01_Intro_to_Python_and_Google_Colab.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "01_Intro_to_Python_and_Google_Colab.ipynb",
      "provenance": [],
      "collapsed_sections": [
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        "GPb9VDLO1JLY"
      ],
      "toc_visible": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4Yns4uZp9wwE"
      },
      "source": [
        "# Intro to Google Colab"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nr_9r_DZ-kwp"
      },
      "source": [
        "\n",
        "**Collaboratory:**\n",
        "\n",
        "A collaboratory, as defined by William Wulf in 1989, is a \"center without walls, in which the nation's researchers can perform their research without regard to physical location, interacting with colleagues, accessing instrumentation, sharing data and computational resources, accessing information in digital libraries\".Wikipedia\n",
        "*   Zero Configuration required\n",
        "\n",
        "*   Free access to GPUs\n",
        "*   Easy sharing\n",
        "\n",
        "\n",
        "*   Easy access \n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "P5EfOSjxbYc4"
      },
      "source": [
        "## CPU and GPU and TPU"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rS-LkbE3b7Yv"
      },
      "source": [
        "![CPU.png](data:image/png;base64,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)\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UiIPmXdydJ1c"
      },
      "source": [
        "A Central Processing Unit (CPU) is the core processor that exists in all of your smart devices. CPU is a general-purpose processor designed with a few powerful cores and large cache memory that enables it to run a few software threads at once. A CPU is like a conductor in an orchestra; it controls all of the other components from memory to graphics card to perform many processing functions for the system.  \n",
        "\n",
        "A CPU has at least a single processing core but has evolved over time to include more and more cores. Having several cores enables the CPU the ability to perform multithreading, a technology that allows the CPU to perform two lines of execution (threads) at once on a single core. Moreover, modern CPUs now have two to six cores, and some even have eight to 64 cores for enterprise-level CPUs usually reserved for the datacenter.  \n",
        "\n",
        "**CPU Features Summary:**\n",
        "\n",
        "\n",
        "*   Has Several Cores \n",
        "*   Low Latency\n",
        "\n",
        "\n",
        "*   Specialized in Serial Processing \n",
        "\n",
        "*   Capable of executing a handful of operations at once \n",
        "*   Have the highest FLOPS utilization for RNNs (recurrent neural network) \n",
        "\n",
        "\n",
        "*   Support the largest model thanks to its large memory capacity \n",
        "\n",
        "\n",
        "*   Much more flexible and programmable for irregular computations (e.g., small batches non MatMul computations) \n",
        "\n",
        "\n",
        "\n",
        "\n",
        " \n",
        "\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "brhaPjmde1NK"
      },
      "source": [
        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X+hjwlD5dUWI2raEuvO0LRBj1XNfofL+TtNC+08kUYDAaDwWAwGAwGg8HwmoLT9TmfwZQqdpKZZlxsAl1P6zWpU/4i5SM4iUWh7m76Gp+s79sUTnymW04x5ZVK8nqCLEKtwAr8QPR/dH9pnlL+p8EvyH74/tS/2i+0rCXG7k8xnsIqswaUUBo58NXpwZVFwa6uLhVPijnkNlcWjaGwCsxi9rywI1F6RcaQot3ov44bDfnKKLU88ysUbiPyk+SLM6OMOWX+p/lC7MAB6K0AGy/AYDAYDAaDwWAwGAyG1wxYndv0Nb5EqQQ2c8qpuh28TkegGRIeAF5RBclDeBJGKJ8Ism5v6i/aCVnE/WJ+Jv0FHoCvNVX7wf3zHTE/G5VhzH+RJyg/9XHNY4BiOtj1Uv8oTsNk/ktlWJypVnBFT1ZJ5MkXoRxyaFZueV/GU1hJxjSjhFLJb1obi1hQuePJVwuyCjHun16LKmU+83NCx18zjCjfb+VXqa7LbGL+N+Q7zUP9fytf8obBYDAYDAaDwWAwGAyvEfi6Xs9I4tu6ZWhX5kkswWu09ZdRaDHtSBNPIddy4tvM1xKpxa+aDEr7Q+oX2vzSCiffvF0xlZ9hlleOxf60XwTJU3hHU78i/aP9qtoVnIhrXsvJK6yalEVawTWuwooxp9zWDCOg1r7yUA9PsDPMHomGrQorBCZS2dyvELf6akBGYZXmFSpfmf51HrhCTOSL5zX6G26+zsN1mz5oMBgMBoPBYDAYDIbXFsKcLy7YySp2pEKreS0nEuRW0o9QACH0J/gGThwk5FFOccXr+gwv4PkCPVNO9JfpV11XERqNa3bFuBn/oPgYztkFv4Kfyr8R9yVeX/klE8L8I9FfIZktzqDllEP6eG7NJ8euOUphRZBKI86wacYTLFilsKLI3Mm1sPhNyjGiY6w1pRjDVCGWW+NKKqyyDCXGWQtrnLzkGFgE5lMwmpsvVlMIDQaDwWAwGAwGg8FgeK0hV9dD1c0keQdZrzM+g+TMMoDTDIy/IKf2+4YU+Amq20mSRvun6/UmviW/ZlfaT27NLn59zwe4yJNA+q8VTo0KLO0X3y/4nhyvwtOVV14R95vifdZ+FYJxEwxlTmGl13ySjJuwmSJJMIVZhZVUNgF6zScmvOJPH08+U1gRgiPxJgUHvR8AHLUqrDCm/+naYHmFlVRmKaUWY1jTuPeiEIv3MTTw+br8pzAYDAaDwWAwGAwGg+G1i8gHpGtDkazzhbKJkzGK72BbgAuCFB+gFUNsE3kKSP8Cr5BfY0v6N3rNLsDPKGtes0v4oUg1mT+mcHKMZ0j8y8w0UyRW8EvEre6Pyk9eGeYdSpVchWDGAiMGNCusOHNZM3CkbPFQjFJYQdkZxo4xqPHhaFdYUU6plTC1OWYwVVgBnHGVc195P5Fba1sjbLSiTcYN5k+qsEoUbWrtrpCXzfPApi3ebjAYDAaDwWAwGAyG1yZIkR1a2RPrdd9MK4lKVa9rZZbmAfLKpMAvIPIMFPZz/2q/kJtRxZv7tbja1uzifISv+9M4K38YPxLIKVL+KcUUpXHy6wmRjuA/lF/QX4NM748gq/i/KP91noo2RU+zwgopQ8htoSzy++ukcUYzMKak7AxjJ9awcpJJDDYEg0eghnaMcRxLIabXmIKKJ6fE0l931GuIsZstzuP5QiZfxPxidpIv8TQAV/8SBoPBYDAYDAaDwWAwvLahFTtcAVQdzymAYp3O6m5Wf3veI5A9vB/evyBfPFGAdMvaCV5B9xvEP4of0FuuCBNx6/5qvzhZlfMP6dpeaX8U2gmyL/GPzShr7I8kr6PIPhKJ0vmpTosKrKDo8X1EhizezBxTmVMaZRRJGKWwalBCgdtxTarIzOUVVt4mxjhW+9Xq+2ENLqTXoZy/CHnJ+qsZUjTlxdVzbjOKNnE/Gr6emDCi2j+Wz+1XgBtPw2AwGAwGg8FgMBgMhtc+tJKoQeHEeIjmr+iRqNuz/WQUUwhKoXggruUEtlZ3W3+ed8jxKIpnoRwPkeFRGL+SkEQ1XzDe1xxZXhXJl8404zwGv2wDb5ElsVy1lhgcu73SryK/FhVXYum5jtxGylhSfa9qp6p2JGzBxMHbkdkDbwfeLvoVMEJhBVB1k5gt2vluhF95hZXMD2X81wqrnDKL5wuZfJE6j1K/kvxo/0n6f/U/ypwZDAaDwWAwGAwGg8HwGgTp+p8pe9rXclLKq5z4hCm00v7UTCitGEpII99RRtnE+3PKL74N/lHgD9L+uJKK8wcZ5VXYEBI+JPGPhJ95ZRhTjmleSWxrv2rRkW8nFVf+Bqk8sn6KZiURgi3IqRaFVVZJFJRG8bi8jmbkwPZrhi5VGqGe+xlPlAwooFbdT+Zc8n6JXbdZYSW20P4zhteTVk15EXazoi0Xd7NCrLa9XztLwNo3YDAYDAaDwWAwGAwGw+sCov7XM7x03S7XxpL8huI1xNrUlOlPro0leIUsL6F5BDA7v2ZXQqoJv6D687xEbs2uHBmUV44lfrWs2ZXwGWpmmWzfvmaXvo+S3yHmX+VXka75xO1xFVbalnMgo51REAmGT6/5xJRF2fMQgwqMImNCGaMolVkeuh3vn5hfyk4UUDnlmo+bkXtcYRXySi15bVJYjVKI+fsI0NJnAfgF7w0Gg8FgMBgMBoPBYHiNQ0iXtKIpo1DiM6Y4SSQURXpN6lx/hErxVV+/Ph625NdyYrxEY3/ML80jxO6kX8xPGXdd/yvlU6oMIy9ak/4RU0Y53yqnpMr4l+SR8SMgdhket7w+J6vCMlDCv+o8qcAizpApxU+bwgoY0967wkp/VS+vhOKKqrzCKtzUYDPGkYDIjEJep0VhlTKIkvGM8VNzXtCgaGOMsO4X9XkyDxm7vwZ3/SswGAwGg8FgMBgMBoPh9QLidb3gC3JbXafrr/xl1sYC5yV0P7m1nGrHkrWxINpFZVfDVw4T3sUpvkDPbOM8Sl4xFfmOVHkF1S71C6q/ppl5Gf+ozS/F3+TIQJ6/up36CqFS+AjmDM0KK64sStrxmyDXfAJGKawi6dSoNIr0YSSjAlKFlXCEJ4nbjX5JhVXer+hvqrDK5Ke+qsxXhsnkDKjL2Ln8XPssyPVhMBgMBoPBYDAYDAbD6wqhzI88QLqWE8W6vkEp5HVJQlEE1Q/vXyu+4BTBgfyaWKI/Xd/HbrKKMKF80v6NWLMr8B1oWBMrkkWJIkzzH6E7asgj889l7ofqD7VCKzrQ5F91H4tkzaQmxU+iLNIKK5esdaUZTK00Cteh/HUkM5ljGJkdYm5XWCVrYYWkSOVW9G+cvFCD/0BUWOm5ovwhzCna9DavPGu0B9vAyhdhMBgMBoPBYDAYDAbD6w965pWu0/1aTqTqZkYTeCUR9NrUOR5AzxiL7SQP4eI0uMS/0Wt2Cb8E38KPI+NX85pdmu+IvIjkQ9rX/s4o1fQWkd9I+Yp8f9EvYv55B6VyrBBTM4Wip2bewv7IXDYrrEgpjSCTnD0vKpbk9cD2Z+ZM6nZ1eOMorCi08ye5aHOmDzkllvZ3hP8iD0iZSZaH5rxKO/ZPymYM55U/A0x9ZTAYDAaDwWAwGAyG1yFCXc8UO2LGkuY51DaZTohalKOURVXdHfmQXH+CX+CklScqQntiZmZmV7guX1O8aa0pubZXvj9CvTBXdDDxLyq0coor8DByyquExJLtQr9CGSavJyVoSnnF/C8kc8eZsQzzljCDOYWVVhq1rY01jsKq9g8tSiiK/saHRq+FlWMcNWOrlFvZuHNrUTWs7UXS3/jwjbOGGM+rzHf0K3fdEti+CKw8BYPBYDAYDAaDwWAwGF63SBROqOvkdsVU/HqersNTPiP2p/iRoOyqeQRygsQieWFEHqNFmaT5A7gMT8CVUHrtbiT9CN6DkVgVKScVWuF8NPvl7bxfKQ8Uzqd8P9JxhBl0xPzyxwvOpCWMolYWOcnINSus2FxNrSwS7RhzCH69/Bpc0i/FNIo1rBoUVcoOjC2/mSEAHyclcQs/Qv54fnQ8Og+MkQTPQyaPjXltyBcAvPop2JcHDQaDwWAwGAwGg8HwekZKEkHW73pbt6vENGwGmVY2wdfjJOv6bH+1J0LRpLY1r+D9zK5dxfkHZPgT7h8Ru1yTMizyPCI/wj9GKLB2aX9MMaXJPu0XJE/EyTzhF+tf3r+EWOEKLK3oaVBCQSujtLJIK4nUnFJP0mjlllckIe03+gV1XWSYSzn30zOckmlMFVbp3FSlwGpTWGX9Rep/8I/nyYW4U8bSk1q5NcU0k6m+DrD8eWDnIgwGg8FgMBgMBoPBYHjdI9Tzsd5vVjjFtZ7SGWScNFIKp0TBVfMAkHyAJovC1xIhlUSNfqFJ4aT5lVLSGFl+wivIOC0iFWHxa46cF9FrfCvlGOX8035F/ideVvmV8V/eRxfXwqo3XaGUSpRTjDkLcxgL1a5AmKMp2vH++JxNinbSzrE1porKYXCbK7G0MkraIUouXYIDqJA2ikrpx5nR5LxMHkAq7kLFw9o1nkci7iT/oV+eryLpD7WNwRbo6p/DYPiuQWcGrpgCFVNwxSSoM1WNl8EW3HAL1F+93R4aDAaDwWAwGAyGmwhyDk4utpSvx0OdLvmHtJ3Ltos8BOcj2P5ISDAJV5Amxf38upxPcBm/xmiHxD9Sfmr/mJ9gvAfjSQT/o8PRvE9ol89j9I/lC23+kVKuxTx2XW3kt54JK9j+srZ9X6V8GALTBkaKufrS/DgjY3SQoEy/3iYhR5NkEe/X576UpFXtv7CJQI4qEiswj/xmNuSBGmyw/NUPRcwnQn7jM8IWjuN5CXGzh9SVLK9qYbcrfwaUvYO/AQyGOwBu9n5g5iwwdRKYOAp0F4DOHDB5rP73KVQvN6rHWVEPW6pHBQUbvTXQcBtusAnqr8LtXgXtLsPtXgPtXjXVosFgMBgMBoPB8FpGqPt9XY66Hlf1uXPseEZsktTfnOfg/IVvV0KQNYK0colfCPyB3wJhjS3hF6LSifT1CuUXZdppXqEWBQW+g/uVkliJXwDLo9wGnkKQWIrs0v5nyS7uV57E6maVRcI+DIVVA3OYKJKYoiowmrUtFFZaicWZvYLZEMG2Kayq7tra1YowTr4dmsKKn5cqrNK8auYToK1zwOpXD+8FYDDcKkyeAGbugZu+G5i5F5i5B5i+C5F5B4BagVmTU0Ihmoy7zHtq8igcjsqXPUiS5L01UO8a3M5V0O5VuM1zoI3ngd7ybUqMwWAwGAwGg8FgGA+ZOj9RCgEpL6FnhBWJ8oqTU4J3EMoipEqmuiOCV4gxhVOiDGtQXnHeoLGd53o0H5Jug8qG+UlAnJEm/GtTXHH+gsZqh2weWf7A/UI2f9Q5/necLw7jWQW7+X4/pbavLqn6v1hU+mC93Iw/LMqu5W3SBmtHmfMK9UzwolSdFziqNv9j3E7EzfLC7TBGMv044tlX/Xu7qNPL43F5/xviEbYbwr34v4Cs0Da8FjD3EDD/MDD/EDBzH9CdEuPL6XHU+B7S47PhuB+j4XVVsPeRem8hM/76G3Abz4E2noXbeAG0/iww3Lr5eTIYDAaDwWAwGAxjw4V6oGD1BN8Wqe2IkVa+DijY1tfre2sHILmu49d32i8w/6SfsT4pWJ2ir+/FR6PaVT3K63j/VL4a2um8xvoqd32137X4z6+j8uPq63WByHxJxiyjqDqQwkpN99NMI2f44GvNUQqr6iZJWzKgFJKPsRRWCMxpEdsl57HTOAOq4wmMpGYoc4wqPw9p/tvux/IXjLwy3LmYOVsTVg8D8w8CNClJXTW+4hx2/hcCQP6lIiNPFcczikhtNypK1fGJBdDx98Atvided/cqsP48cOMZYOlJYHDj9uTWYDAYDAaDwWAwAECsI9hMq/i3bj1dLVMPoKGuSJRXvvuaf8goiyIpVbUTdY/wr0lxpfgRXqfoeoXNQAt+cVv4x8RKbOtC+cXFAaOu23Bc1FdMVNSiDKOG/IT8eX86ix93gkETCiX/JDQpHrjCgQXJFQ2JwgrRziqNPHPJySzOdKrzwkOnpgM1KCvGiceJuAkxecoO7XQeCnHT5cLxvh2pfBG7V7l4VB78/v466MV/ZWtfGe4cdI/AHXkzaP4huPmHQZ2ZOK7hxyGp8YBkfDkxjihwznLc6vHJ2+fGObHLFZn3BVeANim1ODlfj9O1b4CuPQm3/NcgI7MMBoPBYDAYDIbbApcohpy0HSFVPFX1Q6IMglYy6W2uHSCUROw6Di1+cWUTlB38U/40+pdThkGcjyRPtQLLQe3Xtq6z2hRfnA9qauf9k/vT61f1IXWOf9whIXvUGjMhWEUyCRsN0wE16YS0n2Q6nbdrhRXAkqSLUyAQQr4dACTnMQa0kXyL/VQMZK7IluclJFPjdMbMtMgsWdVE2mXIK+dAL/82sHUeBsNtx5G3AYvvBhYebRh3nGwaTU45Mf74Xwo0mZQbZ6PIpz2QU/z9F95raIiDgOtfB5Y/Vyuz1m9evg0Gg8FgMBgMBoOAn2oWyBXxO7+FbAlrf+t2anoc2O/+DAkk+Yq0nZhG6Pt1mevkpuG5Fv85eeZy/uRJMSBDYgGMnNJkWcv0QGCsdpF30X4BST5FO4A6iz/j56+J4lGSPGCdAYL0aVRAKLIm2BnSp1Vh5bttU1hlitak6Kxvpogn53+0oxJrlMJKxh2TrG2odnLtseg/GvxXcS89CSx9FgbD7YKbvht07F1wR98O6s6q8a5JIiTHAbCXZw023pwYR/snw9L2jAxrIalSUjqv7JR/CWEv6dWvgpY+B7f0JMjILIPBYDAYDAaD4abDaeVQQpbkSZPmtZwg7UT51ELWJGs5AVlyqXVNLF+37H0trqz/Qkklryf9yynDGvxP6qE2sk2LEFL/RR7Y/aPO8Z9xvNi76QorTtIIu02R5JlO5MmfLJnUprDyHWuSKT3PJf1L8upQFFZZsirGnVWKbL0MvPw7YDSbwXBL4DozoKOPA8feCcycQUI+tZJHpMgmTZ4jIZtc0t7F91XyHuLvl8NQamkSPiXl8nH4uFleLv9/wIXfA3YuHtq9MBgMBoPBYDAYDBJyGiH7o7UmS0Qd3kK2CB6kSdlUsN//mixDsJ0gq+L+xul1rWRZvl3++pyEypFk3j9k2+UVaUBKlmWmBwY+hDL50/5yUi31v1JgeYxUWCFD+vDiLVek6qJPFZFZkiendFDTfvjDJtopu4F0Y/MPM3FLkiohsbJx1w9ri8JKKkjYdVU/UllGaTzDLbiXfhM03ITBcMvQnYc78QHQiffuU7FUhFEXX64A9qXEcmrc6uP+Quo/DpnxmsbByXeXeT+NGbd4n7H33tLn4C78HmjzhcO4KwaDwWAwGAwGg0FBklg5sgYJWdK+RpMmcUj+7k/ILk7WyHpHklgtZFNQkDWRSLlpkDm/mtvlSKTwNcI9rtk1vjKswa+E7CKVl4IRWKrYOzyF1TiKJE1WKdKL96+VDgnZBmWTapeZFtmisPLFsQt1dZ68qvx3Lf7vUWGVFMf1eSC4C79bKbAMhlsA150Hnfg+uOPfk31eAahxlSOT/MvNs0aZtaMalVikFhTUx5vII4dGcn0MwWoAACAASURBVOpQlVr+7dIWt08Ni/v6VypF1to39nlnDAaDwWAwGAwGQxMcFYycigqg1umBiaKpmZSJ9Y0myYCE7GE8Ql4hxsml3PVyJJTLxJOZhifqrgYSipF5LuO/rLNa/CLmV0O72C8jxRqVYZJko86xn3ax6AI7CJFkSfIoO1EaSYVDvClNCqumNZ8y0xizJE8D6ZMtSnmx693Nk1aapBKflszG7W+CLrZlP6GgJShbkm5ZZdm1z4BWvgCD4aajOw93/AnQ8fdkSOjc+CskOduoWPJkbySd5HjLk2GujQzzbRMSyWXGXcGOI4zDPCnPlaJtSq1x4m5Qaq1/G+7l3wGtfPGw7pzBYDAYDAaDwfBdj0AUJdPTNJkjbfl7fgyyJrtwOSdreD3iSaIWsgbaP36c+dW4Zhel+xu+BiivXzSQWJTmKfmaY2yfKtJa/PJ2w5pdOn7qLP60q69W74Sc/pdVWHGl0SErrBpJp1gE1o4dksIK4mEQRbAinVwohoGmrxzGYjejqMqSb0phlSXb6nxvvAB69T/AYLiZcJ050In3wx19B6gzkY5X5MdpOo7QQh5BtR9PqbV3JZYmn0ZM89Pk1NhKLWJ52Gfcq98Anv+XwNa58W+WwWAwGAwGg8FgaIRDTWCFen3UGlIt0wNVO/G7Pkc2JWs5RcWRa2jXOr3O5fzPtWsgp7SdWYsrmUbo/RJ1UJsyrG16IEQeY/6aybpkLa7OsZ90KclDiuTJKax0uzzpE5rfJoVVc/EtSbbU/1zcRSSxWhVWYPv5Q9FEumVIOF1U926Azv8WUO7CYLgp6MzCnXg/aPFdY5A1To6rkYqk3HFK3gcA1DgZg8SqTmoYt4oM822z7YH05czjzrxP9Bzuw1CoXf4T4Ny/Bvqrh3RjDQaDwWAwGAyG7144dKsf4aHuH7WWUxNZU6h6oE2ZJeuKHFkTSSw0LFyeI8VGkUi87hinnSe70rw4nS/k2+m85pVhUFvfrsEvvp+RXQWCRKG6tYC2q21VS7pAzwSbcVTR9u38eb6oq/bHhZFru27nLytsgjoveFn3T8wvZmf9aPYftf8iD/AOZWyen2BHxLiZH1m/tP+xXYi7HIIu/oGRV4abh8X3wD3wixV5lYxDPU5d/TJmtn9exfhreC+02Kjt/PiqbEreTxjxvhrXHhU3VNzs/STyMCruEcfv/jHgvf8auPcTe7yJBoPBYDAYDAaDIcUw/rG6/uEv6gEHURdEcY2qC0R9EEU4aX+q3gfjCwK/wLcIBILoD6o/XX/wbfCPi3R0f6wOgeRNoLdhQ9FPHW/wj4SfWf/8H+9ZHrPxBn7EiTz6/HU6049+Mlg+udxmZtwPvpOROvw8ZovzckWgVmJQuKwI1pNeRLJ4BDs/kGJQ7bStz6v8yvrP2DVK4gbE0yDi9skmeQIfFYnNUNt0+U+ArfMwGA4bbuY+4OzHgYXHgKIDAJlxATW+0nETX+KuoX2O9NHj05NAnE2i7HslvILE+FPvq+Q9xPaL91w4wI63xQ2Wl1zcUHkZJ271fqMJ0PH3AHf9CNC7btMKDQaDwWAwGAyGfSJwMiR/7yd1OK8joGeC+d/rahkgAOlMM1YH1Pubr+vUNl4/W9/4/eL6ubqN0uNN9RypmWehXkJmP6/PRIaTdpzki/lp8UvkW7bz/RbV5bjSiPmQKIvalExVkIF543Y4jxd9qqgDVzAoZlPs5zZU/zm/nPKrbl9fIZ6nSSjEm6byIItn3U7e7DaFVfQL0ub+X3sSWP82DIZDRTEFd+bHQPf+DDB5VIyfduXV+HYcV5nnXthIxif8JjsOG5RYmfbZcZW8l/ajxNpjHrJxUxJ3kofpM8Cb/xvgnf8TMPfQnm6xwWAwGAwGg8FgqEAogbIUSqHkdzo8WaIUV2LGCf+jtVZIKSURSNU3sq4hQV4BaOyP+cXaRf/k3/a1n1IZRnV/EP0JPsgxeQ8/jppfEco15RfbJv4leeT1F7HL8LjZ9c//H+gUU49+skpe8I4xNIh2q8KKBxVOkFkM50U7Fnm5tWM4Q4i4X9tjK6yU7RjDx5USoCQMUWVzBUiIm+QJKs6kn9C/b1c3Cu3qfle+DFr5PAyGw4SbeyNw9qeAmTPyeVPjWq79lFMgHUSppdtD9s9IXcVWq3Ho1LjhHaTt4/Fcez4+KeTl5sUNdRzy/cXeg5g6BZz9CYC6wOpX93vrDQaDwWAwGAyG71oQHJye4SG2iLYDhLIK7Pc75eqYBsWRalfVGYw3CNdnfgVepsi0i9ukTmm57uh29fRKXTclW85bNPjv/dO8S3abm6GStsOl/xdY+TwKyVMp5s3njimLJCOmFUM+1YxJ4+3Uec0KK05CsSS7jM3ajVZYNSiguL+1nZBJkHnwqQlVpzhPM6jUkK8WJdbqN0HLT8JgODwUwF0fAe7+W6DOjBqf1DA++TjcmyJJjr9x7HRcyPFUY2wlFth7gb+/2t9Lwa99xt20VthYeaC8HeK+/2eBd/8GMH3PeLfcYDAYDAaDwWAwBBAG6e9uXg8B4Xi6lhMiX4FM3RO2kL/3WTtZ+EDyL4xXiP1pXiN2k1WE8bok8Q9pvQG5lWSerrP8Vq0lpuqnMLOHi5KSPMZ6SdRnuf5Wvgxc+0sAQKeYeuSTUtHgo9eKBF5E8mRDtdN2TpHE7SaFFQk3wnFBbjUoqrTdqKDgSeWkWJH6zwNm/tOoPIRimjKkmHi6o711DnTlz2AwHBbcxCJw398Dpu9SzyHYQPA22PjXjLgmnZEZv/tVLIX/dEArloKfwUHREUiMy/qgimOvcVfHKZLRyXuFvaca467eJ81rg/G8jFaoAQCmTgBnPgb0VoDNF/b+MBgMBoPBYDAYDN/FIJRw6Mjf/QDk18z9NrPmFZrWmBrdLl5P8y/6ug1KKNYuuZ7gQ7y9tzW79PUIlPA3rf7xPOf8Evlp8d9vN54HvfxvQ59FUrQBrKhz7OrcbFBYhZg400eS4dQMG2IuUoUVJ6uARKkFxjAy8qtZYUXKVv4zpUb4xztSnxfzFfNDrMiV+YrtUr88OaDytf0KcOn/kX0ZDAeAO/JW0Bs+AXSn8+MjOw6inaxNp+2EdGlSYkHZYyixgHhiVhmqjvNx2Dr+Rsetx2s+7oydVWKNirvhfaDyEuLszgBv+i+Bt/33QHdhxBNgMBgMBoPBYDAYOMj1gJLxEwDC72+1rcoKUr/zHbSyqOIbKP09z7aBDAJifaP/qO55lGBm6hNBSjlRDuXX7Krrjcb+CEEEwOsp4V8krZK6yR/2YTBSrPlrjil5Juqf7Uug85G8ArwCy5/uT8ooHOTd5rZUJIXjnKET53mbEkVEs8KKk1S+3X4VVprx0/1wxUnOf5UH50PR8YjAatszulAPad3P7lXg4h+A3AAGw2HAnf4wcOxdiCQPJGPeqFhCfC0kTD4y49C/lJgiiTjpoxl2RVaH8e7bk2gvxxPiv/OXqA86O972HndsX4jxmpDmRAeIm793Rim1Yl5CHLP3AXd9FNh4Hti5vPcHxGAwGAwGg8Fg+K7FEEAheQyQshmJxesiNH1lT/EWAKLiCbFfthYXiesh5QmS47Jdyovsf80u0T+8f7m1uChpl/U/61+DX3y7dQl07jeBclfcsbrCY8WttjkD550RczNJMnfQNvM9UVhAtGtWWKnir0kJ4UjYeUUFL3aZ/8GW5+XjZjZvJ2wfoM6XY/0j+jW4Abr4KZDrw2A4MKgDd+8ngPmHkHuu8+MDmfHCxpkglzPjUJM26ni4LpCONxCzkbw3ACAdT8iMr4b2rXHvzR6pSBuhUONxpXkYx1ZxTx0H3vnPgPt/HgaDwWAwGAwGg2E8EFApsVwp6yReB0D/sZpvebmheJBsf/VV9UwSKB4hlDNKmST6I1buKF6E+0fELqfrMt4/xfpC11OCvIJol/bH6zpWRyLjF5g4gPe3/gLopf8VGG4n9yyugSXuZOYre3tSWOl2oQHbKEXFTVFYpYqqdJV7rXiAtFlRL+NRccKB/Jr4omjWeaB4BX+h4Rbwyu+DFLtoMOwLnTm4+38O6ExVdhh/njlX7ZNxGw6AP/fVhuJLJjvu9PjKjGdCu2JJ9w/2utHkcHDWsXGI5jiycRfN7fm4Td5TOu5CxbFHhZruj8WtSX1xE30cx94NzJwFlj6rnwiDwWAwGAwGg8HQAHLD6tc3deod4Yd5bTateZVb27ZlbSzEOiFcp97qn/j6eNzyuob7p6+v+ZQx1uwiT9bp66rSK5zI1wzTCq3YLslXLo++3Y1vgS78NoAye68KmSSpcKBQxLUpjbjPGcWVZ+Lq/mM7zsypoq1RYQVl55QPXOnAFFbcD62AGul/3XIMhZWrFVYir9rmeRjcAL38O6AMu2gw7BnTd8Pd94naSJ9PYo+tZsZbj4txhsy4y9nIHs8qELPjM31v5OPCCLspD2MonoRf48Y9Xl5Gv5ea709jnGc+ArzjnwPdeRgMBoPBYDAYDIbxQGUPGPbZ735PDjH+gf+uD1tOBillk2N1BOc/wPgB/nte/87P9kdJvZZfa0qv2ZXrT63Z5bR/GV7Db5P+iLst+pP+UT6PBGDlS6BX/l3rfeoUUw99UlVVnIqrb4dPYtwvbZHljO3JH23nz2tWWOWUWYejsMqfp5jBJJ7Uf6r/F4tmni/IPGxfBr3671HNvTUYDogjbwFOfSjage3g48s/tI4dBzueU2LJ9v7/5ThpUl4phn/PSq18+xCf2BHjECM9xE1ojzunUHMNecy9f1heDl2hJl+/vr2OG3DA9N3Aye8Hlj9XqTsNBoPBYDAYDAbDSBCGFUdTdBDrAIRtloeA+l0PIKx5lbSL29gvZXiD3LapHSn/XKa+aFCONbZTM1RyPJD2i+9HPo4kT2DKsCt/Drr2lyPvUZGSMRCMWrg8YWS7hBn0voZia5TSwN+TUQorziRSQzvJrUW/lF37n67dRSoedi8yiqrwMAlb5ScU2w5Yexp06Q/4SQbD/nHiCeD4ewFwnqpZsSSf6z0oscBJFP5SVuO1cfxGe89KLP4XgdrOxhneW6nyStuj46bG481xozXuPSuxRuUhd7/n7gPe/RvA/MMwGAwGg8FgMBgM44FcDxju5OsgUQekyqtkLSdfT4D9vuf1CFdeEcX6hW1Ff4FTyyiq4K+vRTp8y+oLzX+obfALkS8SdabwD5m49baenoiYJwcHGm7Cnf8/QSt/Pdb9qRRY4W5lWJ/arnYJ1onZrGoTNm/coLjiTJ5QSOQUDpk5koHM4kweVDsgVTIohZVmHkWRyR9OkmE0KKwiv+XS+JY+A1r96ohbYzCMidMfBuYeEM9jNfRy4zmnWAon1nY4wI7z9gDE+AEbd5pk5uOUk125cTlKsZSO1+BPGIdOOBTzMG7cFDsMx2XcOk/5uG+tQi3eX3b/urPA6R8B1r8N7FyCwWAwGAwGg8FgGA1CCVcOgKKLqqigujwYobjK/b4X7VI+Q/AkvI5j15UqnOatrL8OsmYXicvy65D3C7xBzr+0XTLDbes83Mu/DeotjX1vingxpKRTosTiCoaUtGlUECAcTplMztx5hlLM1cwprCBt+GIuY7MislVhxf0YoRBL88UVIbHoJd7OH3/1P4DWnx3n3hgMI0DA3X8bmLmnMvV4jRR79jiAzPhDypw32K1r0yV2k1JLj0vsyc7GleQhjVvae4tbvw+a40ZL3NzGiDhHHW/JQ3caeMevAad/GAaDwWAwGAwGg2E8EErQYBNU9sPvbvkVPc5PyJkWgdcA0t/vfut/t8sf/NW/O/37PpJd+f7k3/Tza2LFukz4xTknoSDjBEjchjW/g7u5/lT9pOumcgC6+ufAhd/d81rgHZp86JNRmKBYJ67A4MoiXrWGxipr/pBQWPl23qZoi/O43aSwIu4WUsXCfhVWyk4UD0z50RhPjDu0LHugC78LGmyMdWMMhjY46oDu+UlgYj4hkePzh8x4RWacchaFt+cn+M5yCqSUqW9m+Dmps1+lFjLj0cdNKi7+3tpr3Gx/Jm7xfmyNGywvubih8jJO3Ow64Xgad3Ds5IeA9WeA7VdhMBgMBoPBYDAYxoQboKo1JiQ9Al3fcCWT+p2fbefk73e+DRfya/Ty45Rpp0zK1V8tfiU8SW6tLtR1FWXqjZYta0dEcLsr1ULtmy/s4SZEFOIv+KEIZGWoLo7hbdWTqPEalBM+CXpOaKIsgLBThVWmyINWajUoH4RfYH4AcKTsWBzH81geRL64HfMAALS7BHr5t4GyN+59MRiaUUyC7vkpoDtT2a0KJGJKLDS0hxp/etw22Fml1f5tzvTH8YeMjfx4VONupBIr0z59XzXHHW2MiHPU8UweQtz8/Uj5+zOuIu3xfwrMPwKDwWAwGAwGg8EwPqjsgQY3gHIQeQdkfteHbfw5Hn6vo9oRuR1W2HDFFQC5Fpaqjxr7i3b0T9UhgPAz6Y+JdSRHpvxjYiOw64r6JLgf/XdLnwWd/9+B3vK+7gMAUGfhR1z8C75fbZ5FxytfInCFg1N2bOdnJlK0GxVWvh1lbIh2BDa3VNgI/kfm0LcjxThym1rO40xlIfdTvQBZKJ6b/Cdg/fnqa2AGwyHAdeZAZ34UrpgUzymAZHzKcUdw4XEtGtqrcR/shveCOh7/ogA1PvU4bPhLRTK+1ZzypH1uPPK4kfUzeW9l49pDXvj76jbFrd9T0m91vz//CWD32ognzWAwGAwGg8FgMGi4YhLUmYOjov69TmwLaaNgv+N5O/57v9of6w8C6jqg+h0v9+t2yLSr6gKC4DnE9QtWP7T4z/t18nrSP+UnlF+bLwLXPgMarB84/4X+i391V7jCyoFJDOCpNCfaudijZ5Pqc8da46Y+LatsCO2UokrYvlZjTChFd2M7EnazwgrKj2aFWIwbIm7AAZf/zMgrw+GhMws686NA0VXjBfH5Cw+ostFu6+c6O05HHBd/eeD2mIqk5C8LI20k41PGjWzczUos7Ctu/ReHgymx4nttrDxQ3s7f7zrA7/23QGcWBoPBYDAYDAaDYW+gsgfXvw4a7iBRXrn6j9fid7uDqBc8zwHE3/e6jvMFSKAX9IwRVp8IPsOXQxlFGLFlTITiivmFtO4J15eFUVpX8ni8X/1V0MVPgS798aGQVwBqBRZYUELJQIgMH6/yovIgMG9CYQVIZRZBKhe8DXkemFJA2KhzdasVVmDttAKCWH8+zDoPZQ+4+CmbMmg4NLhiEnT6R+C6sw3KHf51TK0MiuPJhZch26+UWnFc7k+plX59o2gYr01x7EWxRNFdpliScefeZ4A75Lhje28W8v0T4sCIuAvEadAHU2rl4yiA3jrw1x9HNaffYDAYDAaDwWAw7BnUgesugDpTqu7RyixS2wJxJgVXOnE+hOp6hVj9kW8X9sPXY1pppRRYiTIs459qF+ureD3nbXC/XEVorXwBtPb1Q095If+i72uchr/gh+I3Y+f+0h/OQ6oYqAOLNjE/tO1rxVEKK227lGkMxR3k9QTTyGo97X/2vLqlc8D2BeCV3zfyynB4oA7o5A8A3enm5zC0hRqfDTbl7Wqjx8MelVic8Rc2H5+UGb86rsw4bYhbH5dxY2TcwDh5aI9bHtdr8rE4tZ1VYo2KW78vRzwPOu7JBeC9vwn+IVqDwWAwGAwGg8GwB7ghqL9aLUw+7GWUT07yCq7+I3OifMrwKQD7HR87EPyJVnIhc31flyBTd3D/qLm/eH3IOkvXmcNt0NW/AL30v90U8goAqDP/EZd+NYsrGQC5pgxSJQMIUpHgbTAbyCusmDyucQ0uftdbFFbw02+4zZnQ/Sussv1wRURZgq4/te/V9A2GRhx/Am7m7rEUSXGQIo4nKIa+HidtSq04Ltn+MRVLcpxxxj+niKSG8bUXJZYf7wjH83HrvFT9pe8n7Ctu2d6F9ocb916VWiOUeatfBb76n8NgMBgMBoPBYDAcEDQB150DdWchFVj+d3uTMkuvIeV/rxd1vZJf64q3k9uqApBKKiCvDFP7lTJM1Ff8Os77B6B/A7j2adABFmcfF53O1IOfBDg3VdS1a6548+BFX1VQSdKJN5XFYWD2wnQjiOv5cssX48LmCqoseaWL5oydFHv1VYNfpPz0ZTHzX/vZ3wJd+VNg98oe028wjMCRtwNzb2DjoULT8xoH1IgPJ2hyWR1PxqW+Hlg7yPEgxxnS8Zm1kRwP183Grd8nuTyMjjvf3iXHZdyu4X2Vz0tz3K7leCTl2t9P7c8DNcQd8jJzN1BMA9e/DIPBYDAYDAaDwXAQlKByB264VZFGxYT8fZ5sSdUjnoRy8ne737J24nzdb+BJlLhAb13D+Ul/lPdn4wXQ5T8F3fgGaLh9qJlsAnXmP+yiAqBZkQRBUkHZVRBu3worsP0qOfw8X4WJr57VN0eQVoD4OlcmHnneGAqrQJ5xRQXBbV0ELf8VgPKw7onBUGH2DXDH3oWxlTuM1I0DldR4RBh3zl9nHCWWYPh1f+xc35/wCw0KpNw43IdiSbfHQZRYFHpoz0tz3PE/PmD/8WiKO/de2Wvce1HmNTwP3/zvgKUnYTAYDAaDwWAwGA4LBVxnBtSdh+tMs9/xSgnF+AnwuiSsNeX3A/FrgH4LZBVYgsTKfQ2R1xfjtKvrq/4msPoUsH0Rca7jrQN1F37YNSqsRDGmlAqhaJPFkEvIKkimUCgOuI0GRdU4CqscWZUh48R5vBiMCisZX4a083EPt6vpN9uvHvQeGAwppk4BJ55QpAoYqQK0kVOChMmOYz9e0TBdLiok82RT07jS47GI41u9nNvJ5fh+uBlx6/db/r0Vr5OPm01X3nfcUO1z0wT93W+L26emyMSZ+6NAJi9f+Dl7nxkMBoPBYDAYDDcD1AG689U/xVQDCQVIEqo6nk4j5KSTrx80CQWkZBmy7ST55ReEZyTacBfYfBFY/w5Q7t66nGVAnfkfcinJo5UQuaIJECSWKIpVkRSu1lRMqYWEhfIBqhjl5/myrqUIblJUabtJYZWQbA60/hzcjWdAGO437wZDMzqzcCc/BOpMHFCxNCaJBcT9AMZRLOXbs2OsvSRrFDmzFzJsD3GHtfDC+ytDYqm43b7i1go13l7mpTnuW6dQy8Ut7vdnfuy2/0fJYDAYDAaDwWB4XYO6cJ1ZUHeu2hadQColpJbzCixkSC5NdlG6X5BVnN9oUlzV291roJ1rcNuvgAbrtzpDjaDu/A85WdxlyCkAoshpUVj581xS1EGcd+sUVhmFQ7a4i8V1jJv7T8D2lUp1Ndw8lOTfTjiMJ/cL+TDcMriTHwRNHgvPN4AGEsUhr0Di7cHao7G9E+M+JXsqkmW/Sqy9kFOahOYflOBxNI3TfSi1WNx7V2IdUKGmyanse1G+/w7jfss8svu9/QrwxV/A7ZADGwwGg8FgMBgM35XozADduUqd1ZkFJ5/kNEJEUgpKWaWVVo2KK0KWtBqsAztLwO41oLcEuDtTrEOduR90zQqllFRKiyCuVCBR7CXFYGg3SmEFqdRKimp2faHEalJYoaWoVAorYdfthttwq18DvUYWaR+XnNoPjNC6uXDzj4IWHmEvFSef6z0pc+LxHCnVPF7zJFZ90v7IEajxOJKsGSfuMckwrUAScacKtfx7a+9kWNoedZTjTie8eQq1mIfM/b76F8Az/wQGg8FgMBgMBoPh1sJRB9SZqT60VEwBxSTQnYYT0w59DSK/Opj/GiEju8pduOF2xW8Mt0HDLbjBFmi4eccSVhrUnf/Bmu3Ym8IqLQJ10VcVVSlZpUgnXYRx8ijYmeJNFMOKvBqhsIr9Z8gqVhxiOAA2ngU2XsSdvkj7zSStmmBk1uHCTRwDnfy+RjKijXyK46uJRBml3PHkjfcmT041j8vc+DsICdN8XJDYB44bqj2bBt1CyqVx30qFGht5B7rfSOIO7b/za8ClP4bBYDAYDAaDwWC4Q1BMwRWT1W966gAoqjqBOiCqpyFiCFcOQG6gtr3b7f2hgDpzH3LNiqRYLLX/BZ9/9QzIkliHoLBK1+CSJNu+FVZ6GiOomut541t3/Howt4O4ysHIrIPBUQd08oPVVyqyJO1hKJYAOc5GKbH2sRA46muAEB8JLXdtIalF3M3TCQ+qUKv8aVpbj6/lt5e4WX4zcWvSqDnu8acTjh93ngzLxR3u91O/CGy+BIPBYDAYDAaDwWC4E1AQADgnuCWgtp22fbuaNAlVsSdRfNXEbd+On0fSzvRPoNTm7bSfvgYD6gXZmV23c/V5wg5FMOBcCdp5Fe7aX4JW/+aOJK+c+t+dAu3XnejjnQw6+na4zlTDcyqf4/T5z9iUs2sk45HbNOI4wnhDPW7kOGXX1XZu/B3ArvpT74WGuKOf7H01Ik7KxK3byzjRGrd+rzbHOcZ7S+chxM3fm5S/P9n3eMZ+x68B1IXBYDAYDAaDwWAw3Ano0OT9nxQKJTGNxZM8RU3y1GQPUwAk7BEnLEjpckQ7bvuikisUHMRXvkKRleknnIdQpEr/26YnOpAbwm2+DFr7G2DrAqi8M+V1rwcyyJRaGUzfDTf3ICNTuWIw99yC2U3tXUN7dg/iAfBxRlSpfyL5LFgXNQ75uNTtc+M9sF9MUYQDxk1jxy1IIv++SvyMcdDYcSPENSrucFIglQ4zbifcaYo7tBdKLHX/uvXc++tPwWAwGAwGg8FgMBhuN4pEKZD8pZ6izf/CX9ux6FE9+/0AKwLblB5KSZH1iyspmC3acUWVLuociFxUMJQ90MYLcFf/ErT+LWC4fQgpPXwcnpLJHfCfw/DAlFkCxTTcwpsYiTNamTNK2dM6jvx19XhMxme7zbmfxvfFCKVWiGvMuPXx0XGmcev3XPb91arEkuRULq5RcQe/9hm3tCM5tX9lHr+/xGwAb/gEMPcgDAaDwWAwGAwGg+F2gzqzH3SpQqlpIWX+F325FkulKNDKA7nG8qsPjQAAIABJREFUjMuuYcUVELofgqgsw/6GBedDVUm11bBGzHAHbvM8aOdV3Mmr7e+d5JHti6LAmTNH8cYHTqHXK3H56g0sXVvD9vZhTI3UjOVBezvc/l4rcMfeBZo6yZ5TPu70wt1ta0ftdW2pcRYCr5SX1Thj+9VX+6LkZ39rZo0Xd+4rffuPO1wH6v0V8pDG4Q457tjemz7uUV8n1HFzhex+1xJjY1DHsfEc8OX/NPP0GgwGg8FgMBgMBsOtA3XnfkCyHtmvfPHiDpDFWK6o9edxmy+M7PfzIrCym78SiExxl7N1MczIq/4GaOs8sHMZh6UoulnIkVdveux+fOj734mpqUm88OIr+OrXn8fFS0twTn4hkYjwyKNvwEMPnQG5TayvLWN17Qbm5hdw8uQpDIcdXL6yhgsvL2N5ZR3OjVJYjSKXjMzaD9zkSdDiOw5APo0mRVKySbdHKznlRpA0VJNceVJlLyTMKFLO94d4vH4f3Iy4c+SUEx+eYOT7vuNuWIh+FDnF34Psjwuj4z4AGfns/whc+qPkGTYYDAaDwWAwGAyGWwXqzH6/G0dhJYsnpmCoyaIKWmGVVyI4vp+TFSMVVr5dRnHVpHwY9kC7V+F2roAGNw6WrZuMHGlVFAXuOrWIX/nln8SP/8h70e124aiDshxic30dn/rjJ/Ev/tWnMBwO0ekUOHPXCTzxgbfi1OkFlGUJOIJzDru7m7i+tITLl17FxuYmFhaO4PRdd2FmdgErK9s4f+4qrl29ju2dHgaDEsPyIITWuG32htcdsXXiifjVQfGVOJIKpBbSIqtY0iRuCxkmx58fV+nX8yolVrNSi5M5cVyOR47c+rhTMiwft85L/e5K2rOc7CFuSSIxMuzAcR9EqdWgzBtsAl/8eaC/BoPBYDAYDAaDwWC4HaDu7Pe7WIz6sm7/CitNVsXiTRa36SfqIYq8ZoUVMsW+ItvKAai3BLdzFdS/ftg5uyloIq/e95434Vd+8WN4+IEzmJmZQXdyGuhMYGd7G99+9kV8+slvYm2jj6tXl3HmzDGcvXcRw2EP/f4Azjk4R7VCy6FTdEEFYTjoY+PGGpavXcXyynXs7u7gkftP4gPvvAcbGz187TvX8cefPod+nyu7msijcUmlm0M+vWZJrdk3wM0/dADFUiRhUjIJeRImUeawcT9CseRGKJYShWQyLos4fvetWMqTT759GncaRyvZnW2fxu2S9pHcy8d9GAq1HPk04nnIxt32PLTHjUt/Cnznn8JgMBgMBoPBYDAYbge6ccFzX3yxBYKpiAuhu7IqroKtt2WlZHAA4Is61JUvmF0Ve+RcXRSz4hkAXFkViXU55lwJ1AqDuHXMdvVpQ6C3Ard7DeitAFHndUcjR1ydPHEUCwtz2NjYxgMPnMHk1CRWN3o4fvIUtre3UYAwRAcb/Un8/V/4e1g8dgT9/hC7u1tYvb6C5eVlrN24gfUbN7C2toatrS2UZXVPXelQdCaweOI0JqdnsTMo8dLXz6PTX8N77uvj4btn8LaPHsfn/+YyLi9tYnKig4fvP46jC1O4sryNpZVNrG/2/Pr8SKceNmV93HZ7g87fa4HQcjQBzN4PhKfcj5+CjT9PCun9YOPNK3FcZv84/cRxDleiGreI4xT1fiKQq1VYYbzK9tXzUNTjtYjj0o9TlPVxVOMXQBzfNytux95jJVMqqfcbmABKxR3mULK4q/vl84Q6AfuPG7W/GCvu/P2L8Y2Km/UHlQ/E9jFu1A1K4MyPVtMIbzx9M4eHwWAwGAwGg8FgMGRB3dkPOP8XfPYnfKTTARsUVqEnqbCSf9F3ygZQKwfS6YAQf/nPKqzAitzeGlxvCbS7DECuBfVaACdgTp1cxBPf+xa87z1vxuLiUaze2IaDw/Fj8+h0C7zv3W/C7s4OOlOzoMlZlDSBOP0JACiks7e7i431isBaW1vFysoKVlZWsLZ6A4PBEFtbm3ju2e/g2WefxcbWNo7PTeLxNx7DW+4/gre/9T786v/8HJZXtvHgvUfwCz/5EM6emcPyjRKXl3fx6pUtvHxxE+cvruPq8gaGw7a8j0Mo3TzS6U4ktNzCY6CZu5vXagNX4oxSLMU1lABkxiGffrtfpVbsp1mJVYTupEJyxHS3A8UNdjwqkvYWN1Og+baNCqZ4nkuOQ723cnE7NCrUQvvDU6iNfb/18TaF2tY54Eu/BIPBYDAYDAaDwWC41eimCitfhPK/+JP8Sz6YUqsuGbVyK3ZUIqzxwpQK/kwXlA6IW/aX/6hocIAr4frrwGAdbnADNNgAcDPpj5sLT151Ox28/31vxc994iN49JF7sbi4AKDKcwlCfzDE7m4PQwd05haBziRQdFBkIqc6zZOTUzhx8jROnDyN4XCA3d5uRWptbGB1ZQUvv3wenQ5hfn4eV65exeryNXz7lRtAOcTpu+/G7u4AgMNk1+H60jXQ7hJmZ6bw6F3zePfDixiWJ7C2A1y81sPzL2/i6eeXcOHiDWxu+S8cet/GUV65Ecf3j6h5uTOeEtedB6bvqqd1cgUO2Dgq4OAVMrWiBlIhk1XUHFixpMarVxix/eTqnPL9TLHkauWOqxVLrlZqheFfK5x43KjjRjZuhPdEPj6uBN1P3Pn9Ou7oaBUHOQfXotRqjpspSsGUWi5Vat1aZV5eoabjxuz9wKkfBK59+uYNEoPBYDAYDAaDwWDIgLqz3+f8X/SrPRSLFa2o2qPCqtroBdjlX/iTtbCCAgLAcAAM14H+ekVWDbcONfjbCa68OrIwg1/5T34cn/j4D6HT7aIcDuHKat0qAgGdAsX0UZQTc5FoIE4kRqIPgFJlQRwvyxLOVYTIcNDH2up1nDv3Es6fO49XL7yMwcY13Ht6Dr/+W1/B9k4PD5+dx+NvnALcAOVwiIW5LuZmOrjn9DwWj85gbmEeR4/Oo+hOYnULeObFTXzxG1fw5a9fwkYgs4InI2yNm0M63VYya/HdcJ25fShzGhRL+ngy7piiCBWJUu3er1KLjVvd/4GUWHtUamXi1oolGUfTe+xgSq3xlVhMWXYQhdrYSi39PBzsfos8bp4HnjIVlsFgMBgMBoPBYLi1oM7MEy75+lcoinSRRKoY47aTxZRjREogqcJlwYumsFpVOQAGG/U/66BSEyCvfTg4TE1O4Ow9p/DRj7wPb3rkXhABd50+ire95Y3oDwZwrsDu9maVw84UuvPHge4UAP7FNIATPHz/KEKrErm58O9E1Z3b2trAlUuXcP7lczj30is4f+4S1q9fxQyWMdzdwe5uD9OTBQgOkxNdzE1PYLJb4sjcBBaPTOHE4gwWji5i4cg8Ll/fwX/9z7+CGxs9EAEz0xPoFAV2e0P0ByWYe0ks7bg15NPNILnc1Glg4RGMIgmavxI3/nTCsciPluM5UipPPrM4EhKb9QOMjFu/Fw4/7jHJMPZeS+OuSSwWd0JijYzbN2n7qqNvupfphAckw7Lvd/bO4ff7W/8DcO0/wmAwGAwGg8FgMBhuFag79V7niq4gr6ojvDjl9t4UVklxNuwBrg+UfaDs1f/sVls3vGmB3hEg4MzpRXzso+/Dj//Y9+Ls3SdQUAediSkMyyEuX7yE/+uP/gqd7gQ+/MPvx1ve/DAGNAFQpy4ifU4rJY0mpoBIVnlllj7mUuYowB8jAgaDAVavr+DKlctYunYVy9euYOnKJSxffhXraytwgx7csA9yQ0x2K1JreqqDuekCx49O4a2P3Y1f/ZfP4eryFu45PYu/+6MP4vixOTx3YQMXLm7g0rVNLK9uY3VtB2V2Ca29EEg3n9Q6DELLHXsXqDvbQhYgQy7scw2lEeRTOn73qljy5I2PLk9OpWvX7SfuvZJP8rh4jx04bqj2fm2wdlIujfsgSqy95oU9vQe63yyuzZdNhWUwGAwGg8FgMBhuKbrYvYJYwhRw1KmKH+qAqANHRbUF1ccp2qI49VsHckO4cgBCvXWDirBy/dsY6u2Fg8PC3Cz+8S//BH7oBx7H3NwciqILB8BRFxdevojf+b0/wReeeh5vftubcO36LraHHXQ6QEGxl0hc+SLWsz+c3GpWY7Xt54RXtztRraF16i64ssTOzjZu3FjFysoyri8vYenKJVy++AquX7uKjRvXUQx3sbq1jaW1Xaxv9XH2bAeb230ADo/dN4O33TvAyWM7ePz+GQzpGK6ulXjx1U384V9cwHPn1pgii8chvGvNborDJbUO+rVDN3EM6M7ItZ/8/Qtfr6vvSb0/fvXTL0ml1nyCWvsorGHnWHu29hFvD9++5et8teAonsjXfKr2k/NKrPzaWTGeUXGjPp5bG2ycuPVx9hU+0J7jTteC8vHxfMS441dVAdVBQ9z1U8X3J2uDyfyJyzqXeT6a4kZ8P7fGTSp+9fzwuGbfAJz6kKmwDAaDwWAwGAwGwy1DV5olyJXVLJl6z2Ftvxvh4HB88QjOnj2NjY0drFxfxY3NHVy6toE3LhzH1GQHu7u76HQIp06fwod+8AP44Ic/jLe+4y04cmS2LlIJZTlAUXRARYfl0zHSx7F9VIskSgAdQVI1/XubaqtugJmZWczMzOKuu85g0O9jZ3cH29vb2NrYwMryNbz6ysu4/OorWL56GdhdxdWNAru9isDa6Q3wlaeXULg+Zqa6eOTeBZw4OoW7HpnCt5+fxfPn1wAAjzxwHO9/5z1YWdvFs+dX8crFG9ja7qkYhWOt2R+/7d7BCa1xyCyauYeRCf4DBjVpEKbfNti83Vg2u05NOlDNRkUbytbHWUxhXqFnmXw6K0I1PZ62vzVxt9vNcWq7vqOevGqMS9oVidWUp9i/nG6NMeKW93Pvx3UevJAqLtTu73eMu84LZJ5E3Pf/QyOwDAaDwWAwGAwGwy0DdfGG5jllhn1jdnYaf/tjT+Anfvz7cfrUcRAIFy9dxcbGJnZ2dnD2ntO4757jIDhMTkxgYnoGfQfMn7gH80eOAUQYDgbY2trC9vY2yrKEX5PHOReKUl6gVvBfFwPiGj5RNKKRJawYwhfnvO3kfD/nSgyHQwwGAwwGfazfWMOli6/g1Qsv468+/zReuXANdx/ZxWS5DCqHmJ6cxBtPTYMwwL33n8IffnEbn/7CZUxPd/BLP/VGvOOReczMzMJ1p7Gy6fDcuU184zvLeOaFJVxdXm+YbigiOuDxgyFHZrnOLHD08Tj9Kkhi2DQuMd0PaF0IPJAfXvnIpuOBMsfZtDPRHqr9GAuB82mIyVpQaJ+2ODLu9uPNaz/tNW6lHG2JO7QXa0ExJVbGz+TDFNm49pAX+P3euvVxh/aOvTOIgKf/CbBkJJbBYDAYDAaDwWC4+TAC6ybgsccewH/7X/0sHnvoLIpOtX7VcDDAoN+Dc179VJFOBQFUELrdLnpDh8WzD2Ju4SioqArTouii2+1gOBhia3sLWxub6PUH8WuCNXnV6XTAySivJAEicRUPS5KlaV2sHLml2zqhznAoXUV4UUHo9XZx9fJFfPXLf4Pz517CzsYKtq9fwzxuYH5igHvecAZ/9Pl1fOkbVzA12cWPP7GIxZldzM9O4PiRaZw8PouZ+aOYnj8CV0zi0vIA337pBp55fhkvXljFyvVN9AclBsNhEhOLou1W7aPd3uFmHwRNnwYoRzaMIiP2QFZwkiuQDz68ooEkGY+cwihyCtWHHEJ7sH6En5p8GrUwuY6bfzCiPe6UdLkZcbN+WNwukE/7XZD98OLWa2aNjhssTyPi3rpga2EZDAaDwWAwGAyGW4Lu6CaGveKjP/xuvPnRBzAx0UFZDuGcQ0EFisKvaVOtmUNUl7QFwQ2rtXk8vOrFuSH6/Wpx++mZGczPL8A5h36vh+3tLfR6fQwGQwAOZekJrSLjlZ5yyMiNTFuAAlmVEmNIbFf/X0EFHFXnDQclllfW8JWvfg3nzp3H3WfvwdHTD6KY7GKAHq6TQzHtsHh8B3ADDIbAyo0Sa1s9XF7uY+LCOmanrmB2egLHjsxgcXEOH3hsHj/w9rvhOm/ExaU+vvXCGj771Mt48eU1FYP302X2NcWscXBSy6ELTJ1UaxxFkkCsBVUr50B87aOy3tYcwoi1msQaR0AkMfSaSK4mT8ZaWwoVOQJArHXl00YEILaPpA+F9jE+qrd+f4xPxq/3u9BertXUFLdXIu53LTEZt15LLMbNHGdxkysrEiusGUYAORHHXuOOz4XyV6xxNk7cmTXRsmuJ5fr3pFg9vXD2PmDxe4DrTx14rBgMBoPBYDAYDAZDGzoFjn7ydjvxesPVq8soig76wyG6ExM4sjCPqamJSqPkXFXUwqHb6aAoOpicmkSnOwlXTKA7M4ep6ZlADBHVqodaEeFcCedKFEWB6ZkZzM7NYWZmGpOTE+hOTKA70UVRFEHpFWkZT2B5Usof4SSNJHtKtU5WVI7p82oijuLC8levXsVTT30Jn/vsZ/DMM8/g1Vdfwfr6DWxtbmJldQ03tnpY2Shx9NhR3HfvaZy55xQWjsxigA5KEMqyxM5uHxs7Q+z0CWvrfSyvbOHa0ipWllexvb6KhckdPHR2EscX5/D5r10DAEx0Czz24Ak8eO8xTE5OYDh06A+avm65H4Jqj+dM3wNMzCOuPUShl0AuACj4/YYnMCPJmFdejWN7pU/di/ajJlcip5Y7zpU7aFDqjHe8poNUnO1x6+N7U6gh2geI23NVlI2LRsYdGuw57kIdr/PXev/VccfaMTK0Pe4i3qfGvNRxUxdY+iwMBoPBYDAYDAaD4WbCphDeJExOdXH27lN44IEzePSR+/HIw/fisUfuw9kzi5iamqymFPZ2UQ6HABG2eyW2egPc9/CbcHTxRE0+VaoHX3wCKX1ScVKETlEARCjLIcqyxHBQrU3V7w/Q6/UwGPTrdbTkmllRsaEfg1gIe2Kqal8qL1LF17mXXsRXvvIUvvPtZ/DC8y/gwiuvoNMp4FBgcXERkxOTIAA7uz0UnQLTU1OYnZvD3NwcFuZmMdUloOxjuLuJ/vYGXH8LHdfDVLdSgExOEKY6VYl+4tgEtrun8M/+zbcAAG9+4zz+wd86i5mZaXzzpR5eujrE5naJtRu7WF5ex+raVq1Ya8O4JNWodgXc0ceBYoK1r4t+EKrpZZ5N8P8AVHSy5Eg6XSxHUhxsepmc1paSRCLmZJpcjKOaTqjXcCLWPo173Ol7tz7uSAL64/m4dV6q/pC0ZznZQ9yRdeIL5x9G3HuYtphtD+CvPg4MNmAwGAwGg8FgMBgMNws2hfAmYXe3jxfPXcSL5y7is09+DUeOzOLUyUXcfeYEHn/8YXzPux7F4297FLPTE7hw/hwuXl3B8TP3Ynp2HpNT0+gUnYqIGg4wLIcoB4NqqmHdP6dOiBxKv7g6AUWng263C+ccpp0DMAdXAv1+D1tb2+j1eoHMioqsOCusqpNd3AFOcPkrO4TpU2FP1aboELY21nB9ZQVLK9fR2+2h0+2i1++j1xtgbnYGU1NTmJyawvTMDOAclpdXsLS0DCKg0+lgbm4OJ04cx5Hji5jsduCGPXSG2xhsraHX28Bw2AfKIWZ2OtjsVIo2IsLZU1M4e7REb7iN9c0NbKxtYuAIx47M4Z57zmBmagbrW31cubyKy1dWsb6+zZRpPDaOJqIqx/2yfEweBwo2jQx++haByMGhDHkPyhkiOE40ooBX5jR+xa/mMpqPO0Y+AGj8ypz3vukrfaEDRaI4sEBqG63HPWkq4t5zXHuLWx9P4/buxa8PyjzE4/m4kMQdlIuNeWjzu80eJ+62PHBlXtP99mrLtuN13Hd9BHj1/24YJwaDwWAwGAwGg8FwcJgC6yaBT97je4kI3U6B7kQHp04cxW/8+q9iffUqnn72RXzsp/8OTp85C8Ch0+lgYmIS09PTmJyYROlKDAZ9DAfVAu6lK+upiIhFZJh4hFCR++LZU1XdziQIhMGgh+3tbWxubKI/GEAoQlDW59ZdMf6GT8PSBBbqYtm5EsNygKVrV/GFL/w1Pv0Xn8bT3/wWNre30Sm66E500e12cWRhFru7fez2+jiycBTHjh/D5MQEer0eNjY2sLuzCyoIE90JnDx1Cvfeew+OLCygIKBwPVB/ExODVSytd/C7f/gNFB3CD7z7NL7n7fdipTeP85eXsLW1hZ3tLZSDIXY2N7C7u4vJqWkcP3kSJ06dQDExi+Vrmzh//gquXllFvz9Q96yJvBqt0nLzbwK