{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Python: Plotting\n", "## Chapter 10 & 11 from the Alex DeCaria textbook\n", "\n", "Reading in and manipulating data is great, however, visualizing this data in some shape or form is often the end result for most programs! You have seen many basic plots already. This will just reinforce some basic plotting concepts.\n", "\n", "**Before starting:** Make sure that you open up a Jupyter notebook session using OnDemand and copy this file for your `atmos5340/module_7 subdirectory`!\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "# Basic plotting\n", "\n", "Before we can start plotting data, we must import the matplotlib plotting library. We will primarily be working with the `pyplot` submodule today. " ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import numpy as np\n", "from datetime import datetime" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets create a dummy data set to initially work with before we start working with 'real' data. Using NumPy, create the following 1-D array:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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0dDTatm2LkpISxMXFYeXKlRg4cCCioqLqUzYRERnZnZxibDx9F9vPp+l3nrZXmiO6S/ntI79WnH1EDVOvIDN9+nTcvn1b/3zz5s3YvHkzACApKQkBAQEAgOTkZPz444947rnn4OjoWO37abVaaLVa/XMvLy+Ym5tj4cKFyMrKgiRJaN++PT744AO89dZbvLVERNSECSFwPOk+NpxKxZEbORAP2gNcrPGHx33wVJgHbCx5+4gahySEEI8+zHSpVCo4OjoiJSUFDg4OcpdDRNRsFZdpsfNCOjacvoubWUX69r7tnPGH7t7o1ZY7T1PtqVQq+Pr6Ii8vr8bvb+5+TUREDZKZr8bGM3fxTfw95BWX731kY2mO0WEeePZxbwS42DziHYjqj0GGiIjq5WpaAb76JUW/6zQA+Dgq8YcePogO94Sdkl8xZHj8U0ZERLWmEwJHbuTgPydT8MvtPH17V18HPN/TBwODXLn3ERkVgwwRET1SUakWOxPSsf6XVNx6MH3aXAKGdnTD8z18EOrDMYgkDwYZIiKqVka+GhtP38Xms7+Nf7FXmmNsVy9MetwbXlx9l2TGIENERJVcvpePr35JxZ7Lv41/8XWywnM9fDA6zAO2HP9CTQT/JBIREYDy8S+Hr+fgq19ScOp341+6+Tngjz180T/IheNfqMlhkCEiauGKy7TYcT4d60+l6rcPMJeAoZ3c8Mcevgjxtpe5QqLqMcgQEbVQOYWl+PrMXXx95h5yi8oAlI9/GdetfPyLpwPHv1DTxyBDRNTC3Mkpxn9OpuDbC+lQa3QAytd/eb6nL6LDPbl9AJkUBhkiohbiQqoKa0+kYN/VLP3+R5087fBiL18MDnaDguNfyAQxyBARNWM6IfDT9Rz8+0Qy4pNV+vY+7VrhxQg/dPd3hMT9j8iEMcgQETVDpRoddl1Mx9oTKUjKLh/AqzCTMDLEHZN7+qK9u63MFRI1DgYZIqJmJK+4DJvj72HDqbvIKiwFANgpzTG+qxf+0N0HHg5KmSskalwMMkREzcDdvBJ89Usqtp69h+Ky8gG87vaWeL6HD8Z19eIGjtRs8U82EZEJu5ZegDXHk/HD5UxoH4zgbe9ui8k9fTGisxsszM3kLZDIwBhkiIhMjBACZ5LzsPpYMn5OzNW39wxwwuQIXzzRthUH8FKLwSBDRGQihBD46UYOVh1LxrmU8hlIZg92oH4xwhedvLgCL7U8DDJERE2cRiew53IGVh9Lxo3MIgCAhbmE0WGeeLGXL/xaWctcIZF8GGSIiJqokjItvj2fjrUnkpGapwYA2FiaY0I3Lzzfwwdu9pyBRMQgQ0TUxOSXaLAp/i7W/5KK7MLyPZBa2Vjgue4+mPCYFxytLWSukKjpYJAhImoisgpKsf5UKjaduYsCtRYA4OWgxOQIX0R38YS1BfdAIvpfDDJERDJLuV+MtSdS8O353zZxbOdqg6m9/TC8E6dQE9WEQYaISCa/ZhRizfFk7LmUoV8DJszbHlN7+6F/kAvMOIWa6JEYZIiIjCwhVYWVR5Nx6Hq2vq1321aY1tsPj7fmJo5EdcEgQ0RkJPHJefji5zs4drN8ETsJwJCOrpjay49rwBDVE4MMEZEBCSFw8tZ9fPHzHZy+kwcAMJeAJ0M9MK23H9q42MhcIZFpY5AhIjIAIQSO3MjBF0fv4EJqPgBAYSZhdLgHpvb2g68TF7EjagwMMkREjUgnBA5cy8bKn+/gSnoBAECpMMO4rp6YHOEHTwcuYkfUmOo8py8/Px+zZs3C0KFD4ebmBkmSEBMTU+m4yZMnQ5KkSo/g4OBaf9a+ffvQq1cv2NjYwNXVFZMnT0ZGRkZdSyYiMjitTiDuUgbGfnkGb2y9jCvpBbC2MMPkCF/smdEDs4cGMsQQGUCdr8hkZ2dj5cqVCA8Px+jRo7Fq1apqj7W2tsaBAwcqtdXG4cOHMWLECDz55JPYsWMHMjIy8O6772LQoEE4ffo0lEr+QiAi+ZVpddh9KQOrjibjVk4xAMBOaY5Jj/vguR4+aGXDVXiJDKnOQcbf3x+5ubmQJAlZWVk1BhkzMzNERETUq7B33nkHQUFB2LJlCxSK8jLbtGmDJ554AmvWrMH06dPr9b5ERI2hVKPDjgvpWH3sjn4fJEdrBZ7v4YNnH/eBgxXv3BMZQ53/phljfYPU1FScOnUKS5Ys0YcYAOjduzeCgoKwfft2BhkikkWpRodvz6fhy2PJSFOVBxhnWwtM7umLZ7p5wVbJAENkTAb9G1dcXAxPT09kZmbCy8sLo0ePxgcffABnZ+caz7t48SIAICwsrNJrYWFhOHr0aLXnqtVqqNVq/XOVSlXP6omIflOm1WH7+TR8efS3AONuZ4kpvf0whvsgEcnGYEEmPDwc4eHhCAkJAVA+5uVvf/sb9u/fj1OnTsHOzq7ac7Ozy1e7rCrwODs761+vypIlSxAbG9vA6omIyj0MMKuOJuPe7wLM1N5+GNvVC0oF90EikpPBgswbb7xR4fmQIUPQtWtXjBs3Dl9++WWl16tS3W2smm5vzZkzB2+++ab+uUqlgp+fXy2rJiIqV6bV4dvz6fjy6B19gHF7EGDGMcAQNRlGvZkbHR0NW1tbnDhxosbjXFxcAKDKKy85OTk13ppSKpWc0URE9VZTgBnbxRNWvIVE1KQYfVSaEAJmZjX/S+bh7aiEhASMHDmywmsJCQn614mIGkuZtnwW0pdH7+Dug1lIrraWmPYEAwxRU2bUILNlyxYUFRU9ckq2j48PevTogfXr1+Ptt9+GuXn5L5ATJ07g2rVrmDlzphGqJaKWoLoAU34LiQGGqKmrV5CJi4tDYWEh8vPL9w+5fPkytmzZAgAYOXIkMjMzMWnSJEycOBGBgYGQJAmHDx/G3//+d3Tu3BnTpk2rWIRCgcjISOzfv1/f9tFHH2HIkCEYP348XnnlFWRkZGD27NkICQnBiy++WN+fl4gIQHmA+e5BgHm4DoyLrQWm9vbD+K5eDDBEJkISQoi6nhQQEIDbt29X+VpSUhIcHR0xdepUnD17Funp6dBqtfD390d0dDTee+89ODo6VixCkhAZGYlDhw5VaN+7dy/mz5+Pc+fOwcbGBqNGjcLHH38Md3f3WteqUqng6OiIlJQUODg41PVHJaJmRqsT2H0pAyt+uo2U+yUAygPMlF5+GN/Ni9OoiZoIlUoFX19f5OXl1fj9Xa8gY0oYZIgIKN/Mcf+1LHx++DYSs4oAAM42FpjS2w/PMMAQNTm1DTJcgpKImjUhBI4k5uL/Dt3S70Ztb6XAlAhfTOruAxtLBhgiU8YgQ0TN1i+37uOzw7dwLqV8hW8bS3M838MHf+zpy72QiJoJ/k0mombnfKoKnx26hZO37gMAlAozPPu4N16M8IWzraW8xRFRo2KQIaJm42paAf7v8C0cvpEDAFCYSRjb1RMvPdEa7vZcKJOoOWKQISKTdzOrCCt+uo0frmQCAMwk4KlQD7zc1x8+TlYyV0dEhsQgQ0QmK+V+Mf555A52JaRD92D+5YhObpjezx9tXGzkLY6IjIJBhohMTlZBKVYevYPN8fegeZBgBgS5YEY/f3TwsJO5OiIyJgYZIjIZBWoN1p1IwbqTKSgu0wEAerVxwmuRAQj14TpRRC0RgwwRNXmlGh2+ib+HlUfvILeoDAAQ4mWPmQMD0DOglczVEZGcGGSIqMl6uJ3A54dv6fdDCnC2xl8GBGBwB1dIkiRzhUQkNwYZImpyhBA4ciMHfz90C9czCgEA7naWmN7PH6PDPaEwY4AhonIMMkTUpJxLycPfDiQhPrl8NV57KwWm9vLDpO7e3A+JiCphkCGiJuFGZiGWH7yFQ9ezAZSvxjupuzem9vKDo7WFzNURUVPFIENEskpXqfH5T7ew40L5WjBmEhAd7omX+/rD04Gr8RJRzRhkiEgWhWoN1hxPwX9OpqBEUz6VenAHV7zWPwBtXbmYHRHVDoMMERmVRiew7ew9fH7kNnIKy6dSd/F1wFuD2qKLL9eCIaK6YZAhIqMQQuDw9Rz87WASbmYVAQBat7LCGwPbYlAHF06lJqJ6YZAhIoO7dC8fn+6/iVO38wAATtYKvNzXH89084KFuZnM1RGRKWOQISKDSb1fgn8cSsLuS+W7UluaS3iuhy+m9faDvRV//RBRw/E3CRE1OlWJBquO3sGGU6ko1ZZv6jgqxB2v9Q+At6OVzNURUXPCIENEjaZMq8OmM/fwr59vI69YAwDo4e+INwe1RWcve5mrI6LmiEGGiBrs4ZYCH++7iVs5xQCAdq42eHNgG/QNdOZAXiIyGAYZImqQG5mF+HjfTRy7mQsAcLaxwIxIf4zp4sU9kYjI4BhkiKhecovKsOKn29gcfxdaAViYS3iuhw/+1Ls1B/ISkdHwtw0R1cnDcTArjtxGfkn5OJhBHVzw1qC28GtlLXN1RNTSMMgQUa0IIXAkMRcf70vErezycTBB7rZ4d0g79Ahwkrc4ImqxGGSI6JESH4yDOfq7cTCv9Q9AdLgnzDkOhohkxCBDRNW6X1SGFUdu45sz5eNgFGYSnu/hgz89wXEwRNQ08DcREVWi0QlsOnMXK366DdWDcTADg8rHwbR25jgYImo66rzJSX5+PmbNmoWhQ4fCzc0NkiQhJiamwjFarRZ//etfMXz4cPj6+sLGxgYdO3bE7Nmzcf/+/Vp9Tv/+/SFJUqXH8OHD61oyEdXB6Tv38czqeCz9MRGqEg2C3G2x6g+hWD6+M0MMETU5db4ik52djZUrVyI8PByjR4/GqlWrKh1TXFyMmJgYPPvss5g2bRpcXV0RHx+PRYsWYefOnTh9+jSsrR/9C7Ft27bYsGFDhTYnJ6e6lkxEtZCuUuPTAzcR92BfJEdrBf4SGYCxXb04DoaImqw6Bxl/f3/k5uZCkiRkZWVVGWSsra2RlJQEFxcXfVv//v3RunVrjB8/Hlu3bsVzzz33yM+ytrZGREREXUskojoo0+rwn5Op+OLn2ygu00ECML6bF16LDICTjYXc5RER1ajOQaY2S42bm5tXCDEP9ejRAwCQnJxc148lIgM4mpiDpT8m6rcVCPdxwHvD2qET90UiIhNh1MG+Bw4cAAB07ty5VscnJibC2dkZKpUK/v7+mDhxIubNm1fjbSm1Wg21Wq1/rlKpGlY0UTOUcr8YH++9iQO/ZgMAXGwt8ObAthgV6g4z7otERCbEaEEmNTUVs2fPxuOPP45Ro0Y98vg+ffpgwoQJCA4ORnFxMeLi4rBs2TL8/PPPOHjwIMzMqh6nvGTJEsTGxjZ2+UTNQkmZFmuOJ2PN8RSoNTqYS8Ck7j6Y3tef06mJyCQZ5TdXTk4ORo4cCSEENm3aVG0I+b1FixZVeD5y5EgEBATg7bffxo4dOxAdHV3leXPmzMGbb76pf65SqeDn59ewH4DIxAkhcODXbHy8NxGpeeVXLHsGOGH20HYIdLOVuToiovqr8/TrusrNzcWQIUOQmpqKvXv3om3btvV+r4cDhE+cOFHtMUqlEg4ODhUeRC3Z7ZxiTP/6ImZuuYzUPDU87C3xyZiO+HJSKEMMEZk8g16Ryc3NxeDBg5GUlIT9+/cjLCysUd63Nld0iFo6tUaHNceSserYHZRqBSzMJUzu6YtpT7SGjaW53OURETUKgwWZhyHm5s2b2Lt3L7p27drg91y3bh0AcEo20SMcu5mLxXuu405uCQCgd9tWeG9YIPy5oB0RNTP1CjJxcXEoLCxEfn4+AODy5cvYsmULgPKxLJIkYdiwYTh79iz+/ve/Q6PRVLgd5Obmhnbt2v1WhEKByMhI7N+/HwBw5MgRLF68GNHR0Wjbti1KSkoQFxeHlStXYuDAgYiKiqr3D0zUnGXmq/HxvpuIu1y+qJ2bnSVmDWmHYR1da7V0AhGRqZGEEKKuJwUEBOD27dtVvpaUlAQAaNOmTbXnv/DCC1i7du1vRUgSIiMjcejQIQDAjRs38Prrr+P8+fPIysqCJElo3749Jk6ciLfeegtKpbLWtapUKjg6OiIlJYXjZajZ0uoEvj5zF/93+BYK1FqYScCzj3vj1cgA2Ck5G4mITI9KpYKvry/y8vJq/P6uV5AxJQwy1NxdupuPD+Ku43JaAQAgxMse748I5KJ2RGTSahtk+E81IhOlKtHgH4eS8M2ZexAA7JXmeH1AG4zj3khE1IIwyBCZGCEEfriSiaU/JiK7sAwAMCrEHW8NagtXO0uZqyMiMi4GGSITci+vBIv23MBPN3IAAAEu1pg3PBA9A1rJXBkRkTwYZIhMgFYnsPH0XfzjUBKKy3SwMJfwp96tMbW3HywVXFeJiFouBhmiJu5aegFid19Hwt3y5Q66+jog5skgtHW1kbkyIiL5McgQNVElZVp88fMdrD2RAo1OwE5pjjcGtMG4bl7coZqI6AEGGaIm6Jdb9xG7+1f9yryDOrhgztBAeDjUfg0lIqKWgEGGqAnJKy7Dp/tvYvv5dADlK/POHRaIQcGuMldGRNQ0McgQNQFCCPx4NQsf/nADOQ+mVD/TzQszB7SBvRX/mhIRVYe/IYlkllVQisV7bmDftSwAQBsXa8Q8GYRufo4yV0ZE1PQxyBDJRAiB3ZcyseTHG8gr1kBhJmFqbz+89ERrTqkmIqolBhkiGWTmq/FB3A0cup4NAOjgbotFUR0Q7Gknc2VERKaFQYbIiIQQ2JmQgaV7E5FfUn4V5qU+rTGttx8szHkVhoiorhhkiIwkTaXGB7uv40hi+fYCnTztsDCqA4LcbWWujIjIdDHIEBmYEALbz6fh4303UaDWwsJcwit9/TG5lx8U3KWaiKhBGGSIDOheXglidl/HsZu5AIBQb3ssHBWEdm68CkNE1BgYZIgMQAiBHRfSsfTHRBSWamFpLuHVyAA839OXV2GIiBoRgwxRI8suLEXs7us4+Gv5jKRwHwd8MIqbPBIRGQKDDFEjOnAtC7G7ryOnqAwKs/KrMJMjfGHOqzBERAbBIEPUCArUGiz9MRE7LpTvkdTe3RZLnuqADh5cF4aIyJAYZIga6NTt+5i38xru5qkhAZjcyxev9gvg6rxEREbAIENUT2qNDssPJuGrX1IBAD5OVvjwqQ7cI4mIyIgYZIjq4fK9fLz33TUkZhUBAMZ28cQ7g9vCVsm/UkRExsTfukR1oNEJrD52B/86cgcanYCLrQU+eDII/dq7yF0aEVGLxCBDVEup90swZ8dVnE1RAQCGBLvi/RHt0crGQubKiIhaLgYZolqIu5SBD+Kuo0Ctha2lOeYOD8SoEHdIEqdVExHJiUGGqAaFag0+/OEGvkvIAFC+uN3S0R3g62Qtc2VERAQwyBBVKyFVhXd3XEVybgnMJOClJ1rjz339ucUAEVETwiBD9D+0OoE1x5Ox4qfb0OgEvByUWDo6mNOqiYiaoDqv2JWfn49Zs2Zh6NChcHNzgyRJiImJqfLY+Ph4DB48GHZ2dnBycsKYMWNw8+bNWn/Wvn370KtXL9jY2MDV1RWTJ09GRkZGXUsmqrU0VQmmbbiAfxy6BY1OYHgnN2z502MMMURETVSdg0x2djZWrlwJtVqN0aNHV3vc1atX0b9/f5SWluKbb77BmjVr8Ouvv6Jv377IzMx85OccPnwYI0aMgIeHB3bs2IHly5dj3759GDRoENRqdV3LJnqk/deyMPbLeJy+kwdrCzMsigrCstHBcLDihUsioqaqzr+h/f39kZubC0mSkJWVhVWrVlV53Pz586FUKrFr1y44ODgAAB577DG0b98en3zyCT766KMaP+edd95BUFAQtmzZAoWivMw2bdrgiSeewJo1azB9+vS6lk5UpVKNDn89cBMbTt0FAIR42eOj0cFo7cwBvURETV2dr8hIkvTIKacajQa7du3C2LFj9SEGKA9BAwYMwPbt22s8PzU1FadOncLzzz+vDzEA0Lt3bwQFBT3yfKLaSs4txvPrzulDzOQIX/znhXCGGCIiE2GQa+aJiYkoLi5GWFhYpdfCwsKwd+9elJSUwMrKqsrzL168qD+2qvOPHj1a7Wer1eoKt55UKlVdy6cW4ocrmYj5/lcUqLVwtFbgw6gOXKGXiMjEGGR73uzsbACAs7NzpdecnZ0hhEBubm69z3/4elWWLFkCR0dH/cPPz6+u5VMzp9bosCjuOt7edgUFai26+jpgy7RuDDFERCbIIEHmoZpuQdVmRdTqjqnp3Dlz5iAvL0//SE5OfnSh1GLczinGc2vPYlP8PQDAtN5+WPN8ODwdqr46SERETZtBbi25uJT/y7aqKyc5OTmQJAlOTk71Pr+qKzUPKZVKKJXKOlZMLcHuSxmI3X0dRaVaONtY4MOnOuCJdtX/WSIioqbPIFdk2rVrB2trayQkJFR6LSEhAYGBgdWOjwGAkJAQ/bFVnf/wdaLaKH1wK+ndb6+iqFSLx1s7YvO0bgwxRETNgEGCjEKhQFRUFLZt24b8/Hx9+507d3Dw4EGMGTOmxvN9fHzQo0cPrF+/HlqtVt9+4sQJXLt27ZHnEz10L68Ek786j03x9yAB+HOf1vjyD2Fwt+dVOyKi5kASQoi6nhQXF4fCwkLk5+djypQpGD9+PJ555hkAwMiRI2FjY4OrV6+ie/fu6NatG2bPno2SkhLMnz8fOTk5OHfuHNzc3PTvp1AoEBkZif379+vbDh06hCFDhiAqKgqvvPIKMjIyMHv2bDg6OuL06dO1vn2kUqng6OiIlJSUClPBqfk7djMX7357BfeLNXCwUuCj0cHow6swREQmQaVSwdfXF3l5eTV+f9cryAQEBOD27dtVvpaUlISAgAAAwJkzZ/Duu+/i+PHjUCgUGDhwID755BO0a9euYhGShMjISBw6dKhC+969ezF//nycO3cONjY2GDVqFD7++GO4u7vXulYGmZZHJwRWHU3G/x2+BQGgo6cd/ja2E3ycOKCXiMhUGDTImBIGmZYlr7gM83Zew6HrOQCAsV08MWdYIJQKg07QIyKiRlbbIMNNZKjZuJpWgDe2XkbK/RJYmkuYN7w9ort4yl0WEREZEIMMNQs7LqRhYdwNqDU6+Dgq8dexndDJy17usoiIyMAYZMiklWl1WLb3Jr4+U75XUt92zljydAc4WlvIXBkRERkDgwyZrJzCUry9/QpO3c4DALzS1x9/7tsaZrVYNZqIiJoHBhkySdfSC/CXzZdwN08NG0tzLHmqAwZ2cJW7LCIiMjIGGTI5P17JxLyd11BcpoNfKyv8Y3xnBLrZyl0WERHJgEGGTIZOCHx++DZWHr0DAOjVxgkfR3fkeBgiohaMQYZMQoFagzk7ruHQ9fKNRP/Y0wdvDGwLhRnHwxARtWQMMtTk3ckpxl82X0JiVhEszSUsGBmEp8I85C6LiIiaAAYZatJOJOXirW1XoCrRwN3OEn8f1wmhPlyhmYiIyjHIUJO15ew9LN5zAxqdQJiPPf4+thPcuGs1ERH9DoMMNTlancDfDyZh7YkUAMDIzm74YFQH7pdERESVMMhQk1JUqsXsHVdx8NfyQb2v9PPHy31aQ+Iid0REVAUGGWoy0lVqvPbNJVxJL4CluYSFUR0wsrO73GUREVETxiBDTcLle/l47ZtLyCgohbONBZaP74Quvo5yl0VERE0cgwzJ7qcbOXh722UUl+nQztUG/zehM3ydrOUui4iITACDDMlqy9l7WBR3HVpRvlLvp2M6wd6KfyyJiKh2+I1BshBC4POfbuOLn8u3G3g6zAMLRraHhTlnJhERUe0xyJDRlWl1iN19HTsupAMAXu7TGq/08+fMJCIiqjMGGTKqQrUGb267gmM3c2EuAfNGtMe4rl5yl0VERCaKQYaMJjNfjRmbyqdXW1uY4ZPojujX3kXusoiIyIQxyJBR3M4pxp//ewGpeWo421jg8wkhCPG2l7ssIiIycQwyZHBX0grw8tcJyCksQ+tWVvjXs6Hwa8Xp1URE1HAMMmRQp+/cx2vfXEKBWotgD1v8c2IoXO0s5S6LiIiaCQYZMphDv2bj7e1XoNbo8FhrR3w2vjPXiCEiokbFbxUyiJ0J6Xh/5zVoBdC/vTM+ju4IKwtzucsiIqJmhkGGGt2GU6lY+mMiACAq1B2xTwZxoTsiIjIIBhlqNEII/OvIHaw4chsA8FwPH7wzuC3MuNAdEREZCIMMNQohBP5+8BbWHE8GALwa6Y+XnmjN1XqJiMigDHa9f/LkyZAkqdrHiRMnqj137dq11Z6XlpZmqJKpnoQQWLb3pj7EvDukHf7ch1sOEBGR4Rnsisz777+Pl19+uVJ7VFQUlEolunfv/sj3+Pe//43g4OAKbS4uXAm2KdEJgQ/33MCm+HsAgPeHB+KZx7xlroqIiFoKgwWZdu3aoV27dhXaDh8+jKysLMybNw/m5o+ewRISEoLHH3/cUCVSA2l1ArG7f8X28+mQAMQ+GYToLp5yl0VERC2IUcfIrF69GpIkYcqUKcb8WDIAjU5g3s5r+P5iBswkYPFTHTAqxEPusoiIqIUx2pzYvLw8bNmyBYMGDUKbNm1qdc6oUaNgbm4OZ2dnjBkzBhcvXnzkOWq1GiqVqsKDGleZVod3v72C7y9mQGEmYVl0R4YYIiKShdGuyGzcuBHFxcWYOnXqI4/19PTE3LlzERERAQcHByQkJGDp0qWIiIjA0aNHER4eXu25S5YsQWxsbGOWTr9THmKuYu/VLFiYS/h0TCcMCOK4JSIikockhBDG+KDu3bsjKSkJqampUCqVdT7/1q1bCA0NxcCBA7Fjx45qj1Or1VCr1frnKpUKfn5+SElJgYODQ71qp3IancB7O64i7nImLMwlLB/XGX0DneUui4iImiGVSgVfX1/k5eXV+P1tlCsyFy5cwOnTp/H666/XK8QAQEBAAPr06VPjtG0AUCqV9f4Mqp5WJzB/1zXEXc6EwkzC38Z2YoghIiLZGWWMzOrVqwEA06ZNa9D7CCFgZsal7o1NJwQ+2H0dOxMyYC4Bn0R3RGR73k4iIiL5GTwVqNVqrF+/Hj169EBISEi93ycpKQlHjx5FREREI1ZHjyKEwOI9N7DtfBrMJGDp6I4YFOwqd1lEREQAjHBr6dtvv0VOTk61V2OmTp2KdevWITExEf7+/gCAwYMHo1+/fggLC9MP9l22bBkkScLChQsNXTI9IITAR3sT8U38PUgon2I9vJOb3GURERHpGTzIrF69Gra2tpg4cWKVr2u1Wmi1Wvx+zHFoaCg2bdqETz75BMXFxXB3d8fAgQPx/vvvIygoyNAlE8pDzF8PJGHDqbsAgA9GBXGKNRERNTlGm7UkF5VKBUdHR85aqqN/HrmNFT+V72I9f0R7jO/mJXNFRETUktR21hJHzlIlX5++qw8xs4e2Y4ghIqImi0GGKoi7lIEPf7gBAJjetzX+0N1H5oqIiIiqxyBDekcTc/Ded9cgAEx8zBvT+/rLXRIREVGNGGQIAHA+VYU3tl6GRicwvJMb5gxrB0mS5C6LiIioRgwyhBuZhZix6SKKy3To3bYVPnyqA8wYYoiIyAQwyLRwqfdL8Of/JiCvWIMwb3v8bWwnWJjzjwUREZkGfmO1YLlFZXh5YwIyCkrRztUGn08IgY2ludxlERER1RqDTAul1ujw+uZLuJVTDC8HJf71bCicbCzkLouIiKhOGGRaIJ0QmPvdNZxNUcFeaY4VE0Pg6cAdw4mIyPQwyLRAyw/ewg9XMqEwk/C3cZ0Q6GYrd0lERET1wiDTwnwTfxdrjicDAGKfDELPgFYyV0RERFR/DDItyJEbOVi8p3zV3lf6+eOpMG4CSUREpo1BpoW4mVWEWd9egU4AT4V54OU+reUuiYiIqMEYZFqA+0VlePWbiyhQa9HNzwExI9tz1V4iImoWGGSauTKtDm9vv4Lk3BL4OCq54B0RETUr/EZr5pbtvYmTt+7DxtIc/3gmBM62lnKXRERE1GgYZJqxTWfu4uszdyEBWPp0MILcOc2aiIiaFwaZZio+OQ9Lf0wEAPylfwAGBLnIXBEREVHjY5BphjLz1Xhr6xVodALDO7lham8/uUsiIiIyCAaZZubh4N6swlIEutkg9skgzlAiIqJmi0GmmfnrgSTEJ6tgpzTH38Z24m7WRETUrDHINCNxlzKw/pdUAMDiqA4IcLGRuSIiIiLDYpBpJm5kFmLB978CAKb19sPADq4yV0RERGR4DDLNQFGpFm9tu4LiMh0i2jjh1cgAuUsiIiIyCgaZZmDZ3kTczCqCm50llj4dDHMzDu4lIqKWgUHGxMVdysDWc2mQACx5ugNcuHIvERG1IAwyJiw5txixu68DAF7q0xo9A1rJXBEREZFxMciYqDKtDu9sv4LC0vIdrV/u6y93SUREREbHIGOilh+8hUv3CuBgpcBHo4Oh4LgYIiJqgQwWZA4dOgRJkqp8nDhx4pHnZ2RkYPLkyXB1dYWNjQ169eqF/fv3G6pck3IiKRfrTqYAABaOCoKng5XMFREREclDYegP+PDDDzFgwIAKbSEhITWeo1arMWjQINy/fx/Lly+Hu7s7Pv/8cwwfPhz79u1DZGSkIUtu0vJLNHh/V/l6Mc908+J6MURE1KIZPMi0b98eERERdTpn9erVuHjxIo4dO4ZevXoBAAYMGIDw8HDMmjULJ0+eNESpJmHp3kSkqdTwdbLCW4Payl0OERGRrJrkGJnt27ejQ4cO+hADAAqFAs899xx++eUXpKamylidfA5cy8J3F9IhAVj8VAfuo0RERC2ewYPMjBkzoFAo4ODggGHDhuHnn39+5DkXL15EWFhYpfaHbZcuXar2XLVaDZVKVeHRHOQUliI2rnyq9eQIX3Tzc5S5IiIiIvkZLMg4Ojri9ddfxxdffIGDBw9i+fLlSE5ORv/+/fHDDz/UeG52djacnZ0rtT9sy87OrvbcJUuWwNHRUf/w8/Nr2A/SBAghsDDuBnIKyxDoZoMZ3IKAiIgIgAHHyHTt2hVdu3bVP+/bty+io6MRGhqKWbNmYdiwYTWeL0nVTyeu6bU5c+bgzTff1D9XqVQmH2a+v5SBfdeyoDCT8OFTwVAqmuQdQSIiIqMz6jeik5MTRo0ahQsXLqC4uLja41xcXKq86pKTkwMAVV6teUipVMLBwaHCw5TlFpXhox8TAZSv3tvR007mioiIiJoOo//TXggBoOarKqGhoUhISKjU/rDtUdO3m5NP99/E/WINAt1sMK23aV9ZIiIiamxGDTK5ubnYtWsXunTpAiur6hdxi46OxtWrVytMs9ZoNFi/fj169uwJb29vY5Qru19u3ceOB7OUFowMgoU5bykRERH9nsHGyEyaNAmtW7fG448/DldXV1y/fh2ffvop0tPTsXbtWv1xU6dOxbp165CYmAh///L9gqZMmYLPP/8c48ePx9KlS+Hu7o4VK1bg2rVr2Ldvn6FKblLUGh0+eDBL6ZluXujia9q3yIiIiAzBYEEmLCwMmzZtwr/+9S8UFBTA2dkZffr0wVdffYXu3bvrj9NqtdBqtfpbTkD5OJf9+/dj1qxZeO2111BUVIQuXbogLi6uxazq++XRO7idUww3O0u8PqCN3OUQERE1SZL4fYJohlQqFRwdHZGSkmIyA38TMwsxblU8NDqBT8d0xNCObnKXREREZFQqlQq+vr7Iy8ur8fubgy6aGCEEPoi7Do1OIDLQGUOCuZcSERFRdRhkmpjdlzIRn6yCtYUZ5g4PrHF2FxERUUvHINOEFJdp8feDSQCAPz3RGl6O1c/sIiIiIgaZJmXdiRSkqdTwclDi+R4+cpdDRETU5DHINBEZ+WqsOZ4MAHhzUBtYWXBnayIiokdhkGkilh+6heIyHbr4OmAYZykRERHVCoNME3DpXj6+u5AOAJg1uC0H+BIREdUSg4zMhBBYtrd8U8hRIe4I9TGNtW6IiIiaAgYZme29moX4ZBWsFGZcwZeIiKiOGGRkpNEJfHboFgBgcoQvPB2U8hZERERkYhhkZLTzQjpu5RSjlY0FJkf4yl0OERGRyWGQkUmpRod/HrkNAJjayw+2SoPt30lERNRsMcjIZMvZe7inUsPdzhITHvOSuxwiIiKTxCAjA7VGh1XHyhe/e6lPay5+R0REVE8MMjL49nwaMgtK4emgxJgunnKXQ0REZLIYZIysTKvD6gdXY6b08oOFOf8XEBER1Re/RY1s18UM3FOp4WpriehwD7nLISIiMmkMMkak1Qn91ZgXInw4NoaIiKiBGGSM6NCv2bidUwxHawWe6eYtdzlEREQmj0HGiP7zSwoA4JluXrCx5NUYIiKihmKQMZKEVBXik1VQmEl49jFejSEiImoMDDJG8tUvqQCAkSHucLPnnkpERESNgUHGCO7lleDHK5kAgD/28JG5GiIiouaDQcYINsffg1YAPfwd0cHDTu5yiIiImg0GGQMr0+qw/Xw6AGACx8YQERE1KgYZAzt0PRtZhaVwsbXAgCAXucshIiJqVhhkDGxz/D0AQHS4J7cjICIiamT8ZjWg5NxiHE+6DwnA2K7cHJKIiKixMcgY0LZzaQCA3m1bwdfJWuZqiIiImh+DBZkDBw5gypQpCA4Ohq2tLXx8fPD000/jzJkzjzx37dq1kCSpykdaWpqhSm5UOiGw62IGAGBMF16NISIiMgSFod74n//8J7Kzs/H666+jU6dOyMzMxKeffoqIiAj88MMPGDhw4CPf49///jeCg4MrtLm4mMaA2fjkPKSp1LBTmiOyvWnUTEREZGoMFmQ+//xzuLu7V2gbPnw4AgMD8eGHH9YqyISEhODxxx83VIkG9f2DqzGDO7hCqeAdPCIiIkMw2Dfs/4YYALCzs0OnTp2QnJxsqI9tEsq0Ovx4JQsA8GRI5X4gIiKixmHUSwV5eXmIj49H586da3X8qFGjYG5uDmdnZ4wZMwYXL1585DlqtRoqlarCw9h+TsyFqkQDNztLdPd3MvrnExERtRRGDTIzZsxAYWEh5s6dW+Nxnp6emDt3LlatWoWDBw9i4cKFOHXqFCIiInD+/Pkaz12yZAkcHR31Dz8/v8b8EWrl4W2l4Z3cYG4mGf3ziYiIWgpJCCGM8UHvv/8+Fi1ahM8++wyvvvpqnc+/desWQkNDMXDgQOzYsaPa49RqNdRqtf65SqWCn58fUlJS4ODgUK/a60Kt0aHvX4+huEyHjS92RYi3vcE/k4iIqLlRqVTw9fVFXl5ejd/fBhvs+3uxsbFYtGgRFi9eXK8QAwABAQHo06cPTpw4UeNxSqUSSqWyXp/RGH65dR/FZTq421uisxc3iCQiIjIkg99aio2NRUxMDGJiYvDee+816L2EEDAza9ozgA7fyAYARAa6QJJ4W4mIiMiQDJoKFi5ciJiYGMybNw8LFixo0HslJSXh6NGjiIiIaKTqGp8QAoev5wAAIts7y1wNERFR82ewW0uffvop5s+fj+HDh+PJJ5+sdEvoYSCZOnUq1q1bh8TERPj7+wMABg8ejH79+iEsLAwODg5ISEjAsmXLIEkSFi5caKiSG+zXjEKkqdSwUpihZ4CT3OUQERE1ewYLMjt37gQA7NmzB3v27Kn0+sMxxlqtFlqtFr8fcxwaGopNmzbhk08+QXFxMdzd3TFw4EC8//77CAoKMlTJDfbTjfKrMT0DnGBlYS5zNURERM2f0WYtyUWlUsHR0dEos5b+sPYsLqTmY/6I9hjfzcugn0VERNSc1XbWUtMeOWtCcovKkJCaDwDoF8jxMURERMbAINNI4pPzIAAEutnAw0G+6d9EREQtCYNMIzmfUr4VQhdfwy+6R0REROUYZBrJWQYZIiIio2OQaQRqjQ6X7pWPj+nq6yhzNURERC0Hg0wjuJKWjzKtgLONBfxaWcldDhERUYvBINMIzib/dluJ2xIQEREZD4NMI3g4PqarH8fHEBERGRODTAMJIThjiYiISCYMMg10J7cEOUVlsDSX0MnTXu5yiIiIWhQGmQa6kFp+NaaTlz0sFexOIiIiY+I3bwOlqdQAAH9na5krISIiankYZBooq6AUAOBmZylzJURERC0Pg0wDZT4IMq4MMkREREbHINNA2YXlQcbFlkGGiIjI2BhkGihLf0XGQuZKiIiIWh4GmQbKKiwDALjZKWWuhIiIqOVhkGmAolItikq1AABXW16RISIiMjYGmQZ4eFvJ2sIMNpbmMldDRETU8jDINEBW4W8zlrhZJBERkfExyDSAfqAvZywRERHJgkGmAbiGDBERkbwYZBogm0GGiIhIVgwyDaAfI8NbS0RERLJgkGmATC6GR0REJCsGmQbILihfDM+Vi+ERERHJgkGmAX67tcQrMkRERHJgkKknrU4gp5CDfYmIiOTEIFNPuUVl0ApAAuDMwb5ERESyMGiQKSgowMyZM+Ht7Q0rKyt06dIFX3/9da3OzcjIwOTJk+Hq6gobGxv06tUL+/fvN2S5dZL94GpMK1sLKMy4qi8REZEcFIZ88zFjxuDUqVNYunQpgoKC8N///hfPPvssdDodJk2aVO15arUagwYNwv3797F8+XK4u7vj888/x/Dhw7Fv3z5ERkYasuxa4aq+RERE8jNYkNm9ezf27t2rDy8AMGDAANy+fRvvvPMOJkyYAHPzqjdaXL16NS5evIhjx46hV69e+nPDw8Mxa9YsnDx50lBl1xpX9SUiIpKfwW4tbd++HXZ2dhg/fnyF9hdffBF3796tMYxs374dHTp00IcYAFAoFHjuuefwyy+/IDU11VBl11oWB/oSERHJzmBB5uLFi+jYsSMUiooXfcLCwvSv13Tuw+OqOvfSpUvVnqtWq6FSqSo8DEG/hgxvLREREcnGYEEmOzsbzs7OldoftmVnZxvk3CVLlsDR0VH/8PPzq2vptfLbFRmuIUNERCQXg85akqTqZ/PU9FpDzp0zZw7y8vL0j+Tk5EcXWg9Dgl0xpZcfwn0cDPL+RERE9GgGG+zr4uJS5ZWTnJwcAKjyiktjnKtUKqFUGn7LgKEd3TC0o5vBP4eIiIiqZ7ArMqGhobhy5Qo0Gk2F9oSEBABASEhIjec+PK6u5xIREVHLYbAgEx0djYKCAmzdurVC+7p16+Dt7Y2ePXvWeO7Vq1crzGzSaDRYv349evbsCW9vb0OVTURERCbEYLeWRowYgSFDhmD69OlQqVQIDAzExo0bsWfPHqxfv16/hszUqVOxbt06JCYmwt/fHwAwZcoUfP755xg/fjyWLl0Kd3d3rFixAteuXcO+ffsMVTIRERGZGIOu7Ltt2zbMnTsX8+fPR05ODoKDg7Fx40ZMnDhRf4xWq4VWq4UQQt+mVCqxf/9+zJo1C6+99hqKiorQpUsXxMXFNYlVfYmIiKhpkMTvE0QzpFKp4OjoiJSUFDg4cIYRERGRKVCpVPD19UVeXl6N39/c/ZqIiIhMFoMMERERmSwGGSIiIjJZDDJERERkshhkiIiIyGQxyBAREZHJYpAhIiIik8UgQ0RERCbLoCv7NgUP1/vLz8+XuRIiIiKqrYff249at7fZB5mHHdGxY0eZKyEiIqK6ys/Ph6OjY7WvN/stCnQ6He7evQt7e3tIktRo76tSqeDn54fk5GRufWBg7GvjYD8bB/vZONjPxmHIfhZCID8/H97e3jAzq34kTLO/ImNmZgZfX1+Dvb+DgwP/khgJ+9o42M/GwX42DvazcRiqn2u6EvMQB/sSERGRyWKQISIiIpPFIFNPSqUSCxYsgFKplLuUZo99bRzsZ+NgPxsH+9k4mkI/N/vBvkRERNR88YoMERERmSwGGSIiIjJZDDJERERkshhk6qigoAAzZ86Et7c3rKys0KVLF3z99ddyl2WyDhw4gClTpiA4OBi2trbw8fHB008/jTNnzlQ6Nj4+HoMHD4adnR2cnJwwZswY3Lx5U4aqm4dVq1ZBkiTY2dlVeo193TA///wzRo4ciVatWsHa2hrt27fHwoULKxzDPm64s2fPYvTo0fD29oaNjQ2Cg4PxwQcfoKioqMJx7Ovayc/Px6xZszB06FC4ublBkiTExMRUeWxd+vSzzz5DcHAwlEol2rRpg9jYWJSVlTVe4YLqZMiQIcLJyUn861//EgcOHBDTpk0TAMSGDRvkLs0kjRs3TgwYMECsWLFCHDp0SGzevFlEREQIhUIh9u/frz/uypUrwt7eXvTt21d8//33YuvWraJz587C29tbZGRkyPgTmKaUlBTh6OgovL29ha2tbYXX2NcNs2HDBmFmZiYmTpwovvvuO3HgwAHx5ZdfitjYWP0x7OOGu3TpkrCyshLh4eFi06ZNYv/+/WLBggXC3NxcPPXUU/rj2Ne1l5SUJBwdHUW/fv30320LFiyodFxd+nTRokVCkiQxZ84ccfDgQbFs2TJhaWkp/vSnPzVa3QwydfD9998LAOK///1vhfYhQ4YIb29vodFoZKrMdKWnp1dqy8/PFx4eHmLQoEH6tvHjxwtXV1eRl5enb7t165awsLAQs2bNMkqtzcmoUaNEVFSUeOGFFyoFGfZ1/aWkpAhbW1sxffr0Go9jHzfc3LlzBQBx48aNCu0vvfSSACBycnKEEOzrutDpdEKn0wkhhMjMzKw2yNS2T7OysoSVlZV46aWXKpy/ePFiIUmSuHTpUqPUzVtLdbB9+3bY2dlh/PjxFdpffPFF3L17FydPnpSpMtPl7u5eqc3Ozg6dOnVCcnIyAECj0WDXrl0YO3ZshSWw/f39MWDAAGzfvt1o9TYH69evx+HDh7FixYpKr7GvG2bVqlUoLCzEu+++W+0x7OPGYWFhAaDyEvZOTk4wMzODpaUl+7qOJEl65J6EdenTPXv2oKSkBC+++GKF93jxxRchhMC3337bKHUzyNTBxYsX0bFjRygUFbeoCgsL079ODZeXl4f4+Hh07twZAJCYmIji4mJ9P/9eWFgYbty4gZKSEmOXaZIyMjIwc+ZMLF26tMo9yNjXDfPTTz/B2dkZV69eRZcuXaBQKODu7o6XX34ZKpUKAPu4sbzwwgtwcnLC9OnTcfPmTeTn52PXrl344osvMGPGDNja2rKvDaAuffrwOzE0NLTCcV5eXnB1dW2070wGmTrIzs6Gs7NzpfaHbdnZ2cYuqVmaMWMGCgsLMXfuXAC/9Wt1fS+EQG5urlFrNFWvvPIKOnTogOnTp1f5Ovu6YVJTU1FUVITx48djwoQJ2LdvH9555x385z//wciRIyGEYB83koCAABw/fhwXL15Eu3bt4ODggKioKLzwwgtYvnw5AP55NoS69Gl2djaUSiVsbW2rPLaxvjOb/e7Xja2my26PuiRHj/b+++9jw4YN+Oyzz/DYY49VeI193zBbt27Fzp07cfbs2Uf2F/u6fnQ6HUpKSrBgwQLMnj0bANC/f39YWlpi5syZ2L9/P2xsbACwjxvq1q1biIqKgoeHB7Zs2QI3NzecPHkSixYtQkFBAVavXq0/ln3d+Grbp8boewaZOnBxcakyQebk5ACoOqFS7cXGxmLRokVYvHgxXn31VX27i4sLgKqveOXk5ECSJDg5ORmrTJNUUFCAGTNm4LXXXoO3tzfu378PACgtLQUA3L9/HxYWFuzrBnJxccH169cxbNiwCu0jRozAzJkzER8fj6effhoA+7ihZs+eDZVKhXPnzun/xd+vXz+4urpiypQp+OMf/whPT08A7OvGVJffES4uLigpKUFRUZE+wP/+2P/9x2p98dZSHYSGhuLKlSvQaDQV2hMSEgAAISEhcpTVLMTGxiImJgYxMTF47733KrzWrl07WFtb6/v59xISEhAYGAgrKytjlWqSsrKykJ6ejk8//RStWrXSPzZu3IjCwkK0atUKf/jDH9jXDVTVuAEAEA+2tDMzM2MfN5Jz586hU6dOlW5bdO/eHQD0t5zY142rLn36cGzM/x6blpaGrKysRvvOZJCpg+joaBQUFGDr1q0V2tetWwdvb2/07NlTpspM28KFCxETE4N58+ZhwYIFlV5XKBSIiorCtm3bkJ+fr2+/c+cODh48iDFjxhizXJPk6emJgwcPVnoMGzYMVlZWOHjwIBYtWsS+bqCxY8cCAOLi4iq07969GwAQERHBPm4k3t7euHTpEgoKCiq0Hz9+HADg6+vLvjaAuvTp8OHDYWVlhbVr11Z4j7Vr10KSJIwePbpximqUSdwtyJAhQ0SrVq3EypUrxYEDB8Sf/vQnAUCsX79e7tJM0ieffCIAiOHDh4vjx49Xejx05coVYWdnJ/r16yd2794ttm3bJkJCQrioVQNVtY4M+7phoqKihFKpFAsXLhR79+4VS5YsEVZWVmLUqFH6Y9jHDbdjxw4hSZKIiIjQL4i3ePFiYWdnJzp16iTUarUQgn1dV7t37xabN28Wa9asEQDE+PHjxebNm8XmzZtFYWGhEKJuffpwQbz33ntPHDp0SHz88cdCqVRyQTw55efni7/85S/C09NTWFpairCwMLFx40a5yzJZkZGRAkC1j987ffq0GDRokLCxsREODg5i9OjRlRbDorqpKsgIwb5uiKKiIvHuu+8KPz8/oVAoROvWrcWcOXNESUlJhePYxw134MABMXToUOHp6Smsra1FUFCQeOutt0RWVlaF49jXtefv71/t7+OkpCT9cXXp0+XLl4ugoCBhaWkpWrduLRYsWCBKS0sbrWZJiAc3b4mIiIhMDMfIEBERkclikCEiIiKTxSBDREREJotBhoiIiEwWgwwRERGZLAYZIiIiMlkMMkRERGSyGGSIiIjIZDHIEBERkclikCEiIiKTxSBDREREJotBhoiIiEzW/wO5Vfichpj9YgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.arange(0,100.5,0.5)\n", "y = 2.0*np.sqrt(x) \n", "plt.plot(x,y)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What happened? " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once you call the function pyplot.show() is called, which can be shorthanded as `plt.show()`, no more changes can be made to our plot or its axes. You don't need the plot.show() in a jupyter notebook because by default figures are displayed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "A matplotlib plot generally consists of a `figure` object and an `axes` object. In the example above, these were automatically generated for us using the `plt.plot()` function. However, if we want to have more control of our plot, such as adding muliple axes, we will want to have more control over our plotting routines. Here, we will want to store our plot as a figure object by setting setting plt.figure() to a variable. Once a figure has been created, axes objects can be created and placed on our figure using `add_axes()` method for the figure object. You can then define the area on the page that the plot will be located.\n", "\n", "While there are many ways to plot without explicitly defining the figure and axes,\n", "it is better to get used to them as all useful high quality plots will require them\n", "\n", "For that reason, I encourage you to adopt \"Axes\" methods for plotting rather than \"pyplot\" methods\n", "\n", "Most of the time it doesn't matter but see Table 10.1 on page 139 for situations where it does" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(5,5))\n", "#in the above we are explicitly defining the size to be 5x5 inches\n", "#think of the plotting area as a canvas and in this case we are centering the plot\n", "# and ony using 50% of the display area in the x and y directions\n", "# the convention is where does the plot start in x and y and then width and height\n", "#what is seen in jupyter is not the same as it is when we actually save it\n", "ax = fig.add_axes([0.25,0.25,0.5,0.5])\n", "ax.plot(x,y,'red')\n", "plt.savefig('plot_1.png')\n", "#open the plot in a \"new browser tab\" to see how the image is on the \"page\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "We can also plot multiple lines/markers on a single plot just by calling the ax.plot() function multiple times before showing the figure. This is also introducing the concept of subplots even though in this case there is only one \"subplot\". Note that the fig and ax are defined together\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# evenly sampled time at 200ms intervals\n", "t = np.arange(0., 5., 0.2)\n", "fig = plt.figure(figsize=(10,10))\n", "#return the axis for the plot and create one if there isn't one already defined\n", "ax = plt.gca()\n", "ax.plot(t, t, color=\"red\", linestyle = \"--\",linewidth=2) \n", "ax.plot(t, t**2, color=\"blue\", marker = \"o\",linewidth=0)\n", "ax.plot(t, t**3, color=\"green\", marker = \"^\",linewidth=0)\n", "ax.plot(t, t**(5/2), color=\"orange\", linestyle = \"-\",linewidth=5/2)\n", "plt.savefig('plot_2.png')\n", "#open the plot in a \"new browser tab\" to see how the image is on the \"page\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "> I really nice quick guide on Python line and marker options can be found [here](https://towardsdatascience.com/all-your-matplotlib-questions-answered-420dd95cb4ff)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also, the figure below may be useful as it identifies plotting elements and the terminology used to name them. This could be helpful, especially when googling questions:
\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "To add labels to our figure we can use \"set\" for labels and titles \n", "(again there are simpler ways to do this, but better to learn a way that will work for all plots)\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig= plt.figure(figsize=(7,5))\n", "ax = plt.gca()\n", "ax.plot(t, t, color=\"red\", linestyle = \"--\",linewidth=2,label=\"Blimp\") \n", "ax.plot(t, t**2, color=\"blue\", marker = \"o\",linewidth=0,label=\"Propeller plane\")\n", "ax.plot(t, t**3, color=\"green\", marker = \"^\",linewidth=0,label=\"737\")\n", "ax.plot(t, t**(5/2), color=\"orange\", linestyle = \"-\",linewidth=5/2,label=\"Airbus\")\n", "ax.set(xlabel='Time [seconds]')\n", "ax.set(ylabel=('Velocity [m/s]'))\n", "ax.set(title='Whatever')\n", "ax.set(title='Aircraft velocities')\n", "ax.legend(loc=\"upper left\")\n", "plt.savefig('plot_3.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "Lets say we wanted to zoom in on the lower velocity values. How would we do this? Fortunately, maplotlib has a function for explicitly setting the y `ylim` and x `xlim` axis limits:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#use the subplot format even though on;y 1 plot\n", "fig,ax = plt.subplots(1,1,figsize=(5,7))\n", "ax.plot(t, t, color=\"red\", linestyle = \"--\",linewidth=2,label=\"Blimp\") \n", "ax.plot(t, t**2, color=\"blue\", marker = \"o\",linewidth=0,label=\"Propeller plane\")\n", "ax.plot(t, t**3, color=\"green\", marker = \"^\",linewidth=0,label=\"737\")\n", "ax.plot(t, t**(5/2), color=\"orange\", linestyle = \"-\",linewidth=5/2,label=\"Airbus\")\n", "ax.set(xlabel='Time [seconds]')\n", "ax.set(ylabel=('Velocity [m/s]'))\n", "ax.set(title='Whatever')\n", "ax.set(title='Aircraft velocities')\n", "ax.legend(loc=\"upper left\")\n", "\n", "plt.ylim(0,20)\n", "\n", "plt.savefig('plot_4.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "We've already used subplot but only for one plot. The first two arguments, `nrows`, `ncols`, defines the number of panels. These are usually inputed as integers. In the code snipit below, we tell matplotlib that we want 2 rows and 1 column, so a 'vertical' 2 panel plot. This function returns a figure and axes object. In this example, specific names are given to the two separate axes in the figure." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Define a function\n", "def f(t):\n", " return np.exp(-t) * np.cos(2*np.pi*t)\n", "\n", "#Create some data points...\n", "t1 = np.arange(0.0, 5.0, 0.1)\n", "t2 = np.arange(0.0, 5.0, 0.02)\n", "\n", "#Lets create a plot!\n", "#the constrained layout option makes the figure fit as much of the page as possible\n", "fig, (ax1,ax2) = plt.subplots(2, 1, constrained_layout=True)\n", "ax1.plot(t1, f(t1),color=\"blue\", marker = \"o\",linewidth=0)\n", "ax1.plot(t1, f(t1),color=\"black\", linestyle = \"-\")\n", "ax1.set_title('subplot 1')\n", "ax1.set_xlabel('distance (m)')\n", "ax1.set_ylabel('Damped oscillation')\n", "#this is a title that is at the top\n", "fig.suptitle('This is a somewhat long figure title', fontsize=16)\n", "\n", "ax2.plot(t2, np.cos(2*np.pi*t2),color='red',linestyle = \"--\")\n", "ax2.set_xlabel('time (s)')\n", "ax2.set_title('subplot 2')\n", "ax2.set_ylabel('Undamped')\n", "\n", "\n", "plt.savefig('plot_5.png') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You've seen and have the code for many examples of other types of plots:\n", "- bar plots\n", "- histograms\n", "- box and whiskers\n", "- time series\n", "- plotting text on a figure\n", "- drawing straight lines on a figure\n", "- plotting time strings\n", "- and much more\n", "\n", "Use the codes provided to see examples. And sorry for the repetition- there are always multiple\n", "ways to accomplish plotting (and python in general)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'v plotted wind direction using the scatter function, but let's generate\n", "a scatterplot, which will get used a bunch in Chapter 4. To introduce those\n", "let's get the data used in Chapter 2e again" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " STID Date Speed Direction Gust\n", "0 WBB 2020-05-01 00:00:00-06:00 2.1 254.8 2.6\n", "1 WBB 2020-05-01 00:01:00-06:00 2.6 258.5 3.2\n", "2 WBB 2020-05-01 00:02:00-06:00 2.5 258.6 3.2\n", "3 WBB 2020-05-01 00:03:00-06:00 2.1 253.7 2.9\n", "4 WBB 2020-05-01 00:04:00-06:00 0.6 280.5 1.3\n", "... ... ... ... ... ...\n", "44635 WBB 2020-05-31 23:55:00-06:00 5.3 152.0 6.4\n", "44636 WBB 2020-05-31 23:56:00-06:00 4.1 146.9 5.1\n", "44637 WBB 2020-05-31 23:57:00-06:00 3.6 164.6 6.7\n", "44638 WBB 2020-05-31 23:58:00-06:00 5.2 159.3 7.2\n", "44639 WBB 2020-05-31 23:59:00-06:00 6.2 155.7 8.5\n", "\n", "[44640 rows x 5 columns]\n" ] } ], "source": [ "#need to parse the date string\n", "#this will be really useful later for just about any time you mess with datestrings\n", "dateparse = lambda x: datetime.strptime(x, '%Y-%m-%dT%H:%M:%S%z')\n", "#there are times with no actual values (direction blank and wind speed and gust 0)\n", "#those will get changed to NaN by the read_csv function\n", "headers = ['STID','Date', 'Speed', 'Direction', 'Gust']\n", "dtypes = {'STID': 'str','Date': 'str', 'Speed': 'float', 'Direction': 'float', 'Gust': 'float'}\n", "\n", "df = pd.read_csv('../data/wbb_may_2020.txt', parse_dates=['Date'], date_parser=dateparse, \\\n", " names=headers,dtype = dtypes,na_filter=True,skiprows=8)\n", "pd.set_option('display.float_format', lambda x: '%.1f' % x)\n", "print(df)\n", "# times are local (MDT)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " \n", "**Scatterplots:** What is the relationship between wind speed and direction? Do we see higher wind gusts from certain directions? \n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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ykgjpsoHlOiQDCmvagkwsVB9PpMoMJAK8OJqjLaIR1GQ+ftMg8aDCxs4w8YBCUbexHYeyaRNSJY6lyiiSwLs3eTfHNa1B5sreXOC2/ig+WeBd61uxHYcNnWGu7IthOzCRq2K5kCoZaIpEQJX45au7+a1vH2BzZ4jOiI8tPRF+/vIOdMvm6t4wR2aKfGBrJ90xH11Rlf/5k9NIoovjwurWIM+eyPBP+2f58tOjdEU19k4W+Owda5gpGGiKyGRB5+XTeb70o5PsnSiQKunsnyxwVV+UOza0o5sOL47mGMtWeezwPEfnyggIzBQMyrpDzK8wmde5aXWCiE9mIOlnLOMRyCMzJQ4sjAFs7Y6yrj0Egjebedv6NhTptY/v4opIvUL1a9t7aQ1r/O4tq5BEAUmA7QMe+Q1qEo8cTjFb0Pnmy9N85vbV9MT9fHLnEIemy/gUial8ja+/OMmJ+QqvjOf50bF5AqpEUJMZbg3y4liOxT81nzg6z+6xHPsmC6iySNWw+ZOHjpEuGQ1CHNSkMyo89XX/7bOnKevebGG96vbCqRzzZYPZog6cXZ0DGseimw6m7SC43njBD16d5eGDc+QqJo8c8gjs1p4o2wZiDSKgSGKDHNSrUrdvaLuoqltAlbiiL0Zfws+J+UrjPVhaoVr8XVExbPZN5BEE2NwdaZCS1ypwA43nXkoVcKXq2HLnD7wRmvr79EZj6VrezH29EbiQSmcTTfxrRJMsXgL2jRfIlA2eOOr9As2UDT70/3uZmYLOeLbK1u4In/7eYX7x3lf400eOMZXXsSwHnyLx/q1epalq2tQsh6rlYtmQrliIOMyXTfpjPv7+5Sm6YhqXtYeI+GR6434kUUCVBHpiPqqmQ9WwSZcMYn6F+ZJJZ0TDdqA74qM74uPRI2nWd4QQBRAFqFo2NdPmhVNZBhN+QppMb8JPS0jjz969hpagiizJbOwMYTowkAwQ9Sls6AgzmqmQrhi0RzTWd0aQRYGSbtEV9zOQDNKf8NMW1risI8zx+RK67XB8vsy6jhBBTeIPbhsm5lP4g3es4rHDKV4czXHDcIL3bGrnit4o79zQxhU9UQBOpSu8OlXkRKrCh67o5HS2iix4Ev/pYo3rhhK8Ol0koMqcnK9imA4iEPEpSAK0hRTawiq/dHU39+6aYHS+wj+9mmLn2iQbO8McnClzeW+U3aeL9CUCjGertIc1njuZQxIhX7VZ2xYEwHJcHnh1lkPTRUbmyuimN8843BpgdWuQoaSfiCbzyuk8hZrFS6fz9CX8qLLIsbkSL4zleHWqgAB0x3zeLGdQQRYFZEng5HwFvyLy5PEsoigwmdOxHZdVrQHWtAVBgL5EgJBP4tbLWgmqEpu7wvzWtw8wmas2yOFiIlafm7v3+XE+uXOI3WN59k4UqJgOTx1P88TReVwXru2Podte2/ybuyf5oweOkikb3LAqgU8W6Yr4GEoG6IxoBFRvjOIHr842WrSuC3NFnb964iQVw2bn2ha2DcQahOzLT48yXzL4/350kt/69gFSJR1VFs+4EdfJnmm72I7HPOst4XzNZG1HiDVtQW5b39YgHo8cmmuQnsWk78R8he6YjxOpUmO0ol5x/N6+GcDl/Vs7G1XQUs3ieKrM9oF4Yz2XQhZu39DG9asSjR9By5G8gPrae/PwwTn6kwEifm9sYOm+6z80A6q07HpWIn2Lz+lyBHMlEll/n77yzNiy2z7f/s6FpWtZvK8mmmjiZwdvObK4d+9e7rjjDvr6+vD7/SQSCbZv3843vvGNM573q7/6qwiCcNa/devWLbvdv/7rv2bdunVomsbg4CB//Md/jGmal7TGwzMlPvPA0cYX73958Bhl3eLQdIl17SH+y4PHePZEhpFUmedOZEkVdTJVk96YjwdenSNbNdk7kcdyXAKqgCyCLEC25ilyv38gRa5i8fzJHHsmCkR9CkdnS9guKJJAumLw/Kks49kqNctmPFdFk+FkukrIJ2E7LvumCgi4lHSbawZjhFSJgUSAmulQs2yeP5WjpNuMZ6uMpit89dkJwppE1bQ5OF3CJ4soosCdW9q5uj8GgCTAC6NZbl4d58hsCVUSOTpXJhFQWNceRkDglYk8AiKyKBDzK7w8lufZExk+8Y+H2NIT4esvTvKN3ZMcnCry2YdGUCSRde0hQj6ZK/qi9CcDgEfSbMflgYOz6JZDpmIykasiCyIjqTK3rvdaw7IIh2ZKbOgK0xv3kQwq7J8qkatYGJaD6bgUdJNCzWT36TxPjaT5D9f3UjVsbr2shdOZKqtaAiB4ZM6nSPgUwSOs00X2jOcpmxbZqsVsUadi2OydKHBwuojrwv/3gQ1c1hlidVuQQtXks+9c0xBIdMd8ZMsmEb/CUDLAp25Zxa/v6OVtwx6xWN8RIqzJ+GWJW9YlWd/hCX2iPpmtPVGuGYzTG/fxkxNZijWLxw6nyFcsPnHfYRRJ4KXThTNm2upEbOfaFqbyNbqiPn50bJ7DsyUCikSuajbamoIAPQk/9/z8BvZMFHjw4BxHZr3r+vGj8zi4CCKE/TI3rkny6VuHee5Ulrmizj1PnkI3HW5anWQqr9MV1RrVufdv7WwQsl/b3kvF9GZbfYrYWO9SHJgq0hlVmS8b6JY3L9ge0fji+9bz9rUtjTZtnXjUj2Fp1e7jNw1y/XCCj980RFCTcF1v5u9EukLNtHnscKpBeB4+OMeDB+comza7RrOX9D1QJ1HAGSQPaPyQXEzy6mRNEKA9ojVmWS+WhJ1vrm4xMV08I7lcZRfgY28boDX82nqWbvv1zPEtJbuL99VEE0387OAtRxZzuRy9vb18/vOf56GHHuJrX/saAwMD/Mqv/Ap/9md/dsZz/X4/u3btOuPft771rbO2+bnPfY7f/u3f5v3vfz+PPvood999N5///Of52Mc+dklrVCWR64bijGYqbB+I88d3rKE3HuDKvij7J4ts7Qkz2BJgbWuQ/qSfeqfu8ILo5XSmioCAJonE/JqnLm4JsCrpQ5GgP6F5lTQBVrcEKOkWH7i8g5hfwXRcKoaDKIIieVYt3TEVWZL48BUd2LbLbEmnLaRRNhxuGE6wuTOCX5UpGRYdURXDcpAkKNRsJAEcF06mSoxla5i2iyiAbjn0JPwNOxVVFjmd1anoDv/x24dwHchUTLojGumKgek4nM6Uqeg2cb9n0dIT8zORq/KTExnm8jX+fvck6bKJYdnMlwwCiki2YvCjY/M8NZLh269MM5Gt0h31cXlPhIhfZjARxHZcZFGgJ+Yn6pfZ2BnmueNZLMdlPFPFdl2CqsRNw0lyVYuybjJf0nnowByKJBJQZVRF5KWxPJoi8pVnTlM1bb6/f44Xx3IYtkNQlfjN63q5qi/Kv7mim8s6QswVDQKqRK5icXVflD94xzCjmQoAzkLbe9dolo/fNEjFsNnWH2PvZKHRzmyPaFy/Kk6xZrGmLUgypDbax35V4qnjGSqmhSRBd8zPezZ38J7N7QwkA4CLYTlM53WSQYV9kwWOzJaYytfwyyKG5fCFO70fRktJQECV+OTOVbRHNLZ2R7Bsl7XtQb74vvXcvqHtDCIFUNItuqMaQ8kgbSGNlrDKUDLAtv4Yt61va9zsd671yPWxVJnnT2XZNZrlkzuHvFGCqtUQj9RJ1AujOW4cTnB5b6QhWlmsXK63irtjPvZNFkkGVfZNFtg1muVdG9vxq9IZbe7FreJ667leXVxM1vyqxIGpIrmqR3A+el3fwnssnyF+6YhohBZVTJcjbYuraksrbEtJ1OJjWo5cLRYh1cVC5yNhK7XeF7e0l1v7cgKexeteTCKfO+W9j8mQuuy2F4t9LhX1bflVaUWxUBNNNPHWxc+MwOXaa69lamqK06dPA15l8bvf/S6lUumcr0un0/T09PCRj3yE//k//2fj75///Of5wz/8Qw4cOMD69esvaA11gcv/evwVJDXYGIS/eU0LX/zhCQo1C9txKdYsvvDey0iGVL65e5KvPDNKzbS5flWCRFCjI6zy+JF5Zos12kM+WsMqk3mdd21s5fh8BQmBl8ZzlGo2sihwRV+Uy3sifHvPDFXDRBI9ocPmnggBxbsxfuiKThRZ5G+eHsOyHVRZIhGUifkV4gGFH4+kEfFIDoL3v5Lk2cX4Fc8ax7RcZElEkQUSAYWYX6U/4aM1pPL40TTFisF81UbAa2trEoiixNtWJ7Bsl32TBSzH5QNbO9g7UeDqvigvjuWYL+ucSutosmfTIgieCro1rCIgMJWvka0YHoFWRFYlA/zRO1dz764JLNdldWuA46kqkggbO8Psmyywd6JApqSjqRKDySBtYRVZFNjaE+GBA3PMFmqossSNwwmePJ7BdV26Iz7mygbv3tjGj0fSTGQr+BSFjohKIqgyMldmVUuAeEDm07euJlM2+I/fPsDbVsUpm56Cu2LYKJLAkVmvivyezR1n2aVUDZsvPz3Kx942wH978hRHZkusaQ1yzWAcw/IITlCTKNYs7ts7zS3rWhlsCTRsZx45NMfeiQL9CT/xgNK4/rb1x/jMD44SCygNwcd9e6bZPZZj20CsIQBZLCr44g9PMFvU0S2HL9x5Gc+dymJYr1nzrO8IsXssB0BQk+iK+la0fakYNn/x6AhF3SaoSlzeG+Wm1Um+/PQohZqFLAlcv+o1AU1wwXdyaYVtsU1NPKCgyiLbB+I8dTwNvCbaWSwKqVfKVhKMLD7uxcf3yZ1DPHxwju/umUYU4AOXe5XPxUKG196/Gp/cuWpFUc5SsclSMcRi+yKgIZ5ZqaV9IWKK872/dVK4VACzdNv1/14q4DmXrczrsdhZKmxZuq03QvjyRolnftZEOE008UbiX5zApaWlBVm+eA/xRx55hFqtxl133XXG3++66y5c1+X73//+RW/ztsvazhiEf/jgHIWq5alxVYmQJvOlJ07ytefHeXWqyLb+OKtaggRUmU/uHCIRVFEVkY6IH0mCg9MlwOVHx9JM53S6YxqJoLZQPRQ4PFPiiaNp+uM+bEdgQ2eYzohGrmx6PoZ+GRA4PF1ElQUs12Vrb4REQGVbf4xUySDqkzFt0FSRgCpy3aoYIVWmI6rSFvER8Sv4NZm+uI/Le6KUdIeIT6ao27wyUeSDWzvoigdQRc9LMaQKuIKIgMvpdIXZooEIdIY1JnM1NFnkBwfmiAUUDMtrs9sO9MQDDCWDfPDyTu7Y0EY8oJCtGCgCOK6LYdkYjstfPHaCkVSZqVyNkCaTKul0RDSOzJZY3xlmQ1eYNR1hdgwluLo/SqpoIAkeWRlK+mkNawy1Bvj+/lkEXO8maXkK42dOZOmN+/nItX1s64/SGfFxdLaEbjnsmyxwdKbMHz90jK88Pcr7tnSQrljMFXTu3z+DCyiSyKduGW4QxXrbtE6wvvz0KLNFnU/ff4SPXtfHpq4IGzrDZ8zR6aZnmv7BrZ3kqhZbuyPct2eahw96ivpC1eLpkQy66XDb+jZuW9/G/941zjWDMRJBtTHrZlgOE/lag4QurWz92vZexjM1NEnkk/94iLmijiDQaB8LAo05w7qlTf040iWDP3rgKN/cPdm4ofYnAySCKpf3RslVTX7nHw8xXzKYzteQBKEhoIkHFW4cTrLcT9GHD85RqFmMZ6uNKlsypJ7RwoYzK2h1QvdXT5xozEcurXYtbfMuJrw9MR/DrcHGeVvcHl3atl+MxftZWnVb2mpeXDlcLJ5ZCYvXsNTap/5e1g3nF2Nx1XCxwGdxdXFp+3clAc+5BDTLPbbU3melFvq5BD71a2Alm6MLxRtlc9O0y2miifPjLZvg4jgOjuOQzWb5zne+w6OPPsp//+///YznVKtVOjo6SKVSdHZ28t73vpc/+ZM/IZFINJ5z4MABADZt2nTGazs7O2lpaWk8vhx0XUfX9cZ/FwoFAL77yjTH8y6busNUFykbr+iL4LrwvX0zzJVc9kzmCSgSAVXGr0r0xryb0e0b2jxT6AWD6fmyQbpsUDUlcAUeODCHi0tAkakYJjXbIWJIuLhc1R/FdWEyXwPHbVj1HJ0rUTFsJMFrbwNcOxjj2ZNZPvX2IT7+nUP4VQHbdlEUEVkWCfklZooGVd1huDWAgI0gCmTKJmvbg2SrJrbtkKla7Jko8I71reQqJvmqSUdUQxEFMhWTXMUi4IO8bhHQJA7NlDBth3zV4icnskT9En4FFFlmx2CUZ0/mePJYmq6YR9JiPoWAJnkq6kwVVRL53VtX8Y3dkwwlAzxyOIVPEnni6Dzv3tTOWKay4DMJl/dEODxTomJ4RtK/f/8Rrh6IMp6tEdEUPnh5Bw8emOMd65Mcma2Qr1iUdIt9kzoT2RqSKHB1fwRBiDCRq2HZDrmqRW6igOO67Bkv0BpWmS7UqBoOjx6aozPqY/9kns3dUSqG3Wib1vGxtw3w6fuPcFVfhJ+cyFAzbfZM5LmiN9aomt23ZxqAE/MVhluD3Pv8BOmSwUiqzLr2ECOpMmFVYt9kAU0R2TtRoFC1cFyX37pxsFEJUWWRnpgPEBom4NN5nS09EbYPxPny06MMtQYYmSuzpi3IVF7nvZs9kZW5kIajymKjArb4OL789CiHpou8fNq7vhVJJB5Q+IWrugH4wmMjVEyH2WKZWEDBdt3GuVhctapb1MBrNjWyKJyhBF4Oi9ezc+1rZt4/Ojbf2Ecdi2fyllr23L6hDU05u8JZf13d+3HXaPYs0rT0nCz2dqwTjMVVz8XrrT92IagryRFAU8QzqrN1q586Fm+7LvCpr+V8FcClx7P0v8/13Po6cxWTrzwzykAicNY+G/ZJ9tmjEYsrwPUuxOvBjsE4X3lmlHduGHhd27nY96qJJv414i1bWbz77rtRFIW2tjY+8YlPcM899/Dv/t2/azy+ZcsWvvjFL/L1r3+dRx55hF/91V/l3nvv5brrrjujNZ1Op9E0jWAweNY+EokE6XR6xTX8+Z//OdFotPGvngv96OEUL4/neejAHF95Zoz+ZIDAwnzVNQMx+uN+euN+3rOxndqCAjnqV0iVzcYX/Pu3dvKezR3MFnXCmsJQMsgvXdXD5b0REgGF1a0h2iMq3bEAIVUGQcCyXWbyOlO5GrbtUrNdCrpFV8yHbtocmilQMRwc1+WV03m+9sIkk9ka//DyNFcPxIj6FZIhFU2W2Hu64Pn2GQ4OHmkxbYeZvE7Vsnl5PM9ousx4TseybY6nKhyYKhD2SQQ0ibJu0xb1o1sOfk0kVdQJyp73oItnPB3SJEzLwXHAdr31f/uVaUZSZU6kSzw/miWiSfTE/bxzQyszBQMEAd1yeO5kjsFkgG+9Mo1pObwwmuPjN/YTDygMtwbRZJFYQOHRwyl64j5mSwbFmkXNcnjiaJprBmKsbQtycLrEF+5cy66Tea7ojfD2tUlM28WxXUYzFU7Ol9kzXuDq/liDdAkCbOwKe+k7AYVkUEUVPZJhOS6HZ4oUanajSlivNNUrQ35V4p6f30BbWOOBV+d49OAcPz6W5tXJQoOs3LQ6iSRAzXJQJJG7b+gnXzPxq57N0Zq2ILLsXVMvjeUo1CzSFYPN3ZHGrNs/7Z9l30Se9R1hDk0XaAurvDT2mhr7uVNZumM+Ygt+kgFFZLg1wJMjnj3NSKrCvskCu0/nzqiqLLbeifhk1rQFFwi5fYaa2UWgM6ZxRW+U92xqZ1t/7CxSU2/f7h7LNUzEb9/QxvXDiTOUwOfCYkLXHtGWndVbKvJZ/Pi5FM518lMnuReqOl5sNP4Xjx3nqZE0jxyaO0v0cqFtzYaSfOEcLp1vXLydpcdzqSbbl6JyXs7eZzGW2ietdM77E36iS9TgFwsvCCFwyQKlOv657XJej9q8iSZ+WnjLziyePn2aubk55ubm+MEPfsBXv/pVvvCFL/A7v/M7K77mvvvu44Mf/CBf+tKX+MQnPgHARz/6Ub7+9a9TrVbPev7atWsZHBzkkUceWXZ7y1UWe3t7+X+/9wLjZYGNXRFuWdfCU8fTvHw6j256v6Z1ywEBgqpMvmoyna/RG/du4L990yB+VWrMVk3lqzx+ZJ4PbOnkXZva+dKPTnJktkRFt1nTHsSneBW3f9w3Q65sAAJBTaJmepVXnyohLBhNy6KA6bjE/DICAo7jULNdIprM7RvayFUt7rq2h//xzBglwyZbNhhu8fPdvXN0RlSqloNtOYiSiGFZ1CyI+wRKJmzpDnM661XX/KqIKAhE/TKZsoluWaiyTLZigAu2C2vaghR1i0LVQhZcZFkiWzXxL5hJK5LE+s4QZd2mO6axZ6FyZjsu0YBCV1RjpqCTKnnRb4oA8aDK3W/rZ9fJLJoiMp6tefN/qkQiqDBfMhCAqweizBYM9k0W6I75mMnrtIZVTsx7qStPjmQQgFzNJKIpvGtjGy7eTSweUEmVdN6zqZ33bO7gu69M8+ORea7ui7JrNEdX1NeYifvi+9Y33suSbvHggTlaQyoRn8zmbm/249uvTHFsrgwubOgM89Vf2tyY4frGi5NM5avcOJzkz96zrhED+QtXdvLnC/GGM7kaBd1ifWeYoCrx8YXr50fH5nnuRIbjqYpXfVqVYCrvpcUsrpDVKyYPH5zje/tmGuvb0hNpiJcAbhxO8typ7FlzcDev8aouW7vPNM2uxw7W91l/7VKDcPBajqbtosrCWVU/WH5m7FxzeYtnHtsj2lnzg8Cyjy83l3auucELmdn7wauzPHFknpFUmQ9d0cloptrY79I5yzcLlzpz92bE/tVnboFl3+v6cxa/V5d6jv6lGGj/tOMXm2hiMX7mZxb7+vq46qqreOc738nf/M3f8NGPfpTf+73fI5VKrfia973vfQSDQZ5//vnG35LJJLVajUqlctbzM5nMGS3rpdA0jUgkcsY/gFPpMr9/22res9lTNLoulHWbw7MlVrUEGxWCu2/oZ8dQnA9c3okqi6TLBp++/wj375vhqZE0L47l2D2Wx6/I7J0s8OnvH+Z4qsx4pspUXuelsTzj2SrPnczSH/ODAJbt4DgufkUiqCnUTId0ycBxXIq6gyQKGKZLIqDSEfETVL2Elv/74iSHpovkKgbTBR3D9DwdD89WSAYVcgtEzcZFlQQsx7P0qVoCHRGNk2lPwW27rhc7t1CFlEQvWcazypERJQEZKFS9iDrbddnYE6EjotEa1OiK+BhsCfJvruygpNvolk3VdNjSHWG4NcAvXt1Jd1TjkzcPEvMriEAiICGK8IU71wA0BBu9MR9+RWTn2iQ3DCcYbAlw9UCUfRNFz4fSdJjI1fji+y9jrmiwqiXAt1+eZiJXYypf47L2MJu6IwQ1mcePeJWpU+kyXVFfoyoymqkQ1mSm8jpDST8bOkKosjeP9qUfneT+/TM8eyLD3okClu0ykiqTr1rsHsshCPC+LZ1c1hEm7PMI7eIZLnkhu7FmOY1q1NaeCPsmi+wYihNUJEqGjU+RSJcNhluD7BrNNiohm7ojaLLIz615LWJuqX1LPWLPsBw6Ihq5qklLSOEHr87y2OEUt61v4/1bO89Q5i6N57t5TQt7JgoMJAI8dTzdUMjW7V++/PToGbF1i2fA6hW/kE86Yx5xMZZTFX/xhyeYzFX5qydOnKXGXRonuHR+cOnjy+2jjnNVlS6kYrdzbYtnd+SXOTpbPmO/K6mlz1VBWvqclV6z+O/L+U9eCHYMvubocClYbm2L7ZOAZdez+Jwv975caKXtn7si+Ebhpx2/2EQTl4K3LFlcim3btmFZFidPnjzn81zXRRRfO6z6rOKrr756xvNmZmaYn59n48aNF72WqumekdJg2i75qsmatiCq7KWr3La+7Yyh/Y9e1+clsigCeycLHJopcmq+QqpoIAouqaJBUbfpjGr4FYlkQCLmVxhMBLi6P0rNsglrCrIsotsOflVgvqxjWTZRv4zrwpauIAIQ9ctM5WskwwqtIY2K6VI2HQ7NlPiN//sq2YrJoZkSfkXEcVwKNashAlFkEUUWkQUXy4EtPREEQeCDWzv4pau7iAcUIj6JfMVEEFxqpsOtl7VyZV+U9ojPqxyKAtmqSb7qRRuWaja3XtZKa0RFUUQc1+XBAylMywZB8FrreZ3//PYhXhkvEtJk/vyxE8yXDVRFwKdI3LS2hZmSye0b2njf1g52DMX5D2/rZ6glgAvsHc/TFdHYN1Fk+1CcVMlAEgW2dkfoivn58JVdWI7L+s4wsiDQFtE8AtYS8EYHEh6xvmVtCyFNoli1+KMHjvKLV3XRGtbY0BmmbDg8dCjF86cyTGRrvDiW5eEDc561jyCgSAKDLQEKNZP1HSGKVYtDM0Xesa6Fawa8TOYzZ7jaGEgE0BZmzr7yzCij6TL/54VxFFFgTXuQoCoR1mQ+efMgT42kGYj7GgkYd27u4I6N7RycKvLciSzVRQTjcw+P8PcvTfKlH51irqizd7LAXNFgW3+Ux4/Mk62YfP3FCW/ucIlgpH4TXkwgPWJRRbecM9q29Vb36Uy1IbJYLLpYSvQmslV+/Rv7ODCZbxzHUuHI5x4e4dB0kV0nvUru0hbx4vxl4KyM5Z1rW4gHFNZ3hBqf2Yu5IS9uJZ8vm9lLcInSFfWBAPGA0hDWLBWfXIiQYjnLm+Ves1Tkspz/5Pnwetu45zueCznecwmVfhYEJ29EC/lfCult4l82fmbI4o9//GNEUWRoaGjF53z3u9+lUqlw7bXXNv5222234fP5+Lu/+7sznvt3f/d3CILAe9/73otey9aeyBk3QkUSuH44QSKonjFsvviLZM9EgcGkn32TBUYzVUKqTEm3GGoJ4FvIUs5UTI7OlmmLaHTFArxvazum4zKSqiwQlhC9MR9X9sWYyOrYDtRsyFethbasTnfUx3S+RqFmcWCySLps0BHxPM0cFyzHYTRd4d2bWtjSE6Uv6acv6cNxQRCgI+ylwOi2p2A+PFNCkwSeOZ7h6JwnvnBYaEFXvMrgaLrGxs4wg4nAgnjCxa8KZCsmM0WdqF8h7JN514Y2BhMBemN+VrUEUCSRVS0BMhWDE6kyH//OITIVg6ePZ5gt6lQNm5CmsKYtxCun8wzEfYAntLhxOMnfPD3Gi2M57t8/w1PHMxyfr7BzXQuu62JaDq0hlX9/Qz/feXmKb+yeZFt/lJaQyq/v6GNDR5i2sMa+yQL3Pj/BUEuAjoiPVyYKdEd9fHvPNIemS9y7a4LqghG368J0zlP92q6LiIDhuGiyyJr2IF0xH/mKxbb+GGPZGo8eSfH8qSyPH51HFAVqpsN3Xp5qKF7v3NLBh67q4v/ZOdSYA3viSBoBgR+PpPnxSBrTcXFx+csfniJXNfn9fzraSMAIqBLH5krsnSjw0uk8n77/SENg8MpE3otUc12m8jpj8xVOpMr8nxcm6Yn5sR2wXZdsxeKvnjgBnD1jd3lPhCeOzpMpGTw5kmYg4UeTxTNu7jsG40zla6xbsBWqm3PX1cBLid5/efAYmbLBb3/30BnHsbjSdDJTIVu16I37lp1RXPr8pVXEpVF+9b8tVh5fqJJ3adVuORXw7RvaiPoVhloCZ8zpLV3HUmJUn3P95kuTjWti6XNWIrnLVX8vNqrwQvwaL/T1l/I4LE+UfpYqbT9LxLaJJl4P3nIzix/96EeJRCJs27aN9vZ25ufn+c53vsO3vvUt/vN//s/85V/+JWNjY/ziL/4iH/7whxkeHkYQBJ566in+63/9r6xatYoXXnjhDEHL5z73OT7zmc/we7/3e9x6663s3r2bP/zDP+QjH/kIX/3qVy94bXWfxb997BVKjtrwcQMais9rBmL87bOnWdcRQl24UdRNkO/fN8NUQaemW1guXNkXRbcdruqN8typHPMlHdN2qVkOQ8kAhuMwka0h4KIpMm0hT9xR0m12ncpQMx2SIYWKYaObzkJrWiZT1nEQkEWB9rDKqXQNF089LODZ8WzuDvPfP7SJv9t1mu/unWFtW4iR+RKlmk1QkTAcz8ZGEgUsx0WVRIKqjOO6VE3Pa7Gs20iyQGtQZU17CFkUGJkrIwgwWzAIaRJV0yIe0Pi7X9nCkyNpdo/l2NoTYSRVpjWocipdZe9knpJuc0VvlFcnPcW5TxVpCWp0RzUOTpcoGRYxv8qv7+glVzEZzVQ4MFlkIu9VtEKaiChK/NLV3fzT/lnKuoUsiXTHfJR0i5OpCi0hlXUdIdJlgxuGE4ymq2zqCnPLulbuefIUL47m8Cki2apF1CeSrzpc2RflwFQRgK6YRliTOZku874tnZxMVdBtB0kQ2D/lkcl1nSFiPpnBZIDHDqdIV0xiPpls1SRXMYkFFC7vjbK+I8xTI2n++I41JIJqY24rUzb47EMj3LAqTtWweehQCp8skq9aSKLnE1ifE0yGVNILcXqj6SrxoOKl6XSEeHE0R75q8v8uzFV+7uERnjmRWTB9D3DLulZeGMtxcr7MOze00RP3n6Vq/a1vHyBbMdEtmw9d2c1YptrYbx2LvQUXeyquNJdWP77/dFM/39s/d8ZxfPnpUX5tey8/OZHlwFSBDZ1h7tzS0VCPL/YbrFfqdgzGGzOaK80iLt7/Sh6Ni7H0tYv9CUczVQYS/rP8Apeu43zrq5+7Z09kmMzV6I75uH44seLM2kpziW/UvNtPa27uX5qn4b+Uuckm/vXiQmcW33Jk8d577+Xee+/l8OHD5HI5QqEQW7Zs4Td+4zf45V/+ZQCy2Sy//uu/zp49e5idncW2bfr7+3nf+97H7//+7xONRs/a7j333MOXv/xlRkdH6ejo4K677uIP/uAPUBTlrOeuhDpZ/K8/2M2TpypEA97N+dO3Djd+YY5mqpR1CwTPRBnghdEc45kqN69r4bkTGcZzOhXdYjAZ4I5NbRyZKdG5IOgo6jaHpou8Z1M7u07lqBkWsuxVK0OajCaLWI7L6UyVWEDhvZvbefRwivFslZAmc0VvlL64j+/tm+E/XN/Hnz7qte1dIKKJgIAkwoev6mIsXeOpkTSaIiAgEtQkJNHzQxxuDXJ01rPAKdZMVEnEr8nkygY12zPk9ikSxkLrejAZYFVrgKhf4sljWd6zuZ2RVJn9kwVWtwaJBxRqlsNYukJ/MsD69hCPHZlnPFtFlgQquk1fwk9vws9cQceyXSzXRRKgNaRxcKbIn96xmu/tm+XQTInb1rfw4miBdNmgP+Hn6FyJZFBluDVIX8LHgwdS2LZDwCdR0W3Khk1I89r1ZcMipMls6Y54pO14mqv6Ivz4aIbxXJVkSGEmbxALKFzVF23MFv7qtT38+WMn2NoTJle1ufuGfp46nub7+2aZytcQBS/dZ0NnGN12mCvq9MUDSILLyXSV2YKO48Kvbe/lR8fmyVdN4gGFnrifim5zVX8URfLSWRCgrFt8f98sPllAliXWtgX5+E2DZ4hJ6vjmbi9GcU1bkBuGE2