+QFstE147CmL/E5YutNT87YwxcrPiAJ8bBwUU23QlTEptsZ3elCRnY6h6Vb59KuwVF0TeuLpuks2z6fIW1Owfz7U20hRK3nUB5ObD2OgeknEVEh7JoDn5FQaTXxAjOL//1wJSd1Oo9t+Zu44YsxpenHvHYf/zvxLVJi0jCVxfOnfcWdky8m2dOQ83vfgNcRS9gM8dQpn+IPFfHu3KfwOWJL7/UKA3nkh7OI1+V+T4jqdsstt9CjRw9mzpzJn3/+yc5dlSAbNGjAqaeeyrhx40pzcfbr14/HH3+cGTNmsGzZMubPn4/f7yc2NpZu3bpx8sknc+qppx62FBQS5BRVIqKFmL99Jk/+egs7CregodE//XhuOfZJ4owUlFJEtBCTV33Ac9NvL11vReYCPl8ygXfOnRl9SrdtBS2T2tGn+VB8rnji3Yk4DAevznyAaeu+wWE4GdXpAp4+5TNy/JnYdRfrs1dgNxw8ctIHJOluNLOYiN1H2JS8XaJm5YUzueO781GU/S5+seQNzj7qX2wr2MT8LdOJccXTLKEN67OX8/75sxk//R5u+OI0XjvzFzyUjy7YDA17uAjQCNl8mFLVUYgy8gPZ+Bxxh/VBgc8ZR07JkT92eudOiKslQc74BCgqAr9f4fHIQ6DaxGX3cEa3KwhE/DSOb8HG3JWsy15GircRrZI7keRpAJqGQ4XAKiFi8xGWU5cQdYJlWni1ONj1s1tZgNPSw+QX5zCq0/kke9N4/OebALDpNq7ofxddG/Vj+Y75bMlfS5e0vvy27hvO6Ho5zRJa88vqL/liyRv4w0W4bG5O7XIpZx11Dbpmo3lCW0Z2OJckb0NKwn7i3CaaVXd6c2qahlMF0a0wEcNFSNWdtguxW8uWLWnZsiWXXXbZPy7r8/kYPXo0o0eProaWlSdBTnHIdF1nTc5ibv367NJpCsXMDT9wzWfLeHXsFDzEUWzm88KMO8utf0rni/llzSTenP0oH140j//9cCULM34vnW83HNwxbDwhK8SsDT/y2eIJbC/cwrA2p9IoLp2ze1zLyR3OI23nRoxvzoVQCUbHkbh6X0TAkYBpmpWejIU4XGw2G18tfLtcgFPXdF4762ce+Oka5m7+dc/yup3/G/Y8X/31Npf1/y8v/n4vO4u30ty7J7qgaRo+Mx/mf4xaMgkMB55jrocWAyiyHGV6TQtRn+WVZJVWQD9cfI44thVuOKz7qA12ZkGT2pEOioT46L+ZOyG9eY02RexNV4DCptspDhXy6M/Xsy57eelsryOGh09+n2bxrbEt/xo182Vs7Ybj7nMxxY4kTKmYLESdFyHIL+u+4LGfb2Rcrxv5ceWnpfPuPuFVflwxkRd/v6d0mqEZ3HbcszSKS+fbZe/zxZI3SucFIiV8uOAFsv07GNjyRG4d+hQv/X4fXy19m15Nj+W8nv/G0GwEwn5iHPH77Fl6oAzDQNM0TNOskutqlwpgz1qJmvYsFGTgaNwD1zHX4Xc3ICLBTiEOCyk8JA5ZiVXEM7/9t8J52ws3s2rnIgzDYEXmwjLV0gHcdi99mg3h5Zn/49Kjb2fiwlfKBDgBwmaIB366mrOPuqZ02u/rJ9O2QTfmbJzKwozfseVnYHxwEexYgdW8L6rzyagtf+Ka+QzetZOJMfMw5NsuqpGFyeb8teWmH51+Ar+s/rJMgBMgYoV56Kdr6dqoP8FIkFO7XEqOf0eZnmg+Mx/1xhjUr0+hxaZhHH8nWt4mtBnPE7P9D3xWoQxxFwLIDewsrYB+uMQ448k5wqurW5YiJ6f29ORM2JWmaseOmm2HKKvIzCVihglZAV6f80iZACdAcaiQO769gIgVRm/cHb3H2ag/3sR6ZQSewJHfG1qII5Gu6wQooljlE9FCZAW38ejPN6BQxLuT2Fm0FYDujY9mS966MjUUAExl8vCU6/A5Y/lu2QcV7uOnlZ8S70rCbY9hS/56MvLX8+Vfb3LB+0eTW7KTt/58nH9PGs3cHT8T0UJlt6+F8at8SijcryGxdkxiwtl4/voY16zn8WUtwauKD+m62kEY+8IPUe+cDRtnQe4m+GsS1svH485eIdXihThM5MgShyyiQqzJ+qvS+X9u+RXDMKCCp2EDW57I1NVfAHB08+P5csmbFe/DirAicyGtkzuXTssszOCX1ZPYWbQNZ84m8CaTc9EHBHqfh/behTDxGtT0F1Bf3IB66Ti8+WsxdAkAieqhKZ0+TYeUm358+7F8svClCtcxlcnS7X9SEMhhfdZyWiV1Kn2KbNdBzXsPCrahNe+L3vNczA8vwZryMNasCVjvXwBvn4EvIlXZhcjx7zzsPTljnQkUBHIwrSO3OFh+Pphm7cnJGR8HmgY7JC5WqxSHCrGwKAkX8/vfAhm7FQbz2JK3Dmv2K6jMlejnvAnBQtQvj+HUjtxcnaYeJt/aSUbJGnIj2wlrgZpukhCHLKgVM33z1/z7y1Gc/2E/vlv5Lp8vea10/sbcVbRv0B2AE9qfxZd/vVXhdhSKKas+p2ujfpXOLw4VEggX89DIdxjR/iwg2tNz/Iy7Oa7taVx+9B1kFW9na9H6aEBSU2RHtvLE9Js4/8P+XP35CL5f+z5BrajS12PHxLX5d9QLx6Am3wXTn0O9PRbtw4vwWYUH9yYBzkgh6tcnys+wTNRXt+AyD37bQojKSZBTHDJd04l3J1c6v0lcS0zTpH2Do9AoG2SMccaT44/erWiahj9c+Qko17+TGGd86d8um4ehbU/lsVEf4UhpT/YpjzA/dzneb++Cor/dAYX8WO9fiCuSf+AvUIiDYJomA1ucWK5CntPmpihUUOl6uf6dJHhS2Fq4iVhXYul0e6QIlkwCQD/6Sswv/wNm6G8rb0J9fw8uwlX2OoSoi3JLMsucLw6HGGcCCkXuEdybc3cwcfcw8ZpmGBrx8bB9uwxvrk2cNjeGphM2Q+VG7OwtryQLVZQdTbdSnI0+5mlYPhm76a++xlajgFbEc7/fxti3u3HhhwMZ+0537vrxQorJk1EXos4KawEmzHmAe364lHXZyykI5NIxrRc7CreULvPjiomM7nwRNt1GjDOO7OLKu9/vKNyCz1n5Q0mvMwZdN1iTvZTze93EoJYnArAgYwYOm5M7vr2AKas+ozicT1ArJjO4mfPf789PqyaSH8hhS95aHvvlRu6fcjVBiivchyuSj/r0avj779f2v2Dmi9j1Az/naJoGO5aX3+ZuORswgpXfDwghDp4EOcUh8+rxjOt5Q4XzbLqNAekjME0Tny2ey/vfUWb+2qyldEnrA0BRsICWSR0q3U+HBkexMXcVAA1jmuIPF/HMtP9y7Wcj2WBTZDjstPc1Q2UsrHgD/mz0vwc/hTiMvEY8L50xmc67vuMAOcWZtEnpUuk6nRr2QilF32ZDcGruveZooBvgTYbibAhXclO46ifsYXkyLOq3vMDhz8kZ64w+wMguOXLHTu8eFp6QuO/lqlNCgvTkrG18tng8jli8jlji3UmVLtcquROURB82q7nvQEwDtGZ9Kl2+LrP0CK/OfoBvl39QJvA7d/M0bv92HAFVcbBFiNquIJTDpL/2jLxrGNOU4lBB6f0cQCDi56P543lg5NvsLNxWaU9NgD7NhmJoFeembJ7QFq8jlhWZC3jq1/9w/RdjuGbA/4hzJaKhkeBOAWD+lun8tf1PQmaA12Y/TMgMltvW7I0/sb14c7kHDIZhwNpplQYj1fyPcEYO8rra+IfyJ5qEYoQ4HOTIEofMsixObHcOx7U5tcx0p83Fk6M/I8aI3gjadQcNY5vy4Mi36Z9+PK2TO9MsoQ0j2p9NvDuJD+Y9z78GPlDhPtIT2wOQ488k2duQR0Z9wLQ1XwGQV5LN47/cjC+mIfo/DRsMyBMzUT10XWdt3hKu/+JUBrYYwUcXzOO9cbPo02wo1x/zcIXrNEtoQ+e0Prz759O0Su5Efii7dF7IHoPW8zxweFGBffRIVqp8D08h6pFQJIA/XHTYe3LuDnLuHo1wJNqxA+x28HlruiV7JMTD9u013QqxtyB+cvw78Nh9XNn/7gqX6dNsKA7DhZYWTTuk/LmQtRZ90HWEjFr0BasiRZE8vlv+XoXzlu6YS34oq5pbJMSh03WdJdv/KDOtS1ofvl/xMe1Su5cGHQFmbviBl2f+jzh3ItcO/B96BQG9BjFN6NqoL2O7X0nT+Nbl5v3vxNfxOWJ598+nAcgq3sYz027jkr63cXT68XjsvtLlv136PjklmaTFNau0/b+t+zoa1Py7on0cj+ESsA48pYZSClLagWGveIEGHTAdtSQXjBBHGAlyiirhVF5uPuYpPjx/Lvcc/ypPjp7Ix+fPp2NSb7RdleM0dP7c+CtP/HILTeNbMaTNKQTCxUSsCI+P+pjWKZ1x2Bw8NuojmsS1BKI9QUe0P4vHR3+EZVk8PeZzbhnyJNPWfM2glieV7n9F5gJMK0I+JjhjKm6kpkFC5Sc+IapSiSrk8V9uJKt4G18seRNLWcQ6E8gsziAtphkPnfRu6QWdTbdxfNszeHrMZ/y27ltO7XYJoJV5wBsxLeg8BpwxaCltKt9xbBqW48i7YRRif+UGosPHYw53dXVnLBo62f4juCdnpiIxgVo1tDYhQYKctUmOP5PHf74RlEZxuJDODXtz1/Evk+xtCIDL5ubM7ldxy5AnefvPJ8DmBEBL74/a/CfENyGkjrzbkeJQIZF9PHjPLNpaq44rIfaXy+Yp83fYCuOyuXnq11u5f+Sb9Gs+rDQ9mcNwEuOKx647eGrMZ7TY1WlF13QGtRzJXce/jGVa2A0Xj5z8Hs+f9jX/Pe55xp/+Hc+M+YI7v7uQzKIMzu3579L9zdn0M0c1Gcg5Pa8r00u6MJhHZlEGabHNK227xxFbmuteMyCiBVGaBS0HVv6CG3bCMlwH/D4BBGwxaCc/Wn6G3YM25mkCR+ADHiFqg3/oQy3E/nMoNyn2JjRo1gylVPQksncKEwUX9bmF49uNJcWXhlKK9qlHYWgGU1d/wRndruD39T/QLL41z572JcWhQgzdYN3OpTz44zUUhQrYUbiFwmAe1wy4l9Ypncrs31IWbyx7i3sHXYV3yuPl2qcddQ5huzwxE9UjEPGzOW8tozqdz0V9biWzMIN4VzIJ7mQ+XvASuq5zTo9/0SSuBUm+hphmhPXZK8nIW8/GnFVc1Oc/aH8bvlOkx+A9+w1U0Q60NkNQq38pt1/thHspscWBVXleNCGOZDn+XUFOZ8I/LHlodM0g1hlPtv/Ijbjt2LGnonltkZgAO7MgElHYbBIkqmm5/ixmrJ/MAye+TW5gJ/f9eAUDW4zgmTGT0LRoqOPXtd9w7ru9ufLoe2BHNji86F3GYH5+PeZBBg9qiqZphCjBHylEofDYYnDrPorMPAKRYmy6HY8tDq8jBl3TK81RmuxtWBpsEaIu0HUdpRTdGvVnwllT8di9hK0w+f5sQMPriCUUCXBJ39v416D7cdrczFr/I0//ehvn976R9IR2jOt1I62TO7GjcAvztvzGbV+fw4Mj3+G9ec8wpsvFJLhTaByXzjdL3+GHlZ9gKQvTMikK5jG0zRh+Xj0p2hZN54lfbub2YS+Utq9v8+PIyF9Pqq9Jpa9hcMuTCVtBcsLb+fjPl1iXvYx2qd25tvt1OBt1g62Lyq6gaWgn/i8ajDyI6+qwMtBbDcNx1Y8w+zXI3QjN+0P3sfgdiVhyrS7EYSFBTlHlKvrBNrUwa3IXkeXfjqEbzNr4E03iWtIyuSOgyA/kcvOXY3nopHdYkbmQj39+kYEtT+SJX24uty2XzUO71KP4aeVn9Go6mLmbp5HgTiHGGYfD7uFbvYgRJ99P7IwJkBetus6Aq7E6n0oARzW8A0KAodt4bNRHbMxZzbaCjdGCQu5kJv31Jt8tf5/7Tnydm78cW249DY03zpmGgYFTc5R9TqAURXoMenwc3lGPo83/ADX7dQjkQ3JrtOPvJtSgK6ZcNIl6bHfQMc51+BNJxrmSyDqCg5zbttfCIGdi9F4zKwsaNqzp1ojiXYX0lLJYm7WMsd2v4uEp/+KtP8tWFHbaXAxpPRp2vIFx1gTMnx5EG3AVJfY4MOvGOUvTNTKDm3ns5xtYkDEDgKv630PL5A48M+2/bC3YgKEZHNf2dK4dcB9jOl9SpuL0bq2TOxHvrLxgpxC1haZp+FUB24s2sTFnFWlxzUj1Neb3dZP5cMELBCMB2qV04/6Rb7I1fwO3fHUmlrJontCWq46+m+6NBzB741S+WvI2tx33LIFwMfd8fykbclaW7mNBxgwchos7v7uo3P47p/VhbfZSPpz/AvePfIufV08iLbY5hmbDaXOxfMd8INpjfHTnC3HoThrGNCcttjnbCjaW2dZV/e8m3pHMkqw5/OersaUPIBZtncUPKz7iqzOn4frzfdTc96J579O6oI24j0BC60MKRgaxE/Q0xT7sPnQVxtQdREwFdeNnT4g6SYKc4rDTNI2txesIWyFen/0w63NWlM67Y/iLfPnX2/y1bQ5xrkSCkQA+RyyzN06hd7MhnNfzej5e8CIRK1otOtmbxv9OfIPPF79GZlEGnRv2Ye7maVx/zEM8M+3/uPnYx9lWsIkPNk5h8Ki7aBHbArvdS9ieGB3uK0Q1MXQbi7fNIcGdzA1fjKFJfCseOPFtZm+cQlGogF/XfMV/hj7N+Ol34Q8XAeBzxHLbcc+RVbSNJrHphFUYG+VzB1mWRSFebL2uwNn9bDRlYukOAoZPngqLei/bvx1Ds+GxV5K6pArFuhLZWbz1sO+npmzfDq1a1XQrykraVddm6zYJctYGPmccCe4UIirM1FWf0yyxNRf1uYX35z1HeFd+6ERPKrcNfSaak9Puxfz8OrQup2J2GF2nrs3yzSwu+3gIxaFoEZLmCW1Ji2vKrV+fXbqMqUx+XPkJq3Yu4tlTJ5FVvI3f1n1bOr99ancePukD3FqM9OQUtY5hGCilsCwLTdMosLK5YdKY0sKvEL0Xu/uEV/hh5US2FWzkkr638e/PT2F74ebSZTbmruL2b89nwllTuGv4y2T7txPjjKNVcqcyAU6Ajxe8xCMnv0/YDPLn5l9Lp3dO68MV/e/kjm8vIBApwdqVF/OmYx+jOJjP5f3v5OlfbqV/8+Gc2/PfFAcLadWgMw7cvHLGjyzY+js/r/6CBE8Kp3W5lBR3Y4JWCfd+f2m5Htb5gVzO/GIk7571G7F9LwVlYepOgoa3yq6rwxaAHUw57oU43CTIKQ67IMUs3zGfX9Z+VSbA6bZ7iXUl8Ne2OQD0bHoMITOIrhvoms7z0+/gxA7n8PjojwlE/DgMJ4WBPPJKslmYMZNODXuS4E7mudO+Yub6H/ht3Tdc0Psm2sR1p91RPQCFaSoiStWZXgLiyJFVvI1ujfpx/RdjADit62XkB7KJdUW7RX299F12FGZwz4gJQLQHp88Ri023szZ7KQXBPLYXbqFDQq9KL7AiliKi7xXIkQCnEGT7d0Qrr1ZDvrt4VxKb89cc9v3UhOJiRX4BJFdeLLtGJO7qWbrtyO1AW6ckelK5ZciTaGjEe5J5Zeb9DG93Bo+O+pBQJIBNt1McKuTTRRP4v2FdocMItF7jCNpjCam6cxuiGxrfLn6vNMAJ0fP6W388UeHyG3JWsjl3LbcPfYnrBuaQF8jB54wl1p6AS/NJgFPUKkGtmJ3FW5m7eRoxrjh6NT0Wl+Hhvh8vLxPghOj17aNTr+eSvrcxddUXlISLywQ4d1Monp9+Jw+c+DZZ/h0sz5xPjyaDsBuO0gcgEE3v9H/fjmNcrxu4duD/yCzaisNwsibrL+749gIKg3kAeB0xPHryByS4U/E4vMS5k3jq1M8IhP3EuxLx6PFolh5NI0Ecg5qczKBmJ6FjEIlEQMGOkk2l2/u7HYVb2OHfge5qsWeiXFcLUSfVnasLUTdpFgXhXJomtOLPTXvyB3Zo0IP2Kd3LPM3TNZ3iYAFrdi5lYMuR/Lb2GyYv/5DJyz8szWvksrl58KR3yCrexhndrsRluLGw+GjBeCDaw00phRk58Cp4QlQVXdfJ8WcyZ9NUAOyGgxaJ7Vifs5Izul7B4q2zAfhj08/8senn0gTt9534OukJbWmV3Inf1n9H87jWle5DCFGx7JLtxDoP/1B1iA5Xn791erXsq7pl7OqgmlzLRtXa7RpxcYpt2xQgOTlrWrw7iVbJHQlGQpzY4Sw+nP88P638lJ9WflomJ+VVR9+DoRkUxLWNrljHYnwhK8Afm34uM61hbNMyD+//bkHGDDon98Nmc5Dg29PtWAKcorbQdI1ilceDU65lzsYppdN1TefNc35jYcbv5dZpndyZFF8j2qV0I8WbxpRVn1W6/SXb5lAYysPAoElcK0wrwoj2Z/P10nfKLFcSLubNOY/SrVF//u+b8zBV2fu41smd0TSDKas+p0l8Czqn9eXXNV9xVrerSXI1wEVMueHflmWBBRZ7CoBVliN3NyVjyIU4Ihx55QxFreKnkIgVxmOP4aI+t/D0mM95f9xsTu16KTGuOJruqqIOsGDL70RUmK6N+nLWUdfQLGFPBWlLWdgNBw+MfJv35z3H6V0vJ8GdjMvh4culbwPRfE+pvkbV/hqF+Dtd12mW0JrthZu58ZhHefOcaaT6GuO0uUn2pXFSx3FlllcoxnS5hEax6RSHCvl66btszl1Dm5RuMvxciAOUVbydGGd8tewrzpWEP1xYmnLiSJKREf23tvXkBEhKhG3baroVYrdQJEheYCc+Rzw3DH6kdPrugEKPxoMY1HIkmlZ3bztsuoMUb1qZaWEziNdReVqMBr6mcg4XtVaEEKvyFvDFktfLBDgBUn1NCJtBANJim3Pl0Xfx5CkTee+8WZzZ/WoaxjRhbdZSfM44Ej0NKt1HoqcBKzMXkVm8hXXZK/A4Yji3x3W0Ti5bPNbQDO4Y/hIumwe33fu3baRy/TEP8+Lv93JKl4uYt3k6+YFsruh/F2nultEA535K9DQot/3d4lyJxLlq2VM9IcRBkZ6c4rDRbIqsgm18vvg1Tul8EUu2/sFH88eT7E1jTJeLaZ7YDqfdjdvupSRcTLZ/B3n+bKat+Ybj243l/hPfYFvBZpbvmE9abHN6Nh3Ewi2/c36vG1HKYt6W6cS6EkhypwJw8+An8Ohxda53gDjyFJv56LrBNQPuZc7Gqdz61Tnk+HfQJa0ftwx9ko4NenBql4uZszHa07Nv82G47R68jlhemXU/k5d/yH0jXsehu0A6JQtxQHYWb6VZfJt/XrAKxLuiEcCdRRk0T2hXLfusLhlbwe0Gb8X3gzUqMXFPT1NR82JccSgFxaF8Ojfsw/vj5vD7+u8pDhXSP304SlnkB3Jo4m1NOByu6eYeFM3SObfHv/l5zaTSaT+t/IyTOo7jk4UvlVveptvo1XSwBDlFraRpGhlFa8nIX8eXf70FQOO4FnRs0ANdt3Fal0soChZwbo/r6NCgBx/Of4G3/3iCRnHpnNn9ahrFpXPfj1eQ6Elh/Onf8u7cp1AV3ICd0vlCvvrrbRZm/M4Tp0zkm6Xv0Cy+LbcPG8+Owi2s2rkYl91D+9SjmLjwZTKLMrh3xGvkB3LJyF9Li8QOpMU2J6t4G+f2/BcP/XQt95wwgWbxbXFY7gPuFe3T47l16NPc98MVZd8PNG4fNh6fHo+y5EZSiLqu7j5SPURffvkld999N6eddhqdO3emXbt2fP7555UuX1RUxMMPP8yQIUPo3LkzQ4cO5dFHH6W4uLgaW123FEZyeW3Ow/RLH8YVnwzHtCLcOvRZrjvmQdx2L1vy1rGjMIN7T5hQ+lTtqWn/oV/6MDbnrWXCrIeYu3kabVK60rVRXz5dNIE1WUsxzQhuuw9d07n/hysZ2OpEXjvzZwalj0JX5Yu0CFHdLEyyi3fw+pxHeWHGXRzV+GjuP/Ftxna/kqmrvqB3syHM2fQLWcU70HWD7QWb8ThiuPazk5i8/EMaxjSle6OjMUx7Tb8UIeoUpRSZxRnEu1OqZX+J7mgPlu1F5fOR1XUZGYrkJKolt+mBSk6WIGdtYVomLpuPRVtncuvX5+IPF2FoOv2aH0fzxHZMWfEpHkcMzeJbE7Ei/7zBWkopReOYllwz4L7SFDPT131Lr6aD6dlkUJll7YaDJ0Z/SoxRPWkzhDhQIQK8NuchfM54lLJ4YORbXNDrJuLdyVzc51YmzHqIlZmLaJbQmrsmX8yyHfMIREpYl72cx36+gZKQnxuOeZTrBj1IcaiIN86ZRrOEsimWBqSfQHpiOxZkzECh+GLx62hoZPt3sGzHPJrEt2RYm9M4tvVovln2LhtyVxHnSiRihenRZCDdGh1NgqcBP66cyAfzX2Dm+h95eswXtIrrgt10HVzaB6XRv8kI3jj7Vwa0GEGT+FYMbjWKt86dQfcGAyXAKcQRot725Hz22WfJyMggISGB1NRUMnaPy6qA3+9n3LhxLF++nIEDB3LSSSexfPly3njjDf7880/ef/99nE5nNba+bigM5nFMy5P4+q/3ePOcaZSE/WQWZeCyefCHi2iV1JH2DY5i7uZpPDDybUJmkKyibcQ64+mQ2gNDt1EUzOeX1V+wvaAnp3S+kPySHBZvm8XXf73Llvx1ADh0F8287STHkag1XDY3HoePzMIMPhj3BzuKtpBVtI0ETypJngbk+ncyvM3pFIfyiXMn8efGXzn1jU5oaAxocSK3HPsEPi1RvtNCHKCiUD6BiJ+EahpyFuuKx9BsR2SQc8NGSE2t6VZULCUFcnPB71d4PLUvCFufBCMl+MMFbMheyROjPyHbv4PlmQtI8jQgxduQ0V0uxOuIZWPOSloldMFG3b1etisXo9tfxNDWp7Jo60xMZdIioQP3nvA6uSU7WbLtDxI9qbRPPYoYPR5Uve1LImoxpZuUmIWM6nQBDsPJy2f+yCcLXuL7FR/x2KiP2F64iblbpnFat8t4eMp1peslelL518D7aZfanYgVYkdhBm67h3mbp/Hbum/5z5CniVhhVmQuoEvDPjSIaUJ+IJ8R7c/i+xUfsyZrKUPbnkqvxoMxNIOQCvH7+sm8N/dZ+jQfwqldLiHZ25AuDfuhKY22Sd1RStGqV0ciVhiX7kWz9HK5Nw+UTTlo7u3A3UMnEFIBnLoLQznkmluII0i9DXI+8MADNG/enMaNG/Pqq6/y5JNPVrrsa6+9xvLly7n88su55ZZbSqc/8cQTTJgwgbfeeosrr7yyOppdp4TNMF3T+tIupRu3fn0OmUV7AsnD2p5Gw5im/Lx6EqFIgARPCi0S2tE2uSvnv9+f83pez8gO56JpGkPbjCG3JIs1WX/x+eLXWJgxs8x+vI4YOTGJWsWpe1mfvYL/DHmS6z4fVabq5JDWo4l1xRPjiifR04ANuSvpkNaDN86eRpwrAa8Rjx2nfKeFOAi7zzPx7uoJcuqaQYI7he2Fm6plf9VFKcWGjXDMwJpuScVSdn28WzKgbfVkJhCVcBguTMtiRIezueO7C1iXvbx0XvfGA7hmwL04bW4MzYFdd6DqeAoWm3ISb6QypPlpwK7iJgrcrliatGpTZpoQtU1ECzF78488MvU6ApESIPpg/obBj9G76bF8svAlTu16GbGuBOJdSaWVyBM9qTx9yueURIq547sLyhSO7dV0MJf0/S+3fDWW/x73HGt2/sWbcx7DUiYvnP4NLRLbc3m/29mYu4aODXoQtoJsK97ODys/YXvBZq4ecA8+ZyxN41uT4GiAZu56OLD7GFJgx3XIwc29KaUwsOPGDhYVDrUXQtRd9TbIefTRR+/XckopJk6ciMfj4Zprrikz75prruH9999n4sSJEuSsQIq3IREV5upPT6QomM8xrU6mS1r0yd6W3HUUBvNZs/Mvjmt7KjPX/0CHvkdRGCqgd9MhDG1zKjbDzueLJzBx0asUBfNJ9jbknB7/YlDLk3h++h0A9GgyCJ89Xi4mRa1iqgjtU7txxSfHo2lwy5AnaRjThB2FGbwx51FSfI3ZXriFomA+r895GJtu5/h2Y7ny6LslwCnEIcgsjgY5E1zVM1wdINGdyo4jrCdnXh4UFkKDyutJ1CgJctYeNsOG3XDwf9+cy4aclVzQ62a6NOpDIOzn/XnP8e7cp7lu0EM0S2qLihw5vW4ryrUp+TdFbZdZspl7f7is9O+x3a9iUMuRbM5dg2HYuHrAvews3MatQ54mzp3EkNajaZ96FCM6nM3KzEVMmP0QnRv2Zkjr0WzJX8+0NV8zd/M0Yl0JjO58Ea/OepCL+9zK1NVfAPDWH4/TJqUbvZoOpkeTY7h78iWs2rkYQzMY3HoU5/a8jnu/v5ys4m3EOON579xZeLWEmnp7hBBHCBlH8Q82bNhAZmYmPXr0wOPxlJnn8Xjo0aMHmzdvZpuU+SxH0w0Wb51Dk/iWPHval5zR9XIaxabz7bL3mbF+Mjn+TC7pdxtuh4/Jyz8kbIW4d/IlXDngLn5fP5mXf7+PN/94nKJgPhCtmPv89DspCuYzpPVoOjfszb3Hv4YTzz+0RIjq5Y/kk1Gwkcv6/R/jT/+ObQWbeH3Oo8za8CP3jphAm+TONIprTovEaKGSiBXmu+UfcMMXY/CrghpuvRB1146izRiaDZ8zrtr2meBJIaNgfbXtrzps2Bj9t7YGOb1eDa8Xtmyp6ZYIgMJALg1jmvHRBXPxOmJ4+48n+Oqvt7mg902c1+Pf+EOFrMteirLV8W6cQtRhSrd4b94zpX/fMPgRUIpnfr2NTxa+zK1fnc357x/Npvw1bMpdjUa0Gvmva7/m6Wn/pVFsc2469jECET+zN07FYTh54pSJDGgxgl/XfEW/5sPYVrCRONeeIOWfm36lW6N+aJrGtZ+NZNXOxQCYyuTn1ZN48Kdr+c+Q6GjKwmAeK3cuqpV5oIUQdUu97cm5vzZujF7pp6enVzg/PT2dGTNmsGHDBtLS0qqxZbWb4dCYsfo7ioIFXHn03ThtLiYteZNvl71fusyyHfP4bNEEXjzjO3TNoCTs5/L+dzJx4cuM7HguL8y4q8Jtf7RgPG+c/SuWZeLTE+TJuah1dN2GXXPQqWEvLvt4KMWhwtJ5M9Z/zwW9bmJ4aneKwoVl1lufs4KNeSvpkNBbenMKcRC2Fm4kydMQXau+Z7jJnjQWbZuJUmq/b86MTbOwz38HPXcjVlwTIp3GEGk7Aqqx3fuybj0Yxp4ek7VRaips3KQAuSGuaf5QIf8e/BD/+mxUmdREf27+lcGtRvPvQQ8wefkH6Gg0jmuJT0uQc5wQ1SxsBdmUuwaA5gltaZvSjRaJ7Un2NsRm2GmT0pWfVk7kw3nPc++I17j4o8EEIwEA4l1JLNo6i8d/ual0e8t3zOeHFR9z34jX2Vm0lYgVRtd0dH1PEdgYVzyxrgRenfUAlip/v7atYCPZ/kyaxrdmc94aNuauonfacZimPBARQhy82nE1XYsVFkaDED6fr8L5u6cXFRVVW5vqgoJwLu/Pe46eTQbhsnkoCuaXCXDulluyk7f+fIJRnc4nvyQbTdPYVrCJXH9WpdsuCRezKW8NumZIgFPUTgoax6fzwvS7ygQ4d3tn7lPYDSdaBUUJ5myaimEY5aYLIf7Z1oL1JHmqt1pOijeNQMRPbsnOf15YKRy/P4v700vQ8jZhJbdBK96J69ubcX9yAVpB5UUQq9Pq1YpGaWCz1d4AYoNUWH9kdaCtsxrFt+CThS+XCXDuNm3tV+ws3sbG3LXYDAfXTzql1o5Y0HUdm82GrsvtkTjyOAwXHVKPAuC/w57j++Ufcf0XY3hp5n08P/1Orv/8FBrGNOXWoU/z0JRrSwOcAKd3u5znp99ZbpsRK8Kzv93OOT3+ha7pDGx5IvM3Ty+df1KHcQQi/nL1FPa2eOssWid3AqBdane5txNCHDLpyVlN4uLiKrxoSkg4MvOO5GXvYHPeGmJc8UxZ9RnZ/sxKl5266nNePfMnPl30KmErRPfGA/5xqKHPEUtKTCMSPEfm+1eVjtTv2KGo7HisCgkJCWwvKCZkBpi7ZVqly83b8htpsc3LTW8Q04SYmJjD0ra6QL6vh66uvYdVeTxuL9pEy+QO1XoMNbeiSSHzVSatEtrtc1lz+gtYc15G6zUOe5cxpT0/1ba/YPp4vO+djjH2RfS2xx10e6ri81+zNo/0dJ2YGPchb+twSW8eZOGiIHFx8eh67Q3G7q/actwezPEYNoP8tHJipfO/WfYePZsMJNYVz4aclWQUrqV3syGH2tQqtb1gM8t3zGf5jvm0Su5El7S+NIxtWq29wg+X2vLdEgduX8fjwXyu5/b6NwsyZpBdvIOvlr5dZp5CMWH2Q0w4awo7CvfkArHpdkJmkEDEX+E2M4syaBDThOnrJnPdoAe5+INjAOjcsDc9mg5kW/4mEjwp7CzaWvHrcKewJnspDWOa0jqlE/Ex8Qf8umqCHFc1S95/sS8S5PwHu2+UKuupuXt6ZT09d8vPzy83LSEhgdzc3ENsYe2z+6ataXxrQmaQRVtn0SSu5T7WUMR7kvllzSQGtjiRHk2OIc4VT7I3jazi8rlOOzfsTdP4VhA0yA0eee9fVTpSvmNVfSKr6HisCrvfb79ZRCgS3OeylrL4be3XZabpmk7/ZsOPiM/sYBwp39eaVB3vYW09Hi1lkZG/nm4NB5SOwqgOLuVDQ2fZloW08HaudDl98x+4f3yQSPtRRFoMh6LiPTN96XDcvTj+eAX17jjCvS8j1P9fYHMcUFuq4vMPhxVr1io6dzIpLIwc0rYOp/h4RSAAK1bkkpZWt4Och/K51fTxmJCQgK4Z+xx+blkmPZseg91wArBgy0zaxfesFUNSNU0jO7yVqz49gZy9Hsj7HLG8dMb3NHK3qtND6+W8Wr2q63g82M813pbCgye9y0NTrq10mc8Xvc4xLU9i8oqPgOgx8k/Vx72OGLo36o+maZzQ/iz6pw/Hptt4dOqN3Hzs45ze9XJennlfhev2Sx/Gsu1zGX/6dzhNX534vspxVbP29/2XQGj9VfcfTx5mzZtHe1pt2LChwvm7p1eWs7M+UkrhtLm4ov8d+EOFLN46m17Njq10+SGtx5Dvz+GBke8wvN1YdhRswmG4uGP4eGKc8WWWbRDThHtHvI4X+dEStZemaRQE8+jeeECly/RqegzfLHuv9G9DM3j4pPeJsSVVRxOFOOJsL9xM2AqR4m1Urfu1Gw5SvGlszF1Z+UJhP64fbsdKbkuk82kVL+PwEhpwA5EuZ2Cf9yaet0dhW/wJWuE2sCIQLETPWoWxYQbGminoWxfAPzxMORhr1kIkAk2bVvmmq1TDhtF/18mQ9RrnNFwMaX1KpfMHthxBnDuJ3F1BxMax6bUmcBhQRdz+3bgyAU6AolABN381lmJ1eB6KClETNMsgzpFEdnHlI+x2Fm+laUKb0r/DZgiXzY3LVnHP/mRvGkrBuuzlLNwyE0O30Tq5C2EzzLWD7uPdeU/TNKEVfZuXHaGgoXHn8BdpGteKh0d+SLyRWmt+F4QQdZv05PwH6enppKamMn/+fPx+f5kK636/n/nz59OkSRMpOrQXTdMIRkI4DRdOmxu33cvm3DUMaT2aX9Z8VWbZOFciVx59J5d9fBydG/bhmoH38emiCWzKXcMva7/k7hNeIbt4B1sLNpKe2Ja0mOYkO9OIhGv+6b8QlXEYdmy6nYv73Mp/vzmXknBxmfmndrkUt93HK2f+xPwt00l0p9Kj8UC8RgK6knycQhyMjXnRIGNDX/VH5xr4mrIud1ml8x2zX0Yr3klowPX7Li6k6UTan4yZ1h3bX5/inHIv2j560CiHl3D38wj1vQrsVTO0fNFisNuhaZMq2dxhkxAPXi+sWg0Djq7p1tRvGjpnHnUVMzf8QFbx9jLz+jY/DqfNQ0FJDh/MewGnzUWXRv1qTd69wnAua7KWVjgvsyiDvMBOPK7Yam6VEIePU3fTo8lAvlv+QYXzezcbQq+mg3nzj0cJmyEAJi15k6sH3MvT024rs6yu6dx47KPYdDtD24whsygDm25n3pbfuP/HK0uXy/Hv5LpBD3Bp3/+yZOsfxLji6NlkMD4jHkPZQfGPvUWFEGJ/SZDzH2iaxtixYxk/fjwvvvgit9xyS+m8F198Eb/fz1VXXVWDLaydVu9cTJO4FnjtMVw94F4e+ulabhn6FP2aD2fyio8oCubRp9lxnN7tchZtmUleSTYz1k/mrKOu5qzuV3Hee/2IWGH+89VZNIxpSpK3Ad8ufY92qd25f/hbSDVVUZs5bT5SfWm8Nuthnhj9CVNWfcaSbXNIcKcwsuO5pCe2Y2PuGlondeSMjlehLKI3fHJ9J8RB25i3EpfNQ5yr+ntDN4xpxh+bp1Q4T8vdgH3em0Q6jEL5GuzX9lRcE8IDbiAcKEDPWYsWLASbE+VOQLkTUTYHmj8bY/Mf2Oe9hbF2KoFTX4EqGJq1eIkivXntLjoE0euzJo0VK1dJhfWapJQiEClG12zcO+I15mycyqwNP+G2exnR/iw8Dh+NY1tgWhFmb/yJZ8d8SYyeUGvOd8F/6A3tDxWDq5oaI0Q10CyDC3rfzE+rPi0NYu4W60qgc1ofXp75P5465TN+WPExy3fMJ2KGOarJQN44+1fenvskW3LX0jq5E6d2vYwdRRk4bE5cNg/3fn8FNx77KF8uehOIDmO/dejTBCNBJi//AJ8znjO7X02quxGG5aw1vwNCiCNLvQ1yTpw4kXnz5gGwatWq0ml//PEHAD179mTs2LEAXHbZZUydOpUJEyawfPlyOnbsyLJly5gxYwZdunThwgsvrJkXUUsppWiZ2J535z2NzbAzvN1Ybh36NK/NeQSn4WJY29Npk9KF5gltcegOXpvzcOm6HkcMq3f+RcQKl07bXriZ7YWbARja5hR0bJhIT05Re3mNGHYWZ3BR3//w1p9PEAj7Gdrm1F3Xchp5JTk0S2iNEy9mpHb0ZhGirtuQu5IGvialeaGrU6OYdPKDOWT5t5PsaVhmnvO3x1GueCLtRh74hl2xWI2OqnCWcsYSSWiBmT4Qx4xncH80DnXl18C+c4TvSySiWLAQju5/0JuoVk2bwKIlNd2K+i0/kMvczdNoHNcCpRRKKYa0Hk3IDDJ38zTO7Xkd8Z5E1met5INxf+Iz4sGqPUHpOFcCLpubQKSk3Dxd00n1VW/6CyGqQ6KjAU+P+ZwXpt/FiswFAPRqOpgLet/Mk7/czLrs5SzKmMmQNqdwzwkTCJtBdhZtZf7m6YztdiWLt85ma/4GbvjiVAIRPzHOeMaf8S23Hfcsm3JXcVGfW1F/PMa5Pa7jzT8eY/mO+aX7/nrpO4zscA7X9n8AJ96aeguEEEewehvknDdvHl988UWZafPnz2f+/D0/wruDnB6Ph/fee4/nn3+eH3/8kTlz5pCSksIll1zCtddei8slj3j/LsaRxHFtT+OVmffTJa0vXy97j6uOvgufI1o1fdrab7j3h8u45dgniXMnsrVgAwBuu5f2qd1x2lwEI4Ey20zxNaJf+vBakaheiH0JmH52Fm1l0pI38DnjGN72dAAKg3l8uugVlm2fx8cXzoMaCMYIcaRalbWIxrEtamTfTeNaAbBy50KSm48onW5s/gPb2p+jw8mNAysitL9UbGOCQ/4P5y8PE3nnXDjzfXAeXHX5pcugsBA6daziRh4mTZvClJ8hK0uRnCy/pzWhJFyMzxXH/T9dTUm4mDFdLqJtajeUUsQ443n855t4+OT3aRt/VDTfXi17rucz4rms3+28MOOucvPGdrsKjxErvc3EEUe3bDSKac6oThdw74jX2Jy3hmXb53L35EvIK8kCIGQG+WHFJ8Q6E8j27+Dn1ZN4asxn3DjptHI9QAuDeTw69XoePfkjHp36bwCuGnAPm/PWlglw7vbd8g8Z1fHCPb8LQghRheptkPORRx7hkUce2e/lY2JiuP3227n99tsPY6uOHA7lonVSJwakn8DPqyfx17Y/+GvbH+WWm7joFYa1PY3lO+bTq+lgNuSs4OgmJ/LG2dN4etqtzN08DZtuY1ib07ny6LtJi20m1exErRcw/SR6Upm+7jssZfHtsvfLLbNgywyGtzi71uQlE6IuKwkXszl/Df2aDq+R/ce5kohxJrAyayEDdgc5lYXj14cxE1thNu13eBvgTiQ06CZcP9+Pa/KtBE4Zv+/cn5X4faYiJgaa1fKiQ7u1isaWWbgIhh2372XF4eG1+/A54thWsBGAt/54otwyeSVZxHlSqrtp+8fSGdluHEmeBrw863/sKNxCoieVi3r/h2GtT8emDs/DCSFqWqyRTPdGR7OjcDN3fXdRhb2ZATwOHyt3LiLBnUJ28Y5yAc7dlm6fS3GogAlnTuGlmfdRHCxg0pI3K93/p4tf4Y5jX0ZJ3xUhRBWrt0FOcfj59ES6NzmaRdtmVbpMMBLAbjjo3ngA5/e6icnLP+ToxifS0JnOA8e/TYnlR0fDbcSiW1KQRdQNlrKwGw4sVXkA0x/218iwWiGORKuzF6NQNNnVo7K6aZpG8/g2/LVjTuk029IvMHauIDj0rmrpta1i0tAHX4/tp4ew//k64T6XH9D6kYji+x+gW1fQ9brx2xQbo9GggWLhIsWw4+pGm480se4E3PZ9DzmNmOF9zq9pDuXm2Oan0qvxsURUGEO34zPisUx5CCmOYEqjoSudZE8aoztfxCcLX6pwsR5NBvHe3GdI8jYkWEkgdLewFSTJ1oj/HPMMRWYeHy54odJlS8J+LCwkp7IQoqod+GN+IfaTaZq0Su7MoJYnVbrMcW3G0LPJMRydfjy3fzuOYW1Pw7KiOZ1sykWMlohXS5AAp6hTDHTshp32qRXn0gPo3WywpF4Qooos3j4bl81Dw5ia64LYKrETyzPnEYoEIFCAY/pTRJr1x0pqXW1t0Jr2JNz+JBy/P4u+dcEBrTvtN8jJhQF1JB/nbq1bwZw/kSGPNSjRk4LPGVfhPIfhJNmXVs0tOnCmaeLWYonRk/AQKwFOUS8opTBMB+f3vJGWiR3Kzb924P38vHoSpjLZWbSVpvGVn88axabjsUdTpeiWjVgjiSGtx1S6/Ekdz0NXcn8nhKh6EuQUh5XL8nFMq5NoltCm3LwkTwN6NRvMJR8dy4u/30PT+Fa0TzlKhu+KOs+tx1JQksdNxz6OTS/fYX5Y29NJcKbWQMuEODIt3DaDlokd0bWau2FqldiZsBXir8w/cc54Ci3sJ9z1zGpvR6TT6VhJrXB9cxOU7F96l0BA8fIERccO0Lhx3epV07ULbNsGa9bUdEvqL6fh5qbBj1U476qj7yHGSKjmFgkhDoSHOJ4d8yVPn/I5oztfxCV9buWj8+cxot1ZBCMBdE1HoZi54QdO71p+lICGxr8G3U+Mba9j3dI4q/s1xLuTyi3fKqkjXRr2k3s+IcRhIcPVxWFlWRZxegrPn/oVXy99h6+WvoNpRRjW7nRObH82j/18E6m+Jpzc6TxGd7oQlzq4YglC1CaWadHA15T1uct565zpTJj9EIu2ziTencK5Pf5F/+bDcSqpKClEVfCHi1i6409ObHtejbYjLaY58a5kti5+B/uyGYSOOh/cidXfEN0g3PcqnFPuiebnPPWVfebnLChQ/O9BRU4OXHJhNbazirRtAx4P/PSzok2buhWgPVI4lIdujY5m/OnfMmH2Q6zPXk7juBZc3v92Wid1QbfkdkOI2kwphZtYuiYPoEfDwSiliEQioODGgY9zed87KAzl4XXEYOg2Wqd05rNFE9hZtJX2DY7inKP+RYvE9uiWDbVXpa5YPYk3z/6ND+Y/z9TVn2M3HJza+RJO6jgOD3HSA18IcVjIVYc47CzLwksC53a9gdEdL8bCRNM0Vu9cwnWD7ifR04A4RxI2y1nTTRWiyriUj5YJHcgu2cklfW/DaXPjNFzEOpJQtTs9mRB1yh+bpxK2QnRu0KdG26FpGn0TunLCihlEUjtithpaY21RniRCfa7EMf1JHL8/S2jgjWXmBwKKX3+D6TMUs+eArsPFF0KDBnUvSGgYGv36KL76Ci46X+Hx1L3XUNdpSifOSMKd4OO/xz2HUhY2w4HPFoNDecsEPYQQtZdSinC47EWqYdmJM1KIc+8qHqYpBqaPpE1yF8JmEK8jlkR3A9zElAtaKqWI0ZK4ovfdnN/jRjQ0vLY4LFPJ74IQ4rCRIKeoNpap8GixpX/3bHgsEM2DhIxWEEcgp/LR2B2DYRgopTBNUwKcQlSxKWs/pWlcaxI9NZsCwgj5+XfGVlAWK1oPpNVBVDevSlbDLkS6nonjj1exYhsR6XoWlqX45jt4dYIiLx/Sm8Pw46Bfv2gRn7pq8DHw2wx4/U3FddeWfR3BoGLVati2HcJhcDjA6wG3G3w+aJAKsbF197XXGkrHodykOpqi63r0fGdJIEOII47ScBNDy5jOe451te9jXbN0PFo0b69lym+CEOLwkiCnqDFSdEXUB6VDfoQQVW5b4UbmbJnK6R0PrJJ4VXMWZdFh+nhc/nxeifcQ2TqVVo0HHJZ97Szexqb8VQA0i2tDirdRpctG2p6I5s/BOeU+tma5eeDrk5m/APr0hhOOh5TkIyO4l5CgcfJJio8nAprFgP4aGRnw+yzFH39CKLTv9dMaKgYfA2NGazRpcmS8JzXFsizJsydEPSDHuhCitpIgpxBCCCHqpLfmP4bPEcdRjY45LNs3wgHsgQJ0K4ylGVg2FxG7C8uwY5gh3PnbSN48j7TVvxCxu1nf4ywaBXfw05qJrMxaSLvk7lXWli0F6/hmxTuszlpcZnqrxE6MbDeO9IR25VfSNLanX8iXM0fw7oOD8biKuPYKJ+06OKqsXbXFkMFgRmDSl/DxJwpNi/ZUPfGEaN7O1FSw26O9OQMBCAahpASysmHtOvjmO/jkU8Xw4xSXXqLRKE2CnUIIIYQQdY0EOYUQQghR50xb/xVT137G2M5X47S5Dnl7mhXBl72e+B0rid25Gm/uJhzBwn9cL2Jzkd2kOzub98WyOWnlTWFZ3Fw+XPQ8/z76ERJ35TEzLdi0zcWWHU78AQOn3SI1KUTLxgFczsp7wxSFCvhx9Uf8vukHEl3JDGt9Bs3j2gKwNmsDU+aF+PnnPFwRRZyjIZrScdgUERN25jrYuM2FzVAc234Fo2PG41xjJ6KPwGzSC+VNBo6MYJ6maQwfBoOPUeTlQWwsuFzlX5vTGf1vt+bNoWcPOPUUxaw58ONPMPUXxSmjFOPO1UhJOTLeHyGEEEKI+kCCnEIIIYSoM4KREr5c/iZvzHuI7mkD6dPkuAPfiFLYgkV487YQk7Oe2MxVxO1cjREJYtqcFMc1JjetE0FPEhGHF2UYaJaFbobQIyE0ZaJ0GyF3HCW+VNCN0k1rGhzX6gw+/+t1HvzuZRpEriVjY3eWrE6kJFD+skvXTRqlbaZTuy306VxA9zYmdjvklGSyPHMuc7ZMBaU4uukJdG7YB7/fw7zFjZi7qDkLlzUlFLbh9hRic28g27acWGcCHnsibruLZmkBBvbIo2ubIrxuA0rOx9owHfuSidgXfwR2D5YrDgw7WCZaJIgWCYAZAmtXmg3NAMOOsrtRdg/K6QOHDxxe1F7/4fChHD6UMxbligGbh4JwAdsKN7KjaAt5JTsJRgLYDDuxzkRSvY1Ji21GkqchWhUGWh0OjdSDSM9qt2scMxD69lZM+w0m/wBffq0YMlhxwvEaR3UHp/PA26mUIisLlq+AlasUGVujPUjdbmjSGNq20ejfz8JuP/A2CyGEEEKIsiTIKYQQQohaSynFy3/cy2dLXyk3z2338tXyNytcr2teFudvXHVA+9rudLPT6UZF8iA3D3L3b73f1ozktVn/97ep15VbLsm7kXj3dhw2PxHTTmEwlczCFmzJSGdLRjo//Pz3NS4t/X+/VrLvlknLSPRkorAIm0GI5EFkPWYJ5BVA3jZYPH/vNTpj0AWf0nDsI7i4u4iEttf/Vi6467/sSubbgUbsHiRfBBSRxzrygOjw+zV6hM3Gnh6tHVJ6kuxN+4f9Hj5dOsOcP+CnqfDT1N2FMg5HwQxFZV+0B+/XGDxIepIKIYQQQuwvTSklJc6EEEIIUStZyuLSj4aweOvs0mkOw0XjuBb7XO/snEJOySve97aB7XaDQy2dMH7+nUxef2aF81I8GTiNkjLTKuq5aCqDrUXp+7U/j62QJHdmpfOru6K1BuiArg5+8HuxpsjU93wS8e5kEj0H0SWziikF69YfeqHEmBiN1BS93LZ3ZFoUF1f8eV11hZvrrvUc8r6FEEIIIeoLCXIKIYQQQgghhBBCCCHqNP2fFxFCCCGEEEIIIYQQQojaS4KcQgghhBBCCCGEEEKIOk2CnEIIIYQQQgghhBBCiDpNgpxCCCGEEEIIIYQQQog6TYKcQgghhBBCCCGEEEKIOk2CnEIIIYQQQgghhBBCiDpNgpxCCCGEEEIIIYQQQog6TYKcQgghhBBCCCGEEEKIOk2CnEIIIYQQQgghhBBCiDpNgpxCCCGEEEIIIYQQQog6TYKcQgghhBBCCCGEEEKIOk2CnEIIIYQQQgghhBBCiDpNgpxCCCGEEEIIIYQQQog6TYKcQgghhBBCCCGEEEKIOk2CnEIIIYQQQgghhBBCiDrNVtMNqC9yc3PLTYuLiyM/P78GWlN3yXt2YI6U9yshIaFKt1fR8VgVjpT3u6bI+3foquM9rCvHY30kx1DddCifW00fj/Kdq93k86le1XU8yudas+T9r1n7+/5X9fEo6g7pyVmDdF3e/gMl79mBkferesn7fWjk/Tt08h7Wb/L51011+XOry22vD+TzOTLJ51qz5P2vWfL+i38i3xAhhBBCCCGEEEIIIUSdJkFOIYQQQgghhBBCCCFEnSZBTiGEEEIIIYQQQgghRJ0mhYeEqEc0TSMUchAI2EBTeD0RdD1U080S4qBomkYkYsdfYgfA4w5js4VRStVwy4QQVUXXdYqLnYTDOoah8PlCKBWp6WYJIYQQ1a78OTGIUmZNN0uIWkWCnELUGwbbd7h44skSZs0pwWaD44c7+Nc1PuLj/FiWVdMNFGK/6bpOVpabp58LMO23AACDj7Fz4789JCeXyPdZiCNAKOxk8RKdp54pYdMmi7hYjQvOd3LKKA8ul7+mmyeEEEJUm1DIyaIlOk8/U8KmzRZxcRoXnu9k9MlOOScKsRcZri5EPZGT4+K8CwqZNSfaAyYSge8mh7jo0iIKCtw13DohDkxevodxFxbxy69hLAssC375Ncy4C4vIy/fUdPOEEIdI1w1mzda44aZiNm2KPrTIL1A8Pz7AE08FCYWcNdxCIYQQonpomsHMWRo33lzMps27zon5iudeCPDkMyE5JwqxFwlyClEPWJadN94KEgiUn5eZaTFzdgTDMKq/YUIcBF23MenLEAWF5YelFxQqJn0ZQtdloIIQdVlhoZMnny6pcN73P4YpKJRjXAghRP1QVOTkyWcqPidO/j5EoZwThSglQU4h6oGSgI2ZsyvPYTb15wiRiAQ5Rd1QUmLw24xwpfN/mx6mpES+z0LUZUXFkJNTeX7dNWtMNE2rxhYJIYQQNaOoCHJz93FOXCvnRCF2kyCnEPWAoSviYis/8SUmahiGFGsRdYPNpoiPq/z7HBenYbPJ91mIusxh3/fNWtw+fgNE3ZCbqxg2wmLFSvm9FkKIfXE4/uGcGKtL4U0hdpEgpxD1gNcb5oLzK8/VcvaZDiyr8p5xQtQmNluYC/fxfb7oAic2m3yfhajLfL4IfftUPPzO59No2kRu6Oq6SV9BIAALF9V0S4QQonbz+SL06V3xOTEmRqNJE3nwJ8RuEuQUoh4wTZP+fXWOG2ovN++qK12kNTRroFVCHBylFG3bKMae4Sg3b+zpDtq0URL8EKKOczhC3H2nh7S0speqTic8/4wXn6/i3GSiblBK8fW30d9pl9TLEEKIfXI4Qtxzp4e0hnJOFOKfSIZaIeoJl8vP/93m4rJLnEz7LYLLCYOPsRMfH8ZuD9Z084Q4IE5ngKsud3LWGTH8+lsYpWDIYDuJiREcjgoqbAkh6hSlFPFxxbz1uofVaxQLFpo0a6rTu6dBbGwAsGq6ieIQBAKQmRn9/365NxdCiH1SShEfX8xbb3hYvVqxYJFJ82Y6vXoaxMbIOVGIvUmQU4h6xOUM0LQJXHSBDaUUphmq6SYJcdCcziANGwY575xokSH5PgtxZFFK4fX4OaqbRq8eBpYVwbLkRu5IENjr2WpJiQJkqKUQQuxL6Tmxu0avnnJOFKIyEuQUoh6KRCqvtC5EXWOakm5BiCOZUkrOW0eY4F4d7qUnpxBC7D85Jwqxb5KTUwghhBBCCFFtyvbkrLl2CCGEEOLIIkFOIYQQQgghRLUJ7OrJ6XZLkFMIIYQQVUeCnEIIIYQQQohqszvIGeOTIKcQQgghqo4EOYUQQgghhBDVZneQ0+cDv79m2yKEEEKII4cEOYUQQgghhBDVJrgrJ2dMjBQeEkIIIUTVkSCnEEIIIYQQotrs3ZOzRHpyCiGEEKKKSJBTCCGEEEIIUW0CQdA08HklJ6cQQgghqo4EOYUQQgghhBDVJhAApwOcTigJ1HRrhBBCCHGkkCCnEEIIIYQQotoEAuDYHeSUnpxCCCGEqCK2mm6AEOLwMgyDwkIHxcUahk3D5zVxOoMopWq6aUJUGaXsFBY6CAQVbhfExISASE03SwgBaJpGKOygqMhGOKzweiAmJohlmTXdNFFDAkGFfVeQMxKBcFhht2s13SwhhKhRuq5TXOykqFhD16P3bS6X3LcJcSAkyCnEEazYbzF/gYMHHiph23YLgO7dbNx3t4eUlBIsy6rhFgpx6EoCXl5+JchXXxcSjoDHDRec7+KM0924nNJFSIiapGka+fleHni4hJmzosdjcpLGzTe56dvbwOEI1XALRU0I7tWTE6K9Oe32mm2TEELUJMuysXKVg/vu97Npc/QerWMHg//d6yGtYQlKyX2bEPtDhqsLcYTSNI1Vq0yu/XdxaYATYOGiCBdeWkR+gbsGWydE1QiFXNz/QIDPvggR3tVx018CL78a4MOPTJSSu2YhalJRsZtLryxi5qxw6bSsbMX/3eHnr6UGui6XovVRIAgOezTQCdHfbSGEqM92ZDq54uqi0gAnwLLlJhdeUkR+vty3CbG/jpgry2AwyMMPP8x5553HwIED6dKlCwMGDODss8/ms88+IxwOl1unqKiIhx9+mCFDhtC5c2eGDh3Ko48+SnFxcYX7sCyLd999l1GjRtG1a1f69evHTTfdxObNmw/3yxPigIVCDp55zl/hvLw8xZw5JoZhVHOrhKhaBYUGv80o//sO8O77AQqLHNXcIiHEbpqmsXqNYtu2inufPPVMCcV+ZzW3StQGFfXkFEKI+so0HbwyIYBZQRaX4mLF9z+E0XW5bxNifxwxQc7i4mI+/PBDNE3j2GOP5eKLL2bYsGFkZmZy++23c9VVV5UZmuv3+xk3bhxvvfUWLVu25KKLLqJFixa88cYbXHjhhQSDwXL7uPvuu3nggQdQSnH++eczaNAgfvzxR8444ww2bNhQja9WiH8WChssXVZ5TsKZsyPSg0bUeZUFTwBCISgqkhxGQtQUwzBYsKDyvJsbNlqEw3Ieqo9KAtHh6RLkFEIICAYNliyp/Hz5x1yTSESCnELsjyMmJ2d8fDxz587F4SjbaycSiXDxxRczY8YMfvvtN4499lgAXnvtNZYvX87ll1/OLbfcUrr8E088wYQJE3jrrbe48sorS6fPnj2biRMn0rt3b954443S/Zx88slcccUV3H///bz++uuH/4UKsZ90zSI1VWfjxoqDQOnpuuR2EXVefPy+C1W4XFLIQoiaYlkWTZtUfqkZF6dh6PIgoj4K7A5y7h6uXvHAEyGEqBdsNovUBjo7Miu+N2vSWMdms5ByCkL8syPm8bmu6+UCnAA2m43hw4cDsHHjRgCUUkycOBGPx8M111xTZvlrrrkGj8fDxIkTy0zf/ff1119fZj+DBw+mT58+zJgxg61bt1bpaxLiUPh8Ya64rOL8LboOJ42wE4lI9WlRtyUlKRo3rvhUdnR/OzE++Y4LUVMsy6JPb4MKLs8AuGCcE5+v/MgZceQL7BquvrvYUEjqTwkh6jGXK8yVl1WevuWsMx1YllzTCrE/jpggZ2Usy2L69OkAtG3bFoANGzaQmZlJjx498Hg8ZZb3eDz06NGDzZs3s23bttLpc+bMKZ33d4MGDQLgjz/+OFwvQ4gDZpomgwY6GHtG2btLhwOeetxLQoLcWIq6z+cNMv45Lw0blD2dtWtrcPcdLux2+Z4LUZNiYgK89IKPv11uMXyYnVNG2VCq8uF54si1O8hp29XRt4LU+UIIUW9YlkWHDopLL3ai7TUIyW6D++/zkJIsT4KE2F9HzHD13UKhEK+88gpKKfLy8pg1axbr1q3jtNNOo3///sCeHp3p6ekVbiM9PZ0ZM2awYcMG0tLS8Pv97Ny5k7Zt21ZYqKV58+ZltitEbZGUqHPNlQbnnxvDilUmXo9GyxY6Pl8ATZMbS1H3WZZFakoJb7/pYft22LrNIr25TnKSwuPxo2QkrBA1StNM2rUN8tknMWzcZJGfp2jbxiAuLoLDIWOU66tAsGyQMyRBTiFEPed0BDj/PAdjTolh5UoTh0OjdSsdny+IrksvTiH21xEX5AyHw7zwwgulf2uaxiWXXMLNN99cOq2wsBAAn89X4TZ2Ty8qKjqg5XcvV5G4uLgKi7wkJCRUuo6omLxnByY11UNqKrRqtffU+l1xurLjsSrI9/PQHOz7FxcHTRr/farrkNtTF9W17+DhPB7ro9r6+SckQLOme09xAJ5Klq5/asvndjDH48G0PRTKxeezER/vBApxODwkJNTP3+zDrbZ8t8SB29fxKJ9rzTqc739KCrRssfeU+n3fVhH5/ot9OeKCnF6vl5UrV2JZFpmZmfz88888/fTTLFy4kAkTJlQaqDzc8vPzy01LSEggNze3BlpTd8l7dmCOlPerqk9kFR2PVeFIeb9rirx/h6463sO6cjzWR3IM1U2H8rnV9PF4sG0v8VsoFcLvD6FpkJfnJzdXSqxXNflNqF7VdTzK51qz5P2vWfv7/ksgtP46YrtO6LpOw4YNOffcc/nf//7H/PnzeemllwCIiYkB9vTU/Lvd03cHRPd3+d3LCSGEEEIIISoWCEaLDmmahs0mOTmFEEIIUTWO2CDn3gYOHAjsKQy0O4fmhg0bKlx+9/TdOTs9Hg8pKSls2bIF0yyfx3B3Ls7d2xVCCCGEEEJULBwGx67K6jabVFcXQgghRNWoF0HOzMxMAGy7spunp6eTmprK/Pnz8fvLJr33+/3Mnz+fJk2akJaWVjq9T58+pfP+bnf19t69ex+ulyCEEEIIIUSdZ5oKy4LdtTxtNohITQ0hhBBCVIEjJsi5Zs0aSkrK5/IpKSnh4YcfBmDw4MFAdGjM2LFj8fv9vPjii2WWf/HFF/H7/Zx55pllpu/++9lnnyW01+PmadOm8ccffzBw4EAaNy5X9UIIIYQQQgixy+6A5u7K6tHh6qrmGiSEEEKI/2fvPgOcqLoGjv/vzKQn24BFOiogoFhAUFHE3ruAFbCjYu9i79hee0URQSxgQX1Exd4FBFGUrtI7W9Mz5f0QdpdlE0BhC3B+X5S5k+zd7Exm5txzz91mbDMLD3388ce88sordOvWjRYtWhAMBlmxYgXffvstJSUl7L333pxzzjmV+19wwQV88cUXDBs2jJkzZ9K5c2dmzJjB999/T5cuXRg4cGC19993333p27cvY8eO5ZRTTqF3796sWrWK8ePHk5eXx6233lrHv7EQQgghhBBbl4pcgcpMTl2mqwshhBBiy9hmgpwHHXQQK1eu5Ndff2XatGlEo1GCwSC77LILxx57LKeeemrldHVI19l87bXXeOqpp5gwYQITJ06kSZMmnHfeeQwePBiv11vjZ9x999106NCBMWPGMHLkSPx+P4cffjhXX301rVu3rstfVwghhBBCiK1OpkxOma4uhBBCiC1hmwlydunShS5duvyr14RCIYYMGcKQIUM2aX9N0xgwYAADBgz4L10UQgghhBBiu1axkvq6Qc6krK4uhBBCiC1gm6nJKYQQQgghhGjYKoKcFdPVdQNSMl1dCCGEEFuABDmFEEIIIYQQdSK13nR1Xa8KfAohhBBCbA4JcgohhBBCCCHqREXWprHOwkMpqckphBBCiC1AgpxCCCGEEEKIOlER0NTXqckp09WFEEIIsSVIkFMIIYQQQghRJ9ZfeEjXZeEhIYQQQmwZEuQUQgghhBBC1InKIGfFdHUDkpLJKYQQQogtQIKcQgghhBBCiDqx/sJDhiELDwkhhBBiy5AgpxBCCCGEEKJOVNTf1NfJ5JQgpxBCCCG2BAlyCiGEEEIIIepEjYWHpCanEEIIIbYQCXIKIYQQQggh6oS53sJDsrq6EEIIIbYUCXIKIYQQQggh6kTF1HR97VOIYYBp1l9/hBBCCLHtkCCnEEIIIYQQok6kzHQ9Tk1TQPr/Zbq6EEIIIbYECXIKIYQQQggh6kQqWTVVHWThISGEEEJsORLkFEIIIYQQQtSJlJlebKiCBDmFEEIIsaVIkFMIIYQQQghRJ1KpmpmcUpNTCCGEEFuCBDmFEEIIIYQQdSKVctDXCXLqa4Octu3UX6eEEEIIsU2QIKcQQgghhBCiTqTM9TI5105dlynrQgghhNhcEuQUQgghhBBC1IlUsmZNTpAgpxBCCCE2nwQ5hRBCCCGEEHUiZVJtunplkFPqcgohhBBiM0mQUwghhBBCCFEnzFSWTM5k/fRHCCGEENsOCXIKIYQQQggh6kQqBbpMVxdCCCFELZAgpxBCCCGEEKJOZFt4KClBTiGEEEJsJglyCiGEEEIIIepEKlk9k7OiPqcpQU4hhBBCbCYJcgohhBBCCCHqRMrMPF1dMjmFEEIIsbkkyCmEEEIIIYSoE6nUetPVpSanEEIIIbYQCXIKIYQQQggh6kQyWX11dX3t04hp1k9/hBBCCLHtkCCnEEIIIYQQok6sv/BQRU3OlAQ5hRBCCLGZJMgphBBCCCGEqBOpZFVgE6qyOi0JcgohhBBiM0mQUwghhBBCCFEn1l94SJeanEIIIYTYQiTIKYQQQgghhKgT5voLD60NeMp0dSGEEEJsLglyCiGEEEIIIepEMrXewkNr/9+UTE4hhBBCbCYJcgohhBBCCCHqhGlWr8mprX0akUxOIYQQQmwuCXIKIYQQQggh6sT609WVUhhGOvgphBBCCLE5JMgphBBCCCGEqBMps/p0dUj/W4KcQgghhNhcEuQUQgghhBBC1AnTBG29IKduyOrqQgghhNh8EuQUQgghhBBC1DrHcbAsyeQUQgghRO2o0yDn+PHjN2m/ZDLJ/fffX8u9EUIIIYQQQtSVikCmvn4mpw6m6dR9h4QQQgixTanTIOc111zDjTfeSDgczrrPnDlz6NOnD6NGjarDngkhhBBCCCFqU8WU9HUXHgKZri6EEEKILaNOg5zt27fn/fff56STTmLq1Kk12keMGEHfvn2ZM2cOxxxzTF12TQghhBBCCFGLsmVyynR1IYQQQmwJdRrkfOedd+jfvz9Lliyhf//+PP7441iWxcqVKznvvPN48MEH8Xg8PPLIIzz66KN12TUhhBBCCCFELarI1sw0XV0yOYUQQgixuYyN77LluN1ubrnlFnr37s1NN93ECy+8wNdff82yZcsoLS2lR48ePPjggzRr1qwuuyWEEEIIIYSoZalsNTmNqjYhhBBCiP+qXlZXP+CAA3jzzTcJBALMnj2bsrIyjj/+eEaOHCkBTiGEEEIIIbZB1tpAZo2anFpVmxBCCCHEf1UvQc7ff/+d888/n3A4TGFhIZBeef2xxx7Dsqz66JIQQgghhBCiFmXN5NQlk1MIIYQQm69Og5yO4/DMM89w5plnsmDBAs4880wmTJjAsGHDKCgo4MUXX+S0005j/vz5ddktIYQQQgghRC3LWpNTVlcXQgghxBZQpzU5zzzzTKZNm0ZBQQH3338/vXv3BtLT1z/88ENuu+02PvvsM04++WRuvPFGTj/99E163xUrVvDxxx/z7bff8vfff7N69Wpyc3Pp2rUrF1xwAXvssUeN14TDYZ566ikmTJjAqlWrKCws5Mgjj+Syyy4jEAjU2N+2bUaPHs2YMWNYsGABfr+fnj17cvXVV9OqVavN+2CEEEIIIYTYxlWsoG6sH+TUZHV1IYQQQmy+Os3k/PXXX+nduzcffvhhZYCzQl5eHk899RT33nsvAHfdddcmv++oUaN44IEHWLRoEfvvvz/nnnsu3bp144svvuD0009n/Pjx1faPRqOcffbZjBgxgp122olzzjmHHXfckeHDhzNw4EASiUSNn3H77bdz77334jgO/fv3p1evXkyYMIE+ffpI5qkQQgghhBAbUZnJuV6ahSGZnEIIIYTYAuo0k/OOO+7gjDPO2OA+ffr0YZ999uH666/f5PfdfffdGTVqFD169Ki2/ZdffuGcc87hzjvv5LDDDsPtdgPw0ksvMXPmTC688EKuu+66yv0feeQRhg0bxogRIxg0aFDl9p9//pmxY8fSvXt3hg8fXvk+xx13HBdddBH33HMPL7/88ib3VwghhBBCiO2NuYGanJLJKYQQQojNVaeZnBsLcFZo1aoVr7/++ia/7xFHHFEjwAmw9957s88++1BaWsrs2bOBdF3QsWPH4vf7ufTSS6vtf+mll+L3+xk7dmy17RX/vvLKKysDnAC9e/emR48efP/99yxdunST+yuEEEIIIcT2ZkNBTsnkFEIIIcTmqpfV1TeFpm2ZrhmGUe2/8+fPZ+XKlXTt2hW/319tX7/fT9euXVm0aBHLli2r3D5x4sTKtvX16tULgEmTJm2R/gohhBBCCLEtqghk1qjJKUFOIYQQQmwBdTpdfdy4cf9q/5NOOmmzft7SpUv58ccfadKkCR06dABgwYIFALRt2zbja9q2bcv333/P/PnzadasGdFolFWrVtGhQwf09YedgTZt2lR7XyGEEEIIIURN2TI5DQNSMl1dCCGEEJupToOcN910E0qpje7nOA5Kqc0KcqZSKW644QaSySTXXXddZYCyvLwcgGAwmPF1FdvD4fC/2r9iPyGEEEIIIURNlZmc6z2B6DpYEuQUQgghxGaq0yDn4MGDMwY5bdtm2bJlTJ48mcWLF3PyySfTokWL//xzbNvmpptuYvLkyfTr12+zM0K3hNzc3IxT8PPz8+uhN1s3+cz+Hfm8asp2Pm4J8nlvHvn8Nt/W9hnW5vm4Pdra/v4iraH83f7L+fhv+u7xJIAweXkhDKPqmcDni2PZZoP5HLYl8pluvTZ0PsrftX7J51+/5PMXG1KnQc7LL798g+2maTJ06FDGjx/P22+//Z9+hm3bDBkyhP/973+ccMIJ3HXXXdXaQ6EQUJWpub6K7RUZmpu6f8V+2ZSWltbYlp+fT3Fx8QZfJ6qTz+zf2VY+ry19Ict0Pm4J28rnXV/k89t8dfEZbi3n4/ZIzqGt0+b83er7fPy3fS8tdQCIRsurJT7YlkMygRy/W5h8J9Stujof5e9av+Tzr1+b+vlLIHT71aBSJwzD4Oabb8br9fLoo4/+69fbts3NN9/Me++9x3HHHcfQoUNrjH5V1NCcP39+xveo2F5Rs9Pv99OkSRMWL16MZVk19q+oxVnxvkIIIYQQQoiaUmZ6avr6M7t0XWpyCiGEEGLzNaggJ4Cu6+y666788MMP/+p1FQHOcePGccwxx/DQQw9lXCiobdu2FBYWMnXqVKLRaLW2aDTK1KlTadmyJc2aNavc3qNHj8q29X333XcAdO/e/V/1VwghhBBCiO1JKlVz0SEA3QBTVlcXQgghxGZqcEFOgFWrVhGLxTZ5/4op6uPGjeOoo47i4YcfzhjghPTIcd++fYlGozz77LPV2p599lmi0Sj9+vWrtr3i30888QTJZLJy+zfffMOkSZM44IADNquGqBBCCCGEENs606y56BCAoYNZc8KUEEIIIcS/Uqc1OTfGtm1Gjx7NtGnT2H333Tf5dc888wzvvfcefr+ftm3b8txzz9XY57DDDqNTp04AXHDBBXzxxRcMGzaMmTNn0rlzZ2bMmMH3339Ply5dGDhwYLXX7rvvvvTt25exY8dyyimn0Lt3b1atWsX48ePJy8vj1ltv3bxfXAghhBBCiG2caWbJ5NQlk1MIIYQQm69Og5wDBgzI2haNRlm8eDGlpaVomsbgwYM3+X2XLFlS+R7PP/98xn1atGhRGeT0+/289tprPPXUU0yYMIGJEyfSpEkTzjvvPAYPHozX663x+rvvvpsOHTowZswYRo4cid/v5/DDD+fqq6+mdevWm9xXIYQQQgghtkeplIORJcgpNTmFEEIIsbnqNMg5adKkDbYbhkG3bt0YPHgw++233ya/79ChQxk6dOi/6ksoFGLIkCEMGTJkk/bXNI0BAwZsMFArhBBCCCGEyMw00/U316cbYNtg2w6apmruIIQQQgixCeo0yPnFF19kbXO5XOTn5+NyueqwR0IIIYQQQoi6kG3hoYrsTtMEt7tu+ySEEEKIbUedBjllcR4hhBBCCCG2T6ZJ1unqFe0S5BRCCCHEf9UgV1cXQgghhBBCbFuyLTxUseJ6ShYfEkIIIcRmqNVMzqVLl27W65s3b76FeiKEEEIIIYSoT6lsq6trVe1CCCGEEP9VrQY5DznkEJT6b8XDlVLMmDFjC/dICCGEEEIIUR/MLDU5KxYjMiWTUwghhBCboVaDnN27d6/NtxdCCCGEEEJsJbJmcq5Tk1MIIYQQ4r+q1SDnqFGjavPthRBCCCGEEFuJrKurV9TklCCnEEIIITaDLDwkhBBCCCGEqHXZFh6q2CYLDwkhhBBic0iQUwghhBBCCFHrsmZySpBTCCGEEFtArU5Xnzx58ma9Xmp6CiGEEEIIsW1IpcDlqrm9cuEhma4uhBBCiM1Qq0HO/v37/+fV1QFmzpy5BXsjhBBCCCGEqC+mCV5vze2VNTklk1MIIYQQm6FWg5wnnXTSZgU5hRBCCCGEENsGma4uhBBCiNpUq0HOoUOH1ubbCyGEEEIIIbYSplkV0FyXLDwkhBBCiC1BFh4SQgghhBBCbDE/LZzAh7NerbHdNKvqb66rcrq61OQUQgghxGao1UxOIYQQQgghxPYjZSW57fMBABy3y4BqpatSKdAzpFjoUpNTCCGEEFtAvQQ5Y7EYEydOZP78+UQiERzHqbGPUorBgwfXQ++EEEIIIYQQ/8WK8KLK/18dXUaTQPPKf6dSVVmb66oIfJoS5BRCCCHEZqjzIOe7777LAw88QDgcrtzmOE61Ud6Kf0uQUwghhBBCiK3H0vIFlf+/sGRe9SBnlunqmqbQdUemqwshhBBis9RpkPPHH3/klltuIRQKMWjQICZOnMi0adO4++67WbhwIZ999hkLFizg7LPPZtddd63LrgkhhBBCCCE207J1gpwl8VXV2rJlckJ6eypZmz0TQgghxLauThceGj58OEopRo4cyVVXXUXbtm0B6NevH9dddx0fffQRAwcO5J133pEgpxBCCCGEEFuZkthqcr2N8OheimPVg5zZVleHtUFOyeQUQgghxGao0yDn9OnT2WOPPejYsWPGdsMwuPHGGykoKOCpp56qy64JIYQQQgghNlNZooiAK4eQJ69akNNxnA1ncuqy8JAQQgghNk+dBjmj0SjNm1fV5XG5XADV6nNqmsYee+zBL7/8UpddE0IIIYQQQmymsngxfneQoDuPotjKyu2WBY6TPcipG5BK1VyMVAghhBBiU9VpkLNJkyaUlJRU/ruwsBCA+fPnV9uvtLSUeDxehz0TDZVSClMliDglRCklZckQv9h2rH98qyxT+IQQdUvTNOKEiVBCjHJ0XU5OITZVSWINflcQvztIeaK0cntFlma200mmqwux7Urf8yaJUpq+563TKIQQYntSp18vO+64IwsWVBUj32uvvXAch5deegnHSY/cTp06lZ9//pkdd9yxLrsmGiBH2SyL/8Ptn53LSa904ozX9ubZ7+8gpspQStV394TYLI6yWR6fzx2fnVd5fL8ydagc30LUsyQxpqz4isvGHcuJwzty0duH8eX8d0ioaH13TYitQml8DQFXCJ8RIJysGeTc4HR1WXhIiG2Oo2xWJBZw1+cXcOLwjpw+qhvDpw4litzzCiG2vDoNch500EEsXryY33//HYD99tuPXXbZhU8//ZRevXpxyimnMGDAAGzbZuDAgXXZNdHAKKVYGV/EOW/0YtLCL3FwiCTLGfnLo1zz/qlEnbL67qIQ/5lSilWJxZzzZi8mLvyi8vh+bcrjXP3+KXJ8C1FfNIev57/P9R+exvyi2QAsK1vAPZ9dzFu/PY2lZDaBEBsTTpTidwfxuQKE/0Umpy6ZnEJsc5RSrE4uZeAbB/DTggk4OERTYUZPfZyr3z+JqFO68TcRQoh/oU6DnCeddBLDhg2jUaNG6R+uabz44ov07NmToqIiZsyYgc/n46qrruLEE0+sy66JBiZFnKe+vwXTrvlAOXf1dP4pnikjf2KrlVIJnv7+NlJWzZSVeav/4K+iP+X4FqIeRKwSnvn+toxto6c8QdSShzEhNiaSKsdrBPAa/n+dyWnKOIIQ2xSTJM/+cHvGe96/1sxg7prpaJrMXRdCbDlZbjNqRygUolevXtW2NW3alJdffplYLEZ5eTmNGjWS2leCpBNn8sKvsrZ//dcH7FG4PylZhlNshZJ2jEkLv8ja/tW8cezVtJcc30LUsdJEEZFkecY2y7FYHl5CKKdxHfdKiK2H4zjEUmG8hh9NaUSSVTMTKrI0sy48JKurC7HNSThRJi7Ifs/7xdx36bbDQdi2XYe9EkJsyxrMsInP56OwsFACnKKS3x3K2pbnbVxZx1WIrY1CEfTkZm3P98nxLUR9cGmeDbb7XP466okQW6e4GcV2bLyGD58RIGZGsOx0dLOi3uYGg5wyXV2IbYpCEXDnZG3P9zWRe14hxBbVYIKcQqwroOXSZ4+LsrYfsUsfTFPuhMXWKaDncuru2Y/vI3c5TY5vIepByJ3PTo06ZWwr8BdS4Cus4x4JsXWJpNKZ0F7Dj3ftoEB4bTZnZSbnhlZXl0xOIbYpAT2XvntenLX9mE5nyj2vEGKLqtXp6jfffPN/fq1Sivvvv38L9kZsTRwbTulyIT/N/4xZK3+t1nb1gQ+S52pSTz0TYvPZlsNJu53HT/MnMGPFlGptV/S6nzxPIcigthB1zq+FuO/okQx6+wjK4sWV272Gj4ePf4uAlodjy8kpRDYV09O9hh/dTj9mxFJhcr0FVQsPyXR1IbYbtuVwQucB/PjPp/yxfFK1tssOuJd8twweCiG2rFoNcr733ntZ2yoW1ciWni5Bzm2QBmGrmLJ4EYbuJuTOJ6DlZK3B4nNCPHzcGBaWzOHrvz4g19uIIzr2JUcvwGDDUwqFaAiUUiScCOVmCfFUlBxvPkE9D2Xr+JwQDx37JgtK5/L1vPfJ8RZweIc+5Lob43Lk+BairmiaRsQupSxRhOWY5Hob8cbZk5m86Gt+X/Yz7Rt3Yd82hxHSG0mAU4iNiCbDAHhdfjQznbIZTUUASG5kurpkcgrR8CmlSBAlnCohlooQ8uQRNPLQ7OxhBa8TYugxo1lYOo+v5o0jx5vPYR36kOduIve8QogtrlaDnA888EDG7Y7jMGTIELp160afPn1qswuigUiqGF/9NY5nvr+NaCp9A9wmvwP3HzOSHXw7Zn1w9BGiY/7e7LrPPkB68ari4uKM+wrRkCilKLFWctvH51Rma7p0N2d1vYK+u1+Kx/HjJUTHvG7suk8PgPR0HYmhCFFnlAYLI7O5ZfwAlpT+A0DQk8u1Bz3Mfi2P4qA2J+E4DpZlgayJIMRGRVLpTE6P4UORTmiIm+kgp7mx6eo6xBO13kUhxH+klKLcXsNdEy7i1yXfA2BoBqfsfiEDu12Hxwlkfa2XELvkdaXzPt0BuecVQtSeWg1ynnzyyVnbhgwZQuvWrTe4j9g2aJrGjJW/8PBXV1fbvqB4DoPePpJRZ/5ESBVkfb3jOFKrRWx1ok4pl797PEvL5lduS1lJRkx+hBxvASd1PB/bcuT4FqIelZpruHjskcTNaOW2cKKUuz69iOf6fEKH3L1kQQQh/oXY2qxNr14V5KwY3E6uzdLMuvCQAWsTQYUQDVDMKeeaD07l7zUzK7eZtsmYac/hcwXov+e1YKmsr5d7XiFEXZCFh0Sti9rlPPP9bRnbwolSfln0NbqeZVhfiK2QUorFpX9XC3Cua8Tkhyk3JSNZiPpkGAZfzH23WoBzXc/9cCcJMrcJITKLrQ1oug0vHt0LVAU5zY0FOfWqfYQQDc/q6LJqAc51vfXrM3JvK4RoECTIKWqdjcn8otlZbGPJDAABAABJREFU26cvn4SmyaEoth1KKf4qmpG1vSxeTMKK1WGPhBDrc7BrLIKwrr+LZmLayTrskRBbv1gqgqG5MDQXHsO3dlv1TM5s49pSk1OIhkvTNBaX/p21PW7GiKdkYFAIUf8ksiRqnYZOi9wds7bv0mT3rIsPCbE1chyH1nntsrb7XUHcazNchBD1Q6HRvvFuWdtb5u6Erlx12CMhtn4xM1KZwalrBobm2uRMTkNWVxeiwbJtmx1yWmdtd+nuyoENIYSoTxLkFLUuoOdy0X63ZmzzGj46Ne1KsbkCpbLXcBFia+I4Dm3yd6GRv2nG9r57XozPFazjXgkh1mWaJkd1PANDyxzIHLTfbfg0OU+F+DdiqSjudQIdXsNfWaczmQKlINvkHd2AlJTrE6LBahJoRvOcthnbju88gJCRX7cdEkKIDCTIKWqdZVns3eIgzt/nJgytavi+wF/I3Ue/whPf3sy5bxxIqb2qHnspxJYV0vJ55tTxtMzdqXKbQnFkx37s3LgzX8x9G0eTDGYh6pPPCHDvMa+S52tUuc2luzl/n5vYsVFHmWUgxL+0biYngEf3VgY5U6l0Fme2QW3DkJqcQjRUlkrx1dxxDDn8adoWdKzWdki7kzh/n5tQtoQWhBD1r1ZXVxeigtvxc/rul3NYh1P5u2gmHt1LJFnOsJ/vY+6q6QCMnvIkl/S4E+QCKbYBtm0TdOdy7j43kOdrTCwVJuTJZ+KCL7jrkwtx6W56tj2KoJJRbyHqg6ZpzFo5lVG//B/XH/x/uA0vSSuB3xVk/MzXeXXyI1y6z73y0CbEvxBLRfAYVUFOt+GtXNyrIsiZjUxXF6LhililPPn9EBoFduDcHjewQ04rYskwQU8es1b8imXZIJPyhBANQK0GOTt16pS1TSnFuHHjGDduXNb2GTOyL9whtj66Mnjhp3v4/u/xWLaFg1Ot/at54xjY7Vr8KreeeijElrUmupx7JlwMgKG5MO2qpzfLjLEmuoJgQIKcQtQHTVN8NHM0fy7/hVvGD0Sh0DUd007Pl83zNeLcvW+Ua5IQ/0I8FalWc9qte2pkcmZjyHR1IRokpRQLiudiOzarwkt56MurgOr3tr12Oga/O6ceeymEEGm1GuR0HGfjO9XCa0XDpNDwGv7KB8j1uXUvSoYAxTZEX6c8w7oBzgrrlm8QQtQ1hc8VqPyXg1Pt+pQO1Mg1SYh/I2qGceueyn+7dU9lJqdpOhsMcuo6mBLkFKLBcRwHt+GpsX3de1td6XXZJSGEyKpWn7BnzZpVm28vtjK2ZXNKl/P5ZNabGdtP3v18Anqe1EAT24xcTwGFwRasDC+p0Zbna0yet0k99EoIAel60Sftdj4fzRidsf3kLucRNHKxLRl0FWJTxWpkclZNV08m01PSs9ENsCywbQdNkwEGIRqSFjk74jX8lefzunZu1JmAK6/uOyWEEBlIoSlRZxzHoUXOThzfeUCNtvaNu3DMLmdIgFNsUwJaHvcdM7JaVgukp/fcd8yrBLW8+umYECJ9TQq25cTdzqnR1q7RrhzXqb8EOIX4l+KpaLWML7fuIZoKA+kszY1NVwepyylEQxTUcrnn6FfQVPXwgd8V5M4jX8KvheqpZ0IIUZ3MlRR1yuMEuHjfOzh+1wG88/uLxMwox3Y6k06Fe+NXuVKmQGxTbNtmx1Bn3uj/C5/MepOZK6bSvkkXju10FrlGEznehahnbvxc1ON2ju10Nu/8PoyYGeHojmewW9Puck0S4j+ImRGa6q0q/+3WvRTHVgGQTKWnpGdTkeWZSoGn5sxYIUR9cjT2KNyfN/r/wgd/vMqC4jns2WJ/Dm1/MiGtkSSqCCEaDAlyijrnIcDOOV24qffT2I6NcjRs25aHSbFtchS5WhPO7HIVVhcTHQPLskAOdyEaBA/+tdekp+SaJMRmipvR6jU5DS8xc+3CQ8kNZ3JWBEBl8SEhGibNMWhkNOeCvW/FckwM5cI0TbmnFUI0KBLkFPXCcRwsM31FdJCRP7HtsywLUFhY9d0VIcR65JokxJYRN2M1VlevqOGXMjeSybn2qcSU6epCNGiWmb6nNZERCSFEw7PNBDnff/99pkyZwh9//MGcOXNIpVI88MADnHLKKRn3D4fDPPXUU0yYMIFVq1ZRWFjIkUceyWWXXUYgEKixv23bjB49mjFjxrBgwQL8fj89e/bk6quvplWrVhl+ghBCCCGEENuPxPqZnLqXeGptkDO1aTU5kxLkFEIIIcR/tM0EOZ944gmWLFlCfn4+hYWFLFlSczXjCtFolLPPPpuZM2dywAEHcOyxxzJz5kyGDx/O5MmTGT16NJ71igHdfvvtjB07lvbt29O/f39WrlzJxx9/zA8//MBbb71F27Zta/k33L4opUiRIGFHUUrh00IoW9bJElsfpRQJoqTsBEopgnqeLGYiRC3TdZ2IVYLlmOjKIKDnrc2mFkLUFsu2SFqJ9YKc62RyptIrqGdTGeRM1mYvhRC1zdFsYnY5juPg1QPotqu+uySE2I5sM0HOe++9lzZt2tCiRQtefPFFHn300az7vvTSS8ycOZMLL7yQ6667rnL7I488wrBhwxgxYgSDBg2q3P7zzz8zduxYunfvzvDhw3G73QAcd9xxXHTRRdxzzz28/PLLtffLbWeUBqsTS3j6h1v54Z9PMDQXx3Y+i3O6X08++fXdPSE2maVSLCyfw2Pf3MCMFVPI8eZz+p6DOWHXc/A6wfrunhDbpCRRJi/6mhd+vJulZfNpntOWQT1vp3uLg3A7/vrunhDbrIQVA8Bj+Cq3uXUPKTuJZVukUqpycaFMXGvjIBLkFGLrpGkapdZqhv80lE9mvYllmxy403Fcuv/dFLh2kNqdQog6sc2kxvXs2ZMWLVpsdD/HcRg7dix+v59LL720Wtull16K3+9n7Nix1bZX/PvKK6+sDHAC9O7dmx49evD999+zdOnSLfBbCIDi1AoGvnEA3/09HtuxSVoJ3ps+nEFjj2R52aL67p4Qm0TTNP4q+YOLxhzGjBVTACiLF/Piz/dyz2cXkSBSzz0UYtvjaBYfzHyVOz45j6Vl8wFYWjafOz45jw9mjMDRpN6mELWlYlr6+tPVIR0ATW5k4aGKIGciUWtdFELUonK7iEFjD+fDP0eSspLYjs3Xf33AuW/2otRaVd/dE0JsJ7aZIOemmj9/PitXrqRr1674/dUzOvx+P127dmXRokUsW7ascvvEiRMr29bXq1cvACZNmlS7Hd9OOJrNiMmPVE5tWtfy8oVMXvQV+oaq1gvRQETtMh7+6mqcDMPWExd+yeqYDIwIsaWFrRKGTxqasW34pAcJWyV12yEhtiMV927rT1eHdAA0ldrwwkMuma4uxFZL0zR++OdjVoZrloyLJMt589dnQJdUTiFE7dvugpwLFiwAyFpDs2L7/PnzgXT9zlWrVtGyZcuMwbU2bdpUe1+xeWJWOT8v+Cxr+2ez38GWlfzEViBuRfmnaFbW9l+X/CABeyG2sJLYGpJW5jSwpJWgOCaZJELUlqog5zqrqxveyrZNXnhIgpxCbHVMEnw17/2s7T/88wkxs7wOeySE2F5tMzU5N1V5efrLNRjMXA+vYns4HP5X+1fsl01ubi6aVjOmnJ8vNSbXZUdSBD25rI4sz9ie6ysgGMzB0La7Q/c/k2Ospmzn45ZQ8XnHSksxNAPTzhyUz/M1Jicnp1b6sDWT43XzbW2f4ZY8H1emvBts97p8W93n829t67/ftqqh/N3+y/lY0XdXLD1wl5eTTygUSrcl021uvwvb1vH5NEIhX8b30XUHKMdwBcjP92TcR/x7DeXYEv/ehs7HhvZ3TZoJcrzZ+xT05ODzBsj3N6x+/1cN7fPf3sjnLzZEIkV1pLS0tMa2/Px8iouL66E3DZdL93LGXpfxwBeXZ2zvt8fFlJfKKOCm2laOsS19Ict0Pm4J637eHi3IYR368MmsN2vspyud3Zvtu038bbakbeV4rU918Rk25PMx5MqneU7bynqc62qe05aQa9s+xuQc2jptzt+tvs/Hdfu+smgFAKm4RbmWvldLJay1bcuJxZrhOBbl5ZkH/1Kp9FTW4qIIxcU1yxaJf0++E+pWXZ2PDfHvqpSi356X8sXc9zK2n9X1SrSUq8H1+79oiJ//9mRTP38JhG6/trvp6hUjyxWZmuur2F6Robmp+1fsJzaPZVns3/Zo9mt7RI22gXtfS+v8dvXQKyH+Pc3WuaTnnbTKq37Makrj3mNGEtTz6qdjQmzDAlouDx3/BkF39SzpoDuHB49/g4CWW089E2Lbl3G6ekVNTjNKIlG1uFAmMl1diK2X4zi0Cu3M6XtdVqOt987Hs3fLg7BtWfxPCFH7trtMzooamhU1N9dXsb2iNqff76dJkyYsXrwYy7Jq1NCrqMVZ8b5i83mdILce8hzLwgv4at44vC4/h7Y/hXxPE3J9jSiOy8iZ2DoEVT7PnjKeeWv+4OeFn9M02JIDdzqOkFGA5mx3X79C1Drbtmnm24nXzprI1CXfMWvlr3Qs3IuuLXoR0gvkAUuIWpQwY0Dm1dXjZpREcsNBTqUUhuFIkFOIrZQbPwP2upbjOp/NF3PfJWklObTdyTQNtMTjBOq7e0KI7cR295Tdtm1bCgsLmTp1KtFotNoK69FolKlTp9KyZUuaNWtWub1Hjx589NFHTJ06le7du1d7v++++w6gxnaxeTwE2DG0K+323h0A0zTJsEi1EA2a4zj4yGH3xvuzV9MDcRwHy7LkWBaiFjm2Q1Dlc1Drkzik7SnYto1t2zi2nHhC1KaKTE6X7q7ctu7q6slk1Qrq2bjdkJAgpxBbLTc+dvC0ZeCeNwDpWXqOI9dfIUTd2e6mqyul6Nu3L9FolGeffbZa27PPPks0GqVfv37Vtlf8+4knniC5zvDyN998w6RJkzjggANo0aJF7Xd+O+M4DqZppgOcQmzFKo5ly7LquytCbDds28Y0TcneFKKOxM0oLt2DpqoeL1zrTFdPbiSTE9JBUMnkFGLrV/EMJwFOIURd22YyOceOHcuUKVMAmDNnTuW2SZMmAdCtWzf69u0LwAUXXMAXX3zBsGHDmDlzJp07d2bGjBl8//33dOnShYEDB1Z773333Ze+ffsyduxYTjnlFHr37s2qVasYP348eXl53HrrrXX4mwqxcbbtprzcxarVJl5PgFAoAUiwWIhMlFIkEm7CEYNUyiEYhFAwLsExIeqQUop43EM4rGPZDsGAQyiUlMGhrUjcjOJZpx4npOtQu3QPsUQcy9p4kNNwQSLpAKr2OiqEEFsppQzKyt1EI+D1KoLBFLouI0NCrGubCXJOmTKF996rvprb1KlTmTp1auW/K4Kcfr+f1157jaeeeooJEyYwceJEmjRpwnnnncfgwYPxeqvfoAHcfffddOjQgTFjxjBy5Ej8fj+HH344V199Na1bt67dX06IfyEWC/DkMwk+/qQc0wSfDwac7aVvHx9eT6y+uydEg6JpGqvX+Ljz7hhTf02fH40bK2663k+3rhYul9w4ClHblNJYuszHbXdGmTUrHdRs0ULj9lv8dNwlia7LIN3WIJ6KVmZursujeymPpb9LNxbkdLsgmaiN3gkhxNYtnvAx7n2L4SPCRKOg63DEYW6uvjKA3x+p7+4J0WBsM0HOoUOHMnTo0E3ePxQKMWTIEIYMGbJJ+2uaxoABAxgwYMB/7aIQtS6R8HL7XTF++rnqgTAWgxeGxbFML+cMdAGp+uugEA1MWbmP8y4Is3pN1XSq1asdrrsxwovPB9mts0x3FqK2lZb6OOf8MJFI1Xm4ZInNJZeFefO1EC1aSE23rUE6k7NmkNOte4jE0vcem5bJWRu9E0KIrZnBuPctnn42XrnFsuDjT5OsWGnz0FAvXk98A68XYvux3dXkFGJbVlamVwtwrmvU63HKyt0Z24TYHmmaxm+/WdUCnOv6v8djRGNyzghRm3Rd59PPUtUCnBVsG559IU4qtZHImGgQYmbmTE637iUa38Qgp9TkFEKIGsrL3QwfkTmIOfVXk+JivY57JETDJUFOIbYRSimWLsuecZZIQDgsmTBCVNB1ncm/ZK/3N3u2hWXKTaMQtck0dX6Zkv08/ONPk0RSzsOtQdyMVq6mvi637iEaSw/AbsrCQwmZri6EENVEohCNZm9fsMBCKallLARIkFOIbYbjOBTkZ7+4KQU+r1z8hKhg2zZt22a/DBY20VCaTFUXojbpuk2rVtnPwx2aahiGnIdbgw0FOWPxTQtyGi7J5BRCiPV5vQptA5GbJk00KesixFoS5BRiG9KocXqxhkwOPMBFKCSLNwhRwbIsDupt4MpSnfr88zyEgvK0LURtsm2Tvqe6yZaActEFXnxeqSW9NYinIrj1mot3pldXTweqNyWTU4KcQghRXSiY4ojDMpdQKizU2KFpHXdIiAZMgpxCbEOCgTjPPBmg2Q7VT+1dO+sMucmLYcgcMCHWlZuT4Okng/h91beffJKbQw/WsKzs02iFEFtG40ZJHrjXj3ud5zel4MLzvOy6qyOLf20lYmY0Y5AzncmZ/i7dlJqcMl1dCCGq0/Uk11zlYc89qo/MFxZqPP9MgFBIFh0SosI2s7q6ECI9/bawSYxXh/tZvgJWroJWLRWNCmx8vigyi0GI6pQy2bWzwztjQyxYaBMJO7RrpxMKmbhdsfrunhDbBV1P0XM/h3HvhPjnH5tkEtq31wgGUhiGPLhtLeKpKI38NdOJ3Lq3MpPTvbFMTteG684JIcT2yu+P8OhDPtYU+ViwwKrM4AyFYjIYKMQ6JMgpxDbGtm38/ig77QjduuZTXFwMIAFOIbKyCAUjdNk1PV9WahoJUfc0zSQnZLLnHnIebq2y1uQ0PCQS6b/nRqerS01OIYTIyuOJ0bwZtGiuKq+TEt8UojoJcgohhBBIUEWIhkDOw61XPMt0dY/uJZlIB69ldXUhhNh8cq0UIjupySmEEEIIIYTYLNlXV/eSWJudaWwkvUJWVxdCCCHE5pAgpxBCCCGEEOI/cxyHpBXPsvCQFzOp4XKBUmqD7+NyQTJVW70UQgghxLZOgpxCCCGEEEKI/yxhxbAdG4/hq9HmMbykUvpGp6qDTFcXQgghxOaRmpxCCCGEEEKI/yyWigDp+pvrc+teHFPD5XKADWdyGi5ISSanEEIIIf4jyeQUQgghhBBC/GdxMwqA28gU5PSA5cFwbXwJYJcLTBMsSxbVEEIIIcS/J0FOIYQQQgghxH8WS6WDnJkyOT2GFywvhrEJQc61c8xk8SEhhBBC/BcyXV1s13zEMRIlECmCQAGmO5e45sdxJINAbLs0TcNnlqHFiiAZgWAhSVeIBO767poQYhMZCrxmGSqyEhwbJ1iIk/LXd7fEdipupqerZ1t4CEtD0zctkxPSdTl9Nct7CiFEg+HGxGOWQfkKcPuxfQXE9BxseY4Uol5JkFNst0J2Oc64K3Dm/1y5TW/ZjWCfZwnruRLoFNskTdMIRpdgv34OTsnC9EalcO91GsZB1xNBgiRCNHQuZeFd9gvOu1fgxMvSGw0v9jF342l3pAxYiDpXWZMz43R1L46loRvWRt/HvfbQjcviQ0KIBszvxNB/fAZn0ivgpAdwVE5zgme8QiTUBsuW50gh6otMVxfbJS8JnA+ug3UCnAAsnoLzzmV47Vj9dOw/0DQN03STSnnQdb2+uyMaOL9Zgv1qP6gIcAI4Ds7UN9Gmvo6rAV8VNE3Dstwkkx40TY51sf3yxlbhvHEeVAQ4Acw49gc34C7+C6U2vLhLXVBK4Tjp81UpGVPf1m1o4SGv4QPTi9LNjb6Px5P+bzS6RbsnhBBbjGPb6DM/xJn4cmWAE4Cypdgj+uBLlWzS+8h9rRC1Q+46xXbJlSzF+fvbzI2LJmMkS8FT80a9oYnF/Ez7zeatsUlME0443sX+Pb0EA1HJRBU1KKVQq+bgRFZnbHd+ehHPHn1J6bl13LONi8d9zJwFr72eIBqDIw93cdihXkJBOdbF9sWlK/hlZPUHq3U43zyG56RniOOq455VSaXcLF5i8OqoBMuX23Tdy6BvnwD5eXFg49l8YusTq5iuniGT02P4aJJS5CQWQ8oNruzz0CXIKYRo8MIrcL57KnNbohy15Fe0todg29lLdMTiPmatc1971BEuDj1E7muF2BIkyCm2T4nwRtrLwdO0bvryH8VifobcFmfyL1WZEdN+M9mxrcbzzwYI+CP12DvREGmaBqv/yr5DohxlpaCBDSbH414eejTJhM9SldumTzcZ9ZrGiJcDhEJyrIvth2anYOXs7DsUzUezE6DVT5DTtFx8MkHx4MNV19k//rR4a2yCES+HaNM6tsEHP7F1iqbCaErHyHDcuXUvhSkDL2XoS37Batsr6/t41wY5Y1vPhBohxPbGTEKWhAEAVs5C2+mwrNe6eNzLw1nua195OUAoKPe1QmyOBjwxUYha5M2BDU3n8za8TLZ1aZrGjJlOtQBnhX/m23z6qVlv0x50XU8H00SDY9s2FHbMvoO/AFtvWLX8lFIsWapVuxGssGKlzcjRSajFjDWllBzTokGxNTc03z37DoUdsTJMGa4rkbCbR/6vZoQqkYA7744SjTWs75i6pmnaNvl9EkuF8RmZazobjg2WF7eWRF89Z4PvU5nJKUFOIURDZXggp3n29ua7Zw1wKqVYvCTzfe3yFTajRidpyHloFffFDaEsjhDZbHt3WUJsgpQrFzodnbmx/SGk3Dl126F/ybIMxr6dzNr+7rgEkUjdZPHouo7L5cI0fSxdFmDcBwaff+GmpDSAaTbci/T2yHEc7EY7QW6LjO2q1+Uk3Hl12qeKm6SKerLr15U1DIMPPqh5I1jho4+StXKsK6WIxXzM+8vHu+8Z/PiTm7LyAA0uzVVsd1KWDd3OBD3zca8OuppkPU1VV0oxe46NlWVG+uw5FuHwvzuHKq4xW3vN6WTKzeo1AT4a72L8Jy7WrAmQSm07Ad9oMozHyDwN3RteRdQMYBgpVMmiDb6PTFcXQjR4oaaog6/L3BZojLPDblmDnIZh8P6H2Z/h0ve1dX9tUErhcrkwjMzPbkpplIcDTJnq5Z13DWbO8hGN+iXYKRokiUCI7ZLCQj/iNmx0nJn/A8dJZ3buciTq6HuJ46nvLm7Uhhbtq4sF/RxHp6zMyzffmfz1t03HDg5Nm8JbYxLMX2CjaXDXHX567a8wjOxBKlG3onoOwQFv4bxzKSz9Pb3R8KB6DsLa9URMq/ankeoKfFYZqnwFJMqxc9syZ2k+b38YpkMHg/17esnJqardZ22gNlFtHeuRiJ8rro4ya3ZVtMbrheeeDtK+XQKpKyjqU8zdGP+AN7HfuQzKlqU3+gvQTniQeLBlvdbzsrfQz1ZKo6zMx88TTab/YdG5k0HP/bzk5MSArWu6eyLhZdRoixEjy6ttv/A8L6ef3vDrf2+KqBnGmyWT0xMpIpwK4ngdtPJlgANkfjA2DNB1ma4uhGhYXMrCmyqDkoU4JS7UjvvDoTfjfPs4pNZ+YTXtiOr7AhEjDzZQlsXewC1kXS/KrpQiEvEx7y+Hr742KSjQOOqIAHl5KVyudDBW0zQWLfZx4aAwZeVVHWzVUuOFZ4Pk5kakjqhoUCTIKbY7QScM71+DtXASWveBaGe+ml7AoaAtCU8Bcaf+FmvYVLpucurJHn78KXPw8KTj3QQCKcCHYRhrV7lNX3xMc+Orm26cxpy5Hi4eXE5qnS7k5SmG3hfktjvDrFrlcNsdUd57O0STxhLkbCgcxyHsboz3tBEYyTJIxXB8ucRduaTs2k/u15VDoGQu9hvn4kSLgPQNVtvdzqZX16u44lYvXi+89EKQnXaMY5omJxznY9z7NUe9dR0GXeglJ8fGttUWu8GybTdPPZOoFuAEiMfh0svDvDsmVK0OaMXUHcdxsLKlsAmxBSnHwjGT6IfeBN4Q4ICVwrZMtHoMADqOQ8cOOpqW+flu5511goEN968im2TlSjf9zy2nuDh9Xr87Dvw+GD0qhxbNk5imuVXU9lRK8dffihEjEzXahg2Ps99+QXZo2CXAN0ksFcaTYdEhAE+smIgZwPKYYMYhGQZ3KOO+Sim8HkcyOYVoICpKbGzP9zheErj+fB/ns3vBSqWHuV1+1Fmj0C79EidWAoYHy5NHTPPjbODaZJomJ57gy5rNeeIJbnJzbcDYQs9sGxaJ+Ln0iijz5lX9bV8YFufmG30cebgLw0hRXu5l8OXVA5wAixbb3HlPlAfvd+Ny1bzGCVFfJMgptiseZcFn98Pf3wFg//Qi/PRiujG/NfrAd+ptsYZ/w7ZtunRR7NHF4Lfp1S+ALVtoHHuMi2hMY/6CFBM+U+i6omdPN/GYQ7NmHvLXGZ37L8IRH1ddG64W4AQoKXF48ukoZ57u5Ymn0qOa//soxYXn182FWmwax3GIKR94fFQmLddRrMBvlmKPPL1q1DvdITzTR9H1gPZ026sfU361uOraCKNfDRAIRGndyuHAXi6+/a7qgDv5JA9HHeHm9z9Mnn3OoveBPtq0cfD5Nj/9Jxxx8fGn5RnbYjGYM9dm727pLKRIxMe8vx2+/8GkaaHGwQd5yQklMAw53kXt8cVWYr92ZsYsZ9fAMSQa715vWRXBYJLLBnt58ql49X654K7bffj98awJLvGEj2XLFJ9/nsJ2ktx9R5Bfp6UYPiJO970Nzh3o48uvUqxZ49C1q5vddtXJCTXshYxM08Urr2a/3o4YmaDLbg3/vmNjIskw7iy1YI1YKVEzgOVemxUUWYOdJcgJ4PFCNJo921MIUfs0LZ1NP/0Pi19/s9iprc5++3nJXWemzfZAKYVrzVycT+6o3pCK4rzaB3XxZ5QH21Zt38i113GcjPe1hgHXX+tn184GLwxLoGsahx8eoHEjE4+ntgKIBiNfS1YLcFZ44MEY+/YI0ahRihUrYfWazL/XpMkm5WEfBfkS5BQNhwQ5xXahokCyO16E8+cHmXcqXogWXgE5wbrt3H/k90V5+CE/EyfavDU2gWnCcce5OfwQA113uH9oii+/qkqFePmVOCef5KFVCw20dLan2/3fAp3LlzmUl2e+2M2YaXHJoKqvlqXLbKnXIoC1q7v/9WP1AOc6gtOe4oJ+RzHl1wCrVzsUlygCAfB6Y9x+i49fp7l47fUk+/QwyAlpDLq0KhA56vUEu3bWefzRAD5f9lUpK74LLMvKGgRKJWFDMflVq9PHdFm5j0sGR/hnflWA5fEn4wy9z8+++6QzroXY0lyawpk8IuuDlPPN43hOeY449VPv0TBSnHSChz13D/LyKwlWrLTZcw+d/md5KMiPZwxI6rpONOrl7nvj1R76Ro2O06+vh9uG+MnJ1bjq2nKSay9br78JjRsrhg8L0qgg2mCnyqVSitWrswdhV6+2SW4Dkx2iqfKsNTmd8gQ2OqYr/d2voqshv23W9/K4Zbq6EPVJKcWq1T7OuyDMmqKq71a3G154Nkj7dnG2trIh/5XHSeJ883jmRsfBmfQKrkNuI2Vt+jXI641x2y1+pq29r43FHIbc5Gf0G3EeeLDq2e2lV+L06+tm0AVePJ6qgcOKGUS2bW/WIF8k4uad98JZ27/4KsWZpxuUlm74d0skGub1V2y/JMgptmm2bVBa5uH7H0xWr3a4+MQ4rg0VQilfjspt12AfltaXn2dx0EEGB/YK4uCgUDg4/DnDYfcuBqf385KXq1i5ygYUf/xp0ratzj33R9h/3xB5eQahUApNcyqnoWiaVnnB1DStMiBUQSlFJJr582neXKPPyR6aN9e45eYAH3yYoHcvA8v671mjYtuhaRqs2sDKuuFV5OdUHWsVN01KKQKBJPv3dNi7m4uSEhcn9y3Dv/Z5OhpLl9SdO89i+h8OHTsGsS3QdIXbbeP3xbBtjXDEy/LlDkVFNsGQi7atFYFALL0gk+0mHk8PEOTlKYbc5KfZDgrTVFg2fPZ5ki++TGKa0LmTQTTm4vkX4pUBTp8P8vM1Skpsbr41ygfvhcjLlSCn2PI0JwWr/8q+Q8kiNDsJWv0tauN2Jdilg+L+e1wkUy58XguIoGkauu4iHjewLEUyqWPZYJkOk38xqwU4IX1eRyIOe+/tYskSmyf+L8TceSZffpXkn39solGHl4cnuPpKD4YRz9yZDdA0nXDEjeMoXIaFx5Osdt3bEvcCXq/FvvsYzM2QKQOw374uAgFFOHPy+FYjkiwn15ufsS0ZTn8XpvQIKB0VK97ge3m8srq6EPUpHvdw6+2xagFOgGQSrrw6wpg3AgSD20dNCc1OQvEGFkxb/Vd6n3UW/Es/S7mJJ8DQbTwei0jUhWUqPB4blyuJzxtlnx4eOnXyo2nwx58Wn31e/Rro84FlKcrKDALBAKGgSTxuEI4oLEthWQ6NCiCVsnAcha7buFyKaEwnHLYJBBR5uSZKra1xv951zXHUBgeUKoKbrVtlL2cVCCiCW0d+kNiOSJBTbLMsy2DSZBc3DimvnBp3ZA8fHQxvuiZUJvltGkSAU9d1ysp9RCJQXu6QE9IwDAef30GRvigpTbFgoU0opDB0MAwHr1dDAR130WjVQse0wO1yaNdOx+WCVq3cJJPw4rMh5i+0WLjIZqedvLjWXpeTSYe58yxat9LJz1fMnp1ixQqHPfbwUtjExuNJB4TatNZQqnoiUd8+Hvbu6uLVUTGefi7GDjtonNbXy157urDtf//wKbY9tm1Dy27Zdyhoy+IVLvba0yA3V9GyhSISDfL33zaLF9t07GjQbAfFX3+bPP1EiEjUpllTnUaNFLruoDRFKgXJhMNrb8TRdTj1FA+JeIBYPL1wUMsWirw8Db8PDBdEY0EiEZgwIUGXLhAKaox5O05Jic2ee7ro0N7gicci9NjbxSMPBhn9Rpw1axzKy6DjLgYvveCmsFDHTEEs7pBMOCxdZvPHHzYH9krXsKqoidsQvlvE1s/S3Dgtu8L8HzPv0GxXLN2XXtulHhiGi6JiD7YNwYAiL9eipMRFPO7BdkDX0g9EK1ZYzJmbpHFjndwcxSGHuOjZMwfbUigFlg046Sl8a9Y4tGyhcLsVzZq5yM9TFBbqFBQofvwpxeRfFJ07hTBNm0TCITcXcnJMysoMEkkNTUs//Bm6TSCQwLZt4nE/Ez6zGDEqxurVNrt3MbjqigClZRYzZlj03M9N8+YOPu/mRttMTusX4J13EzUCd4GA4pST3biMrX+2QywVpjDQPGNbMpy+CXP0MhxPCBUr2eB7edyyuroQ9Skc1pn+R+aB2rJyh2XLoX276tsrZm1ta/c6pu7B3Xw3KFmYeYdW3bA0D1jpWT7hsJ/5C6Gk2KZJE40dmrqYMdPk8SfjJBMOfft6OGD/ILm5MHWqSatWDjs01cnPsxnxcohYDAqbgN+voekw7bcUP/6cQtOgRXOdnXfSKC52yMkBr8chZWokkgalpTYF+S7CkXRNbJdLZ8ECi2/mQ/fuXmb8adK6jYcmjdP3poahME2HF58L8cNPKcaNS1BaVv1vt9++bkrLIBSyOPwwV40gLMAlg7yEgpLMIhoWCXKKrJRSpFJukkkNw2XjcSfr6cJlEFmbaaFpdrVFdLLRdZ3SMi/FxSbHHePmkwlJkkkY/WEuN+9zLt4pz9V8UcuuWL5Glf+0bTfRWPoU8XlNdL32v8CVUiRTLlat9nD/0AiTfzHp1tXgjNM89OhukExplJbZaJqioABattSIRGDFChvThMJCB12Dp5+N8/mXSVyudJbI5YP9FBU5zF9gUZCv8f0PKZYstbjiMj933hPmt98sXC446kg3Rx+ZXlCoRXONq67w89SzYSIRhx7dDe66I4TXkyAQTHH6aR7eeDNdf2WP3Q067mJw45CqKQ9Ll9o89kSUJUvcXDLIIwWp/yNdN7Dt9LGfzqh1EYkaaMohGEw1qCLwjmMQDnsoKk7fPOXlOgSDcQxDJxz2kDIVkbzD0E/5AM3lo8QsIGm6yAk55AQdTHcB3RyNlCdF00Kd0lKN5StsfD5F9+4uAn6HRMKhVSsNt1sRChlEo5BMwT9zLdwuBUqhKTinvw/bgYULLfLzHTwexeLFNiWlNnvu4WL5Cpvlyy1yczVatNBo00bn1VEJ8nIV/fp60HUoLYXSMpt77wrwzbcpAgHFnbcHmP5HChXQWFNk0w6dm4aEmTHTIhBQnHi8h14HpIMwyVSA+Qss5syxaNFcY+edNHJyGnb9QFFbDCJRF5pyCARS2BuaUbARpmWj9jod5+eXag7YKYXW+2qSGIBTOaUNqi86V7E9fZ2v+dBi2S7CYTfFxelzJzfXJieUIpl0k0ho6IbC0BWa5oBysC1IJhXJFBg6uF3p4KRSkEgaBIPg9sDChQ7+gINTrohEFc2bGxQ20fB4YfUqWLbc5tPPkkz7zaTPKR6CQY3vvk9y0QU+IlH46OMEixbZ9D3VSzRmc/2NEW6+McC1N4RJpRzuvSvImLfjnHqKh4ULFa+NjlBW7lBQoDjzdC9NCzV23tlLQb7Ow/8X5Ysvq373ab+ZnHtBGQ/cF+TzL1K8MCzOXnsZPPRAAJ83ewmMTZGXG2PkiBAPPBhjytT036FHd4Mbr/eRmxMFcjfr/RuCcLIMryuQsS259uNzVBmOO4iKl27wvTwema4uRH1Kpjb8nBUOO+s8j+mEw17mL7QpL3No314nJ2Tidm8d9/1KKRIJD+XlOrG4Q06OIhRMolQKTdMpi3pp3OtqmPlJeqFaby6qxR5gmTjL/kB1Pwfb8ZIydWwrPfugRXPAUZhWuoxX69YGjz0aJFzuMOHzBIsWmyils3sXg2QyXdorFNIIBhVeT3qa+LTf4pzRz8fv0y1++jlF31M9NG2qMX+hRV6uhq7BipXgcjk0bqwxZarJiJFxiooc2rbROO8cH40aK3od4CYSdeiyu0EqCX/8maJFC4OHHonw2+8mSsG++7h4aGiQBx+O8vc/6fuT3XbVWbbc5prrIjz/bJAbr/PSqpXOm2/FiUahcSPFpZf46N0LIH1dcxydcMTLihUOpgnNmyuCgSSalr0mi1KqcmEruT8WW4pytrXhlgaquLjm1Jz8/PyM2xsC03SxeImLZ5+LM2euRYsWOpcM8tChvV1nF630tGg/r41O8vY76QyIbl0Nrr/GR4sWCZSqOcJY8Zpvv7MY/XqccMShR3cXJ57g4Ykno8yYafH0A3H2jr+I5/cRYCbST2HtDyfc+36WhpvQpAlEI4qnnk3w+RdJHAcOPdjF5YO9FGxG3S9d1ykv92JaGrpuEwrGsW0LXdeJRL0YRjrbJJV0mDQ5Rdu2Bh63wnClb/h/+81k6q8mO++ks+8+LmJxmzlzbe5/IFKZHeJywUUX+NhpR42CAp01a2xcrvT0kh12UJxzfjqr9fhj3XTr5mLYSzGuuMzPDTdXBSd36aBz5ule7rg7wv49XbRvpzNiZPpB+swzvOzYVnHIQelpC99+7/DiS3Euv9TH/z0ezVqU+oP3QhTk//eHxPz8zFPg/qvaOu8yndOaplNe7iEcAbdLEQiaWQcMlDIoK3MTjYHHreEAb7yZYOkym4MPcrF3Nxcffpjg3feTeL1wWl8PRxxmbLAGZV1JpTxM+Ezx2JNRXC7FBed5ObCXC9sGx7Zxe3RGjoqz6646XXZzcfMtYebOszhgf4MbrgsweXKKufMsOnUy2LurwRdfJfjpZ4vlyy3+mW/TtFDjyceD+HwwZ65FKgn+gKJ1S52580y8Xo277knXjrpisI/Scoffp5sMusDHyNfi/PRzCpcLjj3azfnn+bAs+PtvC02DWCw9Rf35F+NM+y39vXLWGR7cbsWKlRYD+/t47IkoP0808Xjg+GM9HH+cm3AYLruyvEZpxHSpCA/t2ukMurRqdejcHMWw54O0aFF79QPz8/NZsyZCPK6j6w4+X3KL3zRuLedjQ6BpGqWlft54K8GnE9LH4KmnuDn2aDdgk0ylSyqEgsl/NWBhaApv8Tx47zIomp/eGGqKfuKjRJvuScrRicV8LFig+PrbFHm5isMOc1GQb1IedlNU5JBKOYQjDjs0hUYFdmW9r3jCxxtvWrw6Kr62PIPO7bcESCYdgiGNGTNMPvk0SYuWivMG+nB70lPmwuU2KVPhcqUzMT1uKCp2+N9HCVwuxUG93TRupJg6zeT+oRESCei6l8EVl/l58aUYP/6Uwu1OX5+OP87LdTeUc+ghbkwTJk9JcekgPyh4ZUSM2XMsBl3oZacddcZ9kKTjLjqvvBrH44GXX8jhrbfjfPi/mgOT5w70sv/+LhJxGHxF5vnhbdponHWGl/uHplMJLx7kpf+ZNo6zeeUn0g/S6cFTpcDvM3GvvRZszv1gfZ+PFX0/buROHNHuNA7c8biaO734Fpd99Ti79rqeK/LzcXQPyQOvy/qeo0Y7xOPw3NPZp0iKTdOQnzW2RXV1Pm7Zv6tBNOpCrTN4Ho74Oe3MSMZajErB+++m7+sdR2f2HA9XXB2uln19zFFurrnajdfTcFOydd3AsjTicTfX3xTl12np73i3Gy48z8sJx3v49bcU4TDs1DJJl+aLKUo1YnlxgC+/SuH1Ohx+ZA6mCS8MixEIKk44zsOKlRY772Rwz30RZs6quq532U3noaFBwKGsrOLeU2PUazE+/ChJKgU993Vx5eV+vF6HomKHK64KE444PHh/kE8/S/L5F1XXtR2aajxwb4CiYpvpf1iVz2rruv5aPwUFUFYGc+ea9OjhonkznfMuLKusb10hN1cx9P4gN90cpl8/D8ce5WHZcpvfp5t88mmcZ5/O4bPPkzTbQccwIBpzSMRtDjxQw+uJYVkupv5qcMtt1Z9Lr7nSx5FHUCN+oJQiEvHx9z8O0/+0aN1KY/fddEKhGBur97qpx/+WPh/F1kMyOUUNSulM/dXgmuurAl+r15hcPNjk2mt8nHCsC12v/Sr5kaiPy6+MMntO1QViylSTswaWM3pkiFYtq9cV0TSNkpIAd94TYdLkqoeRj8Yn+eqrJI89GuLaG8KM/ThI56suxnfAQCzLYclSh4+/C/JKPxexeJhXXsrh6uuqAhMAEz5PMXGSyZujQ4RC2Qs0a5pGOOIhHtMwDAgGU2haklg8wNy58OTTUWbNtigoUAw828uxx/pJJGDWbIsvv4qRm6s4+UQPbrfGNdeFWbXaxnHgkIPdnNPfy8efJvn40ySPPh7luadzeOPNeLXpb6aZfmj8+tsUo1+PVE7TLyhQPHBvkIH9vQwfEeeD/yVp0UKnWTONWNyhsFBj5cr0zrPnWHi9itzc9DTA0/t5Ky+c73+Q4LZbAvw80eaQg1McdQTsv5+P0jI9a4AT4K+/bBp133gG7rYmlXIzabLGQ49EKusa7d3N4I7b/DQqqJ7Rl0j4+HmiQygEqRQ42DQq0Dj6qHRm7dffpGhaqHHPXQFGvhZn5Up4+NEYn04weOQhP35fzRtJl+agW3EczU0SA8dxcGngSZWBY2LrPuJ64D8FwTRNIxz2kkhoWJbC5Yb993fo3j2XYACWr7D5ZYpJPOqw+x4GDnD2WV58XnhpeIx/5lv0P9vFEYf5OO3M0nWydhLk5iqefSpEWVmSA/Z30aa1zpNPR7noknJeezWHojUOb41NEIk47LuPi9NP8/DrtBRr1o5e5+VrDBse4Yn/C3HF1eXE1973JZPw3vtJJk42ueFaP1dflz6XCws1Hns4yO23+Olzehm2DaPfSPDc0yF03UX/c6puBhMJeO/99CJHo99MZFz75ffpJgP6e4nFHHbpYPDzxPT3ZWmZwyWXhXl9VHrV+C3NcXTmzTN5/kWbKb8maVSgOO9cD3vtqfB6JC2qPpSW+ul/Tnm178cnnooz/uMUF1/k49obymnZQuOaq3zsuaeNexMy3jVNY+ESH6+/2YELTx1DQW4SXdk4ykD3+VGaQSzs5+rrovzxZ9X1M5lSNG6kmPJrlEMO9uAyIB53iOfqvP2uSZ9TvPj9JosXaxx8kM6xR7vJyUlnoqRSDiGlc8llZSxeYvPU40EKChQTPk+xpsjikINc+Hw6DzwYYdpvJrYNnTrqXDLIz+w5FlOmmrw6Ks7A/l78fkUiAX4/XHu1n/MuLCOx9tdOJuGd95JMmmzywH1BLh5czlOPh3jnvQSW5TD6jThnnuHljrsivDAsztg3c5kyNcKZp3t55dU4iQQsWGQxbVrmgOToN+Lsu4+LWbOzBywXLLBp0rgquPbGmwlOOTGA3795QU7HcXC7E9Ue9LaVS6Jpp4ibUbwuf8b2eCydTWxRguNqmV54aAM8Higq2uLdFEKsQ9M0Skr9vDUmwYTPY7jdcFofD4cd5iUUjHPd1T5uu7PmvUqfU9yEgun7mvJyL5dcVs76EwLGf5KkUyedU0/WN2vmQm1Qyk3RGp33P0wxa45Fh3ZJLr7Ix0vDY0z+xSSZhA4dDIpLHCwrPVstJ8fN8uQuPPB/EX78qSo6+MIrZfQ/y8Ogi3ysWJGe0dN1T4Mht0WZOcvCMKoWspz+h8XLw2Mcd4yX624s59YhAW65vZwlS6ruwX/4KcWUX0t59qkcNE3Rvr1Ofr7Gr9PMagHOnXbUueoKP3PmWSxaZFFYqPPMkyGee6H6dX/YyzFuGxKgW1edBx6Msu++bt58K14jwAnp+puzZ5u8+FyQF4bFOblvKY6Tfq585MEQt9+ZnmG4vvOXejl3oIs1RW6uub76wH8qBQ8+EqN9+yCdOlY9ByqlKC0NcOEl4Wq/v98HLz4fpG2b7WdhK1E7JMi5FVFKYdsGKVPD67Gw7dpZ1CIc9nD3fZkzw558KsahB4fICdVukFMpxT//ONUCnBUsC/7v8RgP3u+uNgW6vNzHjJlWtQBnhWgM3ngrzgcj4zTiH/jpReziBViNdiNnz4vpvoeXRnkmc5fk8c23yWoBzgqlZQ7vjEty7gAjY0ZHynQxY4bB0IdiLFpso+tw2KFurr8mxJQpJjfdUvWZFhU5PP1cjG5dXQy5PczChekv8nbtdHbpYPDnDJPbbgkQjTm0bqVhGIpvv0vSto3O8cd6aNJEIxJxuPJyP5YFU6ameHVUnLvuCDB7jsWo16qP5hUVOVx5TTkjXs5h+Ih021tj41xzlZ8//zRp07oqyAkwc5ZJm9Y6v083Mc2qzyIScfC44fEX4vTo7sXni+P3x4jFM09RqxDYcPM2Sdd1Zs/VGXJbhHUTtH6ZYnLehWFGjQgSDKSPCaUMfv0N4gnFfUOrRsO9XrjqCj8PDQ0y+PJyVqy0eWtsguOO8zBmbPrY/326yZw5sNeeVTcPLg388ZXYP72Is3gK5LbCfcBgVG5znB9ewvnlNUhF0Qo7EjjqLhKNO5Fcp2D6xhiGwdJlXsrKwHYcgn5YvcYhP1/D64FE0sHtUpSUOMTiDiUlDrNmp3j0sSj793RxxWA/Z53hQ2nw9TdJAgFFLFZ1nJWWOtx+V4S+p3gY+nCUUCg9ujz0wQi//Wby0ivxyuN13AcJPv8yyagRORx6iMmunQ3eGhPn6KM8vP1uojLAua6lS22WLLVp105n3jyLlSttLr6snKefCPLoQ0GuvSGMbcOvv5rYjlN5M3jEYW5OON5DPOHQuJHGRedrjHwtVu2GssKff5oc3NuFtd5qm2uKHJavgJ132uSPe5Nomsb8BV4GnltKau3X08qVcP2NUU492c3gSzxbzdSxhmhTyqTUfI3BmLcTGQeA5s6zWL3GZqcddZYus5j0Y5jOrZLkNjNIKM8GBx5iMQ+u2HKuP+BTAj+MQWkGqsuJqJwdsF6/HXY/Ca3DIP7+21v5mnbtdDp10tL1vHY2KC6x8XoVM2eZWBYcsL+bVattggEvjRsriorSmRVNCzVattD4+x+bH39MsHCRzSsvBTEMjdlzLFatsunQwaBRI501q23OOsPLgLPBtGD063Guu7Gcp58IcdmV6VXRXx0V59GHgoRCijNO9/DqqHhlgHNdixbbrFpl07atTiTiYBjpwUCvV5GbU1W/8sefkhx2iLvadWrlSptgMHONy2QyvaBZwJ+9BqZSoNZJICwrc7C3kWBkbYkkywDwGRku9rZNLJFeBEvpESyXF1e8bIPvJ9PVhah9paV+zh5YTtE6iws99GiMjz7WeexRH/vvb/HU4wEeeyLO3/9YNGmSnqVz6CEaLlcMXdf58WezRoCzwvARcY48PIDf33CyOX3KZOp0nUuuilcGH7//IcVrb8QZel+QkpIY+fmKnXfSKQ/btGltMPbtBK1ba3TqZNCvr5d+fWHmTIu334mzpshh/MdJTjzBi2UpPvk0QYsWOjfd4MdMOSxf4eAPKObNSwc4Dz7Iw6WXl9G8hc6SpXa1AF+FeBzefidOly46gy70UR52uO32qgSbZjtoXH+tn5tvDVNSUvW38/vgwQdCPP5UlL/+St+XlpQ4KJVecwGgqMhmapZBQIAff0qxcqXDl19X/VF/+91k9RonY4AT4LXX45x6Soi3xiSzDty9MCzOQw9UPbcnk27uvi9a4/ePxmDw5RHeen37WdhK1A4Jcm4lUik3S5cajHwtybLlKfbupnPKyQHycjee0v1vlZZR7Uuzej9g2TKHnNAW/ZE16LrO199k/xKe/ItJIumr/LJ06Tp//GkxcVL20cLDDojTuOgL7A+ur9xmrJhFzsx36XbKk+y14jPi++/HIv9hvDXWl7Ho/TffpDijnxePp3rfNE1j3jwXg6+oughZFnw6IckhB7t44qmad+tHHO7m3XGJygAnQN9TPXg86VG/y64s58QTPCxqpdV4/e5dDM4/z8dV16RHzHof6OKxR4I0bqxx1TWZM03jcfh1mskuHXRmz7EoKko/6DVpolXWCKtQUKARDjt4vekHvgrt2+ksXmKzYoWNbVc9BQaDFnvsbvDb7zX/Zn5felW+7SWL08DGZ5XhLJ1Du1iY/728G5/8kMNTL7srM2tXrXL4c4bNfvukV7IvD7vx+xXX31h9BDQeh6EPRRnxcg6NGinWrHH4+pskjzwYrAxyAnzwvyRd9/LiODF8mol7zWyskWeAtfYmZcUsnDmfoY64DdXpSLS2+4GVxJ7zOc7rA/Ce8Qpm026bkNFpUB72UV6WnkZTUKBx3wPRan/366/1VQ5ErKv73gaPPxpCKbjn/ghTf02/Zq89De66I8jzL8SqFbn/6y+L5s3T2T/l5Q5DH4xwzkAfCxfZFBQoVq6seu9w2OH5F2JcOijdvmSpTb8+Bk8/l/0GadLkFLt2Mpi3dsXj8vL0oEpJic0Rh7v55NMkSdPh77/T7Ree78Mw4JrryyuDnrm5iiE3Bvjgfwl++LH6XX5OjiI/X6v8PddVXOL8p6DZhsRibu65L1oZ4FzXO+8lOfvMEE2aSJDz3/KSxJUqg+IF4AnhhHYgZuRibULUKxI1+PSz7Iuufftdin6nKA7dcyV5fzyDa/wkVKgQo9flWE27EFW+tauR6ziOg24nMcwyclylNPr+rMoV1h3AWfIrqvke6EffjvX2ZeQtmMo9NzzPtXf5ALjgXA+NCnSuuCrM8hXp81zX4ZSTPOzQFFatstllF52iNXZ6wTo37NhWJxpz+HOGSSIJn3yaZK89dHw+jYsuLqesvOozyAkpHnwgyBNPRVm4yCYnpLjhej/5+YoPP0pw+GFuPhqfPnE++yLJgQe46LmvizffzD4z4ouvUhx7lAuPR6VrTjfR+KHEgXWuScm1ZSvMdS79XXYzKgfzMtE0RevWerUMm3UdsL+LKVOqGvbuZuB2N6xMpIYmXBHkzJDJaaSiRMwgumaiaSYpw4U7WU76yM0cbPZ6ZHV1IWqXwWuvJ6oFOCv8OcNi5kyH7nun6NYVXnzOi2lqaHr10ipKpRdAzaa42MGyG86iam5lU7Q8yvW36jW++5NJeOiRKLff5qV1a0UqCR98kOSNMQm6dDE47lgPjz5Wdb/bdS+De+8O8sJLUS65yM8115WzcFHVZ2EYcPcdAd7/MMHESSZduhg8+XgIy3R48IEQBQUw7OXs16kff05xWj8vf/9j0rmTUe37cMDZXh55LFrjWT0ag7vuDXP1FX5uub0qscZwKYy1i9sVFTkU5CuWLs38c/PyNMrD1f+mwaBiydLsf+dEAsJh+Gd+9uvk4iU2qZSqXOg2HDb4eWLmL/nSMoely6BD+6xvJ8RGSbGbrYBlufhkguKsgWE+/SzJ79NNho9I0Pf0cpYs9VWuZrel6PqG38+96QlfGSml8JIkYJfjt8MYeubDsKAgez8CAYVS6S93Q9nYRSv5dZqF26M45EDFk/dEePq+MMcfDa61ofxjDizD/uSOmm/m2Fif3oW2y2F4Pr+JnX4ZxP/dkTk4kpOjsDNcsKMxNw8/mvnL2mUoli2veXE4qLebjz6uHnTo0F5n/nybd99LoGnpTNBMAdLfp5tMnZqi537pP8Y336b47Iskuk7lA2wm8+dbldPwmjdPr87XcReDOXOrLkwuA3beWefvfyzOOjM9Rb7C+ef5GPtOnM6dDFzrPPR5PQnuvtNX429mGPB/jwQJBreP1dWdVAzf0kk4zxwEbw4k9/PBNHu3N2c2eojH