6s+yUDjuXK3M8+eFVWUxpA4Ard4gKqZARyhp/f5qUWgUjfQ6i3CnYvc8pjLwKy4c3SonVdtynI1Us3Y6496fEqs6Lxz2Ztb+4Qz+BE2uL2zXHcYgKNWy8AHzlH+P1jJ/86Y/iH/7C38Xq6g38+r/4TXztq9+63S4ZDAaDwWAwGAzfVTAC6yahicDS//7zP/sxfORDb8KFpXX8/X/wj+AAFEWBwXAAlGWwO50uZmfnMDk5WS0GPywxGPYxHA7h3DCoiLxSRl6fqUfqS/t+J7qT1XpTO9vY3NzE9s5OUG2EhZyBeu2tqMAI2g3nUBRdptDyUwwJQBkIhrW163j6m1/Hk5/5HL7z7HNYWbmOXq+P4XCAfr8PUBFUHVPT01g8dgzTM9MoyyF2d3axvrGJQb+HmZlpTE1NY3HxOGZmZnD06FHMz81h5foGVpbXcOrUUayuXsPStWuYm1/A9OwcjizMY25uFjPTM9jd3cHGjTWsLC9heeU6Bv0B5hfmcPr0KRxZOILNrT4uXV7Dlctr2NjYxmDoMBgMMRyWIpcp5H5HE8CRt6BpGlhUYgEORU3C5EgXqo/n1jKS7RGUWm1fu/PKnHTaX2Xz6aDN5FRskiFh2PQ3R2Bxp8fb486QKKPIqda4wY7H6XJ7i7uFfBLT/EiQTU7FDZGXpriZUmrfcfvR2jZNMLwh9nC/M8/1V/4zYON5vF7x/LnP4f777wUA/Na/+X380j/6L26zRwaDwWAwGAwGw3cXbArhbUZRAN2JSbz/Ax9Ed2ICZVmtz9QpCpR1eV06h0Fvt576N6yUWVNTmJicAhVddIuJusAtUZYlXFliWPp1nvxUPwA1MeUxHA7C9boTXRw/cQIAMOj1sbNbXW84HNb/AMPhUPTjFShlOQCxAt9PO6q+fFZtjywcxRNPfBAf+MCHsLPz/7P35jG2Jfd936fqnHP32317ed1v32YnORwOd1mySYqWqdACbEuOEtmynQgxAtuI9YeBLLYMb/kjQuAEDgwHcJxAsYEEdgA7CCTblCnJkgxxkYYmh7O92d/a/Xrvu5+lqvJHVZ1z7u3u994MR/NMzvkCj7fPcuucqnO6wfrM9/etKTdvvM2LL77EK69c486dO+zt7bO/f8B0MmU8GjEajRACwiCiu9Ch2WwgWy0MNjtra3sbjCGQkna3TbfdJlMJ3/jmi/QP+yBsMHoQRoRBQK1WZ3FxgaXlJZZ6Pc5dusqlqwHGaMajIYcH+7z99tsIKekttDizvkaz02Xj9i79QcpkkjIeJ4zHMZNJcgzQmgWWIlq0ENEoilX7isl+sSohIDTGkh63HeRZY8VxKK9iaPIqvdIqfAi0L08UwkKL8ipyuVNJPMB+bDsnnu8D4UurEuZss9gvPEwt6teAoqyy6LeFQrP9dg7C0uqG/vWdWZUQD3dMAW9O7F+5bO/d9Pv4/TP9O7JKIwhjMKV+O7KXn39yv0urEvrhO/L+3Kvf3qH2XjzvcjulVR/d/Yr1L/1AA6xeb+HYnytVqlSpUqVKlSpVqvT+qFqF8H3VUffOFz73ST7zQ89y+dEPEQQBxnunjJ2QCiGwZWPkP2ulSLOUyXRKHE9IE+/EEgRBgAxCoqhGEIS5Y8pPcD1o8SsK4toFkwfACyloNOo0Wy2ajQa1ep1avUa9VicIfBlcybeRu0hm+5af4WGXAwdBELC8vMKTTz3FZz/7WT796U/x1FNP8sgjVzl9+jTNZpMkiZlOY7TRTKdTxuMJ08mUzJVQRmGIlIIosvBuOByysbHB4eEhSnnnWkCmVH5/k8mEvf1d7m7eZWNzk/39fQbDEQhBZ7HHmTNnWVpeIarVieOEdrvFdDrk8ccv8PTTV1laatHphJw6tUCv16Zei9DauFD4Ocdb/YwNY58ZFDfbF8W5QpTGx4+l8V87aRW4cnZUCUZAARUojlN2IB1TFjbzDGe2zX2Ol7vst8WRbXHScVPs9xDo6DictD1fRnicU+se2zNOrPuNw3HbzGwf1+/Sg5wdh1K/Z6DfTD8Lh5oPrr/fuNy735zY73c2Dpx8vHXe5mCZ+y2S8P2p6TTmyace5fr1W/ydv/k/c/3tWw/7lipVqlSpUqVKlSpV+kCpKiH8fdT9ywjh7/8v/y1f+vKP0ls9QxLHJGmCEKBVEcpuDChlA7+9I8u6VgRSCrIsw2MqIQRhGBKGEVEYEUURYRg6U4wiUxmZyjC6yM8yJVBB7qAq/+xL2GwZodYGrTRJmhJPJ8RxUnKIeGeShWQGX4oICImcAx++VNH/PB6POTg4YG9vl9u3bvPyKy/z0ksvc/vWHTc2zo1jIAwD11cLswaDIcPBEK01YRjYsi0giiJqUWRLLw0WAMliYh9FIc1mk06n47K5unQXurRbHWQgbA5ZLWI0HLK3u83CQpdrr7xOvd6g3e4CIQcHEzY299ndHZAkArqPWidOXj4mKMrHyllGsgQzSvlXeTmXOwdO2PYQolwmFxRGqGPKxaSQR8oJH6hM7R7H8/s1cFLZZFFGJ44/f6bfHNPv4yCRKI2DvGe/jyujPNrvd1K2OA+Jjuu3d2QV/ThSTnjffvtTHiwz697lhHPH7wsB32GW2Mv/A2L731KpUqVKlSpVqlSpUqVK77UqgPX7qOMBlj0CFsD8v//8f+LpTzxLvd5CiMCWC2YZSmWl8iqN1g7y5OBJ5isPWjeKKx/EAiYhBcIHuAuIwlqeoSWkpWJplqCVQhudl6N5WbeXL10qAJOULmtDksU3AAAgAElEQVQJD8wCBIIkSRmPR0wmk7zUsABT2sEsXxTpXGVzMCtfSdFNotM0I00T4jhhb2+H559/nue++Q2ef+Fl+od9pJD2fqQgCgMGwxFJkuSMsN1uME0ywjAkCkOEtE42ow1hFOJL18LAOqV8uZSFYhKlDAsLiywt9VhfX6fZbCKlveZkPKbfP2RvZ4fJZEQURqycOsVCZ4HJNOTWDtzcmHAwSDFHYJTIYYPfns0mctvCQ5kyLAjmoIk//14ZSifDJymL82fhUxm6+HstHT8CUcpwSZx4vskf+fFwatYZdFLwOEf68c4hjMyB75Essfe038yd77PB7g3ljvabE/pxUr/f7bj499Dfzjvs99434MXK1FupUqVKlSpVqlSpUqX3XhXAeh90FGTZ7S987hP8tf/6Z7j45DM02x0EkjAMaTRaYDSZUiRJSpzEFk45wKKda8nmC1n5XBrjSgCNOcYNpW2WUhRFNBoN6o0mjXoNDCiVkmYpGGOvJXzQdwGvbGaPcPPYWfgEAhlIwiBEKc14NGY0HpGmKVqZmXYsoGDm3jhmWxuFzFfus30MwoDJeMyr167xzd/9Bi++8BJ3726xs7PHcDggyzKajTqPXb3A3t4B0ySh0+myvXuAMYYnHrnE62/dnH0iBqJaZJ1sDvjJQKKVJopcQL0x1OsNVldW6C0vs7zco9Vqu5JK6xzb2tzg8LBPliasri6zvr6GCJrc2Uy5vhmzvZcyjTVag9LYALQcGjmH1omB5wLknJPrRAeSnHPaHAOFEPd1LL0bp9bR+/YXOM6Jdfzx4vsnObX8fv8AZ2HYvfvNbD/y4yVY9EBOrdl+H12lkaMQcK4f5h33uzS+x/R7Hoad3O8HcagxO473daC542qK+J0/QaVKlSpVqlSpUqVKlSq916oA1vugk0oJ/+4v/mX2dm7wn/2Fv0it3gIEjWaTWljD4IKRhUAKSaYUaZqidIbK7KqDSmcWDllDVR6m7svsfDC0BwvWxWFK/zRhEBHVbKlhrVZDCpnPg43LxNJag7HurmLiajC6nN1kJ7beuSWEcKsTauI4YTKZkKVZKRT+aE7OSSBrVq4sC7daY5Zy8+Yt3njtGr/ztW/QPzgglJo7d+7QbNRQSrO3f0i322E6jYnTjNStKpimGQiJUoooitDKwj/tYN9Sr0urUWdn7zB/gkZrtNFIKel0uvR6PZaWerTbbZqNJrVaDQQMhwP2trcZj8c0GjZAvl5vMppKdvYUe0PBaGyYpjBNNGligUYBE+QcTCg5rzx8EszBiZOcWvdz7sxmZM1CFZc1JU+AKvPnH+vMmYUuBjN3vNRe7kCCWehSdqh56OJXyfz9cWrdCz7N9ruEY9+hY8ncB8od7feDONRK4/c9ObFOfh/u2e/n/xs4fJ5KlSpVqlSpUqVKlSpVei9VAaz3QccBLCHg//iHf5U3X32en/tLP4+RIUJI6vV6DqF8uVoOhrBwSSlFlmUuj8qCmEzZcHN/RYFwWVnkLhEB+b5iXu7cIK6MMAgCwqhGGEaEgUTmpX52ZUNttONHxl2vyLCSMnCOJJHfh72GsE4qAVmqSNIkh1lpmrrVFbW7j+I7ZYDlodtR5xfu2hba9Q8PeevNNxj093nl5Ve4e/cu42Gfrbt3UVpbGJgpMq1IU0WmFKNJTKvZ4KA/JAwClDYopXjiyhl6iwu8fn2D/mDsBsz9jzEEgUApC7PCKKTdbrOwsECv12P99GmajQaTyQSjNcPhgPFohFYKGQhqUUScSMaJJFU1JknEaCroDzKGU02WlQDIPCzJIUJQ3JMpsrSEDGahxhHH0f2cWvPw7KhzhxnYdtS5k79k94AffiG+d+3Eylc/PP74bPbTvWDYe+HUYra9UvB60W+Ovc+TnVjvjUPtfe/3zX8K1/9PKlWqVKlSpUqVKlWqVOm9VAWw3icdB7F+8W//HB9+6jyPfuhjbO3ssXb2PN2FRedeckDCuCmlLGdGWXgQyIBMpRhtUK480MIttyoh3jE0C358lpWHRMYYG67uL+evImweVBAESCkJpCQMI2RgYZFWmcvn0qXvOLjBLIwqMrWEYzICrTVZplCZymFWHMekaZbDqrJbbF5FRhdFQDt+Pm+YjiccHh5w88YNDvf3ePutN9ncuM3tW7eJ45hMKaQQCCk57A+QgQuDH06IoogLZ9d55OpFfuO3v8FwHGO0QQYBUhhA5tleURTZn90zjqKQ1ZVVWu02k+mUTrtNp9NhYXGRWhjZFSTHY5IkxmiF0Yo4zkizAGQLI9tM0pC9A8XeYcY41rMwKodHHkbIElyag1PiONhQzswqO3dkyTB0TND8EUeSB1mCI86c+8Gp+zixZiHLvcrd3gun1vGOpVk49GBQ7v79Ps6JJfIFB95ZIPvvT7/nnVr37zelcZIweA2+/fNUqlSpUqVKlSpVqlSp0nup8GHfwAdZk8mYpV6Huzff4I3rt+n2luh0F/JJo53D2gmpzbeye63xRLuSQYkMA0JCtFaoAGq1EBAobaFQmqauFJAcHuU5U9qubqgNzjnjpskuUyvLbBsCcrAmg4AoqhFFIbWo7tqxEMqCpsKVZZXbTxCiuC7YIPtaFNkSSGMhnNGaJEmZTqdMp1OUUvnEe4awcRRclS/ZaDZptFqcPn2WTCkm4xHTyZi7W1tsbdzhlVde4s3XXuPW7TucP3uG0WhInKRcOrfO7c0tpvGUN9+6yTROaNRDRuMYoww674ftV5YpQDvoCGmasXn3bj5ed40hDENqtborJ1xkaWmZpZVVojAkTRLSNEFlKaPhgNFwjzDNOL/c5cnLSyjTYucQNrZTDgYZmbLPBiExRoC0K1Lin6v7FEJgtDgGTkiMUXOfINDFeUZZOGJACG1hB75dCzBF6XH48/1zsOcD7j6LE/2D0q59U4I+Ij+/6Acg3PskfL/9fs93xTH7i/NFPh6U7t/vd5f3MMcU9+X5cdFvMdNv4a47e76Ht3pmnIp+l2689L4KY2w5oeuHhUXfW7+L92HufsXc/d633/I+/fbj4vZ3H8OEHUQ2PO7PXqVKlSpVqlSpUqVKlSq9K1UOrPdRZReWEIL//hf+FH/wh56k0erynRdf5RM//AVOrZ8hCEJw8KM05SX/ennim8Mod74MbLi70aRZBkAURmhjUCpjMp2SZcqBK9+QbdiW4RUOLWMMQeBXybOQaubiFuUQOThTq9UJQxt6rlSWr3DooZYHBoFbydChoBlXCYDRduIehAECSZqmjEZjRqMRaZbO3MGx45yXTtrJ95GnYAxaWcdUksTs7+7wza9/nRee/zbD/iE3bt7i4oVzbGxu0R+OOH/uDG9fv8XySo/RaMr23gGddodpnOStNhp1ppMpQkh8jFitFpFmKgcnxljgVo9ClDaEYcTCwgLLK8usrq7S6XQI3LinScLh4T5372wyGI1otVusra/T6S4xGEW8vaG4tZUwmXqfzZwTa8aBJU9w8jgXnvBOnrKzy71oubPGlyt6uOJfwOCe5WwiD54/3rF0vzJCQWm1wO/JkXRcedxx7cG8Y+n4fs87r8RcP3jHTi0z51Cj5FB78H4/QBD9u3Rq3bvfc06tV34Rdn6LSpUqVapUqVKlSpUqVXqvVAGs91FlgBUEkl/8Wz/Lpz/xGK1Oj+e+8xKf+pEvsnb6bJ59NSMhsOYlP1G001Tj8MT8QxRCujwq0NqW+yEkYRCAEGRZ5srosrlAdVFqo5TjA3nmld1P6Ziw7WOhTK1WJ4oiyCfENgReu5K7og0PKUQxIc7dW37SbfJ7kSJAKU0cx4zHE5IkRjvYZeHaMWN+TPlk2YFW5HfZ8T7Y3+f27Rv8u9/8LTbu3EIlCa+/dZ1TK0vs7e8zGk+4cP4MN25tEkUhaaYYT+ICUAUhKssIQ0mWZUS1un981skmBGHgMqqksOWZQlAPQ2r1Ou2FLgsLC3Q6HZrNFrUoQgjBeDRkZ3ubfn+A1hm9nnVxJarB3X3Bxo5hf6BRWpJmBqUMNsi9BLFmysPm9huYCX7PYZiDGfn580HgYg6WQDlwvkR85uAMCAcy/Xt8cgD6LMwpfgcerHxvNrCcY/rxLgPQZ/p9bxhW7jcz48JMv80x42RPfef9noVnJRh2bL9L/Tox6P8dlC1u/hvE63+PSpUqVapUqVKlSpUqVXqvVJUQPiTZPClX6udyrKQUM/Pae6uAP8bbWESx3xiDyrLcvSKDgEAGrhTRXqvdaoEQaKVIUpubpV3mlC3b8xNee0VbrufhFWA8iJII57zSBpIkIUliEBCGEQILaoIgsOcKB8OMweAyuuxd572zXKkoszLGkOkUYwxRLWS52QMsiEvihDhOXKZWZt1f+mhmFhTQbT4k3p/fXVjgqd7TfOTpj5FlGTdvXOf2rZu88vLL7O/tksZTrr36KqvLPZIkQYqUpYUOw/EEgNEkJgwi0jQjDEPSxD+DgidkygXWK02mMqSQJElCGMcMxyM27mwQhiHNZou1tVXOX7zIyqlTLC2voI0mSRKGgwGHB4dM4x06UcjHH22iqXMwEBwMA0ZxyCSRjCeG8VSjTLksTBawAkowQ+XvU7mMDKMdbLJQkRwKenThnG65Y8m5+3LrIBQN+ndVYLQrL8S4irnZ4+XzvYstdxT5srXcYSTy04vtd3rczI3L7HFKjr5yt4rxcJ8laCqKAT6mXzMP4Nh+Hx2He933vbbv12/5AOOQ/3Up+st8v93xlc/A68f+ClaqVKlSpUqVKlWqVKnSu1IFsB6SwjCkFoX5/FUbg5ACkU8RrWbzsPzO0ocRGJcr5XECvgUPfzAYoywwMN5ZJXPnUiAljUbDnmuMy8vSKK1RKkMpTTlLyF5L5oYPYzRBGNiyP2kD35VSJEnCZHxIGAZ0Oh2kbLjvSQIpUDpDawvKbMmiykFSfq05a5kfD++4khKarQatdhOjDWlmV2hUWeZWOEzzFRs9MyiHy+ej5bKBivZtptWly1e4fOUR/sCP/CFGoyE3b95kPOjz1ltvcef2LfZ2ttna2kJKwWg0YbW3QBwnmGYNGQTs7B6w0OkwnIwt/ME4SOhKNQEttBt3A1mGEII0y6jX6ywu9mg1bN+EsM+4VqvTW4roLS0DkMQxw9GQdDKlXVN0VgyZhmkMiWpA0GE0DTgcwUFfMY4V2rjyVKOt8yqHFLIESUoZR9oc3S/LGUpq9nwjStsSjCs/9c4gI4Ai80kYV1LqnETClZd6amIfWTn7yzvosDAM7Y4DIvftzZxv77OU+TSz379zfj8IYY7Zr0v9M6XxKGVq5bBtPjvK3/Bc1hWeLkqE8f0whbPKQcR3229cv3mgfpf3c0z/7tdv117URTQvwOQmlSpVqlSpUqVKlSpVqvReqAJYD0lhKIkcwIKiZMnLOx8MBlnOcSpVDEFh1EAUYMZ//6gEPhjaOKAghEG7Ej+QSCkIwwBBSJqlBFIgasJmaKUZSWbdYkh7cSEEkQwIo5Asyxj0Dzk83GM6nZClMd3uAuunzyIEKJUhpUBomd+hXeEwJHDQy0iDNjYMvgzTbF/FzCf4PvvSREEUSWpRA2M0yhjQtoQySRKm0wlxHM9MzvOROZKV5a/jXWiSTqfLhz70YYyBZ579JKPRgN3dPcbjIa9eu8b21gYvv/Aiw+EQlWWMxhMevXKB3b19FjstwiBg/3DIqeVFtnb2S7DMOuK0YxZhGPDkk09y6dIlQDAajQjDgDAMLWSbWZHShtW3O228I206nZLENhg+TWMm4zsEgWJ1fYH65S6panA4CtjYydjrK+LUO69wMKsU2C4lxgWu+3K83ImlFcJlYLmeuHH0Ti2fs6bLg1p6ez3Ece8SnueUim0FoA1CBjyQE6sMUx7k+Lt2YpXActmBNXN8zqFUKiws+l0al3s6sbi3E+uBth+k3w8+Lif32x3vPvEDB7D+91/6u/yDv/9LPPd7333Yt1KpUqVKlSpVqlSp0gdOFcB6SIqiECmDGbdKGUoA+eTRTiABpAtod/NYNwe21XZlq5KY2ZdPKstgwE2krUGjmFhr7UrCsDlcYRA6B5dGCkGtFiGkRCm3eqE2DPqH3L17k8P9bZS2N6fSlLPnL3D+4hXCMHLXNPZ7Hlxgs6e01mQYpAgIwghJQJalgCYMA5TKHHQzefj8/D/cBNsYG87uR0GGkgBBGDVot5sIIUmzjPFozGQyJk3TI8/GzI1l8SnckBrCKGKxt8xibwljNI89/gTGGMajMTvbd/nu8/+enbt3+c3f+m0Wux2M0ewfDnj86gVu3tqgHknWT61y++427XaL0XiCkNBoNPnSj3+Jn/qpn6Lb7ZIkCbt7u9y4fp3bN2+wvbODSjKiRoMwDG1wfw7aLBBst9u02+1SSaVdIVKrjN2dXTqNBheu9riwMkKGTcZxjVvbcOuu4nCUOYgFQmiM9o4s59SCGWeVMRl5RpZ/n4QoHFnMZm5hFEWGE6VP5RxILg+rXN+IxGhlHUe5g8qQr7bnn0sOJcvOo9Iz9Y4hSg4rnHPxRGdSGQa9E6fWvR1OM/07skqj/1092al1cr9PcGqZo06t4/v9vTrUSu20Lh753fp+1yc/9Qy9pcWHfRuVKlWqVKlSpUqVKn0gVQGshyTrprGTPQ1oXKmVKK34Bc7Z4CqvKACUoYAW5bPtjHK27s5PwrWbvHsnlm/JlNoRMxNeQWZSQBAISRhGZGnKztYGQkr6/T67O3dJpmOUsSV3dhU9zdVHn+Dc+culCa0rm9N6psxRK+HylUALRZrFYGwYehhGSCEQSDKVonVKEAQFqModQeW+2ok1iHwlRS/bf00QwGKvy/LKEirTTKdTRqMhcRzPrM7oYVX+JPJLeZDltkRArdZACKjXG/SWejzy+OOEYY0/9+f/ItffeoNvfuMbbNy6wQsvvMjq6ipLix2uvfYml86uczgYsbTQ4eqli3zuS1/mx/7IH3ErNUK73abX6/HI1UdACOLplLt37/LG66/y9vUbDPt9N1ZhDlp8n4MgIIoChoMhe7u7LPYWWTt9mloUIoOA06ebfPf579JuN7nYkzxzZRGCRe5sC65varb2FakSLrPLOXGMd1YF9tMHss84kryjTSOMcNuBg1SigDL2LktE1kKW3ImVUx4PcTy88WWNuuQwki7brbRqYR48PlcO+cBOrXtnS70zJ9bs8eJ39RhnVoGXMDNOLH/acU4s3+/336F2Yr9bF6hUqVKlSpUqVapUqVKl90oVwHpIiqKAIHCZSEpZUCN8AtZRMFViJ8VxB5nw5UhQAgOm/IVSU96z5YubyM8XOaTJa8Jyt4XWBiE0/cM99vZ2yFTGcNAnicdIt7qhAKIw4PzFxzh79hLaKApXl+uHmzDPWMjcXfpsLn8/WRo7oCeJwohaVLOljC6cvnCN+cB5980Z8EQOdcorOxqjSVO7emC9EdFsrYIRJGlCPI2J4xilNFoplFZ2BcXSaM6vbujvxfYhxLrNMur1Go898ThPPPUhlFLs7e2xcesmX//6N7j62BNsbm5yIQy5cvkyf+iLX+LS5Uu2RHMOmPn26/UGFy9e4tLlyxijGQ6GbG5ucPPmLXa2t4njKVnm8scmY27fusULL7xAmmYsLy+z2OuxuNil3e5Sq0VcunKFMAwZDQbcurNNPL1JvV7jI+c7hFdbDKc1tg8C9scRk6lgmiriWBKrFDHjaBLFtixnYXkHl8ohk2Ud0r0D3pHlnUg+E8tg8v3MHfdg0mCznbwjybr5CqeWdxwVQLbsWBLMOYzy5+r75WGOzZoS3CPz6YGcWiW45PYXF6YE94r9wuAglt/v3u0jzqqi33ZcHtyhdny/XdYV34ND7QfQgVWpUqVKlSpVqlSpUqWHpwpgPSRFoXRAxWYf+Qk3ODdL2dkxI5GbNMrOKUQxz88hl58E+1NKwMWeIorJqTvL+POMd1RYyIaA/f0d9vZ30EYzGvbJ0pggsK+QkJJarc6F85c4tX7WlR36EsYCSvmSMiEEWttVCHFlYyZTdiVG952iPNCgdGZbMAYZBPkEXiAgCNHuWlplDl0V1wfysfYQoVyKqLXN3MIIgkDQ6bToLnRQmSJNU9I0I1OKLEtJkxSlstmx9AzRiHwbBNKBAiltCWUQhJw6tcba2jrPfPxTpGnMeDxGSkmr1bElpVjwUIZXPjS7GEvjHklAp9Plsce6PPbY42it6Pf7bG1t88Lz3+HXvvotXnvtdSZxAsDu3h79/oCNMEAGAa1Wi3a7RavVptVqsbK6RrvdIktTRqMRg2EfrRTr3YBzvZBpFjJJImLVYpo1GE6gPxIMp4pMlVYnND4Dy7nh/LvtIImVpgh09++rApd1BR5i+beyVE7nnFp+rC1ccpBJiFmIIsQxzqx348SSJ55/b+fVvbePOrE44syy41B2avmPAuLO3vccLHugfstjvv+gDrUTnFj1UxA0QU2oVKlSpUqVKlWqVKlSpe9VFcB6SPL5RVIGaFeiZUHIHGTKfxbl6auDN0fPzB1UxcbJyoGLgyJ+4pm7f4rJcX9wwP7+DmmWMh5ZeCUoMqxqtTrnz19ide1MqXTPf9+7ogRZlpIkCXEcM51OybKMMJBINCIIqTdaRFFEFNXc+Nh7tFlPhZtHa+cYkxYE+qB7KWuAQCtloZhW+MJLW3aIM62JmUm4HQgHwbQCrUBArR5Sb9Qx2uZ3KZWRpjZXahrHZGlSgkuznrby0yseh8hD84NA0um0ESJw/4qx97dUtJ0/tNxl45+dEL5kMGRxsUeWJgRSk6QJYRAghQ3hj8KAxx+5zNbOLnv7h0ynU3Z3d5FS0mg0abU8zGqysNBleWWFWhTZ5zWZUhcZUTDGqD5xZlhtNdCrHbToMJhIdvuGvYFhGoNBWceSC3YvVjG0we8mB7HeZgSIAHTmnEZ2v20DTnJqeTefKbEg+6mcA8mNuTb5fr/qYsF455xEzDmJZpxX/vg7dWqVIVEJDhkPjEsOq+IG8v05zDtCl0yp386RlffbzDnQ5rPByuNX7sc7dajlqO1ov5vnEcPX7vFHqFIlp6CFCVoQtkDWIRtB1kdkw4d9Z5UqVapUqVKlSpX+A1EFsB6SwjAgDGxOk07tKnS+xM0YgzwGPnmIZUFTUWZWMhoV5/rJfb5tW3BfJ/9B+INF+WKJXSGEYDwe0u8fuLLBQ+LJxAKgMEAISSAkZ89dYG397Mx1y1lSo9GQvb09xmMbnG5L+FK0VjSikP7eFo1GjWZ3iajeptvt0l3oIb2bSUrCKHRwrJg0G62wjhwXhF+aREdhhDEGpZW7pkHKwAIwU6xsOJ+jVXbDGGPcNaw5KAhr1GoRxkCn08YYUEoxmU6ZTsZkWTbzDIq2RT7+NutMgyuvmwWNxXURgjQdYjSEYR3p3W5iBmXO3P+dO7d47ptf48033yAMI7QxuTutWY+oScPa8gK7+wcYZZ+/UorxaMx4PAZ2iKKIeq1GLYpotposLvZY6i2ytLKMlJIsSUhSRZolTMd7TMa36SBZOtWh+8gpYtVgZ19yew/2+5pM2fLTI04sI7DOKgensCtj5pDG/+yfiS+ZxcGe3MHky908dPEwycEm7zBiDrJo9z7c12H0YNszDqR7bosjjqWjTqyj20ecWIX1KT9/JqvKD1u+/R5kYj3QOBQgXbQuQAWwKs2rfRXTuoRoX8a0LiPaFzDCOlCNVvbT+E8NaR/SQ0j3EaO3YHQTxm9V7r5KlSpVqlSpUqUPmCqA9ZAURbaMSwgbLo6QMyDDA4wZuGLIQ9ahMGDMnFCSnzTn7c5VITHzoziyLYQhzTIODw+ZTicMBn2S6ZggDP0FADh95hxnzlw4Bl4VF9ve2WF/b9eBB98/SRBArdEizRSDuxusZClha5FBf5+lyYje0iq1Wg2jDSYt+hcEQV4W6MPcbSi+B4EGpVNXKiip1xsAaKVIUo3WGimD2fHO77vAecZDPrfXGHMETEgZUG8sIJd6aG0YTyaMRiOSeFrwlyPjHIBbxa0Y77nnaQxR1MqdO37MvUuuuG977Prbb/Dbv/0bbG9ucev2hgWGkyn1WkSapiilyZRiMByhlUEG7hmZ0nMD0iQlS1OGGGT/kLtbW26FSMnCwgKrK6usnzlNs9VgYWERgSBNUw4O9tnauIZKU9qNOj/8+Cka7RUGkxav3zFs7sLhKIPcoSStU8s7qiicVxgsMcyzooTLgoKinNCd7xfxyx1ILgsqd2YFJWdS+bi0bjvvjELkzrDCeVV2ID2IU6t8fC47iuLX8STHUuEw85YnSo4siTC6GIcZR1YpG2zGkWVKn8c5tTwwFe74e9HvklOrdaH856bSB1Rm5YcQvY9j2lcQ7UszcEqg7ftoLLQC/4lzDmoI2xA2EfVT0HnM/b3QmHgHMb6BGbyKOPj3D7OLlSpVqlSpUqVKld4HVQDrIckGuGMdMJlzA+UOnRK4mgdQ/tP4UjI74RemBFw4CmSAvIyraMh5M1y5EUIUk2Js+PpgcMhkOmI07JPEE2QY2fvDAoKVlVNcfeQJ8vI844Kf86wjkFIQhS6nyihbMilACoHRGbV6jbDRhOmErY07tDp9Rgns7e6xdnrE8vIKzVaLer1OEFjo5MHUPLTzx2Zl0NqupiiEpNloIoQgyzIylVmYJTxQMtg1IXGwqMwJSjiqtIoj2BwtjZ18NRo1Op0WAkmcJIxHQ6bT2GVt4f4VDjDbnn8Evt3CYVR20uVgw92HfbwShGEymTIdxxwORtzd3GZnZ4/zZ9fIkoxJEtOo17j25nW0NqRZQl1GKBcYb0taA5SyTrXyJbXWGGFIp4bpdJutrR2uXbtGs9mit7TAysoK3e4CC4s9Tq2tIYSwjrvtbfbfuoGU8MjpUzx7eZFEd7i7H3FnL2T30JAqSaoUygiM1iAC8lUHdQnm4H9fSr8ERtnzjZqDKD7A3TuvfLmbLjmSSmV+eYaWhS/aQRvtMrXsAs/T9iwAACAASURBVAbSRXad7Ei6v/NqfruAVjnwnYfO+TMvO7GYywYjd2Idv2rgnBPriFPrhO136cSa6WezWonwA6uoB6d/HNZ/DFFfdrCq7LAyJYiF/T0Uxq4uiv8b6f5gYhBGO7jtoL3RiNoyRIuIxY/A+o/B/nOYvd9FZP2H2vVKlSpVqlSpUqVKvz+qANZDUhgECCkQSDKVHXFbeYfGEXn7QxmtGA+uSq4N387MZLkAV3ZbFucKvL0L774aTYYcHOwST6fE8dS5nkLbphR0OgtcvHglBx7GwSubV2VXLjTaTkKCIEBldrXAIAiJajXazQaNWo3FpRUG/T6HuzvcuLXB2zdusbk7QMqITrdDr9djeXmFU+trtNttuu0Wi4uLLC5aaLKwuEC93sgn0bOlk2Ubi3D3VcCjWlTDZ/pkKsudYRjtoJSFGnbiPg8fRA56cveUAdBkWQIIpISFxQV6S5Isy4jjxDqcMpujpZSygAjPLHybhSNqBmbMqAQ2DDz51NOcOXueV69d49z5b3O4v8vW5gYHBwdEAWzv7LO+uoJSisF4QqtRZ/9wQBiGzhnnA+0taJOubf9shZAO5oA2hvFkxHA05PbtO4RhSLfbZXFhkU63Q6PRYGVtnXMXLqKUot8fcGdjmyy7QxQFfGi9hTzXYpg06Y8bHEwiJnHEaKoZJ4I082H1GqQtLxQmcK/+3PufO48ExliYZ7Tfr0DKOUfWvBOrcGTNZF3l0CbInUY63y/fA6eWdT75yXrZqVW8EK6vM+CS0iqNDvY559rM6oN5f49zqPn95fPnVif09yvm7ve+/S45zpqVA+sDp8WnMaf/KOLUDxcOK+3glVHOcWUK5xXY31NjcmiVO6/ctjCuVFy7/8DgoZcplRuGTczKH0CsfBbTv4Y4eA5Gbz20YahUqVKlSpUqVar03qsCWA9JQRgghSQIg9wZVeYUYu4zlynv9cDKzB0vYNWMe+fYtshdFH7SLIRAKc3OzhYqS5lMR/b+PLwS0Gy2OHvuAjVXmucblNJOYrW2Tivl4Fyj3qC3uER7YZFOq0273balgUYTSMnFi1c53N9jOHmZ3/qd5zg4HCOkzS0yWufQKQwC6vUay71Fzp1d58qVS6ytrXHh4iXOXbjIpStX6C0t5U6tYhR9TpKdePv7NQa0zgBDGAT52GojCYLQQTmDVqpUruWHzlGAHDQwCx3cs9E6QzkzQaNRo9VqopW2DrAsQ2mNymzoeprERVsz9z+/rxQ+704xxrC4uMinP/MZPvXpzzAaDdnc3GTYP+D111/ncH+f27dusrmxQbvVYDgYcXZ9lfF4QlSrEQSSO3d3WVroctAfuGcJSluHk8BYt5+wbikRFC4xrRT7+wccHhwihKBer9FsNWm32jRaTbqdLqfW1gmjkCxLmY4njCdDpBmw0oSlOqSqRqJbKLHAJGvSHwfsDyWDscbkq2H6crmg6Hju1PIg0TuvnNNKF8Hts2V7Hrb4x6pnIcxJTi3nlNP+10+UYNWMA8mzx/fAiVVQsGOOlyGXa/+BnVhybls8+PY9nViu3801Kn1AtP5H4PxPQ/MMwsGn3GElvNNq3nmli22cQ1If47zy28Lk7c5+UrqOQXQfxXSuIpJ9zP63EAff4ujf0EqVKlWqVKlSpUrfb6oA1kNSGAYE0uYnZVnGbGkfx7hu3HZeLlQ4b47TyeCqDEPMzF6EBz2Cu5u30UoxjadopexqiUbbMPUgZHV1nYXu4hwos983RqOUdm4eO5lNpiOmw0MuXr5MLaoRSOuOMVqTqpROp8OVR59kOBzx1ts3+fo3v2ML8oxBa412bqVUKdLxhNF4wo0bN7hx/U10plhZXWFxcZErVy5z/sJFPvHpz/DEh5+m1WrlbhDtS/RyJuBhgIMwvvRQFCWSdlxsn33pn4Vz1k2G8KUubhSdc8U/I1/SWTwyQ5alYCAIBWFUcxBN0dINDKAyRRxPmU6nKKUKd1f+apTLCstuM7vlj7VaLa5evYoQgqefeZbRcMj+/j7T6Zi33niTra1NXvjud+kf7JPEUw4OBzx+9QJb2zusLi0QhiEbW7ucPX2Kjc3tHJoYY1dkFLKAL9oYjAYjLeiZTKeMxmP25D5BEFKv1ajX69QbDTqdDr3FRVZPnUJKicoy0iwjTRKmoz0mk9ugJN1Wh0fWVkB2ORzV2TyU7B5KJinMZGDh8rO8kwgb1I8Hs368RNmJ5T7zDCwBslx+6CGXmoVcOfRS5OWKaPdu2UytmYUGZpxXYnZ/DtPc+Q6oCg/pKGdh+d9/3+/C2WV/b/35WCeWe+uOOqtK7+yxTq2jDq7Zfpfh33H7/fklp1bQBjU64e9Rpe971VYwj/8VxNKzJShVdlz5ssASrMqzrgpHlf3bYvfjPkXuxDL58fnsrKPXKR2PFmDtD2GWPwE3/m9ENnioQ1WpUqVKlSpVqlTpe1MFsB6SolASBM7tlKVIIWdXHiy5M9wOO+Gd2ScoBeLMwpLyNx3QKMrpiq/Pf0EIOOzvEydTkiQhSZK8JMiWBgra7Q5rp04zEy6Oc0q5n6UQyDBkb3eHr//mr7F98y0Gg0OWOyHnn3jWzcGNK6MMkYFhbX2Npz78NMP+PuPRgO+8+CYiCNBSoqVESFmU3BmDRhJGEZt7BzTbLW7d2eT27TvUa9/kW7/7dcax4j/9Uz/DM5/8DGfOnHH/Ed+gTYZAIl3ZXG6W8v9j3Fh6eKBLZVVSUIvqmBCUzsiUAqPcd91TcHBCHEMXfamnhz++/FIKCaH9XhhKGs06S2IJrWE8HjEZj4mTBB/ankMsB0dqUQ2lDUZnc24g8p873S6dbheAK1cfRWUZP/HHphwc7PLiCy9xsLvFr331N2i32tRrEVs7u3zsw0/w2htvsdRboNtucf3WBgvtJoPhmDRVSAlau3JDIciyFCGF3TagVIZShizLSJKY6XTKZDxiZ2sTpQ2NZpPl5WWWlpfpLizQW15GGMhUxsHeHjs7rzEajqk3mnxobY3uY6tMsy43dyJubhkOxjh3lgYt8KsTFllYHiLJ3Olog9olPvw/d1bpErxyT69wZpUyto51JHkHiECXy+vcQgH5r5p3JnFvJ9bxTivu78Sa277vqoEnOq3mnVrzx8sONX/c397sNtFiBbB+UHXmy3DlzyPCJjiIhINUR51RZbg078TyDixfds6s8woLuoQwoMvtF5/3dHoFdczlPwebX6lWxaxUqVKlSpUqVfo+VgWwHpKiQBIGEhkEpFmGDGZXIfQSyBxMec+QnVK7PbkDxR3NbRnu+Fyb81DMu6bsXmlLwXa3EUIymU5yv5YtIbTA6PyFy8hAutst3ED+qlprVJbxq//yl/m9f/frNGoBi90WxsD/+g//MZ/8g9f5iZ/4o9SiWg5kpJQ06nUuXLxEHH+ayWhImmZce+MOYBCBXV3QO3YypQjCkOFwyniSEIahDWMPI0StxctvbTIcDvjrf/1vs7DQ4T/68h/lp3/mZzh95gxRFFonlZvQ+3KoY9BfPpbaZxVpQ2asg8rfMwayLMNgUC4UHmNy08wslzRHnrMfR4sMPGRQKKNQWtPqNFhY6ACCJEkZDodMpxPrSEtjdnfvcmptnXPnLiBFxHgyYTwak2UJNly/7NiyiqKIKIqoNxosLCxw6dIVpAz4T/70n+PmzZt8/WtfY2fzFl/72jdZW1vj9Nopnvv2d7h68SxpkjAcDnnqsStcv3mHNFMoF1CPGyONcERQgFBoJTDalmnWay2EgDhOGPT77O7ugYGoVmNpqcep1VUWe4ssrSyxfvo02hj6h4dsb93l1s3rBBLOrK/ykWeW0dEKd/cbvL0VsnUgSbIAZTTawazCaeSdVhK/CqJ1atkHYMFw+Xz3XhhZlCXl8Ms7jI5zaPlP5RxZWQmWeYeVvZ9Zp9ZcdlTOoAzFqot+TI3/pXST/MJhZX8JRe7UKlYZJIed9nwe2Kk1m4FVcpQd67yad2QJRK0H0ztU+gFS/RQ8+d9hFj9iV8bUJzmjysHt3q2qS84r78TyDiwPrfynX41Q2esYn52lZtvPr1Na1TB3epWut/ZFaJ5HbP/Gwxm3SpUqVapUqVKlSt+TAsni33zYN/FB1BOPn+Ozn3qMxV6P2xt3SU3A+pnzNiRbCuvIkhKb1+TcGQ42gcjBS+7icJpZwbCkmXPydrCT4BziwN7uNmmaMBoNUFmat+cdQ2fPnqfXW87btOVktrwPYDgc8p1vPcff+x9/ka9+5V8TBpLBaMLhRHNzd8okM7z99g0mkwmXLl2k0WgCLjNL2wyUpaUVonqDIBAM+wcc9AfFf4SnQD3aGMbjKQjDYqfFZBrT6XTQBES1Bs1Wm1q9QZYZrl27xlf+1b9i/+CAhW6XZrNJvV6fGzs/LCLvnx0qX75F4dZy29rlcwkhCcOQIAjROmM8GgKCIAhyx5gnE7JUAiicc8k/x/LqjeCcTcaOT6YypIRGo8Fir0cQBOwf7BIGIf3DQybjMVor6vUa7U6HbrdLFNUc+AsQQuaQYf7d8OMgpaTX6/HRZ57hk5/5IT7/xS/y0Y9+lP5ozPlz5wiCgNF4wiNXLnL7zh0WOh2WFjsYY1jpLTIaT2g2GtZZhkBKQa0WoZQmikKklDSbzdzNl787xpClGYPBkLt3t9jY2GR3d5/BYMB4PCas1ej1ljh34QKrq6skmWZre5f+/hah2eVc75DHz044t5LQbSqadUEthDAwbvxxY0xefmfzvOxz9GA43/bVeDm08Yiz5FDK3wXv5CreTetgOvo7Wl5pNH+hTOHIO/o7XaKgRhTvonO4nbzNzHaRyVXeNnPb88dLzeaONDG3fb/jArP/HGJyix8E/YW/9Gf5yr/+t7z15o2HfSsPT2f/OHzkb0HzrHvKzhnFrDNqBi7lTsZ5h1ZpG+Xe28JZBaVtjL3O3PeKQHfnwEIf3747Tm0J2o8iBq9Q/GeXSpUqVapUqVKlSt8PqgDWQ9KHnrjIpz/xGAsLbW7cvgsyotle4PBwwDSOmUxjJpMJcRyjMrcansCV3BUqpsE+t+kooIC5CXM+sZYleGGIp1P6/UPiZEo8nZS+Z7+50F3g/IXL+Xc8vPLZUXdu3+af/NI/5p/9X/+Eb/zucxhj2O8PGU9iMiNQWBeO1ppbt26TxDEXzp+n0WiU7tOCu5XVU9TqDdJkwuH+Af3+0JVmCZu3ZByY0JqrF89wemWRhW6HNEuRQYgxwoWj2xD5IIxQynDtlVf42te+xmg4otls0lvqHQMA501SIudY82OPd28JHChRBGFAq90himruTINy/dZG50Arf0qieKb5pzh6JS+bMZbZtlSGlJLXX73G//NP/xn7e7sIIanVIoJAEoWhy56qEwR2bGu1OrVavfT2FBCr/LwF0Gw2ObW+zsc/8Uk+9vGP8+jjT/Lss88igxrrp0/TW1xkMBiyuNCm3x+wtrpMs15Da0230yJLU6QMiAK72mYQBsjAruaHAaVUCYQIosgCP6U00yTm4PCQnZ1d9nZ22d8/YDAYkCYptUaDc+cvsH76NFGtQZwoxsMhQvVpR3usd/ZZbfdZ6casLhgW29BqYEGZsvBz1ukB5L5G3H7hJsG+/K5UVkfJKUXJoVUunys7svDAtwTDZhxNJadUCWLNGPZmrFmzr0cZn5UhbE6hyhN14Z9wKRh/pr3y34ryR7kMsXhmhfNqvt/u/IPnf2BWg/vAA6ynfgEu/jR2EQVzjDNqHl7NZ2CVnVXe4aptHTJQlCH6496xpe3Km7nzav56/jqFMyvPziq3p91+GSEWn4bBNTDZwxjJSpUqVapUqVKlSu9CVQnhQ1IYSgQQyBCjNfV2gzNn1jHYFQCV1rlbA1EAGymdG8qIY1qdm6j6vfNujvzHYvKqjWE0GpKmCUky9V/M3SFSBpw5ewHpsm+0LrumBK+/9hq/9I/+EV/9N1+l224wmSacO93g9t1dWs0x+4cDzl+8yMLKKrV6jf3DMb/1W/8OgJ/8yT9BrV7L710IQRhGPPnkhxj0Bxwc9hmMxmxv7+MzpHC3b4C7Owd8/rMfZW21x0uv3WCcGDZ2hpikyBrSygbKR7WQvb09/sU//xe88N3v8qNf/CI/+oe/yOLigmtTO6PLDDU4Op6mNMGHvPQLB+mUzjBAEASEQUBkQCu7L8sUWRqTufKyMAjy8kjvTJp9brZdDzo87AiDAKMVWTIljhN+46u/zrefe45fO/tVHn3kKpeuXOGxx5/g6iOP0lteIpABtXqNQAb5WGhlJ59ZpkiSmDTLZnpdhiv1eoPLV64ghODDH32GyXjErVu36fcPuHn9OpsbG+xs3+WVV15lbWWJ8WTC2soSYRSys7tPq9VBCkGWKmp1SZplFrIRoJUtsQtCmTumvMsNoF4LGQ6HDAZDwihkeXmZU6urRFHE8vISS0tLKKVI4oTxZEI8naCTmDYjmmzQrUt0o4VZWiITHYZxg51+yMFQMk4keZmfRcUI4VYHleXVDC1gnYU4pUwt7csJlYM9ojifssPJ/WYbv1qfnjtu3Nxez9KrctZVDqvKCNvYUsgTM7P8r3Qpw2oGPp2UmeVh1QMc55jMLFmbQ7CVvi/15F+FtS/MwKUZZ1QeoD6XbXViBlbxOb+6IFCCy96hNZuBdWx7gtL2/HmmdB1s2xf+JNz5FUj3H9KgVqpUqVKlSpUqVXonqgDWQ1IY2GwdKQVZpmhISaNRp15vIoR0rgrvlPLOjNKEtRTeXswOS2lZ3klzjBtrxl3hpplJkjAc9slUila2lEMick/KqZU12u0uINDaln35YPdrL7/E3/kbf5PXXn2V0XhCPQrIMkWaZRYqJCn9wYgoDNi4vcGHn/4wcRyTZSlf/eqvE8cxf+bP/hmkFDP3WG80+OjHnmU8HjMcjvj617/FYDjK710IC4v6gxG/89zLfPEPfJRet0M9VeweTojjNAc+2igHauyYTKZTXnjxJW7dvMXv/e7v8p//Fz/H448/bsfLlMfQjZUo9ufX9ufN3HUJsAFGa4/lCIIQBBYkRREGQ5qmJElMHMcWdoUhQRgiZxxRs04pP+7aGDqdBabTCWfOnWXt9Bo7W1vc3drhtWuvEIQRqysrLC0vcfbsOT7y9Ef40Eee5vLVqyz2eoQmJFPKOvyMZnFxESMEw36fOI5n3qH50tQwDOkuLPLkhxYw2vDMx54lS1N2d/fY3d3l+ttv8vILL7C9tcn1G7c4d3oNpTK2dw8YJxlxElALAwwW5MogQAQW7gWhBWxaWTeRkMKCNWFBUi2qcfnyJWq1GkoVrikL5SIWazVYXEQpRZZl9l+aMBmPGQ7fwsQJHVFj9dQyzUvLJKbD1mGDjf2I3YFAaZ+RJTA6AOGynAhK0Ec6B8j8qoUeDmmEkcW2MW7hAlGCPuXjHi55CFY4m2zf7P7cXJVbnYpVCfPXdGa/+313r7FxmVrFKoO2sZnVBxE5ny3ONwVDy98JH3jv779cZlnKzpLRMX+DKn1f6dGfh/Uv5vCqyLoyc86ocgZWySGlfZZVOQOrtOqgc2gV0KrIsMrLA0/MwCo7tHR+f0X7RQYWLotrxuF15scxd38NEW+978NaqVKlSpUqVapU6Z2pKiF8SHr26cs8+8xVlno9rr3+NgtLK1y8fJUwdJM9P0HNAQpuAuuhVVEuNF9sdr8MLL9d3tUfHDKejEmTmDRJXKmiPaFWq3H27EVqtRraaJRK8wnsC89/h7/yl/8rrr99A6UVaWbD0fvDMQvdFoOBXX0sVbbcb3t3H5Rd3bDRaKCUzcQaTUY889GPztyjMYZms8lir4dSGdNRn5s3N1BuUq9UhnJunb3DPmfWVrh07hRGK4IgZGd/SKYUxvgJDDnQMi6LKklTNjc2+NWv/CrtVpPHHn/iSEnh7OD6H09ywBWPR8ztK0pmRD6+QRDQbLRot7qEQcQ0jkniKWlq88dy153wOHMWJAVhSP9gn6WVVeJ4ytbdLUajMQCjyZQ0Sbh1+w53bt/iueee43d++zf5//75v+DF7z7PaDig1WrQW+rRarUwxrC3t4vRBSxTOqNRb+DzqvJr2xct710YhtTrDXq9HqfPnOGxx5/gsz/8I/zI577Axz/5KeqNBju7B+wf7DOeTFCZDX032hBFEa1Wg1oYEgQChMzzskRpbYNms8Uf/tKX+Mk/+ZM02y36h31G4xFgnVLlZ+IhXxgGeVh9p9tleWWVxd4SQhoOdjfZuvUacf8mS41dPvao4SOXM84u2bD5OJWkSucOEOOcJrmzA8+OSuWFHmIhMELnEKoorxMl55Xvm8+iKlx8+X7Kx/PO5b//Yrah4s2cd13ObR/NvGJue/54sW374aFVKevqpO3BK4j+S/wg6ANZQnjl5+DifzzjjCoypsA7o45zPJWdUTD3vfIqg8K4/1xSlA2Wzys7ve63iuH86oSUy4WFydua6U/7MiT7kA3ex4GtVKlSpUqVKlWq9E5VAayHpI8/8wgf/+hluosLvPrGdRQhb93Y5MVXXmV7d5fhaITKMrS2/wddG4NSGq0zdMkhJGbK3Y6q7JyZzzmymVm2ZOvu5gZCGOJ46sBB8Z3V1dP0eisYDFmWopSFRi88/x3+xl/7Be7c2UBp69xIM8XhcEoQBMRJgjaGMAwQAqSQKKWIQsnBwSHdTgvjQstv37qD1orHHn2UMIpm+tRud6zTKJ6QjPtsbe/ZsTAarbR1jCHotiIev3yGWhTQaDR4+84O2mV0eSjjYUL+sx0I4jjlW889x+7uDo8++gjNVmvGZTUznh4oYsve7DMoj3Xxr7xdOLp8Y961YidZUgqazSbtVpcojEizjCzN8KsIKq1yj50HIzIICIKQ8WTM57/wY3zhD/8YH/3Yx1haXibLFLVAMJ0mhFKSZSlRGLK1s4NKYn7ll3+Fr/zKv+Q3f/3XuLu5waUrj1iXnXPtZCrlYG+LaTzl6iOPsby84rKzLDwsA6P5dywIAoIgoF6vc2rtFB/72Mf5sS/9OJ/7wo/yyKOPE0WRhVf1CCHsKo5SCqIoIhDChtdjwRhCsLK8wpd/4if42T/9p7hw4TwfeupJPvXpT/H440/QXVgkyxRxEmMMuZNPH+s+tG12Om2WlpZ4+/oN9nf30CpjYbFLtxtxbk3y2LmUJ88NeHQ9YWVRIgHl8nWEsZlm+aS5PJnGBUr7T+OzsnyQdQl+zZTd+fP9O1F2dM1nZtnnk+/w1igoAKl7vwoQnl+wYKrz5YaU9pdPzA/PwvMZI5jvx9xlDAYxfB0Ov3vss/h+0wcOYJ3+MjzyX5YcUeXMKecMvM/qgI5UY6GUdWLhnFE4Z5TQ886rcnmga9fAyRlY/jqz2VmzqxkahDYz+4v2FKJ1HpP0ERXEqlSpUqVKlSpV+g9WVQnhQ1IQSusaEZLpdMqZS4s8/fFPEScpcZwyGo+5vbFJlqbu/JB2o06j2aTZaBDVatRqEWEYunJEn6EkEDJAliadx/ItIcDYie7B/h4IQ5LEM+4OAzTqTRYXlgiCgDSL0dqW4r127RX+t3/wD/j2d19ifWWBZKLJVEaqlA0LFwKDJIgCEqUJpSR15WFJaqHS9bff5uzZcwRRA601v/qVr9Jpd/jc5z9Po1FHSpmXmly8dInP/NCPcLB/wHA85dpr11FZhudDWZbx1q1ttIGDwxGxgnpNkqQCoQWmlN1juy9ylmS0nYxPpzG/8su/zM72Fj/zsz/Lhz/8Eftf9Euup2I1QT9M3iNTuGUKZ9JRaOWzh06S0RqNIggF3aiLFAFZltp/KiPLLAjROiMIQqQxdLpdC4SM4cyZM5w5e5bPff4LbG9v8dYbb/Dtb3+b62++yY3r18mSCbsHfer1CGNAY3j1tddRSvHlP/bHWW0us9RbZDKdcOvWdRrNNmma8fKLz7O2foZOt8vKyioIQZLETCcT0jSzbjhXslcuW/XAT7uxP3PmDGfPnuXLX/5xBoMhb1+/zmvXrnH9+tvs7u5wsL/PZDTm8PDQAqMg5Ny58/yJn/opPv/5z+WllWBXaFw/dYr1tTU+85nPMBlPuLu1xe1bt9je2WY8GjGdTplOJiRJkoM1rTUH+/u89NLLbGxusby8xNnLV9jcOeDaG9fpNBr/P3tvHiXXdd93fu59W+29o7vR3QBIAASxgyBIUaQWUrGtxRwpcixNIjtW4kSJZzJxEicz8WQmiY8zjjOTc+IliZdMYjsjx5mxJdvabMcWqcWiRJMSSIALVmLrfa+urq6qt907f9z3XlU3AEk+tkXK533PAavr1au33Peq2Pfbn9/3R61WZmh4iL6+PvorbU7stdjqSDbaJebXHZY3JJstSTuwaYWSWFlolZQHiqS8LulOaUgsU+4qks9Fl3iSgCkPRKePSTfKJF/OGFKquxxT1tf9rKaB86YM0EzMAa2NQZzQkl1Pqmt6bcuqYqcZ9aeQiSUEWuQZWN+Wqh6C+/8Rt2Ve7SCjMjLxjhlYZGRUb7fALo2qEVkGlu7ZD7ftL9uO6jW3dpjHgm2v95pioicD667nM3QGvSb+3HTNzJUrV65cuXLl+vOm3MB6neQ4VmZ4aK3xPI9atYZlWZkBIkQ30FtrUFoRhVEWth1FISpWxLbEkrahXqRE2gJpyTvutxfAIClRW1tbwnFdoijMSsPQYElJtdJHuVQhVqk5AUuLC/z6f/01vvzsc7RaPnLEJghbhJEyHedsie3YyMRUS6O6ojDEQtPu+Ni2bfKOUMxO32Dvvv2sr63zmU//DuVyiUfe/GYcZ/vtefjIEVqtLTbqKzS3trhxcw4RkRkkG5tNbs4uMzJYw9VQK7o0WwFpxYiZXBtTQCllxkoYYkclhEwUhDzzh8+wuLjEX/3wD/C2xx83b+4pp/o6I9qlXnpfFzuf9i5Ip4BJ0HeStaUT2kBjJneu6+LgGeJMRfiByYgKQx8hJbbjYFkWUlqoWOG6LpOTNauBIgAAIABJREFUk0xOTvLwI29mdW2VmVu3uHXjOufPnScOWswvrePakmZziyDo8Huf+Qzf/9c+bDoFSnBtm2q1xkvnX+QPn36K0bFxDh46zP1HjjA0PIzjuJTKJSxpEYYRYRSaTouxyrK9omh7hy8pZXI/ayqVMseOHuHY0SMEYcja6hoLiwvMzs6yMDdHq9WmWq3x4JkHOX782J3Hv2dZqVRk39697Nu7hyiO2Nxssr62xnp9nfp6nfX1debm5pifm+PK5SssLa9QKpc5fuI4tmMzMzvL6uoa69KmvFFms+XjOkt0Oh1Gdo1QKhUpeS73j0qOThRQso/1LZuVuma1Idloeaxv2bRDhdZWYgL1ZERhobVAyJT8sOhmRSmEsOhmYKVkliALhCcxi2Q3a8vcflZiXpGUSYlsudDKmLdKJd8rsme97dlWJGZU97F3ec/6gNYieT09vzQbjO5xpuaWtO7wucn1hpZVhAd/Punad4eugrdlT91ORqXdA9HdrKud3QHFju6At+8nIb2yLob6tuO4835S0su8LnoysNh5/L3np2JE/yl02EBEjW/5sOfKlStXrly5cuX6+soNrNdBQphSqTR7OY4Vjc0tzr5wHsd16atVqVYqlMtlCgUP27KRUiCRSOHguna2HbAgiVrXaTlRWn50p333PApgbX0V23bw/c42kyalVQYGBg3hFJrcq06nzWc+8dv84Re+yMpanVgpNpptlBY4rkfB8/AKBWzbRmltDBetUEph2w5SCOIwII5COn4HPwxYWVnh4P59bDTM9n791z/G4NAQR44codcRsqTk+InjNOrrbG42aTSazC+umHMHtto+l65NU/bu5cA9E8wvrLC43iJM8lm64EkPiZXO0rUmDKMsCPiVl17mZ3/qp2lttXjPk9+djW/aJVClbd8BFcdIy8qOU/T89/ZrsNOESUu+UvNKZKVkZnXzutYmDF5KiWW52LZDWlqqYkUYBWxsbGBZJvPJdV3AmEWlUpFiYZLx0XGOnzzJE9/xnWxuNHjsiVe5evkiX3v+eWyh+K2P/Sbv/96/hOs4WJZNoVhkfX2FYrHE1StXOXf2LH/w3/6AqcndDA6P8KZHHmbf/oNMTu2hUCzjStfQYbHG9VwqooLAkFrtjk8Y+PR2Ueyl2lzHYWxslPHxMU6cOIHfMSat6zgUCoUen2pHeVt6FUV3pLU2ZYID/f0M9Pej0YRByMLCPL/2q/+Fc+dfptlsUiiVefjhM6wsL7OwsEisFMVikVKpxODgEI5jMz09Tb1eZ2WtjpSSvmqVqakJtG7g2KsUPJeDwy5HpmoEOqK+GbNa16xtlVnc8Ki3bcLISsoAY2NSqS5JZUwolTwm96VKlqe0WUZemfJCFAhh9ZhVMRmKmA6AEEAMyG39HtLPgSkRvkvXwF6C6k6vc5fndyOxEhMi17eLBDz0K6SZUSSm0e3ZUtuzp/Rt3QFvJ6O6RBSGvErd+jtmV6XEVkyWsXVX0qv3OLZ3MRQ7MrDudj7buhj2nYDVL70+w58rV65cuXLlypXrrsoNrNdBUkpcx8pInDSfaa1eZ3V9g8AP8UMfpUyYdKlYoFqp0t9fZaCvn8HBfvr6qpSKJRxHIoUFwmQkpZODrkmTTh2TCX4WjmMIivrGOq5j0241zfqZsQOFQoliqUwUmxIxgOe+8iyf+dSnWFpZo9MJcB2bMFYUSmXK5TLVSsVQV4BSiiAIstKylM7RQqKlDdKmsdEgDBU6Dpm5eZN9997L9PQsP/fvfp4f/xc/xsDgIDIhTjQa1/V48OGHWVpeYa3epLHZYiPcTCgsxfPnLnP5tWnu2zdOrBQFt0YQSFQ2ARJZaWKaJaQ1SeaSIFIxKorQWjE/P89//MWfx3Mk7/iud5nOf0plFBEYE0Za3ZKwzLHaNmPfkSe0HYOj6710zbpu6aHMrDABmfkDGinMfi1pGRqqWCGMApqbDXw/QEqB67rYtm3IOMfGdWtUKzX6+gYYn5zgiXe8g+/94DpXr17mc599moX5RWq1Grbt0Nc/wNzsDJNTk9x77z6+8uVnieIm66vLbG51ePnFs6zWm9x34F4OHjrEm9/6GIePHqfWN4AjvSSzTeG4DsViCWlJ2q2kPDDpYnknWVJSKhWzcTCrpaWcYIy53oHu3ufm9aSkLguWFliW5NqVi8zPzbK1tUUQhBw4sBvLkkSRwg9Cms3NxKCU9NWq3Lx1E8/zmJyYQCPY2tqiUCpy6cpV1lbXKRYLFApFdu0aZnhokIJnU0IxOlnDLSmamytsbAnWWhVurlRZqLu0Ap0QS4mZta2LYdJ9EIXpztjT/TAjr1ISKyW1MFSVFln5YJfA6o6FMbGsxOyS5msiMUez7oPpWN9GXu3oSpitv6M7YUY49hJZIqFscn3baP8PgTcE6B7yaSexdPfugL2klSGjul0H0wwssSMDS6vbs7O2k1G9++12FdzWdVDvLBtUPSZZnB3HHcmrlOhKz9cuIkr7oHXjdbgAuXLlypUrV65cue6m3MB6HWRZAse1SSebYRSya9cIJ08/hJQWpqxMEUeKKIqJElqp1WrTaDaZmZ3n0uWrBGGI0hrXtigVi9RqVWq1KpVKhVKxiOd5JgQbQBiTJp1oCiSNjTqO4+D7LTPf7TGw4ihieGQUtAns1lqxUd/gl//jL7JeX6fRbGHZNrW+PgaHTFZQuVzCsiziWBFFEUEQmG31mBWmk50EofAKReqtEGHbLK+sI4VCxB3aLcXs3Dz/8id+kn/2Y/871Wo1I1AsaVGt1njsrW9jYWGRldU1XnnlAlFSShiEEbHWPPfSVfqqZfoHFY7n9XRV7HYhVBqkldBU2pSPqDgmik2Ok6Nj5udm+Xc/89O02h3e/eR/l2UopebStlIpkRpbPeZKWtqVOQopcWUIl9RI3Nld0gxXkn8kNDoxbbZXI/Y6YWY/jm0zOJhkVPk+YRQSxQqp07EHy7IplQoIJFEc47ouo+OjvP3xJwiCDlEU4TgKx3EYGBwi6LS558AB/vAPn8F1HTqtANuSrG9ssLy6ThR1eP7sWZ76/d9ho9nmfU++m4P3H+bIyVOMT0xRKJRROqa1tUV7q0Ucx9vOwnU9oihOJp/p4p5StmRcRM97IPFskk9LatqYt/UaXKDiiLNffZZnn32WS1fSz41iYXGRhcVFPM9jfGyUvr77CMKQ8fFxvvbVr7K2vp6ycVSqVR597BFmpmfo66sBsNlosrFRp1gqMDU1yWtXrzBza5qy52C7LrW+Cvv330speI3jwzZ/4egEKw2PuXqN6bUSq5sWsXZQKjJlgEpmn0GB1SWtMF0Wu89Fl9RKSCoyc0okAyMS7ypp42gQmB4yy5Qd6mTcpOi5l28jscjM0zTD7c7k1l2eqygnsL5dVD0Ek99Lai5t7+rXSy6xg3zi65BRXXIKyMiobV0AvyEZdQeyKzPVekmvdD96x36SksVvdD69WV2V/Qh/EeL2t/wy5MqVK1euXLly5bqzcgPrdZAlLVzHUDEaQ/UIAWEYYlkKaVkIIbBtiWUJCp5DpVJCD3bpnJQkAjNpVyomimOCICAMQlrtFltbLaQlse2krMxxcBw3o3tS4iQMw6xcKTUMXNejVu034dxJ/tVHf+WXWF5cpN32iZVidGyM3RO7GRocwrKs7L1hGG4rDzPbc0j8LEJCpJZJDpVNuVJlYbWOjiPm5xcQlsvY+ATXrt/ko//PR/n+v/p99PX1m0m9ENi2zfj4GG9521tZW1thdXmVW9OzxMrMttfqm0SxYvdokY2NDcZ2TxDH6SRGZAaWEIIoiknr9aI4MuWOWmVmiARaW5t89nc+wf59k9x/4jRCWCilEWk4d0a7dUO3M3elx2BKi7a6MFZS5qlJJnnd9dOSuYxcSN7RxbVEj0fTa4ol79Eax3bwPA+dmFdRHKHRRFGcmUhp57/0/QIrK1FVKmZkdJSXz73A0eMn2btvH83GBn7Hp1R26fg+lhBohcne0oKtVpu5mVs89dmniWLF+O7dHD95gse/450cOHQYx3EBQRRFtFpNtrYajO+eYvfEBHEU0W63CcIAFZnjVcpMULVSxsTpOePec08HMsthEtll5dLFl3n6s0/xzDPPsbnZIi0FTe9N3/dZWFxkbn4ez/O4d/+9/KUPfID5+Xnm5+ZZmF9gdGwX165d5/LlKwghqVYrDA72s3tiN/19fVx49VUWl5Zo+z5BGFLyQqIgpFRcII40fUNDLCzMU+urcXJvm1P7LDY7kvVWhaV6kcWGS8u36QQSP3aSjodJRpaUaJUSWUlWVnq9lczKEE05Mca00ul92DWrzCRfbisvNMOnUInxdztZ1SXZ7kxq3b5ciB6zSyuE8sn1bSDpwbF/yTdPRqWv802QUb1B8N1uhF3yqZeMukMWVk8GFvRmXfXsT3f3S/K+lMTSWu/I6rrbfrpkGSh09TCifvZbfy1y5cqVK1euXLly3VG5gfU6yLYljm1yrbTSSee8Bl957izSsih4HoWCR8Fz8TwXz/PwXA/XsXEcB9u2zAQ8KQNKqSrHNl0JKXXtCJkQEdBD+aDpdHwUiiDwEwMtJT8gimLGx8cRQiQTaXjp3DmefeZLhJHpkjg5tYeD9x2iv78PISRRGBKGIXFsOgzGcZzkNVmZYeS6giAITClhsk6kDO0URoZoqm+2GOizWF6ap29whK98+Xkmdk/wzne/k2KxhEACJp/rwIEDPPTwm1hdWaXR2GStXk+yfrplkO1OJ+nOKLMyyG4QtZmwaKUIopgoigkj001PJuaWtASVUomyK2nMXWZ1sI9dew9tM/u2m1h0nZOMnkpoLeNUkVJXXaWMS++1SraQnU9CEKTrZftOTDGd7raH9JKgtCGbpJR4lovSilgaikyrmDAIiVUH0DiOa7pjZuemsS2bkV2jBEHAX/+bH2Hm1i1eefVVNuvrLC4u0O74WFIShBEqCrGkpNPxCeOIIIy4cfMms7Oz+GHMA2fO4DoeWms2Ghus15fxCgUW5mdpbtYZ2TVOuVylIivEsSJMy0/jyNxbybXJxkeno9dr8qWXoDvAQti0fUWxXMXr+LRbbRApkWYM0dTUklLS19eHbVuMj49z4MB+XvjaWZZXlgnDkLHRMeKE1BNS0t/Xx8VLl7hx4yYFzyVWmiiOkmtpyvMm9k2yulbn7NlzlMolatUqtb4Kw0ODjPT3MeTFHJss4KsK9VaR1U2b9abNZsej2XFohxapOSWEZboTSpndXyQB7cbclBg3SnZvIJ3eSMk/pUFKDNLV7WaYNjjgtiyrb4a04u6vx62cwPp20KH/Gdy+beTSnciobSaW6CGxdpJXPWQUAnPf7iSvUhLqDmRUb9fC7QTW3Ukvks+DSLbfNc2AhNBC/THOx6miC+OIzvzrckly5cqVK1euXLlybVduYL0OMt3iTOe8OI6I4ogoilmrr9Bqd0g7gVlJvpJtWViWjWVbOLaN5xqyplDwKBYKFAsFCoUCpZL52eQeOcgUxABAZPMGgaDd3kIrRRQGPaU+ZgXLthgYGCKODanTbDb5wtNPsdVsEoUxtf4BTj54xgS8a00YR/gtAI2USQliUjaYGlop8ZKWNKamVhRFCGHGQinTWa/thzRX1kBIigWP3/+Dp9izby8nT57EskRCoEGlUuH06QeZvnWLhYVFXnjhHO1OhzT3SEqJH4SEYZARTWn4ukwm6hpNnPz1PkrON45jlIB2W6EcCz8IiRQ0GptMXzlHEAsm770vO4dUaYh+l8JK7Kg0z2obMWWuRPogepakllfXcuzSVdtruhLTSih2biHdTW9XOaUjVGJI2raF1sawieKIMAjotNtEUYjrebiOi2XbSAm7RsdobDSYmNzHydNneOzxJ1hZWmRmeobpWzdZX1sBrfF9n8ZGg6JnU+urU9+o43cCIOLCK69w7bXX2H/gILZtUywWsaRNqVTi7PPPcf3qa+zddw8PPvwwU3v2USyV8AoeAmOiBkFgKA1h6C0/8AmDYNv4b78O3eUHDx3hwz/4g8zOzjI9PcP169e5cf0GS0tLtNvt7J4QQjA6NornerRa7YxcvHnrFisrK+a4CwUKngdAuVTktatXuXVrJrnXU1pME8UKbBe3VKHd8ZmdnaVSLRHHivV6nU7HR2jJlavXsaRkYKCfSqVErVxmdKyIEiVCXWa9abHRcqm3XNaaRdZbDpGyDCmSZWbJxCpKP/BJOaGUoJNySp2EwqMBK+tKaCTN+sJKTFBllqUZWEkXRUT3vrwzqZWaDTu6Ekat265RrjeYSvtg1+OZ6fMnJ6O2Z2B1zant3QENGaW+DhnV0x2QHjIqI6969qe3lx/Ssz+t49uyuu6etdVLkMVQ2gO5gZUrV65cuXLlyvWGUG5gvQ5yHAtLmvKddPK8e3ycM1P3oLRGKwwpo+KsNDCKYqIwIopCoigiig3BtLm1xdp6nSAIkqB0nU0ipSVxHYdisUi1UqFaKVMplSmXiwRhQBxHKBVhWTKDhpRWDPQPY9suftBBCHj15Ze5dOECURRh2S6nzjzCyMiuxFRQFFyPOAxBaOLYlDSlVFcv7ZQRStAtDdN6m4EgpEWrE6KFRRz5LC3MEcaKj//GbzIxMcHo6CjGJJLYtmB89ziPP/EO5ufnWF1d48qVqwmAYvKwVBzj+x08r0ByIIZeyTK5FGEYESdEWBxHxLHCkgI/jOh0YmqVIovLqzRbHVheRumXGRoeplAdSDapuvlXPd3welwntrlOWTB5ukh0IZmvo17qKDmZZKnMfK3uf3S2azPOZlKmkoYBOiGZrCTc3bYtBJIwDOh02jQ6DYQQeJ6H67oMDA5iSYtisUCtWmNsbDf7Dx4iCHzq63XmZqaZm5shCjpopdh34D5arQ6zs3Nce+0KKysrfPFzn2P/gf0IBJ7rUi6XaXda1OsNnn76C8AX+OQnP8XU1BTHjh3jgTMPcu/+A9Rq/RQSMyuKY6QUeAWT7xaFMa32Fr7vGzOUnoFMS0Ul3LNvD/v27iGMIlqtFs3NJmv1OjO3ZnjllVe5ePEiS0uLWNLCD3wcx6Gvr5/6ep2NjQ2UUhlhmN7LG40N7pkcY2zXCPWNDQLfz3xK27E5ePAgYaR46fmvmnJLaeF5Lrt2jTA2Osba2hpra2t0Oj7LK6vYls3Bg/diWxZBGFIuFRnoq7Fnqh+kSye0qG/ENIMa840yCxsFGi0HjUKkJYNpV1JpJSRWco/I1EBNygyT7x/znhhkmpHVk+OWkJ13JLHu+Dz1V3eQWDmB9cbX5PfsIJZuJ6NuJ6x2ZEbdYb2MHE1JQejZT0JC7SCj7liu+A1IL7Mfk/HHjm6H2fkkWV0pCfb1z6fnUUjwhsFf+dZek1y5cuXKlStXrly3KTewXgfZtoXtWAhpiAeBoFAs0N9fQ6cTP1ILIiF6NHT/KkxW7gcY6kKYaaOZd3Zzg6LIlHL5fkDHb7O+Uae5tUmp6KKVMh0QE6LJmErQ3zeMSt7bbrd46dwLrK4sE0YRBw4dZWpqD2EY4rqO6TQXR1iWbUwcESCEzEq90nLB1KhKy7RM2Pv2MsP0PbFSCGlRb7QI/HUQkpdefplPf/JT/OBH/kYyGTHjYlmCw0cO88ibH2N5eZW19XWWl1exLMlqfSPJs1LdsUrJK62MiQhZcLsxJ8wxO5ZNGMfYtmB1bQNL2vziL/86u0dHeOTMCRrNLU6//d3U+vqzTLEsi2nHbD0raExzmXpLDOl6Ur0lhr15WJl2gFvdoKeduVndN6TjHscxnU6Hjt9BK02ruYljWwjbwrIcbMemVCzjug59hX6EsAiCgGZjg63mFrZtUSqXsbW5zp7nUigUCYOAarWPPXv3IqRkbmaWyxdeobGxRrVa4cTJY0TRO5ifXSCMNevr64yMjCClzcjICFeuXGbP3n24nsf8/AL1jQY3btzimWeexfmlX2FoaIBjx47x5kcf4cSpU+yemKRUKqKUJlYKJFSqFQYGBtFa02q1qK+v0TsgOsk101pjWYK+vhoD/f1MTU1y/OhR3vmu78T3A+bnFzl//jxfff55ZmdnGR0ZZmtri62tLWzbzkyb9F+lXOTo/QdAWszML3PuwgJxUMWLG+hwnvX6BkNDg+y/9wALi0usri7TbG4xPj7O7Nws8/ML1Go1RkdHEUJQKpVobrW4cPESUoiEqixx7z37qFVraHymX7uJWyhw79AQDx3ZhSiOcWu5xLXlMkuNAp0gyVKLEwJLSUxAfJp5ZcoHhZKYxgCRMa2UaaxgvpCsHpKK7n27k7xK77W7kFpZZlfYINcbWLIAI08AqUmUEFB3zYzqCU5XXcLpTmQUyXZS4oqe17PsrG1k1N27A7KTjMrMK7XDtErJq97jjk0nzux87kKWqTsQZGi0N4LIDaxcuXLlypUrV67XXbmB9TrItk2WlRSSWBkq5rXr0zz/4kXK5TK1apVqtUy5XM5KlhzXTkoPJZZlcooE5lEKQ+BIIQxdJC0EwkwcCmSTTZGQS1tbm6ysLhHHUZZ9lU7KPdeUJpocH83M9C0uX7xIFEWUKv0cPHwkKdXQSCHNnFgZE8pM8B1CFeI4jglpt6wsY0hrTRiGt5lZxojqZmWZY4UgiLEdF7/dYmtzk4//5ic4+cAJHjh9Blta2XFLKXn8ice5efMGC4uLNJtNOh2frbaPELC11cJxCxkBptLcqzAgDGMipYljY6BppbCshBzTGsd2jfckBeuNTU6fOs6/+YWPcvzo/bx7bo0Pfv9fo1KtkuZSpdRJuq+0a5uZVKUOE1kcUVp2SFpGmBAsPZHv3YLCbXlmXYAmiYLvemfCBOk3m5vU63U2N5uGzkvGyvM8Ws11mht1Cp6H6xUplMrU+ofo7+/HdRVSWgih6RsYwJI2YRTSam2xtbWJbRsDS0oLx3Epe2WU0gSBz+6J3ezZu4etrRbTN28yP3sTQcTk1DiW5bC1ucnQ0DBSQKFQpFQuMzo2yp59e1lYXDKZV1GMtG06QUCr3eHmzDy/83t/QKlQYP++KY4eO8JDb3oT9xw8SH//AF6hRBRGdDptojDK7qF0sF23gFbGxFJJ5lo6VpYlsTCZdAcP3MN99+3ngx/8HjY2Nrl06QrPP/c8wnZYW13FD3ziKM5y41zHIYoiiuUCY6MjvHy9wEbTRulxhgpllpfnWFxcxLIk1WqV+w/dR7lcQWvNa9euEUUxq6urLC8vs3v3bkqlAu3WFvcd3M/m5iadjk8UhhQKBYKww61bMzz44EN0Oh3WV1d59cIFbPkqUsDJ4WFKU8NshkPM1vtZ2KzS9F2CyCJSFqYdQWJmJWaTCYMnycTClBlKSLsVai1MTt820oodz78BiSUE2l/OCaw3ska/CyxvW/ldb2aUvo2M6nm+jYzqklgpYUVCPpEQVvRufwcZddcuhnfNwOoxrYQJab8jefWncT522Rh9qvMtvTS5cuXKlStXrly5tis3sF4H2ZZECrJSMmkZIktLSb2xycpanVil+SEkRo/JzvI8E+5e8Dxc18F1PTzHwXHdpNOgje042AnZZNkS27Iz08y2bUPhaEPlZNhOYqiUy1WktIhiUy5149p15mbn0MB9h48RRybTykrygaIwxHXdLOMqjEwHwqxDYnLOveTKztJB6HYulNKUH6I10rKIVcx6o0mz7TMxuYef+al/y4//Hz/GPffs3zYpLhQKvPVtb2dhfoGlxSVu3rwFQBxrwigGRHd/iuS5ob3S8kEVKzPpjsGyNFKA61iJ2WYm6u32Fo7rIW2Hj3/8txkaHefJ9/5FLNvKJu+pqZYGYneJKbaZV6ZGi8QQBC0Egu1TfZ3kdPVepjQamR25RF2aS7OwuMD8/CKWbSdzSfNKStb19w+xsrhA5LfpG7CI4wKtrWaWLeY4bnLOyoTfC0GlUqVa7SMI/KRkNSaKOgjaWLaN67pY0iNWMcWCx/1H7ufQkcMsLS4yPztNc7NBGIZEUYhtOQhp0d83QKfd4sTxo5x74RztdgctTKmgQGSUHhhQ6PLVq1y8dIlPf+rTIC3uP3SQw8eO8bYn/gJ7992LkBLX8wjDAL/Txg98pqb2UC5V6Ph+VmobR6ZcVCWkYm8Av4o11UqZMw+e4qEzD+CHIYuLy1y5fIXLly8zPT3N0uIijY065y9cZWxkGMuycC2FLUoEStFWfRSZS/al2QRWVlbo6+vj1KlTvG1qCr/jZwZWpVJicXGR5eUVlNK4rsPw0BAHDuxHxTGXr7zGyZMncRwLKQqUpiaZ3LOHOI5obDTYqNdZXr2KZV1jtFRg72gBZe3iVmMfFxYHiSIrKRuMQNqJWZV0ZkvLDaXdQ2KZR9Nt00L3mFoZ+ZJ2H0T0kFoaQ2LpjNwS4fo3+c2Y63XR7ie3k0qkZNROUmk7GcU2MqqXxErNK4VQKXm1I1trG+nVJaMmRoscPTDAPZNVBvtcCp5FuxPS2Oxwc7bBhatLvHZzjaxsMNnf9v30EGK6m5119wys9P+1XVNs+/kkrxVGEK3pb+21yZUrV65cuXLlyrVNuYH1Osi2TSA76CTTR3Lgnr089tgUJCVsYWRIkTg24eIqjgnjmDiKTNh4FBOGUZbL0+502Gq1MPaGIScsaSEty1AmloVjWfT114ijICt7y3KqNEhpUanWsolou9Xi0sWLdDptSpV+PM+l2WziODaWXQKgVCohhKRcLhHFMb7v47u+KVnzfWSzmRFJKUGWqre8rbeUUEqJiuOM4BBSEkURzc06S0sO//lXPso/+JG/T19ff7ohhBDce+89PHjmDNMzMywtLRNFMRAT+D5xFJpOhFGY5IspgrRrYkL9aMzx2FmJY4RjWwRBUg6lNGEYMza+m1YIzZbPJ37ztzhw8BBHjh1LTKa0tCoNws4WZddmu2TGWxlPSmc0Vlq2Jbv1j9l/eymidNu9pYOO7ZifVGoWJrlYWqGVYnh4kEK5SmvNiwBnAAAgAElEQVRzg/W1FWpI2h2fra0t4jimVqvhOGYblmUnXe8UKo6xbQvXqWRNCJQyxl+73UEInVB3DjLpdjg6OsbY2DhBECT0UtdyK5VKFAoFDt53H6Oju7h6/WYSsA9IgSXN+FhSUi561P0OfbUKyyvrjIwM88KLL/HiuVeoVAc4fPgIlWqVKFI0GnXa7SZSSm7cuMbgwCB9fQOUy+WsxNV0E1SEYUAYhERhmBFuZizN2DmWxeTEGFOTu3n88beyudlkZnaOWzducOPGTaZv3WJm+hYFFXPvyCitqIDfqqPjJNtNSsIwzD4v0jLlmbZtsXtiNxsb66yvrWNbNuNjo4hk3AYH+rEti2u3ptmzdw+DQwPEUdTNNVOmzK+vf4CBgUFiFdPptNnc3KTZbBGHlxio2JTdChtRak5JiFViYiXXQWm0tI0ZIMjMrTTMPe1i2SWt0urVb0RiCURn4et8E+Z63VU7CqU920ml1KTKiKVvPgOrl7wSCRmVkVg7yavk+aOnR/jQk/t511v3sHd35Rse8tLqFk89c52PfeYVPv30JVSU7qc3W0vd5Xy6pNfbH72Pz/za36fnC/qbUEqV9SzRUK9vsLy8xrXXbvLUZ7/E7/3u57l+7dY3vdU/+tqnOXr0vju+9qsf/U1+6CM/+sc4xtv1t37o+/g3P/3P7/r6YN8xAj/4E+0jV65cuXLlypXrW6HcwHodZNsCy5KAIArDxBwwv3hblo3juhTQSTD4Nosi+7nXCEnZG5WaGNrkTqkktFvFuieHKqJeN6RNSp2kRJTjehS8YtaNsNFocPnSRbQGt1BkdXUVISxs25BgrudR8ArYtkWlUsGyLMqlEqVSESkkm80mruvSarVobW3RbrfvGOSedv5LOxQqZYySrBwPcFwHv91ms1HnhbPnePoPPst73/9+bMsGKZAYc+DEyRNcv3aNmelpLly4ZEyrpDQwnYQrrQmjKClXC4kSGicrX5QSz7EJgwDo0mQkk/NKrQ8NlKo1Ll+9xv/9i/+Bn/zX/xfFYiEzPtIr1nu+29St/+uhf9Lr2dUdywazJ4mJlZBb6XgCFItFY4QGATo5h9Qscl2PWnWAarUfrQWddpMXvvY1lpbXiKMoKV+tMDQ4SK2vj8nJCaq1foaGhylVKli2bWi2OMZ2eggvxzy2Wls0Gps4jk2hUEhoLkmxWMB1HLJJoIBC0XTNHJ+Y4KGHHiTWilvTc+ZapWsqjbAEQeDjOi5hpIiV5uj9B3j6i88yOTHKxVdfYmlpgXKljGWZ/CjPK9DpdLhy6SIvnzvPqdMPcOr0g+waHcdxXOwk0Nx1XXTJmEFxFOH7Pp1OhyiKtl1DrTVSCPpqVfr7DnPsyGHaCUU1PzfH3OwMcay4dm2W8y+vsLwkMZCjIcmEEAwPDyf3uUBYFp7rcfPmLaIoQiah+V7Bw7IslNLsvedevvOd70ILWFtdY3OjQbO5Scf3UQmlBjopDxWUSyXK5TKWhJlbN1j1FVEYQZySV1aSiaVAOhiTykmgKxuUMIHuKgmC1wqSp0ImxFWajZV+32zLwOqSVwDaX8rLB9/A0mPvuZ1UyroD3pmY2pYNlWVgbc+4EimJ1ZNdtZPg+sA79/GjHznJyfsH/1jHvGuozF957zH+ynuPsbDc5Gf+0zP8+1/+Cu1OtGM/O4irjPRK8vAkeN6fzq9AY2O7GBvbxfHj9/O+v/hOtNZ84rf/Gz/xL36WF1945Ru+3/M8vKS76U6lf0j4k8i27btuH7j7/6dy5cqVK1euXLneYMoNrNdBliWxpIVlCcJQoYEXzr3Ctc98HtdzKbgermNRKBRMBlbBo1j0KBbLlAoFiqUCnuvieQU815QF2lZKW5lsrF4+x5haJhh8fX0Vy7IIA3/bMWmt8bwCjusmE3eYm51lbXUFDYRhxGajAQhUbCYnUghsx0FIie24uK5LsVCgVC5Rq9YoFFwq5V1oNPV6nfp6nc3NTRzH6Xbto2tkpWWElmURSwtHCqI4SjphaYIggGYDy7J46rNPcfjIYQ4dPoIUMik91Ezt2cvJU6e4cf06M9MzbDa3AIxBIE2HRCFU0m0wyro7pmMAEEYhCNeEyQuS8kDwXBvXKyGtkDgMcSyLweFhzp8/x8d/4zf4qx/+MGaylm7r9r/s914XkeRXdU2p5Hphlqc5Qt3CwHTNpKSup8ujSnNfzCuUSiU8z6M0MMTortHMvLItmzjJ+dp/4D5effVlLl28yMc+/kkWl1bQKmawr0yr7VOrlPH9gKOH97O4uMLU1AT9/f0cOHCAoV3jnHjgAXZPTuF6haTBmEYpQblUoVyq4Ac+zWaTOG4kZYk2tu1kuWACQ9uVy1XCwOe97/8eDt5/mGe/8ixnXzjHen0DFcU4jg1o/E4AQiTXUrC2to7t2JTLRc5+7SyzMzNMTu3BdT1c10MI0w1waXmFT37y05z96vNECh46c5qH3/QmTjxwmrHx3biua0LhE5OpVC5Sq9UQQtLudGhtbeH7HUT3EmGC9jXFYoGpyUkmdu8mPHky61bY7nSYX1jglZcvcPbs17h65TLN5qbJZ2u36Rvox/MKrK2u0Gq1zDFozVarRavdplAo8MibH+O973sffbUqcWpKRzF+GNLcbFJfX2Nufp7Z6RmazWZiWmuKRQfPEays1onLB2n7HUNVxYkphQXYSdmgA0kHQ6FitJQJiZUQWqLHNu0lrOghsbLndyCxgjz4+o0sMfzmHiJKbyOj9DeVGbX9OWDIq5TE6ulimD4e3V/j5/75ozz6wK4/8fGPjVT4yR99Jz/8g4/y9/7ZJ/it3zl/2/no284nzcT645BXfzwJIfiL738X733fd/HjP/ZT/Muf+LemYUquXLly5cqVK1euP5FyA+t1kG3b2LYJVQ4D35hHxQKlcpEojGkmZVxRHCf5TCrJZ1JZBo0xPyRSCmRSIujatqFePI9CoUC5WKBYLJifS0WmJieIw05i9sSG2hACpQ3tVfAKWFISoRFScOGVV4jCEBWFLM/dYGluEU9qXKlxpcCWMLJrhJfmNxgaHCCKFdVKmVgLdu0aIdaSXaOj9PX3UyqWmJqaJIwiVlfXWF9bZ3OzQavVygLg09yowPexLYv+/gpCgN/pYEuJtCyE1ngWTN+4wpe++Dn27ttHKQnGFgIc2+LkyVNcuXSJWzdv8txXv2aIqzDCcRy0NmWbcaySDCczxjIpc0zLNlOCzRg+xmiJYsVyvYElBaE2LdulZbFrdJRf+aX/xNve/jhTe6ay66y1QilTzmkMj+1/5U4LArsmls5e6T6/01/Gu6SVTsr4dJaVZjrNSSnYN7WbXaNTIARhGNDptAyBIASWZVMqlxnfPUF9Y4PhkV3MzS8mBFLIVquDFLBeb1KbmWd1rU4Qhvi+z7Vr17g5PcfwQD/lSoUTpx7g0be9lWMnTlGt9SGlKY91HJvh4V0opdnaarJe30AKges6eJ6HbdtIKekfGKDTaVOp9XPk+HHe8+T7eOnll/j805/jq1/9GnOzs9hSEwY+MsnFclyH1foGaE3HD9nYaHDxlZc5dfoBXNdsu+AV0brN1NQUxw4f4uyL5ymVijz91NP82n/9GAfumaJ/YIDH3vIWHnnsUfbsu4e+2gBSSJSOiaMQ25YMDg0gpGQ+yYIzQfldKg40UoLrOQigWCxQrVbYNTLMyRPH+ND3fYDNZotLFy7xR88+y/nzL/HKK69Qq9VoNjeTa9b73WDzlre8nb/9tz9CqVhCCGG+qIVAK0UJ6K/1MTkxzrFjRwijiHq9zpUrr3Hl0gX6a0VmZubwAxBllzjyMaHtKikjdEzOlUi+/mX3VhNaoIVlTKz0RQHoGJ0QaxlhlRqo2WPv8oTU6uQB7m9YlfaipXc7qURCKunt5BQ7H/XOroMk5FVPt0G1nbz6m997gJ/60YcpeNaf6qmM76ry67/w/fzab53lb/8v/x/tdrSdLFO93QYhy+r6M5aUkh/78X/I0WOH+NBf/jvfil3mypUrV65cuXL9uVZuYL0OMplUpnNgEAQUi0UeOv0A7/zOEUCitKF4VGxIoSgpdQvDmCAMCcPQ5AmFIX4QEPhB8jzADyLCMCKKQlq+T2OrjVLGDCsWC1RKbkK0mK6FKvlrtLQsSiWTa6S1xhIWV69ezSanYRix0mxTcyT9BQstJGGkaIaKIIwQGKPJsQTr9QYDFY8XXr7E4YP3slbfpFyrMTExQa1/gFp/P7snxmlu9lGvr2dkSrvdptlooKKAgaFBRob6iWONVzAd7zzPZWOjQcFz8Dsd1lfX2Nxs4HoeaV46wOBgPw88eJob164yPT3D4vIyfuBTLBZMiHkYJWWDCUkmxTZDSGgT/q5ihePYxH5oTLBY0Wh2QEjiWGOJBDCIFYODA/yHn/85/sk/+6cUvEJWFqq1QmuLXu/KmG3G5AHIkrGEySLT22Y5uveN5rEncFwn5qOUgjgK8bda+Ft1Zq6+SmerwdPrMe9453fTP9CP69hAQr8Jk201NjZGGAR88C9/gFa7zZVLr7G2sWXyvpUiVkmuWRhRKJYoVAdZ2wrxKkM0gpjN1U3mP/t5fvf3n6ZSKXPq1Ene8ra3cuDgfYyOjiEroGJNqVikXCrhhwGddptms4WUAs9zsW2b0bFxpLRN7phjcebBB3jw9GmWlpc59+I5Xn35PK+89DIrS0usra1iWxb1jU00JBlqFl/+0jO888knKZUq2JZDX18/G40N9h84gO0VsW2H0ZFhXrsxzcTEKMur61yfnmdubp5f/pX/zO6xMe4/fD+HDh/m6NEjDA6PMDA4TKlcpdFooFSMsCyTI9VD2KWRXdvKQkmbGJhrVCkVOH36JGcePEUQRiwtr3Dl8hXOv/QSt27eZH1tDd/3sW2bEycf4CMf+RuUigWENOWhWRmjJRO4JU6oN4Ft2YwMjzA8PMSuoSpXL1+gsdFAI/EjC1QIwkruK2MCm/JBTMkgIgl4jwFpCE6RZGAldJa5QRUCazthxY6ug+QE1reNakfuTF7dMTOqNxg9fV1nGVgA3Qyqni6Aorv9f/Ujp/mHf/3on+kpfej9p9m/d4j3ffgXWV3b7JpxO7K6zPn+mR7KNn3gg08yPT3HP/5HP/Gt22muXLly5cqVK9efQ+UG1usgy5JmYiokQRhhSSvLgpLJcilM10EXh7RcyfzOnU4mu8rysITOnqk4zcBSaKWJVUwch6yuLhFHJlC6twugtGwKhVKWf9Vut1laWCTtMGaIJNgIYqQARxgCS0iLMIxwXRu9BUpppLTwgwCBSIK7O9Sn6xQszXPPPsvevVMUyzWGd41SqVSMsVauUN+oUymXGBkZZnJygrGxUQoFj1KpQsHzkBL80ITXb25usmfPBMViuZtzpZUxGRAcOXKYV48c5ubNaeobG4YsCnwQCX0Wqyz7q9e8Sh9NiD5YybaVUpTKNUiyppQ2+0lNnoJrMzN9k68882Xe8R1/ITEcuuVXoofwMuWTO2dPXfqql7/KfhDpdRfZQg1IKYjCiIW5acLmCjPXLkMc8MWvnOXStRlmlzeYW67zwQ9+L6Nj48b0QiG0MVCLhQITk1P4vs+TT76bT0af4upr19EqwvVcSsUCHT+g4wc0NrfwSiaI37EdIiXN/aI00oa2H/HMs8/z7HNfZc/kJA+cfoAHTp/i2PHj9A8MEiuFbUmq1RpaG/NWo4kiTRQFCGnKMj3Py67L+NgYu989zlve8hgLCwtcvXyZF194kZlbN7h8+QpBGBGHMZYluXVrmqd+/w/4vh/4ASzLdEV0bIdiscDJ06e5cOECsTKlqhZQ32gwMjxI2++gFDSbTT7x6d9l93PPYdsOu3bt4uQDp/jgh36ASqWGwCLWcTaRhx0lhWm5p5bd7LKEmERIZII5uY7L5O7dTE7s5okn3k5za4uV5RU2Nhq4rsvefXvwHDczrXrJve7PprlB+kzpbge2OI5obG5Rqvaz1lagIpN7JWwQCi00IukxYBwKadaRwphzSOOlGvei69AJejKw0q6E6XJ6yKue5TmB9cZV7ci2TKqv1x2wS1r1ZGDpbrc+kvd1zatul0KB4if/wQN/5uZVqjed3sunf/WH+M4P/AybzbY5ftUly7oEq/oGW/rT1Y/8w7/Fb338d3n2K2e/pfvNlStXrly5cuX686TcwHodZDKwZJYvo4ALl67SbL+KbTtYljSdCi0L2zL5Vo5tYVkWlm1j2xaWZR4dyzKlWJbESpdLy5QWyqTE0LbwhMfi0hyO49JpN7uUhDZH4Lquyb8KTSeileVltlpbGVoSK5PVpTXUfTMZ6PfMlDyKVWa6SSlxXQc/CLEsabosCpmVfjWbWzQ36ly/fpOh4VkGh0c5eOgw+08cY3h4iL5qBRVH6FgxuWcPi/OzWIlh0thYZ9euMbTWdGplJibGjRmVBrQnk3KtYlzP4ZE3P8qlCxe5cfMmq6trhGGESLKyNNsNLCFMt79YGYpAKYVtO8RKEyuN7TgUbJPFFEcRGo20bMIootPx0SUPL475wuc/x4mTJxjZZfJdTB5WWvrZ1fYQ/u2vGO2ksJIyxMQUS19dWVri5XNf4+aVC5zYP8zv/d7n6Wibq7cWiRR4xQqf/ezn0ErxgQ9+gN27d2/blxSScqnEvn330Gptsba2ih+EzM7OMDw4yPjoCFEQIC2LMOhgOS5OoWzuhR4DVCtDZCitUBFcfe0Gr127yZf+8BmOnTjKI488wpmHzjAwOIRWZr2C5yItcz3S/KYgCtHJveM4Jt9NayiXyxw8eJB99+zj9ENnWFpY4OLFS7x8/jzXr14lVBo/8PnMJz/D93zgA0kXRJuBwUFmZ6c589AZvviFL7C+soK0LJqtNlFsykBX1zbYNTzIZrNJtVxicKCPucU1hlTE88+/wPd9+G8xNj5OmNGPPn6nQxAGJkjddETYbvT0GFwpjbX9WqbPtAle3zN1252QetW691bI3i+RQmHKTWPQERvrKywvLRIEMX4QUu0bZWs1TkwovY0a00IitARtAXE3sF3r5HlCmSXkFcIyhoUw5t1tpNU2Eis97pzAekOrdv+2bKrtAei9mVF3ycDCBPyj4mw7QA+JZQitj3zvAf7RDx77pg5JKc2zL87z+WdvMrfYYGVtC8+1mBqvcerwLr7jrfvprxW+4XYO3jPCgXuGefGlW0lWF7cd/44P1m366X//28wvrPZ8bpJ/YQtUK1uvXC5x4OA+3vXuJxgc7P+62/xX//p/4/G3/KVvYiRy5cqVK1euXLly3Um5gfUtUm9ZmGNbWIm5ZILLJatrdRaW1xJjQHfpKU1isqTbEClohUyoHCkN0SWlycKSQmJbMntu2RZHDx2kWvYoFDyUSn8ZF1lGc6lYRgqZHefszIwxXpI1MzoJiDSs+zF+rKjEOsuNMsepcGybTqeD4xiDR0gDotiWBULgeh79A4OceeQxHn3sLZw4fpyBwT4Wpqdp1DcIwoiZ6VtIYRGriK1Gg77BQTbqDeLYlJ2tLC8SRzEzN25S66ty6Ogx+voHuuOtYu65Zy/HT57i+o2btNtt0BBHEVEcGsMk+QdgSYHQgijWxgTTUCi6RLHpRFcqlWlHGjN0xmxptdvY0pBMnY7P+lqddvASz/3Rc7z7u99jjiMpKzPh8T3mVFZ3lioltnqXJBSPkNnPOitL1Hz1j77CJz7267x47jz9lSLzc/czvR7SCTs4Xgk7ofqiMOSpp79Au9PhQ9/3l5ma2oPMQB6JJaBarXL06DH8jk+75fOFz3+R6flljh/aS214gFq1QqwUXqHESqNNqM3EdifBlnWf0xCrmJnZBWbmZnnuj57n4IH9vOe738NbH387nldM1lNIS+LYrnm/4xJrTRgEtNs+QprOg7ZtIYTEsjx2jexiaGiYAwfv4/EnHmdxfpGXXjrPV778ZS5fusSFV17lzMMPYUmbSqVKGEZMTE5w/MQxvvS5z1PwXKLIEHQqyZjrdHw6fsDU7jEWllbpr9VwpMByXGzHMrlySRcvpRRR0sXSD3za7Q6dTocwDJLL2FsvSndin5qQPV0NRepSZc5P8oHMXKDkpcwsSmk+0Npkdak4JAx9Ll68xNLikumi2PapVApstnzQ0pgQ6RcHEnRkHlUMlpWYVdqQM8JKyr9S0ioxt7CS4+r2xewSWTohsUxdrdYa4hZEm+R640nbNYS3q4e4Sk2qnRlYKXmVEFU7MrC65YcpidUlnASKo/ur/NSPPvwNj6fdifjZ/3yWn/nlr7K02sxowsxUTUgw24L3v+sw/+TvPs6xQ2N33NbCUoP3fOjf8tKrM2RdB1Wa8ZUe/zfOwPrV//cpzp2/2j0fnWSERS3wF25bv1wp8ZP/5//K//A//sBdt/nYY2c4dP9+Ll187RuOSa5cuXLlypUrV67blRtYr4M8z8V1baS0CMOQaqXME29/lEKxkpSXmdKd1DhKjSwVm3K1OIqJVUQURURhTBAZMiSMIsIoIgoigjAwz8OQKIqpViqoqI1WdvJLfO8kW5ggdDRKmYny3Nxs9vu91mzroCQExEAz0mx2AlNyFwRopQmCENf16HQ6uI5DGMYIYWE7Lp0g4t79B3jvBz7Ad3znd3HvPXvxPJco9Hn1/HkWFpZZW15m1+4JCqUy6xtrjI9P0KjXsSwHxy3Q6XSoDQygFLRabRrrq9y8pohigYo7nHzwDOVymXT2/9CbHub8uRe5dfMWq6t1YhUTRmFWQug6NipWoCFSMZGKcSybOI6pelX8ToBt2zhekXbUMZ0Qk4D3KIpQQiRGoiG1NjY2+MqXn+H0g6cZGhoiVhGWZSfj2A2r75oVcPtEqmtmbeOtElpOqZhf+oWf57989FcplwusN9rsmriHK3MNlLBxHIs4VoYUE8YgarfbPP3Zz7G1ucnf+5G/z/DwSLIHQwdZ0qJSqXLygQdotdt0/A6fe/rzXLs1z9seOsbq2ga2YxGHAbWSi++HWe5YZnBuIxp0VkAZx7C8vMbKyhpnX3iRB3/3d/mffvjvcuDgIZQyJkhMjC0thLAQKsYqeJSKRcIoxg86dPwAIbTppGhbuNI2HS+LZaqVGgcPHeTJ976Xmek5KtUSvu9jSQcpJbvHd7O4tMADp0/zpc9/kVKxgO8HhmRMaMU4jgnjGIWivtHEdVwWFgPuve/+hCTpfl4sy9CQWmuKxSJ9NWPYhGFEq9WiudWk4/soFWfXsHdcdFpf11v5m90FXVNLZzeAzkpQt30mtSKOQ2xLsLlpOj4qrdnaalPfaFAYdIjj1GRINiZi4yZraQgbqbsmgdBd5CvpHtclsQS9JFZqtN3WdbD3+eYlcr0xJUpTmEyzHV0FdxBW3Qys3vVS8ycxRVVP18GM6AK04uf/+aN47tcPbP/y2Tk+9Pc+zcxCYwcRlv75JCEIlSKKNL/xqXN87NPn+OEffJSf+MfvxvO6v8Zcv7XKO//7n+X6zaXt5yN6z6/bpfDrqifTy3x+kkwv6d5x9a1mix/+O//0/2fvveMtOeoz729VpxNuDpODpBlJKAtp0CAkkzFgspDJa4xhMZg1+PXaXi+2d73e9a69Xi8LIpgor7EXzMd+DQaRLIIAIYSEAihrNDneHE7qUFX7R1X36Ttz7wgwCPl9+/lwdeecPqerq7r7cH/PeZ7nR71e45ff8Io1d/uSl/48//1PPnD6sStUqFChQoUKFSqsiorAeowxMNDkybsvZcuWDQgh6MUJnuejte0mJ4QNUUZYpYVVanlOMSMQEoQR/dBkIRzp5bYLl8Uj8n/bP707nTZTU0dIs9QqXXAKLqfCatSbhdpDSMnU1HQ/ywYKsmWluESQZta+p7QGL0AGNXpKkxgPI3y0EjSaTS656Gx+4QUv5HnPfQ5jY6Pk3+IvLSzw1S98gV4vZXzDBoJanbmZWSbWbeDY4YPEcczQ8AhpmhDV6yzMzxJGEZ5v7ZVS+oShYWl+nkceepDZ6Vku330F6zZsxPMlkxNjXPrES3nooT0cOz5FnFiLpCUF3Zoj8DxJnGQFdaS1JvIlrU6PemOAVrdHllnllspSjIE0zfCkJAx8VGbJiiROufWW7/Ls5zzIFbuvwBjF7PRxklSxect26vWGq/9Nn7fK17YgNfpqNwyu6IIsSzh08CDX/c//wd1330mr0+GMM7ezftsQQRhZ5Z4GrW1OmTECKX38wJIOWab47ndv593veje/9Tu/xfDwSF+JhcCTPkODQ1x+2eXEvR6ddptvfP2bTM3MMzrSZKBRZ25hmSDwmRW2UyXa5GyKU4vZXDCcMktrO0+tNQZD2s74+k03c9ttd/BLr38t11x7LaOjY0ghyFSGlBpP+uTqHt8TBM0BtNZ0XPi7wFBv1PE9DyElA4NNlDYgepxz7g6EEHTabZpNq1wbGx9n37697Dz7bLafdSYP3X8/nW4PKQXa4DLocJE4lswSnqCXJNQb9RVZcSvUUydlVHmeR60WMTY2ilKKXi+m3W7T7XZJstiuhbNa2sK4bCRdeW+t4h20+W7FPWnJK0/atU2SHlmaIgUst1oALHesEjF/j/0tbDdCo0Foq8QSvlXOGN+RUxqM+ww6SWFlt0v3fllS39HPwELax61KZfJ4hfEHEKZM6ihWdCN05GtfeZUrsUpB7SZXXpW6Dpa6/L3iedu58tLJ0x7H333hYX7ptz5PkmSUlVFmhQJL2+uwpPTSWvHuj9zEd763l8/85ZsYH23yg/uP8vxXX8eJqYVTlWXFfEoZXo+iwKJYl5WKNCHACM91XDwVv/s7/5XX/atr8P3V/7x64mUXPcq4FSpUqFChQoUKFdZCRWA9xgh8jyj0kI58yrKUODF84+Zb6caps0tZFY3vcq5s7lWA59nMK8+TNvNKSqQnHMFlia7cmig9a1nzhCSKIrIsJgxrtNtLpaOxlqQwrBEEgc25cuKLxYXFomjJ/Uy54kYIYd1t+o4AACAASURBVAPmgwDh+azfsAGCGpFvSFNFpqy9aWJygosuuohnP+dZXHX1U5gYH3fFvlWVTR0/xkP3PUBjeJRYzTE/N8fQ8AgL83OkSczYxCSddouhoWGWl5YZGhljYX7W5lOFEcKzc601Bul0Oniej5Qh3/nWt9l2xnYuvPQSolrEeeefzznn7GT/vv1Mz8wiBGTGFBG+BiwBgik6u2mtQNhMlqGRUdfZUbkcpARjQGIwAuIkJu7ZDnJZlpGmCd/4+k1cdMnFJN0WJ6ZmSeKYwcERoqiG57kUIVE+E2tFXdvisdvt8L3bbuW9776OE8ePEvd6+J4P0ieJE1SWEYQ1p+4yGGmVPJm2KgrP923nRW24+eZbyP74v/Hrv/HrbN68tX8EAnzPZ3xigidedhnLS8ssLS5z+913c8VFZ2GMwZeCgXrIUDNieqFNvoomt73lZJazE+aKHINdS+1sjYuLLT70wY/x3e/cxmte+xqetHs3A4MDjizKkMJaBn3fkiRGQLNRp9mo2xyqNCVNesVrPM+n2agjpVV7BEFgi2GneNu4cSMLiwtcsXs3i/NztLsxnpeRpCnIfmx+btSULtNpYNB25jwZZSJrNUgpaTTqNBp1DJCmqbVndjskSVx0FtVK0beZ5ro1TqmtVxBFjrwSom/xyq2iAlhabBGFIYsdEK6ToLBtJS05nita8jvAXswnTdA9nxOqxc2fP863n0aJ1dqzxjVd4WcN4VvF7arKq1Myo/q/y0orUSijysqr/u9//68vPu0x3Hr3cV7/218gcdetOVl55cazX8isVHrl49x6xwGe96r38Z//3Qt53duuZ3Gx/UPOBx41xD1XLubzKivShFeQaSdjdmaeu+66j127Vp//ho3rTj9uhQoVKlSoUKFChTVREViPMVrtDo88sp/FJ21n3eQEaZISBHUCP6CXKJI0JU4SGzTuviHXJ+UNFdlULlsnt3EJrKpKIFyXQ4GUgq2bN3HGlvUMDQ+TF6MFXWKsmsUqv/p/0He7PZeBYwtTWVKbRFFUdA4MaxEgSLPM2Q8l4+NjXLZrF898xtN50hW7mJiYsIHyzgGltabTbrP34T3s37uXZnOQsbEJlhYX6XU7DI8MMzczw4ZNm0mT2BInvkcUhURRjSxTRDVLVnh+QL3RYGlhjnqjgZSS5cUl7r/nfsIwZOuZ29m0aSPnn38+99/3AEuLC0XeUKbz9bPkgJSSTCub56WtemhweISoFtlcoV5MlmXktk5PWuVWkmZoY4iTBJXZTpLf+MY3ePE1L0FgmJtfQGcJCwvzjIyO4UmPfsfIU7OvisdO1dTr9fjCDTfwD5/6JPfffz+T46MstzoMDQ5y7PBhmoNDBLUGcZzg+QFCCKd4whFa2uWe2f0qZbj55u8Q1SLe9K/fxNZt2+mTlDYwf/Pmzey+8skst5ZZbi3z0P7jXHreWSSpYmG5QzPyWQp8eiZDGV2qBXMVVj8bqz8tq87KlVlxknD7HXfyyN59vPCFv8ArX/0qtmzbBtqgUU4dJm32lXRmSmMIg4AwDNDKrblSZFlCnCQ28D8MkHmDAkeqTE6uY35+nquf+lTWr9/IXXfdzf3338fxI0fodGNLVgJJkmKcIs/zfZoDAyh1aqG6FnG12jYBBL5POBgwOGj3Z8PgE5LEHneaJKRp2g/GXyHHMqU92Y6ixmQrsrGyNCNLU7RWLC4tMdBscmTBKUiE74r4fuB6fsJye1XBXBtdUn/1nxdGY+grr4ruik6RlduSc3ekMSDae9dcowo/Wxiv4RRFpa6DhQIKdx2ukhnlFEyilIG1Uqlk93flpRNcdM7omuN3uhmvfPtniWOriD2lO6AbTxRKL11sFy6TK1dG3XXPIV74uvefNI/yfExpPiuVZY+ySqX1USu7MiJP+dQuY2F+cc1tg4PNRxm3QoUKFSpUqFChwlqoCKzHGGmaMTO7QKcXg+fRixOG1k1y5ZN3IWV+OnIrTk5O9RUthbqFvtLFOrb6Ni7j3qgds9Vo1Om05lEqswoXY+1fuVWu2RxCm5IaA0HiiCOcssbz7B/snpTUahG1Wo0gDBDS2oU8z6dW87no4kt44YtewOW7drF+3XrbbZFyPa5JkpiH77+f+dl5RscnmZk6gdKa4bEx2q1lVKYYHZ9gZuo4o2PjJHFCvdEgTRIGh4bpdTuEQdAnsAaazM9MUW80LTmQZWzfdib79uzjwL69XPnUn2PnOWez4+ydPLJnD+1Ox81fFmtoj9GSfsqRLMIPGBkbJ+7ZDKYksQRDnkmVZTZnKkmtpVBrTeBJlDaMjIywuLCEMYo4jsFo5uZm2bBxE7XIddGyLjL37f5JSUlF/gt8+Qs38Bfvey8L8/PEcYLAOJJTMzU1zSZPMD01xdZtWzHKkGlRWEgtoeQhpXK2VOnm7vPtb99Kvd7gDb/yy6zfsKk4BiEEgR9yxhln8tSnPY2F+Xm+e8t3WFhsMTLcxGjD9Nwi40MDHJ1ZREppc8T6V6+1F5r8uuzPqfjRGiMkCs2BQ0e4/i8/zr333svbf+MdXPrEJ5LbOz3pI1xQfpEN5kLCpWeo1UKMtk0ElAtX73R6gCEMA3zPQ0qJH/hs3roVpTSbNm/hyU95CieOn+DBBx/ke7d/j3vu+T4H9h8gTa0iSmlDEIQ0GgMuyL98Xk4+T2ujvL1MlEZRRBRFdiyVORIuI0kSer0e3W6PTGXFtWbdpcJ26NQpOZlnIYtQeZVpWq0Ww6PrWTqcuDOaK0nyIPfihJBH7vUDuU4izgpLq+t/uUJ5RUmZJUoPTUVePc4hggHM6TKwisyo/IuSkvKqsN8ZazfV/cyrXBn16l/Ycdrx3/83d3H42NIpyijcfuw4+bXaV3qVFV65EmvtrK4SmbXmfE6DFYoyWNmV8fTYtHn1gHmA6anZR3l3hQoVKlSoUKFChbVQEVg/A0gpioI8TTNqTtHk+6ElfJxC6uTOdSaXNhRFfD9b2ba374c85wUvgFKKpNe2diVysqafX9Oo22+Ei5wbQCs7Ts4/+J6kGXh4QUgQBNSiGo16Ayk9DIao1uDl117DC1/4AiYnJwmDsOiWlitHwJI8reUWD953H0tLSwyPjLB9x9lMHT/K4twsoxPrWFqYp95sMLl+Ixs3b2FgYBDfDzAYup0OJ44f4+ihg86KleEHIcZAY2CQ9vIijeYAnieZnZ5C+h73/+BezjrnbM4660y2bd/GA/c9gBQCX4LSfZubXRdLJ/m+z8DQCCrLiHsxSZqilEJrjXQKJ4zNldLGWristVKwZfNmfukNb6BWi5iZmSZLE6SUzM/P02l3GBoaxsPmPK1mHdRaFQqBL37+83zguvdw9OgxGzivNd04Js20tS4mCYtLy5yYnmXHGZu498H7mZzcQKM5gB+Glkhy/jDf9zHG4BkPgyaOY77+tZsYHhrkda//JYYGR8jJCik9orDGOeecwzOf9WyWl5Z55IF7GUXSbIa02h0mJseYXlgmTqzqTOuiT6bjRHJjXnH6V5BYWhukKywXl5a56Zs3s/eRvfzGb76Dl7z0ZQgh0UYXIedWjXVKUBTCE0jPxzfWOogxVskYx/RMQhD4BEHA8NAQucosCiMazQZnnnUGz3jWMziw/wB33nEn937/bm6+5Ts2xH9kiMZggyxLV72P1yKzyvbCclbWau/P7bie5xEEAfV6naGhIYwxlozrdmm12/R6XVSWonVC39Zr18AquqySpRcnxL0ELxwmTjKnt9LY7CtJnuFjT5TLxoKiuO8rsXAB7rniKldiGayUsvR8fn5FvgYS09rzqEV+hZ8djGyclIHVVzhxSgZWP+Oqn0WV59yVs6b6yqhnP2XTmmMrZfjzj3yX1ZRRfeWVI65KSrBVs7rc50OhjCopygoFmSkpy8rZWj+UAqukLDOlcTlVN5vj3Cfs4Pzzz15zr4cPH3uUcStUqFChQoUKFSqshYrAeoxRr9eYmBixCiIESZoyv7DI+z/0V6SZwvc9fN/H9zx83ypHfJeB5Xu2EPd9z233CDyfIPCL9wW+jx/YvCw/CImCgIFmDSEhS1PQxlnYrO1HSo8wrK0gUoQQ+L6zuTklj+d7DNdDEhlSq9UtUWBfzJYtW/id3/1dLrzgfGthdMSVKNxxxinCrJXt2KGDTKzbCNJneWmRpLeXLWeexfLSIovzs4yOT7B+42bWb9hAvW7H8lz2lxCSbdu3cUvS5d7vf58wDDlx+CBaKxr1BnNTx5nYsIn56WkMMLFuI71eyuED+9l+xna2n3kmex5+hCzLiu6BUkqSzKpspEs137J1CwLodG3nQaVUQUhkWhdkltbaZaJYddpAs8kLX/wSnnDeeSzMzZCmSWHn6/Z6TM9Ms279OnwvOKUCMuRWUUWvM8Ptt9zE29/226yfHCPNFEEQoB2xIbDEpDaGTqdDmimmZuaZmZkl9CVSaGRaIwgjPD8ozld+zJlSGCNYbrX4xCc/xej4ONdeey1B0O+wJaWkFtW55NInMjMzy8LCIvfcfy+jA5acDJeXadRDenGn/x5hc8lyFROA9IS1vZU6WSpnOQukXyiy0jRjanqaP/7jP2FuboFXv/Y11Go1lLbnqL9cufJiJVmUE4gYqMmQKArR2tDtxSwvt9394TlCyycMA5LENk44//wncOGFFzI//yIeeugh7r7jdmbn5hkaHCRNs2KMHwb5dVJ+vNprTkY5R0oIQRiGRFHE6MgIaZbxwAM/wJOusC9ZT7XW9Lo9hIB2p41SGYmug+mQdy4UIl83+7vIrsofyoLVcuSV28BJXQiRlvgQpddD/z7PScVKgfW4RnGtnay8WqFY6j8GSuRVXxklTlFGwdhQwNnbh9Yc+9a7jzEz17GvX0UZVSivjFNemdWVV6cqo062D5YVWqfO59EVWIbTKb1WQxiF/MWH//S0u/2nL3/j9ONWqFChQoUKFSpUWBMVgfUYIooCrn3Z1bzymqdRi2yXrzRLiWo1NqwbJFO6FH9kCvWT1pDEGTEpxnQKW5Yx2n4RTt7XLLdrafKQ8EatxuWXnM/kxBhZllDYggyAwA8Cm5OEfZyjVq8VLhG7RWCkxI9qhFFEo9Fg06aN/NzTn86rX/1qBgaajmSQhfKm2F3xt74gS1Puuesu2u0OE+vWM7R1O912mxNHjzI8OsLg8AgbN21hYmKCWr2O5yxgUlryKj/WJO6RJrYzYK/XJYpqtNvL1BtNjFF0Oi1GRscZGBzkyIG9HDmUcu6FF7B+3SSbtmzi6OHDJKlCSkmqVFHQeZ7H+NgY9XqdTrdLHMdol4uVk1hgyJRCin7ytQCCwOeZz3oWL7/25aRpQisICPyA2NkxjYHjx4/yhCecB4H1DxaB1+7cGRfQ/cgjB3nfBz5OL7H5Wmma0RWxy47KXG6ywZNWDTZQrxH3eq4xgObAgQPsOHM7s9PzjI5NIn17nn3fLzowGpNhjCSJMz764Y8yOTnBM57xLDyv/7EghKBRr7N79xXMz83Sai1z6623UQ89OvfvZXR0lLDWLOyKpqQQ9DyJUtoFs/fJlrIqKVN2baNAgvCoNwYZGx/nhs99HpUprrn2GsYnJpzyDRuenC94qYYURUlpnPrQ/UjBQKNGox6RZopeHBMnXYSw58vzJLWatXTGcczgYIMrrtjFBRdcwMGD+zl67AhpEq9Yj/z+LP8+HfLcqX7IeWnbo1gS88dKZagsQQaena0jjIz7HGi3WwgEreU2YRAwt5SPrd3a9APqC6WVdM0Eiu05EYgjD7wSJ2VASHK7qyWxKJRcBcmVS7qWH37Udanws4PR2alKJXKlknZkc/48ruOeI5VwpP0pyihLDj3hrLXJK4CvfHt/f7yTugMWyis33nk7Jwl9UVJW4RRQqymjSkHzlJVimsXFNvsPniiUWCJXlp0WK7sy5plb/XmvxFVX7+LP/9cfcvnla3cZ7PViPn/DVx9l3AoVKlSoUKFChQproSKwHkNMjA3x9KvOpdmogUlBCFSWMTY6xvOf8lSQ1iK1kvcRpQeOqDL9PCwMaPcttdG5QdC40G6bXdVpLwOWSMgzq3DFQF68F4WrG29keBhtXN6TkAhP4kU1/FqNZrPJBRdeyDUvv4bdVz6Zeq2OdHZHIVxTqhIhkxM1YJifm6HeGET6EQsLiwR+m9HxCZqeh1aKsfEJRsfG8JzdrfxTwBh6vW5h50sS2xlQSsHI6BjtpWWiWp31mzZz9NB+hPRYt2E9i7NzbN66iTPOPJOpY8dQSpMpjUSgXbe64eEhhoYGSZOEOLah7Vor28FPqWKttNYoYYsYz6m2du3axZve/GY2bd7MzPQUQeBTr9edgsu+Z3FhiTRNqNebxTnN1zxfo9nZOf7uk59i396DGGxuWqYNWZwihGCx1cMISZzZc9gMQ37hOVdw2x33smP7FkZGh7n/gUfodroc2LePjZPjzCzM0RwYstZJ3y8IO+3mtLjU4n/+2buo1epcddXV/UwjZyccH59g95VPZnFxgfn5OU4cO8bcUgujFXGvS63eAKxqq3+m+mHuJr8+3drZEHyJ57kcMjy2bzmTJ+66AKMU09MzfPlLXyJNerzmda9lZGzc5rRpa39dWT2awnZbXCZFRJNdX2kEYWAVikprEheaniQZsUydMitwx6bwfUG9XkMImy9l9yX4YQir/FzmpFX/3K4kvlazIa21/067jb1npeOJ+goorRXtdhtjDMutFs1mgwMtp1BxJGtxNotcNErKKyzxbG/1Yr+nHKAxJWWWOFWJlb++NwWq/UOtU4WfDYRao1tf/licmklV/i1WVUbZ3xsn66cde//hxVOUXv39l8cz/NMn/jXrJwf+2fP9x8/fxjWv+5OV+19DRZXjfe/5LdqtTp/chf76mKx4f61eY+fOM1i3buJRj+Pd/+ujtJare6NChQoVKlSoUOHHRUVgPYYYHxvknB1bqdcjuu2k6BbnBz5I4UigXOUh+jlWK9QmK6vKQj1RWEKsdy8voKUU9Lotssx9k+4KWuPIkyhqnFQ0W6vfyMhI386EQApBUKsxMDTEVVdfxS++4hWc94TzCEMbpp6/15h+rpPB0Gm3OHLoIBPr1jMyOsbBvXvpxV2CMGKkNob0POI4RkjBunUbGBkZLYKgjdFobddIyn5mlzaGNEnQxrgcFxv4vbS46CyUIRMTG5g+dhSVKSbWbSAIQ44c3I8Uisl1kwwMjdCbnnZraMcbaDYZHR5Ba5uhlGWp7UhoDCrLnBouVypYBZUQ9rzt3LGDf/OOt7Nj5w6kkAwODhFFNaKohue3yOIUYzQDg0NORdZXqeUkH1gV0De//jVuueU7tDpdfE8SJ1lBNNgSylpLjfTwPR+8EOlHjIwMc9a2jfhhjQce2ku313PHnzJ94hhR4OMFkVWOedZyqpRCKgXaMDs3x4c++CHGRsc474ILVly7fhCwffsZXLH7Ck4cP8ZNi4tgZunFPZRJCcLIZbblhykcgdkPPD6ZkNRaozJ7nQ7XJ9i6bjMTg03CwGdksMlDD+/l9ltvQSVdXv3Lv8LExCTaaCSmyIc7WQlVqLvysd0BSad8MsKSbL5XQ0cBaZqRZoo4yYiTFCkgDAM8T5JmNjBfZemqZFMZOQG8Fr+V3+srniuvS66FWuV1Buh0W5bs60uiKBRYWpP0emRa0e50aTQGmDsWu32L/FSUFFZ95aAxNnC/X6SXlVqmr6gyFHauFYosoy2JVQwgYOHO06xUhccDTDJfUiyVlVjuutL9TCpRzowqdfVbmTmVk2CKwWZw2rGnZy15hlnZdVC48cqZW49GMv3Q880JK3e8BVl2Gux+0vk/kbFzHDlynD/5r+/9ie6zQoUKFSpUqFDh/2+oCKzHELV6xPDwIElqbWGWGNHMzs3zyb/7R1uU54SVK9LLdqgigJ1CA1Hitkrldc5/CcH2LZvZumkCT64MwJZSYrQhCqOSpUs464hhYt1kUY0LaffVbDR51Wtew4te/CLWr1+P73kriuFyMLyQknvuuo3rP/oxHnzwYc44Yzv/4T//EQvzCywtLGCMIQwjmoODDA6NEEUR9UYTz/PQ2pIbWQa+bxUmWju1DoCz1AGFKipXyszPz7F1+1m0lhbotFts3n4mSqVMHT0CRqAzw8T4CJu3bmZ+bhYhBXGSEYUhE+NjeJ60tkGVkWWp60qnUUqXMor66x34Hlu2buYP/tMf8sTLLnO5WlCr1RkYGChItW63S7PZ4NxzzyEIXc5UkcviiAljOLB/H5/++79nZmaWNMsQQtCJE3ttSA/PsyqiILAdID3PQwE3fusufClo9w4RBJacane6ACSJJeO67SW6ccboxDo8PygILKUUOrVqtoceepi/vP56fuM3/x82bdpSuqQE9VqD8y+4iOPHjzM1Pc309CxaGZI0JktTgjB0jjJRZIlJJcl0ZovVFdqsvh0v9Gv4SDrLM9x31zyegI2b1rNz20aW2i0+8+l/5MiJGd75++9kcGjEJkAZXaj++u41w2oqKVEiWKy7VSKktTVGUUAYBiiliZOETqdDp9PBGE2vG2PAdpnUGkr3j70MVy+uyxbJ/HhOZxXMtSCi9HzxPuy90Ol0HIlrV6//fk2apcSuS2avGxONjNLuZO4zoL/edr+lMyoobH/CXbfFcRcSLSgWuH/wTqqVK7Fy/tXNYv6OVdelwuMHonNgdeVVTmqdpLACViijrALrpG6ARZbV6UmngvzC2HFKXQxPVWL9ZJCm2Qql2E96/4+G5eUWL3nhGyr1VYUKFSpUqFChwj8TFYH1GCL0fcIoQpk8LNypbpKEE1PzeNJDek6FJWWhfCoeF8WlU1JJ163QKa1yYsWzYUFW6WMMUnoonRbqDik8q68wmiAMVxBbwpNopVi3fr0t2t37vXqDd/z6O/j55z6PIMi7JcIpijBhFV8f/cB7+dhf/jXzy22kEExNTXHTV7/Cpo1bOfeCQZIso9ftEfe6zM/NUq/Vmdy02RbzRqGULaCzzJb3QkgX4q6tAiuOSZMUBHie58YGrRQzU8eZ3LCJM889j9biPDNTU/hBwLazdhCGAXfcfguTk5OMjY2yuLhImmnGxkZQWtGNY3rdHkmaB7e7ebn1lY4oM8YgpeDMM7bye//xP3LF7ivsceTh2ALq9Tph6ON5HlEYcM45ZzM5uR5PysKeYzs/WvVNlmXc8On/l4f3PEKmlLX3SQ9tIAxr1Gp1wjAkCH3b/TEnRgworejEGZ3eEkHoEzUG6XU7+EHI3NwSUgiUyliYn2NiYoQ00bZzXykTK40TDIpvfvNbbD9jO2944xuLDpX5uR0cGOIpT/k5Dh84QGe5xe3fu9PNR6GVRkhLjtrzlndU1GhWKq88KZEStLK2QK0yMpWytNjFE5D2euw4ezutTkpXCW7+5rf427+6nlf8q19hZHQUow1a6JXXbikE/ZQiOlcHiXIAvAfY4lm6xgn1Wh2lM2Znp0nTBKO1tZEag7dGN8Hy2GtlY50u1N2qykT/NsrvK8chZVmGUkl5IuS0tTGGOE5I04ReNyZLE2IV2e6NJcJ1RURVwXrnXQlliUAT7n2aftfCXHlVUoCZlYSetRNKiGcR3cNrrlOFxwdM5wArs69KGViuc58osqjoK6+KTKi1M7DanWTtgYF1Ew3y7oC49+XZWhSfi+75nxDa7Z4bZ+V8HgucODHNq37xrdx9132PyXgVKlSoUKFChQr/X0ZFYD0GyJUnnifo9WKU6yKXW+POPXsHL73mssIWlVuJxEkFc1lJUtBGzgpYKKFy4YSzTCVJj7m5GeJe2t+nU2bYrmyBsxFZUkwKiUaxceNGhOchtWZ8YpLXv/GNPO3pz7AdAZ1lULtOcsIRaXHc457v38m7/sefcevtd2KMoFGvobOMRuSxb+9e4laXdqtDEAQ0B5oMjowyOTlJe3nZkhJKoQDjKUcS2YJGSg+lPEtgqYxut0uSpgSBPX7PZWghBK3lZUbHU+anT7C8tMTQyChjE5MsL85z5MAUKslYNznG8OgoiwsLSAFJnCCFoNfr0o1jtNIriAZhIA/GF0YzOjzIhvXrefNbf40rrtjtbIErVXADg0P4QYjWGVu3bmH9ho2EYWgJHM++SPRPIvf84G5u+upX6bS7SCmQfoBAEEV1Go0mjWYD3/ddoL0lJ7IsI0kSdKoRUqAU9OLUKsGkz+jEOAvLHQySdqdHEPgszi9w6OgJLr74YnqZLkgsrTRZpknSlE//w2c49wlP4JnPeBbS88ivOCklE5MTPOvnn8fszAwHDx/h2NFj9Lpd6g3Pdld016rRxk1NoFU/+6qs0MqUa0nvQbcbE3iQpQqVpTy0Zz9Z2GB8fJL5+Xk++lefYqmn+NW3voWBgUHyLLjVeKWyAiq/C8txTcJSRhj6DQykFEgMnpEMDgy6s6lRWUqWpnhRZPe0isKkTF4JIdDGFArGFa8rEVPaWNte3l9xxX4d22QM9HodjFZYEVhZzWXft7y0hDGGTreLAZZ6HgJVqDTz3fU1m/39FxlYxeeG2yxx2931ebISa8XjEjs2/91TT0aFxx2ETjCdI4j6hpXKq5wcdcqoXHHVt9+53yWFVp/Esr+PnFg+7djbNw+7cfRJ4/SVUSuUUj8BnJhaWKEg4ye8/7Xwuc/eyFve/LucOD592tedbBsuo99k5cdHoV7+McavUKFChQoVKlR4PKEisB5D2I5/HpBhxVEKENYOVhSXrs+XMa7A7VfnxrIouX4kf9b9T694nBfuaZLaZ0vFtZQe2hh833cd5wzCSJfnZN83Oj7O4OAQtVrEta96FVdd9XMEQa7WciojcGSAYGb6OJ/7x0/z8b/6OAePHENKj3oUEPdiPClQmabXSxgaHkX6IRiDMrC8tMzy4hJo+81/lmUYbRDKqXQ84b7tF3ieJeCyLCNNEzzpYQyoTJGmGVEUgrCE2vFjR9i6/QzG121Abr5c/wAAIABJREFUCjh6aD9JkuIHIRu3bEMfPcDQ0BBC+ggUS0vLtNvtvmpN9AmGfN2MUoyMDLGwuMz27dt4/RvfxPNf8AtICUqldk2EtyLD69CB/Xzxc5/nZdf+ImFYKzgN7cbI0e12+cTHr6fT7ZBmmSUXg5Co3mRkZIRGo7GCuMqtf1JKIqeiy3+yNLNdE7VCZSA9j1oYEsc9fD9gfmGZJE7wSGkttxgcGsb3PLTvAT5ZmjEzM8/HPvoxzjjjDHbuPLt/bQmBJz12nn02V159NcenpmgtLdNqt/GC1IbvO/JDaUtOaW36igtsHpXnWRVamqXozLaoT9MUaUC6Lpq9VIFvSZyhoSHiOOCfvnwjmzZt4pprryWKIgobW0l1VVZi9ZGHmUtsl05yVpJC/CRAmJyQFSRpYklCla0I8O/fkH1yujyuWYu8OkmF1b+D+/dz+fl8a7fbReu8a5pYsQ1gcWERYwztdofA95lp231aOq4cQO1I2OJcSqu4kjkRmCuvPPt8fjxCumLfc6QV5JltVoklHZkBzFf5V/9i0DmIqU3SV2Dpvvqq6DpoiaZTlFYrFFgrM7Ae2jt/2mGfc/WZ/NH/+qolqgoyKb+/yl3+fnIKqX37j1LO1sq7Ef40MDU1w5e/9A3e/a6PcNed9/5Q7+n14jW3jY4O/7OPaXR0ZM1tSqni74QKFSpUqFChQoXHOyoC6zFE4EuCICDLUnIayAt85haWuO2Ou0uqq9xuZd+X28RMyYbVJ65c1z/T70AoXJkahREb1k9Qr4eFTayfqyUceQUFaQbOmqYJAp8LLjifXbt3s/vKK6nVoiJzCHDHapVYex66l4995CN8+Z++Qq8XUw98Ot0uXuRhtCaIakRRyNz8PEPDwzZYXAh8z7PqHmNoLS6gtVUU5dYw5UmkknhersKyZEiWpmitCMIApSzhlat7fM8DAWkcs7gwTy2qo7WiOTDEaFQrsl2mp48yNjaK5wekqgMYdGbQJrVrI62VUrqMJV9ItLZF+o6dZ/Grb3sbz3z2cwgC3x2bJdO0tt2psizjG1+9kS985h+44857eNoznlmsndYaz2gQHnkI/6233MxDDzxIHCdkWuN7AePjE4yOjdNsDhSkmFKKzGVj5d/Mp2lqg8n9/u1sbW8apTUqzZzazwdpFXaNRp3jx6dYanVp1EMQQaFmM458uu++B/jgX3yQP/yjP6LZaLorRWCEwfc9Ltv1JA4ePMCJ4ye4/74HSOKYIAjwfbsWRoNWpjg/RpvCEgvYx0YT+gapO5CmSCOo+xBJDx3U6QprMzRoq15Tis98+jNs3rKFpz396a7G7hNX/WtzjY6Bon+fQNmQp60qK1e2qZQkiZ3lURHHPer1fne1tVRYa6HfjbD0XOkeBlOQx/3t1hra63Wccu3UMQSwtLiE1pYEDYOI+TlVIp8Kiq+0Rlb3ZQnX3JYs+o8LoVWuWltFabWaEiueht7RNdegwuMMnf2Iscv7yiv3/yuiUEaVlVecosBaq4vhzHyHPQcW2Ll9ddJk96WbmRxvMDOzfIrSS5w03mvfdj1R4PVVUwUJlSuo7L+f9dTz+c1fe8GaU73z7j0nKclYlWQu48/f9XGOHjlB0dggn6dO7Ro5GGNYWmoxPT3H/n0Hue++h1fe6D8EFuYX19y2afP6H21nq2DjpnVrbps/zdgVKlSoUKFChQqPN1QE1mMI37ch3DavKu9AGKC1odNaxvNtXlJOFOWvk0IgPJuJldv1hHDFqJDI/PlChWNtB2EQEgQ+SqWFAiYPZDdOgdXXZlhI6aGVJk27vPTlL2frtu1EUYQnvWLfhVpEa771ja/wnvdcx/0PPIQnPVSWonRGlqZkyipklMoIfY9jR48T9zqcOHYUz/eJohpBFBFGEcYpq7I0LdkhDZ70nD0wQ2tFGGp6cYxS2lq+pLWsWbuhC7l26qflxUWidXXGJiZJkoRup0Xc6xB3e2SZYXhkhHq9xsLCgiWNfB+jLWmglMaorE/GGInnSy6+9BLe+vZ3sGvXriJ7K0dOEmqt+ObXv8oHrruOZi3C6AyVxjZLzLM/efi4QdPtdrjxS18gy2wnvCCqsXnrNtatW8fg4CBCerbrotb22/I0LX5ywqmswPJKlhOV2SwtpTQZBqkEvh9Q8ySLrR7CaGanpwhqTUZGxzBYdVwmMjJl+OpXbmLHjr/kV9/6Vqde6p//kZERdj/5KRw+dJipqSmmpmbJshTft/PTaEuiKWXthAJ8KR2pYkArhgOBLwQhMSJN8IRktBawfazObBCytwegHQEniGo1Op0u//v6/82OnTvZsnlLQeja66aUy3QKiWVWKKbyZ/LrJ1c4GUx/fd09sbA4i/QEUVgrKRFPJZROebziiNy1WRBFzs5bJrIcT5QHuKdJSpYljmQ4yVbszn1reckRXTFS1mh3Fat3H3TKtCJ/r9+t1FAiu3JyQgROcJUrtHLSQJaUV26Whiq8/V8aOgedEqlPBgnTV2HlSiV7/axURq3sQmhK2+37bvzWfnZuv3TVYaUU/OYbr+Sdf/Il8q6DRbZWeTxj+Pq3HjpJ6dUfz4bn2fFe9bLda06z1epy1917oDhO+qTdafCJT9zAXXc/6MYpdWVUnR9llX8oHDiwdm7cxRefx8Bg858VAP+Uq550mrGP/Nj7rVChQoUKFSpUeKxREViPIcLQtxY3KJEtmq1bt7Bu/WZHWOWkSJ8sKkgjYb+w7lfEjrQ4eSCBI8FgYXGO5eXF4m/1/PUC8P1gRYBQXuRqbVU+Z561A9/3LXFxkjpEqYwb/vEfeO/73s/RYzYkvbO0RJZlBL4No88tZFmm6CUpUw/vYXLjJhQ+tXodKUBlmQ1k73VJ09jaLBE2X8sJO6QQJK6TXxj2SOIOWZba0HAhbHaXWwulra1OSEmapvS6HY4f7Voi0POIanWaA8MMT0zQUxmNRgPPk6TKhXkLgRHChos7RkFKa/P8hRe+gH/z9l9n586zEXJlR8LcMiiE4N7v38n1H/kIe/cdYMcZ222Hu16M0RovDEtEi13ve77/fQ4dPIBWNrdo27YzOOeccxkYGCBzhVPie5ZUSZIVBGhZNRUEgQ1rFwKtC/meXUvt/q0NSW53lBLfD1hcbjMqPTrtJWr1IbTn4/u2M1+SJvz1xz/BZZdfzhVXPBlc8Qo2d+zMs87iiit2c+jAQWZmbytIvPx1RiuU0SBwJJZw1kyDxBAJgyeh7sFgINkyFPLsi9az/dytfO6BmIf3txzJpMkyUxBZx44f50//25/yZ3/+Z0QuVwxyJdxJVr0i/GptFISUe12v17O2QbeuWim63S4L8wvU6jWajQGiqIbnlcL010CxJRcxIfrEz5qvt6RRmiYola3ChFkbatzr0XMNDeJejPEaaCMsCdUf0mXi9RVWlovs25bLDSIwOJKrbzjsr6ELcl9NibVw12nXuMLjDJ2DrFBerZKBVe4ymCuXTKHAWruL4Sc+ex9vee3qBBbA216/m/defzNHTyyALu+/P57BjaNXV3rlDQbWTQ5y7YufvOZYn/vid1HOor5iPiUV1Wqw5K0jzYSb908pN+veex5ac5vnebzoxc/hE3/z6R9r32efcybnnbdzze3fv7sKl69QoUKFChUq/MtBRWA9hggDv/jDX7ogdCk9wjAkDAOkkC49Oa9V8+LQlZGFi2dl3g/kBbT7N7jfuVXIEUG5ZdApqSw5JUqvFmhjSZThkREknrVVyX6wvDGGJOnx+c9+mnf9z3exsNhipBnR67TwPUEc2w5VSInKMmers6qkEydOsLy8xLGD+1Cuw6HnSYIgwq9FdDtdgiDKS2SMy04yxmAckaOUYnF+jsAP0Tp2hIC1vFllgLNZaoOQNjtr45ZtNAcGMK7gT3pd5mZn8BDU6pHt/CgFnhAYKWwOkhAIKQnDgGazyWte91p+9dfeyvj4eEnxU+7YZs/lD+66g4+8/wM88vAjSOmxuLxEkmUsLC7Q6/UIo6gIMLfzybjrjtuJu13iJGF8Yj2XXH459XqdLE2RxnY99DwPrQ3Ky1ZYCH3fhtsDZFkKnlWMSZkR+D4ujorMZH2rqbEFqkkVKjN4QUAvTTn2yD62bt3KwNAIymgylaETzeLSIh/50IfZefZOxkYnHHlmFW8DzQEuvPhiHtn7MAcOHeHoseNFXpQ2NsdNKVU0LsgvY5UpGmjW1SUTDZ9m5DNYj3jZldu5+pdfzv7FTXQe+hRCdNA6w+3SWSgtefbggw/y0Q9/hLf82lsBRzq6e6qMskKN/GovEbonwxhLYOUvCsIAIQWNeoMoimi325yYPk4Yhgw0B2nUG4Ud1+RWXvd7hS2wdO/2LYX9Y3GcUkE6ISBN4qI5QXHPF/ewoNftYoyxJJbKSLRn74H80yDnmtynwQpWSwr6WVc5J2VKv/vqvn5XQt0nwYo3SuhNQ+/YKWtZ4fELoTqY1l5obnfETF99VVZU9ZVPfWXUSkVUuZuhvVFvvv0wP3hwmovOnVx17EY94BPvexXPfMUHUbrcxbA0nik/Xx6nTJIr/vQ/vIZ6PVxznv/nb79ayuzqK70eHf1sMKNzRVr/c+wniW/ffPtpt//b3/5VPvmJz7jj+NHwW7/zllU/537YsStUqFChQoUKFR5PqAisnzLKlqVaFDr1hX0uyxRhFFrVjzYoYcjDbLXRjryhIB10bjVyz+n8j3g7EMZYy5bRoLXC832kyBUz7kWiby/zvdLpN3bMdqdFvd5Auo6E+bb8r/Z2u8XnP/tprrvufcwvLBFK0GmP4aEBxketPa7bS5hfaoGAOM6sEqqXkinDkQN7iOo1ssxYJUtzgFq9Tqe1TK/dotlsop26QynbiVBrjcoykjim123TWlokimoAJKnrrugKdCEFaZrh+T5CeMRJzImjR2zB45RAGEOS2Fbv9SjCk7YPnDbGqQHAEwI/8Lnwogt45atfw8te/nIaDZuBVCYQ899aa+6+4w6ue9ef88ieR0jSjFotpNXuYYxhealFkiSFfTBnEY4eOcrhgwcwRqO04JKLLmFkZNRmWGlN0utZMs5RjWFgCzXtLJTWRmgzr6SUxHGMkBrP9yFTKKHwPQnGjqtQGK1snYpBK2vt62lFvdGgF3eppXU86VGr1ZACur2Y7//gHv7h7/+e1/2rXyKq1QGr1BNCsmnzZi699DKOHDzEl2+0WWa5QkwpR2i6S89mYdlsrpGaYNNQRDP0WFYCUrjl4Xmm3v1J9ixLHjph75HiEs3VVMZlpWnDjTd+hfMvuICnPu2pCCn79lOHfuHWv+9WLwFL27Wm0+ngbjOiMMDzfJvvZXzCIEQpRbfXpdVaptvrEIU1oqhmSWEhre23dNwrjwVHSOUqv1LgvMlJLXv9x0mM0orVAq2FEMzMzGC0VfihoZN6ZNrmeVnlVX77umQ86z0uVGDCO1l5RUGiQa4w7F9/K1iwQoFlYObmVVe1wuMcM99ENLZSVmLhlE+nKqP0SmXUGhlYOfn5x+/9Jp+87po1h37Kru189H9cy5v+7SfJslWUXqcosE4d79ff/Fxe98qnrjnGgw8f5gtfvnUVJZkp7ve1sXI+llT76YS/33HHDzhy5DibN29Ydfsll5zP7/3+2/kvf/TuH2m/z/75n+MNv/LKNbdrrbnhc1/5kfZZoUKFChUqVKjws0RFYP2UkefLAERRUJShUnokSiGlT5KmtNptq3DAuGgPjdbKqZesgikP19aOgFCWqbLUjenn+9isLEktCmnUo0IN0j8mMMJ2pysjSWLSNCUMI1cAixWFcxz3+Lu//T986EMfZX5hEYxiammJM7dswHfZTlEYMNBssGXjOhSGNFF0ej2SJGFjNs7NN93Eq17/JubnFtFK0V5aYnb6BLVag4EB31nkpJ2rI3FUpsiylDjukcYxmVI2K8zz8LSz/nkSrVyQu+8jPYmUHlmaEQ5HNJpNytRFlqW04q7tbGgoSCwQeFIwPjHKM5/1LF73+tdx0UUXF13zbB5Wn3CQUpAkKV//ylf48F+8n4MHDiGlJFOKhldjfnmJIPBYWl4uSLNc5SIQHNy/j7mZWQDG1q1n/cZNNgsss8SfJyUalzskAtIkxZM+njRF1pm1OdrjU8pmvOQqGaN9261RJOg0da4ZYYkKA34g0U5VEwY1mo0GWqVENavO62qFUindTpsvffFLXHjhRVyx+8l2jmmC9GxHwQsvupiHH3qQfQcO8/CefXaepXD9XCWYR8kIAa1EccfxFsYIpCdYP1RH+yF7FjRzcoCe9m0HQ53bM8FJ7kBDmmRMT8/z2X/8HDt37mTT5k3OYig5VXFwcvoVxbnIj8da6ex7O512oWoMwqgIyM/36/s+QwODKK2Jk4Qss6HvQgiiWp0wCPC9oLDuuUNYMW6JfnZksXHTs++xeWexI177CrJc4SWEYHZ2Fm1gebmFEIJu7Lo+lu7egrwqRu83bTCFKqxPzPaVV/1rfaVCq6/IshLLGOZuXWV1KzzeIea+C5tfBjKk6DZoVnYVPFkBdbIyaoVSKc/O0oq/+/wD3Pz6Q1y1a+ua47/2msvYummYV73lL5meWWJlBlY586o8jh3j93/rZfzhv/vF087vj/7bX4NZmZ1Vzuo6PZziy823Hxr/U4CB6z/2t/z+H7xjzZf8wX/8DaanZ/ngB/76h9rllU+5nL/5xHtPq7763GdvZHpq9kc+3AoVKlSoUKFChZ8VKgLrMURUCwpbleeKQel5+L6P53t40i+sTjLvFihl8e9cEVXkXhVKCVGEY+VFKcKglWJ+Yb54T1EcG9vxLC/0TYn8SlMbGG3yb6pdQZ9lCZ/++0/xFx/8MK3lNqEnWFrqEicZQgrCwCcMQ/dahRAJ0vMZGxnkjKENaK3ZMDnG9+56kOnpKZbnF+l1u0S1BuPrNiAFxJ0OSdzDD2y3Oa00mVKoLCVNE9IktgSNkJa8kh5aqj4JISWe7KtMtDakWUq326ZfXNl11EaTZVkRLh4GPkYbwtDjwosv5CUvfSnPe/7zmVy3rijcjdZolaJVhucHeH5Ip93lxi9/kfe95zqOHTuK0RCEobX5eZJavQ5Gs7TcIssyCpIE6CU9jh87SrfTRmt4woUX2vVTCu2yvCgIFnemQxtar7Vy+UsQBD6+79kQ+Dgp5o/pd5GzpKcuOvqV7W2+5zE4UC/Ovycj0qSHymwRGYU+tSjkyKFDfP1rX+Xc857AyMiIvXaUwggYGh5i15OuYM+ePUxNz7CwsFSEzmdKIzFYZ5+1rwpt6CldiCAi36OrJbOxAWWI655T4IFSGoQNMc+7Gdo1sATu97//A7797W/z4pe82HYqXIXEKoeYnwyttSUwXW6cNpput1tsD/xgRYfHAu4eqkU1TBiQpoo0i+n1unQ6bcIgLFRZlkSkIJPze+7k4lLnij5jyFRGmiQrjnnFnLRmeblFmqbMLywhZECcuYyxsssv/y3KuXrCZsjn10k586ogaHPbYfnxyu0gYObblsSq8C8Ts7fC5NV9ZRLGKbBOyqT6EZRROQn6lnd+lts++2Zq0dp/ajz1yTt48Fu/z59/4Ebe/eGvsNzqlZRenJKBddXus/nv/+k1XHHZ2rlOAN+65R4+9fdfs/M5SXn1QymwDCsVZzr7kZf2R8G73/VR3vEbb2RwcGDV7VJK3vv+P+aqq5/EH/zen3Fg/+rB7/VGjd/8t2/md9/5b6jVotOO+cf/+T3/7OOuUKFChQoVKlR4LFERWI8h6vXI5fPYIiHvQlir1WnU625bTkkV7FQ/KDm3G+U7NC7ZRuRWJI0xuYXKoI0r8k8qkvskWVmTIQiCEKNNkblkw9vtPr54w2d573XvZWFxibHhJiZN6AWS0cEGw4NNhDHW/udarwsMSZIyv7BIHPcYaDZIU8Wh41N87Wtf59nPfCZajxHVaiwvLhB3u9QaDUCgssx2z9OaTNlucFmWOmLHFh2e5+H5TqFj7GuFMQhpA+S1K3pqUY3R8UkazSZZmtDtdGzeVNwDYGRsnOGhIZZbLSbXTfKSl72M5z7/uezceTb1er1/PoTNq8pUajtSZYbFhXk++X8+yRdvuIFH9uyj3qiRKUUzChkfH6febDI64XHi6BGWlpYKMkIITaY0SwsLnDh2BK0VteYgg0PDJEmCwOB7Eu2IM8/Lz2mAEJIkTYl7PbRTKCWuQ2G326NerxXPZU5h1+t1CU2EKVxyuRrK2hAb9ZCBurULKiGp1+p4QUAUBmAMrVYLrawV8cH77mFudoaRkRGk56OzzBWWgnOecB4XXnghhw8dodXq2ONSCs8DlRmk6+SolXI2QhioBQjPwwhJD49j7YzmYAPPXbtaK2uhE6A1rqOisnZIo8Eo5hcWueFzX+BJT9rFtu3bnUojVxTpwlZYVs6VbX1SShD5vSdI04Q4jjEGl9HmE/hB+Q5acS/Zgt8jDD3C0CdTlhxNkoRubx7P82jUG4RhVGRl5fyPye2Wpm/zNdi5W0Xk2sRQlqUkcUKv12N5aQk/GkFpiUD1FVPkCqzc/WfJbvvYKh2FzLsR0lduGY0QXv/5/HGJCCxy3Ge+teYxVvgXgNmbYeIp5AqnvsJq7e6AK5VRJ2dg9TOj7n94irf/hxv40J++5LSHMDgQ8Ye//QL+/dufy9e//SA3fuM+Dh+Z48TUAmHoMTHWZNelZ/Dzz7iY88/d/KhTWl7u8Ctv+bNS9lU5A6uf1XV6uPkZXZBoP00szC9y3Xuu552/9+unfd2rX/NSXvHKF/Gd79zJN79xKyeOTxPHMevWTXDpEy/gWc++ek0SrIwbPvcV7vjeD35Sh1+hQoUKFSpUqPCYoCKwHkPUa5FTPAiQgizt4Qc+Qubt6ClqY5PbiUpZOjjbWZ6hZDuN2eJXZ4pUOetZkpIkKZ6X5xSJlVYmpwIityzmzwpBGEYkaUIURS4rB+6847t84m/+inany+Z144S+QCvbma3Xizl85BjjY6OIxSXO3LaJVjdmdGiAJLVE2HK7TaYFn7vx20zNLXHv/Q/yile9mpnjJzhyYD9KKSY3bGJoeIilhXkGh0cKhVTmFE95B7si1N3guuj5ltjQushdytVmfmBtjSeOHqFerxGGEc2BAUZGRwnCgB0SNm7ZxuatmxkeHuQFL3oZO3futNlScbfobAfYbnpaOUZAMDc7wwff9wE+/ekbAEiylOFwiJHRAUbHxuxxOSIAKYo8r9yOBYalxUVOHD+OQDA8OkGn00YbbfPHpMDzrKoqCEMwxlojpSRSIQPNJsYY4jimF/dIkpQwCEmzGsqdlziOSeLEhqoLG1Tvex5J7JGkPYQnGRpssmHjOnbuOIuBkTEm121kaGjYhsYbQ6/bY2l5kYX5BXqdFhOT49QbzSKoHelUWFrh+x5PfcYzeeD++zl+fIp2uw0Il4FlCdXAEUiRNESBjxaS1PKBtJUiqvk0wjqZys+zJUSzzCngtHGKLGvfNEIijOLe++7ly1/6J375V36ZIPBLZFU/ND23ppav9xXd99x/e92OC8qXtrNj3q1xaYnpmRmGhwYZaDaJIktIlwkdkPieIPB9otBmZXV6Xebn5wjCkFrNXoe+HzilXHGF9e9NRzBmaVrcv8WrSsffarUJo5B6rQ7GEGc+qc67DZYVWKb/uZN/drh1seQVJ61Dv1thPnSh1Cq/zhjEwp2QLZ38UVfhXxLiaWjvg8Y28u585QysfoB7OQPrVGVUWYmF6GdZXf+3t7Nj+wj/7tee9qiHEkU+z33GBTz3GRf82NNRSvO6N/4J+/Yds/M4ubthKdPrtCjma0pfEv108V//y3U87/lP57LLLjrt6zzP46qrdnHVVbt+rHGmpmZ421vf+WO9t0KFChUqVKhQ4WeJisD6KaNMEEVRiNHaWomAJM1sIakNSiuUtkW7UtrZh6z6KI5jYpdPFccJcZKgsow0U2ilyLS1fEhnrQs8nzCKWL9ugmYj6heteYYQhnLQdH48GGg0m8zMnKDZHMAXcOjQPm762o34XsDZZ9kCJ0sT0jRjRAj27D2EJwVhq4PWhof3HiQMQ0YH6yy3Wuy65HwGB+rsO3iUb93WQ3ge7XaX791+G5s3bCRJUzZs3srw0CCHD+ynOTCEdORJpuw8lVJFlpLN9/IQUuWlvlPK+FjVmf6/7L15lGTZXd/5ufetseeeWXv1vreqWxJSt6RehLW0aAnQAhIYe8AYHzCe8cwxHHvGc87MHNuY4wEb8DAMYxAIIWQJCWmQQAvIEhJqrb1WV3fXXllL7hmZGdvb7r3zx30vIrKqWq1jS40k3rdPd1ZkVLx48eK96Lzf/H4/v2HipFKp0WpN0pqapt/r0N3eYm1lBXXpItV6lXvvv59X3/cgvX6PWq1uE2nCHh/X9UiSAVoppOOSZQlGWS7V0tIS/8f/+r/xxJNH8XyfyYkJpmdnqFRrICUCgcoUytiqnu/7eJ47rGMWBlyv22F7awuEJNPQbm+CsI8VUubppTxNJiSu4yBkMX3Qxc05YEHg02w08HyPbqebp3dSur0ug36faFAZnj/GWEZYo9Hgphtv4IabbuK6669nanICoW11cenSJbIkodmaIMsS6s3bqVSr9PsDJqcmmZxoYTC2wpmvAbVWaJUxOdHiZS9/ORfOn2d5ZZV+Xl0EECI3n7TCEdBXkGaaDDtN0ZUOnh/iOA5pnuwyRg+riCZPLIGF2Pt+QJwkkNcM/+iP3s+Dr32Q666/DtBobRd6cFniSgiK6ZxF7Zaxa6DX6w/bRa7r4roenufRcK2ZNRhErG+2Mdrgug6e7+F7HoEf4Hne0OSRUiKlpOV51Gs1oihiMBgQRRFBEBL6QT5sQObpOHvuKWWv6ziOhuYBY/XHYvtaKV7+8rv4g9/7I3zfpaMckqRIyrDbxDLkNcGxRNbV2FbF/QaG4GrhDJNsVyS7Vj87lkcr9d0qs/ElRHX/ZYmlb8ze0OsWAAAgAElEQVTA2s2+2j0dEK1yk9Mmsv7lL38CIQy/+LMPfFtfR5YpfvrnfoWPf+IRu99X1BzHGVgv5EgVCSyTT2n89iuOYt7x1n/EV77+caanJ78tz5FlGe98x89y8cLyt2X7pUqVKlWqVKlS306VBtaLqEro2wSR1uC4KKVxPZdur4tB5lPUiuSDrfSFQUirNYGUEseRw0VxkR6xIQ6Z/yhuhitWgSBOYtbXV5BCovLk1pAD5VjmTx4GshLg+wEgSJOYQdrjmaef5MChw2xubnH+7Fm0sWwmKRKkEDQaddpbO5w6v8L0RINqGDA91eKJZ06xMDfD40eP02rWeezYSQZxghAOW+1tTp48xd133U21WifLMk6dOE6t3qDWbLB88TzTcwvDlEgBvLa7av+RQuYMKLvwVpkCAS4OQoDr+dQbDZIkZuXSear1BtNzCyiVkcQRvu8yOT2NlJJGozmsTRWJHYHA9ytkaYRSGUYrVlaWePRrj/IHv/deNja3mF/Yg+t5NoWDGNYZlVHD1IsrHXzPx/c9XLeoqdmF0ebmBmkSg3Tp9fvDx2dpRpra+l2cpHiutGwrDEmaMj3RZGV9k5mpCfqDmEolREiHyckWYCHinudTq1RpNVtkWYbrebRaLfbt28t1113Htddei+tI1paX2Gq3+erRp1hfXeXgtdfR6WzT2dpm/6FDLJ0/T6oyrr/hRtZWLtGanOSGW26h0WwyOT1DtVrF9QKMY1NP2ijuPHKEo0ePcurMIjudrq19Co1OFEoKAgndTJMZTZTp3CCyLK+JiQZplqG1IsuKKZQFyN0MU0sqU3S7fTJlQf/GGNrtbX79136DX/53v0QYhoybteMyY/+VQ/cq7/RJwU5ne5jm8zwPz7PJN2GgUa/TqI/qOUVNURvzDUfcO9LWCCthhSRNiOOEbpYOzTHL2BpZQUor4rifc3hyI3wsiZUmMdVKgFIZa+sbONIlSxySrKgHXl4fzL8jCqD7lSbWKHk1lrTK3S87LOCy+zvHEfHK877mUt89EluPwfzrEF79iqTS7oTVN2ZgUSSbRMGYGiWd/pdf+jNOn13jP/zvP0QYet9od/6rtL3d4yd++pf5808+kptneZLseV7PC0Lch/v/7Zk8+HxaPHeRhx/6e3zoI/+JvXvnv6Xb7nZ7/OTf/5/4/F995Vu63VKlSpUqVapUqRdLpYH1IqoAhYMFaGdZRiWsMD01TVipDhlYwwVlXlcraj27ow42xWMMiMt/EB+LXYx+05wvY/M0lhyrTxUq8hnNRov2VptLFxZRKuVl3/d9COGwdPEimbL7ZBlGmvmZKdpbOxgM3f6A/iBmvb3D9FST9naPiWYdIwSXVts4rovKLNfoueMniLOU2blZvv7lL+M4Lq3JKXbabaTjksQR/W4X1/esecGYkTWWRBnyoVwxrPx5gc/k1DTRoE+t0UAIQRJFrC5dxPc8qvUGUzMzNJqtseN7+SG0z+F6AUma8fijX+eTn/gUjz36JFGUEoQVm5bLFFpoW/fTNnHlWFq5hZYbg5SCsFK1VcDcBFBas7mxjpQC0HS323S6XaIoQmUp0WAAGDY2trjm0F62tnYIA5/2doeQPZw5eYbm7Tdw7txFapUK7a0drjm0j9X1Ns1Gg+bEBNdefz2333iEw4euYd/+fezZM8/k5CRJHHPq+HN0uz2eefIpPD+gNTnJ1labjbVVJqanaa9vEEcxwpGkg5Rut8fOTpfBIEEbweb6KgevOczNt93B1PQUlUoVIUFowczsHHceOcJzzx6nvbnJTrcHOjdMjCEz9oztJ5nltJkUBNQbVRzXI8vSYeJOa41WI2NIaZvEypSyFbvCkM0N3mNPPcFffPovePjNbx5eH1dKIBiZWkWl055T0O12h2yswA/wg5DC2NwV1YLh96QQsHuo59j2R+erEIIwCAn8gDRLSbOMKIqG1dfA9xHSAuyzNMkX3MOcGAgY9PqsrVxiYrJFFCdstbdxvYDM+CSpGktSFR8hBeOqGALByMQaZ1kVSSwKFhZj5sXY9MGCnbX++au/4FLfnbr0EcyBH7sscTXOwBpjQl02FXA4HTCf1idMbhDl5k/x+P/0vkd45Gun+b//7Y9w78uv+Zbt+uc+/yQ//Y9/hTNnlxiyujAYfZUEGaME2TeWHtUPX2R97atP8oqXPcwHPvRb3HPPS78l2zx58ixv/+F/yNNHj39LtleqVKlSpUqVKvU3odLAehHlujmvKgerp1mGF4ZjCZF8ylexRh5W/oZgrOEdQuRVooJvZSyTJMuUXRinKa4jd3GEdsOn5W5DbIy9Vas1WFtfY2N9hbmFefzA58jdd/NX/+UzdHZ2EI4EV6OyDN/3mJpq0b0Y55wh6McpWsPpxSX27ZklilO0kDiOi3RsImZtdZ2njz7NW9/2VqZPz1Cp1hn0u3S7HfbsP0h7Yw0pbEosjnpI19mVFhsmswxDvhFAWAmpVmukacrU3Bw77TZpklCvN2g099Ht7NDeWOXWl9yG47i7zSthhofCclwky8vLfOB97+ULn/88y8trKD1ioTiOA/ni39FFss6msaQQdv0jbB2xVqvj+cEw5aWyjO32Fo7j4EnobW9w/vwl4iSlEnikmU26JUlCmqR4roPvuTTqVdIsxXUdjNb4nmd5SUoRhgFBGHL7kSO88t5Xcdddd7N//35aE818QiR0dnZ49Etf5sSJ55iYmGZyZoaV5SUqtRqtySk219aoNRoEYUC3s0O1Vme7vU2aZTmDyyFNUjo7Hc6dOotKNWkac+fdd7H/0GEQdirfDTfcyM233MTZs2fo9wcYLLTdABZn5mIopnrZgQbVnK2llD2PsyyzzKvMwvu11pZDRlG71cP33nEcAk8yUQ/5wPv/M/fdfx+NRgOl7HXX7XWpVqp5pfDyE3+0QNVaWWh9bkb6QZCzxVJWVtao16qEldCysYRNJb3QMLORUTz6uwVvzvM8VKZIMlsP7nQ6KGUne2ZZOqw3FldvlqY89dRRdtobvOKel9Fut0mSFC28EcA9/3zYVQeUow8VY8QY+2qExipMqysZWKNplkNofbQM3ZPf+IWX+u5S5zhi+3FM646rJK/Gbl/BwCrMK/tVkDOwdPH98SmAcOy5S9z/w/+ed7zlLv75z7+eO299YSj78+nYs4v8q19+Hx/88OfAFLXFEePKmrJXZ3W9cIPwxasOXk3LS6s8eN87+Im/9zb+53/5T7jmmoP/VdtZW9vgV//P3+Y3/6/fp98bvPADSpUqVapUqVKlvoNVGlgvogw65xBZE0drTRhWELKo8olh/Y/8B29jbOokS1M7fS6Oc0B3RJImpGlKmiq0UVhfzIK6gzBk/94Fu8gYAzEXZpbIWU0FR2pcQgoOHjxMJQyo1qpkWUqt1uSeV9/Hp//s4zhSIjyblBGOw/Rki3a7Q5wmKJMvDPJIh+t5iFTjOu7wdTvSGj9f++rXePjND/N3fuBNfOXzX+Di2iqNiWnSJKbf63HgmmvZXF3F9Vxr5GQp3hB+nS+180W163nUG02khCAIiaOYlQsXmduzhzRJ2FhbxXEcZmbnmJ6d4vB1NwzfFWsN6Hx79rtplvHnH/sY7/6d3+HCxUskcTyqeJJjsIcT7ASu6yGlwAWUNkjXy00wu716vU4tn7JYJLe6nR081yV1bO0xipOhIedIhyRLcRyHJLWJpDRNqQQBne4AP/CI4gTHdUAIpqanuP2ul/E/vO4NHLnrCK1mawgZN1gu2IXFcxx76ihCuggcNtY3mJmfp9mcYGN1hcM33MD2xib9bpdqtcb2Vpt9Bw4hhIXke34IxqCyDK00YaXK9tYWly6cJ44Ttrc2ue0ldyMdyb59+7nx5ht5+uhTrK1tkMQJQliQe3HEQ99jEKcIIZiemiIMw/x1ZqSJZZ+ZvDZZ1ASVsqy44rY93yVGK3w3pNcfsLq1yPFjx3jpK+8BYGNjnYuXLnHo4EEmJiaHphBjZlKhNLWJKGNszdbzPXw/QCvDyto6Z872iZMYYzS+6xFWKzTqNVrNJvV6jUqlguu4u+q6V5MYXZS4rovjuoRBQJZadlmnsw0YzDjAHcOlpRU+9rFPct+9L8XzfC6ev4TrOqSZIEplfmzNGKuqSFKNUp1CjgHcjRj7e8X0wSKZZTBGjpkAcpTYWv7EVZOLpb67ZZb+HFG9BuOEw6TSiBmVJ68MjBhYeZIpZ2CJnBnF8P4iwXUZU0trPviRr/KBP/ky999zPe/84e/jTX/nDvbteWHu02a7wyc+/XXe+/7P8Om//Hq+X2NTEsefb1cCa3ey7AUrhH8DyavLpTLF7/3uB/iD93yId/3YD/LOd/0g9z9wD2EYfMPHZVnGI488yoc++HHe/bv/uTSuSpUqVapUqVLfMyoNrBdRtWp1yLCS0iZoPM+3LCetiHOeT7E4LypxxTrYcRyqtRqtlp0SZ6HeDgXkuWB2mJyhFUUDut3tHKItRvmKnPG0q0Jo8tqcsEtg13HYs/cAAEkSkWUZD/3Aw3zhs5+l37fT5YR0kNLBcz3m56ZYvLCMVhqDQWm7SNnpDAhCW8GyLCQLxva8gOWVNR57/HHe8pa3cOTlL2dtdZV6vUa3s4NAEPghg36PiekZ0ixjamaO5QuLBGEFrZRlB3k+vu/ih1X63R1qjSabG+vMLuxBCLh0/hwzc/Ms7NvH2vISFy+c43UP/wCe5w1X9baaaI97FEU8+fjj/Idf/RUWT59iEGdoo0nTHLKfHywpHfwc2O04DiqfkiilwHNctNa4jkTlyaVGa4KwUgEYGiiDQTQ086QUaGUnFmbKgtaNNlQqAXFi03TKGFxh2On1qVUqRElKs9nklfe8mh9829t4xStegZcbZ0VKAmFTD1vtTZ567DEWz54jrFS59oYbOXX8ObbW15iamaXb2WHlwgX2HdjPpQsXqeTnahAGVKsV0Jog9Id1PiGwxtf6Cq4fUKnU+evPfoFzZ87w4OvfSLVa5aabbuHGG2/i5IkztLMtjFHo/PzTRiOkxPdcwjBkemoSx3Ho9/skSUKWZmSZQjoyT2LZY18A/e0+CMLAZ7JZo9Pt43sumzs9tBY8+/ST3HbnS9BGs7HRptcbsLy8TKPRsgbs81yjg0GfNM0sg851cR0X3/PwA5+7X3LHrgZhpjKSJKHfH9Dr91laWrFpKK3xPIcwDKlUKlTCkCAIhlMkr2Zu2QECDtKXTHoeg0FvdGnmNUWVxfzu776HzfV1JqcmkI7LuXPncR1Jqn36UcEoKvw5Mbo9ZphZPpscmVgUrKz8+8Ia2+Qm1q6EqBDQeQ5Rpq++JyV0jFn6U8T+tz9PcgnGGVjAKHk1TPrmDCw9nrwafTU5m6rY/ue++Bx/9cVnMUZx7aFpbrtpH9cdnmVyokq1EpAkKds7Pc6cW+bYs4scO3aGoWmWJ73GpwwWSa/R81w9SfaXf/kInn+bvW10bsaR1yCt8fadIpUp3vueD/Pe93wY13O5885buP6Gw+zdO0+9XkMIQb8/YHl5jdOnzvHYY0eJBvHf9G6XKlWqVKlSpUp9y1UaWC+iAt9Fyrzuh0AKOfxNqhAOge8MGVUGchCufewVpKai8jc0VcbuGksnFYvfcbOqSA7tZmDl48Lznt5wvYvA8wKMMfj1gNe96Qf48AfeRxJFSMfDcV2k41CthDQbdTqdns0zaWXrV4FvzRlthrVH13XwfQ+VpfzBu9/Ngw8+yPTsLK9/+M0cffIJ1paXqDeb9Lo7wxeqsoxKxXKnDhy+lksXFqlWa8PESDToUW9OEPW7TExOs3rxItPz80zPLdDeWKdab7D3wEFm5mY4fO31eUXKHmelM9bX13jumWf54w98kM9+5jNsbLaZaNXZaHeYn51CYPBdh0zZipZWilgriumArutihCQzBu1aPph2nfw+h8nJidGEurzyGcUxuXOI57gUcPosU7iug9YG17HpM7cS2MmPE01Me4f9B/Zz82138Po3PsQr77mHZqORGw2WuWXytAwIet0uT3zta2gNk9MzbG1ucubkceb37GVteYmdrTbTMzOsrSwzMT1NvdnAdV3qzSZJHFNvtazZ6nuoPL3guj5eEBDHCa3JKQaDAVmasXjmIl995BFuu/MlHD58LYcOH+DQ4UP5oAI7PVApy2mSQlCpBMxMT+P5HoPBYJi+ylRGphQ6HSWvjBldDwiB73v5sZNkSlEJQ5bXt6iGISeOn+DYsWPMLyyQpLZSu9lukyQRYVhFPA+wamdnZ/hnz/PxAx/HdUeTFMcsItdxcUIn59hNXXHtaW2niapMkaYZcZIgRM7rknZiqCOdPMU3usa1MWi9GxydJjHvf98HePrp57ju0D5azQZaZ6ysrNnEnhvQizIKhPsuE2scckVRKxwzsYYg94J1NT59sLgtRvcv/dlVj12p7w2J7knM9tOI5k3DxG5h7hhtpwruYl5RVO1yU8lcnZ21Oxl15XRA0Jw+u8rps8ugx5Ndz/c8uxNi4vIklrk8ATbO7spfhx5LlsHoeb6DzKvLlaUZj379KR79+lN/07tSqlSpUqVKlSr1oqs0sF5EpXmSROc/RCutcByHOI4JggoCnYOe5e6K0/hGxPiX8cVyzg7KF8zajPhIMoc2j8N6hgvt56lJjK13EVgwudaKe1/1ah796lc49tTj+I6LlLb+FPg+01Mt4iSx/KKcySRz9o50BBYR5eB6DkEQ0Ot2OXniBJ/4s4/zY3/3J6jWQmpVj9Zkk9bELCtLFy1rSNoUTrEQTxM7AVE6DoNun9mFvVw6f5ZKpWaPcxIzMTXFxcVzzMzNMTk9Tb/boTXR5PYjd+XpEkjSiPPnFnn8scf4zGf+kr/+/F+ztrZuIetKW3aXNkRRRByneJ6L0ppGvUp/EFt+kbKLpziO8fwArRVaGIyAzGgCz6XRqDM7O4uUhakEWtlJg+Pvh9IG17MTFbUyNnHlSAZxitI2feS4AQ9+//fz0Jse5lWveTXT0zPDNF3BPdr1nhq4cPYsp44fRxtBa3KS2fl52murrK4sMTE1yU57iyxNmZ6ZI40T9h88ZPdJ2kEDvu+zvbVFkiRIKW19sFrFTuozhGGFXq+DkJI9+w6ws9Pjrz/3WV7xqldx2+0v4aknj3Hh/Hm6nS46SsAYO7UPO9Wv1WyQphlJnBLFkU1fjVcFtU1s2eSiNXilEOxfmOH8xVUA4iTF9z200tRqFbZ2eqytrTE1M4NSCikgiRO2trZYWKgyBngaP+vZ6exQgP093yXwA6SUHHv2OFprgsAnDALCMCAMAjzfw3M9HMdBXLY9KSW+9OGqA9dG/LbLH4fRZGPnRpokXDhzkse+/ijGGJrNOvVGnX5/wFZ7myTNMK5PHCuGzKuCgSUK5tXIJBt+f7xeKMemE+6qHxZJrPwTZ+PLkGxe9TOj1PeOxMqnMdWDCCfYnVwSY0msy5NXhbmE/XsvnIy6corh7oRWcbtIRunLniefMnhF0muc1TVull0liXXZfoxMslKlSpUqVapUqVLfiSoNrBdRH/nYl5mcbDHZDBBCECcpUTRgZ3uTer1FGFZsMkpKpHCGpkSxGjXG5HUqldcMbVrDaDVMW40vigujrDA1RvMMzS6OlP3eSJaVo8E4w1qh4zqoRNFoNfg7r38jly6eJ4oGSO0gHRfpulSrFVrNOlGUAIJqpWKnHTo2yeE44DgW5u44DlE0IE1T3v3//g4PvekHWFu+yLFHv0S3F1Gt1e3ryI0BrSy8W2tNPBjY2p7KMMDO1iaT0zNstzeZmJ5ia3OT1sQks/MLbKytML9nDzfdfhs33HwLnucRRxFPH32KL33xi3zly1/l6NGnWF5exXUc8tASGmMrjzmTSRtDkqQA6MwyyRq1CsoxZJki8D2USvP1lT32UkiSLCUMQ+YX9tjjXJgBgiHjyVa57HsghSDL30ODwfdd+lGE53rcdPPNPPTwwzz42u/n0OFrcHL+1q50nikqPtbU2m63OXv6FDNzC2xvbbG5vkq90WRqdo5ut8NOu02t3sRxHQ4cOmxh7hMTBEFozSqtiaOIdnuDk88+w9rKKkIKwrDKoN/DDwM8z2Urimm0Jqg2Glw4e5okiXnm6FFuueNO9uzbx/z8PEk0IFUOSlqDEClotVoorUmSxJqfaUaWZajctNLaLnodx1ZvXccm1DxXUg19W3GTEqPtOYqEqakpXvnq+9i3/8DQYHQ9nywbsLW1xfzcAjiSy2UwdDtdew1Iied6NjWHIEkT+r0B2ujhtVQwpRzXxXUdAt/Pa4Mh1bBCpRLi+54dFpCbYrpItOTPWQwfGJfWmizLzzWtePTrj7J06jkmGnUurGzSaNQJw5CtrS2iKCJTBkyAIbrseh5NGaS4zW6wuzWzzPDv7f562fRBHWNWP/u89ctS30PSEZz/AObAO0A6Q2aU0aOpgrsTUpaBZfIJhFcmowrzSo3dX5hGlyejzFWTUWIsiWWfp9j++PbGnu95n6dgYJn89YzuL82rUqVKlSpVqlSp72yVBtaLqI9+/BHSNOXnf+ZNNFoQxRHnzp5hZn4PQkriJML3fSqVOgr7g7XnBQyJPYJR5ShPsBTGFnk9T2BTKkJK+r2OfVyBJhFjRpW4HOJe3FPUhUbWlzA2Fea6LkppbrvzTu5+2ffxxS/8la1DuS4yc3FdzeREi8EgJk4S6o0mCJGzo0bQc9d1wRjiKMJozXPHT/JHf/iHvOENr2Nne5uzp0/wF5/9a37wzW9i/+HrGfQTdL6QFlLS63cJwpBo0McPAjbW1rn2pptZX1sliVMqlSprK6vsPXCAPQdshe3aG25gfXWVj3/0w3z5i4+wuLjIVrtNe2ubfhTjeXYioevIfGKbvS3y+qPJU0Oe6zKIE7Q2pGmG53kM0ojZ6QmWVzeoVa1p12pWWVnfYnJhlkolYN/+/daMGda4JMaAUvlkvZwzVLy3YJCA57lMTLT44be9jR9629u59rrrcxh8YVGM4NzmsjdaSMHRxx/lwuI5PD+k3mzSaDbZWF9j0O8zOTlNtVKl1miy/9BhJqYmCQI7Ga+YOOg49nybnJ5kbWWJM6dOWsPI2OECtVoNrWyVcn7vftZXl8nSlImpGbY2dzj13DMcuesIx599hq3NdRx3wCDOyNKMerOF47qkWUaaG1dpltlzO59gJnMT1yavDM1axVbxELS3OziOxPc9XNchSRWu43L3y7+PV977CqLBgCzLcBwX1/VADOh0doiiAbVafezKtNeAUor+oI/AGomeZwHuQkjuuPUWlLLJwmJSolLZECqvlEIrTaYUg8GAnZ0OaZai1ShVGQQ+lTCkUq0Qhna6oZ8nDAuTyRjyxykwsHzxEl/4zH8hFIreICLwPCYmmoSVkMUnj5IkKVI6dGMxDJUZLgO4D5lW7J4+OLxtRrd3Ad3N7iTWyn9B6BIG/bdFIlmDxfdh9r8D4fi7klGFaSVgzMTKk1DPk4waJp2umGL4/Mko8u0X29l1G4MQ+oqk19VYXS+U9GJ8+6VKlSpVqlSpUqW+Y1UaWC+i4jjl0tImKv85OUszTp49y213HsHz/GHCKopiwjCkWqmTpnax7nouUth01lBiLHtTTBgbS1Xp4YrUmh1DfFBewQKGP7yPNRbzP8n8YdYck0gc6aF1QrPZ4FX3PcDJE8dZWV7CkTZRpbVDGHjsmZ/h5JnzaK1wXM8+PoedO46D53tonZGllgmkleK9f/Be3vjQGzlw3U3oeJvHjp7g5DNPQLTGxMK1zM1N4/kuCEGapjSbLdrr67RaE2zojNWli0xNz7C5ucHCnn1EyYAgdDh4zfU8/uij/PZv/SY7G6uoTHH63Hk6vQFCSCqhT8UY9s1Ps9HeRhtDf5DkoG9DvV7FldaEyzJrXAS+R5ZmJEmK6zo2EeR7JEnKZKtBHCc0GzXOnLvI4QN3UG02mJub23UuiNxUSPPtYCy7SkoB0ia0/MBnZnaef/oLv8CrX3MfYRjm6a3dbqR9nyyoHyHs3RjiwQAhHMKwyvb2Nt3ODvV6g30HDzHo91lfWeLg4eu49sYbqdZqdqBAPmRA5ED6wnwxGpIotgmkTLHV3qBSq+P5PnGnw8zCAoNel52tLZoTE0xMT7N0fpFzp0/x2odex/TcHCtL1txyHJdBopCOY5lXaUqmMtIkGRmyjH8FP2dkGaMxWlNv1Ol2+3aQQc6Si5OUV73mNfyjn/0Z4ihi0O/jSglCkqYprusSxwn9fo9arQF5Egmhc0N1QBLHw/fH9Tw83x8OHnBdl8tnf10OY9fa1keFGU0CLP6eUoo0y4jjmG6nR5pto1Vm02hG4+ZAe6VStFYIbVBb62RRj1MbW2xs93Gkw4E9M7TbW3z2c4+QZRm1eoNLm0Xa0p47ZuwUKXKXCDlmTjNW53JHpsHoo2R4vxQOJt5AtL9Cqb9lSrdg8Q8xB94JjjdMRo1MpSKJ9ULJqDEG1hXJqPGE1HjSqzC/9BX1wd2m1PMxsManH44/z5UMLPLHlSpVqlSpUqVKlfrOVmlgvYgSQlCrhXieBUhnWcL62jrdTodqrZGbUxqtod/vEUUDwrBCEFTIBumwqmTrhaMUlk3gFD9+5zXC4Q/3YvjcYzsydjuHt1PgqUdLXpFHOgTS3p8v5JXKuOnmm3jpy1/Bpz7xZxhSMu3ZJJE2eJ5hz8I8gzgmCEN0NpoaJ6W0NbnUMqBsTc2wvrrORz78Jzz0pjfSbS9x502HGfT7ZIMOl048QaoNZ05NUm1MYHRGlqWkaUyaWWNifXWZPQcOsb21webWBqtra/zxBz/IucVFDJIwDJmoVxgMekxNNFFKsbnTJ4oT6tUKa5vbBL5HNQyYbNp0QHcQIeyyaHhMZD5BThtNrVa1NUaj8/qhRghJmtkJemBo1hu85KUvz3lZyhowudHoeC5xEqOUfbznuRhjU1itiUnuu/8+fvFf/AsW9tyZwjUAACAASURBVOwdvnWF8Wh3J4f95wvDJErIVEYQhHiex9nTpzlz6iStqWlmF/aws9Vma6vN2RPHmZqZ5Zrrb2L/ocMEQTBWLmWsjjoyZ7IsyadPWpNGIBj0B2zJNlNT0/iuy9LFC1QbDWYX9rC2vEQURbSmZzh+7Fmuv+46LpxbZGNtBc91ybRA5WmlJEnJ0mxYqdTK5GlDgTaGNE3ZtzDNxYGty8VpxkK1wtp6m1q9Spwk1Go1br/zJfzCP/9Fpqam6Xa7bG9to5XC9e30P8dxiQZ9+oMBxSROyJNHQK/fG5pHjmsnJLqOS2enQxwnlneVJ6ZkzqlzcrOv+Lcw/QqNH0PHcfB9n1q1OqqSjl2bWmuUzlhZuWTfB5VwYXGRMxfW2ewOCIKAiUadPXsXePLJo3S6PYSUBGGF7kANT4vLGVj2D3L4XEPWFYyB3MeSW0VtEPKhEwax/OdX/Uwr9b0vofqw+F7MwR8D6V4leXW1ZNSIgXVFwuqbSEbZASajBBfD58vNM3EV5tXl2/kmkl6jKYalSpUqVapUqVKlvhtUGlgvoqqVkHte+RKqoU26aKXp9wa025bh5DgOSDtJzi4kNYOBNbJ8P8TTHmkq8Hx/WCWUearC8oKsQVIYAEVlbVjFYKwOdAXAOk/wUCyCTWHZ5Atsa+I40smTP4rXvu51nDx5kmefOYbruGTSRQmNdF0a9SqO55BkeshSEsi8kiZs/SpT1szSijiJ+eQnP8Wr77+fmT3XcOQlO5w9e56wWmUq8PnKY8c4ceEYF1c2qVRC5qcn2Lswx4njT3Ng/34+99df4uLSGjs72/T6EVoppJSEQYDj2opWFIYIN2B1c5tBlFqgvjZ0BwO0Bm0sDLxWrVAJfCZ9n0o+xl1gjRtlNJWwQhTHtnKYA+yzJKHRqFFMWrQcMPDCgFe++tVoXfzmP1+4SYnvh6SpNcBMfn4Ibdh/3X7e9eM/xo+88120WpNjtcPdMrY3SK/f5fSpk3zpi1/iwoUL3HPvvdx3//1sbW6QxgkXF8/iuh71ZovZ+T3oLGNnZ4tq7TCe740MFKXQQqByo3E8XJQmKb1elzy/R8HtigZ9Oh0f6Ugq1Srze/axtrbCYDBgamaG1sQUW5sbxL0OU9MzLF28iE5jsjSmH6X56ze2Zpo/ocxTZp7nkqYZUjrESWL5aVKQZQrfd8mUphKGKA1H7jrCP/iZn2ZmZhbHcfF9n2q1yk63gycCy8cCCpaONsoyxEyRPjR0OjtkmTVHXdfFDwJcx+GZ507x3IlT2OmLduJkGPj2OUJbBwyC/F/fpra8PLHluS6uZ6dRivx6Lcyu4fs4ZhZK6eR8O0MSJ6xuD6i1Jpjds4f9+xesgeZXCcMKN95wmC9/5QmMCOj2LXfO5CfKiIE19K7yc2aMgTXOuhpe9xpBMX0wN6+2n4be6W/wyVbqe146QZx9D2b/2xFuLU9cjZJRo+mCYwmoK5JRRULrasmr3ckoWz+8SvJq1xTD8YTV1RhYYIy6yvPkX40Zfh6UKlWqVKlSpUqV+u5QaWC9iJKOoF7zwNjqQqZsHWqrvUkcR3h+gCME42aSXYRqoqhPHIPvByiV4boebg6Ydl0XnTOJtNLWvHGc3DS5rOaUr1TluIGVR1BGVKV8ISvHJ6sVaRGJdEAbzezsLG/5obdy7tw5up0OnucP4fKO6xIYGMQ9CqyTlLZGiLEJrMIQMIllHZ06eYpPf+pTvPOdP8LWyiJzM5bhlWYplcChUa9Q7zfo9/tsbGzSqLisrrfBaI4efYbuIB5CsbU2uK4kimIcV5KmGWGlyuzsNJVqHbnVJk5TQA0ZV3Gc2gqfiFHaMNGqoQ3U6jU8x7GTD6UFyTcbteF0xKmpCZI4plavYbSmUa8Q+pZvNDe/wOFrrh071Da9RW4QKJ3D4hG0GnWuvfY6fuKnfor7H3iAarU2hH/vlj0nlFKcPHmST3/yk3zqk5/k+LPHUVrxpS8+QrVaIXBdpmZmUVqRZRlxnDDo93CkpNFsUa1bDpRSarhvQkpEPv1PSj00V5IkYdDv5+eAradKA0YbOjvbhGHA3N69rK8uk8QJs3PzOI7D+uoy3U6HQZQwNTXJ5NQUGyvLYAz9wcCmuXJDx3Mdsiyz5msOX8dA4Ls568kaa5aH5mCAVrPJDTfdwk/+g5/ixhtvtucXlh0WVit0eh2UysBokqhLoxbSbDbz88ReZyb/Z2dnmziOSdOUarVKJawgpMPNN17Pgf17SZKENEmJk5QkiYnimCzL6PX6bO907LGiMODIzxeJIx1Efu57novnegSBR+Bb08v3PXzPw/M9pBS2Sgn0oxi/WueB+1/F3NwU+/fN4wUhShuazSbdTt9WWXWAMdHwKt0FaC++OzRBx6cQjtUFh2aWpBjyYIxBZj3M8p+XCZVSgEZc+CDMvRYqe69MXhk9HABiE1bfbDJqd82PIhk1fntYJxxt/wq21lVZW1dPeo22V5pXpUqVKlWqVKlS300qDawXUXGccurkBR6890bLEtIGxxHsbG0TDSIqlZpd/Oa1pN0TxOzP8VE0QIg4Z/J4hGHF/iyOsaaW7+QGgKHft4mZ8VrgULsSWAXBOX8ezLA2mId8drF8RJ7EylTGbbfdyjt/7Md5z++9mwSDqzy00jiOg6s1nusipYvKTTUpZb5/NiFlkz72OMRRxKc/8QkefPBBbnzJKzk22GbQ6+K3qszPNEllhWtuuYvnnn2WtaWLZFnGwX0LSGPh34XZMn7slNE4OCRpSq/bJfA9grBCpd6koTRra+sINJ4r0UajMjAmBgFbO9YgCYTA8Tx836MahsxMT7Kzs0O320OEPq50MLWKnawYJ0jpIATUGw2+797XWINxl5koEFJQqYQ2BJDv62u//0F+/O/9JDfdciuu6zIO2RfDt8nkybwBH/nQh/noRz/KM8eeodfrDxdjK8srnDxxgplmg82NNtK1iaQgDKnV65g8/eY4bp6MG/HQCjPJySdHGmPsJMI4Io5jdD6FbAT5B7Rmc2Od1tQkQjrM7d3LoNthc30NpRSTMzPsCQ9w+vRxavUGq0tLOE5uBiqD0gohBForkjSlWgkwWJNMGU3o5Sk4KRGOxJGSKE7wXIe77n4pf/fv/3fccOMNOI5NL4JNMgV+kCcdM3a2Nwl9h737D1KtjgPc7WI2SzO6nS7RIEJpheM4BGGIFIJGvU69Vt91DZAvwA3WbLP1P43KVG4YqjzNle2Gv2uNys3EXt9C5tPUJtFsIlAxP9NACBhEAwb9Hnv27uXWW26hVq+SKfvYbLKF77s4jqQbu8P3wuQXq7FOWpG3hOK2Mfn3x2qGw+t6dC4W17m59BGEjr+5D7hSfwtkYPUvoXYdTL9iLPmkvulkFGZs2uBlCan8AxGxa8rhVbY3THqNM7AuY2uZq0w3LEwxXSavSpUqVapUqVKlvhtVGljfZo2m/IHKFCtrbTR2gWgnpDn0el3iqE+WtZCOY1NY4wTofEsMF6maLEvJspQo6uN5AbVaHWMMaWbwXA8p3HwCmn2YNtrym8gZ4CZnXw3TWbuh7lIUsw+vYn5hDQIH0ELxwAMPsNne5KMf/jBOpnBclZtShsB30VogpIsQDE0Gg8bz3Hy6nMB1HCJSzp+/wB/+wXv5V7/0bzj9zJN4wRqBK2m1mrQ7G/zUz/4c//E//gY72zucvrDC6+95CVGa2rRIET/J97qY6CeEQBiBSlPOLV5g3749VKtVJqem8cOQS4sX6HQjfN/CrMmB7EZrfM9OTHQdy0PKtEZ4PlPT07RaLQS2RpekGVEcMzcziVYaP/BpTkzx0lfcO/qN/5gcx2VmdtbupyN54IHX8RM/+Q/zyiBX/H2DyYHDcPzZZ/m3//rf8OgTT9Dt9mxaCXAA13PxwzA3vOyxTqKINI5BdjG50TIzM2dNo0xhHIMzVhsTQqCkNYq0dJASBoMBKstyo6kw42yCycnhzhcXz3PjrbeydukSURxTb7aYnpklTiLWl1fQacbU9BTnz/rIaMCdt1zHk8dOkWYmvx5sGk46Mjck7frV9wO6vQ6e64E2hEFAmipe94Y38k/+6T9lbn4uZ1KZ/O0XSGENqGq1ysb6GkKn7D10Dc3W5KhOWBxXY4iiiG6vS5zEGGPwPB/P9UiShO2dDr7n4Qd2OqMjc3NR2mMmXcnVVBipo+tqVBc0xrLuwE63LIzC/qDL2soFdKbpdfp0djoodZ6FPQss7Fmg37fnmsCwublFtRKy2tfDT4dd0wfH64M5J288mTVMaoni08XsNrU2v4rsL171tZX6W67eKYiWEPPfDzLYlYy66lTB501GFZ8jo6SVIGdg6askr8aSXrvNsW8u6YXRCJP9zR23UqVKlSpVqlSpUv9NKg2sb7PMmBFha0SuneqV3+d5Lkmc0Ov1aKUxrudZ42AImR4v+uTbKhbB+XZtOmaA7/uEYQ2jQZsIpbM88WTzVAUzyWDy2pwemiu2Kihy80SOJt0NzasrjSynWMA7hofe+BBrK6t84a8+Z1lcOfMp9H2SVIHj5DVCW0v0HIdqJcB1JN3eANdz80WK4ZOf+HPe+vYf4rVvfgcf/cPfxJHQmphkuh/zhU/+CT/81rfS3tzkqce3+fjnvsbC/AxppvP0SWEcjPZT5MdeGxgMYjwpiAYRYVihXqtz4803cer0aTtlTxviKEEpRSLtPnuuS6fbxXVdoihiZ3tnOK3PdV1aUzM06lV8z2FpaQWVpsRxwsteeQ++7w/3ogBia61wXYeFvXvwg4AHH3qIt7/zJ6hWq8P3dJiKwppFWmt6vS5/+tGP8mv//tfY3NhEjZ0SjnTwPI+JyQn27NlDtV5lZm6WWr2BcByk46BSu3Dbbm8iHRetFAqQxrHnlDMydkQ+8VI6LsZoOjvbZFmWp+9c8o7c8NhKIUjThLXlZcJqjbm9+zFasXRhkV63i1LKcrhqVaq1Klkas7SyxtzsJJeWNqx5IiUSgSMcBNnwbHMdWwmVufnSaNZ5+C1v4R//9z+fA+iL83X0fiujEMLQ73X48iNf5OEffAvN1gSe59vXdhkDrtvZod/tkmX2mqlUKziuy5lz5/n8F79CFMe2Aug6BEFArRJSq1ZpNOvU6zXq9Rq1apVqWMH3fVzXTtwkN4KH5mCevpO4OM5lwxUwpJmtAhqt6Pe6iHzgwdnTi9x6+60goLOzzdGnn6G9uU21UmVjLc1TYTJPWI3bn2JX1Kr4vskNcjt4oDAvR/tp4k3k+ucoVep5pfpw6WMweTemeuAbJKP07gTUrmTUbsaVMMr+2Ri4fKrguEl1RS1wxNyy0wULkz1/Xq3BZNYcK1WqVKlSpUqVKvVdq9LAepHl5mkNrTTkIasstWyiNE0JdfFD/ziXxj52nGW1e/ltkydxHBPHMb7nE4Q1atUG/X5nlLbKt6GNotvbwQ98PG8E8SY3xQoza1hdGzOyin0oHuNIB6U0tXqNh9/yFra2tjj61BO7FsTpMFnjDllHe+am8KXC8yzTq9lskCaprRQC/+6Xfpnff98fcetdr+bcM1/BCMG1hw/y3IknOXjtDdxz7z1sb29z/NjTnL+0Mqrm2cOBHNbtGO6vUgpHCuI4ptuPmJ33kQoQkltvu53lpSU21teJowghBL3+AN/3OHt+iYW5aeIkZbLZRMptXEcyOzOFVopOpwPC4AcBs3NzOAJm5+Z42b337TIFRu+dQDoOhw5dww+97e08+P2vp1qt5vcV71RxvCHLUp577ll+/3ffzac+9Wm6na4NJ+RmSOAHNBoNJiYnCXwPoWJIY86dPk17YwPpSFwvsOk+1yVLU/buP2inRhqQxiC0QCqFdpwRfwqDlJb9tbO1ZS3UfNIigIMYpow0IPIq4b79B1lfWWYw6CNz3lZQqdgJfefPMTE5gUr61OoVTpxZQjoCtMAoQ44wQwiZVwiHriR+4LOwsMAPvPkH+dF3/ag1r4qIYWHMKkWcxkS9DmfPnuOD7/8Al5aWeeeP/3ju3uyerlgc416/S7ffR2Ua4UqajSaudLj+umuYn5sliiLiJLFf44QoihlEETudPhub22RpRqbyWpIQuK6dOOj7PmF+nYVBQBja73mui+O6+VADO9zAkYJ+v2PriEqzvbVDlmrSxE6ANGg225s88shXOHd2kThJqdan6fTiUfJKyFGyavgCrdmIGAO4y5x1VdwWYMRYjfDS/wdlUqXUC8pA++uI/iJm4i6E4z9/8mpXMsoMf8kxMq/y2xgYm2KIGU0jHJpjL5T0EmO1Qq3AJFfJEZcqVapUqVKlSpX6blNpYL2IEkLgec7Q1NAqyyf0KaLBgCSO0TWFMQ7GyCsW2uO62j0mX6AnaUKcJriOO9qGGT0qjmMuXbyAvlYzOzuPKGDTwwSOGW4LZF7zu/y5xnlJLpnK2L9/Hz/8trcxGAw4/swzw1aI5yniVOE4NtUjhCAIPKYnW3iOg9JTTDQbZHGM47oY4OKF87z7t3+Ln/zpn2bt0lnUYJNUwZ133MLpp7/E9Xe+hiNHjrDVbnPu9OkxfhdIsfvo6Nx0ybIM13VIkoRoEIHKUMLeF0cD5ufnaDYbrK+t0+93Mf2YOElQytDe7pKsbuJe4/D0c6e4+85bOH7yLHvmZ+1kOClswqmimJ6c4JYjL6feaHG51ShyxpnWmj379nP4mmup15ujThdj6SujybKET33ik7zn997DY489QZqlwyyc4zpUwgoTkxM0my2ETllbuoREMxj0mZ5eQEgHKR1cz8dxXRDQ3d5GCInKFEYapJY2FSQlOlMoZ8Rs0sbgui7tzfbYSWfyCZcGKRzA1godR5ImEVvtDSqVKlPTM3aYgFJEgz7dToc0iWlNTnDp/KK9z5i82mrPJSkKSHthrAi0MQR+wB133MmPvuudvOa+11Cv1/P9GDHPtFakSYJSGecWF/nwhz7Cl778tSGDLAg9pLwyfWWMptPpEse2Puh6HvVaDcdxCIOQwA/yN2/Xl13XnNIarSxYP8ssky1JU9I8jZekKWmSEsUJ3d7Apt+0tq81N5wEUAkEnidQWrGz00E4EqOsOWqM4S/+4nP81ee+iEAQJylaVtA6Gu5YwbsrWFej4KQYfX+MX2aPscEYMZx8KjYegWTlinO3VKnnVbyGWPkLTGU/onoQ41aGySmuSEaNJ69sQkoMGVgjRtYVUwUZ+74eT2SNDPdR4sqATjEmpWRdlSpVqlSpUqVKfe+oNLBeRAkBruMMfzBPsxTXdcFAmqSkqa2umRxke3ly53l1FaNLAEpZZhFCjH7bjTVPtre22NrcYGJiagjstiaEk9/Ww1SHGTO/RLEoZtzEkkhpjYqbbryRt73jHbz7d36HpQvn0VoRBD5Kx7j5JD8hBJVKhYN7F6jXKmxud1lfW+Pggb30BwMEEgk88+TjPHPsGNfffjfHH/08mYmJE8X0ZI3exgXuuPN2VlaW6XZ2WF5rD3lfu7lDo9/MK61xPY8oSsAY+r0+GoEfBJYXZgye6zC/ME8cTxCGG7b+lmVEUYRAsL6xRbffZ6fTZWVtkyiOEcDBA3tIkoxrD+1jbs9e9hw4jOO4FPXMkRlpzZ4oiqhWq/i+P6xyjuDzlt3V7XX5wPvfz/ve+4ecPXMOlSfkZJ66qlZrTExOUauGrK6uILKYQb9P4Pusrq0zN7/Pvi9Gk6YxaZqgc4NFZRk6P9d0zoopDEmEQEhJmjgkcYzjuGy3N+30xOEpp9EKMMVj7PkmpSSJIwLfp9vZJo4i4iiyE8mkxPN8qpUqYeBTqVSA5VHiTAgcR+bmmD2HPdfB9Vze8MBr+dF3/QhHjhzB912Uyuw5ne/z8NhJybmTZ/iTD32Up489S5xmRJFNJlZrjWF6bFxpDvg3eVKxWq0QhCFKa9rtNgiB57k5/0oiHWkZccXxQuA6AiOd/P18oQWzvaa0GTO9lGIwGLC5sUyaDIjjhDMnLqF1RqNZY25+jhMnTvLEY0/S6/Vtmk5agPvwHKNg7hXpTfLkVXF8xPMwr8aYWfEabH7pBfa/VKmrSSMGizBYRHiT1swKZy5LRhX/XzPDmh+X1QjJE1ro8eTV6Ovw/01XS14ZjVExwqR/g8ehVKlSpUqVKlWq1LdLpYH1IkoArucMDaWpVpONrR2kYyewKaUsP+qKitM3XhAPrZFh0mL3s0oh0cL+9lsITZbGnD97hie+9lVe/sp7eekr7qFaqyGMNQGsEeEMJ+HtMtKeZ1ekkAgHlFbceecd/Nw//nl+49d/jeWL5+00QGWQnjfcxE5vQBzHzE5PEkUxt91yPZVKyNLqJhtrGxiVIbKIj334j/m5//GfUZvaS2/tNP1BijYKmSxzzS0HuOvuu9hsb3Hh4go7nU5uQuTL86I+mD+rNgYpJXGSIgT0+gPqtSoqTe0EOKMJAstICsMK+/YfIEli2hsbbG9vYYyh0+vjSIe1jTaZUqytt6nXqzzx1LNUKhXmF2aZ3XcNk1OzjMDaklEKAbrdLo1GA891EdLSySxwvzAaNOvra/w/v/lbfOiPP0R7a3v4XhaVwemZOWr1Olma0F5fZXnpEtcd2Mvm1jZhGLJ4bpFDBw+zub6OQBJUKjSaLRqtCYxSxHGM0hpZ1MfGzrHCsLRTGRXd7g6DwcDaimLEXlO5gSQZT+4ZojiiUqnSbE3SmpxCCmuiIWB7e4uNzTUypUizbNf5LbAGr9IaKe0kxLn5ef7hz/wD3vDGNzA7O4vRdoABxuTJOpswK876Z48d493v/n3Onl0kUwrH8egNIrqdHlNTM3ZyoDH5GyMRGFsp7XZyQL1hYqKF67qsrq3zxa98nSiKcaSD73l4nq39eZ5H4PsEQUBYCaiEYV4RDPD9gCDw8DzPVgWlY9OHQ86ctAadEUN2GYDnSna2JWkM3U6PUyeW0NowOTHB3n1tlElpTTTZ3ukQRQlhGNDuFGwh60oNGVi7kleMJa+Kq8HeN2JhgTAJ5tLHy9xVqf92pW1E2sZ0fajsxQRzIN3ctBoxsMgTVTaJxciEGmNn7U5a2V80jCeyAIyKQCc556pUqVKlSpUqVarU96pKA+tFlKFIYAFGUQl8qq7k68+scvvtd+K7OeB9LEE0nswppuoNoVjf7LPm8OhiJFmWZrS3djh98jTnTp/lUx//U17zwIO88jUP0JiYwBEOWZbllTvXTn9D5vu02ygbrxKCxJGgdMaNN93IP/uFX+TX/8Ovcv7cWcJQoIxdQEspMUaTKsOF5VUunj/P4vkLzMxMcevNNzDZqHPo4H7+f/bOO06uul7/79On7+xsT+89pAFpkBD6FRREOqggoiD8uIrYrteGiqgoICJFqkrvndATCCEJJYH0viXb28zulNN/f5wzs7ukABLAq/Pwymv2fL+nfE8b5jzneZ7Pjh21JLs7eO/NN5i76Cgeu3sT1WUqAhq9PSnqt61l7pzDqa1rIJVMsnLFKjLZ3Pv2v3/VNdfLwDJMAqqGZZqAS2dXF4lEKSAhSxIIoOdyyIqKpmoMHj6cYcIIOjva2bVrFwDpdBYXj7CLEqajK8nwWIQhw0Yz8+D5fgaRr6bK0wWCQEd7G9GYR5AIYl+JOO+YeOe7pbmJa676I08+9TSZTLZAGMmSiBYIUlZWTiJRiuDa9OYyJLs7cRyHrmQKxyd/Nm7cxOFHHc2w4SMIhrwg93Q6Q08ySW9vknAohm1ZuP4YXLygeHwrnm3bnuUtlyXV3YkkSmhaAMexPCWYa3kqLMdGkARf+eY9eIq+XTPd2+OpCk0bwzKxTBPd1LEtm2zOIJ3TwfUUZR4Z5lc+dFyCwSBz5szhWxd/i6lTp6Aoikeuuja25YWW25ZFMBzziCfbYvny17n5plvp7k76SkaQFQXbcTEtC1nxAvXzykQRj1TKZXOk0+nCfVdeXoEkScRLYhwwaSLpdIZMNuPnXun0ptPkDAPDMDFNy7daOp6d0TvRHgEnikiSjCxLaIqKosoEAwGCQZ/s0lQCgQDhYIhINIQouAUbY2dnN4IsUl1RztgJwxADNm0dXRx6yFzWvLOGjs5uksk0O5rtPEvqX2P+PeorrfIsqiAIuELeJij05br3y9lzGx5FsLo+wndLEUXsG4JjQHonpHfiSiEEOYIrh0AKg6gWlFVAn9IK11dgDczAcvMZWI6B4Jrep2PhFkmrIooooogiiiiiiP8YFAmsTxGCH+4siV7Qsu1YNLelaGkzmDZtBpvfW4lrZElUDfKCvmVPXQLec6jjWy5201j5BFf+n6fy8Ppc10WSZFxJxLYcX2FlY+gGriBgWSaprm6eeuQRnn/maWYedDDzFy6isqaGUDCM6zrk9BySJCHLCgL5lO38OIQBJJYgSLh42xg+YjgXXvz/uPP229iycQOmZeEi+vlNMqosAgqjRo2hpbmJXY1NtHd0evlJpTFEVWXUkCpWvPE6w8dO4JCjj+exu29l3KjBBCNRerq72LV9HV86+Ut0dXaRSvawccMGzyLnF18TC+QdBRLQsixcVSuElZuGychhNWzf2Yjqh9q7uKTTvSiKgmxraJpGoryC0rIy0r29dLS3YRkmlmmhKDKW7TBq1Bi+fN75KKryPjVcXosFyVQ34WjEIyMBgXyYtmflaqiv57o/XctTTz1FJpMDBxAFFEUhHPYsg9FIGBwTbJ3KRJygIvGNBQeybWc93T1ZdtY30dnRSXtHB4Mqa2io24GuGwg+CVVeWYPgelloectb/rpwHQfbsbFME8PQ0XUDEJAVBceycAQB1zZRZAnLokDWgIBlOiCCZVlkc1lsJ68q81RokqwgOw6u4wX7BwIqmqaS1XUEUUQWBALBIMOrazj5lC9x8sknUZoo9Qkq21NeCSArqpe9FQDbtkmn0yxdsoR773mArq4unH420nzmlWHY/YhW714SJAfb9s5zNpfDsl0URSFRmkBRFCKRGKXxxMAA/nx+nW+5eDUEEQAAIABJREFUdXwlmWmYZHUDw9DJZHNkMxmy2RyZXI5sJktW19ENk950mu5kEsuysSwHB7/AguMSDWtMnTCCSCiE65occvgUamoqicaiSKJXAVNWJNSARnt7J1ogSrJHp+CdRRioxOqTAOYTr/qUWD6rW8jCanoGIdf4T32vFVHE3iBKIrNnz2DipLEEAhqNjS0seWU5XZ07ARGkIIgyCF7FThfR/3+I0Ke4ckxcx/QUgk5fplX/b9d/JYiSSE1NJbpu0N7WuV/WOW36JA46eDqPPvLsflvnvypC4SClpSW7tTuOQzLZQyad/QxGVcTHwbGfW0QiEef++57AMv99i4Pk733bdmhuat3rfOFIiHg8Rm9vhmR36hMdk6qpnHb652lsbOHF51/7SMsqqkJlZRmZTJauzuQHL1BEEUUU8SmhSGB9ihDADzL3qxDiZdbUlAVo2PYeHa2NdLU307BtLZGSMkoragiXlBIIhlEDISTZt+D51q3d1i/0k1z0g23bA7J/bMfBsiwE10UWRSzfUtadSvLko4/y8gvPc9wJJzJ67DiqBw+lqroa13UxDN0jIvzKaaKvLvIqn/WpjCTRC6q3bJsxY8Zw7tfO4+GHHuTtt97ENAyfzJCRFcmzdIk2NYMGkc2m6epKgpthdV0DgwZVU1u3i/LyUhY//Thnn/tNZs4/ko1vv86gQeUEwhFqt24iFC3jiyed5CuIbOpra3FdF90wkWXJU6AAluBVIXQcF1EUMG0/jFwE17Z88iyAadvgegoa0zR8dZKNpqjIikQkEqWkpJRMb4ra2lpcx2bEiOFc9N/foaQksZcnKgFwiEVjpFJJIuGYdy775Yntqq/j5r9cz9NPPIXl2+sQBVRFJRKNUFqaIBIOIWJjZVOIgoAhwuDqMlRVpqqijJOOO4BUb5b6xhZ625sIDhuGbduEozHCkShaIICey9Hd3UUoEvHUQ7ZHo9iWheu6WLanlrItC8excBwHVVUw8KoVIrhYto2iin3qHlzvWAsgChKhYJhYaWm/0HSfFOztpbWjDUWWME0LcFEkBVWRGDR4EAsXHMoXTjyBKVMmI8v5bDYbFxdJVgpkWF791dTUyOJnn2Pxs8+TTPb41qQ8QSP4BK7kZZgNyK3yiRvHprOrA9O0cBybklgJwWAQWVYKyqR+SeiF8yUKAqIk44oSiqJCEHZ/5KLvWvBJNcfx8q4sy8Y0TQzDRDcMdF0n3ZtEwADRsxgPGzKI6uoqIjGP8LQti7b2DqoqK1jLBixX9as0+hvyIu76vgvyYVd+Tp2nvBK95nwmlgBu50qE9JY9jb6IIv5pHHHUIVx/wxWMHj18QLtlWdx801384Hu/JpdNg93X935Sam+f/8oYOnQQW3csY8WKdzhkzokfe31jx41k+crHURSFiy85l+lTjtoPo/zXxTnnnsq1112+1/7Nm7dz+633cc3Vt/xbkyH/LvjKOSdz6+1/AGD2nBn898U//YxH9Mlh5MihbNyylI6OLqrLp+91vm9ecDa//f2Pufmmu7jogv/5RMd0w02/4StfPRmA0065kIcffPpDL3vwwdN45dWHePihpznt5As/qSEWUUQRRXxkFAmsTxO+AksQRVzLRnChpiJKLGqxbfNGVNWzOOG49Ha3k+psR5YVAuEw4ViCSEkp4VgpgXAU2a+M1qe6ym9C2MO0gyh6ljXX9ixHjm/LME2TrJ4jm/MUIo5tk87k+Pvtd1BeXs6cQw/lxFNOo7KyqpARlM+LEvw8H891l7cnedsUBRlZ9KqpjR49mrO//BXKKyp4+YXnMQ0TURARJQVB8nJMXNEiJESwLIdgQGVHXQOqLLCzrR3Hdeha8irRWJxzzr+QcCiMJNiogQDp3h7eWbmcuYcdxRFHHYlpGBi5HLaRJdWbJhYNk8l6VrVUb5pIOEiqJ42mKn7mmEd42JaXERYKKLS0p9E0Dduv/pYn/HBdAoGov69uIWi8umYQX7vgW0ybPhN87UC/RCmPSPAD2GMlcXbu3EpN9eCCvdDFpb6+lr/dciMrX1/mE45ekLosK8RiJZSWlhIKBYlHVOxcBjlQgipLmI7D4Kpy0pkcGcNlzfodJEqjDBsyiKaWDoYMG4yuW7gI5PQcqeYuRFGirKIKXc8hybKnvMLBti0c28uYsmwLK398fBLIq+bn2eUEx7Njur7Fx9trj3hRVRVFUchmMl51zVyuQBAJsqcsrKqspCfdQ0a3qKquYebMWRx+5BHMnn0woVDIOy6u03c9+UrE/PVuWRbvvfsujz/2BKtWvklO1/Girfzj78dc5RWIXjB0X+C7bXt5cLbj0NHejuNnYyUSpYiyjGnZrNu4FtdxkGUvwF2WJCRJRlG8YyFJErJvEcwXP5AkEUmUEUUvr0wQBJ9D6qvYKUkymtp3f4JHkLa2NtHe3gy4pLqTXqVCyyESjiCKgmfLzKQJhTTv/BiinynkP9b3V1y5gu8Y7peBlT9f5JVXLm5qG0LXqo/7zVZEEQNw9LELeeyJ25BlmXXrNvPUky+S7k0zafI4TvziMXzroq8yefI4jj7yzMLLnCL2jLHjRhVy8saPH4WsyP8RxE1HRxc7dzYUphVFZtiwQYwbN4rf/PZHHHX0oRz3X1/9jzgW/5cxecr4wt9T+v1dxKeD9x//j0JgFVFEEUX8q6JIYH2KEPBUPTjewyOCSzweosQBVVUL1f8c1ymom0xDxzBy9HZ30aGoyKqGpGiUJMoprawhEk8gyX02sP5KKOh74LdtC0nyqrchgCxLWLbj5/tk0Q0Dyw8SVxQFUZJJZ3XWvreOA2Zs9XOBZETRk/LnsllUVUOSJAzTQhBEr8qgKCH4yo886WA7FjU11Zx66mmMHDWKxx95hLbWFmzXRVVkBEHGdSQkySaRSCAIMH78WDRNxbRtDMNTqjz9+GMkyso5+fQzcV0BWVExDZ10RmfVay9y8IKjmb9gAZlMmqb6nWSyOcLBIJoso2ka8ViEkpIotmmSKCulo7MTVRbRFAXD0JElEds0kUXQVAXdsBAETzWnKgqRiEckGKZFsr2TbLqHIUMHc/a557HgsEX9rIAURDsCfhaRN4mmBXBdl2w2SzgUwcWlqWkXD913D2tXr0HVVE/Z47ioquzZ2ErjRCJhsAx6u3s9dc7ganAsAgGNUChEe2c3gqQiiCItrV00NLVjGCarVq5g3PiprF2zBsd1iZXEKUmUk+3tIZ1Oo2kBL9het7BtE9u2C8SebdvguIV8LkmS/L2wsR3Dy5TKX3d4VfUEP/fJtiy0UIh4acJXUoFpGkRiYUbYDuXllXR3d1ESj3Pw7DmMGz+esrLyQj7a+y2A/XPhenpSPPv0Mzz55NM01DdgOx7RVVAguUKBvAJQVQVZUQv3hEckSf55yJBMJj1FIlBRUYEsyRi6SV1dA9lsFsdx/W24vi2yT+2YV2mJouQTWn7ulSR64e2yhCR7RKQsSSiy7P1TZGRFQVXzYe8SRq4XHAfLtujsSBGNBmlva6e8spxYLEo2l6O3N03DriZPuWWLuP3lK/mLzFddeRdg3z67+c+8ai7XiND2Av83dC1F/F+BFtC49farkGWZW/56Nxdd+OMBJNWkyWN57sV7WHjYXC7+f+fwp2tu+wxH+6+P559byqOPPMshhx7MlVf8+T+GsHnqyRc575zv7tZ+/BeO5PY7/8jhRxzChd/6Mtdde/tnMLoiPixuuP5vHH7EfEpLS7j8F9d81sP5j8PPfnIVN958JY2NLfz15rs+6+EUUUQRRewXFAmsTxEuXvYPgojjWIiiSCgYwsVFkWUQwHEE8v+JgoCF5dkOETB0nVw2i23bZFJdpNqbCEei3PXYCiZMGs/8+QdSXVPpb21gJT7oy4BSFIWqmhqadu3CSvZgGBaCIBEMaAiihKLIqJqKomhkMlm2b9vGhEmTKS1N4Dguya4OenqSqFqQ0kQZguCt0zQNXNdFVVQkSUYQRI/QEgQs2yIYCrDg0IWMHj2G+++9l/XvveupnFQFSVFxZRsRF1GEcDSKKEocrIVoaW4ip+v09vby8P33MnLMaA6afQiiKBIMhjni2BN45J5b2bb+baYfMJvenhQrlgvMnjmVttYWmlo7cWwH23UJahpVFWUMGVxNVVkppmkQCiaRBIhHg4BLOOiFxIciEUzDQNF8ok7X0Q0dHJvW5iZGjhzOJd+5lEVHHIUkyn00QIHByp8Hz/bmOB7ZUFlRSXt7K6FhEZLJLpa+9BxNjQ0oAY2A6xIMaNi2gxYMEYuXEgwGMQ2DdLIdx9SJRMLsqNuFpmlEwyFSvTkSiRgL507FNB26Ur2UlsRobGpj6UuvMG/hkSjrZKLxMoLhEF3trWR705RVVXl0lONVsnNsp0BgeVXABob05wlJTdW8wGVBRBQFT73kk3eKolJaXoGiKHS2tZPNZn1VkpfdNGLkcCZPm47jgGEahIJBtIDqVxLMV8jzt4k4gFtxHIfanTv4+51/543lK0j19nqh9X7uGgAWfUQNIAkCmioTCYf98+ArxXzra0dHOzldx7IsNFUjHo+jaQHC4SjHHXOUVz3RBdt1PHWa7YW225aNaZkYuolhGui64Qe7G+hGDj1roBsG6UwawzQxDAvbsbFtT+lmO84AclORRCaMGkJNdRmZ3gyqKuP4FR2zmSzRaJiWllY2btjAihVrUNUAHb2Of5n1sw33VSzo9yn0ZV75JJ+rdyE0Ld7rd5VQJLWK+Cdx0pf+i+rqSjo7u7n027/YTWG1ft0Wvvudy/nH3ddx4UVfLRJYHwDTMDnlpG9+1sP4l8GTj7/Az37yB6697nJOO+OEIoH1L46dO+o5aMbnPuth/Mdi8TOvMHLonM96GEUUUUQR+xVFAutThCiKBMMxMlmD1uYGXMdBFEUkWeo3jwSu126aFqLgkVe2Ty6AR/jIkoRtWby7bisPP7wYHl6MpqlMmDiGI488lPmHHkxlVVUhNF4UvfwdUVKQJImqynIOnjePQcPGEA4Fqd+5g80b1tHS1ITuP9CLgohtmbz7zjscePBs4vF4IcB629btvLZ0KZWVlcyeN5cRo0ajaQFUVcMwDVxD9yoYKioCXm6Wbbs4rs3QoUP41kUXs3jxsyx5+SXSvSmCUhBFU5BEAVF0kUQRVVYoL0swbOhQ2jvaWLduPUFN5Y6bbqSisoYRI0cjSAqBQJATTv0qD/7jJrZveIdD5s0h3Zvm3TWrySTTjBw+FMF1yJo2ne3tJMrKyGRzhEIBZCnMnNmzWLd2HdFYGMMwcF0B09AZVFFKbzaHI0ie8krXqd1Zy+CaSmpqqrn0+z/kqKOP9UkW16/ymLcQ5mPZGVA50nUdSkvLadu8gd6eJOvfe4vRo4ajKTJPPvk0tu0Qi0YwbZdQNIamaTi2TVNDPcnuThRVpjPZSygUpKqijI7uZoLBALF4CU8ufp1D5kyjqjxOa3sXWkBj7aatrFixkvmHL2LTuo0019dh2TYVVTUEQxF21dVSkkj4Vknbq6QngOP0FQRw3T77HXjWOEXVfHWfU1CaSYpKJFZCqquTeFk5I0aPJpfN0tbaSibdA7qNqnl5XoWMJu+o+MfLKRBm/cOjbNsmm83wxvLl3HbLbdTXNeA4DqbjVSWzXdub381bO72cJ1wBRwTbFgn7BBZQ4Hsc26KhoQHTNDEti0QigapqBANBBAS0vM+P/pFz7yd23IKiqdBS2Ie+aXB9+60X+p7PwNL9aobZbBpD70UQXHp7e3Bsm662HMGghW2aJFNJHnv8GbZv2YFuGJTEE6TbfeUZ+evL/+cCYr9p+nLKBMC1cghNTwLmB39pFVHER8Rhi+YC8Lc7HySbeX9VWA+PPboY13UZM2YEVdUVtDS3FfpqBlX22emBnp5eOju6GTykmqOPWUgkEuLdNRtY8sobHziWquoKFh0+j6qqchobW3j2mVfoSfUSDAWorCwnlerZLZy4NFFCLBalra2DTDqLJEssOnwe48ePxjAMVq5YzZrV6z/SMZk4aSxz5s4kHA6xdu0mlryyHNdx9zp/OBKivDyxW3tra/tej+neMHbcSObOm0UiEae9vZNXl66ktp81b18QRIFDDz2Y8RNGoygKGzZs5dWlKz5zFdhrr64EYMSIIQPaBVFg2LDBA9ry53HGzCnMmTsT27ZZumQFGzds/cDtaAGNQxcczLhxo3Bdlw0btrLstVWYxof77hREgdmzZzD1gAmEQkFqa3fxysvL6e76cIHYkiwxb94sJk8ZjyiKbNtWy0svLvvQ2w9HQiw8bC4jRw5F1w3eXLWG1e+s+1DLfpzly8pLPdX4+1BXt2uf133/ZVta2shldUriMY45diE1NZW0tnbw4guv0drS/qHGP3LUMA459CBKS0uor29i8bOvkElniUTDlJWV0t2d+sRD1D8q9sf+Dx5SjSwPfLwzDIOmxr0HywMgwPDhffdUVbX3QjwUCjL8ffdae3sn6d7MR9izIoooooj9hyKB9Qkjr/YAqKlKcODUGnZu20QmnQYERElEEPvCsB3HQXAFLMsuJEZbtoNl2kiiiOOCLEme6klVeGLxysK2dN1gzer1rFm9nmuvu4cJ807noOlDmD5pEIOroiRKg0TDAVxXIJUReP09g2V/e5Xxoyo5cuFkFh1/MIpo0FS3hbqdW+hoa6M3lSTZ1cnmjesZOmw44XCIYDBCRWUVZeUVNDQ0sOm22wiHQ0yZegATJk+hqqaGskS5l6VkWX42kFwgQRzHJhjUOPHELzJx4iQWP/sM9bU7yelZNNVTfsmi4FXqcyESi1JeWc6QIUNpamqiq6uLxx+6j9POOodBg4cCIqFwhIXHnMiLTz1IKLKVww9fSDqdZs07PSxb+TayKBIMBqiuLKMsXkJvJouiqLS3dxBqbEU3LGYffCA7d+wkEAwSUBVGjx7FipVvkSgro6s7SVBRqCwvZebMGZx9znnMPGg2/ZVWnuDFz78S8pWyRBDdPiUT4AoCoVCILVvW4Tomg4aNombQUJYtW45tmpSUlJAxbFTfWtbY0EB7RzsCLioKqVQaXJc1rR2EghoV5WVs3lFPLBygsaWD5rYOBlVX8MRzy+npzfHk44+zcOECBBwcxyFeVk4oEqFh5w7CkQiyrNDb04Msy344ej4IfWC+Wn9bH+ATqh5xpCgK8XgCURQpiZfS3dnJtrY2VE2jJJGgvKoKRRGpHjSYAsnik0wFRskPGfditWwc16W3J8W2bVt55MGHefnlJR7B6I/B8ZVintgof58JiKKnbhIlEccVkWWZeDw+kFRyHLLZNG1trRiGgQCUlZWhaRquC1u2b0fyyWVJkpBFCUH0AuolqS8M3lOmiV61S/+Tfn39868E0VOxaZpEQBMGjKc3naJxVy2maVC3vZF02iQaCxKPR5BkiZdfepV1760vFE9wBQXHFcG1B4Tk9ymxfAUWeaujNy7XziI0PgHuf4YNqYhPH2PGjABg/brNe50nl9XZtauZIUNqqKmpHEBgPfH0nUybNqkwffNNd7FyxTvccNNvCllQAEteWc5JJ55PKtmz2/oVVeF3V/2YCy788oAHud7eNN/4+vexbYf7HriBv1x/526h0v/7029zyX9/jbPOuJiWlnbu+NvVDBlSM2CepUtXcO5XvkNd7a59HgtZkfnLjVdwzrmnDrjf3377Pb504vk01DftcbnTTv8CN/31t7u3f4QQ5omTxnLd9b9k4WFzB7S7rssjDz/Dxd/6X9paO/a6/Ow5M7j9b1czduzIAe0NDU188/wf8NyzSz7UOD4JKIp3Tu33qftisShbdywb0HbWGRdz+BHzOe/rZxTaXNflT9fexmXf2XtY/Hnnn8Evf/09KirKBrQ3Nrbwox/8hrv/8cg+x3jc54/gqj/+tHA/5JHN5rj2mlv5xc/+uE8i8PMnHMXV1/58AKEAHol52aW/5J67Ht3n9r/29dO58nf/s1tFxzfeeJtzvvxttm2t/cSW/+M1P+PMs764W3t1xXQ62rv2ud3fXfW/fOWrJ3Pcf32FWCzCrbf/gVAoWOjP5XR++P0ruP66O/a6jqrqCv5y4xV84YSjB7R3dnbz5bMuYcSIIVx/wxX88hfXcPnPr97neD5t7I/9X/bGYwweXD2gbd26zR9YACIcDu12/wAc+1+Ldms/79zv8rc7Hvwwu1REEUUUsd9RJLA+RdQMqqCysoxtm5qQFAXHdpDyOTW+RUuSBC+DyNSxHU+14eIiSWKfOkuWkRUZ23bZUduyx21Z6iDWbmpl7eZ2goH1DBtcwqRxVYwdnkAUHRa/vIu1W7oxLZu2jnqWvdlAvCTApHHVTJ80mInjDmfcVAvRSZFOtmMYhm8RDKGoGuWVVQwdNoy6ndtJp1K0tbSwaf0GItGnmDR1KpOnTGPU2DEMHjoUTdWwbQtRlAp5Sq7gIoou4yeMY/iI4bz55ireeest6mt3ousGQkBDkWSQRBzXxbYdSkvjlFWUke5Nk0qleH3pyxx93OeJlZQCIoOHDOfAeYtY/cZLhIMqxx//ORzbxrFNandspzuZoqOzC0kUKYlG0DSVSCREJt2D5Ti8vWYt4FIdCBAIBJgwfjQbNmxi4vjRrF23kZohQzn2+KmcfMbZVFR4b6bydrX3Y4AFq6DQ6cslSyTK6U2lKBs2kkisBFlWmH/oAp564gkCIRcbAwQByzDIZdNeyLzrYMoWsiQQCQVJ9WaQRJGm5jaaWzsIhwJ0dKYYN3oodbvaWL+lFtO22Flbx4aNG5kyYzpaIEg2p1O3YxuiIBKOROntSSHJCo5to+dyiJKvCHzffgliPqi9X8VJSSGohQgEgiiaRi6bRU8micZihMIRentS7KqrRVM1Jh0whfKKCl/RJfnkVT/rm+9xc12XXC7Hls2beP6551j8zHN0d3eR03U0TSOnGwQCGrquEwxomJaNLHv3gyCAJHrjliWvwmZVRYJwv7fBXgi8SVNjHYaexXFsFEWhtDROQAuS7EmxctXbOK7rh9R7A/Sqf4qIkuRvwyPJZFFClEVkSfbUjpKnOPSUj6JnofRD8GXJK+IgiSKKrHjziiK4FpZlIgDr3ttBe2sn4XCQkaNFOruStLV3UFISo7s7hayIWLZEnj8ccAxFCgTawAwscK0MQtMzeGXfihbBIj4ZRKLevVZf37jP+SaNPwxRFMlksgPan37qJdat3cSQITUsWDiHg2dP58yzTuTP193BurWbmDR5HBd+6yssPGwuf7zmZ3z93MsGrliA+x+8keM/fySZTJabbvwHb7/1HqWlJZx2xgnc+fdruPmmD86CmTN3Fud9/XRqaxv48Y+8DJlx40dzzrmnsmDBbF5b/igHzzqO5qa9qxquuPKHHLZoLj//6R/YtauZ8RNG880LzmbmzKnc/9BNzJv9hb53IP2wbetO7r6rjyA58KBpjBs36gPHnMfsOTN49vm7iETCrF69jvvueZymplZGjhzK179xJid96XNMmTqBebNP2KMCZdDgKh5/6g7i8RjX//kOXnj+VURRZOFhc7ngwrN59PFbOezQk1m5YvWHHtP+xKLD5wOwaeNAFZVhGIXjNnPWVCZMGMMl3z6PUaOG8eMfXUlHRzeHLZrL6WecwH9/+zzWrF7H3+98aLf1//KK7/PDH12Ebdvcc/ejvPLyckRR5MijDuGLJ/0Xd/79GoYNG8SVV1y/x/F96+KvFiopPv3Uizzz9Muk0xlmzprK188/kx/+6CJGjx7OmaddtMflzzv/DG646TcIgsAjDz/Dc4uXoigyhy6YzcmnHMff/nEt5eWle7VPHvu5Rdx485V0dSX53//5LatXrycej3HqaZ/nCycczQsv38e0KUftkfzdH8u/vuzNAdPHHX8EJSWxPc67N0ybNomf/vw7PPboYl56cRnhcJDPf+EoFh0+n2v+9Au2bt3J4mde2W25yqpylr3xKMOHD6G2toE7b3+AHTvqGD58CF899xTuf/BG7v4A8u9fAf/s/gM88vAzJBJxADRN5UsnH/ehtmma1oDvnYqKMo46egF1dbsKqsc8tm/bNwFaRBFFFPFJokhgfYpQZBHD0HFckPAUGwUpisuAMGwvi8gBXGRZQlFVzxLlOIiS5FV5Myz03aTk/oNpaBQIEi4iWd1h4/ZuNm1PoWkKwaBCdzILrogriAiCZwvsSuq8tqqW11fVEi8JMnpEGeNHVzJuRA0jhoTRDQfDMFFVFVVRGTNuHKtWLCeXzZLL5TBMEyuZ4s1Vb7F1y3ZGjhnFqNGjGT1mLCNGjCQSjWLb+AHaHlEniiKapjB//nxGjx7D+nVrWbN6NU1NjYBFMKgiixKuIGA5LrLtEAwG0TSNzs52Nm5Yx/SZB6EoXgh+Vc1gFFVj+6bVjJuqcORRR2DZJoZhULdjJ7mcgSSJmGYXsizRmw7S3Z0kFAySyXajKnIhp2jDxq2owRDR0gSzD13I/AWLmDR1OqFwxD/Wrs8fCAWuRxC81nw1vL5z4imwRElGcBxCwTCjx04oBIK7rsvBc+bw1qo3qWtoQDe9N8uCZVGWiNPVlSSX08nmDIKap5SKR0OUlZZQ19hOLBqmraOTXE6nsytJVjfIGl71wXQmw9KlS5k9Zw4Tpkzh1ZdexMhlqaiqwbRMMpk01YOH0t7cDL7yLZNOe6qhwuXp4joeiZNXkwVCQQKBIKqm4Tg2ei5LOBrB0A06O9pRVY1wNEo0FsMyDQYNGTzALtt3jPoC2hEcamt38uwzi1mx/HXeXr0GHI9wMiwLVVXQdZ1wQCXV00tlIsaulg6iiTg9pkE4qCEIIrbjEAkqdCVzjB89HFXV+pRljoNpGnR0dpHLGbguRKMhIpEowVAIAZHDFx7i3YOO4wfaO9iWheXYhWnL8io12v2yw2zbwrIcDN3w+i3PMuhV7vSOn2XZHoknioUqj+WJGKNH1uBYNju3N9HZliReGiOlwbhQAAAgAElEQVSeKKG1vYtJkyaQSnYTDHi5dFnTK8LQZ091CwHthZPmHVTv/OndCG0v9X3fvP/7oogi9hMknwD/IJvT3qxwP/3x7wH4wolHs2DhHKZPn8xZZ1zM/fc+UZjn6ade4oWX7uWss7/Id/775/Skegt9Z5x5Isd//khaWto4fOGpbN60vdB37TW3cu11l3PRxed84H78v0vO5YH7n+TLZ12CbfUVS/j9b2/gqWf/xty5s7jqjz/h7DP+3x6XnzVrKpIkMeOAYwZYbW6/9T7eXrOYgw6axoIFs1m6ZMVuyy555Y0BFslr/3z5hyawAkGNex+4gUgkzDVX38L3vvvLASTZNVffwiOP3cJhi+Zx+a8u202BBnD8548kkYhz9R//yve/+6tC++OPPsc7b7/H7XdezXe++w3OOPVbH2pM+wvx0hJOO/3z/PTn3wHg1lvuHdCfzeT46tnfBuAP1/yMCRPGMGXKeGZOO4bt2+q8Zf56D1s27+AnP/s2F1701d0IrMMOn8cPf3QRuZzOsUedybLX+siYW26+m8OPPIQnn76Dy3/1PV584TVWrVwzYPkDpk3k6mt/juM4nHbKhTz68LOFvr/f+RB//tPtLHntIU459XgefOCp3RR1w0cM4U9/vhzLsjjh81/j+cVLC303XP83brrh7zz17N/43VX/y7PPvMKWzTt2O05f/sqXEASBr51zKU898WKh/b57Huevt/2ec849lTPPOpEb//L3PR7nj7v8TTf8g5tu+EdhevXa5z8ygXXFlT/ky2ddwr13P1Zou+5Pt3PTX3/L1847ncu+9809EjjXXnc5w4cP4aUXX+PEL5w34Hvmqt/fxIMP38T53zjzI43ls8A/u/8A37nk54W/y8pLPzSBZehG4f4BmH/IgRx19ALeXLVmQHsRRRRRxGeNIoH1KULTVF8R5CJLXgC2IHp2QUEA2/Eekm3bJp3WeXXlViaOH8bEMdUeMeJ62USSLCPJMplkxlfDvO8hVKsGJQwIntKFvDVLQDcFdNMCQQXBo1oABNcnTHBwga6UyZvvNvH2e82EwwpV5VFGDdvIjVeehCwrBENh4qUJJkyaTFPDLrpTvdi2g6IGkdUAtgv19btobe1g44aNlCZKGTNmDAdMm0ZZeSWC4KlSHMfGNA0kSaK6upLy8oVMmzaN7du3s+KNN2hpasC1bSDokT++vQwXXMNg3Zp3iEZjjJ84GVcQyKR7MPQcimDTXLuByqHjOOLII3AsC1kSqd2+HV03sBw/58nxiJredJZoNIIgigiSTEVFJVIowqy58zhoznzGjptAPFGGJEr9jvaeH/6FvHWrUIkw//wgeLligoukKEiKUrDlOY5DoryS+QsW0vrggz7BZ2ILMtFImIryBA27mjEtG1URyeWy3nn1CUBNkzFNk1CglGzOIK0bOI5nYbEsh3Vr17N58yamHTCdabNm8sbS14jGSmio24kWCGBbJtl0mopBg0j39qCqGnrOU0ZkMxkUTfUURKpKUFPRNI2srhMMBclkMoR9Uq+lcRcl8QSJikramptJpVJEolEOmDGVYSNHecHvgkh/jZrrgotNc3MzDz34ICteX86atevAsUlnc8SjEXp6dURRxLJsJEkkq+tYpkeAejYMF8MwqEzE6Ozu8SsfumiyREVVtWc59IPTLdsim+mlvb0D3fAKD0QiUYLBEKqqIksKg4N9kv3+6F8NMf+ZtzE6roObJ6pc17vXXdcLuffncV0vB8txXF9ZaGNZJpl0EsfO0dObJhB3mTZqJIMGV1JWXoKsykQiYWYdOJMN69ezbWstubSDaRUutr5rURAGclSCALkWhM4Ve71ed7t+i6RWEfsRFZVljBo1bK/9a9du2meWyqZN2waQVwBLXl7O+vVbmDRpLNOmTeS1V1cV+s7/5lkAXHbpLweQVwC48IPv/Zrjjj9iN2vW+9Hc3MoF3/jhAPIKoCfVy3nnfJd33l3MKacezyUX/4TOju7dlpdlmR9c9qvd9m3L5h3ceccDfPOCs5k7b9YeCayPg7POPokhQ2p46633+MH3fr2bwqu3J81Xv/xtdtS9wTnnnsr3vvsrDN0YME8+/09/XzvAPXc/xsLD5vLyS6/v13G/H2eceQInnNhnAZNlmXA4VJj+6813c989j3/geu6+69ECeZXHX66/k5/87NvMmDEZQRQG5DJd9j0vMP9Xl18zgLzK46UXXuPqP97C939wIZde9s3dSLzLvn8Boijyp2tvG0Be5bFtay2XfvsX3HXPn7ngwrN3I7AuvOgrqKrKLy+/ZgB5lceSV97g8p9fza9/80O+9vXT+dH3f7PbPPs6f9defQvZbI61723crW9/Lb8/sHTJGwPIGwBc+MmPf8/XzjudOXNnDahfAl7205dO/hzpdIbzzr1sN5Jcz+mcf973WbfxJWKx6Cc6/o+Lf2b/iyiiiCL+U1AksD5FqIqEaZoDs4UcEEXBD0d3sF0H3TTYVtfOMy+tYeO2Nsq/cjRVCQ3bcZBkCUVWQBDpSmUGZBQVEBoOSH6ouAiC7H3mg537P+QWlnfx2SHvbzzlhuO69KRdenq72V6f4qmXNnHKcdMIh8K0t7UyZ+583ly5CguBUWPG07irnp5UD7qvbDFNC13X6ejspr5uF8tfW87I0SM58uhjqKr2giYlScZxvKBuSZIpKysjUVbOjJkzqa+rY+Ubr7Nj+zbsdJZAQEMUBe8tvyiQy+m88tLzxEpKGDxkOC1NzSSTXQypKSOgyLiZVoKBSo469lgcQFFVWnbVezlCgKooBENBAsEQ8XicWGmcSDRKaWmCg+fMZ/LUAwhoAS+rrKBwyZdzy5MGsFcy6/1/CQysuCd414IkCYhigAOmz+CtVavYsX07JhYoEoqrUlYWJ5lKkUr1kjNtNMNElkR03fAqOfrZMMGgRlY3kSQZ2/EUEK7r0lDfwJsr32TipMmMmzSFsvIKXnzmWQw9R6KsglR3N5ZlEgqH6O3uIhSJYug5IrESHMtBCwYQBAFZlsnmsoQiUQTDoDeVIhIrob2lhcrBgyirqKR5VwPReCmDh4+gvaUZVVWYdMA0ZNnLQcPPufLG5tDa2syjDz/MA/c/wM7aesKhAKlUL0FNLWSEWJaNooiYloUii+R0z25nmRaCALpuYugWwUCQTKaNeDyCrhtEwiGGjRjTp77CwbYMujs7SCZTuI5HgsXjpUQinnqsI92FpigeUSxJBTug0C/nSvBzwPqfdbewTx/8i7JvFk9d1txskUzqmIbOrJmTKE3ESCTintpRVdENk+nTD2DN6nfRDZuc7mJZ+QGI/a4yAbe/HDBdh5Ba22+kRXKqiE8XXzzpWK6/4Yq99h8y90RWvPHOXvvfe3fPD8q/uvwaJEli/fothTZBFJgzZwaGYfDIHsgD8PK37rz9gYKKZ2+47db79mqR2rJ5By++8BqfO+4I5sydxdNPvrjbPKlUz17JqfzDf0Vl+T7H8M/gqKMPBeCq392wWwXIPBp3eTlODQ17zuB65eXluK7Lpd89Hz2n8+wzL7N1ay3dXUlsy+b8r31vv4/7/ZAkiUBAK0y7rkcqrlm9nr/efDePPbL3Kqr98e6a3QP329s6uezSy9m5s6FQ4AK86+ewRXMxTZPr/rT36oZX/+Fmvvf9CzjiyEN26zvq6AW4rstvf7NneyHAU0++yK9/9ac9Xh8LFnoV43buqGf+IQfucfldu7zoiIMPnr7H/pdeXMYJJx7DLbddxS9/cQ3LXltFbW0D2UyOte9t4pKLfrLXse2P5fcHHn/suT22t7a009bWQUVFGbFYdMA9uvCwub7t8tm95ss1N7Vy7z2P8w2f6P5XxT+z/0UUUUQR/ykoElifIjRVKZBVhYdcn1RyHAfbsvGKugm8tmIzlmWzZVsdG7e3UVM5Buysp6TySaiOrh7swpvDfg+mwSEgyngkloRHYvmEliD6DiP/1Y0ogJv/kesTV66LS78fvvkqajj8z+9eZkd9D985bwGlpWUkU52MnziV1u4MVYMncsLJXyHT28G6d1ezZfNGUqkklmVhmjaWZWPoJps3bSMae4PPHX88iuK96RNFCVURcFyHnJ5FFARkWWXEyBGMHDWS3p5eNm3ayIZ179LW2o7hK6oEEVzT4YlHH+ELXzyFkngcBxVdNwlUBgiGIrS21aJFB3PYYYeDCwEtQLKzAwEXUZIIBENEYzES5ZWMHD2aGbNmMnHSZFRF9RRZQt85844/fWTWnuC3C/2Irb6ahIIX9F04a0Lh1NmORWVVFbPnzqWpqQkn64Ij4MgO0UiEqsoKDMMjBFMZk1BAQcnp6KaBaXlqn3A4hOmkEUwLWVYAj+yzbJvV76xmwWELmTBhItF4nKkzZ/Du22/7lsFeBBEkUSadSaOFQiiygmtbBCNhDD1HtKQEPZsjGitlV30do8aNp6F2J6FIlHA0Qu227QweNoyawcNoaW7EsWwmTJnE9FkzUVWtcOxMwyCbzbCroYEXn32Wxc8+Q2NTM909aUzbRjFEcF3fnmf71RG942kaJqKmYhaUWAaKImPZNqZtIohgWBaSKJHO5qipqmTSAVM9C5/jZT9ZtkVLWyvZbBbbcdBUjWg0SigU5q1317Jy1TsFkkoQ/PPlugiyhCzJyJIXDC+IAsFgEEWWURSP7FJlGUnxSC/FJ79kWSGgqYii5C+rIMuSn38lIYgCOT2HIAhk0r0oikR1VTWVleU4jo0ke+Sk4/oVKi0XB4W+KoL9MrCEfgqq1EaETB1F0qqITxNecQcKWXo7dtTv8WHs8CPm77FS2fvR2bm7ugnggfue3K0tHo+hKAp1dbvQc/pe17lly+62q93m2bx9n/3bfFVPZWXZHvt37Kjf67Ktfnh6Pox8f2KwHzi/rxB9gD9edfNe+957dyPfuuB/uOLKH/KzX1zKz35xKeBVhHxz1Rpuu/U+7r3nsU9U/fGPvz/Meed892OvZ2/Xz7VX37pbWyIRR9M0duyoI5PO7mEpD+1tnXR0dFFenkALaIVrTQtolJcnaG/v3GeluHRvhp//5A977Kuq8kjNW2/fc39/hPdy/9x04z+YMHEM53/jTG68+cpCe0tLG0uXrOBP19zKG8vf3ut6P+7y+wMfdP9UVJTtdv8MGlQFwNYPuL83btiyz/5/Bfwz+19EEUUU8Z+C4rffpwhFVQqh316le8F/sHYxTRPT8NRZjS0pNm5tLiyXKC1BlmVMQ/BysQQbQZRobu7Ceb+FUImDHKJAWiF5ZJYgIuBlYiEyIH3Iez53fEGW4wm3CtMgiK7f79CTdrnjwXdJ9prMP3AEqa4GarsreXTxWlo7llGeeJvpk6uZd9AoFv7XQbhmL90dDbQ276Krq5NkdzepnhQ7d9TS1NTC8OHDC/aupsY6z54YCBGKRDBM3a8mJxEIBpgxcyYzZ82is6ODpuYmGnc10dXVSTaTwbJMXnttKYceuoDDjj6ed1ctwbJskskkmqrQXLeByqETOeroY1j66hJ2btlCd2c7aiDA6PETGT9xIkOGDWXYsGGUlZUjiaKf0eTBqyjnkY2Foy0M+BiAPQW79xUs3DOhIAoSiiIw5YADWLv2PTasXQeyg+RIILuUlSfI6TotLe3Yto1pu1hOX8g4QDAYIJXRPYWQY3tqL8GzLm7btoM1q9cwcuQolrzwHA/dfx8LFh6CJIXAddACIXKZNJZl4tgOuqEjCBAIR+ju6iQWLyWXyxKLx7Fsh+ZdjZSWldPV0U5ZRRXRmElTfT0V1dVUDxpMIKgybuIEAsEQju3S3d1JY0M9WzZu4NWXX2bZsmXkcjqGbeOKUoGUMi1PdZW349mWjYuDKAgYloWiyLiOjaYq5HQdQRB92x4YpgUCKIpCLtlD9eDBJBIJbNvLncJ1yWSydHWnMAwT27YJhkIkShOoisqQmhqiC0NYlpd/5Vn8LM/a63pKMM8CaBeKLDiOQzareyS045Fu+ZysPvugbyv0px3Hsw8KgqeamzphONFwiO6uJHomQ+32ncTjCRJlcS+zy7bIZdJkc2ksW/Tsg37lxoFB7n71we41YHTu7erc4/VXRBH7A3lFQFmZFyL8/OKle7RCbat9/UMRWB8FbuHlwb6v8Xwl1Y8zjyj2FeXYE3L7IND+L+CWm+/m3nse4/Aj5jN58jjGjhvFhIljOGzRPBYdPp/Zc2YMyNr5d0BeqftRro89Ver9ODD87Lhrr7l1jxa+/ti1FwWdbdlcctFP+N2Vf+HQBbOZOGksY8aMYMbMKZxy6vF86eTPcebpF/PQA099IsvvD/wz98+HPX8f5vz+MzB9xbjcL+tzT8j3G8bez+//9e+PIooooohPEkUC61OEqsgDJP2264U9O35ouAuIksgryzcW3mIDxKJhXNcqPPwKokR7V4p1m2r7lZH2f7AHB3uWwf72QUFGEPIkluhVKeunDOoLI88TNo6XjeV6mVjefJ4yS3AdOpMOt92/lnseW084KNLWkfG3pdDWafD80h08v3QbibjGhFGVTBpXzchhM5g8ElQxg55J0tXVRXtbK0OGDEEUJRzHobOzk5bGRjra2hgybDgjRo2mvLIK187L+z37ViQaZWJpnEmTJmGaFj09SVLJJNlsBkPPMm7iFARc3ntzKYmol/UVj4Vp2bmWePVYjjn6aJaFwmzetBFZkRk2cgSDhgxBUTR03Sj8CBKgELJeUL71+3267yys3QKwvDn38VwlCCKu41BVXcPs2XOpr6snlUwhO35oOlBTVUUuq9PZ1Y3oq8A8VZ9HiOYMC8dx/ep3Xp8giAiiRwwtXbKE+YfMx7ItMukUq1cuY/r0KciyRqJiENlsGkmQPEWRKGAYBvGyoC/Yc5EkiVR3F5XV1XS0tRGNl6CoGp3tbZRXVeM6Ntl0L9MPnMXQkSMwTZO333ybzevXsnX9OjaufY/6nTvR9RymZSO4LqLjgh+yHgyoGIbhVeYTQJI8xRSAJIk4hncP2I5LLKqRzRmoioKA61kLc4ZHeoresRw7frxXAIG+a6g7mSSZ6sXxFXWJ0lJisRiiJDNqxPA9nEnvXnD9eyCv5HIR/FB7j/j1gtqdQqh7fxKrj9xy/PvdxvTD3HU9gyQY2I5NT6rXr8KYZVd9PYlECYqqkGzrZtPGDaxdsxGEEnJG/km93zWYv2A7VoCjF7OsivhMsG1bLYctmseMmVN58P49P+CGwsGCWmJ/orvbK3ZRXV1BIKiRy+75IXDCxDEfuK7JU8bvsz8fqt7c3PbRB/oJIk9qTJw0jvXr9q40+fWVP6Szo4ubb7prQAg+ghdAP3TYYB59+Fkef/Q5Hn+0T0E3fcZkXl76ABddfA5X/Oo62nw12b8DurqSpNMZBg+uJhqLDDwu/VBdU0kiEae1tX1AfpihG7S3d1JWVkpFZdlej00oHOS663/F0iVvcOftDwzoa6hvZMyYEdxz1yO89eZ7H3kfAkGNefMPIpfN8fqyN7nnfRX3vvb107npr7/lJz/79h4JqI+7/GeJxkbPWjl+wuh9zjdl6oRPZPvt7Z0AxGJRwpHQXrP98irJjvauT2QcRRRRRBH/7vhkXkMUsUdomlJ4pLQsC0PXMXQd27aQZBlZUWjpSLN+067CMrIsE4mGvAdyv+JYOmuwZNladuxoxn9q7dtIcFiBtEJUPPLK/0RU/TYV1592BX8atd+01m9aHdgvqgiSiotCVhdo67IQRBkEBUHQ/G2oIMh0dpu8/nY9t923gt/+5SWuvf0t7nm6kXd3BgglxhONV2AYOZ8gkgmFImRzOqtWrOCJhx/iH7ffwoP3/ION69eSy+VwfEuZIAhYloWuGwiCQGlpgiFDhjB69CjKK8pwXYtxkw/gwEOOoa07S043sG2H6upyOho3Ub95NfMOmcf4SZMJhCPYjksumyWby2IYJqLoET6Cr17Kq68EhMKbfZc9vGkVdj8dA8mr93fiu0Hz6/XOryiKzJh1IBMmTvTC7mUFQRSRJJFIJMyIEUOIhIMgCDi2jSRJGIaBpmkYfiYUrveWURK9/CZJFJEliU0bN/H8c89xyMJFVFXXIIoC6a42GrZvZNXylxGdNOFYBFXTQBCwLZtAMFCwQIbCYXLZLInyShRFoTeVIhyNYVkW6Z4kk6dPZdS4sdTt3MHdf72Z3//ql1z7h6u44/bbeemF52hp2ElMEwirErIooIoCQUVEFgUUWSCoKTiOgyJLiIKIqijYtoMg0Ff4QPBsr6GAhmHouK6D7bgEAhq5nKcaEwUBTVUZMWIksiwDgk+UQlt7O5lMBsd2UGSZ8opytEAAWZJw3YGKqbytNr9Ojxj0rYGS5GdUKWiaRjAYJPz/2Xvv+DjuOv//+flM2arVqhfLkh23OHZ6byTEKRDSCJBACJ0fcBwHHOXuuAYcx/3ocNTj4AhwcBwtQEgC6b33xCW25SpLsqy6Wm2ZnfL5/jEzu6vi2CGkwM3z8RCr6fOZmTWZl17v1zuZoiHdQFO2kebmJtpaW+hob6Orq4PFi7pZ0tvDIUv7WL5sKatXLeewQ1eydEkPUkpsq0KpVMK2XXKTRaYmprCsMpVKhdtuv4sf/ejn/n8QC4OSFQjcqs555VZg7F7wFu7utvADO3dOJHpFPDduv+0+AF7/hoswgzDouVzxxlcH38s/MgruvechDMPYb+etdEOKt7/j8gPu6m1vv5z2joUzqo44cjUvP+sUXNd9xvyuF4MbA7fbR/7mPbO6vtZzyLJePvyRd/GP//yBquMnxDAM7rr3V3zv+18kVpdBFfL4Yxt45OEnEUKweHH3H38ALyYKbrrxTnRd58NBmPtC/O3H/OD2GxdwFt54wx0IIfi7v3/ffrd/7etexZvf8lrecMUl85bdcvPdALx+gWUhV1z5au6892pedeG6ectOPOkYbrjpx/vNePv+VT/DcRz6+hYtuPy5bv9icsftfnbbxZecx7Ll8/8YBbD0kF4uf/1Fz8vxi4USGzduRQjBBReeveA6mq5x/qvOAuChh55YcJ2IiIiIiGcmcmC9gGi6VisxUl41QNowTYTU8DzFQ4/vpFCs/dU4mUiQSph4XgXPU0wXSlxzwyM8/OgWSuUK815CU31+WZGUgBY4r7RA1ApysFToKAodQXWlclAtH/SdWMG0Cl/klT+tKZTni1fKcxBCRynXL1P0XITQ/G6B+GOdnvGYnpng6W1j3PXADpIJg5amR/nkR87jrNPXYGga2aZW2js6aW1vZ2DXLnK5HMN797FlyzY6u7o4/KgjWbP2cJLJVDVQ3HerWL6wgQT8F3vXqbB46XI04yLuvvE34JWQUtDUmGTvvkFuvXYzy9YcS1tbKwiB7djs2zXMPbfezCsuvIgjjzo6EK58J5vvp/Kq11vMU6rmcpBCQODsCcUtISRKecQTcS665NVs2rCRmXwepeugFC5+x7xly5bQv20Hjutg6AalskVzU7Yq8IVZSCLodCmFRErJzEyJ7377P7ns8ss595UXcOv1V6Ncl1RCp7BvnIfuvZN7Ht/GMcccTc+iblpbWogl4sTicZRSxJNJZmamKc5M09bZyfCeASq2TT6fY+eu7fzsF1eze2CAmKqQEJ5fvpjOUnJclJ4gnkoTd8u0NMTJFcqMz5SpuAobaGxIEzP9PKlYzKBSsYkZJmXLQpcCTUpMXfdj25QimUjguh6aJnE9X9AqFou+ewtYtGgRPYt7/XOQEk3TmZoaY2TvCHalgmPbZLMZOto7sCsON9xyO+PjE0jpd0oMg/ulFBi6URU2pfTLWjUpqiKhkDVxUwoJQiFFsL3mi4dC+cHEQvrPk5SSmGFgO0VAUZwp4LkupqGjSRBC4dg2Dz/6GDffdDt79+4jEYuhpEHFnhPObE/CzLYFnr2FVNWIiOePX139e4aGRujtXcS3v/NZ3vOuv5uVR3Xa6cfzmc99DDcQ3//YfOPrP+CsdafxxS//MxvWb+bxxzZUl6XSSb77vc/T2toM+CXX+6OpqZEf/+RrXPH6981y0ixb3sf3//sr6LrOf//wl0xN5v7oY3gu/PhHv+Jj//A+jjvuCP7jPz/DB9//8VlOkO5FHfzkZ99E0zS+9c0fzssKsys2N/z+Di648Gy+/s1/ndeJsXtRB4cfsRrP89i9e5A/Nz73mW9y8SXn8dG/eQ8P3P8Yv7vu1lnLL33t+bz3L9+C4zh84XPfWnD7yy6/kL96/9vo37qDb33zh7P+kHXSycfwpa98HICvfPm787b/z2//mA9/9N381fvfxs033cUNv7t91vI1a1fyhS/9E21tLQzsHpq3/X33PsLY2ATrzj6Nt73jcq76r5/OWn72Oaej6zo7d26bt+0fY/sXk+GhffzPj3/FG6+8lB/++Ktc/tr3zApzX9TTyX//z1ef8Xv/XPnBVT/js5//Bz73hX/kySc2samuyYRu6Hzlq59kyZLFDAwMVcXKlzrP5/WKiIiI+EOIBKwXkNBNYjsOUoCm6ehmDKnpftC5YzM4NI7yai+nZkzHsStYwmFoX44f/u/t7Ni9gPMKAYnFdeWDoiZeySALq5qJJavbBKauat6TX6Ioq1E6fiZWkIEVlEoJ4Ye8++u5tU8RiFdSQymnKmIJPJRQgJ9BZNkKy7aZnJ7kx1c/xpFreujqaCMei9Pds5jFS5axb98o6YYsUjeQmsZkLs+dd9zNg/c/yOLeXo466ijaOtoxTJOYaSKEwLZtXFeh4WEYJp7rkkxnOPKkl7Pp8fspjU6SiOmk4wadLTHW33cDpiYpuSbTRYvpyUmMWIyfXPVt3CvfyrEnnII0JLXEsPmd3A6UtbI/FtpOBN0hRdAhsbOriyve9Cau+u53ccoOQmoYmsB1JI3ZLH2Le9ixcwDTEJTKZdra2lDCF18M3cAJxCwpBVL377lllRkfG+M/vvY13vrOd7Lh8Ycplsbo6mzBtizyRYuJsTJzkVQAACAASURBVH3ccfvtSF2nvaUZ3YyTSCTo6uwgHo8zOjpKuVimWK4wNLgb2yoRj5koAXsn8pStClIIUqZBdzZBppQjmcwwU3aYsSUi3UTCVPSmi7SkS+yeLFIqOqxavpRNm/tpSCWImQZCuaSScVzXIZWIk4iHgf8SXRMYhoFuaCTiMXLTM2QamhkaGiGRSuC4DsccvpbuRd1B10oDpTxGR0eYnJjwyxelRlt7B6l0A8Vyhdx0nlK5jOepajNOT7l4QXmmQuHWZVj57yQqeKwD1xZ+N9Fauak/r9qmPWgI4LoeFcdBuS5rV/axdvVSZmaKTE8V0TRQyg+K3z0wwHXX3cB0foZMOo2rwFM6nlfxv1+AKA6AtW/eszlftIpErIjnH6ts8ba3fIhrrv0eV77pUs5adyq33nIPMzMFVq9ezsvOOIlrfnMjQgguuvjcWds2NTfyq2u+B0BzcyMAF118TrWc7/bb7t1v+HXINb++kR/999Vc+aZLue/Ba7jmNzfy1JNP05jNcMmrzyOTaeDNV36AH//k67zxyleTTCa48g1/NW8///bpr/Hev3wzT264mV/8/Dr2Du9jydLFvO6yC0ilkmzbtouPfOhf/hiXbB5X/fDLLD2ktzp9SPD7Jz/1Yd7/wXdU5//Nhz/Fgw88Pmtbq2zxukvfzU23/oS3vu0yzjn3Zfzm1zewb2SMnsVdXHb5hWQyDTz00BN86pNfWfD4f/vRT3Pa6cfz1rddxkknH8N1197CvpEx+pb0cNnlF9LcnOX7V/2MsdGJ52H0fzgvX3dqNXB+6dLFAPzzJ/6a977vrQB85Uvf4df76U4Z8tCDT/C3H/00n/vCP3LNtVdx6y13c999jyKE4PSXncjpp5+AUor3v++f2LB+flD+hvVbeO97/p7/+M/P8NWvf4q3v/P13HTjnRQLJY44cjUXX3IeUkq++Y0f8Pvrb5u3/cT4FG9501/zi6u/zbXX/4Bbbr6b++/3m62sXr2cCy48G13X+eTHv8STT2yat33FqvD+9/0TP/7J1/nP736ON1xxMXff/RClYpkjjlzNqy99BQBf/Px/LDj+57p9prGBa677/qx54b34zbVX4dSJoeec9XrsOQ7A58oH/urjHH3M4ZxwwlE8/tSN/OLn1zGwe4iexV289nWvwvMUX/7Sd/jrD/1/f9Tjhnztq1dx4cXnctppx/PoE7/n1lvuYdu2XTQ0pDnjzJNYvLibSqXCO972kWqX5T8mZ5x5Ep/811qX0DBva+nSxdx+9y+r8zdu2MJ73/2xZ9zXWFDieO55Z3DPA7+pZnwdzLYRERERzyeRgPUCMpXL+24hITFMHcOMITQd27ZxHA/PA9t267YQTExM89Nf3syirizX/O4BCgWLhYQUAJJL/PI9BQgNhYaQgXAVdiNEC2xXgTAjQkdRkHElgqwgge+0EhLwEEIL1vcCkcUDz606hnwHloPQ6h1YHkK41QD4qvilFAKFUg6/v3M7ziev5cufuITmbAJN0+lbsoTde/biak2ccMLxaFjkJvaSm5qgVCoyNDTE7t27aWpqYtnyZfT09NDQ0EC6oQHTjKOUh+M4GLpJa2sbyWSS1vZO8lPjFCb3MjU2gGEWSMZTlK0yllXBdRXQgeN6WLbDLdf9kiWHLKOjc1FdblWdiFXf7Y1QAPzDBIKqEFL9K214f1yOP/FktmzZwl133oldsVCeV3UHtbS1UCqXKeRnMA0dM2ZSLFtUbBs3XE9KpNSQUgMBju0gFFz1vf/ivPPP5/hTXsb9t16LVbZoa2+lE1izfDF5W+C4HpO5aWAay3bYuXs3jl1hJu/nNGmaRBOgawIvEHWsoBGBB8xUbLaNubSkHTqESUMqg+U4FIolLNskH0vRkY7RpZlU8jajo2NIIWhuylIuW3S0tyGD69zU1Mh0foZ0qpFS2ULQgKFLsg0p4jGDaRQx08BTHs3ZRgzTZO0RR5DNZhHCz06bKZbZuXMnVsUvPTVjJn19vRi6SUdvN329i/076dXlXgUleioQo7ywxNALxCpPBflXfjaWUvg5V0FWlvL88kbl+vlYnqeqy9ygJNa2plFKsfXpAe69fROu49LckqFc8BjPP8LAzgFflBagaQYlW6tl1+W3gFuc/29BJFZFvIjcevPdnLvuCr7ytU9y9NFrufJNlwL+9+mXv7ied779I/zwR/8+bzvTNDn11ONmzevsbKezsx2Akb375m2zEG9/64fY/HQ/H/3bv+DS15zPpa85H4AtW7bzinPeyOOPb+CCC8/mNa89n6OOXrPgPjas38zZL3893/7u53jPX7ypOt/zPH76v9fwwfd/nInxhTvcPVeOPmYta9asnDf/0ENnZ3dlmxoX3P7xxzZw/DGv4vNf/Ecuuvhc3vuXb6kuK5ctvvH17/MPH/sspeLC5cZbNm/n1JMu4atf/xTrzj5t1nEty+LrX7uKv/nIp/+QoT2vtLU1z3t+Vq1axqogzuxn/3vNQe3ny1/8Dv39O/n/P/sxzlp3GmetO6267KmnnuZvP/rpBRsThFz1Xz9l+7ZdfObz/8Bxxx3BUUfVnrGRkVH+7V+/xje/8YP9bn/9tbew7szL+fJXP8m6s09j3dm144+OjvOv//LvfPPr+9/+5z+9lny+wBe+9E+8/KxTeflZp1aXjY1N8IG/+jg/+uHVz8v2hqHPuwchJ5549Kzp5yNMPTc1zWknX8K/febveNvbL+Md73xDddnmzdt4y5Uf4NjjjvijHzfErti88tw38q//9re8691v5Nzzzpi1/KGHnuBDH/jE89bFsaV1/ncAIJlMzJp/oKB5gM1Pb+Pfv/JfvOvdb+SEE456VttGREREPJ8Ind7nsRFyBNTykro7m7nidaexamkzhqmjGSa27VAuFbEdl7Ll8K3v3cTO3fuCbcKfhZgtYglA9b0JzLaqA8sPb6/rRlgNdheg/DKncHtfXBKB2OS7RGaLTSroVujWnFkqcGLhl0MKPH9aqZrzSrnB9h5CeYHQE4TRB8tBcdkFazn9xEPIJj12DY7w+5sf5+ENORob4qw9tJMjD+thSW8TmYRLTLcpFfNMTU6Sy/l/Ierq6mbpskNYtWol8XjCH0sgMkgp/SypoNSrXCowPjLM008+wvrHH6JSsWhtTOA6Drmii6fFaWxp55LXXUFn9yK/JGyO422ug+rZClj1288XsKjeE4XH2OgYP/7RD9n41PogFNwJBBCHUrHE+Og+clNTtHZ0Uq44lMsVbMcFIdCCnKZkMuG3l9+5i2Ihj+24XHbZa/jQRz7M76/5JaowQrYhhVQuQ8NjGI0dDI4XWL/hacZG95GbzqNJHdM0yOWmcGwbw9BQniJmaJiGgeMpBkf9+xH+h6l/7QWt6WZWLV2NrRWpOJafS+Z5xGIxdKHQDR1NE+SDMH5XCdpaW7ErFVLJGKZhUigUaG7OMjY+STqVpFAoYVUs4okEe/fuY3HPIvq37+LYow8HLcZH//7vWbFypV/KJzV279rBrbfdwsxMAc/z6Oxo57TTT6e1pYN4PFF3N0Qt42xOV7Nq5BT+9de1hTN+DhbHtenv30jFKnPNL27itt/dh/IgltBRusXI+CC67gfqCwFmPMNQvpW9+/KImS2g6ps4zP4RC8yrrVv/WSPKwHpmnthwMx/64Ce45aY/jdKPlwLLlvexcpUfqrxh/WZ273rhys7MmMlxxx1BW3sLg3uGefjhJ/f/f6kBX/zKx3n/B97OG9/wPn72v78F8LuwrVhCuWzx6CNP/UmFL2ebGjn6mLVksxkmxid5+OEn9xsuvRCdXe0cfsShJJMJ9gwMsXnzdmbyhefxjF9aHLp6eTVPafPT2+jfuvNZbd/bt4jVh60gHo8xuGeYxx7bMKsk80AsW97HqkOXYxg6ewaGeOKJTc/KuXPo6uUcssw//107B9i8efsLuv2LSSqd5LjjjiDb1MiegSEeeeQpUPCu97yRb3zr3/jUJ7/Cv3ziy8/b8eOJGMceezht7a2USmWe3tTPrp17nrfjRURERPxfIXJgvYAMj0xy9W8f5PWXnsTqQ7vRNJ1KxfZfmYXEcby6roIhc9rYzSkRqu8lSLyTai6/MACBElrgnpKBi0P6u5P1L7WhwypwXAViVS3zKpz2xS0CsctfLv1pGYpegZhVdWZptflVJ1Y4HX66/OL6p7n57u0s6kixbzTHvvECypOUx0qM3L2N2+/tp7U5wYol7Sxb2sqyvmZ6OptZtsLAKucZGhxm04aNtLS00N3djQhKND3Po1wu+aHbugFBKHrX4qUkG5qwlMHWp9eTaG4kk8mworGNbGsXbR2dtLV3EooZonofFn7Bfzav/XPFr+o9FLPbcIvgXjU3N3POOecxNZVjz+4BJGHmkiSZlIj2dgSQNHVcDyxsP5A8ELCklNUnRSlf0HOcCvffez+bNm7iiGNO5J6bfkNjg8IwY6RTcaxKkTPOPAMzkeLxRx8jN53Hsm0M0yAej1NwnOq5+u3kVZDtpqoZVOHxROD4i8caaW1uYnx6FIRfalixbCwpMJHEMGjINqObMexKhel8Hsd2sR2HZMJBN0xQgvbWVpqas/T397O0dxH5YolF3R0kEjGasmm6O1po61nOkiVLqtfbcWy2bevHsqzqNejt7UPTDFzPY3RsLFjXvxfVWyQEsi583w/c9xd5noOmGXX3s3aNa9/ZsAlA7SERwb32y14tXNuhUrEplHPEsoJsY4ZEymDv3sFqFpgQGrrUiMUSFAZGEfkdz/jk7f95jASqiBeWbf272Na/60U5dsWqcO89Dz/n/WzauHVWls2fElOTOW675Z4/ePu9w/vYO3xwzrc/R57e1M/Tm/r/4O137xp8TqLtc/3+PNfzf67bv5gUZorccfv9L9rxyyWLe+5+7v/+RERERETMJhKwXkCUUuzcPcLAcIETTmimYhXxXF/s0TSwKm5VwJotW80vDxJz5qt4FwiT4M0YX7DyhSslND+MPAhu91OwqYlZvrUK0APRKXBYIec4saiKbQp39nqC2nR1uaw5uHCD/Xh1n6GIpeF5LhPTLhO5ycBVYoB0QWmgHFzPY2SsxMjoDu59eDuZhhitLWn6FjVz+GFdnHjkGpYuzhKPJ1BKoGn+WHNTE1Rsm0QiSSwGQoZuIZdkOs3pZ53DcSedgpQaphkjFo8Ri8WrDqJQm5grXVUdadQEiQP9ZX+W60qpeULWwuv64eMrV63i7HPO5brfXsO+kRFQtZDxpEhDu2ByfAwP6buH6jrm+edfE5s0PwWdiYkJrv7lL/no3/0d2bbFzJSGMTSNtvYWhodHMVSZU049lfHxccbGxti3bxTLskinkr5LyvPQhECXMrhevjuvWpYqak9psVLEVRY9PctonEmzbdd2hCxSsSpUHJdisUhZar4jS48TNxKgXAr5GVAexWIJpN+uPGaapByPRCJJ16IeGB6mp7uL8fFJjlq9it7F3Zz+ildimCZS+gLu+NheBgcHcRz/L8fZbCMdnZ3E43G2bd/Frt0DeJ5XLR30gqyrmpglghLA2vez6tQKzHNeUFqIUNX1/HsdbuFVyxMFAiXA1ASHH9pHqVgil5/GFTYYimxzI319XQwO7GHT01spl/3SYYlLcfLZvswcnGgVua8iIiIiIv7caWzMALP/YBgRERER8adDJGC9wHieIp5IkEqlKBVnCFUQKQS5XIHyrEDLhVSRueJVMBXrRAkjcELJOSJW4MQCqg4tSZ0qI4NDBU4sEXxWRRYVZGQFL/PK9QPiq04sDyGMoHthKF6JOvEqdGLViV6zHFie382QuiD4+gwtT/M/cUH5Lp+pvMPU9ATbdo5z5/39fMc0WNSZ4aJz13L5JcezpLcLIRTFQoHdA7u54drf0tvby6lnrmPJ0mWBQ0sjHo9jmgZK+e3DNU2rnXvgRvMvcHix6soug/85GIcWLPQfS/PXn+fOCu6jYZicfPKpFAoz/Pa311CaKSClQAWd8ZL4jrOx8THCjob+MT2k1H2BSSl0TeJpMtA5FXffdQ8vX/cQZ59/IV//3Cc5+bhDcZVHY2OaJx+4g0ve+gFWrz6MqdwU+Xwey/LLEzPpFJO5PJoGtuMQk6FTqXbe4Vh0XaNQnmH78BZWH7GEpmyWk9uP5uEnnmByaprQpVQuW1iWhWEYxGIxYjGTdFMLpi4RnkPZKmPoGhW7wvDwMPFEgsHhETxP0dzcTGGmQFtHG0cddwrLV65EIJBCQwh4av1T1YB2IQTdXd2YZoymbDONmSbWrF5ZvSNh3lUoYFXvlheUvArh3zlVKytUwfpKBQJYUNrnz6MaCF8tQQyytHK5cUozOcqlMkJAa1sL2WyGWDJBU0srzc1NeMpj2/ZdFAvFoIR0rktzf8wue52/LCIiIiIi4s+Ll51xIt/7wZf2u7ynpwuAwcG9L9QpRURERET8EYkErBcAUZepo2mSZDIG+OKKVS7jen4Iev+OEfL5MrP9HbOFkYXEKxC+A0sa/lEC0cp3WoXOK4ESsrZ92Gawflpqwdt7KODUOawIuw+qmrgUuH1qYpVACV/cUl5QLihUXTlhnTPLC/cXTqvA8eWC9NdHeChPguaiPAFooFyQXuDS8h0ztquwizZbto/xjavupqmpgTe9rplE3KShsQl9aJjGxmYefeRR1j+1kUV9Szn2+ONZeshSGrNZEvEEsVgMx3GoVCrVckNN821lgYZXM6sFdwVVuwfVefX3Pbgu+yMUSg6uk6FfDnjuua9kOpfj9ttup1yq5ZhIKTFjMZqyTVjWGJZtUy9ghKeRjMfQcMh6KRJxk3yhxG9/dTXHHnccL3/FxTx6z40cumwRDY0ZiqUSN1z9Yy647O2MjY8ytm+MnTt2YlVsEvE4ulYgZmrogdutZFVmua9CIU3gO5oGRwa54947OGTJUpqa0sRjMTQp0WISLFCGQbli4VQquK6L4ziYpolrGGiaxExmcFDopkbc0HFtC9dz0YRkcmqKhsYMycYWjjr5tECI9MXI4b2DDA4N4roOmhQkkwk6OztJp9JV9yPUQknnlgDOvmde7dsowpypmjhZy8qqdR2c69wL8ZRHsTBBWfgiYDKVorm5idaWJhrSaUzTpDGTplQs0NzcyJ133E+pvFDHpoWen/muzYiIiAOTm5pmcHCv7/qMiIj4k0MIga7v//Vmz55h7rrzQX703/sPso+IiIiIeOkSCVgvMKZpkErGcV2HQqHATKGA63oMDuV4csPueV0IxTyXznzxCkAkF6GC0HalfPFAIUAGwe1hxhICoVQwH3xlRtVq5QKxpuasCjKuqtlYYSZWuBzfkUXo1BJBJhbBeag55YiBmCXrRC3PQ0hVm66WGToIqaEIPpVCaG6dg8ujGhAv/PLHUkXxo18+Skd7lktecTSxWJLmljaWrlhJvliibdEqDlm6mFxuigfvf5B0Q5q2tjaamrM0NTXT0JBBoShbRTSpYxhGNQRcirpw77mCgG9QW+B+HZiDLScMxcJLX/M6AO6+8y7y+Wn/9mk6eDaxWIxUOkllchqohaiLoKQwnU5iCJeGdMoXiDSd/i2b+e2vf8U73vVudu/sZ2x8jLaWBpqbmxjcs5enHryTM152BrnJKYqFAhMTE5QrNql0GmWX0DWdmGkwOVP2SxQDF1t43rbroev+9du5e4Ct23ag6Tqu49KQSnLI0l50Q0NqEk3zux86rodjBx0NPQ8pNRzHQdM0KrZLsVTBMAwKeQuvUkZ5Dot6FnHRa16Hpvn5b1IIbMdm48YNOLZffiikpL2jg1Q6TSaTnXcf6q76fu6FXHiJmLteKOT5Cxe6x8pzqyKkLqGzrZlsNktTU4ZMQ9ovgRSSRT2L2PL0ZnRDYyp3MOHLkVgVEfGH8i+f+PLzGuwcERHx/HLH7fezpOfEF/s0IiIiIiKeJyIB6wXGNHTicZOKZVEqlSiXyjy9dYT7H9nFnqGJujXrnVdzRZOFHFi9IEyUAESQg1QNdJe1dRV+2VlYHqW8ugys0JkViFpV0UmrvoCrQKyqZmEphUBDiVBMEsH6dZlYiMCJFZYPht4yGZQVBp9B+aMf9O4FpVqefx44IFRQHqlQnguB6OXPd6vnval/gs9+/VbKluLow7pQns5EXrJlMM4ND25hxbIiq5Z10ruoA83UKRZL5PPT7BkYxIyZtLa20tnZSSKpUalUql0MQzFI13T/XKviX3CZlax1FDyITKxngwgDtwBdN7jo4ldjGCa333YbuSm/I5am6QggnUoxUyhRsZ2aO04KpCZJp1IkTJ1EMsHY2DixxhgzMwVuu/H3nHTKybziwtdwzf9exUyhTGMmSWdXK1ufuI+jTj+fE08+idz0NE8+/iTlsoWQGoYZ851qwXB1XUdKLeiaJ1AKypZFzJC+j8/177/rur5JUAoc26JQLNPQkEGaJgbgBSKWgsCN5aKUjuf5z2kYHG/bNvmpCXBtTj3zbBb19s1yfw3uGWDfvhE/aw5FPB6jva2dTKYRKaV/HgQlgF6tDLCahaX8e+yp2jKUwgs6XLquL6gqz3dUKU9Vs7I8z2/KoJTC9Wrzwv24dgVDuihP4dgVErpGZ1srixb3IKX//XJdl46ONnRDI5VMsmtgrP6pmPP7M5UMzl1/7pJI9IqIiIiIiIiIiIiIeGkTCVgvMJqmoTzffTU5NcMd92xh45a95KZLzM5Emp+55FMvXgXCgdaAMBt8LSV0KgkZaCt+WHR1/aD2TQmJUF5QblgnYu3XiSVqGVmznFhesJ4WZGQF82WYYRWcD7XA9mowPF5NvKrmTnkoZM1hFYhTtWytIFBeaoEjKVxPpz4gfuvOHJ/4/O/o62shrnsMDo8zvHcaq2KzdecmbrpjE20tKbo7G1na28LqFe2sXdVJQzpBLpdjYPcApmnSt6SP9vZ2dN2onqfr+h34dF33xawwQ2xBd9YzdC6sKzGc3X1w/+uHmVvxeIKzzz0P3TC45aabmJyc8AUhTZJIJEinU0xN1VxYehD47jgerufhOC7ZxkZi8RhC+Plf3/nmN/j057/E0SedwYO3/w6pCRKJGM1NDWx69B4OP+Ucjj/hRPLTeTY/vdkXcNCwyxa67uF6vrima5ofoq8IhCf/vjdlsyB8QcuqVPA8hRTgOg7KdamUS7geGKaJYegYpu/mQghyubzf5dDzUMovxXVdB7tcZHJyilNPOYl1570Cw/AbGUghKRYLbN+xjVJdqWU220RzSwvpVAMQhLX7N6AqUgmCDCulqjlnYQ1mWDooA4chmi+qKqmQyheMVSBSed4c4YtQ+PJ3Wi4VqJQsHM+llC9gFwqMDw7R3t5OW0crFdumVCwihWJifIpEPEl+5sAOrEiKioiIiIiIiIiIiIj4cyQSsF5gpvMFbrj5IfqXtHDXfZsY2DOG69YLH3N/31++TZ2QlehGoYEU/ku1CF6upaDWAS20RAXTikDEUoH45AWZWb7jqTZd78SS1bOrZl4ROm28OmdWOK0FIpWoObKq00G6V1XUCrsf4pcTeqIqbiEFyvMIS7H803MhKB9EUpeZ5X+CYiznMPb4EODnZaG04LK52K5iaGSGob3TPPbUbuIxnUxDnCU9Tbzs5FWceepqujsbGNozQLFYZNmy5ei6AShc1z9Xx65QqVhomo5pxNA0Pbhntc50C2lRQgg/iFuo6rWpX7Ygov5X/zo0pNKcc855xMwY119/HeNjo6BA03WyjY0US2Ucp3ZdNU1DEwa5wjQNqQSjo5Mkk7Gg7E9gl8tce/XPec0brmT3zu2M7tlCu5R4UsOzC+ze/BRrDjuayfExZvJ5hgaHANA1nfxMEYXCMExMXUdqfiMBe6aAJjVW9KzlsMMXI3TfNbVl6zZ27hxA1zQ8z6OxIc3EZI7RiQmOPmItk9MFpJRULItEMkGmIYXjKgrFIkqB50mKM9M0NSTo6urmgksupau7GwAZdNscHNrDvpFhUL5TyjAMOjo6aGpqwTTNA+ZkhM85gOc5gQtPmzV/f9scKNdMAbmpMQYGcnieRymXR3c9lFViZPdOWtqaQSnyM9Pcc8/97BsZI9vcVu1SevAcTD5WRERERERERERERETES59IwHqBCIPcHcfl3vs3cu/94ZIDiVcL5fLM+Yy1BY4kEYgVws+YCgPWw3K9ul377/hhqZsXzAg+VbiCmqV9VT+piV713QrDYHbU7OWznFihuCVE7XwJyhJDJxVucBqhSObVygtD51Y1QysUxQKHlwwdWUEZogyC34UCzw3GpwGuX/KnXFzPo1DyKBTzDI9Mc9/DO/jCt25k+ZJ2XrnucM5bdySFYplMg45h6GgyKBeTChm4a4pFv5ueYcYwDBMptTkyQe3e+mKbf9nDezTrttbf8dClFV77qlFOgBAkEgnOe8UrSaZS/OIXP2dyfAzlKRKJOM3ZRsYnc8Ex/Q6YtlVhdGwC27ZxPQ/TNbBLDqWihVKKW266hd5lyznx9DP4zc/2kC9axGMmDZk0Y8PbaetaxFHHHMP4+ATlssX42Diup0hoAqE0jLgv5IVDsnSNTKwLTUimZ/JY5Qq6Jjls5XKU51AuVyiVLRrSKaxKmUwqSdzUyU1Nkm3KIjW/jE74PjfSyTie67JvbJxyuUB3RyuvufwKTjktDG73yz3z+Wl27txBqVz2txeCTKaR7u5FJOJJNE2vc0bNdsPVi0/h71Ka1ee2fv5CQtas8H6xn/I8pahUKv7Xy3GplErETA3lutilErZVITczzY033MKdt9+DValQKFbm72e/HKicMCIiIiIiIiIiIiIi4k8LTdL4iRf7JP5vM/clcyGRSuxnfkBmLTQcip95JYOA9rrtRBjYHgSxy7p9BDpZdW9V21B9JlZNYFE1TavOSSXqhBhRtxtRK2MMxbRZ6wciW+jkkmEEer1jKwykl3V2puAzcMNUxyfmZH4J4Y+5fvzhPPxxdcckvgAAIABJREFUCnzRw19fC9bRUB6MT85w/yM7uOHWJ2lpamDtoT3oul7NWAqD0UEhNQ0ZlE3adgXXseukR/+6VAO9qw6tWrc7X5AKOxnOF1Cg7jbUBaSHLFmyhL6+JYyOjTOdy+E4Dol4HKX8LCnDMDAMA13XSMZNkokEFctCSkm5XEZqGsViCbtisXvnbk44+RRaWtt5/MlNtDRlSTc0km3KMjSwi6UrDiXVkKVYKJCf9ssyTQHKKhNLZzBioYgl8TxFUkuTTJnEkgaWVamWfmYyDZTKZaanZ2hpbmRsPMeirg5mikVMU6Mpk6ZkVYjH4iilkFIwM1NAE4q9I/tY3N3B617/eq5485Vomo6UEil0PM9j+/Z+Nm/ehGPbeJ6LoRusXLWSzq5uGhoa666fmHVNF3ZOqTonY5CXFYhf1awrz8V1PRzXwbEdbMemYlWwrApWpUK5XKZUKlEslSgUiswUZyjMTONULKxSmR2bt+BYNlbZJd3YQHNHG3ffez/X/fYGyiWLZCJBbtphPAjnr3+uZv8eSn1izg8LfNbvKRK7Doa/+Ms3c8Pvb2fH9t0v9qlERERERERERERE/J8jcmC9pJjrvNrfS6WY/buR8R1OiNqWofgDNbFI+d3cVDXzqrYr5esngUoSOrHqHVnMd2IFZYWzuxQCBE4pL+xSGAa71zuy6rsShplYoWMsLDMMy9/CbKywXDEUvzwEYTZVmJFV18XQ86qOLIRWc2B5rj+tXJRwZ5dRCjXrUwnF2ESZX133GIcs6eCU41cRj/td7mrunOAaKg+l/LI0pRSOU8G2/dK9MAhe03Rk6OLxt4bQVUbtnoU8U2e8eheQUorDDjuMTCbDjTfewEMPPEBucoKmbBZBDifIvYqbJm0dXZRLBWIxE+V5NKSSuJ6HZVXQdY0d2/q55upf8NZ3vps3dnbjuQ6NmQyFwgxPPXIfj953O6esuxCrXKZUKrJ181by0x4yHseIxRCaBp4CF5KpJDEVQ9Mlju2iaRqe52DbNlIKkokYg1YF1/WFoJbmLJu2bCfb2MB0voBybFzHYDpfoKO1me2j+2htztDe2srlV1zJFW96M4Zh+rKN8AXNXG6KzVs2YVcsXNdFCkFLaxsdnd0kEik/V6t6fT08zw2uIdXMKuqyq1zPD1pXgZA1V7zyf1w/8yoIbrcdGydwuXmewrYdXNf1A+ldF9d1yGZi6AKmpqbZvm0vzU0NtLY3EW9IMTE5yYMPPESpVAIBsXiMXYMTHJhnL0RF4lVERERERERERERExJ8CkYD1AhI6jxZacuDywfp16z8BPYMS9dk8wXGCckIIO9HJYHkoToWHEEEmFnXdCVWdeBVM16lY1QwrFnZi1UQmVRWhpJB4VfEqyMxSqrr7QBOrE6ECcUuC8oKA7OrpebVxBsH1hOV5QeB7LRMsOECY8SUkEIpZQYdEwusR5GURZFQpD6TiwccG+I/v30a2McmaVd2YRozQ5SWE9DcVohpMjhRBJhZVkQN84cI/ZQ1d98sRZ4sOodtntvuqdm/nzw+vt1KK7u5uLrr4YjraO7jt1lsYGhoklUr6oelBLpdumKQNA6di4bk2CVOjMFMglUzgOh55WeCpxx7lnrvu4JLXXI4ZiyPwuwF6CG7//dU8cMfvOfGMV5LP57GsCtu29lP0FJph4HmKVFJn9cqV9G8fZDpXId2QQNcFrqv8LDHhB7zLwPVUqdi4StGYaaBSsQNnmEVrS5bdg3uxbYdDejrRdY2Ozi5eeeHFXH7FFcTicXwxUave/42b1jM5OVnt+GfEYixbtoxEPEkqmZ7zfZrzvat7rmvfOAFS+JqmqOWbaTKMY1d1uwm/K7VnVEiBqBM8EWDbFUb3DWKXSwwPjrFx4zANDTmamvMkmloYye+gq6uLsdFxJidzxMwYuemZWWc1+/eoZDAiIiIiIiIiIiIi4s+bqITwJclC5YMLlQIFtL0cEe/Af1n2haywnC/8lFLUzZ9rpRKzdu1Xus1dT9ZN15ezUXccNedzdtkbgAjsSrLqvKoLfifMxApErOr8uu2D7CcxpyxPiHDcsu44tXIqv2wyKLFE1GxTYdmglAi0YJwyKE+U1eVKCYb2+vlYDz6yjfGJaRoaEjSkY0hZO9faj9/1TwbB31LTAieWqLp3fIeWn2ukaUb1YtVKC1XdtZ3zhCwgYoWfyUSS3t5eDlm+jFwux8TkJFIRPAOCVDoZdPfzx+oh8JRHa3MWhCCVSiAE7BsapHdpH52d3YBCSo3GbDMIjU1PPIhdLnDUCadQqVjkZ2aYnJqiVLbQDZ3mTIK3XnkptmWzbWAPiWSM5qYsUpeYpoaha4yOT5BOJWlvbSGTTjKVm2bViqVMTRdoampkcipHX28323buIZVMYBgGDdkm3v3e93L+BReSSCQQQiKFVr3u27b189T6J7Arti8mSkFv3xJ6ehbT0tKGYRhzrpt/f7Tg/ui6hmGY1ZJLwzCIxUxisRixWIx4LEY8Hv7EicfjJOJxEongJx6vLkskEiQS8WC9WHUfZsxEeS653ASe67L5ifVs2LgTMxGno6eFxtY0lmXRlM0Sjxvkcjmk1Nm+c7T+zOs+68sHF/o3Y664NefZiYSvgyYqIYyIiIiIiIiIiIh48YgErBeY/b8szp2/0HoLuSwEdJ4HRpaa+rNQ5lVYKzhnF7OmQytU3VnOsqIs5MSq84xVnVT7y7wSs5xWoagmq46t+gwsVVflGGZiiTAxKhjeLBWtNm4hfDtZqMbV5x0FAlhVyBJhRpYvOvnLAxGrOu3vy/VgdLzA1h37uO3eLfz01w9xy50byOcLtLU0kMmkCPO8aqelgl3IqsgSlhT6ZYUC265QLhdxPb8EUpNadT/1twZqz88zCVgAuq7T3NzMiSecSGNTlqHBIVzHIR43icfjCKlVj++b7TTKVoWK65JJpzEMP4h9aNcODj/2WBKJJATn3rVoMdNFi139T2KVLY46/iRmCjMUC0XGxsbxXI/p6QIPPPAoO/cM4yEpWhZlq0Q8YWLbDv07Bti8dSe9XW0kYgYdbc2sXNZHPB7zy+5cF8dxaW3KMjI6QW9PF8tXrOJ9H/xrTjn1VAzTRAjQgnEA5KZz3H33nZSKZVzP8Ts1ZjKsOWwtmUyWTCbLXPbnapvLgZbPW1fUPXazjud/Fosz5PM5UB6p3E5kU4rDj13BslWLSadTZBozaFJSLJXo37odx5UMDU/WH6XucyEBSy6wTv129XuKBKyDJRKwIiIiIiIiIiIiIl48ohLCF4HwhXF+OeH84qVn2ksVIxuIRzIQfRRS6rXMKYKMKVXvcAq74QmoZmLVnFa1TCzqKhrDssJaNlbNqKWCrCtRl4lVn40Vfoqqkav+PGTQNVEG3QqlEEG5oaoTs8KMK1U3rjAjK8zQ0oNMLOrKFF1/PuH+go6LBIMMxhOWH/qmLm92JpZUoFyEULieh+spKhWL+x/eyf0P7+Djn/0NRxzWzblnruHM09fS29NKQypBIhFDSlWtkZSBKKZrWpCp5FW753mui2WVKCsPTTMwDBNN6oBXFSYWKkGtLyEMRbIw9FwYBmevW8dhhx3G767/HRvWr6cwk8cwTb+MUWrYYS4aCt2vaUQX0JRJMzg0yI+++03e+p4P0tCQBeFner3ywkspzkwztHMzyYYmTj3lVCq2n221a9cujHgcS2kIpO86A6ZniuwZ2ksuN43nucRiBtMzBVzXpVAsUiyVaW7Okk7GSaeSxONxjHiM4449ijPOPIvzLriQ5paW6ril0KvCkmVZPProQ5StIp7yM6sM3WDJkqWYsTitre0HKVYF38053QXrOxYqqClR1H1jVVj+6eF5+OehFK7r4boOlUqFQqlEuWyBV8HzHKSAcqlMd2cHfcsPIZ6I47gOUmqUkglGRoYxDZ3JXPkZznnhMURERERERERERERERPw5EQlYLyILZ2KFL58L5V/NXSeYMpuqYlT4Xq0CS1QtGyrMxKJuus5RtcC0EqJOxKo7n1DEmuXEOohMLOoD2sPdzlleN10rM/SC5eF0XdZXkHFVzcQKMr5UUPboXxc9EGh8MWuWE2uWo8wPdg8UrLpxBoKXDNd3g2wu//hCKWzX4dGnBnnkyQH+/Ts3svKQTk49cQXHHLmUpX0ddLc30dLcgGEE7ipRy0USmvQPr8tqiaXnuVhW2ffSaLrv2hL+ck3WQsifGVUtR+zu7uZNb34Tm59+mgceeJBt/VvJ5/NohokZjyOkQJMSTQp0PSipk4L2LoNSyeKm66/h3PMvJt3QWH0Cz7vgUq7/9f/Qv/4hjj/tbE477VRcxw8uHxwcRJMahqkFRjj/WiUSSRKJJI7jENclXe1trDlsBX29i3n40Sdpac6yuX8njZkk2eZWlq1cyZFHH8fhRx3tZ2cRmupkVYiybZutWzczMjKMXbFxXT/frK2tndbWNtraOvztDqIUsx4/Q8vzg92DgHY/1N0XpNwgsN1zPf93Jwxq96ouMr9c1L8H1UcNQDn+Ph2LPaM5Bso5Eg0NHHrYKmzHxrZtTFPHsix0TTKdLy5whvtzaR5onYiIiIiIiIiIiIiIiD89IgHrJctcIWs/L6IyhSIoBUMhpR/cHkpjtW5+crZ4VHVA1cSuP9yJVe+0Cp1YBNrW/hxZCzuxwnHUnFagkMjQiYVXy8iqOsy82eur+v3VdT8kcGJ5oRNL+E6rsNSwKgJ6CEIxK8z+qgt3R/jjJFgPpzZOXEollyc27OGJDQOYhmBZXxtrVi/msJWLWLmim7Wr++jpakHX9WBfwfFRaJoMPjV03b/3ruvgujYuIIWGIwSaDDO1amJWvRjjXwcRjNPft2maHHHEESxfvpz+/m08/fQmtmzZyuTkBFJKTMPA0HV03e+kqGsSVAopYGRoiMcffoCjjj+JdDoDQDwWp6u7l+mRHWxffz+HnXAm55xzLhXbxnEchof3khICwzAQwg+3l1L4mVO6RtLUcVwXXTfQDJM1h6/BiMWpCIOOrm6WrVjFqkPX0N4RCFCB8FgfiO55HsN7h+jv30q5bAWuPUilUvT09NDc1BJkZdWuzVx31X6/gWGWGSC0hUs2Q3Fuf9sHB/RlxOC4jmszOLiL3GSZ/HSBbeMl9ESMPQODdHV30dzShOM47Ns3ytat23E9RaFoHcwZH9S4IiIiIiIiIiIiIiIi/hSJBKwXmf13Jqyt8UwoLVZ9UZaEZYG+eAFUnVZVZ1J1ub9vVS9KVZ1YBLpZ4MQKzrKmdoWnFk7Xi2OhE0vUyvuoF6Xquw8u7LyqamQLLUf6/qq69avjChxetfHNcWKF0zKc9teZ7TCrc5QJvVY+6AXr4oEMygtVMC4pUJ7rO8UIS/gEQnlYFcXGrSNs3DJMIq7R0pxmcXcLyw/p4KRjV3Di8YeytLcDw9BQXhhKH4of/jlqmo6mQRj+7nkOtl1GCA1N09F1Az0oQ5z1ZFXVwTAQ3ieRSHH4EYezYsUK9o6MsGP7Ntav38DQ0CDKtpHSDMYhkZpEkxLXc9m0/iliiQRHHnM8phmnYlvs3LaFuKnT1prmkTuu44SzLuL8V74K13FxHJuhoWGaslkSMb/zoK5rGKZBIpEgnU6RbWkiX3bZPjCCAhJpOO3MdSxdtpzW1nZM0wy+JbWA/OAuIYDpfI6NG9czMzNdFWoNXaO7q4v29g4ymUa/bHOhb1b1+Vl42bPJvYKFyw7nTwuc4NqgYHhklLLjoZccXCfP6Mgore0tTE9Pc9NNt9Hfv4NkIoXjeHV7EnN+FzzzvxORsBURERERERERERER8adPJGC9BDiwiPUM2wq96kqpOa32n3l1YCdW9aRmOa2UkIhZie2+04r9OqwO5MTyBZra+rPPI8zyqjmtwnEx67xlnRPL8+ozsupFLubMr3duhaVdgUglVHV84Xq+aBU6zkQwbhmcf5CNJSUoBxF0OhRCg0DUQkkQHmXLY8/wNHuGpnjwsW38+rqHyDQkWLW8i/POOoJz1x3L0t7O4FzBF8wIxEOC44kg5N13ZoHEdW1s28LzPEwz7jueghsZXl+od2j5pYXxRJy+vl4WLermhBNPYnR0hPVPbWDDhvXM5PM4pt+BT5oaQuiUrQqPPvQQ6YYMq1YfTqlYYvOmjaxa0oaUGj1drdx7w6942fmX8apXXQAIHPt+9gzsYUlPB7qmoemSmKnT0JCmta2dTGMGTxpkmts45rhjOWTZCj/7yjDDEfjfECmY63RyXZdHHnmYsbFRPM8D5TvYGhub6FtyCA2ZRmKx+AG+PwtnXv0hzBK8QvOVp/CUh+u6VCo2tmNjlYvYto2UguHBvcTiJmGHzErFwnUdfve7G9mw4WkEgort+eM70PGf8wgiIiIiIiIiIiIiIiJeukQC1kuE/Qe7P/M2qipezXc4zXZa1TuxnikTK9j5AplXs51Y/tn6y2vq1+zMqwNlYknmO7HC3dU7sQ7SuSXryhMJRCrPq55XKErVnFlaLRMLD6QWHLBWVqiUQqhABBJaMCBfrEJq4Hm19YTwyxQJguOl9D8JMrwC55bAxXUV+YJDvjDF4PAkt961gY/9y/9wxJpeLj7/eM5bdyy9PR3EYwaariEDMUuTGggPqTQ03ageV9N0QOE4NrZdRkoNw4iha1pwi+rLCwUCDS8Iu9d1HV3X6O3tpa+vj/POO5fdu3ezYcMG+vv7yeVnMHQNXdNwrQq33ngjqYZGmrJN9B2ynKnpvWTKFlJAe1uGB+/4HWe84lLOOeccTENn68b1TE9OgACpacSSKZqa2ujs6uawtWs44cQTaW1tDa5XEEQPQK1z42wUruPwwEP3s3fvUJA15fmh9LrBqkMPJZVMk21sWlCg+kPLCevX9TwPx/U7HTqOH17vur7Q5Dgutu3gei6u6+I4Dq7jVL9SQnh4ro1CMTY6Tn66RDweIxbTMGMmG9ev59FHnvCD6E2dUsnGc5+NwHYgR1ZERERERERERERERMSfHpGA9RLjYNxY9U4U4Vm1srVqFtSBnVa19evErzqHU0194iCdWOzfaRUcv2okon69oODwWTux6jOy6p1WdU6zsLuhAiH88rsFnVjV9fHFKyWDcfnlhf51At+ipQVOLF8w8oPdBaKajSV9RxYSgq6JeJ7vxEIh/CSrqnMLNMAFfKfO4+v38Pj63Xz233/NoSu6efnph3PicYeypLeD9tZGGjMpdEOnmsEVOM3C/DA/F8sXu2y7gmV5vvNJ0wmDz8Pl/jmqoMQwuNee372wt7eHvr4ePPccJiYm2TsywtDQEBNj45RKJW6+6SZedeEFnH/JZdx8/a/ZN7aPpsYUDek0plHh8ftu5ahT1uGefjqaFOzo30phZoZFi3s5+oQT6OvrJZvN0tvXR1O2CYQI7k+tJK5efKr/vVKx2LhpA7t27QxKKl08z8MwTFauWEUmk6G5peVZlwCGz+XBiFpSSgxhIITANExIBM941fk2XzgLOxlOTIwyPLwbq1LhjpsfxXNcEsk47Z2trFxpo5k6a9asor9/J5qUTOdLOK4790z3N4JnGt0CcyKhKyIiIiIiIiIiIiLiT4NIwHoJsj8Ra6GXTeVVamLPPIdSmHlV77yi6hjavzOrXj2an3m1cCZWKGLVO7FC51S9Eytc7SAzrw5qed1+qR+PnJWJJcJAdrxqid7s9QPxJBDXahuGZXjB9jJYrlTNmRW4uJQXimoiuP71TqzatZslNlYzxAIhSvnlho+vH+DxpwaIx25g+bIOjlq7hDWr+1i1YjErl3XT2dGMrgcljoBSAsuqsPHpnVQqDssOWURbSxaFwnEdQqFQCr8EUpOyOu1rkQolFEIGIw0EwNbWVtra2lh7+Fpc18WyLErFEspzaOvo4MxzXsUdN13H9PQYmUyabDLOwMBe1j98F0ee9HJi8QRmLM6+kWFaWltpSKcQQmDbNqVi0RewgufDPx/JXLElFILKVpn+bVvYsWMbnuM7r5TyOzX29Cymta2N5mwzMTM2+7uzHzFrrmBVL5bVH3d/29bvI/zKLLRdOK2Uh+NUUK5HbjJHqVwilUySTqfp6u5EmgbNrY0cc+wxOI7D0NA+iqUKrnvgEsL5AlUkTkVERERERERERERE/PkQCVgvUQ7WGSHcUuDA+sMyr/bvxJLVMsOFMq98J5ZXE3eerRMrGF5tPag5sRbKvFJ1Aen146p3VNWJZHOcWPXjDx1QvuMHlJLBZ+jIcuvG5Z+nqp6376zyRSvXd2IFwfgo4ZcJBuIVymVW1leQ0eWPMywn9JiVpUU4bi8Qt3wxa/2mQdZv3EMy8QA93c2sWrmYQ1cs4oi1SzhyzVK6u1oY2TfBT39xCzfc8giO47Ji2SLWHraEw9cuY+1hh9DclAEUrucCHp4bPGlSoEkdKf3rIJF4EoQSVRNeeN81TSMej5NIJPzrh6K7p4fT172Cu26+nrGxKVqaG8hkUkyMDrLxsfs49tSzMU2de++5F6tSxnYcSuUyUpOUy2XCMkEh6nOu6oRRfGHSrlTYvn0bW7dsoVwu4ykPz1NIIWlra6ezs5NsNlvtkngwLCRQhfOeTZD7QuspVG0YAZ6nggB3RbFQ4PCjl9He0UZfXw+L/197bx5kyXHfd36z3ut+ffdM9/ScmBmcBDAAAZAgCfAmJUqmSJqSTMXGOuzYQ45YybveWG84dmOPiLW84fBqbUXIl7hrmVLIskwyLEpakpJAUiRE0pQAisRFgLgHg2sOzExP3/3Oqtw/MrPyqKx67/XM9Mz0fD+Iwet8VS8rs+phgv3lJ3959BAmpyexvr6OG286ikcfeRTNZgu9nmtfbcW8IoQQQgghhJBrHwZYOwBrJCkLp2g4lZtWlTWx4KRN0ZpXele+vibWsKZVrOaV7s37vHMegvkGZpVEMD+4NbNkYKrVnHnpGllS6OWFUPN2zSyROCGfNb9EokM0aWt0SZnasBGJMp5MWCUCE0tIVVNLyPxzm60ULx4/ixdffgvfGH0cc3PTOLB3Fw4d3I3TZxbx3AuvYX2jCUiJx558CZMPjWHP/DQOHdiDe99+K97/3rvx4Hvuwp75GWSZXn6YZaogvEReRypJavkz0U9VLZJ0lpbWaso8y7IMB284gp/69C/gm1/5Es6cvYC52Uns3jWJ06++iK+ePIOp+b24445bsb6xiXp9BN1uD+3NTcheG6srS5jdNWeX3ZnlmHl6CvS6Xbxy4mW89OLz2NhYR5qmMLXSdu+eww2HD2PPwl7s3jWv+nBCqIH/OypZPhhaWYOhvgtZJpFmGbrdLjY3N9Fut9BqtQABrK6s4oYj+3Dffffi4KEDGG2MIBEJGmMNLC2ex/TUJLrdrMK+Es6f0lkNOW5CCCGEEEIIuTphgLUDkL0NiPokqncfjNXIKu7qZ0IB77wSE0tqA6vaxDKv5TWvgNDMGtLEKphWbk0sNzQLTDNp+00St60LvctMmVZmXjpwsuNM9Dx12GWMLF1rCzDBh96NURd4z800mN0atYklM4hEm1i6AL1Iajq8quVGlnqOGdpdidNvreL0mSU8+cyryPJlgrU8TNvY7GB94zxee/0cvv/DF/A7v/d1TE2N4b0PHMPPf/pD+ND778H87hlk+bMB2u0mABVQ1esjjj2njtfqNb0rnnoOSVJDlqRojI3j3R/5STzzw0dx/tzrmJ0axcLCDE6ePoc3XzqL2+66D3fcejOSWh0j9RGMT4xjfGwM7c11rCcJJqdndSimvgMmSpIywwsvPouXXnwJzVZT7eyXqaOTk5M4evRGLCzsw+5d83l9r63ihlhb3Zmw2+siSzN0ez1kWZb3U6/VgUYD62s9CAicO7+I1bVNHD/+Kg4fOYKpqWm0Wy3UhEC308Xq6ip6vQzdHncgJIQQQgghhBAGWDsAkXUgMVlSG0o6v5Qb00qHM56JpfrKf3kHvPOsiRWaWbG2GZgxt1A0pGI1rEx4hkFNrUjNL3c5pKrUpc0r18QKzaxiG9KGbHnNKwjILNXH9Zzd9A91ZWwlNW1uJSqEMuEZanZ8ujC8zLRBpus/eSFb4i7rTK1xJmQeYpl5Z1kGkYzo56VCMBOuCf2aZhLNVhfNVgdf+eNH8NU/fRSzM5N47wPH8ImPP4AH33Mn5mZnMDs7jXo9QZZJtFoqzBqpjyCp1fR9UvfKDYvqtTrm5+YxPj6Gubk92FxbweLp13D+1AkcOjiCVnMT519/DosnX0aaSmxstLC8ugFRr2NkdAI33nwzHvzgh3HTLW8zXx5AZmi1W3juuWdw6uQptDvt/HnXajWMjo7illtuwZ49ezC3ex4jIyPqm+Z8BbcaQtmvsBi6n9GRUci6RKPh1+HKsgwbm2tI0x56aQ9nzyyiudnC0vIynn3uBbzr/nshpcT6+jqef/55vPjiCfTSGrqd3jAjRjzOKr7HAu6EEEIIIYSQawkGWDsAVch92N0HK0wsN0wKDCevNpQ2raS+gDWxMufC2KKJpT7s1tIq1LzSZlO/mlf9TSy338j8YeclkhpgirAb0yw3sdzaWMrcEomw8zBmlkzta1KzYZnZhU8mEEkGVZtLLycMC73DLDuUNgyDLhRvjC1kdtmj3gUxX+Yo1FK95dUmHvrGD/HQN36I2dkJvPc9d+B/+G8/gwffcxeSRGB0tAE19Azdbju/h8pYU/NJkkTnlALjYxMYGxsHFvbh6M23I+11sba6hO/82ddx9o0fYWZ2HPN7FtCY7mJl8zhmZ2fQbLVx/OXjmN+7DzffegeklMiyHpYuLOH48Zdx9twZdDs9CAEkQiCFxOTEBG66+Wbs27cfc7vnMTY2Fv5X4bfy1a/loU1ZSOUuR+wXZIWF3UN6vR7StIdWs4lOr4uRkRG0Wh2cP3ceKysrGG2M4Lv/6S/w3W9/D91eil4vQbe3lR0IGU4RQgghhBBCdhYMsHYAorcGKQ/4JpIb0gSGk29eRdpazq64AAAgAElEQVTuMirAaYc1r0zqhMDE0iFWPkB7/uC7C6K85pX3eVMpqVgDKw+j+tbEMiGVez/gHDcdmXnp+kwJgEwGx/V9clMzuIXnpbMcsOYs+9TjhynInzjLBV0TS4dZOgTzQj1pa3vl/ctUbymon0e+HFL/yZd9ZlhZaeGbDz+JWq2Og/sXcOTIPuWw6cAqSUYhJfSyuAyZlJBpF1JK1EdGUavV1Q6H+nshICDqo9g9tw8f+9TfwMzcPjzx2F/hwtI6xsYncPSWO3Dk6E3Yt38/5hb2Ym5+HpBAr9fFqVNv4pXjx7G6uoIsS5Hqel2AwOTUFI4eOYp9+/Zj9+45TE5Oef892ODIvG49zBk0vAqDsbJzu90OkEmsrKyi3WwjSQTarS6am22022288OKL+MqXH0K9JpCIBFIOan8xsCKEEEIIIYTsbBhg7QBk6xzE9O1Bzat+JpYJfUJzKzSRTE0t33AqM7GMMVU0sQaveQUdPg1sYsmYiVVd86raNJPO/TIhmm9iQY8TSaLyH+iASACQ2sjKTSy1uyGk2W3Q1Mayy/tU0xhYepfCvNaXHk8Wzj+sjZU4RpaEb6TVHHNN6nDQzNP2k2YS3/nes/id//AN/L2/+3OYm50C9P01eZBaOigAIZBCjQtSqnAGQJLUVL0nYZ6vwNTUFN7/4Y/g2N1vh8wkGo1RjE2MozE2oftTgVqn28HLLz2H0ydPYm1jHb1eT9W7EirQGZ+exOHDhzE/vwd75vdifHw8/t8EJHTZef1YTB0yfdwJplxiQdWwBdyrTK5upw1A4ty5RbSabYxPNCCQoNEYwbnz5/C1r38LFxaXUK/XMDM9g263f/0rhleEEEIIIYSQ6wEGWDsA0TmnV+tV18AKDSfALv8zhlVeGys3lgATB7iGUp4+BW1zHf84/PSstOZVbPfBAWpiBaZV0cSK7U5ohtXPxHLPD9Iv3Vb5nT4nvx2uiaVrYrnzc0M4b9dCN4xzMkJIu6uhWQZqTCzoGlmJuZ/OroZ5yJfp4ahB+m393HUh+/WNLn7n899CrZbgP/+Fj+CWmw/BuUnqZz3HWq0GmajC63VtX0mZodNpQQKo10dUmCUFGqMNHDh4KP/eSmkKtaubtrS0iB8//RSaG+vodLsQUiIRAqKWIBECExOTOHT4MObm9mBhYR8ao43+dpI5LgBbFa08tHL7c4OrsuuUhVthEGbue6vdBCDx5qtn8NKzr6OWJFg4MI8Dh/bhu999BD/60bP2ewSBZqvl9hr8XFbvKnY+IYQQQgghhFzbMMDaAcj2uYg55IQ+lTWvpD4/3M2vn4lldyFEYGSZ8MUOJLNvDG1imfONiWXOv5iaV4PX/LL3y1nOCHdealmlFHpZoVmep02r3ATyTCxjmJldCN02kNfakhlEvquha1RZI6x4H/TyQ5E549YGVm5mmefuHM9rbCmbbHm5hV/7l1/GP/+Nr+CuY0fxs598AD/9k/fjyA37MNYYxchILb8XYYYjhEB9ZBSAhMwkmu1NQAL1el3vMmg+oF473S5ee/UEXn/tBLrdNnq9Xh48jYzUIaHCqxtuOILdc3swNzePscZYIXTyQiMJSCkgZQpA7ZRowkYTZQkhKu2qQepdqXzXt7nKlhtmWYZup4NemuKts+exvrGJBDU0m6fwxsmTWFo7h063i7379mGkBvQ6GVrNbuUY7F0cDhZwJ4QQQgghhFxrMMDaAYjW2Yih5BpOQcHyfiZWoVZUeduGUv5uhcYcKphagcE0uDHm1LzKwyanNpYJX3ITK5j/UDWxzH0o363Rn4eavzT5lTNPdQ/UboT+/RF6HKmeR6JH4dYAq2mzyl0GmAXP1Q2xVM2r3OTKlwkmdp55yGjCHxXCqSWQxsSyRl4vzfDU06/iqadfwT/751/C7bcdxEc/dB/e9+DdOHxoAQsLM5idmUStppYVqkAO5kYgqSVo1JQplWYZOp0OBIBEB1lLS6pQ+8rqMrJU1boCBDIIiFodSa2G6alp3HDkKGZnd2NmejYPr8qW+5mAEgCyTH8L83AQ9nkHmD7dftx+zTnu+eHnyxBCoJd20el0sLmxiTPnTuHCxlkkQqCX9ZBlKRpjDSzsmcdtt9yIV155BaJWR7sTBlhlwVOVkcWwihBCCCGEEHLtwwBrJ9A+p22QwDDCVkwsYc8vNbKKNae2ZmKFNa9M8ODXvALM7n0XY2JVmVYlpln0fjk1t+DOyzGxdPgF5Ov/IBLnvmRmF0LXyDImVgbIxLkfgbmVLyMMwzxTE6teYlplzrgz/3Nmnpk7X8CrtYUEzVaKJ59+DU/+6AQ++2+/grfdegj333crjh27EbffdgS33XwQ+/bNQQjf8BH6n1pSQy1JACgbKU17aLU2MTExBimnsLm5jl5Pf06qcG1ychq33nobxsYnMDkxidHRUT9UhA2XgGKIZL5P6ph5TxY+HwufBtl1cBBMH51OG1maYmVlFRsbawC6aHZSSAmM1GuYnp7C7bfdjF27pvHMM5sYHZlGtqXrM7AihBBCCCGE7DwYYO0EWqe2UAOr2Iap4wQEhlKkNhTgmDxhzatI2zOWoEMta265RpjKbgLDqrD7oDWp+u0+6PXrHS/bfVAGJlZYE8uaWv68hF6mpkMs77i5LXpZJAAJx4jLxymctg7LkDjHU1jjzNTMytT8E12oXZqQS9r7IM3uhu48TLvmmFfu/TDfA+TvK81MoN1O8fSPX8XTz5zA1FQDRw/vxW23HsJdd96It999C+65+2bsXZhDrWbrdalcRRWar9VqqNXqOHTwMPbs2Yv19TVsbq5hfX0d6+uraDabSLMUSDIsryxhJpOo11Vh+CRJkIgESVLTBeBjGJMqyUMsW/9LfRPc4GuQn11Dq59tFTvearcAmWF5ZRmdThuT4w20u5uo12vYtWsGRw4dwMKe3VhZXUPay9DK0sJ84vNkYEUIIYQQQgjZ+TDA2iGIzgVgdC4wsWKmFSLHB9nVr5+JZZchursQyqDmlcm2oGsRbc3EMrv1OUJXYbxbqXkV7j7omlgiuF8m7ArnJVBlYrmvAtawMgXfhXu/ZKLNLLM0z93NsObM0+w+GOwq6C6r9HYn1CFgftytkSXs9wA6HMuEvU+JMrK0SgYkGdY3Ovjxc6/jx8++iq9/8wfYMzeNg/vncezYUXz4g+/A+x+8B3v27EK+as88N0gkSYKxsXG1LHBuDzrdNjqdNlqtJlZWlnFh6QLOnDmFc+ffQqMxhvHxCcxMz2L37jmMjY2rMCupoZbU8nDJzsHWuJLew3J/LhIzu8Jj0f8GK4wtCaDZ3ISUEktLyzjz1nmsrDchswwf+uADuPVtt2B1eQ31Wg2rq2uo1+tYXe+UXcn5QwghhBBCCCHXBwywdghy/QTE/LxvKJXUvLLHA8MpVguqTw2scFc/myYBpjaUbyjBDkCf7h4fzBhzlrnlppUTSpWaWdWmVpVp5ZtYulaUCaMK8zImFvyaWFFTDfn9MmEZ4M7DCd1yE6tmTSw3fEPmh3ZwQ0n4JhvMPCSgzS1A6FpdKgSDqClbSWT5csm8lpdIdfiowywhAJGg2ezhjZOLeOPNc/jhEy/gi//xYUyMj+DBB+7GJz/+IH7iI+/G3r27daaXIEls4JMkCRqjY2iMjmF6ahbz8/twU5ah1WpicfEczp8/iwuL57F4/hxef72G8fFJzM3PY2FhvwqzIJAkArV63QuTbBBlLbuq4u35N9kxrkw/YZ+xGlwhQgjILEW71UIvTXHhwjKWV9bQSzPcc+xWfPpTfw2dDHjqiaeQSYnllVWMj4/j9FsrfcdYPouqIwy+CCGEEEIIIdceDLB2CGLzBDD/bt9IqjSxBt19MHytMrKCbMarDZVoI8kMGL4IEzWt3KLayEOeizOx+u2uWF3zangTC9bECmqEQS9XhA4b/fmHtbFMFmjuk2Ni5c/VNbGknWe05pU57haOd2ts1SAzZ1mjyFT/iamJpZYzqnmmMAYZRJabWVmWodXuodnq4E8eehR/8tAjmJmZwLvfeTs+9TPvxfvedx/2zO/CxHgDjbEGEr200jzzWpJAJgKTk1OYmJzA4SNH0W61ceHCIhYvLGJtbQWnTp7EqZNvYnx8AnPz85idncNYo4F6vY56bUTveqgeUL9dB/tRVsDd3Lsyc0sVsE/RbjXRajVx/vwi0l4PRw7uw9/6m7+AA4cP46WXX0Gr3cLISB0XLixhemISG5st50vlvoZUGVkMqwghhBBCCCE7AwZYOwS5cQLF3QdD0ypmNPlLrlxDyTexoNuueeXs0hcYTL6JZYykWG2oWNuteZVF5uWYY4XdBwcxr9y2CbGQ91vcfRDKRAICE8sed+cZzivPtyK7NebL6oC8X7/GlTPuxIZwWZZFnqsx6RC/X6Fxl89Dwta+gp6/BPSyQ/U8oM6D1GaWMdCMYZca3Uy3VRAHPQ81UYnV1Sa+9e0n8a1vP47pqTG88x234QPvuQX33HMMR47egIMH92NmehJJboX5NawaY2M4cPAGHDx4GO1OGysrS1heXkKzuYlzZ9/CqZMn0Wg0MDOzC1PT0xgbG8NYYwyjow2M1Ot5WKmGeXHhjl8/zn8//LnTaec7EC6eX8TCnt34zM9/EjfceCMymWFlZRXtdgetZgubmy2M1saQaRvORwQ/h3NgYEUIIYQQQgjZmTDA2iGItRegLBPdDjKSojnkLC/Lj8cMK+FlMv1NLN9wMoaRb2IZM8uEP8bMEsOZWDI0sfwaUl6II4KQ5yJ3H/TugxM2ldW8GszEEpF5ua+mNpbQxcuNmZWWPFczbve5uyaWO/+w7ZhYpqaWzFSUlt83UayJJayJJZEAIlPPG9J7roDA2nob3/n2D/Ddb/wJdu+exdtuvxl33XUH7rrrbTh29+24/W23YPfuXarPPMuxAVRjtIF9ew9gYWEfOp02Njc2sLG5gY31daytrWBx8S3UR0YxOTmFsbEJTE1OYmJiCmNjY0iSBEKIvHZWuFzQUFUPyz1e+O8xOL/dbiFNe2g2W+h02viJD78Px+4+hpHRUayurWF1dRWdTg8nT53H0nIbi4vn8/n6r+bnrQVVXD5ICCGEEEIIuVZhgLVT6FwA2mchGwsR4yY0scJd/ZzaWAhMHWSBiRUYSH3abohjTSwdYnnGkp5HYDDZeTi1vIYyrcrnVVkTq8S0yu9DLli5x2NGmZm/a2J56yydths2uuOK7VZourVmVoJahZnlGnfuPM35qZ1XwbCr6e+Brf0lZU2FVCbAEVk+TxPG5eGlmWfi3x8hEiDrARK4cGEFjz7yBB595HHMzs7g4MG9OHLjYdzz9jvxgQ89gPvuuxuzM9POV8QxqSDQGB3DWGMcc3N70Ol00O600GpuYm1tDcsrS1i6cAH1eh2NRgNjY+OYmprG7OxuHWapIvW1yK6GpUXZS953jwsh8nvSbG5CphlkluGmI4dx//33YnJ6Gt1eF+12G2urq1heXsOLL72J1dUugG5l/+auDnuEEEIIIYQQQq5VGGDtJJaegDjwccd0McaONowQ1HoaavfBsJbUoEaWyTBMqCEwmIllxq3Oj5tIMSNrKyZWBlsgfbCaV1s3sSSEuQ/Obo3Ix2tMrHBe4fyFnT/seUmixpmImg0vEdwHuPfDzKvmfA/cedaC56rbiURecyvfpTDV80yBBDDLC1XYo+6xqpGlny8yIG0j9IJWV9awsrKG558/jm8//Bf47d/6Aubnd+HB996PT3zqY3jwwfuxa9cuVaMrsZ/U33CMjo5iZGQEU5PTmJtbwKG0h26ng+WVZZw//xYuXDiPxcXzqNdfx9jYOHbtmsPs7C6MjY2jXq+jpnc2DMMsoDq4KivsLmF2IEwxMdHAPW+/C/MLC5CQ6PV66LS7WF5axSsnzmBpad3tMfJa9acwotKxEkIIIYQQQsi1BgOsncTS45D7P+4bO9I1dmRgYlUYSBGjKW5aqUv7bWNuuSaWE+bkJlZVTSzYUCs0ibxxOWHMgPOoNJzc5XFAYGK5BhLyccVMLXeevmllghY489XL6jwTS0Tm5T63mGkVGHVCQPlm6vwkEdrUUssAbdssDzTPMSl5zklgZulp6sLv0IXl81fUAaR+jpKHd1L9ydrwTxB69urZd9pdLLaXsbi4hBdfPIHf/XdfwsLeeXzoQw/g5z/zSTz44P2YmppCvV5DvVa32RhsYDlSH8GoXkp46OANaLdbuLC0iMXF81hbW8P6+ms4eep1bXDNY/fueYyONlCrJaoQfN0paK9DspBwh0K3qHuapmi3NiFlhvrIKPbs24v6SB3dbhedbhedXhdvnV/DG2+ez/97KiIqWtXvEkIIIYQQQshOoJZg9leu9CDIJaK7AnHDZ5TApBUer3YUTIYSGEaQwWtQ6wmx/or9wjsvcc536gu5hpX+oPBVqqDDsF+3/7Lr+692XgjmXTZ//z7Fr6+sl+r7gMi8kL8KiOC4PU/o+xSf12D3oTi/wMAKzgOgrSPhPJ5wnubVfb7OebkRpQ00aIvJ3WFQJGoAvQ2gt2ZviGcS2Z9F/o9qbW408dyzL+EP/+BP8cUv/BGeePIZrKysoNNLkaWp2oGwXsvvhZsJCSFQHxnB9PQ09u09gL1792FychK1Wg29Xg9ra6s4e/YMlpYW0Wq10e110e11kGYpJCQS/d01zwdB3zE63TbOnD6JNO1CIEF9pI4sS5FlEu1uDydeO4OvPfQ9rK1tuL1FXu0fEbWvQhMrErQx5LoohAB+8FdPYXlp5UoPhRBCCCGEkOsOUceR6mIu5JpC3vevIKZu1AaOtMvIpCng7e5SZ44758Ecd5afwTkPEloj0ujq2tJU2XaPS8e8cs7LDSVzXGoTyz1uamQ5tZW8ccDOqzBumVtOxXllzrzgzz96v+x5ahmkdMYtIvNyjrvRSX5/zPnquDD3LD9feucXxongeXm7NSKYh7TDlBni3wPpzNP/HqhhpLAPzIwzC8bpjts9Lp37Y9vCvN86DXQvoIgc+Gfz7yRJsHfvHtxzzx245767cezY23DbbTfhxhuPYGpqIjfS3NpZrvEGAJ1uB+vra1hfX0OzuYlms4lOp416vY6JyUmMj09gbGwM42MTarlhTRWAVwXhE8/CclldW8aLz/8Iaa+LLMvQ6/WQpimarQ7OnF3G//Mbv4vnnj3ufKIsvFI/F8OrMMRyX91eGV4RQgghhBBCrl1oYO0wxMRhYPoOx+CJmUMXa2KVGUExE+hSm1jmddDr2/P6m1jV96HY76BGGiLzQv4qgvvgGlnWgKq6/rAmVpmRJbzjgEQS7VeUG1je986dV6ICQNMfhAqw9I6EcZMoHuCEYY6AumXr65s4fvx1PPrIY/j+o4/hicefxjPPPI9TJ88AApiamsDo6KgNmZywSQiBWq2G8YlJzMzMYmZ6FtPT05iYnERSq6HVamF1dVmHW000mxtotduQUiKTqm6YWXbpmlgSEmtrK1i+cE6dm2XIsgzdboq1jRa+8Pmv4LEfPgOfqnnTviKEEEIIIYRcn9DA2mHI2Xsg7vm/AgOnysQqN63840XDqdLEyo0loNrEkt75wjOczPmiYHhtzcRy2+75ApfexArMIzP2PDTx75fwjg9gYg1sWl3M98CaWHltLpkG89LGlXTmmI/bGnYIn2uvCbH+Aiyxv4bC98psrOIx06rVEszMTmLv3gUcOrgf737gPnzow+/DvffehcnJibxOliEx9b+EDv0kkKY9dHs9dNotrK+vYWVlGZubGxCJwOjIKEZGRzA5MYWp6Rk0RsdQq9VQq9VQr9UAAG+8eQJvnXoDWZai1+uh1+ths9XFl37/6/ijP/waer3UGbuIvLrhVfE92leEEEIIIYSQ6wEGWDsOATzwe8DoriA8AcqWsUWXE4bhhheGhCFP5Pw8LJI2iyos4zPjMP/Sy+qiIY8oD0MKyw/d405opM+Phzz9Qi7z8cgyvjwEKwnR8vuFYJx+2Cf6hn3Oced++aFYMezLnzP6hH3ec46FXM4ui9o4KoZiMno/bcgl1M+tsxCtk7EvsJlon/cGDbdsmCUEUK/XMDIygoMH9+FDH34QP/c3PoF3vvOePMwC4FhnNvQRQmjTSt3PTreDlZVlLC6ew2ZzA1JmqCU1jIw2MD09g+mpaYw2GsjSHk6fehOrKxeQ9nrIshStdhd/+eiP8Fv/9otYuuDWUioLr9TP8aWD4XkIfrafJoQQQgghhJBrGQZYO5Gbfwny4Kf717y65CZW0Rwqq3kVD52QHy+aWEG/pkaTZ2LFanmV1LwKQ6rKkM4Pd4rj7j/OwU0sGZzvh1TxcHGrJlbse6DDuMj3wI7Ln5d062C5IZUbtoXPee0liNQUcO/3V9DF2FnFn91/CyGwd+88PvzR9+Kn/9pHcf/992LX7AzGx8cw2hj1wqw8CAuu2+l2sba6iuWVC9jY2ECa9iCEQL1e1zWvOui0NpGlKbq9Hl46/iY+95tfxHPPvuz0M2x4VTwnNjrzaUIIIYQQQgi51mGAtROZvgO479fRNzwJTKCLM7FKwhO4oZhrMEEHH3DGaf7Vz8QqM61gz4sYTpUmVj7OMOQarsC9Z2IVwqOtmFjB87I3qjTkKoSI/UysQQq7D/g9MIFWmdkGZEDahVh9xj5Xj8sZZhWPyeD9ffsW8M7778b7P/AA7jx2Gw4fPoQDB/ZhenoKJqfN6345PQiRQADodDpY31zH+toqWu0mer0eOp0WWpsbyHodnDl7AV/8wp/gm3/2F+j1eoibU2FA5QZY/vv++eHPDK8IIYQQQgghOwcGWDsSAfnAf4AY3R0JJyIhFWLhzLDLAQMTa5BlcAMsB/RMLDd82LKJ1a/mVT/DSRdAr9p9MGw747Tjdu4DnLlpA6oYPvYzsYatedXvezCsiWXDMimdmlix70H7LYjmG+jPpQ6zwna5nZUkCebnd+POO2/Fncdux11vvx23334LbrvtZuzevQsmKHKL5bthkZQZur0e2u0WNjbWcf7caZw9+xb+9KH/hC/83pextrYRjKsqvPLbXDpICCGEEELI4MiR3UB9AqhNAFkb6K5BdJeu9LDIFmCAtVO55ZeBgz+rG8OaWFuoeRWaWIiHXEUTS5s7hXHqMeYmVnnIdVEmVmCEXRITywm5yg0nY2KVh30XZ2KVh32+idWnsPtAJlZ52KcyzeB7sPIMRLaJ4bmcdlZZmKVCql27ZrB//wKO3HgD7r33Lrzv/e/GO95xD2ZmptU5+b9MaCTzNzKZ4sUXf4zvfe/7+Ge/+ps4c+acc60yA4vhFSGEEEIIIcMgR+chJm+CnLxRvU4chRiZ0b+HSEiZQkDX8kUG2V0HumtAdwli83Vg8zVg4zWA4dZVCwOsHYqcvhPiHb9eHT4gEr4gWAY3rIm1xZpXWzOxioaTHTci8wIurYkFG74VwjLzr0tlYsVCuGFrXsVCqmKYeGl3obTPWUIC3XWItWdw8WyvneWGWY3GKCYnJzC/Zzfe/4H34JOf+hje/e53YHZ2Rn/vnABLSqRpD489/n383V/633H85ddLxlsMpgavexX+bN5hgEUIIYQQQnYwo3sg9/0kxNTbICdNWJWq31eyTIdVpjZvCruxVAZkZnd1FWrBPa+7CrnxGsTGccilxyGy9pWbI/FggLWTue9fADN3RAwcJ2SJhkcXYWIVQq6y8CgenvjjHNbECsMTROcVDdGGNrEGCPu8+xcLj/qbWEIIf17RUCxmZg1hYnkhVyzstLsPbu17oO8TMoiNV4HWGTukvkHUIAzSR7/wKnxvEDtL/VsVgt+Dj/zE+/BzP/8zePDBd2FiYgz1Wh21Wg3tThO/8a//Df7PX/lXkeuGIRTDK0IIIYQQQirZ9U7gwCeAufvV/1EubVhlX7VxVTiu3jdhlpCZDrdQDLlkCqQdYPkp4ML3gfbZKzhpAjDA2tksfATyjv/1Eu8+2L8w+6UzsRzDJ9+lr3o5ZHGcfUysvqZVP8MpYmIBKCtMHzOt4JlWxZBKQFSEdP1MrKtlF0r9/2YsPQ4heyVf2O0KtIa1s6qPyeD9ffv24AMffAAf+cj7cOext6E+IvCP/uGv4c8f/suS8fihlB9eoeJngOHV9jG7awaf/tmfAgB85ct/hpXl1Ss8IkIIIYSQ6wdZm4DY99OQB34GYvyAZ1hFlwdmFaEUJKA/75lXcMKuWP+br0MuPQax+uwVuw/XOwywdjKiBrznd4HGHvjGzjAmlqgwhypCHgwQclWaWG4Y4odevokVhFzDmlj5/RA2DPJCHETG3cfEqgi5yg0nM8142DdIYfdCeNSv9lnwPRgo5BrKyAvuV/MsxMbLGIRLE2TBmfcwx/vZWoPYWUCtlmD//gXMzc3iuedeQq+XlozBhlMib1dZVzELy+2NAdbl4IdPPoR77z0GAPiX/+K38Q/+/j+6wiMihBBCCLkOqE8DR/9LYP/H1O+3QB5KSW1QRc0rE0bJTLfhmVdABiFT/X+0Z/p9P8yCVO8V+m8vQpx5CGievEI35foludIDIJcRmQKnvgIVQglACP3LtdAZhm7n4Ylpu8dNQXJAIFFZV94WKroRsG0JCKHPM9cJr1too3A8/8XdzQdEomUf/Qu6EIB0flkX5vxwHijOyxtH4rWFvl8ibyM6L+GdL/O2f//CtogcT/K2Py/bNiXXkd8fRNqonJc6HvseJHk39rmGz7n/ce97JPW83Ot03OLl1Qjnn4sjtJkGOV5mQPX7k3gjz9IMJ0++haeffhG9XlbxOTNjlFwXkdey2TC8ulyY8AoA7rvvWMWZhBBCCCHkkrDwUcj7Pwcc/ASkqAMwIZSEzMrDK3XchE+p8zknvMr88MrUyip+PhKOjc5C3vCfQS58BIxUthfe7Z3O6T8F0raqpQQReVVfAaFDENX2z5Nwwhvv1RzXIZbuLzwPOgTbyvXhvUKFWACkPvgHaIIAACAASURBVM8eh9e2/br9D3d9WXjtdx8Q6XfQ6/v3CYXXJA+7UHh1542S6yfB8fJx2uc46H1w+yu5ftqE6K5gK1yeMCvWVzxYGjzQKh6z/yReK/bPcOFVcfwMry4vX/nyN/Kfv/z/ff0KjoQQQgghZIczMgvc/Y+BO/4XiNEZvSIF+tVdCeK0jXFlzhPS+5xdiaLrXnkrkPz+zefViqGwf/0qJLDr7cDRvw3Z2HuFbtT1B5cQXg/c9vdVkTsMsQwuuvtgrF2yHLCwvCxTIUtJDSe7vM9ZBifgnx9ZBifC5ZDe8QEKsw9d8wqFeZXt6hdfrhdrO3+Mklayq5+Qzvy8++PWFBtknFuveWWXhbrH7f3VmpwzTgmsPAvRWYx/P7fIpVtmqHob/ni/9wb9DFAeVg0WXql3GWBdbu697xiWl1fx2qtvXumhEEIIIYTsTPb9FHDzL0PWp6DMJ2c5oDGhpIy+ny8DNPV3YQ0rE2KpZYPWxHKXF/brP79OrP+lJyAufP/K3bfrBAZY1wMTR4B3fc62S8MjNyxBcHyIWkdOiFMZcnnhSRiW+OGKF4bkOZapiTXs7oPO8Tw8cs4L2sWQByXzGnT3QaBYayoMm4T+SxjBONW4/ZpYw+4+uM27UPbWIJYex3Zx+QvBlx0L37+YAKvfe+47DK4IIYQQQsg1zsgscMf/Bsy9Mw+bkMUKsDthUybLQy5IXcjdhkwirHV1Cfp3ly2iuwpx8o+ArLP99+86gUsIrwc2XwfOfBN2GV5Vjabytq15FdZGCmtDQZ2Xt4V3vFCDqV9NLNhxx2teJUE7PB6piVU5DnM8VvNKOCGUmVcS3I+wNlR4PxG5vyJoS39eMB8UQTs87rfj80wi4xCFcRaf8wA1sbznrL4H2Hgd28mlXW5YdSw8p3o54WB/+vVPCCGEEELIDqOxALzrt4C5d+aGk8xsoXZjSgE6XJJ+uAQdLuW1rGTmhFeqHy+8GrJ/UejfhmPSNbHqE8CRvwmMzm33HbxuYIB1vXDiN4HeZh5u2JpIxZpX9nj4KvJMyK+VBBRrIsGGXfl55noy0q8YYBwmvBH6d3mRhzGypCYUCv32r/lVdv1Ba355Yc6Wr6/vE+Lzknk2Z+YZq41lHnd1zavy67vz2ErtMwHRXYHonMeV4NLUzioLk/qdM2g4FTsGFK8VvzbtK0IIIYQQck0zshu4/98Ao7v0ShMVKAkhbdtb+aNrUzk1sPzz1OoSUwMLgA6v3JUq8f7zGluI19iy/Wde/3Z5ou7/wCeAsf3bfSevCxhgXS90l4HXv1gwlMpNIOkcT5zj6pfmgokVMa3K2oA2jMJd6nQokrdhQprYLn2DtOG0A8OpcF3TFk7bN7WK8wpMrPx+xHdr3JL5Zq5UalqJyPEkYmKJ4rzz68SMMNu2ptUWdqHcOIGrge0rBF91zjD2VfiZ2FUYXhFCCCGEkGuY2iTw7t8BRmbyEMgaVBLWcDLhlalRBWf5njGo3M/rXQSNGZWbWGX9+4aVkHLo/m1Ipvtf+Cgwfmi77+iOhwHW9cSbfwC0zwIwJo8xZRxjZssmVszIkpHjgWG0JRMLsKYR8vmokCg8frEmFoLzBzHN3PPCeVddv/9zCHcflM78EZ1/mYk1+H3ot/tgqYnVWYboLuNq49KFWaq36jArPKefkRV+rqxHhleEEEIIIeQaJhkFHvwiMDLphUzWoMqsEeXVoIoZWCrcsgZXqv6ndP6+NaVCQ8s1uLwaxyJiXnmGGJxxB6+m//n3qXrU5JLBAOt6QnaAVz6HoqGUVBg4Mmjb437to1jNqyRiYtkwBDAmVokRlV8XQTuseWVDKt/USsprYnnmVVVNLFE4XpwX1Lzc++HdH79WVPF+Ip9X4XhgTqkOzX+2qm3LglWZWs68MIwRJkrnEZ1n/pwBcZXYV1WIyD8X09tggZZ7flU/sSOXKngjhBBCCCHkCiFqwANfUDWjXLMJ2mzKDacMdkMpvVtgluU1qnyDSptSWaZXCaZ5+GTDpbCGlV8DS/1eZ2pgGeOrf40tUdX/7ncBE0e3+w7vWBhgXW+c+3Ng9XnH2OlnWpnjobHj1kgKTZ1hTKxBrh83odQPw5hYpj14za2LM7Hc+2ANpq1fPzZvY2L5plncyJIV1x/GxIrXvPLuQ/sc0F3CtcjlW27Yr79Bgy9CCCGEEEKuYd75G7rmVWBGSV1bCn7tKVuLSptRcM0rx4ySGeB8PqxR5RlUMfPKNbycdqzGFvJ2Sf9uja1d9wKj89t7j3coDLCuR45/Vr0WTCxrOBWNnJixY3bfC2pBGQNnoLb6pd03oGJGmDahgnH587Dt0uMFI8k1nIxpFavN5R4P5uEaSJWGkt+28wpNLOd4dBxx08o3sUThuAmx+j/XyDgq5+XswigBIXuQa89jJ3BplxuqHsv/9B8LIYQQQggh1zRH/hYwdZtjXvm7+SmDKnNCqxQiN7G0+SShzw93EZSANrSita9yQ8utaeUuT1T9i4r+zedteObvdpj3n7nzyyB33QeI+rbf7p0GA6zrkdVngXPfgW/qAKFhZF9dA6jKxHJNnJixIyPGTtwwGsyEsuOw4YzdrU9687tYEysJrm/vg28i9TPSBjGxBn8OoWl28SZWfyPMLhcsMbHWXoDI2thpXPowa7jrEkIIIYQQck0zeRNw898BYJf1WbMJuYElEZpXTlsAKBhYzi6D2sAKa1P5hlfE7HL6lygxr5z+ffPKMcmc/uGOv9aAnL17e+/3DoQB1vXKy58F2hfUz0K4+k7EyKlox4wkry2CthNiBecXTKMhxqE+nhhFKpiX09bXKZpYznX7tuGZW8XdB10TS0SMpUFrYpnrlu/W6M8jGawmFgSKJpYZR8wIG2IXytY5iOZJ7HS2K1RicEUIIYQQQnYESUMtHcxSVSPKrRkVGFgiN7B8E8s3tMzuhMpwgjalhO4fFf2jpH8RHPcMKt0/tKGF/Lrl/SPsf2wBsrF/e+/7DoMB1vVKZxF44Z96xhIKJlbctLKv8RpKWzOxHMNIItJv+Iro9UMTSw5kYvmGkd9/lQm1FRPLfY0bTn7/g10/bmIBxefrnr/VXSBjJpZQuu3qj3E9IYJ/LnW/hBBCCCGE7Aju/TW182DEUIJnQNkaV2ENLL9GFnzzClItHdT9hzWq3M+X9S+9/gPzyphWBcOr2H95DS8JMXM7ZNLY5pu/c2CAdT2z9APg5FfhG0vqx7gZFKlNpU2g/iZW2Jalx4smkBlH/9pcdh6hiaWPe0YSnNpQCOZRnFdem8szsez96GdaCT2v4vGy3QfN4ygzwuzxmGklg7YXYgXmWrXpNkBNLAiIteeBrIXrmTDQGibculJLFAkhhBBCCLmsHPgEMHMnVI0o6RhUzu6DJuTJMgjph0rWgJJODSz1vg2vTA0s078KlwrXifQvKvo375taV0L3j4r+UdK/UCoHMHPXdt79HQUDrOudV/5foHkK4a52ZYaTb2JV1W5yTSzzGjeQwtfBrl9mYvmGkTWSksDEcl+BrZlY8ftQVvPq4kys6ucQN6wCE0uWzT9mYg1uhEkAorMEbL4OUk5VuMXQihBCCCGE7EiSUeDmX4YxpdTufGGNqRQC0AaUE/boZX3QBdxzwykvnK5CJuHWosoNKL/Qutc//P6l1z/g72JoX0WkxpY1teAYXn1qeI1MAeOHtv9Z7AAYYF3vpE3g+V8Fsgz518EzsXzDyTd0jOgUrxUl9PF4zSsRtLWJ5Jg9ZeZPdVsHM948koih5IRXaqLe8cFqYiWRccZqXvVrI5h3zLSqMsLMJMJ5GRPLNEPzqtguv7+x74F+XmkXcvlxEEIIIYQQQojH3o8B9XFlMkltOOlQx9aoUiaTkNqQ8mpXOa9SG1y5EQUdXmkTy/Qvq/qXTo2tsP9ijS1T60o4NbCMYXVRNbzGDm7TA9hZMMAiwOozwJv/Uf3c18QqmlbqtbyGUrWJhcjxasOpaAKV76pnDCPXxIobS7651N+0ulgTK3YfBq95NZyJJYKaWPb52vNQMu8+RhoALP0AIm2CDIc0KTEhhBBCCCE7lRs+Y00rGIPKrYEFG/JA7wJYMLR0G9bgAuCbV6X921epj4dmlO0/8/r3zCvX8CrrX8b7L9TwkhlEUoccnd/+53GNwwCLKF75HLDxSomhY952alP1NZRE3rYmlmmH5lXQzg2luOEUN4Gk07bH83nAdISS2lCxtlvzShbmlc+7xBgbzsQSvonlGl59TSx7vGpeeVwikshz9s218ppjQXvlx2pDADI0XDZICCGEEEJ2NLNvByYOIzeUcoPK30UwN5W0QWXNKH83P9fgMssH4e5GWOjf72cr/duQbPj+RUX/UmZAY++2PYqdAgMsosmAJ/57oLcK10TCwCbUICaWaySFRhZsqBOcN9j1QxPLH0eeFXgmlmk7y+60YTSciVV9H/xaV4MYacOYWPHnULb74GAmVlXNL6f22OabEBvHQQghhBBCCCEFDvx1eLWiHIPKrxGlTazckAoNJ2twqRPdGlUo7d98rth/cZfBooEVeS3pHyX9F0yysP/6BJCMbfNDubZhgEUsaRP4wd8Bsk5g6BhjxzGx1IHABMKANbFMO4mYWCJiKMVMLJSYQSUmVrQ2VOK18xAnYjAVTax+47Dt4u6D/ryiNbHy+xG7n3DaESMsapSJvGNrYongOceMO3dezm6F3TWAda8IIYQQQgghMUZ2A3s/XGIgmULtmTawtInVx3CCVDWohDGiHFMq1j+i/Qc1qYL+ZWaNKzFg/9hi/4AEGnu275nsABhgEZ/OIvCY3iWi0sQqN63UeeW76vU3seLGlr1+rF93XLFd9XzDaHATq5/p1d9Ii+86GDOxTKjl34e4ETWYEVduYvn3YahdKLMuxOIjua5LCCGEEEIIIR4HP1WoEYXAsApNJekYSqHhFBpQABxDKl5jKzevhqixhfz6bv9hjSz/c1ut4QWZAaO7wVhmcHinSJHNV4Gn/kG1oVMwg1wTyBwPazjpEAehiRUxkLy2fzxuPImgDXg1nPQ4chXMaVfXxPLNLX/3QXccIjKu6nkU2+FujTrEKphYdvfB4v112/48/edon5V9rgPsQiklsPgI0FsHIYQQQgghhMSQ+z8JuCZSZg0kYygJ18TKUp0VxQwnHQJJCWT+sr6yXQqlLNaiEnn/4S6FdhdCZO7yRGNKIdq/6SfsX1T0L7MwFJPA6K7tfDTXNAywSJzlJ4Hn/knB3MHAJtSgJlbRtLKGUmguDVdzS10hXksqNKxk1ERCYf7+9atMrOJ98E0zEcyzv5FWbWJVP4eymldDm1hLPwTaZ0u/NoQQQgghhJDrnMlbIEZnPJNJCAmJ0Lxy2gIAwtpU1rBS/w97WMDdnJdaw8mESWWGV9C/QOb1r37Ns/0D8PsX9roFk2yAGlsQ4fwA1Ke279lc4zDAIuW89WfAa/8+N3Y8g0f9UFnzCoiZWratTKwgzJGArQ3lGkwiYmKhfy0q77rWCLMmlsjb1sRKHBPLUZ3CeQ9phJXXvHLaMTMtH26/++2bbnacZtix3Qdz2coxryLGHQBc+D6wcQKEEEIIIYQQUsrMMd880gaWkK4RZcIfbTgZQ0uHOta8UsGPyHTQFDOvcsMr3r/w+i8aVECmzC4pAW8XQrf/1DGowhpeZn62xlV5DS8buuXXSUa37dFc6zDAItWc+G3g9NcGNLHiplXcHLKGz9ZMrMFNr6rrD25i+ebS4Nc3x4cxsarvg9+/qck1mBFXnE8C38Tyn2/+nC/8FcMrQgghhBBCSH9mjnkGkswNrLi5ZAwtZWChYF4Jqc0ls+TONbucz5f1L73+fTMqD5GEsaQcM8rrH/nni/1L5/rB51yTzOvfeRUJIGrb9niuZRhgkf688H8DZ77uGzoxI6mk5hUQmliJ1xZwTauYoRQ7bnf1syZWpDaVFPlwY8aSNbFsO14TyzGxjLWVX8e87ezSl48jZmLF5ikj5pVpm90aXRNLRMyr2P2HN04A8J6j087vSXj8wg+A9eOxbwYhhBBCCCGE+HgGVmAo5aFPUOvK1MDS7+fmlTGVPEPLNZxsja2wf1HRf25e6c8L3T8q+kdJ/yLav9+PGb/wlic6/SeN7XxC1ywMsMhgPP+rOsSK7Wp3KUysMtPKNZBCc2mrJlZxHKFhJqMmkrxEJlZZzStUzH9QE6v8/rr3ocwwK5hY5x8B1l/q//0ghBBCCCGEkMYCMLrbMZAQMbAiu/QFhlRuXhlTKmpQhf3Ha2yFBlVoQAmnf0T631oNL/gmmVBBl2uWef1zGeFAMMAig/P8rwKnH/LMq/gufWU1mkITy68d1a/mVbwdM7Ec88gbR5mJZWpemYmqeRVNrHCXPmsw+SaWKI4j0vZ2HzTt3LwSQds9Xm6USX2CZ7oVjDAzLdORP69c1jr/PWCD5hUhhBBCCCFkMOT4DQgNJGVgpXkNrKKhpHf3k2bXQWjzyppYeQ2qyOeLhlfE1MoNqlQPVPUv8hpY5f0XDa+ISRb0XzDJdP8o61+MXP6HswNggEWG44V/qoq7l5pYccPJrXlVNIfc8y7WxMKWrl+262DRxNLLCQu79Q1umpl5xk0sJ5zrcx+K/ZaZYMOaWIA89x1g45XSrwEhhBBCCCGEhIiRWd+McgylqHll2rkBhWKNqNzQCj9XXWMrrJEV1tgSQQ2sYfuXkfFvuYZXjQHWIDDAIsPz3D8BTn4lMLFgw52I4VQ0sZwaTrmhFNt9MGZeVR0XvomlzamiiSW8cfrzgNcumFi5eVXc1c8YTrF5+SaW9E2sqGnltkXkeFnNscDEKjXCzLT8eYnTD0FsvFrxBSCEEEIIIYSQInJkFtaM0qaS1AYWQsPJ7M5nd/mDNpzgmkwyNLT8fvL+c4PKPa5CI1ujSr1vwytjWJn+i7scWsPLLwxf1b8Nr0wNrLD/1L8OanB+ESUlMMAiW+OlXwfe+P2CiWRNrDLDahgTK25a+bv3FXf125qJFTOt7LysieUbZ1szsfx5AnHDqnr+CUzhd39eznyk+371fTAhlnjzD4D2WwN8AQghhBBCCCHER4zMBIYSlLkkYmaU2fkvU9mNt2uf04Y2nILPFfs3x1PnvMwaWCZMCgqp2+MmPJNOP9ocE2EB90j/SJ3xZxU1vNz7YPqXkILxTD94h8jWOf5Z4OXPArlX5ZpYqj1QTayCGRSpDQVjWgmnbUwsJ/RxjKZcmCodh3vcr+UVzsOaWDbsyRm6JlakNhWqal4N1i7Ms9S8Co0wqDXfb3we6K6UPGxCCCGEEEIIqUbWZxHWiFKGVFj7yXmVGZDZ8El15BhOxtDSy/dy8wrw+hdhv07/MrPGlRiwfwzbvzRmFZzdBrV5VVXDK++fBlY/GGCRi+PN3wee+p+BzpJql5pY5aZVzISyu+pt1cQa3PQa2MTKC7uHJlaxltRw1x/GxIrdhzLDS9jhVxlx3Q2I1/49RNoc+LETQgghhBBCSIgysIJaUdC79EVqYJm6UMaAAuCYUdbQUsfDXQAzr//SGlvQBlRhd8As2j+20H98/GZ+8f7h9S89R4LEYYBFLp7lx4HHfglYe06/ETOxnJpXuSlkTCDXxBIRE8utcRVro3gcoYnl17xS40ic4/CO+/MwTW1iOaZV3MQqGk6xeXkmljOuommFCvPKmFs27CvffTBiZm2ehHjj84DsDvasCSGEEEIIIaQEWWs44U9Q4wqhgaTtKynVipB8WZ9b68qpgaXfD/sXFf1Lp393eV+0xhb8GltD1/DKQ6nB+i/U8Nq2p3TtwgCLXBo6i8Djfw84/ceqHRhMF2dihYZVzMhCYC7Z1+FMLL+WlG9a2XnJwi6MgGtibaXml0ru7fUHrfm1NRNLAMtPQpz+KvwUjhBCCCGEEEK2hpApwhpY1kBya1xJbTHoOlLCtgu79GnDqWB2BTWwioaT7i/v3zWj3P798YW7DBZrbMVqeIXzK45/kBpepBoGWOTS8uKvA8/9YyBtA0gGM7FyMwgomkOmLR3zKlLzyoRYpi2dsKdgXpW1YyaWcA/oaSQRE8vJy52aWEUTK5hX1AhzTSt390FE5+WbWY6JVVYDK21DnvpjiMVHhniwhBBCCCGEEFKNTFvaXAoNJH/3Pa/Qua6B5R63hlKaG05C16wSnonl9l80nKD7F5kJr2L9QxtUsf7VGMPx+wZWWMPLzs83tMyuhaZ/6BpYWV5ji1TDAItces7+OfDYfwMsPz2AiRUaSeW76hUNpGFNLLnl6w9vYm3VNCtev7+JFd6H0Chzrt86Dbz+eYjN17b4cAkhhBBCCCEkjuitFU0lhLWntJXk1MCKmleuoRQzo7waWe7nbH/qt0PpGFjF/pEbUPH+izW8ApPM699/jdXYKqvhxZUx/WGARS4PzTeBp/5HZWT1NiMmln5Fn9pQgD5udh90TayKmliIGUq+4VRqhEXagNOxobImloiYWGZejomFWG0uDFkTK4mYWHa3RggBmabA+UeAN/8QIt0Y/nkSQgghhBBCSB9k6ww80yjThpM0Na50oGNMpUzv4idDw0m/ZtqAykMfa2J5/eeGk1vjSirzKje8gtpagDKrdI0q278Jr4xBZfov7kJoaniJzNl10O0/2AUx1r+QgExZk3gQGGCRy4hUNbF+8IuAWa5WYVhZY8iYUlUmljGSAhMJxkQyJlbxvOFNLDuOomnlmliA3YUR3vnDmVgiev1BTTN7XF+ndRbi9d+DWPoBAK6rJoQQQgghhFwexMartjaU1OYRfGMpN6+kNpdQNJvU/2lvducrMa+kMZeKtafUdWz/5nqeeSVTp383JPNfbf+pY5LZsEogtfPRyxbz/vPPl/WfacOMv6cNQi3B7K9c6UGQHU7aBM79ObD+CjBzDzAyod4XumZTwayy4Ys1q8xxc75b88o5H/q4lDbkgTGWjJllDaf8HXOCwZyoBmo+oA4UTCz9tnfcOcE5PzfEJJxxueMujrM4r9DECs4396u3AXn2YYizDwNZ81I8SUIIIYQQQggpRWYdYP9P5wYUMhvqALDmVW5QxUOj/DULwp58eaAynJCbTya80uaVCZMya0yF/aj+TS2q4H3XEIv0n5tkmWNiRcdf3r86bsbZg5C9y/58rnUYYJHto/kGcOYhoD4NTN8GwJhIrnGF4NU1pvzzbGjlhDzeK2yIFTlf9RcaX+H13dpd9rw83PJMK5UmCRNiecdj/cqg/8Gu7y2T9EwzPb+sDbH4COTpP4ZovzXo0yGEEEIIIYSQi0KkTWDvT0Ikdc/AMiGPLXQO53i4e6ATAgldIyo0r4xRlRtc8M0rEypF+3eMLoFC/7JP/14NL90/IuNHn/6l23/WAVfL9IcBFtleZBe48KhaUthYAMYP9TGxwppXoYkF/3zPSHKNpaLhpMYj9bK/ChPLkJtVoWnlhFXSFbcGMLHycQ5iYpXNy5hXEnL5RxAn/wDYOEENlRBCCCGEELL9TN8ONPZAGUxOWBUxmZRhZZbXhbWu/OPWvLK1tGz/6v3cvNpC/9a8Cvs3hpUZv/RreA3Zv1vDKx9/1obwfvkkMRhgkStD5wJw9mFg6YfA6DzExA24NCaW2w6NLNfEMv1ejIlVZVq5x83rxZhYqn/fxHKMrM1XId/8EsTKUyokJIQQQgghhJArwfgBiKlbogYUAM9k8mtkuYYSCgZWaFC5Bpc1oPr3X6yxFdS8ivTvjr+8hldZ/1U1vHT/WWcbH9C1i6jjCGM+cuWZvhO46RchZ9+uRSbnP3rAMY3MVqay+rj+y0q1zV8ewvnL0B63f/nAGlMy023zl6z5ixH2fAC55ikz2Gpczl9ecPozn3Xa/jilNa28v/QQHNfnywxy9TmIC3+llmcSQgghhBBCyBVG7r4fuOkXke/QlxtRyE2p/PeZfFe+MoPJHncNqNzEymtsmQLrvkHlfv5i+wdMDS97Xrx/5zqR44X+ZQ8ia2/fA7qGYYBFri5m7wVu/K+A2Tv98Eg4oVEeNjnhUV4Y3QmDCiFXlmdU9nh4voicH4ZigB8uheMEbOJfHKc3Dzh/8lAsFnrZtdZI28DyE2oZZnflUt59QgghhBBCCLkoZGMBuOsf5iGPyIJleUGYZUKi0jCrIiQC1DJFa0iV958vK4yFWbIihJKpGnu+DDLoXx+zBd7dZYUD9J92WMB9QBhgkasSOXYQYv/HIfd9DGJ0lxMq9QmpzO6DEdPKhlCuiWUNJ/WXDYKwzIRIVSZWaFoJ73wRC6mCEG4gE6u7DLn4KMTSYwATekIIIYQQQshVijz2f6hSMaERJc2ufKk2sKQOcyIhlXR2A/QMqSy3uyDj4dUw/RcNLL9/1WEKW8NrsNDLr4EVCb1MDaysw/pXA8IAi1zdiBow9x5g/8eBXe8EElEaAuVhUHS5obOcEFlgWvUxsQrL+FwTy7RdEytzCrg7a68LodiAJtbGa8DiXwIrPwZ3piCEEEIIIYRc7cg9H4C44TNQIY27bC4Mo4xhVRE2ZUEoFIRNorR/UyDdWbY4YP/W8FLjFxXjR1YR0vXpX8gMYP2rgWGARa4dRvcoI2vfT0GO7e1T82qrJpYJoeCYWIPVvKoysUQ0pDLGlzkf9i+z9VcgVp5WNa56q5frjhJCCCGEEELIpScZBY79inqNhToRA6qwPFBWhEYyBWS46+Bw/ZcbXrZ/XEwNr1LDy+k/64G7xw8OAyxyDSKAyZuB3e8Adr1DFYBPavDDo0tgYuUhmCyEXH4odglMLJkCay8CK08DK88A6eY23UtCCCGEEEIIuQwc/Flg4f0RAyuoReUZSqEpBacGlh825bsB9qmxJbOKZYReja142HTZanhlGQR3kB8KBljk2idpqN0Ld70Dctd9EBMHK0ys2HLAeEgFQGdiseV9g5hYpu2aWPpzvU1g81Vg4wSw8apaJiipjhJCCCGEEEJ2CKPzkLf/T0F4TuJGPwAABwVJREFU078GVrEGVdHEEt7xSOg1QA2sqv5z++py1vDSSyfJ4DDAIjuPxgIwdRswcRSYOAI5cRhi/EC5aRXWvCrsPohgeeIgJpZ6BaD+cmqfBdaPAxsnIDZeBVqnr9jtIYQQQgghhJBt4cb/Gpi6FbGQyDeUSkIobSq5nxdhGOQdj4RNQ9TYKhpeVTW89LLFLdbwEhl3HhwWBljkukAmoxATRyHHb4CYOKJeG3OQ9WmIkel4SAUVZqkO3MLqJTWvsi7QOgN0zgOt80D7HNA5B7HxGpBubPeUCSGEEEIIIeSKIqfeBnHjf9En1Mn0//mf2ZAoi9SMcsOrLAjBYssPJaLv5yGULPbvG17BroOhSVbSfx5SVfQPvayQDAcDLEIAYGQWsj6jwqyRWYiRWcjauDKzoNRRmXUhsjZk1oHIuupVdiF7mxDt8wCLrRNCCCGEEEKIz5G/DUzfGg+D5GAhlAqVgpDLC4lKwqa+/UdqXvXpf2s1vMyuhurzeWkZMhQMsAghhBBCCCGEEHJ5qE1C3vrfQdQaNlzKskKo4xVKz/xC6WF45X6+sPufd9wuRyz2X9x9MA+vPMOrqv/48sCywvUqEFNjIsOTXOkBEEIIIYQQQgghZIeSbkCc+VqwsZbUtYdVqCPMru2mLXTQlIdM7qvMjxc+V+gfechU7N+2AdhdDaUESvuXhfFL6b+q/jPn8yaMy/Ixkq3BAIsQQgghhBBCCCGXj5UfQWyc8Au3S+TGktQ1hmVuWEk/8MkNJl2gPVM2lTG43Ndh+re7zwcF5qP9m+WBfv9iiP5Z9+riYIBFCCGEEEIIIYSQy4o89VWItGl3dUfqGE4mrNIhkmdAFQuhK8NJ5oZTwYQScAwvWTS9csML/nVNOzC03H7C/j3zKmqImeWJrHt1sTDAIoQQQgghhBBCyGVF9NYgzz6c15AqM5xUDSplOPk1qlBiOLnhlVOjyjueOv1nkFkKtal8modnXoH2LHP69/vx+0+dcYX923kxvLo0MMAihBBCCCGEEELIZUesPA259IQylCLmUr6MT4S1r+Cf7xhO0jWjIjWqYjW2ioYX+tbYitfwQrR/Y3B54ycXTf1KD4AQQgghhBBCCCHXB+Lswyqrmj1WMJwgUxUAebsOQptPetc/6e/6V9iNUDq1qCIGlaqtZZYt+rsdSv2+zCr6NzWwyvpHpgwxcMfBSw0NLEIIIYQQQgghhGwb4tzDwMozQY0rp65VYGC5uwwC2oAqmFe6DVWjqmh46f4i/ReuI0LzKrieAGztq2KtLAh3vORSwQCLEEIIIYQQQggh24o4923I5afg7v4ntB2FLKgp5daakspwEvr90JSCVIaUtyugW0tLSgjdPyr6R0n/wuvfNbDs9aENLXJpYYBFCCGEEEIIIYSQbUcs/iVw/hGoXfpM3ShTAys0mzLHsCoxo/TnhWtAObWtlOFl+7fmFex1+vQvvf7jNbwYXl0eGGARQgghhBBCCCHkiiBWn4F461vITazcgHINKmNEZXp1XuqES/5uhMrAcnc3dJYn6v7h9Y/AoIr3Lyr6z6+TKVOLXB4YYBFCCCGEEEIIIeTKsfka8MbvA1kXgIQQWbSGlW9g+cv7cmMLaW5I5csGISF0GObWwCr2D6f/eA0sRGpsqfAqZXh1mRF1HKHbRgghhBBCCCGEkCuKhIDY80HIsX3afHJrXendCKVrROlQyqtxZUMr6OMiqIFldzUs679YY8v9PPLrml0NWfNqO6CBRQghhBBCCCGEkCuOgATOfxdi8VEg7fpmlGtgOe1CrSxIx4xCcbfBvIbVcDW2whpZJigTssfwapuggUUIIYQQQgghhJCri6QBOfceiNFZa0Rl1pRydxHMjajMXzaYm1Gmllbm7CaIiInl9G/ej/afZYDscsngNsMAixBCCCGEEEIIIVclsrEAMX4YcmzB1qSSFSGUTHWpK12TKlhO6C8ztMe9mloyWFZo+pcpZNaFkL0reUuuWxhgEUIIIYQQQggh5OomGYMcPwQxfgBS1NR7oYmV2ZAqFl75BlYYgrnHU7//rAdkHV0InlwpGGARQgghhBBCCCHk2qGxADl2AGJkOijorncjlGbZH4ohl0x1IXZlYBVCLJlCSKmWE2ZtyKzDpYJXCQywCCGEEEIIIYQQcu0h6pD1aaA+qf4kY4AQ/q6DUcMqsvww60KmbQjZg5Rd2lZXIQywCCGEEEIIIYQQsjOojQNiBBA1/SdRrxCA3n0QpoaWMayyDsCdBK966ld6AIQQQgghhBBCCCGXhLQJoNn3NBG8kquf5EoPgBBCCCGEEEIIIYSQKhhgEUIIIYQQQgghhJCrGgZYhBBCCCGEEEIIIeSqhgEWIYQQQgghhBBCCLmqYYBFCCGEEEIIIYQQQq5q/n9BVr9gssqWRgAAAABJRU5ErkJggg==)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nORm0v7Xe5zI"
      },
      "source": [
        "A GPU (graphics processing unit) is a specialized processor that works as a performance accelerator with the CPU. In comparison to a CPU, a GPU has thousands of cores that can break down complex problems into thousands or millions of separate tasks and work them out in parallel. Parallel computing utilizes thousands of GPU cores to optimize various applications, including graphics processing, video rendering, machine learning, and even mining for cryptocurrencies like Bitcoin.  \n",
        "\n",
        "Over the past decade, GPUs have become essential to deep learning development. With the capability to accelerate large matrix operations and perform mixed-precision matrix calculations in a single operation, GPUs can accelerate deep learning at a high-speed rate. This parallel computing technology makes a GPU a crucial part of modern supercomputing that ignited a worldwide AI boom. \n",
        "\n",
        "**GPU Features Summary:**\n",
        "\n",
        "\n",
        "\n",
        "*   Has thousands of cores \n",
        "\n",
        "*   High throughput \n",
        "*   Specialized for parallel processing \n",
        "\n",
        "\n",
        "*   Capable of executing thousands of operations at once\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        " "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iyVvhn_Ier9h"
      },
      "source": [
        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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mHgsF4-bcQZO"
      },
      "source": [
        "TPUs stand for Tensor Processing Units, which are application-specific integrated circuits (ASICs). TPUs were s designed from the ground up by Google; they started using TPUs in 2015 and made them public in 2018. TPUs are available as a cloud or smaller version of the chip. Cloud TPUs are incredibly fast at performing dense vector and matrix computations to accelerate neural network machine learning on the TensorFlow software. TensorFlow is an open-source machine learning platform built by the Google Brain Team to help developers, researchers, and businesses to run and operate AI models on high-level TensorFlow APIs backed by Cloud TPU hardware. TPUs minimize the time-to-accuracy in training large and complex neural network models. With TPUs, deep learning models that previously took weeks to train on GPUs now only take hours on TPUs. \n",
        "\n",
        "**TPUs Features Summary:**\n",
        "\n",
        "\n",
        "\n",
        "*   Special Hardware for Matrix Processing\n",
        "\n",
        "*   High Latency (compared to CPU) \n",
        "\n",
        "*   Very High Throughput\n",
        "*   Compute with Extreme Parallelism \n",
        "\n",
        "\n",
        "*   Highly-optimized for large batches and CNNs (convolutional neural network) \n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RMenCtpg0kiE"
      },
      "source": [
        "## When To Use CPU, GPU, Or TPU To Run Your Machine Learning Models? \n",
        "\n",
        "CPUs are general-purpose processors, while GPUs and TPUs are optimized accelerators that accelerate machine learning. It might seem pretty straightforward which one to use to run your machine learning workloads. However, you might want to look closer and consider which type of machine learning models you are running to decide which hardware is best for your workload. Here are some quick guidelines for you to determine which processors are best for your application:  \n",
        "\n",
        "**CPUs:** \n",
        "\n",
        "*   Prototypes that require the highest flexibility \n",
        "*   Training simple models that do not require a long time\n",
        "*   Training small models with small effective batch sizes \n",
        "*   Mostly written in C++ based on custom TensorFlow operations \n",
        "*   Models with limited I/O or limited system's networking bandwidth \n",
        "\n",
        "**GPUs:**\n",
        "\n",
        "*   Models that are too difficult to change or sources that do not exist\n",
        "*   Models with numerous custom TensorFlow operations that a GPU must support \n",
        "*   Models that are not available on Cloud TPU \n",
        "*   Medium or larger size models with bigger effective batch sizes \n",
        "\n",
        "**TPUs:**\n",
        "\n",
        "*   Training models using mostly matrix computations \n",
        "*   Training models without custom TensorFlow operations inside the main training loop \n",
        "*   Training Models that require weeks or months to complete \n",
        "\n",
        "*   Training huge models with very large effective batch sizes"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "c1bURazhtcEx"
      },
      "source": [
        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)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6RCkZjJOFxOR"
      },
      "source": [
        "!nvidia-smi"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KI-IMmyJ7S2h"
      },
      "source": [
        "## Google colab markdown\n",
        "\n",
        "https://colab.research.google.com/notebooks/markdown_guide.ipynb#scrollTo=Lhfnlq1Surtk"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Python\n",
        "\n",
        "https://www.python.org/downloads/"
      ],
      "metadata": {
        "id": "Ih17LQ6vkQ-s"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OdQpuC7mEQzL"
      },
      "source": [
        "## Anaconda\n",
        "\n",
        "https://www.anaconda.com/products/individual"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zY2hzOAKE3MR"
      },
      "source": [
        "## Jupyter NoteBook\n",
        "\n",
        "https://www.youtube.com/watch?v=pmreXCM2Z9A"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0567yolCo5-6"
      },
      "source": [
        "# Intro to python"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Print"
      ],
      "metadata": {
        "id": "CHWxGvR7INcx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Hello World!\")"
      ],
      "metadata": {
        "id": "TaZf16bfBsxr",
        "outputId": "f35b8909-8b41-47f0-f50f-528a1561e143",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Hello World!\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# show text on the screen\n",
        "print(\"Hello world!\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4zfHEk7DIPgO",
        "outputId": "9b169f27-5c3a-4f9b-d905-56a822de683a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Hello world!\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# comment \n",
        "''' \n",
        "Multi-line comment\n",
        "'''"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "n1fj9_YdIRW4",
        "outputId": "98d425f9-6f2e-4eed-9763-108fa3b732e1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "' \\nMulti-line comment\\n'"
            ]
          },
          "metadata": {},
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Variables\n",
        "a place for store values"
      ],
      "metadata": {
        "id": "MllCdE8CIiVw"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Integer"
      ],
      "metadata": {
        "id": "tM7Fxa-YIpEE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "a = 12\n",
        "b = 13 \n",
        "\n",
        "print(f\"a + b = {a + b}\")\n",
        "print(f\"a - b = {a - b}\")\n",
        "print(f\"a * b = {a * b}\")\n",
        "print(f\"a / b = {a / b}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FtevZRs6I6qQ",
        "outputId": "4d522d2e-1af4-4b60-db3d-84456973ed8f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "a + b = 25\n",
            "a - b = -1\n",
            "a * b = 156\n",
            "a / b = 0.9230769230769231\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Float"
      ],
      "metadata": {
        "id": "qYmfP1GkIszq"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "pi = 3.14\n",
        "r = 2\n",
        "s = pi * (r ** 2)\n",
        "print(f\"S = {s}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OSL8S6bpJMLW",
        "outputId": "7f66d851-7f6e-4ca0-da0b-68a81937e1eb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "S = 12.56\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## String"
      ],
      "metadata": {
        "id": "EztHBx2jIu9M"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "first_name = \"Yasin\"\n",
        "last_name = \"Amini\"\n",
        "multi_line_string = \"\"\" Always\n",
        "remember \n",
        "as\n",
        "\"\"\""
      ],
      "metadata": {
        "id": "7-UX5IgkJdno"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "name = first_name + last_name \n",
        "print(name)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UP8ZVhTRJdrG",
        "outputId": "23d46f6e-f9eb-4090-b638-ec5ab0b3f750"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "YasinAmini\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "name = first_name + ' ' + last_name \n",
        "print(name)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jLo_rFUNJdve",
        "outputId": "1fa5c84e-2c31-4ac7-b72c-99cd63986070"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Yasin Amini\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(name * 10)"
      ],
      "metadata": {
        "id": "f7wVt8-SnfTZ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## List"
      ],
      "metadata": {
        "id": "H0heUHuSIvC-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "names = [\"Ali\", \"Farzad\", \"Reza\", \"Amir\"]\n",
        "grades = [12, 15, 10, 17]\n",
        "print(names)\n",
        "print(grades)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SlmTkz3CJr_C",
        "outputId": "173cc970-a8cf-42fc-9b13-da81799b9cad"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['Ali', 'Farzad', 'Reza', 'Amir']\n",
            "[12, 15, 10, 17]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "names[0]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "-tYXn2WXn3Qt",
        "outputId": "76180b59-9012-423d-f200-4578b00627e9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'Ali'"
            ]
          },
          "metadata": {},
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "grades[2]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HIK9HUOyn3TM",
        "outputId": "8656fbab-c25e-4c47-d446-9b415275d6ac"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "10"
            ]
          },
          "metadata": {},
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# [start:step:end]\n",
        "names[1:]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tcCo1lbin3V0",
        "outputId": "3e580902-b936-4a98-9d00-3ac11fe6b3b6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Farzad', 'Reza', 'Amir']"
            ]
          },
          "metadata": {},
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "grades[0: 2: 3]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZrRehL7roOjf",
        "outputId": "7c324ef3-fad0-49ac-e4d6-e6d33cd11512"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[12]"
            ]
          },
          "metadata": {},
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "grades[:3]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Z0fBdDX-oOmN",
        "outputId": "6f749623-2a7d-4339-b186-84e59fedf055"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[12, 15, 10]"
            ]
          },
          "metadata": {},
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "grades.sort()\n",
        "grades"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jA5Hm9_aoOpE",
        "outputId": "6e424780-a7dd-41d1-cec5-bbd279dae30d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[10, 12, 15, 17]"
            ]
          },
          "metadata": {},
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "grades.reverse()"
      ],
      "metadata": {
        "id": "qAZQP5Suo0aY"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "grades[::-1]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SFoSXczKoduq",
        "outputId": "b339c1a7-adad-400e-f194-34c414b36ab9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[10, 12, 15, 17]"
            ]
          },
          "metadata": {},
          "execution_count": 48
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "grades"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tlUBDElNodxU",
        "outputId": "e1599283-03a5-4b69-bd16-4f3cd053673b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[17, 15, 12, 10]"
            ]
          },
          "metadata": {},
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "len(grades)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vJqY73zCpgHt",
        "outputId": "644a3c72-7aa8-49d6-cdef-806c0e008d71"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "4"
            ]
          },
          "metadata": {},
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "names.append(\"Farzad\")\n",
        "grades.append(16)"
      ],
      "metadata": {
        "id": "nSFh3Mw6pmZz"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "names[-1], grades[-1]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QjX4Gzudpqyr",
        "outputId": "37fa7b30-93db-4f50-9821-e03768fc71e6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "('Farzad', 16)"
            ]
          },
          "metadata": {},
          "execution_count": 52
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "info = names + grades\n",
        "info"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Nl8fblayqCax",
        "outputId": "a6c94526-af85-4234-eab6-fbeb25c873c0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Ali', 'Farzad', 'Reza', 'Amir', 'Farzad', 17, 15, 12, 10, 16]"
            ]
          },
          "metadata": {},
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "info2 = [names, grades]\n",
        "info2"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WTMYL2fqqIT_",
        "outputId": "f4e955ee-77e9-4eb9-b585-383323ba0a58"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[['Ali', 'Farzad', 'Reza', 'Amir', 'Farzad'], [17, 15, 12, 10, 16]]"
            ]
          },
          "metadata": {},
          "execution_count": 54
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "info2[0][1]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "UnY1cEaxqOOl",
        "outputId": "f8b62844-4240-4607-8392-8e32c50ccca7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'Farzad'"
            ]
          },
          "metadata": {},
          "execution_count": 55
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(f\"list length: {len(grades)}\")\n",
        "print(f\"maximum grade: {max(grades)}\")\n",
        "print(f\"minimum grade: {min(grades)}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7AwExoVvqbgM",
        "outputId": "3371dc80-67ab-41af-e589-de61cf794e67"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "list length: 5\n",
            "maximum grade: 17\n",
            "minimum grade: 10\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Dictionary"
      ],
      "metadata": {
        "id": "xlEiYFQoI1WE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "alg_grades = {\"Ali\": 12, \"Farzad\": 15, \"Reza\": 10, \"Amir\": 17}\n",
        "print(f\"Ali grade is: {alg_grades['Ali']}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3s6SJO29J-QJ",
        "outputId": "c44d2d67-9782-4bc6-fab5-016e96703004"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Ali grade is: 12\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "alg_grades['Farhad'] = 14"
      ],
      "metadata": {
        "id": "Ttm0HvJTq9Uj"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "alg_grades"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qxR7t5vVq9Wm",
        "outputId": "383f12fc-c022-443b-f9a7-40fb803c60e3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'Ali': 12, 'Amir': 17, 'Farhad': 14, 'Farzad': 15, 'Reza': 10}"
            ]
          },
          "metadata": {},
          "execution_count": 59
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "del alg_grades['Ali']\n",
        "alg_grades"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9b5lJj4cq9aO",
        "outputId": "8cf92fb9-9c5b-40c5-b61e-5d04281d6efa"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'Amir': 17, 'Farhad': 14, 'Farzad': 15, 'Reza': 10}"
            ]
          },
          "metadata": {},
          "execution_count": 60
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(len(alg_grades))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Zp74epv_q9c-",
        "outputId": "4f3697f3-ff6a-47fb-d00b-84c025c66fcf"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "4\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "alg_grades.values()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VE1m_0dFrkmT",
        "outputId": "24d8adf8-46cc-45ea-f80e-8df5e5397882"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "dict_values([15, 10, 17, 14])"
            ]
          },
          "metadata": {},
          "execution_count": 64
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "alg_grades.keys()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2ldaozs6rkod",
        "outputId": "2cff2eb9-e4c6-440d-ff41-a084572a35ee"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "dict_keys(['Farzad', 'Reza', 'Amir', 'Farhad'])"
            ]
          },
          "metadata": {},
          "execution_count": 63
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "alg_grades.items()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4oQbaKjerkrk",
        "outputId": "4149f2ef-bc94-4c49-beb4-d57cd9688e0b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "dict_items([('Farzad', 15), ('Reza', 10), ('Amir', 17), ('Farhad', 14)])"
            ]
          },
          "metadata": {},
          "execution_count": 65
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "4J8zBpi7rkuV"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Operators"
      ],
      "metadata": {
        "id": "Rby59mnLLnh4"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "a = 32\n",
        "b = 15\n",
        "\n",
        "print(f\"+ => {a+b}\")\n",
        "print(f\"- => {a-b}\")\n",
        "print(f\"* => {a*b}\")\n",
        "print(f\"/ => {a/b}\")\n",
        "print(f\"% => {a%b}\")\n",
        "print(f\"^ => {a**b}\")\n",
        "print(f\"// => {a//b}\")"
      ],
      "metadata": {
        "id": "gmzylfS2Lp9o",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a2e8a499-1734-4f38-9412-251c5a1c202e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+ => 47\n",
            "- => 17\n",
            "* => 480\n",
            "/ => 2.1333333333333333\n",
            "% => 2\n",
            "^ => 37778931862957161709568\n",
            "// => 2\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(f\"1 + 2 - 3 * 2 = {1 + 2 - 3 * 2}\")"
      ],
      "metadata": {
        "id": "Z_BRXTa7mrcS"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(f\"(1 + 2 - 3) * 2 = {(1 + 2 - 3) * 2}\")"
      ],
      "metadata": {
        "id": "njAhV_6Fm3Ta"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Input"
      ],
      "metadata": {
        "id": "jYdNYlcxKVCQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "name = input(\"Input your name: \")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "J4f8SeG-KXF1",
        "outputId": "ce231a35-0de6-4b80-ea4f-0295eec4f26f"
      },
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Input your name: Yasin\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "age = int(input(\"Input your age: \"))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yALxDh70KXIe",
        "outputId": "2dde513e-81fe-44ea-cdc1-c0e515e66d0d"
      },
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Input your age: 25\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pi = float(input(\"Input pi value: \"))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vX8ZptYAmZHg",
        "outputId": "4a01426e-32ad-4b43-f77d-86d1c04e0b1a"
      },
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Input pi value: 3.141592652\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Condition"
      ],
      "metadata": {
        "id": "-Q4N3N39KQWC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# == != > >= <= < "
      ],
      "metadata": {
        "id": "vyeeVJu-r7Xr"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "if age < 11:\n",
        "  print(\"Bache\")\n",
        "elif 11 < age < 19:\n",
        "  print(\"Navjavan\")\n",
        "elif 19 < age < 35:\n",
        "  print(\"Javan\")\n",
        "else:\n",
        "  print(\"Miansal\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yFkcIkGiJ-af",
        "outputId": "88cde275-55bf-4ef8-b2cc-b8d223360172"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Javan\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "if age > 18:\n",
        "  print('You are old enough to drive')\n",
        "else:\n",
        "  print('You are not old enough to drive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 226
        },
        "id": "qvq3f6KnsM-o",
        "outputId": "bcc40b3a-e7aa-4e1d-c75b-867eb0b458ca"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "error",
          "ename": "NameError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-66-0b17cca34641>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mage\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m18\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m   \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'You are old enough to drive'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m   \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'You are not old enough to drive'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mNameError\u001b[0m: name 'age' is not defined"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# logical operator -> or not and "