eZYU9kq/z+/Ufoivn4jR29fO2FCWxXoCPipaZ84U7PRH6xsXWqpPPAgTlCmsyqZICh1sBZxtWeKGe0IXxZDvftmWbXqSyaLLKxM4wqi9y02hPU7BiM89ypLLtHs+SqFq1hjc/cvvoMEqpI4oLdUYFt/R5ZXPr4ucjHcobQF3uDr79mqdBnOdPs5fa50jYfOTSHYa0s/jnXMZyPjF4MMftpkZ6mmKOJJt5a+Jkli29l1Mnir37lCUbyDgIeqSrqFjsG40zkavzmdX28uJCIceOwl27x6lSR6XyNVS1BvvSB9fz5Y8d5cTRDZzRAZ0QjqEls6orgui6vThWpmja5qsk1/TFmijrdMR/PHM8Q9SuMzJWJajJ53SKkidRMF8txKNQsLMdlXXuI3rifo7MlxjJVTNv1MqUFiAZkMmWLkCYQ0lSyVRNRcKkYLj1xFdf1kl0EAS9TuWIiiCKS6CKLEn1xHyNzJaoLJtsdUW/uTxYFtg3EyFUtoj6FVFFfMCb25jMnszVMx8F1Ya5o0BZSKJsOtuNi2l7Fpjvmo2zYbOwMk62YZKoGk9kaiiQi4rK1N8bpTJVUyaBs2IR9Mt1RDVn0qoenc1XmCjq267K1O8pcUSddNqmaFlu6I4xla9y0Os4r4yVSpRrrO8JEfBLHU1Wm81UcV0BVIKIplAyLYs0mpEncdW1vw3y7VPO8HOeKOm1hjav6ohyaKZEte9nTlgszBa9Nbdhe4kvVsLl+OEFQlfiHl6ZoDau4wO/esoq/ePwkNwzF2TNZYGSuzNaeCLbjepWmuI/D069ZQP3ba3u4bX3bssrguhr75dN5QprEb904eAYRW5rk0hX1edtYSIfJ1yyiPvmMHz31FJIXTuUYy3gE3yeL9C2kyiiSyI5Bz8exLaySKhlnpZ/Ucd+eae7bO02m7Blmr24NMpap8vZ1LeydKHhiHlVmJFVuVBqXJo7UK5fbB+KNY9s1mj0rkWQ5vB4idK4kkpvXtPAXj45QNR22D8XPIItv5D6X296FKrXfLGJ2qRXCuuJ/aYW6iSaa+OfBz7wa+q0MTRZY2x5ic3eEU5kq+arFP+6bYSRV5m+fPc2Nw0kUSeSBV2c5PFNCFiHsk4kHFZ46nma2oGO7AhPZCi+P5ziRKrNnPM/fPT/Oy6dzpEoGIVXmhbEcg4kA3983S8mw2D/pVdLmKzpV02KmYFA2LGqmS2/MTyKgkgyqnh9joYYseZFjkgAOkK1YiIIn0MmUdWzLoWK4xDSYzhnolk1Zt5krGGRKJjUbbNvBsFzawyrv3tTB9lVJ/LLA2o4Qq1qDOI6LIgrM5g3G0lV+ciLNbKHGt16e4p9eneXkfIXTmSrpssFsscb6zhCyLGI5Dus6QnRGffTGfAwkA6zvCDGRreFXRUo1r41sWA6KLHFyvkJv3O+l2ojgkwXyNQvTdhjLVJnIVCgZNhG/zLG5EvmqhV/1SNt0QSegiOybKNEV1VjfESZXNelLBOiIaFQtl3hQQcQbG4j5FHBBFkRuWdfaSA957EgKBOiN+wF49FCKQs0iVTYQBYGbVieQRYFsxaBcMzk171WfT2eq3LKulQ8tiGyu6ovy0ukCfXEfO9e1oEki9oLB+taeKLcs/O1z715DMrhg7eNCpmywezSLC6SLXrrK/ftmyFVMNFlkc1eEE6kKn390hKdG0nzpiZM8NZLmcw+P0BpSOTxdZH1HkPUdIVrDGh+/aZDN3RHmijojqTKPHJprCFnq6SujmYqnnrcctvREaI9oDSHFV57xiOIjB1O0htQV57ZuWp1EFgUc1/uBcDJdoTOi8cSRea7ujzKV13nP5vYzMoOXJo4szVOuz0JeyJzecnNxF6o6XjqTVj8/W7sjfPGHnkl4ZBm/wNcjWlhuDu5c3oorrX3xXOPFziNeyFynl6hz8qK264lq/Bclqmn6EDbRxD8/mpXFi0C9svg3D79MNOqJXFIlnV0ns9gOGLaDKIBfkbhmMMYDB2bRLbiyN8q2Aa817rrw1Mg8L47mifhlBAGSARVBgGNzJXChNaIS8amIwGBLgGLNYt9EHssF3bBx8VrArmtTMSGgCLxttWfqW6pZ/PBompPzZWqmzYLgGEn0/tevSCiS4JGPikUsIKObLoIAYU2malmUazaW4xFMAAlY1xHizs3t7JkocDpTpSWksutUFnAJqTJX98d4+ngaw/a2FVBEumN+KoZNzfJa2ZIokAxqrGrx8+JYjqhfIRFQ0S0bTRaZzOmYto0oCgiC5xMZVL3s5vaIj5ppcyJVIah5+dKZsoEsiURUiXTVojWo4FMlqoYXGTiT12kNKeSqJn5FJuqT6U34yVVMruqLMlPUMS2XimkTVGVM22E8V8W2HEazVfoTAT5ybQ/bB+L89ncOMlvS2dAZRpNEJrJVYgEvDhEEwj6JuF9hMl9jZLaMbju0hFTPymZDG0FNPmO277kTWY7MljzS3B5m30SBZFDhF7d1n5FB7F0vaSayVWaKOomASliTmC+bBBSJDV0hrlowcv6tbx9gLF3BdFy6Yz5kUcSwbfJVCwEIaBIxv8o9P7/hjIrVFx47Ttm02TEYR5HERk5yX8zPN1+ewnZcuqI+vvSB9WdU/bYPeAkarUGVmaLOpq7IWVnIdRscT7xVIh7wiNVYpspd1/awd7JwSe3g19suXVp1W6kKt1JFbzRToSvqYzxbXfa4l675YqpwF3OMy3lOnu9Yz7Wt82VOL37uXz1xkq6otuJ+l9v2udrmK6HZum6iiTcPzcrim4hdp7JsH4hzzUCM505mqVkuuu3FpomCQCyg8NLpAkPJAKokMNwW4MBUkRuHk9y+oQ2/qhDze8bNXpuznZ6Yn4hPwXSgJaBxOlMl4pOxbJeibtEe0bwYP1GgO64h4GC7Ij5FoGa7jC1Ylzx+dJ5cTUfAI6aCN6aIJApEfAp98QBr28MUajZRnwiuwKbuMLbjsqo1QFfYhyhCUBVZeCkOMJqpcv/+GUbTFWYKnm2M7bgYtpdisqotgCB6JNR2QJG9ObO17SG29kSI+hVM20W3bFIlA8txmS8ZzJcMIj6ZnpifRFAh7FMIqTJbusNcvyrJXdt7eM/mDta2BzmdqdIV00iXzQXLHxvLdvGpMp0Rjbdf1kpvzMeNq5NYtssdG1oo6TaXtYcRBehdUPPesCpBW0RjU1eEodbAgnDHo8ZdUR89ST+xgIIsiRSrFk+OpElXDCq6zb6JAnsnCqQX5lOTQZXWkMp41hMpRH0KfUk/6zvC3L6+hXTJYM9EoaGcr1fs1rYFyZRNZFFElQSuHYxx24a2s+xmPB8/kXzNQhK8eMWWkEcYA6rXcr55TQv375sh5pfpiGh85JoeVrcGubo/QsVwGG4LsrY9hGE5/O4tr+U+/8lDx6gaNp++dZibVie5bX0bO9e2cDJV5vBMiUOzJRIBxfPudJyGgXe9yuVXJdZ3hIkFVBzHJVXS+cJjxxvKXnjNEzHml/mFK7tY3Rrkjg1tfOb21Q1RzYUolBfDdaH6OqtNF6o6XqqirkcK1tNkNnVFzlBdL4eLVcxeTFVyOTU4nFmNu1B18XJ2PCu9JqBKfHLnUEOtfj7Us6CfOp5e8djOVyFdrCJ/IyqNzYplE01cOJpk8RLw/Kkc9zx5iq/+ZIyT8xWOzJQ4MV+mPazxwSs6uWE4wRfuXMdVfTHawiojs+UzbEI0CSJ+BZ/sZcA+cjhFIiiRq5iIwP6pIvGAN8Nl2A5l3aKke+bMl/dEAJGwX6U1omBaLhICc4UaX376FCdTFSYyOrYLPkXEcbybq255pPO6VTHGs1UkwSVbdUgEZK9qaTvsmchjOJ4ljOm4tIcVhlv9SALEAxL5moUqiXREfPTH/V61SvEsch46kKIj7FVIEwEZ3XSwHBot6HhARZVEqoZNa1hjdUuQmF9BEODWy1r5rZsGCGsyguji10QyZZOgJvOezR3ctDrJVL7GH962ihPzFW5ekyCgytwwnODKvhg71yZ539YOxtIV5ooG390zzXVDMR4/mibuVyjoFrGAgiZL2I7L3skCDx2Y45qBGO0RDcd12D2WZ++kN/O3rj1E1XA4na5w395p7t8/y52b2xlM+mkLqV4VMaCwsStCQJEYz1TIlk1+ciLDXEnHBe7c0s582TM63zue5xP3HaJY84jnXFHnZLrCL2/rIuqX+fCVnbjAkZkSuarZqLw8cdQjF5++dTUf2NqBXxX5lW3dXNUXoyfuZyDpx69KPHxwjm/snuR0psbajjC/vqOPT986TK5q8c71rbSFNMI+mYFEgG++7BG5T/7jIfZOFPid7x2iatgNAvbwwTnGMjXmSwa247K6LciWngjdUd8Zn4F6RStV1PnhkRRdUR8vjeUp63Yj1g9e8zzc1OWZn9eNxZdisUVNPTZxuZv4a9nEY+ckYA1bmt2Ty25rKSG7EIK2OFKwbn6+XBu8TkLqNjtLvSZXwqXa19Q9JxevvU7OHjk0d8HkczmvzXO95qJb7cK5H75Q4/TXa1dTP88PH5z7qdreNMlpEz/LaJLFS0BPzMeq1iC2432RqTJIgmfGXTfh9qsSTx3PLHitCbSGNX7hyk7+6IGjdEQ0FElgNF3l+/tnKdVsHjucJuyTMF3oiWuIgsBlnSEOz5SYyusokgi4VE2XG4djiIBpumiKiO26lAwb3fIEI35VwrJtDNshpAnYCxF8uulycr7K+o4wLgIhTaJi2kT8CrIksL49RK5q0hXXsB0XR/CykHviPmqmyxU9EXYMxSjqFjevTXLjmgSqJOBXJK7t97b56zt6CPlkOiMq7oLNznVDcTqjGorkGX7vGc/zjg1tbBuIEdEk7t8/y+//01Fqlo1flj0CLIrEfBJ/9cRJHjuSIl0y+Z3vHyHik9k1mqc1rLJjKM7V/Qsik4rJyXSVQ9NFQprEo4dSSILAaKbCiVQFy3JZ2xZga0+UkVSJTMXkfz13upGEIgkCAgLr2sOMZ2s4ruNZF+VqFGsmDx1MIYqex6Blu7SHNcazXoSkKkv4VZHeuJ/VrUE6whovjuaomQ5tYQ0EmM7XeOiAF3v32MEUDx2a4x9eniKgSPzWdw5yYKrIyfkyu056VeulN3svQSbIVF7n1stayVW8JJYvPDbCy6fzDCT86LbDXdf2AN51efcNA0wXdIZbAnz0uj4SQYXhlgD375+hajrMl3SqhsM9T55qELDdYzlqpifwcYG+hB+fLLJjKH7GXN7DB+co1CxeGMuxpSfMS6fzfPaONexYFWdrT4RizeK+PdMAjWzo8oL1zPaB+Fk3znqaiG46Z+RIL8WOwTjHU2X6Yj6CmnTGzF66ZDSI5sMH59g9luPBQ3PsPp274HSTc93Ql6u2LUeY6u/dPU+eXDF3ejmcL/FlpcSUFbd9HnK2FG+mOfTtG9q4fpWXB36hFcSVcLE+jEv3Vz/Pi7PdfxpoejI28bOM5sziRaA+s/jvvvojrl3bTa5qMp6tUjUcJnJV3r2pgw9f1QV4czYjc0UePJDiC3eu5aFD85R1z9wZwUU3XRJBr7pYMmz+6LZVfPbhE1R1E58qkwyqTOWrFGpeVUw3bUzLQRJFBFFAEYUFUuhgLVQDXVziAQXLdjiZrhELyPgViVRR90y2AVGEK3ojTOQ85bAkCPQn/JxMezF1QVVElT3D8IAiEvUrpEom/+aKDjRF4v79M6iyRFCRSJV18lULXNBkkX9zZSfTeZ2RuTKpso5huVzRG+WG4QT7JgpkKwavThaJB1Uuaw9RtRyeGkmD6yKKAoPJAGXDZl17iO6YyoMHUrx3SzszeYNnT3rzkSXdZlVrkLawSkm32DEU5+mRDKmSTrpkosoipuMQ9cuICOSqXjqNIIj89s8NENRkHjucYv9kgWsH43zq7at44MAs39kzxVAyyI6hOLrp8OiRFLbt0hHVOJ6qUNUtdMdFFgU+sLWdF8cKzJd01rSFCGsyiizwGzv6eGE0x/7JAgenCozndG4YTiwIWvLMFQ1uWBXnf/xkDMP2hEeyKNAd9WHjRTTuGPKqhrrp8MzJDPmKl0FdNW0++9AxfveWVXztxUkKVYtsxcRcmI08namyc22SXM3irmt7+d+7xlndGmTfgm/ltoEYeycKVAwbTRKpmDZHZko4uPz85Z10RH1sH4g3rIBKukVYkxlI+s9SQD93Ktuwstna7XlmdkVfm5mr+wcCXD+caBBATRYZbg2ekTaydGawrsKGM7OFF1v67F5wG6j7Ei6eIyzrduN4AQzLGw9xXc6rmq5/bi91Pm6xMt07N1FCPumC5/NWmo+s2wMZ1mvK8LpdELzmIbn0/78RauzF23yjSOTFnuPX6834RlgnvRFoejI28VZE0zrnTUDDOudvniAWjbC+I8R7NndQNWzuefIUq1oCBDWZ2zd4FZiPf/vAQrJKFVWSKBkGuCLxgEI8oDCWqeK4Lj0xH5YD1w3FuH//LH1xH1MF3fNS9Mtc3R/Hsh2eOp5Bk0Wu6o+RLhm0RTQuaw/yvf2zZMsGVdMhqEoUa55ptiwLXDeU4JnjaRwHbEBe8FEMa958pSoJVC0XASjpNpIEa9pCaAs3p9O5Kk7dlFsTuW4ozgtjBVa3BjBtl2NzJSqGw9q2INPFGkFVxnK8GMDemI/JvM7ffHgjz5zI8NCBOa4bivPS6TzXDMb4P89PLkQNQsgnEfXJ2A74VXFBRKNgWF7k4HSuymxRx3LAr4k4Ngwm/ZyYr9IRUTEdh1PzVYKqiG65GLZLW1ihLewjWzFZ1RLgpjXeXN7nHhnhpdM5Yn6Fde0hTsxXqBo2puOysTOMYTtM5WtkKyZxv0Jv3M/zp7JUDM8/UxQFBmJ+BFGgYtrcsq6FXNVifUeYVEnnuZNZRtNVTMdlMOlnXXuIfM1i/2QRRRJQRZfxnE48ILO2PUzFcLj1shbyFZOXxgt84c51+FWJj33rVYo1m41dIda2hXjw4Bz9ca+COJWrIQieYboiCsSDCmOZCu9c38bu03mCqpdFvbk7gmE5DYufk+kKH7qik7FslQNTRbIVk86I1mj3P3cqy+U9ET770DG2dIWZL5ts6Yl45K7qtdqTQZWr+qKEfPIZxtWLDakfOTQH0KhG1gUx9Rb74teAV40TBFb0GjwXmVwsuKnPVd44nDzDj7K+JtflvGKU893Qz2eQvdSg/FKxkn3QYrsgz47Ki8tcv5Cis5iEXQrxW0yulpL65c7BhW536XGtdH7OZVd0KQKXJklroomV0SSLbwLqZPH2LzyELfvxKSJDLQEuaw+xb7LAZK5GR0Qj4pf55M5VVA2brzwzRkdE5b69M5RqFr1xP29f18L3981SMSxc1/viD/tVHNvBWCBm6bI3vyiKAv/+hj4Oz5T4yfEM3XE/q9uCHJop0hHWSJVM+uIaL5zK4iAgAJIENdOzaBnLVCnVLHTLoSUsM5W3ULyONq1hlZrlsCoZ4NWpAroNbSGF9Z1hZvI1ZkoGpmVTNlzPrmYhvswni6xqDVAxbNrCWiMOL1+1UCQBnywsHAdosie6aI9oHJ4psb4jjCJ5/bFnT6SpWi5+SaC/Jch1Q3GeGklzfL7iZVVb0BpSUGWRuF9BFATmywa4sKo1wJ6JAj5ZQFMkIprEaKbGlX0xRtMVdMvyLH8iGv0JzyNwbXsQRRLZO1HgxVMZ0lWbD13RRqHm8upUgaDmCWWKuk1bSGUsU0EUBG5b38rR2RIjqTIjcxU0xVtPMqQS0WRGM1WCmsRQS4C5gk62ajJf0okFVNZ3hKmZNifnKwuqbImuqI+da5PolsMzJ7LcsCqOKok8eTzNFb0R5ksmm7sjC8r2eW5Z18LjR+aZLuh0hDVuvayFHx5NU9YtqqbNZR1hjsyWWNUSoDWscde1PfyPZ8ZwXLj7bf38713jhDSRBw6kWNceojWk8vGbBnn8yDyPHpojtiBi8cRG3o+NP333Wv722dOUDZur+mIoksD+Se89TlcM7lhQeC9HFi62EnQhBtsr+fNdTLLJm5l2UlmY9zwX4V2KCz1PS8nO0oSZuio5HlDOIqnnI37n8nTcPhDnyZE0gnA2+b4QQnmxx7nS+b1QcrnYV/RCVOQ/60ky9WsOzv0DqIkmzoUmWXwTUCeLn/vuLu47WECVPeXz+o7QQgXH5fBMgb5EoNG2q99M//3f72eyUKMn6qc/4ePQTJnZomcVE1Bl0iWzEckniTQqgSFVwKdItIQ0LwNaFqlZFmXdwXUc3ru1nb3jJXI1k+HWIOmSQbpiMJgIcGSuhGW5GLaXCGI5LtbCmFAyKOGTZUI+mVTJ8Ail7RLzS0T8CvmKSc305tZCqkCh5jLc4kcQBNIVk7JuEvYrRDUZw3FJlwyKuoOIt24JT0XtkwUSIRXLdpgvmgR9IkFVIRlQSAQV9kzkaQt7MXq3rGvhvr0zbOkK89DhFB1hGReJd21sY9eprCcmydYYbg+SKugLJtM2A8kQyZDCK2N5j+wZFoIgYFgOhZqJiMBAMgC4zBQ8U/AjcxVcvFbw2vYg+apFPCDjUySuGYgxna/Rmwjw7IkMN61OIgoCDx2Y4/BsCVGE4WQAgPGcTkgTqZoOYZ/ML1zVzbdfnqJmOVw7EOMTNw/xlWfG+IUrO/nco8cp6zayJNAZ1XjuRI6AKuJTJOJBhZagysn5MqokUKo5bO2NsLUnwqGZErmKwf7JIpu7PfWtX5HYP1WgPayhyiKW5TDQEuDq/hg3rU7yqe8fRhEFZgo6O9cm+f7+WYZaAqRKJu/e1NZQsT58cA7Tdjg8U6JQs3hlPIcmy+wYirGpK8Lzp7LMFnXaQhpX9UdRZbFRqexP+Bu+i3W7nbtvGODLT4+eYeVSj/L72NsGGoIceO0Gt7SCthzpWInoXYjlDbCibculkIblyMulENGV0l8uFueqmi5O2PGr0kWt+1yEcOn5PReZu5S280rbW+79WjyGMJAIXNB+lpqr/7SI47mut0sh1YvHPZq2Qq8P/xJ+QFwKmtY5byLiAZXLeyO0hTTWtIb4rRsHef/WTj58VRcfv2mI05kqL495SR+PHJrjiaPzvH1dC10RH7dvaOOj1/cTVCW6Iho9MT/lmokoeETRpwisagkS9kuENQHDhpAmU9YtWkMKa9oCjfmrgCbzzPEcE/kqVcPildN5NnQGMW2XfM1aUBu7JIIqXVEV1/YMxfsTPlxXpKhbZKsGrUF1IfIPilWbSs2bhYsFVIZbgtiuiONCQXfojPsp6zaCKJItW5zK1OiN+dk2ECeiCThAQPYIY2dUIaDKrG0Lka+Y2ECh5pAuGziOg245vHdzB4WaxY2rExydKyOJAs+czNKf8FPQXda0BZnI1pgtGuwZz1MyTJ46mmYsU28de9VHvywS9klMF2rkqxYxv8y1AzGSARW/KpCrGhR1m3hARlMkhlo8dW97SOFUukqholOo2vzBO4YZz9QYmavw5LE0+arFd/ZMN9qwuJ5XpV+VURWZzqhGa0gj4pMJqhL7JgvE/F4MpOuCX5X4zO2r6Yp5NjGrW4N0R30cnSnhk4VGtKLreHOfQ8kgc0WDTNVkLF3h8EyJim6jyhJ9iQB+VWJLT5ixbJXN3RGCmkRLUEUUBWaLOrmqJ1TZ0BHk1aki24di7JsqccfGNmaLBndsbEURBV4czXH//hkqhk3IJ/PxmwaJ+CQ2d0XQTZuemHetRvwyiYDKbFFHlUVuW9/GoekihZrFeLbKzWtaPBJ2MktrUOUrz4x5iTqZKsWaxTd3T/KJ+w6xf7LIXz91iieOznsCltNnClhc1zPvDmpSgzTWkS4Z7B7LoUjCWWKEC7G8qQsLFqvMK4bdUHTPFfVlRQcrCUyAs4QgFyq6OJeA5nyClpUU3oGFiv9yFj6eCXaAXaPZZQUsy627vt+lFk6Ln7d4WwFVOuO8LkVdvLR9IH7Oc1PHuYQ2y4lE6tu/69reCxasLD6e8wmLluJi3sOlf79/30xDuHYhx3a+Y9g2EGPbQOynJtL5l4ymAOncaJLFS8Atl7UQ8cm0hlUk0SvM1r8gnhxJc2K+QlG32HUqh256GcFHZ8sMtQS4ZV0LeyYKdEY1JEmgqFuEfQphn8SVvWFEQeQ//Vw/N6/xyKVPESnULFa1BnGByVwN03Lxy57n3ky+hiaJ1CyXZEjlgQMpXBfyNS9LOqgpxAIyU3kTC+8NH24NUjMtXFxSBZNs1aAn6ifiE5FlgWzVM8lOl7x8ZBEXF5gq6Lw0msVyHATXBVw6Igpj2SoBRUIQRGQJqhasavEhixLJkMKe8Tyy5O076pNY1RJgdXuY//RzA3xv/wy4Dkdmy4ymvblE3TSZKxq0BBVOzFeoWTa246AqEiXdRhShZnlinmv6Y8iiwL7JPLbjkgzK2LZDtmzyq9f2cEWfVw0DgYGEH8N2SRUNyrpDe1jFWJj5qzlgOg7f2D3JZL6GvpCNPJapUK6ZfPuVKQKa7JF4VUa3bG5aHWdzd5jeuJ+IT6ZseLneZcNiIlulqHtWMHVSkquaXNkfZftQnDu3dNCb8HPNQIy5hQrpXFHnit4o3TE/Eb+EJIkMJQPIkkC6bBDzyyiiyL6JIjetjlOoWrSFNK7ojdKb8FMxHE7NV7j7hn4OzZRZ3xli16k8n33namYLBrmKyf6pIk8fz5CrmBycKnI8VW54SQ63higZNu0RjdF0lSeOznPXtb1E/TI3rk7w8lieP3t4hKJuky4ZbO6OEFAlnhxJEwsozBR17r6hn/aIxubuCPsmCjx0cI6ybjGRq1LUPePvbQMxtvXHzphXfPZEhsePpDgwVSRXPfML+8tPj5KrmIykKmcRiAtR8K5EDFbyKITXrIFG02U+9q1X+ebuyXNarVyoknjx/m/f0Mb1w4nGXOfSm9ViO6G61ctihffidaxEVlcig3XVOJxNfBeT68WE8FzHd64b7WLC+nqx3PHUt793snDBau7Fx7N0m+cjDed6fKXH6n8/Mls66zXnOrbzHUPdfeNfUyXszcLFnv9/bWi2oS8C9Tb0X37vBR44WkSRRWqmzeauCLbrElQ9j76Xx/OkywbXr0oQDygcnC6RKRtM5GpUTYdb1yV46XSR7YNRHjyQomZ5itYTqTK24xILKHzn16/k335tL5mKV3UcSAZoD2scnC4SUAQmCwYVw0FaSGfpi/uYLhisbQ2wb6pEMiBz1UACw7KZLeocnSphAAEFBEHCcWxqlhedZ7sw3BqgajjkayY+RWS+ZOK64AIfuryd7+ydxQWchavFJ8P6jjAjc2W6Yj5EoFCzKZs2PlnAQUASvKqQInkVx3hAYWt3lA1dYY7MlNg3WSBdMqiYDt0xjaAqM5GrIAkCAVWmZNhc1h7EdrwGfTyoMJT08Q8vTbO5J8KOwQRj2SpHZkqcSleQBBcBgXzNRpGgI+rjfVs6eHokQ9WwKJsO+apJSbdxXIj7ZT7/njV89dkJ4gvKdEkQ6IiqPH4kTdWwyVa85Jn+hA9FElFlj7zXU2yu6IlSNj2i1xf3YzouL4/liPhkbBd+ZVsPx+ZKtIVVJrI1HNdFt1xOZ71Z0oAmo8kCsihydX+UV07nKesWMwWd9qiPNa1BruyPsq0/xv967jSG5dIZVXniSBpNkXBdl/WdIUbTVcq6zdr2INcMxhdEKiNc1RehJ+7n2y9PczxVIh7Q+NAVHRybK2PaLmOZCiCwqiXQ2M/fPnsay3YZag1wOlOhbDgcmSlSs1wEwaU1pCELAp+/cx09cT/f3D3JQwfnuGNjGx++qht4rTVqWA4/eHWWsUyNrojKpp7IWRnS9+2Z5pkTGU7Ol7llXSu5qnWGb+AbmSd8oe3TH7w6y1xR5wf7Z5ElEb8i8r6tHSsKV17P/OFKCublBC7wmsJ7udnIC2lzLqcoX/z45T0R7n1+nLtvGLjg832+1vHFtJVX2v5Kgpo3WsCy3PbO9T5dyLEungO9mASbf62t0SZ+emjOLL4JqJPFa/7o+xiSRq5qM5DwEfOr2Lh0hDWu6osykipz17W97J0ssH0gzmNHUjx0YI5T6TI108F1vRi/mF9hS3eYx4+mWd0W5HiqzGS2xkeu7Wa+5FV+RtMVfIpEb8yHX/Oi7HJVi2LNxLBdLMslFpTJVixkEaR6nrII6zoiDCb9C8KMMjXLRZFAdMFwQJNBEUVMx0XAJaRJ6BaEfRL9CR+7ThWQBIj6ZRIBmePzNeoXi4Bnvt0SUinpNoIAw21BxtNVumMaB6ZLVE0HERfLhWv6YxRqFjXTJlUyifhl5ks6FcMh4hMIqApbe6J0xzQeOpCiYtj0JTROzte4c3M7B6ZLtIZVUkWDq/sjpMsmhuWSq5gcmC6gyRKq5FnlFHRPDb5zbYKd61pJFw3+4ZUpDMtmvmQ1YgzDqsD6rijbB2Mcm/USS67tj/HCWI7VrSFOzZeYzOtsH0pwRU+Uo3Ml1rQGeeRwiqOzJVwHkiGFjqiP/riPwZYA33llBtt1kSXY2h3lsvYQeyYLZMomLi7FmsVEtgbg5WrLAr0xHzXbIawpmLbDbMEz9hYFgSv7POshRfIScZ47meXgVJF3bWrzEmAkwWvz10xeOl1g55okluM2fiHXb1zfeXmKb++ZZmNnmDXtQZ4aSTNb9MYBDNuzONq5roWb17TwxR+eoC3kRfiZtsuJVJlsxaJqWgRUGQEv63xTd4TP3L6a+/ZMs2s0iyZJXNF7dvTdN1+a5IFXZ5FFkbetTpw1y/hr23v57IPHkCUBy6ERR/jTulGeS+SxtTvC/3ruNOvaPeeDldZxKTOL9eplfb5zpdm5iyFD5xILnc+e6GJn/96I9+dCz9vFCGreDFyICGsx3qhr960Wddgkr//y0JxZfBOxqTuyYM0iM18y+cztw7x/Swc7hrxs3a6oj3ufn+DmNS08diTF11+cIB5QGEgE8asS8aCKKotE/TK7T+e5ZW2SdMmgP+5nU3eY1qBGoWYxXzLoifuwbJtczWJ1S4CS4RD3ybRHNPyKyI1rEwQUGU0Cw4a2sEpQlfDJElt7wlgOdEZ8RP0yfkVgIO4DwasYGhZUTQfdcqlaMF/25rjmiwb7JkoMJDVEEWJ+marlEtYkFoTMyAI4ruc7eFVfjF+4sov5gkHZtMmUTa4djHN1fwSfItIX85GvWTiuy3RBRxK9qD/XcVAkAdPyYvaOzJaZyRs4LiiKyHhWJ6hJPH4kxeHpAk+PpDmeKvPo4XnWtoUwbIdXxvOYjotp2Qy1BkFwkABVhKmsTrFmUTEt0mWTVMlqrF/Cq6gOJjT+17OneeZEhlRB53v7ZylWTH5yIk26bNEd8xPzy8SDCrrp8PDhFPmqRUCRkGWBmu0wU9B55mSWxw+lyFZN8hUDEYGKYfN3L04wlath2Da66TCdq3qkXoS+pJ9kSKWo28zkDY7OlijWbIKaTFCT6IhopMsGPzmR4ZsvTfL8aI4Xx3K4rsNTIxl+9doeREHghuEEPXE/9/z8Bm69rJUjMyV2nchSNeyGiEWVRX59Ry+fumUVU3mdmuFQqpmYtsuW7giRBRuc+/fNcHimxESuxqauCB1hlbmSwaq2AG8bTvKr1/bwC1d3c1lHiLtv6Ac8UUXU583Vfm/fzFnzWHdu7uAXru7mc+9Zy1S+1jDl/tT3DzNb1Ln3+Qk+e8cadMvhhqE4mbIXRXj/vpnXPUO02LB76SxZvR37F48dP2tusT6H98Jojk1dkXMSRbi4ubzF82uF6muznxeaYHIhxuF1QrXYjLz+2G3r25ZtX17I7N/ifb8RM16XYsT9ZrcLl7tmznVel8MTR+eZK+r81RMnV3zOheCt1hptzvX960WTLF4CNnaF+fpHtqLJMl0xHy+dzje+fG/f0MZUXqc1pPBXT5xkz3gBw3I5Pl/ilnUtvG04ydaeCJokMp6tYTku+6aKbO4OcXC6yKauEEdmSwQViY1dYabyOgiQLus8cHAOVRIQJYGAIoMg4DjeekzHI4CT2RohTebK/hiHpktkywbPncziui6a5Akz6tUhF8+LUVgQ18ii9890wHUdpvMG3VEf49kahmkjiBDSJDrCKp1RH5u6w6iSyIauEIokMpH3YuLSVROfLLJzbStX9cUYz9U4NluiZjn0xvz0xAJ89Rc2kgz5CGsysaDKXNGgI+LFBV7dH+Xa/hjdMT+W7SyYT3uRhVXDJlcxKBsWQVXi2qEYsiBQMm2ePZFBN11cASwXJgo1Hnh1lm+/MuMRWwFMF7qjKqosYNgu3907S9V0KOkOjguqJDBf9dJwNFkg5vcEOpf3REhXDLIVA58isqo1yDsua+WagTjFmoVhOZRMh1Utfla1hYj6ZPZPFvHJeKQ/5qNQM5ElEcN2CS3kfq9pC5EIqjh4VkOG7fDODS20h30MJgO0hTzLoXTJ5MRcmbAmUzEd/IrE5x49zmxR57MPHWNrd4Qv/vAEjx1OMZatMpIq89dPneKLPzzBrpNZ9k0WUGURvyox3BJAkQXCPs8mqWI6/OZ1fTx8cI4HDsySLhuAJzj54dE0q1oCGJbL79+2mg9f1c0HL+/kqv4Y/kXVv7tv8AzPHdfFsNwzSEWd7OyZKDRm1544Os/V/VF0y+XuG/rZM+Epuw/Plvjsg8eYLxkcnSs1bpTnE38sRf3x+pzh4njAxY/tHstRMexl5xaXinHOtc+Lmcur33APTBWZKeqsaw8tOzu30nGe74ZdFwstJjc/OjZ/3rnDJ0fSlHWbF8dyKwpWLiY/+kJwobOeSwU153rN+a6N8+G1SMnRs85dPd5x8XldDjvXtjCV1+mKaq+LWL2ZqTqXgrcaeW3ip4cmWbwEHJgusH+qSEtI9TJ9Fw0tB1SJT+4cYjqvk6+a2I4XwWdY8IMDs+w5nUcSRT72tj5qls3Na5J89p1reHokS2dE5RsvTqFKArIkUNRtOsIatgOKJOJXvDZ0R8SHvSDMOJmusKHTIxzgEb2AKhLxyfziVZ385GSWqmlT0r25wBtWJeiMakT9EmvbgmztihDWJGQRVMkjkKokoFsQ9YuMZmq4LqQrFqWapyZWZIGeuMrLp/OUDItdJ7N848VJLNvzcJQQ6IxoAMwWPeJhWC4zxRq5qknFtPnG7il+/vJOggsze2GfTNVw6E/66U/6OTFfwbBsNEWiM+pF5nmzfaBbDk8cTVM2bCRRRBJFFElEEiCoybSFVJJBmZAmkS6ZhDUvcQbBu+DzVZtkUEWTRc8kW4LhVj9tYQ0BAU3y9rW2I8xMweC7e6f5/X86wjX9MS7viRJQvarf7etbeO5EllhAxLJd/uPb+giqMl1RH5mKRUtIRbc8Mi8JnsgGXHyKQLFmUbMcXp0sMJmvsX0ghqZIhDSRf3h5moDiHVNQk/jA1g6u7o/y3i3tbOwK4VMkkkGFn1vdgm45XNUX5bMPHmO2qPPYkRS3rmthfadn5N0d8xHySQ3F5MMH53jw4BzJoEf44wGF7YMx7n1+nF0ns6RLJrIosLErzGOHU/gVkZrpsHNNsnGNL44ifPjgHE+NpLnnyVNs7AzRF/ejysJZ4ox0ycCwHFzgxQXj73o1NBlSz1B2fvaONbSGNX5jRx/1IZn6Pv9p/+yK1cDFqO/ftB1GM1XuurbnLJGLIHhJLzuG4tx9Qz8PH5w7Q2XcWNOCGGc5kpYueVXQy3siF63E3dgdpifuWxBgvVbNXLyO5fZ5rhv2UnHKctnVF4KVCOnF5kf/c+BCql8XUp29+4aBFeMdz3de6/eB+njBheL1Et03G2/V97yJNx/NmcWLQH1m8b/9YDeRSIRUSeel0wU++87V7JkonDFw/RePHadQs8iUTQzbJle2yFUNRFEk5pcBgULV5PrhBFf3x3jmRIafHM/gVzw7lW2DcVJFg0zFIKTKzBZ1apZNIqCSDCqkSx7p6girDLYE2TeVZzLnEbOADKvaQhydKWEsDOi1hWS2DyYYy1Q5MV/BchzeNpzkyEyJ2aKOJEDFdAlrItZC5nW67Ilr6hBckCRPaJIqeu1iFwgoAoIgUDUcNEWgK+KjoFvcuamNH4+kGU3X8EngIOA4LrYLigTxoMpQMsjusRwxn0xLRCNfNclUTHTT82wM+2QcXGqGp9CWRBHLcYj4FKJ+mYlcFdcVCPslruqN8+9v6OPFsRz7JgocmfWEL67jkgiruLbLfNnkbauT/M7OIe7+hwP0xjXiAZWNXWGKusUPj6Qp1Ew+sLWDJ49lODBdxMWb47xpOMnq1iD3Pj9B2CcylvHOm+2CXwbd8rJmbcclEZDIVCy6Ij46Yz4CqsSJ+bJ3PVgukuhSs1yKNRtZBJ8icVVflBdGs9i2S3vUx7+5vJPDsyW2DcTQTYcHD86RqxhIokcuPnJNDzetTrJrNMu6tiD/6b7DBGSBm9e1sHsszyd+boDv7Z89Q6hw355pnj+VZb5scs1AlOm8zpaeCDcOJ7nnyVMLlksyn7plmL947LhX5V4gMfWb4188OkLVdNg+FMd14fv7ZuiIaGwfiqPK4hlmznWbp9FMlYGEnx8d82Iv13eG+NQtwzx8cK4h2Fg667h4XqseGSgJAmNZT1yUDKpnCGEWYzlxyGLf0/oMYNWw+fLTo69FIwqwrT+27FzacrODf/KQVwVtDWt85vbVK353LCfQWM73seGdJ8D1qxJnzJ1eqCBiqefiSnNmS/9+Pk/GnwYuRfByMYKa+uOLZ0XfCrOAdbzVZhQX460+r/hWX99bFc2ZxTcR9UpAW1jjnp/fwJ6Jwhm/ZB8+6NmlzJcMyrpJvmqxoTvMv93ey6qWAFG/Qr5qULMd9kzkuXfXOI7j8hs7eokFVHoTfmbyOm1hlQ2dYcqGRXtYoy/uJ6rJZCsmA0kfEZ+MJAqM56rE/Aoh1fNK7Ix6Pneq4n1gJEA3XWqWg2k72LaDJAj85ESasmFh2S5l0yXqk7Adh66IRtnwEmRcF5JBmWRIIeTz5iB1w6YnpjXELrrlVU9l0dvPaKZKuWby9RenOJWugevZ6YQ0CUcQkCSBmgWlmsWh6SK241KxbKbzVSzbpTu6cGwSiDjUTAef7MX+qbKAabtoMmQrFsWaQ82yERBY0xbgmeMZ0mWD46kKAtAX99MS0nAdgZBPpifu5z++zWt7fuDyDvK6TXfcx//dPcnjh+Yp1ExCqszzo3mSIbVxDhzHxXLgx8fTxAIyMwWD1oCneO6Pq1iuZ0I+XzaxbIfZohe/OL5gGfMfbuhHkySv9S+CIkmer6YMlgPrO0ILMZAeqbNsm0cOp9gzkadUszgwVSRVNBhqCaJb3uzjY4dSPH4kRaZk8In7DqGIMF0w+PvdExyZKfG79x89qzV60+okAVXiptUJxrOeJ+W+iQJ+VeLjNw2SDCr81o2DBFSJ375pkE1dEf7gHcOMZqpsH4jzxNF5+pMBIn6FG4e9auMdG9vZPhTntvVtvGtjO48dTvG9fTMYlsNNq5ONyl5Qk4gHVIqGxVAywBNH53nmRIa/+ckY39kzddas4+IqVt1mZmNXmI6IRswvn0EUl1ZkztU2XOwL+N+ePNVoederiCu1GJerqnzsbQO0hrXG/OZKWGrZs9SaZvExL65m1vcJXFDFaTnPxeUqbct5TNbb0E8dT7/prd6VcKGeh+eqHl6Izc9Klkn/3Hgj/Dov5XkXgrf6vOJbfX0/62iSxUtA3aB530SB+/fNUNItgpp0xgdcFgVc12Uip1OoWswVdHrjft67pQNB8KL2BMC23UblpTWscXlvlJYFAUzEJzOVq5GrWswWa4R9MpLs2crMFE3esb4Fnypx22WtvHNDOzG/SkgVqZgOoiAQUCQCioAoQMmwGc/W6In7uWF1EhcXw3RJly1wIagI1CyHrT0x0gszgg6gSAL5qk1AkbBcl0MzZWqWQ8mwG2IR14VVLcGGcMN2oWJ5BuNB1ZuJ7IyoFGoWYU3EtFx8CtRMh0RQRZEEFFEkEVCpGd78369s62ZVS4C87glwao7AoekS6bJJ1fLO62xBBzxhT65i8uWnx/g/L0zwtRcmODpbYiJXJeKT+fCVXST8XlKNTxL404eP89RImv2TRdIlg3/YPUVRNxnLVohoMhXDxq94sYbtUS+qMKTJHJgqsLkrRCKg8MtXd1G1XQaSPsI+z7xcFiGkepXP7pifeEChNxEgGVD46ydHqRgWhYpJ1XKoGCaO61VZ17QF6In7+M3r+mgJqgQ0CfDysedLnjdizbKpmTaiKJAqGVRteGE0x988M8ZXf3Ka+bLBdEGnJ67RFfUjCF5VNqhJbB+IN3z1nhzx2vePH5mnZjrsnSgwXzL4qydO8uRIukEuK4bNc6eyfHLnEIdny3RFNb7yzCg7BuMoosjIXJm/fNzzjgz5pDPEEodnSxiWw4GpIl9+epSuqMbeyQKKJOK6LoILR+fK7BiMk6+aqJJIoWqd9TlbzvhZlUV2DMX51C3DZ3kDLhYULDXQXto2rD/ftl0SCwS5PnfsEdzlxSpLb77JkMpnbl+9osXM+QyulyO59XUAlyQmWUo4liMg5yJMdbujc5lOn8tz8vXgQj0PX8/s3M61LbRHtBWr0m8ULoWoXYpf5xvxvAvBW31e8a2+vp91NMniJeCqvijPncySr1k8eGiOl0/nOThdorrw5bC2LcChmSJBVUaVoDvmVQW3dkfYN1mgLazhuLCpy1Mrd0Q0LusIkSrp6KZDUbfojGj0Jfx0xTRsx0VTJH5uTQs3r0lSM21uXZdkLF1lOq+zb7LA0ZkSlutguy6u6xLUJNrDKn1xP/LC985EtsJkrsZMXqclqGK64Je8zOeQT6Y37mciX6U9rOK63oSd5bj4VYHpXI3WkIqAi+W4vH1NgvawiiJASBO9Vq1fwXJeO08102X7YJLrhxPotktHVKNQtemJazgOxAIKRd3Er0qs6wgyna/hADXL5sR8BVWWiPpkr4LpwPrOcGP7uu2RUQFI+r25OsNyKNUM2sMaLi6KJHI8VeGViTyuADXDZjJfY6ZQ43S6wsvjOUzbpTWsAiIRn0KmapKvGeybKDDQ4ueK3iibuyOokkhLSOGBV1O0hjROZWr0xf3E/Qrv2dzOQEuARFDBdV1kSaRYs7miN0q+ZvDMiQw/PpaiUPOqmKoksLUnStgnMxD3UdZtRubK/PWTo/hVEVkSee+WNiI+T8E+U/Ci9HyKRKZk0BvzeYIkCXTTpmra6IZDV1RjbXuIL75/PevaQ+wYjHFwusj39k1zz5On+NGxeV45nWcy5wmRpvM1WkIqY9kq+ao331f/sl08l7hzbQsnUxUOT5d48MAc9+2dZixT5omjKUbmyo0v57q6uC/uI6hJXlpNzMd4topuOlzeEyFXMYn4FAo1i09//zCfvHmQ3riPD1ze2WhZ17e1VNBSNzZXZfGsm2kjRSak8KNj82esH86+CXsChBpDrYGGWKe+v3OJVS725lt//lPH0435y8VruVCD5wsVv9S3v1igshwB2TEYZyrvmajX/16v3iqSeN41CQJvyo15uffpfAk9r3cfbxbezErXpajIXy/e6vOKb/X1/ayjSRYvAd/YPcGOoThRn8y7NrShySL5qsmXnjjJsycy/P4PjlKq2bw0nkO3XVRZZl1HiHufH6c/4VmxfGBLJ3NFg0RQQRQExrNVdp3MYjsulu0ynq1yar6KKon0J/zIooAqCUzlvdi1b78yw6GFPN9nT2Q5kS4T96vEgzKCIFCqmsQDnrF1LKAiilAxHI7OljgyW2Qip+OXwBYE3ruljYAqU9ZtaqZLybAJqhKaDDGfRLHmEA3I+GQJURQRgO/vT7GqJUhLWEUUvDi9fMVEWXRFRfwyqZKOALQGFeaLJlt7IrSHNT5yTQ+m7SKJnhjm8EwZy2FBDOQdfzKoUja9G2G9Ura2LYAkQItfQpUl2iIqmqo0CLEgiGiyyGBLwGu7Oy7Pn8pyPFXBxauegkDFchhKBjBtB58i8UtXdZEMKOQqBsWag+W4vDiao6zbvDyWoy2ksH+yiF8V2TuZZ2SuDLjsXNtKUJPpj/so6jYBTcJ2XMJ+iYPTRXTToaTb2I5XbfYrEsmQSsSn8O+u7yfoU0lXDE6mKxycKTJdMIj5FWaLBu/f2oEoiJimzdvXtXLtYIzP37mODV1h1rUFGGoJ4lMk+pN+WsMaFcPBtF1qpo1uOzx3Kke6ZPK9fbNIosDBqQIvjec5namQqRi0RTS29ET4+cs7kSUBVRbP+rI1LIcnjno3O8tx+fHIPG9fm6RiOARVkUMznrirTuZ2ncry1EiG9rCGpkhM5XXWtoWoGDb3Pj/B9cMJ1nUEKekWmiLyX58c4/pVCXadzJ6R3LJcmsm5WodPjqSJ+RVmCoseF856WmOtdQX3Yn/DC1H5evYy1fNa5CytKC5tbS9XcVyK84lJLpRoLkcqPULsP4MQX4h4Y7H9Tn09b6Yo45+LALwRx1Q/V9sH4m/4+bkUFXkTTbweNMniJeA3dniRZp++dZj3bO4AYCpfxVqIN3nPpnZCPpm4T0YRPQWsIgkMtwSJBxTWtoU4PFtiVVuQTMXEdByshQpXumLQGfPRFfMhiS59CT81y2ZtRwjDdikbno9hUBPJV3R0y6E9LDOQCLC6NQCuSKpoUDQcdp3KMZHTyZQNAoqIf2GmUbe9+6iDwLs3tPDwwXls12a2oJMqGlSqOlXLxnEgX/PSTqqmi2E7tAZlDAckXPZOFoj6FXTLIV+xcBEwHG/bAlAzbYq6xUun84zOV6iYDtPFGn/yrrU8fmQeVRYXrGDsBZWvQCKg0RXRSARVZgo6zsI5jQcUtnRH6Iz6iPgkNvVECWrejKUI9Mb9qLJIZ9THO9a3sa4txJW9MVRJRBJcIj4ZRYLBBbPhwaSfwzMlZFFgKlfjay9OMJHXcV1vptB2HLb1R0mVdGQRT/0eVJjI6vgVEdNyyFYsvv3KFKPzZR45nCKsSRimJ9aQF0iradle5dWFmuUJnhzHZe9EgW39MW5YFUeVRBzb5YZVcRJ+Gb8isq7dS2XRLZv5qslTI2nchXM6mashSiKyKLC5O0LVdKgaJiFNoliz+Ldf28d4tsLJVJkjsyVWtwbpiflJBlXmCjrGQnnWJ4t85vbVvGtjO0FVZlt/jG/unuSPHjjKNQOxM6pMm7rDbOqO8KfvWstga5Bv3nU50YDGQMLfyD/vjvnwySJ9CT9beyK4rktZtxpVqHoU4KduGeaL71tPa0jlhqE4pzNVtvRE2HUq1yBhy7ZSAwrrO0Irfi5lSWhEEN6+oY3rV70WpVfH4lm9erWvatgYlnPGKMlKsr/lSNZyOJ8q+Vxzi3Wc70Z/LlJ7ruzj8732XPtdboZyaRUX3vqq3vNhuWO6WNTP1XOnss1ZuiZ+5tEki5eAxKIv4YcPzlHWbfJVmw2dYbYNxIgHVO795S3822t7SYZUrhmIMZKqYDkuqixi2A6vThVJFTwRy2AywKbuCJIoUqxZzBcNNneFKes2D7w6x02rkyQDKgemijx3IktrUCZXsdBtMG2XmaKJbjnsnSyiKSKK7M0pmotathXDQRJFWkKqZ6i9cBwvT5QQBZfTGQMb7+9ZHUzbS3lxFtrRQU3kHZe1UrNc+uIaFdtrg87kqoAnAKkTOxeQBBBEgdOZGsmgjLFw83UdgY996wCJgIJlu5R0C1EQOJmuIgoivXEfJcNmvqAznq1i2N5F2hHxceeWDtIlb537J/MYlkOuahNQBNJlL12hZNjsGIwxka9xZLaE4zqEfCoBVeJXtvWwqjWIJokcmSlhOi7ZikmuZpKv2uRrFpYDjuOdh6ePZxhIBlBlkb5EgGzVIhEUODlfw3RsshUdWRJ44liGm1Yn8SsyAU3GcWAyX2WmoKMpMoblIgiQLlmkSjqnMzVKhsXd/3CA0XSVoCoz2BpkJFVlx6o46zrC3LKuFRfoTwT4/7P333F2HfSZP/4+/dxep/cZ1VGxbMuyZWwsECYyGBMgBWeBhLTdr5OQzZdvljTY5JuQDfuD7IZ8IbthNxCShdA7BoNxxU2SJVm9Te8zt5dzT//9ce5cS7Jsy8YOJszzeuklvWbOnFs157nP5/M8T0iRMB2fE/NVfuMzRymbNrIQtADl6za5qoXtB8afiumwsSOC5UBPKoRhu1heUHNYbrjIkkBYFRnORrBdnz/+2ik+cu8YbVGFP/3WGb5+dJFTC1U++dhMi+RENAnfD0w46YjK7Vs7WNce5Zev70WVRZ6YKPLoWJ6IKrOlK4bpeJxcqLQ+NaxW5D0y/rTzNxNVubY/iSgKXNUbp2g47B5KtvYl7z6+hGlfsNMAl+2NhqdH17sGky1y+GyE5+7jS60g7FW17+MPTVC33NZ4+9kMIRcqgc+nFl26l3jv6YvduS9VRuGz5SFe+Pgvd1s/quL0o/Qn/8TgWZTpF4q1Xbo1/FvAGll8ETDsp9UJoVmHt7kzSlR/2on46EQBRRaJqDKzxQb9SZ1zyzV2D6Y4vVhtKokaEVVic0eU9+4dZrQjylIl2E/7/KEFjsxWMGyHbx5bor+5pxZSRTRV5h27eoioIjFNQpWCC/ZSuUGuYuJ7PiFFIBMJLgQiQexNw3IpGDYhNcgSTIYU7tjWjucLhJWglSWui6hS4KAWAbHZPW1aPp85MIsiCiyWLSQBCnWXajObR1UEXP9pVVGXod5wsd0gpPkd13URVkV8XNpjKtPFBp3xYBybr1nkaxaKBOdW6piOR86wW7WFuiKSjCgYlktvKoTteMiSGNQgpjQm8g1qpkOhZlOq2/zHL52gYjiUDRvPg7rpUDRsPntwjjNLVcbzdZIhlbAiMtwWZn02gioFj1eRBLJxhYQuo0oS/9fNA2QjKqIAw5kwxXpA/Ar14L6UGw5/8jPDHJ6pYDkuru9jex6e5xNRZWzXoyuhIssCkhiQ8KgqUDIcOmKBKeLqvjgjmTD/cc8AByZLvPuGXu4/m6NuBwRmtDPKTcNJliuBoWe5bOG4PueW69i2Rzwko0kC7983Qldcpzuh8/lfu4bNHVE6Yhon5iq0x1TammHqH/vFbWzpijFfbvDEVJFDMyUenyiysz/BQDpESAmC1z97YJa7jwcxLEdmy88Ip96zPkNElTgyU+bMUo1TixUOz5TZP1mgUHfQZLGl7q0aSj74nbN84BunyFWti0aaF2bSXRqGDc89hr6QLF2OOF2KVQVy1al957XdTOTr7OiJX3Y0fKEauaoErqpFz9bkcSGRezYzyI8aWnY5R/PljrmUqL4UuJxT/UIV9yedID2bMv1isDYKXsO/BazlLL4ArOYsfvzbB3lizmQiV+fjb99GOqK2emT//uFJRrvi3Lopy3u/fIKq6RDTZDJRlZmCgSpLpMMyZ5ZqjHZFmc4blE2XO6/t5txKncfHC1Qtl7Aq0hnTgw5k16M9rrJvUxsPns9z/WCSB87mSYeVVo/r2eUalWZ9m2EHL2lYFZHEoNvP8Tw8DyzXRxKCC+b1QykqpsP27ihHZqr0JnWmiw0m8zWK9WB86vk+NStoPwmpErIoYHseFfNp1UcRAT9oR4HV6OmnMZgO8UvXdfPPT8zQnQj6nu/Y1sbjkyX6U6EgwNy0sR2fuCbj+j5l06JieBi2iywIxCMyfckQ6bDKYxMF8D12D2c4vVhlpWbRaDrA0+Egf3GpaqHLAqIgUjEdKo3Ave00nd/JsEp7TGNnf4x7TuZQZYHZoklMl7i6N0HBsPmPewb5b/dNoMsCB6fKRHWJpK4wkTfY2Z9gqmDQcDx83ycVVpkuGKTCCgICtueiyRIDqRAnF6soUpCrKUvB6FyTBUqGxy9c04GHwGA6zP1nc+iKiOl43DCY5NOPz2I6Hj3JIIS9bruUDButGd3k+wGRLtYddg0mMSyXmuWyvi3CNf0JnpwqMZ6vk42o1G2Pm0dSnFyosqM3gem4fOfEMsW6zbr2CK8aThHVZUzb49HxAicXqiR0mf50iF2DydZruUr8VrPgKg2Hrz21iCaJ7Btt4+tHF8nVbHqSOh/7xa0XRdt85N4xjs2VKdYddg8n+dM3brzs/7PVrEDLCXrUVVls5UleSnpWVcgLMx0vl1G3SpouzDZcfRyr/4dW/760//cbRxebH+LMloP20hzHy93mhX3Cq+rqhXmKL6ZL+sIcuS8dmufRsQJRXXqGO/zS+/Cvmdu3+prA82c9vpS3uZax9/LgpXxu116nVx7WchZfRliux5mlGvm6zd89OAkEF6q/f3iSpYrFPz8xw3/84nG298RIhlX+eN86lioWM0WDs0sVHjqXJ6rJ+L7ARLNK776zOboTGm1RjaQus7kjxhu3trO5M4rpuHTHdSKazC3rMkzkDDzfJ1+zGEiFyddsRjuj3DCUprPZnBJTBd6yvQMRH8MORrW6IiKJtDIBj85V0GWR+88W6Ixr1CyXuC5TMz1CqkBMU0hHNNIRBUUWSISCGkGBQIVcheM9TRThYqIY1wRuG81SbTi4HpxdrLK+Pczh2QrdCR1JFLh+MIHn+axrC2O6HlXTIaGpCCIkwzKaEsTthGSJp+bK1BouHgJPTBQYyoSJ6zKqJLC1K0p3QkMSBHzPZ2NHjK1d0aArWhJw/OANX7N9VqomM4U6n35ijnLDZjLfIKJKOC50xBSm8w3+r385ykSuznjeoDelYzs+PSmdDR0RSkagVi5XbQzbZaUSVDcWDLv5Hgn29SYLBroiYtgeqiShitAR0ygYQZvJt46v8JbtHXzhyTnWt4U4OV9htCPCw+cLuL6P63nkqhav3ZCmLRJE9Fzbl6QrptGd0CnWHcKyz2S+TsPxKDdsTNfji4fnObtUQxIEQorIq0cCRdv1fE4ulPneqRVyNQsfqJoOt25qe3rsrEpsaA+czItlk10DyYviXKwmQX70fIFD02W64hqDmRA3r0sznAmzayDBh9+y+SLzA8B79w4zmAm3VNrV9pNc1Wr9e6ZgcO/pFfaNtqNIIt86vsSj44Vn7PatHv9/nphpZTqujsxXCdyFuNyO4KVNHat/m4530b7ahVErEBAww3IvqtW7UjPIpd97IcrbpaNdy/FYvKAu8HL4cSh8LWV4svishqWX4zZ/lNaW58NP+g7mj4KX8rX7N7Ge8FOKNWXxBWBVWfy7uw9y99kqE7kaN41kuG4gyf7JIqNdMb745By5uk1IERnMRPjoz2/h7uNLfPHwPPmqzUrNQhZ9RFFiMBWiZrtUGg7/7rpuTi7UgvN0RjFdj/aoxpPTJUpG0DpybX+CY7MVHM/HdD2WKyaFuo3nQ1yXaTguC2UT2/GJaiKCIFJs5tcpIqxrj1KqWzg+2I7H267u4Aen83QndcZzNVwXSo2gotDzgyzI27e285kD87TH1FaTx0Pn8li2y1TJoNwIFMZUWKRU9whrArbztIIZ1SWimoyIgO16JMMKEU3mNevTnF+pU2o4HJ4ukwzLzcfio8sByfB8F8sVSOgi6YhGw/YoGRaW62HYQT2hLosIohiom4LAL+3s5tOPz2J7PpoUmEyqpo3g+9RdH6f5u361mSYRkigbbhC+LUI6rFCzPAwrMPYExCbESt2mPaIykAlzarGK5bisVO0WAd3QEWYiZ4DvM9IeoWq6tEdVxlYMRtrCHJ+v0hFTMZ2ADBu2i+3C+rYwdctluWrh4ZMOKeiqxBu3tPGNo0s4nk9Sl6nZHrGm4tWd0JktNcjXbOq2g+n4DKZDLFdNVEnk6t4443mDQt0moclULJeELtOT1APTjRvEHy1WTBzXozcdYs/6TEttu7o3zicfm6HScDi3XMNyPH7+6i6iugwEF877z+aoNBxkWUCTRDKR4P2xri1ykYp1qbL12QOzfOPoAkOZCPhwcjF4P2/tilE1Xeq2yy3rMq3WlkfHC0S1p5WzVWVi/2SxpQrqisRoZ9AI82zNHM/X6nHhcRc21KwS5FWsPp6JvEF3QmOu1OC9e0dedpXkQgV132h7S1ncP1lk12BA5p+v1eTC772cCs+qMgxP39crff5/lNt8vvP/KCrrK7lZ5eXGS/navdzvgzW8cKwpiy8jXjWc5o1b2ulLhpgpGDw+UcT1fKKaxJ3X9dCfCtEZ13n1SIovHJzjy4cXcF2fq/vi3PXqAcKq3NxXC3h6OqLwxUML7J8sYDoOj40XOb1YZf9UnlLDxvd9FsomR2bKTBYMLNdjbKWOYbuUGw6e76NKIns3ZEiGFGQBTNenZjn4BIQnHVHpiKns6EsEvciKyEPnC6iyQLFuE1MVGo7f2lPsiGmsy0b4zP45VMFnqWyRCil89cgCEVVCkkV29qdI6EEnc2csxL+/qY9USOPG4STr28PIYhC8XaxbNJo9z6/ZkMb1fB4ZK/DERJGT81WSYYnFioUiQtFwcV0XQfSxXPDxydddpgsG/ZkQOwdSuF5QMRiYcHx0WcTx4aqeOCcXAlOLIvgkm9E9PiDLMsmQQkgNdjI1WWBdW5jBdIRXr8+QiipkwiqKKJIJB7mRPsFIfbrQoFR3mC4aQYSPJpEKK6iSgESQMzmQDtMWU0lFNHoSIda3RTg5H+ycPjFZQpMD88n6jkiTPAfnnys3WK6YmK6P3wwXL9Ud7juTJ6LJqLJETypEWJWomC4xXebYXAXH8RhpC+H70J/SMW2Hiuky2hXjzp3dVBoud2zroCcdxvV82uMaYVXC833Gc3WWqia3b21nY0eUnX2Ji8ayn/jhZMvFvNLcJ/3fj03z6ESh5Wz+w9ePoCsi3TGNdFhlttSgL6VfFGZdt1yqTcK5+rXAnS5iusGHjHzNQRZFREGkLabxp2/YcNEu3I3DKbZ1P/0LrBWm7fmkwgp//dZRtnXH+Z1bhp5zr/HZ9sYuVYwubKi5nJN61TV9180DzJUadCf0K1ZJLpcdeaVq1eou5oUZk5fuCl5plM7zHfuj4sJg8dX7+nLv7V3J+X/UIO+f5B3MHwUv5Wu3tr/5k4s1svgi8D8eGsdyPWq2S9VyeWq2zErNYtdAEnzY0B7hjVvaeWq2wicfm2Gx0qBmuewaTHLnzh5+81UDrGuLoMgSezemmc7VWaqYWLZL3Q5GxFXTI19zW13KNTMgK68aSVGs2wykQixXLep2sKfmCT6HZyvEdBmXwKAiiwKyAJmI0nTBSixUTGaLBssVi9OLdcZXDGZLDURRoCOuIsuBive2qzuZLTZIhxVKpoftuhyYKoLg8/hkgVMLFQ5NFelJholqEuWGzb8cnCdfNzk6V0WVRBCCFhvL9REEAcfzeHisyHzZ5InJInMlk1zNZL5kEVFEFquBCrpcD+r7rh9MkdAVUqGA5KxULA7NlAjJQY91SG4aUiIqv767n5vXpVmqWsiSSN0OYoaSYQVdlvjgm9YT02Su6o6jKxJDmTA/d3UXf3fnNm4YTKLJEqlwEAC+VHFoGrvRZQF31eXtN93nZYuS4dCd1EmEZYayEbZ1xRjtjJEOyZxerDJfatCV1GnYPpoIJcPjd28Z4PhcBdt1sZsRQ6btIUpBpJFDkCfpuC7nlmtM5GrIok+uZlO3XIazYWaKBg3HZa5sUqg59CR1PB9mSyYCPgcmS/z53edYqZr8y8E5FksNoppMybDJRlWemqvSnw5x68Y2TixU6YprnF2uA09fEDd1xkCALV0xBtMhIrpMSJbQJbE1Ug1aXXTmyiYnFiotUt2d0Pn4Q5Mt5eqJplHlW8eWWqaYN25tJ6JI3Lmzi/6Uzob2CL/32iHef9t6elOhi1pbLq2uWw3f7oxryJJIdzLEe/cO88h4gRuHUpdt5rgcSVtttLnUfPJc7R4XErZMVOW9e0dappzL4XJE9MUStitxNF9plM7zHftKx4sdCf8kBHlfCX6aR+Jr+PFhjSy+CFRMj385OIcqSRTqDq7vkQwpfOKHU3yr2QutKSIRTWJbT4yeRIh37uppmQMcz2epYjFXavCZ/XN4BDE3jg+aFIxXZWGVnATfG88ZLJRMPndgvlUveONwsCOWCMl0xXUSusJK1UYg2MtTJJGRthBdCZ0t3TEkQUCXgoiVsCygSuD6PiI+C+UGezdk6I7p1C2HU4s1dg8nWaxY4AeVep7vU7c8ErqM6Qa7m/MlA1GAqCajK8GIs2zYTOXr6LJISJUYzoSw3SAw2vN8shGZsCoiCBBSRBIhmYbjkQkHs2EBcL0gG/G3bxmkMx5ClSTGVmp4nk/JDJRFxxfAF3B9n9NLVR4fL5IOq5i2T1gOiF13XGNLV4z/9egM/akQR+bKuE117cBUMVjEF2BzV5SQIhPR5NbrLBLsYm7vjaFIAv3pEEsVMwgAF8ByfDLhwM0tiAI7+xPUHZdsRGGhYqFJErsG43g+dMZV/uK75zGaId0RVUSTIKLJdCVCCARxQ7oq4QsgCgKuByXD5dXrUmxoj1Co2UTUoA9cVwQc16M7oVO3XXoSOo4LguAzV25QszwsN/jjeD6/dXM/nz0wh+975GsWE/k6bVGFbx9fJlezWmND34fr+hOsVCx8z+eW9Rl6kzqjXVEkkVZL0Y1DKXYNJulLhkjoMsOZMO/ZM8RcyaQ7obXCrQt1m7Aicd/Zp5tMzizV6E+H+G/3TbTWEi5Xl3ehkrdKah4ZL7B7OMWR2Urrdp4vs/ByJO3RsQJfPbKA7fot0pSrWnz4++fZPZi6LCm4lGBdjkBceCG/9HYvjdO59LE9F66UrJi21+qmf66ffyWRnxeKn/a9t5/2x7+GHw/WyOKLwErVIqbJ1CyHtmiwW7VYMTFsj7ZokOm3b7Sd971+HT8z2sbf3bmNO7Z3cvfxJaqNgOilwgorVQvb9THdgCBKosBgJkI2qhHSJGQR4ppIXBOJqBINJzBVTOSDbMPRziiG5aFJQTvHQtlke3cQWiwIwYVrfMUgFZbRRJGhbIgjsxVCiogki4RUmUxEwfWDMfUTk0VmSw0qDZenZkvcfXwFSfRRZAFNBl2W+P29Q5QbDiFFoGH7SELQ96srMu+4rpd12Qi2FyijqgRRVaYzEUIRodyw2dkfo9RwMazA6bqtJ8F1/Umu7ksQUlQSutQ8d5BFOVc0UGQRUQwIac1yyYRFNEWiK6liex5Fw+KJiQI/OLPCwaki3XGVkuljuy6ZqMb5lRoVw+bIXBnf86iZHgLwxHiBrxxZQCAwKvz120aJqhK+7xOVAzf5u3b14PsCA5kQVTNQek3bo2Y66KrETNFguWa14mNu3ZRlqtggrkvMlRtYDrzj+p7m4w2I+VA6zFA2QjqqkAxJzBYN+tIamixwVW+CV41kSEeCdYJESOLe0znOLNcwXY+G7eJ4Ptu6E/Q1yasmiViex6+9qo/BTJhr+pK0xxRSIZW+dAhNFvnP3z7H+rZw4EQeStGT1DkyU6EvpXF4pkS+bvPh759ntmjwf3/5BEXD4exyjY64xp/fvpFKwyERUnj3Px/m3lMrPHAux1t3dLFrMElvOoRP0KLy7ht6mcobVJq7sn/xpo0kQwp//DPrWk0mq6PiP3vjBtpiGnfdPABcXolbVfIg2Bu7ujfOXKnBn75hfUvV27sx+6zGFri8qhbRJDriGuC3Imw+9uAEK1WLv31g/Ipq9C6H52qCubTm79Kx8o+Ky0UO/VvET7Iq+lLgp/3xr+HHgzWy+CKQq5mEFIk7r+1Bk0RcH2bydWzXIx1Rec+eYH/KsNzWJ/27jy+xf7LIkbkyqiwSVSUiqoQiCQxlggzFrkSQu5gIKeCDIov8u+t7GcpEiOkSEVVp5hj6SKLI906tUGzYjOca5GrBsr8gCIQ1CXk1lFuAH44VODhT4v4zeboSOqbtosginhccENMUhjJh2qIauhrs69Vtj0xUQUAkFQriYCqmy/u/eZaQImA5Plf1xDCau4j5alBDOJAJA8EofbkWGG4OTJaoN8nhFw4tUqybWF6ws3d8vkrddjk2V6Zk2IQUiZAatJgYtssXDy9gWA7dCR0fSIZk6jZ0J0LYAR/B98F0fDRZIKLKLNVsPAIF+MmpIisVk4WKhSoIWM32GlUS6E6GcVwPyw0I4D2nlslGVdIRlb50mExERQB6UzqVhkO+bpE3LDwvUFgrDRtFlnDdwI386FiBqXyDX76+F8+DTESlK6GRq9k0HBdRCMLRbc/HdDzaojqluo0kCMwXzSD4u2YhAJoiEQ0pTOQanFuuYVouVdNhoWwymA4R0yV2D6doi6rkaiYD6TArVZuP/eI2fv91w/SlQrz92i70ZgNLRJWCdqCExv1n80RUiQ/97Gbqlkc2qvLQ2Txlw+HxiSK9iRArVYsN7RF2D6b4z986w1W9sSD70XQ5tVTlyEyJuuWyZ32GXNXi/HKNx8YLfPKxGUzH4+B0iY/ce56HzuVJhhX+6YnZ1t5iKhy0uRyaKXPXzQM8Ml64rBJ3YbXe6vc++dgMg+kwh2fLLaPBvadXMB2P/ZPFyzZuXEjSVm/nPXuG2LMhc1EP8m+9epC2mMbG9ugV7/5diuer6LuSmr/L4Ur2HfduzLJrMMmugeRlz/tvZXz5k6yKvhT4aX/8a/jxYI0svggkQkHAcTqq8DOjbcgCZGM6RcPm3Tf08rEHJ1iqmHz0/vFgN+rwPDUziNqYzhsslBrBhXg4xfq2KDFNIaErzJeCi/meDWlc36M7oTGeM8jVLFwPMmGVjrjGSFuUnoSK6/qEVSnID2z+++hsCVUK6uUSWjA+1mQB23UZz9WYLRp0JbXWmLNmOTRsl9NLtYDARALC2rBcZFHkrlcPcHVfAt/z8QFVFjBs6EvpTBYM+lMhRBFKpsNXj8wzuVInokJIFshGJAQROuIqibCC6/ukQkFziyYFx2xoC3NoukQqrKDIIlf1xnnVcIquhE7NdDEsh4LhoIgibRG11dgiibCxI4IkQK5mI4nBSLctppEMBeNsH3B8D78Zwmd7PjRjgxBF2qIqpYbDd08s8YUn5/iHR6Z46NwKnu+zULFYqZp8+cgi6bDEYtnCcnw8z8MlIHMCYJguuiKyXGlQbjg8NVfmM/tniWhB/Izt+jx0PkcmomI6QYD7ctWkajp0xjW6kmEM2yOmy4QVid5kiOWKxWvWp8H3SYeD8b6uSsEHDE1mpWbz6zf2c2yugusHTS11y6UtqvCRe8/z+EQxCONerLKxI0pnXGMoE2Zje4zJfJ0zS1UOTJX42IMTvHfvEMmQyk0jKWRJ4Gc2t9EWU9k5mCCqy3zswQl0ReTIbJW37eiiPa7REVXpT4f5wZmVgEBaLoW6w2LF5M5ru5BEkaWKSVtE5dRildlig7PLNT56/3hLTVsNtf74Q5PPUOJW21HuP5trVes9HXMzcNEod1UNvefEcmu39HJYJUqrO4qXq+HLRFXef9t63nxV5zNCuVdJ1vOpOs93Ib90ZA5cEYG7kn3HyxlLnusca1jDhfi38mFiDS8P1sjii8DtW4Msut2DKSKazK7BFImQwk0jaT752DQ9SZ3pgoFhe+TqFp4Px+crPDZRYLFi8ZUjC5xcrFKs26QjCn0pnZAmM5jW2dGb4JGxAo7rM1tsUG8GLWciCvtG27i2L44gwDeOLZFvtpxoclDxZ7suqYiKJovcMJLCsIMX2LR9FFGkYXsYduBsNiwPBJ+6GWTzNWyH4wtlioaN7bq4XtB3fXyhylTRIB6W6U5ovGtXL3s3ZkmEFNJhhYWyCV6wPzdTNBgr1DFdGG6LsL03gSIK9KdCxFUZCYGa5dCbCuMB8bCC5fpc3ZdgQ3uMm4ZTaLJIZ1xtRud4uB5UGzY3DidZqdlEVJGi4ZLQJVaqFobt43iwUnNYqlhYjovjBQRaESChq2xojzKYDSJdxOY+qNt0lCd0GdeDQt1uBqAHjmTDdjBsn3RY4kuHg8gSzw+MKrduSBNWJKKa1AqD3relDdfzqZlBd/dMocGphWoQxC4G6tXVvTHKDQfH84lpEpIg0JvUyUYVGnZzpcHxsF2PcsPh0798NbuH0rx6XYb//rZRQqpMW1Th567u4u8fnqRQt4mqEj+3o4sPv2WU+ZJJrmrz5HSJ0c4omhSsCLh+0Ou9XLXQZRlVEjm1WGOu1OB3v3iCnf1xMlGVXYNJfGBTR5Qbh1LsG23nV3f3Ubdcrh9IoEoid2zrYN9oOxE1CPC2HA9JEBBFaI9p/NMTs0zm62QiKss1m/fsGWJDe4TuhM7mzliLaO3dmEWRBBq2iyIJFylxq0Ry1Xl94fcyUfWiUW5PUufAVInrB5OEVakVzP1s5pILzwmXHy1fSvguJFkvRNV5NvXvch3Rz0fgXgqDytr4cg3PhbUPE2t4LqyRxReBc8vBgv4D53JYjkdYlfjjnxlhKm/QnwwRUSU8PzCAJHWZiuFwZLZEMqSgygLbuuOMdka5eV2auC4jCgK3b21jc1cM3/dx3FWFRODcUg1FEqhaLicXq83uYp+IKmFYLpvaI6iyRFSVMW2f8RUD2/WoNlyuH0oiiUEUjo/Qyhb0BYGoJmE5gVro+gGhbNiBIQJokiCfIzNlpnNBR/NVPXH2T5UYyoYYyYapWkFGZMGwSegKMV0h1mx56U3qLFdsJFHk6FyZlbqJ7fmEVAlNEpEIiMLejRn2bspy3UAC0/U5s1TjS4cWMZ2AKDoeSKLID8cKXNUbx3ahO6FxfKFKJqISVoPHpYjBm7nccKg0LGRRQJIFQqpEqeHwquEkiiAgCUIzOifYAZ3IG2SjKtu646QjweuTiqhIgoAHLFZsbhlJtvYHs1GF75zKMdoZxSfozxYEODxTwweyUZW2uEo8JJMKK8yXTSRRYEdfgsnmrmnV9Di3UmemaHDdQCJQh0WJqUKDparJdNGgWA9Gwlt7Ypi2xwe/c44dvcGOqu/51G2PxbKJ7QYO6HtOLrOpWRc5vlLn/EqddW0RTixUydcslqsW1w3EGcqGeM2GDH91xwbOLNXoS+l869gyByZLVBsOX3tqgU8/MYPlBEr1oZkyHTGNB8/lOThd4vunVgKn9YFZ5pr923ds7+CXr+/lxuEUw5kwnh+8P9+7d5hMVOV9r1/Hng0Z7tjecdHo+MRClVzV4rMH5jAuQ6guF2Z9IVadyx9682Z60yG298RbzukLL3wXmkluWZd5Rs3eCxktvxDcfXzponBveGEO5gvxUhhU1saXa3gurH2YWMNzYY0svggU6g4Pns1zYLLIwekSNcvlL75zjtOLVe4+scR3Ty6T1AP3riiJFOsWlYYbEDFfoFC3+eLheQw7GE2PrdS473SOA5MlHhkr0BZVUSWR7oTGlu44A+kQG9ujNByP+bKJ58PYSp2a6XBqqcbGjghl0wHfx/FhoWIzVzIIqxKaLAb1c46HJIrENJH+ZIhfuq6Hje1RonrgWNYVka64huNBbypENqoSURVSIYXrBpMMZUKterkDU2XeuasHy3ERBJCFgAS+eXsHYU0hqoocmCyxayCOIglkIgqKJCGKENOCCrmwJtEV01DlQA26fjDJUsVisdxAwKNo2CTDEvGQDPjMlxr88HyOrV1RBFEgG1Y5PFNEEETWZ0OMdsboSgS1eIYdtKNkIoGJaKFo8PWjS6wYNp7nY3ugyUFgue16HJuroMkCiiQymA7TFlWDkTVQs1zuP1egO6UT0SQajk8mKvPoeIGlcgOBYA9xMlcnqonENJltXXE8D04sVAOVy/aYzBu89epOuuJ603yiUDAsbhpJc1V3nJAqUrNcCjUbw3Q5OF3iS4fm+fqRBR6fKDBTNPjBmRw9KZ2TiwHJ6kuHGMvVuff0Ml87uhh8SLAcMlGVzZ1RUhEFSRSIajK9SZ39k2Usx2MwE+a/3TfB7VvbyNccLNflzFKV+87kKDWfk++eDBy1Nw4Fau+tm7JEVImdAwm+d3oFURT43sll+tMhorrMHds7USQRVRbpT4e4pj/xrMSmlZXo+syVTbriWituZ7Xt5dlIzYWtL5eqjReOlC+88F2oGn7swQlmiwYfuXeMXNW6ov3BH4lkCc/97ZeKwK2NENfwo2Ltw8QangtrZPFFYKVmslA2GcsZaFLgVE6FFQrNRomwKvHguQLdicAYoWsSjhcYPAzL4YmJIqIg8PhEkbFcnbFcnfF8nVzd5th8BUEUCGkSluvz9ms6WKpYnFupcni6zI7eGHXbQ1ckJBHCisR0wQiI3gWKiSyKzJVMwqqEKoPheNy6MY2uyPz5mzaQCitcNxjH9wU6YiqSKLBYNkmHZSzXJx1Wgj24WGD4uHVTG1f3xYlpMobl8oFvniEZVglrEumozu1b22mPabx5WzulhovpuuyfLDGQDiM2TTKD6TDLFZO67dAV1xhui3BivsxErsZdnztKrbnPVm4EtYNhVebavgQxXSFfDwLGz63UGe2MslSzkEURWRQYyEYQRBhIB/WBQbC4z0gmQk9CR5IEYqrEG0ezCIJATJeo2y7X9CWIqBJdSZ2hbJgtXTFCikRbTGMgrQNBzmJUk1ksmziez87+BKW6hyxBZyJEKiwT1WTaoip6k/genCng4pEMy4RUka64SkKXmSmYbOuJcVVPgprp0rA8/uCrp3A8n+5EkDcY1WUiukxPQqNg2OTrDqbrYTgeW7vidMZ1REEgpssookDVdJBEgXLD4vh8FVkUmcwb3DSSxvfhl3Z20bCD2CLLCXYLv350AV0RObFQ521Xd5IKBasLezZkuHNnD32pENf0xvnIvWPcc3IZ0/GI6jLve/06elMh7tjWgem4vPmqTjriGrsHU3z4++eZyNW55+QyO3oS3LIuw5cOzfPZA7N86dD8M0axcyWT4bYwv7Szm55UiLtuHriswncpCVp1LH/8oclnHANPk8wLL3yrRhnT9ppj6zLdCY2PPzTxnJE7Pypu29LOTSPpZ4R7X4iXiuStjRDXsIY1vJxYI4svAj3JINvO9zyuHUjwvtev4+Z1aTriWmAsmK/yJ/tGWCiZvHZDhogi0ZMMkQjL+Ah0p1SKdQddkTi3UsNx/GC3zHXZ0BHhyckiSxWbYt3ivV8+xXShwfhKA9H3+NaxJd4wmqU7oeH5At0Jje09cdJhlWxURSIYO3tesJtYNuymkgbfPrGCj89//tYZqg2HH5zJoYgwX7bY0hVja0+cfM2iYbuM5+pIEuyfLJDQJY7NVTg6W2EyZ3B6scrZ5SrFusV1/UmimsT3Tq3w1SMLnFuuM5gJo0oinQkd23UpNZ3EuapFteHy2FiBkung+z4V0+XLhwID0FKlQcVw0JRgjP+Wq7pa7vB0WCaqymzviTOVb9AR0+hJhrhhKM18qcFcscHB6TJRTUIUBeKazGTeaBlz8obDvWfypMIyVdNDwOfsUr25e+cykTPY2Z+katk8eDZHyXDRZAFVltjcGSUZUrAsD8NyEIWgDlHwg1Fte1SmbAa7iOO5OngCngdv3NJGXzKEKkt0JwPyOV0wODZXxvE8cnWH8Xydg9OlZgh5krft6OJ3XzPEbVvaSejBXuiNw2lGMhHecV03vu/zq7t7SUeCfc+IKgXtQaoCgOl4DGfDfOKHUzxwNscffeM0qiywUG6wri3C7uEkf/3WUTrjOh9686ZAdUzpyKLI0dkKUU3iY7+4jWIjMMzcc2oZp6myru73ja8YJHSFyAU7hj1Jne+fWkGTRb5/apn7z+Z4dLzAPz8xy6PjhRaJWXUj33XzAB1xjTu2d/L+29aTiaqXHYNdSoJWHct33TzwDNPKsxGlR8YLdCc0Ti1WiagSezdmSIUV3n1D30WNMy8Gz0X2VgkrPLuJ5aUieS/1CHFNqVzDGtZwIdbI4ouAJEAmIrNcs9k1kGzlKt62pR3Hg1RY5mMPTrFvS9CS8ddvGyURkvHdIN6lVHcpmzYHp4o4jo8HKJKErsg0LK/VHlKzPBRZQJKCSjnDhYF0iMcmiixXLCQRjs2XadguKzWT3oSOIgdGjHLDotywcX1o2D65WpAZUzQclisWn35ihpAsUW64GGaQqziRM8hEVXI1G8f1ydccRAE+/fgsh2ZKHJguka9bOJ6P5QT379RClaJhs1BqMF8O9u02d0Rbypbt+pQMu+midlo1eoslk0MzZY7PVxFFkXIjMOuENRHbdQkrErIgULddJnNBw4gkBkaaQt2iZjq0xTTGlmtM5g3Khk1Uk6iZLl1xnarlYjoeOcPCc31WqkGdYM0Iuq9zdZd83aZQCxptxnMGR2fLwc6nB8vVoN/7uoEkqbAMgoCmSJxYqOL5ARkvNFxyNQvD8emMadQsBwRwPY8N7RG+fzqH6XpM5gxmiw1czyNXs6lazd5pH2wnuJ+G5XJ4psyJ+TLbu2PcdzaH5wWB2mMrNa7qifKeL55gumDwwe+ew/OhZtrMFAyimkyl4bClK8o7d/W2QrIXyia9yRCW6/PajVnWt0WwHZ/9k6VWZM31g0lyNYu65TBfbrTe46OdUaYLDRIhpaWYrvYTj+VqCAKt/MPV3cGP/eLWlvoqCMGoP6xKLFesFiFbJUcPnMu1dgefa/x8KQladSxnouqzmlYuxaqS2Z8OcXa5huP6qLLIoZkyg+kwj04Unvf//LORpyshe6tj94/ce/4ZP/9SkbyXeoS4plSuYQ1ruBCC71+67r2GZ0O5XCaRSPD/++oTfP5ogeFsmJ6kzrX9SSzHY7li8s3jy8Q0kdu2dDCZr9Od0EmFFQ7PlDm5UKXScKibDrbf3PXTZARfwMcnGQryDg/PlFgsW0R0iesGkuRrFl1xnd6Uxr2ncgxlwxyfr5KrmYRVGc8L3K4RTcZxPUoNl5AsMNIWYapQp9LwUERoi6ts7ojx5HQRSRBwPKiaTqt6LqZLJEIyjuuzWLaA4Os9qSArMOi8VnlyOth98zwfy4NsVGF7T5xCzWL3UIofjhWaFX8+cyUTWRAoNxwUKYj4CTqfAwVUV0RkMajvE/Cxm1E/qZDCjSMpJnMGRcNmsWKypSvGQtmi3LBQpCCjsma5uK6P43nEdRlJFFtxQIooYDrBfdTEIDJHEsF0Vlu5AyQ0kWxMI6HL1G2XseU6W7tilEyXv7h9PR/8zvnAEa7J/Mm+Ef74G2ebe5UusiTwqpE0EUXi5GKFfM3h9m1ZHjxX4IaBJF8+EpCgkCrSFdOYLBr0JHQajofteAhCUFeYq1vULZeOmIbleqiShOl4OJ6HLossVqxgB7Nm0ZfU6UmGOL9cQxIFCnWH7T0xYrqM74PleOwcSKLKAgcnS5iuhyTA4xMlRHw8QeBVQyk2dUaZyNcp1QOiuK4twnv2DPGxBydoj6k8PlEkE1GJqBL96RBzpQb9yRDfPbnMcDbMH+1b3yInq4rhjUMpHp0o8NoNWe4+vsRXjyzQkdC4cSiFIomt768GaK8GdRfrNqmI0lLiLsXq+fduzF50m985sYTvByPfS/MMLzx+1fiye/Dp+wfwgzMrLbf1c+EbRxcvex9Xz/tc56hbLh+59zzdCZ2OuPasj/GVhCt5XD9uXO49sYY1rOGFoVwu09vbS6lUIh6PP+txa8rii8C9p1d41VCKwzNloqrIA2dzPDFR5JvHlxGFILD5jVvaufPabr56ZIEHzuYo1G0MO1CcrhtKsbkjwt+9fRv9yRA/M5qlPaZRbjgcnikx0h6hN6XTl9TRZZHuhM7VfQl6kiHeclUnqiSyvSfGq9el6U3oaIpAw/FJhiQy0WAcGVUFBAGiqkJUk1BlkZ/b0UVMl9nQFsWwPdpjKjeNpEmHZCKqgO24vGlrO7uHUkTUwOW7vi2MIkls644RDylENZmIKpMIy61g7XzNDnIIPZ+Hxwoslk1KhsVgOkxfQkeWgho6x/XJRDWG20IkQxIdMZXuhEZ3PEQqFGRDJvXAwXxNf4J3XNdDV0JnY0eUd+/uoyOmsb49CA9XZYG37ejk13f3MZQNM5AO0RHX2dwZpT2m4XrQcHxkMehdtryAsLleUKm4Ck0S0JSAjKmSgCKKbOqMkoqqKJLAb33uGOdWaoEiJASjfNfzyNdd3KZyqssi1/QnMOwg9uarR5bIV0y+fmyZ9riMLAnsGkihyhIxTSGmKfz9ndvpTYXY1BFFae69NmyPxVIDWRRYrDS4YTDWioEZSoeYKjRoi6rIYnD8267uIhlWeNvVHVRMh7GVYP91rtzg6FwZc/VTADBbNBFFKJsuyZCM6/tM5OvceW03EU3iTds6eN/r1/HIeIH2mMp3ji+zrTtG0XD4jVf1M1cKep/HcnX60yG2dscuMo5cqBiuBtHvWZ/hLTs6uXEohWl7/PB8nu+dWm5F7kQ0iR09cfZPFlvxOc+GZ3MW+z6XDeO+VBm7XPTOC1Hjnk0BvJJzhFXpeXukXyxernHxT4LZYU39XMMa/vWwRhZfBJYrDb55fAkRny8dWWSu1GC6aBBVA3PGcDbMt44t8s5PH2G5anFouszYSp31bWEqpoPr+nQldD5zYI6oLnNkpsxyxSRXMyk3HE7MVYlqEl0JHd+HqYLB0dkSpu3xnZPLPDVXBgFyVZuVukWx5iACE7kGK5WgAaTQ8LAdF1EERRToiGs8cC7finy5pi+IGYnpMv/h5gGSYZWoJvP5J+fpS+lcO5BGk0V6Ujr/3y9soTuh8+qRFEOZMJ1xjbde1cWugRgi0J3UmSnWyVVtHMejbjsIgsDmjiiv3ZRFlSRkScQD1rVFiKgyN6/LsK07jmF7LJQbVEwPRRIoNHySIZldg0k+/fgM55ZrLFZMdFlCU6TWfmF/Sme+bPLGrR0MZ8P0p8PsWZ+m0nComS6CEOwNGo5PRIG4BpVGUPMnyxJ6853vuD5FwyEkixydqzKRq3Nuuc7JhQrnl2qUGy6y4KPJIhvaoziej6ZIaLKALgtE1MBQkq9bJEMKoihgOi51x0cUoGb6pMMq776hh56kjiwJdCY0Hp8ocv1gkqm8wc6BOPmag+P6VCyP8ZyB5Xh881iOhuWSq9mcX6mjyQJzRZO+VIgt3TEMOyAIbVGNPc1IGFkQGMqEMW2Pbx9foma7FOs2rxpJ4nmwcyBBNqpxVU+cwXSYzx6cZ11bBFUWW8rgctVqrlDU2D2U5PBsuUV23rNniF2DSU4sVFmqmM/oPfZ9eHQ86F3+3qkVFElk32h7MLIW4Ohcha8cWeDgTAlVFvmHR6cp1m3OLtefn5g8j7O4brlBCP6h+RfckPJs51slYpfuH646qa+UpL1c5OunmTC92BH+2j7mGtbwNFavI8+HNbL4ItAV17m2L4GLwFU9MTa0R3jthgyCKNAWCYKq/+XgPBI+NctjW3eUd+7q4eZ1afasy3B6scqBySLnluucWqiyVLFwPR9VEvF8qJo2k3mDQzNlGo5HvmZxdrnOd04s47pBC4kuiXQldBq2SzKsBGNdghGkKASVanXbx/F8OmMq6bDCrRuzmLZHR0xDV4OfqTQcjs1X2NAepWg4FGoO//OhSQ7PlPA8n2MLFT7xwyk2dUa559QK953N0ZXUWKlZzBYtwqpIoWYHcT8ydCR1TMdnqWzy+UPzRJqROp7vk9AlJnJ1UhGF6YLB9t44o52xIKC7mRMJMJVvcHCyxLq2CLIo0B7ViGgSd17bxZPTZSQRDkyWUUX4tX8+QlSVOLNU4/4zeWRRIBEKahFlESKqSEhTeMf1/WzuiNAZ1/nAvhF8QUCTQJRAlUQcz6M7qVG3PfADydRvBnHLUpAdOV9qIAtww2CK37ypn+FMmIYTqIFffHKesZU67dFglSCmifQmNVwviAH6g6+fZqpgIBCYUJ6YKPL1pxYRRdg/WeKtO9pRZQFdCjiR5/ns25TG9vwgekgWETwfRRJ4cqbIsdkKj4wVqTRcDkwV+cKheQp1m7aYyrX9CW4cSXHrpiylus3O/gQzRZPuhEY2ovLRn9/Cm6/qJKJJrGsLo0gCh2fKLFVMHp0o8N69I/SmQnzozZsuUsNWF1aOzVXoTmjMlcxnhFtDoNZ2xjVOLpRbRGbVGby1K0ZnXCPaPP5Cw8pz4bYt7ewaSLZ2J1exZ32mlZ94YTfyS+FwvhwRW/3aqpP6x03SXsnZeC83KXuxBPynmWCvYQ2X4v6zuSs6Tn6Z78e/SZiux3LBIKFLlOoO/8/eHv7LPefJVa2mmUOiLSIzY3qoIpQMl7fv7KFuufzVPedIhINRsSQErF7wPSqWR1gWiekiZSPICkSAR8fzCAi4vk93Ko5Yh/5MiN6kzjeOLbK9O875lRqZiESp4SILIMhBHd769ghnFqsMtUX4wBs2cO/pFT6zf5aVmo0mCaxvizCWqxFRFcoNG1EQsPFxXbAMF0mChuW1TAFdca2psEV4araM5QbZkT0JnVzNoiseaoVju809tFPNyrmhTJhKw2UoE2YyV6cvFWJspcZS1URXJDpjGus7ojw6XkACDkwVGcqGCKsSvSmd4/NVDs+UaYspTOZM+tMa95zKMZwN87WnFslEFabydRJhlcFMCN8P2nOqDZctXVESusLt2zpQJJH/+v1xJBFAYCQVptBwkEWaIeICrg/rO6IsV/KoUnPcCdRMh5rlkQiJpMIqBcPG9YLHqgkCAj5zZYvehIauKK3HNVMyGclGEAWQBIF8zaZu2UH7DbChI8pixWY4G6FQt1ksm6iqyP7pCv3pEFN5g66ERk0QqFsOJcOhbrv0JXWmiganFqvULBfDcomoAXF6ZLxARJO5aSTNdMHAdn0QYGt3rLXDd2yuQk9SZypvULdcpgsGd+7saV2E6xd0m1uux5GZMgcmi839RZP37h0mrErkqhZ/c/84jusz0hbm2oEkEHwQObdc4z1bhi46Zywkt3bhwqrE+29bf1Fn8uovrwv3EMOq1OpxXt1TXMWqSWXvxix2M1T+pSBPezdmW3t7l37tDVsGL9p9/NfGhft6r9QdyAtJ2SvpPl7udV3DxVjbB/3pwZ71mSs6bk1ZfBE4vVhnoWyxVHUYyxn8v3efQ5cFTNujPaa0WlBUScAXoC2m8IFvnuYv7j5Ld0JjU0eEN4y2IyCQjWogSCR0BU8QsByP4UyY4WwI0/KwHR9J9OmM6URkiT3rM2zvifOpx6dZrpj8cKzAQsmianpkwgqmB5bjY1iB4WZdW4TFionR7LUdzoZRROhNaRybryAiMJGrM5QJoSlPz/kkEUbSYWKajOP4bOyIcMuGDH+0bz3nVuo8Nlmk3HARfJgtNciENYLwbJO+dIiYLtOV1LAdH8v2gl3AjiiLFRPT9snXbAp1h6WyhSQEz1OuZqKIApYPSxWLzx+cZ6bY4PHxYqsKz3UFhrJBbNAbtmQ5t1RjtDNCpeGQjqokQjL5mkXJcKk0XEzX5/GJIsfnK0Q0iW8dWwSCnuiBVAhFFknqElFNpj2mIoswmNZZLjXQVAnbDYwx23tibOyMcWqxyukmOQsCryWu7k8Q12RM1wc8FiomiZDM6za1MdIeIxVW2NYTI67L2F6Qd2hYwWgboDOu0nACBTKuSYRUEUkMDEqm47FrIIkkilzVGyMRUlBEgZMLFYaywQ7rf3/bFiKaTH8qzNbuGI+MF1iqmDw1G3Rub+uOY7seJcNmdZZ77+kV2mMqj44X6UvpLJZNNnXEgKdjXlpK3WSRUwsVgCDsO6ywLhvm7uNBcPfHHpzg1EKViXyduZLJvtF2FEnk5EIV0/Euchtfrl5v9f6sdkWvqoOX5i2u7jmu7ik+Nl7gqdkyEU1qkc/n6kZ+PqwS1tURs2G5z+rYvnD38ceBK1HHftzj1leS6nm5lYI1EvTsWFNff3oQUq7s/8ErjiwePnyYN77xjfT39xMKhUin0+zevZt//ud/fsaxTz75JK973euIRqMkk0ne+ta3MjY2dtnz/u3f/i2bNm1C0zSGhob4sz/7M2zbflH30SdQBTUJkiGZroTGRN5AkUWmCxYNy2O2ZJEMy3QnQoQUmRPzFQ7NlpgvmfzOLUP84MwKCxWTuuXwq7t76U7qGJaL6QTZg1FNZjAbJqJJxHU1GBmbDt89ucwXnpwnG1UxnWBM6gKm49NwfASf1qgupsscm6+gySL/7Qdj/NV3zzKUCbG5K86phRphVWQq30AUYaZo0psMo0tBHd66tgiaKlFuOMxXGpxerPHaDVkMy2V8pU57VCOkiM2oGJgp1CkZDg3Ho2a7XN2fIBlSGW4LM5ar05PS0RWRxbJJvm4xWzQ4NF3C9T00RaQtqlIxHcTmO9IDioZNrmbhERC+sZU6judTqAe/8L9+dBlRFDizXOea/iRRVWKxbDKRq1M1bWQhiKdRJQHb9fH9IHrFdX0iqsxMyeD0UpWyGdQWlhoOpuMzXzYpmUGOpiDAYtni4XMFpnJ1yobFmaUa33hqgcFMmHREQRQEZssmrhfsKFYbLiFF4o1b2lksN4iqMjMFg00dUcpG8J77mdEMtuuT1CUWSyb7x4uU6jYlMyChIVlGFOCqngSm4/G6jRnOLNWQBAHb9aiYLj84neP4fIXuZIh/t7MHVRGxnMA8MpWv058Oo8oie9ZnyFUtYroC+C3iNV8y2T2UZLoQVB5+9+QSXzuy0FLvLMdjR2+CXYNJ3rNnmJvWpVtNLQenS3zp8Dwfuuccv7Szm5Ai0ZcKc9fNA4RVib0bs+waTLJrMPkMsnC5C9Eqsbjr5oHg5waSz8hbrDdD22/b0s6uZhd0fzqE2ozoubDd5XJ4PvJ06Yj54w9Ntu7nlV48L3cbF+5SvlTE7UqI2I/7gv9KImU/CeT6lYRXEtFfwysDrziyWCwW6evr4y//8i/59re/zac//WkGBwd55zvfyV/8xV+0jjt16hR79uzBsiw+//nP8w//8A+cOXOGm2++meXl5YvO+cEPfpDf/d3f5a1vfSvf/e53ueuuu/jLv/xLfuu3futF3cctXRFeNZxktCvGu3f38zu3DLKjN0EmEihTohC0ibxqOM0/vvMq7nr1AJbrMZQO43g+f3PfGHFdQpUEru1L8HPXdNOT0BGFIBOxZNgkQ4GLOarKlA2L04tVnpwuMr5SY6HcICLL3Lo5y3AmhEBwm4YVtMWIQEgRmcjVyYRVDMujbnv84EyOTz8+w4m5MomQwmLZ4qreGCFZ4gP7RliXDXPLhgyv29TG7VvbA1Wl2RE9lqvzxSfn+JV/OkyhbjFfavDGLW3IkhDEtXgwWzIp1W3aIxo3DCb50Js3oYgC4zmDddkIW7tjXN0fR1ckworM5s4omiQFqqYk8uZtnQymwnTHNYYzwUhblUSWKyYzhQbzxQZ126UtqmJYLhvawtSsICJnOm+wXLVYrFhUzKCxJKIpRJrd21XL5mtPLSALAn3pwKTjuAGxzldNXN+nbFhocmB6SYUVfmV3HzE9uNCZjsdS1cJ0A4I+VTAYW6lj2j4n5yu0RRV0WUCThSAmJ6HxsQcnWN8WRM783I5OVFlkS3eMdW0Rvnc6R0QTKTVcig0HUfCoWh66EhAfQYCIKgVjcE3iXw7M0bA9DMelPx0mEZLpS4foTuj84MwKqhwQ7i8enmeu1MDxYCpvsHswGOs6vo/UzEZcJV5X9cabppVhKg0HTRK559QyiiRwYLLEQ+fznFyotMbaq+rd3o1ZIqqI58HZpRr/9MQsXQkNQfBbKuJzqXxBo8rTYdirKuZrN2QJNcfN+0YvjsJZbWHZPZhqnft9r1930U7lhe0ul7vwX2kH9F03D7aI66X1gbsHU1dEOC/dc1xVaF8scbv08VwJEftpv+Bf+Jz9JJDrVxJeSUR/Da8M/MTkLN5www3Mzc0xNTUFwC/8wi9w3333cf78+VY20OTkJOvXr+f3fu/3+NCHPgRALpejt7eXd73rXfzP//k/W+f7y7/8S/7kT/6EY8eOMTo6ekX3YTVn8b9/Yz/3T9RJR1RevS6NIoksVUy+eGiesuEgiwJX9yW4YSiFj8+3jy+R1JWgtzeiBqHQzezE0a4oqiTyzWNLTOTqGLZLKqzQnw7z+k1ZvvbUImeWgiBo3w8UNwiIxK/t7uWh8wXOL1epmB66LNAe19AVkaVyg5CiUDFtFFGkPa4G5pKwyjV9iaBWEJ9czeHOnV0UjaCx45tHlwgpIqoskYkEFYaeD+mIwvhKcP+KdRtdkUhFFG4eSXH3iRVqjaApRhJgJBtmKBthtDPKp56YIapKSKLIm7a188DZHMtVi+FMmNlSA02WyNVMbNcnpsnoikjVdFsh2qs9zobtIgmQiqioksBrN2T4+rFlLNvF9X2SYYVKw6ZiBm/njphKZyww4sR1mYbtoioidTMwBA1nwvQkNf7piTlUWaBuuURViULdIRVRSIYUEiGZXQMJPntgFlmUUBV4zbosd59c5rbNbdx9YjmIzlEEDNsnG1WwHZ/2mMoNzd27qXwDTYG4rvLJd1zFoxMFKobDw+dzPDldpi2mkm+GoGuKgCiIXNOXYKHc4E3bOrhpJM1vf+4YV/fG+O6pHNu6YtQsF8/32TfaRjqqtgjh159apGLaWM3nsieps2dDBtMORsFRVeI/3boOeGa+YK5q8b6vnWJnf5zlqkWuZnN4uszVfXHSEZXBdOiiruUbh1J89P5xarbLzr5EK6D7UpJ3OaxmFka0gBhazvNnLn7p0Dz7J4vsGkzy1h1dra9fmO94z8llTi9V+Z1bhnhkvPCM81wuO/CF7mY9W97ihffncrexGu3zbM/P892P57vdNTwTL/Q5uzCL85Hxwtq+3hp+KvBvLmcxm80iy4Efx3EcvvnNb/K2t73togc3MDDAa17zGr7yla+0vvad73yHRqPBu9/97ovO9+53vxvf9/nqV7/6gu/LgckSE3mD+YLB4xNFHjqX48GzeUKKiOW6ePgsVEyOzpb5+tFFxlfqnFmq4bo+23vihBUJ0/E5PFPifz8yxVeOLOC6HumIwu6hFP3pMH/8MyOcXKwykNbZ1h3D9Z9+sQQgpAj80xOzTORqtMc0kiGJ4WyY16xPsVKxaI/p+ASZjzXLYbHcIBvV2DWQ5PdfN8KWrhhLFZu2qMKh6TKdMZV/OTDPcrXB2eU6SxWT5YpJoW4TVkQOTBYRBVoVcyFVZGtXDMuFt1/bxXAmcC7HdZHJQoPDsyU+c2AO0/ZYrlr8zOYsY8t1TNslqcsUDBvD8uhKaOiKjCQGY+dqIzBqdMRVdFXil3Z2IwoesiSQDCvIosBwNsKD5wrENZGq5SEJAps7ozRXRREBx/XoiGtsaI+gKyJ71qfJVczA/EJg9EiGgpxH1/FIhYP6PF0VMe3A7IEPnzu4QFdMx8MnrMo8OlHibTs6ufvECiI+sZCMpoi0RxWWyiauD20xjUfHCs1ubgHT9umOa/w/XzlBxQhaXgqGQ18qxHLFQhTAF3yimsJbr+poxSadXKjy+ESRfVvaODRT4dq+BHU7yHtcqVrcc2oF0/a4/2yOuuXSGVcxHZ9N7RGyUZUzS1U2tUeAQJn7nVuGuPd0oJpcqBrULZf7z+bYuyFDe0zjzmu7ObVQwXE9JFHg3Tf0tpTA1bzDB87leN/r17FnfYY7tnc+567ghQrPpbuHlzaw7N2YRZFEnhgvPHOcfJnonNV2lP/nKyc4OF1ie0/8WasDL6eWvFA16fkUqsvdxpXsUl6p6vnTqhK+GLzQ52z1tVv9oLGmMK5hDU/jFUsWPc/DcRyWl5f5+Mc/zne/+13e9773AXD+/HkMw2D79u3P+Lnt27dz7tw5Go2guuzYsWMAbNu27aLjurq6yGazre+/EKzULDJhhaWazUSuzsGpIqcWK1Qtl5Aio4giCyWTobYwkiAQ1iQ83+P8So27jwdduyUjaOxQJJHlqklbXGNDe5S67fLnt2/g00/McmK+ynSxwbH5CrIADiA3dyXbokEsi+P5FOsW1/QnwYfPHFigVHeYKTTYuyFNXA/2ujpjOpmIyq/c0MtH7h3j0HSRmC4RVmUMy+MfH5/BdFxWI5dqps3ppRorVZMnp0sgCCxVLCKaRHtcI6LK/PYtg9x18wAHJkt0JFTWt0cIqSoD6RDbumOAT90MlL8HzuZwPB9BEJAkkULdwvY8SobD/3j7VnwfXM9nqRKER9ctl1+5oY9czcbzBfAhG9HY1h1nsWxSsxzydRtJgIbjMVto4PmgS0FsUDKscGyuwpGZMvOlBp97cgEfgcMzFTpiGiDw7RNLTOYNDMdDQOCGoRQb2qLoioTt+ByZCWJ6BFGgNxlClyX6kjrfO5VDEqBquTQsl3XZKFXLxfbAdmxOLFRIRxXaIjKuJ3Dnzm7myg1KhsO3jy8hEKilIrC5I0LRCEbpwXvL5jde1U8ipJAISfzj49OMrxjsG20jE1V4y45Obt2YRZaC4O4vHZ6nULd44GyOde0RtvXE2DmQxLBc+lIh/up7YxQNmyMzZT70vfN89sAsX3xy7qKR5uqY9MhsGVUW+cyBOaqmi+l65GrWM2rxHC94boBnmFWeb/x76e5hKqKwb7T9oqDsM0tVcnWb933tZItgAuwaSLJvtP2i/4s3DqV4dKxAVJVZbLrL4fKk7XL37cUSipdacXoxJHQNz40X+5ytEfM1rOGZeMWSxbvuugtFUWhvb+f3fu/3+OhHP8q///f/HghGywDpdPoZP5dOp/F9n0Kh0DpW0zQikchlj1091+VgmiblcvmiPwADKZ1MVONN29oQBYGSEVx8RB+GMiG6kzo7+uJM5+tkoyqKKCKLIpbrM1MwODRToma5dMZUQkrQnmHYLvOlBjXT5ZOPzbC5I0rNcpjK11CacS4xTcAnCJUODCwKsiiysTPGuaUaBcNBIDC8RFSJrx1dJhVWKRkOubrN6cUqv/F/nuLsUo2aGXQSVxoOyzULy/FQJZG2mBqESVs+drMFZX1HlHXZMNcPp8hGVCRRYCgb5pOPTXPPyWWimkzRcGiPqXi+z1AmzO6hNHFdAQE8J6j9m8oblBoOhu3heYEL6zXr0zw+UWRzZ4yG7QWjYstDkSS+ezIg1jFdIRVWUWURy/UYW6mxXLXRlKB9JalLTBUb+D5kYxrv2NWN4/p4vo/huBRqNook0HBcMhGZc8tV9k8WWSib+L6P44HtBArlHduDeB0fkCShSewd6pZLuWGjKyI/t6OTq/sTSKJIX0pnLGdgOT6u51M2PSzX48xijWLDJRGS+d6pHGFVQlck+lMhLMcjoStoisRS1SYVlqiZHhFVomYFr/+7b+jlm0eXqTRcZosG82WTje1Rdg0kOZ+rs7kzhiSI+J7PD8cKhFWJ2WKDXQNJFEnkT9+4gWxE5YbBBA+fy5Ov2Tw2XmC5anHv6dxFbSgXmlF2D6YYTIfoS+ps6ojy57dvvOjieduWdhIhhf506CLjx3dOLPGNo4vcfXzpIlXmQiXxtRuyz9g9vByhW98eoW657OxPPINgGpZ7kYnlkfECu4dTLSJ9KZm8EJdT714pJOxKye0aXn68Ut4Ta1jDKwmvWLL4R3/0R+zfv59vfetb/Oqv/iq//du/zYc//OGLjhGEZ690uPB7V3rcpfgv/+W/kEgkWn/6+voA+K1bhvjoz2+hZgWNIH0pnYgmc1Vfklevz/DWHZ28blOW33jVAKW6zYb2CHdsb6crobOjN0bdDhSpkukS0WQOz1R49UiafaNtjHZFufPaLo7OVUiGFFRJwrB9+lIqsiCyrj1Mf0InpIh4vs+O3hinF6uB0QSfsCqxuSNCe1yjPapSrNuMdkaRJRHX8xFEgbAqsa4tSk8iFPRbJzReuzHLndd1I4owmAmTjcrIAkQ1kb0bMrxhSzsLJbM5Ng2yAtuiKodnyhyaLpGvWdx3Jk/dcliumty2pZ3+dIiwKuCLgdpXMGximkyuajXjYaBuuzx4vsATE0ViKuiyxE0jaZK6RLFus6Urxs9d3YnteYx2hoMA8+br47gCv7SzGw+RtoiCLAmMdsU4Mltp5kZCTJOD16Y3zmAq+HnD8tg/WaRuOvgIiEC+bjO+Uufh83lSYYXupMZwNkJXTCOmSSxXTWwHGo7LFw7P4/vBKPvcSh1VAsN2UCWBkUwEVRSJajI/f3UXbTGN9e0RPC8ICTddj++fDpzwtuvxxm3txDSF3cNJlOZrmKtZvP+bp9nUGcX3oScZoma6fOPYInd97ii5mkW+brG5M4okiaTDKnFd5nduGUKRROqWy+HZMjsHkpxbDj6wlBsObTGt+fymLnqfXzgmfWS8wImFKgOZML+4s5veVOgZF8/RZnzO7sFUiwiu1vnZrneREWQ1XmfVsfzIeIHBdIgHzuUuIkKrjuG/uuccdcvlTds6SIYUnpgocnVvvEVWLzSxQEB0O+Ia/+nWdc8bmfNcitG/BjF7obexZrhYwxrW8ErBK5Ys9vf3s3PnTt7whjfwd3/3d/zmb/4mf/iHf8jy8jKZTBAieTlVMJ/PIwgCyWQSgEwmQ6PRoF6vX/bYy6mTq/jDP/xDSqVS68/09DQAj08WMCyX0c4Y+0bbuao3zhd+7Vr+8xvW0xHX2Dfazms3ZPn7H04R1WWWqzYPnQsukqWGS1tUQxSDYGdJhIbt8NmDsxyZq+D58A+PBjV3JcMO3L4SzBQsRFGgZroYrstcyaRYtzk8XcGwXRZKJpu7YuzojRNWA3PKdLGB43kslC1kEYazYcKqxAfv2Mhfv22UkbYwiizSGde5qifOYxNFZEGkZNhc258kqsl4Hvyf/XMcni1TNCyKhkWuauF4HhO5oIPY9jwmC2azEcbl/719I2FVIqJJOC5IBLtpELib33Z1J54vMJgO8/hEkQMTeUzXp2CCIgnIosD6jiijXTGiusTD5wv4ftDLnKuZJDQJWRIYyYb56lOLJMMyK1Wb/nQI/GCn1HI9qpZDzQqMO9Wm61gRRWw3MKEkwyrXD8ZRZZH2uMJ00WCu1MB0vNZ6XG86xPqOKP2pELGQxMGpMpWGw6nFoHnnmt44y1UTRZLQZYGq5dKT0FkoN5jIGXzozZvY0RMjosncMJjk5EKVZEghJIv0JHUWSiZbu2OM5wwWKxb7Jwo8OVVCEgVmiga/uruP/3TrCBFNwnV9dClQlf/89o2kIyqO6wVrCpLQ2tVbJW83DqUCtXA4xb7RNsKKyFAmxCPjBXb0xlsq3CqJmSkY7J8oMNp8H5m2R65qXRT7cqHK98h4ofVvhMAhfmg66KS+5+RyizwqksATE0VyVeuiWsClislH7h2jbrncfXyJrxxZoNxwWlmNZ5ZqFOs2n3xspkVWL218eSEq0HMd+69BzF7q/cg1rGENa/jXwiuWLF6KXbt24TgOY2NjjIyMEAqFOHr06DOOO3r0KOvWrUPXdeDpXcVLj11YWGBlZYWtW7c+621qmkY8Hr/oD0Cp7vDR+8fZP1lElQWu7U8Sau5bvXZDlq89tcBd/3KUYt3m3HKNiVyNs8s1Hp0osFBuYDkefSmd9W1h7tjWGTRlOD73nVnh+yeXOTRdoi8VYl1bGE0SEXwIydCwXTZ1RIOv4eP6PrbjULP8INql1GBspU6p4XB0toIoQESXqVoOoWYky+1b2vnED6f463vHGMvVOT5X4ZHxPN84vshNwynqlssbt7SxtSvOcDZMIqSQjgT1eR0xnb5UCEkUcFyPp+bKGJZDzfRQhcB/MNwW5qHzef7x0WnyNRvfB8eDTDQgCL0pnZ7miDNXs3jVcAqxGa4oAIW6xZPTJSZyBpIQBJ1fP5igYQf7nY4HviDyy7t6mMgb7F2fwvN9rukPjpkqGKiyj2H5tEWCkfp0sUE2GuxUJsMK77q+h40dUaKazNhKg96UTr7mkI4EpDJfszAdj7lig4VSA9fzec3GLBElUG1N26c/FWIgHaJiulzbn0KRBFwPlqsmR+crKJLIY+N5/uv3z3P3iWVqpsM3jy2jKxL5us1rNmTYPZzinbt6WCybbOyIYDkudcuj3HA4PlelLaLy5cPzGLbL9p4469oj9GdCvGlbB72pEO/dO8xINkIqFOydfunQPIblcmCyyBeenOcvv3uWg1OlwFQDvHFrOxXTIaxInFqstojfqknktz53jFwtqJpUJJH9k8XW+3w19uVCAnMhMcUP2mmmCgb7p4qcWqzieD5H5yp85+QyudrTaqDvB60Bc6WggnCVPHXGNZIhmffuHQZgfVuEdDPCZhWZqMr7b1tPJqq+wN8gz40XSsxejBL5StmPXMMa1rCGF4qfGLJ43333IYoiw8PDyLLMm970Jr785S9TqVRax0xNTXHffffx1re+tfW1ffv2oes6n/rUpy4636c+9SkEQeBnf/ZnX/B9iWgStuvhej4nF6osVUw+dM85Prt/lr+65xxfP7pI2bSZyBts744TUiRczwfXp2Y5OK5HWJV5+7VdfOfEEgPpEI7jYbtQsTxWqmazgaOKKAl4goDpQiykoEoiiiQSDyl0JTQabhBX4/pwvhm9M1M0kJtGD6mZ17dYsWiPaeyfKlFuOIzl67iuT8N2aIuqyIKAKomMdsa4/1wB03Vpi6ls74mzoT3CdKFBQpdRZZFKw2a+ZKFIAkXDJSRDSJdIhmQqDZd/enyGzxyc5ZGxPA3XxwfmSiapiMKO3ji+DzNFA4BTi1U8z0MRQBED44fpeCxWTB6fKPLw+Tz/cnCekCohibCjN85/uGmA+bJFVJP51okc73vdMDMFg95kkNdYaXh4wFypgSQKyKKIIgmkwwqbOqKkIypbu2OUDIuq5bJYMbmmL4Esiqxrj9Ae01Alkd6URmdCZ7bYYHyljul4HJ6tIAhwYqHCmaWAEEUUiesGks3Qa+hLhQipIpmoxnypgSjAQrlB0bCYKRgsV0yemqugyiKffnyGmuUSUWRuXpdBV0RUWaAjrnJktkKxbvKOTx1muWpybX+CPRsy3LIu02oT+b/3DhPVZEzH47HxAu/76knGVgxmSwb7J0s8cDbHPzw2zcHpElFd5s9v30jFdDi5UOP/PDHD159aaJlEblmfxrBd1mXDWE5gLd/cGWVHbwJJCOr74GlTC9Aae2uKyFt2dPLm7R3sGkjynj1DJEJB604ypGA6PnfdPNBS14IO6uFWTuJtW9rZsyHDf7p1HWFV4t7TKziez86B5EtODC+HF0rMXowSuUb+1rCGNfyk4hWXs/ibv/mbxONxdu3aRUdHBysrK3zhC1/gc5/7HL//+7/Pf/2v/xUIQrmvu+46rrnmGv7gD/6ARqPBBz7wAfL5PIcPH6atra11zg9+8IO8//3v5w//8A95/etfz/79+/mTP/kT3vWud/H3f//3V3zfVnMWP3HPk1Q9lbmSyV03D/DxhyYo1R3mSg0QoDuhc2qhylA2zKuGUxydq3B2qUbFdKiZDqIgUjUdNrRHqNsuC2WTpK6wUrMwXR8RaIvJbGyPcXyhiij4FOuBOpgIK6zLRggpEo+N54IAai+I0hF9H8sLsgllIWgu6UholAybzqiGKAr4CPSmdCRB4OhcBVmCcsNltDPK+eUaKzWLzrhGzfJQJYF0WMX3fc4s10hHFOpmEN2iiAIRTaZYs1AUiXft6uHccp39kwUsN1CJ5oqBiiqKAiFZwEPg6r44K1WbdFQhokg8Op6nZrqB+hhR6E2G2LsxICMRTeLQdAnb9XA8yEYUepI6PckQddvhobN5opqE7QW3VzNdRBFKhk3F9IiqAgPpCPOloPN4qmAwkTe4Y1sHvg+femyafM0iGVLINp8fy3EpNnuyr+5N4Pk+E7k6iiTi+bBUaeB6Alu6oozl6ni+z89u72SlZpHQJf7P/jmimszVvXEimsxvvKqfJyaLPD5e5PBsCd+DuC7RcHzefFUHx+YqPDlVpiehcdvWdmzX46FzeVwf5op1VmoubRGZgUyYWze1tUw+R2bK7OhNcGapSiosc2CyjOP5JEIyhVoQR+P6PgXDJq7JxHSZD79llEfGC3zu4BwTuTqCILB3Y4Zr+5MsVUzmSiajnVHqlktEk1BlsUUMf3g+DwLcNJK+KAvxtRuyz8gVXMXl8gUvl0N4OVzpcT8uvNLv3xrWsIY1XAmuNGfxFUcWP/nJT/LJT36SkydPUiwWiUajXHXVVfz6r/8673jHOy469uDBg7zvfe/j0UcfRZZlXvva1/LhD3+YkZGRZ5z3ox/9KB/72MeYmJigs7OTd7/73fzxH/8xiqJc8X1bJYtPnR7nkweX6UuFmMob/MI1XXzkB+Nkwiqu71M0bKKazLnlGtt7Eox2Rrj3dI5ESEYW4Qen80gCZGLB2DOkSmzviXNwskCxESg6IUXgtRuySKLAiYUKUzkDTZFwHI90VCWuS0zmGxi2hyRAW1TF8oKxdLkZTJ0Myfg+CPj0pkLkazY102EwG8Z2POZKJgIenYmgZaTccJEAREjqEnXbZygTYqbYoNRwUSXY2hXjzFKNG4dTOB48Nl5gIKXz9ut6ODBZ4uHzeVRZoCehYzo+pYZNUlcYy9XxfR9BgJgetNMMZ8M8NpbHcHwy4YAIvv+29XzmwBy/uruPT/xwiiMzJaYKDVJhmWxUY75kosoisijg+T5lw2a0K8pCxaJqBsHdtutj2B6psIwsBo5mVRaIaUHDzpu2dXBiocrj4wWqpovr+ciyQMPyEAUQBOhK6KTCCjFN4pGxoD95Q3uU5arJzoEEj4+XmCs1EASB3qTGq0bSfO3IArm6je16jGQjjHbFeO/e4VYV3UfvH2ckG+a+szkqDZea5VBtBHuVuhx8EOiMa9w0EgS9f/7gHHJzvH3HtnYeOJenrWlaiuky51dqjGTDVEyXZEjh9EIVBEiGgwrCzrhGVJPwfZ/+dLil4n39qQUOz5SRRYHfe+0wIVXiOyeWMJ1gnKwpYmufcTXw+oFzwX7w6tdfCFG6MDj7pQg7fq4A6xcasv3TjrXnaw1r+OnGTyxZfCVjlSx+/NsH+cbpChO5Gl1JjYoR7BJmoyqyJJIMSXzv1AqaJFJuuNRMC18QETwPURIRgJLhsrEziu16LFUDZdF2PRbLgds3pgUxK4Hz1aY9JjNftJGlYKzs+uB5wd6iKATE6ZZ1aX5wJk9XXMb2RNa3hTkyU8ZyPXwCkqZIAtt74hyZCYwacV1me0+cJ6dLLFctPB8G0zoFwybcHK+eXqhydqXOumyIeEih2nAQxYCwNRyXhu3x5u0d3Ht6hULdpjOu8cE7NvF3D05yLlenPapydqlKVAvImyyKXD+U4LsnVjAdD1kUSIRkRtoi4MPZ5RqjXVG2dcf5xA+nyNctBtNhGraL2CR/W7piTOcNPKBkWPi+gCILzDfjY5aqFlN5A0UUECWRkCzi4aOIIsmQQltMJaxKzJUaNGyP+ZJB1fTw/MC1HNYkuhM6RcNCFkUKNZtfvbGPUws1Ti5WiSgixYaDKon8958b5bMH50mGJPZPluhO6EiiQF9KZ7lq8969w629wLlSg3ff0Mf/emQKw/YZX6lRNGwM28Xzg+aZREhhz7oMh2bLnFuus64tTKSpyp1fqXHrpizfO7XSVGR9fu3Gfs4v1yjUbXI1m97mPux4zmBDewRVElsE8NlCsz/8/fOUm4HhiZDMXTcP8rEHJ+hJBqR59bfEbVsuPseVkI3VJo2JfJ3BdPhHbiF5rmaOtaaTF4a152sNa/jpxr+5BpdXGvI1C8v1WakGI8tC3WYkG2ZdNsxCOSA3huPh42N6UDNdypaP7fpULY9YSOam4SQxTUYAVqomNdslFpJoi0jENJmiYZKrWbiez3LVIRmRkSWRt13TRTIs05nQ0BSJRtO9+52TOVzPZ75skwgpnFqq4gI128d0fAzL5qqeODt64mzqiGC7LhXTwXQ92mMakigQVqDYcIioEqmwwlA2jKpIdMY19m3toDepgyAwXzJIRxQcD7oSGp89OIfj+UiiwG1bOkhH1KCppGbz+HiBkmEzUzRoj2n0pHS+c2KZ3qRGb0rn7dd2A3BwqsTYSh1ZEtjUEeW2Le1c259gMB2mZjns2ZAmG9X4x3fu4D+/YQP7RtuRBYGwKpOrmUznGihNgm65QesLokBYFSk1gsaYiukyXTQ4v1JntDNGXyrEUCbML13XS2dcQ5UFJFGgYbmcXKhRqNlUTY/OhM655TrLVYuIKqIqUss0809PzLKuLUxPMsT/uHM7H3jDBq7pSzCeMzgxX+HrTy2wd2OWqXydkuHw8Pk8GzuiSILP7Vs7uLo3AT74nk+uZpONqIzl6qzULKKaSK5qsa07RlyXGc5EWCzbbO6IoUgCHTGN88tV3rNniLaYRntMZa7YYLoQGHO+f2qFJ6dLHJkptWJs4GKDxt3Hlyg3HHRFIqIGJPnjD03Sk9SZK5n4PpftNl4lmUsV81l39y7MWVztXH6+fuXnM488l1FkzUH8wrD2fK1hDWu4Esg/7jvwk4ibRtJ8Yv8yIlBvuHiqj9YQObFQxfV8VqqBm3Z9WwRNFpnM1ZkuNoJj/aBLWJUEvndqhQ0dUWZLBiXDJey7CKKELgfRMPs2d/CZA/OEFUhHdIqGTTgskdACFeDzT84jNvcHbdenM6YwX7HpieuUTZu65VFpuEFQtw8IIpos4nh+4FQWBBq2S65qs2d9Gs/3KdZtonpAYIuGw6cfnyEVlulOaKRCCkZU5eHzBTZ0RJjI1fnAbev4/a+eJqKK5Kom23oSHJou8e3jS9Qsh5Jh4Xk+ViBacXqxhmE7KFJQC7hrIMm1/XH+x8NTgE9cl9ncFkWRgs8xf7xvPR+65xwrVZMfnMnxC1d3E1Il8jWLTz0+TUKXmSuZgICqgCqLZGIKluuR0GWu6k0ymatTbrjIImzpjnFivsq+0WDXrmq6hBQRXRGJahIVU2xGBvksVi18H/qSOoIYuH3bYipzJY+ehA4CzJeC1pCDUyUiqtRS4OqWy1LFxPV9js0F7minyX1OLlQ5v1Kn4bjMl01cL3D52q7P1u4YV/fGuXVTG987tczRuQrbumPcsb0TRVpi/2QRSfQZykYIqWJrxLxqGPng3WdxPZ+RbISoLmE5PicXytQsj/1TRTRF5PatHdx9PDiX3exIlEWBa/qDOJ0fnFnhZ7d38uhEgTt39gDBaB64iFTce3qlRShXj7sUq47riCa1RtAXmkMup2Y93/dXjSIX4kKFc00hu3Jc7rlcwxrWsIZLsTaGfgG40ODywLjBE5NFuhIalYbLO3Z1k46oHJkp0ZXQWSibbO+JU2k4fO7JORq2S77mEFZFuhM6uZrFUDrE2eUaCALZiIzlCnTHNU4v1+lJqPSnwpQMm1OLNRRZaGUVrm+L0JcOc2iqiOG4eJ6H5QK+jyKJqLLIO3b18MXDC8wVg/xDgN6kyid+6So+8cMpaqbDkdkKDcejNxGQIXzIRgNVK6bK5A0Lyw7UuP9wcz/7Rtv55U8fZiAdYjJvsKlphlhtn9naHWcyb1CsWXiAJAY1fT5QNV18H3QZOuIhlquBA3lspY4H5KomHrCxLcJwW4S+pM588zm0XI9/fmIG0/FQRJGOuIbt+swW662cv864Tm9KJ6LIOJ7P4Zky2ajCndf1sFBq8L8emaY3oVO3PUqGTTKksL4jQqFmc9uWNnwf/vHxafJ1m4GkjqrIuL6P4MPeTRmiWnP/UwjIXs1yA0MTMJwJ4wNjK3U64xpxPQgB3zWQ5JOPzbCuuQ7g+D4JPYiC+d6pFb57cplEKPi8VjVd9m7I4Hh+ayT4jaOLLFWC5pvtPXH2rM/w6ESB3YMpHp0otIjbd04sYdpeYH5xPI7Mltk1mOStO7qAi40mt6zL8Mh4garpBMcNJLllXYaPPzTJXTcPvCDn8ZWYPFaPMW2PuuU+rynmSs97KdbGqWtYwxrW8MKxtrP4MmCVLJ4dn+SvH1rkyEyJrd0xbhxOtS7CNw49fSEPqxIf+MYpTixWWanY2K5LVFNI6hIThcbTJA9IRxT+6Zd38P5vnub0YhUBgURYJqkrTOZrNOzA6SwA2aiE6wrYnkdMlwGBSsMmrMosVy0UUeB1m7KMZMP8/cOT2M2fe8euLo7O1WjYLm0xjcm8gS4JlE2XZEhmMBPmxHwFuUk4ZVFgOm8gidCXCtMZ1zgwVcT14f/7+VG+8tQSXXGVe06uULVctnXHmFypM1U0cD2f4WyEjrhGvmaxUA7aX9IRhZrl0h5TWa5Y6IpEzbRx3CB/Lx2VsRyPeEhlOBNu7iuGGG6L8JXDC5hOsH+piEJgELE8FBEkUWQgrdObDLGtO859Z1fYNZBguhCoe5M5AwGffN2mbrv0JoOcxNHOKKcWa7ieT8PxOLVQpWG7bOiIsFA2ieky3UkdTRSZLBjsWZ9mfMXA8Xwc32M232CgSRYncnWqpsNINsgHfN/r17XMLX/9gzEcz2dHT5w3X9XZcgZfSOLuP5ujZrqcW6nxu3uGMGyXu/7lKJosMZAJsWdD5rJE6BtHF1tu5V0DSQDMZn3j6o7hqvJmOd5l3c6XI1ovpfnh5XYPr7mTX16srivAM/dWf1xYM+esYQ0/Oq6ULK6NoV8EQoqELATkRhYFfB/+5v5xuhMaH3+oxF03D7bcn5u7YgiCwJte18af3n2ewXSIg1MlwEcUg4BED9AUuOtzR+lPhYOdOdvFciRKhgOIeL6LLIAsgesGES812yeiQjwkUzYcfN/H88F0fR4+n2NzR5RMRGOpZhKSJR44V0CVJKoNm6Wqxe1b2zkyU2lW/EVQZYE9G9LcdyaPJovYrkdbTGWqYDBXNlisGliuT0dM5SP3jvP60TbwoWI6OK6PIgq8YWs7n3tynrAqcduW9mC0azg8NVfh2HyFumnTFdNYqFps7YoxlqtzTV+CQzNlPB8KdSfYnfQ8apaDj0/FdPny4XkiqkxUk5gvN9jYHqdqukHmY9kkE1GYKZrgB9l/1/TF+cKhBQSgPaoymIlwdC6IqJkoNPjtV/fzPx+e5uhsBcNxqZoO6ZBK3bLRFJn5sklPQuPkQhUAEYGG6/GVI4uUGzY9yRDZiMKpxRrLNYtUWGGm2KA3qTOWqyNJET50zzk2dUQ5uVjFtIPsSEGAWEhu5e2tqn+rO3r3nQ2MK3/7wDiiIKDKEjXLIdrsVr4c9m7MtsbJt6zL8LEHJygbDrIkPGPsvKM30VL3Vi+wezc+rfRdiOcbB78QvNzjzrVx6suLe0+vsH+yCNB6T/248VK+P9ewhjU8N9aUxReAC93QR5cdposG3Qmd4/MVoppMWJGIh2TGV+oMZcJULYebRtJ0xDWemCjy6FiBYj1wHLs+vHNXN597cp6GHbwEshi0nbRFFdqjGr7gY7seU3kD1wNNEkhHdQZSOo9NFBAFgmYWTcZ2PKqWi2E//XK+Zn2asZU6ouhTbnh8+Gc38sXDizw2UWA4E0YURW4eTvG90ysMpEN0xlS+dGQRVRRIhmRESaRq2tiOT9VyiaoynXENx/NZKDdQZZE7r+3h+6dXsF2XN2/vQpEEPn9wlrLp8rYdnTw6XiSuyyzXLFYqFhXTQREFhrNhTi5UuXNnN4ok8tkDc6iSwOauKLmqjeUGTSYb2yOM5+sYloflegykw3iez3A2zJauGEdmy/gEET6O6yKJEp0xlZW6TVgRWa5ajLRFkEWBkmEzlW+QjihE1CDI2vU8albgshbxaTg+rudzy/oM55drVC2Xuumwoy/BQtliIB3i5EKFzrjGZL5Bvrka0BNXCWsyMS0gyUfnKoyt1BEEaI8FWZevWZ8hqsut+JmvHVng5GKV33xVPz84vcJ9Z3Js7Y7wjaMrvGNXD2+5qpO/fWCcTR1R7tje2SJ3z6WofOnQPI+OF9Blka3dMRRJZM/6DH9z3xiG7bF7ONUiqM+HNbVuDau4XGbmjxtr7881rOFHx9oY+mXAKln8lY/fy4olsaEjguV47J8MunzboyrLVSsY9dkeV/fFMWyX129qo2o6/NP+WQzTwWy2rmzuiuK6PuP5Orbj4zRfCQl43eYsmizywJkcJTOYVYcUgZFMBMfzGVup4fqBnV2SBTzPJ64rFGo2qx7SqCZxVU+M04tVZEni+oEEoijw1EyZsunw6Xft4PGJIo+OF9Akkelig/PLNRBgXTbCYCZEV1xjIm9wbL7KQEonG1XpjKv842Mz9KXCbOiIYDoeuiyypTvG0dkyYzkDERBFgaWKSSasMpwN03BcnpoLFMR81UYAIrqE64Es+tQtn72bssiiwLeOLuECmgTr2iMIvoDre8yXGnTEdX7u6i5u3dTGR+8fo2H7GLbL+eU6puNSMV2298Q4v1InHQ6CxNe1RzgyW6LWcJEkgV/Z3cdMvoHlehi2x/hKnb2b0nz9yAJis+d5XVuUo7NlEmEFz4c3b+8gokqcXKiyqTPKucUKnz+8hCJAR0JrNZdkoupFpM0nGAtv744xkTf4rVcPtsKxLdcjritNJdmjbrvYjs91Awn+4o5NF73/Lh0lX24/70uH5tk/VWTXQBJFEluRNd2JwIiymvu4NsJbwxrWcKVY+33xbxdr0TkvI84u18hGgyq89+4d4frBJNlokI+3sTOK60N7XGF8pc5sscHXnlpkIm+wayDJuvYYuhIYP84t1fCBbCTI/Ft9MUQBjs8H5hPTfTo+xPd8lqom51dq2F6gTro+OI5PKhwEXY9kQ+iSQFgW2NwR5vRija3dMQR8pgsNOmMq8+UGggB/9+Ak1w8mKdZt4rrIRL5GSBUZSof5/dcNcW65zsPnC0EkUFuY6aJBV1zjiYkS3Skd0/UYyoRYLJv4CByZKTdHww4dcZWliknNchHEoE3kqp4EIUWiYbn4gAeEZIlMRKZiesR1kemiAb6P2Px9JIkCkhAokUsVG8P2mMgZgMA9J5d5YrLE+ZUa+ZpNRBUpmw4RVWCxbPEL13QR0xXWtUeoNBx29CYRRAFFhIkVgw0dEU4sVDg0E7TEnFio8/advYRVCdcTmCkaKLJIsW7xgX0jdMQ17tjeyc6BJI7r8+hkEan5OCKKRMP2+Jv7x8lVrVZ93R/tW881fQkE4IuH51msmPztA+NYjsee9WkiqsQf3DrM7Vs72NwZ5We3d5CJKPgIF8XcfOnQPH91zzmWmqPsC+NOLoyauW1LOzeNpNk32t7qbl6XjZAKKy2iCC+urm4Na1jDTyfWfl+sYY0svggU6haFusO+0XZCqtSsgbM4s1xlsWxiux7zRZOK6VA1gxrAqumSq1m897UDZKMqihwQoYWKyfr2KFFdIqpLqCIoksBwJszJ+WorikUg2MUrGjYxPQj21sSgTzkdUVAkkb5kiMWqhe0FPzRdNJFEWCgGt7+hPcS3ji/jAWXD5uxyjd/+3DFGOyN87egynge5qs2uwQS//fkTHJ+vcGqxyv9+ZJqT8xUG0mEWKiZ71meIqjIj2TDjKwY9SZ2N7WE0WaRQt1EkgQfO5MnXbWzHxfeC0e7ppSrDmQiyKBJSg8ca1UXmiibdCQ3XF2iLaGzsiPIbN/bRn9LpT4ZwPZ+htjDX9ieIaBLXDyaxHJfPHJjFcjyWqxa5usVc2UQRRWK6ysffvpXeVIg/v30Ddcvlmv4EhbpNJqIS0VSOzpX57IE58jWbaiMgtH9w6zDtcY10WCWiSSyULfI1i5rl8Wd3n+eR83m+1uxSTkUURjtiRDSRuC4jSwJPzZU5tVjl4w9NYlguT06VMJoELh5S2LM+zWzRZCgdpmjYPDZe5PrBJJ89OM8d2zv4s9s38kvX9bK5K8pwNtT6xXz38SW+cmSBSsNhrmSyb7S9tfN4adbhhf3DYVUKIns8H1UWL1IErjRf7/kyD18oXurzrWENa3j5sZbHuYa1MfQLwOoYeuj3Pk93e4p37erl2HyFxyfy5KoOigQDqTCTBQPb9UmGZcoNh75kiLxhkwoFmYAdcZVi3Wm5Y8sNh5lSAxmfvOHSn1KpWT7r2iIcminh+4HaqMoiigB5I8gMtF0IayKW46OKYDiBwcUn6IaOaVJrH0+SBMKKxNauKGeW6rRFVYRmRuOJhSob2iMcmqkQUoJAPcf1cbymaqYJqKLESFuYPesynFysIokCru+zoydBVJeoNBweGStwbqlG1bQxHB/H9REFyERUru1PIAoCtuuxrTvOFw/PUzcdcjUb1w/G8oIA2ajGlq4oRcPGcnwWKiZK87G/YUs7YVXmvrMrWI5PWBWZL5ts6YwxmA3x8LkCfSmd33/dCJmoSt1y+avvnqVsupQMm2v64jw5XaY9qlE1HY7OV6gaDqIooCsiqYjKHVvbOb5QpWzY3HVzP+//1lnqpk02plNuOIgIyJLAW67qQBFFHjiXY2tXlGPzVW4cTjFTbPA7twzxsQcnWKlatMU03n/benJVi/d99SSjXRGOzlVpj2qYjkepYbf2Wm/f2tFynQrC07thXzo0z2PjBSRRQJVFfrc56gZa8ToXjpgvxOX2ui4dKT3XiOmljqR5tvOtjbnWsIY1rOFfH2s7iy8DVsniyHs/j6SFcX0YSuus1GyqpouuiEiiQM100WUBy/WDhhZRYENbhMcnisGOnushiRKy4FOzPbqTGitVC8cNepwbjk9Cl/CA9ohK1XLZ3Blla0+czzwxi+16ra5mEbBccAl2HS/Ua0ayOuMrDRQRIrrMO3f1ko4EXdjbu2N84JtnmCk1EAWoNKvrDNsjHZapNBw8H7Z0xZgqNMhEFcoNh2xYpTOhIYoCi2WT7oTOe/YM8vcPT/LAuTyW7eIhENVESoaLIvpIksRINkJbVCWqS/zOLUN8+cg8n9k/i4BA1XRaoc+269Me1QhrUkt9Mqyg2aZueVzdm+DIbJmG7TCSjXLDUIJvHltmQ3uE5arF7Vs7uHVTlr+5bwzT8ZnM1xEFgX2jbTxwLs+WzgiHZ6vkaxayKFB33CAD0HT4/7P35/F2FfS9N/5e89p77Xk4c86UkzkhAUKAIIOkIKhFUduqrba0T+99irW9rf3Z26q3elvbeq92sFf73La39mpbWltHRFABQYQAIYTMc848n332PKz598c653ASEiCBaGL3+/WKJvvsYe29F1mffIfPR5bEQKx2RBjIGNy/f5rORGCG3hHXOTRRZq5qIYmgKTLX9SbY1pvg4GSZjoUsaUUS2bEmQ90KNpr7UmEiemA6MFs2+fLzkyTCChEtMDrf0hVDlcUlqxvgJfOIi4Lv2aEChZq9JECX/+y1eBIu//Oilc5yIfl6LhGc6/maPolNmjRp8qOnKRYvAotisfe3voyvhhGAtKFw9+YWvvLCDLoi4LiBX188JLOmJUKuavGfb1jBh752GNvxkSWBa3uTPD9WpNJwiekiticQ1cQF6xgbd0H8KQIggCwIpKMqv3pDN60RhV/710NIAjh+UEFcXIxRRIjrEnM1lxUplWrDpdJwCakS8ZDMJ968ii/vmWai0GC22qDc8JAEH1EQUSSBXNUmHVFJhxQG8zVc10eWRLpTIaZKJg3bJR1RaY9pTBRN8jWLuK4QUkV6kmFytWDjuWq5SKLAqmwQfZg0FNIRlemiycpMmI2dUf7x2XE0WSSsiEiiyBWdBvc9N4Uk+MTDKpossboljK5IlBs2u0aKtERUig0H1/PRZInrehO8MFZirmphOx496TCbOqI4rs8PTswvife4JlG2PLqTOkdnKsRDMg3bIxvR6U7qrG41eGD/NFNlk6u6ExiKxAsTRUQEqpbLFZ0x5qs2luPi+D4N2+PuzW2nJbYIgsC+8SI1O0iO+dUbuvmDB44R02U0RWRbT4Ldw0V2jRQRBXjvNZ2klomzJ0/OA7ClK8bx2dpZDbJzFeuCzLPP5EzBtvzP5/JcXP7Yi1EBfDUV0CZNmjRp8vrSXHC5iPRnQsQ0kZAs8DNXtvH8WJmIJlKqO6zKhlFEkTvWZZFEgb50mL96bJiqFZhqJ8IKcxUL34OwAjXL56c3ZMkYGnXbRVck4mFpYUYRXA/qrs9M0eSxY3P8zteOoIovCkRnYSNaJPCaM91AQNYaPn/802tIhBVCioRpe3z4G0d57PgcBybLzJaCamg2qvG+67pQFYGwGrxu2QrmDB0PrIXEk5AqkImovG1TC9mIhuf5KJKAJIIqiewbL9ES1RaqZC6FusPx2RpvXJ1keL7Gc0MFhnJVCnWb7x6eZWUmTDwkc9u6LK7vs3ukTG86BEKw0NIaUXnqVIHWqEIyrPAr27vxfYHeZAhJFNnaHWdVSxCn2LA9IprIfDVYgAn8GT1MO/AenCxbFOo2L4yXSBsqhZrLimSIsUKdtCFzbKZKXyZMb9rA83xeGC/RmwojCALv3dpBXJeJh2SKDYe1LRG+/CtX8yvbuzE0mb3jJZ4ZKfAvz41TMR2Oz1QpNRw+8K8HUCSBQt1hW08isMsRwPd9WqMa77qyfWm2cMeaDNsWqpSKJNKbCrFzKP+S8y4dUfnYnateUSi+0lzg8rnGM//8SrNJF2vQ/cxjupiv1aRJkyZNzo9mZfE8WKws3vYn30LSDCoNhzVtEURB4PETOUKyQMXy6Ihr1C2PjKFStoJK2GTJCuxyWg0cH0bma6iSQDamEVUVhvM1ilUHn9NbycuRBGiPqYwXLRK6SLHhBSJRC/KMDU1iaK6O50M2FmxrH5ossyprUDZdruyK8OXdE1RMH5dgaSYRkrhtXZbZssWe0SK269MaUzFtj7rtoikSHj7FmkM8JNMR1zEdn2LdIhFWUSURy3XxPDA0iSu7YvzdU2MLKSugyRK262G6PlFNIhNRefP6LFNlkzUtEXaPFDgwWWFjRxRNFhnM1cgYKk+dyuP5wWLG9X1JworE6haDf9sziSxBTFdoiag8O1xAlSUsx8P3XVRFRhVFqqaDpoikIxrZiMq+8TItERVJFGiPa+wdLxFSRAo1h82dMQ5MlWmLqITUQBiWTYfb12WpWS4j8zUcL7C/2b7MpzBXsfizR06xd7xEe1zD8eBN6zIcnqoQ1yV+cLLA//rZDaQMlUeOzjFfsXj46By3rc2QNNSzVsxebdv3XFW3xYWXzoS+NAf5evKj9LZr+ug1adKkycWlWVm8iIwXG8yWGwy0GBRqNq7vkwzL1O1AKOZrDqtaDGaqJrosIiIQ00WimkRrXAMgHlJpjenMV4K8aAEBB1iu3GVO/4I8H+ZrNr1pnYrp4QGqEix/vH1zK47nEw/LIEDNdHnyxDwN2yVfc2iPqewcLKKrMikj8BEUgbaozq2rUuwaDmL8BNGnbntkohpXroiTMVRERCzXp1h3mCpZFOs2W7rirGkx2N6foDcVpmG7XLUiRq5q0Z8JAUHCzepsGPBJh2VShsLnf24jLTGNmuXyxWfH2DdewvE8Dk6UOTVbIxvVKNRtNrVH8X1oiSrsHinyxMkcu0eLpAwV0/GxHJ8DkxU8P1jSWZEMkY3qVE2XsCahqxKm49ObCpMMK2QjKhXLYWUmzLW9Sd68PsN02WIgG+bQVAXb9ZkqW1zXn2Bkvk5vUud/PzHCdw/Nka854LMU63j//mlyFYvP/WAI0/UYaDXwEfj03et499ZOfuOWPvZPVuhNhXh2uLBUIYuGZO7e0saJudrS9vKZhFVpqR38chvDjxydY6Zs8plHTpGrWEuVxEeOztGZCDwVz2at81o5WwXwYnGu12puVDdp0qTJj5amWLwAGpZHX8agbDpsX5kMYtwQeMNAmk0dMfrSIUp1m1WZMGOFBilDptLwsD2fQ1MVinWL6ZLJRKGBJMLhqaB1GZaD7eNFFFnAUAX0ZdfKmC6zaL0oAjU7qOh9Y980ddulYTsIgOW4pCMyluMTD0k8fGSOEzNVTMejannYro8PFBs2H7n/KLbrUTVdXDew6LEcj6MzVTygYbsYioAuCXieR9W0qVoOp3I1ZFFgomgiSyLPj5Z437YuCjUHTQq2hocLDd57TScDLRH+7/u2APB/nx7j1FwNyw4qjsHCjsPRmQp7RgpYjs9szeL6/iS2Aw3HRRYFTswFuc2psMKbN7SwoT2CJAhEdJmWqIrj+WzrSbBqIbFFkQKvxJXpMIYqsSprgAD7x0t8Y/8MvudzdKZKS0RBlQQ6FpJ2OhM63zo4S8N2OTlX5cRsFcv1UGWRx47nePLkPH/26CnmqzazZYuruuLcuT5LaEHUPHY8R8P2mKmYAGzvSy75bB6YKNMR104Tc4ssiqAHD84stV/PJYx2rMkwUTQXIiaHlu6/Y02G1pj2E+2p+JP2fpo0adLkUqcpFi8AQRA4NVcnHlL4+t5p8lUbzw9SVSRBQJNFhvMNxgomKUNm/2QVAahagSCbLNl4QN3yUCQRUfTQZAHLYUkYGgrYno+uythe8EX5gOv5lBsW8bCMD8RDEhNFk5mKRb7qULeDip4gCni+QFdSZ7Jo0nB8LNenPaYT0WU8PxCmPgJXdMaQJZGV2RCpsEJ/JkxIkXjnle2okkAyrOD64AsCdcfDFwSeGSpwZKrCl54do2Y5zFVMWqIaf/PkKLbrIoqgKyJZI9ii/vibV/G5Hwzxe988guf7zFVMLM+n2nBIhlUUSSRtqLTHQ+SqFsWaQ7FmE9FlJFEIxLQiM15oMJKv8/DROda1RehM6vSkQsyWLTRZIqbLbO6MEdUVHM/H8TwOTAbzkFFNZjBX4+RclZASVB8TIZk3bWjh127s4e1b2rihP0nNdvmLd65DU0TiIYlESGFTRxTT9pivWuyfCAzTZyompuPy/WNzzFZMPvPIySVR15nUWd1icPNAmj979BSHJsv81eNDlBoOk+ewuVkUQctNt88ljMKqxId29NMa07j3xt7T8p7PrMa90hzi5Vapa3q+NWnSpMmPlqZYvACyEYVf2NaBoUhENJm1bcFiRNZQGS3UGcrVSYRkarZHse4S18UgIziiYLseC1aGxA2JuYpFqe5SszxCWpDzvGNNBh8R34P5qk1EWUg7EaFQdyibHnNVB0WEWsNFFiCmBl9lIiwhiqCKIjFdoVBzmC418AlmFHVFpDOuo0lC4M1oOxyZrtCV0NEkCUEQmC2btERVJosmO9ZkAlNnScT1fBRR5NqeJMmQgu341CyP6VKDsCpjOR6HJsuBSIxobO9L0ZMOc0VnjL95coR942UatsdcxSZlqPi+jyAK5Gs2V66IcXV3HFUWqNseddthrNBAFgU810OWREbnazieT910OTVX5ZGjOYp1B9v1GSnUyVctZEkAIZjvvL4vxduvaEcUBQ5NVtgzViQRUtBkiZ+9qp1kSEGVJb6xd5rb1mZRJJFHjuWo2x7fPjhHTyrIz0aA4XyDmuXy1GAeTRY4OlVhRSKEKArEQwrPDBUo1hweOjQTpLesSvPh2wZ4ajDPqYWEmbF8g6myybq2CMBLBNqiCLpjfcuSUFw0AD9bFfKRo8E8Xzqivmxr+JVax5dbpe5H2Qpv0qRJkyZNsXhBpMMqR6YqNBwXQfCZLFrIkshE0SSkSEiiwEzZoiepkwjJiILI6pbAZ7A7GSKiScQ0CdfxiegShipzQ3+SuK6wrtXgmcE8qhQsoUQ1kaIVbDg3PHC8FzehrYXfJw2ZYsMjE5Ep1VwEH0zXY75q4hO0mzVZIBaS+eO71vLn79zAjrUZIrpM3XKZLduMFRr4CxWt3nSYuYpFIiRxbKbKls4Y772mg5aoxl2bshTrNmtaDTRFBN8nrCps6YpRqNlc3xenZnusSOgggCaJlOsOVdNlttKgULMRBZitWHQldNa3RbhrU5YXRksM5+sookDNCvKzhQWj7jeuyZIyVFakwrxhZYq17TE64jrFhkNIFTk5WyVjqBiazP+zvZvDUxU6EjpbuqJBKzrf4NRclamiGbSyHY/Hj8/TlwkzWzZB9Hj//93D3+0cxnY85qomDx+bI6SIrEjo3LGuhe6EzonZKh950wCOGyzeKJLAHeuyzFctUmElUOOcLma29yXpz0TY2h3nTesytEU1Dk9VTms1L7J8XvEbe6d48uQ83zsyy9lW0M4l8C6kSrgoUq/vTV5WFcYmL3K5VYebNGlyedEUixfAZLnB94/P88J4kcmCyam5CuWGQ93xODxdIV+zEQWfkXwd1/PxfR/L86hYDr3pECEtqP6FVBl8gXdv7eDUXI3ZisWTg0FEXKHhY8gCNdtDX/BSFDh9AYaFP08UHRwfxos2jg+WD6YTWN/Mli0UScRQJW4cSBFSJL61f5p942XkhW3liBb4APpuUPXbO1ZibZvBI0dzlBoOI/k6rTGd+375Kqq2R19aZ9dIkU0dEVRFQhBhfVuEa/sSPHw0R1iRODhVYeepeXaNFPjn58Z5ejCP5wukQgqGGphQt0Q13ra5je8fy2O5HoIPp3J1nIXBzYbjsmNNhu6kTs10aY1qbO6K0ZPU0WWRm1cmaNguAy1h+jNhNnZEefDgDMemK8yULXxYWNzxQRAQRYFy3SNfCyIR47rMTQNpXAemyxZThcAj0rI9HMdjrNDgf969nqH5Gi+Mlzg1V+O5kRKbOmKEFJGNHTFOzNWYLllMFBvEQ0FVcJGa5fKXjw1i2i5X98R511UdxEMK7XGNfeMlFEkMDMGXXeAXF1e+e2QWx/M5PFU5qyg8Vyv2QqqEi+L2qcH8a6owvlbB0hQ8F87lVh1u0qTJ5UVTLF4AmiQR12UcF1piGj2pMCFV4q6NWbb3JWmJqvSmDVpjQfXLw2euYtGwfQ5MlMGHFYkQ6zqi6IrIN/dNM102Md1ACrqAuiAQY5pIY1k+9NlY/iUuiklRgKppoysivu/TGdc5OVPlzx45xZf3TDJTNimbLhFNIqzK7BktcTJXY6pkMls2eejQHIokcmK2iu16WI63MCe3koePzuN5PrtHSpi2S65icXCywmTRJG2omLaL6biU6i75mkXVdKjbLq7noqsS2ahOXJcp1h1Mx0OTRVzPwwfWtxoseJETUiT+7skR/mnXOA3H4ch0lSNTZZ4dKTJVMfnhqSJhReLQZIXnR4sU6jb3H5ghX3ewXY/nhovsHy/TGtX4f7avoCOh8/bNWboSOm+/opUN7VFc3ycRVtAUEVkMtsgVWUSSBNa1RfjcD4ZoiarkFjK37983RdV2WdVicNcVrazMhBFF6EmFl+YQly+q1CyXiVKDvWPBPwLWt0WYLJp0p0Icn61QqNt86rsn+MqeSWpWII5H5uskQgqGKvEbt/SdJgprlstX9kzy4MGZs1rKvJZ5vtc6C/haBcvFFDyXihC9WMfRnONs0qTJxaQpFi+Ad2/toD9r8K4r29jQHuG913Tyb79yNb0Zg2t6EnzpF6/k3Vs7EAk2i1ckwvQkw8H8nS/gI6BIInNli7LpUKhbON6LYlABXB+29yeo2S/WEl3AUF8qGZdvUC/+dDEjWhJga08Cy/U4PlelbDqsbYuQNBR0WcLxPKbKFsWGg+UG99cVkVRYZni+huP6SKLA/oky9z03zjf2TrG5K0hJ0eSgLa5KwUym7/tB/rPn4y1sW7sedMR1UoaCKsls7YnTldSRRBHTdrl/3zQCQeWvbNo8O1xkYeyQXNWhZnmIgkBYlfnLd61jU2cMSQgiAMNyYOBtOh4r02FG8w3uWJfhyq4YqiSyf7zETMXk+EyF1pjGL17bxaqWKP/r5zZx1xVtHJ6uMFFs0BLVeOOqNO2JEElDQZYEVmUNZsoWmgQPHZrl+v4EpYaN7fnMlE1sx+fBgzPgB9nXW7piL9k+FoTAbqcvFaZqeXz2sUFqlsvmrhjJsMJAxmBkvk7Vctk1UuChQzM8cnSOtW0RNEVkc1eMdERdak3nKhaffvgkO0/l2TVcOKf1zivN851LsLzWWcDXKlgupuC5VCpvP0pT8yZNmjR5vWiacp8Hi6bcxweHiUZjPHpsjut7kzw1mOfKrhh/8MAxtnRFmavY+L5Poe5wcq7GxvYodTtINFmVNTg2W8X1PDRJYiTfQOSlRtx9qcD82vY8cpVge1oCYmEZz/MoNTwETheKi5zZrm6PqlQth6rlEdNkOpNB3rEsBvN8iggNFwwVXE9AU0Qc16Ni+azM6CRDKhFd5tRcjYgmI4mBGB2cq9ESUSlbLld3x+lN6XzvyBwdMZ1TuSrFukNElWiL6QiiQCqsUDYdUmGFZ4cKVK3ABiesyfSmQuwaKeJ7QVxiMixTM11kSSQaEnnLhlbG8iYTxQatMY2xfB0EAVUSSBsq81V7yWKnNxXGdD1G5+tMlky29Sa4vi+5lLl86+oMf/rdE+RrNvmqTU86xG/f2k/ddvlv3zrK9v4kPzyVR5dFjk5XkcTgdda0RpYi/gbna3TEdSRR4MBEmbs3t5IMq1iOh+16nJyr8hu39JOOqNz33DjfPjDDbeuypBZmAz/3gyE6E0GetOV4HJ6qsLY1guP5GJqEKotLlcPF3OSh+TodcY3RfJ0rOmPcsb7lgsTBf8Qc5kvF4PtSOY4mTZo0gWY29EVhUSyOjY0Ri8VOS8v44cl5inWHQt1mbUuEwfkaa1ojFOs223oS3PfcOK4HkugDIqoskK/a2B5Lm8qLX4QkBAspsiRSarwoIwUgayioSuCDWGzY2M7ZBaMiwkLaHdJCudH1wVAEejMGbTGNx4/l8BcsdPSFKqEsQDSskKvYuD6ElMAKyFBlVmbCDOZqxHQF3/cZKzZwXY+WuEq+4iCIAj1JnQMTFVYkdEzXRxBgc1eMVVmDr+2dwlCCauapXB1dEchENP7ineu5b/ck6bDMNw/MEFdlJEnAdn3qtktLVOXQZBnbC1JgVixUaVMRFdtxKTdctvcn+dreKaKahCiKS0s443kzsMJ513qOzFSXhNp81ebodAUPn7Sh8q4r2/H9YMZRk0UyhsIjx+bpSYV4frRIe0xjU2eMD+3o58GDM+wcyhNRJWzH5/hclZAs4fo+ru8jCwKtMY14SObeG3v5y++fom57XL+Q/nL//mlmyiYTRZN7b+w5TTiqssj1vUkeO54D4M4NLdQtl88/Mcw913XxwnjpNQuN5YIFeEkSzCtlMv+kZDb/pLyPJk2aNLlQmgkuF5FPffcEJ2Yq3Psv+5mrWIzM17llVZq67ZIJK4wU6hiqxKm5KmFV4tsHZ2iL6YEIVGRCikRnPMT7r+1EW1BysggL7je4PnieT61xer1RlWCualOoWlQaDvgCsshS23Y59jIFGdEk5IXn9oCV6TBzZQv8oKKZCkl4voCuSGiqTFdc56aBJIYiIgs+pbpLqWExVmiwIhFiothgrNjAcjwiukyx5tKwXeqWywvjFRwfBvMN8jULH5+a5fK1vVOYjkehYTNeNJECRxr+v3dv4vB0lY64xnjRpD2q8cY1aWRJYL5u4Xo+MxUTSQxSbkwXHNejbLrMlS3yNYdMRGVovk5ElZgoWRyfrlCs20wVTUYLDcp1i/983wG2dMaWZhD1ha31kCIxMl/nb58cYb5qAbAiqfPdozlaIyq5qsUN/UneurGV9QuWN7esSqOJIrbrc8/1XaxrjdAW08hEVDrjOoIgIIkCHXGdzz8xTE86TCykcPNAmq/smaTScEiGlSWh2BJVmSia3LG+ZWnRZNdwYanV/NRgnt5UiBfGS69Lq3F5y/JsbdEHD87w5Ml5Hjo0c9bHXyot3dfKugfmswABAABJREFUT8r7aNKkSZOLTVMsXgAzFYvf/uohRvN1nh0u0B7TODlb5YqOGJ3JEBvaogxkDQayBpWGyxtXB1vI1/QmyRgqybDCjQMpRvINbNdHFsBQRda3R+lKaEQ1EdMFcdm3IwkQVkVEASp2EHdnusHG89buOJ1xDV1+UTIu/i5rSFy1Io4oCEhAVJexPZ+67eALQWtb12RuWJmiOxWiK65xbW+CiKZw7829rEgZqBLIokRnXOfgZIlC3aFuuUvWNh1xnbihBJXPiIJIcGLZbmC6vX8hhxkCkRcPiVguZAyVLzw9ypVdMX54Yp6j0xVG83XuPzBDMqzgOD4hVWJLZ5wbB1Ksa4tw48oUmahG1XJoi2m8ZWML1/cn2dgepWp7NGwXd2EbvDOhc+WKGDXHpyOu8f4vvkAyJDNbsVFlgZ50iFLDwbQ9poomjx+f5w0L34skwLPDBSqWg6HJJA1lqSL32PEcz48V2TVc4B93jXNFZwzX80mEZMKKSFSXmCmbS4JwMVFlUQTuHi2yd6zEX37/FC0RldmKfdpyjOV4bOmKs603wa2rM+xYk8HQpJdsTr8enHNO8FzbVC/3mB8z57s80rQMatKkSZNXR1MsXgCW4/PTG1uxXA9RgH/ZPc6hqSqCAIWajel6TJVMTMdDFAWKdZdkWOHQVJl81QIBvr53isePz+MRbD23xXX+4M2rePfVHYgIiELw5USU4P9DisD6ttiSx6KzcCwesG+8SMl08L0XJwriIYk3rU2zrTfNC6MlGk7g2zhbttk9kqdmeehyUFksVS0OTZaYKNRxPfjy81McmCzx108MYTouYU0mG1UZnK9hLiyueD6kDJV0WKMtphGSJToTOroisqkzSndaQxShLabTFtPpSoaomj6qBDPlIJJwvGBycCHZpGZ7jOYbFBsOs2WTyaJJTzrE6haDDR1R/tubV/OzV3fQnw5RMR2uWhFndasBwAujRaqWw0DWIG2opCIyaUNhbVuU9rjOe7a2c3KuRm8qxPNjZQYyYVZmwiRDCu/Z2kEqoiKLkKtZbOmMsa4tguP6dCV1ijWH7oR+mjm25Xh4vo8oCqxtjWA5HtNlk/60wbq2KDXL5dreBKosnmaYvb0viSaLaLJIse5wYq7GVNl8STRfzXKJ6BLv2NJOWJUIqxKKJC6J1QvlTDG13Nh7ebXyzg0tvGFl6jQboOW83DLFj3Pr+JUqomfyelkGNWnSpMlPOk2xeAH8j7vX8vPburhpIE1Ml1Ekiart4AN12+PodIUbB1LULI+oJlExXY7NVLEcB9eHUt1GEPwl4QUwlKvz8QeO8y+7JyibQXXM8V9sJ5uOz87Bwlm/sIYDlUbwGHjRdsZyffaOF7E9d+l1fKBQc4iHZKyF5y7bPrmqjSQKjBZqpAyZmZJF3fIYmW8QUiTUhTi+3mSI8MK2dNV08H2fsCrxJ3etodhwUCWRroSOgEBPOoyhyfSmQ8xXLcKqSMP2SBvykhgenW+wb6xMoW7RmdAJqyLd6RC6InHzqjSGJuG4Pg8dmsFyAkGZNlTWtBhMFBvsGy9zYLLC3z01xtHpCjFdxlAVorrMEyfmGciEKdZd3rO1HVEUuX1dhr3jJfZPlBkvNDg0WSFjBEs2YUXi4w8cw3F9fmFbJ60xPfBuPDTL73z1EGtbDD798EmqlkPaUNjYHmX/RJldI4GX49HpCo7n86Z1WSaLJuW6c5poemowz0DWYFNHlHzNxnN91rZGT5sVtBwPQ5OWql25isX9+6e5sivG0Hyd63uTL/n+F+10vrJncun+ZxNrZ7ZdX64Ne6GTzJdja/dSrZQ2adKkyaVCUyxeACEluLivzhrIosiqFoNrexJsaAsWWuIhhWRY4ZZVKV4YL/HMYJ5i3cJ2g1k2y/UZzZunPafn+YwW6hiKiCK/eLu6MNO4KBoXRxH1Zd+cT9AOlsWgAikJUG5YPHkqz2TBpGr5iAstZ0WE6/qS9KTDJPQXK0MhRaRiOtQsn8G5OmFNRADCikB3MsTQfB1dFlEUkZ9akyGsKTiuz3C+huV43Ld7ElUSaVguo/kGvakwYVkiEVaYKJps7Y6jySKrWiJsaI8R0yU0LVh2CakCoiCgKyJtUY2BjMFPrUlzbLpKrmLx0OFZnh4sUKjbIMBEscF3j8wxU7IYytXIlRuEVZG4FsyD3rk+Q0wPWsd7x0ts7orRmQhx5/osN65MLVX34mGFYzNVWqIaN65M0ZcJU6w73PfcBAOZEB1xDU0SmSjWKTYc/su/H+KHJ+f56gtTdMZDjOcbfO/ILPvGSxTrDn2ZMEPzNXzAdDz2jpdOE02LosQHLNcFUeDwVIma5S4tSxXqNqosLlW7Pv/EEIWazReeHqM3FWLnUP4l1btHjs4tzTh+9rHBc1bXloui5cL09TD2Ptdr/CirjHduaOENA+euiJ6Lpu1MkyZNmrw88ivfpcnZeOToHN87OoeuiDRslzUtEfZPlFjbFiGsBPYqx6arqJJIybZJhBTShookCEyXG0tVQAgqgY4HnTGNoXyDzniIU7k6qixQs3zkhc1mSQwEn+0F0X8igVDUJNAVifa4ju/7nJyrYbvBzODiz203aDmLfpA3rUgijiegSSCJAlFdIVex8PDxfKiaLqosEFYVnh8tIosCByfL9GXCrGmN0JXU+OIz47TFNHzghbESuhLkR1uux9HpKg3H41SuioDAXNUiEVK4fW2WiC4RUiWeHylQx2euYrOpI8qp+Rq241OdKNFwPJ4fLdKwXRRJZL5qBakp7VFG5uuYtstzszXCqkhIU5BEgYFWA9fzOTlXZ0UyxLq2KKoscPNAmj979BSn5mo8P1qkPxPm1GwNQ5H4uas7iGgSd6xv4d5/3c+J2Soe8DtfP8qGtgijhQZbuuKUzcDmZ3FGNRZSEIsmsijiuD5buiIMztVwfR97wWh8ZSa8NGe4KER8P/jSuhIh5ioW3akwDx2a4YWxEqW6g+f7vGdrJwCPHpvjzRt62TmU580bWtg5lF/yXFwUc2/d2MqONRlsN/hnRLnu8PDROSznpTvyi6IIXsylThrKWY29l29Lnw9nvsby47wQzmdjeflrN2nSpEmT149mZfEC+Oa+aSoNh9vXZtjYEeW2tVn2jpeo2x7lhsPGzmBubVNnlM64Rm8yTDai4vlgOS6qLNESkdElWJXRSRsKP3dVG0P5BsmwzFi+jgjUbR9Dl7A8SBsyEU2iNaYAgWgUCCxvrutP8d5tneiKSKHuBPnR7otWPO6ywo7tw0ihxpGZEooskI1o/NJ1XaxuCWMtKFgJ2NaTYGt3gpJps7bVIKxJ/MyVbRRqNt89MssTJ/IYmsx81ea54SKtURXXg4gqka9Z5OsWlYaN7XhB9VAR8YDvHZllumRyYKKEsGCo7XhBTGJ/KozjevRnDIp1m4zx4nvtT4cBuH1dlru3tNGdDhPVJLJRjQ3tUbZ0xfi1G3vY1ptAk0XmqzbfOTzDtp4Ef/nYILuGC4wVGriez8h8nZNzVQbna0tC8cGDM6TDKooUbKVnwzKjhTpv6E9SNh1uX5fht27t44b+JKok0p3Q+cRbVrG+Pcrf/fwVbO2OM1poULNcHj46R6nh8PDRHE+cmOdT3z1BzXKXZuqqlkO+ZvOROwZojWn4fiCKctUgL/uDXz7AfNXirRtbl2Yel88+ntk2DavBfOM7trQT0QMfTVV+6X/ayyt9L9d6fb0qba+1vbtYbZ0pm5dVW7tJkyZNftJo+iyeB4s+i7d/6gFUzeBdVwUX6FzF4s8ePcVovsGWrij7xsu8YSDF4GwNxwu89zRZ5FSuRr5qkwjJDGQj+L5HzfawXZ+DU2U+vKOPTz8yhCT4TJZtQhJIkkTKkJgoWAhCkIginpEVHVIEkmGF+ZqNZft4sBSZ5wGaJOAsLL/IYuCb2HCC5ZyBrEF/JqhuLXYLY7pETyrERMGkbtkIoshNAynGCyZTpQaW49KVCCGIAiPzdRRJQBAEruyKs3+iRMMOBGDN8oiqIpu64lRMB88LcrWLNZuoLhNWJRzPp1CzubIrTmtMozsV4okT83z0jgE++Z0TjOYbCIKA43r89KYsuUqw2nNipsp4ObDyAR9BELhrUyuKJLJ7pMBzIyWqDZt4WCWqSxRqDqIIv3htF6bt8X+eGkFTJLb1JtjYHuWBg8EGdqnuBNVB16c9rlFZiETMVSzu3tLGgYky+8bL1G2XX9m+gndsaQfgv33rKAcmyuRrNgOZEHvGynSnAq/JdW0RblmVxrQ9do0UmC6ZRDWZbFTjY3euoma5S23jr++dZrxQpyOus6rF4AM39ZKOqKedhy9XbTvT9HlRpC7/+eVixr3cj3L5ElCTJk2aNHl9aPosXkTG8nVG83UqjSAX+UNfO8TJ2SppQ+GxY/NUTIdv7pvm+GyV0WKdeEjht2/t522bWmmJqqQjCoO5GsPzDcYKDXYO5qmZDn/wwHHesjHDbMUGwHRha0+cmbJNRBMD02wRFElAFV+sHNZtn+mShbkgFCH4mSpCVBUR8AmpAquzYX5qbYbIwtIIvk+54VC3PZQF38O4JtAe08hVLBQJWLDceepUHttx8XxwfIGRfIPxQoOWqIrj+bREVBAWj8nDUOVg0UaVqJgOpuPjuB6247EiGSKiyWxoj5IIqcRDCqbr8as3dPP1vVOUTJsv7BzjloH0Ura1KMC3DsxyYq7Gs8MFBvM1LNsjV20wX3UWFjtm+PcXJqmYLvbCTKDtupQaDleuiPGrN3Rz1xVtHFtoNTdsj8FcjRfGS5iOx77xIvGQTGdcQwAmCw0atovvBy393cMF3rG5lfmqRW8qBLxYretO6uSqFuvbIpzM1YnqMpYL77umk+19SW5dneGWVWkMVeYjbxogG9W498Ye4PTK4I41aVRZJFe1mC6ZfP6J4aXzbnnm9LlmCs+sCi6fZxQELqtFjh1rMku2Q02h2KRJkyY/Pppi8QKomR6u73NspsKHv36YUt2h2HAIKxLr2iKokshdV7Syvj3CHWtbGMiEeex4DkUS2d6f5OBklaPTZQZzFRq2x+aOKA3HJ2nIfHP/LJ0JFUmAVdkQJ2aqSAJYHrRGVdKGQnShNb2IAEvKUVv4RhURZFlEFARURcL3BQoNB1kMWs+GKiCKAqoS2PSkIzrZiEJXMowkBu3ssBpUv0KajGm7lE2XN61L07BcaqaL5fq4HmzvS+H5cHiyTN1ycTwBWQpSTFqiOu2xQEgNztdoi+lsaI+yqSNGpeFSathkDJXt/Ul+/5tHg3ZsJVhkOTxdYSBroMsisiSwOmtQtRySIRlFFLE9n6rpU7UcBEHAdj0KdZtc1WJ1SwRFFFnTGiUZVljfFsX3A3uV1VmDrrhONCSTMVTGCw1mSg1EQWDXcBHXCwT5VMlkstRgMFdFkYLFpL/4/hDr2iOYrs8d61v4t90T/H9PDHN4qsq2ngSZiMrfvGcTK7MGf/HOdSiSuLRZ/NRgno64xn27J7n3xh6eGsy/ZPnjZ67qYHt/kjs3tGC6/pKghNMzp88l+s5cKtmxJsO23gTbehNLpt+vVXj9qBZXmosnly8/TgulJk2avP40xeIFIIsCcV1hQ3uUa3riRDSJ1a0R9o6XSBkyYU3i7iva+ODNfTx+IsczwwV2jRSomg4PHJhZSlNxPFjdamB7PqmQxFTRRhaCZZSOuMZASwTX8zEdH1US2NAeQRAF8jXntOMRFv5HFsAXwJADsXNFRxRJEtjUHiURkonpMiP5Bld1xwipMld0xshVgqSTVdngOMYKDcbyNTzfZ7rU4C0bWpAlEESBUsPmG/tmiIdkIrpIxlD55E+vRhYFJgoNZspBAookwOrWCFd3x2mLa6xqCWYRQ4rITMViVdagbDo8O1zAtFzGiw2+smeKqVIDVRa5cWWKX7uxB00OWuYDWYNrupPU7CD7eThfp2a5uF6wiAOwpSvGqhaDgYxBse4wNF8jGZY5OFmmNapxcq7KD0/O8/c7RxBEgQ2dUe7a1ELZdHBcj9aYDkBbTGWmYvKWja2879pOepIh/vin19CfCXN1d5z/evtKTMfj429eRViV+P6JHA3bZa5icfPqNL97+wADLRH+7uevYO94ma/tnWLnYJ5HjwVt44miSUdcW9pyPrM6GFYlPrRjJZ0JnTvXZwmdYauzKD7PFfn3yNE5Zsomn3nk1NJizWLV8vUSXT8qe5zzFRxNgXJ+XMzP61KyUGqeF02avHaaYvECSIQVru4OUkWeGy6ytTvOD0/MM1cxeejQHCFZ4ne+dog/fPAYh6cq7B4ucHKmxv95ahRBAEkQiWgKKxIhRufrzFYtqrZHWBMomy7JkEIirGB7wWBisBjj8fxoYLOyGBEIwfIHsNAeZsESRiMbUTk1X8dxfY5Ml7Fdn/FCgy2dEfZPlNnUGaNQcyg1HA5PlbFcl4gm0hbTiGgyjuvj+oH/43uv7iIdVhEEgUxExXR8NnclGMiG+ZPvnOS50QKW6+J6waqvJAk4jsfesRJj83UGcw2uXBHHdHySIZkHDs7wwxPzpA2Zmu2hSgKu75EKK6xtNdg7XuLBQzMMZCPosoiuiKxuCQMCuUoQASgIwXKPqghBlKIYVB4H52qIgoAsitRsF9NxmS1b/MYtfeQqFqbr8eDBGeqWRyKk8MZVaURRYHWLwZd+8UrSEY1reuIcn63w3mu6+Pv3bWFwvsFA1kCVRf75uQmu70vywngJgI++aYCoJvOxOwdesmkMLHye0pK4u/fGHiaKDe65bsXLLpicacK9aNZ9fLb6subcywXp63mhfrXLMa8n5ys4LiWBcjlwMT+vS8m7snleNGny2mmKxQvA8zx+6bou/n7nKJoict9z4+D72J7PFZ0x9k+UKdYd9oyVqJoupYbLyVwVy/OpNFy29sR599Z2wprEdMnEdgKhpEoSUV1GlkS6UyF0SSQRUtAUAQ+o2y6e59OXMeiKa0Q1CU0RCKsiC44s4IMggi5LeL6H4/kkQgpzVRvb89kzVqYlojFVMhnO13C8oMX9zGABXZbQZYlMRMPQAiNuQYCj05Ulq5+ZcmCuvW+ixNHpCrmajeP6hBSZde0RtqxIoEoiBybK1CyXyZLJmpYw1/YmuGlV4H84lKvi+TBdDhZdBEFgc2eMNa0Rjs3UKDUc/nnXOCdmq/zqDd1s603w6PFc4KUYVujPGKxvi/LG1Vmu601iOR5Vy+U7R2axPZdiw2ZVq4EiioBAsRFUYrNRjUojqAIema7wz7vGOThZoTOuc1V3nK5kiM/+zAYKdYesoS5V5xYvfKbtUao7DM7VMW2PXMXin5+b4I71Wb707Dhf2TN52jzhnRtauGV1mg/e3Lck9oKc5/Ar5jyfebFd/PO9N/a87EU4qEz20xrTXtcL9fIL7rnaw693Bed8Bcf53P9yrja9Xsd+MQXdpTRC8KMQrpfz+dSkyauhKRYvgJVZg3/cNc6qFoNyw6U9rmNoMm9cncFQRa7ojBLVZLZ0xYnqItmowuqswepsmL957yauWhGnJaqxY02G9rhOS1RjY0eU9phGJqJyy+oUEgINx6Vo2oQVCdf1EcVgKePWNWn+591r8YG1LcGM5OJfyXXHw3ZcTs7VmK84yCI0XA9VFLAdH9N2eWGsyHihge28uAgf0SUmiia5arDY4rgeUU3Gdn1OzFapWQ6CABEtWFhJhWVShsqbN2Sp2R696RBhVUaTgig7WRKo2S6tcQ0QeOjwLKbtsmNtlr6MgSZDdiFvWRQFNEnEdDzeuqkFWRRZ3xaharl84ekxTDuoAtYtj7dsyKIrIjevSrFlRYxkWOa2dRmKdZsVyRDr22LcuDLFTStT/MW71tMSUbl9bZrPPzHMZKlBTJNpi2k0HJe5qsULYyXUhdbu4l/0AxmDpwYL5KrW0pZyueHw7YMzuL6PJPrULJfPPzFEZ0LnudEiVctdWiJZzHEGXhInd64L19kuNst9ChYvvumIuuS1eK4L08W4UL+aC+7rXcE53/dxPve/nKtNr9exX0qC7mLyo3ifl/P51KTJq6FpnXMeLFrn3PSH9/PmLd08NVigM65juh7Fus0tA2n2T5bRZZG67XFwsszGjijb+5Pcsb6FsCotGRUvVqp2DuaZKDY4MVNBEgRiocBg2nQ85qs2iw3nqAb5BoRkyMZCxHWJU7k6tuORCCtML8wLqiJLVUBZDMx1ru1NsH+ihONDVJWXFkI836dqeqiyQDqs4vpBFXK80MD1PCwPWiIqW7piyKJAfcH6RRJ8arZPT0KnannUbIdi3eH6vgSFustMxUQRBda0RojpMj5wYKK84CMYIm0oDOXqtEYV9k1U6E+H2bE2zePH53nLxlbuuqKVhw7NsHukiLlgcG06HlNFk5FCDVUS0WSJTZ1RtvUkODhZoSOukQwHvoyVhsOJ2Sr/6Q09PDMUCLibB9J878gsR6YrfPDmPv7skVM8fiJHRJPZ0hVjrNDg9nVZhnI18jWbo9MVEobCXRtbOTZT5fBUBdvziGpBMs+puRrv29bJfbsneM/VHXzp2XHWtUW464o2Hjw4w67hAtt6E7xjS/tL7GzOxlf2TJ72mOXnyZk2N1/ZM8nOwTyGKvG7tw9cMhf7V/M+LxUup2M9k4tx7Odjft7kpVzO51OT/9g0rXMuIu0xjS8/P0XFdJgqmRiqRNpQ2T9Z5vBUhbrjsWu4QLFuc2ymuhQ/9pU9k+SrFkemypQbDtf2JsjXbGbKDUwHKrbPbNVmvmoyU7GDbGgfEMEX5MA+x4e65TBTNjFtl1hIxnJcQtKCr6K/kOziB4smiiSwd7yMKstIC9IzrMpc25vknutW0JUMcV1vkvds7WRbT4K+TJifvboNTZbQRR/X85BEgd+6tR9Dk9jYHsX3g9nG4XydQt2mWHeQRIEDExVuXZPmpoE0n/2ZDaiSyLHpKsW6gyKJeL5PY6HquTIbZrpsEdUk8nWbhw/PMVUy+eIzY8xXLd6xpZ2N7VGmSyZ96TD5mo3leKgLiSkDLQa+B6btcc91XUwUG9w8kEaRRB48NMPTQwX+3/v2sXMwD0A6ovLurZ188OY+PveDIe65vosdazL80nUr8HyfmbLJl54d4cmT8xyaLBPRZPpTYRRJpDOhszJjsKEtyu3rMhyeqmC6QcRhbyrMfbsnGcgaRBa8IwEWVf7iRXhLZ4xPP3ySXMV6xfPr5aL4FpkumZQaDp955OQl0/r6cVWqLqQFeDlX1S7GsTcrY6+Ny/l8atLk1dCsLJ4Hi5XFzb/3VTKpOKWGw9s3t7JruIjj+YiA5fqEFIl4SObAZJm7r2ilL2vg+/D48RyHp8oYqhy0cg2VVFjm8HSFXNkmpIpkIoGVi7nsupc1ZFRFJKYplBo2IOD6PoW6jYTA1T1xDk9ViGpB1TBXsVmR0lElkdF8PTDyFkERA6tuWRJ499YOvn1whhWJEKmwyob2CIenK9Qsl4lig0LVxhPA9wLD61RYwfV8dEVkfbvBvz0/he8Hyz6O5yNLoIgS793asSDYZhnMVamZLgjQEtVwPY+ModEe15mtWPznG7r4vW8eo2Y5QTXUB1kSWN8W5V1XtVNpODw/WmSuYnFVd4ynTxUomi596RCFWuBF2ZnUMVSZ3lSIpKFwfW+S3/z3gwznKoTUIGJxdYvBb9zSx1ODeXYNB+1l0/H57M9sIKxK/N2Tw/zdU6NBbrcTbG33pMK8ZWMLysLc5mJlOFex+Oxjg6xri/KGlUm+8PQY91zXxQvjJa7vTfLUYJ7tfcmXRPM9fjxHWJWWjLjPZHllYvEx5zLPXjTx3jtWpDsVpjWmvSqT7de7enSpVKNergrb5NXRrIw1afIfk1dbWWyKxfNgUSz+8b8/zfPTFr99ax+ffmSQimlTbrjEdJmK5bIyE0ZXRGw3yD2+ZXUKfPjavknCqrxwfw98H1kUkCSBQt0hZSjoskzNtMlVHTwgJAsocmCsvSIZJqKKHJissL4tyv6JIhFdRpclbhxI8M19c1h2IM4iukxHXGdkvkbd9gKvQlnA8yGkiKiSxHzVwvfh5lUpxosmmYhKXA82oQt1i+F8naimkKvaNGyHkCpzTXeCfeNFxosNLBeSYZm3X9HCY8fnWZkxCCsSz48WKTVsQopIvuagyiIRTUQURVJhlXzNxvV8QqpErmJSMj1EgiSaWEhBFgXuuqKVlqjGwckyCV3me0fn0OTgIhZWJHaszVA1bR48NMsf//Qajs3Wlmb8dp7Kc2CqjOf5KJLIHesz7B0rc31/EkOV+M7hWeIhhet6kxiaxM5TeY7MlKk2PGRJ4K0bs7TG9KU5xsVZvUcWMpcLdZuJosn6tgg1y8XQgizwveMlOuIasxWLD+1YuZSg8uixoLL4hafHuPfGntMSWc4muBbFoOl4qJLInRtaznoBP9cF/lwi7sxW92vlUhFpi5+X73POz+o/ApeKeG/SpMnlQ7MNfREZLdS5YWWKr+2bIRNRqZqBgBjK18lVLHYNF9k1VOT50SLD81X+/qkx/m3PJKV6YGa9uTNBVJMRRZHWmI7rCYgIWLZPfzqEpkhkoyohRUASgy1o3w+WLPZPlLFcj92jRSwX5isOhZrNvz0/TdVysfxgu7luu8yWTUQBUoZKMqzSGtGJqDItEY21rRFUWWRFUmOqZJGNqCRCMr9xSx9Xdccp1ILUlc6Ezvb+BO+/bgXX9Sb4rVv7+OkrWsEPbHsUUeBb+2e5ZVWKlKGysTNKPCwT1WR0Rea6vmSQUywEc5yW61M1HRqOS18mTE86TGtUpSuh84+/dCVtMR3L9dh5qsC2ngS26zNWMNEkkalinalig5rtcnSqwrcPzeL78NH7jy0JO0GA7SuTXN0VJxMJqorPj5aJ6jKDczUUSeT2tVl0WWT/eIknT86zttUgFVJZ1x5hU0eU1piOIolB4srCssrilrMgsGRNs2iO7fuwczDPidkqzw4V6IjrPHRohvv3TwPBkktXMsSHdvTz1GB+IW1m+rS86MVFGnjROmfvWIldw4VztgbP1fp62Zai8NKbLpQdazJLn8+PsxV+NquhS4Uf5ZZss5XcpEmTi0VTLF4Ax2cq/PDkPPdc18X2/iRXrYjTkwqTCMmkIyrdCY2OhM61vQniukpLVMV0XDriOletiPPhn1rJtb0JruyKYWgSn7l7DR0JjXdd2Uq54RDXZRZ2U3Bcn6yhBokg71rP9f0pHDeYTVxcZHG8F+NcJAEMRcRQZfJ1m2xUozOus6EjQldSZ2t3nHde2c7vv2mA33xjH6tbo8R0mULd5heu6eS/fOUg/7J7gvmaje/5TJVM1rREMFSJta0RvvrCJF/ZM4WuSBiqQNkMtqRfGKvQHlN58OAMt6xK0x7XedP6LFFdxlAlPM/D8wJT7bAmBRd4MchzvqE/yds3t/LFZ8fJRBQkQaQ9rvEHDxwjV7WYKpkU64F4XTQLP5mr0ZcKL1jbpJeE2x3rW3jHlnY+cucq7ljfQqFmc0N/Ak0RkUSBQt3myHSZbb0J1rQajBcaqLLEZ392IzcNpNjWm8D3CVrHJ3IcmChTqNunPf+iNc1iIsqdG1owVInWqEZ7TCcZVpaeY/mFe/Fi/vknhl/xor69L4kmi2zpip235ce5Npfv3NDCG1amlmZoXyuXkki7lHz9lvNaBdz5iM1L9TNo0qTJ5U+zDX0eLLahr/2Dr7O5r43t/ckgwq8vyeMncliOhw8cmarQnQphqBK7hovsHilw5/oMlics5dzmKha/+/XDbO2OM5irs3+yxKqswWzFIhsJEkdk0WeqaLO+PcKpuRpXd8fpSen8464JZAEkQaAjGUYUgovKVKmBoQVrLIW6Q1tMRRIl+tNhJop1GrbHn71zPXvHy0AgHv5t9wRfeHqMTZ1RinWHI9NlfN8nEQq2oze0R8lVLQp1m4SuMFE0F7apIWtoOJ6PIPhc3Z3khbEiNcvBcnzevbWdQt2lsWApk69ZuD5koyp9qTBHpqu848pWnhsuYTouhXowi7mpI0qh7nDjyiR12+W5kRLX9cb5h6fHqVoOYVUkqits6YwFMXY9Cf72yRFWZsIYmswtq9I8NZhnx5oMn374JHMVi5guoykS91zXxReeHqUjrtMa0zDtYBFpS1cMRQr+3XTLqjSPHc8hCMGS0GzZ5LnREp9629rT2sdnUrNcPvPIyaXnvnV15iUt4kVRdX3vizONQNByXrDaUeWg7byYxDJRbCy1tM+Xl2tLnk/L8lyt8keOzp02n9lsfb6U1zoLeKm0+ps0afKTSXNm8SKwKBb/8v7niMejp820Xd+b5ENfPYShShTrDj0pHQSBZ4cLNGyP/nSIW1dnOJmr8ZsLyxbjhTrPjZSoWy6TpQZ12yVtqEyVTH56Q4bHTxRY3Wrw3EgRfB9JFAkpgc+h4/lkoyrZiMod61v4wYkcYUVi10iRhhXMLSbDCl98/xb++olhfnB8DteHZEgloksICKxpDeO4cHSmSkyXyEY0nhvOU2w4rEiF0KQgas/3oWa7aLKE7XpMFht0JHTwg3jAgWyE//fGbv7q8SGeGSqwMh1CEEU+9ba1fOaRk5zK1ZkoBBF9miLh+aDLweJIIqSQq1p0JnQEoDcdpj8TZmS+xrq2WJDJ7Hj8wzOjVEyXeEhmQ1uU6/uTSxYzT56cZyhXo2y6bOmK0Z8JM1E0uXNdmt/52mE0ReZNa9NU7SBr+fETOUzHw7I9TuVq9GfCfO/IHNmISqFuEw8pxPWgJf/ZxwapWi7bF16vZrl8Y98UhyfL/OYb+5cE5GJL2XZ9fN9fEn3nmjVcLr4W38N4oUFnUucNK1Pcujpzmvi8EKHwckLjfETI2e77kyZiLtV5v0t98eRS/dyaNGny6rhsZxYfffRRfvmXf5m1a9diGAadnZ287W1vY/fu3afd75d+6ZcQBOElv9auXXvW5/2rv/or1q5di6Zp9PX18YlPfALbti/oGN95ZRvv2NLOnRtalto+n/vBEKWGwzNDBabKJiP5Bps6onTEdNqjKj4C3z40y1On8vzil15gLF/jgQMzbO6M8MbVKQDWthiM5xuIwLcOzLG61WCiaLJ1RQxDk7m6J4Yk+thusHk9V7GYq9hYrkdLREOVBK7tTdASVWmNqPzsVe38zQ+HaTgeni9QNj2mKw3mazaTxTr5mkPD8TAdj609cXrTOjXbozWmka86tC0km/z2jn5ShsK6VgNBgFUtBtf3JTEdn6mSxeqWMHvGSqxuMbi2N4EHfPzNq3hqME93KoQqCVzVHaclptMZ0+mIa3i+z9rWCPM1m43tUe7a1Mp7runkt2/tZ2S+RrHh8p3DM8xWTF4YK5EKqfSkwvz0xkCA3TyQXrKYCXwgAy/GU7NBBnQ2ovCJB09QrLvMlEy+dWCGbETh808MUWk4fOnZMR48NEvVcnnsWG5JKEY1mRdGi5QaDjuH8qxtjTBVNrGcILHlg18+wNf3TnFkusrnnxheOidejOOrsHu0yNf3Tp02h7icM1uTO9Zk2NIVpzsZYktnbEkYfGjHypdNYnmlFuXZ2pKLj9nel3zVLcuzPc9PWsvzUp33u9QtWS7Vz61JkyavL/KP+wDO5K//+q/J5XL85m/+JuvXr2d2dpbPfOYzXHfddXznO9/h1ltvXbpvKBTi0UcfPe3xoVDoJc/5yU9+ko997GP81//6X7n99tvZtWsXH/3oRxkfH+dv/uZvzvsY56s2n/7BUVamw6iKyDf2TtGTDHF0ukJvOoQiCnSnQrxhZQpFEoPt4LrDybkqlhO0G//luUkUObCYSYVU4iGZg1MVNAlqjs/bNrWwb6LMzQNJvnM4hy6LHBivYLmBMPAAXYSG7fLVFyZoWB6FhkMqrLK5K0ZElTg1V2PvWBnPD+LwBMB1QRQgpMrMlk3mazZVy+Ub+6aXxNdUyeS63iRpI6hafmPfFIcmyxydruL5Ph1xnarlsm+8hON5PD9WIqbLuK6PaXvYrs+zwwVuHkjzu1+fwnR8RuYbiIJAe1JntmyyIhkiV7XJGiqm63PXFW1L28MN22fPSJFVLQZffn4SURCo2y4icF+hztUr4jx+Isdzw0WG5mvcsS5LZ0JntFBfMhZ/bqTImze08E+7xhEE+PltgRdj1lD5tz2T6LKEKosLWdoKMV3mo3es4s8eOUlbPLAdMm0PBOhK6KiyyOd+MISuiFiOiCgItEVVvrJnkltWpZd8Ee+9sZfPPjZIW0xbOl/OrL7sWPNiixoCQWBoEv3ZMMdnq0uPWxQK52L5hXpxW3t5hedsj198zM6h/KuuCJ7teV7p2C43ln8nzWrZq+fMc7lJkyY/mVxybeiZmRlaWk4fwK9UKgwMDLBx40YefvhhIKgs/vu//zuVSuVlny+Xy9HV1cX73/9+/vf//t9Lt//xH/8xH/3oRzlw4ADr169/Vce22Ib+4N8/xvGCT9VySS2khnQmdCRRYGS+TncqzIqkxrcPzNCfNdAkgX0TgdHzykyYmuXwzFCRiCZiu6DKAuVGINQcP0hhUWWR1ljQkjYdH3wIqwKeLxDVJCK6TK7qoEqB5+JcJaiSyiK0xjQ2tEeZLVs0LIfJsokkCtQaDglDI2Uo2K5P3XaxXR/P97BdUCQo1R2SYZVreuJsaI+iyiLPDhd48lSekCzSElXpTRv4vsdTp/LM1xx0WaArGWJ1i8FEsUHD9liVNYKt6rrN8ZkaTw/mEQWfmu0R0SQkQSAb0ehK6mzujPG2zW0AfPrhkxyaLDNfc7BdDw+PfNUlooAkSeiKSFcyxFs3tvLl5yeZKNbpSYaxXY9iw2FzZ5A2Y7oeW7vjwSY2QYLLY8dz7BsvkYko7B2v8Km3reWx4zl2jRTY0hlHkQSeHylSs11yVZuWiMrWnjgRXebW1RnqlsvnnxhmIBNm92iRw1OVhchHh+39yaV28ZlWLst9E5eLOuC035+r7XymeDnbvOCLM47m0lzs2bjU25pn42KIt5d7zp+0FnuTJk2anIvLtg19plAEiEQirF+/ntHR0fN+voceeohGo8E999xz2u333HMPvu/z9a9//byfs3tBGP3cVe3cti5LRzwQiquzBpmIylCuxrf2zyCJAsemK0yVLOK6EuQ0Oy5PnMhjOR41y2dTRxRNluhO6siSgCYBAoQUidF8AxBQRIGIJrG1J8X7r+0iG9UJKTLrWg1Kpo1pu6gC6IrA6haD9e0xJosNIppI1XZpiWqokkTCUKnbDtv7EiTCCv2ZMJmIQkiR6U3pVBouPakw69sjDM/Xefx4jr/8/iDHZsrUGg6e75Gr2gzmqqxtiy75GlqOz0Shge8H5ttVy8FyvWCDOKwgCpCNKDgetMVUqpZLRJdpj2sYmozj+Xxz3xQf/PIBkmGZgazBtp44V62IU2m4yCKoisz2lSmu7U3y6bvXc+eGFgYyYToTIVzfp9hwSIZlru1LsLEzykSxwZ7REqbt4fvw2PEcNctlXVuEQt1ZWlhZ3BBWJIFdwwVqtsupuRqJkMx0xcRyfJ4fKVK3XNIRlY/duYq3bW7DUCVWtxgU6zbX9MSZKJqnVVcWt6iX50Fv6YzxwS8fYLxQ59Fjcy9p4a1vi5IMv7S1u/x+Ncvl0w+fZKZs8viJ3NJ3sGNNZsnS5+Vagpd6W/NsXIxW58s9509ai71JkyZNXiuXnFg8G8Vikeeff54NGzacdnu9XqetrQ1Jkujq6uLXf/3XmZ+fP+0+Bw4cAGDTpk2n3d7e3k4mk1n6+dkwTZNSqXTaL4CjsxWu6o5jaDJHpiqMFupULZdTuRqFuo3peEQ1iURY4cquONf3BzYt/WmDnafyOD44PmztiVM2XRzPw/V98H08QBOhYjqIBPnOmiTQGtc4OlPhCztHGcrVsB2XY7NV2mOBd2JYl9nen2JlxmCiUMd2fQ5OVtAXFmJqtsNkyaJmuXzvaI5PvW0tb1yd5tY1GWK6zGCujiDCdNnk+dFi0GaeKON4PsPzDSRJwPUEEiEZAYhoEr98/QqSIZmwKhDRJfZPlFjbavC+bSu4fiEP2/fh5FyNkhlU35Jhlc2dMeK6zNXdcQYyYQxNYv9EmVzF4it7pulJh/B9cH2fG/pTJMIK79jSigBc1R0npEo8cnSO397Rz5oWA8+HREhmTWuEO9a3oEoikiAwmq/zwKEZdo0E+dCGJnFoqkJHXGfnUBADuCie7tzQwrbeBDFd5qfWpimbDm/Z0MKJ2QpzC6ktX9kzyVf2TALwu7cPsGNthj986xpmKzb33tizJMAeOTpHZ0JfEpCLr/H3O0fRFZHnRkrcujpzmihZnHlUZfElQu7M+y0+t2l7Sx6NwYxj/1lnHH+UXn8Xg4sh3l7uOS9HQd2kSZMmF5PLQix+4AMfoFqt8pGPfGTpts2bN/PpT3+aL33pSzz00EP80i/9El/4whe44YYbTmtN53I5NE3DMIyXPG8qlSKXy53zdf/kT/6EeDy+9GvFihUArGmJ8txwka/smeTUXA2AYt2mPa4RD8nkqiabuyL4wD3Xd9ES1ViZCTM0X8dQJRQBOuIq13THsb2g8jVfs1FkCceFustClJ5KdypEWJMZydWZKJg0HJ+64yJLIhvao6TCChs7Y6iKyPOjJZ4ZzjOar1Os27RENQQE8jUnSDMRwQd0SeR7R2Z5x5Z2dp7KUzEdBAJh2hbVyEZULNfjs+9ax9pWg+19SVKGwtbuGG/e0EpvKoTpeLx1Uyu/dlMPAy1RGpZHvm7zxWfHuH//NJWGA4DlepQbweLIdNnkAzd2M1k0+f03DWBoMsWGzbcPzNAZ15gsmVQaNl96dpyTs1VmKiblhsPPX9NJruqAEFQxP/3wScbzdT7/xDBr2yKsSOqsbYvw4dsGCKsSd25o4e4tbdx1RStv3dDCls44C1qcnlSI0Xz9JUbSYVXiHVva+Y1b+tg7VubangSqLLKuLUrKCKqwX9s7xc7BPI8em1sSFHvGSvSmQjx+IrckyHasyZAMK6xvi1BfJtQ+cFMvbTGdT71tLWFVOm3u72xZ0IsiD1gSLzvWZGiNaXxoR/+C2TmnvYfzMem+XETkxRBvTUF4YVwu50yTJk1eXy55sfixj32Mf/qnf+LP//zPufrqq5du/63f+i1+67d+i9tuu43bbruNP/qjP+KLX/wiR44c4W//9m9Pew5BOHdsxcv97Pd+7/coFotLvxbb4INzVYbma3i+T1dSR5NFPvKmAWYrFkenqwiCwFf2zDAyX+cPHzzBgYkyDxyYZjBXo9hwSMcU1rVFOTpTpTsZ4squOO/Y3IbreagSeB5oikg2prIiEVoSBD6B6XZ/OowgwGzZIhvVkEUBy/aoNWxmyzY1y8XHR5EEZsoNRBEEfDoSIW4cSIEYtEnve24cVRIYLzSIhyVWJEOsajFQZZGYJjNSMPlfP7eJN67OsLU7AQgcnakwnG+we6TIzqE8hiZzTXcsqDy6HnXL5dhMhX/ZPcEnHzrOtw/O0JcJM1sxGc3X+W8PHEeTRf5x1zg71mR4ZqjAXMXiy3umMFQBxwfX9enNhOlLhkmEFUbm6/zGLX1L7eLOhM4zwwWKdRvb8TBUib5UmAcPzlCz3CXhd9vaLMdmqvi+z2zF5Bv7pjk1W2VNa2Rpdi9Xsfjv3z5GrmIBQbs6EVaYKpv4Pjiez9aeBBFNpi2uETlD0C1WqJabcC+aVRfqNr/79cPMlE0ePTa31MY+06/xXFXFs4m85SLnbCbbZ7uYn6uK1txkbXK+NM+ZJk3+Y3JJi8VPfOIT/NEf/RGf/OQn+fVf//VXvP/dd9+NYRg8/fTTS7el02kajQa1Wu0l95+fnyeVSp3z+TRNIxaLnfYLwPV8kiGFiukyVTQJqxL37Z7kQztW8rYrWmnYHmtbDWqWg+kE95kqW5iOiygIpHSVYt2m1HCYKDRwPZ9/fm4CVRaxXFAlghm5sILt+bge2J5PRBVojanocmATM16osfPkPHXbpS8dImWoGKqIJEA8pCIJAmvbIniuD4JISBbQJIn1bRF60yH++olhnh4qAD7FWpCusqbVYEUihO/77B4pBjF3dZuJQgNhIVWmLa6hy0HM2/a+JC+Ml1ndYtAaC3FdX4rsUsxekarpMDpfR5NlGrZLIqSgySL96fDSksZ02SKuS3iIGKqIoQcLMI7nM1ls4CzkSL91YyvX9ibYeSrPNd1xJooNHj6ao1h3+PKeyaWq3yKf+8EQcxWLg5Nlvn1whvFinaH5OposLnljfvjrh5kum6fZ4EBQhby2N8GJ2Sq5ioXlBO/1w7cNAJzWkl4UYcsrg4szhFvPMs94JucSc+e6/WwVx0VeSWC+mudv0uRcNM+ZJk3+Y3LJisVPfOITfPzjH+fjH/84v//7v/+qH+f7PqL44ttanFXcv3//afebmppibm6OjRs3nvexma7PaKGBrkhYjsvIfIO5isUfPXic0fkGV66IUTRduhIhTs5WeW60QKXu4PugSiKiKFCzPE7MVLFsl13DeQQBinUXRYSGCwjw3HCRsfk681ULTQwqjmXTZWi+TrHhYLo+7kIL+44NLfzCti4SYQVVlpguNkhHVBIhlZAqo0gwnA/E0hWdMQbn6jiOhywKpA2VFUmdREjhe0fmkCUBaUGQ2q7PzlN5ruoOogk3dkTZuiKB53v88OQ8n31skE+8ZTU+8JaNWVqiKu+8sp1iw2FV1iARUnjXle1saI+wuiXCf3/rala3GkHlrWYzVmhwXV+CtKHyd+/dxG3rslzTnaBmu+wfL1GoOQzmakuehX+/cxRZFPi3F6bwPJ+0oTBXtXFcD1kUT7uIfeCmXrJRjQ0dUfrTBpok0psKL8X0PTWY55qeOKYTmHVDsL0cD8l0p0J84elRTMfjO4dm+fbBGSzH45Gjczx4cIZdwwV2jRSWFlXOrAwuzhAuZkKfLUFlsQJ4LjF3IdnP53Mxvxxasc2256XF5XDONGnS5PXnkhSLf/iHf8jHP/5xPvrRj/IHf/AHr/px//7v/06tVuO6665buu2OO+5A13X+4R/+4bT7/sM//AOCIPD2t7/9/A9QgLs2tRLVJVakwliux1Oncjx+PMfwfJ1kSOGdW9po2C6SKNCwg8WVZFhiIGsgCgK5qkXFcpksW6QjKhlD44b+JLoqEVGCbeiOhEbJdIiHZCwfTMen1HCpNFxKdQdDEWg4LjFN5oEDMxycLBPRJGzXRVMlDFVCU0TWthmASDyk4Hoe9++fpjcdIqorhBSR9e1RHM/n+HQV2/NZ02Lw1oW8Y9N2ieoyu4aL2K7PsekS/+N7J5goNHh+tMDRmSrPDhf47M9spCsZ4p7rVrDzVJ5N7RFqtsv/vHs977qqgxsHUrxlYyt7x8v0psJoioihSaxti3Btb4K3bGwlGVbZ1BFjY0eUsCKxpi1Ca0ylI64DgXBYlTWYKJkMZMKEVYkbB1L0JHXiIQVdEU67iKUjajDbJ4lctSLONT2BwfjifXasydCVDPHZn9mw1BpeboZ97429bOtN0JcO0xrTODxVoVALcqK39SbY0hlbqq6eTaCFVem05ZXlvJZ23n+k5YyL0fZsCtAmTZo0OT8uOZ/Fz3zmM/zO7/wOd9xxx1mF4nXXXcfw8DDvfe97efe7383AwACCIPD444/zF3/xF6xcuZJnnnnmtIWWRVPu3/u93zvNlPv973//eZlyL/os3v7H30I3omSiKoYqc2iqzOBcDUWEbb1J5qs2Y8UGa1vC7BkrI4sCshQYdQebxDJHpstIgsB81SGsCayIh1BkiaH5GnXbxfMgZSgokhj4Bjoec5UgX1kUIKZL5OsuIRHCuoIqC4iCQMVywIeOuM6qFoPVWYPB+Rp9qTD7J8scmaqgKyJrWyMM5moMzdeRBR9NUQAfURBoiWrcNJDkkaNzSKKI43kUqg7xsMLx6QqLJ8yatgiu42J6Pn/2jvUcng5Mxwt1mydPzpMKqwxkwzxwcIaVmTAIApokAj6yJLKmxWDfeJlc1eINA6kgd9oMFlm2dMY5Plvlnuu6+OHJPIcmS6xrC0StIgkcn61x7409pCMquYrFnz96Cs+HD+3oP20m8Ct7Jtk1XECTRbpTodOyll/Jv+9MP8Plmc5hVVp67m29Cd6xpf0lj9uxJnOax+KZ3onn8jtc/njgdfcYfL34UZhXn48v5GLkIrAUtXi2Y7xcfRSbZuFNmjR5vblss6FvueUWHn/88XP+3Pd98vk8v/Irv8KePXuYnp7GdV16enq4++67+f3f/33i8fhLHvfZz36Wz33ucwwNDdHW1sY999zDRz7yERRFedXHtigWr/i9rxCORFEkkfdt6+Sfnxtnpmzh+z4rswZHpyu