767+GUyZYuLWLEJmMY5p87//ZZ76DPDKqzFOPtEDUJkV2nMfjcfujPDMfRF67WNimYqQE8ZdNBfrgxuqApzrsD9/ABUshKYdcRrtiLbXaegD30Ll7ECQ9DGv6zp+O0LALsdLovL7JZHwMWu2h6eejrJ4iY3frxj6UKRagNPjgTatjRoBTkgPTMz7y+TV12LVAn+/TjO5/oZyLr8sHURc17rZWYsW2xQ20WjbRmNFhmP8y6+TFBU7hEKKdjuni8eHQtm/Q3JyqmePAixZkp5if8Rh6ayj3r3cLFlirV2YSOO5F2LVpviUljrcenuY/md50db5GtN12GtPFzNnWWQqs9imFoL+0aherfbT+iZPMdE0ueRvKi9JcpMr8az8A614Pmr5HzijB8CLRxMomUuWy1Y1ig1fL3ffTee0Q5axgzMDT/OdQYGz6Bec1weiT3yBXKuY0Jrp+FdNJxBfgevP99ASYfjzw8oA57qcpb/h2A7aOWNxH3o1h3Rdwfsvl3D+WRYdOri49PLyatcHy4Kx7yQoLbNp2lTxwNAIJaVw930Rzji7jAHnlnH7nRFMK505kko5XHOVn+tvDFcLcEJ6td37HkgPRFT8+467IvTr42XmTJN2O+uV+4bLHXy+9ENXKCf7OZqbo8gvSC+253bDTjvpWLbDqlVVP3v/ni5aNNd4/4P0tbRjR52AX2U99zt2TF/b3hob5+YbA6x/SuzQVKP/WV7eez/9fpoG11zlw+OWlWM3pCKT05shk9NIRoiYfjyu9GeY1PT04h3J7LWkPR6ISRKPELUmGnUx4fPs32vj3k/iODq2beP1xggGI/h9sWq1o23bptte2fOldt5Jx2Vs2gCRlySh5CpCZfMIJZbjI77Fn289qVLWFGVO5PF44MbbyrGbfI5Pj1JcZPPGmAQuAy4f7GPQpWXV7nen/mpy3Y1hbrkpwJtvxasFOCE9gHbnPRHOPjN9TZw+3eTxJ6MsX2lz+VXlvDoysdF71Ol/mDRupBEIKPLyqvZt2VKvzNRc3+rV6drZFR9d170MohGbiRPTf+spU1OcdaY342sBjj7SzVdfV39+iEYd8vM2PPvB71N02S37sbBLBx2PZ50SXckN3wOXljpb/O8vti/yxLMVCIczB9BiMbjz7iixuGeL/rxQyKZVy8yHRjCoaNLkv3/pGFiEwgsw3r8S9XQvtOEn4pv+ZmWApYJpmhx+WPanw9P6ugkG0l/YvmQRxi8vkUqYXN6/hIcvnMzBnf6m914l3HdNET98GOW0U9040eWQzHLXHF4F+W3AHUBbOoUOwT9p0aLmZ3DSCR7c7poBllRSrxYorOB2g8+vcLszfBY6NabpBQKKt8amg2Fd9zKYODF7WYBxHyQ46siqNx4/Pj1NoG2b7Kd1p44GS5am+3lOfy+tWmq8Oqrq2HIZcNcdAd5+J84lF/no0F7n0wlJWrfSuPfuABMnpVi40OaqK7zVHvocx6FJ4xivjwxy391+TjrRzTVX+hj3dohdOyeB7SQLpnQpzlvnpxe0Wodnxhvs6f+KXTtXPeiffXIE1+SXcZ7pjUqUsSjDlJUKCxdalTdDRx/pYp89ojx78zwO6/I3B+65mhP3W0iusxTlmODywpq/M7+RbeIsmgKLp6LCq8Eysd69Auu5w3G+/j9ynXL8cz5Ae/VU1NO9MN6+iFDJbNzKYvwnFmvWOCxe4mBZDn6/qpGluO8+Lr7+JvtN8xtvJji4d82TIRqDzz5LctA6bX4/NQIQjuOgNJWxnITbrVhTZBOPO5x1ppdPP0ty4vHZvxsPPdjN9z9W7+uObXXmL7BRCg7q7WLFCovDDvVwwnEe3nwrc6A+Zaan9/Tonv6+0jS48/YATRorbrmtZpZa714ucnO3/Pmg6Rtu97jlZnFTBZ0wxv+uw3rlVJwFP0G0GHJaoJ89CmwL+9XT8KdKNv4+wRT9+lYdg11203nmvghjnyvm+/fDXHLy36hPhmCNuwZ7xnj0g69D63kxAM6PL0DRP1gj+uHMGJ8uL2G40GIl2L+9nfVnOr++CQsmglKo96+gzQe9uLTjk8yZYxIOZ36oeP2NOIsWO5x5ho/rbyyv9vC0cqXNrWszQo480o1uKBYtzvxdtXhJ9VqWlgWff5Hk4IPclJVV/ezu3V388afJnLlm5eBNJsce46ZDO4PRb8S57+4gr70e4+or/Yx+PX3NOupIN4ahcByYOCnFsce4uWKwnzvvCXP7LYFqD4UATQs17rs7yJi3Y3zzbYqJE1M882SIcwd6Of44Nw8+EGTo/QHuvT9COOzQpYvByFeCtGie2G5mIvxXG8zkTEaIpIK43en7mfjaWgAqkXnhJ0gHHBJJapT7EEJsOS5X9vsCj0exsRiTbdt06qTRtDDzc8c1V3nx+zc+QBR0Ihgf34jz9IE4Lx2P88zB6GPOJ2iWbNlAV6wYa+1t6749NIY9HOaTUSX8b1SMF160abnDTPaJx8nzxBj7bvo+/uCD3Hz6aTJj+YxIxCEahW++y/yslkymE092aJr+fKb9ZpKXl/7/739McujBGR4O1zrxeA+ffpZk7NsJ3G448/SqwOS6CQCZJOIOhp6uN3/5ZX523lnnmefTv8Cxx6SvuenFD6u77FIfM2fVvFdIpaA87GR8LgY45CAXwWCSk050ZXzeVQouvsiLYVR9TsEA1UrPrK9t2+1nBqCoHRLkbOCUUsyYZZFtFunMWRaRyEaebv+lYCDB0PsDeNcb6NF1ePB+/waz8gxdEbDKCCVWErRKca1zhGmahr/0b+xhx8BfX6cDQWVLcT65Az68Ab9T/QrSNFTGbdfWvHDs2lFx5kkJDEMRIIZmJvAeehm3XJ0iYEQwfh+NNepMrOePxPnwRnzWSm4ZtISNflUqDa3PswA0WvA6++5dvfmYo1zssouOy1Xzgq3p1bPGCgs1nrk/yv+e/Yc93Z/x2fDFPHJ7rNoX+qzZFt26Vh/1KitzKgM4fr+q9mC4vvK12TAVUiZEozCgvy/j/rm5ijZtdFaucrjuGj977eUiHHG46AIfV17h4967A7z7di7Nm2sMutDHvvsYdGhv8NzTIQac7ePVkXF++inFU48HaN0qVePiY9s2wWCEgw9KcvMNir59TPLyIihVO7VjGxrDMLCnj0tnqGSQ89tTXHJ2mB7d4H8jy2nlTEUFmqCf+Sp5aikd2mU+jz0euPkaxdnHrWb6lxEevLGEUOlv8OE1WK+ejjX8VJypr6McC7VyNpQt33BHrSTWx3dgTx6Bs+Zv9OOHguOgPCHsrx7Fef+69NRcMwELJ2G/fCLupVMpKXb46ecUy5Zb7LCDRjhc8/f0+1WNDK91lZalM0Az+e13k/brfAbnDvQx7oOqYHHF9NnHnsg8UHH8sW6+/CqFZSsmTUpx4nEedmyrs0+PmiPLZ5/p5Y8/zWolKZo0UQRDitJSm+bNNPqc6uG2OyLs3c2gQwedRYs2EIReZHHyiW6uv8bHuLdzOfAAB68vxQ3XV2U3e71w9pkebr3Fi9u95TObA36TnvtmHkVXCrp11bf4KutbE03TNulhyUsKJtyFcvvRT3gIZ9FUrA9vwv76/3AWT00HOs04LJi4wcxYl8uF3yzhyEOg614azz1iM/KmH9l/5km0//gAgqOPgJmfoB93H/rxD0PJIqx3r4BgY1S7gwBwls9AO/pu0A2s547A/vBGnEWTyTbFF0j/saNFWO9cgX7ojeDYGKv+5K+52ef+rl7jkJujmDQ5lXGKsOPAK6/GOfN0b8b6meta/+Fr4SKL/fZ18fEn6etmsx00eh/oorTU4fkX4xx8kLvGdRDgnAFemu2gUVxqce1VftassRh8sZ/x4xN4fYr77glw9RU+Vq6y6LqXiw/ey+HqK7zk5jrcclMAjwceHhrkgfsCXHW5j8cfDfLYI0FSKZu7bg/Spo3GhM+TDL6inPkLLE4+0cPuXTTatrF58Xk/4z8M8cSjbnZsG0PTto9r2OYoi6dXCfK7atYyMpIxwmYQz9rZH7G1p43aQF1O/9pYaXn2OKgQYjMEg0lOPTl7kK1vH3fG9QfWFwrGGP5SkB7dq77HGzdSPHi/n86drI3ed3iUCZ/fBzM/qd6weCrOmAvw2dkzvjeFrmkEVZxcczWa4aHLrg6/fhHnxcFf0H32Oewwdn9afnw0XaPv0TG/PR4zgbnwt8pAX7t2OtMylOKqEIk4WZ/RAcrWu++NxRx0Pf28Nv0Pk/POqZlV2aO7QauWOtOnmyxcZJFMQn6e4tyB3soyYv7Mj3roOrRsoXHfPUGGPRciXGZzzvnl6Lriumv8FBfbDLk1QudOBm+/lcvFF/m45io/747NpVGj7PfwY8bEeebJEM2bV7/v2WN3gxuv92IYSfLz4rz8YrBaolTjxoonHwuwww7Jas+NoVCCKy7P/EscfpiL3By57orNIzU5G7j0YkMb3mdLD3TYtk2b1nHeeSvERx+n+P13i5131jj5JDcF+QmyZeX5iaH//j7Ot0/ixIrB7cfb4zw8Pc4ljB+PHcUefwtkWmVv7hfokWUQTK/G4ddNjAXjOdozi+7DL+DLn/0Ulxn07h6lrXcmjf76HWX1hFCT9BS/mePTQZlGO6F2OgDn7+8gFcOZ/yPWK33R+4/Gk9scyxOCTNkDoaZQvBCV3xoKO4LuZtDAdN0Sx4bDeyUobKZhuTJfsEPBJGed7uH5YXGaNFG8+sgamn3ZH37+BwAfcOgOXWj/+DDOuiKHcNhh3AdxHh4a4vwLyyrr6C1dZtOkiWLVKodZsywuGeSuFuhZ197dDGbNqroIuN1QkK+YOtXmist8vPxKnEgkfXC0b6fzwH1BlLJ5+okg77wb55H/i3LyiR7OP9fLCce50TX4fbrFmiKHMWPjxOMOzz8TZJddLFq00Ona1UcwkL4wWZnm4K5l2/Z2GUxRSuGsmpd9h/Ll7NE1zAs7zUS9PQirIqtYKXz7nMfZZ97J+x8mqtUJOmB/g2fvXAWzP0Gpo2DlX7BiBgQL0Q++Duuz+6F4Ac7kV7GX/obqurYOZ5P2sGpuzT5oBiqnOURW48yagLb7KTj//IjqcBhqx57Yr52due/jh3BYz3G8PSGPVascNL2qrs66Zs40OeN0LxM+yzxy32NvV9Yp1QUFGmXlDm3aaAw428fq1TZff1M1yHHuAB/z/jLpua+rxjnRsoXGwQe5efjRCG1b+2h0gofGjRW2BbfcHKCoKP1eSsEhB7tZvdpmyDpZlp07pVepvOveCH1P9ZCXp0gkNZ5/NoSuw66ddHbeWc9YXxPSGXqHHGxjmiaWle6brsOxR+v0OiBAIqFwuxxCoRSweTfs2bhcSW68wc/A88I1pmLdcK2PYHD7nG6bUFGK4yuZs+p3GvkLaZO/CyE9P9tYBK5UGc7qeWi9LsN68/yqC2zRP9if3Inasx/aAZdir56H1kHL+F2X45TDjC9xpr1Dk+79efWedjh/fwslBurEh7GnjMaZMR7760dRRfPRel+JftowrFFnYn/zBPpJ/4c172vw5aE8Qazxt1a+tzP3a7TOR2OvnJWx/2rPvth/jk+f47ESyGmGU7KEzjuFgcwrX+/QVMN2YE6Ghf4qzJljMneexW6dDVwuMi404XKlM6rX1aG9TlGRTVGxzYknuDnvHB8et8OLz4WIxhxcrvSg29KlNpMmp/D6FD33ddGoseK1N2JYpsLtVsRiFocd6ubKy9O/Qzxhc9xJpaRS8N7YEKFg+rxq0zod0F6x0seFF4fRNMUjDwZ58JEIpSUOy5bbtGih0f8sH4WF6YXS2rbVyMtNkEqlz5HgOnfGkkiyacoSxWhKw2tkyeQ0C/F40sdXdG0d+Q1lcgaD6f8Wl0Be3pburRDCti2OP9bLJ5+mmDuv+nf/UUe4aNPa3nAmnYKIXcKCNXMojRdz690HQrwAM6UIrH1W2JRV1d2pMpw/3s/cuOwPjHgR+DJfuzbGp0zciWKcOZ9hFy9C27MfKhnBWPMXzqrZaPuei/IXYH3xEPbHt6OVLkV1PQPPzy9x+KEH8d33KcJhh8aNFH/VrBADpAf2mjfXWJqlZmX7dgZLllaNHvp9qrKM0cuvxLnj1gCvvJTD198kiccd9t7bxZo1Nrfekb5HbddOx7Ycli5LL1I09L4guXmKiwf5MpaGOvN0D8mUw6cTEixfYbBjW4PHHw3SrJnGzz8nmTTZ5KYb/PTo7uLu+8LYFtx3TxC3y2a/fXQO6GlQXGzz6YSqi3zz5hr33O2naWGUES/5WbkqvbZAy5YaBfk2Hk/Ffa3FzjvFeflFH+XlCtuBnBwIBeM17pUcx+Lg3gaBgJ8nnoyzbHl6wcCzzvDQ91QDt1vqlYjNI0HOBs62bTp30lEq8812u3Y6wUBtTAW2yM2N0P8sHfM0HV23sTcwmuZSNvovo3C+eaxqYzKK8/3TULYM72G3o5tRWDY963vE5kzA6nEeAdPBmPM5zpJp+P94g9YzRnJuy67QzIfzywwIFaL1ugIn1AS15DescdfAOivNq9Y90E99Cuuti9JZdako9m/voNr0QDtjOPaIvtV/sKajH3Er1o/Po/e+Cq3jEajWPWg6+wku77kjrPkb+9uP0c4eRZmnaca+27ZJn1MD/DbdpM+R5TT75jwo+qfaPmr5dNr8dj2P3fs0M/8J0r69i2+/S/D8syFeHRVn4qQUX36VYNAFPu59IMryFTZuj2KnHdM1xNal6zCwv4/b7qwK1Jx4vIe3341zwP5u/vjD5N67AjgOhEKKZjtoKM3h1H7lxOPpUcCjj3QzoL+Xy64sp7TMYeQrObjdYFk2N93go3kz8PsjOI5DQX7Vz95AfHO7ZlkWqt1BONPfy9juNOuCYUVQb55b7XjFcXB+fplWrQ/iuSf249a7UqxYadO8ucazd67EHnsJ+gkPYb18EkRWV70u2AT95Cew3r8unRG9ZBra/hdjffcM+mE3YY29tMa0ee3ga7Gnjan8tz3nC3D5UO0Pxlm9gQBt6WKCRjnHHNWYd95L8MWXSTruorN/T1e1BXfmL7Bp3EijVUutxpRWlwsGXeTjwoszP9iefZaXgB/69fEwd67JSy+n+96smcalF/vIz1dcfW2YSwb5eHhokM8+TxKJOvTa38UOO2jceXeY228NcvnV5ZWLef3v/VxWrrQxUw79+qQX9VqyzMHBYdQruURjDvG4w4yZFrfcHmbfHq50PwI2TZuCbSlcbgfDsBl8iY/zL6rZd68XjjzCRSJR8/vRti2CgSjBDAsOb2mO49C4UZQxr+fy2RcJvv/BpLBQccZpHpoWpqpNE9pexFU5d024iMmLvqrcFnCHePykceyY0xky1FdWiXJU93Owvng440XXmTYGrf9oVCqRecCLCM6Yi3CWTEPv9zz2lDex//p6nR+gpbMzNRfOH+/j/P4O9BgIgcao3U7EqZiKrjRU892xP727+s9fOAntgEugSQdYNad631t2Rfny0PJbpcNIxQtRoaY4S6axW6uV5OfvmLHUw6CLfEz8OUmzZtkzU5s1S2czT5sW49xzfLw4rObD1en9vHz8adV3jssFfU5J16t9/51cTDO94NcbbyV49OEg332fYviIGLt2NjjrDC8nneghGFDpgUsH3C6NpattDuxl0HUvD4kkTP/TZMTIOLPWDpbcdouf/PzqAXzbtmlaGOO1VwMsXOhQUmpxxmlebrsjguPAwoU29z0QoaBA8cpLQYKBMKmURDM3R1miGL8rlDFb2khGCZtB3B4HQ3MRtc308vWJ0qzvF1qbEFpcDDu2raVOC7GdCwSiPP2kj99+t/nggxReL5zWz8OObR283g2s/KVgcXQul797POWJksrNuzffl/uOHoXPCW00QadSojzrDCgAVbyQkDeHmBbCdDZ96rpHs3CVLsL551vsOV+hH3gFmAmsNy+AsnVW3fHlp58Zx9+KPekV9Ha90bsPoEcSWrfW+HRCkisu8zFxUuZB7lCOxiWDfNx2R817wH16GMxfYFXOgNinh1FtgU2A+x+M8MyTIWbOMtE0xcefRCqzKZWCk07wMmJUjNP6+HjjrQTXXB/GtuHSi33cdkuAV0bEWLzEpmmhxkUXeiko0Djn/PS96pdfpzj+ODcnnuBhwLll9NzPRZvWGi2aa3z2eQKF4obr/AQDNoZR1f+brvcw+BIvK1bY5IQ08gtsgoEYlmXj90dp2wZ2bJt58UzbtvH7Y5XZ+Oltmf9GbneC3r10uu7pI5nSMAyHUDCJ40iAU2w+5UjBgzpRXFxcY1t+fn7G7eszTTdj3oZnn68+xdHlguHDguy8U80RkroWtErgmYPT0/gy0C7/Dkd34Tx5QPUAzzrKj76DovYH0jLQglIzTDhZhqG5cOkeEqkImqajay6aGjlof32FKuyE9fwRGTNDtX3OxyleiDPns/SGgrZovS5HtemRDlpOexunaD6qsAPa7qemp+7OmoB24qOguVCt9sIafgr6yY9jjR4IO3RG6/ciZVruBj+HeMJLQfIvtGGHZd1HP/dtiqNBzryhDYuX2OTmKG69xU+rljqagmBI8d77CUaOiuP1Kobelw7ofPRxgkQivRr1RRf6GD06zvc/ptB1OPlED0cf5eaKq8vxeODqKwLstadBMuVQVOSkM3Xs9Grd0ZiNx6P4ZEKS11+Pk1+g8dTjQZo3S6JpqbXZww0rEzM/P3/jO/0Lm3Le/Rd5KoL5/FHVg5G5LSjb9xxK2/fCipcRKlpMo8mjoN9w1iiTSKocXdNx6R48uge9zGHFoiSt2xi4f3oU1awL9sSXMy40QpP2aN0HYI+/DQDtgME4//wALj9a7yuwp7+Ps+wPVG5ztP0uwpk5HvvnlytfrvY4Ffz5qNyW4PZjf3BD1t8tfM73JCMxnn6zKZOmubjoQh+7djZ48uko33ybDqApBScc7+bcgT6GvxLjkwlJksl01vE1V/kBhy++TPHyK9W/J849x8tpfTxYNrwyIsa8vy1OPtHLjm11GjfWePT/IuTkahxzlBtdTwfuQyHFlKkpvvs+RW6OxkknenjsiSiTJqe/X0Ihxdg3c9CUg+04uFw2oaCFZWmYpk4qpRGOpFdmj0YdmjTRyM0xMYzMN/Yp082PP2kMfShG+dob0ObNNR56wE/bNtkz3Otafn4+ZWVlmKaOrjvY9pYPbm4V56Pu8PIv9/HGr0/TMm8nTth1IK3z2rG0bAEzV/zK4P3vJqiq/x6GS8dy4jiaImUnKYsXU54opXlOW+JmlJSdxKW58BtBLMciYcVw617cuhcPPizLJjj/c+y3B6N23B/Vujv2N4/X7JtS6GeNwho9ABwb/cRHoHAXsC2sl09CP/MVnOUzoNFO2F//X82sbH9Beip90QKcGR+BpqN2PQ4VaIQ9/QNUTjPsya+in/gI1pcPQ/kKaLwzC47+jGtuSlbW3PR64bxzfRxxmJvHn4zSr0960CvT1/+TjwVpVKD4fbpFz54uJk1O8fLwOMtXpB+uLjg/PeXuvgfSDydNCzXuvjOA3w9FxQ5XXl29Pu2w50N0aK8RiaSnyyeT6UyVtm10cnMUhgsK8k2UMrFth/JyN/G4RnGJw8+TUuSGFAfsbxAKJTcYwFdKoZQiZRoUFbl4/4MkixY77N9TZ799DXJzYg3ierep94PZXrsl/dt+5Ofnc98nl/PDgo+5vtfjNdpb/jmeO587hVSjQvw73cEujfeg9+LZpNofjtn5pIzvGYs53DgE7rpDcejBUk94c2zOsSX+vbo6H7fk31XTNGzbWLugq5k1g1PXdZSmiNnl3PLxAPyuEPn+JiTMKH+vmcm81X8weP+7Oa5Tf3Rl4HMFiCbTz29elxeUQ1mimFgqgq4ZuHU3upaeMm9ZKUwnRdJMoGs6mtLxGD5cmkHUjKJQKKVhOxY6Bm7NQ1myCNNO4XcFCRmNMNdOi9M0jeCqaajIKqyPbkM/4yWcZTNxfhuLs/S3mr9Ybgv0g67Bev9a9NOGgTcX/I1YnGjLa285NGumsXCRzZix1RMHLjzfS6/9XXzwvyTdurl4+ZUY8+ZZ5IQUfU71sNuuBjcOCZNKpeuxn3G6l2uuK69RFuaOW/y0aKlzy+3hyoX18vMVtw0JUFio8fv09HVwxzYGupFeCMjtVvh8Ni2aJFB2irCVy+jXY7Rv56JtWx2fTxGPO/w6LcUuHXRatzawbYdgQBGJOkQi6Sz5nBwLt2sDAe0GalOP/y19Poqth2RybgUMI0mfUzzstWeQl1+Js3Klw5576gzs76Egv/4DnAAqVoLdvAtrepxF2J2+KOUumU5w4iiIrqF89Wz+8XrZrfOxsN60BKdwF1ae9CBL7DCeRBm/lC/isW9uYH7RbFy6m6M6ns5xnc/mlo8GEPDkcP6+N9G9bS8a/fZ+5qnvgD1tDPpx92OtDXIqfwEEm4DjYH1wA6rdQWjtD8IpWYz1xnmVwVlV2AEnEcUpX4m234XYf3wItom+/yXE3HmwkWLPXk8cPVy84fqfsRJyPrqUlx54h/ufb8R3PznccluE554OccNNYUpKHd4Zk8vhh7oJhyEWdzjoIBe9ernAgdxcaNVS49pr/Jwz0CYnR5Gfp3hzTJxbhwRxHPjhhyR33xchlYI2bTSGvxggEEihaRCJKErLDHrsbXDYISGaNIGcUBTbtnEcpNDzZlB5LVHnvovzvxtg/s84O3Rm/tFDuOP7m5kz8ToAmgSbc/+xr5Eo+YNHv7qOf4pmYWguDutwKgO6X4PfHyRnFw1XMooz+zO0zsdmDnACrJqbLrFQwV+AkwjDkmlYiyajOh6ZPs4NL87SadUCnABa+4Nxylfh/PE+Wu+rwPDUyP4EoM2+hHI9OG8ey5WH3sG8g/cn4fHzyP9FuPYqP+f091JSmr7pmjgpxZVXlTH0gRBHHekhEFA0LVQYBiTN9I3fMUd7mDQ5HZjYa0+DH39KcvY5ZZx4vItLBvmIxWH1apuZM026dnXxxVfpfd8bl+5bowJF3z4ejjvWQ16uxnffJxlwTlXZB4AzTvcQCsaq1ZSqWBldqXR5hyY+nSaNNZRyMM0N1/9xGUkOOlCn214BSkpB1xW5OTbBDNNw6ptlWSiVvZbz9iBilvL1Xx/wfN9PceluYqkI7/7+EivKF9Ol2T4k7Bi6obEqspymwZYkrCiRcDmxVASv4ePFn+7jl0XfMOrsH3n1l0d4f/orxM0YLXJ35KL9bmX35vsSS0Yos0uIm1GiyXJ2LOiIf9FUALTdT8H6/IHMnXOcdJmI1j1wFvwM3hyc+ZNQHQ+Hgh0hrzX8/T3Oqjmoll1x1g9yRouw3rwA7YjbUYcNgdVzsSeNgJWz0U94GOubJ9LXO08oHeAEMJP8P3v3HR5F1QVw+Ddl+24aSei9CCKICChiFxsqCnbFgij23ntXFHtH/WxgL9gLFiyISrEACkqR3lO3787M/f5YIMQkFAlCkvM+D0/IzuzuzezcnZkz557bqqCUUY/nUR7WSSYhGNQZPSbOcSeWcc9dQRYusrnx+gD3jIySWHMfwjBg+Jk+2rczKA877LeviWnCfvu46Lubi0hEYVmQX6CRSsGrY7LQdQgFNf6eb3HXiESVEhU7dDJYstThz79sDtjPpGOHOOm0QZfOCk3L9HHHcSqNGggELAIBaNQo83xgXWmIDVFKoZTC0FMU5Kc4Z7iJUhqQKS3RkPtIbQonS/C7gtUuM1NRViULaOFP4jI8xNNRlNuPnqg5k9PrBdOEUonNCbHVZc5hUjWW59B0KLNW8/Xs90lZcfq2PZiTel5Iti+Pb+Z8wLLyck7vcxWdG+/MopK5TF36Lc2yWrMivJhWuR2xnDTzimZSEGzKI99ex1+rpmFoBvt3HMRZfa/HcWwWlP5FLBXltV8e4++iWbTIaceZu19H1ya9+G3xRJ7+8U7aNurC8L7Xs6R0Po2zmvPn8l8ZMf5iWud24sr9H6BNTmd8hPDaUZxPbsbY/wqIl4DhRstriVNdgBOgbAkE8jInh4YLkuVgmDR9oROX9ruC1S1PRN8/m5MH6UyZHEND0bt7iuzEjyS8O9CtSyGvvhbnyCM8NG+u4/fDDq0TxJMaY0YpAp4UOUXjWO7ZC5/PTyxesaH338/FXv0gf9nbvPrE3pSW60RULitWarw0JsGvv1Wcm/ba1eSma01U8ULcRprche/g/XwMiwd8xtFDMzeDXK40o54I0qY1lJXpFB7oxuuFQCCNYWQO7Hl5mfCPbdtyzSfqLQly1hFud5Idu2iMuNNFOq3j9dpo2tap7fZvRH0hvt/lEB6ceCXFsZUA9Gi2Bzee8j8CnkYY/hzykmUs2P8ijP6XAuDWXHjLl1PkcnHue4NomtWK8/rdysVjj1z3umk7xQe/v8Qfy6dw3l63cttnZ3PTJ2cwZNdLODNnV6qWa14jGQZXRUFjbdcTwU6hXD703c7A+eLuKoFIrf2+4PKj+XOhZAnOqtmo395G3+tCnJa9SW0kwLlOqLDmZbqZ+RdZSZMPBjBiwHBKhx1K2tLJaqbx/P+y+PiTFG+9naB9e4PWrQyaNNZZvtwhlcrMaP3GW0kMA64aXka7JfegVnhhnys4/LA8zhwepqi4op15eRoP3R/E54thWZmrOZcL8hslKcivGGogF3q1J+IpxDP4KYx0Gct1h7Ne3XvdzLMALt1NLBWutJ9bTppPZ73GrJW/cs0BD2FoJnFfHi2a7IhRQ+bzOvaaLCbDhda0K6wddm6nUb9/iIJMvb9Pb6n0NK393iiloeW0wFk6HVW8EOOYxyvKPKwVyEc74l5IRyBRRvbXl7FrIJ9050F0vPh0fv49SNjOonUrg5JSRf/9XZxwnAfHscnO1ggFbZJJHcvWKC2GRErRsrmOhuKzz9Pc90AM24a2bXQGH+XD70/i99vkN9LouqNBaZlTpd5RUXFm0pK5cx3239/Fm2+nKgVEeu1qcuzRLpTa8HdkprbspmdgKmUTDMbW1YsD6TvbE03TMN0mtkoTJJsXTpxAIh0lkY4RcIc4Z4+b8Zl+NE2nPJmZtbVlTjuWlM/HrbsZ+dVl7NS0D0vL5zPh70948phPuOvz8/llyffr3mNJ2d/c/Okwruv/GH1a709pvIjL3juawd3OZGVkKd13PYp2sz4FbwhiRTW2VcWKMusE8sFOATbYKYyB90DpYlQygpo1DuOk57Gnv1d1lIQ7gNa8e2b43UfXZSYP67AvSjng9mMcei/2h9dl1s1piTZkDDE9gNcbX29SQYMhJ3sxdI2nn41zyMEu9tzDzZuvhFi2zMJKpmnT0sLnt4imDCxLZ+hZEZYtc3CZEAhqHHeMmxOPiJA76R40O4G25wVEfM3RdJNVqz0sXVa5gxQUaFx+qZ9vvksx9FQPPl8U21bour3mJtvGP+cN1YTemI3dzBD/TlmieINBzqJEIzoH5qNML3ErgnL5q6+PvoamaYRCiuISxQYn2hJC/Gu6oRG2SyiNr0bXdbJ9jfCbAdKOhdf04zg2cTuK7aTxun0M6HISbtNLWWI1AXcWHtPL0N5Xk3KSrIwsZfjrB667BgR44Mi3eGXqI0ycP44bD36Ki94ZiLPm/NJWNp//9RYzlk/m3iNeZVHJXB6bcOO6584rmsl1H53C8L7Xc9AOx3PV/g9yzYcnc9rfn/DY0R/y+s9PMKj7MPq1OYTv53/KRe8M5H8njKeRvyk+Owlr61YbrkyU1t7IqJZUFJp0Q5UtRgs2hnQcHBvzu3towj3oh92J893jtPZmAQrenQ3KIQs4ovUe9LviVhZbnbAsjcY5cRoVfQWrZ6OW/Iaa/SUA7fM78fpdd7I81YqSRIhQXpBmhWnyPzoeY9D9FE5/lcJUjOIdz+XlV01+/a3i+KlpcOCeCRpNf5rAL49XPHjUo/y1PI+99zLo0tng8MNc5GQn0DSbRo3WzBfwjwOrHAdFQyBBzjpEKYVppjC3s09N13WmFf/Jjd9cVunxX5dO5JwPT+TZE77krSn307vVfnw68zW++OttUnaSzoU9uGCvOzAsk33aH86hnU/kvq8vq/Y95hb9gaGZ5PoKKImv4pWfH+GYU6bQpKZGNd0JVZSpial1OxItqxkquwVq3vfoOx6G7vJlhhHGisH0ou1yHMae5+GUL88Uww+vQGvZC73bUTiNOhBm04vqpd3ZmDscCH9+XmWZtvMxOH+Oy/ySDOOfdD9+7s8sG/4x7rx2nHKyTiJhEo2ZHHtC+ZqMGw1dg/KwwjTh9VeCeO15sPtwbF8j4spN48IYL48OMGeOYvYcm44dDDrv4MLvj1SbaSZ377YOpRQp3YftN/hm5phKAU6Awd2H8cT3N1X73PnFs1hWvpCuTXqzIryYwP6XUZiIgm5Un7Wsm2C4QTcxjn4U5QmhdeqPmv1VJlCZ2xr9sDugUQf0XY7H+eNjNLcPbZcT0FrsApoJsWKM875ErfwLZ/p7GEPGoP6egCpbBu32RrXpS9SVSyC5quJ9o6txTX2GgqnPcHDjzkTaHI3TbDCurlnYdtWTp7VBlewsA03TsCyLgw7ysEdfH6tWK7KyNHKyHZo1MykpqbjwtSwLV6CMCy4IcN11VffhGX9YXHm5j/fHZjF1qkVxiUPvXiaNCxVe7/ZzE0hsXZqmEdfCLA8v4J1p/yOcLOWonc4gP9iYcKKML2e/wyczXyNhxWjXqAuX7HMPXtNH0oqR6ytg9soZLCj5k2nLfmTobldx2btH43cF8bkClQKc6/vfTyPoXLgLs1dO44COgxkz9SGG972BN6b9j3P3OZ/cFTPRWvZGLZxUfZub74Iz+YXMkPIvR2AcegegYY+7A5bNQN/3UvRh72ayEIe+lQlkLp2WeW7LXdEPvgnly0FNeAKt86HovU6G7OZQthTjiBFgpdD7X4vKaoYTbEzMzK7mOGCTlxvl/PNcOFELt70K77tnwOrZtHQHMheHX5eCbpI//GPyO7TlpecDFBdnZpRtXABZnijxKKzocTN+v4bp13BsG+w0hQVubr0pQHGJYvFim9atDfx+jTtHRHnoAT8+X1SOQ/VEcWwF+YFm1S5LR2wSlo+gP0nK8BFPRVGuZmjx0g2+ZiiYmXhICFG7bC1FXEX4ecEEHvj6inXnqY38jbnlkGdpkd2OeCpMLB3huZ/u4fcVUygMteC6/o/y/bzPGDP1QUrjRRQGm3Na78tp26gzXleAEUe8yvM/juCHBZ/TMqcDKyNL+Wjmy5zW+3JemfrIugDn+paVL2B+8Z+Mm/VmtW197qd7OaDj0Swqnctxu5zDC5Pu454vL2HE4S9z62dnccOBT/H9/E9xlMOoiXdwxm5X49H9ZJtenD8/R9tpYOZc2eUD01t9WTVNA38+xpEjUQt/wpn2Nvqe51daRS2aitauH+rXqu3UF0yksMd0fC2aoy/6Cd9HN6Ha7oHefRBamz1wspuhfnsLbfVf5I8fjq/3ZayIH8GUKQmGHrEM+8h7+HrJdxhNW7NzoCW581/npitO5uyhbn6YpPAHNHbvHic/FMO3sj3KOgottxWq22ASnjz6djDYbQ8dXbex7co1quUYKxqq7SxcJuqimFPOw99eV+2yvdoN4L0ZL9CxoBsPfH0V84srZoSdtfJXLnpnIPcf+Ra9W+5LXqCQOat/r/F9Zq34hTZ5O1CyZBWOclhYvpAmzXrA0l+rrGsccDVq5V8YJ7+IWjELclqiZnwIxXNRThra9MXo1B+sOMpwY9lp1CN7r8moAbxZmdqc+15KomDnzdoeCTwEB9yN5stFTXsnU4PU9KD1PhW93Z7Yrwyt+qSsZjj+gjUHIxuPx8bjsXjumRA33hxbN/FQi+Y6F1/k58vxSQ7ovzNNQ8662JfjOAQDMXbpobFrTx3HSZOT46WkRFLN/muaS6Ech5+XTKiyrGVuB/5cWcOQGeCP5VNpkd2O6UsnUdD+MPLnTEDrfRrqp+eqrKv3PhWl6RgXjMf5/G7UvO/QD78LDrqBWLKMmeXzeODHqymKruS1kycR3PVkLCuO5aTQ4+X40eC3t1C/vbkuiGr/+Tn6ueNIBppjWVYmMOI4pF0hzPb7wNxvKjdixSyCkVGovgOJVhPgXN/6GVhuV5K8vCR5eeuvUTk3O0GEWz89i66NDuTSK0/kuVFeysozJ2y9djUZfqaPu+6JMfxMLwfs71R7gifqvxhlvPrzo7zy86PrHjtm57P5a9V0xk77H3+smLru8XlFM7nonYE8dNRY3vztKU7seSG7ttyLh7+9GoCUlUCh2KXFnpWe908rwosJJ0sJerLp27o/H/z+Em/8+iSX7nMv5VltyR7/MMYR92C/OrlqemJuK7TmO2NkXY399QPo7fYGbwh7zBAIL0frsB9ah/1wJo5Ca9qVojZ9+K7HgfQ68EoKA01wuQNYdhrLTuLa7wq0P7/IZG2WLFj3FlqvU0nvfTkJMvXONpxynCaYpTCnvo+zes3Q+NR6NwkcC/vbhzAOvQef16J5s0xgORz288AoFx9+pEinbXbubnL1lV5atkiiaRbBYIK8Rm7GvJIgmdT44KMkPq/GxVdGePnP6xje6Gr8bLjOtagbiuOraJu3Y7XLykszlxoBfxLN9FIcXwG+IFrJ39Wuv1YwmJl4SAhRe9Jagi/nvkNhqBm3jRteaVlRbAWXvjuIZ08YT3F0JVe+fxy2ypy37dfhSF6e8jAf/jFm3forI0sYOf4yhu12DYvL/uaIrqdwfM/zWFQ6l/6dBvPh76MB6FjQjZenPlJjmybOH0fznLb8tXpalWWWk6YotpwW2e1plt0GgAUlf+Eoh1krf8Vlutat+8eKKbgNN3Niy+nW7Qjc08ZiHP80zvwf0Nv0Rd99GM6Ex6u8h7bzsZDdDKd0MVq0CK2wcybbPJC/rsa++v1DjCEvYc/8tGoWel4btNwW+H0Weodu6K3HQKw0U5rGG8TqdyXRnc6jeHWSkrCXMe9n03EHN8ceqbj8x8uZtPDLdQHgplmteXrgWxR60wRDNh3TX6F+ehZemw5K4bTph37kSBLeQlLpNdmpa0YlycSwQlSQIKfYYrZK8/d6wcv1HdntdG765AxO7X1ZpQDnWo5yeP6ne9mv45F00XvicwWIp6vPwMrxNSKSqqjhZONgHPM4ztcPoH5/PzMUIb8DxiG34BTPhz8/R62ek5lxetlM9GAj8IVwvryXxIBbGDn/LT6a/Q4AAzoO4vyTniF7yquYK2ZBbmu0vS8mndueNMZmb5OIFsB9wE149r44M8u8O0DSnYMnVQI5LaBkYcXK/jz0k18iYmb940LUpmmb1dx3f4jFC3w4ztphunHmzrV57XWN0S/5yA5WviuplNqi4XxiyyWdBAkrRtNQyyrLUlaCgDtENFX9UL0cXyNMw0XKThJJR9A77geAymqKM+GJTH0hfx767sPQuh4B7iCqZBFa18Mp63cWb88by9NfnoJaryBD8+y2pByLP6NLOOP1fdc9fuOed7FH217kFc1DRVahtd4d+p1DzJ2PlaocLExqHlyHj0CNORmK5lUs8GajDxlDxMyp1bHbuq4zc8VUJi8az+RF4+nd4kuefW4MyxcHAY3pMyyuvCZCWZniuwlpXhkdokXzhjeDeENn62mKYisqBTh3bLwrc1bNoGl2qxoDlQ99ey1X7vcA93x1MSMHvrYuk8VletA1nWgyTJ6/5tIjpm5i6i40NOw1fa00XoTX5SduuIjsexGhRVMxhryM/dltmaFzuom242Hoe12A88MzmSzqvS+Ggo4o3cQ44VnQTdTKP1Er/kDruB8EC3l73vs8M/neattxaKdjuarnZRit++DWdLRAI9jzfOwmO1cEODdlO2JgLJxS8woLJ2PYcdAz015Hoj6Gnxdl4cKKPv/bNItTh4Z5ZXSI5s1sNM3BVTiNQ4bNp8C9EyhFif0Xz866hb+LZ5EfasQpPS5HyeGqTnOUQ2liNSF39QHr0rJM6aBgIImj/MTSEZTbj7aBmpwgQU4hapumaSwOz2NJ2Twm/P1xtetYjsUnf7xKykqsC3AC9G1zEJeMPara57zy86Pcesj/eGLCzQzc6TSO7XE2lpOmNJ4p2RJNhsn1F7AqsrTa5xcGm2/wpqLH8BJOlFZ6TNd0TN1E1yqu0fIDTbCVzezS2eR1P5w2S2dgv3ke+v5XoFw+tJ4noAcLcL57LBO89Gah9xmKtstxqFV/ob57HK3T/pDfAfXzKxjHPonz/ZOoOePBTmH//DrGsLE43z2OmvkJmG707oPR+pxO2p1NzHEBLnRPCK8RQFcWK+0sHnlAIzu7kN16u7AcxWGHwyefpvjqxyTJdLJShuuy8gW89sdLnNHzepQFrnYH4G3ZG2KrwfTgeHOJmFk4aTnfFWJDJMgptpimGeT5CyvVYVlL13SaZbdh+rKfanz+tGU/cvKuF+E4Dod3PYU3f32qyjqGZtC5cU+enHgrAEF3FgWBpixScUJ7nkPWPhejKwfl8oGmo+e1hg77YJse5oUXkVPQglytPVp4JcYRI1ie34yPPn9n3et/PHss3yz4giM7Hc8hfW6mWV5nND13i9L8U8ogZeaBuSZVzYG0qxH+095GL5kPK/6AvLaowh2ImDnVDilPpNK8NDrOu2OrZqcVFyu+/NLimEEGTg0TMIltQ9c0iqMr2aPtIbz526hKJzCf//U2R+98Fi9NfqCa5+l0b9YXU3fRrVlvsrx5xD3N8NpR6H4URtfDM9nGuoly+XF0E23pb6jlf1C844EcNrpntcOBjul+NiF3Do9PvLHS47dPuI4moVYcvcNxtMlqS892h6EcL9XNnKWUImLm4j/1dfSShbB8BuS2RhV2Juqqfv/dEhZp3p72zLrfF5fPYcafYW69vmrjbBseejjOXXe6cZkbn4xE1B+aSZVhbk2yWhJLh5m54pcanze/eBbZvlwWlswmbafo2qQXvy+fwqQFX7FfhyP5ava7XH/QE3hNHwmr6syj+7Q/gmxvHoZu8vKUhwAIuENowMKyeTw6/y3uPfBpvIYf7ZRXMVLlQGZSA+UOoO97Geg6C2MruXP8eUxb+gMX73ELx7UbhN6sOwBKd+GYXnq5qTHI2aagKxd/cyltslrTo+/RhPwF9Gy5O2ozS245mpG5AVeTYCFKy5wy6rrOzJmqUoBzLcuChx5JcOdtbnx+m9d/fZxPZ71W7Ut+8PtLDN7pLPxa1uY1VmxXyuJFOMom5MmpdnlpOFPuJ+hPkkpl6vylDDemnczUvVuvfvr6QkFYvHhrtVqIhsfRLMZMfZCeLfZk/Jz3alxvzuoZtMuvyMz2mj5K46sr3TxfXzwdRSmHP1ZM5YzdrsZWNl/NHssuLfqxuGwen856nSN3Oo1nf6x+Mr4DOg3i69nvV7ss11cAmobbrBjps3OzvgDs02Eg5fGKOyHH9ziPWDLMktK/OevHu7hzr5F0wIt/8TR8875Db70bdNwfo8N+QGaUkhMtQls1B5XdjNQRd+HxZKFHVqPSCZyfX0Xb+yL0Q24FFMrtJ+XOxTnodrwH34hjpbFcARLKVekc2HEcYnoATdMoLTL48KMUkODlVyonpUz9Refqe6/jl6XfVnr8gz/GcPzOF+DXskkrnbSZA1k5FStIMXghNkrf1g2oa6ZNm8ZZZ51Fr1696NGjB8cddxwff1z93bCGImjkcFqvy6td5ja9OI5Ftjev2uUAIU8OCSvGkrL5nNzzQnZq0rvSclM3ue7Ax3jrt1Frfndx08FP4zI8jJ//KSe+dziTYwuYFlnAvNhSnpv5ErdPuYcD3tiL3Z/ryPFv7s/M2Aoi/pYkCruRbtIdXXdzdPezKr1PNBXm55VTWalSLIgt3yp1TJRSRPUgkfxuxLqdSKRpHyJ6Vo0BIivhZ+pkV7XLAL75xiGd3vxMU7F1KQVel48Pfn+J6/o/htf0r1s28e9P6d9pMLs071fpOYZmcM0Bj+J3h/htyQ9Ek2GC7ixSNoS1IKp0GfaoATi/vIHz29s4r5yOurcbzpghaE27onvyOG7nc6u0Zaemu3Fgp6NJ22nK4lUnQlkeXsjjU+7j3kl3Et3IUG+lFFEtSKRR18z+22x3IkY2trM1av4o7PUmXepU0J2ffwzVuPakKRappPSFhkYpRcKKVXpsZXgJ+cGm5PhqPu64Dc+6DJDSeDEX7nUnGhpvT3uGQ7qcwD4djuCrv8bywFFv4zErl1Fo32hHTu19GZZj4Ta8fD33AwAGdj2NgDuLN359kkb+AtK6l6itE1FeylyFhD2NCXtzeOevt7hw/Pns/nxnjn6tHz8v/i7zWp4sop4CytyNKXM3ptzMI4KflqEOHNXtjCp/Q4/me9Aipx3Tlv3I+3++zm3fX8/Lf7xA+l+UbEhbDvQ6tcbl2l4XkjQywSrDMPhyfM1ZJJOnpEmlDJRSWE7N69mbG4kV26Xl4UwkMtubX3Wh41ASDuIy0njcFl4zsw9FjcxkQlq85lTNUEhqcgpRm9JOihXhxawIL6F1Xqca1+uQvxMrw0sqnmen8Lurn1hsLdPIjBywlY2u6Xw1+10O6XwCXtPPL0sm0LZRF3ZrfUCl5+iazvUHPkG2J5fL97+vyuRlbsPD3YeP5r3pL5C04kycP46QJ4cr93uQd6c9z3n9buH2zzPnvQO6nESP5v1onduZw3Y8iXgqwsVfDOfk7y/jsvCPjPdp2B9cjfPo3tiP7YP92H7YTxyAevE47E9u5PuVU9j7ld4schKUhdqTOOAWkofcTSS3C2WufMpcBZSrAPFkiqQy0LObEdaziNlGjddwmqYxd27NSSjFxQq3U1DlcUlcEWLLSSbnZvjxxx8588wzcbvdHHbYYQQCAcaNG8ell17K8uXLOeOMqhchDYFjO/TveAyzV0+vVKsl4A7hMb10LOhGzxZ789LkB6q9C3jMzsP5u+gvHGby3KR7uGPAiywum8cvi7+naVZLdm7ej7+LZ+F3hziv363s1W4AfleQVdHl5PkLue/IN8lzdAIeF1+s+IlRP95RKZttyK6X0Cl/ZxzHIYkJehCXliLHl8/Iga8z8e/PSKRj9G6dGRZ8+7hzeOHE77bqNtvUIeUel4vsbFhUQzZDXp6GYUhR6e1N0ooT9GRj6i4++/NN7hjwAtFUOQkrQavcDoDO6X2u4nx3iMkLvyboyaJ7s90JuENEUmHa5O1Aq7yOeAihUCilSGe3wrXneagv7qpc42+vC0kX7Ihhuzl11ys4tMuJfPjHaKKpCId2PoE2uZ3xqhAGBvt2GMgPC6pOiAXQt/WB+IwgbMIN4v+iJIKJm4FdT2Pyoq8BiKXCFOSlqemwlZOtoWnSFxoa27bYv+NRvDPt2XWPzVg+meF9bwAyN8ksp2ow7ZAuJzBrxS94TC/Z3lyC7mweHvQuj064ges/OpUTe15Iz5Z7ku9vyiunTGLa0p9YUjaPLo13pVVuBzymn1gqzHUfDUGhOLDTMQzqfgav/vwYfyyfynUHPI7uVN5XHceBFPRrfzh/rp6OrhvYtk2ev5Bz97iFfq0PxbGrdkA3fs7scx37tD+cb+Z+SMpOsFurA0hYcW7/7OxK6+7X4Ujcurfa19mYlL8x7iPuRX10baWJzrRep2K37LPuQk4pRWFBzffIs9f0Rcd2GNj1dL746+1q1ztoh+PwmyGQ67k6bVl5pvxOrq/qxborFaEomU/IF0PTwOfKBDnLcSgA9Fgxdlb1Exbl5kI8DiWlitwcmWFdiC3lMXz0bLEXn8x8lVsOeYafFnxZZR1DMzi0ywmMHF8xEaytbGKpMPmBpqyOLqvynM6FPZhfPItmWW1QyuGvVdPJ9jYikijjiWM+5omJt3DLp2dyXr9bOa335fyxfCo+d5B2eZ358PeXyfbmsUNhD54/6Vt+mD+Omct/plPhzuzR5iBe+/lxBncfRtJK0iyrDc+f+A2pdIITep7H0rL5DOo2lJ2a9iHbm4ffDOJRQbz+AM+d8A0Pf3ctPy/+jtmrprGg1QFogx+G0UOgeH5F44OFrBp4J/eNv4C92h1G0MwBBelamIFcKUVejhuoOhpkLdNV9bz1wB2OwW9kbdL5uBCiepqSabc2iWVZHHrooSxfvpw33niDLl26ABAOhznmmGNYsmQJn332Gc2bN6/2+SXVFBbKzc2t9vG6Kq0lCKdLmVf0B1neHBoFGzO/aDYdC7ryw/xxOErxwNdXVgp09mjWj7P3uIH8YFM0NJJWHI/pI8dbgMJec2CN4jG9+MwAaSeFUg6apmNoGr54hGjJPJbYEVZqNl0b70bSjjFj2SQsx6J7s90Imrm4lKdSW5Xu8PYfo3hh0kh6tdwHl+Hm9+VTWBlZwtA+V3Fit4vQ1ba/B2CaJl9/p7jm2uqzYV54LkjH9vEas07ryz6Wm5tbq6+3tbbJ2u2tTBtLJYlZUa7+4ATmrP6doDsL03ATSZbywJHv0C6/C7FUhIA7C787SDKdJG3HsZWF2/TjU8EqgUQ3aTzpclg8NROEaNmLlDub5D9q77lcmexfy7Iq7RtRSjnrjQNYGVlSaX2v6WfMyT+QYzTeKttlU/1zf41TzhUfHMufq37D1F2M3OdXzh1a/b5w0fleTjjebvB3wP+LPr899UdNh1J7JXd+fj4/L664OdW92e5cus+9/F00k7u+OL9SoLNTQXfuPOwlhr/Wn6O6n8Ge7Q7lyz/f4bTeVxCzIiStOKbuIugOoesu0lYSl+EGTUc5NpayUMqhJL6a8kQx+YEmrIws4Y7PzyfkyeKaAx6jdXAHNFVzIFAZDhGrlLSdxGv4CZq5GwxMaprG6tRinv3pbobudhVXf3Aii0rnVlonz1/IiydNwOf8++HfLiy8Vjks+QXSCWjZi7QnhwSVj6ErVwUYfGz1dYUvucjLccdk+mKCMLd8fiZTFlWesKyRvzH/O348Qa3mbNuGZEv67bbuj5/MG80j393AXQe+jKZVDkb6Sxbxzl0epqX6MuTYqTgoPvpzNH2b96f3nAmkdj0du+2+1b7u8hWKu0bAIw9q9NxFgpz/Vn05D6wr/qv++G8/1zJnFSeP6cNR3c6gQ/5OPPD1lcTSEQByfPlctu+9/LniV/rvcDTnv3XYumVt8jpz8d53cePHp6+rYQ2QH2jKLYc8wy2fnsUV+91Hu0Y7Uhpfhc8VJG2nyQ80RtN0klYcNI2gGcLRwGO4KU+WkrKT6JqOx/DhNjwoFLZjs6jkLzzuAHm+ArymD1s5gMLvCrGk/G/u/uICjuh6Ci1zOpDly6OJvxWaVTGaR9M0kipOmgQaGgE9G5SG3w6jlS0guuRnEqEClroMbvvxVlrmtOfaAx7Fpzbt+Lmp2z8c8XHsCTEikarXabv1Mehx/NO8+FtFKakcXz7Pn/ANIa3RJrWjodrU7V/b/VHUHRLk3EQTJkxg2LBhDB48mLvvrlxTZOzYsVxzzTVceOGFXHDBBdU+vyEEOddae5Kb1KMsLZ+PqbvI8TXK1GxB8fOibylLlLBb6wMIeXJwGW7chpuyRAkBTxYf//EyT/9wBwXBZvRo1heP6WdVZBkH7XAMpYkiQp5s+rY5ELfuI2knSKbjeAxvpYtEXc9cXG6oTmBKizFp8Zc8NfE2locXURhszlm7X0+/1ofgVv4an/dfiye9PPhwio8/rnxX8YzTPZx8koHHnajhmfVnH9vWF3Gbav3tbbkSOI5DwoqxtPxvflk8kcJgM3ZtuTc+VxBdM7n783NpFGiC1xVA1wz2an8oO+T1xE5vOFC3Kft3Tc8rs1fz7E938tmsN7Adi75tDuKive6kwNOCasp5/qf+ub9qmkaMMr6b9zHvTH+Gfi2PI3fF2YwYUbmhvXuZ3HWHD5+3+knLGpKGFuQEsI0UcTvCN3M/4K3fniGaKqdPq/04dudzyPEXYDsppiz6huLYKro3252CQFMe++5G9us4kK5NerOwdA47FOzMh7+PoSSxmp2b7o6maXzx1zvMWDYJt+Hh8WM+4q1fn6ZxViu6Nt6VpqG2eJQPTdNIESdmleMoB78ZwqeHar1GLawJ6For+XL2u+zUtDevTH2YifPHoWs6/TsezfC+N9K6Ucda+fw39h1jWW4+/1LjzrsrZ6j07mVy9x0+vOv1xThhJi36ijd+e4JEOk7/ToM5YsfTyDIabZXtVBfV5SDns7/czvjZ73PlXg9VWZazdAb33N4H8nM44uA/ABj/93u0zG5P/+WLsNvuTbrbsdW+rm0rrrwGLjxP4+jBEuT8t+rLeWBdsb0HOdEVS2PzuOuL8+nRYk8G7TSUZeULsZw0KTvJ3NW/06N5P16Z+ign97qQaUt/4tclE2mW1ZrjdzkPj+nl9+VTmFc0k5Y57Ql5c/h27occ1e0MGvkb8+uSiSwum0fvlvtSlijimR/u4pJ978FjeDn/7QGkrCSNAo1JWgn6tNqfXi33YeyM52id25F4KsqP8z/H787i0M4ncHqvq3ApL6ZpggbKyYxsijnlhFMlpJ002Z48gmbOZk1gp2kalp4inCqmPFFCyJND0JWDS3k3/uTN3v46c+Z6OPu8KMn1SsY3barzzCgff8beZfSUB4mnY+zX4UiO2mkoWUa+HBs3QoKcYmMkyLmJHnjgAUaNGsUDDzzAYYcdVmnZqlWr2HPPPdl999158cUXq31+Qwpyrs/lchG2i3FwcOse0k4Kt+HF5woQS4Vx1tRuSTtpPIaPtJ1Ex+SHhZ8x6ofbWRFeTH6gCcf1OJcmoZbk+PPpmNMdF5t+INoQwzCI2KXYKo2hmQT02p9ApTYkk15WF+l8810al6mx794usrMt3O4NT7JSX/axbX0Rt6n+ub11j8JW9pryCQoNDY+ZmRzr5akP8dovj1GeKKFVbkcu3OsOuhXujul4an6DWqJ0m5gdRqHw6gFceLZKDdrNVdP+qus6cSfTXpedR1m5iwnfW5SXK/rtYdKkicLnrXk4UEPSEIOcAIapk1RxYlaYSLKUothKcrz5NAoUYmDicrkBDcuxSFlxNE3H1F3YTpqAO4Tt2CTScZJ2gmd+vJNxf76Bqbs4oNNgzu57I3nuxkRSZeiajs8IbfVyDRv+YxUJO4qu66SdFCjwGUF0x/xPv/Mty0V52M1331mEI4o91/RFbzV90TAM4nZ4XSDYsbf99832pC4HOa//8mSiiTCn97y6yrL8P7/jtNsuYq++8+jTYwEAk5Z8hY7B0SkPKlhIqm/1yQEA99yn6NUTrrxcphD4t+rLeWBdsd0HOckE+RIqSswqR9M0PKY3Uz9Zy8yuPmnBV4S8OezUpDc+d5BUOo7PHSSRjqEAnyuIhiKRjmGpND5XEI/hx1JJLNtC13Ti6RhJK0HQFSLkyqM8XUxZsoinJt7GD/M/w+8OMbjbMI7ufhYzV/zCIxOuZ3HpXHJ8jRiy6yUcusNJeFRgC7bc1rV529+gPOxlytQ0ixYpevQw6NDeIBiIZc5v7QiOsvGZwc0K1jZkEuQUG7Ptx+PWEfPnzwegdevWVZYVFBTg9/tZsGDBf9yq7V86ncZLZrIQUzdx4+CkHSzbxmdk6g1aloWJDxzwkBlmu1/rwfRuvh82mexFj+nDth2a5rao1ZM127bxEYI1SQLbY4ATwONJ0LwZnHJSZiiG/S8mlhD/PSepoWHidbkwDINUKkU6bQM2x3c7j0M7n4CjHDy6F7+e/Z/tf5pjENByMr8oapwxc3vhOA4e1pzsGinyclMMOtJA0zRsu+ZyDaLhsC0HEw9ZmofcQGPaZnfFtm2stXW11nxlunHhxgcKsDMBdJVS6MrAj5uAmcMle43gnD1uQkMj6MpBswystI1Xy0yKsE0DnAC2hpdM/Vw3/szxaxscukwzTV5umsGDNt4Xbdte11YJcNYvfxfNpFvj3atdtmqhQdLx0qSwYnhrljuP+aWzUKGeaOVLN/jaTRrD3Hm12lwhGjylFB78eNZOiqlA0zMXQkpXDOhwCkopHMdBt3X8riwc20FXa0ojrTme+sjO/CcNdtpBw4VrzXVcEA9BM/PaqVQKL0F8nhA37PckSRUHpREwslAO9GqyP08O/hTLSWFo5kbLt9Q9NlmhKP3319F1HdtOopRCqbXHRl8mU1UCnELUGglybqJIJFOTJBSqfnbfYDBIOFx9fSqRYa1XxNlxnA0GdGzbxqetVxfFhprnGG84tvnFtfhX0uk06XTluqrK0jI1d7bzAPv2SvqCqIlt25u8f/yz3ymlcCs/bm3NxZ9MAL5R0hcbrpL4KlZGltK0Q5tqly9akDlnbpxfcX6c42tEcnWcuDdIcPlvYKfBqP4Mr1kz+OJLSCYVHo8MWRdia1n/BtX63+kbu17b3PcwcOPHvWb4ecV7+AjBmoTt+hXgrFCb21IIsWES5PyPZGdnr6txtT5Jo958ss02j2yvqmrqj7VBtveWke235eraNtya/bEhqmufv8jYXj63zemPv6z+FoCuLXoS8ldNApi7qDGFoSJCWQaQGYnSxGwJizVWmoqgcgimVqIVdq729fvubvPBh1F+mxbg4IO2fimX+mp72bfE5ttQf5TPdduS7b9tyfYXGyJBzk0UDGaGqdWUrRmJRMjOzq7x+WVlZVUekzo5m0+22eapL9urtg9k1fXH2lBftve2Ittvy9XFmpxbqz82RNKH6qbtqSbn5vTHL2eOpXGoBS7bV+X82C6O8Nm8/enRYS6pROX64Xm+Qn4tn0s700Ny3iTSvubVvn4wAG1aw2tvROjTO7b5f4yQ74T/2H/VH+Vz3bZk+29bUpNTbIykTmyiNm3aAFRbd3PVqlXEYrFq63UKIYQQQghRn5Qlivj67/fo1XKfKsuUgm9f8RC3ffTcdVmV5a1yOrKwbB7R7OYYCyZWjFutxj57w6TJ8MprSuovCyGEEGKjJJNzE/Xu3ZtRo0YxYcKEKrOrT5gwYd06QgghhBBC1Fc/z5vJfePuJVbekdxmg/jpBw+Rcjfh1QbRZfD3nEYsLytkj9Y/Yqk4pf9IuMlSzQnYjflg9WIGpD2UfP4Q4ea9MA0TX/kKgkt/xRUtwvLn0ar5zuyy4x488VQTXn6+jH0Kv6J9o4UEOzbB1aIp5Bei+7xoa0p2KgW2pZFMasRjOuXlJuWlBpGIgWVpmKYiELDJyk7jDyUxPFHSWinh1GpKk6tIWBGUpvC5AmR7GpHjbYTfFUTXTdJ2gvJkKSXxlZTEVxNLl5OyUqg1M39p6LhNN35XCJ8riNvwoByHuB0jbWeyWX2uIDneRuR48wl5cvGaXgzdRa6vgJC75hFh/1ZWlkV5ed0NDisyn6lywLYhmYJIBMrKoKgYwmFFKgWGCaGgRk4O5OZCKAheL7hM0Nak9CiV+ZdOQzwO5WEoKYHSUkUkklnm9UJOjkZeLmRlgd8PbjcYBrRtA6YptWGFEGJ7pym5LbpJLMvikEMOYcWKFbzxxht06dIFyAxfP+aYY1iyZAmffvopLVq02MYtFUIIIYQQovalUopdehdv62YI8Z87erCH224ObutmCCGE2AgJcm6GH3/8kTPPPBO3281hhx1GIBBg3LhxLFmyhKuvvpozzjhjWzdRCCGEEEIIIYQQQogGR4Kcm2natGk88sgj/PLLL1iWRadOnRg6dCgDBgzY1k0TQgghhBBCCCGEEKJBkiCnEEIIIYQQQgghhBCiTpPZ1YUQQgghhBBCCCGEEHWaBDmFEEIIIYQQQgghhBB1mgQ5hRBCCCGEEEIIIYQQdZoEOYUQQgghhBBCCCGEEHWaBDmFEEIIIYQQQgghhBB1mgQ5hRBCCCGEEEIIIYQQdZoEOYUQQgghhBBCCCGEEHWaBDmFEEIIIYQQQgghhBB1mgQ5hRBCCCGEEEIIIYQQdZoEOYUQQgghhBBCCCGEEHWaBDmFEEIIIYQQQgghhBB1mgQ5hRBCCCGEEEIIIYQQdZoEOYUQQgghhBBCCCGEEHWaua0b0FCUlJRUeSw7O5uysrJt0Jq6S7bZ5qkv2ys3N7dWX6+6/lgb6sv23lZk+225/2Ib1pX+2BBJH6qbtuRz29b9Ufa57Zt8Pv+t/6o/yue6bcn237Y2dfvXdn8UdYdkcm5Dui6bf3PJNts8sr3+W7K9t4xsvy0n27Bhk8+/bqrLn1tdbntDIJ9P/SSf67Yl23/bku0vNkb2ECGEEEIIIYQQQgghRJ0mQU4hhBBCCCGEEEIIIUSdJkFOIYQQQgghhBBCCCFEnSZBTiHqKE3TME0TwzC2dVOEqPOkPwmx9Uk/E+szDEP2BSGEEELUKpldXYg6KB73sXiJxg8/WjRqpLFHXy9ZoSSGYW3rpglRp2iaRizm4+/5ismTbZo01di9j5esrCSaJv1JiNoSj/tYslRj4g8Wubkae/bzEgqlMI30tm6a+I8lUx6Kiky++TaNrsM+e3vJy7Vwu5PbumlCCCGEqOMkyClEHROLB7j08hi//2Gve0zT4O47/Oy+G5imBGaE2FThiJ9zz4/y93xn3WOmCQ/dH6B7N4Wu2xt4thBiU8TjAS6/Msa0GRX96d774I7b/PTbAwl0NiCJpI/Hn0gz9r34uscefTzBiSd4GDbUi9eT2IatE0IIIURdJ8PVhahTTMa8nKoU4ARQCq69IUY44tlG7RKi7nEcN48+nqwU4ASwLLj08iiRiHcbtUyI+kPTTF59PVUpwAmZ49YNN8UoL3dvo5aJ/5qu68ycCWPfS1VZ9uprSf7+W0fTtG3QMiGEEELUFxLkFKIOiUTdvPV29cO5lIIJEyypbyXEJopEXXw2rurFNkDagum/2+i6HCaF2BKRqJvX36y+nykFX38jx62GIpl08fyLNQ9JH/1yEtt2/YctEkIIIUR9I1dvQtQhytGIxWtevrpISRaEEJvIsjL/alJcLP1JiC2lHI1oVNW4fNVqR/pZA2HbGuXhmveFkhKFZcm+IIRoGKJRxQcfKhKJmr8XhRCbT4KcQtQhbrdN1x1rznjpu7uJbUsNQSE2hc/r0LJFzYfBHjsb0p+E2EJut033bjWXgN+znxy3Ggqfz2LPvjXvC/vsZeL1Sl1xIUT9F4sphp6puOc+xYMPS5BTiNokQU4h6hCfL8VVV/ioLumlc2eDVq0USsmBUohNEQgkueYqX7XLevcyKSiQviTElvJ4klx1hZfqKj906mjQro0mx60GQimLY4/1EAxWPYnJztYYMMCF40jAWwhR/307AZYug/4HwEefwF+z5TgoRG2RIKcQdYjjOLRpneKF/wXp0jmT0en1wkknenjkAT8Bv8xKKsSmchyHrjtajHoiSIcOmf4UCGgMG+rlrjt8eD0bqA0hhNgkSilatsgct9aORPB64cTjPDz2sB+/X/pZQ5KTHePlF4Pss7cLTQNdhwP2dzH6hSDZWbFt3TwhhPhPfPqZokN7OOxQ8PnguwkS5BSittQ8ZkQIsV0yDIuOHRwee9hDMmmg64pgMA1EkWQYITaPaabptpPNU495SKUz/SkUTKFUdFs3TYh6wzAs2rezeeTBNcctQxEMyHGrIVLKIT8/xq03uYgnvAD4fWkMQ/YFIUTDEIspfv4FjhkMhqGxYxfFhO9h2NBt3TIh6gcJcgpRBzmOg8eTwOPZ1i0Rou5zHAevN4E3c70tF9pCbAVKKTluCSCzL5hmilAwta2bIoQQ/7lZf4LjQPt2md+77ggvjclMeJmXJ5OvCbGlZLi6EEIIIYQQQgghxFY2cxZ4PNC4ceb3tm0zP2f9ue3aJER9IkFOIYQQQgghhBBCiK3sj5mKVi1B1zNZm3m5EAxIkFOI2iJBTiGEEEIIIYQQQoitbNYsaNmy4ndN02jZEmb9KfWShKgNEuQUooHQdR3DMNA0qfUi6j/DMDAMY1s3Q4gGTY47YkM0TcMwDHRdLkeEEA1DLKZYsRKaNa38eMuWmeCnEGLLycRDQtRzjmMSDnv4abJFcbGidy8PzZspvN74tm6aELUukfSyaqXODz9ZBAIafXf3khVKYZrpbd00IRoQg3DYy6+/2Sxe4tC9u5u2rTUCgThKZvZq8DRNIxbzsmixxtSfLQoLdXrtahAKJtB1e1s3TwghtppFizM/CwsrP968GYwrgZJSRW6O3BgUYktIkFOIeiyRUEyZ6uLKa8LY6103dN/J4P6RAXy+6LZrnBC1LJHwc+vtSb77viKgqWlww7U+9t/PjcslM/kKsfXpzJnr4ZzzwyQSFY+2aqkz6okgoVBk2zVNbBeiUT8XXhLjz78qTkxcJjz8YIBuO6XQNAl0CiHqp4WLMj//GeRcOwnRwoWQm/OfNkmIekfGhwhRj61Y6XDF1dFKAU6AaTNsxrySQu5ziPpC1w3GfWFXCnACKAW33xWnpNS1jVomRMMSjvg4/6JopQAnwMJFDnffG8eyPdumYWK7oJSLJ0clKwU4AdIWXHxplHDEu41aJoQQW9/ChYpQCPy+ytmaBQWZG/PzF2yjhglRj0iQU4h6yjAMvp+YwnGqX/7mW0kiUfd/2yghtpJIxM3oMckal7//QQrTlKC+EFuTpmksWOgQjVY/JP27CWkiEemHDVkk4ubDj6vPqk9bMG2aLTU6hRD11sJFVbM4AVymRkEBLFggJV2E2FJyFiFEPaVpGitX1hDhBGJxcByp+SLqB6U0Skpr3t9XrJCTRiG2Nk3TKCmuua8pBamU9MWGLG1BegMlklevVjJRlRCi3lq4CAoLql/WuFAyOYWoDRLkFKKesm2bvrvXPES38w4GbrfUvRL1g8dj07tXzfv7/vuZODWlNQshaoXjOHTqZNS4vFGeRsD/HzZIbHd8XodWLWu+/OjRw8D+Z40dIYSoJ5YthfxG1S8rlCCnELVCgpxC1FNKKdq2NdmhhgvOq67w4ffJRCyifnC5Ulx0gZfqRqQ3a6bTvbshQU4h/gM52Tb77FX9DYfLLvURCtVcVkLUf4FAkquv9FW7rEd3kyaNJdNXCFE/RSKKSBTy8qpfXlgAq1bJiAchtpQEOYWoxwoLdB59yM9xx3hwrym/2bGDwbOjgrRrm5agj6g3lFI0aZzkxeeC7NQ1E9g3TThsgJtnRwUIBmLbuIVCNAweT4Ibr/dw5jAvgUBm2HGL5jr3jwzQdzeF40iWXkPmOA5dd7R58rEAbdtkLkN8Pjj5RA8j7/Hh9ca3cQuFEGLrWL4i87OmIGd+fqasy7Jl/12bhKiPpPq7EPWc3x/lwvNdnHF6ENvW8Hhs/P6EBDhFvaNpFm1a2zz8gIdE0kDXIeBPo+tRlNwUF+I/4/XGGHqqyTGDA9iWhsvtEAqmZBiyAMA0U+zcXefpp3ykkjq6oQgFU0B0WzdNCCG2muXLMz/zcqtfnp+f+bl4CbRu/d+0SYj6SIKcQjQAmpYmGKyo9C/xTVFfKaXweBJ4PNu6JUI0bEpZBAPWut8lvinW5zgOPm8cn3dbt0QIIf4by1dkRhmFQtUvz84ClwuWLP1v2yVEfSNBTiHqOU3TSKXcJJImmqYI+NNo2gamNt3O30c0bLpuEI54cGwN0+UQ8Ce3WlayruvEYm7SaQNdV4RCKRzH2vgThWjAlHIRjblQSsPrsXC7UyhJpQbAtt3E4y7QwOdNYxgNty62YRiEI25sS8cwHEKhikxf23YTT7hAgc/XsLeTEKL+WLZckZcHuq5Vu1zXNfIbKZYuVUD16wghNk6CnELUY+m0YslSP/c9EGfS5DhuNxxxuJuzhgUIBWO1duGplMHSZV5G3h9n8pTM+xw10MOwoQGCtfg+omFLJPx88JHFCy9FKStTtGtrcNklXrruaONy1e5FsGW5+WuOycj74syeY5MV0jj5JA9HD/Lj9Up9TyH+SdM0whE/zz6X5P0PIqRS0LuXyZWX+2naJIGmNdxUTl3XWV3k4+FHE4z/OoGmwQH7ubjoggC5uQ3v+ySV8jJlKjzyWJzFSxzy8zWGn+nloP5uwhGdRx9L8OX4BErBfvu6uPjCAPmN4lJmRwhRp61YDrk5G16nUaPMcHUhxL8nEw8JUU9pmsbf821OPjXMpMmZ7LNUCt5+J8Xwc6JEotXPbvpv3mfVKi8nnxJm8pSK93njrSRnnRslWkvvIxq2VMrDfQ8kefjRBGVlmaD5vL9tLrg4yqQpOoZh1Np7GYbB9BkGw8+JMHtOJjBTHlY8OSrBLbclSCZlfKUQ/xSJ+hh+TpS33k6RWnPPYfIUi5NPDbNqlRdNa7hZKaVlfoacGuHLr9I4Tmbo/rgv0gw5PUJ5uX9bN+8/ZvLpOMVV18ZYvCQTtFy9WnH3PXGWLTMYclqEcV+kse1MaZ0vv0oz5NQIpWUNbTsJIeqbZcsht4Z6nGvl50uQU4gtJUFOIeopy3Lx6GMx0tWMGF+4yGHGDIWub/lXQDrt4uHHEqSrGcW7cKHD73/UzvuIhq2s3OTTcdWXPxh5f5zycO0V4YxE3IwYWf0MvxMmWhQV115AVYj6QNd1ZvyuWLioaqZdOg2PPZHAslzboGXbnqaZjB2bojxcdURDaanig4/T2HbDGe0Qjnh47Imq3699d3fx6bjUuptY6ysPK8a+m0LXZQCaEKLuWrUacrI3vE6jvMwERY7TcI4LQtQ2iTwIUU8lkiY//lRzTczPv0zXSvZbMmkyaXLN7zPui9p5H9FwaZrGX3/VPNR19WpFNFJ77xeL6yxZUvOwyGnTLQncC7EewzD4/IuajwM//pQmkWiYAapEwuCb72reNl9/nSYcaTgXs2Vlilg1I/R37GIweUrN2+mbb9PEYnIuIYSomyxLUVICOTkbXi8vDywLiov/k2YJUS/JVZoQ9ZSmKbKyau7ijRpptVIrU9MUoVDN75NfS+8jGrbs7A0PdXW5a28orMuEDcUwc3NknxZifUop8hvV3AezsnQ0rWH2GcOArKyat012to6rAcV/3TV8V8fibPCcJStLw2xA20kIUb8UFYNSkL2xTM5GmZ9Ll239NglRX0mQU4h6KhhIMeTkmmsHHjXQjWVt+UzRwWCKk09017j8yFp6H9FwKaVo3VrHX0N51z12NwkGa28fCwTS9N+/+qG1Lhd06WJIkFOI9ViWxZEDaz4OnHySh2CwYc6Q7XanOf3UmstpnHqKm0Cg4ZyOZ2XZ7NCpakbml1+mOOLwmveh00/14HbXnOkphBDbs1WrMj83lsnZKC/zc5kEOYX41xrOWZUQDYzj2Bw2wE3vXlVTHy67xEd+o9q5WHAcmwGHuqp9nysu89EoTy5KxJYLBRM88lAQ1z9ij02b6Fx/nR93Lc6ubhgpLr3ES8sWlQ+RpgkP3R8gFEzU2nsJUV/kN0pz+aVV70T07mVyyEEGjtMwZ1d3HIfOnak2CHzMYDedOjSsGyY+b5J77vKTl1c5ozMcdujW1eDYwVW305ED3XTujMyuLoSos9YFOTeSyenxaIRCmUmKhBD/jgz8EGI7p5SLRMLANBVud2qzMsgKCwzuvsPD0mVevvnWIhiE/fZ1kZ2VxrWRoJCu6ySSLmxLw+ezgJoz5XzeKHfd4WPpUi/ffrd57yPEprHp0jnN2Ley+GmSxeLFNrv0MNlhB41gIFrrmZVZoRjPPRPgr9mKyVPSNGum06+vSVZWEk1rmMEaITbE5Upx+AA3e+0ZYvzXacJh2HcfF82aKbyeaoowboSmaaTTLtJpHY/HQdfr7rHE64lz0fleTjrBw/jxadBh/31d5DeycLsTQA1p6vWQUorCwjivvBRixu8203+36NDOpGdPg9ycBOecY3DssSG++joNDuy/n4tG+TYed/WTwQkhRF2wanXmZrnfv/F183Jh2XIF1F4pJiEaEglyCrGdUspgdZGX519M8utvCQoLdM48w0unjmrNRdGm8XrjtG+n0aljZoitbW/8QjGR9PHbb/DC6CTl5Q579HVx8okBcrLjQPWZFD5vnA7tNXbotOnvI8Smiif8TJrsMOblKE0a6+yzr4vOOxgEg7Fan4FS0zSiMT9fjbcY/3WaZk0N2rfP1IPTdRsZqS5E9VwuG11zoWmwcpXDqGfinHi8hy6dvXg8m37cSqU9zJ9v8Mz/EixZ4rDjjiZnnhGgsCCJrtfN8iceT4LmzeD00zKn3pYV3cYt2lYMioq8vPRykoULbTq0NwgGNaZNtwkGXOzYRdGsaZTTT2no20kIUZ+sXq3Izc2cY25MXh4sXfofNEqIekqCnEJsh3RdZ+48D2ecGSa95npu4UKHKVMtzj7LywnHuTcrQ1Iptcl1MZNJLw8+nOajjytef8GCJO+9n+SVl0IUFMRqzJrbnPcRYlPFEz5uvjXBxB8y+9bMWTbjv0mTm6sx5sUQ2Vm1OLU6EI36uPCSGH+um9HdYux70LKFzrNPBwj45aJbiH/SNI3FS7ycOjRMMlnx+PcTLU4+0cOwMzy4XcmaX2AN23bx6adw7/0V/XrhohTjPk/x1ONBuu2ksO26m03dkI+RmqaxdJmXU04Pk1gT8/5pksXLryY58ggPBQUa3/+gGD7MA2x8XxFCiLpi5SrIztq0dRvlwYw/tm57hKjPpCanENuhWMzDLbfH1wU41/f0swmi0eonRakNq4uMSgHOijbB/Q8lSKdrnhhAiNqmaRoLF2rrApzrKylR/O/5BErVXn8wDINJU5z1ApwVFi12+OwzC12vOmmGEA1dIuHhjrvilQKca738apLy8k27rx6Nunng4cpDk10ucBy4+dYY4bAcg+qqZNLNXSPi6wKc63vvgyS77OLi7beTlJVJDoYQon5ZvRqyNjHImZeXqeFpWTJ0SIh/Q84ihNgORaM6c+dWn6miFMz4w2bvPfVaL8JvGAZff1PzREETvk8TT3gJBZNomkY87qWsXKe8XNEoTyMUsnBtQqaOEOtLpbyUhw3mzksTCgXIzrLxepMopTBNk/c/qDlr+bNxac4+K0DAXzsTXCWTBmPfrfn93v8oxaGHevB5624mmRBbQzxuMH1GzVmKU6ZaDDhkw8ctTdNYuMjBsiAQ0Bh2upfOnU3CYUUwpDFnjk0kqm1STTOx/YnFTX75tebamosXW9x7T5Cyco2ycj8FBRrBQBrDkPI3Qoi6ragI2rfftHXz8sC2YXURNGm8ddslRH0kQU4htkMbK9diGNT6RCtrmRv4VtD1TAlsTdMoLQtw6eVR/ppdEezZZ28XN1wbwOeT4bxi08RiAW64Oc6kyRXBkW47GYwc4ScUykxWYrpq7hCGDtRiV9D0DfcBQwetNt9QiHpiY8ctcxMSoJVS6HpmYoaRI4I8+1ycRx6vCIp172ZywP4BNE3basdAsfVsaB/puqNBxw4urrk+wsqVmUC4YcCQkzycOsSHxyMTDwkh6q6iYui5y6at2ygv83P5cglyCvFvyHB1IbZDgaBN1x2rvyI0DNixi7FZF3iZmdK9RKIBYnFfjcNtbdtm331qHvrb/wA3fn+aWMzLhRdXDnACfPNtmoceTWLbMpxQbFw67eH2uxKVApwA02fYXHltnETCg2VZHDWw5n1y4EA3bndmH68NLtPi+GM9NS4/7hg3gUDDraknRE38fos+vau/Q6BpsOuu5pq6zW4iUT/RqL/aUhMtW+gMPc3Hi6Pj/PxL5b42bbrFjTdHSSRq7qNi+xXwW+zRt/rv83PP9nPBxeXrApyQyWR6cXSSr79xMAwpEyKEqJsSCUUstunD1XNzMz+XLd96bRKiPpMgpxDbIa8nyS03+fH7qi676gofgcCmD91Kp938Nt3DuecnOeSwMCedEuO9D0wSyerH++XmWJw6pOoFZF6exoXnedD1FMXFOvP+rn647qefpQhHtl7NUFF/hCMm302ofpj59OkWZeWZYH6zpg6HDagaOG/aVGevfm7OuSDOr9M8tVIv1nEcuu2k0WvXqsGazp0N9trLrNOTngixtbjdKa692kcoVDVd78LzvYSCFitX+bn5NpsBR0QYODjCo49DJBKoNNtsMJhkrz1d/DSp+psJv/xqUR6WgFdd5HKluPoKL1n/2EfatzNYscImFqv+eaOeTUotViFEnVVUlPm5qUFOt1sjKyuTySmE2HwyXF2I7VAmsBPnzdezeP+DFJMmWzRtonPKyW6aNLEwjU2rP+g4islTDK66tmL4+OrVintGxpk1y83FF3rwetNomoGmZWZGd7uTnHaKl/32CTLmlSQlpYr99nVx4AEmWVlxlNJYubrmmmq2DfG4Iid7izeDqOei0Q1nI5eXKwoLwONJcOlFPo443MXLr6SIRhX99nDRqaPJjbdEWbnS4bwLooy408/eexk4TuUgpKZpGIYJZGZl3lgWtM8X4+47/Mz4XfH6mykcRzHoKDc9d9EJ+GPIKFkhqlJKUVgQ5/VXgnz8cZqJP1oU5OsMOdlN82Y25WGTk04JE18z6jiZhPc/TGLbcOH5AdzuGI7joGkWtr3hThaJKAry/4M/StQqpRQFBXFeHp3F2HeTTJ9h0ae3iwP7u/j2u5rPa1audLBtycsQQtRNqzczyAmZupzLlisyhcKEEJtDgpxCbKeUcsjOinDqEJMTjzcxTQXUkOZQg5WrHO69r/rn/DTJIp7w8dMkja/GWxQWagw+KkBeXhqPJ0GnThq33OTCtsHttnCcJGvni2jSuOaLDZcJfr8ckMXGhYIamkaNQcOcnIr9yOuN062rxvXXBnj5lRRff5Pm0ccr12gbeX+cXXoECAQq9vlY3M/s2YoPPkrj98HgQT6aNnHweKqZ3nc9Pl+M3fro7NrTRKlMBpLjOBLgFGIDlHLICkU56USDY47OHLc0LY5tmzzzv+S6ACfAKSd76d3LxTffprhrRIID+7vp3l0nGIiTlcUGvxuysuQYU1el0yaPPR6nfXudiy7w89nnKR5/IkGvXU0eezjEyAeiLFhQ+UZq8+Y6hlm7Ey0KIcR/pag48zN7c4KcubB06dZpjxD1Xb0Icq5YsYJPPvmEb7/9lnnz5rF69Wqys7Pp2bMnZ555JjvvvHOl9R999FEee+yxGl/vyy+/pEWLFlUe/+677xg1ahS///47mqbRtWtXzjvvPPr27Vvrf5MQayllbXAilA0JhxWriyquEg0jk2np88FttwQ4c3iYZcsrLhxefjXJtVf7OPhAF6aZRtNSmCb8czLc3FyHrjsa/P5H1WG7gwd7yArJTKhi44LBNIcc5OaTz6ruL7vvZpIVqrp/zZxpM/rl6gOURcWKSBQCgczv8XiAy66MMWNGxeu8826KY49xc/ZZXrwbCXQ6joOup9b8f1P/KiGE49iYZqbfKQXxuMn3EytuPpxwnAe3Gy66NLzusXFfpGjVUufppwKEghb9D3Dx+RdVs/v27OciFJK6uHVVImGAZpOba3Dq0PJ1gezPv0yRm6tx9x1Brr0hQklJxbnLhed5CQVTSKUQIURdVFSUmdTSV00Zsprk5cKM37dem4Soz+pFkHP06NE888wztGrVin79+pGXl8eCBQv44osv+OKLL7j//vsZMGBAlecNGjSI5s2bV3k8q5pc8vfee4+rrrqKvLw8Bg8eDMDHH3/M0KFDeeihhzjkkENq/w8TYgu5XBouVyZjpteuLqIxhd+nYejwxlvJSgHOte6+J84eu4fIza156JjPm+CB+/zcdEt8Xd00w4AjB7o56wwXmrZ5GaeiYTLNFJddmolIfvZ5al0gcZ+9XFx/nRe3O1ppfaUUweCGM7hca2Zi13WDTz61KgU413rzrRRHDPDQvr3M0CxEbUmmvJSXG5SXK7KzNUIhG487cyNB1xWhkEZxscJlwl57uTn/wnCV11i4yOG551NcdAFcdYUXXdMY90UKpTKZnfvt6+Kaq7y4XdEqzxV1g6bDKSf7GDqsvEqmbkmJ4tnn4hwz2Msz/4vj88G5Z/vo0xuphSyEqLOKihTZWVSqP70xeXmwchVYlsI0ZfSCEJujXgQ5u3fvzujRo+nTp0+lx6dMmcLpp5/OLbfcQv/+/XG7KxctHzRoELvttttGX7+srIw77riD3Nxcxo4dS5MmTQA466yzOOqoo7jlllvYc889CQaDtfdHiQZL13ViMQ+RaGZIeDBo4/dlhspWR9M0Uik3kaiJlVb4AxAKJnAch9wcjccfDfHqawmee6Eia+2JR0OM/7rmbMsffrI44jCjxosKpRQBf5S77/QQCfuIxRTBkEZWKI2uS4BTZOi6QTjsIRbLBB+DQQuXK1UpsOjzRrn6Sh/nnO0jElEEAxrZ2RamWX0Qo0ULjUBAq7aeZ89dTEIhh1jMRzJp8PpbkRrb9tobSa64LEg6bRMMJlFKLqCF+Kf1j0cameORr5rjUTQa4N3303TqmDluFRcrZs9xOHJggIA/SiCQYshJHu68O063biaTJ9d8E+29D5KccXoWtqO48EIP553rIx53CPghFKr5u0HUDT6fxrJlDukaknGnTLW44boAB+xvkJ2lEQolAcncFULUXcXFm1ePE6BRo8woolWroGnTrdMuIeqrehHkPOigg6p9vFevXuy2225MmDCBP//8k27duv2r1//0008pLy/nwgsvXBfgBGjSpAlDhgzh0Ucf5YsvvuCoo476V68vxFpKGcyd5+GW2+LMnZcJunTqaHDbzX5atEhgGBCJuHEcHV13CAZTFBf7uOOuGD/8lCl2Vlioc9XlPnbtaRMKwbhxKcZ/XfmCMplUGxz2FY1sWnab25UkLy9JXt6/+3tF/ZVKu/npJ537H4yyukihadBvDxfXXRMgOyu6LtAZTwR49rkU74yNkk6D3wcnn+Tl+GP9eL1VA+ahYIKnHg8wZapN61YG4bDi/Q+TLFhoc8tNfmbPtrn5tjjDTveRiNe8H8fjirHvJXGZGm6PyYH9XeuyzoQQmePRnLmZ49G8vzMHjB06Gdx6s58WzRNA5rFUysu8vzOT2j33QoRkErxeOGqgh7lzoXNnD25Xkn33MfhqvInjQCJRc99MJmHxEsXwc8M4TqY274Xn+9hvH4VpJmvt71t7gzCVMtE0RTCYwnEkmLY1OY6fVat0VhdtbDs7tGguN0yFEPVDUTGEQpv3nLXXVsuWS5BTiM1V76cqNNcUMzSrKWo4efJknn76aZ599lm++OILotHqswMmTZoEwJ577lll2drH1q4jxJYoLvFyxlmRdQFOgL9m25x+ZphwxMf4b1yccVacgw8Lc9Y5cb6f6Oarr9P88FPFBcPKlQ5XXB1l1p8m0ajio48rXxT26W3i82l026nmexx9+5oyNEz8a7quM226wbU3xNbVhFUKJnyfZvg5EaLRTFGidNrDvfcleP2NJOk1cfhYHJ75X4IXXkqjlKvKa6ctnVQKPv8ixWVXRnj08Rh77+Xi5ReziMcchp8bZdkyh1+npem3R9Xnr7VnPzfvf5iiSxeTEffG+fIrha4btb8xhKijioq9DDsrsi7ACfDnXzanDwtTWuZd91giYfLu+0nefDtJMrn2sUy29KefJUkmMv3QNGxOOM7LiSd42WfvyiNr1td3d5NEQtFr18wxqrRUcfudMb6fqGEYtdNHHcdk4SI/V16T5pDDwxx7QpSXRuvE44FaeX1RlaaZFBcbnDE8TJs2NX+OrVrq+Lw1LhZCiDqnqBhCmzngMy8383PZ8tpvjxD1Xb0Oci5dupSJEydSUFBAp06dqix/9NFHuf/++xk5ciTnn38+++67L++++26V9ebPnw9A69atqyxb+9iCBQtqte2i4VHKxUujK4I96+t/gJu33k5x3Q0xFi3ODBNcudLhw49TNG2ic/TgyheMO3Qy+GlSmiVLHB5+MMTee5kcO9jDi89l0b2byYuj45x7tq/aCY323cdFQb7MsiL+vUjUwwMPxatdtniJw9x5Ck3TCEfMaicWAXj9jSTl4cr7tWEYzJhhMmx4hD9m2ni90LWrye9/2Hw6LklZGHbrY6Lr8N2EFKed6iMUqlrHqH17g116mPTongm+jBwR5O13kqTTPlwu12bVTBKiPlLKxQsvJqsdUpxIwNvvpNC0zAEkkdQY93nV8ictmmduSBhm5lQzHDa56ZYohpHJ9Oy5S9UDkNsNZ5zu44WXEnTvZvL4oyEKCzPPf/ixOOXlni3+2zRNY9FiD0NOCzNlqoVSUFaueOqZBDfcHMdRAUzTRNfr9Snyfy6RcPPlVynKyhRNG+sMOrJqoFvT4JqrA/IdLISoV0pKILSZw9VdLo3sbFi+XGrHC7G56sVw9eqk02muuuoqUqkUV1xxRaW7/507d+auu+6iT58+FBYWsmrVKr7++mseeeQRrrnmGkKhEAcccMC69SORTF23UDV55mvrcIbDVQvoC7E5EkmDX3+rfijeoQd7uOSyin3szDO87LSTybffpfniqzQH9Xeza083Y16Oc945fub9bTPjd4sJE1MceICHYwZ7yc3VueraCMuWZQKYmpbg0YdCvPp6gqk/W+TmaJx2qof99jHweGSYmPj30mmdhQtrDpT/+pvNLj0MVq+u+cQtbUE4nCnUvlY47OauezLB09NO8bJrTxd/zEzTd3c3M2dZvPV2is47mAw9zYdSiueej/HYwyHeeTfB+PFp3B4YcIiH3XZzMfTMci65yI/PCyvTissvDfDgwwlsB44a6KN1K4XXWxGoXRvwqKk2rhD1STJp8Nu0mss3TP3Z5pQhLtwui0hYVZpAJidH47qrA4QjislT0jz/QpxBRwUwTY2R9wR54OEYVlpx3z0hxn+T4o23kpSXK3brY3L8sV6eejrO1J8tpky1aNo0xa03BTj/ojCrVyuSKY3AFiZbJpIeRoyMVynZsvY75cknU5SWw8EHetixi0YgEJcJympBIqnz2/Qkr7+Sxdtjk+y0k4v27U3eejvBylUO3XYyueA8P8XFNuGwgd+/rVsshBBbznFUJsi5mcPVARrlwdKltd8mIeq7ehnkdByHa665hsmTJ3PcccdVqZV54IEHVvq9RYsWDBkyhPbt26+bLX39IGdtyM7OrjYrIDc3t1bfpyGor9vMFXVo0jhdaag6gK5n6petzag58wwvkYjikssqJlX59LMUvXuZ3HZLkOHnllNcnKmBeMRhIa69IUJBgU7rVsa6ACfAxB/SzJhhMfAID+ef62Pe3zZ9eps0aWwCW54tsz2rqT/Whvq6f26OZNImFNIIh6sPDLRsaRAKBcjO3nBdtmDArLQ9i0ssli1zOPkkL7oOt90Z4Y5bg1x0aZiysor3GvNKgntHBFldpCgqdvB5NS6/zI+VhvFfpxj9cgKl4IGHY7w6OoufJqW5/saKciUffJhirz1d3H5LNn4/rC5S/PJrGsvKZJ/lN9LJytp+s7zq2j64NftjQ1Qbn38k4tC4cYq/51cf1G/WTCcn24fH4ycQrOjHpgl33xFk5P2xSsPcX309ybln++jezeCyi/2EQhrDhpfTurXBucN9dOhg8P4HSS67MlJpUrFlyxy+n5gpPTFpcpp0WieeyKJJYx1d/3fZfkuW2EyfXvlG3pCTvGgaXHRpxc3ETz5N0a6twdNPhWjaZOuXsthe+u2/6Y+b0vZU2ubcs31EozD65UwAvfMOBscc7SU7W+Pvv22e/V+cE4734PVq2832qA9kW9ZdG+qP8rluW5u6/UtKHBynhMaFPkKhmssoVadx4zgrVipyc7P/TRPrNdn/xYbUuyCn4zhcd911fPjhhwwcOJBbb711k5/bt29fWrVqxV9//UUkElmXpbl+tuY/O9SGsjzXV1ZWVuWx3NxcSkpKNrl9on5vM03TGDbUx/c/VB6+6ziZIQsAPh906+bi4kurZg733MXFiHujFBdnLhD36Oti4SKLoaf5KCjQiEQUvXuHeGdsgm++zbxHeVgx5pUEixbbnDvcR0mxQjkpvN7ta/ba2j6QVdcfa0N93j83h89nMuQkD0+OqpoJ5nZDzx46JSUlZIV8tG6ts2BB1UDKrj1N/P4kJSUV2c26FsDthj12d3H+RWEuOt/H40/GKwU4AWwbrr8xwr13h3AcxWtvJIGqWdLhsGLVKod+/dx07eoikVBYNrzyaoLvJqT5aXIKO624/uZYpUy1ISd5GHqagcez/U1U9F/sg3WlPzZEtfX5a5rGmWf4+PGnSLXLTx3iJhYrJRaD7CwfHTsYzJ5js/++br4an6oU4FzryVFxHn8kxK+/pfnlV4tQSOPIgR6aNdMpKVHstZebWEzx/oeVh75/OT7FAyODDBvqY+48mwcfivHg/QFatoij1OZnVjvKj8fDuvqhbjf0XfOd8k/z/rZ5aXSc4WcqtuYM31vyuW3r/ripbXe7PJQUm/w+00LT4NhjPOy7t5t4XOHxaKSawafjUmRn66TTyLG0lsh5yX/rv+qP8rluW5uz/efNy5xAmmaccHjzzhuzsxR//iXfh/+0qdtfAqENV71KnXAch2uvvZaxY8dy+OGHM2LEiH99Nzoerxim2KZNG6D6uptrH6uuXqcQm0MpRZu2NhddkMlSW8swIC9Po3NngxuuC5AVgofuD3L9tQHata3ILtlxR5MpUysuwk471UvrVgYjRkY546wwF10a4ZrrwuzSw8WpQypX9dc1eO3NJJdeEWHRYlCq5kkhhNgYx7E4epDJ/vtWvmPt98NTjwfJykqs+T3Bow8GaNq08vd0+3YGd9zqx+OpHOwIBh0uv8SHxwsP3hdkr73c9OxpEgxWzehKJKC83GFDh4CjjvSwdJnDsOFhzjk/zCWXR7jt9ihHDvRw8EFuxrySpE1bE/MfSVxjXknyx0xNsg9FvaWUol1bmwvOq3w86tLZYMwLIXxenZKSAOm0B78/yYP3+WnZQmf//d1VJrtb3w8/pum3hxtdU9x8Y5CnRsU58+ww518U5pJLw2Rl6Vx1ReVxyroOv/xqcfqwcl5/I8HNNwa4/Kookci/m50m4E9z5MCK0Qq79DD54cfqawMDvPVOkmhUjolbyrI0Pvwkia7D7bcEcBy48JIwl18V4YKLw7w4Js5N1wfweOC3aelam2RKCCG2peI1sbh/NVy9ERQXZ0b0CSE2Xb3J5Fwb4Hz33XcZMGAA995772afIMViMWbPno3f768U+e/duzcffvghEyZMoEePHpWeM2HCBAD69OmzxX+DEG5XksFHuTj4wBAz/7TRNY0ddtDJzk5z+y1Bbr8zyrTpmUBm69Y6F5zn5+NPkoz/Oo1jVxwA997TRaM8neNPKsNaL/kkHoeHHolx791BCgt1Vq7MZMEcdZSHRx6Ls2ixwyWXR3j5pSxysqtOJCHEptA0Dd2wufpKH+ed62POHIvsHI02rXVCwQSQyfJSSpGfH+fF//lZthyWLVO0bKlRWKDw+6OV6uAlkj5mzdTIydW57oYoK1c6aFomY/mBkUGuvynCqlWKzp0NBh3pIb+RTtOmOtGIIidHo7S08gliKKTRf383F1xcOXurPKy49fYojz0c4rEnYyxe7DDwCA9vj60cuHn2uSRdd3Thdtcc0BGiLnO7kxwz2MUhB4eYNcsmv8AgGoGrrouydGnm2NGnt8kN1/koyE/wv2f8xOMGiQ10iUzWnuLqK4MMOb280tD0tJUpNXH5pX526mow4/fM98QxgzxkZ2vcf2+Q0lLFl+OTDD7Kw5Kl0Knj5v9dmpZm2NAAU6dazJ1n43JpxOM1X0Amtr+E7TrJdnTmzbM5dYiHCd9bvPV25R1l4UKH626M8ORjIfILdJl8SAhRL6wNcmb9iyBnfqPMz2XLoW2bWmuSEPVevQhyrh2i/u6773LIIYcwcuTIGgOckUiEVatW0bZt20qPJxIJbrzxRqLRKIMHD8Zcb9rpQw89lPvuu48xY8ZwzDHH0KRJEwCWL1/OmDFjyM3NpX///lvvDxQNimmmyc5O03c3DV03iEYNyspcDDurnPL1ahwuWOBwzXURHnkoxJSpFiWliubNdYqLHc47x8evv6U5a5iPeFzx+Zcpli1z2GtPFzt2MSkqdjjlZA/3PxinT2+TVBJOOt7L7XdFKStT/PWXzW59NJlsQWw2xzFZvMTDgw/HmfpznPx8jTPP8NK7l4HHU7UMguM4+P0x2reD7t1yKC6OY5qV9zulXEydojBMjauvja73OHw/Mc38BTZXXhZA0yASUTz/Yhy/X+OIwz3suovJyy9l8fEnKZYuc/hsXJJYDA492M3Yd6uPXjgOfPRJkpNP9PLBR0mOPdpbJchZVORg2RqS3yXqM9NMk5OdZo++OnPmejn/osrD1ydNthg6LMKYF0NkZcVxmW4GHZkJSrrdGr/+ZvHjTxVZkr17u/D5dL79Ll0pwLm+115PcN01fmb8btO5s0EoqHHfAzFmzrLp1NHggvN8tGljUFxko2n/7jiVFUrwxGMBSkoVv8+wKCw0qvTxtfbs58Lj2XpD1RsKxzHYdx83bpfOS6Mz3735+RrnDPfRrKlBcbHDk0/HWbbMoVMnQyZ5E0LUC8XF4PGAx7P5N24arQlyLl0qQU4hNke9CHI+/vjjjB07Fr/fT5s2bXjyySerrNO/f3+6dOlCaWkphx56KN26daN9+/bk5+dTVFTExIkTWb58OZ06deKqq66q9Nzs7GxuvPFGrrrqKgYNGsSAAQMA+PjjjyktLeXBBx9cV7dTiNqgaRrhiJ/PxqWZ97dFs6ZUCnCuZdvw+hsJjjjMw8+/pLj+mgDTpqXxeDXcLo1IxGHRYptLL/bRupXJ2HeTfPlViuxsjVNO9vLma1msWq14aXScY4/24vdDLAZz59n03V3H/uf0s0JsgK7rzJ3nZuiZYdZen65cqbhrRJyvxpvccauv0ozlFQyKS7w8/lSUKVMsCgt1zjjdR9s2Nh5PivKwl7xGDnffE6vmuWDo0KWLwVtvJ3nzrQQ33xhk5SqHsnKH0lLFcy8mmPe3TYd2Bg/dH2LuPIueu7i45rrq6w1CJqvotCEGN3yfZvBRVSfi2rWnic9rr/u7DcNAKYVlSTBE1D+JhIuHHqn+pkBRseLrby28HpPddjPp3QtefzNJPK7ou7uL007xcsfdURrl6fh98MdMiwULqj+2HHaomzOGepky1eLLr1JM/VnjsAEeBhzqodeuDjt3N3njrSTLlzt072ZwyhA/jfISaNqmH6vicT9TfnZ49bUYqbRiwCFuOnY06LGzya+/Ve6/Hg9cfKEXl6tyXV6xeZTy8OtvNoce4sZxMuczl1/iY6edTH74Kc3ChQ6mqbj/3iDptGLlCof8RiaplIwoEULUbcUl6l8NVQfIyspM6Ld0We22SYj6rl4EOZcsWQJkhps/9dRT1a7TvHlzunTpQk5ODieddBLTpk3jm2++oby8HI/HQ/v27TnllFMYMmQIXm/VOk9HHnkkubm5jBo1infeeQeAnXbaiXPPPZc99thj6/1xokEKh/0MPzeKYcDee7uZPr3mwEk06nDM0X5++SXN0qUWRxzh4c8/bab+bOE4igGHeGjb2uCsNbOurzV5SoSjBrrZfz83XXc0adZM59CD3bw9NkXnHXTJohCbLR53c/c9carbdX78yWLlSi+tWmV+1zRt3XDEhQu9nDYsvG4ikNlzbL6fmOa8c70MPDzAOeeFufRif7WTmbjdcMP1AZYudRjzSoLbbwkw5tUEPi8cfKCHcy6oGI4+Z47NZ5+nuPO2AJMmp2nb1qhx9uiOHXXe+yCJaYBharRto5NIwLLlDi4XnHG6B12PEYn4mT7DYfzXFo0b6xx+WIDc3BQus+Yaf0LUNWnLYMbv1d2gyJg+3eLgg9zceXeM7ydW7Puz/rT54KMkjz0cYsVKhwnfp0GDtm0rj7bZsYvBxRf4mfu3zbPPJWjZwuDSi/387/k4N98a5aiBbg480M35F1bcmJg9x+b9D1I8MypIp46JDR6z1tbPjUY9XH9TgkmTK46ps2bFGftukicfD/Hxp0leez1FJOzQbw8X553rpSA/IaMatpBtG0yfbtGksc6KFQ5DTvLQurVBLA7RKBQXO+zczWT5codgEJYtc2je3MTnkyCnEKJuKyn+d/U4AXRdoyBfsWSpAqSEhxCbql4EOUeMGMGIESM2ad1gMMhNN930r95n7733Zu+99/5XzxViU2mayd8LFJdfFmDOHIsduxg11gtrXKhz7tl+Tj8jM5T9qceDPPxonHGfV1wYvP9hij36urj0Yj833lx5uPC776cYdJSXMa8keHF0gjtvC7J6tUPHjrpc1InNlkgYzPqz5oyqHydZtGtnUlrmZv4CxdIlDu3amRQVKfx+jWSy8j43daqFoWssXOQQT0B2lkZZeeV1DjnIzUcfJenb103z5jqxWCbgcv+9QW6+rerweKXgnvti3HR9gHZtTcZ/na6SoWUYmQDppVeEufeeIDnZmaHvwaBGu7YGebmQl5egvNzPsLMr6hMCPPdCgptu8LP/vpmhvkLUB5qmKCzQWbyk+kDiIQe78Xi0SgHOtVavVrz1dpJIVJFMKAob67RsYZAV0igPK1q1yhzHLr0yTGy9ZG23G+6+I0gkGufd91P0P8CDywXp9d4ibcFNt8T439M+fL6qQVjbNolEPevqewb8WqUA51p/z3d48+0kw06Hww/1odDweiwMo+p3iNh8muawa0+T9z9MsmiRw/XX+vluQpp776v4wD/5NEXTJjp33h6ka1edaEzh823DRgshRC0oKYXQFgz4bNQIFi+uteYI0SDUiyCnEPVJJOLjueejTJ6SuRDzeOD5Z7N4482q9cJOPsnLfQ/EKA8rmjTWSaWoFOBca+IPafbe00X7dgZz59lVlnXd0eTnXyxuuzPKay9nkRWKVpuNtzGW5SEcMSkrywStsrJsfN6kBEwbCN0Al5kJPFSneTOdJUtdnHl2hJKSin2ibRudEXcGueLqCOH1yjL03d3Nu+9lhsh+/HGSQUd5eOGlykNm+/Z1c+fdEfbb181ufVyM/yaz/xtmpj5ndcrKFI0b6+TmaNx3T5Db7szUogXIy9O44lI/r7+Z4NGHQrz6eoIvvqyIqrhMGHlPkPx8N48+kawU4Fzr9jtj9O4VIjdHgpyifggFU5wx1Mttd1QtGXHlZX5KShWTp9ScdTfu8xTPPhPKDEPO17nh5igj7goyYmSU007xce990UoBToBUCu4cEeXKywNce32EX35N06WzuW7yvbUWLnIIR7QqATHLcjFhosHNt4axbTjicHel92hcqHPGUC/NmxmkUopAQCMaA79fApu1zeVK0a5tgNvuiGJZkE7BfQ9U3ZeWLXcYPSbOhRf48Hkla0kIUfcVFUFBwb9/fn4+zJlTe+0RoiGQIKcQ2xWTV19PrAtwQuZCz7Lgysv9PPhwbN1s6T4f7LmHSds2OoGATmGhVmPNQoCPPkmx/35u5s6rnO2iaazLZItGFatW2eTmbH6EM57w89AjKT7+JL7u9XbsYnDfPQGys6MNNtBpGAbhsJtoTMflgmDAwuVK1cvtEfCnOOQQNx98WDXY0by5TrduLk4fFq4U4IRMFtVzL8Q5/lgPv/xqcfQgD16vRpPGOvG4mxdHJ/j+hzSDjvJwxWU+WjQ3cBxIpTPZnY4NySSblfUTjyueHBUnHlfccG2AYFAjO1vD79ewbYdevbyM+9yqFOCETAD3sisjvPt2NuM+rz4YohRM/MFm4OEmti01OkXdp5Si8w4mhxzs5tPPKvp32zY6hYU6n32eoppKPwDss7eLQUd60NFo1cpA1+D+e4NMn5Zm6Kk+duhksGhx9cec4uLMDTNNW3OsqqF9GhrJpJdozEApCARsyssNbrgpXO36zZrp3HxDgHvvjzF3bubGn2HA0YM8DD/Lj9dT87FUbD7HcfB4FJoGrVvp/PKbVeON1G++S3PRhX58PrlJJISo+0pKoV27f//8gnz4bgJYlsI05eaPEJtCgpxCbEciUTdvvFV5MhSlYPVqhz/+sHj4wRBLlzpommL33Vw89kScz79IYdtwznAv0ajC5YKD+rvp18+NrsOPP6X55NMk0aiq9iK03x4unnuhIvAZj6vNnrFWKRfP/i/NRx9XDm79MdPmgoujjHrCW+1QwvrOstxM/cVgxL2ZGWM1LTNT77VX1c/Ar66nOe+cAL/9ZrFwUcUVbM9dTC6+0M+cuQ4rV1Z/ZfvTJItLL/aTna3z1jsJ9t/Pg6Ngh04mTz4W4qprI3i9Gn/Ntnn4kTiWDQf2dzH8TB+PPhzijz8s9tjdRcf2itatDdq2rhgO+085ORqNG+vMnWOxfKXi518yfa5bN5OD+rvZf18DlMMLL9Y8+3ppqWJDcwytWOkQi3nxeGqe3EiIuiIa9XDVtREOOcjNE4+GWF3k0LqVTl6uzm/TLFavchh+lo/OO5g0bqyzfJnD22MTDDnJx4pVNjfcHCUSUXg8cNgAD/vt6wZdY/fdTIqKN/w9mEopdB126eHixdFV+2Sb1jqmqXPxZbF1w9JPPN6DblQetfDTJIuLLvDx5VcpLr7Az023RFmx3veRbcMbbyVp1EhjyEkmSskNitqSTrtZvlzR/wA3JSWK3FyNO24L4DI1fptm8d4HmXMUyHy/aoDLlUbmPhRC1GVKKUpL/31NTshkcto2rFgJzZvVWtOEqNf0bd0AIUQF29KqDNkDePX1BLvu6uKCi8K8+nqCnru4uOyKCJ9+llp3EfDjTxYH9Xfz+CMhTFPjjrsi3HJbhGRS8ejDIY4c6KJJE5299nSxZg4Gjhns5tff0qydwFTXoXXrza/HGQ67eefdqsPpAeb9bbO6qOHdedR1ndlzTC6+NMqyZZkLaaXguwlphp0dIRKpn8XGskIxnh3l5+EHAhw9yMMF53q56YYAl18Vprio5gzhHjubzJxlkUgoDhvg5Z2xSa6+NsLjT8ZZuMjh6Sez+N/zcd7/IIXbo/HIgyGaNDY465ww55wX5sdJFoUFGj17mnTZweC9DxJcfqkf7R+7nq7DzTcEWLLE5p4Rlc86p0+3aNcuM3RVKX2DwZeiIocduxg1Lu++k8mUqda6CU+EqMscpbFypcOzzyWY8XsmC++2O2IcdUwZz72Q4JKL/UQiDu+MTXLNdRHe/SDJ8DN9FBRoPPNsYl3piGQS3hmb5N33EnjcUFSiME3w+6t/X5cJfr/GsUd7ME1VqR4ngMsFt9wU5Mqrw+sCnACRqKpSSmLlSodkEg7Y34Vtq0oBzvW9NCZJedj97zeWqETXdf78y2ToWWEOPsjNBef5mDbdYuR9MW64OcLSZTYPjAzSrVsm76JTR4NUWhGLubZxy4UQYstEIpnReFtSk7NwzVD3NfMsCyE2gWRyigbBNE00TcO27e161nC326FVK52FCyu3cfIUi8ICndEvZJFIKBYutPlrduUUh19/s7jlpgBnnxuudPH2yacpfvgxzUvPZXHdDRF26eHirGE+HFsRiysuurQi02zIyV6ysxwMw8DejBSKWLzqxef6li51aNVy87JD67p43M39D1afvbpsmcOsPxW9e9W/WeyVUvj9MXr30tl9NwPH0Xj40QTFxYrCwsoBvw4dDNq0NkgkFCef4OGL8Ska5RncfmfFMPC582xuvjXKpRf72LOfSW6uzpFHuBn1TAy3W6PnLi4WLrLZe08Xi5YoXnk1Slm5YteeLtq3N3jumRBvvpVk/gKbtm0MDhvgweeD8y8Kc9YwHy89H+L9D1K8/2GS3r1cBPwawaBGSSns1NVk+ozqs7nSluLqKwOccVZ5lWyj3XdzsXiJw4oVNvvsXf8+Y9HwGDp072aSk6PjOHDLepN6depk8P3EFM/8ryLLcu5cm+tujHLeOT7229fF+K8rDhD77ePimMFePvk0yZ9/JTjoQDeXXOTnrhFV7/CddqqX3ByNQw5yk1+g89LzWbw4OsGyZTY7dzc58QQPU6ZazPqrch+bO9em/wHuSu8LcM/IKPfeHWRJNbV014pGFcmktkUXpaJCLObmvgfj2DZkhTQuuSKyrkQAwNffpPnxpzSPPBji0ivCXHOVn2XLHLKzdDye2mmDpmmYZuaSx7KsBnUuIjZO13UMw0AphbWhIRpCbKaSkszPLcnkzMnJlFNZtBj69K6VZglR70mKiajX0paLVasD/O95nTtHKH6a5CEa86P9M71rOxEIJLni0ooMv1BIo01rnVBI44+ZFkVFNsmUqnYG6116mIz7PFVtdkppqeKNt5M0ytcZ/UqCCy4K4/FqTJ9h8djDIU46wc3VV/gZdKSHe+9PM+5zF+FIYJOz0Pw+DdcGki6aNWt4s7Wn0xueafynSfU7y89xHNLpNNGYxtSfM5lf02dY7LWni9atdR55MMRRAz34vLBzd5OCAoN99/bwwkvVB4afHBVn3308NC7UCIU0LjjPT89dTLKz4Ppr/Pw12+LiSyP8NMli1iybl19JcN4FYSwL/AG44jI/ubkal10ZZurPFk2bGDw5Ko5haAw60sPYN7Ppt4fJ2PcSTJvusGSpw/nnVp9t27SJTuNCA12Hxx4JsftuLjyezEQm5wz3cfRgDw8/GqNLF0MCnKJe0HQ47xwfAw/38PyLFX00FNIYNtRXZUKwtZ5/Mc5RR1bUSenS2eCggzxccHGY9z9M8edfNo8+HmfpUoeH7g/SubOB2w3t2xvceVuAg/q78fkgkVQ890IC21accbqX4471MvQ0D36fw7vvVa0B/MdMmx06meTlVT7Wp1Jw6x1ROrSvOQs7GNTweBrW8WprSqcN5syx6djRYOEip1KAc61EAt58O8mLz2XRuLFO69YGpqt2vjsTSS9z5/m4/0G4/0GYO89HIllDAVnRoOi6TiQa4Jvv3Nxxt2L0yzrFJQEcR3KARO0oXhvk3IKbZoahkZ8PixbLcUmITSXf4qLesm0X4782uO2OiokH3v8gRcsWOs88FSAY3P5mUHUch2472Tz2cIB4XEMpWLzEpl1bg1atDN7/IEEqBe3aVu263buZTPyh5nTKiRPTHDbAzTffpikPK556Ok7LFgbnXRjmjlsDTJtu0bKlwQcfpvjgwxTZWRovPBeksCC20QBlKJTimMEeXn296pD19u0M8hs1vAOzrmfqjv1zkp21WrbQG0TNN5fpUFioM3uOzbPPxXno/iBZWToXXxameL3h4GuDDqkaJmhOJGDRIhu3OzMZyV33RLngPD9ddzQBjbfHVn1ieVgx5pUELVoYvPl2EtvOvE77dgYHH+zmyafirFjhcNmVES67xE/3nUw++DDFe+9H6NDB4PZbAzz8YJD77o+xaHFFTdVTTvZy9bUR8vI0jh7soUtngyMHeohFFR99kuSpp+OEQhq79JAgp6gfHEeh65kbDMk1X/O6DiPuDLJsmVNjJn88Do5d0c+HnOTlgYeiVbKfX3gpQYcOOnfcGmT+AodVKx3+93yCQEDjkINcmKZGOq0YemaY3fqY3HxDgNvujDJ4kIcmTXSmTa/63vfeH+X+kUGeGhXnp0mZ79p2bQ3OPSdz86JJY53lK6r2z9OGeMgKpWhg9+W2Gt1QZGdpnDrEy2ef1/AFD0z8IU3//V20bWOQX6Dhdm15Qc5Ewsc9I1N8vt4Ecm+8leTgA11cebkPr7fh1QoXGZqmUVzs4/QzI6xeXdHZnxyV4IGRAXbtCZpW/8/RxNZVG5mckBmyvnDhlrdHiIZCgpziP+fWbDzpcoiXgOnF9mYT14O1nulXXu7m9jurzqy6aLHDU08nuewSF7q+/c3e6XanadPGzdnnRViyxMHlgpNP9OL3axywv2fNOho7dtEZeISXFs0NNBSt2xjMqSZDYq1AQCOxXrLNdxPS3H+vhzGvwE23Rnn6yVClC76ycsW118d4/BEPHk/1WTpraVqaYUP9RGOKDz9KrZs1tdtOJvfc7cfvjza4C8ZgMMlpp3h46JGq2840Ya+9TGy7+jqm24qmaficGEaqDFIx8OaQcmeRVJt2qLAdF5GIm7JShcerkZ3l4PcnGXa6l0AATj/Vh8+ncdsd0UoBToDxX6c44vANj03UNI1+e7i57voId94W5L4HY2SFtHW13Na3z94uBh3lAQX5+TrxuOLL8UmCwcxMzaUliuefDeH1ajx4XxC3R8Mf0Dj9NB9XXxthzhyb995L0nc3k9tuCRCOKJo21vngoxSXXRkhElEsXwEHRzKzPt98a2RdgLZlC50H7guQnRWvcQZhIXwkMVNlkIyAN4u0K4sEm14LMp32EA6bhCOKUFAjGKqdC3LbdhOOuCgvU/h8Gj6fRiSicLkqZ0XuvZeL739Is3ufDddODAQqnhcIaqxalZlI6NijPey9t5tUUuF2a8xfYLNipcONN0fWBU1362Oy775u/vrL5tSePpo3M3hpTJzPv0hz6hAfL42JM/xMP+OqCZ4tWOCwepXDFZf5WbZMravD+fgTMZIpuO2WACPvjzF7TsXs6scd62HwIBOlZHb12hIMpLjuKhf77xFm+vSaMygDAY10GiZNsRh0lItYzIPP++/P0XRdZ8bvVApwrvXZ55mbvr12lXIiDVUq5ebOu+OVApyQmfjqymuivPdOiKxa+k4VDVdxSebY4tvCMvyFBfD7zNppkxANgQQ5xX/KTxzjx2dQPzwDTubkQc/vQPD4Z4j6mtXayaZhGEz80aoxsPbRJynOHh4kFKx88mvoOl6rDD0dQxluUq4QqU0M8NSWeMLDFVdF1wU4R94T5L33k7w4OrHu7znoQBd33hbiimsilJc73HlbkLvviXLIwR6+n1j9RcFhA9y88WbloFqLFgYPjKwYQ9GyhY6usy4wM+tPm3DY2KS6WF5vjMsvcTN8WIiycoXfr5EVsvF6698s4pvCcWwOH+Bhxu8uvljvIsvjgQfvC5CdtXUDnJqm4XXimOkIoLBcQZJGoMY+pmkawXQR6s1zUMvWpEVpOu4ex2PuewVRrYaZQdZIJn28ONrildfC62Ydb9fW4IH7/LRtq9ijr5szzy5nxJ0hfvm16oXDJ5+lOPUUX43ZVU2b6JSHHdJpjcMP9/DSmARz5tj03KVq/zz9VC9ZWRrXXh8hviZRp7BQ57pr/Bx0oIfnno9z6hAf94yMMXNWJsCh63DEYW7OGOqjezeDowd7yc7SaNLU4Ldpabp3M3jhpQQffVI5mPLgwzEOPcTNIw+GCAYzn292tkMwEJeLZ1GjkBNGvXcJ6u+J6x4zOx9M8NA7iGiZ72TDMPCmy9DTUZThIu2quOEQiwW4/a4E302oyETbo6+L22+xt6iOYSLh58lRKca+F153HOjc2eCyi/3ccHOESy700bSJzrLlDv0PcDPyvhg7djEoLNRZWU2plObNddxuOPMML88+l7nho2lw+y0BJk22uOiS8Lqszh06Gdx5e5DCQp0lSzKvNeBQD4sWZ7KtlcoEPe+7J8STo2Io3JxwnI+VK22uvNzH/Q9W3FTQtEzW6MpVirIymzvurjpy4/qbIgw9zUefXibJlENOtkYolEbXJcBZm9wqziEtvsX6+EOOGvg0b7xVfTbnwMPdtGunM+9vh9IShULD7/v3tbxTKRejX675OPvSmCTdu5mYZs3ZpaL+ikZNfvip+kzedBr+z95Zh1lRtn/888zM6XN2lyWWbhAJpaQVKUUaxW4FRAW7sRAkFLBQLFJAUlREMAFJUUClpbvZOB0zz++PgV2Ou8vrK/Hqz/lcl9fKzDNxznkmnu9z39/7998NLmn47/KStzj7ZGVJUnycsU1aiRLw/UKIRiUOx9/Tcs3C4u/E/19DOIu/HZqqoG6Yg1w6OlfgBODoVuT4a3Enss7q8XJyCn8xicfBMJIfEk6iuHd8hxjTBfn25TDqUuxfPYfPyDmvHp45OSq/b9G5vKWNd9/28c03MRYsjCcJtm1bO7jnfj/btun0u9/NoMFBli5LEAxIrmiXPxKoRTMbbrdg+468SM+Wl9mYPz/KI48HePpZs1K73S64pGGyaPTfeLCraoy0tCAVyocoXiyIwxH5V78gOp0hnn7CxifTfQx80aw4/ulMH3Vqx85pGpSqCHzBPWjT70KOuhQ56jLUqbfhydmGJgr+Pdy6HznpZjhwSt6nNJBrPkZZ8QE2pfDfUQiVufMMJk6KJvWX7Tt0et4TIDtH5cWXgoRCZtprQcTjMHhIgOGvePPNeLtd8PSTHr6cF8UwoH49G8tXmMLx+g0JGtTLiyQrXVqhejWVN0eFcwVOMCsrP/l0ACS0a+tg0OBgrsAJprD/2ZwYsz6J8NKLXrxe00v0nvtyWPFjHMMQFPYNzJsf49kXApQoblCqZBC3yxI4LQrHRQQ5ux+cInACsOkr+HoATuI4ZAz37h8Q47qZz6O3LsU270l8ejaJhJNBQyIsXpI8obVseZznXgwQi/1VldPG5I/jzJodS4pA3rRJZ+DLQfrd7+KDMWGeftKD2wUOhyAYkoyfGOGZp9w4/xCk53bD0094ePGlILVrabz0gptyZVW6d7OzcZPOZ3OiSWnrm3/XefARP/efSCdv28ZONCrx+83ITzC9jMdPDHNVewc2m2DPXp31GxN06SSYM9vHsCFuBr7oYfQoH9GYZNqMCMFQwVfukSOSV4aH0GySCuVDpKYGURRL8DqbCCFw5OxCftKXY/WeI6EL7rwjfzRnrZoqderYeODhAHUv0jAMgaqcmTCg6xT62wOEQjLfe6DFv4fEf3BDCATk39a/3+KfQ2YmeM8wVR1MkVNKq8K6hcWfxRI5Lc4bjng2cvFbBa8MHkUc2njWXih0Xadpk8IjMOvU1vA6ornCjaqq2PauRM66D/wHzUaGDus+RU65HbcRKHRfZ5t4TPLWGz5Kl1KJRs0It1NJTxfE4pLDhw3cLnC7Bbv3mCPSV0aEuLCGGZ15TXcH3bo6GPO+j+bNbAwclBfJkuIT3NfHzfRZZpTDyeOsWhXnvj4u2l9px2aDIkUEbrd1mzgTHI4IJUoEadM6RsMGEXy+IEL8da8xRVFwEscpI6hqwcUz3LFjGGO7IvetyVt4YB1y7NW4okcL3q9/PxzfWeA6+fMEHPHsQs/JH3AwZlzBlgZHj0o2btIpVkycaJu/yjpA0yYazz/rQdMkH41P4eEHXXTuZOepJ9yMG5PCtOlhSpdSKV5cIZGQuaJ/NGoKnZ06muJ+ty4Opkwt+FyiUVi1OkG1KmruNfNHps+Msnu3ztP9A+zYqTP0ZS+BgKT/cwHuuLXgVEuHA+7r40RVBXD61F2Lfzc2BWyRTNj1Y8ENNszFlsjBcWQtclpPyD4xopEGbPgS+dGN+HMEPywuOGJ/2fIE/sBfyz7w++0F+iqDafPidAoOHTb4YEyY90an4PUImjaxsXWrzpIlMcZ9mMJ9fVx07GCn3/0uhg/z8e77IXbuMnj3gzC1amkMfTXA9dc6+WR2wdfovn0GPp/CGyO9NGygsXWrTrmyCu3a2nOL2638KUGtmhq//pYgJ0fSqqUdRYmSmhrk0uYxGjdS6PeQn+kzohzYb1C1auFFhsqVVXC7rQmJc4WdGMbCkYjyl7AzswSvjgjR+nI7o97wcf21Drp0sjPoJQ/XXevk6f5+jh6V7NptEE9INE2e0WSR05mgbevC78dt29pwOq105H8rbpdBmTKFv9/WqmV5alucOZlZ4PWc+X5KlDD/7t5z5vuysPg3YKkXFucNRY9BsGCBBYDDG89qtemSGZImjfMP9lQVnn4gTurX9+D8fiApkQO44lnIrwcWcl6bULJ2nbcZXa9PZeRrIaZMjRCJyHyefiWKK+w5IdAUSVc4sD+vgWHAG2+FeX5AkCNHDbKyDHw+QblyCvXra9SooXLHbU4+Gp+CzWZGyIDpQzboJS+r1ugMfSWE0yF4+00fzz7j5vAR/f91FfDzhWEYZxzV6pFBPLsXYZvVG9v0O3Gv/Rif4U/qmzYV5OoppqfmH0lE4Mcx+aIyFUWB47sKP3A8jIgXXqAhHhNkZxf+2bbvSFCiuNmHjh7VefyR5NT3xx91cfttLl4ZEWbAwBBfzI3R/go77drYWbs2wdvvhOnc2UnbNnZWr4mTlqrgPiXa8/0Pw9S4QGPgAA81LlDZsbPwgcmmzTr+YOHrIxEzAigWgyVL4/R7yM8dt7nIypZkZUvq1EkWTFq1tPHmaz7WrtPp+2CYwUMl+w94SCQssdMiD00Y+GKHcf7wCuLolsIbSokSycaY/2LB64/vwJ99emHGf5oshtMRicgk3+Y/cvCAQXoRhbXrErw6IkTJkoL773Vht0MgCOPGR/hhccz0v/0+xn39/Kxbb07o7Nqlo6oCPSHIypKETlPvZdfuBFu3JyhZUuF4pmTAwCBOh2DUGz6aNTWvK12XLFgY46I6GikpIvceaBgGDkeMnneZExLxBKxdm6Btm4K9Tp9+yoXX8/fyRv7/hE0Pm9k6KWWIGw527tI5csTg0Sf87N1n4PdL3ngrxAsDzEh/gN+3JIjFJDbbmXmmS6nTsYONoun5392KFRV0uNKGYZx5cSOLfyY+X4z+TxVslNipg53UFEsAtzhzjh8H7xlUVj+J1wMeD+yyig9ZWPwpLOXC4rxhKHZwFy28QYkaZ3XW1OkMM2iAk4cedFKsmMCmQdPGGlNHh6i28XHY8j1y9ccY77ZDjWZB1mmmx/auOS9Cn6IobN6cYNt288Xbbhf88bBHjhiULWsuzMw0KFkq/3kFApIfFsdZ8WOcffsMJk6OMPBFD3fd7mTbdp3u12azZGmC14Z7aHW5jXJlVR582M9338fYuEnn08+j3N/Pj8spWLMmYYmcfwPcMoj44gnk9N7IXSuQ+35Bzn8BOf4avHpelKWaiCL+mAZ7CnLXCrREssJgGAakVyj84DYX0la4a7qmCVJTC58EqFxR5fARg1aX29A0hZ9WxRk53Eud2hp33eFk/35Jn/v8LFseZ+MmnfETI/S4IQeHQ7BkaZwflsR56pkAK36Mk5IiCIcNbr8t73ykhPETwsyeHaFCBZWKFQrvrxUqKKSmFr7+jym38ThM+CjMNd0d/PprnDdHerj9VgcpPkHDBipdOju4r5+f2Z+a186X82Ncd6OflT9pQOERZBb/HhRFwXV8M3J0W+TKcWA/jb+tEGD3wtGthTbx/YeK0D7fX5uQczhFvv5/KiVLKRzPNJ/RlSsrzJsfZd8+nUkTUilZUqFCBZV163W+XxBnw8Zk8ahCeZVFP8S44zYXsZg8bRGG8uVUfB6Fhx4J8O13ec+kvg/4uaa7gyqVVRRFUK6sitsjWLgolhTVrqpxelyj8MpQN5UqKoybEKbjVXaefNxNqVIKmgb16mpMHOelZo2EFa11jtCERAkcRhSrgsjZj12JUaG8QjQGTodg6bI4CxbFOXIkWZSvWkUlo4SKw3HmIlNqSpiPxvu45mr7icwX6HGNnYnjfaSkWJXV/83ouk7NCxNMGOulXl0NTYNSpRT6P+3ioQft2O3W5IfFmZOZCb6zIHIKIcjIgJ27/r0WYBYW/w2WcmFx3ojaUhGX9i14pbsoMqPmWfdvdDpDXHeNzpSJbuZ96mJ494+o9n17bNvm5TUydMjcA6cRcUgtfV68JYVQ+XJ+XvTCshVx2rZOjkA5dlzidAiKFxeEQmb0TbmyBV/KXTs7+ObbGCtXJvjqmzhFiggWL4ljGPD6myGqVNa4pruTt97OH/UXT8DgoSEaNLD9q301/w4IIVCPboEt3+dfmbUHuWoSthNdwFBsyJSShe/MWwKp5o8yNHyloUjBQqdoeBtRW1qB66IxJ0uXxbmuR8HqSNF0QdWqGkePSq6/1onHI2jSyMbx45InH3fT4SoHkz/OHz7m90smfBShW7c8f8HxEyPUq2vjgUcClCur8GA/Fy0v1XjzNR/33+emfXsHiYTkphsKPhe7HRo1tLFju17oNdPlxDVzKj+uTFDzQo1SpRQcjhC97pbMmOrj+f5eXh4aTPIVPMmLA4P4A6dRjCz+NTgTOcjZD4Fu3tvloU2Icg0KbnxhBwybGxyFm3gVUQ/RonnBkcJNm2j4fH8tOi3FF+P6awv28yxbRiESkYRCZpGum2900aSRHU2DWEwSj0OHq+yFFj266UYnsz6JMuqdELoO3bsVfG2ULq1QpbLKqyMLfia9/maI++91IYTkteFetm1L4HTmLw7isEdo0SzG+6OdfP6Jlzq1Dbp3TTBhrIu5n3kZ8YqNKpXDaNqZRQtaFI4zkYMx636US/sS9lShbDmNm2508sXcKNddW/jzIiVFsHVrAsM482h4wzBISQnwUD/B7JleZs/08mBfQYovYInbFmhanKpVwox4xcbcz7xMGOOi41VxnA6r+JjF2SErC3xnwZMToGQJ2LHz7OzLwuL/O5bIaXHeSBgGeq2uiGb3gHJKGnnRyih3ziSkpZ2T4xqGjtsdpri+Ds+yQRA6Zq6wuVAu7Yt6yySwOVHv/hS1z1eoN41DvWUSSuvHwZkCmhPK1DsvL8S6riU9DGfMjNCxo4PLWya/7H/zXYzRo1KoXEnlrbfDPPesmaZ7EkWBjlfZqV/PxvyvTcHmi7lRSpZUOZnZnEjAlm068bhBrJBaC3v3GbhcAr0gFcfivGFTBXL15MIb/DIDW8L0jY2jIprfi9L8PtRbJqHe8KHZny9/GOweRIu+RLHjEAl88eP4/NvxRQ9hKHaUW6dAyVp5+xUKot4NyCa9iRfQ/YUQ7N+vMGhImNKlFXpc7eBUm9CKFRQGD/Jy7LjBSy+4KVFCYdr0CI88HmDQ4CBDhgVZuKjwQh/LV8Spd3HevaJBfY1YTDLuwxR8PoX69TTuuM3JhI/CuF2CjAwVvx8qV1Z54rHkQijFiwuGvuxlzLgwr70Z5o3XfPmumQ7t7TQ45Zo5icsFugH165keXeGIgxdeCrF9p87RowVPAIRCFLrO4t+FGs2BrLwcM2PxWyiXP4qo0Di54QVXwJUvElG9iMZ3FbgvUfc6UtOdjHpyKwumHGL482F63gazP8hm0Uc7Gf3CftJsx/+ivUqcW2+20a2rPSmD4ILqKs8/62HU22FSUwWvj/Dyw+Ioh45IMjJUduzUSS8i+G1tnFeHepM8d51OuK+Pi717DS68UKPf/W7S0hSuvdrB1d2Tj1OtqsqwwV4OHjKIF6I97tlr+ui53YLffktQvrxK0yYaiQIq5EWiNsJhlWPHIRxRiURU3K4wHk8Iuz1qTd6dY0TwKGTuxi+L8bnxIs+9FKV6VZWG9TXKl8v/vKhU0XxevDoyxPFMSSh89iLhhYjj8YTwuEMIYQnb/x9QFIVQyM3Bgx727HXjD3iA/96PWEqJ3R7F4wnhdltFAy3OHvG4JBA8O+nqABkZsGd34QU8LSws8vhr7vQW/wqE0PAH7EQjArtd4vPFgDNLHwrhwt6kL46Gt0PoONgc6I4ihDTf+X2xsLlQrx2N8fMkjMWjcheLKi1RmvZEn94bUeoi1Ovfx9BchLVUCi2tfJYIBj3MnRenSycnsz81RZZ4HB5/0s8tNzm5tocTtxNS0xRW/mSm7153rYOyZVTiMcmwIV5yciRHjxrYT6SCPfNcINfTU0rYuk1nwAseXhgQREr4M+NgISA720NCB7fbwOOOWi+B/wtO2/9kbgMpJcJXCnlsO8ay0Zys0CMqt0C9cyYxTyk8MohYMBz5yzSzoAmgla2P7PEuxo0fmfYNsRC40ojZUogWUkxHUTSmTTf76kuDglzdzcGbr/mIxSTFiins3qPz+psh7rjNhcMFm39PcG8fFx7Picq5Cvz2W+H3lFM1iM6d7NS92Eaf+/xkn/AcLJouGDrYyw3XORk8LEhmprk8NUXwwXs+hg3xYegSVRX4/Qbvvh/m9y2mYH/8uEGnjg4ef9QU/osUUZgxK5p0zZykQ3sHFcoJfL4IYGPCRzFW/JjghutP95twzu8ZFv8U/tARIjno0+9BaX4vyqV9we7FcBclbk8hggMMcDS8Dfb/ClsX5m6mdHwZcg6gv90a9BhFgLbFq3FljxHonz8Gh38325W4AO917xN0lvyv79VOZ4iH+tm5+84UDh82C3x5vYLjxw1efN5D6dIKq1bFaNrEzvHjBroOAknzZjZ++ilB9WqCt173cuiQRD9x7X02J0rtWirlyio89qSfaNT0xu7V08mMqans32+gKJCZZVC0qGDjptOfs5SwfbtO0WICTZWkpeafKAkGPbz4UpjlP5opyUJAm9Y2nnzcg8sZzNfe4lwgweFj97E0Br9q3ucDQckV7ezE4nDhhSo33+QkO1sSjUp27dZ58aUg4YjZ76y61haFo7J9h4PHnwxx4KB5v3C74NGHXbRqpWK3WanmFv97MjPNv2crkjMjA6IxOHgISpc6O/u0sPj/iiVyWhRINOpi7jyDMWODZOdI3C64/joHN9/oxuk8szSOGBoxrQikFMlbeB5EM+ktYXqhxUIoTe7G+Okj5JbvkttsW4QhdZTm92IsGIHxzVCM68eQkOf2dTuRcJGdo5CdA6tWxbm2h4MZM82XtFjMTNOte7HG0uUJtu/QqVJZZes2nS/nxejYwY7Pp1AiJlm/IcHQVwr+fbp0tjN9RoTq1TUub2lj8ZI41aupBIMSm40CI2dKl1bYt8/goUcDSAmVK6n0f9pF1SoxVNUyZT9fxHWJo8FNyA1fFNzg4h7EtRQwJE7iGF8PgE3zk5rI7UvQvxqA0uNdxJJ3kGs+Tl6/dzVMvgVumYLfWQr+RKa1rkOO/6S4CrNmR5k12+y3pUsrDHzRQ5PGNn5bF+eqKx0MfSVIhfIqLVrYGf1eiAMHDMaP8dHrbheVK6tkZRp8/kWUjZtMIbJJYxu//pbA5xO0a+PggYf9SccPBCWJBDz5TLIwmZ0j2bPH4IWXggQC+ZXG1FRBerrCiNf8vPSih4BfcklDQUYJkS/1vHIllZ53O/F6Qgih4w84mPWJGTUbCpkFLI4ey38MtwuKFbeG6RZgOFIRqWUhe2/ewqgf4/tXQHMg7l+IX01L2iaAG3fnkajho7DvVyhWGQ5tSpqUA+DIFvSP70LtPBR9ak9z2eHNyPE9cPf8goCS8l+fr92eYO9elXv75omBQkDry2089oibBvXtfLcgxphxEYJBycsvucnJkfgDBtu2C2rV1PhsTpiFi+LoOlxYQ+WSBhpvvJXngajr8O57EaZMifLyQC/3P2Be22XLKLz9pq/QZ1KZMgqGDpM/jjJssAePJ4yiJD+LolEnzzwXZtXqvOVSwrffxVEVwdNP2tG0wiPILc4O0lOcRM0eTJzlBuJ4PIJEAu7slcOA573c29df4HY33eDA44E1vxrUq+vC6bC8My2Syc5x0vMef1KhtFAYBg4OU6aMh4vqKNZkvMX/nMws8+/ZiuQsecKJaudOS+S0sPhPWOnqFvmQ0sa0mTojXw/nRkyFwjBuQpQRr8eIxQsx3fqbE9FSEJ2GASAqNM4ncJ5Ebl+CKFPX/P/9v6BEjp/T84rFHRw6pPLh2DATJkYYNTpMWqrC1Ek+Xh3mZcDzbiaM9fH9ghgfjo3w48o4Pa528OmsVJ5+0k1OjsEHY0Js32FQNF2h5oX5U7wqV1Jp0dxO2bIqM2dF6dDewYP9XCQSkkOHDB59KH8hDE2DRx5yM+qdcG5E3fYdOr36BNh/wHHeqs3/mxFCYBh2olE7iRIXQZWWeSvTyqM0uRul9eOIxj2Jn0hfscVzYMPcgne4cwVaNAf586SC1x/5HTVw+E+fn6LotL+i4CjP/fsNVFXSvZuDNq0c9LwnhyNHJG1a2xkzLkyrlnYGDvCgaYLVq+MMGBjg4+kROrR38PyzHrxewR23OZn9WZSr2tv55NP8vp1tWtmZOy9a4BzJ1OkRnnzMnRStrCjQormN14Z7OXxEp9fdTqpXU/lyfoxb7sghFoPJE1K4/VYHnTrYefM1D+++7SLFF0AIU/1UhOD6a53ccpOTb7+L8shD7nzFwQCe6++2qjZbABCxpSK6vZZs03ICcfWb6JoLJ8nFcwBCwoXfXY7gBV0wUsth/PB6wQcIHkUGj0FqmbxlgSOIw5sLvU8rikI87kDX7fkKy4XDdt56O+96c7vhzdd8XNnOvN4+nhph69YErw33ck8vJzVrmtHQAsjKMti9W+ea7g7Gj0mhWFHBNd2dTJxccNn2HL9k9x6dShXNc9i7z+DIscKfSS8862HAoCBHjhjs3K0Tjeavmu73q0kC56l8/W2MQODMvR4t/jMRLZVYg54cOGg+m668ws7U6VFaXmqnaFEz4vfJx9106+rA6zX7aYkSCu2vdFCtmsYTTwWZMVNHSuv3sshDVVW+/S6RJHCeyqh3IoTD+e8LFhbnm9xIzrMkchZJA6fD8uW0sPgzWJGcFvnwB+xMmFjwDPu8+THuvcdHepF/3uA9IQXRii1x9J6X58t5Kr4MRMnakIhAImqGrkgJ/sPgKnuOzkpj0Q+CkhmSr78xI0uqVDE9xr5flGDZshhpaQq3ZKiUL6fi8QgmjvWx/4DBlI+jHDioU6eWxvBhPn5bG2fEa2FeeM7DgQMG33wbQ9clrVvZqVZN4/Ahg1IZCsGgpFw5hUOHdT6fE6NzJwc1a0Lt2l7GjIuyd69B7doq11/rZNQ7YbZsTQ5tMwx4480wQwbbsWn/vH7wd0dRFFRVJRrV+H2LYOKkKMePG7Ro4aJbx4mUbLoEJRaAaBD52yyIh8Huw1fjSgJqKko0G/10XnPxCKJSc9BjyN0/mX39VLL2IFIq/ym/OsMwaFBfpXw5hd17kpVGtxtKlFDZvl1n0eI4kQjc08uBwyHo3tXBd9/HWLsuQavL7dxwg5OXBgXZvdtgxOshuna2M21KCt9/H6NEcYWLL9J474P80TylSin8uLJgf7Wffk5Qu5bGuA9TmDQlgpSSO29z8cOSGCNfD1GkiMLttzpZsjTO2nWmIPL26DAfjAnz5OMeet6loapBDMM4Ye0gCATcLFios3pNAqcTrmznIDVV4Z23fHz6eZRt23QqVlS4+04nJTNiCGFFO1uYVXzDxS7Ede83sOx95P41ULwGaqtHkPt+QZ3RGxWw1b8JWak5QcWXdP0ZhoEw4hANICpfCqoNuXcNhDPzDnJsOyKlFDJ7X96yw5tQyjRJ8lQ+2Y8XLU4w98s4drsZOVe7NrhOVG1PJBR27tRRFLj4Io0H+joBwQ+LE2zclKBECYVrujtJTRVUrKASjQiiMYP0dIV5X8XQtDhXtbeTkqIw5oMUDh0y2L+/8KiqnTt1SpZU2bHTbLN2bQJVgzHv+5g4KcL+/QbVq6vcdYeLN0eF2Py7Tru2dr7/Po7DbuOC6smFh45nFn7vkhICAUla2p/77Sz+OgkJrmIlaVQvwppfoFxZhUoVVXJyJENfCSEltGltp3NHO+2vsBMMGrjdCq+OCDHgBQ9SmlksXbv4SPFZPpoWJ1FYu65wn/jtO3QSCaXQImgWFueLsx3JKYSgZEnJjp0Sy9DDwuL0WCKnRT5yciTR02hXhw4ZpBcpfP25QAhxViIHY9iIeSuSYvfkLXT4UDsMBMDY9SPC4YXUsigNbsH4+SPwljjj4xaGP+DgrVEBHn/MPJ8Un+CJR9089EggNw0YdJYsPZHCPjWFBQvjvDoiLyV93XqdWZ9Gee9tH9Wrqbw6IkR6uqBFMxuKIli0OM7kjyMMGuDl0GEDtwsOHjQYPtIc0E6bEeWjcT4qVwox4HmNWEzD7RYMHhphydKCBxa/rk0QizqxWXeQs4aiKOT4Xfz6m87PP+mUKmVQs6aGrpu/8br1OlOmCCaNb0H5TY/Ab7PyNt67Gpa/j/fuz0Cx5Qn0p2Jzo7R/wRRGfBkImxulSU/kzhUYy97Na5da5r8qyOH1hnj/XQ+TJseY/VmMWFTS6nIbfe9zEotJNm7S+eUXU+y7rIWd5wcEWL/BHKAUKSI4OC1CkSKCF5/z8OgTZhr4Z3NidOvqQAJ33uFEUQSVKqrs3p0slBw8ZFChvMq69fkHPHY7+P0GSxZHKVVK0KmDkyefCbBz58l96CxeEuemG5zcfJOTyVPMsJBYDAYPDVKnVgrlyuXdcwIBN3f1DrJvX945rPwpQbOmNtq0tuGwC67u7uDKdhp2e+BPf38W/w4SUsXvKIm9zXMoegQbCfTpvWHfL3mNdq+EkrXx3DiOgEgeFQlFQ7l2NHLrQqQeQ+00GBk8hvH1QHOiIr0Scv0fIriLV8+XshkIuul5T5A9e/OW//Rzgkub23j+ORcuZxhVM7jmGgfNm9rZvUdHURR635uT916wXuf7BXH63e+iQQMN3YARI0O5IiXAz6sSNKivceMNTi6orlKqpJLrnZfiE/hSBEeOmEXvypdX2bJV5+KLVQ4fNihdSmXQkCCDX/KQkaFQ80INv98gHpcs+iGOpsHV3Rw8+oSfUqUEF9ZQkoTcImmFvysIAR6vNTg8XwgSdOsAH001C8eNfD3ML7/mTf5s2apz0UUaN1zn4MABya+/RXG5wHPiFS0aBb9fknKWPO0s/vkIIal5ocK3BSdjUaG8iqZZqeoW/3syM83ClTbb2XvmZGTA9u1nbXcWFv9vsSQKi3y4XKe/Gft858/lQEqVQNDJ9u0GOX5JzQsT+LwO7PYziyCM2VPRqrWGbYtQe7yN/t0wOLjePCbA8g9QWj2K0uoxEq70M/8ghZCdLcnMknjc5nferauDiZMipwicecyYGeXWm5y8/kZ+z81YDF56OciAFzxs2qxTrqzKF3OjzJ1nRof26e3C6zUjca+/3skXX+b5kQWDksHDQrw80I3PG0JRDBRFIyOj8N+5aLqColhVVc4WQgiOHnNxV89Akr+jTYOXBniJRCSrVifI8UuGvxZhaPuK5EvmzN4LO5cijQSiWlvk798krVavfgNj2XsYe34GTvTzH8egNOmJcmlf0+uvaGUMX8n/6tyllHg9Qfr01rj1Fg9IcDoTaFqI5T86yMqWFC+uIAT8tjbB+g069etp3H6bi6wsA79fUqmSit0GtWvlCZZ79hiEQvDF3Bjr1iUY8aqXRT8ki+7ffR9jxKs+vpwfy9V03S7oe7+bMmVUsrIMKpRXSPEprFoT59abXJQspTBjZoSFi8x9TZka4Z23fEydFsn149R12LnLoEQJDU3TEUJj+qx4ksB5kmXL43TqYEdRJa0uV3E4gvn0ZQuLk6Zb6k0AAQAASURBVMQMgaJ6sG2bnyxwnuTgOsS2hagXdM0V7lwyAis+RF/xQW4zfdUURKXmqF2Ho3/5PMJbLNnz010UmXFh0oSFomjMnh1PEjhPsnhpnO3b7dSuJXDYderUsnFfPz+vDPHy0svBAic+R78XZs7sVD79PJokcJ5k1eoEnTtKfv45wYMPuBgzNsI9vV3EYnDsmEH58iqRsE6tWjYaXaKxaZOO1yuoVk2lWRNTPJ0+wzzwU4+bd7zq1VTu6eVi8scRQiEoVVJByuSI6ZQUnYsv0vi1gKJmrS634fNaEdbnC82IUzo1k6kTS/PrBiNX4KxQQeG+e9xI4MgRA7dLULKkQr16DsJhOHRQz/VldTotUdoij0QiwRXtPLz7foRYAda699/nxOUq2MbGwuJ8kpUlz1qq+klKlYRffjUrrCuKdW+0sCgMS+S0yIfPq1OvrsaaX/IPBEqXVkgvcn7eHKTUWLfezsOPJZuLd2hv55GHzqwAUgQ7vk7DYM0U5NaFuQLnqRgLRqDe9x1hxZM/Ku4McIg49lgORHOwqxciJWRmGpQpo1C/nsZHhXiXpaYKNv+uEy9kfLZjp8HxTMngoSFU1RQ2b73ZSTgsadHcxiezo1x2mY2OV9m5+bacpG1/XpVgy1aDMqVdZJQIk0gk6NzJw9jxkQI/+l13OPB6Y/mKtFj8NaIxOy++FM5XwCaegIGDAgx+2cuq1WZ04OKlCfx3tMXNiPw72r4EaXejXHILhh5DblsEgKjYFHloI/KEwHkqxooPUW8cA+UaILq/SVDxnra/O0QCezwbIjlg85BwpBBV3ITCGqGQIBKRpKTY8HnB7RIcPqRz841Ofvo5zmdzojRpbOPqbg6efsZP6JQM9FaXm5WPb73D7Jten6BzAzvNm2pk50CRdMGAFzy8MjxEMGien8NuVml/eaCHocNCRKKSV4f5+GCMGS305GNu5nwRyy2GBKZw/PhjbrxewRdzzRHS2nUJqlU1o8l6XO3gskvt+HyC45kqmmpDUeHzOQVbeAD8sDjOc8/akIYlcFr8Z+xGBPb/inr9+yAU879wNvry9+DQJlg1GVuVtujCiRACLWsX8hSB8yRyx1JktVaot09F/+SBvBXpFVFuGEtAS0sq6hcI2PhsTuFFXD6ZHadh7QRK7BgXF89mzodecmxetm0r+EafSMCxTMn8rwsv4vPt9zHq1Fbp0tnBM0+5efixAFlZ5kVSo4bK4Je8jBkbYfZnp1yjNhg4wMPRYwY2G9x9p4tYHJaviNOnt5M3RoXYtcvAboeLL1bzRas6nVGGDXHzdP9w0nvMpS1sPPWEE02zqqufK3QRI6BnE4hm4bJ5wbDhszkpITcy54tqAJQvp/D0Ex6efSHA0aN5N8waNVSGvuyldGnYvNnAMKB+PQ2HQ7B3rxtVFaSkGvi8UauozL+ctNQI74/28tgTwdz3JocDHujromYNw+ofFn8LMjPPXqr6SUqWNCPcDxyEMqXP7r4tLP4/YYmcFvlwOKK8/JKHPvcHknz2iqYLRr3hwesNn5cZ0uwcB/0e8pP4g6j35fwYtWqpdO+qYhh/TWVTFRA5RxB1uqO/37HQdnL9HNTG95P440n8BQzDhsfwoy4YiFz3KUiDtHZjKFe2Ge+PCfPcMx7icVmoSCIEGP9JQDmxXtdNf8GJY1MoUUKwb79B2zZ2liyNs317wT9eIgH39Q0yYawbtztEkbQYgwe6efaFUJKY2eEqO5ddpqLrlh/n2SIY0Fi9pmDxIRQ2PeRSUwTZOWb/KKwbyJ3LUXu8gz7hepRmvVGa9jI9O9MroE+5q9DjG1sWwA0TCBjaaVPVvTKEWDAc+cs0kGY/Uss3xtX1LR59IZXlKxLYbHB1dzs3XOuiTBm4t49GOCxp1sSGpsFV7R3ccHN2vsrJCxbGqVFDo3Ejc4LFbhN0uyabW2920qWzg337DJo20Rj5qpdwWCIUQSwqee+DMELAc896KFdWYcrHEX75NUHlSiqaTSQJnGAKx0OGhRj1po+vvo4Rj5uarqrC4IFeFi+N8cDD/tw+X6+uRv+n3acVL3UDFJHA0vwt/gwqCUSxquifPWZOFgCklEa9agDGj+OQsTy7A5sCcuW4Qvdl/DIDpUQN1E5DQNEQDi8xWwohzVfgQL+wZ7fNBv1uy0adNwA2fEHGiQ6fuHol4Clwmwb1NdJSxMlbQYGcvF9JCQ89GiA7O+9CevRBNyt/jicJnGBG7z3dP8j0j1OYOjmVb76NMvL1MPf0clK7tsZTj7uJx6F0aUGKL/+koJQSnzfE8GEOcvwuAgFJSorA50tgt1kC57kiIgK8u/xFvtw4BeNEp6hfpgVvXPYacudKpDRFznt6uXhhQDBJ4ATYtEnntTdCPPWEOQlVprTCM095uKuXP9fTtWSGwitD3VSuFAXrjvsvRqda1QiTJ3rIyhYk4pIi6QKfN2p5YVv8bcjMOvsiZ6kTyVY7dloip4XF6bBETot8SClJTQ3y4ftu9u2Drdt0ypVTqFhBkOILn5cZUlVV+WFxIp/AeZJx4yO0a+PG7S48KuV0uOOZGON6oN7wPsQKH/TIUGah6/4sQggCQTe//hygVXgo6vpPctelrxrEiOemc8fDboa8EuTll7w0baKxfEX+D56VJalWVUXTKPB7KV9e4diJGW2PR9Cpgx1/UJISEYx+L8zPqxI4HNC0iS9f6mHdizU2b9Y5cNDgyFGoUB5UNU7zZpLPZ/tYt04nGJTUrauRlprAbv/rUbQW+YnFT69eBwISh1NAjqRZEw3f4UUFthNVLkPGw4h612Esev3EQoHaZThEC49EJHScmOJA6oUPDuyKgVj0FnLNx8krdv+IsmgoD/R5hS6dHFSvrhKJwIjXQixdHkdKs5jWM0+6qVFDZeGiWD6B8yQfT43w2CNu2l/pYOq0CPE4jB0fITVVoXkzjcOHJcNHhvIVwwJYvSbAe+/4mDffjCrr1MHOzFkFR0VLCYuXxHjnLS/bthvUrKly8JDOTz/Hc6M7T7LmlwSffhal/RV2Jk0pWNi/5mobhlFIqVcLi1MQQqBm7sGY+0zyipz96LP6ot40DuPYbuKq21QkDR0RyS50YoOIH3IOQJHyGLtXoTa4gXDChkMPo8oYEpWI5sUwDDyeOJ062lm6LE7nTg7SUgXbd+jM/izKtZ3ilN0wENbPSdp9inqMShV9+dLRH+znolpVlV27ddq1szNmbMH9v/XldhCSHTv1JIGzWFGBwyWYMavga0pK+GJulEtb2Hn3fXPfderY2L3HIB4XTP44jNsteOwRF2mpwXyTM1JKHI4IxR1QvFhhX57F2UIqOmN/HMoXGyYlLV+9bwkbMzdx0e75dOt8B2vXJXA6BYcOF/we+cPiOL17SsqWEbz9lo87e+YkiaEHDxn0vCfAJzN8pKVagvW/GSkNPJ5Qrn+rhcXfjePHodhZfv6kpZk+nzt2QItmZ3ffFhb/nzh/5ooW/yiklLhdIapXC9Pxqjh1akXwekLnLQVECJGvyMipHD0mMeRf676qqsKWhSh1eyANiWjau9C2SqXmuKLH0NS/fqmEwk4eeChE9VKZ2DbOTF55fAdV1/Tmk3eOcF9vB3v26jz2iAd3PsNF6NLZTiBg0O9+V751Ng0e7Otm8scR6tczo90OHzF44qkA9/b106Sxjbff8vH4o25mzU4ejLpc0OtuFzNOCELHM2VukSdFSZCaEuTSFjHaXxmnRPHgGfuhWuTH64VixczvvFJFhVtucnLrzU6qVVUB00j/6FEDtxueeNSJx78u/058GSi1OiGMBJGqlxLuPQfR+glE7S5QpDyiZidEw1tQmt+LqNzCDA0+gajWGmdgL7bTRMbYY9nI1VOSFyoaWR0mMSv0LE88G2fg4CBZWZJnXwhQvIRZvfzSFjZ27NDp1cdPqZIqR44Ufl1nZUnq1NY4ekRn6fI8JXT8xDD79huMnxCmaRPTv6/X3U4GPO/hvj5OWl1uQ1VN77aTdg5pRZRCB9IABw4YfP1tnI8mR1i/XueuO1x8Ob/gvv3xtCjXXO0ko0T++0DjRhpVKvFfFWuy+PfikFGMBa8UvDIRRW79AWq2Rz/xrFVUFVG9bcHtS9ZEafc0olxD9EVvIL99GX3zt/gyN6LN6o14pxXKlJvw7Poet4wgZYLrejjo0tnBjJkRXh4a5Le1CV58zkuPLhI2JAucx25czIbMmjz2iCepyNy99zho08pGpYoKe/fpNG5ko2yZ/NdGnToaRYoIGjeysWVL8rWYmqpgGJLDp7lG9+w1+PwL85rs2MHO2rUJEnF49Ak/d93hYsWPce7uFSAQKOCBaXFeCSSy+Hz9hALXLT6wDJFWjnp1NeperOXaFRSElBAKSVwuwZYter5oTzA9yOfNi5vvchYWFhZ/UzKzOOuenEIISmbAzl3WO6eFxemwIjktTouU8n8yeDcMg0sucTB1esGiQ40LVDT1r6UqOY0giq84+pbvED+8DtXbot46GX3us3B8R17DkrUgFkS+dwXitvmElDK43f9dBKMQgn37TC9Nu/RDAen1StZuND1AKGQw58s4VSrH+Wh8Kp99HmXZijgligvu6+OiSJrCkFeCtLzMzpj3fYyfGGH/AYOaNVRuuN5JIiHRVFOwfOBhf260ZjAoGfVOmPr1NF4e6KFsGZVQSHLsuOTiizTaX2Fn1Dvh3MFE2dJKvt/c8jc6t/i8Efo/5SYcEfj9Bt9+F8MwoGsXBxfWUNm6LcEtNzm4/lo7qalh5BUvolzYAVZ8iIyHUKq2RlRuwbHgITY4NaauG0M0Eeaqyp24tPGtFD+8E6V2R4wV45ChDYgKTVCa34c+/wWQBsLhRR/dFtcds9DTLyzw9xaxIFJPjnLMaT6Ql6dezDcLFUqVgs4dHTgc0PdeN1/Oj7Ftm07t2hofvOvk2+9irPwpToMGWr7rulxZhYoVVTwewfr1CYIhGD3Kx6sjQmzbrpOZKdETsG27Tt/73Xz1FSxbkWDz7zqdOzm44AKNm25wkpEhSE0VZGdLduzQqVVTY+mygsNGa16osWy5WUxo2KshLm1h49573Ix4Lf81ruuwYUOCgQM8/PJrgm+/i+FwCm663kHDBgKXy4pstvhzKHoUDv9e6Hp5eDMx7Ln/tkWOI9LKQlo5yNpjLnSloXYehszej/x5ElLRUGp1RDTtiQwdxxjbPW+HhzcjZ9yL0vxejHqP8v6YMLM+ybuOf/o5wc+r/Lw3KoXixavD4U2gOQhdM5UlG8ox8o0gg1/2MGVSKkuWRmndysGSpXGeHxDC7RZcf62DjBIKgwd5WfNLnC/nxbDZoEN7B3Xrmq+Y27aZldZP5cBBHbsmqFVTZcWPBUeQN77ExpZtOgOe9xAKSb6YF6XxJRq1a2l88mmU9lc6mP1plF9/02nRXLGeU/9DgnE/CaPge23zUs1Q6lyMLRLl+f4eMjMLf6d0uyA1RRAMSrTTjFDWrtfRdQUrZd3CwuLviJSSrKyzn64OJyqs7/jP7Sws/s1YIqfF3xLDMKhdUyGjRMHRWI8+7MLtjvzX3qBOGUFZ8ib6CY8zCXBwI3qFS8wq6xOuA6GgXNwDUfVy9Jn3m2m+y0fz6aFn6Ha1+78SOhVFyS18EFe8ZoGJPxiYHWk/hV4vlGfnLlP4Wb0GPvk0Rv+nXdx4vZfjxyXzv45iSLj7TjdOB0ydEaFcWZWL6mjs2q1zV68ciqQpvPmGl9deDxdYCXf1mgSbNulUq6pw/bVOtu/Q2bJF575+eb6nzZvZSE21Bg3nG8MwqHmhwlN/KJSxanWCGheovD7Cg9cbAcz0vKDwoFRsg718MzPCct5zHC9SisF7PueHXV8D4LZ5OeTfizQMumcF4PPHcvcr966G1R+j3jIJjAT69HvA0DHmPo3zpsmERP5oYeweUDQwTpxfSikOp7VhzTqVV4d6CAQlGzcm+PHHBDVrmt6eGzYmaNvGTk6OOWA9csSg0SU2Hn/UzfCRIUpmKDz+qJvjxyUbNiWoWEGhRAmFL+fFmP1plFeGenn8yQBCQEKHp5/0cGfPnKRB8g+L43Tv5qBEcYHDYefxR908+3yQz7+IMnigl+Ur4vnuE6kpgovqaIx+L8/uYvGSONd0d+B2kVQQ6SRut6Dvg35Gv+1DVSEclmSUEHg8//k+JISwIj0tADBUB0rRyhA8mrxCtYOnGJSthy40csWbSBbHYznEe7yBb9XHONZ9gdptJPp3r5iC5Ankrh8RNa5EqdO14AOv+JCsKk8y65P8Kb5SwsAhUSY8+Ri27K0cLtGVed+VIDsnwbPPeChfTuXgQYOWlzm4514/Bw/ldfhly+O0aW3n4os0flgc55GH3JQsqZCVabDmlxgVyms4HAqqCrVqqqzfYH6uUAgiUcldd7j4caU/n+dtaqqgYUMbwbDk4+kR7rjNxd13uPhyfowG9TUaXWIjFJbM/jTK4iUJWl6WvwCRxfnDbfOiChVdJr8/ZPjKUie1Kvq8F9DbTiLzqCQSlTRprBUobt9+mwtfiiA72yjUrgjgguoqqqpbxQ8tLCz+loRCpr+0z3f2912qJKxZY1VYt7A4HZbIafG3xecLM/YDD4MGh1l+4mU4o4TCU0+4qFol8ZcGNLbw0bwiDp5iqD3eBnc68uB6ZPY+1HvmIf2HkMvew5hyR64g6dgxn+rV+7FshZMr26nof/LNWkpJyQwzje+LRT7uuaAT2qbP89ZXuow5SzLYuSv5s5TMUGh8iZ133g0z5xSPwMlTorRtY6NzRwcPPhJI2ubgIYNgQLLix0IMDzEHpEXT7Vx4ocrGTQmWLo+TSJjp7p062rntFifZ2ZKUVCcOu+UxeL5QFIVf1+pJAudJNm3WWbI0TscOMmlAZxgGERzYEMhDG9nRsBs/7PqasqmV6d/kOcpJO2rgCEVK10cR6zCcKXlFTkrVRr3sAcjZiwxno3YZhjy8GWPBCNREEGz5Rc6oLQXHRdcQzzzEsfrPcChYjPWbUhk80MaAQUH27cvrw4oCz/X30L2bg1mfRBn5el6fnDI1ytXd7Ax/xYvPK3juhWDSRIamwUsveonGJB9NitCtqwO7HY4dM5j/VbzAKKDZn0YZ9YaPwUODDBvspe99Lj6aFOHTz6IMGeRl1Dsh9uw1j3FRHY1773Ex4vX8kxUbNiaoWlXjt7XJv0PFCgpZ2ZKMEgr79hm89bapgu7Za2fA84WLK5GIi2PHFXbu1MnIMKNdfd6IJcb8i4kKB7ZWjyInXG8usLlQWj2GKFYFeXwnIqMGzlgmIS0Vw5Bg97GJEI/NvpIrq3bjhpvfp/KB31FOCpyqHeXyhxElayGPbQfVjnrzBPQFI2D/b3kH9pVi/frCq6Dv2WsQLtWCScsuYeyzGmDe/2fMjNK0iUbvni4mTYkkCZwn+e77GFe1t1P3Yo0fV8YZOz752XHxRRp33+XkpRe8vPdhmO++j6HrcPiwwY8r4wwe5OXtd0LsPXEPqXuxRp/eLj6ZHcEfkDzykJuXhwTZdcpzcsy4CC8+76FdGztlSivI01U/sjjneLU02te4gbkbJyctb1mlE9qR7Ry/5AU+HBtm5qwYTie8MsRH0aJRvv46RjwBXq/ghusc1Kmt4XYLcrIFJTMKnhiyadC5kw1dL7w/W1hYWPwvyTxR0uFcRHKWLAnRGBw4AGXKnP39W1j8f8ASOS3+thiGQVpaiMGD7ASCLuJxSEtTcToC+UQCRVFwJvyo0SzQ40hXOhFbColTmmmaBpvmmf9wp6PePg3500cYP08gN4xEtaN0HQ4ppZIjLm1uIjHBzM+iXNbCjt1emMip4fc7yMqW2O2C1BSD+vUV7HaYME2jzZvPUS0eQt32LQBZ5a9h9msOIPnz9H/azcbNepLAeZJvv4vTtrWdihWUfOLo8eMSpxPChdRjcrkECxbFadHChtstGPehDynNweZ3C+Jcd1MO8Ti0utxG/6fcOJ1WGu75IBbTmD6j8AHbzNkxWl1ux+HQ0RSBM5GNCGWCooIzBXn5I3yyfQ5lUisx+vI3KT77CbMYyQmMUnVQr30XfVovRLGqKJc/hD77YQhn5bYRlVug9ngHKQr2OYtJFXH5c6xcDY/eKyhTWuXhB218PC2SJHCCWS/l5SFBJk9MZeGi/KL7J5/G6HGNk7feDuWL1E4k4KVBAV4Z4uPBR/zcfZeL3Xt0ypZRGD6y8P7486o4LpdZ0GL1mgTPPOXBZoOUVIXn+nvw+QSKAkuWxnnuxUCBXm/pRRTq11OTRM7q1VQee8TNB2PCvDHSx+BheZMLXq841do0iWDIw6NPhFi3Lu9eUaKEwntve8jIOD8F3CzOHJsiccSzEeFM0JzojlTCiucvR+ZKKYmnX4Ctw2Dk98NQr34dY9n7GF8PzGvkLor31skEfRWJOlOYuf1z4nqMLzZPp3b6hVRdY0Zro6ioPd7GWDUZ47theds7U1G7j8RYPAq5d425TI/hdhUe8eHzCY753Yz9OP+zbfmKBJe31Nm7t/DJvR9XxmnXxk7ve/MXOPv1twRbtugUTRc89ICLa7o7CAYlpUopvP5mmPUbdO6600WRNIGiCjZtSvDs8wFaNLfR734Xb74VThI4ze8RBgwM8vabPkqXgkTCKkLzv0QxNPo2H8yVFR4m7HeCgJDYQbWSHiKZEbZkV2HmLLNvRCKmr2qnjg5efcVLeppCdo7BrNlRolHJBRe4KF5cADpPP+li5CnZKWlpgleHeiiSZnmDW1hY/H3JzDL/nm1PToCSGebfnbsskdPCojAskdPib42UEpstmvtCW6RIETIzkwc7qgLunG3IGX2QmbvNhQ4frvYvEq/ShgiOvMYnhAXRdTgkIojKzVErNcFY/wVy4zzQYxizH0Tt+Tn66qlwIlLAX+MOZkz3oetgFDK2jcWcfPGlZPR7/lyRsUpllVeHeRjzvo+e9/i5/UE3/e56ldbdc/AoWcj06gXur0J5jaGvFj5omzw1SpfODt4claxm/rA4RtfOhXuZNm5kilLhiKTlpXb27zd4dWSQffuST2LBwjhVqqjceZuGlKfJGbM4a5xO8zJ0kAjsxHHsXIqc+zTypECZUhpx62SMQ/N5psnzZGxfiegwEKRE+g9irJwAB9ZirBiD0vAWRIXG6LP6QTQ5ElhuX4JRtArCnY471VlgyvrBnBQeeNKPrpv+mKVKKiz6oeDI4UQCfvstTtkySm6E1qmEQpLlKwruW5EIZGYaFCki0DTIyZbYK4nTf0eGWUtJKGbE8rJTChe1aW3H5z2xrxxZoMAJULGiytFjBh+8a6akezwCKc1t2rSy81R/P3fd6ebnVeZ3d013G/F4fuE1kbDzyquRJIETzMmEPvcHmTjejee/9Pe1OP+4ZATtl+nIRa8j4+a9VilRA++1owm6Sv9loToiHOgXdsVZ4wqMRa8hdy5PbhA6hjHxBry9v8QwEjxS/xFuuOB6iiguSngyUGQ6xuJRiAqNkDuWIbcu/MMBstFn9UPt8Q76lDvMZdEcLqihYdNiucW5TuXWmx1Mn1m4cDR1WoQe1zhZ+VPB12zFCgrfflf4RM20GVHSUhUmTjajre12EEh6XO1g1OgwLw3K/7zr1tXBxo06878qeL+GAbv36NSubVlB/K9J6DZ+W+PkxZfsudH2JUsWZeIYD/O36Xy/IDm6Nx43I/BnfxqlTm2Npk1sLFwUZ/LEFPx+ic8rcTiidGivcVkLH0ePSWyaIK2IxOeNWJG7FhYWf2vOZSRnWho4HbBrNzS3KqxbWBSIVV3d4h+PO5aJHNcDTgqcAFE/8rNHsR3dhKKY3TyRSECNK1Ha9UcEjqBPuQN9Wi/0Tx9BeIqhXjva9EWTEuPXTxDVLgdAlqnP7pROrFqj062rHbcrv6ijqio//gQjXw8nRVFu265zVy8/xYrB7Jk+Bg90Y/OlkqVVJJ5xMa40Gx2vsufbXzwh8fsLH7gF/AYed/6oHEWFTh0dVKiQ/9K+4zYnS5fHubSFjRUrTBGoejU1n8B5ko+nRvH785+bxdnH4dC5ulvh33XXLnY87jjOnJ3ImfcmRWCSsx+m3MG1F91Dg+J1kUe3ok+/B31aL4yfJqK2egRRpyty20Ko3QU8xVCufB5RpxuotqTjyF+mI4LHUH+bgfYHnx9N0/jmm3hSynxmlnFa4THHL3EWEj0W+w+Zhv6A6dvm9QACvv4mRvNmtkLbN2hgw+83KF5MoVbN5GhUp9Pc39x5UXpc46BUyfzXx+OPupk3P8aHYyP06uPn0ScCHDokuenWHHrf62foqyF+32IgMMXPW25ykJFRcGRbIGDj+4UFi7+HDhscPnz6z27xv0dVVbSdi5DfDoH4KTf1w5uQ43rgjmed0f7jUkHqceQvMwpuEM6C3Sth/ouUjYRpsGQilSf3xvt+V4xNX6Ne8ybi0n5QujZK52GIC9qZCv9JYiFk1l5IKw+Kirj2XXy+OIMHefJFH6enC7p2tp+26rU/IClfrvBXxtq1NLJzTv/MSk0V7NplcNOtOYTCMGhoiEsvtVGjRv7o8euvc+BwCHSdAkXZk4RCBppqTcT9rzl02MZDj4SS7ERaNLPzzvsxqpSLnfZ9xu83cDrhlpucOBywfXuCHL9ACIEQCXy+IJUqhihbNojXE7IETgsLi789mVnmxLvHc/b3LYQgw6qwbmFxWqxITot/NKqqwvqvoIBoKgC+G4bj+rGEcQIgU8oiFA1jzpN5bWIhjJXjEVl7US7rh7FghCmYVm+LWqM9lGvIqlk2KlZQuLylhmHkj3bxB+y5Pn1/JCtLsm6dTvNmMZo2MR9Ouh4lEnEzZ65C40Yac+bGOHAg78XdpkGTxjZ++bXgwdtll9r5eZUpopQrq9CiuQ2PV9Cti4MNGxI894yHAwcMFi+Nk5oquLS5nVWr46xZE+fKdm527jKoXt3geGbhg4VgUJLQLUPr84Gu6zS6xMEF1VU2/54snFWooNC2jYZND2AsGFnwDjJ3cbG7DEy6NS+aGeDIFvSZ96Pe8CGyaR/I3ofcuxpj6wJE6YtQb/kI/Ytn4Nh2s308DALk0ndw1u5GQE3J3ZUQgh1/SBndvkOnQgUlXyrpSeperPH+hwVfFx4PhRYWAzMKunlTjUhEcuSIzoIFcZ571qxu7nLB5S3tOB2C39YmyCihsHVrgt693PR/NsDjj3m4u3dOriC7fn2Cm29y8t33MZ59IcjTT7g5dMhMa08rIriinZ2DBw0+m5N3bWdmSvbv1ylXLvnzhUKS8WM8pKfrOOwFR75FojJfIZVTOXZcUrmSVYzo74wjno38/tWCV4aOIQ78ilK+5RnZDohEDHkaX0HpP4TS4n70SbckC607l6EfWIt6+1T0b4aCAKVWZ5RbJqHPfhACR8x2waOIS/tChSZEHEWRUqfRJQlmz/Qx54s4e/YYNG2q0bSxSmpqhCvb2ViytGBxvnEjGxkZCunpguPHzX6rqnBpCxvNmtrQdUmjS2x89XXBn6dxYxuOE0kVhgHLl8e59SYn4Yik990uhID5X8dwOc3r0WGHDRt1QiFJ9Woqv28peEKh0SWa5c34PyYUMvhgTDTfPa/lZXaW/pBN9dAc2jZrz+o1jgK3b9bURvOmNlavieN2CcJhg4WLYnTvakPTrN/WwsLin0dmppmqfq4KA2WUgB1WhXULi0I5JyJnmzZt/vK2Qgi+/fbbs3g2Fv+fUYSAPT8Xul4e+R3FiINiipxqLAt94UgoUQORUhKZtQeObjPb/v4tSuM7zaiXik2QwSPoq6eitn6Mm+oJul7dFc0RKlC80BMK+/cXPthdt0Hn0haKGU0KRCJOBgyKsnhJnMcfdTNssJcfFsdY+EOcCuUVnC64qr2dnbsS7N8vWbc+kRsxl+IT9LjGwZHDBh2ucpCTI5n3VYxEQpKeplCunMKX86M0aqhx1x0OPp8T48NxIVq1tNPzLlduBF2TxhpCFC6ylC6tYLdZERPnC48nzFuvu1m0OMGsT8zCHN262mnbRsPrCaHo0aRqykmklUPduwbjVIEToEh5RHoljA3zUS6+GmPFB2BzozbtjYwF0Gc+gHrNG6aIYujgyzCLE0WyEYkInCJy6rpOk0Z25nyRN+icNj3Kow+5eWNUmJIZCvv36+zYafaZZk1tFCmi4LALotHkflasqMDpFDz0oIun++dPU73tFgflyil89nmUn1clSE9XeOghN9u360wY62PXLoNPPo0SCknatLZxaQs7WVkGY8ZFWL9RZ8HCGK8O8/L+h2ESCbj8MhsN69soX05h9x6Dhx8LULmSygUXqBw7ZiANeO+9EM2a2giFJL+tNa+3bTt0SpVUk0TOWrUUSpU8vf+fxy0KrdIOULaMYgmcf3MUmYDsfYWul/t/Q6nY6oxETkNzItxFIXSswPWiQiOMNdOTBc6TRP3I3xegNL4TuWMpxqop8Pt3qJ2HoX98l7l9uYZEyjYlFovBSdtpNU5GCYM+vTV0XUHKOLoeIZGARpc4KF06/7PM7YKuXRw8/WyAIYO8LF4SJytL55prXCxYEOXLeTFKlVTo3dNFpYpK7j3gJHY73Hi9k6wsA7cbnuvvJRg0PRgBunVxUK+exrbtCrVr2zhwwMDnFUybHiEcljz4gJvHnwxQvLhC1SoqgYBk7boEDRtoZJSwrqP/NaEwbClAhI7HJddf5cf+5Qu07dqIccVLc+SI6Rt+UR0NIWDXTp0unR1MmBTmmu5OhIB69e30vsdPh6tcaFYohoWFxT+QrCyJ9xxUVj9JRgas22DauonCzOEtLP7FnJPXh337Ch8YWJw5QlgRQCeRACVrw4a5BTdIr4AhzG5uFwlkKAu1x9vIw5uRmbtQqrVCFCmP/s0QOPI7MpJjCkNVLsN490pzH+50tFkPkNqnKQGZWuBhVNWgeHHBkSMF/y7Vq6kYhikOCSE4elRh8ZI4NhtUKK9y25053HqLg2GDPSAFq1brOB1QNF2hciWF+/q4+OzzKAkdevd08fiTAV560cMHY8NJvoY/r0pQtarKoAEeDh82EAJuuN7JvPkxvv0uxvoNOoMHeihVStDoEht2m54r/PyRhx5w4fPF+JOF5C3OECklbneQjlcptL7cjkTgdsUxDDNCxlDsKOmVwH8w37aieHXk7p/yFqSVQ73yeWTwKPLgekRqafAWB0VDbl2AvnUBomYHlOa9kZu+QlRvi9z0FUrzezFWTQa7B6klR90YhkH9+ipF0wXHTkRy2e1QurTKLTc62bgpQbOmNipVVDlwIEH16jZ++y3G22/5GD8xwqIfYggBbdvY6d7VwaOPB2jaxMarQ72MGRdm02azMMnddzm5pKGdG2/JSUpx/O77GL17Ovnl1wQDX86L3F69JsGUj6MMHODhx5VmFNqPK+N06mDnjRFeFi6Ks2uPzuEjBm+/5WPc+Ahfzo+yY6dO6dIKd97uxO+X3NvHzZpfE6T4BL17upj3VZTyZVVWr867vupdrJGe/p9FLZ8vyu23ORn9XiTfukaXaBRJsy6qvztSaAhvCQgU7C0gMmqccfGoqC0N1+WPIr98Jv/KkjXBMJAFTeIpGkrbpxDFqyF3rEBkXIjStCdy3y/II1sQpS9GRv3gK0k8nheZmdBt5GTbWbAoztGjBi2aa1SqpOFxh5FS4vWGGPu+h7HjY3w2J0o8bkZq9rzLRSRsoCqCe/v6uflGO9dd66JXn5zcgjC//AorVsb54N0Ups2I8MXcKJGImZFw2y1OvpgbpXJljRef8/LR5Ahr1+VdVyt/SlCntsrjj3oYNyFMh6sceL2C9lfYmTojytKlcWZOS+X333VWr4mTnq7w1BNuShQHpzNgvRP9j3E5oWL5/BH9drvAq2SCHqfE93cxccQU1u4ri9Op8ONPcYSA+/q42bBR56uv43w5L86997jo2MFGqVIKdrs1yWphYfHPJDPz3PhxniQjA0IhOHYcihU9d8exsPinck5Ezk2bCok2svjLCCEIBF0cOABHjxpUrKBSpIiOw5F/EP1vIpFImD6Di17LLRJ0KqLV40RVDxgGdhlHSB19Rh+ImSKJBHAVQe0xCv3zJxHOVNQbx6F/P9zcQUYN09csmoMIHQdfwSKnzxejTy8nAwfnj7hxu6FBPZVw2E5mpsrOXQYul2DYYC9fzo+wYWOCalVVGjawEwxJkPDue2G278gTQoSAl1/y4HTA7Xdmk1ZEYeNGvcDCLVu36qz8KY7TAfO+StDoEhuj38s7ryJFFIYM8pGakkBRIrz3jpfBw8IsWRpHSihSRPDwAy4a1jfQLYXzvGMYBg5H9MT/5y2PCge2Vo8ix/fIv1EsgEgrb/Znd1HULq+gz34I/IeAE/184euoV7+BkYgi9/yM3PAlSu2u6L/NRql3A6JcAzM6bM8qxKX9iNhS4Q9jzCJpUd59J4Uhw4JkZhrcf6+b2+/KIRjMExhSfIIP3vMx7JUQq39J4HaF6d7NwbQpqWzfobN0WZx+D/mJRmHGrCgrfowzbIiXeBx27tKJxSWvjggW6OH2/ocRRo/yoSjJ383BQwZzv4zRro2dL+fHKFpUIa0IBAJgswmaNLJhs5nFjHpcbefaHqbfX3aOgc+r8MrwQJJNwJhxER592E39ehojXg+hqnBlOzsPPeDA6fgzVZwT9LjahaY5GTs+SjAo0TQzOrvf/Q4cf2ofFv9LIrYU3Jc9iPyyf/6VDh+ybMMzFjkThkHigqvQpI5cMBwi2SAUxAXtUC65HbntB4SnOPLIlqTt1E5DMDZ/jfH1oLyFKz5E1LseUbEpot71KMWqojtSc8W/hG5j6TKVZ5/352YjfDQ5SrWqKqPedONxB09MtETpdbeT669zYrPBb78l+OqrKOXKq3Tq6KBsGYUSJRSefzGYK3CeJDNTcuvt2Yx5P4WG9W1Uraoy/6soT/UP8NADbhb+EEPTbEkC50nWrtPZuUvnnl4uNv+uM2RYkHJlVfre66LuxRoPPuJPihB9/8MwwwZ7uPBCL5s3JyhSRKFMGayiNP8DPB6Fnj0dLFqc/LsuWxHnkutOFLDL2o07+Ds/ry7J9Bl5HWfS5AitWtro/7SHlwYFGf1emCuvsNOntwu7reDMGQsLC4u/O8czMT3lzxEZJcy/e/ZYIqeFRUFYiSD/AIQQHDjgps/9AY4ey3vju6ShxssDPbhd/94Bs6IoCGmg9BiFPufpvLQ/1Y7S6lHipermDkRVI4o+rXeuwJlLOBN9/gCUy/qBkQA9ARu+gFK1Udv1NytRA6iFXy66rnN5Szt79jr4aHI0N/qxRAmFt173oKrw9LOxpMq0RdMFgwd5OXRI5847XAwcFODN1318PC2SJHACSAnPvhDk7Td9hMLQsYONb05TyXb2p1Gu7u7gmu5Onnwmr4p2yQyFjAyF7GyDo0cVMjIEPl+AgS868AecxGISrwe83ihSWgLn3wkpJfH0qtg6DkF+NQASJyY4nKlmAZIi5eH7YSiNbsNY9HquwJmLHkP//HHU7q+jT+0JgPH7d6YoUrYuxnfDkDuWIupeh3HJHcQL0AlicYUx48I0bmSjTSs7/R7yJwmcYBYbevypAG+M8PHI46YwsXWbzqxPokyZmn9SJscv2bfP4PGnzH76+khvoRWcATZsTFCpksq2bcn98+tvojzb38uX82PcdquTKR/HGD8xgpRmJPUD/dw890IgqTDGvfc4CQTI54MKMOK1EJ/OTGXWtBScLonXE0dV//y91uEIc8N1Gh2u8hAOgcMp8HnjKMq/9379T0LXDfQLrkLN3IX8cYxp5wCQUgrlxnEEbWlgnLkCExZOtFrX4qzeDhELImwO03NzWk9wpqFe+Tz6zmV5GxSrikxEkZu/ybcvuWYaSvU2UK4xRw6FOX64BB6vICdb4nCoPPt8dj7RaMtWnfHjY9x3rw3dgJUrNZ59IYdYDG643kGrlnbS0+3c18+fu83rI735nlG5nycCW7bpjHwtRLu2do4eM7j2GgfHjhlUqaTyzbeFP7dmzopy1x1OPp8T5bFHzEm9C6qrvD8mnC8FXkp4qr/5THzsSfOZnpoqGD3KS4XyYUvoPM+UK6Pz0osuhgzLK744/6soT/b0IDMuhOBRtspLkwTOkyxYFKdZM3uuv/PyFXEuv0yzInQtLCz+sWRmQoUK527/RYuCosDuPVCv7rk7joXFPxVL5PwH4A+46HVv8uAc4KefE7wzOsojD9lQlIKLBfx/x5XIxhjfA3wZqB1eApsT9DjY3BjHdqALLdeLTIazCk095MjviFJ10Jd/gNLiPtRbPkIe3YY+s68pnKaUxnAWOe25OBxh7rzdzrU9fBw5InE5BUWKSFyuOCNfN/IJN8eOS57qH2DMeyns3qtz9JjEbqfQwg2GYQo81aupCIXTppHrBlzawk48LnOjbdLSBM8/6yEakTz6hB9VFUwa78HjCaFpUYqk5Q0+rHHF35MIDvQaXXBUbYUIHDLTzz3FCKo+FKnjunY0QnNgLHyt4B1EA6bI70wxvTeljqhyGXiLo7Toi9FxKHFbChEKrmKuKmYKqWFAOCI5cLBgIWH3boOjxwxuutFFqZIKHjd8t7Dgft3yUhtff/Pni0voOqgFFHnWDXP5zTc5sWkwbkKeoNqnt4tn+gfI+UN0aMUKGgMGBv64q1wWLY5yXQ/9L0c0S5nA503gO4cpSxbnjpBwYW/WD8clt5vPDpsLw5VOQE3BOAsC50kShiSgpoLLzBTwVW5pVkU/vAmp2RGNbkeunACAUqsT8teZhe7L+GUmRtuafLmqErGozofjwlSsoNLyMnuh9/VPPoty++1eQkHBk8/kRXpKA8qWVZj1yR+Eqf/w0Q0DFNXMQOj/tId4XLJ7t4HXK1j5U+HvKoYhURRYtTrBqtUB7r7TSZUqKl/OK/yZuGlzgipVzEmP7GxJrz4BZk7z4vNakwnnE02L0fpyjYYNPBw+aiCEQdGiIBSBcuXzhLb8zMSphQvPc76IckVbBx+MCRMKSeJxiERt2G0FF3ezsLCw+DuTmQW1a527/WuaoFhRyZ49ErA8OS0s/oglcv7NEUKwdw/5BM6TzP0yRu+ePlJS/p0ip5K9F+k/BP5D6DPvN0dVQjGjbhQVR/W2xLR0AGSskCogJwkcRqnYBGNuf9jzM0a19mQ2HQqKRpGqVYloKck5sgWgqjFSU2Kk5tVrISfHwxdz/QW2z8yU7NqjY7eZD6hQiNzCQKdSv55GuzZ2qlZVAfj66yjXXO1k+YqCf/cO7R1Mmx6mdSsHLz7nIRCQ1Kmt8cQzAWpcoNKkkZnWe/AQVKl8+q/F4u9FXCrE1VRIPcU6QYJbRpGBo4iydU+7vYzkgOYEclAuuAKMBHLdHGTWHuKXPlyowBmLOVixUvDGmyEOHzF4bfjplbsiRQTbtksOHTb4fUucpo3tTJqcf8DqcgkOHc4TEbds0bmojsZvawuO5qxVq+CK7W1b26lVU6VqVZUnns4TLosVFfj9Mp/ACWCzFV4cCOD48TxDdylthEIaQgGvJ4ZhWJHO/wZiUjOfIWnpeQvP8SxQQE3FffMklOw9yOM7EXW6o1Rvh9z/K6JsPYx1nxe+cTiL7KADr0fw4kgzwtHlEgX2/5NEoyANhRmzkitkZ2QofP1NjMwsma99vboqjRvZKZmhcPCQwWefRzlw0EBVIaOEQmampG0bO9fflM3x46Z4WbuWxhXt7KxbX/BF16G9wxRGn3JTt66WGygbP83rjd8vcbvyBnjBoGTjJoPGl1hRgOefBCm+BCknim149RzI3I2xbg5GnZ7kTDOX166l0v5KBx6PYNOmBF98GSMnx8B1IrO9Tm3NTPX0FjCbZWFhYfE3J5GQ5ORwTgsPARQrbkZyWlhY5OeciJw1atRAURTmzp1LpUqVuPDCC//0tkIINmzYcC5O6x+JEIKDhwoX1uIJiEQhpdAW/38RQuQvwiIlnEyzNnSIR3J7ufCVQCpqXtrhqdjdoNoQVVuhVGvNoSwfU2fpfD5BIA3o2MHOjdfb8flC//XAKRozf6fCOHzIoF49DUUxIzVrXKCyabN5jk4nvPySl63bdCZ/HCEQlDRuZOPRRz0USRPUqqmyfkPy5ylVSqFtGxvX3hDminZOjhxJsPCHOIGgZNs2nbRUQY0a5pdy5IhB1SrWYPBsI4TAJnSENEgojnPubeqWIeTMPrDnZ7jmLfAUg+DRgs+taCUIHkVUvhRSy6CPvw7sbtSrBqDoCVDzb6MoKosWCwYMzLN6KFFcwabl79sej2Doy14WL40zfUaUSETSrKmN0qUVbrrBzpSpySr+jp06rVvZ+XGluaMZs6I839/Do0/483n+XdvDwYEDOok/HDM1VXBPLxcDBwfo0tnJoVPumalpCoePFHwP3bJV5+KLNH79reAL9NIWNgwjSla2h7HjoyxYGMLpFFx/rZ0OVzn/1VYhFucOKSVB4UEUuRBHsRo4Dv6Cseh1ZDSACGUiKjZFHtte8MbV27HzaFEmTsqLZN66TeemG5xMnlLwJrVrqSiqoEwZhS6d7aT4FPbu06lxgcZLg4Lcd6+L2Z/mXYxVq6r0vMvNex+E2blTp0JF0w5i8+YEqamCr7+N0qypDadLMPglD598GsNmh8tb2qlaWWX2p9F86eeVKio0b25j7Pgwt97sYvuOBKGQGZ1drarKlq0F30Nr1dSY9ocU6H17dZTGiuUp/b/GiCMUBVGnK86lg2jb6l2u7eHl4EGdGbMiZGVJ6tfTGPmql9+3JPjlV53rr3UQiUiysgxqXJD/Xm9hYWHxdycnxxyOnussnhLFYGshrwIWFv92zonIWbp0aXPnmrn7UqVKnYvD/CswDIPKlQufzU7xCdyuf6dAJaWEolUKb+DwIu15rs9SdaI0vBVj5fh8TZWWDyFTSsPeVRxS63D7Y17274eTeXkTPooy/6s4E8Z58Hr+O2HD5ZSkpgiycwr+napUUdmwMcFddzqpUlnl4Qfd9LnfTBl8/FEPk6ZEWPNL3pv+V1/H+GFxjA/fTeHZZzz8vCrOF3NjJBJweUsbHa5yMPSVIFKaImaZMio9rlZ5621ToKpVS0NTzXMqX161BM6zjFuGUY/+jlzxISIWxF67K7Jqa4Jqyjn7rtXAwdwqzMZPH6G0fBDjy+fytRO1uyCPbEXpMAjhSceY/yKiXH3kka3gKYauOQtMRc3xO3jjreR+HwhJbrjByUeTkn02n37Szbvvh5LE97lfxlj0Q5zxY1KoX9/OhIkR/H6DRo1stG1tB8zor0OHDQ4fNvhwbJi3Xvcx98sYv/wWp2i6QtfODoIhicMhePIxN198aRb0ubylnR5XO/hocogfV+rUrqVT80I11x7i4EGDihULUG6BWbNNQfXBR/z57B9qXqhSobzk+HEnN94aOKUQkuT1NyN8+12ckcPduF2hfPu1sDgbSClJSAXb8T0o3V9HbpiLsWGu6dO57nOI/iFDwFuc46U6cXynmuSZmZ0tKVpUULuWyrr1yR1dUaDvfW6++TZGrZo2tm/Xc21RMjIUKlRQ0DRB1aoqW7fq3HWHg5U/xRn2al6/X7s2wdNrAzz1hJsqlRWqVVPJzJQ8+rif/k97KF1awesRjJ8Q5s7bnQx6ycuaXxJ8+rkpTna8ys4V7ex89XWUzh0cTJ0WweUSfDQ5QvlyCv3ud/PE04F8AbT16mocPWbk8wWuWVPDMP6d2S1/JwzNhRrKRF84ErXbG7TRXQwaEmbJsrzfZsHCOEuWxpkwNoXKlVQcDkHJkgoHDxroen4PZ1VVEUKg67r17mJhYfG3JDPL/Hsuq6sDlCgBPywxI0c1zUpZt7A4lXMicn7//fen/bfFf0eJ4rLAiD2A3r2c+Hyxf62Hou4ujlKuAexZlW+daNGXyCnFIXQEWpm6KFc8i7FiLOTsh/SKKK0eNyPfdq9EZNRg9Sof+/fnj/w6dNhg/ldxruuh/lepqj5fjN69nLw6In+K3oU1VA4cMHh5cIiPJ6fS70E/V15hY8z7KYwZH8bjEUkC50nCYfhgbJiGDTQaNrDRoL6Nnbt0ypZRGDchzE8/m9uUKqUgBEydHmH3HjMd7Kor7MyZG2XAC56kjGeLM0cGj6IuGIr8Zbr5b4CdyyGtHN47ZuJXzn7MtaqqsHd13jnsXokoXccsMLR0NBzebHpuNuuDqHAJcstCZCgTkd4WUbUlBI6iXNwD0soSF3bTiO8PhIKQ9YeUVZsmuKCaymOPuJn8cYQDBwzq1VVxuUSB96pAQDJ+QpjbbnHSuZOdYFCybr3Ow4/5eeYpD6NH+Rg3Mcz8r2L8tjbBjJkR+vV1E487+XJelPc+DOdel1WqqLRrY8fhgBLFBW+/G6LRJXYgzryvogwa4GPlTzmAmb4aDMhc375TOXzYIBQy+Gh8CsNHhli9JoHbDddf6+DGG+w4nTHeHi0LrPS+br3Oli2SenWVM66ybWFRGAndQNS4Ag5vwti+GOWCKzCO7UC9eSLGsveQm78GRUXU7IRo+RCrlrvIjBiUKaOwb19ev8zJkdzTy83yFXE+/yJKICCpe7HGnXc4Wb0mTkaGyl29cnLfJVavSTBrdpQRr3hJSTGjs2fOitDqcgf33JtT4Lm+8VaIka/6OHrE4MWBQWpeqFK+nMrevQZ79up06eygShWNx54IcPNNdl541k0oBN8viHLokKRhAxuvvxmm190u7n/AFHB37zH45rsYI1/1MnZ8hLXrEvh8gut6OLjoIhtPPp0s9FaooFCuHJYA9jcgqvmw+TIgcIQD8UrsOySTBM6TxONmobcbb3CweEmMG693UrFC8m/oIIY9mgmb5pvifvW26KnlCQn3+fxIFhYWFv+RzEzz77mO5CxWzHRRO3QIypQ5t8eysPinYXly/gNwuSKMHO5m+MgI330fxzDA6xX0utvJVVcKpPz35vOEhAtfj3eR3wyE9V+YAo3dg2jRF/3i64ifUhwionrxanbkhrkobZ9ClKqN3P0TxpJRcGij2cjho2n3mVSoUJ5du/ILF/Pmx+nUwY7T+edFTikTtL9CQ9ddvP9hhEDA9Cdr3crGY4+46f98kLZt7Uz5OMKBgwYtL7Mz7NUgd93h5KefC49GWbI0zs03Opk6LcryH+O897aPZ54PsHGjeW6VKipEo5KfVyXYtdugWlWVB/q6GfJKiN/WJpgyNcolDTUGD/Lgclppt2eKEAJ5fFeuwJlE1h748UNszR8psGr5mSClBG+JpGXGijFQrApKg1sQRcpDxoUYmhPjndaIsvVRanZAn3xbnnXDTxOgaGU8t35coBBrdwiEyLMiLJmhcOy4gQTmzY/S804XF9XRyMox8hcpOYWFP8Tp3NnBsuVxFi4y+/aIV7xMmRph3fog7a9wMORlL4oAhwPCIYPdeyRTpkZyK/YCbNums22bueDxR91s2WpwRVtzFjstVeHwEZ2BAzy8/U6Yg4cMXnszxOsjvYyfEOGHxXEzjcgnuPVmJ/sPSGrWlAwfZiMWcyEUidcTQ8ogwaCL7xYUHqn5+RdxGtRXLZHT4pwSUTw4A4dQKjTGWDAcANn2GUTNDigXXwPSwNi6EOO99rSs0Jr1FQdy281FGPJKXt8NBCSvDA9St65G/6c9lC+nsHmzzstDQjzzlJtn+uePlIzHYdjwEH16uRgwyE+rlnaEKNzHNhw2C4DtP2BQuZLKfX3c3HZnTlKkZWqqYNhgLx9NCnPkCIx+L4yqwo03uJBSsHWrzuEjRpL99dffxPjttwQ9rnFw5+1OypVT2LJV58ABHYddEIlIhIAWzW0885QLjzv4r534/Tuh6zq40vE3e4GsoIMfFhdeYG7V6gT97nPTpbOCUAQeTzg3ut5BDPv6WcivXsrbYMnbKBWb4e3+FgFL6LSwsPgbcfykyHmuPTmLmn/37bdETguLP2KJnP8ApJR43EH6P2XnwX5OolGJ2w0pvti/WuA8iV94cVz5MvbWT0I8grR7iNjSkgROMFP/jXKNUQ6sg1gI/eO74fiO5J1F/aTMu5sn7vmE+5/x8EccDoHyF7zwHY4I13TXaNfWQyhk7sfnjeN0RrjnbidpRVT27ze9CR0OwabNOrM/i1GxQuEHs9shLU3h+4Ux/H7JwMFBWl5qZ+PGMFWrqgwa4GHiRxFq19IYMsjDwkVxhrwSTIpS/ennBPPmJehxzX8XnWqRH03TMFZPLXS9XDMNe+NexJWz+9ZjGAay9EVmMaHEKel9R7dhfDUA0eBW9DINUBJR1NumQiQLfdKt+b1pj21HfjcU+xUDicnk9G6vN8FlLWwsWmwKk82a2ZjzRZQLa2g0b2Zn6KtBXh3mZc4XMbyewlNmnA4okiq4r4+bKpWjbP49ga7D7be60HWJ3S5Yuy7BlI8j5PglH3+UwvoNMTp1dDBjZn7xVNOgSmUzjVZRzeMmErB3r8F338e4t4+LFJ9AVQXr1pl+t9dc7SS9iODAQYPPPouyZFmctm182O1R7HbzGHkCiYLDAf6C64bhdsN/LDVtYXGGxBIJHKXropS4AJG1F7n5W0SRcugz7s3X1rZ1LnXrdKBCuy4cPuJk/MQIug5fzovRtYuDCR9FWLgozusjvbz0chC7HeKxwoXLffsMfCmCRAK6dLb/x+efzyuYNz/KPb1dDHw5mC+VPDtb8srwEL16uti2zXx/ad3KRjBoEIsJJKYlxR85eMhg1DvmSb75mo+dO3VuvlHl8ss8BEPgsAu83gSall+stfjfEbN5iVbswLpliQJ/15NoGvhSBEuXxbnqSnuSn6o9fDhZ4DzJzmWIdbPR6t5KQrcmmiwsLP4eZGaaY7TT3fPOBkWKgKqaIqeFhUUy513kDAQC7Nmzh2AwWGg60SWXXHKez+qfgabFSEvNmwm3XuTziEoNaUvBfqKyuqaH0VV3vgiroPDgveQOlODR/ALnSbL3Uq1UFpBf5Lz5RjOF9a8EbkmZwOdNJKUvZGd72LxFZ/R7AUIngm7eftMUwVaviXPj9T4+nlZwZFyXTg62bInnptKuXpPgycfc1KmtsWevTmaW5PuFMXre7WLGrAgTJha8n0kfR2l/pQu3+z9Un7f4z+in8YEzzs2EhBACQ/Ngu2k8+pQ7koXOcpegXNYX+cWT8PvX6BVboFzUrfDzXD8He6sniGlpSYs1NcpTT3rYtVtn5y4DRYCegHffD9P+Sjuvj/Dh9Qp+XBnnpRc8fDan4L52VXsHb44yPdmaN7PxzJMePpoSYdYn0dwKyg0baLw6zMtT/QN88mmUjh0d+HMkmzfrSRXXbRq8+oqXSVMi1KmjsWWLuW7LVp2HH9R4e3SYFwbkj1C+vKVOqZJK7nXVrImGx1PwbyOlQserTGGoIK5s50CIwqOTLP6dCCFwyBhaIgBAQvMQFY4zSqGO2NNxG4dRGt8NTXthLHyt8MYr3iXlhmbcdouPq7v7OHxI4nBC0XSVTZsTZpGvE6eiKGb05WmR8OLzHjZt1ilTRlK8uODIkfyfpVgxgccDe/YapBcxPXYLYvsO01rlw7FxqlZV6Xe/m9feCFE0XaFJIztOB7hdBQuvVauqVKuqcPFFElUN4/Wee98zi79OVDiRisqRownq1bUV2u6KdnYCAcnH06K0bWPnRKF109v/lxmFbidXfIi9VlcSitUJLCws/h5kZkpSzkNFYFUVFE2X7N0nAcuT08LiVM6byPn7778zePBgVq5c+R9f9Ddu3Phf7fvQoUPMmzePH374ge3bt3P06FFSU1OpX78+PXv25OKLL863TSAQ4K233uLrr7/myJEjlChRgiuvvJK+ffvi8eQXtwzDYPLkyUyfPp1du3bhdrtp1qwZDz/8MOXKlfuvztfi7CKEwJvIRH77Mmyaj6jUAttFV2MvVYeoO4OInnfjl1ISUFJIkYdPu0+nGklKzwVo2kSjfr2z57+nqiqr1xiMeC05HTYSkXi9gkBA8suvcW64zsHU6cmiUfnyCl06O7jtzmRvtP0HDB5+LMB11zo4etSg770u0lIlhw8Xfs3l5BhIaT0cz5REIoFS71r0NQVHc4paXYhpHjjD7uMQOpoewhAqCZsPl38XxrznMBCo17+HzD4A0QCyXENEamn0Tx+BHUvMjcPHIXtv4Ts3EohCxNgUX4j333Wzdy/s3qPTsIHGkmVx5n8VY/5XMYa/YqaZb9uu062LI7eoyEmqVVVp0tjGpCmmYOh0Cj6bE2PqtCilSyt06eSgRAmFfft03h8T5oG+pn+gNCSDhwW46w43d9zmZMPGBGlpCnUv1li5MsbatQnef9fHAw+b4ZZSwvyvYtx/rys38uskxYsLbrrBycOPmeJTerrgqSdd2G2hfJNGQtjYtdugcWMbS5fH2fqH6s7dujjIypJ/acLD4v8vihB4ooeRXw2Ard+DlGgVmmC/aiBBTxl0KVBVFUfcD1InobnzRU4XRBwNafdijO+BckE7CGcV3jicjZAJVDVOakqc1FMGWy8PdHHkiJNIRORWLfd6BDYbuRMNp1KsmJm9EI9L3h4dpsYFKkNf9nJvXz+xU/R9mw2efsJDPC4Z/ooXl9OciGjd2k7DBjb0hGTBopgpsGKKqy8P8OB0CSZNDrPohzgOB4x6M4Vp08I89aSHF18KJl1fHo9g8EA3qalByyLiH4AiBJ7IIYRuo9VlpZg5O0bvni7e/zD5vlwyQ+HuO11s2pSgSBGBdsrlIAACp3lfi2QjrGh6CwuLvxHHM8/f5FvRorBv3/k5loXFP4nzInLu3LmTm266iUAgQP369Tly5Ah79+6lQ4cO7N27l/Xr16PrOq1btyblL0x9fPTRR3zwwQeUL1+e5s2bk56ezq5du/j222/59ttvGTFiBB06dMhtHwqFuOWWW9i4cSMtWrSgY8eObNy4kbFjx/LTTz8xefJkHA5H0jGef/55ZsyYQbVq1bj11ls5fPgw8+bNY+nSpUybNo2KFSue6ddk8Rfx6NnIcdeAHkO9cRxyx1KM74aBkcBeuyu2xncR1IrkDoqklEh3ev703pOoNlJKpPLha3FmfOnGkHBNdzuVK4HrLFZS9vvtvPVO/lCV6TMjPNjPzctDgowdH+GVoV6uvMLB7E8j+AOSFs1t1KmtseLHOIlT9KgiRQQ+n+Cdt3yEwpKSJRRKZAhcrhDt2tqZN7/giLMmjW04nZbtwZkipUQUqwZVW8LWRckr3emIS/sRM/6C18EJNGHgDh3EWDQCdv6I6i2Grfm9Ztr5rpVIaaDvXA5FKkBaWUStLshYME/gBDi2A1GqduEHKVYFXXMVuEpKidsV4oLqggtrKAQCzqRqzVOnRXjwATeDBge5/14XI17x8v3CGOGwpF1bO+lpSlKF5Kva23n+xQC97nZRoYLCtBlR9u7VqVJZ5abrnRQvLpDSxu7dpu/ey0OCeDyC8uUUbDa4+CINr1cwdYoXnzfKB6O9fP5FnK3bdCpXVriynY2Wl2nMmhXj0GGDy1uaBbrmzovSqKFG82YazZtrpKaEMYz8g+R4XPD7lgQbNyXodZeLQECydHkMl0vQ+nI7O3fpKIpESsvmwSIPTyITOaYrhDPzFu5agTGmC+4+X2FoHpTN3yOXvQfhLOyVmuNs+TAhZwkSp5lsMj1/d0LWHuS+XxDVWiN3LC24bbVWxAuZUHE6wpQra0bIvficmzvu9vPZ51H69Hbx1tvJzyMh4KEH3BhS5gpTJUsqbNyU4K3XfSxfEWfnLp0KFVSaNbExdnwYp1Nw5RV2fCkKb7/lY/7XMd77IITNJmh/hZ1bbnIxaEiAWExiswlWroxRqpTK+DEpbN+eIBox6NrVSSQsGftBCt99H2PPXp369TTatjl5vVoC5z8Bt+FHCRzEvW4OpVIbEg5fhcMhGPWmj4WLYhw7atCwoY1KFVW++ipKkyY27u/jwu2W2IUB4kQXrtkR1n5a8EEqX0pCdVmuIRYWFn8bMjPPfdGhk1gip4VFwZwXkXP06NEEg0GGDBlC9+7defrpp9m7dy8jRowAYNeuXfTv35+tW7cyfXoBRTv+AxdddBEfffQRjRo1Slr+888/c8cdd/Diiy/Stm1b7HY7AB9++CEbN26kV69ePPbYY7nthw8fzgcffMD48eO55557cpevWLGCGTNmcMkllzB27Njc/XTq1InevXszcOBAxowZ81+ft8WZoygKYudKZM5+1BvHos97AY5tz11vLH8f1n6Kp+fn+BWzlLiqgJAqSvM+GItez7/Tpn0Qe1bSsGYjLm7gJI6GYUTOerVWXU+ufnuSH1cmKF1a5f3RPpYtN0WiDz4MUbu2hnbMYNLkCDt2GvS8y0nHq+zMnWeKlw/0dVO2jGDZigS/rY3TuaOTRFwQjwtq1RRUqKDkK6Zks8ED9zvRtPyRbBb/PcJXAtl5BMqOxcgfx0A0gLiwAzS8lYBW5C97TCiKgjtrK8bY7nlp76FjGLMfgjpXo7R5CuPbwebyzF3mf+s+Q5S5OHnsFw8hM/cgKjZF7lye/zjtBxLSfJwuPFFKia7rGNL01ty4KcH8r2IcOWrgdMKEsSmMGRfmm29jXNHORutWDuZ/HeXp/nmp4w4HpBcR3HaLC02DZ5/PW/fzqgQ/rwow8EUPVasqGDrccL2TTz+LYrND964OLmmo4XIKqlczkDKKlJL09CA979LQdQVV1Ukkoni98NCDGoahIEQcXY9w+60n/51A16OFflS73SASUeja2UnfB/2UKqlw0UUa8Ti8ODBIWqrgw/e8luBikYumKvDr58kC50niYcSxbYjV05Cb5uctX/cZxqb5OO/+gpCvQqHeyIqiwKENAMi9q1Euf9gsOPbHKDe7B9G0F3Hj9NH5iUSC8uUlM6b6GDshipTw+kgvU6dF2LvXLFR3801ODh0yMPS89PQyZVQWLIwz4rUwTRpr1K+nkZ0teeQxP8EQlCmj8EQdjUgUnnzGT2bmyTuQZNyECIuXxhk+1MeESRF+WBxj9CgfBw4YHD5sUKmSyu13mRHZ1auptG5lo1YthTtvd+ByhdD1qPWc+oegqQqq/zj6tHsgnElK+mLuvr0L6zYKvB6oXFGhWFHBnC+ibNps9vlP58QY96GPlIPfIVeOM3dU/2ZE6TrIopWT3u0AUO0obZ4khg1L5bSwsPi7cPw4FE0/P8cqVgx++ulEoIWwsvIsLE7y18OK/gtWrFhBlSpV6N69e4HrK1SowDvvvENmZiZvvPHGf73/K664Ip/ACdCwYUMaN25MdnY2mzdvBsybwIwZM3C73dx3331J7e+77z7cbjczZiT7/5z894MPPpgrcAK0bNmSRo0asWTJEvbvt1x//xeoqgKb5kOp2hg5R/K/BAMEDiPXTEdThCkW5exEH9UK7G6U9i9CalmzXUppIm1f5bvQnez2XkXEXZqILtH1+FkXOE0ExYoV/ECa/WmUw4cNunVxUryYQrXqGpEItLzMQaeODhQFJkyM0KGDg0oVFUa84qVBfY2Pp0f57PMYrS53MnFShC5XZ7Nxkx2fN8p773i4roeDk0HKjS7RmDzRR/HiZ1/A/TcTFB5C1TqSuGEi+m0ziTR9AL+ahnEG37FDD2LMfaZgX8+1n2BUugxszuTlv38D7iL5mhvfDkVpcjdK017gPBE5X7IW4o4ZRErU/lOinWE4WL5C575+fhYuinPlFXa6dXHw5bwY/R7y07mjnVFvuKhWVePIEYMPPjQjpoWAe3q5GD7Mx48rE0gJ1atr3HuPiz++mw0fGSIcgmJFFepdrDFkkJd7ernZvsPgy3lxAgHYscPO+x8K5nyhkZ3tIRYDKeMkTglxTiQSGEY8t5DFH/9d+GdMcFV7G+Mnhnl9pI+SJRW+mBtjwcIYrVraGD3Kh9eb3/PT4t+LqkfMFPWCsHsQCPN59UcSUYz5zxMPxAsdpBiGAUUr5/5bhnNQr38PUbsLqDYQAlGtNepN4zG0P1dtWgidYsWCPPawoGtnQd2LdIYMcjLiVQ81LlR56NEAWdkGJUsqpKaY53XkiEHZMiq33+rklptchEJmlOnLg7w82M9FhXJmsa5PPo2cInDmsXWrzs5dOlu3JojF4L0PwuzcpfPR5AiaJrjvHieXX2bj4QfdOJ2CTZsNft+i4/c7rAHcPwg7MYyV4/ME/+AxEoEsLrhAJRKBvfslui54sJ+bbl3Ml5LDhw3mfRkhsXwccutC87/pvTDm9ke9dTKi4a1mBg5ApWYoveYQcpWy3l8sLCz+VhzPBO85rqx+kqLpEI1BVtb5OZ6FxT+F8xLJeezYMerWrZt3UM08bDQazU0LT0lJoVGjRixcuJDnn3/+rB375LFO/t25cyeHDx+mRYsWuN3JAwG32039+vVZsmQJBw4coFSpUgD8+OOPuev+yKWXXsrKlStZuXIl3bp1O2vnbfHnkBJILYNS4gLk+k8Lb7j+M+z1bza3mf0gxEMY3wxGlL4Y5dK+CG8xZDiLY87WPPqAg8taaLz0ooqmnZs0bkVR2L1H54brnPl8A8EsulCntsa0mVGmfJyXUj9xUoQr2tp55kkPg4YEURV4+EE3k6dEePwxD506OChdKs7LQ4IcPlH04an+QaZO8uD1BHmgr4277/QipcDhSGC3h6wBwjlA13V04TINxQpIhf5v0RIh5IG1ha6PbVuJ7aIbEKvG5y6TnqJIZzqUrAkHN+Q1TkTQp/VGtHwYpc83GFKiK3aiqudPRyWGwja++dbst2vXJVi7Lvk6GflGmLHve3ljVJDGjWy0utzOd9/HeOQhN1u2JHjvg+Q+3/EqO0886mbY8Dw7iOwcidstuP2uHEYO9/H8gACbf88TJt/7IMxzz3jYtVsydnwYVYXXRnioexEoytm5btNSIzzQ18WrI8PUr6tx4/VOVA1KZghSUsLWtWORhFRsSE/xAteJkjWRe1YVuq2yazlZB3PwlimJw5HfRkVKiSxRA9zpYHMjEmH0iTcj6nRF7fE2CAW5ayX61J6IVo+i1r7hPwr5ucdW4rhceYac5coqXNPNTpdOXhRFkpoS5/bbnLw5KszCRTEmTUhl1icR7n/An7vNR5PNKumPP+YhEoHvviu8CNvX38ZoUN/Gzl1RVv6U4MbrnXw4NsL6DQmaNLZRvbpGv4f8uXYs4ydAxQoK775jPscs/v4o8TDy92/zFsQCpKa7eOqlEKvXJN+fH+jr4pruDmbNjjLvmwQ9el9J2o6FeQ22fIexuxuxVv2xtegH0iChus64mJeFhYXF2UZKSVbW+UtXTz8RMbr/gFlt3cLCwuS8RHKmpaURO8WhPjXVTBveV4CJxLFjx87acffv38+yZcsoXrw41atXB8zUeKBQD82Ty3fu3AmY/p1HjhyhbNmyqGr+4gAVKlRI2q/F+SWRSEDd64mnVQPNUXhDzUEioaHGcuDI77mL5f5fMb54Cn1qT4zPHsOZs4kUn2Dx0gSh0LmbA4jFbLz3QZQLqqtcd60ZmXmSYkUFI1/1sXWbniRwnuTrb2MIQa434RNPB/jxpwRDXwny86oELpeSK3CCWeUvK+tkBEwcjyeE1xvEZotaA4R/CopKvlDHU1fbXeSUbpe0TDTtTUj1Iq4fYwqdp1Kh8f+xd9dhVpRvA8e/M3M6tnuX7i7pUASUUBEELGyx6/fa3d2F3Q0oBqWigCAg3Sydy7Jdp8+ZmfePAwvrnkVyA57PdXnhTj5nd+bMzD3Pc9/Q6UJK5ShcSjReyXrYAU5FUdi2TeOgTu2VmE0gSTpmE3z/g48Rw80MPttIbKzEz1Mq54adOj2AzS6RmlrxklRcrNO9m5HJP/krBDghPKL+yWfcjBoZPu9VFe68y43LfYjvgSOm0qC+lxeeMTNsqJEGDaBlC52MdO9xC6QKJ4+gLiP1HBd5ZkZnMB/iqUc24PZIuN1VFyHyKNHIV0xAajccbd30cPqJZd+gfndd+Bq24H3wlaAv+QJTsKzK7fwXVVUIBBXKSnX8PgmvV2HoEBMjR5iw2SRyclS+m+ivtN6fs4Js2BDC59cwHeI0NJslgsHwtcdoOJAdY+q0AHaHzN33uSrkmwbYvkPj9Tf9aNohvniEWkNDPtDrEtAans4v0wKVApwAb7zl5cwzTRgN4WuHrFU+tvjnYyTVh0t24lKi8WES9y+CINQ6bne4iJ+zunpyxof/zc6unv0JQl1RLT05MzIyKgznbtWqFbquM23aNG655RYACgsLWbRoUXnvyWMVDAa55557CAQC3HXXXeUByrKy8I2/o4qyZ/unu1yuI1p+/3JViY6ODufU+pdY8drliP37d6ZbDfh8GobTroDNsyOuI3e5DJMJZK/KIfu2qEFkJdxDVJaVE/b3KS3VCIaC5ORoJCXKvPW6k+ISHZsVPB6dlauDrFtfdUt/nuJn2FAT0dESPl+46FDHDga6nmZEAq643MKPP/opKd3/ECCJY+0gVZ2Px8OJ+D2rHgW9aX/YFGEorCRhbNARfU9++ST59P8hJ7ck2hYNRKNf8R248tDd+UjOZLAnINnjOdqW7sn2MmiAiVmzI/fWGj3KQnq6kYvGWHjkcTd331fGC886+Oa7CA+v+0yZ6mfQABOffxkO7Geky6SkSAwcaOL+B10Vlm3fzsDI881ER0vYHRIXjjYxYVKAYAhWrdY4d9jx/RtER0PFK5OliiVrB1WNwusFgwHi42VMpto9zPdEno/VTTc1R+t/J9qslw9MdCZD+9FIvsIq1wu1OJe/ljq4vFkZUboLJBlssUj/DozGxKA5EtB+uK3qRqhBzCYjFueRnwcFBSqff+nj8y/L0DV44TkHM/8M8NvvAS4cbeG98U4++ChCwb59vvjKxysvORg90szLr1UepQAw4EwTL74c7pE5YICJuX+Hv0fi4iTWrg1FrPIO8PvMAP+7LYb0dPsRf666oLZco4/mfKx0X6ZFoXW5JFwEEihqfjVfP2ygqtyZ8xcE6dzZwLDBBqK2Vc7Nr2tBLGYT1ggpWIT/VluOLeHIHep8FH/XmhXp919SogLFJCfZcDpPfJjF6QS7vZTiEiuxsZELh56sxPEvHMoJOfsGDBjA4MGDufvuuwHo3bs377zzDllZWaSnp9O/f39iY2MZP348W7ZsITk5md9++42ysjIuvfTSY96/pmncd999LF68mDFjxtSKYeQlJSWVpsXGxlJUFKFAgVClqn5ntsR0pJwiaDm4YlEHQKp3GlJyS+RVE8AaE87BWbK78sZlBY+9KcXFOp06GjCZAhQVVf0w918kScKs+ZD1AJpsrjC0SpZlzjvHiKrBpO/97M3xYrGE3/6pKlx7tYWSkqp7KZSUaPTsYWLduhCXXGSmX18TH3/q5cOPfUgS9Opp5IXnHLz4iofsbI3oaL1OH2vH+0IW6Xw8Ho71nFYUBXOwFNAIGhzlxUNMRiPW/neh7lkF7vwK68iDH0Pfs4yY1I5IQ56Axv3wm2Px+wH//rYYwJwa/g8gAASOvp0d2tlZslTlzP5G/pxVMSLRupXCgDMNFBcX06OHg86dDCxbHmLlqhDFxVX3Fi0pCQ9PB7BY4K47bfz0c4BRF5iJi5XJ3hte97ZbrJjNEu+85yUnVyPKKXHhGDNPP2Hn4cfcFBRolJaWHvZQ3ZNJMGhi/QYjz7/oZscODasVLhhp5oqxJqzW4zfMt66cjzXF3OlyTG3Ogy1/oVqSyIkfTErpPCRJQ+57K9rcNyuuEJWKccCdXK8Xo3hy0DatQFv7M8TURxp4P25jfIWe1rJsxd7xQtjyV8T9S+1H4tLNhI7wu0iSDHw3QebDj8PXvbGXWJg+I8BvM8O9r7/82oemh68/VSkp0flrbpB69RVatVRYn1nxPBw4wERhoUZhoU5KssyI4WZu/7/wS+KzzzKRn1/1tkMh8PlViopKj+hz1QXHcu2o6fMxUtsNBgP2lmfD2imwdy26yXnQS9fKSks12rU10Lk9sGJdpflSh9GUhQyodfg+pqaIZ43qVV3no/i71qyqfv/bd4S/5wwGD2Vl1fOCOS4Wtm7zHNMza11zuMe/CISeuk5IkDMrK4vCwgM9FoYPH04gEKCgoID09HRsNhuvvPIKd9xxB9OnTy9frnfv3tx4443HtG9N03jggQeYMmUK5513Ho8//niF+c59/cf399T8t/3T9/fQPNzlndXVL12ISAuFkBQjNDsTuc0wtMxfQQshNx8IignQkdI7gbcYZdB9qN/fBnrFhyl3t7v58icHZjPcf68Vs/noK45b8GPMXQezX0Ev2oGc1BJT/7vxRzfAjwlN0+jX18C33wXo2tXAL1MC+A66NrVvZ0CWYcXKyENie/cysnRZgM+/8PPRB1GMvaIEz750hroOf88Psnp1iBefd5BfoOJwnDoXvrrKobuRVk9FX/QpBL1YWp6Nted1uEwJKKig6ygj30DfszKc28+egNxqMPqWv5BbngU2J552FxP89zjPEyA2LsSGTSqndTFy1iAzf84KEAzq9OtjoutpBhx2F7oOiqzy8IN2Vq8JkZ2t0r2bscoeyj17GJEknauusNCju5H3PvCybHmI32cGeOIxO9ffVMYZpxsJBuGNtw7k7iwt0/ngIx+DzzZx2aUWOndSUNWqe4yerBRFYelyhdv/d2BUgdcLX37lZ+06lReftWKxRO5ZJxxffkz4TUkobS8kN8/KwjkeLm6wOlz0q9f1KBd/jLZ+OniKkZr0RarXBYq2oP98L3qzM5E7XoBkjkI2WVA/HYPtqu9xyVHl29c0Db1eN0huXV5xvVxUGnS8kJB6eOknDlZaZuKTzw/c6/TsaeSW2yqOUlm/PkT3bkYWL4n8PXPaaUaWLQ8xd16QB+6z4/PpzJ0XwGySGHG+GZ9f58ef/Nx5h4169WUefdyNzwf168t07ihTWFh1D8L69WSsliP/XEL1MyoKlOWg9LkR3efCpubQ9bTWLFgY+bg5o5+Jpk0UrMHtlWfGNYRWQ07JF1eCINQtBfvCH9UZFoiNBVH/WBAqqpbh6vXr1+fOO++sMK1nz57MmjWLJUuWUFpaSsOGDWnbtu0x7UfTNO6//35+/PFHzjnnHJ577rlKXfz359Dcn3Pz3/ZP35+b02azkZiYyO7du1FVtVJezv25OPdvV6ghRgv6tr/RZr0EjkSkxn3BaEWd/RqU7EbqfDGkdYCtfyG1GoZy6edoS79C37MaYjIo7XA7sza1xK/ZmPiNmbi4o684bpQ0jGt/RJ/x2IGJrjy0rXMxjXoHtWF/QpqOw+7h4gttFBZJzPwjgHdf/MHplPAHoHMnI3FxfgoLK7bDbpc443QTN95SRv/TTXw/2Vce4DxYaZnOipUhLr5IgkMP0hdqmF13w8Tr0XcfKEyiL/4MffWPOK6bimaJRc9agTbtQaS0DpDcCnwlqBNvhKAXqTQbqf1ILEmtCBrjT3h7zSY/t9xoZcVKmPSDj8aNFJo2NdC9m0yU80Axq0BA5pNPvVx1pRU1pNOypYEffvRX6qUc5ZQYOtjEtxP9ZGWpfPq5r/wFQ06uxp5sjRbNFc47x8xDj0Z+4TTj1wAff+AkMeHUDIKUuUy8+FLkIOby5SFy8yzUr1fNjTrFBYMyH3/q48rhRWgz3gJAm/8eLPkCqdmZYI9DW/4dSkpr9N3LoGwv+rKvUddPRxnzDtr8D5B7Xou+bR5K83MrBHncihP7JZ8hrZ+GvvRLUINI7UeidLmEEhwczRs6n5cK15KAX6+0meUrQlx7jZWEeIn8goozbVYYOsTEzbeUEQzBAw+5qJch07mTkXHXWsjL09iyNcRd/7OxdHmQV1/3YLbAHbdZGDLYiN3uQZbNdO9m4J9FlYNh995txW73c5jpg4UaZPQVoP3xAnrWcohriL3lEG67eRiLl5RWyrfasIGMxRL+rk9pmQgDH4IV34CuI3UcA+1GhoP8IgenIAi1XFFhOFWQtRpHjsfHw8ZN1bc/QagLqiXIWRWbzUa/fv2Oy7YODnAOHTqUF154IWKhoIYNG5KUlMSyZcvweDwVKqx7PB6WLVtGRkZGhdyg3bp1Y+rUqSxbtoyuXbtW2N7cuXMBKk0Xqpce9KLvH7rnykNf9UPF+dsXICc2Q1s3DbnThajTHkXuOArOfpSQYkULRtEzHc4crCJJxzas0xIqRf/9mcjtnPoAlutn4JKj0HUdm82Nw2Hky8+iePlVLwsWBmnSWGHTphC//h7ghWcdTJjk548/A2hauAfnZZdaePlVD6EQtG6tMGVq5UIu+82bH2T0KCMm4zF9JOEEkfYVE5JzMysEOMv5StDnvoXU/x70LbOBcLEs9qyssJi+4x+kFmfB/PGY+j9EQDswREaSpBNSoMFs9tKzh0zHjkZUVcJqUZGkij2GFUWjbx8jN91aSqcORhQF3n3byfsfeJkzNzzM/fR+Rm64zsozz7pZuTpyMH7uvACPPmKjsJCIAf39fD79lO2t6PPK7M6qOvqzcpVKo4aK6A11FI72HPL5DCxc6OW6c0rAf1BwPuBBXzvlwM/eErR108LpVIJe8BahrZoM1iik6HT0dVNQmg8rf1W1vz0uyYHS7mJMLc9BQidgdOKMikY/yiGMZrOE0Uh5Tsyqcrk+97ybZ55y8MOPfmb+EUBVw9emsZdYeO11D8GDgli7dmvs2u2n/xlGNm8OkpqqYLEGGXhmkJ7dw7lt7fYgmhZA18Fi8fHUE3YmTgry9bd+XC6dZk0V7rnLStOmwcMukCbULEkLoGUtD/9QuB09byO7UXn1JScffeJlxcoQZjMMPsvM0CEm7nvQxdtvOFm5wUrDptcR3/Z8AIIGJyFNEwFOQRDqhIJCnSjngfv76hAXC7m5oGk6sly7c7ALQnWp0SDn8bJ/iPqPP/7I4MGDefHFFyMGOCH8pTN69Gjefvttxo8fz1133VU+b/z48Xg8Hm644YYK64wZM4apU6fy+uuv8/HHH2PaV1Z4zpw5LFq0iD59+pCenn7iPqDwn0yyDvaqe7BJtjjQVFz9b6fYEc2uAdcTY40jUdaxYsZg8GE4XmdDaTaoVQQevUVI3mKwHzz0MEhGOowZZWbUSDM2m8SOnSo7dmjc9r8y3h0fxbAhJlQ13Ivm7ntdlJaFb/jTUmWio6u+oMXFShgM4uGgNlEksIZKkEqyIOhBim8MJXuqKMcA+vppyAPvQ3ckVr1RWxxSegfwFGAMuQjITgKSh5JAIdklO4izJxFvTcEuRx/XIIGmaZhNVQ8NdzgCJCVZyc7Wyc4OMG1GAIdD4rxzzLz0fLj8cssWCgsXBSk6RA7a2BiZ77/3M+qCQxf8iYo65OyTmsEYrlQdrCJbQUL8iQl2n8ys+DD4i6FoJ9ji0BwpeA1Rh30OKYpObKwExv8oVGWNRhn8OHrJbiRrLAS9qIs+Re50Ifr2BUjpndElmYBURmmgiD0l24m1JZJgS8Gux+CV972sPYoh6gdzOgOMGG5mwqTwOb1mbYiupxkqDU3ftVvjvQ88PPqQgzGjzMTGyvj9OtffVFZlLmmzWWLYMDMx0V5UVUXTwGoNh23//eu0WtxccZmBC0bYUTUJk1HFZvOJAGedIoElCnz78qe6cgnFajzxtIdRIy1cPtaCqsHs2QFuub0MdHDYJVwunZAKXnlfcSnxNxcEoQ4pKgJnNd+LxsaGX04WFR2oti4Ip7oTFuTMzMzkrbfeOqp191dcP1xvv/02kydPxmaz0bBhQ955551KywwcOJBWrVoBcO211/LHH3/wwQcfsH79elq3bs26deuYN28e7dq144orrqiwbo8ePRg9ejQTJ05k5MiRnH766eTl5TFt2jRiYmJ46KGHjupzCseHoihIW/5Cajccdf30iMtIXS5Gr9+Nt5e+xOTvHiufnmBP5bXzJ5NmbXz8HqCU/+g2KVcOwOu6TubGEO++F+4JN/5NJ0ZDuNfaw4+6uP8eO48/5SY7+0AbzzjdSFq6zFVXWFi2PPIQ3isvt6DIR59bVDi+DJKGLW8V2nfXofvDue50SUbudiXykMfRpj9aeSXFhOR3IbU4C3Xp1xG3K3e6EPWH25EcCShtzsUrlfHEb9exeNes8mXSohry2vmTSTClV1uwQNNUHP8qDu1y6Xz9rY+vvw3//PXnDjp2MDLyfJ3X3ojcC3P0KDMWi47NCh3aG1i5qnIkLz5OIjHheH+CusNhDzBkiImff6n8gsVkgrZtFBEkOgIO3DDlPvSNM8unSVFpOMZ+gcuWcVi/S6s1wFVXmPHrdqh3GuxaUnkhewJY41DHn3lgWlQqyvmvoLkLkBQTerMBlKnFPDXzJhbu+L18sRRnfV4f8SOJpsNrz3+RpCDjrrWTl6cxa06QL77y8dLzDnw+L6vXHDjnWrZQuO5aG5ddVYquwWcfO1m2LDwKYdnyyudmbKxEKKQjy9ph9yTW9RB2+4FtiUO3btEVI3LH0WgLPwpPyF5N+7M0Skp03nmv8vf8ucNMFBZpBIM6Dnuw0nxBEIS6oKAQnI7/Xu54iosL/7s3RwQ5BWE/ST8BXTtatmx5VN20dV1HkiTWr19/ROvdd999TJ48+ZDLPPvss4wcObL857KyMt58801+++038vPzSUxMZPDgwdx8883lRYcOpmkaX375JRMmTGDHjh3YbDZ69erF//73P+rXr/+fbYxUAUxUxjtykX5nNt2L/OVFyG2GQdCH9nfFILfUbjhS/W5oCz9i3ulXcdefFYPo0ZY4Pr94PnYp5ri00aGVwruDDvRgOFhMfbQrv8cjVz7GcnLsXHBhOPDVp5eRs8828fiTbkIhqJch78uDJqPrOgaDxJYtIc4804jJGOLdD0JMnFQxuHHFZRYuvdiC3e5B1098MZoT6XhXxztR591/ndPOYAH6+P6gVn6Ik4c8jrb8O9hbsZCIdNYjSLYYyF4L1ii02a9WnN98EHKbYaiT7wj/fNpl/FKvMU/NuqPSPlKc9Xl/9ExsVN9rZq/XynU3etm2vXKUwmaF7yc4iY72Ulpm5/kXPcyaXfF3c89dVoYNkfD7JVRNJhiUue6GMvbmHNie3S7x4XsOGtT3ntKBPLfHzq23e9i46UAgyWiEN19z0Ka1H0k6PkPV68r5eLRMso559nPoSz6vPNORCNdOqVAI6FB8PitGVxZx7ET96S4oyTow0+xAueAtdMWI9s3VEDqoV7Q9AWXkG2B24IqpzysLHuKXtV9U2n6SI50Px/yJjWjg+NxXBIJmykoN7M3RiI2ViY6ScLt1cvM04uNlHA6Z7OwQRqNEYiJEOf3k5FopKNB5+FE32XsPnIM2G7z9RhSZG4Kcd45a569FJ0ptqq5+pO34d9tlWcaxcQqSIw5t3jvoOxcB4O98HUtiH+COu9zlKREAmjVVePUlB5oOVquG1XJsKYOEisSzRvWqrvNR/F1rVlW//2uv14iJgUsuqr5h4x6Pzn0PwuOPSgzof2oMVxfV1YX/csJ6ctavX5/OnTufqM1X8Nxzz/Hcc88d0TpOp5MHHniABx544LCWl2WZyy+/nMsvv/xomiicQIoeQPcWoc1+FeW6KSiNeqPvWgJaCKl+130FWx4GXaOFNRWDbCCkHXjQKvEVsrVwPe0Teh2X4ZxeJQr7qPFoX18B2kFBBYMF+YK38BiiInZLiYsLMe5qCx987GPe/PATwBuvOtmyVcXv16mXIWOzSSxfEaRZUwODBinYbW50XefG68xcNMbJ33+H0HRo1dLA3/ODjBxTwiUXmRkzyobFcohkhsIJZzAYYOXUiAFOAG3RZ8hdL0c7uGBVQlOk9iNg+Tdo/3yE1PlilMu/Qc9ZD+4CpHpd0PM2hYMn++jLv6NFizcj7mNv2U5y3Vk0tFdfkNNu9/PsU3auGldWXlwLQJbhmafsOBzhYagOexlPPhbN7qwg8xeEsNslevYwYLPqzJqjMf5dL7m5Gi1bKrzykoPiYo2160I0bCDTto1CVNSpHeAEcNg9vPdOFNu2BVm2PERKskznTgpOp++4BThPBaZAMfrybyPPdOUhFe1ASmh/WNcLu9WDI1SC+u2dKGc/DEEveu5GiMlAiklHnf0KStfLwWCuGOR050PAQyipFUWhMqav/ybi9nNdWewt20ljZ7uj+agRmYx+4uP9FXqE2O2QlHTgZ2ezA/+vaZCS7MVqtfHm60527FTZtEmlUSOFBvVlPvzYw913WtH1qlNbCCcPSZLAlYO28x+kPjchq9ei716O1RpNt8Y7mfxdfRYt1cjJ1encyUh6mozXp2M0gCyJYSeCINRdBYVwGH2fjiurlXDxtpzq3a8g1GYnLMjZuXNnnn322RO1eUEoJ0kyNOiBvvYXKN2LOuPxcEVOowntt6cg70DJOdlThMVox+UvqbCNrJKtdEzqc1yKcqg6eJM7YbnpT1j+LeRkQkYnaH8BHmNclYEYo9HPxReZOeMMB99NCFBYpJNfoDJksILD7kdVA0iSRIP6EpoWRNcPVL41mfykpoRo1szEW+N9vDXeW17B9P0PfWRmGnn0YQtmsy/ivoUTT5IkyNtQ9QLFu5GanoHU9nwIuKD9SPSM0whJRoz1woXN9DU/oZnsSC2HoK+ahDbpFgj+K3itBjAd4jkxtyyLRo7W1ZafUdM0MjK8TPrOyYxfgyxfrtKokcwFI0zExVXsXRgbKwMeLr4wnNIhFNKYMEnizbcPHLeZmSqXXFbK9eMsXDZWRpYCaJomUjIQHg2RlChjMnpp1VJG10OnfOD3aEiqH72qvMoAxbuQEjscXpDTnw+lWWCPR9vyF5js4UIs66eFc30CRKXBvvQVB9M9BXglG/5QXoUXc/+WU7abJlGHF3Q9UYqLLVxyeSk332ilfTsDAb/O0qUBiosN/N/tdhx2lzhHTxGapiE17AneIvR549EVEzTuA94SjJ8NJcPvIqNpf6Tm7ZBST2e33Jz1mU4eeczNkLNN3H2XGZNRBMQFQahbdF0P5+Ss5uHqkiQRF6ezd68OnBo9OQXhv5wUhYeEU5csy1C8F7n71aibZ0NsA5T+d6KtnwHRacgD70dSA+Gebn4XIUcinkDlh8lmCe2OazAgqMsETUkYet2BrKtokoGQqlJldZl9TCY/DerDffcY0TQJRQmiqr7ygOWhHmLLysw8/Jib/PzKy/w1L0hRsYWU5GP5VMKx0DQNGvaEVT9EnC+ltCZgikYd8jzoKiHCORQdwTJwJiOf/QhSXEO0zX+hb/gVKbUtcuthqDMeg/zNBzZkicJN1QGRejGNayAYohEd5eaSixTGjFIwGDRUteohiftfNpS5LLz/YeXzFeCDj3ycd46T6GgRxPs3XddFFfVjoBtsFYum/Fti88O6XpgkDf2fj5FaDkLucS36mp/BYERucy66YkRf8gXEN0Lf8lfE6tF6Uks0TcNqdGAzOvAEI+derh/brEYDnLKsMP23IEVFOk894yE6WqJPbyMmk8R3E/zs2Kly0/UKHOJ7STh56LoOUSnotnjksx9G3zIXPXs1JLdEuegj9M2zw2mFTA5CqW3YiIsvv+oOwPRfA1x/nZOEeBHkFAShbilzQShUM0UwY2PCOTkFQQiTa7oBgnAsFEVGX/o1uqaiXDMZbeazaJv+RO52BVJUCuxYBIoJ5arv0Zuczj8Fq9D0ig+n9WKakhbV6IQ8JIZUjYAmhQOcR0DTgkCwykBFpJy3Hq8UMcC534YNajgoLNQIVVWhUV+wxkReYOD9+GUbgX3HzP4gioaMlrsRjFbwliDX7xJ+Txtwg8GEPOI1sB7IOSP1uYXdocgBxLYpXYm11FykW1VVJCmAqh5esKOkRMdfxbOupkHeIY53QTgakiThM0Yh9amiAGJSS1Rn6mFty6C6kVsMQP39GbTJt6Nv+gMIB4Aoy0Fq0AO53fmQ0ATM/+r6kdgMLSodAKcSw9jT7oi4j5ZJHUmwpRzehztB/H4Dc+eGz2mbDQIBnanTAkz+0c/WbSrz5wfxesU79VOKriG3GhwuiOdMQm49FCngRd+7DqnNOciDn0DudS15jhiMvqYV8ghv364dVV5/QRCEmlRQEP63RoKcsWK4uiAcTEQ8hLpB0nHrxSzbNZf1RYsp1QpQpSAggdmBvuFXKNwODboh974RPAVIzhSkRr3QVk1Gm/YwhvOex6OFsBkPPEx2rX8Gb4z4GZtUA1ekIyRJEj6fley9dlausrA3x47fby1/GDAa4VDPBbGxUo329hHAbYxFvuoHSGlzYKItHm3k65TGZRDQK6cT8BujkBMaI8XWR53/XrjAkGxASmkDRbuQgj6Uy76ClHZIZ9yJ2n4UXeqdyZVd78ZssAAgIdGv8TCeGfolVqmax9EcJk0zsDtLJTPTRuYGG2VldhyOQ1+irFbxICwcHwHJR2Eom9UFC9jm2kig3XCkM+4Co+3AQk37I13yGd4IheMiMljQs1bC3rVgsiGPGo/c55Zwaoq4BhCVgvr9bWhLvkQZ/Q7I4UCg1OR0lIs/QS7cgtO9E6vq5fzWV3FN9/uwGKzhZZDo3WgIz5/zLRacx/m3cWQMBp3+Zxh5+00nD91v57GHHbz2ioMe3Y0AxMTIGAzi2nNKkDRceiEBQPvjeZQhj6NtXwCKESmtHZI1BrzFSBkd8Zkd+Mxp2KV6XHGZhf3vYKOixL2KIAh1T3mQswYuybGxkJNb/fsVhNpKvFoXaj1dUlmdv5CHpl1RPlxPkRSeOvtjzkjpidz1ctBCEPQiBX2oH4+E4L4KJ4oR+fQ7IDodffl3jO46jv6tLsTtL8asmIg2ODEpUQS02n1DLUkSJaU27vi/ipWT27ZReOkFG06HB4c9yOn9jMyeU7mwjc0KjRrJ4sGhhmmaRpk1DcslX6B5cskv3Umu6uG91e+xYtaVXNTpFi7tdAdm3VZhPd2Vj75iAlJsfeRRb6PNewvti0sPLOBIRLnkU9SY+vh1E2ZVY2yH/zG8zVW4g6VYDDYcxhiMuhmz7sMYKIWQH93sxGeMJlTDI76DQROz/5J59vliAvtSIZrN8OD9Nm4YZ+HdDyoHf1NTZGJjxPEsHDuf5OLlOXcya/NP5dOSnRl8eMGvJHUYBf5SMFoJGqPwYYo4tPzfjLKGIeRBWz0ZjFaU0e+i/T0ebfvCAwslNEG5+GPUybejbZ6NfPOfSLqOvn0+6vtDy4fLy0ktiL/4Ey5pfzvntL4cd6AUq8GG3RCDQTehSDqWUAmSvww9VIDF4MAvWart+z4YktB1uON/ZQT3ddK2WuGu/7MTGysx+CwjZrM/Ur094SSiSkGW7f2Lx38dx4ThP5FstKGVZCO3ORf1h9sOpH+QZOSuV2DudT3XXRRNTm4Zw4aYePxROy+97CEtrWY/hyAIwtGoyZ6ccbHgcoUrrdtsogOAIJyQIGdmZuaJ2KxwiioK5nH3z2NQ9QPBvRcGvkvPMjcG03a0bX8jp7YJD/kryQJ7AhTvCi+oBtH+fBFl9Duos17G1HEMyX+8BGt/Dlc+V4xInS/B1Pc2XNiqaEHN8/rM3HVPxQAnwJq1Ko885uW5p02YTH7uvdvB1q0qO3cdeJo0meDN1x04HaLoUG2g6zo5mpsLJ/Yl+K/iJl8ve4Om8W3o33DkvqHdEja1BMlkQ28+CDmhMfjLkBv1Rivahb5rSXhFVx7qZxehXPszttK9BBJb49dMOOU4nOY4ACRdwhEsQP/pTvQd+wItZgfW/ncRajUcr2Spzl9DOUmS2JNt4PEnK+Yb9Pvhkcc8fPV5FNNmBCoc006nxOuv2nE4vCJwIhwbReerJa9XCHBCuJjP5d+dwacXzcVuq3dEm7TjRV7wAUSlgjUW5ayHwWBG7nYVWnQ6+ppfQA1A/hbU729BufAD1K+vQm53PtqaX9AXvF9xg7kb0L+9BuslX6JLB85pdLDqPgxrfkKf9RK630UIMDTogXH4y7iM8UcV6DRJKqaQC9AJKdZDBkwlSWLLFoVXX694/nq98NQzbj75MIqMDFUUwDoFFAb28sDUsSQ7M7AqFqROY5CiUtAzf0UZ/jLoKtr6GejrpqIt+gQ5rT1n9j+Xb77zM3V6gPR0hU8+cuCwe2v6owiCIByxgsJwlXOzufqDjLEx4X9zcqFRw2rfvSDUOmK4ulCrGQwGpqz7okKA85WzP6FPmQdjVBqggTsPdfIdqOMHoq2binL2I0ith1XYjrb0K+RmZ4ar2a6eHA5wAqhB9MWfIc1+GZNUe4silJUqrFsfOT/nosUhysrC7yuinG4+fM/Ge+Pt3Hi9hWeetPPj905aNPcDohBJbaAoCvO2Ta8U4Nzvw3+exaUWA2DTytAn3QKOBCRPIerXV6F+dD7qny8htTwLefBjB1b0l6FvX4BstGAq3FQpp5lNLUX//GLYcVBPMr8LfcZjGLbOQlGU4/xJD4+qGvnok6qLTHz+pY+PP3Twxqt2brjOwksv2JjwjYOMdK8InAjHzBUqYvLqDyPOK/LmsbO48rl0KEZZR170Mfrf76D7ilHOvAttzuuon10Y7s0mySiXfAq2fYHKgq1QkoXS/05Qg5C3MfKGc9Zj8BVVmKQoCoatf6LPeAz8BwUZdyxE//xibGoVhZOqIMsyTrUI028Pw5t94PWeGCbfjNOzC0WKHOQMBE28F6GnNYQ7vE6f4cdmrTy6QDi5yIrExBXvMajxOXzS91Wi96yDuIZQkoW+dirqd+NQf7gDDJbw8W+NQZv3NsNOP3CMTpjkw27XAfG9LghC3VNQoBNdQ9nPYval5hd5OQUhTAQ5hVpN00NsK1xf/vOgJufRy9EQfdVkiE5F/e1J9GXfHBievmcV6oTrkNuPgOj08vX0ol2Q3Ap9xz8R96Ov+A5z8MgeCKuTy3Xo3jgeT3i+ruvYbB7atvFx+ViV4edZiHK6EQHO2kOWZbYUrK1yfnbpDnTChReUoAtlxCvoS75Cm/4IlO27eynbi/b7M1CShdThggMrF+9Gz1oBmTOw6Ad6w0iShFywBYp3Rtyn/ucLWIIlx+PjHbFAQGLXrqofanfuVJEI0qWzjysuU+nVI4DT4RYBTuG48If8+EJV9xzLKtl2REFOc6AEfeGHYE9ATuuA+sWl6FnLwzNDfvQVE1GnP4Iy9IkDK5XlgCU6/F9SS6S2wysXIgJ0b3GFny3BYvQ/X4jckOKdyAVbj6jttlAx+icX7HsRuO+l37a/0T44F5s/L+I6wYBMVlbV5+K27SrBoLjVPNkFtQDF3gLuaHUVsd9cj16Wg1S8C/WLseh7VoYXCvnQl3+L+uuTKIMfD+em1Q68XC4u1lFDYpilIAh1U0FhzQxVB4iOCtdlEHk5BSFM3HkKtZosGWif2rP858tbXYbiLkRucw4UZ8HedZVX0nW0uW8hnza2fJKU0goprT3a0q8i70hTwVczQZ7DER1T9Y2/LIMzquJ8XderrMwu1CxVVemQ1qvK+U0S2qBgwCTrSGoICrahzX834rLaos+Q255X/rOU1Bx95yIkSUHWDvSekmUZsldV3aiyvchq1b0pTySzWaNN66p7kbZta8Bs1sqPaRHcFI4ni8FKlCW2yvlNElof0TEnBVwQ8iF3uRjt73cPjBo4WP5mCHgPvIhzJqMX7QCzE/I2gSyjjHgNud+tFddzJFb4UVYDB158RJK9KnzuHwZFUZC2zIHS7MozQz74601MUuXPYjartGxZ9fnbob0Bo1Gcsyc7o2zmktaXE/vX+HBl9aanh1/E6RH+9rnhlFZSo16s3Xgga1ZamozRKPIsC4JQN+Xng7OG6gAqikRsDOTkiO9QQQAR5BRquVAoxMDmI7Ea7QA4NR00Falpf/Qdi6pcT89agZTYLPyDJCP3uQU96D30A6GpdladBnA6QvQ/wxhx3tAhJpwOMRywrtA0jS7pfYm2xEWcf1vvx7EbojGpHrSFH4UDDGoVf181cGBedAaktkXqOBpdAl06EHjQdR3iGlXdKLMTXY58fJ1okhTkisvNGCJkiDYa4NKLTYA4voUTw2mI5epu90ac1yC2OamOBke2QZMNJBkptV2VIwcAtF1LkJJbI9Xvip63ESmuIeoPt6Fv+gN91WTUb6+FoA+557jwCk37EzJFV9iGrhjDgdGqxDc67Jycih6CzBlVzte3/oUh5Kk03WAIcsN1FiJ1GDWbYfh5RjSt9qaCEY4PTdVoFdsCadfS8ARrNPruZVUur+9agjzgPj6ZYC2fdvuNBpzOyGlcBEEQaruCgprryQnhIetiuLoghIkgp3BcWfHh9GXjzFuB07Mbm+45ouFykUQpCbw3+ncaxrVEV0xo66ZC0APOxKpXMtnDASBnCsoln6CtmABZyyG5VeTlG/claKrBK9N/MBr9PHCvhaFDTOzvmGMwwMjzTdxxqxlFEQ8GdUkSJt4f/DnNEtuVT4uyxPJovxdok7URU6AEyV+KvnEmyP9RH04xItXrijL8RdQvL0df8gVyxzH4lANBe03T0FPbVxkQkXpci99Yc8d/fJyfd992kJpy4JKUlibz3jsO4uNqpoepcGrQVJ2zmo3h+p4PYzEcKD53Wr3Tef38H7FKR3ZeBIxR0OYc8LvBGlPlcpI1BimlJXK/29H++QQSm4SvUQe3bcEHSE36QfsRSOe+iBdzhfl+YxRSj2si78DsRE9pd9i9UHVJCRftq4otFl2u3GNT13VSkgO89bqdxMQD1/r69WU+et9BbIwoeHeqkGUjWPadL5Jy6AB8dBp+SwrZezUcDon7bw/Rs6tKKCQC4oIg1E0FhdRYTk4IFx8Sw9UFIeyEVFcXTk1O3YX+w60HKjcDclJLHBd/jMsQd1RVXgF0TSfD1pS3zp+CXQugF24HLYSU3imcgCTCduUul6JHpaGc/RBaKIC++HNocx7KqLdQJ9wQHhK4X1pHpPNewvevB8jaxmp1c+9dJm663onHq2O3STidQWTZXdNNE46QXLyTBj/cw1s9r6akeyNCeoiokErcoq+Rt/2N1HxwOA+BbEAvy4HYBlC0o/KG4hpBXCOk9uejTroFPAXopXvQmpyO1O7iCot6DdHYrpiA/tVl4M4/MKPtcPTOYwnW4IhSWQ7RprXO119EU1AYRAKcUToOu08MTxdOOJNuY3Sbmxjc8mJc/hIsRhsOQzQmrEd83fLrBkyDHkb75yPkjmOqTDUhtR8Z7rE59UGUMe+iuQpRRr0dvj4d1PNRz1qJOvgZvBFiP0EVzJ0vg4JtsOag6vD2BKRLv8BjjAHt8NofVDUsXa+AFRMit7fn9QQMToiQBkVRgnTqqPLlZ3bKSkGWJZxODbs4f08pAcWJpdtV6H+9jq5ryF0ujXz8SxJSszNRQh4mjg8QbfGQmBGD12JBO8zjVRAEoTbxenU8HoiK/u9lT5TYWFhTdcp/QTiliCCncFxYCKBPfaBi5WaA3Ez0b6/BesmXeCRb5JWrIMsyHq2MkO5H1hQcSgxRsTGERr4JBVvR1k9DHvYs2tT7KwY60zogNe6N+skFyL1vRGrQHXnsF+h7VqF+dSVyn5uRUtuiuQsgKg3VGodXtkcMltY2ihIgJiZATExNt0Q4WrIsU2p14B32GIoaJG3Z9xgyf6uYu08LoVsTkduehzZvPMo5z6BOuhkOLjxijQ0HRaY9DFvmVNiHPv99zC2H4ZEP9OZUdXBHNcI6bipy2V7wlkBcA4Km6FoR4FdVlaQkGaPxwJBYER8Rqo0m4ZTicO5PI6GDJofwaGXo6JhlGyYshxX0LJMcWLtfh0n3I2UtrzRsXT7nWXR3AVK9ziipbdEVE/z1EpotHqnd+egrJx1oVtBHEAMQuYebS7JhOetxjGf8HxTuQLbHErIn4TFEH3HAKOhMx9j/bvRZL1ac0XIwWuPTD5nnWdM07DYPdtvB045o90IdF9TA3OUy2PY3bPwDqfOFSDv+OVB4C0CSkIc9g56/FSW9A80zStAcyXgN0SIgLginuDz3HpZkzaZHvUHEWg8xWq8WytvXdyCmhoOc+fmgqjqKIoq4Cac2EeQUjgtjsBR908zIM3PWo/gKwXr4Qc4QfjYWrODVOfeyrTATpzmGizrdzAUdxmGypGBPdSCjo63+EeW6aehb50JZLlK9zuh+F+rEmyC2AVKni8K5zfI2lifA135/Cm6YiTuq6YEH1joQ4BTqPpUg20o38vLsu8jMXY7VaGdky0u45JIPiZ94K/hd4EhEs8Tgkyw4TrsUNv0ZrkZ7/ivoJXvCvbZSWyNldEb97vrwsf1v3iIkKj8wapqOW46C6CikGOmoe1cLwslMkiRKtQI+/Pspft0wkZAWpGv9/vyv3/MkmeuB/t8PD17JileyEjXyDeTcTPRdS0E2INU7DW3VD+h/vAAhL/KQJ8FgQd/4ByjG8IuLg4KcUsvB/zmE14cZnykJKTWZmJgY3EVFh92D89/b0TuNxdR6GGycGU4L03wQqj0Zj2T97w0Ipzy37MA06i0MoRAGCaTTb0MO+sLHvzUGKaMz2ubZyG3PhYCH0qim4RVFgFMQTmlF3jyu/3Egpf5CUp0NeP/8P8vrMdQF+fuCnNE1GOSMi4FQCIqKIOEQ2WcE4VQgcnIKx4ffdehAobvwsDelKAqr8hZw2+ThbCsMV+Es8xfzwcKneeq3G/FpLsqw4U3vHs5ntuRrSG6N1OYctI1/oq+dgtz/LpSzH4HiXcitzq5Q4VMa8iQ+Q7QI8AjVSpZldpRlct2EgWTmhnu2eINuvlr9AfcueoLiwQ8DIJ3zPD5DNKoGHnMCyqWfIXe/Em3Rp+i5G5Daj4CodPSt8yMHOAEa9ECVDx2UEMe/IETm0ou4cdLZTF3/NSEtXPRq8c5ZXPVtPwqDe49oWzoS+u4V6L7ScC/N7QuhNBup1RCUKycipXdCn/9u+BoV+lf+2eYDUZ1ph7+v43BO+zFRZk7G0/FyPF1voMzRUAQ4hcPm1Uu5YdqllJRsg9IcpOgMMNvRjRZ0Vz56WQ5ym3NQf7gDjJaabq4gCLXEZ8tfRNWC3NT9SfLd2Uxe91FNN+mI5OWF/63RnJyx4X/3iuJDgiCCnMJxYomCCEUJyjmTDntTLrWIV2bfHXHevG3TKfKHryQBTSZkTYDoFNjwO9qiz8I9ZWIboK2YgF6wFW3++0hpHcMFFRr0RLrqewKNzyQk4jtCNfPqZbw85y50Kh98a3KXsSsqFvm66fjTTkPd16slqMnouo5elIXUYRQkNEH97lq0zy9CciZBTL3KO5IV5IH345dMJ/ojCcJJR1EUluyaw96yXZXm+UM+Pl70PJp8BMVRSrORGnRFX/0j6ltnoBduQ+pwAVJae9TfngJJQl8xMbys2QFIkNgM6bwX0Yc9X2MBRlVVDzk8XRD+TZIkdpRsosCTAwVb0Hf9g/b7M2iLvkCKb4KU2hpt8eeoH56H3Pt61DrUS0sQhBPHHShj5uZJ9G4wlMZxremU1odfMj9F0+tOD++8fLBawWyuuWHi+4OcoviQIIggp3Cc+I1RSB0vjDyzcV9C5pjD3pYn6Ir4gLnfupylyPtKjPsVG3KT00Exom/8HX35t+GhUKddBp5C9JIs1JQ2aOOmEbrgXVxxbfAjgj9C9QuoPjbkrqxy/sLcpXhimhLAWGG6ZrCgb52D9sNt6DMeg9JwTzJ12kMo5z2P1Pa88grsUloH5Kt/xGNPEz01BeEoaKjM3vJTlfP/2fEHPvUIir2ZnagzHkcZPR6pST/0dVPQfvw/9LW/oPS9Fd1bUl5oSOp1A2paZ9Sx3+JpMRz3EeaxFoSapCgK87f/RqmviJA9AW32a8hdLkaKq482/WG0n+8Bdz7ysGeQ6nfD9x+jDQRBODUs3PUbvpCHrhn9AeiSfgZ57j1szF9Rsw07Avn5eo3m4wSwWiWsVsgRPTkFQeTkFI6PgG7AdMadSJKEvvy78EObJEGLwUhDnsDL4Q9LMiomZEmu8g1ejDWhPIATCoXQzFFQvAvl3OfBYEZ3F6At+RKyVyONGo9bOSihvQj8CDVElhQsBiu+kDfi/DhbcsTApEd24jz9DtRvrq44oywH9dtxSDfOhAEPgK4SMtjwSUdeEVoQhDBZkomzVT3yIMoSi8whRi38i2qOQZYNqBNuRO50IfJpYwHQs1agLfoUKaMTGMxIPa5F7XgJHiwgEbGKuSDUZrquk2BLwhN0sVsKkmCLQ51wA1KLgSjnvQCKCd1dgF6yB80cTUgV1ylBEGDBzt+oF920vNhQw5iW2IxOFuz8nZaJnWu4dYcnP79m83HuFxsLOTk64RsJQTh1iSCncNy4sGE6437MvW8K5+g02Qkao/D9q2faf7EbounbeBhztvxSaZ7ZYKFZQtsKQRyfOQ5L50tQJ90IgX2VmSUZet2IWr+nqNgp1Ao2JYpz21zBxJXvVponSzI96g+IODxU0zQCqZ0wnH4H+l9vHMgva7QijXgNn8FJUD8o6CICnIJw1NSQxoh21/DTmk8jzr+k823YDdGHPZTbK9twXPgB+tdXoC14Hxa8H56R0gblwvfR/F5oNxKfMYqgJgbXCHWXqqr0aTyMN+Y+yFP/PMm7I98gYfI96Jm/oWb+BoDUqDeMeB2XLvJxCoIAqqayJGs2PeufVT5NkRWaxbdjefZcruLeGmzd4cvNqx1BzpgYkZNTEEAEOYXjLKArBAxxYIg76m0ompH/9XueLflr2V2ytXy6QTby8vBJ2OUYDk5rGNQV9NSuWG6chVS8I1wRNqEZAYMT/xEGWAXhRJE0mctP+z9W7pnPxrxVB6Yj8eTgT3AY4oiQrhMALxZMp12DucMYyN8MBhN6bEO8ipOQLgIjgnA8JdvqcX3Ph3lvwZMVpvdpNJQ+DYccUa5KXddxGeKwjv0GxZ0HpdkQnY5qS8At29GVfSe9eBcnnASiDHE8cvb7PPHrddww+1buO/sBGhqiMHlLiUrrSMiScEQjewRBOLltK1qPK1BC0/h2FaY3imvFlMzP8Ie8mA21P7VFXj5kZNR0KyAuFvZk13QrBKHmiSCnUCs55XjeuWAGWwrWsjxrHqnRDehW70xSo+vjLvNUWj6kS7iUKIhvFx4yL3qzCbWQjWhePvd7dpdsZuHOP4i3JdO74dk4DHEo+qG/jgO6gYAhFim1mzi+BeEEMuoWzm91Df2bns+crVPwBT30bTyUZFsGZv3Ii6Xouo5HsoPDjuRsdOD8FeexcJJRdCO9MgYz8YoVzNs2g8XFmRgank39tC64juLcEQTh5LZy73yMson60c0qTG8c25qQFmJD/grap/SsodYdnlBIp6AAYmNquiXh4erLV9R0KwSh5okgp1Ar6bqOlSjaJfSiY3JfdF1HVVVMBjNuPBgMBjRUJF2u1KtGBICE2ip8XDtpHtOZVvFd0XU9HJRHA106rB5i4vgWhBPPiIUUawMubHcTimTA7/cfl+2K81c42Sm6kRglmZGtx6GjoWvh/OmCIAj/tjZnMRnRTTEqFYvCpjjrYVIsbMir/UHOgkLQtAPVzWtSXCy43eBy6TgcIi+ncOoSQU6hVtN1nVAohCzLKIqCL+jFRREzVn/LutyldErrzRlNzyNKSUDXxMOjUDfouo5XdVPo38vf22ZQ6MnjtIzTaZXUGQsOEQgRhBokyVASymfO+inkurNokdiezul9scpOJO3wiw4JwqlIk1RKQnkszJyJqoWItsbTMa0XUXKCuLYJwklgW9F63IEy2iR1RZKOLZC2LncJbZO7VZouSwppUQ3ZWLAqwlq1y/5q5rWhJ2fcvmxxe3OgqaNm2yIINUkkcxNqNU0KUarls3jvTHa4Mlmw/TdmZH5DojOVwS0v5PtVHzD2qx7s9W5HlsXhLNQNIQLsKttEVsk2QKdJQmsSHMmsyllAkboXTRK9XgShJsiyzG73FuZum0aTxNYk2FPwBN0UenPJ9e3CL7lruomCUHtJOrtcGwlqfhrGNccbCqcX8gTLKAztFfdpglDH/bV9Ctf9OIA7pp7HlyteOaZt5Xv2ku/JpkFM84jzM6IasyFv+THtozrk5ob/jaklPTlBFB8SBNGTU6i1VCnE0uzZvDXvQe4b+Cb/99MFFHpyy+cn2FN4bPCHPPHr9Tz66zW8ft5PmBE5n4TaJSQFcIeKyXVn4zA5ibYkoBFi/N+PsiLr7/LlDLKBewe8wVtzH+LslhfSJeUM5P/I0ykIwvHl0UvJc2excMfvvDrnnvLpsiTzv9NfwOUv5dzWl2PRRRcJQfg3L26clhgenHY5m/JWl083Gyy8dN5E7LFRmKj9RUQEQajMG3Tz5oL7aZXYmSR7Ol+seIUzm4wkParRUW1vQ94KAOpFN404Pz2qEX/vmI436MZqrL3Pdzm5YLWC1VLzw8OdTjAYIGdvTbdEEGqWeKUq1FploUIenHYZY0/7Hy/PuqtCgBMg372XV2bfzWWn/Y/N+WtwBUtqqKWCEJlfcvPOP48w6rMO3DjpbC77uhc/r/uM71d9UCHACRDSQjw381ZGtL+WB6ddTmmooIZaLQinJkmS8Kke1ucsY8H23yvM03SNV2bfTeuUzvy89lNkpeYfZgShNtEllZAe4MOFz1QIcAL4Qz7u/nkMXs1VQ60TBOFY/bX9F4q8eZzX8irObnYhDlMUP6x9/6i3t6lgJQ5TNNGW+IjzU50N0NHZUbzhqPdRHXJy9PIelDVNliViYyF7r0gNIpzaRJBTqJUURWH2lp/R0UmJqseOoo0Rl9tasJ70mPAbxJAWrM4mCsIhyYrEL+s+46c1n6Jz4GajVXInJq/6KOI6qq6yZu8imid24K+tU1EUkf9PEKqLT3fhC3n4ac1nEefr6CzaOYv1uctxhYqrt3GCUMuVqUV4gy7+3PRjxPm+kJdNeauOOYefIAg149dN39E8vgMJ9hSMiplOaX35c+uPBNXAUW1vY/4qMqIbV/mdkOzIQEJma+H6Y2n2CZebC9ExNd2KA+JiYa/oySmc4sRYSKFWkiSJvWW7UCQFpymaR856j3h7MntKtzN363QaxDYn3pbEruItaJpKgj0Vp7mWvEYTBKAsVMSXy16vNF3TVVyBUrpk9KN3w7OpF9sEo2JGR2dz/hpCahCnOZqcst3iYVAQqlFJoACjbKTIk0vH9N4MbjmGtKiGKLKBfPdethduIKgGUWQFHa2mmysItYbBYGDWup/oUr8fIS1Im5Su3HH6c1iNdtz+Ul6c9X9szl9DnjsbSZJEASJBqGNK/UWsyVnEyNbXlk/rnNqXOdt+ZnXOP3RO63vE29xcsJpOh1jPqJhJtKeyrah2Bzn35kByUk234oC4OMjKrulWCELNEkFOoVbSNI0zm57PoOYjmbNlCnO3TsNucnJBh3Hc2vdp3pjzAPO2Tqd5YjuSHGk8M/RzHHIMmiYePIXaIagFcPkrp1DIc+1h/Khp5JTtJjWqPj+s+pD1OStIjarP6A7XEW2NJy26IdHmOFRVrYGWC8KpR5IlFFmhyJPP26OmsXbvYhbtmMWFnW/i98xJLN41G6clhgs73kTH9F4YZDOIOI0gAOGXd6v3LqJ347P5cMwfKIqBTxe9xNaC9dSLaczdZ76CP+jFYRb3aYJQFy3NmoOmq7RK6lI+LS2qETGWeP7ZNfOIg5xF3jwKvbn/mc8z2ZHBjuLIo/lqi+y90KpVTbfigPg4WL2mplshCDVLDFcXaiVN00iLbsA78x9nwop3sJucpMc04pN/XuDNvx6kR8OB7CrezB+bJnPVN6cT1IKi15tQqxhlM7HWxErT26f24Jtlb2NSzHy66CV0XSfOlki+O5t7p1zCst1zySnbTcP4lqK3iyBUk8JgNrf9cB6yrPDRwmeZuu5rru1xP5/88wKTV3/EjqKNrMlexMPTr2Tmxu+RJXH7JAj7yZJCm+QuWAx28jzZXP3NGYTUIGc2G06hO5frJ5xFdulO0qIa1HRTBUE4Csv3zCPFUb9C/kxJkmiR0InFu/884u1tLghH4dKchw5yJjnSa3WQs7RMx+0OBxZri/h4cLnA5RLPEMKpS9ylC7WOSpASLZe5W6fRu9FgPrzoD+4f+CYtEjtya9+nuK7XQzSOb4XTHBNeXld56vcbcanFNdpuQTiYU4nlmu73VZj2wMC3mbt1Otf0uI+mCW0Z1nosLZI6cn2vR3hqyKe8OXIKxd4Cmie2J8+9RwTuBaEaaHKIncWbuevMV1i1ZyHX9XyIZ4Z9zpLdf9G70WA+ueQvru524FyekfktOZ5dhKSjy0MmCCebUCjEgGYj0XSVHYWbmXjVSoa3uxKHKZrrez/CpCtXMG/bdDzBsppuqiAIR2Hl3r9pFFe5u2LT+LbsLNlEkTfviLa3pXANFoONONuhx3kn2TMo8OzFHaid3x179oT/jY9cO6lGxO0LuGaLIevCKUwMVxdqlZAU4O+d03h65k1oenhI09vzHmFAsxFc0+N+dhVvId+VTUZ0IwY2v4DJq8MFXLJLd+AKFmM1Omuy+YJQTtM0zmwygmJfAV8seQUJmeZJ7ckp3YXbX8rNk4ZWuGlrGNeSV4ZPpENqTxzmaOZs/oUW3ToR8ItAiiCcSB6tlPfmP0Gr5M6M6nA9v2Z+x5dLX6uwzBVd7+LZYV9x/9RLAZizeQqDml+AwxyNnRjR61o45SXYUsn3ZNO70Vlc991ACj255fOSHOm8ecEvuP0uoiyVRzgIglB7FXnzyCrdxhmNzq80r3FcGwBWZs/njMbDD3ubWwrWkups+J+jIpIdGQDsLN5Eq6TOh9/oarI/kFjbenIC7NkLzZrVbFsEoaaInpxCrVIUyOXJ328oD3Du98emyczbOp3PFr3EYzOuZW3OUi5oP67CMrpIkCbUMibdxoVtb+Hby5bx1dhFlHgLSY9uxP1Tx1Z6K729MJOXZ99N/bhm2M1O7OaoGmq1IJw6NFnlvflPcl7bK4i1JrKtcH2lACfAZ4tfwmQwc1PvxwBQZIVSXyHbCzMp0wuQZXE7JZza/JoPWZZ5YOrlFQKcALmuLB6cejlRlpiaaZwgCEdtfd4yABrENq80L9oSR4ItlbW5i49om5sL1xxW+opEexoAu0o2H9H2q0v2XrCYwW6v6ZYc4HSAySR6cgqnNtGTU6g1DAYDU1d+AUDThLYMb3slSY40Cjy5/LzmU35e8xkXdrqJl2ffxVO/3chnl87DYYrCFSilQWxzbEbHIbcvyzKWkAuZEBoKfmOUKOwinHCSJuOU4jCajOxmC7tKtlDqKyLelszwdlfSPLE9/pCPmRt/YP62GVzQ/lrSoxsxoOkIgoHgIbdtlkIYVS8AAYODgCaGtwvCkXCHiskq2UbTxDbIsowv5OW5c74qPyf/3ja9/KXbpBXvcVX3e0hx1qddajdunXweITVI9wYDuOfM14iWE4+4R6csy1hUF7IeQkPGb4wW1yWhTgqqXsr8xeS59nB+u6voVv9MABbvnMX09d+yOX8NnmAZdmNsDbdUEIQjkZm7DKc5ltgqemE3iGnOmpx/Dnt7/pCXrNKt9Kg36D+XNRusxFgS2F2y5bC3X532ZOvEx1Or0ktJkkRCgk7WHh2oPe0ShOokuh4Ix5WkgA8XQcl3xD1bFEUhu3Qn1/d6mAs6jGPCine5d8olfLnkNYa0uoQLO92I0xwNhHttTlrxPmc2G4FJMfPQoPGHDHJadB/2XXORvxwDr3VH/uR8bBunYMN3TJ9XEA5XKBQi2ZlBoSeXPo2G8NiQj4i2xLOjaBMr9yygQWwzXjjvOzRd56+t04iyxlUZMFFkCWcgD+P0++CNnvBWX8x/PIlTLa5VN1qCUNsFtQDD2oxlS/5autc/k+nrvuG+KZfy4p//IzWqPi+eNwGHKYqeDQbRr8k5hLQQDw56i6W75xJUA+joLNwxk1t/OBePXnJE+7bgx541H/nLiw5clzb8hA3vCfq0gnDi6LqEqoV4efhE0qIasqt4C1vy12Ix2Hh5+EQaxrXAG/RiUMSjhyDUJevzl1E/ummV95cNY1uypXAd3qD7sLa3rSgTTddIdTY8rOUT7ansKq2lPTmzD+TArE3i4yArq6ZbIQg1R9xpCMeFLMuU6QV8uvx5bvnxHO6ZdiGL9/6BX4p8wTMYDCgGBUVRyqfp6AxtfSmqFuL5P25nV/FmmiW2o1+TYTjNMTRP7ECSI6M8f8u2wkx6NjyLd0bPwGgwsXjXbFSpcs83gwzGDVPRv7sW8ve9CSzZjf7T/yEv+hCTFDruvw9B+LeQFMBhiqJVUmfG9XyQEm8+f2+bwZ6SHZze5Bwu7HQT2cU7SHKms61gPQap6o729kAB+gfDYN1U0FQI+dGXf4P+yUgc6pEFWgThVGZUTKRHNWBA8wu4adJQlmfNA8AVKGVdzlJ2FG7ki7EL6JDem13FW1iw7TeKPPk0TWhDv8bncFaL0TSJb01WyTa2Fq0/7JcMBhlMOavQ1vwEiik8sSQL/ee7URa8i5lD9+IWhNrGZDATY01AQqLEW0CxJ5/G8W0Y2PwCSnxF3N3/ZRzmKGyap6abKgjCYdJ1nc35q0mPalzlMg1imqPpKpsKVh3WNrcUrkVCJtVZ77CWT7CnsbO4dgY5d++GhISabkVliQnhtgnCqUoEOYXjojCYzeVf9+aLJa+yvTCT1dn/cO+Ui3lt7r34OXBDq0pBCkPZfLL8OZ6adR2/b5uASy9ClmX8qod6MU34cslrNEloy4dj/uTpoZ9zXtsrKPLm8t2K8Szd/RcfXTSL3o0G0yKpA3HWBF6bcx9Xft2PXFcWfr1yUNUSLEGf+Wzkhs9/F7Oo9ilUg5AUIDNvBYn2VOZsmcJXS9/gtn5P0yi+JT+t+ZTvV31Al/r9iLHE06fREDQ98pBVo6yj//MR+CMct6XZsGkmisgPKAiHRUYm0ZnG54tfRt13zrVK7szrI36iR4MBbM5fTa4ri8bxLclzZVHsK8BssBAI+Rnd8XpULcQ5bS7jpfMmsClvFSHZ/5/7VKUQef7djM+awUOWYn7pfDZ5l30CCU0A0Bd+iCkkrktC3WJRrLj8JUxa+QFD21xKnD2ZPzZ9z4Idv9MorgVJjgzsZieoAUyy9t8bFAShxuW4dlEWKCYjukmVy6Q462FWLOW5O//LloI1JDnSMSrmw1o+0ZZGdtn2SvUaaloopJO9NxxQrG0SEiAnN9xGQTgViZycwjFTpSDj5z9Gmb+40rzfN07i0s63k2FrhiapLM2ew4PTLisvEvTHpsnEWBP4YPRMDIqJMl8Jt/d7luZJHcgt24PJaOamiUNwBUr3bfFHPlv8Ik8P+4JUZ3025q0sT3D/3vwn6NXwLGyGmAptkLzF6IEqhlBoajgwFCdyRAknkASKpLC3ZBcNYpsyY/23PD3sc26YcPZBxzZ8ueRVXjxvAm1Tu6HpKgrGSpsyhtzoG2dWva910zC0HI6KUvUygiAAoKISCPlZuWcBABkxTbiu50PcP+VSvEE340dN59XZ95KZu7x8nV/Wfs7I9tfSKL4FK/cs4I9Nk0mwp/Lq+d+zt2wnGfZmVaaa0CSVZXvn8MDUsZWugx+e8xkZE+8Adz4U74aEWjgGThCq4Am5mLXpZy497Tau+aY/vlD4Bfefm37ks8Uv8crwSTQ2tYGs5Vhj6mFwpOKRrDXcakEQDmVTwWoA0qMaVbmMLCnUi27K+tylh7XNzYVrSHXWP+w2JNhTCah+8t3ZJDnSD3u9Ey17L2gaJEZOVVqjEhJAVSEnB9Jrz69MEKqN6O4jHDOf5mbO5p+rnP/n5skYDAbcWjGP/np1pSroxd58nvvzVgyKgVhbAjM3fs9jM8ZRP7Ypj824tkIQCCCkhXjy1+vxh7zE2pLIKtkWbkfIS5E3r3IDDKZDfwCjuMkWTiAJyrQCcly7aZHcgUAowP0D3+Sp326IeGw/PO1KPIFSgnrk4aq6pICl6srruiUaXRJf7YJwOBTJgMtfitUYLo16aZfbeGX2PXiCLkZ3vIGVe+ZXCHDu98OqDwmpIXo2PAuAfHc27y94mu1FGzAYqn5/7NZKeGTGVRGvg88segZ3t0vDE0y24/QJBaF6+EM+Otfrw8PTrioPcO4XVAM8Mv0afCEP2vx3UT8Yhjz5FhwRRt8IglB7bClcg9MUQ5T50J1B6sU0PayenKqmsrVw3SGHv/9boj0VgN2lWw97neqwfzh4bQxy7u9dmrWnZtshCDVFPAkLx046dFU5WVKQJInN+WsIqoGIy5xW/wzWZC/ix9Ufs3T3XK7qfjd57j1sLVgfcXlXoBRVV/lj4w8Vpity5Z5vqjkaEptHbpw9Ac1eC8cZCCcHSWNTyQqu/vYMrvi6D+O+G8DV355OnC2RLQXrIq7iCpSS587GG3BHDJb4FTtSj+uq3mX3qwnq4qtdEA5HUA2QHt2IYa3HApDkSGPXvtxfI9pdzQ+rPqpy3anrvqJ/0+HlP/+9bTotkztWufx/XQeX7fmbkvT2YItDdyQdxacRhJrhlUoJaQGiLHHsKd0ecZkibx6lvkKktI7hCdvnI/3zIUZxuRKEWmtLwTpSoxr8Z77p+tHNKfDsJd+dfcjl9pRtwxfykHEEQc44axKyJJNVy4Kcu3aD0Qgx0TXdkspiYkBRYNeumm6JINQMcWshHDOr7GBg81FVzh/QbASqquKpoupeg9jmxNmSUfUQ36/6AINswGmOwR86dOXzAk8uZzY7v/xnm9FBgi2l0nI+xYE8+h2wxlScYbQhX/wJPkPVveIE4ViUqPnc+sO5FXoY+0M+gtqhi4r4Qz4W7ZwVMcipaRpaw97Q4qxK86RuVxGKbVLlUFlBECqym51MWvkefRsPoWlCG0JauBBdoiMNSZIr9Ug7mCtQQqO4llgM4V6Xmq5R6M0joEW+dkmShDfoOmR7VF1DvuhjvIq4Lgl1Q5mvhJdm34kiGQn9x7XNHSgD04HRM/qSzzEHSw+xhiAINWlL4RpSnQ3+c7n6Mc0A/rM356b8/x7+/m+KbCDOmkxWSe0Kcu7erZOYALJ8eAUHq5OiSCQmws5d4nlAODWJIKdwzGTNwHU9HyLOVrnnyYh21xBvSUXTNFomdYy4/nltr2DC8vFEW+JxB8owKRZc/hKCqp8Ya+RelrIkE22JpcCTS7IzAwmJ2/o9E7FYi6ZpuGwZSNfNQBrxOlLXK5DOeR7pppm4Y5qiauICIBx/BoOB6ZnfRnzoMysWYq2Rx7fIkkxKVD1yynbhraL4iFuyoQ19Dunan5F6jkPqczPS9b8S7H0bXslyXD+HIJxMNFnFhwtdVkHW2F2yhYkr3+OhaVcytsv/aBDbDKc5BocpCl3X6NFgYJXb6tt4GCuzF9C/Wbg3Z9OENmzKXUVZsCjyvjWNlkmdqtxeenQjHEmtcce2QBWXJaGOKPLm8teWKdjN0TjN0dhNzojLGRUTDnN0xaJ5AQ9UUWRPEISa5QqUkuvOIs3Z8D+XjbbEEWtJZH3eofNybipYSbwtBVsV3xNVSbClkFVFL/GasnMXJNTCoer7JSXCjp013QpBqBkiyCkcFzFKEp9cOIdb+z5N29Ru9G54Nm+NnMK13R7ERPitfbQpnnNbX1Zp3fDwwC34Qh4axbXEE3QRZ0tm0sr3ub7XwxH3d/lp/8fvGyaxt3Qn57Qeyyvnf8/KrPnklmVFXF7TNMqUaNxNBuPt/xCeViMoU2JRa1ehPuEkoukqG/NWRZxX7Cvgul4PRZw3uuMNqFqI1ildCO7rVRaJR7Liim6Ot+89eHvdQZm9Pj4R4BSEiFQpwB7fFp6fcyu3/ngOL/x1O4XBHIo8eXiDbhIdqSQ6Ulmycw7X93qYvWW78Ks+xnS8IWLQpmlCWxrHt2Lh9pkkOdKQJZlrezzAhJXv4TlEb02nMZbz211dabqExL1nvo7FkCgCnEKd4vKXoaMTVH2YFDPjej4YcbmxXe5AQgL/QaN6Epqgyf+RN10QhBqxvSgT4LB6ckK4N+fanCWHXCYzb8URDVXfL8Geyu7SLUe83om0fQek1OLMMkmJ4UCsIJyKTpog508//cQjjzzCyJEjadu2LS1atOCHH36IuOybb75JixYtqvxv9/5Mwv8yd+5cxo4dS6dOnejcuTOXXXYZCxYsOJEfq87QNA27FMuIluN4cegEHh34Ea1iu2LWDxRPMElmTm96Hrf3e5YGsc2xGR10yehHs4S2NIxrwe8bJnFL36cAWLb7L2KtCWzMXcUzw76gfVoPrEY7TeJb8+jZ79MquQs/rfmUtqldKfMVc/+UsUzP/DZib9J/tzMUCqGqoueAcGLJkkKb5NMizpuwfDwxlvgKx3bj+Fbcc+ZrdEjrybLd84izJWKMkGP2YLquEwqFCIWqDoYKwilP1lmSPZvLv+7NH5t+YFthJr9vnMS2wkyCWpAkexr/d8aL3DflUl6afSc7izbz4KC3ySnbjSRJvHDutwxqMQqHKYoEewqXdrmd2/o+jS/kQZZkrEYHLw2fyLT137C3dCd2Y9U9VIy6hXHdHuTRs94vvw6eVu90Pr5oDi3iOolrk1DnOMxRyJJMma84fN1LOY0nhnxM6+QuWI12mie256FB44m3J2MzOkA7cIxLZz+Gz3BkPboEQageWwvXIUvKYVc0rx/TjE0FK6vMO61qKpsKVpER3eSI25JgSyW7bAeqVjuukW63Tn4+JCfXdEuqlpwMubng84k3p8Kpp+oSoHXM66+/TlZWFrGxsSQlJZGVFblH38FGjBhBenrlL+6oqMq5sH766Sfuuece4uLiGDlyJADTpk3jqquu4rXXXmPw4MHH/iFOApqqYcQCOpWqx8qSgaW7/mLp7jmMbH8N0ZY4thVmUujJ46ru93L/lEu57LT/8fy53/D23Ee4vtdDrNyzkHfnP8FZLUYxpuMNxNtSyIhpzOMzxpFgTyHJkc6Ele8C0DG9N07joav/CUJ1CYVCDGo+io8XPVcpv+yszT9zZbd7WLd3KX0aDWVku2so9hVS6iuiUVwLEu2pbClYT4vYLgQ5dI4zQRAOzaUW88zMmytNNylmfl3/HXed+QoTVrxLmb8YgAkr3uGvLVMY2f5amsa3Icu/lfoxzejZfxBBNUhO6U6cllgemX4VTw39lD83/cTjM8ZR4itkZLtrcRhi4RCjBMy6nTMajKBrxplouopRtmDCInLpCnVSnC2Jgc1HYVRMFHrzcJpjKDEWMrjlRURZYsh372VLwXrObXMZZoMFXQtATH2kwY8RSG6PpokhNYJQG20rWk+yIwPDf7xw369hbEsCqp/NBWtoldS50vwdxRvwhTzUj252xG2Jt6cQ0oLkubNIcdY/4vWPt63bwsHW5Nrck3Nf23bthmZNa7YtglDdTpog51NPPUWDBg1IT0/n/fff5+WXX/7PdUaMGEH37t3/c7mSkhKeeuopYmNjmTx5Mikp4eI248aN4/zzz+exxx6jT58+OByOY/4cJ7NQKMTwtlfy7fK3eHXOvUA4/2Dr5C7IyNzV/2UmrXifcT0f5MXzvqXIm8/Q1pcwsv01FHryiDLHMCPzWxrHt2F4uytpmtCWAk8OAN3rD+DBgeMxYTtUEwShWkUZEhh/wXQenHY5e8vCY0bsJifX9niArfnraBTfApCwGG04TFGEtBDbCzIxyEZOq3c6waAIcArCsSrzF3Fdz4eoH9uMQMiHxWhj0c5ZrMleTLIzgwZxzfl76/QK6+wt28X4vx/lxzWf8OrwH+jfLBlvwE2UNY69jgwenzGOO05/nq+WvsFvGyYiSzLntB7L1d3uQ9L+e5CMqqpYcIBExJeCglBXOMxR3NbnaTQ0flj1AU3i29IutRv1YppQ4iuiaWJb/CEfbn8pDlM00tCnUVUNvzH6lOi5HJR8uEIllPqKsJucOE0xWHCIlxpCrbetKJNkR8ZhL58e1QijYmZNzj8Rg5xrcxcjSwr1Yo484pZoSwUgq3R77Qpy1uaenPuCnDt2iCCncOo5aYKcvXr1OmHbnjFjBqWlpdx6663lAU6AlJQUxo4dy5tvvsnMmTM5//zzT1gbThaxpiSeGPwJj/827kBBFknizb8e5Kmhn9G38VC+WzGeb5a9WV7lNi2qIU8N/YwPFz7L7C0/89jZH9AhrSf+kI9YawLfXr6UGFMCBs2MJEn48eAOlqCjYzdEYZWdoqeAUDM0aORswwej/6A0UERA9VPiK8ATcLF6zz88PfPm8vMgNaoBDw0aT1bJdlqldGJrQSZdUpPQxUh0QThqkiRhNlqZuu6r8hy5EhJnNjufs1uOIclRjzJfMZIk8e84Y1pUQx4Y+Bb3TrmE7YXh3GSyJHNum8t5ethnzNkylet7PszZLcdQL6YJMaYkZPWkua0ShCMgYTXZkCUDcfZEvln2Jr9tmFgevG+a0Ja7+79CSAsQsCTh9/vhFAhw+iQXL8+5k1mbfyqf1iblNJ4e8jlOOV4EOoVaS9d1thWtp1/Dcw57HYNspEFMc1btXcjodjdWmr82ZzHpUY0wKeYjbk+sNQlZUsgq3UqX9H5HvP7xtnVriLhYMJtrX2X1/Ww2iehonW3bdcJvVAXh1HHS5OQ8GosXL+b999/nww8/ZObMmbjd7ojLLVq0CIA+ffpUmrd/2v5lhENTdCPd0wcx6cpVfHLxX3x+6XyaJrShyJtHvjubedtm8MWSV8sDnAB7Srdz++ThnNNmLBISLZM74fKXUOjJwWmOxWmMKQ9w7vVv564poxj9eUfGfN6JW386h21la0ESQU6h5sgoRFniibMm4fG7yC7dyTfL36pQeT27dAf3/nIxzZPa4/KXkBZdn5Jgfg22WhDqFkkGD6V4KCEkB5AkCY9eyp0/ja5QBExH549Nk5m3bQazN/9EtDWevo2HVdrejb0f5Ylfry8PcAJousZPaz5l6rqvMSpGygKl3PvLxYz7biDeUNUFhwThZOUJuHlv4RP4gl5Gtr+aJTvn8OuGCRV6J2/OX8OTv90ASKfMS2dVCvL23w9XCHACrN27hHumXIRPF98XQu1V4NmLO1BKiuPIek02jWvLyr1/o/6rcKau6yzPnkfjuNZH1R5FVoi3JbOndNtRrX+8bd6i1upenPulJMO27TXdCkGofqd0kPPNN9/k5Zdf5sUXX+Tmm2/mjDPO4Mcff6y03Pbt2wFo0KBydbn903bs2HEim3pSUVAIhHx8sfgVrvy6L6/Nvo+7+79Cia+QT/55PuI6Zf5icsp2c8fpz7G7eCueoBunJQ5fyINJDldvL9HyGffdANblLC1fb2vBeq6feBYFwb3V8tkE4WBByceKvLnc/vN5DP+oOUjQKqUz3y0fH3F5V6CUrQXrSY9uRKE7F1ULhXuYCYJwSF6pjC9XvcrYr7sz8tM2PDnzOnL9u8jz7GFX8eaI60xf/w1ntRzNmj3/cEXXO4mxJpTPi7HGo+kqua7I+b1/WvMJ3esPYNq6L7mo0y2U+ApZn7sMWT6lb6uEU1ChJ4fp67+mzFeCxWBj6rovIy63u2QrBe69p0waFpdazK8bvos4b2PeKor94iWmUHtt21dZPdlR74jWaxbfHk/QxYb8FRWm7y7dQoFnL03j2x11m+JtKeyuJUHOjZtUUlNruhX/LSUFttaOX5kgVKtTclxVy5YteeaZZ+jWrRtJSUnk5eUxe/Zs3njjDe677z6cTicDBgwoX97lCr9tdTorV4Dcn4ezrKzskPuMjo6O+PATG3vqFcrZXriBy7/ujS/kAWDutmk4zFFc2e1u8t1VByNzXVmc0+Yy7pg8gqeHfsaqrIX0aTyYuKh4VE3l2wVv4AlWfjMe0oJ8vuQVHhj4Fhaj9YR9rtrqVDzG/ktV5+PxsP/3HVKD/LRmEs/MvKV83qa81TSKb1Fl4ARgT+kOLEY7kiShAzExMSeknbWVOF6PXV37HR7r+ZjnyubuyaPJzF1RPu3v7TPYXrSBG3o9UuV6QTWArms88dv1fH/VKj4YM5NfM79j/vbfaJHUgWJvYZXrugNlGBQj09Z9w9PDPufLpa+xpXAtg1pecNSf43ipa39/Iay2/N2O9HzMy91JSAvhC7rDw9FVf5XLZpVup3O9vsejmbVebu4ONL3qXqsF3hxapnSslrbUlmNLOHKHOh9P5N917+btmBULDZKbIEuH/33Qyt4RhzmaFXlz6d1iUPn06dsWYpCNtK/XFYvx6OonpMXUZ0v+uho/nt1unT17ChlytgWn01SjbfkvjRoGmDvPh80WU6uH1h+Nmj4OhNrtlAxyDho0qMLPGRkZjB07liZNmpRXSz84yHk8lJSUVJoWGxtLUVHRcd1PbafLKh8seKY8wLnf9MxvGdZ6LImONPJceyKu2yyxPf6gh0DIh8McTbu0rtjkaIqKighJAZbsml3lfldmzaewLA+rVDlQfTI7WY6x430hi3Q+Hg8H/75dehFv/PVAhfnrcpbSILYZKc565YWI/q15YjvumDyCC9pfS2pUA4qLi0+ZvF0ny/Fak6rjd1ibzkdJkthYuKpCgHO/AvdenOaq22pSzFgMdlomd+SPTZPpmN6Lc9tcTo+GA1mVvZAEe0qV6zpMUeSWZXH/oDdxBUpQJIVm8e0oKSmp0eG44hyqm47l71bT56PN5MQgG9letJH2ad2xGKz4Qt6Iy2ZENz5lrmkWxY4iKah65Nyj8bbkajlXxXdC9aqu8/FE/13X71lOsqMeblfkVG6H0iKhEzMzf+Di1neUj0b6ff33NI1vR9CnEvQdumNQVaKM8WSVbCO/IB9FVo5qG8fD2nXh76/YWB9lZVW/1KkNYmJ0NA1WriyiWbOTJ8h5uMe/CISeusS4qoP07NmT+vXrs3HjxvLem3Do3pqH6uUpVOZRXczf/mvEef6Qj6u63RNxXow1HpvRwcuz7+G2fs9gNdiItSahhcIPkwbZeMhqe4mONIxy7X7bJpxcSv1FuAKlFaZNWfsFOnqVx3mUJZYYazy7ijfz1ryHkSROiYdBQThaBoOhUs67/XwhL3muLBrGtYw4f2T7a3EFShjS6hKaJbRDlhQyc5fjNMfSLKE9DeKaV3ldGdH+Wr5f9SEFrhwS7Ck4LbG0SOp4yuQbFIT9EuwpDGt9KbO2/EJA9XNum8sjLtcgtjlJjvRT5prmMMQwtPUlEee1SupMjDkh4jxBqA22Fa0nxXlkQ9X365jSi50lm9hUEM6FnePazeqcf2iX3P2Y2pRoSyWkBcl17z6m7RyrrVtBksL5Lmu7tH1D6jdvrdl2CEJ1E0HOf9kf8fd6D7yFbtiwIRA57+b+aZHydQqVyZKMzRg5IBxnS6R+TFOu6HoXRuVAQLJBbHMeH/wxb8x9kOVZ82iV3ImgFkDWDzp8VYmLO90SYathV3W9GyOW4/Y5BOG/GOTKHeXtJieKpNA+rSdXd7+vQoXJejFNeXLIJ7w9Lzy8NqQF2VW0ReTkFIRD0HWdaEvVb+q/WPIazwz7nDYpp5VP218hfUT7a9hbupP06Ibku7PZnLeakBbEEyzjm2VvkV2yg9dHTKZZ4oEcYgbZwPntrqJhXDPmbZ3Gn5snY1RMvDvqV5xy3An9rIJQG1mMNsZ0vIEL2l3DxOXv0S6tO0NbXYIiHehp1Sq5M/ec+SpaFb0aa4Og5KNIzWGnZwOFoT0EpMi9UQ+XrBm4vsejnNViDNJBlY07pvfmuXO+woLjWJssCCeEqqnsKN50xEWH9muR2JEYSwLfr3kPgB/XfYRZsdAxtfcxtSvBHo7YZdVwXs4t23SSk2VMptp/f26xSCQmwubNp8bLJUHY75Qcrl4Vj8fDpk2bsNlsFbo3d+3alSlTpjBv3jw6duxYYZ158+YB0K1bt+psap1lV6K598xXCWpBdHR8QQ+/rP2cbQWZ2E1RyLJC+9TutD/na0JaEKNiIrt0J8/9cRvZpeGAsjvgYt626azZs5gHBr6FVY8CIMlWj7v7v8Irs+8uHx4kIXFlt7tpGt/+lOk9INQ8WZYJaUEaxrWk2JvPyPbX0Dq5C0nOdArcucTbkzm7xWiGtLqIrQXrMchGcl1ZPP/HHewp3V6+nYMfjARBqCwUCnF2iwv5dPFLEef3bDSIzxe/zBlNh3Nr36eRJJlYazyarvHRgmf5feMkdHRSoxpw95mvUODai83oYP72X5m//Vfu6PccF3e6lVhbAgHVj0kxM2fLLzz12037qkdLOE2xOIxRohencMqyGhy0TOrA7M0/8/iMcYxsfy0vDZ9Yfs5syV/L07/fxFsXTKE2Xta8Uhkvzf4fc7ZMKZ/WJaMvj5z1AQ4p9qjvHy26g//r8xLX93iIMn8JNpMDhzEGMzZxTyrUWtllOwiovkOOkDsUWVIY0OQCvl/7HrHWRH5c/xH9G4/AbDi2ugix1kQUycDuki2cln7GMW3rWGzeDBnpMlB7X9ocLD0NNm6q6VYIQvU65YKcLpeLvLw8GjVqVGG6z+fj4Ycfxu12M3LkSAyGA7+aIUOG8NJLL/Hll18yatQoUlLCebr27t3Ll19+SWxsLAMHDqzWz1FXubUS/tj8IzPWf0tICxJjTeCW3k/QOKE1T8+8iTXZi3jl/B+4ffLwiOuflnE6mqZiMVhZsOM3nv3jVh4e8B5G3YJRNzOw8Wh6NjiLzNzlhLQgrZNPw6FEY9DNEbcnCCeCVyvjvQVP8sDANwmofj7+53k+/ud5buz1KJ0y+vD7xkl8ueRVbu77JF8vfTNi9WeDbKR+bHPxICQI/yHGnMQtfZ7irXkPVZjeLLEdPRsM4u6fx9C70WBmbf6Jn1Z/ii/kwWZ0MKL9NTx89rs8+esNZJfu4OFpV/LU0M+wmRy0SOpAVvE22qV2Y8WeBTzx23UR992/6XCKvXlYZCtG6dQrbCcIAFaDHV2Hoa0v5sc1HzNx5XtMXPlehWXOb3tVePRCLXsXoMoBXp19T4UAJ8DS3XN5ePqVPDvka8wcXaEUAINuIlpJItqWFJ6gs+8FiSDUTtuK1gMcdZAToHu9AWwvymTS2vdokdCJMxuPPOZ2yZJCgj21Rnty6rrO5s0waJBCXQlypqXB3HnhtovRYcKp4qQJck6cOJGlS5cCsHHjxvJpixYtAqBLly6MHj2a4uJihgwZQrt27WjSpAkJCQkUFBQwf/589u7dS/Pmzbnnnor58qKjo3n44Ye55557GDFiBEOHDgVg2rRpFBcX8+qrr5bn7RSq5pfcPPrrNSQ6Urii650UenL5feP3JEVl8NiMcXRvcCZd6vVjb9lORne8gYkr3q2wvt3k5NqeDxBliSvPdTh/+6+4QiXEKuGh6IpuJEpOoHvqWUiSJHrWCDVC1UNk5oQD7Q9Nu5IoSyxju9xB65TT+HvrDDYXrGVMpxsp8xVzW7+neWDqZQTVQIVt3HnGS9jlKMSzkCAcmlE3M6z5WHo3PJvpG76lyJNLjwaDCKg+Hpp+JRd0uI6/t81gRuZ3NE1oS69GZyNLEot2zMIdKOX8dlexdPdc+jUehiIpGGUz9w98i425K3lx1v9xdff7aBLfmi0F6yrst2VSJxLsybgCpVijHLUueCMI1SWoB3j7r4e5vvcjnNHkXGZv+aXC/AR7Chd3uZVAKIilliXKKgsWM2vzjxHnrcpeSFmwCPNRVoMWhLpoW9F6HKZonKaYo96GLClc3OE2RrQZh1mxHLfgWoItlV0lW47Lto5Gbh643FA/o5Z9kR1CehqUlUFObt3IIyoIx8NJE+RcunQpkydPrjBt2bJlLFu2rPzn0aNHExMTwyWXXMKqVauYM2cOpaWlmM1mmjRpwmWXXcbYsWOxWCrnbhw+fDixsbG89957/PDDDwC0bduWG2+8kV69ep3YD3eScAdLubr73cxYP4G5W6eRGtWAV4ZPwht0c12vB5m67msKs3Nok9KVC9qPo3N6H35e+zlFnlxOq3cGvRsNZnvBBt5f8BRXdL2TGGs8xd4CXP4SYm0Vv7V1XRc94PYxGo2EQiHx+6hGZtnGkNYXsy57Cbf2fYpAyMevGyZwRpPz6NagP37Vx9/bZhBliaN5Yns+vPAPJq38gE15q0iNasAFHcbRNK4dsnrSfEXXOrIsoygKuq4TCoVqujnCMTJiIdFUj3Naj2XCindxB8p4ZubNAPRsOIgHplzG00M/I8+dzR8bJ6PpKgOaj6BBXAsyohvRLLE9v22YyJJdcxjUYhQd03vRNLEdmbkreOr3G3lw4NvsLtnKrM0/I0syA5qNpEu9ftww4Sw+vngOaHXngac2kCSpfMSMuD7VfYWeHHLdWews3MjVPe5jUIvR/LDqQzxBF30bD2VAsxF8tPBZbur9eIX1asP3sDtQesielcXefBKM6dXYIkGoWdsK15PirH9cApOWYxyi/m+J9lQy85Yf120eic37Bl7Vq1dz1d2PVL2M8L8bN4ogp3DqOGmeoJ977jmee+65/1zO4XDwyCOPHNU++vXrR79+/Y5q3VOdwWAgr2QPd0weQUgL38huzFvF6U3OZXthJp8veaV82Q25K5m27mteHj6RTul96JzRl88Wv8TUdV/y2OAPWbZ7LgbZyLltruCLJa/gMEfX1MeqtYJBEwWFRj761E1xsc6gARaaNZWw2bziYbIaKLqRUe2vY1P+ar5f+QELd8zEaY7BarLxv4kjKfMXly+7eOcshre9kq71z2B42yv5Y+Nk0qMaYVBFioUTQZIkXG4r69frzJodJDlFZujZdmJiAhgMwZpunnCsdIlJK9/jpfMmkGBPpcC9F2/QzX0D3+CrpW+wLmdp+aJr9y7h8cEf8eZfD/L39l/Lp2fmLifZmcHLwyeiSAqlviLunXIJLZM60q3BAHRd55e1n5MSVY/Tm5xDlDFe9OI8Aj6/hexsmSlTw+fbOcOspKZqWMy+Gm6ZcLQ25a3hvgGvU+jJ48U//48Cdw6nNz0Xi8HCst1zmZH5HXec/lx5MFGSJNxuK5kbdP6cHSQxQWboYDuxsUEMhsB/7O34spuikJCqDHTGWkUVdOHUsqVwLU3i2tR0MyJKtKfx1/ZfyvP9VrfNW8Bmg7g4CZer2nd/VKKjIToKMjfo9OsrhqsLp4aTJsgp1G6loQKe+v2m8gAnhCvc1ottHDHXmS/k4Z2/H+PcNpfzz86ZuPwlPD7kY16dHU4lsHjnLC5ofy29Gw7GaYgWQ3oPEgyamPwzvPFmWfm0yT8GaNFc4c3XbNhs7hps3akj1pyIQTaycMdMAM5pcxnv/P1EhQDnfj+t+ZTTm56LJ+iif7NziTEloQbrRq6fuqa0zMZ1N7jZtftAVOr9D3w89oiNM/ohAp11nNMYQ88GZ/HK7Ht4bPAHfLHkVZKd9dheuKFCgBMg3pYM6BUCnPvllO1m6rqv6NtkGLM3/wxAZu4KMnNXAGBUTMTbkrmx1xMYNNOJ/lgnDZ/PyosvB/j19wPn2XcT/Zw1yMjdd1qxWo6torVQM9qknMbyrL+xGh2szv4HgG+WvVlhmdV7/qFpQlvQwOWycd1NbnbsOPA9/MFHPh6638rAAcZq/R52GGLo3/R8/tw8udK8jmm9cBhjI6wlCCcnX8hDdtkO+jQYWtNNiSjRnoama+wp3UbD2JbVvv+Nm3Qy0qlTuS0lSaJePZ3MDTXdEkGoPmJ8lVAtSvwF5dXR98uIacKqPQurXGfN3sW0TulCh7SedMrozaPTr2FbYSYAVqMdq9HOfQPewKBXTi9wKisoNPLGm5V7xGzYqPLdxCCSJN5tVAdN05m67uvynzum9eTvbdOrXH5V1gISbMlszl8reoWdILpu5J33/BUCnPs9/qSHMpcIVtV1Rt3CAwPfomFcC975+3Fu6PkIDlMUU9Z+UWnZLvX6MW/bjCq39VvmRPo2HhJx3pCWl9AgqgUWXeTjPlyyLLN2HRUCnPv99nuQdevCywh1j8VoZVfRFmas/7bKZWZt/glVC6HrRj742F8hwLnfU896KS2t3u9hg27if6e/wBlNzqsw/bR6/Xh88MdYJHu1tkcQatL2okx0dFKcDWq6KREl2cOpI3aWVC7YWR02boL0Opi9IiMDNmxAjOYTThki2iGccAaDgZA3xKDmF3Bm8xHIyAS1AIt3zv7PdYNqkFu+P6fS9OFtr6JFQicUVQQlDmYwGJgxo+oeEBMn+Rkz2o7dJnIQnnBK+AEuxhrP+e2uIj2mMc+d+zW5ZVlMXPkeO4s2VVjcbLDw4T/PcUPPR1BV0YvzRHC5TUyfXhZxnq7DgoUhzh2miN9/HWfVo3h04AdkubaS697DnK1TAUiwp3JBh2tpmtAWXdfRdJWlu/6qcjs6Oi0SO+IwRZUXuwNol9qDcT0eQFLrTk6u2iAQMPDFV/4q53/+pZ8O7Y0YDFUvI9ROmq6ho9MgtjmDWo7CbnQiSTLzt//K9PXf4A/50HUdGRm3x8jPv1Q9znPO3BCjRlbv97BVd3LfGW9yc58nKfMX4zBF4TTGYtQtIiggnFK2FK5DQibVWa+mmxKR3RSF3ehkV3H1BzldLp3sbBjQv9p3fcwa1IMZv8Ke7HAhIkE42Ykgp1At4mxJdGswEF/QiwSszl5MRkwT+jQawptzH4q4TtuUrrgiDO1tHNeKizvdKgKcEUiSRHFJ1Tfkbo8uhvZXA0mSKPMXM6rDOEZ1GMe2gky2FqzD5S9lTfZibuz9KNPXf8tfW6aUr9MmpStRlgSijHHib3SCaBoEDxHfLy0Vv/i6SpIkVDmARy1D13UMupFHfx3HTb0eZc2ef7jnzNcIqD5e/PP/eG/+kwC0TOrInWe8xJaCdSzbPbfSNvs3Hc70zG955Oz3KfMXUeorplN6bxKt6Zh10bvrSKmqhNt96OuTqoJB3JnWOSbFRKf0PoT0ELllWRhlEwXuvdhNUbxw7rc8OO0Kzmk9ljlbptIr6RoCh0i7WVqq18hQUINuJlZJPlDI8gguB5IkEZT8BFQvkiRhV2LQVDEkQ6h7thauJcmRjrEG8l0eDkmSSHSks6sGenJu2rfLjIxq3/Uxa7CvY+669SLIKZwaxK2kcMJ59FIKPblszF3BjMzvULUQ/ZoMo3XycBZu/4Mnh3zCw9OvqrCOxWDj2p4PsHLPAl45/3sWbP8dl7+Ezhl96ZLRD7sULd6uRxAKhRg40MKkHyL3hOnV04jZInqpnWhBycfOok1kxDRmZ+Em/tz0Iyv3zCfOlsR5ba9AVUNc0O5aVmT9TamviOFtryTBkUqTuDYY9Np5Y3kysJhV2rRWWLsu8jnQq4cBVa3eohfCsVMJUKYW88uqz5iy9kvcgVK6NxzI00M/RULmjjOeo8xfzD0/X0SPhgPpUq8ve0t3MWvzT9z8/TDeHjWVmycNI6Ae+N5McqQzpuONfLfiHeZs+YU+jYZgMzgwKzYskkNcf46C1Rpi4AAj6zMjn3+DBhixWkNoIjZU50iSQrQ1nuzSHUxb/xXbCjLJiGnMmI43klO2m3vOfI02Kadx35RLkIOxdOxwDitWRj4O+vQ2oKq1OzerLMsEdC86OibZwl7Pdt7++xGW7p5DlCWOizvdwlnNx4h0FkKds7lgLanO+jXdjENKsqezvSiz2ve7aVP4JVxyUrXv+pg5HBJJiTpr1+kMGlB38okKwtESyY+EE0aSJFwU4Q25eWDqZUxc+R7eoJs2KafhDpTxyux7aJrYhqYJbRg/aho9GwyieWJ7RnW4no8umsWHC5/lo3+e495fLmZ30RZ8QTcfLXyOj/95Hk0SgbpIdF2nSSOJ1q0qD6M0meCO2ywYq7ly6alJxxf0kl2ykzt+HMGe0u10bzCQ1KgGfLTwWaav/4YSfyHX9XyYp4d+Rtf6Z3Dl133xhOpIqcY6ymoNcP+9VpQIo4x7dDeQlCwCV3WNLMvkB7J5ePqVfLb4ZQo8OfhCXuZs/oVx3w1AkRX+2DAZl7+EV0f8gMMczYLtM9HRef7cb+jdaDBT133FS+dOoGN6L1omdeSm3o/z0KDxuIMuijw5uANlvDTrTu6fdhnvLniMkFSz36GyLGM0GjHUsS6PmqYybIiRhPjKD1gJ8RJDhxjRNHFtr4tkSWZD7goenXEN+a69dKt/Jgn2VF6ZfTfZpTtoltCGRdv/ZGT7a/ls1cPceacxYo/d07oYSEvTa/VLBC+lzNs9hftmXMwzs25mS8lqrvimN/O3/4o/5CPPtYc35j7AE7+Nw48o9CjUHZqusaVwDWnORjXdlENKdmSwq2QLml69b8Q27Cs6pCh1M0hYvz6sXVvTrRCE6lG37pCFOqU4lEOIEAu3zyS7dAcj219Lv8bD+GfHH7gCJZzR9FxkWUGWDKRHNeSmPo9jVMz8sOpD1ucsY032IgCCaoAFO34v3+6KrL/xqW6skrOmPlqtZrV6eP0VO5N+CPLdRD9ul06vXkZuv8VCYqKvVj88nCwkRaZ5Yjue/P0Gnhr6GaW+ItZkL6JhXHOu7HYXU9d9RZQljhYJHVi5ZyHP/HEzEK7oHBuTUsOtP3lpmkb9egG++tzJq697WbosREyMxKUXmzl3mBGLWTyQ1jVevYwtBWtZn7Os0jx/yMf8bb9yVsvR/L7xe3LLdtMutTsd0nvyyqy7+W3DRB456z3mbp1ORmwTutcfgKZrtE/rwQ0Tz2Zoq0uIMsfy09rPyre5cs9C/KoHmxRdnR8TCL849OglbMhdwbyt00l0pDGw+QVEGxMw6HUjfUtUlJfPP3Xy0cc+ps0IB4uHDjZxzdUWoqM8ohdnHeULefls8cs8NGg8RsXEkl1/YTXaubDTTSzfPQ+NcKqceFsyea497JGm8c0Xw3n1DR+LFgeJjpK45GIzw881YrHU3u9hL2U8MP1yVmeHi2Ze1/Mh3pz7ECGtch6URbtmkePeTX17i+pupiAclT2l2/GFPGREN67pphxSsqMeftVLrms3KdXY63TDhro5VH2/hg3hx5/A59OxWOpmoFYQDpcIcgonhCoH+WHlx4xodxV/bZnCiHbXkGBP4Y4fR5Qv88vaL2ia0IYXzv0WT9DN9sJMmiS0Y1tBJi0SO1S57Xh7MgbZKPIWHoLV6uaKywxcOCaaYCCE2RzCaPSIAGc1MSpGSnw+ruh6F8/OvJWskm3l875c8hp39X8Zt7+UbHbSMrkTBtlISAsSZYmtwVafGmQ5RL0MleeeNhEIWJAkHYcjgKaJHs51kaoHWbxzVsR5g5pfgFExc8kX3dD3XTCmrPuSjJgmPDb4Q+7+eQyv//UAj5z9Hn9smkz3BgOYkfkdk1d/BMC8bdN57OwPKwQ5E+zJKFLN3Dq59CJu+eGcCgUXPlj4NA+f9R596g1F0Y010q4joWkaUU4Xd9xm5Lpx4aG8NmsQSXKJAGcdVuYr5r4Br/PJohdYu3dJ+fQJK97hks63gQ5mo/XANU72k5Hh4+knDAQC5jrxPSzLMquyFpQHOAGaJLTh/QVPVbnO/O2/0rhDG0IhUexRqP02FawCID2q9vfkBNhevKHagpxer87OXdCjR7Xs7oRo0ghCIVifCZ061nRrBOHEEsPVhRPCq7qItcSzp2Q7DnM0ZzQ9N+KN4Ob8tUxc+T5/bPqBlkmd8QTKGNXxOpomtq1y21d2vRuzZMMvecgPZrHbu4kyvQBdFsPcDqZpIZKTFOx2DwZDQAQ4q1FQDSBJEt+v/KBCgBPCFZtfnn0XDeKasSV/HXtKt9M0oS2pUQ2IsSTWUItPLbquYzT6sds92GxeMUS2DpMlGauxct47CYlz2lzO63/dVx7g3G938RZ+XvsZZ7UcQ5E3D6c5hokr3uXH1R8zqPlIft8wCQCb0VHpxcOVXe/GKh8YRSDLMh69hGz/NrK8m3HrxUgn4M5Kk1U+WPh0xIqyT/12A65Q0fHf6QkkSUHsNg92mwdJCtZ0c4RjZDc5WJX9T4UA535fL3uDgOoDdAySAZNipn1aT1RVrVPfw0H8TF7zUYVpuq5hVKruRe0wi/zxQt2xuWA1MZYE7Kaomm7KIcVYErAYbNWal3PL1nDxyoz0atvlcZeaClYrrFpd0y0RhBNPBDmFE6ZDei+2FqzngvbXsnjn7CqX+2n1JzSIbY6qq8iSjKqFWLD9d+44/Xnkfz0tju1yBy0SOlEY3Mv/fj6fi77owpXf9GX0Zx34ZOlz+KXaO8xJOHVISKhasEL19INpukZmzgoGNrsARVKIscbzwMC3WLz7T4JS7S64IAi1iYyRvo2HVpreJKE1mbnLq8zZNWvTT/RuNBgARVYo9uYzI/M7bKYo+jcdjizJDGl1MSW+gvJ1RrS7hk5pfdH2dTnUJY0Nxcu4+v/bu+/4KMr8geOf2ZKtqaSQBEJoKdTQQi8iAgooCIgioiKnnu2sFEHv9A4Q0UNFKerZRSnWHwpiQek99EBQIUAgJNT0bJvfHzGRmISa3c2S7/teeXnMPDvz7Ow888x85ykLe3LHx52585Nu3D6/I+syvqv2cTsLnTl8t29BpetUVDYe+gltZYPNCuEBGkXLt3vmV7n+2z2f0LZ+D04XnuCVwV9i1fpmr4W/Xk9W/76Ua5sOqSI1dI3th9NZs4O3QpTad2J7je+qDiVDt9T1j+GAB4Oce/eVTDoUGemxXVY7jUahYSzs2CkvXsTVT4Kcwi38/YJZ+fsSGtZJoMhRSKG96glVCu35+GkNOJw2Ak0hbD+6nnpBDekS24/Fd+7gX/3eZvJ1c1l05zbGdpqIQ7Xx0OcDScveUbYNh8vB/JRZ/N+eD9D46IDQ7uRy+ZGfb6agwITipa6WtYlG0aEoCk616oebnKJTGPUmmoa34saWd/HSiif49/L72Xl8AxqNXJp9haIoOBx/lK9CkwSaPMyAmejAWMYkjy+/XGei0F71Sy+Hq6T1YJCpDkadmRcHfYqf1sDRnIOEmMP57+DP6NFoAGadP5P7zGHBHVu4t8NkDKqlbBtnHFk8/PkgTuRnli3LKz7L5KV3cjT/AIpSfXWRU3Vid1YdOD1b7FstOS+XVqulsMhIfr75j27OUt/XBBqNhnxbTpXrzxadQqNoaB7RgbigJBRXxd9No9FQVGQkv8D8x1AiNeu31WNgSIsx5ZZ9n7aYAc1GVRoYeuqa/+Kv881grqh9VFUl7cR26gU09nZWLkpdawy/nfLcLDp796lERYFeV7OuS5eqYUPYuRMcDgl0iqubRDuEW+g1fhzLSWdD+k/oNHq6NOzHZzverjRtu/o9OHT6VxqHNmdbxjrSsrZzIu8ojUKaEeJXlx71bwRKxvLyNwaRmrmVzNxDlW7ro62v0D/hVqyK3FgCOJ0qp05ZmPNmMStX5WMywS3DDAy+yYLFLGN0ukuxIx+jzkTjOs347eSeStO0ju7C6YITKAo8vWRU2fLZa//F64PbY6RiF1xRs6iqjmOZBl57vYjNW4oICtJw5x0G+vQ2YDQWeDt7tYKqqoToI+neaADNIzuw5sAy8m05dGpwHfWDGvPexhmVfi4+vDVHzvzOw92nkFN0mrlrn+PpPm9w4OReFm2fx6mCbB7pPhV/TQjxwW3LWm+W0mo1fLn9vbJg6V+9tX4K/7r2bbRUz4RABo2ZhPA27M1KqXR9ckzvq77FWHGxiU2bVea9VUTmcReJCTr+8ZCJBg3s6HTS5d2btIqezg368NOvX1W6vnfTwRj1ZoqLC6GS4GWxzci27Qpz5hWRkeGkSWMd/3jYRONGDvT6mjFOp8vlIimqK80i2rHn+BagZHKzfy0by6TrZmNzFrHi168Jt0RxQ+JIgg0RPjMhmBAZOQcosOdSP9A3gpyR/jFszvgJu9N23iEjqktqKsTUd/tu3K5pY/jmW9j/KyQmeDs3QriPNBcSbtMhpjfzt75Gg5A4YkMSSAxvWyGNTqNnVLtHaRzWHI2iYeVvS4gMiOHH/V+g05bE4F0uV7kHzN9PVd09Ia/47B9jPwmAQ4ec3Hp7LkuX2cjPVzlxQmX23CL+8VgB+QUmb2fvKqZw9Gw6T1zzMgoVH+g6xfRBq+gw6IwU/+V8TT+1DxdXd7DiaqAoCocOG7htVC6rVtspLIRjx1y88GIhz08ppqjY6O0s1hq5jtM8s+xunv5mFMdzj2B32nhz3X8w6S0kx/SukF6jaHig63M0i2iLv18gn6a8zt6sbYRYwlma+ikAP+7/HJuzqEL9U8rmKmZfFQFHgAMnU7G5qq8uMmmsPHXNfysM4QLQvn4vIsw+POXrRXA4/Hj/AwcTJhVw4KCLwkLYmuLgznvySNmuk9bvXlbsKORvnSdj0FW87jUKSSQ+vDU5hacqLRNOp57Fn7l44ql8fv3VSWEh7NzlYOx9eaxdr0FRak7reBMBTB/4KZOvm0OziHYkhCdxd/J4mtRpScfIvjzdczb3tJtEmF99CXAKn7I3eysA9QObeDknFycqoCEOl4P0M2lu31dBQcmkQ/WvgiBnTAz4+UHKNm/nRAj3krtC4RY2RzEd6vekSWhL6pjDuXfhdYzt/DS3tXmIAGMwGkVDx5hrmTNsKYGmOkRYoknJWEuT0OZk5WUAcCL/eKXbbhDctMr9Wvz88dNKcAFKuqjPnldIQSVDPKbudZKWpsqDoZvotH74aY2czD/Oizd+SuuozmgUDSHmcO5Kfopx187ET+OHRqPB+ZfJFuoHN0FDzXmoE5UrKjIw9YUCKps0d+UqOyeypWx5is1VxJEzv1HsKGLNgWX8tP9LCu35GLQm7uvyDHd2eIJgUxgaRUNSdFdm3LiQMGsUucVnQVFY8evXAGw/ug6t5s+yl5lzuMp96jV+NAmteoK8BsFN0VdjXeRyuahvbco7t/5Cu3rd0Sgagk1h3N/ln/yr79sYsFx4Iz4sN0/Ph/OLK1039YUCcvOk3vcmraJDReWlGxfRtWF/tIoWq18Aw1rfy7+ufxuNoqXQXoBOY6jw2bx8P958u/IXAi/OKCQ3t+JnvMmk+nNt7DBeGrCYlwd+zg1NRmEmAKfTid1ul5nUhU9Kzd5KmCUKs5//hRPXAFH+DVBQ+PWk+2fRSdsPqnp1tOTU6RQaNYQtW6Unn7i6SXd14RYFrhy+3v0h0wd+zLPLxnAyP5Onvr6FzrF9eazndIx6M3sytxJkCsXpcnKm6ASpmVu4Jm4w72yYDoC/X2Cl244JakqoJZIT+ccqrLu1zUP464I5z1CItUZhoY5fVlY9Jt03S+20b6eptJWSuDLFjgIshgCeXXo3dSx1GdzyLm5r+xB5xWdZtncB2zLW8u/+76AqsD1jbbnP3tf5GcyaAPldariiIi2791R9oVm33sGtI7RXfRfimkCn6DHqzBQ5/hwi4OZWYzhdmMXfFvahQ8w1PNT9ecx+/uzP3snU7x8kLrw143u/wuB3mpV9JsAYTF7x2bJ/+xuDqtyny6lyc8uxLNo2t9Kxd8d2moReNVSY2f1KaFQd9c1x/Kffh9jVYhQULNogXM6r+1qhKAq/H3BR1egq2dkqeblgMXs2X6KE0+VEo9Uw4/vH2X9iJ4Oa3cHAAaOwOYpZ8etX3D2/B/NHb8Kit+KvC65wvh47plLVZfJsjkpODlhr2OgtTqcTP0p6w0hdLa4Ge7I2+0wrTigZdzvMEsWvp3a5fV+794DBAJF13b4rj2jaFL7/Aex2Fb3et8cYFaIqEuQU1U5RFPJtOXyw6SWubTqY3ZmbgZJZKdccWMaaA8vK0jaqk0B0YEOshkCuaXoT722cgYpKZEADgoyhlW7fqglm9tBveer/RpB+uqSbgkbRcFOLu7i5xVgJcP5BUVRMJsivIs7pb1UqGxpLVIN8Wy47jq5HReVE/jHeXj+tQpoCex7h1mjeWj8FAL3Wj3s6TqRNZHd5aPIBGk3JTJtVNdqxWKVweYpFG8iQlmP4JOX1smUdYnqzPv0HADYdWsGmQyvKfWb9we85fObXsn8bdWbCrVFk5pa03ozwr0eIKeK8+w3Sh/Pfmz7n2WV3c7boFAAmvYUne71MPf8mbhnzWFVV9BjRU9Jy8WoPcELJdzZdoKGmzscng/Bl+UVnKbIXkJKxGoBPUl4vVxYBtmWsYVDiaAryK3YtMVygoab8tkK4V6E9n99O7WZws3u8nZVLEh3QkH3Z29y+nz17VGLql8xOfjVIiIf/WwK7dkObJG/nRgj3kCCncAsVFVVVOZ575Lzp8m15hJoj0Wv9+M/y+0vGRTOHM/Omz7BogioN9rhcLuroo3hjyLfk2E5RaM8nyBSKVRuEVtW76yv5HIvFzi3DjMyeW0l/dWDIYD12u0yO4g4KGvJtuedPo2gosOcxd9hybM5iQszhWLSBaFzSVd0XWCx2rrvWj6XfVZwUQ1Ggc0cdTmfl3WtFNXMp3Nb2IdKydxIV2IDujW6gjjkCo77qpn0qKoV/XP+MOjP/6v8WH2z6LwBBplBm3vQF1irqoFIaVUuL0I58cNtazhSdwKk6qWMKx6INgkpmjxaXr359DSYTFFZSnTVvpsVqlbeb3uLEhe0C1zqXy4VaRVEKC4UAf4Wc3IovBRo11OLvf/UH8oXwpn0nUnCpThoG+9ZMNPUDm7Js/3wcLjs6jfue/3btubqCgdFR4O8PGzertEmSexVxdZJBw0S1U1UViz6ATrHXUWDLIz68dZVp29fvgU6jw+6yMbD5Hbw25GveHbGScEPMeR8uVVXFiJVwvxgaWBIJ1IRJgPMvVNXBsJsNJMRXDJrdNdpARLg8FLqLUW8mLrxVleub122PQWdEq/gRaWxIA0sC/kqIBDh9iEZj45GHjERGVqxGJ0804e9fM2YEri3MmkDGX/sKqqoy6dvR3P5RR+LDk6pM3z6mF1ZDANMGfszbt/6EWW+lW6PreXXwl7x/62oiLlAHlVJdYFGCiDY1IcYcj0UJlgCnG1gtRcx4wYL2L5fIwACFfz9nxmiUFwre4m8IItAQQou6yVWmaVOvW5VjVVqtRbw8w4L+L80uLBaFF6aasVjktxXCnXZmbsCksxBh9a1BJ2OCmmBzFnPgVKrb9nE8S+XkSYht4LZdeJxGoxDXFNav93ZOhHAfackp3MKs8efvXf9Jkb2AeztPZuKSURXe9N+dPA6j3szo+d14a8QPrNj/Jf/s9zZmNVC661aTiAgtr71iIi1N5ZuldvytCkMG64kId+LnJw8O7mLR+xNurcctSX9n4bY55dYZdSYe7TmdVb8vpVejQeiQGVh9VUBAPu+9bWHbdicrfnEQHqZw041+hATb0ens3s5erVLkzOfZpWPYe86M51uPrGRgs1Es2fNRubQmvYUHuvyLIFMYz393H5m5h4nwr8fMmz4nyBSKwWVxS1dzcfkUxUmrlna+WOTP0mV2fjvgomMHLV066wgMLMTlkt/LW3RaHS5cjO00kQlLRlLkKN/c9vZ2/8Dqd777OhcJ8cV8sdifZcvtpO130baNlh7ddQQGFMr9oBButj1zLQ1DEtEovtX2KTqgIVpFx57sLTQNrbphwZXY8ce8Rg1j3bJ5r2neDD74qGRM67AweTErrj4S5BRuUewqxKgz8/7Gl3G47Lwx7Fu+3vU+u45tJNRSl4HN7yDMGgUuCLNG4nK52HJkFRvSf6BPw1tkso5LoNVqURQFp9NZ6YO52VRA2zYa2rfToChIF3UP0Cp+5BSdItRSl3/1e4slez7iZP5xWkV1om/8cD7e/CrdGl1PsbMQo8Y3ZrKsCUrPdZfLVSMefFVVxWLJp3s3Db16alFVFYej6sm+hHsoisKx3EPlApwA7298mUd7vsA/+73F17ve50zhCZJjrmFg89FM/eFBbm41ltiQeLo07MeINg/wz6VjKHIUMmvw/2EiwEvfpmZTFAWttuRc93Q9rdE4CAlxcOdoHaCgqg6czmJqwKWgVnM47Xyx43+kZKzh5ZsWs3zfInYcXU8dSwQDm43C3xiMirPCNbv89dxJUFA+o0aW/23lXYMQ7mVzFrMnazN9m97q7axcMr3WQL3Axuw6vpGbEu92yz6271CJiAB//6srENgssWRs+TXrYPCN3s6NENVPgpzCLexqMXanjd5xgyl2FPJd6gI6xFzDyLYPsz97J6+tmkTTsJZMvm42D3ebwtnCkwCsOfgdfRoN93LufYPTqSMn18DPvzg4dsxF505G4uIUrJbCCsHOmhIUqi30Gh2px7fyacobPN1nFvd1foY8Ww75xbk4XU4URcHfEMjpwhMEWsK9nd0aT1V1nM0xsGqVg8NHXHRob6BZooLVWvFc9wYpX96l0WjYdWxDheUqKvPW/pt/9X+b8de+wqHT+ylyFFJgyyUhvA07j23gxhaj+e1kKnanjb1Z2wDYfmwtXaJvkN/0HIqikJ9vYv9vKmvWOAgP19D7GiOBATa0Ws+2Wq6q27PwjnxbDpsO/4xe64fT5aBTgz70aDwQi58/dmcxi7bN49GeL5QNkKWqWnJyjaxd6+DAQRdJSX60aqElIKBQflshPGxP1mZszmKahLTwdlYuS2xwPDsz16GqKoobZlPdvh0aNaz2zXqd2azQuJHKqtUqg2+8ugK4QoAEOYWb+GkM4Af/Wz+No2cP8rfOk7H4+bPp8M/UD2rM89f/j43pK3A47cQENSbl6BoAIqz10ChanMjD5fk4nTq2pOh5clxuWSuW+Z8WU7+ehjfnWvC3Smsyb7KrNoJNoUwf9Ak5hac4lnuIM4UnqRfUiLTsHXSO7UuwOQKDzuTtrNZ4qqpl5y49jzyWWzaT+fxPi6kboeF/b1kJCsyvEYFO4T2qqpb0DPiLDvWv4fFeL7I/ewebD/9C/aAm7Di6gX8uvYe/dZ5Ew5AEDp3eT7OItuzP3oG/IYjc4jN8m/oJner1A+TGv1Renpn7H8znwME/6+ZXZxXxwhQznTqqaLUSnKqt/LRGWkV2ol39Hvzf7g8Y0GwUWXlHOZ57hJjgJtzX5Rn0GgN6vR6bzcGvvxm474FcbH8MWzz/U6gTovDu/6zUCSmQ67kQHrQ1YyVWv0CiAmK9nZXL0ii4Gb8c+JpjuemX/x0Kz6A9loKScwwA1b8urogWnHGGceAgdOlcbdmtUVq3hi++hJwclYAAud8RVxcJcgr3UOD9DS9x6PSvTB80n/lbZjFr1aSy1UGmUF6+aTH7s3dSL7gJy/YuAOCmFndjt8tYdheSl29g3ITcCt30Dh9x8cprxUya4IdGIxOfeMvZ4lM0CWvJyfxM/v39/Zz5o6UyQIf6vRjR5kEsflasfoFezKVvyMsz8tiTfwY4S2UedzFteiH/ec4PnU7Gl63NXC5X2WRexY4iALo3GkC/hOHc/UmPcmME3pA4kgl9ZjHth4f4eNR6Nh5awdsbpvHPfm/icJXUPWY/Kxo0uJBgC4Cq6pkzr7hcgLNkOUycXMD/feFPYKAEOWsrk5+FIa3u4cud79AiMpknv76lrCxpFA23t/sHQ1uNRVEU8vKMPPJYflmAs9TJUyqTny1k5ssGDH5FXvgWQtROmzJ+okmdlj43HmepxiHN0Sgath5ddclBTk32PvzWvYH2t59QVCeqUjKznaKWDMWyMncM8ATxsfmAtXozXgMktYLPPoeVq2DgAG/nRojq5ZtXNFGjKYpCru0MS/d+Qr+EW/hp/5dsObKyXJozhSd47MshRATUw+4sZvOhn5nUZzYhhggv5dp3aDQaduxwVgj6lPrhRxt5eTLTvDcpakkbsPFLRpYLcAJsOvwzqw98y+nCE3K+X4CiKPz6m4viKmKYa9baycuTd3UCrJpgZt70BQadEY2iYXjSffxz6T0VJkH5NnU++bYcEiPasjT1U46c+Q29xg+91kChvaQF/PDW96FKZ4Iyefl6vlla+UszlwvWb3Sg0cjtZG1lcxSTb8shuUFvZv4yvizACeBSXXy4eSYHTu3D5XJx9Bjk5lb+8mDHTgd5eVpPZVuIWu9kwXH2n9xJYlhbb2flshn1ZmICm7Il4+eL/5DTht/KlzB9dDOazB3Yk26j6IaXKBr6P4qG/o/CATOxdfw7GzLbE2XOIHLlP/DbOA/Nqd+vIKcqOIpQis6ALZeacJMREKDQtCksWy4vdMXVR54OhVs4XQ6KHUX0aDyQyd/eWWmanKLTZOcfI8Jaj0V3bseiDUSrSnDuQhRF4ezZqiskpxMcMm+TV/kb6rD/6M/kFZ+tdP3S1E+4qYV7Bkm/mlzoXFdVsEsDMgEoqoamQa358PZ1HM89wraMtTjVyi+En21/i9vaPkRa1g7uaP8YJwuO8+nWN4CSlp4xgU1RZbbuMk6nwvk6WJw9656x0IRvcLjs+GkNfL9vcZVp3ts4g2YD2pOXf/7eC3ablDshPGX94e9R0JAQ1sbbWbkiCWFt+eXA19idNvRav/OmVQpOYvz6YTSZO3E0vxlH/PWg+Us4xByCo34n1mW1JDEhB2fD7miOpmBIX4srKAZnbDfUpt0Bc+U7UV1oco6inPoN7anfUU6no8k9Bo5zWqkrGlz+kaihcTij2uCs2wIUz7/k6ZRcMsv6ocMqMfWlHhdXDwlyimqnqipmvZVmEe0AsDur7jadlZtB+7rXYLPZkJ6BF8fpdJKUZKhyfWwDDSaT998Q1maKQyEz93CV64sdRfhp/SiuqomiAEq6ITdLrPqmL7KuBotZznVRQlE16DUGUjO3kHH2QJXpjuceIchUh9bRndmTlULjkEQiA2K4pc1HNAhqip9qRpUKqYzR6CQ+Tsu+tMqDxskddDjPU8+Lq5vZz0qAMYis3Iwq0xzPzcDmLCa2QdUtfoOCFKz+7sihEKIyqw4uoXFIMyx+Ad7OyhVJDG/Hsv2fsD1zLe2je1WZTjl7BNPiMSjFORT3mohap0mVaX87bOL4SQPDrivCGdMJZ/1klJO/oTm2Hf32BTi3zcdoroMrIBqMgaAoYCtAyc8uCWg6bYCCagnDZQ3HGdMJ1RCAqvUD1YViy0PJy0JzbDva31egGgNxNLkOR5NrQV9F8NQNWrcCsxm++lrl4QclyCmuHtK/SLiFWRvA/V2fxeYoIsgUWmW6yIAYip0y/tKlCg110bVL5e8oJo43YzFL8MybXC4XcWGtqlxfxxyBWX/1je/jDkFBTvpeV3kL7/HjTPj7S3BF/MmqDSTQFErzuu2rTJMQ0YYzhSfRafS8vW4KgaYQihwFLEqZi79fiEx88hdmk42J401U1lizXVsddSPkeNV2iqqhRWSHKte3iOyAQWPC32pn2M2Vt7R68jETAf5y7yKEJ5wtOkXK0dW0qNvR21m5YlH+sYSaI/nlwNdVplFOp2NaMAqcNop7P3PeACfAz5uDMRmdxDUo+GMDGtTQpjhbDsPW9RE0bW7FFdIE7AUopw6gnPgVpeAkqikQZ4Nu2FuPxNbtMewd7sGZOAhnTGdcEc1RQ5uihsXjim6HM/567Mn3Ymt3N67gRuh3f4npmyfQ7VsKLs90U9LrFbp1ga+XQE4VQ4kI4YskyCncQuvyo3FwCxrXacaodo9WmqZpWEvOFJ6kyCEzgV8qo6GI55418tADRgIDS548mzfT8t7/rCTE23H9dUYi4VEajQa91kCjOomVrh/b6Wk0igzNcDH8/IoY94SBxx81ERJScq4nxGt5a66V1i2dOJ0yNoP4k+LS0r3BDbSr34NgU1ilacZ2nEDjOs15+ecncbjsnCk8QVRALM/1fwez4tstWtzB5XLRMNbGB+9aad2q5OVagL/C/fcaeWGqCaOx8AJbEFe79Yd+oG/8cEx6S4V1WkXLXR2eROPSodfbuP8+PRPHmwgLK7meN26k5fVXLXTpouJyyfVcCE/4+cBXqLhoXbert7NyxRRFoXVkF1YeXEKxo2J9pJw9gmnRnaBoSlpwWiq/NyilqvDTxmBaNM5DV1lnIp0RpW4znE1642w5HEfbO3C0uxNH61txxg/AGdMRNbgB6KrudXdO5sG/Ls74/tg6/R1nWDz6nQswLp+ENiv1Io/AlenRAxwO+HSBBDnF1UO6qwu3MagW6lqttKvfnX/0mMY7G6aTW3wGjaKha8PrGZ50Hx9tfoXk6N7SVf0yGI0F3DZCy40DLbhUBb3OiclUJAHOGkBVVc7kn+Cxni+yIGU2aw4sQ0UlwBjMnR2eIK/4LC7VUTI7kbggo7GAYTdr6dfXgupS0OvlXBdV88NMtLkxc4d/x9QfHmT70XUAhFujebTnCxw68xuvrZyI44+WEvWCGtMuoheqS5Fu6lXQah00aujkvy8ZsNtNKIqKv9WGyyUvKQXUMddlyvcPMmPQAl5b9TRp2TuAkrL1967/xN8QXJbWaCjkxoFarulpxqVq0GmdmM3Fcj0XwoOWpX1CQlhb/A3nHyfXV3SIvoYff/uMVQe/oU+TYWXLlZyjmBaOBkWhuOd4MAWfZyslUg+YOZBhon/XkxdMW60MVpxx/XFGtUW3/zv8fnkBZ8Me2Frf5tYu7AH+Ctf0VPl0IQwaoBIZKQ8nwvdJkFO4lWoH1aWy8dAKJvR5DZ2iQ6fVs+nQz4z/v9t4vv+7GBQLrhowy5wvUlUnZnNB2b/lGaFmUFWVRnUSGfNpL/ol3MJLNy3E4bTjcNn5v90fEmqpi1UbBPJ7XTSXy4lFznVxkex2O6H6aKZdP59c+2mOnP2ds0Un+WjzK+w5vqUsXZPQ5gT61UF1yU39haiqisGvCMMfvY2lDIpSjes05+Cpffzn+wcYnnQf93aejFN1crogm72Z2+gQ2btcfed0OjGb/2xxJeeSEJ6zNzuF/Sd3cHfbCd7OSrUJtUQSV6c1n+1+k2sbD0VRFJTcY5gW3gkuJ7ZeEy4qwAnw1YowQgLsNGvkpZd41nAcSbejObod3YEVGI/tKOn2XrfqYbCu1HV9YNMWeH6KyqxXQKeTeyLh2yTIKdxKVVUirbG0ie7KpG9Gl1s3tNXfaBbeXt7ei6uSVRPM1AEf8uiXg/kk5fWy5QnhSTx97RsoLs/PoihEbaKqKn6YCPOzQABM+f4BThVkla0Ps0YxbcDHGLFKC04hroBVG8Qrg7/kkS9uZNaqSWXLm4S24L83fobGJY8bQtQUi3fNpY65Lonhbb2dlWrVs+Eg3tr8HzZn/EyyfxymRXeBowhbrwmo5joXtY2sU3qWrq5D/64n0XhzUD9Fgyu6DbY6jdDtW4rfqpdxNuqFrdWtoDdV++4MBoXRt6vMmg0vzVQZ9wRoNBLoFL5L7jqE2+lVIzcm3M01TQaz5fAvOFwO2tfvSaA+BL1a/RdqIWoEVaFJYCs+uWMLqce3kpWXQfO6HYi0xmBS/GVyEyE8xOVyEWaox7u3ruTAqb0cPLWXRnWaERscj1UTLC/ahLhSLoVGgc359I7NpGalcDz3CM3rtiPS2gCTEiD1nRA1xMHTe/nlwNcMaTYWjXJ1vWyPC02iYXAzlq6ZTM8zWlA02HpNRLVUPQHuX737VSR+epWe7c+4L6OXwhiIo9UINEe3ofv9p5JWne3vdkurzsaNFUbeqvLRfMjLU5nwFFitEugUvkmCnMIjdKofwdoI+ja6FUVRZLIQUTuoCv5KCJ2i+qIoCi6XC1VV5YFPCA9zuVxYCKJlnc60DutaVhYlwClENXEpWJUQOkZehxIl9Z0QNY2qqszd+C9CzOEk17/W29mpdoqi8GBwZ9pu/YyzpkCMff4NxqCL/vzWVCtf/hTO0D5ZmAw16N5AUUpadYY0RJf2R6vOmE7YW9+Gegnf72Ikd1AwGFQ+/gRuH60y5m7o37ekpacQvkRmVxce5XK5JMApap3S814e9oTwLlVVpSwK4UZS3wlRM33/6yI2Z/zMjQl3o9PovZ2daqUrzqXp+nfptvVzjvvX4Xklgw3Zmy/68wePGnn6tcY0jSmgV/vTbszpFTAF4Wh1K46EgWiP7cC4dDy6fd+A016tu2ndSmHiOGjQAGa8rDJkuMpL/3WxZq1Kbq5c14VvkJacQgghhBBCCCHEVWhv9lZeWTuODtHX0Dyig7ezU22MuceJ+G01kftXACpHEvqSW7cljdOXsHDnbI7lptOv6QhMemuln1dV+HFDMNPfbUCAxcHYmzO8OxbnhSgKrrotsdVpgvbgKvQ7F6NLW44jYQCORj1Ba6iW3QQHK9w1Gq7vr7JuPaxaA19+XRLgjI5WSUyAFs0VWreCxo1k/E5R80iQUwghhBBCCCGEuMqsP/w9U3/+O1EBsdzc/G8X9Zm/NsRW3BjD0toLMeSfwq/wDLriPHT2QjROO4pa0mVcVTSoioICKE47Ols+xvyTWE8dxJSXjVNn4FRkS7IbJOP0M6MAPWIHEWQMZe3h5Ww4/AMJYW2JDY4nxByBSWfG6TSweUd9vl2RyO+HQklonMmga1MpRgM2MyadBa2mesYsVVWV04VZZOSkczzvECcLMsmzncXmtKFRNBj1ZoKMoYRbooi0NiAyIBaDznj+jepNOJv2xRndHu3B1ei3z0e/63McsV1xxnTCVacJcOU/WkS4wuAb4aZBKidOwIGDcOgw/PYb/PyLisMBAQHQupVK82YKjRpCVBSEhYLZXDKEgBDeIEFOIYQQQgghhBDiKlDsKGR75jq+2fsBaw4to1lYO0a2fhS91oDTCSeyjBw9ZCbjkIXMIyayjxvJOaOnqFCLw65BVcsHp7RaF34GFyazA4u/A5PZgZ/BhaKA3a7BVqTBbtegKGA0OQkMshFat4jIegVEReUSHXAMi+0UxvwTGPOyMeZmYco9jjEvC72toNy+VBRcWh0ofzSpVF0of0RdXRodTr0Ru8FKflA9smI7k1unIaq2fPd7RYHWkZ1pEtqSvVlbOHj6Vzb/nsWZ40mcOdaD0xl9cDr8sQTtokHSHLQhO/n213JbwOLnT4AxhBBTGEGmMIKMdQg01MFqCACqnji32FHIqcIssvOPkpl7iIycAxTa81EUDYHGEAKNIYRb66HX6HGpKsXOQvJsZ0jNTiHl6GoURUOYOZLIgFgi/OsTZorEagisPOhqDsHZ7EachT3RHtuK9vAGdL/+gGrwxxXeDFedJriCYlCtdVFNgVxu4FNRFMLCICwMkv9oCGy3qxxMh7T98PvvsGmTSlHxn58xGCAsVKVuXYiMLAmYBgSATgc2G5w9q3LyFJw+DYWFJZ/x94eIcIiJUWgYW9JlPsBfAqXi0kmQUwghhBBCCCGE8CF2p43/rLiPNYeWlluuOvXYV72B69A7AGz94+/SqYCC06mhsEBDYYGOUyeuMNM1RL3ANIKNp+F4r5I/FUAt+Z/qIh/IB46V+1QxkP3H3/nogQZ//HVHUTRoFR15CuSd51Na1YXT5SALyCpbWvTHXxWf0eiw+gWiKF1B7YpizwdHMewuTZH5x9+FqeZQnOGJfwaYL1KdOhASAmfOwKnTcPYsFBfDkYySvz+2fglbVKv4/6VO8vKLCh2TJQAqKqeoMjK4EEIIIYQQQgjhMwpsedz9SU9+PbGr3HLVbsKx7BucpxOq/Kxf4HH05jOXtd9Qu50Ax4Unkj1tC+ZIQcxl7cMdIq2HsPqdvazPqqoL9aIDdQoaReFKu4yXBlwvtC+j3oSm0vmk1ZKAp+siJ/3VGyE8AcWNA5Oq6oWHPyguhvR0Z7mWoX/1n+csDBl8gW79otaSIKcQQgghhBBCCCGEEMKn1eT5w4QQQgghhBBCCCGEEOKCJMgphBBCCCGEEEIIIYTwaRLkFEIIIYQQQgghhBBC+DQJcgohhBBCCCGEEEIIIXyaztsZqG127NjBrFmzSElJweFwEBcXx1133cUNN9zg7ay53fHjx1m6dCkrV67k999/58SJEwQGBtK2bVvGjh1L69atK3wmLy+PWbNmsXz5crKzswkPD6dfv3489NBDWCyWCuldLhcff/wxCxcuJD09HbPZTJcuXXjssceoX7++J76m27355pu8/PLLACxYsICkpKRy6+WYeVZtLNNfffUVW7ZsYdeuXaSlpWG325k2bRo333xzpek9cU6uWrWKefPmsXv3bhRFoXnz5jzwwAN07ty5Wr97daip10JfOoa1iSfOF+E51V2He0NtrPe8oabWFeLK1MR7qNpEypV3FRcX89///pddu3aRnp7O2bNnCQgIoH79+gwfPpwbb7wRvV5f7jNy/MWlktnVPWj9+vWMHTsWPz8/BgwYgMViYfny5WRkZDB+/HjGjBnj7Sy61UsvvcRbb71FTEwMycnJhISEkJ6ezg8//ICqqrz88svlbpALCgoYOXIkqampdOvWjcTERFJTU1m9ejUtW7bk448/xmAwlNvH5MmTWbRoEU2bNqVnz55kZWWxdOlSLBYLCxYsIDY21sPfunqlpaUxdOhQdDodBQUFFR6Q5Jh5Vm0t07179yYjI4Pg4GDMZjMZGRlV3qB74pz86quvGDduHCEhIWXXkG+//ZbTp0/zyiuv0L9/f7cdi8tRE6+FvnYMaxNPnC/CM9xRh3taba33vKEm1hXiytW0e6jaRsqVd506dYpevXrRqlUrYmNjCQkJ4ezZs6xatYqMjAy6devGW2+9hUZT0uFYjr+4LKrwCLvdrvbp00dt0aKFumfPnrLlOTk5at++fdXmzZurR44c8WIO3e+7775TN2zYUGH5pk2b1ObNm6sdOnRQi4uLy5a/+uqralxcnDpjxoxy6WfMmKHGxcWpc+fOLbd83bp1alxcnHr77beX287PP/+sxsXFqWPGjKnmb+RZNptNHTJkiDp8+HD1ySefVOPi4tSUlJRyaeSYeU5tLtNr1qwp+27z5s1T4+Li1M8++6zStO4+J8+cOaO2b99e7dixo3rs2LGy5ceOHVM7duyoduzYUc3Nzb2i71vdatq10BePYW3i7vNFeIY76nBPq831njfUtLpCVI+adA9VG0m58i6n01nuuJSy2+3qqFGj1Li4OHXFihVly+X4i8shY3J6yPr16zl06BADBw4kMTGxbLm/vz/3338/drudL774wos5dL++ffuSnJxcYXn79u3p2LEjZ8+eZd++fQCoqsqiRYswm8088MAD5dI/8MADmM1mFi1aVG556b//8Y9/4OfnV7a8Z8+eJCcns3r1ao4ePVrdX8tj5s6dy/79+5k6dSparbbCejlmnlWby3SXLl2Ijo6+YDpPnJPLli0jJyeHUaNGUbdu3bLldevWZdSoUZw+fZoffvjhsr6nu9S0a6EvHsPaxN3ni/AMd9Thnlab6z1vqGl1hageNekeqjaScuVdGo2m3HEppdPpuO666wBIT08H5PiLyydBTg/ZuHEjAN26dauwrnTZpk2bPJqnmkSn05X778GDB8nKyqJt27aYzeZyac1mM23btuXw4cMcO3asbPmGDRvK1v1V9+7dgT9/B1+ze/du5s6dy0MPPUSTJk0qTSPHzLOkTF+YJ87Ji/kdfOkc9sa18Go7hrVJdZwvwv3cVYd7mtR7NYfcN1/95Df1PClX3uNyuVi1ahUAcXFxgBx/cfkkyOkhBw8eBKBBgwYV1oWFhWE2m8veWtQ2R48eZe3atYSFhZVd1EqPRVVjZpQuLz2uBQUFZGdnU69evUpbSJQed188xjabjfHjx5OQkMDYsWOrTCfHzLOkTF+YJ87J8/0OvnYOe+taeDUdw9qkOs4X4X7uqsO9Qeq9mkHum2sH+U09S8qVZ9lsNmbNmsVrr73G888/z4ABA1i5ciU333xz2YSXcvzF5ZLZ1T0kLy8PKOnSUxmr1Upubq4ns1Qj2O12xo0bh81m48knnyy7IJUeC6vVWunnSpeXHteLTe+Lx/jVV1/l4MGDfP7555VesEvJMfMsKdMX5olz8ny/gy+dw945z+bxAAAZcklEQVS8Fl4tx7A2qa7zRbifu+pwb5B6z/vkvrn2kN/Uc6RceZ7dbuf1118v+7eiKIwZM4YnnniibJkcf3G5JMgpvMblcjFhwgQ2bdrELbfcwuDBg72dpRonJSWFd955h4ceeqjsraIQ4uoi10JxKeR88R1Sh4vqJGVfiOon5co7LBYL+/btw+VykZWVxU8//cTMmTPZtm0bb731VpWBSiEuhnRX95ALvTnIy8ur8s341cjlcvH000+zZMkSbrzxRp577rly60uPRVUtFkqXlx7Xi03vS8fY4XAwYcIE4uPjuffeey+YXo6ZZ0mZvjBPnJPn+x184RyuCddCXz+GtUl1ny/Cfdxdh3uD1HveUxPqCuFZ8pu6n5Qr79NoNNStW5eRI0fy/PPPs3XrVubMmQPI8ReXT1pyekjpmBHp6em0aNGi3Lrs7GwKCgpo1aqVF3LmeS6Xi4kTJ/Lll18ycOBAXnjhBTSa8vH20jEzqhp7qnR56XE1m82EhYVx5MgRnE5nhS5hpWNvVDaOVE1VUFBQ9j3/es6UGjFiBABvvPEGjRs3Bmr3MfMkKdMX5olyHBsby65du0hPTyc4OPiC6WuSmnIt9OVjWJu443wR7uPuOtwbpN7zjppSVwjPkt/UvaRc1Tx/nexSjr+4XNKS00M6dOgAwOrVqyusK11WmuZqdm6FcsMNN/Diiy9WOkZVbGws4eHhbN26lYKCgnLrCgoK2Lp1K/Xq1SMyMrJseXJyctm6vyqdrc2XjrGfnx/Dhg2r9K/0Yt67d2+GDRtGdHS0HDMPkzJ9YZ44Jy/md0hOTr7yL1PNatK10FePYW3izvNFuIcn6nBPk3rP82pSXSE8S35T95FyVTNlZWUBf85uL8dfXC4JcnpI586dqV+/PkuWLCE1NbVseW5uLnPnzkWv11/1Y4CUdgn48ssv6d+/PzNmzKhyEH5FURg+fDgFBQXMnj273LrZs2dTUFDALbfcUm556b9fffVVbDZb2fJffvmFjRs30q1bN6Kjo6v5W7mP0WhkypQplf61adMGgPvuu48pU6aQmJgox8zDpExfmCfOyeuvvx5/f38++ugjMjMzy5ZnZmby0UcfERwcTJ8+fdzx9S5bTbsW+uIxrE3cfb4I9/BEHe5pUu95Vk2rK4RnyW/qHlKuvOvXX3+lsLCwwvLCwkKmTZsGQM+ePQE5/uLyKaqqqt7ORG2xfv16xo4di5+fHwMGDMBisbB8+XIyMjIYP348Y8aM8XYW3WrWrFm8/vrrmM1mRo8eXfaW5lx9+vQhMTERKHlDc9ttt7F37166detGs2bN2LNnD6tXr6Zly5Z89NFHGI3Gcp+fPHkyixYtomnTpvTs2ZPs7Gy+/fZbLBYLn376KQ0bNvTId3W3CRMm8MUXX7BgwQKSkpLKlssx86zaWqYXLVrEli1bAEhLS2P37t20bdu2rPtHu3btGD58OOCZc/Krr75i3LhxhISEcMMNNwDw7bffcvr0aWbOnMn111/v7kNySWritdDXjmFt4onzRXhWddbhnlZb6z1vqIl1hbhyNe0eqraRcuVds2bN4t1336Vdu3ZER0djtVo5fvw4K1eu5MyZM7Rv357//e9/ZcdUjr+4HBLk9LAdO3bw2muvkZKSgsPhIC4ujrvvvrvsofJqVnpTfz7Tpk3j5ptvLvt3bm4us2bNYvny5Zw4cYKwsDD69+/Pgw8+WOng+y6Xi48++oiFCxeSnp6O2WymS5cuPPbYY8TExFT7d/KWqh6QQI6Zp9XGMn2hsjxkyBBeeOGFsn974pxcuXIl8+bNY8+ePUDJGHh///vf6dKlyxV+2+pXU6+FvnQMaxNPnC/Cs6qzDveG2ljveUNNrSvElamJ91C1iZQr79q5cycLFy4kJSWF48ePU1BQgNVqJT4+ngEDBjB06NAKgWc5/uJSSZBTCCGEEEIIIYQQQgjh02RMTiGEEEIIIYQQQgghhE+TIKcQQgghhBBCCCGEEMKnSZBTCCGEEEIIIYQQQgjh0yTIKYQQQgghhBBCCCGE8GkS5BRCCCGEEEIIIYQQQvg0CXIKIYQQQgghhBBCCCF8mgQ5hRBCCCGEEEIIIYQQPk2CnEIIIYQQQgghhBBCCJ8mQU5Ro+3Zs4f4+Hi6d+9e6XqXy0X79u2Jj4/nmWeeqTTNpk2biI+PZ8CAAQD07t2b+Ph4t+VZCF/jjnJ2qe644w7i4+M5cuTIZX3eXdsSwtMKCgp49913ueOOO+jSpQstWrSgQ4cOjBgxgldffZWjR49e0fY///xz4uPjmTVrVjXlWIjaJT4+/oL3kaXlbMKECVe8vwkTJhAfH8+GDRvKLZe6TojLV1qOL/avd+/el7T9qp43L2dbQohLo/N2BoQ4n4SEBKxWK1lZWRw+fJj69euXW5+WlkZubi4AW7ZsqXQbmzdvBqBdu3buzawQPkrKWclD5BdffMEHH3xAx44dvZ0dUUtt3bqVRx55hOzsbEwmE61btyY0NJTc3Fx27tzJtm3bePvtt5k3bx5dunTxdnaFEEIInzRkyJAKy7Zs2cKhQ4dISEggMTGx3Lrg4GBPZU0IcYUkyClqNI1GQ5s2bVi1ahVbtmypEHwpDawkJCSwb98+Tp8+XaESKk3Tvn17AN577z3sdrsHci+Eb3BHObtU06dPp7CwkIiIiMv6vBC+LjU1lbvuuovi4mL+9re/8cADD2A2m8vWu1wufvjhB2bMmEFmZqYXcyqEEEL4thdeeKHCsgkTJnDo0CH69OnDww8/fEXbl+dNIbxHuquLGq80aFJZC7ItW7ag1+u58847UVWVrVu3llvvcrnYtm1bue3ExMTQuHFj92ZaCB9T3eXsUkVFRdG4cWP0ev1lfV4IX6aqKuPGjaO4uJiHH36YJ598slyAE0peRvTt25fPP/+cFi1aeCmnQgghhLgQed4UwnskyClqvNKgSWlLsXNt3ryZZs2a0bVr10rT7N27l7y8PKKiooiKigIqHyPlyJEjxMfHc8cdd1BUVMRLL73ENddcQ4sWLbjuuut48803UVW10vxt3LiR0aNH06ZNGzp06MDf/vY3du7cKeOeCZ9S3eXM4XAwf/58RowYQdu2bWnVqhU33XQT7733Hg6Ho8I+zje22JWUsR9++IFbbrmFpKQkkpOTefzxxyu0gouPj+eLL74AYPTo0eXGYJKxzoQnrFy5krS0NOrWrcv9999/3rT+/v7ExcUB5y8359ZrF+Pccf/Wrl3L7bffTps2bejcuTOTJ08uG7Li5MmTPPvss3Tv3p2WLVsybNiwCmMFnmv79u088sgjdOvWjRYtWtCjRw8mTZpU6diis2bNIj4+ns8//5x9+/Zx//3306FDB5KSkhg1alSFFyxC+JqcnBw+/PBD7rnnnrL7zI4dO3LPPfewZs2aK97+hcr9uWWs1Pz584mPj+fWW2/F6XSWS2+z2Rg0aBDx8fEsWbLkivMnhC9KT09n1qxZjBgxgq5du5bVZePGjePAgQOVfkbmgBDCeyTIKWq8Vq1a4efnx4EDBzh16lTZ8sOHD5OVlUW7du2IiIggOjq6wgPQpY4TaLfbGTNmDIsWLSq78Tx+/Dgvv/wyr7zySoX0y5cv56677mLDhg3ExcXRvXt3jh07xsiRI9m+ffvlf2khPKw6y1lRURFjxozhueee4+DBgyQlJdGlSxeys7OZNm0aDz/8MC6X66LydSVlbP78+TzyyCMYDAZ69OiB2Wzmm2++4c4776SoqKgs3ZAhQ4iJiQGgW7duDBkypOzvr63phHCHX375BYD+/fuj03l3JKHvv/+esWPHoqoq3bt3x8/Pj0WLFvHAAw9w6tQpRowYwerVq2nfvj2JiYns3LmTsWPHsm/fvgrb+vjjj7n11lv5/vvviYqK4tprryUoKIjFixczdOhQfvvtt0rzsGvXLkaMGEFGRgbdunWjQYMGbNq0ibvuuou0tDR3HwIh3Gbbtm385z//4cCBAzRs2JDrrruOhg0bsmbNGu655x4WL17s8TyNHDmSXr16kZKSwpw5c8qtmzFjBmlpaQwaNIiBAwd6PG9C1ASLFi3ijTfeoKCggJYtW9K7d2+sVitfffUVw4YNY+/evd7OohDiHDImp6jx/Pz8aNmyJVu2bGHr1q306dMH+LNbbWlgpU2bNnz33XcUFRVhNBrLpbnYLrQpKSkkJyfz448/YrVaAdi5cycjRozg/fff595778VisQCQl5fHM888g9Pp5KWXXmLQoEFl23n11VeZPXt2NXx7ITyjOsvZ9OnT2bBhAzfccAPPP/88/v7+QEmZefzxx/npp59YsGABt91223nzdKVlbP78+Xz88ce0adMGgMLCQu6++25SUlJYsmQJw4YNA0rGZSodh+nee++ViYeEx6WmpgLQrFkzL+ekJDA5Z84cevXqBZSUw9tuu42NGzdyxx130KZNG6ZOnVo2tMQrr7zCnDlzeOedd5g+fXrZdrZt28aUKVMICwtj9uzZ5brYL1q0iMmTJzNx4kQWLlxYaR4mTZrE6NGjy5ZNnTqV999/n7fffpsXX3zRTd9eCPdq2LAhCxYsICkpqdzyPXv2cOeddzJt2jSuv/76sntNT5k6dSqDBg1izpw5dOvWjaSkJFavXs2HH35IdHQ0//znPz2aHyFqkj59+jBixIgKY9Z/9tlnPP3000ydOpUPPvjAS7kTQvyVtOQUPqGy8QJLW4+1bdu27L92u71c665LDXJqNBqee+65sgAnQMuWLenRoweFhYXs2rWrbPnSpUs5c+YMnTt3Lhd8AXjwwQeJjo6+lK8ohNdVRzk7efIkixYtIjIykmnTppUFOAGsVitTpkxBr9fzySefXDA/V1rG7rzzzrIAJ4DJZOLuu+8u972EqAnOnDkDQEhIiHczAgwcOLAswAkl5Xb48OEAZGZmMnny5HJj595zzz0oisKmTZvKbefNN9/E6XTy3HPPVRhDdPjw4fTu3Zvt27ezZ8+eCnlo27ZtuQAnwN///ndAyq6oOc4d2uSvfxMnTqz0M/Xr168Q4ISSFxwjR44kLy/vvMM/uEudOnWYOnUqDoeDp556isOHDzNhwgQUReHFF18sV5cLUdskJSVVCHACDB06lLZt27Jx48ayIV2EEN4nLTmFTyhtRXZu8GXLli3ExsaWPRSem6Zjx44cOnSI7OxsgoKCLnrg56ioKBo1alRheWxsLADZ2dlly0q77Pbv379Cep1OR9++fXn33Xcvar9C1ATVUc6WLl2K3W6ne/fuZS09zxUWFkZsbCxpaWnlWoNW5krLWLdu3Sosq6wsCyH+VDr27rlKH+5atGhBYGBguXX+/v4EBgaSlZVVtszlcrFu3TpMJlOl5RBKXor89NNP7Nixo0IL1sryEBwcTFBQULn9COFNQ4YMqXJdenp6lWPIOp1O1q1bR0pKCtnZ2dhsNgAOHjxY9llv6NWrFyNHjmT+/PkMHjyYvLw87rvvvsueUFCIq0l+fj4rVqwgNTWVs2fPlo0vn52djaqqHDp0iObNm3s5l0IIkCCn8BFt27ZFo9GwZ88eioqKKCgo4Pfff2fo0KFlaeLi4rBarWUBmnPHCVQU5aL2U7du3UqXl3YbKr0RBcoetCIjIyv9TFXLhaipqqOcZWRkALBw4cJKu6Ge6+zZs+cNcl5pGausPFdWloXwtqCgIIBy4+F6S0RERIVlpWPTVrYOSspVaWtUgNOnT1NQUABwwZngT58+XWHZ+eric/cjhDe98MILVa77/PPPKw1yZmZmct999513DL/8/Pxqyd/lGD9+PD/++CPHjx8nPj6ehx9+2Gt5EaKmWLduHY8//vh562hvllshRHkS5BQ+wd/fn/j4eFJTU9m2bVtZl4BzJxTSaDQkJSWxbds2nE5nWfDlUt5AazQygoOovaqjnKmqCkBiYiIJCQnn3d+5XV7d4WJfbgjhbYmJiWzdupU9e/Zw0003Vcs2S8vipTpfPXixdWTpxGJms5l+/fqdN23Tpk0vez9C+JpJkyaxd+9e+vXrx9ixY2nYsCEWiwWNRsOCBQt49tlnL7vsXowLTfq3efPmsheMmZmZnDp1qsqXG0LUBvn5+Tz66KOcPXuWBx98kAEDBhAVFYXRaERRFJ544gmWLFni1nIrhLg0EuQUPqN9+/akpqayZcuWSoMvUDIpyurVq9m3b98lj8d5qcLDwwE4duxYpeszMzPdsl8h3OlKy1npw1C7du145plnrigvUsZEbdGzZ08+/vhjli1bxlNPPXXRM6yXvigobTV5rqrKjScEBwdjMBjQaDRMmzZNXjgIQUk5Xbt2LaGhocycOROtVltu/eHDh694H6XXhKpalZ2v3jx9+jQTJ05EURQGDBjAkiVLGD9+PO+++66UYVFrbd68mTNnztCvXz8eeeSRCuuro9wKIaqXvCoXPqM00LJ161Y2b95MaGho2fh6f02zfPlyDh48iNlsdttstaUTsSxfvrzCOqfTWelyIWq6Ky1nnTp1QqvVsmLFCux2+xXlxZNlrPTB0Ol0Vts2hbhYPXr0oGnTpmRmZjJ37tzzps3Ly2P//v1AyRi38OdYfudas2ZNtefzYul0OpKTk8nLy2PdunVey4cQNUlubi4ul4uwsLAKAU673c73339/xfsIDg5Gp9ORkZFRNmbgufvYuHFjlZ999tlnycrKYuzYscyYMYPk5GTWrVsn48uLWi0nJweofBiV9PT0SifPE0J4lwQ5hc8obSm2detWUlNTywIg52rVqhVarZb58+cD0Lp164tuEXOp+vfvT1BQEGvWrOGbb74pt27OnDkcOXLELfsVwp2utJxFREQwdOhQMjIyeOKJJzhx4kSFz6enp/Pdd99dMC+eLGOlrUYPHDhQbdsU4mIpisKMGTMwGAzMmjWLl19+uULrTFVV+fHHHxk6dCg7d+4EoEOHDgC88847FBYWlqVdt24dH3zwgee+QCXuv/9+NBoNEydOrHS26Pz8fBYvXkxRUZEXcieE59WpUwd/f3/2799fboI/p9PJSy+9VOnLikvl5+dHUlISZ86c4eOPPy5b7nA4mD59epX15uLFi1m+fDnNmzfnkUceQaPRMH36dAICApg5c+Z5xxAV4mpW+qL/+++/LzcmZ05ODpMmTbriF/pCiOon3dWFzwgLC6NBgwZls07+tQstlExKkJCQwO7duwH3dVWHkvEL//3vf/Poo4/y+OOP8+GHHxIdHU1aWhoHDhxgxIgRLFiwwO3jDgpRnaqjnE2aNImMjAy+++47Vq1aRUJCAlFRURQUFPDbb7+Rnp7Otddee8Gx+jxZxq655hreeOMNpk+fzpo1awgODgbgySefLPv/QrhTYmIi7777Lo888ghvvvkmH374IUlJSdSpU4e8vDx27drFiRMnMBgMZZNuDRw4kLfffpuUlBRuuOEGWrZsSWZmJjt37uSuu+7inXfe8dr3ad++Pc8++yz//ve/GT16NHFxccTGxpa1MktNTcVms9G3b9/zTkAmxNVCp9MxduxYZs6cyR133EGnTp0IDAxk+/btnDx5kttvv71cYPJyPfjgg9xzzz1MnTqVpUuXEhoayu7duyksLGTIkCF88cUX5dIfPnyYKVOmYDQamTFjRlmdGhUVxbPPPsuTTz7JU089xeLFizEYDFecPyF8ScuWLenatStr1qyhX79+JCcnA7Bx40aCg4O59tpr+fHHH72cSyHEuaQlp/Ap5wZcKmth9tfllQVoqlPfvn159913SU5OZt++ffz888+Eh4czf/78sofQ0llzhfAVV1rOjEYjb731FtOnT6dVq1b8/vvvfPfdd+zatYuQkBAefvhhnnrqqYvKi6fKWIsWLZgxYwZNmjRhzZo1LF68mMWLF8tsmcKj2rVrx/Llyxk/fjwtW7Zk3759LFu2jK1btxIdHc1DDz3E8uXL6dy5M1BS1t5//30GDhxIfn4+v/zyC06nk5kzZ3L77bd7+dvAbbfdxmeffcaQIUPIz89nxYoVrF69moKCAgYNGsS8efPw9/f3djaF8Jj777+f6dOnEx8fz9atW1m7di0JCQksWLCAFi1aVMs+unTpwpw5c2jZsiW7d+9m06ZNtG7dmsWLFxMdHV0urdPp5KmnnqKgoIBx48bRuHHjcusHDRrEwIEDSUtLY8aMGdWSPyF8zezZs7n//vsJCQlh5cqV7N69mxtuuIEFCxYQEBDg7ewJIf5CUWUqMCHc4p577mH16tUsXLiQ1q1bezs7Qlx1pIwJIYQQQgghhCglLTmFuALHjx+vMOagy+XivffeY/Xq1cTGxtKqVSsv5U4I3ydlTAghhBBCCCHExZAxOYW4Aps3b+app54iMTGR6OhobDYbaWlpZGRkYDKZmDJlCoqieDubQvgsKWNCCCGEEEIIIS6GdFcX4gocPHiQefPmsWXLFk6cOIHNZiM0NJTk5GTuvfdemjRp4u0sCuHTpIwJIYQQQgghhLgYEuQUQgghhBBCCCGEEEL4NBmTUwghhBBCCCGEEEII4dMkyCmEEEIIIYQQQgghhPBpEuQUQgghhBBCCCGEEEL4NAlyCiGEEEIIIYQQQgghfJoEOYUQQgghhBBCCCGEED5NgpxCCCGEEEIIIYQQQgifJkFOIYQQQgghhBBCCCGET5MgpxBCCCGEEEIIIYQQwqdJkFMIIYQQQgghhBBCCOHT/h8LPgVEYhMQ9QAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(Hawks, hue=\"Species\");" ] }, { "cell_type": "markdown", "id": "d23645c6", "metadata": {}, "source": [ "It can be seen that the RT species have distributions more differentiated than the other two in almost all covariables, and the covariables wing, weight, and culmen present certain separations between species. Still, none of the variables have a marked separation among the species distributions such that they can cleanly separate them. It is possible to make a combination of covariables, probably wing, weight, and culmen, to achieve the classification. These are the principal reasons for realizing the regression. " ] }, { "cell_type": "markdown", "id": "837acd3c-3799-4636-b543-6584e3bf36ba", "metadata": {}, "source": [ "## Model Specification \n", "\n", "First, we are going to prepare the data for the model, using \"Species\" as response and, \"Wing\", \"Weight\", \"Culmen\", \"Hallux\" and \"Tail\" as predictors. Using `pd.Categorical(Hawks['Species']).codes` we can codify the name species into integers between 0 and 2, being 0=\"CH\", 1=\"RT\" and 2=\"SS\". " ] }, { "cell_type": "code", "execution_count": 5, "id": "0cef813f-4b9e-45cc-9de8-0b572ff24a71", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "891 (891, 5) (891,)\n" ] } ], "source": [ "y_0 = pd.Categorical(Hawks[\"Species\"]).codes\n", "x_0 = Hawks[[\"Wing\", \"Weight\", \"Culmen\", \"Hallux\", \"Tail\"]]\n", "print(len(x_0), x_0.shape, y_0.shape)" ] }, { "cell_type": "markdown", "id": "9fad0a4e-951a-4bc3-ba67-31de2336d66e", "metadata": {}, "source": [ "We only can have an instance of {class}`~pymc_bart.BART()` in each pymc model (for now), so to model 3 species we can use coordinate and dimension names to specify the shapes of variables, *indicating* that there are 891 rows of information for 3 species. This step facilite the later selection of groups from the `InferenceData`. " ] }, { "cell_type": "code", "execution_count": 6, "id": "bc1f6da6-4658-4515-a7f0-85a4dde4f913", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['CH', 'RT', 'SS'], dtype='object')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "_, species = pd.factorize(Hawks[\"Species\"], sort=True)\n", "species" ] }, { "cell_type": "code", "execution_count": 7, "id": "28aaff11-b625-48b2-81cb-e53ed9db299e", "metadata": {}, "outputs": [], "source": [ "coords = {\"n_obs\": np.arange(len(x_0)), \"species\": species}" ] }, { "cell_type": "markdown", "id": "ed6f7fe2-5fb9-4b35-8713-2b8f849d519a", "metadata": {}, "source": [ "In this model we use the `pm.math.softmax()` function, for $\\mu$ from `pmb.BART()`, because guarantees that the vector sums to 1 along the `axis=0` in this case. " ] }, { "cell_type": "code", "execution_count": 8, "id": "c8e25287-6a64-4426-9bae-ee0403933d97", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "clusterspecies (3) x n_obs (891)\n", "\n", "species (3) x n_obs (891)\n", "\n", "\n", "cluster3 x 891\n", "\n", "3 x 891\n", "\n", "\n", "cluster891\n", "\n", "891\n", "\n", "\n", "\n", "μ\n", "\n", "μ\n", "~\n", "BART_μ\n", "\n", "\n", "\n", "θ\n", "\n", "θ\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "μ->θ\n", "\n", "\n", "\n", "\n", "\n", "y\n", "\n", "y\n", "~\n", "Categorical\n", "\n", "\n", "\n", "θ->y\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with pm.Model(coords=coords) as model_hawks:\n", " μ = pmb.BART(\"μ\", x_0, y_0, m=50, dims=[\"species\", \"n_obs\"])\n", " θ = pm.Deterministic(\"θ\", pm.math.softmax(μ, axis=0))\n", " y = pm.Categorical(\"y\", p=θ.T, observed=y_0)\n", "\n", "pm.model_to_graphviz(model=model_hawks)" ] }, { "cell_type": "markdown", "id": "2a11faec-d6fd-4f71-bf6a-3bf465340075", "metadata": {}, "source": [ " Now fit the model and get samples from the posterior." ] }, { "cell_type": "code", "execution_count": 9, "id": "8354d731-7b27-4c01-84d3-7279842598cb", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n", "PGBART: [μ]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a6998bc8cc324ee88614c26abd3119b7", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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       "
\n" ], "text/plain": [ "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with model_hawks:\n", " idata = pm.sample(chains=4, compute_convergence_checks=False, random_seed=123)\n", " pm.sample_posterior_predictive(idata, extend_inferencedata=True)" ] }, { "cell_type": "markdown", "id": "fb2e357e-502e-4ac5-9d53-928437bd2a4e", "metadata": {}, "source": [ "## Results \n", "\n", "### Variable Importance \n", "\n", "It may be that some of the input variables are not informative for classifying by species, so in the interest of parsimony and in reducing the computational cost of model estimation, it is useful to quantify the importance of each variable in the dataset. PyMC-BART provides the function {func}`~pymc_bart.plot_variable_importance()`, which generates a plot that shows on his x-axis the number of covariables and on the y-axis the R$^2$ (the square of the Pearson correlation coefficient) between the predictions made for the full model (all variables included) and the restricted models, those with only a subset of the variables. The error bars represent the 94 % HDI from the posterior predictive distribution. " ] }, { "cell_type": "code", "execution_count": 10, "id": "a9d1c616-8c1f-4907-ad5a-adffb290c0c2", "metadata": { "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vi_results = pmb.compute_variable_importance(idata, μ, x_0, method=\"VI\", random_seed=RANDOM_SEED)\n", "pmb.plot_variable_importance(vi_results);" ] }, { "cell_type": "markdown", "id": "70e45086-9516-4d2e-9357-56c1f4cfc9d4", "metadata": {}, "source": [ "It can be observed that with the covariables `Hallux`, `Culmen`, and `Wing` we achieve the same R$^2$ value that we obtained with all the covariables, this is that the last two covariables contribute less than the other three to the classification. One thing we have to take into account in this is that the HDI is quite wide, which gives us less precision on the results, later we are going to see a way to reduce this. " ] }, { "cell_type": "markdown", "id": "9f6a3a64-244c-4902-b6ee-d8f2cb192ee4", "metadata": {}, "source": [ "### Partial Dependence Plot\n", "\n", "Let's check the behavior of each covariable for each species with `pmb.plot_pdp()`, which shows the marginal effect a covariate has on the predicted variable, while we average over all the other covariates. " ] }, { "cell_type": "code", "execution_count": 11, "id": "d07c4ab5-5881-4dea-aab6-d857b7710682", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pmb.plot_pdp(μ, X=x_0, Y=y_0, grid=(5, 3), figsize=(12, 7));" ] }, { "cell_type": "markdown", "id": "79778c32-0ad5-4553-9279-1ec054909d3d", "metadata": {}, "source": [ "The pdp plot, together with the Variable Importance plot, confirms that `Tail` is the covariable with the smaller effect over the predicted variable. In the Variable Importance plot `Tail` is the last covariable to be added and does not improve the result, in the pdp plot `Tail` has the flattest response. For the rest of the covariables in this plot, it's hard to see which of them have more effect over the predicted variable, because they have great variability, showed in the HDI wide, same as before later we are going to see a way to reduce this variability. Finally, some variability depends on the amount of data for each species, which we can see in the `counts` from one of the covariables using Pandas `.describe()` and grouping the data from \"Species\" with `.groupby(\"Species\")`. " ] }, { "cell_type": "markdown", "id": "af3f0f6e-706f-4bb0-80b1-36fd5997d010", "metadata": {}, "source": [ "### Predicted vs Observed \n", "\n", "Now we are going to compare the predicted data with the observed data to evaluate the fit of the model, we do this with the Arviz function `az.plot_ppc()`. " ] }, { "cell_type": "code", "execution_count": 12, "id": "b807f230", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = az.plot_ppc(idata, kind=\"kde\", num_pp_samples=200, random_seed=123)\n", "# plot aesthetics\n", "ax.set_ylim(0, 0.7)\n", "ax.set_yticks([0, 0.2, 0.4, 0.6])\n", "ax.set_ylabel(\"Probability\")\n", "ax.set_xticks([0.5, 1.5, 2.5])\n", "ax.set_xticklabels([\"CH\", \"RT\", \"SS\"])\n", "ax.set_xlabel(\"Species\");" ] }, { "cell_type": "markdown", "id": "24c05611-1d2d-424c-9546-a5ab840cebe1", "metadata": {}, "source": [ "We can see a good agreement between the observed data (black line) and those predicted by the model (blue and orange lines). As we mentioned before, the difference in the values between species is influenced by the amount of data for each one. Here there is no observed dispersion in the predicted data as we saw in the previous two plots. " ] }, { "cell_type": "markdown", "id": "cb877ab9-b941-467d-9602-d72e702e6b93", "metadata": {}, "source": [ "Below we see that the in-sample predictions provide very good agreement with the observations. " ] }, { "cell_type": "code", "execution_count": 13, "id": "11282942", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Size: 8B\n", "array(96.56689113)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all = 0\n", "for i in range(3):\n", " perct_per_class = np.mean(idata.posterior_predictive[\"y\"].where(y_0 == i) == i) * 100\n", " all += perct_per_class\n", " print(perct_per_class)\n", "all" ] }, { "cell_type": "markdown", "id": "488792c2-e8a0-4d5f-b57c-8f1d2d7e5414", "metadata": {}, "source": [ "So far we have a very good result concerning the classification of the species based on the 5 covariables. However, if we want to select a subset of covariable to perform future classifications is not very clear which of them to select. Maybe something sure is that `Tail` could be eliminated. At the beginning when we plot the distribution of each covariable we said that the most important variables to make the classification could be `Wing`, `Weight` and, `Culmen`, nevertheless after running the model we saw that `Hallux`, `Culmen` and, `Wing`, proved to be the most important ones.\n", "\n", "Unfortunatelly, the partial dependence plots show a very wide dispersion, making results look suspicious. One way to reduce this variability is adjusting independent trees, below we will see how to do this and get a more accurate result. " ] }, { "cell_type": "markdown", "id": "87ca460c-61ef-4fc9-a5fc-f58bdebe248e", "metadata": {}, "source": [ "## Fitting independent trees \n", "\n", "The option to fit independent trees with `pymc-bart` is set with the parameter `pmb.BART(..., separate_trees=True, ...)`. As we will see, for this example, using this option doesn't give a big difference in the predictions, but helps us to reduce the variability in the ppc and get a small improvement in the in-sample comparison. In case this option is used with bigger datasets you have to take into account that the model fits more slowly, so you can obtain a better result at the expense of computational cost. The following code runs the same model and analysis as before, but fitting independent trees. Compare the time to run this model with the previous one. " ] }, { "cell_type": "code", "execution_count": 15, "id": "eaf020bd-fd05-4ffd-a3f7-98f3a4a5c6ad", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n", "PGBART: [μ]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2e53a2edd5984199ba447ebb9f6e7783", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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\n" ], "text/plain": [ "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with pm.Model(coords=coords) as model_t:\n", " μ_t = pmb.BART(\"μ\", x_0, y_0, m=50, separate_trees=True, dims=[\"species\", \"n_obs\"])\n", " θ_t = pm.Deterministic(\"θ\", pm.math.softmax(μ_t, axis=0))\n", " y_t = pm.Categorical(\"y\", p=θ_t.T, observed=y_0)\n", " idata_t = pm.sample(chains=4, compute_convergence_checks=False, random_seed=123)\n", " pm.sample_posterior_predictive(idata_t, extend_inferencedata=True)" ] }, { "cell_type": "markdown", "id": "60dc23a9-2351-4502-824a-944e0f454c4c", "metadata": {}, "source": [ "Now we are going to reproduce the same analyses as before. " ] }, { "cell_type": "code", "execution_count": 16, "id": "a05a3d39-307a-4c08-93ec-3a0503ea6c25", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vi_results = pmb.compute_variable_importance(\n", " idata_t, μ_t, x_0, method=\"VI\", random_seed=RANDOM_SEED\n", ")\n", "pmb.plot_variable_importance(vi_results);" ] }, { "cell_type": "code", "execution_count": 17, "id": "38535013-27be-438a-b91d-d687d4a6ece2", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pmb.plot_pdp(μ_t, X=x_0, Y=y_0, grid=(5, 3), figsize=(12, 7));" ] }, { "cell_type": "markdown", "id": "c4da7fc0-7a91-4ab0-81a2-5ed27e65c3ed", "metadata": {}, "source": [ "Comparing these two plots with the previous ones shows a marked reduction in the variance for each one. In the case of `pmb.plot_variable_importance()` there are smallers error bands with an R$^{2}$ value more close to 1. And for `pm.plot_pdp()` we can see thinner bands and a reduction in the limits on the y-axis, this is a representation of the reduction of the uncertainty due to adjusting the trees separately. Another benefit of this is that is more visible the behavior of each covariable for each one of the species. \n", "\n", "With all these together, we can select `Hallux`, `Culmen`, and, `Wing` as covariables to make the classification." ] }, { "cell_type": "markdown", "id": "2d118516-b630-4b7e-9ebe-364ff8cb9739", "metadata": {}, "source": [ "Concerning the comparison between observed and predicted data, we obtain the same good result with less uncertainty for the predicted values (blue lines). And the same counts for the in-sample comparison. " ] }, { "cell_type": "code", "execution_count": 18, "id": "58bc471b-e67e-4d9b-a504-da5913e923db", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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<xarray.DataArray 'y' ()> Size: 8B\n",
       "array(97.39806397)
" ], "text/plain": [ " Size: 8B\n", "array(97.39806397)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all = 0\n", "for i in range(3):\n", " perct_per_class = np.mean(idata_t.posterior_predictive[\"y\"].where(y_0 == i) == i) * 100\n", " all += perct_per_class\n", " print(perct_per_class)\n", "all" ] }, { "cell_type": "markdown", "id": "fc13da7e-8209-44f4-b72d-3e3562fabc9a", "metadata": {}, "source": [ "## Authors\n", "- Authored by [Pablo Garay](https://github.com/PabloGGaray) and [Osvaldo Martin](https://aloctavodia.github.io/) in May, 2024\n", "- Updated by Osvaldo Martin in Dec, 2024" ] }, { "cell_type": "markdown", "id": "1f1a0244-9527-4226-a3e1-4baef47f85f4", "metadata": {}, "source": [ "## References \n", ":::{bibliography} :filter: docname in docnames :::" ] }, { "cell_type": "markdown", "id": "9181cbd4-3d3e-4fa6-b2b5-ffeb19617464", "metadata": {}, "source": [ "## Watermark " ] }, { "cell_type": "code", "execution_count": 21, "id": "e03237e2-f7d4-4f76-954c-06c8e87bcc7e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Mon Dec 23 2024\n", "\n", "Python implementation: CPython\n", "Python version : 3.11.5\n", "IPython version : 8.16.1\n", "\n", "pytensor: 2.26.4\n", "\n", "pymc : 5.19.1\n", "matplotlib: 3.8.4\n", "seaborn : 0.13.2\n", "pandas : 2.1.2\n", "pymc_bart : 0.6.0\n", "numpy : 1.26.4\n", "arviz : 0.20.0.dev0\n", "\n", "Watermark: 2.4.3\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p pytensor" ] }, { "cell_type": "markdown", "id": "2529c41f-a6e6-49ff-915e-cff5c886e1d3", "metadata": {}, "source": [ ":::{include} ../page_footer.md :::" ] } ], "metadata": { "interpreter": { "hash": "29d5164fb80017af7e68c98cc3a90e69a0f56286ef7c61f6b2eff22042ebabb0" }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.5" }, "myst": { "substitutions": { "conda_dependencies": "pymc-bart", "pip_dependencies": "pymc-bart" } } }, "nbformat": 4, "nbformat_minor": 5 }