{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "#**Self Organizing Maps on Iris Dataset**"
      ],
      "metadata": {
        "id": "nG8Yth4gj3XR"
      }
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "DbF9S2MSc3Lf"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4226e574"
      },
      "source": [
        "## **I Tre Tipi di Iris e le Loro Caratteristiche**\n",
        "\n",
        "Il dataset Iris include misurazioni di quattro caratteristiche (feature) per tre diverse specie di fiori di Iris:\n",
        "\n",
        "1.  **Sepal Length (Lunghezza del Sepalo)**\n",
        "2.  **Sepal Width (Larghezza del Sepalo)**\n",
        "3.  **Petal Length (Lunghezza del Petalo)**\n",
        "4.  **Petal Width (Larghezza del Petalo)**\n",
        "\n",
        "Queste misurazioni ci permettono di distinguere tra le specie. Ecco una breve descrizione:\n",
        "\n",
        "### **1. Iris Setosa**\n",
        "\n",
        "Le Iris Setosa sono generalmente le più facili da distinguere. Hanno:\n",
        "*   **Petali e sepali più corti e larghi** rispetto alle altre specie.\n",
        "*   Un aspetto più rotondo e compatto.\n",
        "\n",
        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)\n",
        "\n",
        "### **2. Iris Versicolor**\n",
        "\n",
        "Le Iris Versicolor si posizionano come specie intermedia. Hanno:\n",
        "*   **Petali e sepali di lunghezza e larghezza intermedie** tra Setosa e Virginica.\n",
        "*   Sono spesso confuse con le Virginica per le loro somiglianze.\n",
        "\n",
        "\n",
        "\n",
        "### **3. Iris Virginica**\n",
        "\n",
        "Le Iris Virginica sono le più grandi e robuste delle tre. Si caratterizzano per:\n",
        "*   **Petali e sepali più lunghi e stretti**.\n",
        "*   Un aspetto più allungato e affusolato.\n",
        "\n",
        "\n",
        "\n",
        "---"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4c04c107"
      },
      "source": [
        "## **The Three Types of Iris and Their Characteristics**\n",
        "\n",