4QVALqbBEzfIZyBq4vk+uamE6HposkatauJ6P54MkQkgWkSWRiukQ1UQsT+CqrhiJkELDDRJTZDEQPc8MFnD9YL7x/ds6+ereaRzHxfYhHpLpSoRIGyqyJPCGlSm2dMb42LeOEg/JzJQtbl2T4at7ppgpNYiHgznCkCIxmKsRUaDmCKiywIq4TliXqTRcqpbDzQNJvrF/lp/emKFi+ewdKyGJwQbOurYIW7riRHSJct1h73iJZ4bylBsuPsFMX0dco9xwMbSg8um4PpmISspQl3KbAUzbY+94iW29CQ5MlJmrWKQMhSs6Y/g+3LIqMNmGQBj86XeOc2S6yrq2CL9xSx+f+8EQH7ipl+8eDlrIN69K8fRgga3dcbpSgan3K4mGs/18+QV7sR19plhc/rjre5N8/okh7r2xl5AqvUTMnI3ljzdt76yvcSnweouu1yqGFjO2Ad4wkDrnd3w5GpPD5Styz6Qpeps0uXS4bMXipcyiWLz2v32dDb1tXNUVxdBkNndG+e2vHqYjpnF4uoLvOhRM6E5qeD4MZA2imsyatgh7x0ocmChRtRwyEY181cT2BMyFlnUsJJMIKcxXbX5qTZrvHsmRCMnk6zabO2Ns709yfLbGo0emmat5rMqG2NgR4/BUhYlCHQGB3kyYP33bWh49OsfDR3PcuDLJk6fyVMzA4DqiK7RGVA5PVxgvNlBFkZAqUazbOJ63tGQjiwJvXJ1hc2eMAxNlyqZDoe7QldCxFtSw78ORqQphVULApz0Rotiw+eibBjgyU2UkV+OLz4wT0SQyhspAi8HqFoNTuRq/cE0nX3p2nHVtEe66IkhwWbyIfGPfFPfvn2JFMsyqbJgnT+b5yB0D/PNzE3QmdEbm6xybqeIBa1vCrMwYfO/IHG/Z2MqxmcAbMRvVWN8WYddIAU1arCy+mHCSq1hLQi4dUU+rJD41mOfKrhhfeHpsqYIJp1+wb12dOavoWC5GllcWfZ+XiJmzsfzxDx4MfCK39Vx6YvH1Fl2vVQwtJucA3LH+xcri5SgMz8ZPynv5SRG9TZr8JNAUixeBRbF48x9+k9ZMirdd0br0l96Wzhi/+MUXCKsSkyWTuC6jqxI/d1UHjx/PsaUrSqHuYDseO4eK1CyHjKFyx/os/7J7HEWSMB2XkCLTHtO4vj/Btw7MMFVoYHkQVgTa4iH+z89fwbcOTPO/Hh/CdHx0ReCa7gRDuRqW62M6Hlu6YkR1mRdGS+TrNpIo0BpRKVsONdMlbahosogiC6QNjSPTZXwfYrpMrhpsJudqDl2JEH3pMCuzYZJhhW8fmKFQd1Blgf50mPFig3hI4eh0hVLdwfV9VElEEQUMXeadW9o4Nl2lK6nz9GCBGweSGJqMKolnjcH70++eoGa5bO9PYtoe/7hrnIguo4qBXY6hyXTENSaKwczi/Qemma/apAyFuza1osri0hbzosgD+PwTQ7zn6g7u2z15TuG3vAo1NF+jNxX4YvamQks/z1Us/vL7p1jfHuOuK146F3i2isnyCzzwEjHzSvykCIRXw6ttzb+aEYJX81rN6taPh/9I53STJpc6TbF4EVgUi3f/2Xf45Du3kDLUpb/0/vQ7xzkwVca0fNa2Bdu+W7piKJLIbMXk2wdn6E8HecnPDRd46tQ8d67L8sPBPAICrueiKwrJsMybN7QwnG8wU2rw5Kk8qiwESxrdccKKzFCuxlCuRsXyEAFFERCAREghFVbQZImpcoNc2cL2wVBEJEnAcjwsx8cnmHtsiWls7owxnAtshVRZ4sM/1cd9u6cYzddIGWog/DSJTR0xNndG+fgDx0GA29ZkcHyfU7PB3ON0uUHNcoOlGMcnG1GoWoHhuCQG1j+aJDKQNZipmKzKGvzGLX1Ls4Cf+8EQs2WLU7ka79vWiSKJ7BzMI4sCkiiwqSPKbWuzfO/IHPvGS/RnQgzO1XF9H8f32d6XXNqwXl6xeFEA1umIa4wsbIPfuSHwJlx+0VqsTJm2h6aI3DyQXppRBPjglw+gyyJtcZ2P3bnqJefHxayYXCri5nyO43yP+Xzyms+s8J7vZ/NaH9+kSZMmPwlcttnQlwOfeMtqupKh0xI4qpZLrmKzujWM6wWxebetzXJtb4KHDs7SEdM5Olvh6FSZwVwNQ5N46MgcUV2h1HBQFAl/YfHjyHSVjrhGsRFUAbMRjc5EiP1jZR45NkdLTGP7yhSJsERYE3GcYO5RlgTevrmdzoROLKQQ0mRaIwpJQ6UtqhHTFQxNQpNBV0R830cWBGRZZK5qc3S6wp9+9xSu55E2VPJVG1USWdMSYbZs8qGvHsZ0PWbLFsdnqyTDCpIkcHV3jKrlIRBYAoFP1fKIazKiGGzozlctZEngxFx1wby8wuMncksWNp0JnYrlsK49gioHlcdbVqe5pifB2tYIEV0mHVE5NlPhxGyVr7wwxXC+zpauGLesSnPH+pazbgkv3nbvjT1MFBtUTZddw4XTUliW290okojj+aiySDqiLv38kaNzXNMdx3R97rmu66zbtDvWZDA06SXpMOfDuTZ1LxUz5PM5jvM95vOxBDozAvF8P5tX+/jLeXP6cj72Jk2aXFo0xeIF8LnHB/nv3z7GWL7O/funefDgDKPzdWq2y+6RIoeny5QbDp9/Ypg/f3SQ8WKDQ5Nl4rqM5fq8bXMb8ZDK+7Z1kAwp9KfDyEKwzTxXMTk1V2M0X+eP71rDTavS/Pk719OfDuP6EJZFchWL6bJJxlBJhBS29ycxVIm7NrZyaKpMzXZZkzX41Ru66UyEuGN9lg0dUX5l+wp2rMnwc1d3kolo3L25DcfzaYtomLaL63mMFOqsajEo1GxiusxIPsiZfuDgTOAF2bBp2C696TCKJNKTCvHYsXmyERlFEmiLadRtl3LdZkU6xOauGIoooisS+aqNJovULZdC3cFyAlFlOR7JsMIfvnUNcV3m5oH0kpC7tjcRtPE7g3/xfOCmXta3R7iiI0Y2onJ4qnJaO8u0vaUkl0V8H0ILljjbVybZ1ps4pw/hyxlkd6UCm509Y6WziotFsbnYZrsQziVcXosZ8uspGs7nOM73mM/HEmj5ny/ks3m1j38lIXopC7JL5R8YTZo0ufxpisULwCeoHP76vx5gPF9n33gJVZYQCEy326I6Gzui3HtjD0emKziej4tPSJHY1BHFUCTWtkZ4eqjIjjVp3nFlG5u74qTDChFVJl+3sB2flBHEwx2ertKfDXN1d5xoSCFlKJyaqzGUq+P7ENFlupMhBufrHJ+pMpavs2+ihO/5vGEgRaHu8OHbBnj31k5+9/YBqpbHLauSfOmZcQ5Pl3lupEA2quJ6kAzJ7Bws8IaBFBXLIR1R+c7hGRqOy3zVIhNWaY1pjBXqrGs1+Oa+aX5qbQrXE7hyRVB5c1ywXJ8j02XWt0XpToWIajKaIlE1XSKaRCocbKF/+uGTFOo2qiyyZ6xER1zn808ML118/+bJEUoNh797agQIRN/V3Qk+fNtKUkaQnb14MXzk6Fxglr1QOaxZLp9++ORS3F5YlbhjfQuKdO7T/tUYZC8XF2eKhdeacHGux78W/8TXUzScz3Gc7zFf6Ht8rd6SL/f4V/o+L2VB1kxbadKkyetFUyxeAL9wTSeHJ8u0xlSeGS7QHtfoTOqsbomwZUWcO9Zn+eDNfTw1mOdTb1tDa0TDcjw0SeTodJVvHphm56k8w7k6Dx6a5dsHZxmaq9IS0zA0Gc/32TVS4BMPHOO+58aZLjX4+t4pbNdjfXsEXZGQBAgpIhXTZiRfpzWmIQvBIsh8zcb1fP7vs2MoosD6tgjz1SADeb5qMZAN8819M0iiz0ShQSIULLZs7YnjI/Bfbglath950wCVRhBZWKzZaLKE6/tUTIfOuM4ffecEogAvjJX5le0ruHEgxZvXZ4joEiFFRJUkvn8sx+pWg/a4xob2CBs7orREde5Yn0WRRFqiKj88OU+uYpGvWjxxYp5ESOIzj5yiZrmsTIepWi796TDw4sV551CeD+3opzWmndaa3NabWKocPnJ0js6Eflrc3qu9uL9cxWj5+MFyMbr8ZxdDuFwoi6Lh+t7kJVsFu1R5pe/jUhZkP2kG7ReLS7k63KTJpUJzweU8WFxw+bW/+z67Jy3Kpsv1fQmKDWchQUTEUCV6U2FOzFapmoGf4POjRWYrJiCyY02awVyN6XKDSsNFkUR0JfBXbI/p3DKQ4r7dE8zXLJIhFUHwyddtWqMangcb2qMAFOs2z40WiekyrVGVNa0R1rRG0GSR1dkwv3rfAVoiKilD4Q0rU9y/b5rOpE7NdLE9n4btMppvIIkCrufTGtOoNByu6IoR12UGssbSUsj3j80xUzaxHJDFIO6wNxXitrUZHjmaozWm8Ru39LJnrESl4fD8aJHJYgMfeNP6FiILc3yaIvLCWGnJa/JTb1vH558Yolh3mCqbCD60xTTydYet3TFmKxYDGWPJb/EdW9qXWrzX9wb2Nufajl00aBYEuHngRU/GW1alTzPWPhevZgHi/v3TzJTN0+x4LmUuZ8uSS2XBp8nF48f1HV/O/100afJaaS64XETWtESwXR9ZFDg6UyVtqERUCUkQ6E6EUCQR2/UYKzY4PlPl9nUZQorEtp4YvekQKxIhWowgi7klohBSZDZ3xHjDyiSaIpKJqCR0hagmMluxFyqILt2pEE8NzrNnrMSRmQqtURXf9+lOhalbHs8MFdg9UuLLz0+ytTtO3XI4OVvjuwdn6Uzo1CyPG1YmMR2PqukS1SUc18NQBUoNh4gebCC3xVQMTWIgE1jmvGVDK5mIRktUoT2uc0N/itvWZvCB+ZpFqWHz8QeOUajZaIpIWBVJGQqSKKCIAr4PNdvl4GSZ92/rZDTfICRLPH4iF8wR9id564YWbluXJaxKfPzNq5itWHTEdTRF5A0DKe5Y37L0+fs+fPfwLI8fz/GpBbudMyuGy/OaHzue42t7p9g5mGfnUP6c1ZblFYZXswCxY01mIRaw56yRfufix1XJeLn2+aXOj6Lde7l9Jj9p/Lha+pdydbhJk0uFpli8AN6yqYVfu6mXN65O884tbWiyiOcHyxWHpyscn62yMmugigKeD7uGi1y9IsFc1earL0wF84T4RHWZyZLNioTOlSvitMY0FEkkY6goikjN9ojpEqIg8tl3refQZIW65VIxHVRZREDgZ69qZ3S+zp6xEntGi5ycrVC3PdKGguUGF8DBfI0DEyXShsyxmSrTZRPLDWx0VFlEU2QUUWBkPqju/evuKXaPFKnZwUVTlUVWJELIkshbNrbwp29fi6HJfPn5SWRRYLxgEg8pHJmucPNAmrWtUU7O1bEcj91jRfaNlxiZr5GNqPzpd0/Snw5TqNtYTrCMYtoeihRUZQeyBi+Ml7j3xl4mig1uHkgvibuxfJ33/P3zDOVqHJmuMFFscHy2ykOHZtixJoMiiTw7mCdXsU5rve4dK5KNqEQ06WUvCMsvVstznV8u+3lxm/v12vpdzustXpa3Jc92DK/m9S4FoXuxuJTnDy93Xs158+MSbc12fZMmr0xTLF4ghibx+3esIhlWGZ6vU3NcIrrEtt4E997YQzKskI1qTJYahBWR2YqF74HnQVST6U2Hma3YWI7L7tECluMuxdjFQzLr2iK888p2+tJh3nN1B59+dJBESCakSsgiS4siUyULCHwT26Mavekwohh4Kt69uQVDk4hqInXHY+9YmX3jZUKyREdc5/3XdnLLqgypsErVctBlgZrtIeBzfLrCD0/O8+TJPPc9N87Tg3mSIYX9ExW+smeSqukQ1SRiusKmjiij+TqDuRqffWyQAxNlVrcYDGQNNClYalmZjfDMUIGQIqErIv2ZEL4Pu4YLPHBohp2DefaNlzAWBN1Tg/mFZZehpQvMHzxwDM/3+freKd63rRNVEmmNakDwF/6xmQqFusNnHxvkkaNzS8/Tkw6TMlQ+fNvAaWbZZ168zrS+WRQPj5/I8XLDGtv7kgzN17m+N7l02/Lnv9AlmIspXs52DK/m9X5cgupHcUE/22dyPuK4WZk8N6/mvGmKtiZNLl2aM4vnweLM4t9+93ksQV/K7t05mCeiSXzw5j6+e3iWPWMlpkomdcslX7dxXJ9sRKXYsHE9D9cT+Nmr2/j63ukgli6isrUngev5S0betustbe3uHMwzOl9HVyTu3JBlz2iJ50byeL7A3753E/smylhOEL93aKrCwckyY/k61/YmKTccarbLbNmkYrnIgkBIlVBEgQ0dMSRRWLCysclVLRqOh+N6dCVDzJUtCg0by/EJqSJhRebKrhiu7y/lX//8NR28ZWMrf/7oKUbyDVKGgiwKxEMK91zXxUfvP0oyrBBWRE7O1iiaDld1xenPhhmZr7OuLYLl+Hz/2BxXdcco1B0+tGMlAJ955CQdcZ3WmMZbN7ZyYqbCf75vP2/ZmKVq+UtpLvfe2MNTg3nWtRr86XdPctNACkEQzhnJt7gl3Zl48bnPdvviYxfF4/lkSC+/zfe5oJmo1yvp4tXOgr2a1/uPlr5xPvNsi/c1tMBCqTlf+SL/0c6bJk0uF5oJLheB5QsuV/a3LeUZL88B/tfdEwzl6oBPV1JnumQxkAlxbLaGKonkazZRXSasSrieTyIsszJt0JsO8f3jCxUsATriOpPFBu0xndmKRcpQuKorzsHJMkemSwzlTNa2hImGFD719nU8djzH86NFSnWHZ4fzOJ6PIgp0pUKICIwXGqiSSKFh43pBJVIAorpMV0LnXVe1U647/MvzE2zujCEKAj84kaNhu6iygOX4/OFbV/PlPVM0bI+R+Tq267GuLcpfv2cTjxwNlmBG83XWtkZQJJG9Y0VyVRvT9blpZZIvPTtOqWHz89s62TdWZmtPnJaoxoGJMi1RleeGi1zfnyQZDgSW5XjYrs+JuSq/eUuwXT6er/PMcIE3rkoTWfBk/NwPhha2nht0xHVG5mts7opzx/oW6pbL534wxAdu6iW00H61HI9C3X7JYsq5FlYWk118H+7c8NKYvrNdCM+M+XstF8rXOvjfHOC/cM5H5Cze95X+cdGkSZMmlwpNsXgRWBSLP/eX36U1ncD3A8/Fe2/q4ZmhApbrUajZ/POzYyAKdEQ1XAEalkd/JsypXJ32mMLJ2TqbOmNMFhsokkCgDwVcz2OsUMdyfdKGiuv51G0PQ5XY2h1HFAW+f2yOQj1ocyki/Kcbupmt2lRNh5H5OsWGQ0gRGc036ExoRDSF9rhGzXI5OVelWHeomy62D5oM3ckwUU3m1jVpjk1XMV2PKzpjHJgoM5qv05nQODRVpmEHp8nG9ijzVZvh+RqW67GtL8mb1mW5dXVmSVBBcOFUJJHjs1Xuua6Lz/9gmEeOziIKApmIxspsmGLd5ob+JI8ezdGfCfNbt/azcyhPue7wwMEZMhGVwbkaXUmdtpjOh3b085lHTlGs28iSwLaeRCA0IyqzVZt7b+zh808MnVaN/O/fPhZUb6MaW7piFGr2acf1zFAB4Kzxf8t5NdvRF2ub87WKvddS1flJ3UK+mO/rYlbRflK/jyZNmvx4aG5DX0Qs18f34bmRIrtGCvz6lw/yxMl5vrF3in99fhIXMB0PSRYJyRJv3dTC8HydW1encDy4akWcq1fE6UuHGc03GJqrYjouJdPFdHwUMbDIaY/p+L6H4wWvt64twtXdcWIqKBL8/LYOWmIabVGV0XydjoTO3ZtbWZk16M+GkUSRFUmdLV0xNFlkU3uMnmQISRLQJIF0WCUekkmGFf5l9wTHZyrMVy2OTJUZytWQRYFbVmd491WdaLLIxvYoZdPhhpUJDE0mosucnKmSqwRzk4sziLbrLbTiBD60o589YyUsx6MnFaYlqnHn+gzHZ6rEQwpPnspjuz7jxQahhaWSw9MVMhGVYt1me3+cI1MV3nN1O2FV4t4bezBUiS2dMXwfOhP6klB87HiOgaxBMvzi3NkHbuolGw02lhdn0hRJoDcV4gtPj7JruMDOoTyfeeQkwGlt5OWzZ8FcYo3re5NLVdTPPHLytPtcyNLIq5lzW/7a5zsXtyguFo/7fOfplr+n1zqTdynN9F3M2cuLOXvXXMJp0qTJj4OmWLwA/sfda/ntHf1s6oxiOz7bumOcmquRq9qU6zYN2yMVUrhjXZaf29rBRKFBe1zjsePztEQ0HN/n5FyV6YqJJAp4CIRVCV0OPA9jIZXfu32Au65o5ZqeJN1Jnb5MiK/vneb4TI2relKsbY1QqruYtsfX900zU7GYLDZ48mQw32jbLiPzNZ4dzmM7HvGQgul65OtBjB/4rGmNsL0vybHZCpbjMVkJtprXtkUxNJkb+pP84HiOZ4eL1CyP8UKDREjh2eEiiZCC43g4Hjx8dO60i5cqiyiSyGzZ5INfPsCVXTG2r0zy7q0d3PfLV5E0ApEaUaUg4i+sBBnah2b49MMnyUZUKqbLR940wM5TRfozYT75nRN8Zc/kkiBU5eDUTYaD3OfP/WCInYN59o6XUGVxyWvxqcHAvDsdUQGWloiCvOhetvUm0ESRYt3hoUMzAGcVg08N5ulNhdk5FHg7Lra8l4uo5VvTi7c9eHDmZS/uryaX+LHjuaXXXrz/Q4dmXpXwWrz/558YuiCR8VozmM92LK/m2C+2sLxc7VIu1+O+VLmU/gHTpMmlTFMsXgB1y+NzPxhCk0Q2tEd4drjImzdkUSQBQYSQIpGJBDY4t67O8Jtv7Md0PHRJYHi+Rr5qUVow8o5oMr94XRc7VmeYq9iIggAEPoIV0yGsStw8kOaRo7mg8lezGMzV6EuFaY9rfPfILCszYTJhlfmazWihjrPQvvY8KNYcjs1U+dCOfgxVIqpJVC2XiCZzYKLE94/lMC2PYt2h1VAxVIkjU2USIZlv7p/isWM5njw1T9V0GC82mK9aXNuTCPwik2HWt0foiOmU6w6bO6NMl03KDYftfUl2jRTRZZEvPD3GO7a0844t7QDsHy/juD4j+TohReKzP7OBrmRoqVK4d7zM9X0J7ts9yR0bskyXLeqWy87BPILA0tLIoo/iU4N5OhM6hiqxrefF3OczRd/y9Je3bmwNFn0kkY0dUWRJWPp+zxSDi7ctXqTDCznTi0swZz7vcmuaxeN9tVnUyy9eZ3uOxfsvLs28knBbvP+9N/a+Ko/FxZ/lKhb3758GeE0ZzGc7lldz7Be7gna5bt5ersd9qdKs1DZp8upoziyeB4szix/8+8coeyphVWKuYvFfb1/JkYV27D/vGqdQd+hJhejPhNnSFePYTJVsROVfnhunNaazqsVgcK5Gvm6zoSNKXFco1m32jRcp1V26kzqaEkTrzVdtqpaD63o0nKAdvSprcPuGLN/aN81Nq1JULY+G5fLY8Ry269ES03jzhiz/vGsCH5839Kf54C29fPT+o1Qsh2ItiPBrWbDaOTxZoW47hFSZLZ0xarbL0ekKZdPF83yimowkCazMhNnenySiyzw7VKBQsymbDrbrkworHJwsEw8pGJrEz13dwfW9ST7/xDD33tizVNm7f/80jx/L8dxIkZShkAorfPZnNxJWJXIVi88/McQ9163g2eECpuOhySLlhsNDh2dZmQ7z+3esWqoanrlAcmaqS65i8btfP8zW7jhdqdBLNqOXb69C4JOpyuIrzi+eySstuJzPhX35fOLZPr+Xe80LeY0zZyAXfzY0X6M3Fb4oSxrNresmlwrN86zJf3SaCy4XgUWx+Bf372K4DCuSOo8cnaM/Y/CRO1ZRt1x+6UsvIAsCsZDM2za38cJYiULN5sRclVLdpTel85c/s5H/8b2T7B0vsaUrxv/vp1by2ccGydds5ms2bTEN34eJYoPRfJ2a6YIIugiOB/GwgiyKmI6D6wlc25ekN6Vz3+5JGrZDX9qgLxNm71iJqunQHtcpmw6lhgN+0DqO6jKlhsNAxuCNa9L807MTJEIS83WHzZ0xTsxWaVgOHgKf+9kNHJ2pIQhwx/qWZcJumO6EzoHJMoeny8iiiO0E9j+/dlMPe8ZK7FgTiLlv7J3i8HSF/3RDN88OF6g0HB45OkfKULm2N5iBtJwXt0iX2838/9n78zA56vvaH39VV+979+yLZtNIGo12IQQSCMnIIsJgMNiY+CZ2gm+cX4IDuQ7+2Y63YMdO4F7sxCTgmzgxN44THNvYYBaBzCIQIED7vsyMZl97et+rq7q+f9RUqWc0I40kIGDPeR6eh5murvp0dWs+p9/v9zknXyiyuy/G2ka/UZ2ciunscKZTN5cKBGCykv21rggIcPX84KwI0jshNiiNM9RV3qUVzLfjWufaIEuvv6snehYBn825L3adc+KNOcxhDnN4dzEncHkHISsqK+q9vNoVZTxVoHs8w4unxnm9O8oNSytx2cyowPJaD63lWlqJx2bGaTHRVObEYRUZTeZx20VsZhNlbitfvK6VgNOCUlQZimcZTuS0qpfVjNksYEKgKJjwOCzk5CKpvEwsp5CWFHacGufpoyFqvFbsFpFEroCiaL6LKjAczzGekshICoUiiCYT0XSBogr90Qw7Toap9mmZzGZB4OhwEqWoksgr2Mwm/n5Hj9Hy1TfxMreVr12/gNsuq2XjwjJuW1mL0ypS5rbSUuHkkTcGjBbwtqNjPH10jBOjKR55Y4Ct7do9qvc7EE0Ch4dSvNYVIZot8HJHmJV13kktz+uXVHL1/CBrG/1885lThqBmastWs8/JG9VGPY6v1AbnTGv6NMCklJa1Tf5JbeyZMNt5xItBaSpM6euZ2i672Fkr/V7NVEnRr1/mtl5yOs2FrnGuJTiHOcxhDu9NzJHFi0BfNEteLnJlk59an53mcicr67xE0hIvd0ToCKXojaT540cPc2gwqamZiyp2q8ifbGhk29Ex/A4LXpuZuzc1A9omXe210j2exmszE0lLFJQiAacZj01EVlQCTjOZQpEl1W5sFhMui4mAw4xSVIlnC4iCCbtFiwEUTSb8DguokC0oWEwCFhM0BBz47GbqA9qMn8MikleKxLMFVs3zUR+w85HlVVS6baxvCVDpsXHZPK3SuK4pQDglGYStlHjcdlktCypceGwivzw4QrXXSl8kS63PjiDAdW3luKwid1xZzwsnx9ndGyOvFHHbRLIFhYMDCXacDGOzmLj3mVPAmVk5ncD8cFc/4xMVTb2SOJbM8+yxMSS5SMBpmUQMp5vv0uYR89T6bLx4anzSvOGtK2vY2l55XtXwdLOEsyVGsz1uKtGdmuusv/ZzEavprnU+Qna+tJmpj5/r+Aslf3PijTnMYQ5zeG9irg19AdDb0H/72BuM5UVW1Gv2LbFsgV2no6RyMh3jGVBV5CKsbfIhySpysYhShPqAnU0Ly8gXirzRHcVpNfHJtfV8c1sHNT47hwYTRNMSsgo2UaCgqDisIrJSJJ3XKoUBlxm1WCQja6bb8/wOOsbT2MwiTWUOzfTbZmZBpQsQ2NsXI5mTkWQFRdXEN16HGVlRMYsCHpuZVF7BaxeZF3DgtIocG0kxlsxzZZOfbKHImz1R5gXsLKp00x/Lk8oX8DssbFlcwZs9MSLpApsXlnEqlOat3iixrIzfYWZtY4DLGnwGARtL5umLaKbdBaXIybE0sqJyYDCBqqosr/PSOZZmXYufjrEM939k8aRZPb31fceV9fzzq70k8wpeu5nldd4LMkHOSAq/OjTCsRGtLX5gMGFU2h7bP8zu3hhrm7SW93St0enauLP1QpzuuAttv85kHn6+a2UkhW1HxyaNE8xmfed6/FzHX8w82Hu9Ff1eX98c5jCHOVwI5trQ7yD6o1kSOZmDA3E2LShjKJ5jTYMPm0WkucyByyqyoNKJJKtUeKzU+uzML3fisoq0Vbo0exfRREPQyed/cZzOUIaXTo6jqmC3mllW48ZkErBZTFS4rdR4bZhFgRqfjVhGxu+0YTWZMJkEBFHAbzejFItE0gUWVLhw2URayp0sq3Wzot6Lxy5iNZsoTlQZlaKKJBdxWs2kJYVFVVqOs9Mq0lLmZDSRJ52XGYpLnB7PoBShP5pj30CCbEEhktaU3CdGUnSMpRmMZXl4Zw+7e2OYBBOCCjlJJZmTefLwKD/bO0RqwjQ8nVfY1x/nlc4I+UKR3qiWdlPjtXPZPB8fXl7Fru44NouJh3f2Trrveuv7zZ4YneMZRpN5VtR7uX5J5QVl+mo50mlimQKPvDFgVMGMY4Uz5yit4OnnBM6qWJZ6IZ4L58tknmndpb+frr0+FeGUxO7eGBZRmKQOnzpOMJv1nevxc1UeL0a5O5tq5Llyt2eDS7FLmWuVT485C5o5zOE3G3Nk8SIgF1VOjKZI5BR29US5Z/N86oMOvn3TIlbUe/mjqxporXSxeVE5NrMJqyjQXO7g5GiKP/rPQ4wl81jMAgGnhesWl2MxaSkuNrNAQ8BOoagRmiqPjVReIZQq4LKaGIjnUVUYiGYRTFDntXPN/ACKqvkziiaVI8NJze/PaUGSixwZSuK2WTAJYDULOKwmspJMhceK2ypyy4oqvHYzS2o8NAQdnA5nWN3gw2Uzs3FhkI+s0DZ7v9NCS5kTEW1tCytdtFW7uWVF9UR8oEAsU8AEtFS4WN8SIJmXSeZk/mvfEM8cGWNxtZv18wM4rSJrGn247SLzy5wsqnRjMsHljT6G4nm+deMCMpKmCtctXKZuQpUeGzaziY2tZQYpgTNm2tuOjvFaV8TwTpyKUrPuUgKgz0fq1dDp5gan8wks9WE8F2ZqjZe2bs9n+D0bEvbQKz2E0xLPnwxPe50LWd/5Hi/tTVwqmZrNGkuvcTHXu5Q1vpOt8vcz4Xo7SfT7+T7MYQ6/qZgjixcBacIqxucws64pwLajY+QLRd7sidEUdOK2m7l6fhCXTct/VlR4rSvKYDyPCegYy/BH6xuwiCb6ojnq/HbmlzlREQi6rOTlIjmpiEU0UVRV4jmZSFZBABRAVqHMZcVpE+kJ55CUIkUVwikZVPjxW4NIcpHOUBqHxURGknFaLfjsZhRFxe+0EklLrGv2M5zI01rhQhAEXj8dxWcX6RhLUeO147aKBJxWGoMOFld7yBQUhhJ5cgWF546FyEx4H350pSaICLosLKh0saTGw1/dsJAHbmlnaa2HxdVuihOM4taVNXzxulbqAw6+sKWVr1y/gGROJp6V+V+PHSOeLfDonmEKisr+gQSf/+UxXj4VNkifvoH4Ju6xTs5mM8dXugnpVcoyt3VSVbCUDM00NzidT+D65gCdoTTJrDxpnu+x/cM8tn940sY3dTOces2pHo/6+Xsi2XNWLkvP+9lrmsjLKmsavJPOczFDJ+favKeShEslU7MhwqXXuJjrXcoaS9f3dpOa93PV8u0k0e/n+zCHOfymYm5m8QKgzyze+S8vsbKlmpuWVxuWK3JRxWY2YTbB3Zu0xJCMpBjii2RO5uXOCKhwRbOfWFbmE5fV8O3nOlnb5KdnPEumIHNsJEEqV6TKa2NZjZcDgwlGEzkURVM2I4DXZsIkiqyZ50M0CbzeHSUnyTSVu+iLZBFNmsr3c9e28PDOXspdZn6yZ5hCsYiKilRQ+fhl1UiKwB1X1vP9nX10hVIoE0bXNrOJbEFh9Tw/S2vcTPiEc3gwyXha4uRomtsvq2YkIVHjszGSyLOo8swc4sIKF267meuXVJ6ZA5xifRNOSTz0Sg+fvaaJ7SdC/PitAVxWMzaziYagg7xcJJyW8DksjKXyLCh38sXrFhgbicumtdZLPRNL5/jgbO9F/blT5+vON6enVyph5gzpJw+PGtY7axv9WEQTklxkd29skh3PdBY/013vYmYip5tR1PO6r19SOePrn+76pXN5b/dc4rmu9d+Bi13DpWZ2T7eOOc+/ufswhzm8m5ibWXwHISlFI24ulZNRgbFknrSkkJGKPLijm8f2D5OVFCyiiXyhyH/tG+LUWIoyt5XxlEStz8a3n+skni3ws33D9ESyvNkTI5zS8qHHkhJyUeX+mxdR63cwv9KJ2y5iNgmYTCK/f3ktggBmk8D65gCtlS7MJgGfw4zZJLCw0kW2oNAVSvNKZxSfUyQvq2QlFZtF5NhwhvZqN2/2xDg9nuJ0OEPPeBqfw8ziKjer5/nJF7TK4U/2DJHMyeSVIpJSZE2Dj95IjhX1Xio9NooqZAoKvdEsSlHl+ZPj7O6LGTN4ACvrfOQLRR7bP0w4JfGFx48zFMvxxcePs2F+kJX1PuYFHTQE7PzphkY2LSzjgVvauaY1yIJyFw1Bp0G8XTaRre2Vkyo8U9XQpRY0epVipurH+aoiunpbf01wdoVu86Jyw3pHrzwKAmfZ8Uxn8TMV52pVr2sKzDivN3Vu0jmRUKNvvrOt/lxItfBSE0XeC1Wki13D292SfifTWd5Prd25lJo5zOG9h7nK4gVAryx+8NtPIYl2bltdw+GhJMeGkrjtZhwWkWqfjb5Iljq/HZ/DTFPQyYunxjk4mKCgaCrnT11Zx/Mnxqn32dk7kKDaY8NjMyMpRbpDaawWjYg6rWaumh/gj9Y38OVfnaArlCYjFVlc7eZffn8F33nhNLU+GwGnhb19cd7qjZGTZOoCTj6yvIpH9wyRyMnIxaJW+RQFElkFFWgptyOaREQBBEFgLJUjV1Bx28z84ZXz2NJWzndfPM3OzjCFIgQdFhbXuLGJJpbVeQEtTeb4aIpan41QqjBRpexFLqqsqveypa2C7710mkyhiE000RvNUu214bKaSOQUOsbStFa48DnMxLMyBwYSrJrnZXNbOdcuLDeqeZsWlLGrJ0q+cMa0u9Sk+lwVs9Lq2qYFZRdkMD31HIAxyzi1gldamZqN6fXFVk1Kq1mlxuUzKZMvVpFcmo7zTlb+SpXpf76pGcdEVOK7WWn8Ta1klX4uZ1tVnsMc5vDbhbnK4juI0WSOkUSef329j5F4HrfdTDIvE3RZGInnNU9Fs4k7NzThsomsbw6woNyFy2KixmfjP98apC+SY09/nHk+GyqwZXE5ggA2q4jXbsFtsyCaBNqq3PxwVz+5QhHQhDCyUuSJQyNUe6y83BEhmdVmFYuqimAyMb/MiUU08cG2cgSgxmtjns+OioDFLCCaBHoiOXrCGTrDGSKZAlc2BWkp16qXx0eS7OgI0xvJYjObUIpFvA4zLqvIvKCdjlAKi2ji4KCWTvPs0RB3XFnP/oEESlFFEMBtN7OjI8ypsQzHhjWvyXK3lVBSIldQEU0CK+q82C0m5gU02yCfw0wsWzCI4K7TUR4/OMLTR0bZ1xefSHoRSWZl7tveacwnzlTh0TdLPUf64Z2951Qdz1R9cVpFI9t6uozkqZWpc1VGzlc1Od+6zjWvN919uJgqTelz3o2MZl2Z/g8vd8/KP/KdWMP57tH7qTKno/S9m/OwnMMc5nApmCOLFwGnzUyxqCIXVRS1iMtm5qOraohlC3jtZiwWE6sbfDisIgf647zUEWZe0MH/uraZKq8Nl03U2pgTVjkLK13YzCbsZhGHVaTMZWV5nYcrmvxcPT9IvlCkpdxJrdeGyQTRbIEnDo7wr7v66Qql2XY8RE5RUYqwtNbDZY0+rl9SSZ3fzmeuauDGpVUsqHTzP9c38JmrGqny2GgM2Am6rdhEAa/dzOoGH3/30SWsqPNx96ZmJKWIXCwSdFio9NhZ3+JnRb2XUEoyjLbXNvlJ5mTq/HYeeWOA9c0BbGaBlXU+Y1MyCRBwWlg1z0uZy0KF20peKRLLFPjTaxq5ujVIXzTHwipNZPPALe0GIbOZTSiq1tYeT0k88saAQVIzkmK0cqdTQ8OZzbKgFOmJZLjjyvpzGkbPNn1kKrl4p4f7Z1JCT13H+UhPOCXx9SdP8OiewVmRHr2977KJ0762CyFQ5zpWV6YvqnSft0X/34X3Qrv8QlH6ufxNb+2+H8n8HObwfsIcWbwIeGxmqnw25vkcmEwmVs/z8MbpKFc0+fE5LLSUOVjb6Oe+7Z2cGkujyEVGEnn29SfYMD/IJy6vZ17QzuVNPlRVZSieQ5KLbGgNYBGh3G1hWa2X5XVe/vm1PmK5AuNpiZYKF+UuK1UeOzaziMtqQhQFbKLAcCxLucuCJKtsbC3jhZPj5AtFDg4m6BrP0FbtJuiy8EdXNfD7a+tw2iy0VrgQBU1QsrW9kjK3lXs2t/B6dxRUsJhMiGYTCyqcHBxMsrG1jHs2z6fKa2NreyVb2yu5bnEFAaeF1gonOzrCtFa4cds1InNFkx+bxcTvLK5gS1sF7dUe1jT6cFlF/A4Lb/XGuHFpFX98VQOyovLALW283h0lnJJ44eQ4S+s0O58PtlUYNjf6bOCaBj/t1e5J78tU2xlDvQyk84pxPZ2Mumyi0dqGc6ePzIY8AufcsM6XfgJnq57PR9guBA+90sOJ0TTPHBmbFek5ny9jaXTi+Tbpc5EtXZl+84rq8/pH6phOaf5OEob3Y2XOaRXP9hCdBpd6394LRO39SObnMIf3E+bI4kVAMEGxqDKcylHmtHBwIMmaRh+hVIFV87w0BJ3c+/QpxpMSQ/E8yYJCQdaI2/Mnxqn22vj7j7ZzfDhNtqAgy0V+fmCYp4+OMRSTeLUzwk/3DxPLFmivdpOXNVHJkhoPdX47W9rK+fZNi9jQWsadGxr57keXcNPyKtqq3GxeWMb24yFe64pwYDBBTzhDVyiDqkK+UCSckjgylERWihwZTCKaIJLWspYf2z/Mfds7GYxmOTKc1Ejk4gq8djNrGnw8vLOHrKSQLxTZdnSMbUfHkIsqogkODiS0eMKSDfWHu/rx2Mx0jWd46JUeYtkCbruZ1fN8mEXBuJ/7BxJsXFDGo3uHiWUKPLyzh1imgM1s4ur5QW5YUsnKei+OiWrarStrcNlEY5ZQ36jWNwfYdTpKhdvKs8fGjChCVBiMaYRcx1Txh/47fVYylZcnEbTZVB1LvR2nO2bqhjbdBqf5NToMS6DZGGlPxUzr++w1TSysdNEQdJzXPBxmZ9BdGp14KefSoaqQnQX5eOHkOLu6o/zy0Ai/OjRy0VndsyU6/92VOX2dM/mOzoTZkKhLJVrvBaL2fiTzc5jD+wlzZPEi4DCLqKhYRZFkXub+jyymPuDgns0tXL+kkqF4jvYaN/sHE8hFFbvFREpSCDosbGmr4NqF5fzt9i4QIJwukFOKVLlt9EdyKCpIRbCKAru6o2xpq+DB25ZSH3DgsmlG3cdHU7zVG+OyBj83La/GYRVx2cysmucjnivwH3sG6AlnkRWVkYREpqDwSlfEmNvLK0Wi2QIWs4DDKrKxtYxtR8fY1R3l1GiKZ46GSEsKiqoSdFu5e1Mze3rjVLisRlLL7t6YkY3cVu0BAaxm06QNVW8vtlVPbi9uWlCGy2ZmbaOfR3cPsut0FIto4s4NjQRcFu7c0ETAZTEUz6WKZh16ZfDAQMKYcXu9O8q6lgChVOEsL0T1DDc1Nt71zYFp01R2dUd55ogmaClVW+vk8Vzm3Hr6y3THTDdjeK7q5nQ/6xiIZvmfPz5I51jKqLDpRGIm0lTmtnJFc4C2Kvd5zcP11z6VIJWSK6dV5J7NLVR5bWcluEwlNbMhW/o9K50tnQmbF2lZ49UeG8dHUmdldc8W7wWiMxucuTc9s17vbKvS030OLwTTfUbf7WrjfzeZn8McftMxRxYvAuuaAyyv82mb5bXNvN4dNeaCtA10PkeHU1R5LFhEAamgeTAm8rLRov3L6+bjtpn55BX1fPfWdsZSEstqPVhFgXK3iMdmZl1zgJc7w4bp9xVNfkSTCVHQLHte64rwq0Oj3Le9kxdOjLOvP86rXVGiaZlYtoDdYmLlPC9+h5kvbWmhM5SmwW+nrcpFvqDisoqUu2wcHkqyrz+OzWwCAewWE9G0ZMweGiQsXeDODU2sbfKzciIX+9qF5WyYH2Q0kZ9kSA3gsIqsrPdyXVvFpPbi691Ran027n36FE8eGaUzlKYjlKbMbTWuV6pMnUm4oaqQySv0R7OG4EO/znQRgJKsTiJTu3qi01rUuKwmqr0243dTq3tTzbl1QrhpQRlXzw+ysbXM2KRLSet0M4bTVTdnM4f4V0+fIpKW+Pwvjxu2PjrJOhdpupAKzGyqo1PXNxPhm42gSLf+KZ0tnQlOq8gXr2tl08Iy7t7UPOnLxYUQhnezIjWbMYSZoK9T/yI1m/XOtio99XN4oURvus/o+4WEXwreC+33Oczh3cKcdc4FQLfOufuRHRTNDlJ5hUxBYWNr2Vk2KqvqvfzgtT4WV3u4en6ALz1xglAyz22ra6jy2pHkMzYwqqr5NL7aFcHv0JJhfv/yOu7b3sWyWje/PDjG8joPFR4b4ZTEybEUQaeFWp8dp1UkLSkcHUkScFgQVBibEKF896PtvNwZJi8XOT6cJCMVMYsC4ykJQYDT41k+urKKp4+GWFDl4pr5QQ4OJOgYS1Prt7O+JYBFNGnt3Z7ojAbX+/riHBlKYhEF2qrd3LN5/iQzZ5dN24x0O5RwSuKLjx9nRb2X0UQesyhw18ZmytzWCzI6fmz/MLt7Y6xtOmP2PR0e3TPIM0fGaAg6aKtyn2XoPRVTrVRmslbRf5/MyhwcTBjrKH0N1y4sP6cty/lsdmaykRmIZrn3mQ6+tKWFQ0NJADa2ahZD57OAma0J9XTvH5xtSD7d61nXFJi0lune16m/e7tNri8Es70nGWmyQfvUz8O5zjGb1/t2mpRfiCVQ6bFvh83Ob6odUSn+Oz+vc5jD24U565x3ECdGU0iKZgJ974cWTjJL1qtWBwYTfOPGRdy0vIqdnRHCKYlUXmb7sRAPv9zDK10ROkNp1jUFtKqB08J1iyvY0BrkC1ta+c89QzitIk8cHkMQihwaTOKzm3ijJ0q+oKCoYBVNyEWV5bUeVtf7qPXZubLZT1FV+f9/UCNfqgpPHxkjmVdw27VK3xXNfkaTeW5YWs7uvjgLK1347Wa2tlfymasasFlMtFW5ODCQYDCW5eGdvVy7sJwdHWFjJk9vXSWzMk1BBwsrXTQFHZNi6vRqSL5QnJTTrFcqY1mZL29dwBe2tBrCFr0idy7zaTgT+7e2yc/W9spzvl9W0USd386yWs+sK1BTv0JN95VKr6hYJyqy+rpSOZnOUJqVdV5jbnKmeLhztc9myokGqA84+JffW06t34GqautzWM8fRZeRzo5FnOnY6eINz9fu0x8vc1vPUoxfbMt9KkrX+3ZVd2ZbCTMM2ntjZx17vnPM5vW+nRW5C2nNlh47m/fhfPf9t6EtPDcnOYffJlxyZVGSJB5//HF2795NLBZDUc7+4yEIAv/6r/96KZd5T0CvLF7+tcepKvPzP9bWTaqSjCXz9EUyLK72YhEFI2Lt0T2DnBpNIRfBYxMpqiCKAo0BB7esrGZjaxlfePw4lzf48DutnBpL8T/W1PLvbw3itJr42b5h6gN2wukCBUXz3NnYqv2B6g5nWFjpYtU8HwWlyH/sHsQkQIXHzoO3LeG+7Z0kczI+h5kvbGk14gnzcpHu8Qyb28qIZRWjRfz1J09wYjSNRdQ8Hc0mExsXBKny2khmZZ4+Nsam1jKG4jkWVLg4OJgw4uz0KlppBdJpPTvuL5ySeHhnD3duaMJhFblveycZScFlNdFaoVX+jgwljUi8qebT+v2e7bf6C6ly6Okylzf6qA84ZlXxmlqV0eMfY5kC61oCRqzfhVaSMpLCd17ootY3czSgETMIXN0aPO/9mRqLOFPV70Lu34VWKmf7ns10znMZk18sZvsZ0UVVoBm0T1dpvhQz84utNL+TmO66c1W19w/+uz43c3h/YLaVxUsii729vWzZsoWuri7OdRpBEKYlke83TM6GrmFLW7lBigBjYz8dytAbzbJpgeYhGM8WeKM7hijA2uYA0XQBqaBQ7bezoTXIkaEko4k82YJCQVHJFoosrXVzWYOf7+/sIZouoAKNAQcjyTwVHisOs0itz85QPGe0VztDaUYTOQ4OJvnUFfVUemzEsgWG4nnuuLKeH+7qN0hoXi6SKxSxW0xYzSYjPePb2zroiWRQgfCEuvvq1qChEt7dF2M0kcdpFUnmZGp8Dswm+ItrtTxsmD6j+MVT46ys8/LDXf0sqHAhF1Wj6vjY/mEQtM23N5KltcJJRlLOmfOs/+7tbnN985lTjCbz5GWVB29bcs429HTQycTBgQTlbgv7+hNc11bBzSuqyUqKQZJL75X2JSPL8jqv0drU/8DrIwCl1cmpaTFTyYveKhWEcxMa/fcaee/lzg2NxrouBLMlDhdyH8+XR62n8lzR5OeRN/on3dPS4y51k7zYc7wTLea3i2y/Hdd9t9rMc0Tn0jFH7OdwLrwrZPHWW2/l8ccf55Of/CSf/vSnqa+vx2w2T3tsY2PjxV7mPQOdLP5g+z4+vLrZaBlZRIFjIymqPVZ298Upc1roi+XISDJ2i0gqp1AoFlEU+JffW8bBwSS7uqO4Job0sxMq5dZyJ693Rzk8mOTT6+r52Opafr5/mJ/uG6Te7yAjKXxwUQVHR5L0R7NsXVyB1Syyrz+GRTSxsMLFT/ZpOc4NQQcfW1WD1WxiXVOALzx+HLvZRF4usnFBGZ2hNHm5yGgij8dupsJjY2W9l55wmhdOhLlucTm7umPcsLSS311TB5zZpCNpiV8dGqWpzMF4WkIUTNyystqYGwynJB7c0U1blZubV1QDWpXl1c4IBwYSLKvz4LKKtJQ5ORVKk5YU/A4zy2q9WoWxZKYQNEuaVE7mhVNhgk4L1ywInnNGcTYbzEzH6MTpjivrebMnBpw9mzYb6FXBeFbGLApcPT84bRVMn990283YzSajOjjTH3h9TnNlvReXzXzOytvUWdGZXvOlbibvBHEonX2cLqJRX3NPJENT0Dnt2qf70rLtqJYvbjWbZvW+no+0Tnc/ZyLr7+Z9frsIwrm+eLwbeKfnOn8b8NswPzqHi8e7MrP44osvsnnzZv7t3/6NjRs3Mn/+fBobG6f97zcJ8YxsRGi5bCLPHg9xZCjJv781RDwrM5YqsLDCxaJKN5m8QlGFZE5GVop8+7lOJEXz+5OLKk8cGmH78RDt1W6uW1xB0GlhTaMPt92M0ypyw5JKFlV5ODiQwCwI9EazrG300xB04LabOTWWoiecpS+SxWYRqXDbqPXaaClzTbKeubzBR7agsLrBy4unxvnk2jrWNvn5wMIyvHYzDX47kZTEc8fGMZkEhuJ5bl9Ty03Lq43XrSuQd3REmF/hwmu3YBJMFJQiknzmO8fr3VHiOZkfvTXA1548wZ3/dZjBaJbheA6AsaREOq/w0wlD5TKXlS9saeX6JZWGglj/w6bPiP10/zBD8Sz7B+K82RObZBUzdXZtulm/qTNWpZ6IpdCNyX+4q5+dXREePzjCrw6NXvBcnK6KX98SYG2jn3VNgWltTHZ0hPHYzUTSEivrvWfNs62s8/LNZ04RTknGc+SiynPHQ8bcYTgl8c1nTjEQzU6yBJqq1p7JUkdXIc/Ge3G6e1k6n6avpXS9FwP9nNPZJpVawpxLHTxdLOPu3hhPT1TIZ5oLLH1954qSnCmacCYV8qXOuF3IHODbNU93MT6fbyfe6bnO3wb8NsyPzuGdxyWRxWKxyKpVq96utbxvoAIvngzzx/9xiDe7Y1xW76WgqNT6rOTlIj67mcF4jqaggwq3jYVVLqyiCUkp4rSICEA0UyCRk/nxW4M8eWSU3X0xdvVE+cxVDYTTEuG0xGP7h/mb5zRbnKKqcnIszR1X1rNpQRk2USCZk6n12bCIArV+O6qqsr7Fj8tuYUmtlm6ib6x+p5V6v51XO6Ok8wo/3j3IkaEkhaKW0/zrk+M8cyyErKhkJBkVjD/QU4lSjdeG1675OlZ7bVhEE1bzGSPDzYvKiaQlkjmZ3b0xUjmZPf0J/ubmNq5uDfI3Ny3CZRNZUOXCZTUbSSw6Gd11Osr9E3OMemLL7atrqPM5qHRZ2NUdZWdXZJI9Syn508yic1S4rEa6yGw3GJ0EVLqtxLMFqr02jo8kZp3mUgqn9Uym9Ovd0Rk33fGURJXHhtVsMjZnp1UjlX/19ClGE3ke3tkLaFVOn8PCFU1+w7fyoVd6GE9J3PtMxyRLIN0+SFVhMJrlqSOjWEThLAKhGYE7J3kvnsvmZapBeWmSir4Wfb2XiunIwrajY+zujQGcJaSZev+nimzWNvm5cWmlQeCnex9nilecesxM0YQzETX9XHDupJ+3A28XQfjvFnFM9zr+u9c0hzn8NuKSyOK6des4fvz427WW9w1+uKuPN7rCnBxLcWAwzsHBJB9bWc2CKjdtVW4ODSVIZAvs6UuQKygcGkiQkxRUAZJ5RbOjaQmQysssrHTRUuZkbaOfaxeW88+v9TEUy/OLAyPs7otxbDgJqlZN+uiqKh55o58dHWESOYUf7urnuePjxLIySlFFEGBPbxyPzcQzR8b4+b5h7vrpEUKpPB0hzQ7HIppoKXciySqVHitD8TxtVW4q3FbSkszCKhc1Pjst5U5ePDV+FjGQ5CJOq8hnrmpAkovYzCJb2so1z8OSStMHF5Xjtpmp8dlprXCzeVEZDoumxnZYRJbXebmy0Y/JBLHsGSImyUWODic5OZri2WNjBuH62OpablpehcNmodxlJZEtcMeV9UY0niQX6YtkebM7xhMHR2gtdzGcOJMuMnWDuX5JJVe3Blle6+F//vggA9EscIYEjCTzbGotm3itjYby+7H9w+dMCjmfsnjqBnf9kkpuWVnNupbAtJXAyxt85BWVOzc0Gvf2ns0t+B0WCkqRrKQY5uf3fmjBpGvoG+31SyrZ3RfHaRHpCGXOIhCzqd6U/jw1FnFXd5THDgxz//ZOPr1unhHN+HZgRtIjTH/8dNDfE4BbV9bwu2vqDAI/3fs4GzJS6umZlZSzqqnnGu651MrY21W9nQ3ei1Wp9+Ka5jCH33RcElm87777eOmll/j5z3/+dq3nfQFJLiKrUO6ysqzGy7qWAB6HlkgSSklYRIFMoUh9wK5lN5tNmEQBq2ii0mPRWmhWs0ZGLCJLaj1GikquUMTnMBN0WlhZ56O9xoPHYWZDaxnHhtP47Wb29Sc4MZrCJEB/NEtj0IF7Yj5Nt6QpKCqP7hmkN5xh1+kYd25oZDieJ+C0MJrMU+O1sqcvwZ0bGrlucQXJnMzvLJ6w8GnT8p7XNQUm2cA88HwXe/vjpCWFv3r6FHv74+RlhZc7I5MIH4DLZqbCbWVewIHNLLC3N87nf3GMsWSeB3d0s7s3xuGh5CRT7YykcGQ4iYoKgoAkFydVs7SZzTKCTgvfvHER+wcSRjSe1WzCZBLoj2V55ugYB4cSrKj3GukiUzcY/ee/3d5FJK1V5eAMCVhW6+X4aIq8UuTAYEKzIJpIuSk1vZ5KDmciAjNtcDoZ1u1/LKJgpNIIAtQHHTx425JJ4g2nVeTUWNowv9azlYMu64wWP//7I4up9tmnJXF6FbM0Q/h8Ni965OOqei/htERRVclICgcGE3zt+gUXJZSZLa5folUGVZVZxd/NlPM9XYIPTH6vZiL/pcdMraZeqIXOheLtrt7OYQ5zmMP5cEkCl29+85vs3r2bZ555ho0bN7Jq1Sp8Pt/ZFxEEvva1r13SQt8L0AUuLX/xU1xuNz6nhVtX1DCcyHHnhiZ2dITZ2RUhmi5w/ZIKtrRV8HJnmDd7YhzojyOYBIIOCw1BLbovnVcYiOeo99txWUXiWZnheA7rRCZyldfGuqYAD+7oRi6qlDnNPH10nPZqN6PJPKfDGao8FrKSyh9eWc8NS6vY1RMlnJT46f5hcgWFVF5h04IyvrBlPvf84hg5uUil20p3OENrhYsNrUEsoonBaJY3e2MEnRaGEnluXlaNRRQMpfKCCi1TuHs8Q180h9smksrL1Pjs5OUi/glrnlKF7XdfOA0CLKx08fyJccrdVoIuK40BO78+MU6l18ZYIm+IaJ48PMoLJ8Y5MZqi0mPl+iWVyIo6ydxa9+mbangN8OyxMSRZRZIVusYz3L2peUbSohPQxVUu7vv1ae790ALqA45Jj+vns4gCklJkb38ct1Wc9DpnUn5Pp16GyXYqpY/pBKMnkplQuZ+xtildb6mx+VQF84WokqezQplqqTMTDLseAWyiibSkYDeLrG7wvmsiiDMClyxNQcc5X/PU9+RCxB+zOXbqe/F2Cgqme68uVb0+hznMYQ463hU1tMk0u8Lkb5p1zk0PPItsshHJFqjx2lnX4uf10zGUoorPaSYrKdxzbTN/91IPf3ndfH705gCxrEwsK/PBtnLcNi2P+eXOMKmcwsnRFIuqXJwcSxvzastqPahohtKgtWqfPDxGhdvCaFJiQYWL0+EM/ZGsoaS9rMHH0hoPR4aSxLIFDg8lcVg0pfK2oyEqPVbyE0KUrKRgNQt8dJVW1frOC6eJZwscHkqQziu0lLu4vr2CJw+PUgTmlzm4rNFPKifzH3sGSecV3DYzK+q8KKpqKLtBI0SpnMzTR8eo9tlY33xGOLG1vZJtR8d4ozvKaCKvEeKWALeurCEjKdy/vZOToylMgsBNy6tw282TBAq6lYxuw/PZa85Ypugba2k6TmmqzsX4xJUqi6emvsxGKTqdJ6DLptkO/Xz/MNctLqe53MW6pgAP7+zhE5fV8ujeobOsYM63Xp2cy0WVlfO83Ly8ekaiMjVhZtvRMSSlyImRFA1BBwGnZZKKeipK7XryheKk9Jrz4VwK4gtRuJaqpV/uDKOqs1Otz1bdO5N10cVgOruj2b7W2XhgvheUwe+VdcxhDnO4MLwrZPHll1+e9bEbN2682Mu8Z6CTxY7uXr67c4SDAwmW1HqIpCUGojkEQUAuFvE7LIwk8lS4rQgCfHhZFbu6Y6xr9hNwWoz4vT//QAuvd0eNKs3KOi/PnxhnTaOPUEpTDIOWUmI1m2irdPH5Xxxnc1sZI3GJnacjFJQixaJKwGnF7zCTzCssrHTRPZ7BZBLIT1QSzSaB0+Esn1hTw69PjBPPyayZ5+PLWxdM8ut7szvG4aEEi6rcbGgNIslFnjkaIuiycE1rkD29MV7ujJCVFAIOMw6rRhhbKpyGgXZpdKHLKrJqnm/SRq7bylS4rQzH87RVu5EKRbrCGf74qgZ+8FofaUlhfUuAre2VBgHUPCNz3LN5Pg883zXhh1jkwduWTqoYTSV2Z+xmfLhs4qxj62YiCzrhODiYoDHomNEwWz+uoBSxiCY2LdDi+IZjOf7p1T5cNhMBp41//b3lPPRKjyGYmK5SVuotuGlB2SS/SV3le2w4yXiqwJpGH5sWlk1r9aITQ5vZxMbWMh56pYdETrP3WVnnpSOUprVc88Gcar1Tel8mVzh7pvU5nO5+6kR+6rkvxqJGx0z2KtPF8s10nanXeDs9DS8k1nA6Ynmuz+nbYcfzdpC8OS+/Oczh/Yl3hSz+tkEni3/6gxc5nRQYiedw2kRuW1VDTzhLTi7SH8kynMixqNJNKF3ggVvaODGWNrJy84Uivzw4QkZSkBWVm5ZX0j2eZVmdlvoSSuV5qyfGxtYyBJNAVyjF3ZtajKSTRFbG7zSzqNLNLw8MM5qUWNXgw2URyckKg9EcTeVO2qvdnBxNs6jaTV7W5q62tFUwEMvxRneUao+V2ycG/UuJ0Y6OMOm8Qtd4mrs3NfN6d5SXT4UZSuZoDjjJyQq7e2KUTxh+L6x0Ue21sbzOaxCZh3f24LebOTiUYvPCMjIFZdq26ounxknmZJ4+MsZ4UkIFrmz288XrWs/KqXXZRI4OJ400k3VNAb74xHHWNJxJWplpY9XJos0s0BB0GoRzpsoWoCmiPVZCKYk7NzRN8vrT27ByUcXnsBjG4fo9LM3PHkvmebUzQpnbyvqJCuof/vsBesYzSIrKT//navZPzCgOxfPcuaHRIKf6OacSGN0jc22TNre3uzdGe7WbHR1h3DYzQZeFuzZq753+nurY1R1lJJnn1hXVWEQTY8k8/dGs8f5lJE2A1RFKGaTxQvKcz+flqBP50nGCG5dWTdtanalSPBUzteSnS7aZ6TMy0zjBTD6PpbjQBJxzEcALHSW41Mrn2+nHeCGt93ONZ8xhDnN49/C+zYZ+8cUX+fSnP01bWxsul4u6ujpuvvlm9u7de9ax+/bt44Mf/CButxu/38+tt97K6dOnpz3vP/zDP9DW1obNZqO5uZlvfOMbFAqFi1pjVlZJ52UEQUBVYSCW41s3teG1m1FUTdxR5raypNrN7t441y4sNyw+Ni0oozHoQJKLmESVH781RF4p4raLbFpQxp7eOF67heOjKXojWWp8dr74+HF+tneIjrE0Q/EcvZEsG1qDLK7xcHmTH5/dTFu1G7fNTFOFE9GkmYQvq/PSE85wcjTNwio3sayMqoLFLJAuFNnYWgacGch/eGcvGUmhN5qltcLFy51hJLnI8novNpOJTEFhOJGnvszB8joP//yJZchFlT9a34BFNJGRFHb1RLln83xiOYV1zX4EAV4/HcVvF7l/e6dhsaILBKyiiRqvjXK3lXK3hcXVnkniAV0MsLW9kns2z9cqs4UiDqvIg7ctpdKjxRA+unuQbUfHpt2sdOXzZ65qZNfpKBUu6zlzfXVF9J7eOLU+Ow/v7JnwbTw9yc5nfUuAOzc08sLJcZ44OMJrXREe3HHaOM/65gCvdkVI5RWG4zkkWeWx/cNc3RKgudzJT//naoIuK5Ks5Yzfs7llkhXMdEp0l02krco9+QMpgNtu5h9vX8Z17RXctbGZh17R1vzwzl4ty7gvhiCAyypS7bEBZ8Q8X9jSyq0rawyrHYso0BR0YrOYzhJizCR8Kc1G1z0uS8Unpe9jqa2Pfh7NvkcTK+miEl11Xioomg7aFxyZlzvDk9a5tsnP2ib/pOdNJ+aZ7nWdy+dxKs4nWJlJXDX1y8q5RDdToX82dJukiyVZmsdmdtYemzPhQhXKU/+9zfkmzmEO7228LZXF119/nf/3//4fBw4cMNjpqlWr+NSnPsXVV199Qee67bbbCIfD3HbbbbS3txMKhfjOd77Dnj17eO6557j22msBOHHiBGvXrmXlypV86UtfIpfL8fWvf51oNMqBAweoqKgwzvntb3+br33ta3zpS1/iuuuuY/fu3Xz1q1/lD/7gD/jnf/7nWa9Nryx+f9teFLODo8NJzILAX0xs8uGUxD+83E1LmZPnjo/TE8ngton8/65uNCp4eg7y8lovL3WM4ympBH1vR7fmv5iVDYHM5395jGROwWUVqfRYOT6Swm4RWVrr5q6NzTy8s5dPXFbDv781SEuZE5tFZF9/nL5oFlGAoMtqnO+m5dX8fN8Q/7qrn6U1HsrdVoN42CxaW3JXT9SYA9vbGyc/QVDK3RaeOz5OW5WLNQ1+blpePanqp6pQUFQjExu0Nm8yK7O3P044LVHm0qo+LqtIW7Uba0lrVq+8llZyshO+fZ+9RsuQ1mch9/bHsYkmltZ6OD6aIiMpjCTz1PvtXD0/OGNrT3+u2zZZpKIfUyqW0atK+poe3NFNPCfjs5v54nVnC1w6Q2nySpH2ag+9kSx3bmjk9e4oL5wY5+RYisvm+Vg1z8fu3hh5uUgiJ/O/P7LYICN6W7a0MpmVFC0JZ+Je6dGNd25oNOb09PtXmnZzcDBBrc9GKFUwjgUMxfX5KkDTVYnO1a7UvSnr/HYCTotRAR6K585KV5mpPVx6zdLPlZ5ANF11r/R9vZC5ybcjV/xC2rezOfbdrihe6HVn+zpmi+n+vc0ljMxhDu8+3rU29Oc//3n+7u/+zsiGNplMFItaQokgCPz5n/853/3ud2d9vrGxMSorKyf9LpVK0draytKlS3n++ecB+PjHP85LL71EV1eX8QJ7e3tZsGABn/vc57j//vsBCIfD1NfX86lPfYp/+qd/Ms75N3/zN3z1q1/lyJEjtLe3z2ptOlkcGBjg5d7sjJv8CyfH+fFbg3SH05S5rHzmqga2tlfywPNdhFISp8czfHJtPTctrzL+SP583xA/eL0PgDUNfja3lXPj0ioe3T3IM0fH2NJWjttu5rWuKEeGEyyr8WI1a9W+eKZA2cRcosumpYHs7YuhIuCyiiyt9bBpYRnrmgLc84tjeO1mknkZn91CRyjN4ho3mxacmXELpyTu+cUxUrkCibxCpduGyQSZgoLDLHL7mtqS1mGP0a7sDKVIS0VD7GLMC/bFaK/20BVKIRcxYgbr/HbWNvlnnF3b1xdnNKHNJV6/pJKMpNAZSnN6PENRVRFMAtUeG3azCVWFZXVeblp+dnWjlNClJY146y320vftXOTpvu2ddIbS1PnsbJyYBywVS+hEe6pa+/7tnaQLCuubtflL3UPRaRENK5uHd/bSWuFEVtRJ6l5VxZhnXdvo5+BAwpjltIimszb5c7XHZxN9OPVeTKfWnilWr7SNvqMjPOmelLZf79veSeeY5vk53Vylvh59PvP6JZVnXXu6+cep4qNz4WLUypcy0zibyLrZrmmqOOntyL5+tyME3y7MiWrmMIdLx7vShv7Rj37Ed7/7XRYtWsSjjz7K8PAwsiwzMjLCT37yE9ra2vje977Hj370o1mfcypRBHC73bS3t9Pf3w+ALMs89dRTfPSjH5304hobG/nABz7AL3/5S+N3zz77LLlcjjvuuGPSOe+44w5UVeXxxx+/wFetYVW9Fpv3RnfUaPeVmhbfsqKKaxeWs7zOa3jS1fntpPIyi6vdWM3CpNbNr0+OkysUKaoqsWyBdU0BMpKW+LGlrZzO8Qz5QhFBABMCx0aSnA5nODmaIjthXbKy3kuN10rHWAqbRcRmNlHusmIzmwgnJe755THsFhOZQpEHbmnH5zCzoNKF2zo5gu57L51mMJ5nLCWRl4vk5SINAQdLqj3csLRqUuuwwm1l+4kQqqqSK6gcHU6SyMlnWqdKEZtowmLS5gXNJoE1DT5uWFplzNyVtqD0CMVkVkun6Y9mWVHnMVqRd29q5paV1Xx4WRU3LqlkfUuAVfN8WhvefqbaN12L8e5NzfgmrIu++8Jp/mvvEN994fQ5W2B61azWZ6OlzIlVNJHMypO8H61mk9E+Lm2vOidI86YFZYby9taVNTxwS7tBFPX2q82stXzv3NBoPN9opTb62dpeyfI6L2ZRmPSapraI9fa4Ph86mxaffsyDO7onRSDOZMQ9FaUG1a93R4llCxwdTuGY0po0Wr8CuKfEHur3WjfP1scapru2vi79M6G3tkurlOfyXrwYU+ep9/FCvBLPZ3quf5ZmQ9imGqJP996e7/WX4kLuxaX4Q17ImmaLufb1HObw7uGSyOL3v/995s2bx5tvvsntt99OVZX2bbOyspKPf/zj7Nq1i/r6eh5++OFLWmQ8Hmffvn0sWbIEgK6uLrLZLMuXLz/r2OXLl9PZ2Ukup+UQHzlyBIBly5ZNOq6mpoby8nLj8emQz+dJJBKT/gP41aFRvvrUSZI5hcFYzqiouGwi+YJWVb1pwrpEKars7Y9rreFIlr++cRHrWwLk5aIxvwewrsmPSRBwW81c0ehnV0/U2Fxf6YwQTktsPxFiTYOP1fN8tFa4sIoCy2u91AcdLK11c2osza+Pj5NXVKrcVq5s8lPnt3NqNMW/vtGPyyIiF+HeDy3g9W4tWrDMZeWujc0ARmxbQ9CBKEC938En19azpNbN565t4Rs3LuKm5VVsOzrGY/uHWd8cYE9vHKdV5JXOCEpRJeC04HOYjc3s4ECCvFzEZjExFM/TEHRgNZtw2US2tlcaedDJrMy/7ernvu2dhh3Lyx0RFlW5CWcKRl50mdvK1vZKXDYzNy2vnjRrN9MGqm+Ieu5zlVeb2ZPk4rTzcKUbmz6/GEoVWDXPh6KqHBxMTMoG16uJpdcqrcxNJQG6ibbDKhpziDrhcVjFScbaFtFkEM3rl1Ry9fyg0U5WVc0CqXQTVtXJ6SHTrXHqa9RJQFuVG6WocnAgQUZSJs2zTZ31K33+1BnToXieCrflrGxuSS6ypsHHx1bVTDsGUJq1XEpMphKaqfOP5zrP20VSZpppnA1BnY6QzYb0TYfp5nmnkrd3ikRdDMl+J9c0F/s3hzm8e7gksnjkyBE++tGP4vF4pn3c6/Vy6623cvTo0Uu5DJ/97GdJp9N85StfAbTWMkAwGDzr2GAwiKqqRKNR41ibzYbL5Zr2WP1c0+Fv//Zv8fl8xn/z5s0DtMqVx27Gaxf5wMIyUjmZ775wmvxEW0zPKo6kCwzHc4wlJWKZAnv6YrzaFcUimtjbF5+ISOsgnJJ4qy+OdyK5ZTiRJ18oGsPu996wkIyk4LNbsJpN/MXmFpJ5maDTypIaDzaziScOjXJwMEk0WyAnKVR5bQa5GU1JWE0C2YLCg7ctYf9AgsFYlj/7ryNUuC0GMd3dG2N3b4z+aJYKt5XagJ2gy8KyWi87OsIG+dEFE7t6otx7w0LyhSJfum4+6+cH+NiqGu7a2Gy0Ndc2+VlZ7yWVk8lOtIBTOZn/2jvErw6N4rRqbfy9/XEeeWOAY8NJTo6lWNvk54alVaxrCbCo0s3u3hi/OjQySfigk4FtR8fIF7ToO518TZeuAmc2vD+9phGXzczCStdZGdhTc6b1qtmmBWWIJhOiIBgEyjIxS1gq3tFRep7pUFqZ1MmlTnSePTbGA893MRjNGsKa0s16umrgtqNj/PLgCG90RydVrHSVcyl5Kr2H+nlvXlGNd6Ly+uKp8UmiE329Y8k892/v5L7nOhiMnVlb6f29Z3MLoZRErc8+KbowIym47WZuXVlzFuGYLmtZJ70ZaXL+9EwildLz9EezRkX/QkjKTKTvfETpQsnQ+UjfdOuY+ruZ1vReJFHvxJouhbzOYQ5zuDBcshr6fCOPgnABIa7T4Gtf+xr/8R//wd/93d9x2WWXzfrcpY/N9rip+Mu//Evi8bjxn94Gr/LaKHNa+MfblzEUz3NgIMGe/jgnRlKT/iCG05odTKXHSm80S0GBI0MJrdpjVCSKPLyzlysb/dT77dy8ooa2aje7uqM8uKObaxeWG9Ywdov2du3oCJPKyewfiHNwKMG+vjidYyn6oxniGU3hPRzPU1C0+cFPra3j6tYg/+eWdpxWkfXNAZ49GqLCo0X+TWp5Nvm5e1MLt6ysZn1zwLBm2d0bMyo+a5v8rKzzkS8U2dkVodxt5dBQkltX1kzK3NVFGMdGUjx5ZIydXRGODCU5MZomlJQ4MBDnycOjRmRce40br93MXRubJzJ8a7l1ZQ1WswkEOD6SYiyZ59BgHIsokMzJ3PdcB7tOR9ndG+PhnT0G+QLOqjCVEo79AwmqPFaOjaYmKTKfPTbGwYE4SlH7XJduSK93R8nLmlpcF43olbS0pLC7L3ZBlZPp2qsBp4UnD40SSUtE0gWeORaiwm2ZdN6ZlNGSrHlu2ibm96a2a9sqXXzih/voGEtxaDBhkGodOtHTIxKnKp3XNwfoi2ToGEuTzCu82RMnni2cRYa188w3fDdjmQIFpXhO1W0pKZ/aPi/9gjJdVrV+T/Q16nGNGUk5r5J6KmZD+qYjchdKhmaqzJ5rHbMlpO9VEjVn0jaHObx/cUlkcenSpTz22GOkUqlpH08mkzz22GNG+/hC8Y1vfINvfetbfPvb3+bP/uzPjN+XlWmWL9NVBSORCIIg4Pf7jWNzuRyZTGbaY6erTuqw2Wx4vd5J/wFc3Row2mifvaaJyxt9XN7g45Nr63irO8oTh0bYtKCMG5ZWMi/gxGY28aH2CixmgYWVLmOW7WOralg3Yb9SH3Tw0O3LuGl5FceHkwzHc6QnqkEAVzT5GU9JLK/1sLcvxnAiTzqvcGQwQSIva3NzLhtrGv20lLu4aXkVFtFEa4WLap+de29YhGNCcPK9Hd2sbwnQNZ7hS1vOiCC2tleytb2S17ujbG2vNFq8Uy1ILKJJy7+WFE6MJI37NdX+Iy9rnpLJnEyuUMRqFuiP5qgP2MjLRdKSwo/fHOCP//MwTotItqDwf25pP8vcWW+/3r2pmaF4joagk45Qmr29cTrHM9gtJtY2+blzQ5NBbnSfxKF43vh5Z1eExw+OGBVDfR5QJ0Yum8gb3TFOjmWwmU1Gu1fH5kXl2MwislJkb1/c2Ojv2dzCmgYfNtHEyjqvQQJ0y56p59Ghb+oAj+4ZZNfpCHt649T57bzSGeHkWAqrCXadjhlzkvp7pZPim1dUG7OfALV+O6qqVTX190Fv1/7t9i5A5ekjIWMcAM6MH4RT0qS2+VT7mF09UZbX+aj12/E5zFy3uNyYoZzptZ2x4zHRFHTwcmd4xspdabWwlHxtXlTOynovNtFkkM2Z5hh1Kxn9uhc6z3g+0jdTmxu4aOuYmdYxdXzg7azOvRMzhOfC3HzhHObw/sYlkcU/+ZM/YWBggHXr1vHYY48xPq79IRgfH+fnP/8569evZ2BggD/90z+94HN/4xvf4N577+Xee+/ly1/+8qTH5s+fj8Ph4PDhw2c97/Dhw7S2tmK324Ezs4pTjx0ZGWF8fJylS5de8Nq2Lq402oavd0f58tYFfOumNv5zzxAnRtM8c2SMXT1RXDYzAipKUWU0KbGs1gMIfPmJ43z72Q42tpZx68oaytxWY6PcdnSMxjInrRUu1rcEWNcU4NHdg/zJo4eJZCT+elsHnWMZMnkFBJWRhIRaVPE6LKyu97K5rZzvfrQdl83MpgVlZ22ou3tj2rpPR1lY4eK+7V1Gq+5Xh0a466dHGIxm+dWhUb75zCkiaWnS3JzeitQrU3dvauHq1iAbW8uMTVTfsFGhOBEF+HcfXYzHZmFNo4/dvXEqPVo+9VA8TyJb4OhwknKX1Wh5lmLyzKHmtdha7sJmMVHrs7O6wTfpPn5vRzeRTIGBaI72ajfbj4dI5GQiacmYV9TFJnpL1DkxK3h4KEEkIyEXVR54XvMKhDPKy6U1biyiibxSnLTxHRtJkZYUfvBan1Gh1IkXnC26KcULJ8d5+sgYp8bSAJS7rXxwUTk+u5lQukC+oLCvPz7J51EnxaVtZpvFhMtqojuSYVdP1Kjs6vjGDQup8Nj5p08sNYzNH3i+ix0dYX64q3+S2Ge6mUadqK1vCXDXxmasoskQ3+iYrmWs+4v2RDLk5eKMpKGUUJRWx5xWEZfNbHh/TkfOpiNS01WyzkdazjWLqBPFSrfVaJef73xTSdnUL1Tn8mYsFflMt7aZMBsi+G6Tt/dia3wOc5jD7HHJ1jmf+9zn+N73vme0c0utc1RV5a677uJ73/veBZ3zr//6r/n617/OV7/6Vf76r/962mNuv/12duzYQWdnpzEz2dfXZ1jn3HfffYBWPayrq+MP//AP+f73v288/7777uPLX/7yRVvneL3eEsuQHHduaGL7iRBHBpMsq/Oypa2cHR1hCoqK1SywttHP93f2cmAgTq5QRFKKbF5Uzr03LAIoiaTzGnnIuvXMD3f1kysoKCpc0RTg0GAcSS4SzxZwWk1IhSLN5W58DpGBWJ72GjeLqtxGO7E0KUFvGS6v9UxEB5ZT4bbSEUqTlYqEUnlOj2e5rMFHrqCQKRRZ1+w3ElgAvvNCF7U+Oy6rmVNjKT57jZZwotun6Md9e1sHXeNp5pe7WN3gI5TK83pXlEqPFZtZ5I519Tyya4C8UkQ0Cayq9xrCIB36DCFo1dV/frUXpQgtFU4CTsskyxR9Mx9PSXSNZ1hZ76Wtys2J0RR9kSybFpYZ79V00XSP7R/m1a4IkXSBQrFIrlDEZzfz0O8um+T9p2Njaxk7OsLs7YvRNZ5FUFUay53YzSbaqt3IihaZd2QoSZ3fbsQCTmeb8qtDozx3fIwrGv3UBx2G7U48J+O2mhFN0DAlWlD//J0OZTCLAp+5qoGHX+nl9HiG1gonq+b5DBufqZYt65sDPPRKD5UeK08dHiNXUKj22blxaSWWiTxy3ZZGtzbSvygMxXO0V3sIJfO82RtjfXOA/liOP76qgR/u6jfiA0s9L3XbFYso0BFKT/senMvGRX8sXygafpOliUBTUZoYU2rNFE5JmndllZubV8ycnz31PLqVUelnfKrlDZxtUzSbqL+ZLGAuxuJnumtOh+lSb+Ywhzn89uFdjft79dVXeeSRRzhw4ACJRMIw5f6DP/gDNmzYcEHn+s53vsPnP/95tm7dyl/91V+d9fiVV14JaKbcl19+OatXr55kyh2JRGY05f7Lv/zLSabcn/rUpy7KlHtgYACz3cUTh0bYfjzEFY1+QmmJpqDTMKg+OBCnsUwjNKoK+/rj7O2PYRNFRhNZfA4bv3d5LZ+6UhPNPLpnkGeOjHHD0ip+d00toG0W9z59iv0DcSrcVm5aVsXV84N8f2cvSlGlMWjn6aNjWEUToZSEJKuIJgGPzYzDYuIfb1/K/oHEWZsmlMbZFWgtd3JwMEFrpYv/3D2Iz25mfoWTSLrAuuYAA7GcQVSuXVjOz/YOsaMzTIXbRq6gUOHRZs1KN7bH9g/z8wPDxDIFltZ4WNcS4OBAgrd6YrhsZpbWurmswT+JhPRFtNi5qVm+utfgeFIikZOxiAJt1Z6z4gP11/RmT4wyl5U1DT7cdjPJrGbabDMLtFa4zxkb9+CO08gKJPMFDg4mqfHZ+fjqGsMjUff+0+9hIiszlMghAGaTCalYpN5nZ11LAKvZRDIn82Z3jGimwNb2Cm5eUX3W6920QCOd0oRqXK/ido6luOcXx/n2hxdyeDjFiZEkd29qmRSHd//2Tk6F0tT77HgdFuJZTVTVWuHi7k3NZxk36wRz1+noRAZ5gQa/nZ/uH2ZhpYugy0pT0DEplq/UDPzBHd2k8wprGn1axni2wHiqQKXXitduZl1zwIgP1Mk0nDEPj6Qktp8Y57rFFQSclgv2yMtICt954TS1PtuMmdz6cTq5LCXM08UATkfeS79gzdY8eiYiOPVzM/UcpV86p8ZQ6ue4ED/B2ZDMmcj0HOYwh98uvG+zoTdt2sTLL7884+Oly927dy9f/OIX2bVrF2azmWuvvZYHHniA+fPnn/W8Bx98kIceeoienh6qq6u54447+MpXvoLFYpn12qaacr/WFSEvF0nmZe790EJe7Yry7LEx/A4tMs3rsNBa7uTpo2PIilZN7I/kWFbrZjAuYTEL/N/fXUZ9wGFUFvUUCp38HBtOEclI1PntPHT7MoNovNyhXdtiEhhPa23TMoeFjFzEbTXhtpkZTeX58NIqBmI5WsqcHB5OIpoERhN5lte5OTKUYktbBQhwcDCBKAh0jaWJ52Uq3FYqPTbMJoG1TX4jSeN7O7rZ3RPDbTOzqMqFWRRYVKlVaQCjCijJRXZ1R+kKZVha6+ELW+az/XiIJw6OYLOIbG2vMHKHr11YzndeOE08W5hUkdKrigWliNWstTx/8Fofi6s9Z5lvP3l4lMFYlj19Ce790AIODCbOyuLVE1naKl1845kOan127trUxP6BhEFaX+uKkJOLxDMFgi4Lw/E8W9srcNnMHBxM0DhBmpNZmV8dHqXOb0cUAEFAVVUKioq3JOXlsf3DPH5wBKWo0hB0cHVr8KzX67KaSedlEODq+drj246O8f/e0ARVaUmhymOj2msj6LIYWdXrmwN854XTnBhNEc1I/MNtSzgVyrC3T0ve0bOo4QzhWFXv5d6nT7FiQlS0rFYjq7pgpzTFR7/Gwzt7DXKWzMoTJvEVWESBo8MpmsrsDMRy/P7ldUaSkNtuBmDX6SijyTy3rNRsjr78xHH29iWo8lrZ0lZxUQbPs6246Z8fQcAg4HplcXG126hiz6b6N925pxLMqdcq/WzOdD79eYcGE2dVjnVM/dtwoffqXFXLqWT6UnGhxHYOc5jDfy/et2TxvYyplUVdOVvjtTOcyNMdzpLIFVCK8HuX13LT8mqeODTCk4dGaQg6ODacRAXSeRmlCKIJWircPHjbEp44NMKJkRSfuaqBnZ0RnjsR4rJ5XkbiEkOJHKvneYllFe64sp6/evoUkYxEXyRHc5mD1goXw/E81V4bzWUO+mM5Dg8lMJtM5OUiy+o82EQTXeEM4ZSE22qmUCzSWu4CAVxWE4urvRwajJOdqCStrveybyDB7yzWYgdf744iyZr6+dhwAqso8vcfa+c/9wwZLVZVhZc7wgzFczQHnQwlciRzClZRYHGNm9ZyFwcHE6ys96LCpEqZXoGBM5utXnHpi2Rpq3JjNWvxgDNFv33nhdNUuC2EUpJRoZluU//ED/cxmsxRUGBJjdsgLdcuLJ94T7WNuy+SJZ6XOR3SWumiKOCza8bZ9/ziGOm8gtsuUuWxMRjLUe214Z1ITimteD57bAxJVgF1IhaxyInRNC3lDvqjOT5zVQOvdkU4PpIykmVe64qQkRSODidZVOUmmpZISwpb2so5OJhkXUuAvkiWjjEt0cZpFWmpcPEvv7ecx/YPs6s7OilJRyfTzx4Ncc2CAMdG0mxeWD6JsJemuOjpKPpjOjnbdnSM3b0xbGZNPDVdgsxAPEe93z4pdWZNgw+XzUw0LfHrE+NsXFjG8ES1crp2dOla1jcHjApladV5KkpHFqZLftHXOF31r7R6OBPpK8XUJBU97nA6sncuclta4ZsphUZPQVrbeOFk8XzEd7q1nYtgvl2xhXOYwxzeG3hHyGJfnxZHV1dXhyiKxs+zQUNDw6yPfa9iKlnUN7TvvniaPb0xlInK0qp5Pj7YVs61C8u577kOknkFr93Mbauq+eqTp/jWhxeysyvKf+0b4vbVNTitZn6670wb8ORoikxBoViEb924gPu2n2Y8naelzEW2oHBFs58nD40RzxZoKndyy4pqdvfGkIta+suaBh/d4Sz90SyKrNJU7uSuTU281RsjlVM4HU7z+5fX8YPX+zk8mKQp6CAlKfgdZpI5mb/+8CIeeWPAqCbp9icum8jBgQQnR9MgqNhEkYDLgt9h5gtbWgG4f3snHROxeMtqPbzUEabMqZGBNY1+3HZN4bm7NwZwVtxfKcIpic//8hipnEIiX6DMZWVBhdNoJevkRVKKRs70wzt7qPWd2bSnVmWePDxKz3ia/9gzhCgIXN7ko8xl5Y4r5xkVxqyk8PDOHu64ch73Pn0KsyiQl1U+vKySja1lPPRKDwGnmYODKe790ALe6o0hydpsainB0MmLJBc165/hJJlCkeMjSVxWM16HhY2tQWMerpR86MR5Y2uZkdOdzBfoieTY0lZGLKvQELDz3PEQlR4t//ubNy6iPuAw7pvPYeGaCTX2tqNjPHVkFJtoYiSZ58PLqibNfOrEqjOUJi9PZFxHs5PIXEZS+Pm+IV46FeYrW1s5NJQ02qtOq8hANMvXnjzJVa1Bgk6L0YYWBC3icW9fHJvZxGUNPkOUMx1RTeVlDg4ksJlNNAQd7Dodxe+waFXn1rOzv3VMbTGXktyp5L103aV4bP8wu05HcdnESRngpZhaRXzi0Ai/OjTC/HI3X956ttn4dBVI0K6vfdbOPTt4vkrqVHKtt88vNkN6JsJ3vgrpbK43V3mcwxzeW3hH4v6amppobm6mq6tr0s/n+6+lpeXSXs17DNmCMkn5K5oEioDZJLCuOYDPLrKyzssDz3fhd5o5NJig3G3hZ/tHaKt2cyqUIZSSqHTbeLkzyr+9OYBVFIhlC9y5oZEbl1bit5vZvKiMu39+jK5wmrGUxJHhBNlCkeF4no9fVkNzhZMbl1ayaUEZNrOJ5bUerpkf5M1uTfE8EM1xOpxmV3eEV7s0O5yAy8IXtrRyfDRNTzjLeDrP4eEkY8k8p0bTZAtFfvBaL3dcWU9fJEMyJ7O4ysXLHWHWNvq5e1PzhN+jQF5WCKclltdpH7AXTo7zmasaWFDh4rKJStK1C8tx2UwIAhweTJAvFNm0oMyw45ka9xdOSXzzmVOEUxKvd0cpc1pJSTICAgKwuNo7iWDs7o3xzBGt2rWrJ8qdG5qMdRtq0Al3l3BKYndvjAqPjT+9upGWCic2USSd11TMY8k8397WwT2/PEaF28qrXRGqPDb8DgvXLS43bIXq/HZiWc3gPOiyYhG1SEaLaJqUqKKbZD95ZJRnjoyRLWi+l7dfVsfiajf3fmiBoTLWfRN1hfNUG6NFVS4ODiaZF9Cufc/mFtw2M7U+Oz675vlZH3AAGPctnJaM9yUjKXxgQRl5pcgNSypxTai/9WraVN/GrvGUYcidkRQe3T3Inf91mGeOjhHPFfj8L44bLUz9vfvhrn48djPD8bzht6m/B8dHUgzFc+RlbaRgutSdh3f2MJbMs/14CLmoMr/cya7TUVbUe3DbxUn2TTpKlb/rmwPYzCZW1nsnJb/AGTV6qZH6VENxHaPJ/CTbqqnXmWqmfnw4iVLURmSmGoXrYyPfeeE04ZTEA893sas7aviWTjU+1681naL8fIbgD+/smeRNqceQXqhAZibl8rkUzfoapirwZzruQlTY77bNzxzmMIezcUGVxT/8wz9EEATuu+8+qqqqjJ9ng0ceeeSiF/legV5Z/MH2fUQLZvb0xrn/I4uJZiT+12NHWVTpZnmtl8PDScJpidXzfDx+cISWcicqApsXlrGvP45VNNFU5uDVrihyUcVpMRFKF/jWjQv4u5d6+Mvr5nNwMMlbPTG6QimGkxKSrNAcdNFQ5mB9S4DltR7+/OfHWFDhxGbWYgVtFhO9ES19JZIu0DWeJp1XMJsE2mu0Ga1QKs+e3jj33rCQL//qBEPxPFZRoLXCxelwGrfNTI3XTixbICMVEU1gM5vw2MxUeGysrPcyGMvyZk+Mq1qCdIczLK3xUFCKbD8xTr3fbqiAP3NVA4+80c8nLqvl2891kpUU5gUcbFxYNqmaVFqJ+PpTJzkxkqK9xs1dG5t5cEc388tdWM0CoM0F6mQDNHV3Kq/QFUpPauEiwMo6L8dGUrRPzKfpSukKj80Qa8SyBU6NpfnoymqGExJHhpKEU3mcNjPLajwk8zLJvEyZy4rLqr2mH7zWx7yAnVNjaUYSEutb/IRSmsCpJ5Kh1qclkTT47Ww7FkI0we+0V+KeiPWb2h4/ozLO01ruZG9/HJuoGZHrs4cH+uMcG0nhsVt46PalxvzdFx4/zsp6D+OpgiGWOaPK93DT8mrjPh2YiPFDgFi6YAhc2qvdk6p8zx4bm8ghF7BM+Cj+8uAIuYKCy2omnJawmk20V3u4ssVvvHdTFbY6kUxmZd7qjRFOS3xoSRU3LdcI3FQRybqmAA/v7KHCZWUkmaegqKTzCn6nZtReOn4QTkk89EoPCypdyIrWSs8XihPtdxOfXFvP327v4i+vmz9pVEKfhT0zslCYdmwAJrehp7ad9fXu6AiTzst0jWeYX+7k2Ehq0mxhOCXxxcePT9xrLdVGFwDplkPTCV6mVkjPVY2bOpN77UKtOl5aXb7Q9vWFYroZyOnWfTEK77nW9hzm8M5hbmbxHYBOFg+d7ObfD4SNdue+vjhHhpJG22xffxyPTcRmFslIMrmCyu+0l/NmTxxZKRLPyfidFpqCDlbWezkxmqI56OQne4cIpSQqPFZW1HkZiOYYS+VJ5GRcFpEqrw2nVeTeGxbyV0+f4sRIioJSREXFYTGzqsFHKJmnpczJgkoX246FiGUkQDMDd1hE3uyJoVJEwMQ/frydnx8Yod5v59WuKJc1eBmM5Tk2kqTe56A7ksHnsNAYcOCwmrhrYzMOq2hY5wzFc6Tz2rf9oViO0aREuduCSRCo8toQTQJHhpIsrfWgFFWG4prQZtU8H5Ks5T+XbqwZSeFb2zroiWTYuriSnkiGOr+dgFMzddZFMyOJ/CSLF/25uhK9oBSRFJWf7dNIQp3fwdeuXzCJzOik8uBggmIRVs3zYTULxLMyB/rjLK314LaZGUnk8TvNdIylaS5zMBjL01zu5ORIivGMhFkQCLqs3La6Bo/dzMbWMkMQ0hfJcno8Q7XXxsaFZTO29HTBi8si8KvDISyioKna7WYyksLtq2tQVXjxVJhrF5Zx22W1k2Y6d3VH8du1Nq3LplVKlaKK12Hmjivn8cNd/TQGHRweTGK3mFCBRE6mN5JlS1sZ4ymJFfU+g7zoXoJ7+uKsafDRH8shKyoWUeBz17aw/XiIZ46OccPSSn53Td2k90BvsZbOlj5xcIQf7x5kYaWLDa3BSW4BU2f8dAFKQSkSy8gcG0nx+2trOT2enfhcVBBwWdk9QT4zksLvLK5EVVUODyW1z4zPzsmxFKmcDILALcurODiY5P6PLDZI7BOHRnjmyBjlbisbppCp6Vqlur3RseEEf/4Bbc62VKl/9fygMV5R+pk+o3TW5jNn06Jd3xwwBEdb28+evTyXervUQiqSLhDOSNyyovpdIYtTv/xd6LrPde6LsRCawxzmcH7MkcV3ADpZ/Jdf7+PGVc3GH7CspPAPL3fTUubk5GiarlAakyggqNAXzeGymchOZBcLAvgcFqq9Nj6yopq1jX7+6ulTeGxm9vRFSeeLeOwia5sDqKrA3t4YCyqchNIFFlVqM4tBl4V6v51fHBhFUYvGpuizW/A5zFzfXsHJ0TTd4QwbFgR5tTNKJC1px+aLpPIKLquJJbVebl5exWtdEZK5AidGM6yq95CVtbVet7iC4yOps1SaOum648r6iXm9Irt74xwbTrKwyo3bJrKs1sMzR0MMxrLU+x3cvEJ7br6gkUTRZEJRi5OG9ks31vZqt2HZov9/XyRLrlCkP5alucxFvqAwmsxzw9JKrGYTBwbOqJX39cUZiucYSUj848eX8GaPtk69KpmVFP73r7voi2RpLHMiChDLFeiP5mgMOugez+Cyaf6GqIAJUjmZKo+N0aTEwkonBwYSJPMKDQEH88udk6xY9ErPr0+Mc3wkyd2bNKKtb6iaB2cRVcUQ7nz6xwdJZAtkCkWsJnA7LCyqcuOzm0lLCsdHkrRXewziqVfBkjmZU2NpltV6uHp+kB+81keuUERRVYbjOcZTBSrcVuoDdqP1/9j+YYpFFadNZGmthxdOhlla42FlvZdMQWFXd5QVdR6ePxGmIeAgmi1wXVs5neMZ5pc58TjM06p+X+uKIKsq4ZRkfB5bypw8dyJErc/OWFIiL2vq7oykGAQOztgfJXIyAprReTyjzeUWiyrhTIFqj40an432ag+vdIVZ06BV7OIZzcKopczJ6gYf4ZTEf+weYkmNm7xcZF1L4KwvHceGk/gdFj62umbSF5b7tndqbe0SNTnAN585xXhKIuC0sKbRb5A6SS6ion1ObBYTG1vLJs0OzmbeUK8wT1dBm0qWzqfe1v8dlVYw3ymSpX9BKHUKmE44dLGq8znMYQ7vLN6RmcWpEEVxRtNsHffffz+i+Jv1bXBja9mkOaIyt5UvbGmlJ5Kl2mfDZhGZ53dQ47NR47VS5rJS7bHhdZhpCDqp9tr4m5vauHVlDf/8Wh/xrEw0U+APr2xgXtDBDUsrGUvkGYplKXebycpFbl9dw2eumkc8qxGDI8Naq3ZNg58NrWW0lruo9dnoHk/z9NEQJ8ZS9MeyPHVojLGURDIvYxIEmsocLK7UEmLu/dACI/auN5JFRWU4IVHttfPNGxehqpCTi5waTRtxcxlJ4aFXeqj12XirNzYR/afNJAoCnBhN0hXKcHwkxdevb6Uh6GTzojLWNvo5MpQkldcqWrJSZGWdF1XVyKeeEa2ZZjdy/ZJKIyv4+iWVnA5pmcQADQEHy2rduGwiVT4bVrO2hlqfjV3dmu3Lp9fNIy8XuWVFFW/2xNjREebvX+rmn3b28qtDI+zoCHNkOEmhWMRmFlha6yEjKWxaEKQ3nMVuMRHLam3D5jInNy2t4uHblyEXVRqDDmxmkRX1PvwOM41B+6R5uqyksK8vTragcHgwwamxNL8+EZo0WxZK5fnJniF2dWsRhC93hnno9qU0lTtpKXNis4oUiyqRtERLuUZmPTatapsvFAmnpAlhxSh7++L0RrNIsspXnzxJJFNgOJFHKaqE0wWiGYkKj4WV9V729sZJ5WTmBR0oaG3uX58YZzSR56WTIZ49FiLgtHD/zYuJZRWuX1JBWpKp9tp4qSPMiZEUz50IcXQ4eda/Cz2WT1fcd4TSRDMFfrZ/GFkpcmIkRSInMZLIE8sUWNcSmDSr98LJcer8dtw2kXUtAZbUeHBYtRGLeUEHlzf4uHp+gMFYDqtZ4P6bFzMcz9Pgd2hzw0VNbb61vZLrl1RS57cTz8l86Tot9WdPb5wXTo6zry+OzSyyqMrNwioXG1vLJs8j5hVGE/mzXt9nr2miwmOjrdptzANuba/UbJUGEhwcTGA1m4x4xKlJNNOhdIZvppnAqeeYetz65sCk3G09Z/sLW1qNhKJ3CkYqVEExUm1mu+65VJc5zOH9A/OlPFlVVX4bC5MOy9lqx1ROJjFR4QmnJXJKkXl+O16nBb/dgiCAx242VJ1v9cbYP5BgfrmTU2NpJLlozM6dHs8gF1XGUxKFokqtT2Rfv7bR5WSFaEbGYtLmHn0OMy93RPj2hxfyZz89hlyEoVgWk0mgWARJKWIWTTQEHIZfoFaxyxF0WY3Yu0ha4se7h9gwP0CFx8bDr/Syvz+OrIJVFBAErWpyoD9OcqLN6XdYDJX0mgYfI4k8o8k8A/EsCHBoKMmNSyvZ3RvjpVNhPHYzPeEMoiigqCodoQxNQQcP7+yhKejkkTf6qfXZtYSNajfWiTaz0yoiigJyUWuFLq31cGwkxcdXVfP3L/WwttGPwyLyxcdHWNPoY1dPFFWFKo+N46Mp1jb66QlnkYtFYrkCJ0ZTtJQ5UYoqDovI/AlT8t9ZXElHKE1LhZPjwylyspYs01btxm03Ux9wsGlBGf+6q58qjw2HRcRlNXNiNM2yWi/bjo5x/ZJKHnqlh/GUxNefOslwIo8kK/znnkG+e2s7j+4dNlTW1V4bPZEciypdANQHHDzyyZWGmjlbUJCLKsdHU5hFEYsoYJ6IgHt4Zy8nR1PkCgqhpISqqmw/ESJXKNIZSiEgEE5bcFoFohkBm1nk1Fiak2MpDgwmWFqrJbAEXdqXmXRORhUEAi5NIV3mtk7MdZ7m8kY/b/bE+PzmZn68e4gjQ0n8djMvnho/K4VEBXx2C+NpiaU1HvqjWSKpPCFB4LJ5PgZjOVbUefHYzbisk7OPJblIwGnhI8ureb07yh9fNY/P/yJFhduKAFzZEiBfKFIXsCPJKl94/Dgem3ni/ggk8zKZglbN2tcXZ3wiqvHRvcOsrPciKUVOjqYIOCzctLzKSEqaStgKipZANTXTu8xt5WvXLzDM0NMTld2t7ZXGc6aad+v3plQBXUreNi+arNiebYVN/7Orf3mr9Fh5eGePYRn1blXqpt6vcxHTqet6N9f5XsacQnwO7wdcUmVxNgiFQjgcjnf6Mv9t0MUJ246NMRTPoargspqxiwLrWwLcf/Ni1s8PsK4lwL03LMRlEzWfwQkVsMduxm0VGU9L7OqO8vyJcVbUe7lpWRVXNPn5/ctraS5zYhUFVtR5SEsKZU4z1y+p4IvXtfLSqTCJnMxdPz1KwGXGZIJar52PrazGIoLPYcbvNFPrt9MbzbFpQRl9kSzhdIFvP9vBY/uHCack+iJZLm/wMZzIs7s3Rk8kg89uptZr5fbLalnb5CdfKNI5nmE0mWdxtRaxaBEFVBUsoolqr2bi7baaJ32wlKJK0G0lltUSYa5bVIHLKvKJy2roDKWp8droDKW548p5DMU1JeqTh0d5bP8w90+0BP98UzPL6rx87toWjo2kODGS4ku/OkUiJ/Mvr/exoyOM32FhJJE31MUr672srNNsWv72poXUeO1smF/GXRub6Qyl8drNNAYdWhxgNAuo3LO5hWtag1R4rFjNJgQwFMtPHh7l0GCSrKQwEs9xTWuQgqKSLSj8ZM8Qu/s0heun180jU1BY1xJgQYWLbEGlymPjvl+fpino4NWuCJUeKx67mbYqF8smKqwZSSGckvjeS6dZ3xJgfrmLrYsrWNvop85vpT+ao95vw2UTaQhos5iLKt0srfXgtImgQluVC5fVTEpSyBUUJBlayh2srPfx2Wua8NrNLKx0YTYJLK/zIhdV/temRuYFndT77ayu9xkk5/XuKHlZ5akjWtXt5wdGCKUkanw2fn0yTDgl8eieQR7bP2zki58YSRFOSxSLKoKgkZqcouK2imQLCt/+8EJ6I1mqvVrEpN6qLFUY65W5R/cOs3VJBcm8zMp6r1E5W9vop3M8jd1iIpErsLbJz9IaD+3VHrwTBPCz1zRxeaOPyxt93LmhkfXNAVxWE8trvdQGtNx4nXBNrXDpWejAJFVyKVQwVPZOqyZcspR8uSmtqOnVN/3zUYqZKo/nUgCXktsXTo5T6bHy7NEQFW7rtCrj86mJ9cf1Cv+FqI6nZqy/X3CpCuu3U6H9bud0z2EOF4MLriz+6Ec/mvTzgQMHzvodgKIoDAwM8Mgjj7B06dKLX+F7EJF0gZd7R9m8qJzNizRxgt9hoWs8wy0rq88yG9bnnh7bP2xYh2xtr+TFU+OsrNNag267yGiiQKXHRjIn47aZ+fLWBfx83xB7euOYBGiv8bCgwoXTIho2Le3VHt7ojhJwWRiK5bRqrwD7+hO0VXsYiue5aVkFXeMZ/A6Rz0/YwozE80QzEt3hDIcGE9T67ezpS/AHV9TxnRe7uXZhGW6bGYto4oomPz/c1U+tzwYqtJS7sIgCoVSeZ4+G2LqkAr9DUwt/Yk0dVlEwXiPAocEEp8ZSCIJA18QsYGuFi0f3DpGXi7zcEaHaa+ORNwa4c0Mjvz4RYttRiZxcNCxMrl2otTgdVpHFVW66wxnmBR2MJfK0VbmR5CIjyTzX1ZXz0Cs9hjDmyFCSSo+VbUfHuGVlNQGnhR0dYeZXuFCKmg3S0eEUAafZsELZ2l7