      ],
      "metadata": {
        "id": "vGuKO0wIscoX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Loop"
      ],
      "metadata": {
        "id": "voV1pauxK9ZI"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "for i in range(10):\n",
        "  print(i)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0U1P-gIeJ-dQ",
        "outputId": "f78bfb34-6a97-4fe2-d19d-330830f1eecf"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0\n",
            "1\n",
            "2\n",
            "3\n",
            "4\n",
            "5\n",
            "6\n",
            "7\n",
            "8\n",
            "9\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "list(range(10))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qTfMgBsHs8gz",
        "outputId": "0f01f264-54fa-4d5d-a6e9-b6c7b691201a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]"
            ]
          },
          "metadata": {},
          "execution_count": 68
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "for i in range(10):\n",
        "  print(i, ' ', end=\"\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6zEJiWfrtUob",
        "outputId": "12abebcf-c74f-4414-d3ff-b3c738b7296d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0  1  2  3  4  5  6  7  8  9  "
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "for name in names:\n",
        "  print(f\"Name is: {name}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XVDMvPr_s_XI",
        "outputId": "6558a133-ca22-455e-a5f9-36c550eca6cc"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Name is: Ali\n",
            "Name is: Farzad\n",
            "Name is: Reza\n",
            "Name is: Amir\n",
            "Name is: Farzad\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "for i, name in enumerate(names):\n",
        "  print(f\"Name {i+1} is: {name}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bLLQBJ5ytIRW",
        "outputId": "cf146672-4fca-4422-cd83-506b26c4167d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Name 1 is: Ali\n",
            "Name 2 is: Farzad\n",
            "Name 3 is: Reza\n",
            "Name 4 is: Amir\n",
            "Name 5 is: Farzad\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "i = 0 \n",
        "while i < 10:\n",
        "  print(i)\n",
        "  i += 1"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VUKF7RqSIc4J",
        "outputId": "fd12f52f-aa1a-4a04-e471-8c7cd1e6f6b9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0\n",
            "1\n",
            "2\n",
            "3\n",
            "4\n",
            "5\n",
            "6\n",
            "7\n",
            "8\n",
            "9\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "1MhwszgDLUtR"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4VLKcqHIFkwq",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "9a410e35-f21c-404e-b2e2-4a75b2e764eb"
      },
      "source": [
        "[num**2 for num in a]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[1, 4, 9, 16, 25]"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "X8BoGiNkFm3r"
      },
      "source": [
        "[i for i in range(100)]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qvWnQvTOFp5x"
      },
      "source": [
        "[i for i in range(100) if i%2 == 0]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Function"
      ],
      "metadata": {
        "id": "HIro59H-LJ8C"
      }
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JBtNR9cgs_6y",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "bea9d94f-9b91-4d78-8c3c-fc3d025580af"
      },
      "source": [
        "'''\n",
        "def function name(arg1, arg2, ...):\n",
        "\n",
        "    body\n",
        "\n",
        "    return result\n",
        "'''"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'\\ndef function name(arg1, arg2, ...):\\n\\n    body\\n\\n    return result\\n'"
            ]
          },
          "metadata": {},
          "execution_count": 1
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def add(a,b):\n",
        "  return a+b\n",
        "def mul(a,b):\n",
        "  return a*b\n",
        "\n",
        "print(add(10, 12))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xiChE81cLHOz",
        "outputId": "fdfec4ff-850f-4010-f0f5-b24104dc97e3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "22\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(mul(2,3))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kDKmj_veLSwT",
        "outputId": "0215afb0-0f8d-48f3-b782-70dc3b735f97"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "6\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def factorial(n):\n",
        "    factorial = 1\n",
        "    for num in range(2, n+1):\n",
        "        # factorial = factorial * num \n",
        "        factorial *= num\n",
        "    return factorial"
      ],
      "metadata": {
        "id": "eIXdEXv8_aFl"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Qchw87r-uW6o",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "61bbf480-9739-472c-93c4-c550f6786d42"
      },
      "source": [
        "factorial(5)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "120"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UtiJ5sG4pVg5"
      },
      "source": [
        "# Intor to Numpy"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QrdMd5yp-AUr"
      },
      "source": [
        "## Basic"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ILq4SymiCQ-y"
      },
      "source": [
        "import numpy as np"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "A2WK1_gm9_48",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "dbd2bf4d-068e-44fc-9357-9784f605c4fc"
      },
      "source": [
        "a =np.array([i for i in range(50)]) \n",
        "print(a.shape)\n",
        "print(a.size)\n",
        "print(a.dtype)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(50,)\n",
            "50\n",
            "int64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rz4YokUaL2gL",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2e054a23-8f8a-4fc8-c207-84ba124dd4d3"
      },
      "source": [
        "a = np.random.random((3,5))\n",
        "a"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[0.90815059, 0.99621336, 0.82263434, 0.28662941, 0.02351721],\n",
              "       [0.95105746, 0.33904097, 0.53355444, 0.99997326, 0.58729058],\n",
              "       [0.18962573, 0.2833764 , 0.77844826, 0.45230948, 0.63493962]])"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Tmt1jgRgLkx8",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ff1cdf29-6427-4b57-92dc-c34b6fcc2768"
      },
      "source": [
        "b = np.random.uniform(-10,10,(3,5))\n",
        "b"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[-1.40548533,  0.78383773,  4.91541202,  6.79254329, -5.18538051],\n",
              "       [-6.7918612 , -0.64311649, -2.31240947,  3.98335054, -5.19238074],\n",
              "       [-2.82047069,  1.62462048,  8.59065989,  7.52468718, -0.05904759]])"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "seCLkGnTLqeD",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6da3f378-da75-497d-a0db-a5a4f7416fd9"
      },
      "source": [
        "c = np.random.randint(1,10,(3,5))\n",
        "c"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[9, 5, 3, 1, 8],\n",
              "       [8, 3, 2, 4, 7],\n",
              "       [6, 8, 9, 2, 9]])"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b16ocl8oLvxD",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "90a56f7b-3c01-4db6-cbda-78f6c8aaa623"
      },
      "source": [
        "mu, sigma = 0, 2 # mean and standard deviation\n",
        "e = np.random.normal(mu, sigma, 5)\n",
        "e"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([ 0.04850096,  0.7287849 , -2.60937567, -0.39676376,  2.68175367])"
            ]
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EEpiyow5M0HC",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fa0eeaaf-c79d-497c-891a-e5a0310b31e6"
      },
      "source": [
        "print(f\"mean e: {np.mean(e)}\")\n",
        "print(f\"std e: {np.std(e)}\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "mean e: 0.09058001978889481\n",
            "std e: 1.7117547533355195\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gkqxCv6QRO1n"
      },
      "source": [
        "Draw random samples from a normal (Gaussian) distribution.\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tjg7SnrrSbq8"
      },
      "source": [
        "s = np.random.normal(mu, sigma, 1000)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LoYJpCgzROBS",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 264
        },
        "outputId": "a2428d4f-1427-4e91-d8ef-de02fbaa3ce5"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "count, bins, ignored = plt.hist(s, 30, density=True)\n",
        "plt.plot(bins, 1/(sigma * np.sqrt(2 * np.pi)) * np.exp( - (bins - mu)**2 / (2 * sigma**2) ), linewidth=2, color='r')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Z3DbMXg5B518"
      },
      "source": [
        "## Numpy-100\n",
        "\n",
        "https://github.com/YasinEnigma/numpy-100"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "w4taHFm0pYZp"
      },
      "source": [
        "# Intor to Pandas"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3BUsglcOLbwP"
      },
      "source": [
        "## Pandas Series\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BtW6lLB9padk"
      },
      "source": [
        "import pandas as pd"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Iko1MyiHLWwE"
      },
      "source": [
        "index = ('A','B','C','D') \n",
        "data = [10, 44, 8, 9]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-GhCXHS1NAuW",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6c10c3c3-a96d-4cd5-a187-98546402344c"
      },
      "source": [
        "pd.Series(data)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    10\n",
              "1    44\n",
              "2     8\n",
              "3     9\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RRwnj49VNL1x",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c9e7123a-7ccd-4eeb-d341-0c6d157a92be"
      },
      "source": [
        "# pd.Series(data, index)\n",
        "serie = pd.Series(data, index)\n",
        "serie"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "A    10\n",
              "B    44\n",
              "C     8\n",
              "D     9\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OrqqCrzrN3Za",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2378fbd1-702a-4716-89e3-e6116ad4265a"
      },
      "source": [
        "# add row to Series\n",
        "serie.loc['E'] = '6' \n",
        "serie"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "A    10\n",
              "B    44\n",
              "C     8\n",
              "D     9\n",
              "E     6\n",
              "dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "J1942Qb9OpV2",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ff39c833-8e18-4cb9-e35e-b3fa40040904"
      },
      "source": [
        "# dictionary to Series\n",
        "dic = {'a':1, 'b':2, 'c':3}\n",
        "pd.Series(dic)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "a    1\n",
              "b    2\n",
              "c    3\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fPkumpOPLe0c"
      },
      "source": [
        "## Pandas DataFrame"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zedkfbtLPDVf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 141
        },
        "outputId": "cd730d0f-410c-4da7-ca0e-c7f2005e1290"
      },
      "source": [
        "# create a DataFrame\n",
        "df =pd.DataFrame(np.random.random((3,3)), ['a', 'b', 'c'], ['A', 'B', 'C'])\n",
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>A</th>\n",
              "      <th>B</th>\n",
              "      <th>C</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>a</th>\n",
              "      <td>0.126130</td>\n",
              "      <td>0.512118</td>\n",
              "      <td>0.596927</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>b</th>\n",
              "      <td>0.114763</td>\n",
              "      <td>0.022036</td>\n",
              "      <td>0.259870</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>c</th>\n",
              "      <td>0.138123</td>\n",
              "      <td>0.641221</td>\n",
              "      <td>0.197602</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          A         B         C\n",
              "a  0.126130  0.512118  0.596927\n",
              "b  0.114763  0.022036  0.259870\n",
              "c  0.138123  0.641221  0.197602"
            ]
          },
          "metadata": {},
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5ll8UMJ2QZgq",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "192a56c0-b3d4-4452-e8f1-9d7a2a60b185"
      },
      "source": [
        "# each culomn in Dataframe is a Series\n",
        "# specific culomn\n",
        "df['A']"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "a    0.126130\n",
              "b    0.114763\n",
              "c    0.138123\n",
              "Name: A, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1J184Sj67spD",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4f4eb396-405d-4057-8a30-760f4ad5efdf"
      },
      "source": [
        "# specific row\n",
        "df.loc['a']"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "A    0.126130\n",
              "B    0.512118\n",
              "C    0.596927\n",
              "Name: a, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qifvIuZR7y6R",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a9dc255a-a48c-4d39-d448-fc56bee11baf"
      },
      "source": [
        "# specific value\n",
        "df['A'].loc['a']"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.12613016474380812"
            ]
          },
          "metadata": {},
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3uUSO1J9Qm3R",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 141
        },
        "outputId": "43687099-3e57-462a-d348-5040fba4acda"
      },
      "source": [
        "# add culomn to DataFrame\n",
        "df['D'] = df['A'] + df['B']\n",
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>A</th>\n",
              "      <th>B</th>\n",
              "      <th>C</th>\n",
              "      <th>D</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>a</th>\n",
              "      <td>0.126130</td>\n",
              "      <td>0.512118</td>\n",
              "      <td>0.596927</td>\n",
              "      <td>0.638248</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>b</th>\n",
              "      <td>0.114763</td>\n",
              "      <td>0.022036</td>\n",
              "      <td>0.259870</td>\n",
              "      <td>0.136799</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>c</th>\n",
              "      <td>0.138123</td>\n",
              "      <td>0.641221</td>\n",
              "      <td>0.197602</td>\n",
              "      <td>0.779344</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          A         B         C         D\n",
              "a  0.126130  0.512118  0.596927  0.638248\n",
              "b  0.114763  0.022036  0.259870  0.136799\n",
              "c  0.138123  0.641221  0.197602  0.779344"
            ]
          },
          "metadata": {},
          "execution_count": 48
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "B9ZuHu7hRYng",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 110
        },
        "outputId": "d6946044-9fca-42dc-e273-4732f5e3faa0"
      },
      "source": [
        "# selected values\n",
        "df[['A','B']].loc[['a','b']]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>A</th>\n",
              "      <th>B</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>a</th>\n",
              "      <td>0.126130</td>\n",
              "      <td>0.512118</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>b</th>\n",
              "      <td>0.114763</td>\n",
              "      <td>0.022036</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          A         B\n",
              "a  0.126130  0.512118\n",
              "b  0.114763  0.022036"
            ]
          },
          "metadata": {},
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_WMmfs4e0Mkj"
      },
      "source": [
        "## read .CSV /DataFrame to .CSV and show features"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "B4yM0xzwJoDo"
      },
      "source": [
        "import pandas as pd\n",
        "\n",
        "# read CSV\n",
        "dataset = pd.read_csv('/content/sample_data/california_housing_train.csv')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "F7-QKWQz1uwY",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ebeb0874-a39f-4018-8802-2d52d53db709"
      },
      "source": [
        "dataset.info()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 17000 entries, 0 to 16999\n",
            "Data columns (total 9 columns):\n",
            " #   Column              Non-Null Count  Dtype  \n",
            "---  ------              --------------  -----  \n",
            " 0   longitude           17000 non-null  float64\n",
            " 1   latitude            17000 non-null  float64\n",
            " 2   housing_median_age  17000 non-null  float64\n",
            " 3   total_rooms         17000 non-null  float64\n",
            " 4   total_bedrooms      17000 non-null  float64\n",
            " 5   population          17000 non-null  float64\n",
            " 6   households          17000 non-null  float64\n",
            " 7   median_income       17000 non-null  float64\n",
            " 8   median_house_value  17000 non-null  float64\n",
            "dtypes: float64(9)\n",
            "memory usage: 1.2 MB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Vbg2l1pu2P6n",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 202
        },
        "outputId": "50546405-38ea-40b1-b5e9-64c00c99f3ea"
      },
      "source": [
        "dataset.tail(5) # head(n) tail(n)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>longitude</th>\n",
              "      <th>latitude</th>\n",
              "      <th>housing_median_age</th>\n",
              "      <th>total_rooms</th>\n",
              "      <th>total_bedrooms</th>\n",
              "      <th>population</th>\n",
              "      <th>households</th>\n",
              "      <th>median_income</th>\n",
              "      <th>median_house_value</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>16995</th>\n",
              "      <td>-124.26</td>\n",
              "      <td>40.58</td>\n",
              "      <td>52.0</td>\n",
              "      <td>2217.0</td>\n",
              "      <td>394.0</td>\n",
              "      <td>907.0</td>\n",
              "      <td>369.0</td>\n",
              "      <td>2.3571</td>\n",
              "      <td>111400.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16996</th>\n",
              "      <td>-124.27</td>\n",
              "      <td>40.69</td>\n",
              "      <td>36.0</td>\n",
              "      <td>2349.0</td>\n",
              "      <td>528.0</td>\n",
              "      <td>1194.0</td>\n",
              "      <td>465.0</td>\n",
              "      <td>2.5179</td>\n",
              "      <td>79000.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16997</th>\n",
              "      <td>-124.30</td>\n",
              "      <td>41.84</td>\n",
              "      <td>17.0</td>\n",
              "      <td>2677.0</td>\n",
              "      <td>531.0</td>\n",
              "      <td>1244.0</td>\n",
              "      <td>456.0</td>\n",
              "      <td>3.0313</td>\n",
              "      <td>103600.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16998</th>\n",
              "      <td>-124.30</td>\n",
              "      <td>41.80</td>\n",
              "      <td>19.0</td>\n",
              "      <td>2672.0</td>\n",
              "      <td>552.0</td>\n",
              "      <td>1298.0</td>\n",
              "      <td>478.0</td>\n",
              "      <td>1.9797</td>\n",
              "      <td>85800.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16999</th>\n",
              "      <td>-124.35</td>\n",
              "      <td>40.54</td>\n",
              "      <td>52.0</td>\n",
              "      <td>1820.0</td>\n",
              "      <td>300.0</td>\n",
              "      <td>806.0</td>\n",
              "      <td>270.0</td>\n",
              "      <td>3.0147</td>\n",
              "      <td>94600.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       longitude  latitude  ...  median_income  median_house_value\n",
              "16995    -124.26     40.58  ...         2.3571            111400.0\n",
              "16996    -124.27     40.69  ...         2.5179             79000.0\n",
              "16997    -124.30     41.84  ...         3.0313            103600.0\n",
              "16998    -124.30     41.80  ...         1.9797             85800.0\n",
              "16999    -124.35     40.54  ...         3.0147             94600.0\n",
              "\n",
              "[5 rows x 9 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 55
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zMRF24os2uhE",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ee26ad4a-c518-437a-abda-3f33bd80bb87"
      },
      "source": [
        "dataset.columns"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['longitude', 'latitude', 'housing_median_age', 'total_rooms',\n",
              "       'total_bedrooms', 'population', 'households', 'median_income',\n",
              "       'median_house_value'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 56
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "E1e7o9w827Xr",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 294
        },
        "outputId": "d9a8ca63-7978-45bb-ec58-3d89e4a2ba32"
      },
      "source": [
        "# for numerical culomn\n",
        "dataset.describe()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>longitude</th>\n",
              "      <th>latitude</th>\n",
              "      <th>housing_median_age</th>\n",
              "      <th>total_rooms</th>\n",
              "      <th>total_bedrooms</th>\n",
              "      <th>population</th>\n",
              "      <th>households</th>\n",
              "      <th>median_income</th>\n",
              "      <th>median_house_value</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>17000.000000</td>\n",
              "      <td>17000.000000</td>\n",
              "      <td>17000.000000</td>\n",
              "      <td>17000.000000</td>\n",
              "      <td>17000.000000</td>\n",
              "      <td>17000.000000</td>\n",
              "      <td>17000.000000</td>\n",
              "      <td>17000.000000</td>\n",
              "      <td>17000.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>-119.562108</td>\n",
              "      <td>35.625225</td>\n",
              "      <td>28.589353</td>\n",
              "      <td>2643.664412</td>\n",
              "      <td>539.410824</td>\n",
              "      <td>1429.573941</td>\n",
              "      <td>501.221941</td>\n",
              "      <td>3.883578</td>\n",
              "      <td>207300.912353</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>2.005166</td>\n",
              "      <td>2.137340</td>\n",
              "      <td>12.586937</td>\n",
              "      <td>2179.947071</td>\n",
              "      <td>421.499452</td>\n",
              "      <td>1147.852959</td>\n",
              "      <td>384.520841</td>\n",
              "      <td>1.908157</td>\n",
              "      <td>115983.764387</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>-124.350000</td>\n",
              "      <td>32.540000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.499900</td>\n",
              "      <td>14999.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>-121.790000</td>\n",
              "      <td>33.930000</td>\n",
              "      <td>18.000000</td>\n",
              "      <td>1462.000000</td>\n",
              "      <td>297.000000</td>\n",
              "      <td>790.000000</td>\n",
              "      <td>282.000000</td>\n",
              "      <td>2.566375</td>\n",
              "      <td>119400.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>-118.490000</td>\n",
              "      <td>34.250000</td>\n",
              "      <td>29.000000</td>\n",
              "      <td>2127.000000</td>\n",
              "      <td>434.000000</td>\n",
              "      <td>1167.000000</td>\n",
              "      <td>409.000000</td>\n",
              "      <td>3.544600</td>\n",
              "      <td>180400.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>-118.000000</td>\n",
              "      <td>37.720000</td>\n",
              "      <td>37.000000</td>\n",
              "      <td>3151.250000</td>\n",
              "      <td>648.250000</td>\n",
              "      <td>1721.000000</td>\n",
              "      <td>605.250000</td>\n",
              "      <td>4.767000</td>\n",
              "      <td>265000.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>-114.310000</td>\n",
              "      <td>41.950000</td>\n",
              "      <td>52.000000</td>\n",
              "      <td>37937.000000</td>\n",
              "      <td>6445.000000</td>\n",
              "      <td>35682.000000</td>\n",
              "      <td>6082.000000</td>\n",
              "      <td>15.000100</td>\n",
              "      <td>500001.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          longitude      latitude  ...  median_income  median_house_value\n",
              "count  17000.000000  17000.000000  ...   17000.000000        17000.000000\n",
              "mean    -119.562108     35.625225  ...       3.883578       207300.912353\n",
              "std        2.005166      2.137340  ...       1.908157       115983.764387\n",
              "min     -124.350000     32.540000  ...       0.499900        14999.000000\n",
              "25%     -121.790000     33.930000  ...       2.566375       119400.000000\n",
              "50%     -118.490000     34.250000  ...       3.544600       180400.000000\n",
              "75%     -118.000000     37.720000  ...       4.767000       265000.000000\n",
              "max     -114.310000     41.950000  ...      15.000100       500001.000000\n",
              "\n",
              "[8 rows x 9 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 57
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VEDBdDB55VlX"
      },
      "source": [
        "df = pd.DataFrame({'numeric': [1, 2, 3],\n",
        "                   'object': ['a', 'b', 'c']\n",
        "                  })\n",
        "# df.info()\n",
        "df.describe()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sDeRFFNK9Dte"
      },
      "source": [
        "pandas doc:\n",
        "\n",
        "https://pandas.pydata.org/pandas-docs/stable/reference/index.html"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GPb9VDLO1JLY"
      },
      "source": [
        "# Intor to matplotlib"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "878XYgpQ1PgX",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 294
        },
        "outputId": "7cced7a1-4db2-475f-debc-9a780ddec58b"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "x = [i for i in range(50)]\n",
        "\n",
        "np.random.seed(3)\n",
        "\n",
        "y1 = [np.random.randint(1,50) for i in range(50)]\n",
        "y2 = [i*-1 for i in y1]\n",
        "# fig, ax = plt.subplots(figsize=(10, 5))\n",
        "plt.plot(x,y1)\n",
        "plt.plot(x,y2)\n",
        "plt.title('random plot')\n",
        "plt.xlabel('x')\n",
        "plt.ylabel('y')\n",
        "plt.grid()\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_X_2veBtIXP2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 312
        },
        "outputId": "36c64ad5-6c39-429f-a238-2dd9c2a609e9"
      },
      "source": [
        "x1 = np.random.normal(8,0.5,100)\n",
        "y1 = np.random.normal(8,0.5,100)\n",
        "x2 = np.random.normal(0,1,100)\n",
        "y2 = np.random.normal(0,1,100)\n",
        "plt.scatter(x1,y1,color='r',label='samples1')\n",
        "plt.scatter(x2,y2,color='b',label='samples2')\n",
        "plt.xlabel('x')\n",
        "plt.ylabel('y')\n",
        "plt.legend()\n",
        "plt.grid()\n",
        "plt.title('Scatter plot')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Scatter plot')"
            ]
          },
          "metadata": {},
          "execution_count": 66
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kk7oyev84dOV",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 264
        },
        "outputId": "863b4107-db0a-48c0-97ca-a197a1a3b713"
      },
      "source": [
        "s = dataset['median_income']\n",
        "ax = s.plot.kde()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "m4lx2BssmuV5"
      },
      "source": [
        "more study:\n",
        "\n",
        "https://github.com/ageron/handson-ml2/blob/master/tools_matplotlib.ipynb\n",
        "\n",
        "\n",
        "https://github.com/ageron/handson-ml2/blob/master/tools_numpy.ipynb\n",
        "\n",
        "\n",
        "https://github.com/ageron/handson-ml2/blob/master/tools_pandas.ipynb\n"
      ]
    }
  ]
}