J3t44RVVlZb130nzVeEqaqLQKWEWB5bUeTofTNAZdrG30GZWqdc2aaXbAaeETa2o4OJjiS1taeHTvEFmpSDwrc2I0zYIKJz/fP8TCSjeCAEeGkhwbSfHSqbBBAP9icwuf+tEB8rLC00fGuGPdPI6PpBCAyxr9JLMyx0eTbGwNUhdw0DWeIZIpICmaX2KZ28KWtnJe747yf25pNxJaHt7Zy4p6L//31X7GUxIqKq90hVnf4jeUxAWlyIJKzTopKxVZWa/NN84vd/Lrk+MIKtT57ays99ITyXDbqmq+82I3GxeUEXRZKKownpawmU1cPT/Id17oxmIW2Nef5IFbFk9S7z68s5d1zX5+9OYA7TVew4D+iiY/brvZsOIJuCz8+aZm/uHlbhZVuo3PmcdhnkR0P3dtC693R41Z0Yagk75IlhUlX9b06mipxc5gNMtdPz3CB9vKOTiQQC6qHBtJGsk5klyk1mtjT3+cja1lE8KsU/REsqTzMr+7pm5StWh9c4A9vTEWV7tn3XItJRBTq2+l1UjQstq3tlcQShX41BXzLuhcpY/rFX79uN/kitf57sk7/fxSTH0/5zCH9yIuWOBiMplmZZejn9bhcPDYY4+xdevWi1vhewi6wOXuR3awqL7SyFXVjbm7wxnNy3BK5q3+R1dPr7hhqWYfolccYpkCmYKC22pm30AcuyhQ4bHx0VU1/PLACIeHkpgFqA3YaQpqsX1bF5fz+ukYH1xUxmhSYm9fnJFEHrMoUO628onL6nilUxMAVE4Ya//yoGZIXeu347KJZCe+FTcGnQwntLZ0PFPAaRXJy0WuX1JJRlLY0RHGIgqcGk2ztNZDwGnm7k0tfP6Xx4hmChRV+MRltchFddqs2cf2D/NGdxSb2cTqBh9rG/088sZAiUBG5fhIkoagwyB4AaeZff1aa1i/V9NZl+hk44kJP0OzSavojiTySHLxTCLNPB8HB5NcMz/A9hPjVLitxCZm+wpKEZfNzCO/v8JQueoCgWW13kmZvivrvHz9qZPYLSL9sRzXTRhk37NZ8xLVBSwP7ugmnpOxiSZycpHOUJpbVlRhM2v35/kTIdpr3LzSEaHOb6c7nGFVvY9PrKnhz356jIKsgEmgMehgcbWbsaTEnt44lzf6WN8S5PhIksXVblQVnj46RtBpITkR09g5lqYvmmNewIbbbuGWFdWoKrzaFWEskaep3MmfbmjkzZ4YgqBV6v7vzl76oznWNHp5/OAobpuZMpeFW1bWaIKQ01GGEjkWVLj4zFUN/MOOHgZjOT6wqMzIPzescnIKHrvIQ7cvM0jgJy6r4d/fGiSVVxiO57hpeTW/u6b2jAVOhQu5qPJyRxibRUseur690hA56ff3V4dGOTSYYFmtB6vZZAif9ISf65dUTpsys64pwBcfP86Keg+xrMydG5omKZNLDdS3nwjhtIiUu62sqPdOSvTJT1SsO0IZw7Q+XyjyL6/3UVCKzAs4jFhO/fNaarg+W2Jxockq5xPRzObx0n9P0wlSfpNwqQrrOYX2HH5T8I6pof/t3/4N0Mjgpz/9aT7ykY9w8803n3WcKIoEg0HWrVtHIBC4wOW/N1FqnfPGYJ5nj41xZZOf+qDDsM2YKQatNB1DTy2JZQqoKrzSFeFLW1r45rZOOkMpRMHEvKCdj62qIZyW+NGbgzitJm5bVcMvD46Qziuk8jJLqj0MxHN86op6njkyykAsj0WET69r4IalVUZ6hqpCLFvgFwdGyEoKKio/+B/L2dMX55mjIbIFhUS2gMkk8LFVNbzaGcHvtLCq3kvXeIZ5ATu/OjxKlcfGWFJiQYWLNY1+9vXHebMnyoo6L5sWlmE1m4wZNN3GRk8vsZVUGkuj0ab6LeYnyN2u7ijrmgOGurLU9qZUVayrTrcdHePxgyOUu60EXVbaq9282hXh1FiK21fX0RvNTtjZZMhIRUaTefKyNnObk4t8aEkF9QHHJDVzqWfcuqYAD73Sw2evacJhFbnrp0ewTCS73Li0kiuaNFX75RPk/MBAgo7RFNGszFgyj0mASq+ddc1+7tzQRLagcO/Tp/hfH2jiOy92k8orWEQBm9lEMqeQkmSq3FY2LyrHMtEO1yBwaDAxcY/NqKpKckI01FLmJJTK0xfNki8Uaa108bFVNUaCy7/u6iORlXFZzcwL2tnYWjbptX163TweeaMfl8XEK10xbllehcmk2fHs7YtzOpzh5mVVWEQT//JaH4VikVqfnQ8uKufEaIq2ag9HhhIcHtIiCq9pDRpfHLYdHePn+4dQEaj32xlN5NnSpj3vVCiN0yIa7gD3PnOKNQ0+/A4rHaEUd25oMt7z3b0xjg2nyBYUPrm2jo5Qhni2wEhCi7vUrJ7s/PrEOFvaKgi6z/j96TZDpZ8rnYDpCml9Xb3R3LR+kbrdk94Z0FOEXp4QTN2yoormcpfhV6mqmo3QVGJ6MRW70mjAmVKPZsK5iOZM85RzhGgOc/jNx7tinXPHHXdwyy23cNNNN13sKd5XKI37+/tXRxhN5MkrKvff3Mb24yFOjGrZzgcGE5OMir+3o5vWidatbq2hm/m+eCrMlc1+6gMOklmZp46MUu3VFKF3b2pm+/EQTx4ZRUCgxmtDUVV2dUdZVuPmdDjHggon5W4rOVlhT2+M65dUIikq7dWeSUTn8788htMicmwkic9hwWu30BS0E83KHBiIk5MU/E4La5sCLK31sLc/TjglUeayYhYFVtZ5OTKUpCecpdxjxWUR6RpPE8vKXDbPx1euXwBgZFy3Vbs5OJCgJ5wlmS9w68oaeiNZUnmF/mgWh8XE3310iTGfVhrfJwhnYu70WLYnDo7w9NExblyqqU9jmQI9kQxNQeckM+lIusCrXRG+urWVf39rgIxU5LIGn6HY1qqa/TT4HewfShDPFPjK77Ty728N0lbt5ubl1cbGWEpQv7eje5JZ+HdfOI0gwJJaD7Ki8tzxEKfH0wScVn7/8joyBYVXuyJkC0VCyTzxrMyG1gCr5/kJuCyGACNTKLKu2c+rXRF8DguiIDCekti8qIyPra5l29GxSfFzL5wc5+WOMMdHUvgcInU+B9FMgfYaN8+fDOOxicQzMoWiQo3PwS0rqg2roP/zfBe94xnqgw6W1niwWTTRzL6+OB2hNO01br6wpXVSS6yUEL3aFSGWKbBpQRnbjo0xnMhT7bWTyheM+MJ1zX76o1ql79hIisaJavGBgQSnRlOgwmhKQhA0odiyWm2MYkmth2qv3agg6mRdN5HfvKicTEHh9HiG3nAWSZZprvCwst5jEGnd5ul0KEN3JENz0MFXrl9oELRSO6NDg3Haqtx0htLU+rRsd92WSfdyLI3Nm84Gp9Rb8OGdvWeZfF9MbN65MN2XmJmeP5UcTvX1LLXrKfWKnO353gt4L65pDnN4v+Fdsc555JFHfmuI4lR89pomqn127r+5jR0dYZ44OMJbPTFe7YoYA+sZSeELjx8nnJJ4pSuMXFSNAf6MpPByZwSXTWTX6Rhv9cTY0BrkE5fXsabRp83ydYaxmrW3KJSSODIRy7euOUCZ28ZlDT7K3TYWVLq0dA+bhZ/vH0EEnjoyiqqq5AtFdnSEKXNZiWYL1PkcSHIRSVFI5hW6w1mKRUDQqmR5uYjNbMJnN7O63kskLbGyzstNy6uxmk04LCYODyZoLneAACqq5pmDtqkeHEiQyMlsPx6ivdqDVRRwWEWeODjCseEUr3WF6QlnGEnkeXBHN+ubA5M2MF3kUObWYvT0DfL4aApJLnJgIMHu3hgWUeDODU1nCRNePR0hni1w369Pc/emFrwOy6Qs6jd7YqTzCoIgkMrKXNHo59G92izp3v4433mhyxhaf707SoXbwhcfP848vx2bxUS938Ef/OgAb/RE6AlnAXDZNJubgqKSzGpEqMpr44Fb2vn46hqubArwgYVlXNF05rV+ep1mg+SyihwfThF0WhlPSvRHMhSKRdx2sxEdOBDLkZYUfnVohFc7IwzFcty4rJJ5AScmk8AVTX5ePBkmNjGD6naIgEDAYeGN7ij3b+/kezu6kRWVxnInXocZWVV5/kSIWLYAaEr3ljInL5w8Q4YiaYlfHhghkpa4fkkl4ZREfzzLs8fGaAw6ubIpwA1LKrj9sjoWVrq4oslHXyTLXRubcdnME1ZGMfKFIo1BB23VbuZXulhc7cZqFvA5zEhKkeV1XvojWSrcFl48NW5YD13RpKmwI5kCzx4L0RfJ0FLuZH6FE6vFTH80w8HBBG67md9dU8fdm5o5HcrQG81SLKpIimqIBnQhSZnbyqmxFJ2hDD/ZO0TneIY3e+M0BB3YLZqpftd45qzYvO+8cBrAIFOP7R/mvuc6jMjPeza34HdYKciKMd6hC2d0cVRmyu/1z214Qjn/6O7Bc4pM9NdQGpU4FbrwQhcc6a+/9JpT1d9rm/ysbTw7SrEU70URxntxTXOYw28qLoksPvXUU9x6660MDQ1N+/jQ0BC33nor27Ztu5TLvCeh22joIpZ4XkZRVU6MpoxjnphoGcezBa5o8tMZSrOuKTDhi5bhcx9oIl8oUuXV5ud+8FqfVl08PMbpUJo3e2Kk8jJmkwmvzUQyp81niSYT/dEce/tiHBiIgwqLKt2E0xKVHitPHw1hM5v42f5hXu4Y5+f7hhmMZjEJAlc0+7i80c9HltfgtZtpDmoedV6HSH3AjmjSfPzu3NBELCezap6P546H+Nm+IRoDDoYTeXwOCz3hLI0BJxlJ4dRYimePjbG+OYAK7O9PYAJe6QrzNze3saTaw9YlFeQKCnV+Ow6LiEkQSORkHtxxmnxBs95Y3xygM5QikpJ4bP/wJCKpq6FFQSCclnjueIjtx0PGc/WNY3W9l9FknuW1bnZ0hGkKOjgd1qyI9vbFeasnRl80y1u9UU6Npekcz3DnhkbDH7DCZeVXh0b5+lMnGUnkeGai0vl6d5RbVlTTF82SKyjEsgqhlMQzR7S4wQqPllizqMrN8ZEU1y4sxzGRQ/wXm1u4rMHPocEEkZTEtqNjvHBynJ5IhsNDCXZ0hHmjJ8pYKs9IUiKSlpDkIt954TQDsRzxbAGb2cT+/gSvd0cYS+XZdmSM3nFNnPRSRxi3TbMXCjis2EWRZXVeXDaR8ZREJK2NQJhFEzaziVuWV/HEoRGsZhP90Sx/ek0jLWVO9vXHefjlHn70Zj/ffOYUf/nECcZTEn/20yMAzAs6yElFBuN5+mNZBBME3VY+tqoGq9nE0eEUHaE0D+7oZlW9lze7YzgtAkeGEgScWib50hoPsUwBs2BCklVGE3mSOZn5FS66x7O81RPj/l93cWQoyQ9e62NTq5YwM5zI0RB0MhTP88m1dcwvdxpKcZ2M7egI0zvRgndaNa/GUvuaR3cP8pUnTuB3aF/kFla5qPXb+Z3FFQScFtqq3bRXuSkoKhbRxLULNXHKq50RwmmJZ4+NGSlD//J6H7GsbHgLOq0ip8ZSxLIyD+/sNape1y4sn+S7CGcroB96pYcTIymeOTo2Kd95JsXtubwb9X8HgsAkQllqU6PngOvrno2a+b3oifheXNMc5vCbiktqQ19//fUMDQ1x8ODBGY9ZtWoVdXV1PPXUUxd7mfcM9Db0XT/cwZ9uXsz+gQTrmwNsPx7iwGACAVhR7+W6tgp2dIR5bP8wfZEsTeWaEfdQPEdzmRNUzQzZZRNprXBhEU10hNKUuyz825sD2C0mUjmFlnIn5olsXotJoDucRS6qlLmsSIpGVoJOC1c2BbFZTNyyvJL/83w3fqeZcKpATtZavsWJ4t/8cifzy10UFBXRJHDnNY384LU+EjmZWLaAz27h+GgSEwJ/cGU9Ny2v5q6fHiGaKRBOSdQF7MwLOBiK57hhSSXHRlLsOh3FLAp85qoGVBV+uKsfqygQz8ksqfEQdFpYXudlV3fUiPtrLnfyckeYGp8dpahiFgWunq/FwL3WFWEwlqPObzcSUXRkJIWf7R3iZwdGcJo1F/D0RByey2amoBT5jz2DpHIyqgp/sqEJt100MofjGZmBWJZ4XiaalkAVKHNbuazBR75QJK8U8TvMSLJGLE0mWFTlpiecZV2zl12n43zrwwv5yd5h5KKKChQn/DB7o1ki6QI1Phs3L6silC4YOc+iIHBsNIkAjCUl1jb66Q5nEUWV0biEwyoiy0UaypxkCwqhZJ51LUFkRZ1oT5spd1tQVY0o5wtFltZ6OB3O4HeYqfM7CCUlrmz2MZKQqPfbebkzQmPQQUu5k1e7IponZrbA1fOD7DodJZaVSRdkVtf5AOga1xJ/RJMJu9nE0gkByf7+ODcsraCpzEW+UOTZYyFcNpFUXuZDS6q4en6Arz55Eq/dzHhaYiCaI+gyk8gpLK5y0R3O4nVYWFTp4ovXtbLt6Bg/2zdMOJOnwm2jOehgUZWbQ0NJTo2lqPXZGYjm8DnMfHhZNaqq8n939mIRBZw2Mzcvr2IonqMp6MRl03wanzsR4spGP5VeG5Jc5MRoirs2Nhtf5ECrBP5wV78RBVnp0eZa10xU1HRRzEgij9eu5aB/7foFPHl4lJc7wowm8tyyUhMKTRWz6CRrIJrl60+dZGNrGe6JqMZSQdZ0s3969ODRiVjMLW0Vk+Ly9ESj0vzqc+F8c4a/yaKVOcxhDheOd6UNffDgQa644opzHnPFFVdw4MCBS7nMew6Hh5J88kcHGIxmeXBHN48fHOHQYAIVODiQ4MEd3ezujTGWziEViyiKim3Cg61rLM2+gThDiRzzy510hlJIskJruZOnjoxiN5tIZuUJwlXAJGjtRElRqfHaaSpzsKDSSUPAjtUksLjag6qqVLgt/Gz/MCoqg7EcoknAKprwOSyASlFRqfM7UFV4vTvCnr44P3itj7YqN06ryOUNPjpCaVJ5hUJRq5A6rSLfuGGhRlDdFqKZAkuq3dx+WS1b2ipoCNixmU18dGUNy2s9/HBXPzazgNdu4Q+uqCeaLRDPyRwaTGAzm6j12Vnd4KM3nCFXKGIWBNY0+LCJJqPiajObWD8/wGgyT1uli0d3D/L1p04yEM3ywPNdHB5O4rGLmM0mUpKMpKg8P9G+Pj6SoingRFUFKt02QDUqO3duaGJNox8BgXROYVGFCwSVeLbAvv7YBCHIsbzOy7JaDz6HGUUtMp6UeOCWNnadjqOoKl996hRf3rqAr39oISvrvTitJr6ytZWspGA2aebloXSBWp+NE6MpBiJZXu4MIyAQSkq4rCKnwxmuayuj3GXn3/9gJde0BrlzYxP3fkjLr1aK0D2eIZSSaCxzACp90Rx94TS5QpEV9V4CTgvt1R4sokhR1SyA3uiOk85r4w2yogl3To2lCTotjCUlPDYzfZEs996wkKW1bpbXeOiOZDgVSjOcyFMXsFPutvK/P7KIjKSwrMbDDUsreepIiEhaIp4tYBIg4LSwcUEZbrvID3f1k8rLdITSDMVymE0CveEcRVWlP5ZneZ2XeLZANFPg/u2dRuSiz27BbjYxL+jg+ZNhxpJ5NrUGGUlI/E57OW3VHm5aXoV1QkFvt4g0Bh30R7PG+IGuBE/kZJ49HmJtox+XzcwXtrQawhTdJ1GStVa4JBdpr3bjMIv80fqGyRU6Aa5dVE6Fx8adGxoBrXq1psFHw4SITVKKtFW5aQg4eOCW9kmEbP9AgsoJI/jSyl5pJXBqtXDb0TEODiRY3eDjd9fUUea2GsduXlTOUDxPrc92zkpjKZxWcdJIx1ToXY2Vdd63zSdwDnOYw28+LoksRiIRKisrz3lMeXk54+O/WTMlI4k8HpvInv4EbVVuEnkZpagyEtciwuaXO7GZTayo82tRfz4bi6rdmE0CqgAOi0AipyApRbrGszx5ZIx/erWP+oADv9PK2iYfeUWlqEKF28rx0RRjyTyDcU0gsrDCRVcoi8MqcnQ4ybyAnT19cdKStpmlJYVqn52blldzeaMfv8OCSRQQBYHmcgcqKqIJI7mkL5Ll6aMh8rKCgIrdom2kGUnh4Vd6cVhEnBYzS2o8WM2aynlHR5gXT4YpKCo94Qz3/OI46bxmc1LttSEAjX4HLquZhqCDyxp8bFpYxsbWMhQVUFX6Y5qJeWuFi109UV7vjtIQdPDs0RBOq8h927t48vAob3bH+MqvThJKSZwYTbN5YTkfW1XD766updpjZeOCMnoiGVrKtGrTVS0BWiqcSHKRO39ymBdPjvNyZxiXTUQwgc0s0BfNYTWJmE0CowmJap+WyLKxVVN1a2pugdFknnt+cZxvfXghgiBQ67Vz//ZOY5PPyyonxtL84H8sw+cw879vbuPODY30TaiTBUHAhDY76nOYKXdZ+fjqWio8doJOM9/f2cd4SuLfdw/w8M5e/E6LMdu6vsWP12Ym4NQqZpKqiUKSeZkltR5Gk3lyBYWRRI7RZI58QWEgniOUypPIFRiO5zgylOTgQILOUJpQMs+Kei9Bl5VltV7MJhOVHhs2s4kqtxWP1cIjv7+C4WSBjQvKsFlMPHVkDJtZ4N/fGuTRPUNEsxJKUWUorpmff/aaJhZVuhEFzeYnJxdZ0+DDZ7fw8O1LubzRz5IaD8m8TFpS2NcfZ17AztJaD9+8cRF7euOk8jKhlEQ4LXPLiipGEhLVHivf2tZBOi+zoTXIbatqiGUKtJS5eH0i0hHgurZyfHYzmxeVce/TpxhL5o12r2GG3RvDZtEyocvdNnojWWp8Ng5MqMqfPDzKFU1+bKIJi0ngns0tRlXSaRVx2cwoRU1Y9p+7B1k1z8c/3r5sUuUSODP/N6GWLiWIOmmdOksIIBdVDg4kpm0337O5ZZJrwGxm9M513OvdUSMtaW7ebw5zmMNscUlksaKigpMnT57zmJMnTxIMBi/lMu85rJrnI+CwsqElAAJ8dGU15W4rmbxMdzjDtqMhIpkCZpPA6nk+VtX7+PWJEAPRLB2hNP3RPFmpwC8PjCDLRdJ5maDLQk7SMqBjGQW7xUTZREUo6LQgmrRWstUE/dEcq+b5UIrgtYs8czTEn1w1j/GUxJa2CtY2+lhY6cRtF/nK1gVUeexYRBODsRynxjJQFEAFq9nE2iY/NyytNDwAraJAIlvgxZNhY64uli1QH7Djc1hQVZWxZJ5Dgwlq/HZMJigoKh9sK8dkMlHvt3NoKMGzx0Na1KBJq0T9f+y9eZhcBZ3u/zlL7XtV7/uWTtJJOiuBhIREIhggIqAO4qhXZnSeGbw618HrjhNxnKv3h446wtxxVEZ0RB0RWYNAIBAhhKydvdPpfV9q30+dU+f3x6kqupMAYZFBp9/nyQPpPlV1qrrS5633+33fd22jl4NDUR4+Nmm4OQuOzuPjCXwOEytq3ewbjNA3nWLTAh+jkSyfv7KVer8NUQSv3cTR0TgWSWA8luWGFdVcs7SSljI7vdMpajxWXDbZaPOocbG2ycuZmRSJrEr3ZIIXByLs6QuxusFNQsnTVm6nymNErdz9oU6WVLmo9lh5/OQ0KUXjHQsCVLssmGSBCqeZ7zw9wHuXVzEYNsbYyazGZDxLRyFouXsqxUWNXk5Pp9jVE6R3JsXh0RjxrIrdYiKaVsiqxvN2mA1X+oFChePuM2HGwlm6J5P4bCYubvLS6LdR4bLw+StbkQpq3qo6D1ktz7IaJxZZZNvSShZXOanz2rDKMghgN4ksrHBS7rSwdbHxc1XzUO4yk1DyZHP50sg1mzfG7g0+G7pgEONvP9VntJ1YJE5MJNi2tIJY2lBNVV0nlMxxbCyOwyzwmftP8PDRSQAa/DaGIxnet7KKhoCde/9iVake0WOT+dK72nCYJcySSH1hN9bvMPPN6xbjssh4rMb5n5xI0B9M8R/7jEacR49P8egxI9ql1mvl+HicXx4Y49s7+0gpGn6nmTtvXEYkrbKmwcNYNMuKWje3P3qalXXuOeRt+zXtuKwS16+oYm2Tset4x5O9TMWz3P3CMFk1T9dojAePTHD7o6cJJhRSikYioyKJAn3BJKIg8OyZ0HlHvGc3uYAxFr7jyV729IXZNxg5Z5fwqiUVOMwSyaxRHTgbs/cei0rjhezovdJxxe+dbQ57KzBbGX0zG1DmMY95/OHxhnYWP/ShD/HrX/+aF198kc7OznO+39XVxdq1a7nhhhu4995739CJvh3wUij3M6xsqWJPf5iJeJbWgJ39Q1Gm4lk0XcdukpBFkUqPBbMo0FJmJ5pR+f2ZEACSCFaTRIXLgtUkcsXCcgbDaRq8Vp7onkHJaSTVPEurXRweiZHMqjT4bIRSCrouUOk2c1Gjl8dOTBFPq5S5zGh5aPTbKHdZuHVLC4+dmCKr5kGHwyMxukZjeO0mGv02jowYI/OPXlLPB9bUlC5ooVSOF/rCiKLAgnIH13ZWksyq9AVTNBfCwC2yiCxCmcPME90ztJQ5uKTQsLGu6aUwaqssMhnLcnEhh7IYFRPPqpQ5zIxFMiDAuxYbfdUPHJkkkVVxWWSaAjYa/DYq3RbiaZVHTkxR67GiqHlCyRxbO8p5z/Iqdhyf4v6uCTxWmdFIhu/fuJRDI7HSntfNl9Txb88NkVXzHByJkM8LpLIqPoeJZFalzmfnioVlvH91DXc82ctkLEs6p7FtWaXhjh6KAnBqMkGjz0Y8qxJwmPHYZPI6TMWyjEYzfPCiWtDhwHC0tG4QL7xujT4rw5EsNW4zpyZTrG7wIACSJHBkJEoklUPTDbXzf1xSzwcvquNbO3vxWmW6Ro32mX1DUTK5PFpeJ+AwIYkiP/rzTnb1BAG4uMkI1c7ldZZUOemdSZVeP12H0UiaR49PYzMZqwBuq0xrmZ3j4wnGY1laA1Z+e2QKj03CZpb5+KUNxDMqvzgwZoRdSyJZTWMmXnBOywJHxuK4LTJmk4jXbiKWVllQ4cBhMow2f3VpA4dGYiQyRjZhMX/UYTHU8BqP0bBjksTSMSvq3CSyKj97cYy2cjs5zdgLdVklfDYTFpNIJKVybDzOyjo3G9r8rGsysjbXN/tKUUsHh6P0TL0UBVSMtyk2+xQzFovh62OFxqVnzhiv5+GRmLEbqupc1VFeyl+8tMXHYydnuOP6RbRVOEu/F2ZHuMwO4579GMPhNJ217vP2J993aJx9gxHWNnlLbU/wp7dfOPv5vJ6g8nnMYx5vPt6SncXPfe5zCILAhg0buP3229mzZw9DQ0Ps2bOHr371q2zcuBFRFPnCF77wRh7mbYePrW8AwCKJVLksLK5yceOqahZWOFjX5MNtk7lhZSWyIJDL69T7bHisMn+5vo4l1S4+fmkjf7munvYKB5va/BwfN/qGBQGjiUPR8FpNtJXb8dtkbCaJkYgxZpyIZZFFY9TUWuagymNF0WBrRxk2k0Q0pfAPO3pIZFQeOTZlKHlaHkkUiKQU2iscdFS7SCsaiaxx8d9x3MgnnIpnafRZaQ7YDId2OoffaeaTm5p5uifIQCjFoaEoDX47T3YHqXRZSGQ1rlhUjl7Ym9OBS5q8XNTo5eJmL/uHo6yodbOg3IHfYeJr2xZiN0uUu43IH4dFZt9ghIyiMhbJkFBUVC2Pz26ojY8cm2Imbpz3lkVlbO0o58BwlG8+3oOi5alyWxguGGLufmGELQvLGAqliaaNvMVFlU7GolncFhM5LU9nnZtMTqfMYWEgmOLeA2N8fUcPZU4Tx8cTWGXjQq7k8uwfjDIwYwSpv9Afxm4W8TuM12NxpZPRaBZJFPjZiyPk8jrhQhNPVssTzxqE+dh4nPd0VnJlRwV/vbERiywyFs2QymlIoojbZqYxYGfTgjJ8dmOseeuWVrpG41hMIqIgUuO2YjeLdNa4kESR7/+ZkU+5pz/Mfx4c4/O/PcVQOENWzXNiMsHyOjeVbkupI7vCZeGm1TU0+GxE0mohHibJsfE4iazKw8encVolEooxKk9kNX59aJxszlDa0jmNRDbPuzrK2basgulkDpdFRM3rLKl20RKwc+OqGi5p8jIayxBMKtz2cDfP9YY4PBo3HOSq0e6ztaOCW7e0Gs0nap5nThth1mubvFzbWcWe/ggem8xMMse/3LSMf3pvB+VOMzlNJ5pSkSWBCpe5VMO4qyfIc70hnjkTNILu07lCtqdaigIyquwGqfVaS+7lYEJh32AER2HUC0bV4qa2AH+7uZmsqrOmwY0ggMMsUuY0s3cwwruXVXBqKjnn98HZUTRFxa6oShbjhGY7jmcra1ctqWBDm78UWl/EyymEf6yq3Ozn81qdzH+sz3ke8/hTwRsii8uWLePnP/85uq7z1a9+lQ0bNtDc3MyGDRv46le/CsC99957XtXxjxl3PtPPLw6MMRBOs6bBy7WdlVy+sAyLydhvaitzcGQkTrnLTDSd49kzIRr8Nur9dn7yP1bwsUsb8DnMtJTZeeDoFM/1GYaT7skkg6E0ipZnJqkwGsnwnuVV5PI6ipYnmNKQJYwGC8U4pqXMjssi0TeTJphUODqW4MBQlKd7QnhsEmORNAI6aj5PXhfom05xciJOUtG47/AE9+4bZe9AhFOTCYbDKfIImGXDNDEUSnN5exnffbqPSDpH/3SKlKrxs70jrG/xMp3Isf3qBaVokNse7ubURIJTkwmuWlLBeDSD12bi354bRM3rrGk0wsc7a91YZZHOWqNKb22TlwWVTpoCNlKKhqIZYvffP3Ka8WiaqUSWnqkU25YahofJWJaUYuRBbm4P8O0bFpNV89y0upqd3TO0BOyMRY3Ym4eOGYqlouX5y/UNrG/2GSHdsojDLAE6/aEUDx2dIqOqvDgYIZRUOD2VRJZgJqmSzhnZj6cnjZid5/vDqHmdP7+oFp/dRGuZg6e7Z7io0YPbKrO+xceVi8pJZTVMksQzPYbipevGz7HCbeHAYJSAw4RFNhpNhkJpdveG+PpjPew4PsX2a9qpclv5640NbO0oZ02Dl/UtPj68thZ/ITDaYRaZSeY4Nh4vZAcmaSt3cHgkVlLcIukcXSMxANa1+PjatnaGQikyOZ3GgA0tr/Od9y4m4LDwkbU1mESR7okEG1p9pNU8bWUOommVz1/Rgs9h4opF5SyudGI2yaxr8bGu2ceiSid+pwmHReaSJi9pRaPcaTac7iJIgoCiGisH8FKMi1kSjSYd7aX4oy9c2Uq5y8Id1y9iZ/cMNrPE6gYvWS3PsYk4I6E01yyp5NrOKgAULc9QOM2BoSjrm30MhYyYJJ/dhNMqF+KYkjQUusJv2djIzu4Zvrurn0gqR890CrtZ4s5nB5gphLAHnGa+9/4lVLgMZfZTm1vwO0xc3Ogtkc3Z5MUwjaRZ1+SbE1Fzx5O9HBiOktXy7BkIz/kdMptgnh2FU7xv4LwROReyu/h2JFezn+crxf+cD/OZivOYx38t3hBZBLj++uvp6+vjG9/4Bu9973vZsmUL733ve/m///f/0tvby3XXXfcmnObbC8/3heidTjIeTfPkqWnAIDahpMJIJM1QKM0H11TTNRLDZhJJ5zSe6QkSSijcu2+UewvxLkOhNPUeq1HZlslR57PwzkVl2AvNFrUeK48en8ZnM3YJ2yvsVHusNPrtxLM5w/UsQJ3XcCVvbPWzst7NRY0ebr28iYPDcfLAoeE4HotMtdtCe6UDNQ9aXieYUPjxC0N0jcZQ83nQjRy+dyzwI0uG03pn9wwNfhuTsSxum0wiYzS97OmPsrWjjLtfGGZlnZuBUKrkZi46rDtrPah5nd7pNKcmEiVTQpEg6jqkFQ2TJPI3GxtZWOnkptW1rGvxoetwUaMHTQefzcRwKMV9h8a5uMlLS5mdZTUusrk88YzKPS+Osq7Fx70HxpmKZ9l1Jkg+r5NSNELJLFk1zxWLyjBLIvcdnuDMdBJRMMjTBy+qo9ptRdE0UopR/7f7TJilNS5Mkkil08QlTV7KnWauX17JM2eChJMKO7tn2NDq447rOwzncK2L/UOxUoRQTsuzuMaFSRLI5PLs7g2x48Q0Y9EMpyeTmCQ4PpFga0c5bqtshEVPJtg3GOF7T/fz2MlpOqqc/POuAe7ZO0JS0RgMp0kpGr8+OMYtvzxKndeGRRaRBIM0Oc0SzxVaVv7pqT729IV5pidEKJXjkULv8Y/3DBNO5TgyGiOWVmkO2Hn8VJCf37ySWq+dWq+VZbUuTk0mQdfZOxDh5ESc5/vCbFtayfP9YTRdp9xpZm2Td05A9JaFZdT5bKVd0nAqx99sbOT6FVW4rXLJ1VvExU1eZEmgs9pVGpd/4/Fetl+9gJ/vH2M0kuZbO/tYWecmlMyRyqqk1Tw900nSisbtj55GyeWRBKFEyBZVuZBEqPFY2T8Y5ds7+0gqGicnE6VA/EgqR0eVE7/DRIPXyn2HxvmLdfW4rTIZRSOYULAXMjJTisaeAcNNP53MccvGRuyF6sEieTFMI7Y5hHBn9wwVLjPBZI4VtZ5zFLRXUtZejRhdiCpXvI/Z+5cXgreSZF7IYxWPmZ25Oo95zOOtxxvaWfzvhuLO4uov309OsiKLItd2VpBUNK7vrORLD53GKoloQChlRJXEMyoVbguRZK5k1JAEgVqvlY4qJ/ceHDOImEWm0W/DJIksr3PRNWKMCEfCGZw2g+htaPXjs5sIJhX+48Uxypwmo1lFEks91RVuCyZJZN9AmMOjMYZDGRoCRuxHhdPMOxeVcXAkxqHhGDnVMC7U+qzEs3msJpGlsyrf4mmVA8NRpuIKHptRsed3mokkc9x2VRv3Hhij3Glm/2CUdS0+fHYTZlmcs0f2ud+eJJJWMcsG+SyO/L6+o4e+goO5pczO831hLmrwMJ3MlY558MgE+wcN1bPRbyeWUWkps9NW7mAglCaZNQg3ArQE7CypdnFqMkGZ08TvTgaJpbKYZAlZEqjxWKl2W5lOZOmdTvHna2uRBYGnzwTJKBp9wRTZnI4owCc2NXL98mo+fd9xMrk8DX4bZkmgs9ZDVtX40fPDyCI4rTI3rak1CEWhc3golKZ3JkVe10GHUCoHutHo4rBInBhPsLTWxYHBKDaTgMUksarOw7JaF4dGYuw6PYMoCJS7LLSW2fl9b5CsCk6zgMtqZmmNi+mEwmgkjdUkceOqanZ2B1HUPJVeC6tq3fQFU/ROp0gWjASSKGCTBTKqzrs6yvndyWkyuTxmWcBrM1HjtbJ5QWBOn3Eiq3LXswOkcjoCsLLOzU/+xwpSyktGjOL+XbFfOJlVOTOd5K82NHL3C8OUO8yMx4z4nM0LAjxxaoYT4zH+akMjhwpNPJFUrhRV85c/66LKY0HN66xr9rGnP8KaBjf7B6M4LTIT8Sw2k8Qd1y/mzmcHmIxnSSka71pcjrnQPf5A1wQPHZ0kllGxmkUskkhzwEFOyyNLAjdfUse9B8ZLCvHsqrviXm0xY3F2ZuHZu4izvwfM+f/ZFYA1HktpRxIurKLuzehkLt7HiwMvvca3FSo5X+k2s3vbX+su4Wut37uQncw/tb3Neczj7Ya3ZGfxbIRCIYaHh9/Mu3xb4uImL5e2+FlRb/Ql13is3H9kisVVTgRJIK1qvH9lFeUuCz/44DIWVjhwWyXyQMBhZiapoOZ1Tk0mUTUdqywiigKXNPtI5jT2D8aM/EFZosJtJqPkufXyZnx2E/sHozx9OojfITMSyaBoeU6Mx0hkVfYORsmqeZ7rDdEQsAOwvsWH12oCXWcibjhuL2vzc3GTl4aAnfWtft6/qob/94GlLK9188lNzS+NCWWRiVgWr82onrt6SQU2WcTnMPGNx3u5+ZJ6phMKaxo8DIfT6DqlXMOpeJZvP9WP32GmKWBFFgUcZoFP/PIotz3UzbO9QabjhkP4wSOTtJfb2HFiGq9N4ls7ewklFf5j/yiHRmM4rSbihYacep+VgVCam1ZXIwkCoiBQWWhPSeUMhWImodDst2EtBHXn84aCWe+30jeTZtuyCsaiWZ7oniGRUbHIEpe1BajxGnuUZknkzmcHCDjMRNMqT3UbF92TE3F6Z1KYZZFYxmjWOTWRoNJtYfvV7aXQcZ/dRCyjUe214rXKBJym0i6lJBqL/R+5uBY1D5FklmfOBDk0HKOjykmtz4quwzsX+pmKZ1FU0IG4ojMZz/J8X5jL2nw0+m3cuKqa9S0+IukcK+vdRFPGDmpayZPJ5cmoGm6rEfsynchhlkW6RuO8f0W1YTgpc7Cg3MGaek+pCaeoprmsMhvaAtgkAY9VZMvCAAChpMIjx6ZY2+gFXqq929Mf5hcHxzgxkWD7I6dLSlw0o/Krg+N85jcnODIaJZjK8YlfHmOq4CT3O0xzMkbTSp6/vrSeB49M8teX1rF/MEpHlYNoJsd1nZXceeNSbGaJBRUOUorGxQVzVXEf0CyLiJJQWM8w8e5lVaysdzMazdAzneQbj/eWVMCzq+4+cVnTnIzF2ZmFs5WtYELhjid7S2Pn2SPVIqksVgAWd0eLCtps1XB2pM5sde3VshIvBMVz+tvNzXOe0ythZ/fMnL3O14rXOiq+EIV0vqVlHvN4e+ANK4vRaJSvfOUr/OIXv2BmZgZBEFBVFYC9e/fy1a9+la997WusXr36TTnh/0oUlcV/e/wgGd3CE90zXLmoDL/TzLomw42ZyKh0TyVZWu3iPcurSsrLNx8/QyyjcngkhtGoLPAX6+o5MR5nJJJhU5ufXT0hJuNZyuwmbBaJL72rjc/85iSabrhCy5xmHCaR/mCaZFZDFMFmlnBZTIyEk9R57dT5rAyH0qRyeS5fGODERILPX9HKVx4+zUg4xU1r65iOG7WA04lcqRkimFD47q5+Flc6ec/yKtKKxnd39dNWZi+5ax1miaNjcbpGotT5bNR6bdyysZG7dg/SVmY3dsUKv9i/+fgZXhyI4LBKhWgUE0fGYnisMuOxLHaTBAKsafCSVFRGI1m2dpSVVMrf94YYDqVR8jobW/y0Vzh44vQMtW4rgmA4cqNpje6pBKvrPfz1xka2P3KaNQ0eKtwWukZinJpMEk3nQACvVSaV06h0WZhOKHz/z5by+94QpyYTfGx9A7vPGGNip1Wif9pQBhdXuzg8HCWT0wCB/3V5C0urHXzq1ye4Zmk5sbTGpzYbTSFFBcRhkXj02BQWk4hJEjkyGuP9K6vw2sw8cGSC8ViWVfUe4oU1hKmE0SVd4bRglgUUVSepGCaU5oCdkxMJxiIZltY4ODOdYUm1k41t/lI8y0PHJgknFeJZ47kJAgSTCqlsnktbjbWAWEbFIotYTSIfuqiWu/eMkMjlCcazXLGoDAR44tQM25ZWcG1nVUnV2nF8it29IWLpHP/f9R0EnGb+8mddhJIKXruJ5oCdWFpFEAxy0uC38UDXBFcsLqfWa5DeFweNyCKzLLGmwcNMMkdHlZ0T40m2X9POD54bIpXVGI1mGA6laQjYiGdUREFAR6e9wkkwobChzT/HxVx8rc2yOEeBO5/yGUwofHtnH4IAf72xkRcHI+i6sQ7xagrY7Mcq/qbsGo2do9YVieD6Zh97BsIldf1sh/TsNped3TNzlM3ZytlsRa147GzF7rWqeBeCN6povhmK6DzmMY+3Fm+JshgKhbj44ov553/+Z+rr61m8eDGzuWdnZyfPPfcc//Ef//FGHuZth739YY6OxwmnFBAEti2tLPUAFwN8u0Zjcz5hd9a6cVtl3r2sAkEQ6Kxx4bRIXNrqp8pl4bdHJsmoGomsykzKCLe+e88I1yw1xtwW2agAHI5kWVLt4gNrahAFEbtJYiScJp7V6QumOD6eYKqgIj17xhiN3ntgzAgDN5t4oS/CdFzh0eNTJUNIStG489kBTozH+dm+UR47McWdzxodtX3BFJ217lLMiZbXWVDhRM1TGuU1+W1YTOKcxorOWjeLqpw4TBJ+u5nuyQSLK51oOqyu92AzSZQ7zSysdBj7gJ2VVLgsbL/GUOjWNnqQJIEGn42/29KC0ypT57Ua9YcCLK5yG1E8GRU1r7P7TIhUTmMglC6YEppZVOlgcZWTNfUeWssdNPrtTMYVtnaUc3g0xrWdVaxu8LJ3IMIjhTHq4eEY04ksoVSOvukU711RRYXbyi2bmri2s5J/enoAl0Vmd0+Yz135UlOIouYxSSK6DtuvaafcaebQcIxUVuNXByc4VDSZNPu4uMnLxjY/qxo8bGzzU+MxArqr3BYyqmYQL5+Nv9nYiN9u4qPr6rhuRQ2PfmItVy2tQAfu75rgmZ4gWTVPLq/TWeuizGnGJIosq3FT5zPMGYsqnays92CWBD65qZm794zwbG+QQ0MRphMKT3bPsKvHGGMfG4vzQNcELw5ESBdcug6TSCKr8ulfHyeYUPjCla1oOvjtZipcZqNOscXH565so8Jl4eqlFRwcjvJCf4TdZ0IMBY26SVHQWVHn5pvvWcSJcSPW5hO/NKokx2KZEqkPJnLYTAbRuHZZJbIk8K6OCnx2k5HPOctQsqktcI5J4nxdx7t6gmi6zqoGD3U+W0k9fTUFLJhQ2DcQLv1c9w1G2DcUoaPKeY5aV6zmu2v34Dl90LPVsdkq5NnK5mzMvs2O41M81xuak8P4hzJ8vBHp4LWaVuYxj3n88eANkcXt27dz+vRp7r33Xvbv38/73//+Od+32Wxs2rSJp5566g2d5NsNWh5OTsSxmSVOTyZ46OgkDxyZ4LneEDktXwoCXtfk475D4/zDjh5294ZIZlWOjMb52jUL6J5M8q0nerln7zBZLY+iakzFs9S4LZhEAZdFpmsszvGJBEurXWRVjaaAja0dZcwkjQX8D15UQ1u5A1kSsJsAdPx2Ex9aW0tnrYt/2LbA6Ba2yogYYeIbWn10jcWIZzQ+fM9hHj8xzWMnpviLdfUoWp7WMmN8XRzJNfvt7OkPc2AoiqLmWVFnEJzvvX8JNrNUIEkCWTVfGmWCodpsWVTGtZ1VpSDicpeZuz+0nKuWVrC8zo2m6zzTEzLq6lSNrpEYdz07QDStMhLOEnCYyes6z5wJGvEirX7+7vIW1jZ6Sx9KbIUL044T08wkFMajxh7bM2eCdNa62djm54tbF7Cq3oPDLPG+FVVMJxRW1LpLgcyCANuWVuC0yFS7zfjsZirdFv7x2nZmkjluWl3D+1Ya5OMLV7YSz6rUeK2li3eRcPdMJ0gpGodHY6xu8NIasJHM5dHyKrtOTxNO5VhR58ZhkVHzOg6L4ZxeVuPiqqWV6MDyWheVLgsr6jz84LkhbGaJvQMRVtS62XF8yqicy+XJ68aHg5yqIwgCsiiSzuW5bIGfNQ0eTKLI4ZEY9x0a499fGGY8luVzD5xC1XUssoTdLLKy3s0Vi8rYvCBAR7WTJdUuHjk+xanJBHftHsRulpAkkfFYlokCETo5maS93MFwOM2jx6f40EW1JZVzy8IyhkMZxqJZDg9H6J5KEE7nsJslar02ru2sMtpXWnw8eyZEhcvMUChNs9/OVR3lLKhwsqLOTa3Xyoo6N9cvr2ZtoxeTJKDrL6mG393VTzSdK+UiXigUNf+KZomzQ6M/+9uTTBUI9eYFAdY2eVlR68EkiXNaXoofFoZCacqdJr61s7f0GOuafHOCtWc/TlrRCi75c8/11YjXH2I8O+84nsc85vFyeENk8cEHH2Tbtm3ceOONL3tMY2MjIyMjb+Rh3nawmYwdLlXVWVDuYCqe5fGT06h547d+8QLw+Mlpfrl/lJ3dM5wcT3CsMHL+1K9PMB7LElPynJ5KsX8wQiStklE0ZpIKLotEMGnkKYaSRpB1o99OMKnw0NEpRiIZYzwZzbK81s1Na2rwOy1YZQlVy+N3mPjsFW3809MDxDNGRE5S0XhxMIwgQJXTQiSVI6/p7BuKcGAwyu4zIdornLitMrpukLDbrlqA02oYC/qDKbpGY5hloUQOdnbPEEnn+N3JaR48OskL/eHShaZ4sdu8IIDDLHHtsspSZ++2pZXcuqUFr81MwGEipWjsH4oSTascGokxFs0Y9YiCQD5vXOSL92czSxwbM9pP/A4TDrNc2n2TRYEqt7k0MkwpRuSN3SyVHNhnZoy2l7tfGKHCZWZPf7jUKXxxkzEm7ax185MPr+Dn+8fYOxDhN4cn+ObjZwgmFO55cZRyh5lIJld6PxT7dm9aXVOKUNmysIyphIJFFohldHIaRNI5Do3ECCUUft8bwmuTePzkNElF4+nTM3z+ilZ8djPXLK3AJAmkCsabgNPMv+we5Md7hvl9b4gTEwmi6RzbllawtMbJjSurWdPgZUt7AJ/dCDyeTioksirDkSwCOr0zKdY0uFlS5cRplrhycTkWWeTMTKpEWhCM+rz2cgdt5XZSisbfbm5mU1sZFzV4uWVjoxHZYzEqB2VJ5DO/OUnPZJybfnyQUNJw3CYLY+TV9R4+uKaG9S2GaxyMn6XPbuKO6xczGVdo8NlYVuumudzB17a1YzEZanmZ08Rn7j9hKJS9IQ4OR1/6uRbacxRVP+/O39nYvCBQum0klSuFd5+N2WRpZ/cMFzV4mIgprGlws2cgzA0rqnFYpHNUyeKHhcVVLvYPRil3mtkz8JJ7/GwC9lL240BJrXzsxNTLOoNn5zCeL1bnzXIwz+8HzmMe83g5vCGyOD4+TkdHxyseY7VaSSaTr3jMHyOiaY13d1bissmMRTOsqvcQSefQodRHe2oywXg8i5bPI0uwvM6DomqYJQGLROGPQLnTjEUSsRYUGFEUMEuGanf1kkruuL6DKreV9YVIGV3XOTYWx2uTODUZp8JlYVm1Gx2IFS4YO7tnWFHnIqPmWV7rZjySJpVVue/QBLJkdETbzBINXivxrMq9B0ZJKxpHxowxbHEBH2DbkgquXWZUpGVzhoHmwSMThJIKD3RNYDdJCGA0fRRGhUUU+557plPAS6qKzSzxvfcvYWObn/UtPr75nsV4bDJtFQ4sstHRazi7BczyS2/T4hK+wyzhssq0ldsxyyKXtfm5qNFDe6UTpVDbZpKEUvVbKKlweCRGOJnj6dPGbml/MI3XauLfnhsiksrx8HGj6m8yluX5/jC9M2lmEll6Z5IcH4/zmftPEMuoCKKARRLZ1GaYPnb1BImmVL7+2BlqPBb2DISxmyXev7KagMNEhdOESQKX1cRwKM0T3TN4bCZ2ngqyuNLJgaEo4VSO7Y/20DuTAgSuWlJBZ40Lr9WEhICq6dhMItNxhaNjMTK5PM/0hMipOiZJxCQJRDM5Hj02RUJRcVtlWsrsbGj1UeW28sE1NUwnFEySyLs7KzkxkTTc0jmN/cMxkopG12gMp1XGLBtj2gePTHDnswN8+vJmvv6eRSUlrbPWzU2ra3CZZep9Nh4+Pk1e17nll8dQdZ06v401jV6+uHUB71tVw+oGL7aC+aNI4LtG49hMIj3TSQ4NR8nm8tz17ACnJhIIAnSNxIlnNI6Ox+iZMoLRi1jT6OWaJRWcmIizpxBO/q2dvS9Llop9yBaT0fl9uNDyc7aCNjsvccvCMur8Nn70551UuCyl9/X5CFXxayZJYE2jx9i7LcREFT9IFP8++/hbNjaVxtDFf1ezR83nI4bnU/9eTRG8UDI5P0aexzzm8XJ4Q2QxEAi8qvv51KlTVFdXv+Ixf2wIOE3AS53HOU1nIpplXSFncEWdB0kwwpbrvTa8dhmPzXB9Nvjt1HttbGovo9JjwWWVSasaLpuM3SxxWZsPsyzhsUqsqvdyxSJj/+nmS+rYfSaM2yJhlSXqvFZ2dgdp8BtjY0mEOp+N1XUetnZUsGVhGZG0xqJKB+FUDq/dQi4PeR3yQFbN8+GL61hc7SKSzlHjsXJyMoEoCDx6fJp1TT4e6JrgVwfGePjoFLqus7WjwiBuAhwdi/Org+PIkkgqp/G+ldWsavCURoXFi9OWhWWMRbPUeCw8dmKKbzx+hmd6gjx2YqrUpVtUYRdVOvHbTGxo9WMxiaxv8XH9iqo5zRZbFpZR6bbwqc3NAIxFMiiaQZg+vLau0MEbLYWD/3jPMDMJhe2PnCaV1Tg9naBnKsH+oQgT0WwhT9KJwyLhscpYZJEqjxlFzVPnsyKJIlaTxFRcIZ3VkEVIZVVW1bt55kyQh45Ooqh5xqIZklmV53pDJWKwbVkldV6b8TMSBAIOM5cvLKPRZ8Nhltm6pJzn+sJUuExE0ip6Xiejajx6fJIdx6c4M50kp+UZixnGFq/NRMBpIppWSWRVQkmFFwbCfG9XP+F0jv2DUWRJ4KGjU1R7rLSU2fniuxZw00W1+OzmEmHy2U1saQ+wpsHD+mYf33zPIta3+ArjfaODeSiU5rGT00zGs/zTU/2lrL6imjwYTnN5e4BIOsd1nYbiVe+1oBVaXb64dcE55KaoSmZzeRIZlVhaRdMNYn/f4bFC7aHI0ho337xuMUtrnNy0qoYbV9XgMEvE0yr7BiOYZQFHIWrKaZFwmCVqPNbzqnPFEbHDIrGpLcCxsTjlThN7+msoGvMAAQAASURBVMKsqHXPGTvf+ezAHLJfVLIPj8TY0x8uvWfPdioXj71qSQXTCYV1LYbJ5aX7tM7JYCweH3CaS/uVCDAayaCoL0me5yOBr0RWZ7uui8/9oaPGe2kqnuVbhT7ts/F2DPCexzzm8fbCGyKLl112GQ8++CCjo6Pn/f6JEyd47LHHeOc73/lGHuZth2NjCardFo6PJ/jBc0MEkwpjsQw+u4mtHcYIcTCc5unTQWq8VpxmE4qq85vDE6j5PDazzFRcQUIgqWiUOy1oeSPb7uFj02RzGiZZZFWDuxRD8ze/OMZYNEM8p3Hd8kpUHe64fjE+u4nDIzGqPRacZom/K7ibAdrK7VgkgU3tAVbUu3lHe4CltU4E3Ril33dojJmEgpYHr83EynoPmVweqyTyvV39HBuLMxYzRtA/2TvCJ35xlIubvGxo9dNe7sBhlkjlVCqcllKUyuxxX7Gd4tYtLaXzjKVVJmPZ0mu5s3uGfYMRHj0+xYHhKKqm0zeTJpvLs6ktgK4bdYTFC/qO40Yf9rd39tE7nQQBeqcTjIbT/NW9RxEE6J5KkNd19g9FuGF5JeUF48z6Vh/lTguSKKJoedR8no4qV8nAsL7Zi99hRkdgT38YqySyrsVHa5mdep+NKq+VYDJHvd/GoeEYBwaj7Dw1w7HxOM1ldmRZxGMzcdfuQVKKxq6eIC6rzPGJBJIoEknleODIJMmcxrIaJ3U+G3feuJQVdR7+ekMDX93WTk7V8dpM7BuK0Biwk1HzrG/xcWYmxZpGDz1ThkLrd1i4bkVVQakTePDIBNuvaSer5ql2mzkyEqVs1ji0GJ5dJEzRTI6jo/GCOx9uWFHN1o4KFDVP33SKTC6Py2yEsA+GUkwWdhYN8p+hxmOlL5ii0m3h0Eic96+sxmsz4zBLpeDq2UStSG4OD0f5fW/IUFftMuVOKzo6qgbolNTQ5/vDfPaKNq5ZWslTp2eIZVROTyXJFPYOV9YZpqtlNW4+tbm51IMdSeV47MRUaTxdfO8UA7lrvVa6RuKsa/Fx9wsjjIbTfOIXR/n6Yz1UuMznxMbs7J4pjb2LmG04mU207GaJWzY2MRbNlnYVzxdFcz5yZpZEar1WzLJQ+tr5iOH51L/i14oj72IQ9wNdE0RSOQSB0ge286mP87uK85jHPF4Nb4gsfulLX0JVVS699FJ+/vOfMzNj/LI5efIkP/rRj7j88suxWCz87//9v9+Uk3274AtXtrFvKIrXZqgkw+EMq+rcpXFp12iMcqeZBr/RsHHN0goWVTrprHMjIpDT8vidJhAE1jZ6kQQBr01GQiCnGTE5kmiYRtY3+zg9mSScUsgoKstr3JgkkUxOY/9QDJMk0ui30TVqXACLateO41McGIzSH0rzXG+I9goHHpsJAWNcOZ1QUDQ4OGIYV2aSCh1VTqo9FiQRuicTqLrOpS0+msvsoOtEszm2P3Kay9vLcBZUOAGB/mCK7Y+eLl2Ui8SkqHSkFa2QR2nBa5fnqIVFR+g1SyuwSCL9oRT9wQRdozHu2j1Y2ukq7pHtPhPiX38/RPdknGhGpdlv51ObW9g3FKU1YKdvJs27FpcRSioksxpffOg0t25pMUigDhUuC26rjMMsklY1fnVwjF09QR44MslEzOigHgkbO6ELq5y8c1EZ1y2vYnWDiyMjMRZW2BgMpfHZTSRzGj3TSZI5I9x86+JyIukc5U5T6cI7Hc9S6zbjt5sQBUhmcxwajgLGaNHvMLO6wehFPjmZ5NrOypJiPRhM0eS3cWAoRqPfxv7BKK1ldsPQZBbZcWyK65ZXIIsSVywq58XBCPU+G8PhDF67uTTeLRKZIqGo9VrZOxDh4EiUExOGmSWYUPjkr46xdzDCYCTNYCjF6ekEwaTC0hoHgyFjJP/1HT3ctLqGsWiWD6+tJZhQsEgCj56YYmGlg7ZyR0lFK6qQBwYjfOPxMwZ5SefY0x8mpajEMxr1PivLatw4LRJaXier5rn7heES6fvsb08SSec4OBxBzetEC4aZu18YQddhT3+Y7+3q4/L2stL7Lqvmub9rghf6wyVzVbFhptJt4fNXtvJ8X5ibVlfzwkCEkWiG3ulkKUoKmKOMr2/1cf3yuQo3BU53NtGa3eZSfLxbZ32AO99tgPP2Q7/WsXCRXJ6YSDCTUOieSuBzmAp93Ebm4/n2EV/LruIfUoU822A0r3bOYx5vH7zhnMUHH3yQj3zkI8TjccDYpxMEAV3Xcblc3HvvvVx99dVvysn+V6OYs/jJH++ivsLP3sEIyYxKNKtyUYOxo7Xj+BR7+sM4CvEx+wYjpBSNgVCKdy+txGU1ATpm2dh5u2v3IF6bxMHhGAG72ah0y2o4rTL1PitrGjz8v91DJLI5JFHk05e3cGQ0yr6hKNVuC/947SLufmGEmy+p4/BojGwuTySdo286yUgkSyZXCIe2ySyscLJ/OMrR0Theq4QkCvgcZobCGb5xbTsD4Qzrmnx8e2cvB0diLCh3lCJCHjk+xS/2j+KwyLx3RTXXdlby2IkpEhmVvmCKj61v4PBo7Lz5cmemk0TTKtFMjjsKeX0wN5tuV0+Qg0NRkjkNqyxikQU+vLaOu18YAR3+5rJG9g5EePDIJHFFRcnlaQzYGApl+Kf3LmbfkDF6/vilDYXmmjT3vDjK8loXtV4bHVVO9vSFOTYeRxSgo9rJ0dE4KSWPIOhUuqwsrHSg6zAYSuN3mHBZZFY1eNi8IMDNPz3MdDKHomrYTBL1PiutZU5ymuGCVXVjp3B9s29OC83Xd/QwEEpR5bZyfDxOMpuj1mfnus5KTJJI12iMGo+F6YRRJTc7o29xpYNvPNHH569o4dRUkkUVDr7+uzME7CaOjMVJZjV8DhPfeW8H9x4Yp63MTjSTY09fxCD9gkBLub0Ue7RlYRlpReN7u/rJ5PKkc0ZU0xff1catvzlJhcvoc75ycTlHx+IcHI5iLeQ0BhxmBkMpnBYZHfizVdVMJ3KEkgp7+kI4rSbWNHhwWGRu2diIzSyx4/gUR0Zj9EwnUfM6HVVOBoNpohmjq3txpZPVDR6cVrmUUwqwqS3AnoEw2Vye6XiWR49PYzdL1BX+PfRMGx3du3qC3HdoHEGA964sjHOBe/eN8tCxSVoC9tI4vIiUovHJXx3DKotUeaw0+Kz84sAYy2s9fOVq49hXaw15ufaWopr6almDF3rM681RDBY6rm/Z2Fj6t/Za8EqPfb7X5rWe68sdP/u+iyrxfHPLPObxh8WF5iy+KXV/oVCIn/zkJ+zdu5dQKITb7ebiiy/m5ptvpqzsT8dZVySLH77zSeJ5E9VuK4dHomi6TpXLSku5nbYyOycmE6xt9LKpLcD3dvVzYChKStGwWST+ZmPjnJDdtKLxmftP4LTIhJI5QikFh0kkmcuzut5jqCd9IUJplbZyO+9bWc3RsTgHhqKGQmaRuLjJy3RC4dYtrQB8a2cv0/EsZ6aNjMRiD3NK0Xji1DT9wTR2s0i5y0I4aQQOL6txlyrOvvrIaQ6NRqhwWnlHwWF7eDjK3sEIui5wUYOHVQ0e4Nxg47PDhB88MsFDR6cIJhQWVDmocJq5dUtr6aI8Gkmz4/i0McYVBTw2Ex1VzgLBThNN5xiPZjBLIhc3exkOZRAEaAzY+Pm+MZyFsbfXbuLKxeXGPt7ClwKle6aSOM0S1yytoHcmxcnxOHFF46bVNTzdEySaVnGYJVrL7SwsmE3GohlEQSCYVFhU6eTiJi8PHZ1iKJzGLAmIItS4bWztKKdrNMahkSiRVI5Gv51lte45Qee33n8Cn81EMJkz3gMmkQa/HV3Pk8rlmYpnscgSG1p9mESBJ7sL2YmaRjCZM9z2iSx33bistH/ps5sYCKbpnUlQ57PTGrAzGE6zeYGf5/rCOM0yCUXl4kYv08kcbeV2ukZirG3yYpJEnusNkVI0hkJp7rhhMf/wuzNEUjlyWp4VtZ4SMU9mVXZ2B/HYZKbjCsGkQlbTaa+woyOw/eoF3PZQN/GsWujHdiNA6f22pz+MRRJYWOnkxEQSSYCb1xl1e8UPN7Mr8s4mD0VSVSSSxSzL4nuuGHafVDTWt/jY2lHBjuNTxocOVcNhkllV757zHr133ygPHJnELIv803s72NUTZN9QhLWNXrZ2VMwJ1n6t4dLnI0GvRKRe7ntvtHbv1R731Y6dHURe/JAx+/mcTXRfLUD8bDx0dJKpeJaxaHaO6vpKJHwe85jHHwZvCVm85557qKys5F3vetfrvYs/KhTJ4tXffBTRaqfGY8Uqi4a5Qcmj6zqLq5wsr3OXojlShViSx09OAQLbr1nAPXtHiGc13FaJRVUuHuiaYCyawWqScVslZhI5OmtdbG4PkM3luefFEVwWmcVVTjpr3UTSOX7fGyKlGHl7WVXj6o4KKgp7W4qaZ8fxKRKKhscmc8f1HTx+cppTkwkqXWYeOjqF0yxhNklc0uxh/2CMDa0+/A4ziazKD58bQsvnaSl3cuWiMp7qCeIwSZyZTmKWRd6/spojo3HGYhnqvTZkSWBptYsrF5ezqyeIIFAap33yV0bwcjqnUeG0UO40s77Vxw0rqgkmFP7iZ11UuMwoqk5TwFYyrty1e4CbL6nn354bomc6QaXLSjyjsq7FVzCTGKOqoXCGOq+Vw6NRnGbj9fRYZT61uZnv7epnT3+EdE7l4iYvdrNs5BRqeewmieYyG7vPhLm8PcC2ZZXs6gny4kCE4UgaAVBUHadVot5nI5hQSOWMHuL9gxG6RuPIosC1nRU8eybMdCKLSRL5wKoa3r+6BrtZ4vZHTzMWyTAWzXDVkgqe6w2j5fNoeR0EgURGxW03cfWSCpwWiR8+N8x4JIOOYUIyiZDLg88u47YaJDqr5Qklc3xqUwP//MwQPruJ01NJrIXImalElnBKodZjQ9E0ltV46Khycng0RjCpsKW9DEEU+PXBMWq8VtS8jlkUOTQao85rJZZWqXJbeOeiMkySyCPHJslpOo0BGwLGHuwL/RG2X9POoYKruH8mhSQKVLrNPHRkio5qF1ZZpGcqQVzR+B8X13F6Kjmnd3k2zm5JUdQ8Zllk84JASaV+OcXv7P7m53pDqHmdSCqH12ZClgQ2tL3UjvKVh7s5NZmgo8rJ9msWvmL/c/H+L5R0ne/8XkmlfLnvvRyZKp7PjuOGY/qVGmjuOzTOvsEIa5u8JcX1Qs+7+JoUVxheTd17tdfwfMd/a2ffOb3Z85jHPN56vCVk0WQy8clPfpJvf/vbr/cu/qhQJIvffWg/x4Iq03GFf7x2ITaTVKoT+/TlLaVFc4fF+EWu68YeYzCpMBrO0Fxm5/RUgvYKJ5FUjnRhdOyzGx3IZknEa5P5/o3LAHjwyAQnJxJ8anMzNrPEYycMk8fO0zMoqk6Vx4LXJpPP68SyGmORDAlFw2+T2dDmZzqRI5rKMRnP0uC30z+TZDSaIeAwFxpZHEzGsoVl/Ay90ykyqsalLX7iWWO3LJ3T0HWdhQWl7Xcnp0lnNWJZFS0PZU5j1Om1m/BYZT53ZRs7u2cYDad5cTDClYvLS6/D2iZDxbnjyV58dpmu0QRb2gOkcobapQONflspMzCn6ZhlY7+zOHJ/6nSQp7tn+Nq7F/Ivuwd59kwQq0kip+qsrHezZVEZ2Vye/zw0TjhpdFAvqnJS6bIAxk5mNKPis5mo9VoJp3KsafSwdyCC12bCIotYZJGPX9rAU90zxgVaELi8PcBvj0wyFskgCiCKxnkdG4+j5fPU+ewsqXZy65ZWxiJpPvYfR5ElQIdwWsVlEciohqHIbZVJKhofXluLwyJzz94RBkMpTJIACORUDUEHUZKo81rQgbFoBpss4rDKtFc42TcYwTjcaAV6vi9s7LwKApIkIApwaYufUxMJRFHAYZFo8No4M5PCJApcsaiMJ7pnGI+kSSp5nFaJNQ1eNrT5ebE/zLHxBKGkwl+sb8DvMM0hECtq3XzxwW7UfJ7L2vzsHYgwFskiikZzTNdoDK/NRGeti4+tb+C2h7tZ32x8KCkSweIKgiBQakkZCBqKcoXLwmUL/DjMMqenEnxwTQ33Hhjjlo1N56wybFloqFHF6JlNbYHSWLtY+wdzR7QAdz47wCcuM+7vfOPb16KanU91e6WR88t9r5gooOuclzC/XEXgbNx3aLykmL4aWXyl83ilc38lNfjVFMGXe63e7ArDPxb8d37u8/ivxVtCFhsaGrj22mv5/ve//3rv4o8KRbL4l/9vJydDhqq3vsXH6gbveT+Zr2vyceezA9R6rZhEkV8dGsckgcMkc2VHOb3TSardFgZCacaiGd65qJxsTuM/C5E0P/jgMvwOM994/AyxtIrHZpCwHcenuL9rAp/dRCytUue10F7p5OhYnIlYlp6pBKIo0hKwYTVJfPodTXzrqX6cFhm3VSaj5jk6EsMki2xp93N0PMGlLX56ppIMhdKEUgoeq0xLuYP+mRTjsQwr672YJaFU5TedyLKnL0KZ02hZOTYWI50zwrOXVLtwW2UWVToRBAGTZOQGwkujpeKYeCahUOu10lHppC+YIpZRGY9msBWCo9VCLM7pqQQLyh2kchpj0SyJjMrB4Sg1Hiv/+53NfP7BbmyyhIBOe6WLL25tK+3n9QdTWGSR6USOH/15p7HrdngcVTN2R/W8TsBpIp41XMoPH5tmSZWLdywMYJJEnjkd5Lk+wyxhlkU6a1z0TqcIprJ4bWYULc/KOg+j0QwCRjxRW5kdHXj2TJBsTiMPmCUBHZEGr7GyIAmgaDrrCiPUB49McnQ0Rl8wxUxCMULJgaU1LqwmieFwCrtJ4tRkkg+srmbvYIRYRmUmobCq3oPdJNEbTCHoUOOzMBbOoAsCjT4bWc0YeRd3wYxOcYlqjxVd19nTHyGn5fHYTZQ7zfyfaxcBcMsvjtIUsLO5PcANK6rnvLc/+9uTDIZSZHLGB46vbWvnh88P0RJw0D1pmGNOTyX5wQeXcXIyyXO9IUYjGWp9VhxmmRqPhd/3hgjYDbV5U1uAbz/Vx8GRKDlVp9xhorXcyaHRCBZJwmuTeUd72QUrd6+G2x89zUxCwe8wsbrBi6Keq6RdiGp2oRf616NSDoRSNPntc363nN19/XKP9YckY2/kdX8r7/OPBf+dn/s8/mvxlnRDX3fddTzxxBNks9lXP/hPCMfG42h6nkxOI63k59SHBRMKdzzZWzIpGC0hEUySgMsiMpPIMZ3M0j2ZoCVgZzhs1KO5LHLBWGEmo+UJpxRu+eXRUvRHz0ySUDrHp351jETGGBXG0ipKPo+i6fTNpJAlgUqXBZMkIok6ug4Os8R3nh5gQ6uftKLRUmYnlFDw2k2srHOTzOlsaPUzHE5zbDxOWtWQJRGzLDEcThNMKegIuCwSm9oDfO7KtlKeXLnTjEkSiGdU0rk8mVweS6Ex5dRkgoeOGeRn32CklFG3bWklaUXjoWOTjEezhJIKh4Zj/OrQOK1ldiKpHGBkElpkI0T5kWOTHBmN0TUa4/e9IaZiWY6OxUjlNCbjGb71VD92k0Q8oxJXtFIV4PP9YdrKHVy9pJIGv53v/9kSnu8Ps7zWhUUSafBb0fI6GjCTyFHjsXF4OI4AHBmNkcioJDIqUwmF5bUuAg4zN6yoJJ5R+e77O/ibDU1YZJHrOyup9Zo5M50kk9MIJrMcLOyy1vusLKpy8cE11djMMu9fWYHFZGRxfumqdja1B0oje1Oh91rV8ogiLKl1sabBgywJxqrBkgqu7CjnU+9owmMz4bGZcJpl/nJdPRvb/PzdlhY+tLaWazsrMYki71lexYfW1tJR5SyRz5lkjlgmRzaXR80beZtLatw4rSKiKJDKqIxFMnzl4W72DkRorzDacYrnONtVfVGjB6ssUe+z8K7F5dT5bGy/ZiEfuaSOVQ0ehiNp/E4TP9s3WqqK3LTAz2Qsy/WdFfz+TIh4RuX4RBxFzbOrJ8hgKM2CMgf1PhvvWV6NKOhYJIlQKsfmBYFz8gQvxMn7cs7aT1zWhN9hIp3Ls7N7hoPDsTkxP8Xnu67Jxx1P9hpxPWc9VnG/8OyQ75SindMu81oiamYHd89+zPN1X58P53NSn69j+vXizW57OV/M0qsd/6fklp5vz5nH2x1viCx+7Wtfw+l0cv3113P8+PE365ze9njfimrWNvqp8dgYjqR55kywpJZ96j+P8+yZEJ++77jhjE3kWNPg5tRkgi2LynFaJJJZjdNTSZ7snmEwnCbgMJHVdG5aXU3XaIyVdR5MsohJkjg4HGVNg4cbV1YzGDQIYX8oxeb2AFs7yqnzWDFLIouqnKxt9CKLRqxKa8DJ7dvaSRQCpPumU2xs8+Ozm/jauxeyrNbNpy9v4ZaNjYxFM7QE7LSU2YllVKwmicFwmpymU+uxsanNz6cvbyldfIzsxFbWNHqRBLik2cslzT6WVLv4lw8sY1W9B0GHcCqHquuoeZ0DQ1Hu3TfKfYfG+e7TfTjMEhZZZGGlE0VVafLb6J5KEnCaaSu3lwwLiYzKYChNLKMyHMkQS6u8OBShxmPFIgm0Vzi5tMWH0yKxsNoJQCpnqC9FQ4RJErhlYyM/3jPMaCTNZ35zErvZCNoWBGj02VhQ4aDeayGX10lkVUyySPdUkq7RWIlQLKtxMRFVcFllbt/Rw+9OTbOo0kGtz8YvD46TVXUGg2nyOjQHDMPO+1fV8J33LeHERIrFVU6OjBrO4EPDUR7omij1aRfzJnunjGaVSpeVtjI7E/EsippnNJLhoWOTHBiKsqktgKLmOVwgN70zqVJF47allaXgdIBsLk/3VJIyp5mA04yiqlR7rAScJrw2mXhWM7rIzTIeq8zKBi8mWSStaLw4EAHBaGw5m5hsWVhGhcvCn19Uy/tX1XBtZ+WcC/jmBQFW1HlZWO6k2W8vhWkXPxh9Z9cgAaexIzsb1W4j2mjb0gqu7azkb9/RQmeti7/e0MD7VtWwbamxW1okPRcSL7Pj+BTP9AT55uNnSuQimFD47q5+cqpOStE4PBwjpailesjZ+G4hc/SHzw+dU7H3wJEJYmmV4XD6nHzGYpNTkRyeTQheifDMDu5+LfE5bxWJerPbXma3+1zIff6pZUPOt+fM4+0O+Y3ceOXKlWSzWQ4fPszvfvc7rFYrFRUVCIIw5zhBEOjt7X1DJ/p2gtdh4n0XN/C9Xf3EMipdI9HSvlUwqRDPqCiFQORbt7TwrZ29VHssvNBnNLComo7dJHHVknLAGG0Wd/giqRx+h4l3LAjQM50kq+VxFvqar15Swf6hGJ/c1EzAaSalGM0v8YxK10jMaI4Rodxp4aol5ZycTFLhsrCnP4IugIbO2kYvh0Zi3LKxkef7wyhqnia/HV3XGQ6l2ba0nK6RBCaPhbZyB5++vIVdPUF29QRLC/XBhMJ3n+5D0yGr6ZyZSbG+xYdJEvE7zFy1pIIjo0aF3JJqF8/2BLGZJO55cQSP1UStz0pa0XjnwgCPn5rB7zAzGs2yttHLyakEqxo8JWfrLw+NIQoQyxhVihlFw2GSODaeoNZrwW6W6Z9J47ebkSUBn93YNzw8YmQTjkWzNPlt3LXbWAd4ujtYyEdMUOYwFuxX1nvI5jR+eWicaEohp+nIAiyrcRlhzn1hTk7EOTERZ12zl5SSp8Jp5shYnHAqx8XNPlbXefh9XwRJhG1LKzgxkaSlzF4Kg76o0cP+oRiXLwzwRPcMwxFj9SDgNLPj+BTbr2knp+WRRJGkomKRjNt5rCYcZgmTJNA7lWQwmEYWBXSMPdGRSAa7WWLfoDFGPj2V5INrajgxkUAH9vSFGYtlsMoi6ZxGucuC2yKzaUGA/mCKT25qZleP0QRkN0t8/NIG/ucvj5HN5xmOpFlc5Sp1Es/eDdzZPYOug5rXcRUu8MVR2lOnje8tqnTgc5gIJhSOjsXpqHLxicua+N6uftYUXhuLLJLV8qUoqRMTCdrK7KUx6ralRqf4zu43Rgom4lmqXJbSaPazvz1JNK0aXeeiSJXLCBQvqpbFUW1K0dA0HVkUaAnYS997KRYqgSwJ5xDqLQvLyGnGB4HZquDsEeNswvNmjR7Pvs/ZP7erlhiq9tnP8e2ALQvL5jih3+zj5zGPebwxvKGdxaampnOI4cuhv7//9T7M2wbFncWP/etO1i6oRdd1Hj81zcVNXioKxolERuP0VIKmgI2hcIa/Lbh7P3P/CWwmiVBKIZZW2dpRxmQsx9IaF+9ZXgXAA10THB+Ps6TaxcY2P//23CCLq9xsaPVx17MDaDqsqHVz5eLy0tI7wDd+10M8qxFJ5bi42ctELMuyGjebFwRKkSOJrMpzfWHWNnp5ri9Mo9/Gokqj5s4si7w4EGE8mqFvJsW/3rSM/UNGYPPiKicHBqNMxrNcv6KKTW0B/uJnXUiigNUk0hKwI4kCiyqdqHn9vI7KSDrHsz0hxmMZMjmNGq+NOp8VRyFG5oGuCa5YXF5osDAuZt/d1U/PVBK/3cTJyQSSIABGHmIsq5LMqiiaTkvAjqLlEUSo91gZjWapdFkYi2Zo9NtYXutGEASyOY3T00kODccIpRQySh67RaS1zEFzwMbpqSS9MykU1TDTVLosfOd9Hfx8/xgnxxMcL5Avv03mokYvnbUunuyeIavqXLOknO7JJLt7g8iSiNMic9eNS0u5k7t6guS0PIqa59RkkkWVDhAEuicSDEfSuKwyVW5rKbroWzt7iaZURqIZoukcnTVuEODgUIR4RuOjl9ShA/95cJz/e91ChiLGGsiBoSg9U0lsJolqj4UVdW5OTiRI5jTW1HtQVJ2ne4zO8MdPBrlxVQ0fuaSuYOwY4JaNTTzfH2Y0nGbvYIR3LTbUvbOdyLoOU/EsQyGDTOq6XnIvFyNn4KX91G88foZTEwk6qg0H8tmmkbN3AovvyeK+3X2Hxo0YHllkVb3nnMfZcXyKRFaldybF325uPm+O52yzy87uGUYjafYORHjX4nJ0CsarRiNaaPbu2GxncjHSafZ5r2t67TE7s8/r1W77ejIMZ+8qvlaH9jzmMY//XnhLcxb/u2A2WXS5XGRVY8RqlSVEQedv39GCrdCHu28gTCStUu4yLtrP9AQ5OZFAzedJZjVymo5JFKjz21hS7aStzMGBoSjBlMLFjV72DUVZ3+LDZzfxyLEpopkcyYyGIEJnjRtV03FYJFrK7Pzu5DSiIFLmMOG1G+HbB4ajhiNWFFhW6+LoaJwz00kS2Rxq3lAf37uyqrQkH0wo3PyzLmRRoLPWhSgIpUw/Na/TP5Pi2s4qTk8lGIsae5YfXFOLSRJIKdo5F/giikSkwWvjdyenyWOYPyRRoNptYe9gBI/VOO8PXVTLP/zuDAG7mYFQmsl4hia/nU1tfnaemsFikvj2ezsA+IfHejg0HOWGFVUMhTPGGLrgwB0JZ5iOK1S6zVyxqJxTEwkOFtTf1jK70VqTy6PpRjj3loVlPNsTYjSWJq3kEXQNh8VijG4dJqbjCr3BJDlVp7nMhsMic/3yKkNNHopgkUTKnCbuOzSJltdYUe/lXR3lbFtayU/2DPOrQ+MsrXYxFEkTSuS4qNHIzzwzk6TGY2UqnqXOa+OTm5s4NBJjZZ2bf3tuiIyqMxBMEU3ncFtlphNZvFYTOT1PNJVD0wUWlNt536oaVta5+eKDp8gqGiZZosprYX2z0fe8/ZHT/K93NPFPTw9wUYOHR45Pk1JUGvw27rxx2ZxMv9nk7eVcrkAp+qQYYwTMiagp3qZI5IoqZlERL7p9Z8e/nE10irc/MBSlbyZFLJNjSbWL1Q1eTk8l+MRlBrl9rjfE0bE4DrNER7WT1Q3eOerf2YaVHcenSvFOZwdpw8uHbKcV7Ry39OsxjVwIWSve7/lMN68Fr9Wh/XpxoZE+85jHPN5eeEsMLv9dcUmLj09tbmFtk5c1DR5GImmCyRx37R4sXaA6qo3u2rZyO+ubfaxv8fHhtXWsqHVjN0nIItjNIolsDq9V5rET0xyfiOO0yOwdjGA3SzzXGyKeVnGYRTKKhtMiEUurDAbTjITTvNAf5hf7x5iKZ5lJZJiIZchpxs7d/sEoB4Yj7D4T4uGjkyiq4YZtK3ciCgLTiSwHhozauWBC4c5nB9jS7ieUzFHntfIX6+pJFWJdJFGgxmsFDNdrpcvC3R9azrWdxsXLYZHY2lFRUodGwmluf/Q0wYTC8/3hUo/wtZ1V/Nmqar64dQEfv7SBx05MY5ZEeqaTLKp08n8e72U4lGb/UISpeMYgdPk8A6G04dxeaMSI2MwSsYzhDn+yO8iaBg/LatxcuaictY1eaj1Wypwm3rmoHJ/DhKrrxDMqeT1PucvMX6yrRxJBEIz6v0q3ha9fu5B6r416rxVBkAmlFDRdJ5XLs7HNR8BuZkG5nY4qF1csLOPwSIzltS4kBDK5PPsGovgdJhwWw6EeT6sEEwq/PjxORtGYiGWocVtIZXMcGI7SPRlnIJjmxHiC0UiW3pkUtz3czc5TM9zyy6NUeyysrHNhN4m4rTLRTI6A3Uw0q1LtsqBoIIpQ5TbI5i2/PEosozKZyOEwS5yeTNBZ4+LvHzmNxSTyxQe7iaZz7OmP8J7OCmq9VjYvCLDj+NSc/uLZo9LZu292s1T6+QKl+rhbNjaxtsnL2ibvOSPBnd0z7OkP80T3DJ217hLBspul0trGbLPF2Xtbxb0/JZ/HZpZoK3cwk1Q4MhpjphBzU6yLvHFVDe0VDhRVL5lNZu8IFnf5dhyfIpLOcXw8cd7HPfscZv99dpXf7Of4WnfnLsTMULzf2XWFrwev1CX9ZhK60o7mUORPZo9wHvOYx0uYJ4uvA0UzwQ0rqnFYZC5p8pLVdG7Z2Mj6Zh8DoTRXLCpjTaMXVdPZMxDmhhXVfGBNDX9/zUIuavRS77NT4bLSVubk4EgMt9VYH3WYJWrcVoJJBY/NxFOng5yZStFS5ihF0zQGbNgsEnkE8jqoGritRvRLStF48NgUfocJi2zk8zUHjP2wCpcFl0Wm0mUhqWgcGIry4JFJPvvbk0zGsuw8HaTCbWYkkuHQSIxNCwLce2CcRr8Nj83IUVQ1nYuavNjMEnc82ct0IsvxcaPqsei2vO3h7jkX87Folga/DadVKrk4f/DcELIkMhrN0FHlxCyLfPodTejAe1dUsb7ZT2uZndYyJ+3lDgCOjydKxoavXtOODtR5rOw4Pm2QklPTHB4xXNJmWeSaJQaBlUWBGo+VareNj61vYCCYxixL2GSRnqkk8bTK3oEIG1r9LKpysqrBg90sUemyUOYwMRrJsrDKic0ss6TaxZmZFJFUjm880ctgOE1/KEWD305nrYvV9R7KneZSt/WVi8tw2UzcdtUCgqkcuiCiannSqo7XLuN1mKhwmrCZRPx2MwdHooiCUOr93tDmp6PayYpaD8mcxtJqF+PxHE6rRGvAwWevaDVG7j47kZRKhdNE91QSsyzxjSf6uKjRQ1bVuWpJOelcniqPFYsssaDC+NCQ03SGQmnayuyA8cHh9kdPGz3OhX7mImksEpjHTkyxs9tQpgJOM1s7KjBJ5/4q2bKwDIdZoqqwogEvGTAULV8y4Zz9vSJB3bKwjBV1bhwmiS+9q5WUorGq3m0QKLuJWzY2ltzBH7mkjoubfbSW288hvvaC2l8kX2PRLOVOE9/a2TfHCFJ8/GBCOa9J5Hwk7/X0KgOvStaK97u1o+KPwvhQJO1rG8/90PDfAX9q7ux5zONsvKYx9O23344gCHziE5/A7/dz++23X9iDCAK33Xbb6z7JtwuKY+g7fvsiNRW+Obt559sRury9jMdOTJHNzW2kmIxl+E3XBIsrnZgkkRV1bo6OGWNikyjis5uIZnLU+2zE0ipnZpJUOM10VDv53ckZblpdw7pmL198sJurCyOf7qkkCysc9M6k8Fgldp0Jc+2yCvwO42IeSirc9nA3mxcEAPjZ/hGyis7KBg8ThTq99S1eXhyM8rVtC/E7zDx1eoYVtW7ufmGk1PdbHB8CRNI59vSHWdfsK1UCFl3Dg+FMaVw3O5vvkWOTPHU6yMVNHp7vj3DFwnKcVkNpOjgUpWc6SUe1k89e0Va6zXd39RPPqExEs0QyOd67oppKt4VERuXR41PkNMP1XOOxcmgkSjRtNLZsbg9weCRGOJljMJzi6kLkTzStMhRKMxxJY5clyt0WFlY4WF7nLhlr9vSHmYhlyes6l7X62XFimgafDatJxCyLyKLAh9fWcveeEQRB4AOrq/inpwf4wpWtPN8X4cnuGS5rMwKoN7UFuPPZAXx2mRf6o8iiUHr+tV4rggAWSSSUytE1EqXRb+f/vGcRu8+EODYep73cwenpJMmchtcq0xyw8+SpGa4o1BsWx9atZQ7MsoCi5kt93S8ORtB1CKcU7u+a5PoVVVS5LaUKvcMjMVKKhiwaTScHh4z91JSi8e5llaWayNl7emc3e7xScPXZ/z6KzSIr6txGxmVhFA2ct+Judt5gjcfKnr4w61p8c465kB3Alxujn/+x0jT5bW/6Tt8r1ei9HObDmv84ML8HOo8/VvxBdhZFUUQQBE6ePEl7ezuieGHCpCAIaNqFfeKKx+N87Wtf4/Dhwxw6dIiZmRn+/u//nu3bt8857qMf/Sg/+clPzrn9woULOXXq1Dlf/+d//mfuvPNO+vv7qamp4aMf/Shf/OIXMZlMF3Re8BJZ/OETB9m2srl0MSxeqIqNFLMvWPcdGuf+rgnKneZSXd3uM0Y3b3uFg1UNHrK5PMfG4/ROJ4mkVQQBltS4WN/so2vEcBWvafDwxKmZUnWeLIk0+KyUOcxIokCFy8x0IsctGxu5a/cgoaTCeCSDzSJxx/Udpd0uBMMk89MXR4mkcrgsMnn0Qi+zTJ3Xxqb2QIkI3/Fkb+m+b93Swo7jU3Mu9tlcHovJuOiPRdPsPBXk+zcupc5nI6VoPNA1wcnJBH+7uZnn+8P8y+4BMrk8TovERy+pLxkOIqkcx8bjHBmN0VFtPPerllSUYk+OjcXwO8zEMxpVbgvVHgsLKhz8/kyIDW1+HGaJR45P0RdMoWs6ZS4LN62pYe9AhMPDMTqqnaRzGpe2+OiZTjEUSjMVz6JoOg0+K5cvLCsRh2IdWTBp9CFLgoBVNlRQj1XG7zDjs8t01npK+5p37xkmmVVpDNhpDtg5NhbHYhK5cXVNyRBSNElE0jme6Qmh5vNsXVyB32m0ofzNL48hFVSzbUsr2TcYYSicJppWaa9w4HeYuXVLC8Ac0lYkN+cjIbMdyomMhtMqceeNy0ofbGbX9X1qlhnLYzNxSZMPkyTM2e+Dc4lXcQewSIpfqdN4drPIbDPJ7NfofH3BRSPJ+Qwlr+dCfb69veJ+7c2X1JdI9svt370eEvdaa/Re73Obx1uPP8Qe6Dzm8VbgQsnia4rOefrppwGjuWX2399MBINBfvCDH7B8+XKuu+46fvjDH77ssTabjaeeeuqcr52Nr3/969x22218/vOf58orr2Tfvn18+ctfZnR0lB/84Aev+Ry3Lq4gXSBSxVaRz/zmBAGnmXBSYSCUZl2TD7tZQlENF+yhkSjXLqukZypFOme4kz96SR0nJ5M83xdmLJpBloz9NJMksKbew6a2APGMyq6eIBta/axp8PBX9x7Fb5Op9tpIZlUy5jzxjMpT3UHKnSYeOT5FR5XTcDfHs/g0E5974CTffM/iUpRHPKMSS+cQBB2PVWIykcPtkECHmaTCilo39x0a5+BwlFja2H+8YnGAb+3spa3cAYUmE5MkksxquArGlk/96hhVHgtferCbWq8ReH1kNIbDInPX7kFu3dLCVDzLf7w4wqXNXo6PJ9jaUcH6Zh937R6go9LJcCjNiTEjGNtiMj6MnJlJ4rGZyKgay2qdjIaz9M2kODIWxW6SGQql6ax147OZcFkkQMAqCeTUvDEGdZtJZo2L8/1dE3hsJiLpHFk1j9sq846FZezpC7P9mnbA2Om6+ZI6vvjgKWrcVj68toYvPtSN1SSh6tA7k6K9wsGR0RjL69zE0yoZNU8ioxJwGDuR/2/3IDqwrsmHzSzx1OkZblpTCxiqlscm0zeTwiwLbFtayb37RrGbJJKKoYoKAqxt8iKJArGsSiSd48tbjU7l4oeTXT1BHBaJWzY28sSpaR48Osnqejff2hnl1i2t2M1S6bX9xMYGPvtAN+tayksXNUXN47Ob8NYbpLdIwuoLRP/kRIy2cic+h+m8O2/w0l6jz2Hi+f5waf+x+FxnI5hQ6BqN0VHpQtdhZZ2bu18Y5uolTXNeo5d7rLP/W8TsGJULIXEvd4yxk2jn8GisRGRfLtbm9cTeFJ/L2WT7lTAfEfPHgbNjkeYxjz81vO3c0MXTEQSBmZkZysvLX1ZZ/PWvf00ikTjPvbyEYDBIXV0dH/nIR/jXf/3X0tf/8R//kS9/+cscO3aMjo6OCzq3orL4nYf2cf+JKLVeK1VuC5IoMB03TAo+uxlFzZdiQu47NM6P9wxjlUU8NpnphMJMMoeWz1PltvDtGzr4+mNn8NpNmCXRGDtWONjY5ufwSIy9/WE0Hep9ViqcFg4NR6l0W7h+heHG3dMfZt9ghGRWRRQEHGaJG9fUMB7NEk7lODoWY1mNi83tZaWO2M/df5LdvSHMksCH1tZyajKJLApG7p/DjNsqk1XzDIXShNM5XGaJjJrnisVlTEQVZEng45c2sHcgMkd1Ggmn+Z+/Oo5JEoilVUQRPDYZu0ni/7u+g4DTzH2Hxtl9JkRfMMXVS8rx2kw8cWqGFXVuZhIKal4nksoxGErz/pXVbFtWyROnZvjdiSkubvLyfF+YvmAagTxWk0xWy/OxdQ2YZIGfvjiC0ywzEc9ikURWN3iZiGVwW2VcFqPm8Ph4nEVVTiySiCDAijoPR0djc8bfxWX9UxMJRAEyuTz1fhvBhEJLmZ32CidPn57h4iYvdX4bLw5EeKE/TCanUeez8b6V1cbPpi+MwyLxuSvbznEWf/PxMyQVjfUtPm5YUc1XHu7mVKHVxyCATaUR/jcf7yGp5EtZllPx7Jxx7OXtZYbBJa2i5vO8p7OqpOwVlaldPUFMksBETOFHf95Z6i8/X3xNUeG7ZWPjHBXvfFmLs5V04BXVlWK9XiqXZ12z97wj5TeKV1Piimp5rdeKz26ao8S+nCu6+Fxnk8s3Q0maHzHPYx7z+K/GW+KGHh0d5c477+SjH/0o27ZtY9u2bdx8883cddddjI+Pv677FAThgrMbLwSPPfYYmUyGm2++ec7Xb775ZnRd57e//e1rvs/fnZjGJImMRbMsrHRyy8YmXBYZr81EpduCLAulZoirllTw4bW1LKt1ccWicq5cVIZFFpHRGY9l+fuHT7OqwcOZ6SRaPk9rmZ1QMsf+QUPV04FEJofdJHF0LEYyp6HmdbIFddIiG9VxFpOImtexWyR+sX+cSFolklbpqHLSM51ib3+En7wwzBcfOMVAKIWaz1PpMuO0yHhsJpbXuqlwWZhJKCyucrG2ycu1nVWsqvMgyyKt5Q66RuNk1TxZNc/dLwyXlrl3HJ/ivkPj7B2IsLWjDLtJYlmti84aN9d1VvH9G5eVnLAAwaRBuqYTOU5MJDBJAvd3TVDmNCGLQqnJ4VeHxnni1DS6rlPhsjAczlDhMmM3i7htZnx2E06zEdmDbph8ElmVpdUu6n1WJAGsJpHj43GqPGa6p+JoOoSTCktrXGxo8/OBNTW0VzpIKgbR+8bvetjZPUMso5JQckTTKn6Hif5giuYyO5++vAWfw8SGNj/TyRyXt5fxt5ubWd9ixNQAKKqOouY5OZkgnMqdY6QAjIxLs8TaRi8PHZ3kry5tYFmNm8WVTpJZrZQLaHRxewDoGomxvtnHUCiN0yLTP5Mim8uz4/gULrNMKJnj2mWVJQIJlAxXX7iyFVXT2bIwwF27B1nf7MNhkUoNMkUTxco6N8/3hblpdTXP988d985W04qk8q7dA6VjXsllm1I0FpQ78DtMbL96AWPRDGsaPSUzypuFVzOc7OyeKamfxZ7sonv35VzR53M8vxmO4j+1FpI3inmTyDzm8fbF6yaLf//3f09bWxuf+tSnuOeee3j00Ud59NFH+clPfsInP/lJWltb+Yd/+Ic381zPQTqdpqqqCkmSqKur43/+z/9JKBSac8yxY8cAWLZs2ZyvV1dXU1ZWVvr+a8Hl7WV4bDLvW1FFqpC9trDSiQ6g61gkkXq/tXQRcFhkPntFGxvb/HSNxvnhB5fhd1qRBRiNZnmhL0y6sLcYz6q4bTKHhqPIkkCVy8LaJh8pRaO13IFJFNHzOg8cmeCHzw+xfyiC1STS6LezoNxOOpdHluDgcBRFyzMYyqDrMBhO8auDhrlgNJLBKonU+22cGI9T7jRxbDyOJECD384Vi8pK7u2/29JiuKklkc4aF6em4rSV20udtUV187ddE+Q0nemEwmUL/HhsMktrXDit8px6tM0LAly/oopLmry0ldtpDdhJK3mWVLvYNxglqWi8o70Ml0XGZZE4PBLjZ/tGOTAc5fBojM5aNxvbAvzrTctoDtjJ63BoOAoCmESBhZVOqj1Wvn/jMv5uSwtqXue6zkoODsewmWRMImwpROqsqHVz+6OnAVhc5eS53hDhtMqhoSgHh6LkVHBbJQZCaWwmiayaZ89AmJV1bvb0hbn5kjrsZomA08z2axayusGLJAgoqsbJCUMhno5n+X1viK8+cnpOR/CBYcPMc9tD3UzFsxwejXHbVQtwWuVzXMKbFwQIp3JUeyzsGQjTWevGahKRROMCKwjgtspUeiz0TKdLBBAoxb2cmkryzesWc3gkRrnTxJ6BMCZJLClkRfx4zzAOs8Q3nug9h8jMJmKGyz1Djcd6XrJz9oV/Z/cMal5nTaOXOp+NW7e0Fv7bco7q+kYIw6uRuC2F3dRbt7Rw1ZKKC3Iy/6F6e+f7gOdinjzPYx5vX7wusvilL32Jr33tawB8+MMf5kc/+hE7duzg0Ucf5Uc/+hF//ud/jq7r5x0fv1lYvnw5d9xxBz/96U957LHH+OhHP8rdd9/NpZdeOmc0HQwGsVgsOByOc+7D7/cTDAZf9jGy2SyxWGzOHwCvQ+by9rJSFVy500TvTBJ0ODGRwGszMZ3Ilfqin+sN8eCRiVLm3c/2jfJnq6qxmWUWVNiRJRFJ1AGBdywIEEwoBFMK/cEU00kFm0nia+9eiN0kUeO1UOuzIUsi+bzRv6zl8zQH7LSVO/nBTcu4pMnPpS0+WgN22ioMNaetzMH1K6qwFCJ0rBaJUxNJyl1m9hdI2rHxBFnV2F0rXrR39QTR8jrDkTQ/3z9GSsnzwkC01Fl71ZKKwl6gBbMscOuW1lL+3uwLYfFC8MyZYKGvWaRrJMbJyQR1PivhdA6/w8yJ8Thdo8aIP+Aw80J/mBq3mZyWx2ESMcsSt121AL/DzGTCcCsPhtPsHQgzHDYU0wavlQeOTPD4yWk2tviZSebY3Bag0W9jVb0HRyEz8Md7hpmMZY3dP7PEqnoPg6E0lW4LVW4LNR4rbRWGQioLMB1XiKdV/uXZQWIZle8/M1DKk0wpGicnEwRcZp7uCVLjteJ3mJFEkVBSoWssVoqhWVnnZiquEErmcFllhsMGwQsmFBQtj0US2NRmuNZTisadzxph2sX31OYFARwWmY9f2liKV1nV4MEsCgwGU/y2a4LHTkyRUjQUNY/DYjzf5/vDrG8x+srXNfnmfK+IYr7m/9rcxEAoxbomX+l7ZytvxZ/1+chOUXn81s5eUop2DjF6OVL3ZhKG8xHPV8pUfDn8oXp75/uA52KePM9jHm9fvOadxb6+PhYuXEhDQwOPPfYYCxYsOO9xp0+f5l3vehejo6N0d3fT3Nz8mk/ulXYWz4f77ruP973vfXz729/m05/+NAB/9Vd/xU9/+lPS6fQ5xy9cuJDm5mYee+yx897f9u3b+epXv3rO1//vb/aydzzL+hYf3RNJnFaJT25q5nu7+olmVbxWQ0ksRYUUWj6qPRb2D8XY0h5AzeuYJIGe6RQ3X1LHvz03VNph+/XB8cJYWsdllQGBGq+FYGHX0SJL3LiqmkdOTDMwneSSFn9hHy3LDSuqSg7j9c0+7u8a58Gjk3z7hg5OTiaZKihd49EsWj5PjcfG1o5yjo3HSSoaTrPEkmoXJycT1LgtjMeytJY7ePLkNHaLxFg0y10Ft3MR52vkmL2PlVY0vrurn44qZ0nNMkkCR8fioENTmY1ne0LoOkwnFEQRllS7ODgcxWGWiGc1TBKIGDFDa5u8AEwnsrw4EKHabeXZ3iCJrIZZElhQ4UQAtLxONKOyoNKBQ5aQJaPf9+RkgrVNXja1BfjMb07gtZu4uMlLz3SKcqeJ8WiW5XVuNrUFePzUNMdG46gFwlzjsWKRRAZCKSJpI95I1XSuWlJBJJ3j972hUiPNZ69o4z8PjPGLQ2Msr3GzvM7N3v4IfTNJGgN2QkmFtnIHnbXugqs5RTKroeV13DYTt25pmbNDWFThzo6q2XF8CkXNIwgCR0djJFUNj0Uu3e/ZFYyzdxOL5qCLm7z8eM8wC8odqHn9DcfHFGsLazwv74x+udu9Wa7SeSfxPOYxj3m8Mv5gO4s/+clPyOfz3HPPPS9LFAHa29v56U9/iqqq3HPPPa/1YV4Xrr/+ehwOBy+88ELpa4FAgEwmQyqVOuf4UCiE3+9/2fv7whe+QDQaLf0ZHh4G4OmeIMmsxvN9YWRJKLVTfO7KNt65sIzPXtEGGDEhipZnbaOXj1/aYOzcOc1sbPPjc5i4YlE5HVVOdp8J0VJmx2GW2NQWYGtHOXaLzPI6F0lFI5PLcWoygZrXsMgSLrOEWZawSCKyJDKdyBJMKpQX9gIf6JrglwfGeOLUNL/vDZPMqPzdb06yvtkwE3xt20LKHGZEUaDKbSGayTEczmCRjAicA8NRUorG/uEoDX4bg6EUm9oD1Hpt/OIvVs0himAoJGePNGcrS9/e2cepiQTHxozw7mLEi5bXSeU0HjwyRZnTzJWLy1jX4uWm1TWsb/Hxg5uWUem2srreg4BIRtUYiaTZNxQpta9cs7SSv9vSwpoGL2YRVtZ5EAW4tNWHLIk0+m30TaeIZ1X6ZlKcLpDwrpEo6ZyGLoCa1zk5keCWjY3U+Wx87so2blhh7OwdGIzSH0wxEcsScJgJJhX+5rJGFlW52NpRzkRMYU2Dh5yWZyyaYXNbAKtJZFGlkx3HpzDLIh9f38BXrm4vtdXIkkgyq/LuZZW0lNk5OBTFJAncfEk9FllEFAWiaSP8esvCMnx2Ex1VTtIFpWx9s28OUby/a4IDw1GcVokvXbUAj8VouDk4FD1HOSx+NCyGpScVjX1DEbY/YphPuqcS+BxG4PX5VJ4LHRO/mvL4Srd7s9S2eaVqHvOYxzzeHLxmsvjcc8+xdOlSLr300lc9dsOGDSxdupTdu3e/rpN7PdB1fU7+Y3FX8ejRo3OOm5iYYGZmhqVLl77sfVksFtxu95w/ABVuCzaTxK2XN+OwyKWRod0ssa7Jxx1P9vLAkQn2DUboGo2RyGp84pfH6JlMcGY6yd0vjHB5exl3PjvAnr4wjxyf4slTM2TVPM+cCeKwyPz1hgbqfXYuavSi5AUEHcySxNIaF9VeKycn4mxs9eG1m6j2WPFYjTiYTW1GEPVAMMUDRybx2mQSiopZFnjmTJBtSys5NBKjym0h4DAjSyJ7ByLEMzmePRMinlVxWiTWNHjY0l5WaMpoMqoLy+zsOD51TsPF7HHnuiZfidAMhVJE0yqqriNLAv3BNHv6jKq0q5ZUsLbJSySVo9ZrIZrO4bDIfHJTM75CkHhbhZMf/nknn768mVqvhQ9fXMe7FpdjkUQ2tQVKjuNv7+zDLIk0lzkYCqdJKXn2DkRY3+JlNJLh0hYPx8bj+OwmltW4sJtFkkqe2x7uxmGWGA6lafDbeOZMsESmis/JIhvvJZ/DRFrR2NDq5/BojFu3tFDutLCk2ondLHFiIkG5w0xfMMXaJiNDsPjzN8sidrPE5gUBVtS66ahycvu2hZyeSvLIsSme7Q1ybCzBoZEYbeUOZFFgMpZFUY2TOTwcZU9/mO/t6iOSyrFnIFwiVIqaJ6/rWGf1cnfWepgpjLSLjw1zR7wGmWspGXO2X9NOucvCx9Y3lF6D2TOHOXV5Fzgm/q8es76Wx583V8xjHvOYx8vjNZPFkydPsnbt2gs+/uKLLz5vSPYfAr/+9a9JpVJccsklpa9t3boVq9XKv//7v8859t///d8RBIHrrrvuNT/OaCSNhs5/Hpo4pyv2zmcHmIxnefzktDEybfTyxMlp4lmVZC5Pe4WDtnJ7qZPXaZW4clEZDX4bK+rcxig2nuWJUzN8/NIGfDaZgEPGYZFxmo39tkg6R4Pfhssqs6bBg67DqckEyYzK93b1oeaNbMeRcJqJWBa/w4KlUMcWTCjsG4zQWetmQbmDljIb71hQRjidwyILHBmNlQjDA0cm+G3XBICxYzga4/e9IT7608M8dnyKW35xlGBCYWf3TOkie+ezA4xG0ty1e4BFlS5kSWBlnfFYqpZnJJphb3+Ebzx+hk1tAe64oYNar40rFpWTUjS+t6u/VOlXxN6BCAG7meFQGodFpq3cUXrNJwuRRUfHYkQzKk6zXAjf9rO3P0Kj38ZzfRGa/TbDQJRRUTVjRF3htFDuNPP9G5dS6baUgqG/+fgZbnvoFD98foiWcjvvW1XNZW1+vnnd4jlK2ROnZoikczzbG6LRb2P/cIwGv6G6KloeSRBYUecuHf98f5hFVU4uafFxaCRmhJ3Hs4VQc50tC8swSQJDoTRlTjNmWTBe21yeyViWxVXuc5QysyzS4LexqsFwTM82Ea1r8b1iNV2xKu+GFdXU+WzcdtUCDo3EiKSMnvPZpPDN6io+GylF475D49x3aPy/lKjNrjKcJ43zmMc85jEXrymUGyASiVBRUXHBx1dUVBCJRF7TY+zYsYNkMkk8bowtT5w4wa9//WsArr76aqanp/ngBz/IBz7wAdra2hAEgWeeeYbvfOc7LFmyhI997GOl+/L7/Xz5y1/mtttuw+/3l0K5t2/fzsc+9rELzlicjZSSp9FhprXcwUAoxTva63no6CRbFpbxicuaSg0YZllka0cFe/sjTCeyLK5yIgrGBdJiF6l0W7hpTS07u2dYVGnUtD16fJrpRJZGv427XxhhaY2b3pkUgiAgCQLlLjMXF3b2Hj0+TUpRmYwr2EwiY7EMsazGkhoXAacZh1lCFkU6a920Vzh4oT/CD58bxiILDAbTbO0oL7WvrKzzsKc/TI3Hyt0vjJDT8oxGstjMYilQO5lV+dmLo6RzGgeGo9R5raXvFZspKpxmHjs+zdYl5eQ0ncloFqUyz6JKJylFYzKePSeoe0Wdm/XNRv1cRs0zHEqzos5deK01ukaiDIXTxLM5WsscOK1G5MvmBQEEAQ4MRknlNBxmQ3kt1sgFnGYmY1muXVbJz/eP4bZK/KZrAq/dhFUW2dDqx2c3cagQSbOrJ8hQKG2MZgciZLQ8z/SEuOd/rCj97Gc326yoc9E1muDzV7Ry74Extl+9gMOjMbK5PF0jhhmq6AaHcwOWv7WzlxtWVtE1muDvCvuIp6eSOCwS/cE0X94awGaWyGl5FFVH143IpPSsfdDNCwKcmEiwqS1QIjzFLvKzcSHBwcVzvHpJRakxpagUv1yV3htBMdMSwQhhP7vCb3YG4h8yk7D4vLO5/GsO257HPOYxjz91vGaDiyiKbN++na985SsXdPxXv/pVbr/99guu+wNoampicHDwvN/r7+/H4/Hwl3/5lxw6dIjJyUk0TaOxsZHrr7+eL37xi3g8nnNu973vfY8777yTgYEBqqqquPnmm/nSl770uur+bvvF78kINjqqnHPq1oqKyzceP0NK0VjT4OX0VIKKguPYazMhCGCWRCRJ4G83N5eClx87McXdLwyTzGjIkoCW1/nXm5bRNRrnPw+OMRrNUOmyYDdLXLWkgpPjcY6MxemfSWOSoMxpRkAgl89T4bIgiwLVHiuapqPpOl0jMbKqhg7oukCj30pTwM6GNn+pwzqR1eidTvLhtbX82/PDDIfTNPhs/O93thJwmnno6CQ7T83QPZ1gSZUTh1nmU4XnAEVTQx/lTsMNntPynJpIYJFFrl9RhVkWiWdU9vSFGQiluevGpSUlqxjDs7N7htOTCRZXuXBYJBYXXuP7Do0Ty6hc2uJnbZOXfYMR1jZ5uWFF9ZxKuOf7w6XQ6KI6mVXz7O2PEE7lqHJb0HSdzlo3g6EUDV4bJycTWGSBtnJnyXhzeirJZCzL/7ikjr9c3zDnffDQ0UlGw2n2D0f55nsW83x/eI4JZfZjb2oLsKvHcNzPNv/854Exdp4O8s6FAd63qmZO5dznfnuSNQ0e6vy2OU0pxbpGh1kuvd+yuXzptdjaUfGq5pDX2nBSJKCv1STySo9zdrh38bWaXSl4tjnlrTKrzNe2zWMe8/jvhLcklPsPhYGBAXRdP++fpqYmfD4fv/nNb+jv7yeVSpHNZjl9+jTf/OY3z0sUAT71qU/R3d1NNptlcHCQ7du3vyaiOBvHRhPcfEkdiprnzHSSm1ZXMxBKs6LWzR1P9lLjseCxmTBJArVeK9OJHN+8bjHrW32sa/EhSQLBpMLnHjhFMKGw4/gUe/sjmCURi0lEFmFBhYN7D4xz1ZIKzLKEnoepuIKi6Tx0dJKspqNqOg6zQD4PPruZazsryOug5DRSisZ4NItFFpmOZxEAURRoCTj4m42NXLe8mrVNXtY1+djZPcOmtgAOs0RnrZt79o7QO50kms6xtslbIrSKmueSZh8fX9/A7dsW8dVtC+eEbacVjZyq4bUZHcZ/dWkDDovMFYvLWdvo5eBQlI0FNa+lzM6/PTc0x6yxZWEZHquM127ixEScE+MJHjwyyW+PTNJabsdhlhEE6BqNoebnfsbJ5vJ8a2cvT3XP8M3HewBK+5uHhg0DyXuWV/LJzU3MJBSOjESJplVOT6dAoDTiLRpvTKJAo9+Gzz73PVJ8HcZjWdYV1LaiWaTGYyntAxbHu8/3h9nTH+b+IxM8eGSitPf3q0PjjEbSPNtrjNOLo8+A08z3/mwpFW5LqUMYjHBtiyyyotZzrvmkkMs4e0evuINX3C8t/vdCdg5n7zYaod5zI3QuBK8UgXP27mTxtZpNzs4emb9VZpX/6j3LecxjHvN4O+J1KYttbW20tbVd0PFnzpyht7f3NSmLb1cUlcXbf/U8R2c0fHYTsiSUlJ6BUIoaj3WOwnQ+lSKYMIjimgY30wmFZFajazSGlgerLLC53c+unjBbF5cxGs2SzhlO2ya/DUkQ6A+lSirjYCjNVCwLgoBZhjqvjWQ2TzSjUO+1EUnnAAEtn6et3MEXZ/ULb1louGn3DUaM+w2myKPT6LMzEcvgdxgjb4dFRlHzc2JYZiOlaOw4PsVDxyZxmCTKXWZWN3jn3ObFAaM+r6PaybIaN/d3TVDltrC5PTDn/ooqayip8NuuSSIpBbMsUeezsaDCQVuZnVROK9XRPd8fRlENda24z9lR5WJdi49Hjk0RTatYZIFFVS5u3dLCHU/2cmQsxnQsS53PxruXVeK0ynMq7R47MUUio9E9laC93IHTKpdUwfsOGcHmK+rc59zufOrmjuNTHByOki30VDf4bfTNpMioeWbiCl+/diF7ByJzlFJ4SVkrOsdf7vV/OSWsePui6n1mOkFW1eec9+z3wdnB2LMjdl6vsvhyCt28ejePecxjHm8PXKiy+LrI4muFIAh/UmTxum89xkULqphJ5Ep5fMX9rgvd6xoJp9n+yGn+1zua+M9DE9T7rDx7JoTLIjEcydAScNA9mSCYVPDZzVzU6GFlvYfNCwI8cybIgcEoWS3PmgYPvzs5zUg4g8cmk1E1HGYTej6P2SSR1/NUuoyA6PPl9GVzefb0hw3VUtUIJhUyap61jT4ubfWh68bF3WExnk+xHSSpqPy+N8w/vNsgO/d3TeCxyoxGs1zfWUla1dg7EOFdi8vZ0OrnCw+eIqfpXN1RjsMikys4dbd2GPuvZ3cOJ7IqD3RNlPqib1xdQ4XLwvJaF1//3RnWN/sYjmSo8VgYjxr7oAYEzLJQyGw0chivXFzOtZ1V2M0SwYTCZ+4/icsi4bbKrKz3lIggvER8u0ZjpLIaE/EsdT4rG1r9bFtaWcrNXNvonZNnWSSIRfJddEQXCZ9ZFlnX5OOu3YNE0zlkSZh7n2eRxSKhKqqLxfu4UIIVTCjctXuQmy+p4/BojHhGpWs0xtrGcwnpKxHBtyuxe7Ux947jxmh79s/29d7fPOYxj3n8qeIPRhZfbpfw1dDY2Pi6bvd2QpEs/p/7XmBakVhW4+aqJXPJztkK4p3PDvCJy5rmjGtTisYnf3UMq8nIJvRYTUQzOd6xIMBjJ6fJ69BWZqc/mGYgmEISYOOCAC1l9lKIciKj8sTpGbYtqeCKReX801N9DIUzpBWNwVAKiyxyaasfiyyyuMpZIkvFxy+GaF/c5OW2h7uNjmirzOGRGKFUDrdN5tIWP7dsbCwR4J3dMzzXG2IkmmEklEYQQBQEPrC6hp3dM8SzGi1ldtxWmeFwhpSisbTGiSgITMazpJQ89T4rjX7bnKDms8nrbKUznM6VRsGSICBLAsmsRiKr4rWbsBSMKsX7K77mf7GunsOjsTlK3+zn/9TpGeLpAoE6S9F7rjdEVs0TSho7jivrPVyxqNCAUhg9r2vyceezA6We4RqPhbFohrZyR4mUbWoLcNfuAW7Z2FQa5e84PkVOywMCJkngqiUVpBXtnONmk+fXQ9bOJoKzSV/x/fqHMq28FXglolva7wQ2tPlfUREtvtavpJyffew8oZzHPObxp4I/GFn874wiWfzhEweRzI7SxUXXmTMyLF5Mbn/UCDoud1m47aqXAswfOjrJaCTN/qEYFzd6+I99Y/gdRgYgUGpy2dQW4DP3nyj0JMvIkkA0oxJMKNR6rYxGMlyxuByHWaJrNEa508wjR6cIpbK0BBxctbSCkxOJOWRo9jkYY8oU0ZTKZCLL9curWNvo5SsPd+OzmxEEjGge4OR4nL/a0MiLgxEU1XCM3vPiCIsrnah5mEkq2GSRmaTCkmoXg+EUTouJ6zor2dDqZ/ujPVzS5OFUofHmY+sb+PGeYT5xWRM2s1Qa4X53V3/JHGSWDYc4wNExo2HGIouYRIGcppPXdZbVuBgMZ7hlYyM2s1Qi4VVuK7ddtYCHjk4WzCcZbt3SOsdZG0oqheBsiX96b8ccs1HXSJRYRmMmoXD9iip0nTnqX/FnaOQ5+ni+L8yqeiPfcHmdu6Q6Ft8Xum7sWhaJcvE9c7ZJpXjfF6L4vZqyJgjG3ubZZPnNNIsUz2O2uvpWKHmvNuY+n2nmfJg97n815Xa+EWYe85jHnxr+qA0ub3cUQ7iL7RiGCSBNVs3PWer/xGVNlLss3HxJ3Zzsti0Ly6jz2fje+5fgd5hZUe/GazOcxZ+7so3N7QG2dlRgKyzb++wmWsrtLK5yEknlKHOakQSBSreFp0/PsKc/TCqncXA4SjKXQ5YkLCaJ3kJbCZwbOrxlYRkOi0RbmYM1jd4SUfzBc0OF/mAFrdBs8tuuCZ7uCfH9ZwYwSSLXdlZR67PxkYvryANVHgvtFQ4cFmOsOxhOYZYkbCaRKxaV8+M9wyyvdfLgkUkULY+uw7/sHuTYWJx/fqa/ZCp4vj9Mo9+Gx2bi2s5KtnZU4LDIXNtZxZe2LiDgMFPntTARy/LJzU2sa/FxZiZFjcfCnoEwO45P4bbKpJQ8t2w0lOzFlQ5+vm8Us0Spp7hI4vpmjNDwiWiGf36mH3gpe/BzVy7AbZUpc5rpGomWSGsRWxaWMZ3IEXCYeeZMiIDTTNdonAa/rRSEXTRlFIlmSjF2LYtmnpczbFyImePVDCQpRTO6y/vD5xz3ZppFiudxdi7jhd7u9XZAv5IR5eVMM+dD8bXY2lHxqsaW+UaYecxjHv9dMa8svgYUlcXvPLiPpwZSbFtawbWdVdzxZC+1Xis+u6m0mzZbZTl7J232TtXmBYHSKBDmjrPPVj3iadWodbO81EUdSuUIJ3M0Buw0Baw8cXKGeFbFbTX2AlM5leU1XjqqnBwdjyMJhnVWEgWW1bpQNR2TJHJiIk7vdIrJeJZ4Jket14rHZmbzAj+/PDCOomnUemy8c5FBMrO5PKcmE0Z+YsFwctPqam7f0UNW1RHQuXpJJWemE8SzGr0zScocZqNz2mPFLAjookBrwM6XrlowxyRSfC2Kr2sxCHvH8SkePjqJ3SJR5bb+/+y9d5idd33m/Xn66XX6jKZp1KttWbaMZQsbG9sYjE1PYZck7BtMQgr7kmyALKkLWcibkIXsRRJICKEFY8DgLnCT5SZbvY2m9zNzen36+8czcxjJkpGFDTKcz3Xpwp455ZlzBp9b3+/vvm/Wt4XYO5IlpEl85IYB7juSYu9IlqAq8Uc3egasd31xH6WajSDAr17eSWtEq58dfN+VXfzDI6McnC7wnss6eO+VK057v5f3Gy+9t2eucR89la4LSRfQznEO8/6jKQzLra+ez2UoOfPsJJz93N35GkjgwtbY58tyY8/LWWn/pOtvrHsbNGjQ4NWnsYZ+FVgSi//PF37IwXmby3uiXNEXPy1j70wDydkMDMsz85ZMDhXD5pMPnqJQswgqEpd2R7miN8aXnpqon2Vbbq64Y2u713yxf4Zs2WRDR5jgouA6MVeibNikyyaiCImAQkCVCSgS0/kqNcsh4pPpiPhYkfAzslBhoWzgAsWaRUfUR9Qvc+O65sV8Roeibp8WOv3sWA7LcbFsh/2TRd55WRuzBYOnR3K4uHQnAlzRE+Xfn52iLazxxvXNfPXZKVwXSoZFIqjSGtJoDqts7ggzmqnWz3YuhV63hFXmSyYfvr7fE4LDWSRRwK+K/O61fTwymH6RCP/U4msYUCQsx+W58Swl3eG/XtnJikSgftYwHpA5MFlk50CCQzNFNEni0hWR07IQz3Wu70yn8vI8wpdyL5/NyHIu7jk0x6ODaeYKOrdvbauvtX+ate355B5eDMLtbEcHfp7X06BBgwa/qDTW0K8i69rCtERUNnaEvdVUQGF9W4jq4qp3KTtwR2+cu16YwbCdemjyUk7f+rYQmiSytTPCXS/M8Ff3DXIyVeLEXIkTqRL/8Mgof/fDYcq6zaOn0lQMm7JuMZfX2d4TA7yJU18ySFiTmC8avP913UT8Mjesa8KvyjSFFDRRIFs2SQZkCjUTTZGI+jxjSM1y2DfhiT5ZFGgKKPQmA6xvC/G5d23its1tbO+NsXMgwWffsQG/IrF3KMuTI9n6FO2FiQIl3eLfn55ioCnA5T1RtvfE+NRta3l8KItlOVRNh5hf4a1bWvEpIvGAQkgRsRf/nvLwiTQHpwr8v3cfrU/UCjWLyWyt/roemMwzna/V19iPDKbZtSrJ9t4YuuVw1wszAGzujLBQMhjJVDg0VUC3XOIBhdF0jWdGczx4bJ7OmI+Hji+QqZjsPrFAUJHQTZtnx3L1urelPMKlHmb4cRbi8vXy6XmE1XoDyIXW4qVLBn96z3GyZQNNEmiLaMBPv7Y939zDl/O9Vwsvt7JGR9RXf94L6ab+edPom27QoMEvCi+77q8BvGlTCy1NRl0IHJ4u0rlYfbfUFb3UOrFUZXb1ysRpK2ltsdP3Ez84SSygMJmtkq9ZbOmMcni64NXYTeTZ1h0DvA/tB497rs0vPTXJxxdXt5euiDCeqdAcUXlmLMf6tjCCAP/261v4291DPHRiAceF5yaKrGzyEdMU+hMBTNtl/2SBqF9hVXOQy3qi6JbDvok8kijUf1bddDg8XUQ3HY7NlXhu3KvW6034uX1rG10xjS8/M826liA/Gkzz6dvX41cl7juSIhGQUSSR2za3cEVvjN/5xiR9ST8j6Spl06EjppCrmFzZF+Wb+2ZPEwcAU7kafU0BPvvICBXTob8pgOvC4HzZM7soIook8sxoDvDq4m7e0IIggGE5GLbLidkSCDC8UMG0XSayVd68qZW3b23na/umkEUBy3bZ1uMZanTT4ZnRHOvbQoxlq9yyoRegHolj2g53bG2vO68/+8gIa8UQjwym6U340RSR8LKjCMu5eUMLmiK+pID83GOjHJ8rM5Ku1ltvzlwnX8h07cyqwSWW/vKydP72fO/3ahJQJT58/coXubeXJrevlXODy4V2wxDToEGD1zKNNfTLYGkNPTgyRmvSa7T48cpMPy1mZnnAM/y49u358Ty647BtRZRjs0UKNa/T2HXBsB129MfZ3hPjd755mGsG4pQNl/dd2cUX9ozTEdV4ejTPh6/r5dsH5vjgNb0AfPaREda1hbxcv6pZX4nfdyTFfzw7xeB8BRHvQ/j3Xt+LC3zv4BwusDIZYGNnGMN0ODlfxrI9kRVQJCQRTi1USJdNWsIqb9rQwuHpIjXLQRIFtnZGYLGb+eR8mRVxX/0s4d0HZrEcB0USuX1LG4eni8wVdSayNVY2BQiqEpIo0J3we33Mpk1Ilerr5YNTBdqjGvMlk+6Yj4dOLHDrxhYUSTztnCLAt56f4eETC+xcGSfkk1El8UXZid87OMv3D6ewbIe3bmnjhrXN/Pe7j1LSbRRJ4O2XtNdX+8+Oe9E9uumgySKXdkcxLIcD0y/OKVyKaNneGzvNTfuTnLPnOpM4ma3y8e+f5PWrk7z9krMbNF5JV+6r6fB9JVfGF2ve40vxWrzmBg0a/HLRWEO/inzk28dIlwyA09fQps3z43kyZa9aDeCOre1s74nxG185wKODaXTbwSeJHJ0tsbIpCMB4psqa1iCXdUdxXfArEr++vYuOqJ+B5gB/8r3jHJoq8M19M1zRG+XvfjTKQsngHx4d4XOPjdKd8NdbRqbzOs0hhU89OIhhe60hiYCEC2zpDKPKIsdmS7RFNNa0BLm0O8qByQLfeH6a58byzBYMb42brlA1HbrjftrCGjesaeKGtc1c0RdnR18c23H5wZEU+ycKzBV13rKplZhPoVSzeHo0RzygoEkSN6xpQjcdOqIapZrFmze2cEVvnEtWRPnQrj5aIxrvf103QUViTYs3oasYNuvaQsyXDO7c2UPIJ9MV96HKIlf0xshVTH7rqm4CqkRAlRjNVKiZNt85OMe9h70J4JlryqAm0x3347hwfK7EkyNZrl6ZIKRJdMR89dvtWpUkqMqsbg4yXaixbzzPXftnMB2XoCqxvSd22jp6e2+sfsRguZv2bM7Z5RV8n354iL0jWZ4dP/1anx7N0RpWCWnSi87qnbkGfyWmay91nT/t+vSVXGG/Fmv4XovX3KBBgwZnozFZfBksTRbf9dkH6W5N1rMTl6Yzjw6mvYmi6XDtQKJudlgyoVi2Q0tEozmkUTO9usDJXI181cSvSPQ3BdAtb5rVHtG47+g83XE/g/MlchWT1oiGIAh8+vZ1fG3fzGnVd0v1gl99dpL/eGaKZEilNxlgW3eMB46lCCjepPP1q5McnCriU8TTGmGeHskxmavy+tVJRtJVLNtlQ3uY43MlDNthc0eER0+lubwnSkCV+dbz03TF/ZR0m9awyprWIF99bpqwJmPYDu0RjdetTDCeqTK0UEG3HFJFnUtXREkEFXoTgfo0a3kQdq5i8sb1Lbi4HJgssL4txKmFCusXg8U//fAQCyWDRFDhsu4Y169pIlM2+NPvn+Cq/jghTUGVhdPy9ZbeH0USGZwv1zMZl7t4l9bGS8aUoCZxYDLPybkygiiwqjnAQHOoXp93PpO4MydrS1PovcNZtnVHmcjWkCWBD+3qq4e2n2liWnqc5c7w850AXuhk75WaNjYmaw0aNGhwcdOYLL6KtIY1bt/cwm9+5QCT2Wo9s3DnygSJoMInbllVD1veM5Th6v44zWGNjR0RwpqMKgmL0TYuH7h6BTXLoTWi0t8UwHJcapbDD47M0xJWGctWWNkUJBHSCGsKN61v5niqzMdvXsXOgQRPDmd5z2Xt7D6xwH1HUtx9YI6a5TCRreKTJd6yuZXPvWsTbVGNqwcSnJgrMVfUMW2XZ8dyPHoqzU3rW9jeG+PNm1oZSVcZXijjuC5j2QpV0+bYbIkHjs+TrZh8//AcDx2bpymo8sJEgbLuuai/8sw0lm0zla+xqjnIjeuaiQcUqqaDZTuUdYtkSCFdNhloDp52Ru6qvjiaLJIuGQRUicH5Mqrk/Wr+aDBNrmIyOF8hoEr17Mo1LaH61OqFyQKvX91EW9THu7d11PP1KmcYjt6yuZWP37yKZEitT32SIZXrVjfxucdGSRX1ujHlpvUtfGhXP6tbQ7xlUysf2tVPPKhw586enziJW/r37x6YZc9Qpn4UYcm4sa0nynzZ5NLuKN0JP59/fKx+35s3tHD1ykQ9fge8Cd1SU8zZzhyeawp4oZO9V2pyuXyy9pOmlS93mtkwjzRo0KDBz46GWLwANnWG+fTuETJlg0/cO0hg8czhscXcwRcmvZq5Y3MlLNclEVT551/dzO/u6qWoW6xqDiKKAiXd4s/vP4VpuUzmdE7OlZgvGgzPl/ErIrrl8uZNrYxlqvhkgd6kn5awRrFmcdcLM3xhzzhBVeKTDw3XHbi3b2lDkyUu6Yri4vLdA7N898As3TE/wwsVLAdaIxqyJMCij2X3iQXmSzpffW6Kk3MlXAQ0WaQn7mehZLC6JUhXzIdu2YRUhaaQyli2RkAVSZUsjs+WkESXku4QDyiEF4O0XRcmc1UkUeDd2zq5pCvG9WuSHJgsANSnTU+OZGmPaiAIxPyeILt5QwtXDyT4i1vXnBZs7lclPnx9P6os1gXnklhf6lGGH0/jUkW9bjg613RruRhbvk5+ZDCNbnkd1gDPj+epmjauS935vjzke0mULf378blS/TVe+nnv3NnLfMms/4xLVYFL9z3b6vL6NU20RrR6NNOZ134uQXihou/VWJ/+JOH6coXtz8Ol3aBBgwa/rDTE4gWQr1hcPZDAdeGPb+inYtgcmCpguS4vTBb4xr5p/nb3MB1RjVzZ5NqBJBXD5ot7J0guBlOvbwvRHNZ486ZWkmEFTRLQbRfTcSgZnuliRdzHj054gmWhZFK1XPaN5fneoTmeGskurqEdfn9XD6fmS+iWgyIKdEQ1qqZD2bD5yrNT3HNojgePz7N/Mo9hO8iiwHimyvq2MDetb+H6NU08N5ZHFkUKuoVfEdnQHubgdBHHdYn4ZD7yhpX85lXdvHVLKzsHEvzbe7ewoy/BNSsT3La5leaQRsTnCUVFFgioEobl4ALtUR9HpotUDQvTdhjPVtk3nq8Lu6v64tx7OEVJt1Bk4bTJXyKoMtAU4GPfP8FousJndg/z3YOzPDuWo1Tzsin/c980+ycLzBd1PrN7uC7gzjWNg9MnU1f1xZnOe5WB5xJIf/+jYQ5PF/n4PScWG0tG62JlSZTt6I2fNsn89e2dLBSNetQReMJ4yTEfWBS+S6Hj5+KlxNtLCcKL6czcUrTQjt74Wb//coVto02lQYMGDX52NM4svgzO1Q2tm069OcSyXU6kygRVid6kj+5EoN4FnCrqTGSrbO70uoOrhs3f7h7Gclw2tIcWJ1gC4KLKIrrpcPf+GcayNaJ+iaagl7mHAKuag2zujFAxbEYzFcq6DQJMZmuMZSpc1h0jXzEJqBIl3aIt4gnIom5h2S4l3SIZ0vjnX90MePl+//DoCKbt0t8UIB5QODBZqPdULz8/95/7ptl9Ms3OlXESQZVdq5J89pER5ksGk7kan3/XRrrifr727BQ/OJpCRGCuoAPQHFKZyFZpDau8+/LOugP5P5+fJle1uGxFlI/evIqqYfO5x0bpifv55gszKBIUaw7vuLSNiUyVsWwNURComTZl016sQrTY0Reri6+XaghZfgZw+fu31Pyy+8QCl3RF6qHoDx6f597DKXatTjKd13nflV3snyqcNax7ScSc2VO99NzLr+uVDpm+WEOrXyu9yhfr69egQYMGrwbne2axkbN4Ady0rgXZF6x/6N93JIUsCWzpinDtQJI/+u4xtnVHaQl74k43nXqt33u2dQKeGHniVIY9QxlEUcB2XXatTp72QVoxbB487oVIhzWZ69ckOTJTQhY9U8SSSeOWDb2LtXMu4+kqqiSwfzLP27a2cWCyyI7+OBOZGpmKTtW0EXDJVi3+4tbVpz2P47h8YGdPXQTdtL6F7x2c46mRHPvG8nzgmh6+uHeCvSNZClWL8WyVK/tiaIrI5sVw8ZAq8cRQhqDm/Wp1xXwMNHmvVbpsYNoOiiyQNywOTBbqZ/O6En78JYP+5gA/PLnA8+N55go6z43nWNkUYCxT5U0bm3l6NEcioGA5DsmAwni2yh1bWuiKB7h2IMlDx+d5ZjTHjt54/b3JVgweO5Vh50CCREDFsB0KVQvHrfKebZ3cdyTFdL4GeLV8iiSSq5h86alJOqI+Pv/4KHfu7CXsk9FNB1US2T9VeJHoWZ5JuPvEApf3RHluvFDvqYYfT/uWeCWz+JaL4Ist2+/nkdd4ITSyERs0aNDgxTTW0BfI8hXfclNCMqTy2Xd4k7Wb1nu5gBXDa2FZmuEufSDNFGoIIvgUgdDi+buKYXs1fi/MUDVsblzbzObOMH/1ljWcWqgwnq2i2059jblk0rhjaztBTeKagQSuKxD3Kzw/UeBTb13HTF5nJF1hoWQwka0xvOAJyrsPpqgYNn9530n+8bExnhjK8NtfP8RsvsYnHxhkOlflP56b5IlTCzx4PMVvf+0QLWGVzR0R+psCbGoPM53T2doZYdeqJAKQqZi8MFEgVzHRFJGrVyYIqhKZiuFNP12X7rifrR1RyrrN9w56EUPrWkNYjovruuimw2/sWIFuOdywpolEUOHdl3WQr1pEfQpHZ0sUqhYHp4uYlsO+8SLKoiHmoeMLpIo6f/SdY/Ug7X9/Zoqh+QpfeXqKuw/OcniqiCwJbO788d+i+pIBOqI+SjWLZ0ezKJLInTt76k0iS+ceb97Qcl5r36v64syXTD5129q60/lsvJLr1J+0ev9ZcC7jycW0En8pGuvtBg0aNHgxjTX0y2BpDT05OYnsC562rqoYNt89MMuxuRK/tywKZWntuGS+WPog+uHJBbZ2RvjnJ8dZ2xrihrXN9eiWpdYXTRLRLa8q0HXhW/tnsG0XvyJx0/pmbtvSVn/u+46kMCwHQRB4YSLPWLZKT8LP9p4YxmIziywKTGSr6JZDUJX527et58mRLF97boqxdLV+fRXDpiPqI181CWsyE7kqoiCQCKhc3hPlkhVRAL75/DTTeZ1rBxJcsiLKP+0Zp1SzuLI/TlCVWNsW4sa1zXxm9zDPjueo6BZdMT+9yQAVw+LgVJGtK6L4FZGjM0VcIFM2+fXtnXQl/PXXaem1C2oS+8bzDM+X6U4EsFyXozNFNndG2Nju9Us3hxTuP7rATeuaaFmsystUTB4fzBAPKqSK+qIr2QtRf3IkW28GUWWvDSZXMWkOa3z85lWkSwaff3yMO3f2vKToO5Ofx9r1Yoiqea2smxs0aNCgwfmvoRti8WWwXCw+NFTm2bEc23u9PLx7Ds3xjX3T6KZDNCDz2XdsBKi3dCzlGbouXNEb44t7J/iVbR189blpPnhN72miZQndctg3nveEV2uI5yfypIoGhm3TFfOzoz+OIomUahY/OJKiPaIR8ct0RH08MZShZjp0xXzs6I+jyl4P9Rf2jDPQFCCoyVzRG+MLe8Zpj6h8//A8sgS5skkypGHYDtetSnBgqkRTSGWuoNMcVon4JAaaQyiSwFeenaJm2mzr9sTsE0MLiKLIVX0JbNdlOl9Dk0TCPpkDkwV8ikTVtLEX44FUWQAEruyN0Z/08+VnvH7pqunwL7+25UWCe0dvnL9/ZISK6ZlSblrfUhfdX3pqsn6O0Pt376yhX5Xqon5p0qjJYj2+x3VBEKjnMi4Xh35VelG+4bmaV87k1RJuF/uZuotBsDZo0KBBg/OjIRZfBZbE4gf++UfUBB8nUyXec1kHb7+0g+8emGX/ZIGZQo2r+uN0xf24LuwZymA7LhG/1/Ky9GFa1m1qlsOKuI98xQIgGVIJqRLv29HFl56apGrapEsm23oizBYMZBG64n5+dDJNX8Kr6TswWcB1YSJXpTvuZ11biOGFCl1xH7uPp5FFgTdtbOG2LW18/PsneOJUhv5kgFs2tpwWIh7zyxyaLlA1vEDtgRavUUY3HQ5MFdjaFSHkk1nbEuQv7z9Fa1ijK67x/ESBREDl2bEslu0iSQKXdUc5mSph2V6Y9Vi2iiwKzOZ1ArJAyXIIqyJl06UlrBBSFWYKOl0xjaGFKpetiPL6NUnu2NpeF0dX9cX53GOjtIRU5stmfSq4XAQuF+5L0y3ddOrfu3bAM+KsbAoQ8sm4LvVp6tmmYGdWOZ42+QWuHkj8zKdnjcndLx8X+18QGjRo8NqlEcr9KjKYKvP8RI6SbnMyVea7B2b5yrNT6LbDLRtamcnXKNYsruqLe53Bkki6bPD8RJ6g5p1nKxs2N69vQrdc5hfr9Z4ZzTE4X+ZD/3mE+46meGoki+U4vDBRYDhdoWI4TGZrdCf8XNYTrQdXy4sdy9pilZ9uOYwuVBadz94K+q/uO8meoQyW41DQLeJBhU+8aTWJoMLO/jibO8JIgoAsCswVDVbEvQq8Y3Pe4x2bLXHd6ia++tw0hZrJ3pEMe0dyWI7LaLqM7YIsiQRVmWMzZQpVG1H0PugGmoLM5nUs16VkOsgC5GoOl62IEPWr5KoWjuNwZKbEpvYwuaqJYTnc9cIMn3xgkFRR5/OPj9EZ8zFfNvnw9f08Mphmz1CGbz0/zT2H59AtB8NyuefQHJd0RU6PaRHAsBw+99goZcPm6FwJVRbZtSrJqfkyxapFumS86Kzd8kidpeczbade8bcUlfPTBkO/nIDpi/FMXSMg+9WlkSnZoEGDnzcNsXgBrGkNsr0nTnfcx8aOCMfmSvhViULVRJEEdMvlwFSBvaNZ7tjazqXdUWYKOi9M5DEsL6R7XXuI2YLBp25by69e3kF/U4DtvTFWtwQJqzKiIGDbLm9c18INa5vpivoIqBIf2tVXN9PsWpUkqHmTSE0S6Yr5kESBrV0RNnZGWN0SRFO8VeujpzLgOCiSyK0bW9BNh0RQZdPi9Q8tVFjdGsJxvRif58by6JZDT8JPUbdpCil88BuHaAoqZMoWqiQyma0yna8xmauB69Ie0VjXFqI5rNIZ1UgEFJrDKps6w/QkA2iyiKaIWC4IuIxmaqxuCXLrxmZqtjd9nS7o3LC2iaOzJfYOZ6maXhtNW1jl0cEMTUGZTz54ipJugeA1vAQViVzV5OhMgVRR55/2jFPWLR49la6bj1wXCjULTRLZ3uMJvSXxuG8yz3+/+yiPDqa5/2iqLn4eGUzTmwiwdzTrvfECqLJYNy49stgu89N+iL8cMfBSRpGfl2j7RRYzF4MQvhj/gtCgQYNfLhpi8QLYuiLKn7xxgPdc3slbNrfye7v62NjumVSu6I0hiQKuC8WqRcWwuXlDC5okYNgu9x6ZY9eqJFGfTHfCz6On0sSDKm/d0sa27iiXdkfpbQoQVCW29UQZy1a5cV0z165O8kc3DtTr6XafWKiLma/tm0G3HB47laFQs/j6c9Nsag9RqFns6I+RqRi4LjiCwJqWEEPzFb5zYJb7j3qmmMl8jbaIxnxRpyPqI+ST2dHvVfC1RjQ+ccsqdh9Pky4b/NvTk8gStEV8XNYdpVSzEEWBmuViuy5F3eKTt61lY2cU14XRdJW9iw0tjuOSDKqsTAbpiPm5fUsrvYkAiaBGf8JPxbBRZYGhhQo9CT8hn8SO/jhrWkJ85+Acs4Ua39g3y7GZEo8MptneE+Mvbl1DW9THjeuaPdfySK5em7jUFHPrxtZ6C4sseb3RT45k6Yz5CGkSQUUi6lPqWZBL4mep+u+61U2nOd7P9v2fhldKDPy8RJsXuF05Z+D2a5mLQQi/VpzkDRo0+MWlIRYvgKdHsjx6Kl0XbX5V4rLuGBXT5uPfP8FwusJEpsqBqUL9Q6Yr5keRBJJBlb2jWT58/cp6IPTuEwt896C3Sv3eoTm64ho7VyYpGw5BVeQj3znGjt543YDxu988zFSuiiCAIgmUahauCzesbWJowet+fv/XDnkTwvE8H9zZTTygcM1Akr96yxqCmkRr1HMKq7JIW0TjvqMpZgo1TqTK2I5La0TjpvUtXLe6iS/sGactojKd1xEA3XLpSfgJ+xSu6I0T9yv0Jf3ULIf1bUE+/v0TdMd9XL+2iaAq8cc3rCTqk7i8J0Y8oPB/3rWR7/325fzK5V3EgwqKJIAgILoOJ1MVnhzKoIgiv3ttH64L+ycLBBWRppDKps4QqZKOhMB3Dszx+KkMH76+n50rE9x3dJ4tnSE02ctJbI/8uEZv16ok2YpJe1Sri+SgKrGpI8L7X9dN1C9zw9omXJd6A8v2nphX8WfYp31gL4m7pddn94mFF02ezmcitXQb4BURAz+vCZTXSrNsAvsLRGOq16BBgwYNg8vLYsng8l//cTfxaKTeoLLkqj04VSBfs0iVdPoTAS7tjnLT+hbuO5Ji73AWnyLWv7YUefPJB0/x7FiOkCpj2g5tUY3JbI14QGFjR5C7XpjFReB1KxPsXJngnkNzKJJAqmjw7ss6ODZX4vhsCVEUCKkSQU3msVNpZEGgZXEtnCoaVAybsE/i07ev55HBtBeOLXnn9j7/+ChBVeI/np0CvMzHf/nVzXz5mSlKus2RmSIVwyLml0kVDWJ+hU0dYQZagszkdVbEfXz7wAw+SSJdMVFEgaawRkj1JoNLjSr3H03hup6LOFM2+J8/OMn/uHElB6aKpIo1/u8TEzguSAJcsiJCXzLAfMngwGSBgCqxpSvC4ekiNdP2Mhf9ErIk0hH10RxSGU5XCGsKt25sIVc1mc7rfPj6fgA+/fBQ3Rwz0BzgwGSh7oo+NV9Gt5z6vy+ZR/783pMslIx6jM7ZWG6CWd7dfNcLM6eZbs5139eiWeVMw0XDAd2gQYMGr00aDS6vIhGfRHfCjyBAUJPYP1mgJ+FnS9ePX+glQbiELAlc2h09TTjcd8Q7H7elM4JPEfm1yzv55IND+FWJmYLO0EIFFwHD8laqsiBQM2yylkNfMsC+iTyaJNLfFODwTIGwJpEuG4R9MpbtEvXLyJJAe1Tj4FQBWYDPPjJSF0j5qsV3D85yzUCCPUNZLumKsm88T9Qv8YffPopuulRNG00WiGgKtuMiCpAqGjw1msOnSFyyIso3n59mNm9gO9AcVlEkAU0S2NIZ5tHBDF0xH1s7I+yfLFCoWTw/nmf/VJ6q6fB73zpKPKAgCQKb20Mcmi7RHFSI+BQWSgYHpwpYtgOIyKLAyqYAB6YKdCd86Obi6rtm4zgGqiTSEdW4ojdWj9LZfWIBw3LqYdV37uzhb3cPM5qu0JMIENS8PMgDUwXWtYXqNYsVw+aD1/TyD4+OeB3ci9PF5VQMm1LN4omhDFf0xl7c+iG89O/RS7WaXMwO2DNbTs5spWnQoEGDBr9YNNbQF8Da1jBB1at+2z9ZoCOqMZ3XuWl9S938AD9eM17RGyOoSVw7kHzRY8mSwPbeGB+5YYBjc2U+9dZ1dMe9JpEN7SH6E34SQYX//VZvfdwc0Yj6FTZ2eBPDsmGjySJvXNfM0EKFeEChI6IRDyjctK6Zq1cmeP9VKwDIVE1WxH3EgwprW0MMzpeZKRjcfWCWppCKabv0NvkpVB2uGYgjibC5M4KmyLRHNCqGU9c/rgvj2SqlmkVJtxEFcIFizeRtW9v427dtYLZoMpouc3yuxCfuPUlFtzkxV2LfpGeeWRJgc0WdmmGRrVqsbgnQFNGYLegcnCrQHFQJ+WVkUeQ9l7VTNmzWtQZZKBlEAjJvv6SNjR0h/uota+hLBBhJV/iHR0cp6xb/tGesfrawNaLVXdTDmQq5msVErophueB6Aeg3rG32qv6qJp/ZPVQ/XmA5bn2dvXy9vPvEAgemCiSDKvMl8zTRt/yM49L9lpp5llbTZ55FO/Oxf95n5c5FYzXboEGDBr9cNNbQL4OlNfTNn7qXvvYkk7kazSGVRFCtryCXrxZdF3IVk9FMhd5E4EXrxqUA6Pdd2cUX907QElaZyesMpyuUdZuYX+ZNi0HQSx/OH/zGIYo1m4hPIhFQmSnU6E14ho7hdAVZ8GJ0VrUEGM/W+G+v6+Z//uAko2kvSmd1c4jbt7axa5XXo3x4usjq1hAhTUI3Hb7y7BR+RSLsk0gGVWYLOgslg2zFQBS9Fpd1bSGOzpYIqRLionqcyevkqhaK5AnML/76Vv7ku8d5ZiyLIoqsbg0xV6iRqZiYtkO+atGbDOBXJBZKnugNqBKJoMJAU8DLQDRtgqrEVL6GJovMFnSuGYjzrRfmEPCmulf1x7msO8YlXRE+8PVDKJJIQJURcLlhXbP3c1kOuN75zFLN4oHj84gItEU1gqqIbnn/F7h6IMF1q5v4zO4hOqK++vp8+Yp1+fu7tFqHF0+Sz+SeQ3PsGcrUn+dcuY7LH/tnsdq9mCeYPy8ar0mDBg1+WWjkLL6KmLYX5+I4LkFV4s6dPdx3JMXXnp0iWzY4Pluq5yzGgwp37uw96yTmkcH04gRsnM6Yj+fG8pR1m6agJ0D/9+3ruaI3xkPHF/jRiTT/+fw0LSENUYCq4eAKLpIosCLhI1XSKVQtMhWTwzMFHj+VJVXUee+X97OhPYhfFUkEVEzH5dnxHHtHs7x7Wyd/cF0/o+kK23tiqLLIuy5tZ2NHiL+4dQ1RvxdqXTIswpoXYn3rxmZ29MWJ+WUsx2E0U8GyXS7pjhLWBERRIB5QSJcMBKAlpJEMquwbz3EyVaas22QrFqoskKmYtIRVJAlc10YA1rQE+ZObVvHRm1dx/dom/uC6fm5c24xhOVwzkOB7B+fRZC9bcnNnGMNymcpV+Z1vHKYtrOG4cMOaZN3p7Lrwg8Mp7jk0x+NDGe46MENLWOPWTS3sWp3kQ7v62doVQRIEMiWD+46kvPcr4P3swGkmluvXNBFcFNYAd2xtrx8tWJoKns3ccv2apno+47kmcksTux29cXaf+OmF4vmYbC7mCebPi8Zr0qBBgwan0xCLF8DqliBNIZVs1WR1S5AHj83zxb0T3LV/hn/ZO8HgfJl7D6d46Pg8rgv+c0RflHSLQ9NF2iIa45kKmztDHJ0tYjkOEZ/M3zw0xJ987zjT+SpPDGX4+r5pbNfFsB1022HfWIGYX+G58QIffeMAO/pjJAIKpu2dHZwtGKxsCnB0tsK//fol/Mq2DhRRwHUFdvTGSZcMfuMrB5jO1/jo945z94FZVNlzIX/hiTGaggpl06QtrKHK3nnAZ8fyZCoG6bLBVK6GYbqkyoZX6+dXSQRUyobFrf/4DIdmPMNPMqQSVL1JZdgn0dvkw6dIvOvSNjRFZF1biIhf5ZIVEf7oxgGqhs2nHx5ia2eEzz02SsW0uXVTK2XDIR6UyVZsEiGFXMWiO+7jufE8169N4goC/+edGwj5ZLb3xuor4PaIRn9TgHzVpDWkMZqucsPaZm7d2OpdmyZjuy4PHV/g2TFPSCuSWDdu7D6xQKqo85ndwwCnfW+J5QLjbGIjoEp1YXkuAbi0ll6qfnwpsZIuGfz5vSdJl4xz3uZ8RE9jpfxiGq9JgwYNGpxOQyxeAJd0R5ktGJR0i6OzJR44Po+miCyUTZJBlYph0RbRODZbIlcxuf9oirtemOFrz06ddmZtaKFCQJH4wZEUJ+bK/MdzM2SrJo+fyvL4UJo9w16/s2VDZ8yb0G3rjvLp29dhOQ4b2kPkqxYhTeLfn5nkIzcMcNOGZiQRJNETTt2JAJ+4ZRVPjmQ5tVChZjkcni7w0PEFPvKdY/XVt+W46KbD8bkSn3tslKNzJf7tqUkMCwzb5Q1rm8hVLEKazKMnM1QMG0kEQYTOiMbWrghrW0O0hr2fu2I4jKZr5CoGJ1Ml1reH8Csit21uwydJ+BWJoCqzvSeGJkmsafUib6qGzUe+c4yJbJX/8uX9xAMKE9kqrgvvuaydbMUiEZCwbNjWE2W+bPKp29bR1xTks+/YwAuThcW8RpGAKnHzhhZ29Me5ZEWUv7h1Dbbr0hHV+O/fPkq65LnEDctha1eEN21sZWtXBN106lPh61Y3cVVfnCdOZUiXDe4/mjpNTCxN75bf/kLExvIp4Pnc/3OPjbKweIzhXJzP45wrw+9iCKP+edHINWzQoEGD02mIxQtg16okvUk/IU3GBa7sjRHzyfza5R2sbwvxjks62NEf50O7+jy39ESevcNZ7l3sMP7hSW+lua4thF+VCCiLLmZNwljsadZECPtkFEngbVtbifoVmkIqx2ZL7BnKElJl/KqE7bgcny1RqHmTrpAm0xRUsR2X/VMFPn7zKl6Y9JpNbNslqIqsbglybLbI5T1RDMsh6pfZ3BlCtz2X9a9s66BmOoR8EpIIb9nUytGZEhs7QswXddIVA78ieQHemsQb1jVz25Y2EkGFa1Yl2NYdJ+yXaI0odMUDhFWJ5ycKlAybvSM5/KqETxb51v5ZdMupu7Wjfok/+s4xtnZFGF6o0N8U4MBUkTUtIZ4dy/Hn9w2SCCiEfCr/+O6NtIQ1BpoCPHhsvr4W9gKif1z1F1C9VbT3uqdxXDg1X2YyV+Ozj4x4sUYjWY7NFnnL5lYUSeTZsRyPnkrXBcOTI1mSIbU+xVsuJpamd3tHs/V1Nbz83MTlU8DzESsfvKaX5rDGnTt7znmbgCqdMwfy5VxPgwYNGjT45aYhFi8AvyKxvSfGlq4Il3RF6Ir7edPGVjRZQlMkRFFAlUX8qsTh6SIdMR8hn8QNa5vRZIG1LUF+95uHWSgZSCJ0xnx0RP20hDVetzJBX1OQa1c3s6E9THvMR65ms2sgyWCqTL5m8cipNJbjcmKuTM2yvQgf1TtHd0VvzOuJlkTWtgT583tPcklXhOl8jf7mALdtaWPnQIL+ZICZvE5TSGM6V+O+o2n6mwIcmyvxtX3T9MT9FGs2yYAXhRPyyWTKFpmqxXxRp2o6KKKEIkncfWCGTNlgfVuYeEDhAzu7aQqovGFNE1XTAjzXd8Wwubw7QmLRONMUVDgyXeTh4wt0RjS+9twMkih4TTHv3Up3IsCnblvrta8I0B7xEVQlbtvcyheeGGPfeJ6nx3J8+ZlJ7to/w/1HU4sB0f7TAqINy2EqV+Ph4/P4FBHDckkGFda1hQGYK+hUDOfHwkig3jO9NOnb1h2lvynwIkf78und8nX1yw3pfrnTyGRI5eM3ryIZUl/ydhcq+hqr2AYNGjRosETDDf0yWHJDT05OIvuCp7lVl86w7eiN8+ipdD1WZyzrOaEv74lh2A4HJgtM53UqhoVuOfQmA5R0i7+4dQ1PDHkTrg/t6sOvSqc5bb97cJZ7Ds3Snwzx2zu7+b+Pj1MxvcgaSRSQBIH2qMru42l6kwF8ishcUaes26xvD/FbV3XXQ7C/+tw02YrJQsnABcbSVVojGkFVoivu4wM7e/jA1w+RLptE/d6q+NhsifFMFUmEqukQ0iS298bYM5SlJaxhOw4+RaJiWiT8GiGfxGCqTH9TgKH5ComgQrFmUbMcDMtGt1zaIz7eeWk7L0wVeGY0hyoLgMCHdvXWw8zBm+TuHc2yozfO3tEsz4xkOT5XRpYEFFFktlgjHlB556Xt3LS+5bTswt0nFijVLA5MFVjfFuKxoQxbOsMslEw2d0bqrvBjs6X66/7Dkwv1rMUlB/v5BGhXDJvP7B6mI6rRGtFOu93PK4C7EZjdoEGDBg3Oxfm6oRti8WVwpli870gKw/5xLMvNGzxDxacfHiJTMXlhPI+miHRGfVzRF+MHh1P0JQOkyya26yIJAi4uHVEfu1Yn61E7QU1CkUSu6ovz5EiW69c0cd/iCnupEeRP7znO8bkyQVWiNaKRqxo8PeI9X39TgLdf0k6xZvHAsXn6EgEkSSBXMSnqFsmASqqk0xrW2NQRZmihgm45jGWqtEU0EkGV91zWzl8/cIpdq5Jc1R/n1798AFX0zDotYR9vWNuEbtrc9cIsogQBReLUfAVZFEiGFTojPrZ1R/nBkXn8iogmi6TLJoWqSdlwEAVoi2hs7owwlqnQElYZWqiytjXEH1zXxxf3TjBfNDg5XyIRUOlPBvjANT28MFmgL+HjT+45wS3rWxjP1qiaNlG/zEduGACoi0yg3rCjymJdQC6JwaWWl/VtodOE4dL9lousdMngs4+MsLY1xG1b2s56xm/3iQWu6ovXhe3Se/fTtpw0olwaNGjQoMGrQUMsvgosF4uPjlXZM5RhKlcDoDPu4+qVCXTTYe9wlvmSgV8RODlf4bNvX89nfjhCtmJSqFm8cV0TDx5L86aNTeSrNiubgxyZLmI5Lj5ZZGNHmIpps3c4y7Zuz8Rx584eHjq+wMGpAps6wpi2wwPH5umK+dnQEeb/Pj5KWXdwga1dYb78Xy45bdIVVCUG5yu0RVQeG8xww9omQj65Xr+3dHYvXTa4emXCi46xHA5NFRhJV5kr6Niuy2/uWMGbNrbyyGCau/fPkirqXNodRRIEjswVmMsbvGdbO3MFk+F0hWzFxAUu745h2g4Hpgr4VZHxTJWIT8a2XQKaTMwvk69ZxP0KKxIBJhaDs3MVg7LuIIrQHFSQJC8CKBaQmczWuHlDM/Mls55zedcLM17IeFglqsls6YqcNQPxzNfm2GyJtW0hbtv8YiEIPzkn8czJ4cuZJP4kMfharQVs0KBBgwYXN426v1eR+46meMPGbkzb8RpA8PR2sWbxwkSByVyVnkSAuaLOutYQdx9MsWsgyZeemmRNa5AHjy3Qm/Dz2Kkc//Krm/n7R0Z4ciSD40DE770lsuS5ffcO5zBshx8cSfHDkwtMZaucTJWomQ5hn4xuO5yYLXFJV4TDM0U6o34+8oZ+/vzek/zGjhUMNAU4Plfi/a/rJqjJZMoGtutyYLpIumRw5WJN3c0bWjBth6dGs9z1wgzr20JMFXTSJYN8xUCWpHpkzOcfHyNfNZkr1ijWbHoSPmJ+lQNTBVrDGg8eSxPUJARBYGtXFFmE3qSPR09lWNUSZHihgk8WKes2Li5BTaYnGWBkvkyuamIulBjP1LiiN8Zw2qVq6NgOzJe8NpaoT6ZiOHTFNB4/laEr5ue7B2a5bUsb4E0sM2WDTe3huiv6TAKL+Ziff3yUgeYguuUJ2bBPPqsgu35NE6b949zFs31/6RjCkjt6yfTykzizPu9MruqL8/nHx7hlcXLdoEGDBg0a/CxpGFwugHzF4tFTaRRJ5Ia1TbjA/UfneXo0x/B8mVPzXlvKzoEEk7kat29uYShdYXNnmKm8zpqWEPNlk5vWN7F3NMvKpgBBVSbkk3Bdl6JuYTkwk6/RFFLJlE12H58n5ldQJNFrPNEthhfKHJstMpat4ldlfnNHNwMtQf76gSH2T+a58xuH2DeRJ69b/M43DjOVq3IyVSZfNTkyXaSkWzw3UaiHQB+cKrJnKMtUXufQdJGeuB9ZhPaYD8d16W/y89xEgTt39hBUJUDAwWXPUI6nx3JkKzoTuSqy6FKoWaxMBvh/39CPKovsPpmmatpMZGt0xTRsF6J+GQGBoCbjk0X6moPEAjKlmhfLM5wu83/fvZk3rm9mS2eYgZYgAVWiK+5nRdxHtmqRLpk8OZzl7gOzfOibh9nSGSaoSly7KokiCjwzmmMyW31R1V7FsPn7R0ZIl032TxSQBIGtndG62Ft+u3sOzQG8ZE7imRmJe0ez5+2I/klmkrOZdl7r/DJH8zRo0KDBa42GWLwAYkG5fr7w84+P8r2Dc0zlamTLJhXLQpEEJrJVxtIVehJ+/u6RMXoSfiqmw0BzgKJh8SvbOmgJaxSrFifnymzsCLNtRZRNHRGKukXZsBlMVZjMVKhZNlf2xbi0K0JrROOv3rwaVxAIazKOA/NFnVRR50SqzNGZEhO5GtM5nY6Ij3TZYL5ggADfP5SiZjoEVZmYTyagSHzillU8eHyeb+ybRrdsfIqILIBuOaxrC7G+PYJpu1zeE0MURT5121r8qsTKpgCGbRPWZLriPvJVEwQRvyxhuyIbOsJc1hPlkcE0hZpFT9zPhrYw/+edGzBsL+tQlSV6E36qpk2+5rmmJUHk5g3NqLKEJss8MZTlk29dx7//10v4X29ZQzygYtoO2YqJInrP0xXXKOk2uarFXz9wikzF5F/2TvC1fdMcnSnx8e+f8MK2R7J8ZvdQfe1b0W0GU2UmclV0x2FwvsQjg+nT3MMv1018SVeERwfTbO2MnLcg+klROa+WM/lCBNsrJfIa0TwNGjRo8NqhIRYvANf1HLrxoML7rlyBIokkAjJdcT93bGknEVR5x6Ud/N7r+2kOa3zillW0RjQ+ddtarhlIcPuWNt6yuQ1FEjkwVUC3HaJ+hT+8fiXXrk7yF7euIV81cRyXvG6jSSLPjOU5tVAhrMl86elptnVHaY1oaLKI5biMpL3A7aAq0RpSiQZkKqbNFb0xBCBTNjBsl6l8jbJhI0oCyZDK//zBSfZPFDAsB0EQ6I77CftkehJ+7to/w9rWIBs7IoQ1uR7ufd+RFPcdm0cWRVzgt65aweXdURRRZHNXmNUtATRR5NqBJCXd4sh0kbJhc2q+wj88MspH3zhA1K94AtpyCCgic/kaM3md1ohGumzSHtHIV02++txUPd/wy09PYlgOx2fLHJzMUzVtfLLIOy7t4F2XtuNXRXatSjKyUKGi2xRqBlXT5vWrkmzvjRFUvWzIH570jChBTeL2La30JQJokvc9QeA0YXa2AO50yagLpjObVL7wxBiFmlfhuCSI7j+a+qkE1qsVEn0hgu2VEnnnEsCNiWODBg0aXHw0DC4vgyWDy42f/AEdTTGG0hXWtIRY3RLkyeEchm3THFIZXqhy68ZmWsI+bt7QUnfDLpkYqobN3/9omO6En8FUGVkS+cBOz+l7/Zof5/VNZKv0JwP8aDDNpV0RZgsGiizwa5d38u/PTLGuLcTVKxP8t68eJFXSSQRUfu3yLn40uEDUr3Blb5xjs0WOz5XIVy1iAYWBpgCrW4IcmS1xZLpIe0TDsB36mgIYlsup+TIAU7ka69tDuC6ENJnB+TJbOyOsbQsR1CSeHsnx5EiG9rDGuvYwz4zlyFctXBfCmkQiqLCmNcRgqsxYxhOyAgJ+VeL6NUmqhsOTI1kc1yGgSTQFNEzboWY6/N3b1/PceJ6vPjdFR9RHZ8zPx29exdeem+Keg3MgCMyXdApVk55EgDu2esJbEODagSR/89AQB6cLbGgPc1V/vF77d9+RFKbtmYCOzZboSfiZzuv0JvynOaaX3q8lV/XSe7hkNBnNVOlN+IkHFZ4fz7NQMogHFLb1xMiUDR4+vsCbNrbyls2tZ43hebm8Wm7oczm0lz8fcNpzv9pRPA0zT4MGDRr87GgYXF5FpnM1hvNZXBcKVYts2cR2XDJli9GFKqIo8K9PTZAIegLo3ds669E3pu1weLrI8bky+ybyxAMqXXEf/7RnDN1yMW2nnhX4nm2dVA2bU/NlZosG/c0BgqrEn983iLG4Jk4EVZpCGrmqRb5qcXAqTzKgEvJJvGVzK67rMpgqs7UrUu9L3n1iAdtxCfkk5koGt6xvpivhZ2tnhI9+7ziG7bK1K0zFdPmLW1fzJ987gWE52K5bnwYtGUJyNYvBVJnVLSFemMihSAI1y0YUVY7Olpgt1EAQiPpkyoZNZ0SjLxHg/mPz1EybmuXiVySKukm2YiEA//rUJFf0xfn8uzbxpacm6y0lN65t5tR8me64n6/tm0KWRPK6yb1HUiSDKhGfF0xuuy5X9Mb43Wv7eHLEO+e39PpLgsBYtkpzSGU6r/O+K7v4pz3jrG0N1UXlPYfmyJQNvvn8DKtbgmiKyK0bW+smlls2tNTNKzt6PfPJQHOAXMUk7JO5fWsbuulw35FUPU5pefbjy+UnGWBeipcSmksTy5d6vqXjFkvPfa77vFIsvcaNMPAGDRo0uHhorKEvgPaoRnNII6SJrIj5SYZUmiMq7RGNK/viRPxes4lpuxyfK3lry8Nz6JZDSbcpGzaqJHLH1nZu3djC9p4Ya9vCIPz4OVwXqobNh+8+ytHZEgLQGtEWBZjOVF7n+FzJy/brj+FTRDpjGvMlA0H48f2PzZUW19UC23tifPKBQeYKNWbyNRwH1rWGaIlo7OiN88W9EzSHNAQBCjVvffvFvRPs6IuhygIDLcG6CDIsB8eFVMFgcL6MIAisbA6SCGqsiPvpS/jJVw1Kuk1AFTEdF1kUEEQYTle4fk0SEZAAw7K5bnUTiijiV0TSFZPPPDzM/UdTfPj6fp4cyZIuGXzusdHFyW2FX7msi9evSrJtRYyYX+H58RwnUhUOTxeRJYG1rSE+99goU7kqn9k9hGE5IIDluFiOS7pscOfiNDdftfjKs1N87+As9x1JsWcow+4TC/hkkaGFymnVgbdubCUZUuuC6cmRLB++vp/bNrcRDyrctL4FRRLZN5HnOwdmuf9o6qdeI/80ZxZfztr4leq5/mlo9DI3aNCgwcVHQyxeAOvaQty+pZUb17fyD+/cyLbuKFFN5qYNzVzWHeWKnjjbemJ0Rn2saQnxt7uHKVRNhhbKHJ8tMjRfJls1CaoSQU32KuRc0CSR7T0xPv3wEKmizucfHyOsyiyUTFa3BLl1Yyu/t6uPS1dE6Uv6uXVDM19/bppHBzO845I21rWG6xOk7oSfzz8+Sk/CT24xCPtj95zg6GyJrzwzhWm7pIoGuuPFwfz9IyNkKiYIICKQCKl88/lpRtMVvrFvmogmM7JQYe9wlu8cmOXkXBlJBFH0BNiJ2SI102FlU4A3rmsGBFwHbAdqhkNzSMWyvXOR7VGNp0ZydCUCqIpAQJVJl022rojQFvFxbKZEzbK5+8Acv/tNz8X9+cdHaQmp3HtknnzVIuST+Mu3rOUDO3sYSVdIBFSmc1Vqts3WzihHZ0u0hFSeGc2Rr1gIgieWJVFABFrDGo+eSmNYnllGkwUePDaPYTlYrtcuE9Q8I8+jp9LAi8/TnavP+fo1TQRVibaIVv+dOZ+zeGe7zdJk8ELXvi9H7C3vuV76WRrirUGDBg0aNM4svgyWziwOjoyxZ6KGbnrTqmMzRXqSgXq4c38ygKZIHJzKUzUdZvM6k/kqfkXmnZe18+RQhpAmU9QtruiN8dxYnpAmM52vkSrqrG0Notsuf3HrGv5pzziZxWo+QYCb1jWjWw7fOTiH7dqkS97qtjmisbE9wlSuyq7VSSYy1fp1vDCRZyxToSvuJ1XQCWgSJ+ZKrGsLE1AlTqRKdER8jGYqVA0Hy3awXWiNqMzkdYKaSEW3SQY11rQFSRUMdq5KsGcoS9mwSJdNWkMatusQ8yt0xXykKyb7xvJUTIeQJtZrAvuSQVRJxLRsOuM+9o1lsVyBFTE/A81B1rSGmMqX+fb+FJf3RHBcgdmCwadvX8tfPXCKQtWiYtr8lyu6uGFtM//13/cjCF6/s+O6rIj7cRy4fm2SdNnEsBxM2+Wy7ignU2VaQiqzRZ3NnRFvxVo1GZ6vMJmrEQ8oXNkX59hsgbLhoEkiNi7be7z1/acfHqIz5qM1onHdaq9VRxA4Z+j38rN9d70ww96RLEFV4o9uHDjv8O1X6gzf+Zx7bFQDNmjQoMEvF+d7ZvGimywWi0U+8pGPcOONN9Lc3IwgCHziE584622ff/553vCGNxAKhYjFYtxxxx0MDw+f9bb/8A//wNq1a9E0jb6+Pv7sz/4M0zQv6Br9ilR3Mt97OEVR99pWXLzImWOpEsdmi4ymq5yYK+EKIAgCjuuyZyjD/759Pc1hrS4Ut3SFGUyVOZUqUzUtnhsveK7npyb40K4+qobNRKbKYKrMv+yd4CvPTDFX0HEdkZhfQRAEZFHgqZEMFcNiz1AG3XI4PFPkoePz6LZDUfemVbdsbGUmrzPQFKSkWzwzlmO+6K20caFq2lRNB9dx0S2HWEChrNtULUgVdfZPFmmNaPzgUIqZXI2JTBVVEhAEyFdtNnaE0S2XiWyVje1hAopISJWomg6GBdO5KhO5KtMFnUzZQlMVSrrDYMo7w3l0tsgDRzNENJmS7qBbDt1xH39+3yAV3aaoW/X34e8fGaFi2EzndMI+GVWWmCnoNIdVDkyV2NQRYWVzkKAmcXCqQLZiMlPQ+d1r+1AkkSt6Y+wdztIWVREFEAQ4NltkbVsYWRJY0xYiqHqT390nFuiM+ZjO61y32jMhVQz7JUO/l98OYLaoU14UZGc6q9MlA8NyCGrSaVPAV2oNfD7r6FdzithwOTdo0KDBa5eLTiym02m+8IUvoOs6b33rW895u+PHj7Nr1y4Mw+Cb3/wmX/ziFzl58iQ7d+5kfn7+tNv+1V/9Fb/3e7/HHXfcwQMPPMCdd97JX//1X/PBD37wgq/zkq4IUzkvNDtdMtjSFeH4bIn1bWE0SaQ/GaAj5uPSFVHesCbJipiftojGpSsifP7xUe7c2UNX3M+n3rqOXNUi7JeIBhQMCzZ3hhheqJAqGPzt7mGu7IvRGfcRUASaQyqKLCCJAps6w7RFNGRRYDxdRcQlV7X46BsH2NoVZa6g45MFMmWDd13azlX9cRRJ4HX9cY7OlkgEVWRBoGa6bOmM0Brx0ZPwE/ErdMZ96KZDQJFwXcE7W+jAyqSfTNmkZjlkKiaKLKLKIiviPpIBmR+eTKPbDl0xP4PzZTpjPiRJJKLJ+GSI+BVaw17Fnu24xHyex8p0IV02mMhW2dwZJuiT+eu3rOXGdZ6pZTqvM1PQSQYUNi42s6xrDaHKIv1NfjZ1RFBFgXUtIWYLBjv741zRG2M8UyVbsXj8VJYjMwXWtYXrwdlfemqCLV0R7t4/hyaLDC2UifplvndgjkNTRfZPFuiIauwd9TqeWyNavVbwzEidM0O/4XSBdvOGFu7Y0sZV/fG6iPRyOsfqeZ1nE5/nK+DOtcJe+trS9Z4ZOv6zopGr2KBBgwavXS46N3RPTw/ZbBZBEFhYWOCf//mfz3q7P/3TP0XTNL7//e/XR6eXXXYZq1at4tOf/jSf+tSnAE98/uVf/iXvf//7+eu//msAdu3ahWmafOxjH+P3f//3Wb9+/cu+zi/unUC3HE6myqxvC3FgqsCOvjhj2SoDzUEUSSDql7lzZy+fe2yUsE9iOl9jNm+wIuFbFIy9PDKYpifup6Q7FGsWfckIY5kq69vDDC9UiPplxnJVVElke2+CoCbRnwxydLaIKHhZiSdSJXwK5Ko227qD/PszU7hAMqRybLYEwJHZElu7IuDCI6cyuK7LXF6nLaKhW1449S0bW0iXDTqjPu45PMfN65t44HiakCaRrlgEFIFUySSkSuSrJgFVRJZE3rKxlR8cTVHRbWRRJFM2yFQsdMvm5HyF5pBCZ8yPKAhcuiLMs+MFJBFCmgQCxPwyluNiOw47VyZoiWjolsPTozlwIRZQmMhUcXHpivuJ+L1pn1+VFqeBJSzbJR5UOTZXojPm45svzHB0rsRUrsZ4pkrVtBFFCXDJlAweOZXmo28c4H89OETEL7N/Mk93IsCPTqbJVkx0y8FxXSI+iZhfAThtDbzcFXzPoTn2jmSZK+gIgtf0UjHs0yaFAVWqf333iYV6HeCSs/qWDb3nXQ94Ns7mmD7za8s7qy/EWf3T0HA5N2jQoMFrl4tusigIAoIgvORtLMvi+9//Pm9729tO27H39PTw+te/nrvvvrv+tfvvv59arcb73ve+0x7jfe97H67r8p3vfOdlX+P3Ds7Rk/CzqjnImze2sFAy+OMbVtIa0XjflV2MZiq4QG8iwN7RLB+8ppfpfA1REJjMeeHTHVEfn31khLsPzHL/sXkcx2FdW5iRhQr9yQCFqsW7Lm3npnXN9MT83LCumR39cT5ywwDvvbKLgCqRr5mcmCsS96s4rkDEL3Fktky+ZlExbCI+mdawhuk47B3O8s97xvm7R4bxyyKSJNKT9DPQEgS83MKvPDPFk8MZHjo+T28iwOBCjV/Z1oHjQjLomXFu29xCpmqiyiKxgMKWzghf3zeN67qUdIuyYRL1K7xpQxM100URwXFcbtnQQntU48HjaVJFHQeBqunQGtZoj2iEVAnHcbn7wCx7hrN8+alJnhjKoCkiN61vIaiJBFUFx3Up6zaPnkoTWDQIDTQH2dQZJuqXuXRFlIWSiSwKPD2aJaRJ+BWRppDK1q4oB6eK3Hd0numczleeneJv3rqOeEChOxFAkQTecWkHV69MeM7ugEpfIkDFsOvB2ssDuYG6KNQk4TRDy7nW1GeaSJac1csd1ktTyjOf66U427r6fL92Ll7J1fHPwyjTWH03aNCgwSvDRScWz4ehoSGq1SqbN29+0fc2b97MqVOnqNVqABw+fBiATZs2nXa79vZ2mpqa6t8/G7quUygUTvsD8MxYjmOzJXasjJMqGYR9Ml/bN8N1q5v4wp5x8lXPdLL0oZwMqbznsk5M28sp3LJY29efDGC7XvXdQslbwSqyxOB8heawSsgnM5qp0t8cIBFUuGNrO+BNsm5Z38QLEwWagyq5ik7IJyEg8PZL2oj5Za7qj/OhXX1cPRDHtr0pY65qYlkuCyWdvmSAdW0h3ru9E1kSMGyomA4zBZOTqQqDqTJbOkNMZKv8lyu76EsE+fJ7txJUZeJ+mZ64n43tEdIlA1EUmMnphDQZ3XI5OJXn1HyVeEDCdeGOra2ossjWrgi3b2lFkyX6mwKIIhiWQ0G3qFkOpgPzRYPHTqWZLeg8N54lUzb44YkFAqqCJMJUvsaTQxmeHMqQLhmUahan5stcvTLBrRtbifkVNneGydcsYn6Fk6kyYZ+CIMCp+TJV00aVvanv8HwFgM+9axPv3tbB2y5p5+2XtPOnt6wmqErEAjIjmQrxoHJaveOZdYAVw2ZTZ7Q+8QTOufa9fk0TiuR1Vi+1vixn94kFnh3L8exY7kXP9VKcTYyd79fORsWw6678n8Xq+NUQdo3Vd4MGDRq8MrwmxWI67UWZJBKJF30vkUjgui7ZbLZ+W03TCAaDZ73t0mOdjf/1v/4X0Wi0/mfFihWAV523tSvCdaub+OA1vcQDCgPNAb71/DR7hzM8M5qjpHttJkvctqWNX9/eSdTnCYpbN7YSWqzVC6oyVw8kWNUcYntPlN/Y0cW2bs/8Ml8yeGIow47eOOmSwe9+8zCDqRK/+61jqLLA4EIVWZbQTZcr++LkqyZrWkNcO5Dkc4+N8qOTaZrCKhFN5uqVSSJ+hY0dYSzH5oFj8/zVA6fY0BYm4pfwy6CIIIsCrgDPTxTI12yeGMpw9UCC/VMFVFmkOaIxmqkyX9LJ1Sws26En6cdyXARAkSTmijoV08GviuwbL5KrmhyaLvLEcJYb1zVhmA5X9MRIVwyyZYOeuA9JAJ8qYZoulgsV3eHzj40xka1Ss2w2d0ZIlw1Kps3B6SIf/vZRvr1/lmdGc/zjY2PMl3QOTBVIFXUuW+FVFL51cwuG5bCm1WvaCS6eN6wYnlnmv999lKpho0hi3dV835EUYZ9M1bD5rau6X1TvOJqp1rMXl0ShIgn1STL8WJQtnY9cEiwBVeLobInjsyX+4dGRF/3OXb+mie29Mbb3xrhzZ+85p4Cv9tTsTEPPq82Zwu6V+Pl+1hmRDRo0aPCLymtSLC7xUuvq5d8739udyf/4H/+DfD5f/zMxMQHAjr44IZ9cn85M5mrkqyY/PJmmanpn3fYMZ0/rBa4aNidTZboT/rqguKI3xkLR4Ne3d9Ia0fiD6/q4oi/Omza2cjJVomJ67S266fDoqTSfe2wUnyLy/UMpfLJLqWbz9q0trGwKcPXKBOtaQxyfq/DvT0/yNw8NUahZrIj52dge4qb1zWzrjvL/XN1NU0ilPeojWzEJKBKT+RpdUR+X98RoCas0h1Vu29RCe8RHqqAT9StMZKsUqxZl3eLIVIGoT+bQdJGOiAoIVEybje0h1rSGuLI3xrUDCWJ+FQmXeEDhiVMZjs8WGZwrc9cL01zZF6MloiHg2ZAPz5boiGlYtk1Qk/BJIAleTuN8ycRxYWtXhHWtIcA75xgPKMwVdYq6RcW0+M/nZ3Bdl7FMjXVtId60sYUHjqURJZeFooEqi4xlqjw3nse0XabzNQKKxB995xipol5/r0o1i4WywY3rmnlhsrCYeTnKdaubeHo0R1m36tmLS6Lw5g0tZxUm169pIqhJ9co/8ILQNVlk7eLPspyls413bG2vr6bPNgV8padmy8XZ0mo9HlDqhp7zud9Pw5nC7qf9+X7afMoGDRo0aPBjXpNiMZn0Vn1nmwpmMhkEQSAWi9VvW6vVqFQqZ73t2aaTS2iaRiQSOe0PQHNErX+oLQm458YLfOymAfoXhdtf3LrmjPXl2GmTmoph8z9/cBJNEfnS3kmeH8/z4LF5chWTzy4GZGfLJqtbQ2QqJnuGsnRENUo1mw3tISxbJBlUyVRsrl2VJKh5H4jT+Sr5qsnB6QLT+SobOsJc1h1j50CC0UwVF+hOBMiUTda2hqiYNrdsaGZtW4hc1aZYs3EceGY0T3fCR39TkKAiYVoue0ey/POT40R9CtmqSWdU40SqjO24FKsWh2dKbF0R5sB0gcMzJaI+CVGSmC3UiAUUFkomVcOmrNt8e/8sJd3GdV1sx0VwYTqnE/ErhDSZnmQAQRQQAE0GvOxwshULvyyhLkbfdMf9dMX9pMsmq1qCZCoWAi6PDGY4OltClQQmszqG7XBwqsBcUWdkoUI8INPXFPRqEmsWPzqR5umRHI8Opjk5X6Yr5kOVRa5f08R0vkZH1Pdj4XKWv18sX++eKaAOT3uT1aX737aljXdt6+Atm9te6tf8JbmQqdlLCbvl4uwnxQKd634/DWeux3/aqeAvwgq6ceayQYMGFwuvSbG4cuVK/H4/hw4detH3Dh06xMDAAD6fD/jxWcUzbzs7O8vCwgIbN2582c9/YKJAdfE/4L+xYwVVw2Znf5xnx/J0RH1s743RFfefNnG6c2ePt65uCvDdg7N88oFBtnZ5mYSW43J4usiRmRLxoMLa1hDpkkE8qDCyUMa0HZ4bz/HDkwvotsP+qQIuDlG/DK7LeKZKR9THcLpCZ9SHKIoUKzoLJZOHjy+QKup86alJOqIax2dLjGcqXNEbIxFU+Ytb1zCTr7GmNURTSKVq2ZQNk1hAYb5kcsmKCLbrUtAtnhvLIQoi04UaiiSQrphIIpR0G9t20E2bf31qmvF0jb0jGcqmQ2tIpTcZIKBItEQ0ApqEIAiYtsM3900T8cneBNH1pohV3XMiF2s2ggsI0J8Isro1yAPH5rm8J4okgum4PD9RoCmssrY1yF+/ZS1tEc1bZ0sCluWwvi1ELKBwRU8MvyKyvj1MU1DlnZd28NYt7fTE/WQrJtmywXxJ58mRDEemi6xpCXL1ykS9K3qgOcj44up516okQVWqn01c+kCfzFb583tPki4ZLxJeZ65zL9TssVw8XMhjvJSAWi7OXo5Qe7VWvT/PisSLhV8EwdugQYNfDF6TYlGWZd785jfz7W9/m2KxWP/6+Pg4P/rRj7jjjjvqX7vpppvw+Xz867/+62mP8a//+q8IgvCSWY7n4tiy82YvTBZoCWscmyt5wdbLpk7LV2HJkIrrwj2H5/i3pyY5maqQLpt89h0b2NoVQZNFNnaEuHVjK7dtaeP2rW1EfTI3rG3Gp0gokgAISAKokogoeD3K/c3BumHm/a/rZk1riO64H5+molsOyaDCdF7nzp09jGcqlA2blU0h5ksmd+7s4fFTGZ4bL/D0aI502cAnCYiiSF/Sz2CqRLZisL4tzFimwprWEIZl0xnz4VcleuIBLNsLszZdqFneIU0HkASXsCahyOLizxamJ+FnZVOQ3oSfqmmj2w7ZsknYLyOJEFBFarYX8I3gUrNd/IrIiqSf0XSFdNng2/tnUUSB47NlnhhOc2g6z3NjeQAu646xa3WSrqifkuGtxW/d2EpTSGFbT4z5okFfU4A3bWxBkQQOTheomjYlwwYEVElEECDkk+tZiPcdSXFgsoBu/fgoQEfUVz9KsPuEJ8Y/8PVDHJwq8NlHRl4kvJbnM/40/LTi4aUE1HJx9nKE2sVaB3ixXtfL4RdB8DZo0OAXg4suZxHgvvvuo1wu14Xg0aNH+da3vgXALbfcQiAQ4M/+7M+4/PLLufXWW/njP/5jarUaf/qnf0pTUxMf/vCH64+VSCT42Mc+xsc//nESiQQ33ngjzz77LJ/4xCf4rd/6rQvKWMR1eXo0xx/edYQtnRG2dkVRZYFrB5KnZeXddyTFs2PeGbegJmPYDo7jUDYsXFz6k83sPrHA5T1RHj6xwMb2EH9+70k+eE0vd2xt56b1Ldx/NEUioDBTtEmXDJpCGi0hDRfYOZBkOl/jrZvbSIZU7jk0R3fCM5r0JvysWQytViQBvyqxuTPK3pEsPxpcYFNHiF//txco6TaxgEKhanLtqgSDqTKqIPDlp6eQZRhaKKMIArGgwnC6wpqWEEdTJYKKiGk7+FSRsmGzIu7DJ0kcnSvjAj5FpC3qY/9Ens2dIY7PlbiqP861A0k++8gIuZpNqeat2l3XRRa95/Ar3hrXcCxkEexFl5BflRnLVGiPaEzkagiCZ4CxbXBUm9/5xmH+z7s2sn8yjyKLKJbAx+45ydsuaWdlc4gvPTWBCNiOww8Op/jG81Popk2hZhH1eXmNnTEft2xo5ab1LfzHs5P8xzPT3LG1FU0WWdcWwnWhJaSydyTLp25bVz/bNzxfwa+IFHW7XqG4PMPwbHmG51O/dybnm1V4rsc+87oaXNw03q8GDRpcLFyU3dC9vb2MjY2d9XsjIyP09vYCsG/fPv7oj/6IvXv3Issy1113HZ/+9KdZuXLli+732c9+ls997nOMjo7S1tbG+973Pj760Y+iKMp5X9dSN/SlH/02uujDcWF1S5B3beuo/0e9Yth89+Ash6YK2A7ojkO+YnJFb4yZvI7luAymShR1m0tXROlvCvC9g3O0hFUOzxTxyxI+ReTdl3UQ1DwtP1/SuffIPLrpYLsumiwS9kmoksTl3REOTBX51FvX4VclPrN7iOagynzZmxz+/Y+GqZgOV/XHuWl9C5/ZPUxzSOE/n5+hULNwHBdRFPja+y7hyeEs/7RnDMOGgCKQ123sxcmh40JbWKVQ82JubBcUAVxAk0W29cRYKBmcmCthuaBK0BTSKNS8GKH3XtFJS1hDkUSu6ovzt7uHeHw4iyS4VAyHREBlTWuQVElHEERG0xXKNZtIQGZHbxzddlgoGvQm/bx1cwsf+e6JRXezzKn5MtcOxDk0XSIZUlnbGuKp0Rx/fEM/T47k+OKTYwiCsOjaDpIuG+SqFo7jsCLuZ6FssLY1hG45fPr29Z6x5PPPMFvw4oCu7PPcyTetb+FTD56ibNiLbTgiuYrJqfkyZcMmpEl85Iaz9z6fyUt1Pl+IkDzfx34l+Wmv82J9rgYNGjT4ZeF8u6EvSrF4sbIkFt/5dw8yXRWIajJvWN9MQPGaSHDh0HSRFybzWLZLS1j1wqv9CrmqxdUr48QDCvvG8oxkKly3Osme4SyqJHJouogmC2QrFooEzSGNzZ0R1reFeOxUhj++cSVfemqS5yfyBBWRhbLF+nZvYhfzK6xuCRJQJX5jxwr+aTHrcb6kM18yEICtK6Js74lxRW+Mf9ozTltE47HBDFOFKrGATMynYTkOqaJO0q/iUyV002YsW6VsOKgyJIMaAUViJO0ZRIo1C932RKOmigQViVzFRHcg6RfRFJnZgsGmjiAF3WF1cwAQuGqlN2H8m4eGmMhVsS2HvG4TWVxbOw5kKiYILnG/wvaeKHftn+NNG5opmw640BnTeGIoCwJ8cGc3H/vBIHGfgqYIdCcCaJLAf7u6hw984xCpfI2qBW0RlZhPIVszqRlWvVXGtF2qlkVPIkDcr6DKIlGfxLcPzNESUpEkgZVNQf7wun7+/kfDFHWbgCKxuiXIcLrC+1/XzTNjOVwXbt7QUhczLyVwKosd0We6dZfyDTtjPlojWn0dfuZjXMhjvxzOR5z9rETpz/q5GjRo0OCXhYZYfBVYEou3fOpe1qxoYqA5xKn5MkMLFSzHM2WENBlRcJFFke6En9UtQQ5NF3Fdl0zF5C9uXcPTozmeHc8hCQKnUmVmijqb2sMsFA3GslVaIgohTaEvEcAFSrpFc9g793b/0RT7xvPkKiZHZ0tE/BK5ikVHxIduO1iOw5s3tvLtA7MUa4tuY9elO+5Hk71rGstUaQ6pRHwyNdPh0HSBiM+bsBZ1i40dYWzHZSavY7tedmKuahL1y8zkPGexXxGRRZGZoidGexI+ijUbWYKqYRP2KZRqFjXLRpEl2iMaC0UdvyrRGta4fk0T9x1NMZmrYVgO4cW2mZJh0RJSGUyV6Yj76Yz6eG48R9WwEUWBmF/Bsl1P4JkWkuitw0OqhOPCioSf8UyFRFDFcUEUXIYWvID2iCYR8cuENZmKaROQJWaLOqos0hbRGGgOYFouRd0iEVSQRJF02WAwVWZdW4ioX6Y5pHLvkRQ+SaRo2GxoD3NVf5z9kwUqixPHpVq/M0XffUdSgCcogboYW/7PS2cgp/M6H76+v35O8UyR9GqLp/N5/FdClJ4vP8vnatCgQYNfFs5XLL4mDS4/b16/Osn7X9fDaMar5muLaGiSxKrWIKuaA9y2uZ32qI9T8xUOThVZKBlMZmuUdZsvPTXJzRta2N4Tw3VdXMAvS5R0G1UVaY1olHQvJ6Zi2tiuS75q0RZW+e7BWXTTYWN7mIppEw8opMsmLtAaVVko6aTLJrtPLFDWbVrCComgwvaemHeGMKKBC80hlcH5MidmS1RNm+aQRk/Cx7WrE8QDCsPzFZ4eyRJQBCqGzTUDcda3h5FFkbdsbsavSly/JokggF8WaIkohBeneiAgSyKu6+JTJWRR5D2XtRPWZHyqRMUwmS7ofHXfNIOpMlXDxrRdyrpFMqRQMRwOTRUwHRhPV5nO10gGFWzHRRJEeuJ+kkEFVRYIaTKyCLduaCLkk7myL05n1EcyqDJX0FElgXTZRBa8X/SAKtAcUulLBhhoDpLXDfyKhCoLNC2urzd2eGcODcvlPZe1E1QkNraH2dwRpi2ice+RFC0hlbFcDb/iicli1eJUqsx0rlb/Hdl9YoF4QOaeg3Ns7YzUm1n2jmT5zO5hvntglj1DGe4/mjrNuHKmIeZcJodX2/xwPo//szSR/DTP9ZMiaBoRNQ0aNGjw0jQmiy+Dpcnih770KFes7iBXMQlqEqossqM3zkPH5zk6W2Jda4h7Ds8xmq5gWC5X9MZQZJGDUwX+5rY1zBRNDMshVzV54lSGquUZX2RRRJFELusOc9/RBZJBlbaIxnS+Rr5qEfVLSIJIZ8zH1q4I+ycL7B3OEg0oxPwyjgsz+SoVw6U1ohBSvbzCNS1BXBdOpsp0xX3cdyRFe1RjLFNFEARsBxIBGb8qMZ3TyVa8AGtZEpEEKNZMfIpMU0jFsBz8qpedWNVtREmgO+4n7JMJKBJHZots7IiwUNSRJZHmkIoqiYxnqywsVgO6rkuuYiIKoC86qJNBBZ8ika2YVAwbx4WgJiG6LhXLAcE7G9kS0ogHFAZTZSzHIRlUubwnxtq2EAcmC6xvC7P7xAIzhRoRn4wiiri4uA6UDNsL/nZc3riumUPTJXTLRhYFpnI1uhN+1raGeHTQ652umA4hTeLEXInmkIpluxi2y0LZQBbBr8i8dUsr45nqi84sVgybD37jEMWazcaOEB+5YYDvHZzl3iMpEkGVoCphuy7be7yzkC81NVtaCV/VF+fJkewrfm7vZ30e8Gf9fD9pStpYcTdo0OCXlcZk8VXk7VvbMCwHF9g/kWdrZ4QnR7IcnS2Rq5icSJW4aV0ztgOu6zKaqZGrmER9Mn9+/xB7hjJeT3RA4cZ1zaxMBijqNobtMNASZKFsEVz8ENUkgRVxP6tag3THg7SENabzOlevTBBQvXNzC0WdmF/mdf0xqqZLIiDjugI9yQDFmsWPBjM8cHye5yfz3HNoDkkUODRVJOSTKdUsijWTwfkyIU1iU2eIvmSAzpif1pAXv+M4ULXsetzNdN6bki4JOJ8isb0nytBCGdN2SRcNepMBbt3YgiqJPHIqzVCqxFzRwHZc2iMal/d62Ycr4j4USUC3bG5cl0SWBFyXxdpAgYBPBhdcByRBYFVzgI/dNMBAc5D+ZJDVrSHWtYU4NlPEdlxUWcAFTNNiZKFC1bTJVSyKpo0kweGpAgFF5NhskT+8ro9dq5Ns6YzQGfOxpiXIaKbK77++l4ph88c39JOvmpi2y2y+Rq5qMtAc4J2XtqFIIqtbgsQDCu9/XTdRv8LvXttXFz8BVeLGtc3IksDwQoWqYRPUZFrCGumSwaaOcD3L8SdNzZYmj59/fOxlR+ecz9Rs+WTzZzFl+1nnB17VF2c0U6lXNJ5JI6KmQYMGDV6ahli8AD714BB7R7I8fHyB43NlPv79E+QqJgNNASqGza9d3slopkpbRMF2ISALXL0yTtinsKo5iG45vDCR53sH51go6yDA5s4IvckANdPmnZe0YdkuEU1mJFMFF6KazPq2IMfnSlQNb539GztWMF82uGRFlGzF4pmxPG0RjZJhs7Y1REtI4cBUkULVZKFkENZkVrcGmS3qrGoOUjMdmsMqVdNbe++fLBBUJZpCCifmSpQMy8tQXBRqArCyyY9jO3TGfMiiQGtYw7JdvncoRabiBWrLksDVAwnesrmNuZJOQJEwPF8KumVz/Zpm2iI+fnV7F/ma5b2ogsCz4wUu74miyaDK0BrWvKkooCkiogDTBZ2D00X+8T2bePul7VwzkECRRDpiPrJV7/l1y6ZouKiyN9FMFXXyFZNUQac95uPITIlsxeKzj4ygmw47BxJossiRmRL5qsl/vjDLtauSHJwusmtVEp8s4iJgOV7Ez2zBIKrJTGSr3HNwjsdPZeiIanz+8bHTRNZtW9oIqRJhn8znHx/j+jVNXNUf5/atbbxlc1t9ivWTxJkndqq878qulyVqls5Npor6Swqz5WLp5Qq5CxGXPwtxtvy6nhzJntbbXTFs7nphhrtemLnggPMGDRo0+GWisYZ+GSytoS//+HfQAkHWt4eZK+rcsKaZREip9/8eny0xkq6QrZoUq9Zihp8fVRKIBRRGM1X8ioTjuJiOy0BTAFkSvJ7jmk3NtOlrCjCarhJURRAERAFkwbt/qqhT1G3etKGZ4XQVnyxyabfndv6/j48xkq5iWDbj2Rqm6WADEZ/ENQNJEODQVNETmZ1h9k0W8MsixZpFIqRy6YooT49kKOpeg0oypLFQ1nEcuKo/zlS+higIZComLSGV3KJASwYV8jWTgKLw/71tHQemvIzMnrjGR757gogmMZmtEfDJ/OaVKyjoJt96fhZZAlkU2dQZYVt3FNeFu/bPMLxQQRIEkkEV07ExbJeeeIBEUCFXNWmL+DAsr8Xm/a/r5hM/OMm2nigzeZ1CzWI6W6VkOgRUkalsFdNxiQdUJEEgqEmUDAvbAQm4rCdO2bB4fjyHX5FZ2x4mXdSxHRfHdeiI+UmXDAzHRZVELu+J8tDxBQzLIeTzzjRKokhH1FuRK5JYX7FOZqt84t5B/viG/vprsmtVsr5OXhJnQU067X7LudA16T2H5kgVdSayVTZ1RE5zap/J8lX3o6fSL3J2v9RzXIwr3OXXdd3qptPW/PccmmPPUAYEuHpl4qK67gYNGjT4WdJwQ78KLInFyz52N61Ncd66ubXe9rF0Tu3+oym+c8CbaAw0BxYFoMVcwcDFQRQEtnZFCagyc8UaH33jAM+NFzg0VaBm2RydLRFWZcqmzaqWID5Z5PBMgYAi0RbxUdQtRhaqOK6D5cD23phnwugMo0oiJd3i689NYzkuzqI5RpYEFEnkmpUJOmMa/7J3ElUERZFQRAHHddnaFeXYbImIT0YQYLag8/atbZxaqPLUcIaQT+bynhi/c20v//jYGLrtMJOvkS6bBFQJy3FZ3RJkW3eUk6kyhZqF5bgcmioQ9SuUdZuFso4iiSQDCiAwV9JxHJewT+YDO3t4y+Y27juS4ot7x5nK6biuJ3L7m4JcvyaJC3xr/ywCLqmiQdQvs6kzQlARyddssmWT61YnGU5XyNcs0iWDG9Y186OTnuEnr5sIrlDPjcxWDDRZ5JqVSSZyNYYWykgCBFSZbMVElgSiPplLV0TZ0B7m8EyRsmGTr3q5mZPZGpIo8P7XdfP0aA5BwOsCr5pM52t8+PqVdTE4mqlS1r3XJF02SAZUrloZr59XXPqLxrlyF88Vs/NSZ/+W7neux15+/+Wu66U+8/MRgBerS/mlrmvp/6dA/RhAgwYNGvwycr5i8aJscLnYkSWBgaYAhuXw5FCWYtXiti1tBFQJ14VEQEEA1rWGGGgO8J0Ds2iKQL7ioC1mEe7oi2M5IZ4bz/PQ8QWvI1kUuKI3Rn8ywIlUhTUtAX44mKYr5vfiZTSJhZLB2tYgB6cKbOoMe2JQFPjugRmKukPMrxDSZMqGheMKdMVUZosmmiySqxrsGc6iySKSKLClM8KRmSI3rW/iyHQZgGzVIBnQ2LUqSUfMz9NjeSQR0mWTsUyVRFDl0u4odx+YpSWs0ZcMALCqJYgmixyaKlI2bXyyyMlUiZ6En3TZZGtXhOcn8syXDMqGRc10iPllDNslEVB44Ng8iiRSMWzu2NrOfz4/Q7qo0xxW2TkQ59FTGQKKRECRSBVrtEU0wppMUJFY2RTgwRMLOI7LsbkSW7siPHBsnohP5uHjC1y/OommSBya9uJtgqpEb9LPo4MZWsIaa1qDWI5LzbBQFYl4QGH/RJ6umI/btrTVr0sWBRRRoCPioyWs8d4rVtQnVZ5A1HnPZe18+NvHeMPaprq7+YcnF3j96iT/tGcMyRGI+hXmijqG5ZwWn3NmO8tyMXc20bbUEGTaDndsbX/RfZbWq8uF0/LHXor2uf9oCnfRULR0m5+mKeZi4KXaTwKqVH+9flou5tegQYMGDV4pGmcWL4CtnVF6kn7+Ze8Ez4zluPdo6rQzXj5FpDfp59hciW8fmEWRRMqGQySgIOBSsxwOTxdRJIH7j80jCjA4X0YSBNa0hAhqMmtbgwwtVIj5vKlcW8THmtYQHTEfbVGN397ZQ8VweP3qJFf1x1FlGUUSSJcNqpbNTeubEARIVzyzjCwJHJkuolsWpmXTEfUxnC7Tm/DzwNEFapZN1CehSRLtUY0tXRF2rUrSGdWwXcCFTNnkewdnuefQHImAQsQn8wfX9aPKotdMM19GtxzSZQNJFOhJBFgom3zuXRv5yA0raQlrNIdUaqZDPKjgOPDe7Z3EAgpX9MYQBFAkkUdOpnFxCQcUpvMGDx1PM5apcmi6SGtYZVNHmELVYkdfjO6En6GFCrduaOGmdS1IosDBqSJX9MSYyteoGDYPn1gg5JP46E2ruH5tE39wXT/TeZ1dq5PEAgoHp4qMpCssVEwu7Qozlq7QGtFY3Rri3ds6uXlDC0FNYm1biIAq0d8cQJXFuji4qi/Ok8NZmkMKn3xwiPaoxkPHFyhWvfOYt25s5YXJAgPNIS7rjnLNQILbt7bVG2B+eHLhrOfmftL5QcN2mMrVMCy3fkbvviOpF91nuXBaOse3+8QCnTEf03lvglsx7PrPdL5n+H7WRpVXkws19vwivQYNGjRocC4aYvECsF2Hx09lSQZVFFHAdSBdNKgYNrtWJQlqEu9/XTfbe2O8bWs7+arFQJOfiu7gU2UKNYuKafPw8QU2d4QYWqjgXzRj7JvIc3Cq4ImT1hA+xZsClnSLE3NlgqrEmhavp9h0XB4+Ns+1A0n+v7etx3GhWDWpmQ4Pn0jT1xQgrClcsiLCls4IiiKhW+5is0oVVRQZy9RY1RJkrmggiAIBRSRTNtneE+PvHxlhIlejNewDwVsJPz9RIFPVeXYsx4q4j0cG03TGfExkq3TH/GiKyA1rmnFdmCvUqJk2f/yd4/zNQ0PYjkMypPK6gSSKJLGxI8yphQpv3tRKS1jDdeHobJF8zWShZFKsmPhkkdGFMvmKgSJ5oeEn5srUTJt7j8wzvFDxnNkIjGa8fz6VKnPv0RR/eetqNnaEeNPGlvqUzHXhkcE0LWGVJ05l6In7kCSBmUINx3X42r4ZruyNEQuofGhXHxXD5r4jqXro9rq2MNP52mnO2kcG08QDCjN5nU+8aTWWA/1NAQ5MFbj/aIp7Ds1xSVeEU/NldNPhpvUt3LG1nZs3tLyk0WPJCLKjN35WIaNKXnbmsdkC3z04+2OX/eJjnimAzpXnuPw6zkc0Ld3mqr74L4yL+EJFX8NJ3aBBg18GGmLxAnnDmiSXrIhyyYoohu3w4PF5PrN7mAePz5OvWN65PsthLF3h9q1tTOd1WiMqouC5fAOKxLaeKEdnymxsD1PUbSRRQJNE2qMaBybzmLaDi0AiqBDxKWzsDFPWbe49kuLkfJlCxWQyV+Vt/7SPbz4/RVCRCPi8CWNPPMB4pkZAFfHJEpokEPcptCwGcG/pjBILqPz929dxMlVGFgWyZe9s3Wyhxj/tGaei2+BCoWYhi15OoSIJpPIGpu3y789MYdourRGNTR0Rjs2V0C2HR0+l6U74qFneWbnRbIWD0wXERTG6vi3Ef72yi12rk2ztjKKbDvsnC140TVOAhZKJIoFPk6lZNqIIouiZXV6/qonmkIa8+Do9OZyhatk8cDRFS1glXzMp6haqJPGt/bNs6oigSN6v+X1HUuwZylDWLZ4byxP2yTx0fAFZFOiM+CjVHPwS/ODIPJ+4ZRV+VeLTDw/x6GCaZ8ayjCxUUSSBjqiPzz8+epqgkiWBLV0RuuJ+PvuODVwzkGB7b6x+/u9LT02iW05dQN71wgz3HUnVRcaZAm1p+nfd6iYeGUzXA7yXfx+8qWF7xMcDR+fr0UFLU8EzBdByYbN8erj8n89HNC3dZu9o9kUTyIsl4Ppc17H09XTJOO37Fyr6Xm0n9cXyejZo0OCXm4ZYvACu7I/z9ks7+PjNq/jw9f2sbw/RmwjQEdU4Pltkrqgzkqlw7+EUVdMhV7X4t/duZWtXhG0rYuzojyFLXnXdzpUJFkoGFd0iEVC4rCfKfMmgULP5+r5p9g6lOTRdRBLhxrXNzBZ05oo6NcthXUeIfNWipJv821OT3vp3saP65HyJFTEf8yWDofkKHTEf6ztC/MrlHbRFNOaLBomAzKceHibq9yJ+Yj4ZV4CyblKzHLb1xLhpfTPtEY1kUGNLZ4Q/vK6fK/viuLhEfDL//swE6ZLBrlVJtnZFSBU908je4Rxv3tjK1SsTXNkbZ3NHhJvWNXPDumYUUWT/RJ5rB5IoksAPjqTIVkz2jnjRJpetiJIMaotd1nGifpWdA0neeVkHQU3i9WuSXDOQ4NR8hYAqcXy2xKXdEZ4bL/DRNw5w6Yooa1uDrGkJ8eyYV61YFz8CHJktka9Z7J/IoVs2a1qCvHNbB7+9swdRkmkJq/zzk+P1Ve1IukpIlXFdl1LN4rsHZ4n55Ppj7lqVJKjKXDuQBH58Jm759PDOnT1s743VBeSzYzmeHfOu674jKR4dTPOpB0+ddQq4fN28xO4TXibilq4I82WTK/tiRPwKN61vqd/mTAF0PsLm+jVNBDWpboo5123OJayWrntporr0GK+m6DnbY58rO/JcmZU/i/iccwnVl/p5GmvuBg0aXAw0xOIFcNM67wP5nkNz+FWJT7xpDR+9eRWtEY1f396FJApct6aJXauTLJQM3nNZO0+P5uhPel3PI2kv1PrYbIlDM0WmclVkEZ4dz7O5I8ydO3vJVTyXsYOXcbiyOcjnHhvFdFyqps1UrsZ80SQWkLEdEAWBREilKahiOi4Vw2EiV0OVRbJVk8lsjU0dEU7MlXlmLMdQ2vvfqmGTr1r82uWdvGlTK8mAiiiKVA2bY7MFfngyTdQvsyLh509vWU0ypBLxK/Qng8yXdFJFg68+N8XnHx9DkUSvCi9TxXQcTqbKaIvn4Pqa/Dx2KkO+YnLX/hlSJYM/+u5xDNvxsiF1ix19cU7MlclVTTa2hxEEWCgZJIIKmzvCKJLIrlVJWiMal6yIcsfWViRR5D3bOpjNG8T8Ml/aO4HtulzaHeW2LW1s7YogIVCsWVzRG0OTRCazNaZyNUqGQ6FmE/LJ3LG1nd96XTe/enkH2YpFV8xXX9X+47s3sqUryurWIF/fN01Ft3lhslAXS16On7+e47ecJRGSDKncsbW9LubWt4XRFpt/AOYKet2IAj8WbcWqxf6JArazeHAUT0yUahan5stcO5Dkw9f30xX31ysCz3zupa+dj2ALqFLd0LNcoCy/70sJqyUhuTRRXXqMV0L0nOv6lwvUpfzE5SvyM9fvS+L9Z70+PptQ/UlCt7HmbtCgwcVAQyxeILtPLDCVq/Khbx4mXTLqH6BffnqSimEzkakylasR9sl88sEhfnhigb/94QhHZoqkijVkSWBF3MexmRLyogHGdV1+/65jPHh8nmRQJajKbOuJsbUrwg9PLKDJXvVeR9SPgHd+L1uxsFwoGg65isGN61poi2j0xP184uaV+GUv/+/hE/N85dlJTqXKaLKEKkBnzIciiiSDXn3e8bky8YBCS1hjMFXmqdG8N2WyHa5fkyRTNvjze0/y3u2dbO6KcGlXFNtxEVyB5pDCwakCm7sirG0NgQvTeZ1MxeT4bImv75tBlUT2juTojvuZzuts646gySLbuqMkAiqPDmboa/LTGtWYKehM52vYrosA/GgwzWi6zB/cdZQfnkjz5HCGyazOpo4wVdPm0EwB3XYYy9YYXaiwZzjLJx88RbFmsX+qwNOjOf7x8TGeHc8RUEUMy0GRPJG9vSdWn/jsGc7SHFKZzNWoGjbPj+cB2NoV8QwgmkzJsLm8J8p9R1KnCZNznS1cYsmBnKuajGUrDDQHefRUGoA3bWxlR3/8tCmgIon1M6wIoMpi/Xdv33ie4YUKj55KvyKGlOWi5WwCZWmFv3wVfjaWrmXXqiSjmSo7euNUDBvDck5zW18I57r+5QJ1aWK7fEV+tvV7MqSeVyj6KzkRPZtQPdvPdK7jAhc7jZV5gwa/uDRyFl8GSzmLk5OTmKKP9375BXTLZWtXhIhP5oPX9PLg8XnuPZziTRtb2dge5Pe+dYyPvrGfj3znOKLgTQl/83XdTGSrWA48NZqlVLNRRShbDr0JP1GfQiygEFAkNnVGuP9oCp8icny2jGHZ2MCKmMZEroZtu5g2iCKsaQmiyhK6adOd8BNQPRG6ZyhL1fT+A94W0aiZNqIAFdOhN+5HFAVEQWC+ZADUW1hqpk1vIkB/k5+eZIAnh7MEVYnmsMbHb17Fn3z3OPvG82zqDJOrmGxbXKGfmCt7a+6gQtnwQsaXupNbw1q9G/my7ig3rW/h0w8PsWcoCwKsbwvx9GiON6xKsH+mxM3rm3hiOEfNsEmXTWSJeoZjUJFoi/pIlw1WNgWYW1yBpwo6miIh4J0l1C0bvyKzri3E8EKZdMnAFSBXtnjdyjhtUR+9CT+n5ktkKl5N4DsuaWcoXSFXMamYDjv6YoxnKgzNV5kr6XRENNqjPgCuHvCCnZdCsMczFda2ebmXS8HWS0KxJawyk9dZ2xpCU8S6E/lc+YqfevAUhdr/z957h0l2kFfev5srp865pyf15NFoNBrlQUJCQkIiCBNsMGDjbz+xxmvjBT57wRgn5MWsYRfZa69hjQMmCCEkUADBKI7S5Dydc66cbv7+uFU13T09SkY24D4P86Dprrr31u2ertPnfc85FlG/vKR3+u5H+ykYNlf2xF9xDMxLZQ++XLj2vYeneGE0zZ6u2Cs63+LjuS7M5nQmM/oF6uerwUrXvzi6BuB7x2Y4PZ3jo/vWUBdSX9V1/nv0Rv+s5lS+FvysBrSvYhWruDhWu6FfR9z9aD/fOTJFumiSLBicnPT2FD9x/2muWZtgQ1OQG3vr+R8/GSbik/iTRwbY0RZBFkWuWpvgxGSegfkS7TEN03ZxHZdEUCWsyfgViV2dEYbmi3QkfPTN5dm7JoblwK7OKLYLkgAF3SGkyoiCwFVr47xpUwOyKDKRKjKZLTOTM+iI+5nJ6lzSEUaTBRIBibAm0xTRMGwXy3YZz5TRFJHrNiSI+j1DyZaWEImAjGU7BDWRZ4cz3Htkkt9+QzcNYY33XNrCpx88y5p6P5d0RJjO6KiSyFMDKdJFi6awxra2MIoksG99vFYVWBdUuawzyvB8kY64rxbV8qErOqgLKUginJrKoUjw8Jl5WiMa3z85y+hCkal0CVlyEQURw3QRBXBch7xusbUljIvAO3Y0o0gCTRENWRKIBxWPlMkSa+r8CJU9y1+6tAXXdakPKZRMm/dc2sKPz82TN7zYH78q8S+HJsmULHK6xSdv7GEyU6Yl6kMUBRpCKjf0NrCzPbpklHzDxnqvN9tweOD4DPcemeLuR/uWRNXM5U22t0WwHK+O8KUc0QFV4hM3reOG3voaUaxie1uEK3viS3YUARbynvq7UCH+VSw2zLzU+Lh6HctVolu2NNa6rFf6/Esd74aN9YwmS2RK5ssqky+Fl4sXCqgSQU2iM+G/wIB0Maykoi6uA7yY43s8VeID/3CEvz8w9q9SJV9OOfxpq3Wvp/pXraW8WAf3Klaxip9frJLF14Bnh9J899gMCAKyJLClNUzRsPErEp968CytUR8HhlP84a0bqAtpfPHOzbTH/bxhYz1dCT/9cwUs2+HpwTSO7aIoIqbr0hbz8YYN9Tw3nKFo2gwvlLjrmm4awxo3bKhjZ1uYK3oSRHyeISVZMJEkgbFU2SMppkWubFHQPRVvLFWmLeYjHlBZ2xDEcgSGFgoMLRRpjWhIkoBfkaivEFW9omyenvEMIAFN5thkjlTRIFd2uO/YLB+7oYc/frifZwZT3Ht4mhOTOaZzOiemcowlixwez/D0YBJJFLzquL4UQU1CEAQ6437SZYubNzcwlfGabe49PMVzw2lM2/X6q30SYZ/Kuy5tZjJbRpVEbBccQSAR0NAtC78mIQsia+pDvOOSFsI+mRs21HHV2jiiIJApmfgVke6En91dUd61q4V0yWRgvsh0VkeVJa5eW8feNXE+e9tG/viRfsbT3h5jZ9xf65I+PZPDdFyOTeb42A1rmcsbXNkTY1NzmFu3NHJuNk9nws/j/Qs8cHwGgI/dsJbdnVFwYSxZ5PRUgYdPzS6JqvFGtEWu6I6/LFm4GEFanIsI50nAF/cPMZ83uOfJkSXHeezsPLM5nb94bGBForD4PCt1Si+/jpfbQVzutt7eFkGWhJf9t7WczCwmbisZQ5aTvSphb436atf2UgTpYvd3pXH2Yvy3B8/SN1PgXw5NXvQe/DT2NH/aBpfX0zDzUru7q1jFKn6+sUoWXwPSJRNNFghpEgm/ysbGIDdtamC+YFAyHAbniiTzBl/aP0xTSGU2p/PgiRmOT2Z5ZiiN6TggCLRFfbTHfayrD/K2Hc3YjteLfGYqx2zW4HilS/jIeJbvHZ/h2FSOTMkgV7aYzuookoAqiWgSDM4Xmc/p2AioksBEusyHr+pEEgQsx6Uj7qc5rCKKgpfHqNtc2hFFlgTG02VeGMnQHtM4N1dEAMKaTMSn8Pm39tIU1tjZHqFs2Nx/dJqgKpIqmmRKBumiiSR4+5c72qNepZ3tMJYseQYbCTIls5YLedc13bQn/Gxvi3B0PMvjfQv832fHyJUtXMclr9tc3h1jKmMSUmUCikzU71Xu+RSJSzqi9NQFuG59HVevjfP0QJLBhSLPj6T53e+cZjankyqZzOYMZnM6lu0yMF/EsBxGk0UyJYv7jk7REfehKRLPDacJqzJGhSirsrfDqUgiiiAQ8cl89+gM9x+d9q69YiR5ZihFPCDzwLEZkgWjts/nqVsyCOAikDO8YO6AKtV21Pb3LdCdCKz4prqY2Fzsv1dSw6okYHNziIawxl3XdC053pVr4jUSVXUqV8nXchK2OLD75TIgX0nLywPHZ9i3vm6JMnkxLCczi4nbPU8OX2AMKRk2ixdpAqrEXdd0M5nRawrXK923rF6vYTnsbI+ypzt20df3hnV1RPwyW1rCNef4clL6rzGn/GuyLF+KHL+ehplVM84qVvGLi9WdxVeB6s7i1k/ei+zz4yBgmA5+VeLXrujg7Kyn2nXG/RydyLJQMFBEkbxu4wACkAjKJIIqMZ/MZ2/byFefHeODezv4qydGeHJggZLpYDsutgvNYY3dXTEG5vMkCxZNYZWGsMaTffMYNkR8Ir+6t5P7jkxj2A4NYY2wJnFutsAv7WpmKmvQN1vAdl02N4fobQpx/9EZJjIltrVGGEmWmMnp2I5LfUhDFCCvmwRVhZ3tEfZ0xzBsh4MjGU7P5PGrIuvqQ5yYypAqWJi2gySApsj8r1/azH3HZphMl3l+JMM16+JENJkDQ2kyZRNc6GkI8it72moVdA+fmuVvnx4lXTSI+BSaIj7e2FvPrVsa+dL+IQqmze6OKKoscnQ8S6ZCklVJYEdbmG8fmaa3McRktowsinTF/eR0m6aIik8W+cDedr5+cIrOmI9Hzswxm9NJFy12d0XRLa8aMaB4ipHuOFy5Js6erhifevAsjSGNNfV+Hjo5hyIJ+FWJd13aWtvFGk+V+NWvHaE74WeuYLKxMcgVlf3BomHzvWOe6rqhMeSR+oo5pWjYBDXvnK5LbacRvBHyx797mss6o7Qn/Es6ms/v/ZW565punhlKec0xlf/f37eAIFAjYyt1Pl+/wasezJUtjo5n0WSRdQ1BhpMluhP+2q7ZQt7gnieH+eDeDg6PZ2tVdtWAclh63VWsVH33avfYlu/wVb9PAK5bV8eB4dQSY8hwskh3IrDk+MvPWd233NkWJahJtfu2UkXfS13v4tdXMmzueXKYdfVBiqbNZKbM5ubwRfdPF2Mhb/DFnwyyqSXMHdubV1SV/zX7fys9d7WWcBWrWMVKWN1ZfB0R8UtsbY0QVCVc18UwLR47u8DWljCdcT+S4ClzruNiOg5tMQ1V9Mwlt2xuIBFQ+b03reMPvn+OhpDK3z49ysB8AceFqF+mIazSHFZrO4SZkoWAy3zBwHVd1jUEifhlWiM+nuhPoilibfwa0mSaoxpPDaSYzekMLxRpCKqUDIcXRjIsFE18lf7jLS1hwEUSBBIB71xhn0xOt+iu83NgMMWDx2c4MZVDt2yKuo3ruvhlGUGEsE9Ct11EET736CCnp/MMLRSpC6qEVJnfuLoLvyrSFgsQCyjkdZPexiB/f2CM//T14+RKFhubguiWiwu8eUsD8YCCX5X46L41RH0KN/Y28PadLXx03xoyRZNkXmdgvsA/Pj+J47icmMoR8SmYtsNwssh1673R7paWMEcncnQnvFaZNXUBVFmgJapxdjpPIqAylSnTN5tnLF1md4dntqlG4ly+JkZjWONNm+opmx6RnEqX+cA/HOHERIaPfOME7TEfZ2YK7Kucs2pWCagS797dxu/dvJ7hpKd6fvfoNKbtOYJdl9pjF48Dv/zEMK7rhZ33NgYv2PsbnC9xairHF348RLpo8uc/HOCvnxzhz384sGQsfbHolerIVa2ElG9qDi1x5+5si/DZH5zj0dNzdCcCfPXZ8SUq30MnZ7nv6DTPDqVWjH15OWfvSlh+jOVj4cWZlf7KPS4ZNnndiw764N6OC46//JzVfUtFEirRNcNLrvPlVNvqYxaP5r2RawBNEWuKrSCwpAmnOj5frvB9+YlhzswU+MGJ2YuOg1+NSrdcgV7Jef7vkX/5euPn+dpXsYqfN6ySxdcAVZI4PJYlrMn4VAlZltFtG0EQuHpdgt+5YS2bmkOsrQ+S8Cu4wBs3NbC9LUzJdPjSO7fwtecnyJQsL3+xPkC6bNIa9dEU1nBcSBY9g4IsQCKg0BDSWN8QJF0yuXlLI90JP7IskggqBFWJTNnEcR0Oj2doCKpIosCp6TwucHg8w9BCkRdG0+TLJpmSiWm7/Oa+bm7Y2MCmlhBddQF6G0PM503iAZlvHJzk5HQOw3Er1yGyvc37rSNTNhFcMCyvB9uyXZJFk9msju16H/vA3na+cmCMfesTmLaDLEF71M/nfjjINw9PMTDn7XvN5QyCmkzcL3N6Ok+66PVPf/y7p4n5Je55cthTYvYPEdJkJElEADoSPiRR4M5Lmr11gIBKLKDw9GCKM9N5fnByFtN26Z8r8MJImoOjGQKyTMGwiYcUprJlZElkJF0mVzY5M5PnsbPzXNIe4cxMnhdH0uimw1ODKUzb5fmRNN85Ok3fTIGPfusULVGN8bTOOy5p5tR0gbX1AV4YSfO9YzN87dkxPvC1I3z70CRtMc+tbTouxydynlpYMmuVjlWCtpA3+Mi13YwkSySCCp/74eAFxGkiXcJ0PKYZDypMVuoUp7P6kuiexaPLlbIWAfZ0x7h9ezO3bW2qkbC/eXqUmZzOw6fmODOdpyvuu4B0tES0JSP1izXEVLH4sSu9qb/SOJ/Fj73nyWGOjmfRLYfnR9JLxtArGXmq1wCgSALrGoIENal2v6p92g+fmuWhk7PoprPidS4ezVdf682bG/nYDWuJBzz1t3reaqzSvYen+N6xmSWv4yPXdrOhMUhr1EeuZC25L9XXDNTu28XWBVa6h4vv8+LnVr8ndNNZMpL/twr9fj2I3Wpg+SpW8W+HVbL4GmBVKu7KlsPuzhidMR+SIGBY3v5UVRnb2BxiR3uU3qYQ46kS46kyJcPh/mPT6KaDKgu8YX09A/NFNjWFWVMXIFOySBUMXATKlsPmljAu0BTRyOkWuzoinJsp0BhRcRwXTRbpiPvZ1homW7K5bm2MF0fS+BWRxqCCZTvcurmBkCZxx7YGXASCmsx4usSRiSyXdXkKGq53jr961xbKpkNPnZ+iYdEc9ohnSJOYzOjoloMkesYYnyoR9St0Jvy8cWMCnyJ5AeL1Ab5+cIrGkMoDx+coGRaW5Tmv93ZHeduOJtY1BNncHMa0XfyKgE+R+fBVncSDCscncmRKFj88vUBDSOUT3z1NqmhyfDJHWJXpSgTY1RHlm792KYbt8vtvWsfGpgC3b2vmj27byIbGIJ0JP67rolsOp6bzFAyLgmnzgcvb2dQYpjXqI1kwaQqrOK6XOfnPL07wyfvPcGg0w7m5AkcnsqTyJkXDYk9XlO2tESJ+mXde2kJbzM/fv38HBcPhijVxTk7lOT6Z4/BYhq+/OEnfbIEfnZ2nKaJxy+ZGZFFAtx0EAUaTRQoVBei/PXiWI+NZfufeU+zvW+CLd25GEkX+01XtNRJZVbUu7YwQ86v8zg093La1iT+7vZc19UH+5PaNXL+hni8/McxsTq+Nau8/Os2nHzy7xBm9kjlm8b6jbjnEAwojqRKnZvJLHrdvvben99F9ay7IL4SLO3sfOjnL4+eWNtRU8VL918t3Dc/nFHYvacPxjDuDLOSNC4w5y19331wBy/ac6Pv7Fni8b4FDo+ma4ru48We5K7pqUFpekXixIHME78/p6eySXcv9fQs4LoylvS74xc9ZfK8eOjnLRLrEr/3jUSbSJb7w2CDfODjJ945Nr3gPF5PY6gpDNQC8atRRZdG7rhWe+9PAywWn/zSJ3eu5I7mqWq5iFUuxShZfAzY0BQkoEt11AeZyBs1RL3Pv7Gyh9oN+f98C6xqCXNIRIVe2qAuq5HSLkWSJf3x+nLxukS1bPHRylvmcQaZkIokC7XEfTREfm5tD3POurV64dVpnJFlEtxwOjeXQbYdTk3lGU2WeHUrSGffhuvD379/B4XHvDf7gaJas7pAIqjw3kvUie6YKtEQ1gqrEW7Y1137ITmbKjKVLbGoO84NT87xzVwvTOQPLcTk+kUcA+ueLTKRL+BSRX728nUs6oohAvlJTmNVttreF2dQcIuKTueuaLqayOjG/TLJokipZGJbDmZkCzVEfX3jHZhaKBi4gCAKm46lEO9siHBrLMJMr8+atDYwly2TKFgPzBba3helpCNCdCLCxyctj7E4E+OqBMc7NFjk8luG54TSXdERrOYZ7umO859JWrupJsKExxKOn57Fcl8lMGU0WKOg2X37XVobmi4wmS5ybyWE5LoogcmwiR6ZsotsOE2mD39zXTWNIY2i+yAf3tnN4PMtd13TVonqCmoQiCWxvjxDyeZ3NVZNFW9RTQnXTobc5jCwJHJ/MUShbTKbLlAyLA0Mp/vInw7xlWyN//dRYLY7poZOztMV8pEs2d9/Ry6On5/j0g2fxKxJfeucWDo9na4+pKl+PnZ3ne8dnODCU5rfvPVkbh1bfYBcrmtWP3djbwC2bG9m7JsZtWxvZ0xVbQuKqo9cDw6klCh7wsjV2MzmdwnIyxXnVr0p0LyATwtLHLm7DqdYpTmZ0WqMa9zw5vKIxZ/Fo9q5rupcQjJmsjlEhj/vW16HJIjvborV7WCWPF3NFV7G8JvGWLY3cvq2ZNQk/a+uDNYW2OsofmC+CC6FFCudC3uDgaJqT0zkyZQtBgBdHMjRHNF4czQJU/g3lLyAzuunU9klv29q0pGZypZF8dbf1px36fTEz0etB7F7PwPJV1XIVq1iKVbL4GjC8UGJoocSRsSzDySKnpvP4ZBHXdZnMlpnPG3z1wBgnpryx4+6uKDnd4l27Wllb72dDY4iRZJFUwaR/Ps+J6RyhitpXH9T43+/Zxjt3tZIIqgwsFEkEFebyBo7rcvXaOJIogPc/FEniuZE0V/TE+YfnJ7h1ayMhn8zl3VG2t4VRZYGOuMZossSVa+LolsMd25twcfnjh/pIFgxkUaAprHF6OktjSOXF0Sw9DUHKpkvELzOT05EESJVMZFHg3bvb2NMdQxRBlUSGkyU2NoZoiXpE6n172nhmKEVPfYCFovcc2/GaWEKVN80vPDbIRKqMr/LmDGBYLn/w/XNkyha66fCDk3NYjku2ZBHxKTSEvX7qkVSJg6MZTNtlOOmFmyeLJkcnsnz36DQF3WY4WWJDQ4Dvn5jl+o31XNYV4/BYpjZiHpwvIksi29oiPD+SZltbBEkQcF0BSRLwqSI+RcR2XXyyyIbGAF85MMZktsyBoTSffvAs6aLJ4/0L6KbnpA6pEv/pmi7+4M0buLqSt3nPkyMcHMtwfCLLkfEMD5yYwbQcgqrMhoYgiiyypt7PhqYQmiyiyiL3HZlmV0eEomGzuzOKIFBTtZ4ZSvH9k7Ocms7ziftPc//RaZ4eSGLaDk0RzwX92Nl5rlwTp6c+gCJ697XaQ119g/3KgbFaxE71Y88MpUiXTPrmity+vZm372ypqW93P9q/pKnmc4/08eOz89z9aB8PnZxlNqfzie+erhG+xWTmli2NvG1nM1cuaqhZjMUj3sXkdDGxWWkHsEpY77qmi3hAoSvuZzRZ4q5rupaM3T/3aD9P9ic5Ou4RrmTe4K5/Oc6OtjBv29lca87Z37eAbnmKf0D1jDCaLLK5OfySXdmwtCbx4VOzPHZ2HkUSsF04NZOvvU7DdqgPeQas6zfW47jw4PEZHu9b4He/c4qS6RD3K8T8Xtf4DRvraY5qfObN69nQ5JHOX7+y84LR8/IO9OVNNVWz0Etlbb6cmvavUdt+2sTu9Vb+Vp3dq1jFUqySxdeAkCaxqyNCd8LHmroAG5tDSKLX37y+IchIskSy6O2lnZjM8dxwml3tHsn5f6/tJhFUeOuOZiI+mURA48o1cXJli4AiMZ0t89jZ+cq4aYb372kjXTJZ3xAkU7LYf26BkYUilgMdcT+dcR+//6Z1jCZL9M0VODKe9RQLn8KlnVF6m8KkS158S8jntZg80Z/ia8+O8/xIiq89N85szkASPZXt/hMz+BXRC6dWPJJ35yXNKLJEPCBj2m5trHn7tiZsBzpiPgRB4Oh4juaoVouwOTeTpz6o4Dgu7TE/zRGN37zOG2FWFUVB8Kr0OuN+VFngD2/dwPqGIPUhlaawynCyhGE7XLcuzsdu6AEBHMfFJ3sqXnfCCwbf2x1jR1uE+pDKj87MkSwY/OdvnmRoocjHv3uav31qlIJuIYqQL1uoksBYssSh0TTPDCa5qbeBK3ri1IVUdrZF+KPbNrK5OcT6hhC7OmOossT6hiANQZWAKnJlT5ygJvHiSIZ/eXGCrz03wWRG56kBLw5nXX2QwfliZUUBHMCyHUYXSvzdgTFiPglN8Y55x/Zmfu/m9ezqiDKSLFE2bb5/co43bWqgPe7nunV1NWOHYTnc1FtPWJPY3RnlxFSOiXQZw3ZxXdjft1AjsVtbwlzSEeXNWxrY071UJfzQFR3kdYvOmG+JMWI0WaI1qtWMEAXd4vR0nlRlpHn9hnqeGUpRNB3OzeYpGt5ofTJTZkdbmAODKXa2RWrj4CpxunlzI2/f2VIjLcsjZhaT4cWKTnUfcSVCVM2OvOfJYVwXTk3n0S1nSSTR4vFzwbC558mR2prAnzzSX+vrfuzsPIblYLkuR8ezNSV1XUOQkWTxghHzSmRl+QjYtJ2KUhmpfUyTRaI+mXhA4XvHp1koGDzev8BMVicWUNBkCU0W+fUrO3lmKIXluOzuinF4PMvp6TxNYY0jE9kLRs97umPs6Voa9bM8oH25yWWxErxStuZyvBK1bd/6OoKaxHXr6pZ8fKX8zJdTo5dj8TFeb+Xv543crmIVrzdWo3NeBarROc+f6OfuxyfZt66O27Y1cWA4xRXd8dqu2LcOTvJPL0xQtmwawyq2C9NZgx2tYYqmQ8wvs5A3aE/42dISxnVcTk3nmUiXqQ+rJAsmZdNmU4WEzuR0xlJlAooICBWlzkGSJJrDKru7YhyfzDIwV2A6ayAILq4r8KEr2jk7U2A4VSLqk8mUTBxgPqcT9ikkiwaKKGDaDqmSjV8RkAQRSRJoCWmkyyYxv4IoCiQL3sg45lfIli0cF2RRQJMFkkWTvd1xtrSE+NGZeWIBhURQYWNTiL9+cgQB0C2XiE/il/e08/7L21nIG3zi/jPs7ozQGNZQZZHrN3iRJF9+Ypg3b67n4/efRQBKpkNDSOXrH9rF/Uen+f7JWW7qrUeRRI6MZ5FEgbuu7eK54TTHJrIkiybHJ7IkggrzeYOyaVPhywQUgV+5rM0LVcclV/aiTvZ2x7Ecl1zZIl00eWNvPf1zBRrCKkfHc1yzNsHpmbw3SrYcgpWg6QODKV4YTVPULURR4MbeBi7piHLf0Wkc16Wp0rOtKSILeZOCYeG6LhG/wq/uaef0TJ6d7RGCmsyVa+L88MwcD52cI+KXifi8fEnwTDHPDKa4ssfbnavF4JQsjk5kkQSwXY94h3wyuulwYCjFZKbMmkSADY1BftK3wN41MdrjfnTT4b6j07RENK7oiXNiMlcJcFdQZXHJcXXbZS5n0BBWubInznXr6vjCY4NYjsslHRFu7G1gf98CxyYydCYCTGZ0GoIKL45luWFjHZbtXjTapjruXRzPU43OWR778/CpWQzLxXVdTNtbaRCAnoYAQVXi9HSeTc0hbq/E0VSjfkzbM6yossh16+r48x8NcGwiy3subeP9e9tr1xPUJE5O5WiN+mqGFUFYGtkD3qj1ueE046kSt29v4t2725b8nFioKLbrGgIUDZvJjM5d13TVjlEdRScCCkXT4TNvXs/zI2nAGzufm80T8cn897dtXnLe6mj35s0rxxYtjzX67A/OMZ83aAh7RPz+o9OcmcnT2xTCctwlsUOLKxk/WDGnfeTa7iWVictjjVbC8tieKrEzLGdJrFD1cf1zeXTLZU/3y9dILv+++XmqSVytQlzFzypWo3NeR/zpI/3kyjYPnZ7ld+87Ra5k4VfP7yQZtqdQhH0yg/MlBuZKOLbNi6MZdMPiyHiGc/MFjo5nGJgr8MiZOQ6PZUiWTKYznrPVp4h0xH10xf3E/QrXrYszkiwRC8jctq2Jza1hEgGZ0zN5Do9nOTeTZyqrc/PmOsqm9+Z8bDLHi6NpRhZKHJ/IMJIsMZEqIVSCut99aSuXdsbIlm0EF4qGi0/x9p/miwYly2G+YHBuJs9CwaBsOmRKFjNZnZmsTrbsuXybQhrHJrMcm8zRkfCTLJn0NoW4Y3szv3ZlJxG/QlAVyZUtvl0ZI9aFVO6+o5epTBndcriiO85jZ+f54k8Gmc8bfPbhfhIBFUmAsmUjCC5/8nAfJyZzJAIK3z4yxfMjaY5PZemfK/CpB87yeJ+nPk1ndTRZoqc+wNqGICFN8XqiRYj6ZMYzBu/f084lHTHWNgRpCGqkigZDC0UG54tM5XS+fnCCnG7zw9PzhHwy52YLWBVneFD1KuWqUTjv29PG+qYQUZ+C6UCyYLCQN2gMawzMFZAlgfm8QV1IwS+LSKLApqYQgwtFLMflkVNzDC8U+N3vnMKwHG7e3EDEJzMwX+Bbh6Y4NJZlNFnisq5obR+vqnzcsaOZq9cl2NAUYjxTBrydtX3r6zwXtu1yaDzD1w9OMpkp89xwmus31JMvWywUDERBIFeyODWV4ydnvZH69RvqUWUR3XIYT+v0NgVx8fbljo5n2N+3gO26CIKnVu/vW+DAYArLgXjA25ObK5hcsSaGJotLdiTHU6Ul0S7LFaLF7unlgdSKJKJIAkcnsnzj0CT9cwUU2at3VCQvMzLkk5e00ExmSjxyeg7X9UjfM0MpPv7GtXzkum7u3OWRk5WczUfGs8zldU5OecH41Z3Ah07O8sJImuOTWWZzOv/84sQF1YrVJhNNFms1h4/3L9SUqn3r6+iK+wj7FO6+o5f2uL+2g7mt1UtMiPqV2p4keKredevqUCSR0rKR/ELe4De/eYIn+5M8O5SqtfR8pDLFWFcf4FuHJvnHFybIli00RawZhaprBfmyVRvh/83To5yYzPE/Hx9aooi9ErXNq/wr1nZ1q1/fxbFCi+95b3MYBG9VYiXl7WKxRi91LRervFx+vH9LrI61V/HzjlVl8VWgqix+8h+f4MSCw9BCkcaQRtAnsakpxObmcOWNJIcmC0xnDUzbxrS8MeSlnRHaoj765oqcm83TEFL50BUdHJ/IcXg8Q0iVKJgOfkVkPFUi6lfZ3hYmoEo8fGoWy3aJBhS+9WuX8uDxGb51ZJKuRIBsyWIub2A7Ln5VRJVESqZDXUBhcKGI60IsoBDRJJqiPuZyBi0RT5HULYdvHZpkJKXTmdDAEUhVzDatYY2RdBlcB8NxqQ8o1Ic1RhfyGI5X39dV5+fsdJ6WqI/xdBnXhQ2NQfZtqOPmzY3cf3SaI+NZdNumf7bImzY30BbzDDmHRjP0zxcRcPGrkpeFJ4o80b/AttYQj55dIKLKzOZ1MiWLnno/rTE/xyey9NQFKJkOCNAe8wxBf/fMKEXTAddFFEX2rokT0iQKhs1sTsd1wAVEERwHcro33j89nUcUBNY3BkkWTWzHoSsRQBIFBua8/EufItES0bArY8GQ77yZIahJHBnL0DdbQBAFZFGkbHqVi3u6YhwYSmM5DrYLuC667TKT1fnSnZt44MQcqaLJsckskiiiSQLb2yJoskDfXJFU0WRLS5gre+I19XUlVelzj/aTLVtEfTKfuGkdD52c5cmBJP1zRXrq/MzlTVJFgx3tEf7gzRv43KP9HJ/IkiyY+FUJy3GRRagPabx9ZzM3b27kN795AkUSODdbIOZXsByXO7Y3EQ8otXNft66OL+4fon+2QGvcx771dTVF6XvHpjk1nef9e9r42HdO0xLVKBk2tgu3bW3k3bvbajt+1YBygM//aIDGsMpc3uBjN6wloEpL1D+AvG4zMFfgo/vWUBdSa6rXFd1e4LZhOaRLJvcf81peGsIq6xuC6JZTU7EWB1XD+SDzh07OcmAoRbJgcNXaBIPzRY6MZ1nfGOTadQnv/GWLbx+ZojXqoy3mtfpUlb3Lu2O1sP2/eXqUomFzZSWwHTyV6emBJAhw9drEEgXuyjVxHu9fAM4riOdVuAK65Y22dctTS69el+DQaIaZrE5etxEF2NUZIV2y+NgNa5eQ8VzZIuKT+V/v2rbke+iBys7kTFbnbTubvX3hU7PcuqWRoCa/KkVsufr30MnZWlj8xfYkf3xuvvZvafl5Xosit1hR/dQt6y96fasK3ypWsaosvq54ZiiDJHpB1nN5g45YgNaor7aj9LYdTWxvi/C19+/gqrX1CAK0RFRSRYvfu3k9zRGtmqrBjb0N/L/XdnkqmiTyth3NlC0bBIF0yRv9npspIIsCkgC7OiLs71vgh2fnkUWBI2NZepv8SKJAY1jlT9+yka2tYd63p42P39hDxC/RkfDx1h1NvPPSVi7vipEsGByZyPLQybnK3peBJMB0Rke3vUDune0RhtNFGkIKdUGNhqCKA9iOS3s8yDVr6wj7ZMaTZSRR5PnhDBNpndmczkiyVNsDe+DEDE8PJjk1lQdcon5v5HVgKMWLo2kG5/IMzhUZS5Xpmy1ydiZPzK8wmTVI+BWuW5/AxYu20WSJZMFgY1MIw/Z+xymbNj5F5NatTXQkAsT9XvZlxCfTN5vn7GyewfkirREfzVENvypy8+ZG1Eory+HxDMmCSa5sMpwssasjTFCV+c/XdeP9HiWQNyzyureDenwqy1MDSb5xcJLZXNl7AzcduuoC+FSJ1qiPa9cniPhlfuf6NUxlddpiGnu7YwQUkTdvaSRVMHEch88+PEBvc4iB+SKJgBdztLklxJ7uGB++qov1DUHec2krV/bEuXlz4xKjwuK+5M//aIDWqEa+bNGZ8PPjc97Yr2+2wJo6Pw1hjdu3NdIQUtFth794bIDfuKqTTNnCsB2SBQNVFqgPaTSEVAzL5bGz8/zhrRuwHOhtCqHbDnfubK6NZ6s7iM8MpehK+NnQFOTKNfGaglgybM7NFkgXTX73vjO0RDWmswbNEV/N0QtLjSFVs0ZbzMeLo15e6F88NrhEVaqqa3de0sIf3raxNiZdYtKpKFlBVSaoSIiVXvLeptCSf8eLd/iW7+vJosC+9XVMZvRKvJNEtmTWXvedu1p5z6VtNFdMRdXR8oGhFF99dqwWat6V8BP1e9e9WCHb0x1jc1OY54fTLOSN2rUcGE7VVMbq17qqxFavf22994uMi6cKf+iKDpqjPm7e3MDl3TEeO7tAQ1CtjO295/7RbRvZ0R7lv79t8wV7o1euiTOfN6iv3MubNjWwoTHIjb0NSxSxiwWNX0z9WymmaTmqX7eqe3u58vZSIekXUwg/cm33ksrLV3K8VaxiFS+NVbL4GvDG3jpu3FiPIsm8Z3crl3dHaYpouC7olkNIk7m0M0Y8oJIuGbTHNXK6zeff1ktAlVgoVMcjAgeGU/zN06MMLxQZTZV4oj/JW7c3kwgotMV8vDCSZjRVQkCgOeZnXUOQZ4ZSLOQNUgWL7oSfew/PUtQtkkWTc3NFPn7jOoKazDcPTxNQFKYyOj88NecZFgwL03FIFk365nLkdRtVFnBdsG1vFK3JEgNzBSzL21XrbQ5hu17w9vBCgf45r2s5pHltL5mShSJ5qh1AQBH59qFJknkD1wEBgVTBYKFoce/hqVpEScn0SLHhuJQMm5lcGd12mKl0Os/nDZ4cSHLblgZcXFqiPhJBlXTZRBS8kWfJcuhtCvHMUIo3bKijsy7IL+1qoasuwFu2NTGXM1AlAZ8iEfF56mVI8zICw5rMO3a2ENAk/JpMQBU5Pplnd2eU//bAWQbnS4gCbGuJoFsupuUwlzN4vD9J32yev39ugr65AoLgjUL/6LaNRP0KQcVb8P/6Qa9mLlMyeezcAnu6YiRCKr+ypxWfInP79iZwvdF4QJW5pCNKUJXZ3hrmI984QdQvM5Iq11SZhbzBpx88y6cePMv/eXqUpwaSfOGxQc7M5BmaL3lvhAFvrHhiMkdQFcmWLO66poubNjXQmfAzl9VJFkyeGkjygcvbiQcVuusCbGuN0BzRiPplFElgIl3iUw+e5Zq1cfZ2x9jZGkGRRXTT4YWR9JLsw6Aq4zgu162rq7ms/8ePB9FNh4Aqc+uWBpojGv/rl7awsz3C5pYQv3ndmtob/qamID+uBEhX8wzvvmMTcwWT1qi2xMW9v2/hJXueF4+Uz83mMR0XWRLY0x2rjeyvW1fHvYenyOtWLV9xceTOLVsauXpdgqAm053ws6sjyo72CP/9bZsBakHeVfNJlbA2RzV8skRz2Lvm91zasqJxJ6BK3Ly5kcf7F1goePuNFyMx1bE3eCTOi2cSsR2XyXSJoxNZjkxk+dQt67ljRzNTWZ3uugDTOZ182eK+o9MYlkt73M+nbllfu9bFiuP+vgXqQ15j1M2bG5dEJFXvO3iK74Gh1BKT0fJjwXlT0qshZovPc7FGn1dqcKkLqUte60rn+XnYc1zFKn6WsEoWXwNaYz7u3NXKP3/wEtbUB2qqTzXw9vhkjqcHkvzZI330zxaYyRns7oxybDLHvYenaAx7Ck5DWOWK7jibmkKE/DKC6zC8UOTEdJ7LumKUTAfTdhAEl7UNQf70LRt4+OQcxyayZMsWfkViMFlElUWyZQvbgYOjmVqUiW46lE2bWEBmYKHIyEKR7x6d8XYWbcjrLmPJEiAQVAU0RaAr7mNPV4Rs2QsYl0WB4xNZUgUTwYGSCZbjcmwyy+B8kYAqsbU1jCyKrK33EdYkSqbDNw5N8qOz8wgitMc16sMakuiiSAJf2j9UabDwUx9SWd/gp6c+wL71dezujPK2nc34ZBHHBdN2+fG5JIblUjAsMiWTjqin1kT9Cr92RQe3b2/myjVxJjM6n7yxh3TJ4pM39vDccJqGkErBtNnaGuITN60nHlB4cSTDI2fmqAuptMf9/NYb1rCrPQquQGNIYyqrEw8oOK5L3rB5355WtraGKdsOlck3pu3SHvVVGLLnRPZyH/0IAgwnS5i2Q0CRGEvr3LCxjudG0uRKFm/b0cLv3tjDeyvGCEkUuKm3nrqgSktU4//5+nEc1+XBE7NkSmaNGH1x/xDPDaV5fjiF7Xpk+vB4lulMieeG0zw3ksawHL74k0EG5gvkdG/8emA4xTNDKWzHq1Wczek8cmoO03F5/552trWF2dIcQq6MwPetr+P7J2YZS5V55MwcIymPxD9wfIbvn5xlNFXEsNzam/ap6RzpksU9T47woSs6KJoOJdPm7GyBU9M5bNdFEkWeG05TNG0v1H1RLeHnHh0gZ1h889AkPzwzXwu2/9gNPTUzzxIIkC/bK+6lLSYDH7m2m62tId63p61GuKvq4wsjaY5OZGvPiweUWuA2eIRn3/o64kGF27c31chHNUewYNhLdvNu2dLIvvV1XNIR4fF+7/P/8PzEEhf74jacx87Oc1lXFN1yawpYdS/yAodwJWvy0dNznJ7Oc2Qix872CDduakASBHJlq7ZT2NsUYj5v0NsU4sxMnrmcwfGJ7IoO9OVErkryvL3DUu21Va+3LeYjqEoX5G8uVxMXk+KLEbPXEt59sRrLVaxiFa8/Vsnia4Bhujx0cpZkweDQaIbSougRTRLZ0Bj0mhtmK/tuskjEJ/PiSIZ7j0xh2g5+ReLqtZ6D+o4dzfzGVZ10JILYjsts1vthv6U5RMSncPXaOr7wjs18/rEhRFGgIaSxriHIey9r49eu8LpxNzSFiPgkHu9b4NuHJhmcL2G7Lr3NIVxXIOKTSRUt2uMeaQOP5wiVQgfLgVClvnB4wQusVmWBxohKumSiKSIhn0x9UEYS4Y5tjexsj9CVCHBiMkdDWCVbttnUHMYB3razhdaoj5aID1WSuHFjHYmAF15dNGwG5wt0xH3sao/ynsvaefOWRo5P5jg9nWdPVwyAbW1hfIpIQPF26k5N5bi8O4ZP8SJ3RlPFWjXb/r4FCrrFV58dp6Db/Mkj/V5IsuUS9yuAUOtvHk4WvfgdSayNVPd0x0BwOTKeYWCuyCXtnpJWMmz+/EeDjCZL6KaDJIAiwRVrEnTVB5AlL2h7NqfzfCXLMFe2KOgWW1si7GiPcs+7tpIuWUT9Cj84ObvE7GDYnsoLAh/c287DJ+e4dm2couHw1u2NtV20B47P0Bn3IYpwSXuUtpiPRFAhUzTIlG0M2+HwWIYj41n654oIwKUdUXZ3xtAr3dZ7umNcv6GOrG7T2xzgwFAKF2gIqfykb4HuhJ/7jk7zp4/0o0gCubJJa8THXdd0Eay84VuWgySIqLKwpPmlOvY7PJ7lunUJfLJEybLpTvh5cTRLQ0jh2ES2Es3jW/KG/5lbNxDWZDY0hpa0naxUFVjNXuyfL9RyIi9GPPyqxMbGEKem85SWRdxUo2aqHd3VUeniCJmXCuIemMvX1DdYOk69bWsjGxpCWLZbifYZqZ0DqNXvtcf93H1HL88MpWoK4guj6SXd1YuzJk9XyN+xiQyqLBIPKNiuy9GJbI1cqbJIe9yHKnsZoo1hlY3NoQvG7IuJ3C1bGmtNTOd7r/1LIoiq8UafuGldbf1gJVL4SkncxUjhSz3/lRpcVrGKVfz0sWpweRWoGlxu+tz3Uf1BNEkk7JNpCGvsbI/w2Nl5zs7k2dwSIaSKvPOSZv77j4aoD6tokjd2nc3ple5nk7X1AUaTJe7Y7r3J/D//cgzddGmNauxsD/Otw9M0hVUimsIbe+v5wYlZ0mWTra0RAorIb72hB6AWY3JsIst0TiegSrxxYz0dcR/3H5/lD25ey2d+0E/JtGmL+WmJaDw/kiZXNmmL+1jIG/gVCQEBQYStLRFOTecIqhJl00ZTJPJlTxHSFJFkwWBvd5ytrWEe71vAcV1OTxdoj2qsbQzyX9+4lkfPzPF/D4yTLplsbwszMFdkQ2OAVMkiV7a4bWsjE2mdomnXIoGGkkWawhqD80Xa417+X11QxXWhb67AvvVxCobLB/e285+/cQJRFAiqEu/a3Vobj0qCQNG0mUqX0RSJy7ujPDOUrhkq7j08xYHhFD5JwrBthheK+GSJj9/Yw29++xS6YRHyKVzZE6d/tshwsshlXTHmcgZT2TKG7eBTZARcyqZDY1hja6sXcXR6Ko9pu+i2w4bGYG3XsGpc+NL+IQqGzfbWMMPJEu/d3cp/+fYpCrqFi8Ce7igF3WYiU+Yt25o8gmo5aLJAZyLAUwNJYn6FVNFk75oYDx6fpWRaGKZnQGqJali2l2k5mS1zz7u28dxwmgNDKSRRQBIERpIlSqaN7bjcXjGr/ODELJoicno6X/nFwQUXNEXiijUx/vC2jTUjimG5qLJQawBZbE6pkq2HT82SK1ucmy2wrTXMjb0Ntde+uzOKKos15e6ZoVTNYFI1qFTjYhabO6pGmw9d0cHh8SyXtEf46rPj3HVNV424rBTX4o1hHba1RfjULeuXGEmeGUpx5Zql57v38BQHhlIEK5Wd1etbHPK90nUuxwPHZ2pRNNXYnCu643xx/1DN8HLz5kY+/6OBWmRRFXu6Yvzt06P0NnuJAtXjL+QN/ut9pwhpXk7jR/etucAMszjepnpPcyWLg2MZgqrEJ25a95JGk8XPe6lYmlcSo/NS+Nc+fxWrWMVPB6sGl9cRQqU95ep1CYqGzXsubSFftuibLWBYNi+MpCiYNsOpMrdvb2ImWyVFEt2JAOmiSa5s8dxQiumszj8+P8Fnvn+OjpgfvyLSEvFx/7E5yqbD4HyZiUyZ7x+fZTKnE/MrHJ/M8cxQmt+59xRfeGyQg2MZDo5lAE8livq8nuUDQ2lwXT5x/1nu2NFEU1ijJaqxriEAArTGNSZSOmXTJV00yeo2miwyk9MJaTJDC0Xqgyqm7ZIIKPhUgYW8gWU5DCdL9M/l+eRNaz2HseAylCxyfDLLo6fn+M6hKSazOobpcHIqTyygcGamwGRaZzqr893jM0xmy8xkdYaSJXTHYX1DkIhP5o29deiWy1U9cWayOrIosKExyELeYnOzV/N385YGwppMZ9zPzrYIRsVc9MEr2hmcL2I4Lo7rMpMzaI/7AIEHjs9weXeMqE+hK+HjwFCa/rkik5kyv/Xt0/Qk/CiyRH1IpWh4HckRn8xCwSTilykYNg0hzesAd1wcx6VoWPzKZW10xvyIooAmi9zYW0eoUv32uUf7mUiVuOfJET66bw37NtRxcirPk/0LfPifj3sZlkULcJnJelmGt25tZDRZ4sNXdbKnO0Zvc5jB+SJ+WeLweJagKvHMYNrrv0agKeIj6ldIFS3KlsvpmTyqJPF/nhkFvMDsZ4dSPD+SZixVJFe2MG2Hijmbz9y6geaIjy/duZmuhJ/37Wnj167s4MqeGO/b08anHzzLtw5O4rpwYyXfsooTkznSpfO9x4+d9cbIpysB2X1zRfyqxNr6AKencxQMu/acL+0fqu0fLt5ZOzCQ4o8f6ltSRXhqOs9kpsyvfu0IE6lSbU/Pr0pLRryLlUHTduiK+9nQGKyNequKVrUz+Ydn5pZMBw6NZhhPl7ActxZwvriRBrigGWU5qlOG6mjbX1G09/ctUNRtJjNlji6raLx5cyM3b25EkbxxvW45SxRD8JTSW7d6BL+zovwtDhVfKd6m4tFClgQ2NYdrj1tuVlnedf1KVLtXKjOspPyuKoOrWMXPF1bJ4mvAW7c3845LWoj5Fa5b7xkZjk5k2dAYxK/INIQ05rJGbeenOaIR88vs6oxiuy5BTcJ2HOJBFb8icll3lE/etJa8bldicPTaqFWVQBJgJm8gAVNZ3TPSmDbTuTJnZ3IkiwZF08RyPaVrc0uY50fS/H83rWU+b2LbDt89OsOa+gC27fJEf5JNTSFmswaNYQXLdjEdr2FkNmcwk9Xpnytg2N7+pSoJXp9yWqchpCKKIgsFnf19SR7vT9Ia9SEg4LheXtrXnh9nIFlEAhDgS3duYnNziEu7YigSOC64FYdppmzRENaQEOipD9Ae9/HCSIZLO8I80Z/0HJoCjKe8Zf65vI4gQHvcz+3bm+htDvG3T4/y3aPTPD+S5qsHxrhlSwNRv8KtW5v48FWdBFWZvG7yzy+M8/vfO0trVOPJgRSO45EMVRHpbQowVzDZ0RYhXTQZTZWI+mUu64pxWVeEU1M5AoroRXKEVAzbxad6o8CvH5zikTNzzOUMuuv8rKkPsq01wsHRDP2zBQ4MpZdk7UkilC2XuoAMwN41MaJ+hT+5fSOXdsY4O1NgcL7I8yNpFEnEsj2l79R0HknwKg47Yj5yZYutLWECmsSujijNYQ3dsmkKqZRMm566ALdsaWR9Q5BNTUEKusXm5jC246JIIg8e897Aq8Rra5vnlp3M6Ny6tYnP3LqRf35xkjPTeb55eKo2Ip3N6fzFY4M8dHKWeEDmgWMz7GyLcP/Rab5xcJKCbrGn28tYzJRMvndsmh+fW8CvSjw1kKoRpN7m0JLuZ4AvPzHMi6PeLz+Lqwh/a98apjM6PfUBXhzLLiGG6ZJZGyNXd+tGkyVOTefpaQiwt9LMA+f38T64t71GQqvj7MfOzlP//u/GAAC7mklEQVQwbaYzBgXDXpINeLHO45Ww2JQSUKXze44VQ82aRIDOym5rPKCwuTlEaRHJFQRWbGR57Ow86ZIJeM9bvP+4eKRbJWcPnZyttcZcvTaBIgkXVgSOpC943ivJIHw192O1Z3kVq/j5h/zvfQE/j3jLtiYikUhtlPLmLY21cdCerhg/ODlLQ8QzFtyypRFNEWs/2AUBXARmcwbBym/xl3bEeGHEC80u6pY30o37KOoWDgKqInLz5jq+f3KeDQ0BRlMluhIBEkGFYxNe40S6aCG4Xj3fZKbMc0NpjoxnaY/7GJwvIokWxyayvHVHM5IocHQ8i2W7TKQNhEr7h+C6GIaLZRtUYtxwHOifK5IIyoRUCUn0dvZcx6WgW/zfAyNoiowLNIVV1jUGOTqeoyPmYy5vcuclTUznvTzDrz47jmHZCECmZHJ8Mott2xwYNNAqYcsCYLnw98+OE/IpOC6IgtcSY9ue6eOt25sYnC/SUx9gLFWiPeZnf98Ciuh18c7lDf7otg08N5zmb54aoasuwOPnFhhLey04Y6kSl3aEOTuTpzOq0VMfxLAdNjeHmMyUCWkyogBbWyMoksCxiSxbWkIcGsvSFvNTMm22toYZqZz7g3vb+asnRoAiW1vDtVHosYksdWGVobkiIU3iu0dnWCgY2I6XxafJEv/vNZ0cmcguGcf9zVMjrKkLYFgOuunQP1dgY1OQgmmTKpjcsLEeRRLY2BziJ5WR6lzBpDGiMZUtky5biAKYjsv9R6exHJe87tAS9WHYDn/+1o184v5z3H3HBqbzZs2scMPGer78xHCNPH3shh7WNwQxLJcNjQFCPpk9XTE+9eBZQppM2fBUsuaoxqcePItuOczlTc7NFvjj23txXXhhNM3p6TyXdkZ47GyS33/TWo5N5oj5Ffat9+KXFhOij1zbTapocGQ8yy2b6mrXVRdS+btf2cE9T47wwb3ttTFzlXi+p2IWunJNnHueHKa3KUTRtGufWzya7k74eX4kjetCc0TlyHiGj+7rpjXm59mhFM1RlZAq1UK8a1hEbJePsxc30BydyNYC3Bc/d2C+yLoGr99ZlUWu6I7z5SeGaYv5uOfJkSWvZSXF7YaN9fzFY4N0JvxL4mhu2Fi/ZIRcJWdBTaq5vZePl4Fas81KpPPlMggNy/FqJivNLItbeFa67up5X+6xq1jFKn42sbqz+CpQ3VnsGxrhx4NFTs/k+a1FocDfPjTJQyfnKJsmqZLD59+2kamcySXtEf7n/mHG0iV2tIX5zpGpStSOyNqGAD5FRJNEnh1KkyoaRP0ykuh1yLqAIou8ZWsjN/Y28IUfDzI0X+Ta9QkeOjnHVT1xTk7lMWwH13Vpjvo4NJLCRsCnQFPYT0vEx7nZAm1RDcv1uq2f7E/WsgoBJLzgcPCMLz4JyosEhphPoi7k7V7OFwwMyyWnWwju+eetbQiwkDcwHYe19UH+4M3r+ZOH+9nTHeUbB6cRcLEBw3TwKSI53UYUXCwbJBGEigu2MaIyldERBM+Y0xn3M5Yqkzcs6oIKkxlvTK7JAttaI0iiQN9MjoIJW1pCbGwKMpkpU9BtdMshV7bYuybGd45ME/Er/NKuFr53fIa+Ga9d5bKuGOmSSUiVmc156tXW1jCnpnK0xnxMZXQs2yGn22RKJtesr+Op/iRBVWQ4WeZ9e9q4sbeBe54c4a5rumoqVtGw+Y1/PsbQfBFFEqkPqZ5qLEs0hFRMx0WTBf7HO7bUnvPZH5xjLFVicL7Ie3a38sPT8+R0i3df2koipC5xnPZX+o6r+3Vf+PEgT/UnMR0H24GNTUEcF8qmQ9G0cF14z6WtnJkpcHA0w2VdUf749l7uPTzFCyNpNreEOTae4cxMgb+8czOnZwqVvbsyH7thLQCfe7Sf09N5ZrI6rRGNN25u4MFjM7TGvF9KBAHuvKSFiXSZD13RwZGJLDvbIjWCGVQlprN6rXZwpbq/93zlEOBxs3dc0rLEaXvlGo9gNYa975Ed7ZElgc/Lw7ur+5T3H53mgRMzdMQDXN4d9YhsJUA/qElsa/V2Gqv3Yk93DEUSL6gbrB6v+jUYTpboTvhrkTb58oX7gRfbc1xpr/HldviW7/qtRL4WB51X//5KQqhfzR7hvYeneHbIi9bZ3hZ5xedYDcVexSp+trC6s/g6Yn/fAt8/OcuZmTz3PDkCeGOZvzswRv9cgYEFnbxu8VvfPs1sTudTD55lf98CfbMF/umFKYomTKR0fvmyVra2hDk5meedlzTzy3vaqA8rlEwHy3FYUx8gr1sMzuX56rOjPHpmjg0NQSRR4JmBFO0xH+fmirTFfJi2S0CVUCWBoumQLdsk8zaW5RALyPyPd2zCclw+eHkrzw2lCSgCqghhVUTkfEZiZcVpCVEEL/6jKayRLpkYtkN9yBOlncofARhJFhFwKFsOrgtffXacyYzO11+cRBLAFQTefWkLV6+L47oOrVENvyrREFa9NydJwHJhPufV1AkCrKkLMJXV2dgcZFdHFMN2iQe8bu0bNtSxuTnkVfRV2nLKps3TA0laIhounsroVyT65opsag6hSgLbW8O8YV0d6xqCvG9PG7s7o1zTk2A+b2C7sLU1XAmKdnhmMEXBsNnWFqEhrHLt+jqGKjmTwwslNFnkkdNz7K+4iasO0uqbuGV78UdNIZWtrSF2tkcRBZjJ6fTNeX3gX3hssBYD86ErOmqq6dODaTJli2zZ4txssTYOreYD9jafD5n2qxJbW8K0RDSifoXuhI+WqI+beusJ+yQ6Y34vwsVxGU+XcDn/i4JhOYylSvzLwXGeHU5h2A5fPzjFDRvrmcyUiflkPvrNE3zr0CRnZwpMZ8q4rldp+b2j09zQW1/rMr+8O8bIQpH5vMFfPznK80Mp/uf+YYq6Tf9cgaMTGbJli4dPztUqHmdzOnc/2s+9h6e4/+g0DSGFyXSZ//rGNUuI4mxO5+PfPU1jSOXFkcwShW0hb/DpB86QKhgENam2/1clQIudxOARvj3dMd61q4UNDcFaj/MtWzyX/4sjGZKVY1Wvs+qc/vG5+Vqt3XsubWE4WSRXsni8b4GHTs0BsKPd+6H7UnuO1VzMzc0h/K9wh2/5rl/1vlTDy6uPcV04MJji0FhmSWTPSli+j7k40/CCGJ/K46vnqY3TFwV3v1Rt3/IKx9cb/171fqtYxS8aVsnia8DlXXFu6q0npEp8cG977QfquvoAkiSwpytKUJVoiqgMzhW5qidOQBUpW27thpsOdMQ07js6xXy+zCfvP4vruGRLNnndGzd6uYIWecNlKmPyl48NcnwqS9gn13qM/8u+LmzHyyD0ct6iFeerN/KezZuoksDvfOcUIZ/MnzwygGnbFE2HvWviJEIq9WHlAsLolzwCWFmrQ3fgwFCadNmkaDgVA4iMIHg7lS4Q8kmULBcJKJo2g3MFEFyawz5UReTy7hiD8yVOTOaRJYmZnI5h2JRMh/dc1sa1a+sI+yQsF4KaXAv9XlMXwLJd+ua8RpK5nEHIJ/F4f4rH+5PM5Q10y8v2G5wvEvEpPN6XZDJdxnFc+ucLHBnP8OJIhqLh8LlHBxBFwTP9RHwoksjpmTwOXuXd8ckczwymODmdIxFUmMnqgMDHblhLU0QDPMfwppYwhuVQKNukikYtd69av/d43wLtMa9B5cYtDWxrjeCTxcoqgouEtzZgVTIT73lyhB+fnUcUPOfvR67poC6gENJkuut8tVDkoxNZVFnkju3NSyJPVFmkI+FnV3uE3uYwGxq9ruTbtjZRND1zzpN9SRIBlfaYj9++voeiYXN6Ju99/VSFkE+hIaTSFffx0MlZ7rqmm6MTOTRFZH/fApLoNaO0xQMYtktrzMeLIxnqQx7h/83r1vAbV3d5Jg/b5sxMgSPjWaazOltawrxnd7sX/rylgQPD3vj23EyBn/QtsL9vgTMzefrnioR8Mv/9seEaqTAsh9FkiZ3tYZ4bybB3Tcz7e1uEB47P8MX9Q5yazvONQ5MAF8S4vH9PG7brsqYuQF739gOvW1fH+/d2cPka72t296P9PHRyluMTOQ6OZnj09ByqLPLMUIrZnM6xiWyNPH75iWFaoz6+fnCK7kSAwYUi0zmdRNDL/7x5c+PL7vUtb695LfAIvV4LL1+MmZxeqwVcHD+0HCvtFC42AnlkdKD2/OqxdrRHaIpoXLeurqZiXmw/cXFDzb+lsWV1X3IVq/jpYHUM/SpQHUN/9KuPs6WrkaPjWfZ0xzgxmWMmq3N6Jk8ioNDbFGI8U/ZUONMhHlA5M5Nj+c9qTfLiSfK6zdr6AKbjMp0u1VQ9v+zZri3bxXI8UtYUVcmWPAXNcWFrSxin8iW8c5fnjPz2oSm+eXgSs+ISTRWtWuOK7TjM5k00CdY1htjZHuKhkwvIIpRMh4LhhXH7FZFLO6O8OJqmaC79FpEEqA8pFAwHo3IdAhDQJAQ8A4vlOET8CrIosLk5zES6XPmcy9BCERcv2Np2QRZgS0uYzoSfJ/sXMC0bQZJojqgs5E32dMeYzekMzBcxLYewT6KgOwQ1gbBPoWy62I5DyXTY0RapVdKtqQ/QN1tgNFlirqAD4FNE/r8b1/LnPxritq2N+BSpNrI0LIfT03kyZYtDYxl8skhzRKMuqDKbM+hK+PnQFe189dlxcGFrW5gHjs8wl9OxXHj7jibSJc9EcmAwxUxO59atjaiyyJHxLNmSxemZHAICcb9MumzR2xTi8u44fXMF7rqmi/9y70lOTOSQJW9nMqzJHJvIcvmaOBsag4wmS0tGr4tHjpd3e/uEUb/C3u6Yd96xDF11AYKqp652xnwcn/JikT58VSd/8P1zbGkJcXwyxxvW16PKAqem8xQNG1n0mk90y+HMdJ4PX9XJ8yNp8mWLgfkib9nawGcf7sevyMwXdBRR4PLueG0sqUgixyeyHB7PIksujiPwzktaUGURQRBQJIFbtjRy1zeOM7pQIuyT+cqv7OC7x6b5p+cneNPmegwbNjeHah3cR8ez9M0VAOiM+wlqMq1RL25pLFmiLqRyzbrEBd3Pn//RADNZHd12aY2oLBRNdMvhS+/cCsDdj/bTN1egNepDk0T6ZvMUTYe/fs82EkGVux/tJ1OyiPpltrdFSJfMC2JxqnvL1V3HfNni6ES21kW9EhbyBvc8Ocxd13TX1lmqHdPVOKKXw0rj4+r3BVBTRC82+l3p+QuVX14+uLedrz47RmvUR1NEq+3jLn788j7olUbZP82onFez97ga0bOKVbw0VsfQryOyZYsjY9nagvdHru2mPqRySXsEtRL0fGlHhNmM7r2ppAuIeCTLL0JQ8TblQ5pXkyYJUNAtOmM+1jeFiPkkJCrqkyAgCxD2SSgSBBSJpoiG44JfEXBwiQcUpnM621vDAAQ1iXfubPEMGqKIZTuoskDZtChVlAbTgYl0mUdOLxDxy5RMC8f1DDoRv0RrTGMkVSSkSssNq9gulHULn+S5qAUBWmIaluNdi2nZyJKI4zg4DpycyjG4UGA4VaJvztsTTARlwhVyKYig256Ro2Q6lG3obQwwNFciW7Y4NZXj2nUJxMp2pG7ZKJJAqmgzmirjuC6ZsuUpsiXPTDO4UOSJ/iS2442zBUEgVbRQRZHff7CPfNnk8b4k/XNexMvNmxu5fXsz29siBBWJnW0R2mM+Pn3Leobmi0xnyzw5kOS/fPsUp6fzHJ7IcmQsy/Ub6vArMp0xH19/cYrZnIFpO+zuitFT7+fG3gYUSaQr4SdTNokFVOqCCnfsaOHDV3VyeXcMF5fNlZFya8RH0CeRCKi8YX096ZKFKokIeA7Y7W0RrltXtyQqpbp/97dPjxL1K/TNFgABRRJpjXkRQTf2NvCpW9bzzktbifplOhN+/uD75/DJIk/0J73xcapYu1afLCEJAs8NpTk4kmFTc6gSuF1H/3yRgmHz5SdH8ckSmZLpObYRyJQtjk1kUCTB+/4V4ZYtDRR0r3bv754d4/6j0zx4fIZvHpzkTx7u47+9aR3ddX5u29rI/r4FAqrn7j4zU6A1qmFWvjdyJQvLdmmMaPTUBdjTHeOua7pqgelv3trENesSNXK0WFX6yLXdNEd93H1HL7/1hh50y2F3Z7QWKr29LUJr1IdPFtnaFibok2kKq/zq146QLHgh+Wdn85ydyVMw7BpRrKvskT4zlFrSl13rp9Y8U9DFRqGLq/Wq7u4nB5Lcd2yah0/NvqIx6kpVedVKQUUSa000i1tXVnr+YjJVDeY+MpGtKepVlXf5419JWPZPMyrn1aiFqxE9q1jFTweryuKrQFVZfPPdP6C7pQ4Ej1y9fWcLDxyfYSJV4rmRNPvW1zE4XyRV9JyhqYrCGFAlNjYFcYFU0SRZMGoKiyyKJIIK6xuCtMd93Ht4ChBIFnQMyyNUjSENRYaQpmDZNnM5g+3tUQ6OZoj5ZWRJZGdbmKLpORWzZYucbiEJAoblsLM9wtnZApmiV5EmixBQZUzHJVe2sV1ojWm0RDQyJYuxZAnTcalkNC+BwPmPhRQBRBGf5JEFx6WmNjp4v5GIgudyDsje7mJdQMWnSkymS4R9Cgm/zHCyVBtj+xQRs1KvVx+ScVyBREBhLq8TUDwX+chCiURYoS6gcnamgO1C3CfRkQgwlzeoC8hsbA7R2xTiH18YZyFv4gLtMR/zeZNLuyJMZXRc4J2XtKBIIrM5ncH5ErLo8uGruvjKgTHiAZlHTs8TUiXqwxoHBlPYtkt9WOXqtXE2Nob4pxcmKBk2qiLy4as6a+aIqhtVEDzF6Ydn5jg+kWNrW5g7tjfz2Nl5nh7wSG2qaLKjLcyh8Sxv2tTI7dubuP/oND84OcutWxsJanLFVFGkNeo5Zz92Q08tqmVne4TT03myZYuIT+aj+9Zwz5MjtEa12pv9Y2fna4HW77m0ha8fnOKDe9v526dHKeg229sjjCRLrKsPcHQiy3CyRE632NQYZCRVZi5nsLk5RE63uLInxkOn5nnz5gZilVDp45M5dNPLvBxJlUgEFIqmwydv7OFPH+knVbKYypQJqRI53aan3s87d7VyYjJHtmwhSwKaJKBbLjvbI4R8ci1wfTRVwnG9yKXPv21zrTIwX7Z4bsSLJ7qpt8H7peUiKtdiF/NiQ0lVgdJNz93rui5//dQIaoU8t8X8HBpLE/d7bUlVV7MiiTVHcPWc9x+d5sxMvlK9p3PfsRnetr2JNQ3BC5S9xcrXY2fnmUiV+MGpOdbWB7hmXWKJyebVmkde6u/LjUXL8bOsyP00AsFXHdmrWIWHVWXxdcbm5lCthgu8367nCiZRv8KPzsyzqTnEvg11/MbVnVzVE8evikiiRxj+6LaNRHwyLVE/79vTztVrE7x3dyudcT+npnJ898gMIc1bFuypDxLURBRJIOaX6Yr7yZUsFFGkJeqnf65AXVBmKqMzly1xaioHQLZk4asoZD5FpD3qVcXlypb3AgQB3YZUyaoRO4BC2SSgiAzPFylXxsQr/Tax+GM2EFBECoaF41B7TtUl7eB9LO739hEVSSRTtljIG8Qqo+oqUayiPuTF5gQVSBUtSrrJVKZMU0hDFD0yoSoiqYJ3TlUSEIBs2WYmp6PKArdsbeI3r1tDUJP5y3dsYW19kDUJL3vwP13TiSyIJAteJM/R8SybmoI8cGyGbMlEt1y++uwYjWGVQ2NZ3nlJC2/d0Uy2ZKHJIooMiiRwdjrPd4/NsLEpSHNUY0dbBN10SBYM+ucKNfKhyiJ1IZWgJi+paKtWz4miSE63eHE0y9VrE4R83puYKou8bWczt29v5oaN9QQ1iXUN3ji6IaTwF48NsG99Xc29+9F9a0hUOqa98WZXjSg+dHKWx/sW+L3vnWUhb/DVZ8fZ3BwiEVTpbQoxndM5O52nO+FHU0T2dMdYWxfwMjnzBiPJIrmyyVi6xNt2NjOVNehO+JkrmLx7dxvv3t3GhoYgp2fy6JZNc+WXjphf5sXRLLdubSJSGRtrisSahJ+uRIAjY5maaWlzU5jepjB7umPc2NuAbjrky56TW0AAVyDmV7jnyWHuPzrN0wNJBAHyZe/r8vCpOfrnCrWM0+W/Ci/fnQPP2fvQyVmu31DPLVsaiQcVgprM7s4YCALNER8l0wYEVFnifXvaGE4W0S2npiAuJmAHxzL0zRU4MZnjh2fnCaoSPzy7UPteWIzFlYbVCKQ3b2kgEVS5eXPjivV3i9XGxf+9/LEv9ffFxpiVTCw/y4rcv/baVvcYV7GKV49VZfFVoKosXv4H32VLVyMBRWZNnZ+xdJnf2rcGgN/9ziliAYUtLSGeGkyxpzPKwHyJMzN5fLKAInnqYkfcxzcPTSOLAl96pxdT8tRAkp+cnUcSBUzLoSPhZ0tLmNFkiamcTlNYY6FgkCmaCKI3nr5zVwuPnJpnKlPGcCDqk0gEFWRRpGjaKKKAYbnkdQtZFCiZNrIkEPEpxPxeXzS4+FWJ8VSZprDKeNoLBS+abk1BFPDG3mXTrZFAAFWsRO3IAqYLuumuSC5DqhcuXR9SmczoiAKsbwxw/cZ6Hjwxy3xOp1DZjayabarnraIuKKFJMrbrENE8JdLFU0g7EwFGk0XKlhfDs7YuwNqGIFNZnahPJhFUcIF00SQRVBAFgbm8Qd9sAVn0XKCeOmVh2i7vvKQZgJ+cWyDqV/ApIkFNpiGkcGAwTUtUYyJTZiqjo1s2162rZ1dnhCPjWYqV/EFJELh1axMhn7REwarW5rmuiyqL3LKlkc890seZmQLrG4JcsTa+JCKnWnX3kWu72d+3wIHBFJri/Z5XMGyiPnlJfMnOtgj/+RsnuHZdnILp8rEbempVdvcdm8ayvBigqM8bR+/pjtWue3dnrHa94Ln8hYqC/sn7zzCfN3jrjiZmcwbv3d3KP74wwcbGEHfs8GrpPv3gWc5M59nQGGRvT5yFnMEPz87TFffT2xxCkQROT+fpiPsYS5XprewjHhhKccWaOJOZMt2JAPGggm56dX2W45IrW6xvDBLzy7iuW/l6l9Bthz1dMa5bV8cnvnva6zevEN0TkznaYud37cALd//M98/xmVs30B73e/fk6DTNUY196+tqj1vIG3xp/xCbmsPc2FvPl/YP0jdbpDXmI+qX6U4EanmJy5XL6v5jW9THttYwTwykuGZtHFEQVlQIX8nO38Ue77q8piiaomHzF48N0hrVmMzodCf8/2HibH6WVdNVrOLfGq9UWVwli68CVbK4+1P3Ycs+NFkmV7Zoi/nY0R5hc3OI/ecWGEkVCWsKk+ki6ZJNIqjU+nBLps2ujiizWZ2T03lcFzoTfn5pVwtnpvMcGsuQLBo0hjUKhs2v7mnHdBy+fXiKRFClIazx7GAKw3LQFAFBEGiP+hhe8EbGUZ/Mm7fU89RgGtt1aQ5r9M8VcFwX13FwBBHHcdneGmEio7OpJcSO1ggPn5rl3Gwe0/ZCt+3KLqLpnB85BxSRHW1hTkzlyOkeZRTwRsxiZeZsLrpfmgS6DUFVwHW9v6fK57/dGoKeezrul5nMeLE1AIEKUa2ien5F9JQipzLWFVxP1dQkiAdVUgWTsu0iCh5p1hQvUiWgSrTHfDRXjBA3b2pgcKHEdEYnWTRYU+9Ht1x2tUf45qFptrWFaQyrZIoWk9kyPXVe7qILmJZD/3yRtfUBXhzJMDBfYHtbhP/6xrU1IudTvK+1YTtc0RO/wGxRI25Hp6kPq0Q1ibX1QQbmi3x03xr8qsT9R6c5MZljY1OIH5+bJ6hJNEd8bG4O8d2j0zRFNIKqyOB8ifqQSsQnsbYhRP9sHtuFdMlkIq3zlm2NS4wJVaJapeKq7H1tqoaNKrEEj5RMpEu8OJLh7rduwq9KPHxqlu8dm6ldz872yBKyUjVGVPf5vv7CBN8/NcvVPXFeHMnwmVs3cHg8y9MDSQB2tkfomyvywb3tHJnILskifOjkLM8OeUahRFAl5pf5+I3rgPM90o/3L9R6pvf3LVAwbAbmCktCuauvqWjY/OY3T+BTRJojPj51y3q+/uIEDxyfoacuwO/dvB7wCPLRiSxdCf8F9w686UD1vLds8SYLy7Miq49dqbN5OUF5teTl5XqcX+mYdXH+4+LXs0qgVrGK/zhYJYuvA6pk8fbPP8S+rR080bfgNVmYNp+9bSN/8/QoLwyn8VeaWcZTZQTBRVMk4j4ZEEiEFHJlC91yODvtuTrXNwboqQ9iO15fryDAbM4gEVCRJYGFglELhlZkEdtxCWkyg3NFFBHKjheqrSkCOzuiTKTKGLZLRJMomjam7ZIpm4RUiWzZJuKTSRa88VldSKEj7mc8VWY65zWpBFWJLa1hDo2mKCxif3UBiZBPZiLluX/BO68rQFD1cgmrhE8AVAE0TUJwXbK6s6Li6JNBtzw10caL7LFdkCUomhCUwHC9zxuLiOviYwl45iHw9iKbwipbW8M83b9A2fYU0a54gOmsjotLZ8KPY3ummLBPRpEEWqI+JEFgOFVCEQSuW5/g8f4klu3w1h0tuK7L90/OIgreOkBOt2qxJLdva0KRRA6OpjFtlyt64ty8uXHJG/rnfzRQU7mu31DP5x7tJ1e2SBZMTNuhNebjyp54bQfuvqPTGJbnKN/dGeHF0Sx339FbI2xwnrQcHc/QmQhwYNALSQ5rMr5KrFO1qWTf+rolTSMLeYMvPzHMR67tBljiyK2iaNh89Jsn0BSRhpDKpZ0xDMthLq8vuZ7l7SGLScq9lZrAmYxO2CfTENb42A09r8ipu9iRu7zlpoqqyjacLNKdCCwJyV6u+tXIb+Xa60LqkhDu6u7x0wNJLMcl6leWEM3FLuXqGHcyU2Zzc7jm1lYk8QKSdrG2l+W4WMD2y+0WLv/8q9lNXH4ff1bUxdW9wlWs4t8Gv/Bkcf/+/bzhDW9Y8XMHDhxg7969tb8fOnSIj3/84zz77LPIssz111/P5z//eXp6el7VOatk8S8feIFoJMLl3TG++uwYd13TXctiG5ovMpEpc3l3jLFkiYGFEtOZEomgik+W0BQR3XLQLZeRhQK6Dd1xjXTJRrdtEgGVnR0R9nTFyOteK8zVaxPs718gV7ZwHRef6kXgdMX9HBrP1ca1LVGVprDGTNYgWdRJBDQUyRs9ly0HSRDY2hqif67AQsHEsD21LuqTyZStStaeyCUdMY6MZ0iVlu5XSQK8Z3cL//ziFM4iUugC9QGJkmFTsM6PjsM+iZAqkyvr5IzzxwmrlRG3CxYeEVw82g5pAooAjRE/sui5mJMFHd32FMzq8asKIxVyCQKiAN0JP9M5g3zZwnShKajQHPNxbjaPLAp0RH0Mp8pYtlMZycuULYfWqB+pOgMXYKGgIyCypSXE2ZkCqiyyoTHo7YDGfDzRl6QupBLxyZWvqdcWc/dbNy0hXefNTxlu2lSPKomkSyZjqRJFw2EkWWJ9Q4AtLWGOTmTZWQl0PjGZY31jkLBPXtJSshxVhWhnm2dcWdwis5xMVcnAZ39wzuu5DmsXqIOLj3v/sWnOTHtmDctxVyRhi1/ncpJSNZKsdG1VAiYI1HZ/FxOEV0J6qiqebjpoish16+ouMK5Unwcrq3BVde2ZoRRXrvFUtuVrAlUjUtXU5rpwbMIj6fGANzmo7iRW7+PiisGiYV9gTHqp+7fY3fxSJG6lzy83zbwSEvizNpr9WSOvq1jFLyr+wxhc/vRP/5QDBw4s+bN169ba58+cOcO+ffswDINvfvObfOUrX+HcuXNcc801zM3NvaZznpjMcmAoxacePMtC3uRL+4e4pD3CaLLElpYwv/+mdbwwkuE9u1sp6BYRv4Jhu9y+vZmbehtojfoIqWLNWDKS0imbNtUf0a4LuulwZjqHKAp899gM3fEAIU2mOerDdlxu3lxPumzzrl2NhFSRnno/TWGNN26sJx6QSQQ0JAnaoj5sx9spLJk2JyaygFDLfDQdyFTMMI0hlY5EgDOzefL6hVEdTWGVew+dJ4qyeJ64pUoeUYTzyl+2bDOb0zGd85uHmgiiKBL1iVgXub8F3cUVJHyyhGm7zOV1TNs7l+2Cr/JmVjXOOHgGF9N2sR2X4VSJouHlP2oyRIMyQ3N5TMtruUnrNmXTc1qXTJfpnEm+bDOVLiEKAi0xH7blUtA9c8Vzw2mKhkWq6DmBt7VGODNdoGw5DMwXed+eNvZ0x4j4JHZ3RrnnyZGa+eDew1PkyxZjqTK6ZXNwNOMZIgKegce0HVRJYFdnFLVyQ1VZ5N2727h8jbfnVm0puViMSnXhvz3u51O3rF9CVKumhruu6V4Sn/Le3a1etd6lLRiWgyKJSwwY1RiXomFzWXeMO3Y0Ew96YdMXMxcsN1AsNpJUr81fIYFVIlU1/wQqzubFbSQrHW+xKaF6DNf1QtKrJqLlDSfV5y02k1RNHSXDRjcdvviTQWZzOgeGU7x9Z4uX6TiR5YWR9BIjUpUoeqHUUZoiWu2eVM0xy7uWqwaYu67pvmiA9vL791Ife7nnLDaAvNzzF+NnSTZ4Nde9ilWs4vXHz72y+K1vfYs777zzoo/7pV/6JX7yk58wMDBQY80jIyOsX7+e3/7t3+buu+9+xeesKot/9dBBzqUcMiWLvrkC6xuD5MsWsYCCLAnM5QyClTf3sE/m3GyB9+1p5927W2sL9p+8aS1/+ZNhnuxP4lNAFj3VcXtbhIW8QX1IpW+2QKako0oSfk3mly5p4exspQ9YkdjaFkaTPTXlS/sHKRgOvU1BnuhPYVpeHVuubBLRZGbzXk1fWJNxcZjLmbVRslD50xH3MZkto4ie8qeJ0FkXYHi+SMQvewqJ5fUOC8C16xOcmsoxl/dm1TJcQAAlIKQKiJKEqgjkSyZli9q4+mJQK7/GGIskR0nwSK8qi2iyyHTOrF2/y2KVUySrO2iSQMinkC6ZlCo7kEHFkyYLhlt7bnUELuIprYmKE3suZ9aIr08WiFac25uag5ydKZAtmzSGNS7piPGpW9bXzA0Fw2Z3Z5Rzs4VFcTAiBdMmpEp8/MZ1NWK0OGQblipfywObF/cerzTuXI6XGlFWlcb+uQK65aDJAusaQktiVqq9xSupYK9kPLq4S3nJWLoy9l08qq+S4arpYrEppXq85crX4vtRVTvhwv3BlQKkq+Pq4WSRgm5jOy6RytgZ8HZGp/Jsaw1x+/bm1xQwfbGw7J8lBa+KVSVvFav4j4n/MMriS8GyLB588EHe8Y53LLkJXV1dvOENb+C+++57Tcd9y7YmPnxVJ5myydt2NBH1yezujBLSJPZ0xfjDWzcQDyjsXRMjoEi8b087t2/3lv//09ePM5ws8tdPjZI3LK5eG2d9Q5gremJc1hlja2uYzrifhYJJe9xHyKdSML2RcyKksqExyNmZPCOpEpmiycmpPH5Voqc+yMmpHPcenmaq0h6jSgJNYR+iKNIY8jIcf/myNuqCGgFNIqwJNYLlACOpMq5DzQVtuZDXLeJBBQSB913extq6AODtKMqigL2IzFlAnU9EEjySKAsQ1ATqIz464z7ef1k7l3V7ockv941nOEuJIngXajkuruOSLlqLP7zk/+eLDoYNOcMlXzaRBQGJqgrq1ohi9TlVnc7BqzWcypos5E2cRccsWy5Fw2Ihr/N4XxLdsgn7FGJ+hQ/uba/Fr/Q2h5Arjt/GkMpczkBC4H172ggqEm1RH3/8UB+pgkE8oPCJm9Zx82ZvzAnUlK+iYdcCmx/vX6gplNXcxlcS/bFS3dxypbG3KQQCbGqOXBCz0hTRViSK4JGpbxyc5HvHpi+qeJ6YzJEurXCdFaF5eQRKQJX42A09SwKgq1gpLqX6WqrKHni7obM5nR+fm68R2sXE7Pzr76rdhz3dMa7oidde62Nn5zk6kcV2HUI++TUFTK907lf63J8WXk0vcrXruho5tIpVrGIVi/FzTxY/8pGPIMsykUiEN73pTTz11FO1zw0MDFAqldi+ffsFz9u+fTv9/f2Uy+WLHlvXdbLZ7JI/VXzlwBhhTWYqa/CJm9bRnvDz8RvX8fadLbTH/Wxvi7C/L4lRaU+5/9g0H/iHIxR1i1zZ5tRUjnzZpmTafO6tvfTNFsmUTZ4dStHTEKAj5qM+qBLzKfhkgWeHUowlS5ybKeA4YNkOL45laI1qfPvQFF89ME66aDBfMCiansp5/cZ62mI+2mI+ZEnkli0NxIMK8YCCbbu0RP1EfSIhVUQRYG2dj7BPoqfO5+0GVpiS7ThEVImvvziBKos0R1Rs1+X0VI6ibi2Jt0mWHRQRVFmoNNO4DM6XSJVM/v65cWzbJeLzMiSlRU+MqN5fBDyiGfVJ1Pml2seqe426DTnDwXRemSCeM1wKhoONR/wWG3ZeCtayw8sClAyPhMqil/1o2F6V42Nn5rnv6DRPDiY5M51nZ1uE3qYQffMFBhcKnJ3J8Qff7+O54TRfe36cF0Yz/PDM/Arj1wEeOjlb++8r18Rr8SgvjKRrndDLx52vBtVR7DND3l7fHTuauXptgtu3N11A3F6K1JyYzDGXMzgxmVtxRPzQyVmyJYuxVGnJdd6ypXFJPulK1/dKydTyxz52dp62mLcTeLHRdfU51XF1XUjl7TtbePvOliWEsjpyfq1j0Ncjy+/VkL9Xew2Lm2RWsYpVrGI5fm7JYjQa5bd+67f43//7f/OTn/yEL37xi4yNjbFv3z4eeeQRABYWvK7WRCJxwfMTiQSu65JKXfyH45/92Z8RjUZrfzo6Omqfe/Pmeg6OZrhlUx0lw+aZgRR/8lAfC3mDomFzdCJLIqAwXzDQTYfvHZumZNloipezeM26GBPpMpd1RfnKAS/8uW+2yH/Z182BwRQdCR+aItIU0ciUbBwH/vdTo/TPFdjYFCRbtuhtCvDUQJKHTs2i2w4lw0WVRERBwHYc/uH5CU5N5zg7k6cxonF6Os+mpqCX+aiIDC+U0BSZXR1RNNVTRdc2BFFlCUnwFLfZrAEuDKXKFA2HuaxOrmQS8ytYjluLqqnCBSwHbNtFd6iRtLGUju04nJjOockCqiKwmO9VMxZdAAEaQjLZSkm2JEDI54Wai4I3wn65MfZiLBcol+Ni/whCyvn/tlzvjwOULG/XczZn8pNz8/zTwTFmcjoHh1KcnMzxg5OzZMomB0eyFHWbc3MlTk/nmMvpOA6YpsVVa+O1HcEbNtYzOF/k1HS1Sq5Ma9RX2/fbt74OTRbZ3BxCN71XUyVJL0UgbtnSyNXrEly3rm7JY5bv8b0WpWtrqxcvtLU1fNH9MlkS2N4WecXK2qslQ8uxXA19rXtvAVW6gEC+FFa67tdj5+7VEtCXu4aXCvRexSpWsYrF+LndWVwJ6XSabdu2kUgkOHr0KM888wxXXXUV//Iv/8K73vWuJY/9sz/7M37v936PqakpmpubVzyeruvoul77ezabpaOjg3t+cJC/e3Eex3WJB1R2dUR4sj9J2XK4dm0CTRGJB2R+eGaenroguzqjPHp6jvm8zpaWCIokcHQ8y1zeIKTJ/J9f3safPtJPxKcQ9cvUhxR+eGaet2xtIuxTmM2X+coz4+CCWCFMYZ9CyfRicASgaNrsbI8SVCXGkiXmCyY53cKybRRJRJYkbuqt48ETsySCChMpHZ/q7f4JQMnw6v6uWpvg9HSO+byB6XhEzXYhrAnophfeXTRsZBEkUSBfGelWMxUBfBIIohfgXd0lVMRqi4tIVndpjXntHtmitWTcW4XE+fGwiPe6BReq8YsCnhPavUjDzKuBInrHWs5RFOH8+V4KWsVcI1ac1A1hjZaISrpkMbRQqj1OlkARBFpjPlwXbt7cwFzB5K5ruvjYd06RNyx6G0NsafGyLLe2hLljR3ONJFT37BabPhZXzV1s12z5PtryvbnljuFXk9G3fMx6sTq9V4Kf1725f6vrfrl7/mpjZn5e7/cqVrGKnx7+Q+4sxmIxbrvtNo4dO0apVKKurg44rzAuRjKZRBAEYrHYRY+naRqRSGTJH4BDY2k2N4eQRIFbtzbwoSs6aI36aI9pIEBbzMfR8Rw9dUHm8jo/PjtPIiAjid6G4ES6TMQv4+BiWBaf+UE/pu0iCLCpOcShsSwlw+axcwv0zRVoCGqsbwgiip5qJ1Vq+3Z1RJBEgahPobsuwBs21HHV2gTX99YTD3j90ZYLZcvBtG3uPTKNKLqMp3Ta4z40WaQppLK5JVTpgHbZf26BVNEk5pdRJcD1iFtOd2mOaLiuF9ht2VBctPvnOBDWPOJp4+00SoJHNsM+ibX1AdY3+ClbAiFNZD5vEvfLXij0Cvd+MW9z8MwzdiXYuyZkvgxRXP62qVSeqIpLR+CmcyFRhKVEsfrcxc+rQrfdmqJquZArm5Qtr+s5qAj4ZAhrErIAAc0zrsiiwDNDKVqjGl94bICyaRNU5Fp8zkiyxNFJrxLwkvYI+/sWeNv2xtpe2XKn7UspQstVo5XGt1XFarkj+WK4mEK42AW9eP/yleC1qlv/WkXyX4t/K1Xu5e75qx15r6qJq1jFKl4pfqHIIkBVKBUEgbVr1+L3+zl+/PgFjzt+/Djr1q3D5/O96nNc2hnjht56PnJtNz5Z4shElr96zzZ+eU87v3O9t6B/91s3ce36BOsaguxdEyNTsoj6PKOIK8CNvfVsa4kQ9ivM5EpMZcsMzBe5em2ChpCKJIkILiwUDB46NUd73Mf6Bi/jz650IScLFg1Blet76+iM+b2IlmSR+45OkSwaGLZH4kKqRNSv0BrT0E2XRFBmLq9jmDZnZ4scGc8QVCUspxJH47jIoojreIHW1bfg0bSOw/nImipxUgRoi3uRPhJg2pDX7dq42HVdNreG2dAYpiWqYlgOzWGFqayOvnw58CIoOx4x1G2POMLSKsCVUB9WaAzJtb+b7nmFs+oAf6WoEkf7Iuacxa+iZDpMpEpYjo2qSLx7dysOLqYN8wWLnO5l7lVd87rlMJ4p0xLVuGNHMzvbI3TF/exsi3L9hnq+cmCMoCrxlz8Zru2VVQ0J162re9kxcpVkACuSqsWk4YaN9bV4l4dPzb5qEvZycTcvhdc6Ev/37vp9uet+vcnsv2bc/rPa/7yKVaziZwu/UGPoVCrFtm3baGho4PDhwwC8613vYv/+/fT39xMOhwEYHR2tRed87nOfe8XHr0bnjI+PE4lELhoPshjV0VGuZHF0IoskCNi47OnyokO+d2yGB0/MMJ832NAYpGB4fc5HJrLs6YoxMF+kO+GnaHrZgLN5A9Oya/t+QVWmKaLiuOC4LuOpMtmy5fUrV0wq125IEFRlhhaK7GgL8a1DM4RUgXTZqREnVQK3Qsh8ikDJdL1jLnotMZ9EpmwvIUZyJRfQdTzzR/XtUKkcz3LBLwt0xP2MpUvYtosgCohASJPI6TbllyCMywO7qxDw2l8M++L7i9XnquJSZ3VLVCZTdLAr1/xq/gEIeB3VCwUb4SLXVh9UKJQ9N7UgeI04EZ/McLK85Fz1QZm19UGiAYXnh9Nc1RPn02/eUGt7iQc8c0tetxhaKPLrV3bWmkweOjm7JIJmpYaQ5a0jKz1npdFl9Xt2ecj0crxc4whcGIL9euBnNY6mitVx7ypWsYqfVfzCN7i8973vpbOzk927d1NfX09fXx9/8Rd/wcDAAA899BBvfOMbAS+U+7LLLmPXrl188pOfpFwu8+lPf5pkMsmRI0doaGh4xeesksW/ffQQb9m1ZkluWzX77mKVXktbNsb44N4ODo9nyZctDo5l8MkikijQEtX45sFJEAR8ikjM7xGGVNGrhSvoNr98WSszOYPB+SK24yKKAqZlk9Ft5nNex7Isep3MflWlOaJyZU+c54bTDM4XyekWjuNV6+WtikJYIYbVb4ZqkUnVUBLSPKVTt53ayFaufC6oevuJVc4nAw0RlbAqMVcwsR2bnO5eQMpkERRJwHHc2jEXP0YVIRqQmcuvHN9d5/fyFB3Xu07TOT96ViSo+GNQK9mJ01nPCq2IXv+07QoUjKU1hCLgUwWKhluLFfJXKgmDMjREfaQKJkXTrqmcaxr8DM6VsPHIZCwgo4he2LksCdi2S31YozmscmgsR0AT0A1v7eD2bY38pC9JfUhlbX3QWzHQbQq6xY29DRydyC5pDQGP+N1/dJofnJzl1q2NBDWZ2ZzOU/1eo8yVlbrBz/9ooJbzePXaBLrp1MiiIokvS2CW9zxXv4+rZHBx5d3Hblh7QevKayFGv4g1bz/rZHYVq1jFf1z8wu8sbt++nUceeYRf//Vf541vfCO///u/z+bNm3nmmWdqRBGgt7eX/fv3oygKd955Jx/4wAdYt24dTzzxxKsiiouRKVq1kVd1BFTNvrvnyZEVR2LVkc/h8SytUR+f+f45ZnM6JyZzTOd0traGvQieuJ+/ee92euqDvH1HM50JP4rk9UHndQtJhOeGvQ5i03YoGDZRn8RQssRM1kCo7OP5FYnGsB+fIvDR67p4cSRD1K+QCKo4DiQCEiG/il+CREBGEJaOZQUBWiIqlQxr8rpD2XSWtDy4eH3RRcOtfbyqaGZLFjnDQRQFNjaF0ESPpAXl8+Nrt9KgolfUPREvwHvxNcwvIoqLR8cCkCw5qDJEfDJy5TvZrvxZPPHbuyZOXUBdcpyi6VI0nAv+ATSGFSI+BZ/oXU9EExEEAblCPgumRVa3a2YeVYGh+RKiUHm8T6Ip6DX2tMf9WJWKwrmcwblZrwvctFxsF1RF4uHT84R9Mqmi1zV9eDxL/1yBRFBFU0R2tkfQJK8i8oWRdK1RRJVF2uI+VFmsjI7LxAIKM1nPkPXQyVmyZQtNEmsRMFV39M2bG2vft9VGl5VGpNWdynueHF7RSV09b2vUd8G/h5VGoq9kHPvvPVJ+PfDzOu79994FXcUqVvGzg59bZfHfA1Vl8W1/8TB/cucltMf9tc9VR9K5ksXgQpGP7ltzQQeuYXlDyxNTObIli2zZoj6kMpUtc/u2Zm7srefLTwzzoSs81XFxr+7/eWa0ls8Y9XutJKmiSUfcz3zeIFs0sfBI1+6OEIPzZRRZQLcceuqCXLEmxlODKRYKBoblUDZtCpXZrIg3Ll78jdAUVtjRHqVkWDwzkK6Nl2sGD3epCaWKxW0q1TGtJEBAETEdB0UUyBkX/5YLqwKmA7rl1lRN8BTDoE/Esl1EwSVveMqm5UJDUCZv2LWWFgC/JKDIENZUdnREODSaZiZvIgH1YZV8yaBsef3SdSG55spuj/sYT5WxK/ubi1+HiDeur5LbqmO7Ou7e2OBnY1OIdMni4GiGiF9hfUOA54ZTSBV3uCB4+6auC4II77usjRdGMySCCvM5T5GL+mS2tnqu+XzZ4odn57mpt55QJZ+ymlG4eAWiZNh8af8Qm5q9xpGHTs7ywmiaPV0x3r6z5aL3+6WUQK9RZYDWqK/WqLKSk/qVqmavRHVcVeF+drA6Pl/FKn7x8Qs/hv73QJUsvvFPH2RbdxOfuGldbVfs0dNzPHJ6jqAqMjhfYldHlN+/ZT3JgsFHvnGi0spiIIkCnXE/Q8kiybyBg4AowI62CDN5HUUU6JstUheUURWJNYkAH7uhB78q8e1Dk/zozDzXbqijb7bAyHwRTfH24Z4bSVEyXVQRQppMQ1hlYLYIAnTX+bBcAb8kkC5ZFC2bTOk81dMkz5SyeP9OFT2XbTLvVd5VR8x+WSCoScwXVh4NL1YnqzV6VSiiR85eKiNRk7xIHlkUEAQ8NbOS1xjzSRi2S27RAmKVnFbja6pjY0WWUCQX0xZoiWgkiwazeS9AfE2d97XILMpxTARlyqaD7bgYFeUPzhNoSfAUwrqgymzOuGBXUcTrod7QFMa2XWbzZVRZYld7lMaIwteenSCgiZR0h/a4j4WCQdCn8N5LW3m8P0mqaFIybS7tiLKlJczpmTwNQYV7j8wgi546+ns3r6/tIO5bX8eXnxj2WmIKJpubQ0v2C18J6ar+EiMIHgF9qZ3bK7pXXq94NXipa/pFHD//vGOVuK9iFb/4WCWLrwOqZPHNd/+At17WQ1CTSBdN+ucKvDiaQZO9PTBZEqgPqbz3sjbuOzLNfF4HBHqbQoylS1y/oY6nB1LkdIvZnI5fkRArJPLFkTRGJd9QFKE+qHHNugQ72yP884sTLORN2mIaf3TbRv7qiREsx2V9U5BvH54gU/R2Ebe2Rjg0lsGt7CGKgqeY5XWvs/joeGZJr3JIk1AlkbJl1arwwhrkzkdMoorgVyUE1yNrywlfY0jBV6mzOzqRQRZFfIrIXIVsgkcW/Yq3Z3gxSECgoi7KgotuefehOvbVRK+Sr3rt1WMLePdsJa+MwPkcSBdP2XNs94Ie64gm0hBWmUiVMR2IapAqnz9HT8IHuIykdFTJC+euwid7IdQiArGAiuO6BBSxshPp4jigWw71IYX5vEFQlVlTH2A8XeKqnjgPnZynPigT0BQSAYXprM5srkxAk5nLGaxrCHLb1kZvhxEIajKtUY0DQymuWBMnHlAu2o98MSzuaX4p9RFef5XpP5qKtUqOV7GKVfws4Bd+Z/HfE2/f1czt25u4YWM9QU2ibDkEFZGwJvM3793GlT1xbt/WxPUb6vnDWzcQ8yusqfMzmirhuC5DCyWuXpcgoMq0Rv0kAipBReTYRI7KpBrHhbhfQTctbtlUxwvDKVojGi4O46kyv/5PR3miP8nBsRRP9iUJayouAu0JP0cmsgiCR15iPomYJjKd0Vlb5yddMqkPasjieROL49r0NgUwLddTyCTI60tfs+FASbcpWR5RlAWoD8nIAkQ0ia2tEdY1BDgzk6cj5qM96iOnW0ud0yL4lKVvjD7Juw7PkS2wrtGPabvolkve9O6DvkieNJ3z6qUqna8CFAXwyULt73D+cSKVfMrKc3AvJIoCXh5lQXcoV/YMS5aw5B/ISKrMWNq7MSXLI7/V4/sUie54EEkU6Ur4ubw7hl+RWSgYpAomkghX9sQxLMfbQXVdTk3ncV2X7x6bpS6kUDAdwprE4fE0E+kSG5qC3i6o6/VSn53NezV03THuuqbLi2i6YxNNEa3Wj1ytD/xp7/293pl8/9Ey/34RdzNXsYpV/OJilSy+Bty8yRvZlQyb7x2bYXC+CII3NvUpEpd2xrh9ezMBVaI97mdtQ5DT0wXGkiVyZZttrWGaIhrXrouTKZsYjsNgsoSmCIR9EkFFZN/6BJosIooCH/7nExydyKJIIpokkS4ZLBRMCrqFaUFzREVwXRTJ62PWRC8PZ0d7BFEUkSpGidMzBSRBoCGsEtUkpMpXv2zCC6NZJNELyBZFgTq/cMFI2VpE3FwXGoKql31oORwaTfPUQIqiYVOyXLK6Rcl0a8fwVcbL83mzFnAN58ff1cie5ogPQTh/7mogd+06hPM7kbrtqYlVo40si2iyF22jih751ETPcGNVdix9okc4q1Al2NESRATilXpG8B6jyiLrGv3I1TBv2Xvd1dgiq6IAO0AioNDTEKA95iMRUPn1KzuxHW9HMaSKSKKI68L1G+uwHSiWTSQBpjI6Pglms7pXq5j0vka67TCaLBHxyQRUkXTJ4lcua0OpGFa+/MQwV3THax3Hi6v/qp3S12+of011gCvhX2vSeDmzxM+rCeS14j8aOV7FKlbx843VMfSrwPKcxc/+4BzHJrIUDRtBEPArIkFVpiGkEtQkPrpvDc8MpdjUFOQz3+/DweXmTY3cucvrnP29+8/wRN8CRdPL7FNkkV+/spOhhSJl02EiXeLMTAFczxl8Q289I8kSU5kyAtAU0ehtCvGBve18+J+PE/PLmJWdu7JpUTQcr09ZFIn7ZXTLwXJc/KqI43gtMAXDoSOhkirY5HSbuAZIMi3/f3vvHV5Heeb9f6ac3o96l2W5d4rBBmODA5gSCC27ZFNJ3l/apmx4l2TTIG2T7JLsJu8mu5tGskkgG0KIIWCasanG2BSDe5dsdR3p6PQzZ2ae3x+jc5BkyZaNTfN8rktXojkzzzzznMfMrbt874CLzqEMJlbINlMQqBIUa1NkoMyv0JcyUIDGMhdtMUu0O+iSKfe76IhnyRuWRI+QJcSwxqJuCoxhTcei/I7AMrwq/E6ymiUDNBHFNnxOBRyyZfweGsjjdcm4VYnBrFHy0AI4i/2ksa4pFMPRsuV9bS7z0TmUxeNQKegG/Rkdr8OS9In4nAymtZIMT/HZTSxPZdHQDbtlPnRuA4/vjlmakoNZ9vSmcchW/qRhCGrDbnwuhcODOWJpDY8q4Xc7kSVLLscUgoBLRZYsbUWP07puIFPgjIYgvakCU8rc7OvP4nHIzKj0c0ZjiFReZ1dPGkmClnJvqRgFJhfevf/VnmEJnHypr/JkmWw49Z0SZrbDxzY2Nu8k7DD0G8CnL2hmRqWfRQ1hrllQhcehUB1y0ZPMM5TT+b9/3s7ju/r5zsN7ifqsCmYkSi3QWso96ELQEHFTE3bzqQua8TkVNrcP8dReq+1e1GfFWqM+B4ok4ZAlAm6VRQ0hwl4nHz63ns/9aTsIk4GMxhVzKjijIUhD1Mv82gCGsORgDBNUVeLspjBzqgNWj2lZIuCSSWYt8WUJiOet/sVIEl6nk4BLRVEUq3fymD8rhjKWBSXJ0D6QLxV9JPIm8WwBj2q1/MsZkCsINBOcioxnWOfGIUPII+NzvOZJzBR0NPM1S0+RLM9isQq7aKCpWN6o5dPKSGQNDCCZNxnIGBgjDEVFsjyLsmQV5xQdWwqW99CtShyMZXApMmU+By6ngt8lI4SgYFpag2OdYQKrteHMah8eh/WMSBJrd/RzOJ7jQH+agXQBpyoT8TmpDblxKtCTyJPJG2Q0HVOA3+0g4lWJ+p3UBl0oMggEUZ+DuogHQ5jEMgWcKmzvSZMpGGzpSOJzKmSH4/EbDgxyx4ZDbG4fYl9f2sphbI6U5lpMlSgKbI/HyK4txxsWnWw49VietLeiTMt4c7LDxzY2NqcjtrF4AmQLBhnN4NkDg5zRGGJmlY+oz8nfnFXLZ5Y301LuwedUCLhVXmgbpCOeY29fGrdqVTT3JvM8vruf9kFLo04g8V9/Ow+HIrFmey+6YRkCUa+TJVPKmF7pQ5ElXulMsHJmOVfNq+SVjiROReI7D+8lr5sk8iYeh8q+/ix9KY1lUyPIsiXGrOmCkEelwufiUCzLhv0DdMc10nkDTTeZXukFXgvv9qULHBrMMJjOo5sCIaw8RceI3RJyK6WuKLoJY/3TTkUutQUsfiSwPGjJYSHsggmJnElWt8LVhrB+13SBY1hup8yjIsmvVVAbwwNJMshIZDQTpzpiYsMdaRxA1C1jCOs+LgcURlTluByy1WllWHw7li6wuzdNfciJOhyOdzmgzG/pHY5+Nomoz8nUCh9/c0Y1UZ+DmoCLvoxGMqvTlcgTcqksmRJmYV2Is5tC5IZ1MffFMqTyll5lwK0wlNNJ53V6UxpRr0osXUCVJVL5AqpkFQmBxJkNIcq8Dhoibi6ZVcFZjSE+uawJn1Nhfl2Q6qA1nyXDcktFvE5LLL5Y2ToeXqfCzSutNpXHGxadbDj1WGHmt6IRNt6c7PCxjY3N6Ygdhj4OimHoz96xnkUtNWQ0A4cisacvw6eWNQHw+Xu2kdEMPKXK4ASmKVhQH2RPX4YLWiMkcjozKv1ohsn6PTHOaQ5zaDDH+t39ZDST8oAThyzxt2fVcf2iGr7x4G4e29lHwKXQWhlACMH+vjRZ3eS8qVEcw6FdZVhZO18wcTusjjBTyrwc6M9gCMHLHUMMpAuj9AhdCugGhLwKhmkJVSOsHL+ipuB4jGzD5xiTB6hgGUK6aZDSjt6yr9hqUBsh3SNhyeQsagyzuydFTyKPIV7TOlQUkAW4HAqybIWi+9NWi0NZhpBHxTTBNAVJzUAICLokXE6VvmQBRYGpUS9JzcDnlDkcz5MtWALdkgQep0wyb+JU4F0zKkjmdZ47OIhhWJXaDkWmLuLh7MYQr3Ymh/s0Z9nUNkBXwiqdCbhkppR5MQUoskwmX+BALMtwvQpIUBtyEvE62d+XQZYlspqBIlvfYditksgVQJKIeJyU+R24VJnzp0ZpH8iSHp77Z1e08MTeGEJYcjobDg6OkrkBWL2lm509qVHan6+Xkx2OfSvKtLwV52RjY2NzMrGlc04BRWPxwm+vJi97KfM6OG9qhCf3DiDJMvG0Rl9KQzMEruGOH+UemYWNEWQJDg1kkRSZRLaAz6mgyhJNZV7cqkyuYPLozj4KpmV8lfkcnNEQ5jMrmvn4Xa+S0XQEEr/70EK6h7J84n+3EXQpRH1Oq5Am7GFqhZf9fRnaBrPIkoTXIbO7L817z6jh0ECWfbEswhAcSmTI5ASOYUNRYP34XZYXK6MZKPKRhmJ1QKU7qRPxyJhIJIa1Gt2qRHaEZo0CBD0K6eEBBJYnsj8zekCr04xE3hAsbgrx7P6hkhdyZpUPj0Mho1ni5dmCgVuVCXkc9AxlMSWZgm4S9qoM5XSymqWxWOm3uqGc2RAiWzDpTeVL7RhTmoEkBEGPA1mSUWQIuFRSeZ2GiJvnDw7hc0JiRCX4jEofToc8HELWMFFQEHhcCn6nSmulj86hnPWcJuzqTWEKcKkSUa+TgilwKrIVUk5rIKycSZ9LoS7spqXMS3O5h+f2x5lf5+PJvXEumh5lzfY+CoaJ26Eys8qHKcDrUDizKUReN3lway/lfidRn/MIjcWR+YFCwDP7BtBNQcjjOO6cxIl4q+Qg2jmENjY2NieObSyeAorGYsvNdyM5PPjdCookkSkYCCEQ5msagCOZUuahYJgkczoF05KnyRZMqgIuynwOGqMeFtYH2dw+xDP7B3GrMmlNJ+p1oMoyWV1HK5jUR71MiXppG8gMewutCmKHLFMwBcumRple6eOhHX1EvU42t8WRJEFj2IssS/Sl8kiSJQJumCYCiYF0AV28JswtS+B1ysOeSkrdVoo5hepw9e975lXw51f6Sm36xgpwg9WNJaFZQuGyPNwD2rTEqyUBqiKT003cqoxDkZhW4eXlw0mCbgWXQ+XyuRU8tqOflnIvO3pSGCYYhknQo9KdyBP0OCjzWrqFPalC6b71YScuVeU/3juHm/+8nV096ZLmpGNYL1JGcGZThL6khiEEU8s8bOtKsC+WLz1v0VMZ9aokNRNFAgkJn9Mq4KkIOOlPa1QH3bQPZEnmdGZW+xlMF6gOukjlC7xwaIjakBu3qjCQ0RjM6EjCRBcSYa+KS1X46NKGUTqHGc3g+4/sZVdPGlm2BLOf3BPjrKYQ9REPF00v56HtvWw5nKAx6hmlsVisii52d1kxrYwn9sZK544sfjkRisZZsbvQZHUdT5VR91YxWm1sbGzejtgFLqeQxrCTgFvF55SZVuHFIUu4HQpTKnxUBZyE3ArNURcylrj1u2aUMa3CR8jj4MyGEKYQRLwqZT4nDVEPQlihyX+6pJWbltTjdSpMiXgJuh3kdINUzsDrcnBoIMvGtkEODWaRZYnmiIcPntOAy6FQ5nOgyFaIdChrafJldZO0Jjg4mKU9nqU/XaA3pTGQKaCbrxmKYOUESsNVw5ph4nOqKLKEU7E8hWDlABYEBFwSj+waQB62IE0A+bWwsgAiXqVkaBZMSl1RHDLIkkTE58REEHIrpDSTRNZgU3tyWIBbMJDRuHNTB2U+J1s6k7hUmf6Uht9tiVRXBlwUDCv0LssSPoc1l9qQg6xm0Fzm4d8e38/evkwphO2QX+v04nIoDKYLaIZJ11COhqinJFQOMK3CQ8Cj4HUoJPMG8nB43+NUqIt4mVLm5YX2OG2xLG5Fxu9S8LsUwh6V71w1g55UHrdDpT7soTOeRzdM5tYGuXB6GdOrA3x0aQPVQTdBl1JqA5nRDO55qYs123r57IopzKjyURdys68vxZKWCH2pQskgvHZhDV+8pPUIjUUYnae44eDgqHOP1gt6MhTz+DYcHJy0rmNGM7j9sX2lXN2TiZ1DaGNjY3PqUY99is1YIl4XLeEQvak8miHwOBUSOZ2mqIfZ1X729KapjbipCrjxOhV6kxoZzWBahY9YWqMh4qEjnqcm5EICOoZySBLs7U+zqyeN16HgdipW5w9hGVqmMKkNuelL5Yl4HfQkC9Y9gi7++8Z53PbAbj6wuI47Nhwm4FToS+ulypKakJNswaQm6KI7kcPnUmkp8/LM/njpmdwymMOGl4wgrenkdYEkrBzB5rCLeNakucxJf7LA1DIPr3SlStfLWFXHLtXyUOomVPgdpPI6DkXCpSrkCjpep0qZ34kkJIJuhX192VKPZQur4js3LPvzwqEENSGVQwM5XIrEoYEcZzYG2NGTYU6Nn2zBZH5dkEODOToGs2TyJh6nyua2OHndeE3AWwafU8EEvKqMKst0JrJkC5Znc8P+OPUhF/sHsnhUhcvnVhHxOtB0wWAmz1+39jGlzIPfpbKgLohmmLww3CVHNwUrWsvY05dmRpWfr96/i6Fswfpjwa1SF3bjcii4FJm5tQH+8V1TWb8nRmPEg2a8VqCzdlc/Gw4M0p3II0nwxUtaS632Nhwc5Maz6o7wyk0UF1g5o7yUbwevFZgUPXGP7+4veeKO5vUb+1lx3KLRuXJG+RH3GsvaXf3Uhd10DuW58ay6if5ZnRDF57KxsbGxOXXYnsUTIJnX2dWTosznZOWMCnTDEpzuHMohgGWtEWIpjc9f2ExFwMWcmgBLWiL4XQqNEQ8uVaE+7MbjkJldbRW6vNKR5Jr5VayYXkZfKk9aK+Ad9n6ZAoayOtMrffz8ffMRwJwqLy8fHqIrnuOpfQOU+5389vkO0ppBUjNwKgoORUKVYCCtc838avwuleqgm7BL5cVDCatqWLHCxfpwj+qCblIRcJfEpyUFWst95HSBZhjE0wVCHpXdfalSfqEqgVuVURUJYVri1l6HTJnXQdTrZE5NEEWWyRYEAbcDhCCeLeB2qCxuDuNxKpR7LQkahyJRE3YT8TmGpW2gJ6ET8irkdIHLIbG5PUnUp7KnN0NPIk/3UJ5EtoDVWM/KwNQME1WSMLGKTbwuBSEEphBoukk8UyCVM5CBxoiH86dGcDoUZlf5WdoSwTfsnbtqfhVhj1UUoioyiiTxl1d6eGRHH+87q45zp4QxhGBHbwqXQ0Y3BGc2BOlNanx0ST3ntUQoGIIlU8K0DWZ54fAQP33qIJva4hQME79LQQjLKFs5oxyfU6HC72TLYaut30XTy3n2wOC4RRZH8+hNVH08nifuaOOM/aw47rMHBkvHj1XpvHJGOVVB13HlS74VpXTeSE7357exsXlrYecsHgfFnMWpN9+Nw+NlRqUfSbIKD7oSeWZU+UnndXb0pAi6FXQD/u7sOs5uCvGdh/dS6XdRH3Gz8WAchGD59DKe2jvIzp4kiiThGS5U6UvmODykWa33VKu1nN8pU+ZzcvX8KtbtjtExlKNgCPwuhbxu4lJlrpxXycM7+nHIEmlNJ5k1KBgmsixRG3LzrpnlPLKjn0S2QE430AyBV5XQhdX5JaebOBQJTRfUhlwcjudxyNBY5qUjnkWVZQJuyxltCoil82gGNIRdDGQ0ZEmmYJgUDIHPKZMtmFZo27SEtE2srigNYQ8HYmmmVvh5z4Iq8gWTR3f2053MoemC6oCTdMHyuHXFc1SHnBwazKEqEplhqRuHYvWJzhkwtcJHpd/Ji4cS+JxWp5S+dAEJ8LkkAm4HLsWKk/ck8oS9DnxOhbwu+Jszarn+jBpWv9LNg1t7uXhWBVGfo6RLGPE5eGrPAM/sH2BKmZfKgIv1e2KEPQorpldw88oWHtrei6Zbcjguh8x9r/QwmNFI5AwM06Tc7yLsUYn6nPhdCu8/u47vPLyXxU0hNrYNcW5zmPqIhyvnVpHRDH6wdj+1IRdVQRdCMGFO3smq1j3aOBN9dqorhd9OuYinIh/z7fT8NjY2b1/snMVTiCKBQ7a8SBnNoH0wy9yaAM1RNzt6UjRH3BwezJPSDP776XZue2APnfE8B2IZ/rKlm4ymM5jVeXx3jK5EFocMGc3EME06h7J0DFkt50wsSZmagNPyzGkGv3u+g/bBLGU+B6YwyeQKJLI6gxmNP7/UTb5gcmgwSzyj43NZ3rGgS8HrVOgeyjOjyseC+iDlfhcBt0JWF+imiSmgPOBE0wWqDIfi+ZJOYm8yhyJJBN0qEY8DUwhm1/iRsLyKh+N5yv2W3E9hWDNRN0ycDksE26FIyFZ1CLOqffSk8ggkDvSnWLOtj83tQ3Qn8yRzOmGvSkozuWh6hMF0gTMbQ+iGdZ/McA6kwMqjzBtWPqQwTQ7Hc1QFnDhUmZxh6ThKEoQ8ThbWh7hqfhURj5Mp5V5Cbgd5XfCBxfV88Nx6AHZ0JSn3O9nVkyKW1HihfQiHIrOkOcLhuNUxpy7swa3KlufUqfKRc+tZu6ufVbMr8blU9OE+gOc0h+lLaQTdKk5VQTcF37xyBiuml3HLxa3cubmTgEtlzfY+UjmD5w/GR4WLb17ZQsRrGawjW/eNZbIt8ibjpRr7J2PxGmDce5zq9nxvp1zEt2MvbhsbG5vjwTYWT4CAx4Ekg6JIzKzys6ghRN4wuX9rL7IE+2M5mqNuEBD1qRhCIMuWUPV7FlQTcKnMrQnQGPEQ8TgxhESZ30G+IMjrJo0RN4pktc3zOCRSOQ0wyRkmBdNqC9c5lKMq4KIgrOpen1NlTo0fhyLRWuEj4lUpGILKgJO0ZtI2kOX59kG2dyWZVe1jbk0AVR7u+WxYXsVEWkMe7rgyUkhb081S9UrOMK0Cmu4Uc2r9GGJYFiep4XHJRLwqsgzvX1yPW5ZwyJDTBboucCoSO7ozTK/0ISFwOxW2dyfY0jHEUFbDMAWd8Txep8yD2/oJuBV29KS4Ym4FhrBC6qpkydksn16Oz6XiUizZnsvmVBBwW60Wa4NWcZEiS8yvCyIBe/szXDanghmVfqaUe5lV7cc53PR57a5+asNuDsQypPMGd73QyVN7B9jamWD9nhi6YRBwq8yu9jG3NsD5UyP8+gMLeelwomQkLJ0SYW9fms1tQzy5d4DakJuwx8F5LRHueP8Coj5nySD79AVWesK751XhccismFbGmm293PNSF4cHs9z+2L6SZ3NkIcmJcixjZrzPxzv2RoZG3069ok+FYfd2en4bG5t3PnYY+jgohqE/9t9r2R0XXDqrnAq/m1c6EhimQDcFW7sSCFOgKDLXLayhK5GnMWJ5HGdX+dnXnyZXEOQNE5ci05XIE3ApDGULFAQMpjXKvE6qQy5296boHspbbfKG+xj7XaoVHvU46ErmmVXpozulcf2iatpiOZBgTrWfff0Z+pIaLx1OICFIDXdNUSWr6EIIk3TexMAKKYPlMR3R5AQVq/BEHj4+pcxFT6JAXjeJehTiOatK2OOQqQq4GcobaAWDBfVBlrZEuO+VHnb2pHCpMnndRJWhIeobNvAMDvZncSjgVBUCLpWwx8HZTSHW74nxxYtb+Ne1Byj3OdnVm8LtsDyrZzZFWN4aZXFTmB8+foDdPSm+d/UMDg7meHbfIHv70tSF3Ww5nGBWtZ9lrVE03eSxXf1U+J1IksRZjSH8bpUlzREe2dHH1q4kCKgOOdnclqA7kSOVN1jSEsHrVEjmdLwOBUWRqA256EsV+NSyJtbviSFJlrTN2l39rN3Vz66eFHNrAnidVm9wz3C1sKa/FtYeWVjy0PZeNrcNcSCWoS7sJp4p4HUqRH0OzmoKHzXMO5nClKVTIqPmOd5YI0PKwBHSOMVriqHRosfa1ja0sbGxeXtjh6FPIR6HwqWzKtjSkeKVjgR7+9J0DuU4b2qEc5sjhLxOEHAgluEj59azrz/DwrogPpdKXhe0DWZ46dAQbQNZKgNOIl4HqiojDBMJiakVXrwO2ZKvkSxD0aHINEW8uFSZhrCbwaxOXdhF22COOdUBnt47yNauJG2xLH99tYcXDsVRFQh6ZOojHioDTtRhoy+e1ckUTArDatzF3st+p4Rr+N0vAQ4V1OFWe6oEyZxJddCFLENBgEuV0U1oiHgJeFQkBDVhNxUB13A7P4HPpaJKVk6kw6HgUiVURaJnuAJcQsLjsFojTq/yEc/pNEQ93LGxg1/+3QI6hnLEswYDqQJRn4tZVT62dSX56ZMH2daZJOhROTiY48q5VcyrC+BSrb7ODkViMFtACNjVm6YnobGlI8FT+2Jsah/iounlrN8T43+eP8zzbXEkCfpTBXK6ZVQHPCq9SY3aoIuoz8kZjSGaoh42HhxiKFvgx+v3k9GMUiWzppv0JKxQuiJLfOPKGXicSkkyRpI4wvtUlLjRdBNJBr9L4bYrplMRcPGZ5VOO6VmaTGHKT59qK81zorFGerHGk8YpUvSgFfMoi/e1izFsbGxs3tnYxuIJkMwbbGqLE/ZY3TWmV/pojHpY3lrGZ1dMwe9SCHksD+Cn/3crsbTGy4cT/OWVbgqGoC7kpjZoFbv4nAqmsKqJ0wWTqM9BwRDoJiDB8unlLGoM87sPL+TaRdXMrgngUBU+eE4tZV4nC+uDJIYNrJZyL4l8gYODOWLpAq90pnCpCm0DGfIFA5f6WrcWzXhNP9EEyrwqFQE3XoeCLFnnFPTXtAmbyjw4FYn+tIZTkfE4ZcIeB1UBF6vmVHL7NbNZ2hLh8tmVNIbdrNnWh+W0tsLNToeCphmYApZNjeJUVVwOhajfiSxD11COoZzO7Go/ed1kQW2Anz7VRtCtlrQbr5pXZZ2X1ckbAkkSyJLEzEofX169g5cPJbhibiV9qQIDmQKHB3O8eGiIg7EMSFaFtIzEpoNxvv/IXjTdJORWUWWJubUB5tcFUSSI+pzUBF0srPfz0PY+PnJuPZfNqaQq6OLCaVE64zlyusDnUrhoejlrtvWyqS0OgCRJpX0yUjKmqIUIlAyrjGb15j6rKcT1C2u45eJWPA6ForP/WEbY0cKfxc8+taxp0iHS4nyKzzWWolF52ZzKUWO+Ffs629jY2NicPGxj8QRQFagJuelOWt0+nKpMQ8TNT59q44Gtr73cd/emOaPez87uNAf7M3TGc+zsSeF3qdRFPPQlNdKawcwqP5pu4nUqdA7l2N2bYltXgukVfj5+fiO1IReb2oYYzBRYt7ufw/Esf9nSy/7+DLt6UqQ1ncODlhE1JerFKQtMEy6cGuZgLEe+IEjlDTKF4d7KWC36VMUyFE0gpZkUhoWjAy4FRbJ0E3UTqoIO2mJZ+tIaBcMSkBZCIuRRmV8X4NGdffx5SxfzaoP4XAoP7+yjcyhHX0orFYQ4ZHCoCp2DGZ7YO8D7F9cypybAu+dWIksSVUEXg+kC+YLJBVOjbGofoi+ZR5YkAi6rNWLBMBBYhTJuVaHC7yLqdfDxu15l48E4zx4YYGtnirqw1RlncXMI77BRmy8I3jO/CpdDxqXKDGYK7OxJ8a5ZFVT4XeQLJiumlXH9GTW894wabr9mNq92pFBViZ8/014ylHwuFVmWMExxhLeuMeKhOephdk2A+1/tYemUCFVBF59a1sTaXf3EUtooceq1u/pLXj+HYv1T/MmTB+lPafz0qbZRRth4huNEeW3FEPRF08sp8zuPMFInYuR8jubRHHvfY+XsFcXG73mpy/Y+2tjY2LwNsXMWj4NizuIvHn0RQ/GwpSOBIknkCyaxjMY5zWEe3NpLtmCi6QaVATcDmQLTKrzEswW6EnkW1Qf5++XNfPeRfbgUmbbBLB9YXIcQ8OvnDpHOG6gKzKwOUBf2kCsYrN/TT8DlIKcViOdMKywsU9JCVLCEsyM+B+U+Fx2DOSqDTjriebKagQn4nZDTwSFLGAKqgk4OD1oVzwBlHgmXw4nABCExmNUoGFbrv3zhtR6GS6dGGUwX6EpmUSWFvK6j6QKHKrNkSoTFzWGe2TfI0/sG8LtkIl6rwvqLF0/h+4/tpznqoTelURdy43Yo6Ibl8YtnC5T5nHQn8phCMJixQsh+l8LBWBafS0ZCoiropiHixqlIzKwOsG5XP6oisbcvTVXQzdQyLy0VXjqH8ty8sgWAT9z1Ct0Jjeqgk8qAi8ODWTIFk4tnlrF2Zwx12FP6N2fWctH08lIeYFFO54q5VfztWbVkNIM123opDAtpF3MAYymNH68/QEPEzaHBHDOr/OimKOX2FfMVDw5kqA25R83t8d39o2R6ljRH+OlTbXxqWRMep1LKJSwajpORUhlPdmUyUizHktBZs60XgMvmjJ/7eLT5PLNvACRY3BSeVL7j8QiFvxV4K87JxsbG5ljYOYunkP9Yd5COeAZFkkjlDV7tTJDI6vxhcxdnNYZwOWTm11v/e9X8Cg4P5RnMFHAoErt609z24B5SeZ3BrCVwDZDWdPrTGiawqCFMXjepCTo50J9BmDCY0ZhZHUSRrZCxz6XgVLB0BSVLRiajmQykNXTTpD+lMavai6pIzKj0IssKwgTNEFQFHfQmNeojLpThCuOCKdGdzNOdKFihZlXB71ZojHop9ztxORSqg27m1wWIDWsqZgs6qqKgqjJnN1mG4uKmMDt7UiiyhGYI0ppBtmDwn08foinqZUtHglhaZ+PBOGt397Fudz99qTzfunIGM6v8xLMalX4n0yp8qAoksjpBj4pmCByKTCytsbktzu6+NPv60nzr3TMwTMH7zqrjvWfU8IVh2ZnZ1X7A8oJdNqeSqoCTd82sYGlLhBlVfi6fU8GWw0kumBZFM0wunlExyih7fHc/l8ysoKXci0CUjIF4tsCevsyoYpFnDwyS100e3x1jf38GSQKfS+HlQ0Oj8hU/tax5lDj1eGHdMr+Tr102jTK/c5QHbzIVt0Xv43hyO5Px/hW9keMZO2t39bOpLc6mtvhxh5tXzigv7Y2x+Y4TcTxC4W8F3opzsrGxsTlZ2J7F46DoWWy5+Y+oLh9VQReaIYbDpZbl7XQoLG4O05/WyGkmB2Jp3KqC2yGR1kzqQ26SeR2BJaUzs9rPWY0hfr+pg/5kDhOJlnIf8UyBkNdBpd/JprY4HqeCU5ZIDbfhcyoSZzSG2defJpE1MIVVHJPVDAwBUa9CRhf4XRJzqkO8eGiIdN4g7FVI5Ayrk4xDYW9PyvJUAnlh5QZKQHXASbnfyZQyL7F0no0HhyjzOagOucloBrF0HpeqEnErzKwJ8NkVU1i/J8bqV7o5HM8wlDWYWu5DkeBQPIfPqTCU1ZEQCEnC75LpT+lIAgJelQunldE2mGUoUyDodiCAdL5AOm+CJJhTE8QQgv39GRrCLg4O5PibM2s5GMuQyOqoisT5rVEuml7O7Y/toy5stUIsCl2PrPZd/Uo3O7tT/J/zGrnjucPUhlxWqFyRR1UBr93VzzP7BtBNQchj5f/99Km2kmD22KrmjQfitMUyTK30cUZDiHi2QOdQnk8ta+LZA4Mn3es00psFHPHcx8M9L3WxqS3O4uYw1y6sGfdeD223PIsTVVVPds6TEfMunrekOXLE2p1qQfAT4Vhzsj2PNjY2b0Vsz+IpJOhSmFLupTnqQdNNIl4VVQa3U6E26MStyjSFPfQkc2iGVRCTzptUh1zkDcHc2gA1QTeXzirHrco8tL2PZVOjVAQ9rJhejqYb9KfydMZzeBwKC+qCJLI6uhAIIaEbgmTe5Ll9A8QzBZyywDAF+YJBQVg5iIMZg3zBJJkzefnwELmCgSRBcljuJq3ptMUyCEAXIBSrIhrAqUCuYFAQgpxhsqsnhSxDIq9TH3YT8qiU+13IEjSUeRHAvVu6+NWGQ8Pi4hJTyrx4HAq1YaufMkjURzyUB1x87LxGzmkuY2lLhKBXxTBMtnUlKfM6iHgdXDS9jIJh0JsqIElQ4XdxdlOYC1qj3HhWLctay/jo0gYcssRAukDHUI7D8RyxpMaabb2lopKRQtdF42/Ntl62HE6Q102eb4szu9pPxGtV+PYm8/z0qYOlF/7KGeUsrA8SS2uEPQo/feogn1rWRFXQdYSHzqHIzK7xM5TX2defpmCIkhdxZGu8k8mabb08s2+Ah7b3jiqmOWG9P2nij7xOhWsX1nDtwppxw8Iji3aOlhs5Wf3A8doKHu8YE83xVHCsOR2P59GuLrexsXmrYRuLJ8CSlihnN4Z46XCC5qiLnC64Yk4liiwxkCmwbneMwWyByoCz1OXkyrnlJLI6jRE3siRRH3bTn7by8hyyxMM7+vjp38zlM8ub6Utq5A3QdIMD/Wk2tcep8DtxqhINETfScLVy3oR03mQob2CYltFXRGDl+7kU0E2BYQ536RguLU5kDVorPKiKRMAlE3I7CHhUyvwKIKEqMgf6MrT1Zyjzu/A7JKZV+Pj75c1cMrOCZFYnXdDpGMyyvSvJb5/vIKcbOBWJsxrDpPMGXYk8Od2SkjExaS5z876z6oh4HHxyWSM1ITfnNIfxuVR6kzm6hvJcOa+KG86s5er5NSwfNg6vWVjNxTPLeflwgo0H4uzoTrFqdiVO1QpLx7MFepN5/vhSFwXDHLcPcfFlLUlYIdHmcKkns1OVuWxOJZ1DOWpD7lF9kH0ulfOnRnnpUIKhjM4Te2NHGAXFsff3Z4h4HMiShFOVSt69sRXGJ8MYyGgGWzoSpa4xI/svw8TFLBPd+7I5lZw/Ncqq2ZWTvn9xnJGG0MkW8x4bPj/Rsd7sMPHxPMebPVcbGxubsdjG4gmQ1U0e2tGHQxK8dDiFR5WGO30I+tKWhuGLh4ZwqwoORcLpkHhwe4zpFT4yBQOnInNgIEO6YDCl3Mu27hRep8KXVu/k43e9SrpgWPI2puDAQBbDhL60xvLWMtoGsnidlgvIAThVCHtUmss8+ByWYQpQHXSxfFoZlUEPBUPgUCzx7IJOqXBlIG0Q8TpRhuVe3KqMaQgao25SuQJ+t0K6YJDSdGrCPmpCbu547jBIVvcahySzP5ahfTBL0K2Qyll5mO0DWWLpPGlN59BAjoBLQZZkepMa92/t4e4XO/naX3dR4XMgSRKVfhd1YS9VQZe1vprB7t4U/3BRC1fMrWJrZ5JHdvSR0Qz29KVJF14LiV4xt5Ibz6ylJuhmWpUPpyqP6+EpvqxXza5k1exKHIrVOaX4Arfa7E09wmu4dEqEzqE8y1vLUJXxXW/FsT+7YgpXza9iWoWP5a1lwPgVxidqDIw10JqiHkIeRyksPFIrsTeZ5wdr9x9hjEx075He18kYYsVxin2xi8bweLmRI889XkNvrMfuRI3RN7t93sjnyGgGtz+2j454dtzvaOWMcnwupVT4ZGNjY/NmYxuLJ4BLlrhhUTVClnEqkNYMFjaEqQm58aiWsHXI7eD9Z9eiSGCaEPEpHI7n+NaVMzijMURlwEX3kMa9W7oIe1UODeQ40J+mN5FDmJa+4bQyL1PLvCWP4t0vdRNwqaTzApcqYUiW4Weago54DrfTgdcp4XPKtFZ4UWUJRZIoGJY4drZgoiggy+BxqER8DnIFg7RmUNCtimfDlGgbyOJQFYSAsMeB36mSyBUQwFC2gAR86Jx6TCHQDetnKKsjhOUNTWsGYZ+TljIvP7xuNlMr/JzVEOKC1ijxdIF4TifkcbD5UIJ4RmNHT5LeZJ6BdIHlrWWj5GN+8uRBOody3PVCB/NrA3xgcR1Lp0TI6yab2uI4VZkPntvAf944j3fNKGfV7MqS8RBLaSUjYmwoejzh6fFCic8eGKQ56iHgUTm/9TXP20gDpXhdmd+Jz6XSWuFjw8FBYHwj5UQNl5GG0khP4niGcedQntqQ6wij8GiGyGSN2JF6jCO9s8UxxubtTSTmfSIczRg92rhvpfZ5xZSBze2Jcb+jolh7MQ+yiB2etrGxebOwjcUTwBCCtsEcjWEPsiQR9jo4pzlMyKNSH3WjKlYXkW+u2UdOF+R1QceghmZYeXLnNIfZ35+mO5FlMKPTm9CI+h1oholugselUO53UF/m5fK5lcypCZDM6QhTEEtrLG0JE3apKLJE0G213Yt4HaTyBrIsUxty0TaQJeRROBhLYwpIZnWCHgXTBLcK9RGrd7UAIh4HlUEXTkWmPuymKerF77aqddN5nb19GTKawea2OK92JNnUFsehWFIzigyqLLGwPsTUci/1YS/XLKii3OukMephS0eSmVU+lkyN4JCtyu25NQEuaI1y2+XTeLUjiWFCb6qAZli9kG9a0kCmYPCRc+v59AXNdCc0akNu2gZz/O1ZdVy7sAanIqObgi2HE6WXZ75gsmZbb8kY/OHj+7lzUwffeWhvSfrlmX0DFAyzJFMzVv9v7At5pEfyWB6ukeePNGaEsLylY43LkYbLeAbuWEaOfSyNxU8tayLidRxhFE5kiEw09/EY6S29bE5lyfgsrvt4xs94Yt4nwnjPfTyV4m8FQ6to6H//6pnj5r8WzzkRo9jGxsbmVGBXQx8HxWroH92/iVAoSDKr8/DOPlrKvHx51TSymsGP1x8gpRl0DeUoFAwODmYxDHCpEPK5+P/Oa2RrZ5KXDw9xcCCLIkFT1ItDtkK6hmHicihIMhR0kzObwkTcDl48bIlUexwqCxuCbG4bIqcZIMGsKh+7+9K4HApuRSKlGaiyTMEwyevCal/nkknmrVZ2PtVq1+eQrdzEupCbRE7HoUqYAmZU+tnUFkeRIJbRcSiWd9TjkKzOMgiiXhcL6oO80mn1xT67McySqZFSR5N7X+mmOuBifm2AJ/cO8KVLpvLNNXvpjGepDLqYErUKY1wK/OWVXuqiTso8bn543WzW74mx4cAgPqfMFy+x1vX/PXGAGZV+rl5QXQrl/WDtPmpDbiJeB1s7kyRyVlX04qYwTlXm2X2DPN8Wp2CYfHJZMw5FGlXxW9L/A85vjXLl3KpJ6RHC5Ctyi1XGLlWitcI/4bjF+x4cyNAc9Z5Q/+VieLNYEV305I295+utJh57/cie0U5VPq5x36gq4cl+r693frGUxk+ePMinL2imzO98PVMedy5vtSpwGxubtzd2NfQpxOe2KkNvOLOW951dx5dXTcPrVCjzO/nGlTP41pUzeN/ZdfzbDXNZUBfi/efUMb0qyIK6IHnd5KYlDYQ9lmdrdnWAq+ZXk8hbsjIFE7wuBa1gohUEzx+Is7s3TWPEg1NVmFPjJ5HVEcJAB0Ju6ErkhsWfDXTDRFUkS99QFyXR7VzBMhQBMrpV55IuCBI5g739GbwuqxdyVjN44VCcqM9BThdEXAASUZ/CWU0Ryv1OZEmiM5EnW9C58cw66sJuPrKknuKfHSumlTG1zMtZjSFrbKfC9x7dR9TrQDextBLbhzg4kOGlw0nOaQ6jSioXTIuWwrc9iTwZzeTx3f2U+Z3Mqw2ypSPBQ9t7yWgGq1/pJqsZOBSZlw8NUel34ncpLG4Kl7yAxRBtmc/Jju6kVcQxHErOaAap4T7OC+uDJQ/OsfLFih4q4Igcv/E6lWiGSUc8R2PUy8GBLEuaI6PGGenB9LkUWst9pfDu8XqR1u7qpzLgZMP+QZY0R0reqSXNkVH3GuudO16v20QdXMZ6Xydau5H3ORXesvHuczJC/5NhZArFyeatFEo/1byVPME2Nja2sXhCLG6MjBIxBrhrcwe33LuDr6zeSVYzWNIc4WfPtLNsapTmMi8XTS9ja2eSp/YN8LW/7mJ5axnLhg2XbZ1JMvkCmYKgqczFOU0RzmoMY2IVonQnc7zSmWR6pZfupMb5UyNow1agkFQWNITJFkyEkDAlmTKfE0O89uV6nRIjWhbjlEE3wGl1zsMhCXIFk/NaorhUmTnVAaJeB0taIpiSSsEQDKQt8fFvXjGNnC6QgC2Hk/hcCudPjfKdh/eydlc/31mzhx+tP0BN0MWO7hRTy71EfQ6+dPFUQh6Vm5bUc8OiWioCThrCbm6/dhZ1EQ+3XzOTzqEcC+usv2yumFvFkhbLU1mq/B22Rtfu6ucvW7p5Yu8Ad2xopyLgpC9d4JaLW1k1u7LUWu/ZA4P89G/msqghxGdXTDmiCGRLRwJDCPxudVTe4tHyxUaGWscaEuMJVzsVmeqgi6f3DlAbcvHE3hj3v9rD6i3dJdmbkffVh9sIHi1kO1HIeumUCJvbhjirMcSGg4Oj5Gesgpd9J1R9O1k5HDh6S8HxCl3GM+Jer6Ew3vMcLWx/ov23x7v20xc0UxGwWjzanDh2yN3G5q2FbSyeAPe+0sWV//k827sS/GDtftZs6+WBrb08s3+Ax3b18a+P7efmP29nw/5BHt7Rh1OV2RfL4FZlXj6UYDCj8ceXutjRneL5tjjr9vQTyxg4FZCQ+fKqVjIFg6hXpWCCU5UQpsmWw0mq/E729mWIehw4FfjbM2sQAiQJDEOQ0XQOxHJIWHqLKq+1BSySN8EAHA6ZKeUeDAG9yRx53WRRQ4hlrVGWt5bRPZTD5bDG1gXkdJNb/rKTupBVtTyz2o8kQedQjoBL5cX2IZ7cFyOeKbD50BADmQJ/fLGLmVV+tnQkyesmfrdKVdBFdcDFoXiO3z5/mJtXtrCjJ01z1Msdzx0moxn4h723YIlNV/idxDNWAczKGeU4ZJmsZpDXBZvbEsyu9pMdDsMW9RLjmQIvdyRKWodjPU2Lm8MsrAvRFc/x4d++zNaOIb7+110MpDR8LoWFdUG++eBuDg9m+d4je3liT6yU7zhe5W9pzPpgyTN52ZxKgh6Vc5rDdA7lSx7DnT2pUXtqZNHI0XIS4bUX6U+fahvVO/onTx7krKYQfenCEQU1Y2WBRnIsr9t4ParHy6081gt+vEKXsYbm2P7ZJ8LxeBGPVak9me9h5DxHduA5WZyOXrY3u3rdxsZmNLaxeAL85aVudMPkTy91E0trFAyTK+dWEXKrBDwqnUM5gm4VzTBpjHq4aHo5n1sxhYjPwfWLqtFNQcClMrXca7UBlCVUyTLqnIrEb55rp8znpC7s4YOL61BlmUxBIMnwSleSvG6QNwQuRWb1K71Wez1JwqFKFN8nAvA6AAn8LpXmMi8+p0S5V0HB+uIlBN1DWQomFAzBpvZBDsQyvHQowR9f6iKnmyiSjDzcElDXTWRJBknigmlRakIuFjeFKegmDsUScHQqMsm8zvevnkUqr+NWZR7Z0Yemm+jCKkhZOiWCz6WAoBRqXjolwsGBLDeeWcPBgUwpXFsMrT62s58FdQF+vP4Aq7d0Uxd2U+F3EXQr1IetrjI/fepgKQz7kXMbSi+biTxN1y6swedS+MsrPRyKZfn/7nyVDQfiJQP/VxsO0Z/SuO2B3WTyBp1DOXZ0p0rG3FhDBxgeUy11PLGKTZqpj3q4eWVLyWP4f85rxOdSjiqxMx4jjcqPnFtfWqu1u/qp9DvZ3D7Ep5Y1lfI6i/MaKQs01vgoVoqv2dbLXZs6RoXRYfSLuyjLc8tfdhxh0B3LC1f0xI/nNS0WH/14/YFR4uInYigdT7h2rAF7PPI+r9egmeyznWztytc7v8ne+/XM8XQKudvYvB2wjcUT4JtXTsMwYUFdkN5knh3dKa6aX8XP3jef5oiXW941hWRO54yGEAvrg6zZ1sufX+5C0wVBj4MFtSHqI278bpUfXDubs5sjyLIl5HxgIMsvNxzmQCxDStPZ1ZMmlTMsLW0T6kIuehIauYJOUjPpGMoTS+Xxu1RqQ65SEw6nDPmC5RHM6ybTK32snF7Be8+sY1aNn+qQC0WWUWQFj0NGlSVqQ24ODWR4al+M3oTlaZxbG8DnVPC7FDxOFRBEvA6CLoUZVX5++mQbO3vS9CQ1akMeqoNuLplVgcepcPs1swl5VIJuS08x5FZpjHrYcHCQL17SyvVn1JRCzUWJmrte6KQ56i2Fa5dOidA1lGdKuZcXDyUYSBf476fbyRYMzp0S5sPnNjK90sfWziSpnMGhwRxLWiI8vW+QF9uHyGrGsCH6mgE6kpUzyvmbM2rwuVXm1PjRdKNk4BdDirddMZ2lUyNMq/BRE3KNCucWi0pGGk5jDZBi+8A123pZ/Uo3+YLJxoNxmqPeo0rsjMdIo9IShbfGWDmjnL50gSXD7QqL54714BVD8GONj2II/cFtvTx3YHDUM47tUd05lOfsptARBl1WM5ioXG6k9uPRzptV7R8lCXSqw5FjK7WPx2g8UYNmvJSGkYbVRBX5R6uMPhXG40RrP9nvxA4l29i8c7CroY+DYjX0Z361nuqyMJvbEwghWDo1Qn3EU2oZ9/TeAcJeB0G3ysxqP/e92sP+vgyGabWAm1XtR5VlZEkwo8rPn17uQjdMBtM6iipwSgqZgsHCuhA53WRvX4pE3sSjSoQ8lhxKwdDJG1AwwaVIViWqItGdLKBIEHApZAtWZ5eoTyWVN1AkiaDHeiFGvJa3sS2WZTBTwEQgEGTyJsm8FRKvCXn4t+tmcduDeyjoJjUhN72pPLG0RsTjpCbkYldPCkMIZlX56U1qqIrM8mnRUq/lVE7nxUNDyMOaj/Prglw1f/QLNpbS+NG6/cyuCXLxzHKe2Bvj5UNDNJVZQt35gsmm9jgL64I8vKOPwUwB3RT83dl1OBWZTW1xtnQkMAUsqg/iUq3K8qBbpWK4IOdYPZMzmsH3H9lDRjM5szGEz6UeUQE7sgK7ONY9L3Wx4cAgfpfCZ5ZPGdXHeGT1arHPdEc8R13YzcL6IHv6MnxqWdOEIcuiN27plNf6IwOlnsnr98SQJEraj1bP6ySfXdFCmd95RPXsyPGKBmzx+WIpjR+vP8DUch/buhIciue4al4Vf3tW3bjzGq8auljJPV7FsbV2+6kNuegcyh1xXiylDbdTHF1F/EZXABfvV0wjmEz19HgV00eroh6verxoWI00WCdax/G+wxOt9p7MWoxd+8l+J8XzxuvvbWNj89bAroY+hdSG3GzpTBH0qPSnNQ4N5Eo5bO0DWTIFk55EngX1QZyKjDAFpmlimpaANcCheJan9g7yh82d1Abd9KcKVgcTIRPLWJXRu3rTLGuNEPI6cSsghGAgU0AzTUwkK1QddOFzKkS8KpIk4ZAh4Fb40Ln1NEY9CGAwo5MtCFKaSVYzCHsUVEUmWzA4FM/SncyTzOmoskzIq1ATcqAZUB1w8tvnOwCIZ3ViaQ2XKuNzqqQ0nb6UpR1ZMATrdw/QnchbYw5mEQIOxjLcubkTWZJoH8iytz/Nnr40Wc3g63/dxV2bOkq5dvGszp6+NGV+Jw5FpjbkZsOBOEuaI6VWdFfNr+ZbV87AFOBVZV5oHyq175tfG6Tc50CRJfK6SZnPSV4XzKj0Uxd20z6QHVXhnNEM7trcwZdX7+SuTR10xrO0DeaYVxvAocgl71KxujmWsvpOt5b7iHhfqzDWdBNVtozgsX2Mx3rkFtYHaYx6WFgfxKHIVPgdfPEvO4iltHH32djcxGJY+6Lp5Tyyo497t3SjDYup3/7YPl5oGyKvi5JXFjiia0hvMn+EGDlY4uOtFT6ifgcuh4KmCx7e0TcqN3FkWHu8auhPLWs+opJ8dCi8haqgi08taz7CU2Z5ll/ztBY5WmHK2MrzkZ+93vDn8WhCTuSpncirNl71+Ejv4URV7CPHHfsdFtM4xvOeT5bx0hPGW/uT0d/bxsbm7YVtLJ4AFUEnt10+jbaBDG6HgkOV8DoVsppB22CWqoCT6VU+Vs2u5LI5lcyo8tNc7iPgUWku97C3N025z4HHaVUu5womAZdCdyJHKmegSJbHcH5dgD19GbyqjCxbXsWmqJsKv5PzW8uIeB1kCwazavyYwgrzKhKYhsnaXTH6kppV/IKlZ6jKsHxqhKwuyGo6T+8bZChnYAznDjoViVTOJJ4x8DgktnRavZgr/E4WNQS5Ym4VX7m0Fd0QtJR5qQu5qQy6GExb3V360wUcisTMKj+abvLnLd3opsGm9jgrZ5QxvcJHa4WXf354Lw9v7+Oel7v4wdp93LSkgYjXQWPEzT0vdbGoPsim9iHOagyOqur1OhU2HozjH35JDQy3QLx2YQ23XjGdG8+u4wsXtbC4OcwFrVF+fMMclrVG2bB/kKnl3lEVzmu29fLb5w+zuX2IB7f3cvOfdzCUKfDkvsFRIclidfNPnzrIhv2DPLjNql4uvgBdDrkkxzPyhT/ei9fnUplZ5cfvVlkxrYwHtvYykCnw4/UHxt1nrxlhTUcUhuzoSaEZJjt7UqWOIG6HjEuVyRfMcY2XkbmAYxkZqv/ciiklofmRRTRHaxVY7GAztpJ8bCh8SXOEnzx5kCXNkWMKax/N6CtVnrfHTzhMejROJO9xsl16xht75LGjGVkTjVtM4xhrbBeZjAH9etoyHg27WMXG5u2PbSyeAFpBsPFgnMvnVBLyqMyo9JPRDH60bj+JXIH9sSwzKq3q3DXbepla7mV6hY+PLmlA003qIm4CLpWlLRGWT4+imyYORSHodhBwK7hUmbObQmQKBghLR7GgC1K5Al1DGt+9agZfvqSVtGagyBI7ulO4FZmhnI4sS2QLgt29KeI5AxOrElqWZYJOiTU7rUKI/bEshmlJ4MiA2wH7YzmGslZva1OI4XvneWJPjMODOc6fGuF/nu/A65TpT2ssaghx/cIa3r+4FrcKVUEnF00vRwh4YFsv0yt89KcKNEc9HI7nkCV4oX2IbV1JTCHoTeYZyuo8vW8A3RDctbmTu1/q5OfPtLO0JUJfqjDuC6Yq6CKjm4Q8Dp7YGwNGGyzXLqzh2oU1eJ0K//lkG4cGLemhvX0pBlIad23q4MX2IVrLfVQHnVwxp5IfXDuLMr+LL13cMqoQY3FzmMXN4ZLXrGq4EryoiygEpQITeE17cbxuJovqgzyxJ8bCYS9ka4WPvG4yqzow4V4TAjxjvF1LmiPMqvIzu9rPZ5ZPGe5fnWNObYDWCh8uhzyu8TJRe0AY7dkr8zv58Q1zqAy4aK3wHtH3eTyP18j7jK0QH/n7eDqEI4tfRs7tWN65xc1hFjeFS2MXDaKlUyJvqHFyLOPvRBnPyJpo3OOpaD/W/Ub+UXK06vfJcrx9x21sbN562DmLx0ExZ/HG/3iUcNAqblnaEmF7V4rBTIHzp0b400vdpPI6fpfKmY0hMprBS4eGWNQQYuXMcpY0R4Zzw7zs7Uuztz9DVjOIZwvUBN2EvQ4SWcvoW9oSRlVkfv50G3nd+prcqozPpfKxpQ3c+3IXbYM5/C6ZVN6gIerBIUm0DWRIaqO/Vp8KupCoCKj0JXV0wxLsVmXLiwmgSGAIq/I57FGpCbvZ2plCAApW8YGQBPG0zty6AF6nwtQyLy91JNh4ME65z0HU60SSrRfE4cEsK6aVsb07zTnNIf70UhcIiaBbpSeVZ0FdgFiqgKrI5AsGHUM5Am6VD51Tj9+tjpsrdfcLndz9cjdOGZJ5A5cq8183zsPjUEZ1zsgMG+p3v9DJ4aEcIY+DWdV+Oocsg3hquZdkXueSmRWlrjDwWseVYpeX4n3HyxN7rTuLTGPUQ+dQntnV1h8OxXy0Yr7W0ikRbvnLDtwOmeqgm5tXtpQ0FlfNrhzXqCjmoTkUid296dKzFe+7sD6EQ5HY0pGgKeoh4nUcs4PKRLl0sWED7lPLmvAMF5Zo+vh5e+Plx0007tjjI+9TzE0cOV7RqBiZnzne8xS/X4DL5lSeUN7e0fIK32kcT+7n2FzbY+Wjjrxu5HqO/H1kTubJyqm0sbF5/Uw2Z9E2Fo+DorE49eY/Uh4NE3Cp6KagoJu4HTJ53SStmWgFHVVVOK8lwtauBKm8Vc382w8tIupzcvtj+xhIF+hN5qkKuth4cJByvxO/S8WlymQ0EwlBa4WPw/Ec7YNZUnkdnwPiWcF75ldgIrOnL81AukBa03EqMh6nwsxKH0/tG8AUkB8WzzaxDECv0yp6kSQYdlrilSEzbCw6FfC7FFI5g6UtET5+fiOfuGsLQ3nrc69Dwu9SSOR0yn0uWiq8ZDWDrkSefMEECRY1hDjQnyGeLbByepS1uwf48fWzuf3xAxwezKHpBl6nSsSj4lBkDCGoDFh5lwDTK334XFaYtmhkrd9jeQ813eR3mzrIFyz5mFTBQAZmVQdwqvIoQ+zba/bw0qEhfC6Z/pTO7Bo/qbyOIQRlXidD2QJ53QQBM6r9fHaFVZwykNZ44NUeMgWTf79+Njt60hMaTcXiFpcioyoSjVEPPqfCnr4MHzm3no0HrcKb2qCLTe1DLKwL8NLhBMtby/C71ZKRM5axxunzB+PEMwWiPgdnNoZJ5XS2dCRwqRJ5XaCbgpDHMaHXcCTjGcMwuuji5eF+22c1hnCqMkIwaq7jGR4TGWqTMeDGM06OZVTc/2oPT+yO0ZPMc83Caq5dWDNhQc9ExuDrKQo51thvFUP09c5jZJHK2KKosYxdz7F/BJxoodJbZS1tbN6J2AUupxC/UyFfMCgYgqaIhwX1QQwBmiFwKBJRv4spZR5mV/tpLfeTLwgiXid3PHe4pIe3P5Yh4nXw8uEhoj4HyZzBRdPLqA26AUtlu33Q0musDrqoDLhQFKuAY/OhFJ9dMYVVsyoo9zuZWxtENwVuVeZwPEfTcG/hoEsutfvTheWJszQVKbX+ywsrn9Ehg1uRhg1VeL5tiH99bD8+l6v03BKCwayOphfb2OX51LJGZEki6nNwdmMYwzTpjOeYXuFl7e4BAi6FL9+/C6+qYJhWpXFz1EPbYI45tT5aK3wsa43y5VXT+PKqaRwcyNKXyvN/793O2l39/N97t/P0vgH+sqWblzsSBFwKNSE3S1qiRNwqumlVoC+sD5DXBR85t57vPbKXF9rjFEyB26FyXkuEiNfyegqT4TV1E88UiOd0BjIFPvq7LXTEs+zuSXEonieV1/n4XVvpTeaRJMYN8V02p5KQx0FLhbfktRQCKvwOPv2/W3lq3wCZgsHGtiGCbpXuhEZ10M2a7X3c81JXybM4Np+sqDn4xN4YV86t4nMrplARcDGlzMsz+waQJInzW6N8doWVn7m0JcLNK1uAo3dQGfFFHkExBJnXTfb0pelM5HCq8rjdbIAjpG8mClFPNl9NCMgOa0g6FGncdosj16mYBlBMCwDr+qJcEkxeJHwy4eqx39Gxxj7VsjGvR6PxeBiZ3nGssPp4KQjFgifghMPyp3ItT0fBcxubE8E2Fk+A+oiXj53XxPULqxnIWEUk1y2oZmF9gNqQi/cuquHimRX43SrnTrGKLaZX+mkt97J0SoRD8Rweh0zbYJaAy0H3kMasaj8bDsQp81tFK3UhN1nNYE9fmpqgG79TJZvTMBFMrfACcM/L3WQ0g+2dCXTDpDuRQ5JkppR5WVgXREgSygjDoPh+d6sS6vD/9zklFFlGApKawKHIqIqM1ynTm9Lwu2QUCbwqCCTKvU68Tol4pkCV38k3H9pLdcBJRzzPS4eHeLXDykdMayY/u3EeFQE3q2ZXsK0riSLLOBWF3X1pHAqs2R5jZrWfVbMryWoGn/njVvxOmYe29eF3quzpTRP2OIhnC1QHLaNAliwP3i0XT6Uy6EYGDCHoSWisnF7Gz55pJ5HTiXod1IXcNEY8tFR4ObMxRMijUht2o8gShiko8zs5syFEKq9THXSxuT3BjCo/DWEXIDGjysehwSzLW8tKxszYopWbV7YQ8TrY3p2iNuTG5ZDZ3DZETcjFQFrD51BYMS2Ky2F5HzXDJJEtjGq/uGZbL0/sifH9R/YSS2lsOTxEXjfZMuzhK3YF8busb82pSlw5twrPcIvAYhh7Mi/Vy+ZUsrgpjBCMqlheu8vyHu3oSlIdcDGt3HdE0U6Ro7XTG68i/Fj5asXxfrz+AJva4uzoTo1roBaN6Pte6Wbtrn5L2NzxWvX12HzIYxmDk8krHE8TcTJjn+qijskaUG9kccnY9ZyodebxcqxneD0G39tBC9I2aG3eCthh6OOgGIb+xaMvcuWiKXzt/p08s2+Q2pAbn0uhpdxLa4XP6k4CJLM66/bGOLMhyIvtCcr8Tpa2WP17X2gfYl5dgFhaw+9SiaU1YmkNCQndMHGoMoYpkGWJiMfB4cEcAoEkwfLWcjIFg6f2xpCEYFFjiJcPJ1BlCb/LgYQgXTAwDEsuRx1u1ydh9Yk2TUFWt4xHGZhe5WNfXxrdBIcC5zRH2NmTwuuUOTyYR5bA55SpCrpRJIn2wQwKgoQGLeVuBjMFMnnTKpiRwaXKNEe9XLeohhXTyvjR+gPs7E6RyOlUBVy4VZkXDg3RHHXTXOEj5FbJFUx29aTRDJOLZ5bx0qEEK6aV4VQVkrkCzx4Y5OzGEA9s67MExmeW89SeAdbt6SfqcXBmU5i2gSwVfic+p4IiS7SUe3m1M4nPqfDFS1rJagY/faqNj5xbz/NtccDKFxxIa9z24B5uu3waGw/Gee7AIB3xHEhw1bwqHIrMhgOD9CY1Kv1OzmoKD3esgRXTyvjJkwep9DutIh5Z4oOL67jrhS5aK7zohijth3zBHDYSLQH25a1WqD2V07l/qyUvUxT+fmh7H6tmV1Af8YzRIrTm/9LhxBHh8ZFhWGBC7b/idcUCnS0dCWpDLja1DXF2U4i+VKHkqZwoD3GicC8cmWc4Njw59vw123qRJEs8fktHgoV1wXFzVu95qYtN7XEUJAwhrMrvYemg81ujLGmOHJEPOZLJhjPHy7UrfofFkHxxbUZqYB5vnuiJngdweDDLrQ/s5p8umcqOnvRJCdGeinDvG6GT+XrTCd5IHc8T4VRoaNrYFLFzFk8BRWPx//vZ45w5tYb/ef4w8WyBgm6yZGqU86ZESi+5tbv6+d8XOskMF6/MqQkQzxS4ZmE1yazOH17sZH5tkFsunsqGg4P8YVMnB2IZZElYeWiGIOy1wqwRn8KhgTwht0zBlPA5VXTToDelI2EVn0gyuBwSDllGlWUG0wVU1TIQszo0Rl3oOgxmNDRdUPwbVZFgSrmX3mSeXMGkKerG7VCoCbp5el+MbMHaHlVBB0NpHV0Iwh6VgbQOEjhkCVm2qq013SDoUknkdbwOhYUNIbKawYL6AM/uj9M1lOeyOeVs70qT1w3qI25i6QIzq7ys2dZP1O/AoyrUhz0YpiV2LgT87Jl20vkCjVEvCGgp9/HlVa2s3tLN6ld7cCoSK2eU82pXErditSesDbt5dn8c3TS5al41V82v4vbH9o0rzj0yX08IeLF9iD19KRI5gzMbQ8ytCfDAtl50w0BCIpk38LsU6iNWjmJaM/A5FQSUcgvn1QZJ5XR296WZW2PlVBYNNIcis3SKJSFTF3bjc6o8tL2XoFvF41TpimcJuFXi2QL1YUuX8eoF1aUuKE/vG6DMaxmtINjeneJzK6aMMpDGPpOmm+zoSY0qhMkXTDa1xdFNQTyrc1ZjkO5EnhmVfpyqFXSYSJh6rEHVm8zTPpBlfl3wiFzM8US8e5P5UkFQPFugcyjHp5Y1HzUvrjhOLKXx6K5+LplRjt9teVvHFgmNNUiPVrAzlvFy7YqSP5V+J33pQmnez+4fZGlL5KiC75PN2xy7P49mvH3zwd30pzRSeZ3KgOuIHNSJ7nGiOZwny5CczDjHe6830uCLpbRRhXRvBG8Hg9bm7Yuds3gKeXr/APe92sOcaj9uVWZ+bZCsZnLV/OqSobh0SoQr51rSOtcsqKLM5+CKuZXkdZNdvWlCHpVD8SyP7uwjmdXJ6wa6aTKjyo+mC1QFhnI6Gc2gLZbHMCGWMRnKGXQn8gxmdcDyDuqAboJpgFNViKULIEFOtwxFRYJYqoBu6GRHGIpgbYDOeI4yn0pN0MXFM8tJ5XW0YWkaWbLOiaUK5AyBbkI8o+NxSpjC6iktTEE6b3B2Y5jKkBtZkkhrBhv2D6LK8OKhBH0pjaFsgSf3DnLR9DIUWaIrnifgUvnLlh4EgkOxHAGXSm9KQx323GmGSVrTyesmg+kCtWE3ZzQG8ToVLplVgc+psLQlQmBYu3BRQ4imMi+b2xNEfQ4UyfLiFXNFNxwYZGFdkLs2d/D1+3cSS2ml3KoX2oZ4at8ABwcyxLM6aU0nrRm4HDLXLqzmPQtqcTutKuehrF4ysAGmDsvgDGV1Kv1OfrXhEGu297I/luG+rT28eGjIyt/SzSN6IDsUiWWtUZI5nUMDGXK6ybauJP2pAs/sH+B/nj/Mfa90k8rpPLlngKGMxvNtcV46NMT2riSxlMYX/7JjVJhqpAzKprY4D2zrJZnT2XAgzvLWspL3cWF9kKUtEb5/9UzqIx7m1QbZ0pFgU3t8wlxNGB2+K7YAHMrp3Lulm/te6T6quHNRvH4oW6BgmNb/z+ilHM2JDMXVW7p5/mAcCagPW+0yR8okjTe/h7b3lsTIj/Y8xXvc/2oPi+qDowSuhYD1e2LUhd1sPjRktdWUmLDt4dhw4dH0N4us2dZLIqtzaDBbOm9sG8mR3LSkgUzBZMmU10S4jyVzc6wWgUcL956scO1kxpnonLHznUgk/mQz8r7jST+dak6GDJONzevltDEWU6kUn//856mtrcXtdrNw4UL+8Ic/nNBYEjCYKaCqMh8/v5kpFT6+f/XMUt5YbzLPD9fu59XOJEunROhPFfjM8in4XCpbDicoGCaqLDOQ0Xj5cIIHtvXSmcgDEh1DeSJeBc2wKpgLhsClQMAl41IlIh4JRbG+OAnLEJSBkEch4FFJZAu4VSvsXDxHlgDTpDc9fs6LIjGsaRjlhfYEtSG3VYDjdjC90kvAreBUJZwKeBwSEZ8DRZYJuhXKAw6yhjXG9u4knfEseV1QMK2Cn03tQ0R9ThRJAgkCbpV9sQyaIWiP59jdm6Yu7EYz4MymIJphsqI1yuLmMKtmV+JUZOpDHjxOlWmVPvzDCfN3be7gR+v2s7A+wOa2IRY3hckXTDTdJOJ1cNvl0wi5Va6YW8ny1jI03aQrkWfJlAh3PHeIv2zpZt2eAf71sX2s2dbLy4cTpDWDnd1J2gZypHMFQMKtWjmB1y6s4ar5VaxoLSPgUplfFyTsUXnx8CA7ulM8uLWHF9rj9KbyPLN/EM0QSEgokkwsVWBffxpNF+zoSmKYotQD+VPLmgCIeB1cOL0ME0EqrzOz2k9O1/E6FcJulVc7kzywrZesptOR0DBMwaF4ltk1QfK6yYL6IN9/ZG+p20wxBxFgYX2IK+dWEnSrLJkS5om9MW5/bB/xbAG/W2V5a1lJKPuyOZUsrA+iIJHK6aXihLGMNCyKuZs+p4opTF7tTB7VIPA6FWZW+elOWGX28+uCpT8OJmLtrn7u39rDxgNxdvemOX9qlOWtZUftp+xzKbzQPkRfUuPpfQOlXM2RjLyuaKTc8dyhksB18ZgkWfqe3796FlVBF6tmV3LzyhbqI55Rfayt/tf7Rs1pZC/s8QyhjGaw5bDVjWh+XbA01ngi6sUxNx6Ms7w1SpnfWRKFf63jz8Fx13+sMTh2LkczSk5W7uNk8g813Sxpe45k7HxfjwF7PHmAI+9T7Bdf/HdrY3O6cNoYi9deey2/+c1vuPXWW1mzZg1nn302N954I3feeedxjzW1zMcVcyvoSeQ5qzHI7Go/6/fESlWanUN59vWneXLPAH96uYs9fWl+vP4AS6dEWFgfwuuUqQy4EKaEEHDJzHKCLpWwR2VqhY+MLkbpHzpUZbi3MiRzVtUzWFXMsgQep1R6GQU9Klnd+kwAU8vdzKj2oyjWNRJWsUoRWYa0ZiJMwd0v9TCr2ktnPI/XodCf0WgbzGGYBkJIhHwqQY+TvG5QFXQR9joo8zoJu2V0AdmCyVDWYOT72KnKbO20vHzVQRd1ITcZzSCd11FliGctz94nlzVRFXCxvLWMHT0pwHp5ndMcRpUlavwuvE6FqoCT/3q6jXtf7iZbMNlyOMmSlgh3PHeYDQde67Dy0uEErRU+/G7VKrrIWv2k9/dnaQx7UCQJIUzaB7Pcu6WbRM7SxlQVCZcioWMZx9u7k2Q1g8ODWf7mVy/w1629RHwO3A6ZeEYnqwnimQL7YxkSOR3DtHpoVwecNJZ5MIWJJAlA4uHtvVQEnMTSGvmCSb5gsn5PjHi2wJbDCXb2pJEliRnDhtSs6gDVQTctFX4KhiDqdZDWTBrCbqaUeblqXhVXza/ix++dO+wJtbrlFI2Fnz7VRl8qz2M7+7h4ZgWfXTGFzqEced2kLuzm0GCWZFbn5nu305PI89On2kqdZgwheHRnP88dGCwZoUUD6J6XulizrXdUWMzrVJhe6WUwo5PSDPb2pY/aes6pylQHXezoTrFiWlnJ4BnJyBf60ikRVEki5FERwhI/H1lMUyx+KVaYF4sr8rrJ/liGMr+lRnC0tnwj2xYWDZpiG73lrWVHVAUXjSuw8ilTeZ32gQy1IfeojjcjjbeJCoaayrwEPY7SGqycUU7E62B2tX/Umow0XidqGTheO8Ximoz18I5tzzgR4xmSJ1p4cbTEp2IhlFOVjyk8/noM2OMxNEfep1hsNjYEPd5a2IUpNu8kToucxQcffJArrriCO++8kxtvvLF0/JJLLmHbtm20t7ejKMd28RdzFj/232vpyigcjudojLqpCbnpTuZZ0Rpl3e4YpgnlAQd7ejNEfQ503SSRNzizIcQZjSHi2QJP7BnAME3ePa8an0spacY1Rj3s6UnRMZSnYBj4XSrpvI4sSaQKotS6z+dyUOF3sr8/TcG0NBI9TpWCbqAZlmdPHRbZdqsSYa/DassnBLp4TXy7WPhS9FIiQ7nPyfy6IDu7UwxkCuQ0A4cqM6XMQ0c8R1YzKAhLd7Eu7OFgLIMqS2QKYpSh6HdKOGQJj1OlMepmX3+W2dV++lMakiyxvy+DLEtMr/AxtcJb6uFczAH84iWt3P7YPp7ZN0imYFAfcnFwMIdbFvg8Lm5aUs/y1jI2HBxkSXOEf3lsH690JLjxzFquP6O2lOeT1Qxu+csOAm6V3kQeIQRDw8ahQ5GpCDgJD3fi2XBggP2xLFfMqWTN9l6qAi4EEppusrcvjSJbRSiLGkJsPBjHMAUDGY1kTkeRoCFqGXF+t0oyp/Ps/kEO9GeYUeXHFMLy5jlVtnQk8Dhl/u6sOvb1Z9jTl6Yy4MI/XJzz7rkVfPuhfVw6u4In98YQWEZsThcoMlw1vG+KOpTpvM6unhTz6kJcPLOcR3f28WpHkkPD+Y/VQTcL64Mlke89fRlay71s6UiQ102SeYPvXz2TMr+TWEqzhOMrrMKntGagypZcjxDWi3ZXT4ozGkJ8ZdW00kv96/fvZOPBIWQJFjQEWdwULuVnFotAssOhvJuWNPDzZ9pJa5am53j5diNz6PIFkw0HBulLalQErEKxxU1hbn1gN9+4YjobD1qt/xY3jRZTv++Vbl7tTDKl3Mv+vgwzq3w4FBmnKpcKVYo5iUU9z2LOZUYz+N7De0jkrf14RkOIFdPKjjjv/ld7eGbfAEiwuClcEkYfOfZEuZhFcXFJOjLvciLx84e29x6hfTlZxuYDjswfHU+n82j5gydSeDEyl9ahyMcsnjpVnOz7jLcW75TCFFvn8p2NnbM4gnvvvRe/388NN9ww6vhHPvIROjs72bhx43GN9/KhBB3xHIYQyJKEIkkMpDTueambbd0ptneneOVwgrDXQUPYjdOhkMrr7ItlkCTY32d1bVFlifOnRtB0k1k1fnRDsL8vQ0PUg9cp41AVdMPAlCR0AS5FQsLyyjhUme5kDkmyjMfmMi8yUBlwgWSda1gd+8jrAr9LwRCWfqMYNhQVWaLC78CtSpT7HegCdMPqudyXzPPv188m6nXgUsHEyk30OlU0S3+btCY4OJC1iiV0gVOxim0UhgtrCgKnQyFXMNjdmyGnGbzSkWAor1MwzOHzBTlNZzBToH0gy2dXTCHkcVATcvH9R/bSFPGwqCHIeS0RHKrC7CofsqLyX387l2sX1lDmd5a8TAgwTdjdmx7lCXn2gFWEEHKrNEQ9dAznCcbSGmc2BknldT6zfApIsLc/w7QKHw1RD3e8fyECibMag9SEXIS8Kmc2hon4nNzzUjeJXIGhbIEKv4umqIfzppZx/aIazp8a5cX2IZZNjZLVDGpCLl46PIRhWgLk+wcy6IbJYKbA9m6rQ05lwEXYo7KoIURj1MM31uxFVSU2HIgjSRIyUB10o8jQUuZFCFHKfdzUFufRnf0YwpLVefbAINu7UyTzOo0RD9VBN59a1sTKGeU4FImHdvQRdivs7EmxsD7IOc0RLptdgWfYQPrR+gOkh4t4vnhJq2WYNYdZ0mzt1b6kRjJnsL8/Pcoz87kLWzi7Kcz8uiAL60KltnEj+0v/aN1+tnYm+fkz7aPCz7GUxjcf3E0spZU8MmPb9qmKRHXQRU8iTyqnc+sDu3HIErc9sNvyTk59zTtZfME5FJmZVX427B8klddZvyfGA9t62XBgsNSv+sq5VazfE+PeLd08d2Cw1Bt5zbZeMgWTPb1pDsQybGqL88PH9/OLZ9u5+0VLJzOW0tjUFmd2tZ/FTeFRnr5jaRQW8xLj2cIoT9pEzw+vX45mrEdtZP5o0St7tPNHciKevfFaCo7kjcrPO9n3Od7+4G8n3g7yQjanntPCWNy6dSuzZs1CVdVRx+fPn1/6/HgYyBYo8yt4HDKfOL+B59sGcakyYY+Ka7g62KnKdA/l0IaFu+sjHlTJEhvWhaArkaMnqfHzZ9rpHMryq2cPcTCWZm9/mu1dKfK6GO4L7MApS0S8DioCTsr9DjRD0JvIk84ZaAY4FIl03kRVrFzKKr+LqM9hGYIOiaBboSeZwzDBMAQ1QRfTK3wsbg7jdsg0l3kpmJZPUGCJdh+OZ/nmmj0sa42QNyXyBaswpsw/Io9RBt0QZDWTKRUe5tWF+PiyRmbV+KkOOKkMOJElCaeqUD3cynBxc5gz6kOkcgYmEooiIyTY0Z1iX3+GR3b08allTfSlNNJ5gx09KRY3hzlvapR/vmoGzeU+fvPBBbw0rEEIr+nv6aZAVSSmV1qhu5Ev3aqgi8+umIIQwuq2UzAJex08tiuG36Xy6M4+dnQlmVHpt3L7htv0FQs/bnnXVD59QTM+p8LzB6zij454Dt0UVriwJsjXL5/OtQtr+Nkz7WztTPKLZ9u57Yrp7OnNgCk4MNyPe3qFj6jfSUuZF0WWqA26GMrqtJR50XST/X0Z3A6FTN5g+bQo0yp8XDW/itnVfmRJYm6t1Uu6I55jarmPhfVBGqMeZlcHePnQEL1Jq8o46nMwpybAzStbKPM78ToVdvem8TkV1u4eoDHqwe9W8bmUkvGxZlsve3otUW6wXqrFIpJiOF+SwO+SaYp6R70Iy/xOzpkSZm5tAKdqGYE+l8KnljWVXpqzagK4VJlZ1QEum1NZMvBGFg4UX05P7I2RL5is2dbLOc1hfE6F2cO5nuv2xFhYb1VvL6gP8uP1B0r5lSOLQwqGycGBDP90yVQqhtMcqoMu/MM5ccU9oukmNUEr1SFfsIqQCobJ0pYIH1hcx1XzqllYH6R9IEvBEAzlC4DV6zqeKdA2mBu30KbISGO4SDEvsX0gOyoUXHz+DQcHT6gP9NEYe63XqRw1Z/Ro9zoRg6t4TbHP+dvdkCoy3lq8UwpT3ilGr83rQz32KW9/YrEYLS0tRxyPRqOlz8cjn8+Tz+dLvw8NDQHgNHOk0xmWt4T4zJ0vEPU6GIhnuH5RDdVeqwNKwYCOeJbOvkEunFZGJm3wakeSP25M4lBkXKZGIZejwhngTxsP4ZYl+tMFFAlysoZiCoQJLZVBtnbk8LscKJJMvFBANXRMQ5T6Rac1MLUMumkZhi2hAAGXypRyH3t7k7RWBrj7hU4SmobPpTC73INTgf2xOG7DIJE0CSsyaSNneR5NQTwhEVJ07j3ch543MYGhRIEzG8LMqAqwvcuqCjd1gUeVmRrw8unl9fz8mTbOb3BzaFCgmSbChK5EnvMbAnQnJT62pBqAA50xvEKnIeqlJ5FDz2l0ZFLck07y0Mtt/NOlrbxwyFrvTMoSac5mknzuvCrWbO9gKKPz10ySVbMqyaZTaNkUiiQxIyqhGFkSiQR/eqmLh7f30T9QyXWLqlmztZ19nf2kknn8LoV4HiQJuvs0XjZzNEQ8mJrGp5bU8tjWdoYyOmuL98inSaeSNHgFVW6d7qEcfkUmnczhrnDw/y2uQ8+lSeSg2Q+7C1ma/H6e2dVBmbNA11CehdVhpoVkntoX49uXtLC7P83ixgi/eLadgKzz4Ett1IZdOBWZGq+JL6TiMvPUeQWykUUxBJVuHSOfsTrFuHQUI4uERJMfdnf0UhN0c6ArxmdWNCPpWfrjQ3zzL13MrQ1x8axyPriojF88285nLmvkla4EZ9dYhucTe5OcXePjgVd7KeTTTIl4OK/BTSKRIFswWL8nxjlNEX6xu4OgopNXCqClSSYT6I7XXoaLa508sTdJJiXIaAZhn4rD9HFBo4dkMoGRy7Bqmp8Lp3jQc+nS8XqvIJvO84GFNXicMk/sTRKPGzy8o4+qoIuX9nfRGPFiahn6YnHm1vnp7BvgqplBdvcOkCmYPJNMYGhphIAyh86Brhgzq/xUuUxePNDN586rIlswMLUMO3tS9MbibGwbZCij43MpnF3nZHlrGY/u6EfLpTDyKudNKWf9nlgp/HxmjYMXtAwXzSjnvAY3Z1Q5+cWz7XxgYQ2JRGLC/wb98JG9xNIF/u3hNLdcPHXUWk0Ly8QGh/jrS2lWzaosHT+7xjfhmBc0ekr77XgZe+35jW4MzVH6vk/mvY5nHjZvXezv6p1LMpkE4JgZieI0YNq0aWLVqlVHHO/s7BSA+O53vzvudbfeeqvAcrbZP/aP/WP/2D/2j/1j/7wjfw4dOnRUO+q08CyWlZWN6z0cGBgAXvMwjuWf/umf+MIXvlD6PR6P09TURHt7O6FQ6NRM9h1CIpGgoaGBQ4cOHTVp1sZeq+PBXqvJY6/V5LDXafLYazV53i5rJYQgmUxSW1t71PNOC2Nx3rx53HXXXei6Pipv8dVXXwVg7ty5417ncrlwuVxHHA+FQm/pL/+tRDAYtNdqkthrNXnstZo89lpNDnudJo+9VpPn7bBWk3F+nRYFLtdccw2pVIp77rln1PHf/OY31NbWcs4557xJM7OxsbGxsbGxeWtzWngWL7vsMi6++GI++clPkkgkaG1t5a677uKhhx7id7/73aQ0Fm1sbGxsbGxsTkdOC2MR4M9//jNf+cpX+PrXv87AwAAzZ87krrvu4m//9m8nPYbL5eLWW28dNzRtMxp7rSaPvVaTx16ryWOv1eSw12ny2Gs1ed5pa3VadHCxsbGxsbGxsbE5MU6LnEUbGxsbGxsbG5sTwzYWbWxsbGxsbGxsJsQ2Fm1sbGxsbGxsbCbENhaBVCrF5z//eWpra3G73SxcuJA//OEPk7q2t7eXD3/4w5SXl+P1elmyZAlr1649xTN+c3j88ce56aabmDlzJj6fj7q6Oq6++mpeeOGFY17761//GkmSxv3p7u5+A2b/xrJ+/foJn/e555475vWn07768Ic/POFaHWu93sn7KplMcsstt3DJJZdQUVGBJEncdttt45774osv8q53vQu/3084HObaa69l//79k77XY489xpIlS/B6vZSXl/PhD3+Y3t7ek/Qkp57JrJVhGPzwhz9k1apV1NfX4/V6mTVrFl/60peIx+OTus+KFSvG3WurVq06+Q91ipjsvpro3+XMmTMnfa+3876a7Dod7b9dk1mrt8ueOm2qoY/Gtddey6ZNm/je977H9OnTufPOO7nxxhsxTZP3ve99E16Xz+dZuXIl8XicH/3oR1RWVvKTn/yEVatW8dhjj7F8+fI38ClOPf/5n/9JLBbjc5/7HLNnz6avr48f/OAHnHvuuTz88MNcdNFFxxzjjjvuOOIfUFlZ2ama8pvOP//zP3PhhReOOjaRCHyR021ffe1rX+MTn/jEEcff/e5343K5OPvss485xjtxX8ViMX72s5+xYMEC3vOe9/CLX/xi3PN27tzJihUrWLhwIX/84x/J5XJ8/etfZ9myZbz88stUVFQc9T5PPPEEl112GVdccQWrV6+mt7eXL37xi6xcuZLNmze/Lao5J7NW2WyW2267jRtvvJGPfexjlJeX8+KLL/Ltb3+b+++/n82bN+PxeI55r5aWFn7/+9+POhYOh0/Wo5xyJruvADweD48//vgRxybD231fTXadNmzYcMSxjRs38vnPf55rrrlmUvd6W+yp1995+e3NAw88IABx5513jjp+8cUXi9raWqHr+oTX/uQnPxGAePbZZ0vHCoWCmD17tli8ePEpm/ObRU9PzxHHksmkqKqqEitXrjzqtXfccYcAxKZNm07V9N5SrFu3TgDi7rvvPu5rT7d9NR7r168XgPjqV7961PPeyfvKNE1hmqYQQoi+vj4BiFtvvfWI82644QZRXl4uhoaGSscOHjwoHA6HuOWWW455n7PPPlvMnj1bFAqF0rFnnnlGAOKnP/3p63+QN4DJrJWu66K/v/+Ia++++24BiN/+9rfHvM/y5cvFnDlzTsqc3ywmu68+9KEPCZ/Pd8L3ebvvq8mu03h8+MMfFpIkiT179hzz3LfLnjrtw9D33nsvfr+fG264YdTxj3zkI3R2drJx48ajXjtjxgyWLFlSOqaqKu9///t5/vnn6ejoOGXzfjOorKw84pjf72f27NkcOnToTZjRO5PTbV+Nxy9/+UskSeKmm256s6fyplEMRx0NXdf561//ynXXXTeqpVhTUxMXXngh995771Gv7+joYNOmTXzgAx8Y1Qp16dKlTJ8+/ZjXv1WYzFopijKut3nx4sUAp81/wyazVq+Xd8K+OtF1SiaT3H333SxfvpzW1tZTMLM3h9PeWNy6dSuzZs0ataEB5s+fX/r8aNcWzxvv2m3btp3Emb41GRoa4sUXX2TOnDmTOv/KK69EURSi0SjXXnvtUdf3ncCnP/1pVFUlGAxy6aWX8vTTTx/zmtN9Xw0NDfGnP/2JlStXMmXKlEldc7rtqyL79u0jm81OuF/27t1LLpeb8PriOk10/emwjsUw62T/G7Zv3z6i0SiqqjJ16lS+8pWvkM1mT+UU3zSy2SzV1dUoikJ9fT1///d/z8DAwDGvO5331R/+8AfS6TQf+9jHJn3N22FPnfY5i7FYjJaWliOOR6PR0udHu7Z43vFe+07h05/+NOl0mq985StHPa+6upqvfOUrnHvuuQSDQV599VW+973vce655/LMM8+wYMGCN2jGbwyhUIjPfe5zrFixgrKyMvbu3cu//uu/smLFCh544AEuvfTSCa893ffVXXfdRTab5aMf/egxzz3d9tVYinthov0ihGBwcJCampoTuv6dvtc6Ojr40pe+xFlnncWVV155zPPPP/98/uZv/oaZM2eSzWZZs2YN//Iv/8LTTz/NunXrkOV3jv9lwYIFLFiwoJRj/cQTT/Bv//ZvrF27lk2bNuH3+ye89nTeV7/85S8Jh8Ncd911kzr/7bKnTntjETiqq/lYbujXc+3bna997Wv8/ve/5//9v//HmWeeedRzV61aNaq664ILLuCKK65g3rx5fP3rX2f16tWnerpvKIsWLWLRokWl35ctW8Y111zDvHnzuOWWW45qLMLpva9++ctfUlZWNqnk8NNtX03E690vE53zTt5rAwMDXH755Qgh+N///d9JvZS//e1vj/r98ssvp7m5mf/7f/8vq1evnnRBw9uBf/iHfxj1+8UXX8yiRYu4/vrr+fnPf37E5+Nxuu2rbdu2sXHjRj796U/jdrsndc3bZU+9NUzWN5GysrJx/8oputrH+8voZFz7ducb3/gG3/72t/nOd77D3//935/QGM3NzZx//vmTkpJ5JxAOh7nyyit55ZVXjhpiOJ331SuvvMLmzZt5//vff8LVkqfTvirm4E20XyRJOmpV5bGuf6futcHBQS6++GI6Ojp49NFHx40uTZb3v//9AKfFfrvmmmvw+XzHfNbTdV/98pe/BDiuEPR4vBX31GlvLM6bN48dO3ag6/qo46+++ipwdJmTefPmlc473mvfznzjG9/gtttu47bbbuPLX/7y6xpLCPGWcbO/EYjhVuxH+8v6dN1XcPL+Y3u67KupU6fi8Xgm3C+tra1H9XAU99JE178T99rg4CDvete7OHDgAI8++ui4eXUnwumw32By/7ZOx32laRq//e1vOfPMM1m4cOFJGfOttKfeOjN5k7jmmmtIpVLcc889o47/5je/oba2lnPOOeeo1+7cuXNUxbSu6/zud7/jnHPOoba29pTN+83iW9/6Frfddhtf/epXufXWW1/XWAcOHOCZZ57h3HPPPUmze2szODjIX//6VxYuXHjUF/jpuK/A0pf83e9+x+LFi1/Xy+R02leqqvLud7+bP//5zySTydLx9vZ21q1bx7XXXnvU6+vq6li8eDG/+93vMAyjdPy5555j165dx7z+7UbRUNy/fz+PPPLIqFSRE+U3v/kNwGmx3/70pz+RyWSO+ayn274CuO++++jv759UrvWxeEvuqTdTt+etwsUXXywikYj42c9+Jh5//HHxf/7P/xGA+N3vflc656abbhKKooiDBw+WjuVyOTFnzhzR0NAgfv/734tHH31UXHPNNUJVVbF+/fo341FOKbfffrsAxKpVq8SGDRuO+Cky3lqtXLlSfOMb3xD33nuvWLt2rfj3f/93UVtbKwKBgHj11VffjMc5pdx4443ii1/8orj77rvFunXrxM9+9jMxY8YMoaqqePTRR0vn2fvqNf7whz8IQPzsZz8b9/PTcV89+OCD4u677xa/+tWvBCBuuOEGcffdd4u7775bpNNpIYQQO3bsEH6/X1xwwQXiwQcfFH/+85/F3LlzRW1trejt7R01nqIo4qKLLhp1bN26dUJVVXHNNdeIRx99VPz+978XDQ0NYu7cuSKXy71hz/p6OdZaZTIZcfbZZwtJksSPfvSjI/77tXfv3lHjjV2rJ598Ulx66aXiv/7rv8Qjjzwi7rvvPvHJT36ydJ5hGG/0I58wx1qrgwcPiqVLl4of//jH4sEHHxRr1qwRX/rSl4Tb7RZz5swRqVRq1Hjv1H01mX9/RVatWiU8Ho+Ix+MTjvd23lO2sSgsYenPfvazorq6WjidTjF//nxx1113jTrnQx/6kADEgQMHRh3v7u4WH/zgB0U0GhVut1uce+65o4yBdxLLly8XwIQ/RcZbq89//vNi9uzZIhAICFVVRW1trXj/+98vdu3a9SY8yannu9/9rli4cKEIhUJCURRRUVEhrrnmGvH888+POs/eV69x8cUXC5/PJxKJxLifn477qqmpacJ/byPXYfPmzWLlypXC6/WKYDAo3vOe9xxh/AghBCCWL19+xPFHHnlEnHvuucLtdotoNCo++MEPjivC/1bmWGt14MCBo/7360Mf+tCo8cau1Z49e8Tll18u6urqhMvlEm63W8ybN0985zvfedsYP0WOtVYDAwPimmuuEc3NzcLj8Qin0ymmTZsmbrnllnGNoXfqvprsv7/29nYhy7L44Ac/eNTx3s57ShJiOInKxsbGxsbGxsbGZgynfc6ijY2NjY2NjY3NxNjGoo2NjY2NjY2NzYTYxqKNjY2NjY2Njc2E2MaijY2NjY2NjY3NhNjGoo2NjY2NjY2NzYTYxqKNjY2NjY2Njc2E2MaijY2NjY2NjY3NhNjGoo2NjY2NjY2NzYTYxqKNjc1bhvXr1yNJErfddtspu8dtt92GJEmsX7/+lN3j7cLxrrckSaN+crncqZ3g6+D8888fNVf7+7axOXFsY9HGxuaEefrpp5EkiXe/+93jfv7xj38cSZJYtGjRuJ9/61vfQpIk/uVf/uVUTvN1oes6P/nJT1iyZAmhUAin00lNTQ3nnHMO//AP/8BLL730Zk/xDaWpqYlbb72VW2+9FVVVT/n9vve97yFJEnv37j2u62666SZuvfVWli9ffopmZmNz+nDq/6Xb2Ni8YznnnHPw+Xw8+eSTGIaBoiijPi96rrZs2cLAwADRaPSIzwEuvPBCABYvXsyOHTsoLy9/Q+Z/LAzD4LLLLuOxxx6jtraWG264gYqKCjo7O9m5cyc//vGP8fl8ExrD70Sam5tPqed3LKtXr2bOnDm0trYe13U33XQTYHmSn3jiiVMxNRub0wbbWLSxsTlhHA4H5513Ho888ggvvvgiZ599dumzrq4udu/ezbXXXsuf//xnnnjiCa655prS55qmsWHDBoLBIGeccQYAXq+XmTNnvuHPMRF33nknjz32GJdeein3338/Dodj1Ofd3d10dna+SbN759PT08PGjRv5p3/6pzd7KjY2pzV2GNrGxuZ1UfQKjs0JK/5+88034/f7j/h848aNZLNZLrjggpJHcqIcuubmZpqbm0mn03zhC1+grq4Ol8vF/Pnz+dOf/jTuvA4dOsSNN95INBrF7/ezfPlynnzyyeN6tg0bNgDwiU984ghDEaC6urpk6BZZsWJFKZ/vlltuoaGhAbfbzbx58/jVr3414b1Wr17NypUriUQiuN1u5s6dy+23345hGK/7/Gw2y5e+9KXSXObOncvPf/7z41mKY/LrX/8aSZL49a9/zf33388555yD1+ulrq6Or33ta5imCcDvf/97Fi1ahMfjobGxkdtvv33CMe+77z6EEFx99dWlYy+++CLXX389jY2NuFwuqqqqWLJkCd/73vdO6vPY2Ni8hu1ZtLGxeV0UjcV169bxj//4j6Xj69atIxAIsHjxYs477zzWrVs36rri78Xrj0WhUOCSSy5hYGCAa6+9lkwmwx/+8Afe+9738tBDD3HJJZeUzu3q6mLJkiV0dHRw6aWXcsYZZ7Bjxw4uvvjiSd8PKIXNjzdfDuCGG27glVde4YYbbqBQKPDHP/6Rj370o/T09BzhKfvyl7/Md7/7Xerr67nuuusIBoM8+eST/OM//iMbN27k7rvvPuHzTdPkqquu4rHHHmPevHm8733vIxaL8Q//8A/HtRaT5d577+WRRx7hPe95D+eddx4PPPAA3/72txFCEIlE+OY3v8nVV1/NBRdcwD333MM//uM/UlNTw9/93d8dMdbq1aupqakpeaxffvllli5diqIoXH311TQ1NRGPx9m2bRs///nP+dKXvnTSn8fGxgYQNjY2Nq8DXddFIBAQgUBAFAqF0vFp06aJVatWCSGE+Od//mchSZLo6+srfX7hhRcKQLz44oulY+vWrROAuPXWW0fdo6mpSQDi6quvFvl8vnT8scceE4C49NJLR53/oQ99SADi29/+9qjj//3f/y0AAYh169Yd89k2b94sFEURLpdLfPrTnxYPPvig6O7uPuo1y5cvF4CYPXu2SCQSpeNdXV2ipqZGqKoq9u3bVzr+yCOPCEBcdtllIp1Ol46bpik+8YlPCED86U9/OuHz77jjDgGIVatWCV3XS8dfeeUV4XQ6x13viQDE8uXLx/2seB+HwyGef/750vFEIiEqKyuF1+sV1dXVo569vb1dOJ1OMX/+/CPGS6VSwu12i49//OOlY1/4whcEIFavXn3E+f39/ePO69Zbb530921jYzM+dhjaxsbmdaEoCsuWLSOZTPLCCy8A0NnZyZ49e0qVqMuXL0cIUSo00DSN5557jkgkwoIFCyZ9r3/7t3/D6XSWfl+5ciVNTU1s2rSpdEzTNP73f/+XyspKbr755lHXf+xjH2P69OmTvt+ZZ57JHXfcgd/v5yc/+QmXX3451dXVNDQ08JGPfKT0vOPxla98hUAgUPq9urqaL3zhC+i6zp133lk6/h//8R8A/Pd//zder7d0XJKkUiXwXXfddcLn/8///A8A3/nOd0YVIM2bN48PfOADk16LyfJ3f/d3o3JXA4EAV155JZlMhk9+8pO0tLSUPmtoaOD8889n27Zt6Lo+apyHH36YXC43KgRdxOPxHHGsrKzsJD6FjY3NSOwwtI2Nzevmwgsv5MEHH2TdunWcc845pfzEFStWAHD22Wfj9XpZt24d1113Hc899xzZbJZVq1Yhy5P7mzUcDjNlypQjjtfX15dyCwF27dpFLpfjoosuwu12jzpXlmWWLl3K7t27J/1sH/jAB7jhhht49NFHefrpp3nhhRd49tln+fWvf83//M//8JOf/IRPfOITR1y3bNmyCY+9/PLLpWPPPfccPp+PX/7yl+Pe3+PxsHPnzhM+f8uWLXi93iNyK4vzmWicE2W8yvCamhoAFi5cOO5nhmHQ09NDXV1d6fjq1avx+/1cdNFFpWPXX389//7v/8573vMe3vve93LxxRdz/vnn09jYeFKfwcbGZjS2sWhjY/O6Kb7Q169fz5e+9CXWrVuHz+fjrLPOAqyq6SVLlpSMyOPNVwQIhULjHldVtVQ8ATA0NARAZWXluOdXVVVN+p5F3G437373u0t6krlcjttvv52vfe1rfO5zn+M973kP1dXVo64Z7/7FexfnCDAwMICu63zjG9+Y8P7pdPqEzx8aGqKhoWHc805kLY5FMBg84lhRj/FonxUKhdIxwzB44IEHWLVqFS6Xq3R8yZIlPP7443z3u9/lrrvu4te//jVgeYD/9V//9ZTkYNrY2NjV0DY2NieBhQsXEolEePrpp9F1nfXr13PeeeeNEm1esWIF27Zto7e39wh9xZNJ0ajs7e0d9/Oenp7XfQ+3281Xv/pVLrjgAjRN45lnnjninPHuX7z3SMM3GAxSVlaGEGLCnwMHDpzw+aFQ6JSuxang6aefJhaLjRuCXr58OQ899BCDg4OsW7eOL3zhC2zbto0rrriCffv2vQmztbF552MbizY2Nq8bWZa54IILSKfT/OUvf2Hv3r1HdM4o/v7II4/w3HPPUVFRwZw5c076XGbMmIHb7Wbz5s1HtKMzTZNnn332pN3L5/NN+NlTTz014bGR4dhzzjmHWCzGnj17JnXP4z1/wYIFZDIZXnzxxUnN8a3A6tWrUVWVyy+/fMJzPB4PK1as4Ac/+AFf/vKXyWazPPbYY2/gLG1sTh9sY9HGxuakUPQSFsOjxXzFIosXL8btdvP973+fXC5X0iM82TidTt773vfS29vLD37wg1Gf/eIXvziufMU//OEPPP744wghjvjs2WefZf369aiqyrnnnnvE59/5zndIJpOl33t6evjhD3+Iqqq8733vKx3/7Gc/C1gdR2Kx2BHjdHd3s2PHjhM+v1jE8pWvfGWUBuOrr77Kb3/724kf/k3kvvvuY9myZUd0/HnqqadIJBJHnF/0kI5X+GJjY/P6sXMWbWxsTgpFY3Hr1q14vd5RFbEALpeLc88995SGoIt873vfY+3atXz1q1/l6aefZtGiRezYsYMHH3yQSy65hEceeWRS4zz33HP86Ec/oq6ujgsuuIDGxkY0TWP79u08+uijmKbJ9773vVGFGUVaWlqYO3cu1113XUlnsbe3l+985zujKoJXrVrF1772Nb71rW/R2trKqlWraGpqIhaLsXfvXp566im+/e1vM2vWrBM6/0Mf+hB33nknDz30EIsWLeKyyy5jYGCAu+66i0suuYS//vWvJ2HFTx5bt25l3759fOYznznisx/84Ac8+uijXHjhhbS0tOB2u3nxxRdZu3Ytra2tozoE2djYnDxsY9HGxuakMG/ePMrLy+nv72fp0qXjdjxZvnz5G2Is1tTU8Oyzz3LLLbfw8MMP8+STT3LmmWfy6KOP8vjjj0/aWLz55puZOnUqjzzyCJs2beK+++6jUChQXV3Nddddxyc+8YlR1boj+eMf/8jXv/517rrrLvr6+pg2bRr//M//zEc/+tEjzv3mN7/JBRdcwI9//GPWrl1LPB6nrKyMKVOmcNtttx0hWH0858uyzOrVq/nGN77B73//e370ox8xdepUfvjDHzJ9+vS3nLG4evVqAK666qojPvvkJz9JKBRi48aNPPnkkwghaGxs5Ktf/Sqf//znR0kV2djYnDwkMV58xcbGxsbmhFixYgVPPPHEuKHrtzuSJI0y+E8FixcvJp/Ps2XLlpMy3m233cY3vvEN1q1bd0RqhI2NzeSwPYs2NjY2NpPmiSeeKOWaZrPZI7QsXw9dXV1s3ryZr3zlK697rPPPP3/cKnUbG5vjxzYWbWxsbGwmxa233jrq95HSSCeDmpqaUZqZr4ebbrqJd73rXaXfm5ubT8q4NjanI3YY2sbGxuYk8k4OQ9vY2Jye2MaijY2NjY2NjY3NhNg6izY2NjY2NjY2NhNiG4s2NjY2NjY2NjYTYhuLNjY2NjY2NjY2E2IbizY2NjY2NjY2NhNiG4s2NjY2NjY2NjYTYhuLNjY2NjY2NjY2E2IbizY2NjY2NjY2NhNiG4s2NjY2NjY2NjYT8v8DdJQSibF99QgAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, constrained_layout=True)\n", "ax.scatter(df.Speed,df.Direction, marker='o',s=.1)\n", "plt.xticks(fontsize=12)\n", "plt.yticks(fontsize=12)\n", "plt.xlabel('Wind Speed [m/s]',fontsize=14)\n", "plt.ylabel('Direction',fontsize=14)\n", "plt.xlim(0,df.Speed.max())\n", "plt.ylim(0,360.)\n", "plt.savefig('plot_6.png') \n", "# not sure that is super informative- the wind rose is a better way to handle" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# making your figures ready for publication\n", "There are many functions that allow you to make a figure look better.\n", "Here are some. Once they are defined they apply to all subsequent figures\n" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "#define the background \"face\" as a rgb color\n", "plt.rcParams['axes.facecolor'] = [0.95,0.95,0.95] #makes a light grey background to the axis face\n", "plt.rcParams['axes.labelsize'] = 14 #fontsize in pts\n", "plt.rcParams['axes.titlesize'] = 14 \n", "plt.rcParams['xtick.labelsize'] = 12 \n", "plt.rcParams['ytick.labelsize'] = 12 \n", "plt.rcParams['legend.fontsize'] = 12 \n", "plt.rcParams['legend.facecolor'] = 'w' \n", "plt.rcParams['savefig.transparent'] = False" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig= plt.figure(figsize=(10,10))\n", "ax = plt.gca()\n", "ax.plot(t, t, color=\"red\", linestyle = \"--\",linewidth=2,label=\"Blimp\") \n", "ax.plot(t, t**2, color=\"blue\", marker = \"o\",linewidth=0,label=\"Propeller plane\")\n", "ax.plot(t, t**3, color=\"green\", marker = \"^\",linewidth=0,label=\"737\")\n", "ax.plot(t, t**(5/2), color=\"orange\", linestyle = \"-\",linewidth=5/2,label=\"Airbus\")\n", "ax.set(xlabel='Time [seconds]')\n", "ax.set(ylabel=('Velocity [m/s]'))\n", "ax.set(title='Whatever')\n", "ax.set(title='Aircraft velocities')\n", "ax.legend(loc=\"upper left\")\n", "plt.savefig('plot_7.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Handling colors and colormaps" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['magma', 'inferno', 'plasma', 'viridis', 'cividis', 'twilight', 'twilight_shifted', 'turbo', 'Blues', 'BrBG', 'BuGn', 'BuPu', 'CMRmap', 'GnBu', 'Greens', 'Greys', 'OrRd', 'Oranges', 'PRGn', 'PiYG', 'PuBu', 'PuBuGn', 'PuOr', 'PuRd', 'Purples', 'RdBu', 'RdGy', 'RdPu', 'RdYlBu', 'RdYlGn', 'Reds', 'Spectral', 'Wistia', 'YlGn', 'YlGnBu', 'YlOrBr', 'YlOrRd', 'afmhot', 'autumn', 'binary', 'bone', 'brg', 'bwr', 'cool', 'coolwarm', 'copper', 'cubehelix', 'flag', 'gist_earth', 'gist_gray', 'gist_heat', 'gist_ncar', 'gist_rainbow', 'gist_stern', 'gist_yarg', 'gnuplot', 'gnuplot2', 'gray', 'hot', 'hsv', 'jet', 'nipy_spectral', 'ocean', 'pink', 'prism', 'rainbow', 'seismic', 'spring', 'summer', 'terrain', 'winter', 'Accent', 'Dark2', 'Paired', 'Pastel1', 'Pastel2', 'Set1', 'Set2', 'Set3', 'tab10', 'tab20', 'tab20b', 'tab20c', 'magma_r', 'inferno_r', 'plasma_r', 'viridis_r', 'cividis_r', 'twilight_r', 'twilight_shifted_r', 'turbo_r', 'Blues_r', 'BrBG_r', 'BuGn_r', 'BuPu_r', 'CMRmap_r', 'GnBu_r', 'Greens_r', 'Greys_r', 'OrRd_r', 'Oranges_r', 'PRGn_r', 'PiYG_r', 'PuBu_r', 'PuBuGn_r', 'PuOr_r', 'PuRd_r', 'Purples_r', 'RdBu_r', 'RdGy_r', 'RdPu_r', 'RdYlBu_r', 'RdYlGn_r', 'Reds_r', 'Spectral_r', 'Wistia_r', 'YlGn_r', 'YlGnBu_r', 'YlOrBr_r', 'YlOrRd_r', 'afmhot_r', 'autumn_r', 'binary_r', 'bone_r', 'brg_r', 'bwr_r', 'cool_r', 'coolwarm_r', 'copper_r', 'cubehelix_r', 'flag_r', 'gist_earth_r', 'gist_gray_r', 'gist_heat_r', 'gist_ncar_r', 'gist_rainbow_r', 'gist_stern_r', 'gist_yarg_r', 'gnuplot_r', 'gnuplot2_r', 'gray_r', 'hot_r', 'hsv_r', 'jet_r', 'nipy_spectral_r', 'ocean_r', 'pink_r', 'prism_r', 'rainbow_r', 'seismic_r', 'spring_r', 'summer_r', 'terrain_r', 'winter_r', 'Accent_r', 'Dark2_r', 'Paired_r', 'Pastel1_r', 'Pastel2_r', 'Set1_r', 'Set2_r', 'Set3_r', 'tab10_r', 'tab20_r', 'tab20b_r', 'tab20c_r']\n", "magma\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "viridis\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "cividis\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#colormaps- there are many!\n", "print(plt.colormaps())\n", "\n", "#function to plot one colormap\n", "def plot_colorMaps(cmap):\n", " import matplotlib as mpl\n", " fig, ax = plt.subplots(figsize=(6,0.3))\n", " col_map = plt.get_cmap(cmap)\n", " mpl.colorbar.ColorbarBase(ax, cmap=col_map, orientation = 'horizontal')\n", " plt.show()\n", " \n", "#loop over the first few. Try them all??\n", "for cmap_id in plt.colormaps()[0:5]:\n", " print(cmap_id)\n", " plot_colorMaps(cmap_id)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "\n", "# Want more practice!?\n", "\n", "Check out the following webpages:
\n", "https://matplotlib.org/2.0.2/users/pyplot_tutorial.html
\n", "https://www.datacamp.com/community/tutorials/matplotlib-tutorial-python
\n", "https://pythonprogramming.net/matplotlib-python-3-basics-tutorial/
\n", "https://www.w3schools.com/PYTHON/matplotlib_intro.asp
\n", "https://www.johnny-lin.com/pyintro/ed01/free_pdfs/ch09.pdf
\n", "https://pandas.pydata.org/pandas-docs/stable/user_guide/visualization.html
\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "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": "3.10.6" } }, "nbformat": 4, "nbformat_minor": 4 }