        "The Iris dataset includes measurements of four features for three different species of Iris flowers:\n",
        "\n",
        "1.  **Sepal Length**\n",
        "2.  **Sepal Width**\n",
        "3.  **Petal Length**\n",
        "4.  **Petal Width**\n",
        "\n",
        "These measurements allow us to distinguish between the species. Here is a brief description:\n",
        "\n",
        "### **1. Iris Setosa**\n",
        "\n",
        "Iris Setosa are generally the easiest to distinguish. They have:\n",
        "*   **Shorter and wider petals and sepals** compared to the other species.\n",
        "*   A rounder and more compact appearance.\n",
        "\n",
        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W8AjjVPR44ckZfuyexiDzxzqi13L+7uPPCYrJx38y03t96nr4khZJJyDj/5m2tTvWnGZeMAeGIUYYm0k+MworyZ8LxtpDmWa5oZmIl6ATJiNwhxHy9U5qf7ZaPG/QnJmmFoW7AwaAvzCwrBeqEz7Td7wQgZGOswqPKXJ/OpDPXnDsX6Wqwhs5Hmd+ccDcA2qNzP4MouLvMLCbT9MCnGmmuTY6WdfuwR7UR+XN8bYZvtIguzXcvVcqDv2vS6hCnNKpCVx4L74Qix/Rtbr1F0QljZmwhgUGnHPe5xj+ZLv/RLlcelGpf21cBCpMD53b7TYyA8cTIXmtuR4d7O+3rtJ32wvnEPdIn+9AHBrF/4Vhiegcj9tDPj9X6uILZT4pA/YXoAmuN9b+lReRSVHS4XTjGWOD/qRzglAujYM5a+HDueGx5Yh/ibtqPnduSsD3zmXX4M7vXPaWZnALrNNcoDyG2uPDflahg5G8R6r0nYG4UehAcJWWIUvW0Xv7NnJCFC8mDsfGIWhTf+6n9/dfO3f/u3Cnc6J8bE5By23fq0T/s0/c4EIwTJWiru8cEPflBGmM/vd7/7NR/90R+t4hYmO8ewTg52wP1t4BACRozqTnZf4fqALy/nF2k3/cQ4vf/979e9eLOeC6aBcYYl1mAJYPK+293upvAsoVAYY70HY816HZJzSLZlJ2WtnoHXLMDgQr7RbYGhwlT5jHYB7FwPxko7AADahOwACzNYFwzRT+e3CBF7bRr9YixwPug/ciaMyBhzT2Reb8fmja/Z1YYxvvKKK5uD5x9sjbVlwDkOY1uuANv//u//KpzM/WgDLzNz9IRr0vYWsMtWcdyXxfyPecxj9J0jBOiDAYW2Ihvajdy4H38zfnU/0AlADSBFbugoumFAqJl3q/8FpOgXbzsjOB6MC9vLwVTRWeRZAzwFNGxezv3QFXSGNyF19NHVvnYM+InzgONgpnbs6DH1hfG/7u0ZksdJoF+ef6pILU/oIFSP3tMv7qOIQ3Ho+g7CJGMxgNymmNH2IgPIba48N+1qTGhPIgMCE+z3f//3BXR452YFAAVvwk4Unjz96U8X0B08cFCMBYNAqOrnfu7n2p1SDDYYZnYj+fIv/3IZOgzF1Vdf3bCjCUsDMJR8hkGkoIXtwj77sz9bkxxmQNEJxQyezGZqAAHHf/u3f3vzyEc+UkDgHCMGmRdGCuPOrimAJffD0PM5hsWhWIwgIVCuQTgNQMHYA7oYEwwm35t5qnCiPCmhDlsqFBthPYFfyTM570XbADDuD2izXANgoP8GOQwdssCgcT8Mp0EO40abMHBskG3GJWZQno5e58wwqIwnBpr7GOQNeIyZQZrzCUfTdxtQAEIbcUf+le8AI66JHqAf//7v/y6ZAgKADYaZttfhPTML+l6zWrNU7gfwPe1pT9PaS8DQDFTMKmSJbP7nf/+nBTf6wzh6/JAp90SHkYVBjnbjLKGvLEbn7Vwy9zfI8bvZuXWMfhjIkSEAxxt9oZ9mxLQVMGOsuD76jfzIW6P36JGjF9YdWBwyvPW2WwXa6OeNH7pRzhcbo3NfgxztQc8dBeF3dIB8NLpP4ZXHhrY4FdCXd99oDCC3aWZUFxpAbnPluSlXM5Orw5UoPhP6+c9/vkr2mdTeB9JeLkaP4hPWpj3m0Y/RBKMQASMHi/uVX/kVGSXOMxgx+ZiMX/3VXy2jzSQGtCgzd4jOT/XGID3qUY9qnvKUpwhQWHfFAmOO5Xr9fBXg+X3f930CRtpSLybHUHEfvwEWPqvbhjDNOh224ydtxnvGmBBiY2cXDKZfGGOMVx06w8BgLAk9EVpzKKxmJxhoZEvlKiX3sEkbTQwnb8bGoS+u6XYZEGgLBo7NsjGqZj4O5dIurovRfPGLXywwYnwID/NGBjgQNcA5L8e9DBKAKvdgPAB77Q0a/5DfH/7RHzZ///d/Lx0BmC0HxszAVudF7RD01zoCcLARQpmsvQQsAA2uZ/aGrP7pn/5JYI1uOYTtnKLvY2eiDvPCsLgHOovctJ4yHDVkZMfAYUr/DZDh4KHPVPYCpnYIuDfyc6gYPXHomHFALwA2ZMe9kB3ASjusm0ePHG3e9/73afy5Pv0zIz1y+Ehz5OiRViedt7UOcA3ugYzoEzqJs8n8qkOaA8htipmc+SIDyM0sqrNzoCeo8xL+ySQ1yLFODlDw3oM+BoNEOFEgF+ElmA/sAa+UzZQBOcJhnFcXnBDCYW0dE5HyciolYQE24hgqDMbHfdzHNZ/+6Z8ukMPg/8u//IsKGjDUtVH2tTH23/u939uCnLeLgrVggOnHf/7nf6oveM31np0uznBux3lB528wKBgrgPRxj3tc88QnPrF9aCxG0vfiPBt3e9JtVVyAgnI7EUbk/jDYv/u7v9Pjg2BADrUZvG2ozXoMCsoPllAcwAv4fNEXfZEYLCDKy+yCcwg3A+7IjXt6KzSHON2+ugDH4MS9GQsMMyz2kz7pk3Qf3hhYzqGKEhCAjQKm9Vg7t6e8UoCe85bOg9bgAgDAeNAnmL7W0EV/AFIYDuFqmDzMEQbsXF/Njt1ufqpApjxElzbZYQHYYKboLLJjXL1ZtM/jJ/f1khUcBPpnXeZayM+5uba4Je5jR4n7w3hh34AP1aTMF5wRzudaACjjQw4ToOMezjU6R1szYANW7eDxO04HrI5dZABU9ELzsVSX1sx5YHJba1sHkNta+a756va6PUmd6MaIEtb67d/+bYEDIITnysuePkwMw4dRIo/CZGbCwRBYI/XzP//zLcgZCDAAsCImO/d22AcD70IBAAcmhgEid0eeje8xNIAcQGWv1gYOYwjIfcu3fIsMMUbZeQuYH4aRcCdGywUmzuvRJ/ffeSOH2doqyzAWsCcA+vM+7/MUTuNv2lkbVhvJOvwlAKzWa8EO8NgJ0bJgGhCuiyZcpNB3PJCtw2lmLLAdjOY3fdM3aWs1AwPHwggAA4CUnWucd2xB10sBSnm6gd1KhCxcXMP1uDZ9Zn0bT3u47NLLmj1794jFsbcohhrHqC3kiAs5x2uQ6xtnh8YBPVfJft3XfZ2YPuPEGNFuHAFC4PyELdohsOxtzJ27M6NyntG5NY81AMCmAThRAAPhRbNv9AYAwhH5oz/6I+kdY4Q86/sYzNxH65PD47UjxpMxAFXAjt85B4cAuaHT6APM1PlL59Pq+7kilz54/C1PvgNQmQPcg43KCZVan6cZhiFcuWazOfWEAeQ2V54bvtpqIMdWWoADIGcg8sTC68ZjJCdnJsdkw0BgVH/qp35qBORcOIAR8UbOGCyH5WywuAYG75M/+ZN13c/93M9VAQPGlHAlT0WwZ242hjGGZTknx/k2koS3ABNYDCzOXi19h6VgHDDeBmnOc5EGgES/+YzwLEYEo0ieELDeszvZTP1UdReYEKr0cgEtH4jKPZwInAeYj4t66JvPoT+E1GgL7aJ99JXPcTI4ljb5UUP0GTnBjAF3MzmOhxUgK+7D22FmG1+OxRmABfhp6jak5Opg4c4d2bnhHBwPNsIm5Ee+Cbmy3RpMC/nSPhdPIOO6ApFx8tMr6KNDhbTJmwwA1gApLxwmnBrGHaeAdhkw0Rs7RowFDgfjznW4L6AEkCBz95lrcj73xWFhPLkXoXH+5lzay31gWYAcTh7yNojZsQIoPU6wWu7DcTBMxom2I09Y4md+5mfKOSKUSLiXdsNO/+Ef/kEhaxwE5Fa/aIvzkhSokO9W/i6Oc5jdoI2OMDYUJzEuX/mVXykQp32OMowzFgPAbdiErrjAAHKbL9MNXdEg5zCIQ1gYARL6MDmDHBOLzx3Sc+EJoSXyDRgvDAQG5U//9E+1oTKGUjugxOc25M4z0XA/vsc5CucFMVawQwAFkMNowg4xdoTeHLLzEgAmOEaecCXhGtoCKMAC/uIv/kLPxfMuKWYsXAMjAHgB1hggt8mVe4SSMEa0GeOBh0yoDuNIubhCkuUJ2DVIi9FF6Fa5oghPmhFi+Lgmjw2iL9642FWr/E1+xYUerkCkL7QDZ4OwFtfh2K/92q9VaA+vHWZNOzG0GHjG7c/+7M+U98Ro26A5n4nxBaRwJHwfs1+248LwMn4Y7doxgIUjYxg2gITRRV6wckCOn4ShAT07Rs51Aao4R+gL16ENNsJmROgVIUQ+B6R+7dd+TYwHNsV4+xFKzt16FxVXggJ4OCmwStoAQ6IPdUgaOdFXWDD7rvIGiGgP3wHa7NoCe0QObqMdMmTpUDHAQr/4DrnTfxf4AFSE9Qm5Azyu7EQ/GE/6BYgSSnY+07JiPFVRe9HFzb79+ew9+sJ4AqKeO3b40Gfkg+ye9axnqU+W8YaMxHDymiQwgNyaxLX1BzsnZwPtMB0GgYnqcCUTiwnkyjMmNMYIgwyTw2j5yeBcA2D5yZ/8SU1kl8EzCe0N1+FBPHCYndbbhVEAGPBgAS28UQCFsBv7aAIMGB3azfXqkBHHU3gCsyG0hvHlvD/5kz8Rs3RVqNuA4SLcSsiK0CjevPNogAgA6a3M6DvGmba4dF8FIQF09QLiOsnvikDWPzmEBRhgQMlXuoAG2Zvt0Daebg67AHwBYa7D5xh15IkR5XfkDKuCzQHq9BmDT9sx8ITZGAeMpx9camaFvJEX5wLesBKHtpAt57NbCeyZEKEBkvMppgBUMdwUiDg0eOtHblVu8Zo3XqPcGczLbMaGmzFGb57znOeo7V7YzDg6DI6DQ3+QFWBJhS/jDlAZoD0zAAFAhL6Qw+VvdAh5cT6sGX0hJOjipzoPjXxxbsiX0RfOB0QBedgvxU44Je4j16UPOAXojXdtQffpg8Oc3BsHgXGlP8iYNmqJR6n2BahgizBh2ocjwmde7wkAowMqwNkTS2IiEoCzhyNBhTDjghPhalLGD+CDmeOMkTsmNMr503JyW29l/m/dYQC5bT7eztcwKerqSn7H0DNJXfmHx+jqSvIAB/YfaHikDhMN5vQzP/Mz7cR1VaFzfojBa9KYyGYiGB0XuGB8+ByjCqsk5Iixw4DaYDl0SnsxIj/wAz8gpsW1Me4YOYwkjMahMa6P0aVNgOhTnvwUPX8OoKN/XNPrn7xoHKDmfFfGiQnEuih5+GU3lzp/Qv/qnBrXRLaAFPmXX//1X5fxtdE2yPE3u4Hg9QMGhFFpAy9CVnoY6Y0fap/CwPcAgo8xOMB2YQk4BnZODIwcA1Mkl4qh5j44FWaxDmsi8x/7sR+T3GtgsBGGQdJOGAcgSd4Rp4I1koAD5+EomKVb5ozp//t//6950uc9SSE4F+swhl5jiKyuesNVcgT+5m//RkDDi8/RP45jPAA2xhDGj0EH4AxIODWABmzsN37jNwS4XoPpUDY6gM5RSEQeEDaITHm0E2FuQqUAEX3wOQAcDPjzP//zVQkKwCETjzlydmjZUQuAhncdObHzwtyin/xEZ5EncwIWRmjTzgs6hOOGTuPAoNMwO/pE+xwp4XzkAZMjGoJDU+ckt7kJuss3bwC5bTqEdSWaWR2M4bd+67cUTsF7rENPzlEBchg6Ql4YTxYiUzLPBPyJn/gJedOuQGOS2vAzIfHAYRKAC8YKRoeRwkBgzAA3DBCTHI8eg40xwIA7F0dbnZfByH3/93+/wI4dWLg3a6r+4A/+QO1xmNJgxE+MCIYerxev3OuY6lJ0l6c7RGrGowIRtvkKpsa1XCnoMJINi3I48Y+wJeE3il8IwWFAveAYUDZbg8kRosX7x+hitA2oyBb56H6R52PHEwy1+0QbCGnCwGAHACnXdSEDbaLIArk/85nP1D0AOC9ToK+0yRWNMPmXvvSl7YJxF/xwPMU3FKAAkpdfdrnA/oMf+KD05aUve6mADpCpAZzxReaElclr8rcfaOux5CfADEj+y4v/pXnd618nw26Q83oxxgrGQn4Q0EGfrLsGHPpDewh1E+ZFNnUeirZxHfQXPYbN0x9AhDdOFbpXs1wvKWGc6L83CXCoF/nVhTYGb4c8fX/GjONwBIiaeOE8oOk1mmbYypXGP8by8JHDkg3ATW1vwD4AACAASURBVKQB8DZT5pqAMMto0OfPf9LnN3e79G4te9ym5uecatYActt0OG3UXdmHV379O69vQY5wpasrbYzwNmFbX/VVX9XmM5jQGEhChLAAwit1mMgVghgK57gAJcDSC1j9FGkveuV+hGZYlgDIARIGORcB1Dk5rkdBiHaoeN97VeIOyDlkV+dX8HIfcP8HNI/5jMcoRAjQcl/a4opQh5jMGuufNrw2/vbOXQjgY2knO8Gw1Rnhyl/6pV9SHsasBGOPYceR8No3QBvGBXu0A2Cmo/xVhEoNsAZUrkEuCfaKMwA7cMUeY0u/AAMcC8JzgCjj5apNMw2ug/wAKq5HGBIjrH6QZwzjTLgSNgjjgNUDuhhdlnq87OUvU0GFF7Ob/RvkKBDyUwhcLOOp4bwiazQZc+7togy3z9t0UVVKXhKWBFi7SpVr0Sfkhb4QegS0CEPa2XGemPvB/mGm6A5ABzDSd/oAOBrk7CxwDXJ4ACwFK4QIHWb1OjYvzLdz55BsDZh85nGnzXY2PM6OANhRkj7FxgKA3C/+4i+26wXrfsNE0SHY6dO+7GnNZZdfNoDcWbS7A8idRWGv5VYOUdV5pnde/85cDP6Kf5WxNIMwa2ByA3IwAiY8TI5JiNEEVMjJEX5hEjvcxU8MHd4voZRnP+vZMrR79+WaKK0jCwPqNWEGRfJDVKLhWWN0OYaX16RxTQwUD+PEYOEN4+HCnGgLuSn+pg82Og7jcSzsxk80wJMnVweIA3h+14ZHN/czvsomxW6TjRiG0LlHM2VADKP50z/9022eyOPE8VzDu63QJoynCzFoD5+RNyJHI/YXG0UjK9rG+QARDPF3f/d35RiQF6pDu672gyGT86FvDnWaEbusn88JWXINh5ltdLknhScAHYuQVa4eIEc4FoCD/QESyNsA7s0EuC/Pk6NoxYUnMt78K8sajh47qurcP/7jP26rSc2UkaUrYr/+67++efazn92uWTSDcwETcqFghbWYXIuqVleMupIUucFs6QusHv3BASGnSMgSp8RORF0ohYPEeKDLRB1gqIwVY8YYATb1QnPnkR36dJiWn87l1n20Y+C8c723JkVFjDERFmRuuXEtHCLmJSD3jKc/o7nHPe8xNVxZM9u12Izh2PESGEBuG2qGwyYYhpbJRTvf9c53Nc//7dzxBJBzPsOhkXEgxySFMQEqGHIvBhcmlMW5gAogQrjqOc9+TnPpZZe2D0CtQ3xeMMxnhIwwOF4n51yWGR0hzT7IucqQdWKE7wgJAXpuh42/8xm0nT5hhGFQgK/XbmG4AAYX1wgoY5spAVl5VpcB1zkht9FJf7Mgcjy/+qu/KnbhHTQMkAZg5AU4YLAAX9qFAfVeiDauZpyuauV6OAI4JywhANjdT6ueCzzqtWR2QnA0bJg53nm8ulDIYAxIwWQoxiFcSNvJyaEvgBzMCSbnUCxGm3bC+r7ne75HIVnAyu0AJGXk4x/n/eiP/qgYad0Gg5gLTsijUfjk9hlAtD4urrdrbpdAEj0kvEfo2ksKXACCfIgk0B9yWYSucUTInRLmxGkwuDv0q91sygbY6AiAhr4wRh4vfhI6hIl727V+YRJt4TNXLeMI1EsQHMLkvp4PHE/VKGwTAMeRrKuXkSmVn4QrCcHSDmQ8CcwGkNtcozyA3ObKc8NXk3GLUne9IqdS58ze/a7Y1itAjslEuNIl2/YsZwE5QMV7UdpAYRDwnJ/4hCc2T3nqU9qFuH7mmh/fYsbIJITJAXJ414QsHYKzF4wRwQPHePIThsB3GBFCVHi+AKQLGHxtjAMGywUNGGSu5UIBfmK4KG4gjOWNqG30ADp2nXdxRZ3vMxul3zW7w/Mm3IRcyZkRFnQ/6lCoi3UcSgTIvTbL1XqAC6DBecgEkENGv/mbv9mubWyZQNEWF9fU7NpOiJ0csxyHsd0+jKXzdjA5cmKAHE4LbaBvBjmADpA1ALvwBCfiO7/zOwUqgLhZKOOvCsFTSyrFf97znqd1at7uzQDG/euiJ9rggin3jXERoIQDAmiQ9yJEzLrPuoIYGXB92kRVLsUkMDrGBKeI4wm/el0iQOPcLOfBVBkn3oyPwQxwg9kRFkYfqciF8dXzi3ubGSIDwJgKS+/HSejXSzgMfF7C4D6ZYRvk6VsNcuQMiQAMILdhUznzBQaQm1lUZ+dAsRoMAs87CwNjg+jqSq+Tg30w0W2QOK4GOUKPsBwMCxOPkn2YHJ69Qc4shTAPEx9Pk0XMTH578376cb24GkkY5AAs57LqMA/GzYUnXkLAeUx62s75AB2LoylIwUjUhtvspDb2tAmwhDUBJgYWhaQuv3v7LDV70TVbNVv0KBrk+Ntr5QA42BwhJ4d1zf6Qla9be/CuSCU8COCyXg2QoY0YWIwz14QpUmSBITZ7sHFvH59TtiMzCHlxtQ1m7eE7j2VWSj8YP9gY7QB06DMgB3gja0AOsHIIjmvAWJBfDXLOydnhMsixzhKQq7cAs6NE/xmPL/mSL1HY1OBhkEM/BZoBcq50/Nmf/VmxufpY7km/AQL0B33kmtwTYMQZ8RhZlx12dKFQzc6cB3Q41WvpiDJ4sb513c4CuohzQrQE9u1Ns/3MROYdURTnqp2H9vi4PZ6/3Bt9NZNjnvbznrV1GZjc5traAeQ2V54bvtpGQM6FJ4REDHJMNECOcCU5lc0GOYcr65CTWRVs64d/+IdVWYYht6fMsRgIGCBvgM5rzeoiBDMFh2/5aS8dw+RHBJF/JKRF4QfOgV8ti+MBo2UXlJqZ2ZgANgAd4AZgA3aExjB0tNMv5wBt2DGKdaUe39MOSsVZpwgb4RqADEUJ5KG8gN9VqxhvV+7hXHiHEI6jTVzfYTwzUKofHUb0mizACoBl6QjhMMKHtA8DDZOrQc7rGZ077IOcn7dmNo3sMPw/8iM/ovCiw+N13spOB6BE2NtOhNuusGL8I1zpXUjQR9YnGiTqcCWhRi9wZx9QvkNWRDDIbRJ6JTeHPgM4LoCpGTjXBWRhp7SH4yiGIcxNWJd5wu98T/u8TAXmRkgUHeAefpKCd1mx82QHlPvYEfFnLo7i77WGKzdsRIYLjEhgALltphDbAeRgIS52mIXJAVQuZrHhwygBcoQrtePJviiCCQCygcRgUYYOsGC0+EkoFW/dD4blp1/OYwFyBlHaCWtheybW1sFceX6Yw36cWz9dWn+XQgq3w0BK+2FvtAOmiQdPFSEggYH341U4zufaoDqUyLVhCjAa1mvBFOgn8vnlX/5lLRj2Ymwv4uccPHsA22E0rsd9uKeBzUbTz6ZzCJniB9ZC8sDWu9/j7gI4P36H9tUgR+EJTI7ru5iIdhjkACdA1o8qMnDYCaA6FyYHINQMFwMPoFNcAesC6KwHtSPhQhrGFfBnL1XCuHZsaiaEHHHUKNagXa7A5TzChn48E84RIUT65ecQun2+X721mhk5rIqwKmOF7AEyroMu8ibH5kc/+XrO8XqhvwuzaBsASL/8FIY+yK3G5Ab2tnWGeAC5rZPtuq68UZCr18lh9NfD5AAPhXCCATmUNClcSb4JNmcD4FANYUVA7rnPfa6M94UXXKhcGe3BQNpIYswJqWFQKGbBaPE7P/HamfxmHgjUIMf9yLmQayFvQ67DxSg10zCoGeD802unnBuhHa6ew1gBtgCdH1BLQQGAgSF1uM7XsjF1uTmM7Ju/+ZvbQg520GAdHoYTQ+p8Ff3yY1nYbYSSeYyhGRRszmzUBS0GZedAATf38fiJ4wJH56I4dxyTq8fAW3BRBduCHA8OLaXxHEs76DfVuSxFwZD7/r63d92nspf1ev68zuNaToRwASpkAjOsGZHPI9/KkgaAzg9spe+0xcVNOCXoDHpCaJFwMGNmsDFYu61+Fh4yYh0oEQYYHffgHELoFNbA5tFJ9KheSsLfgJerNXEImGPIm1AmDhJ984L71cKVBrbVAG6179dlaP4PnTSA3DYb7D7IOW/DBGciT8vJ+XlyGPyNhCvXAnLOyfWZnHcvwXiSk7vg/NimquymUYcMMXAYTZL8MDmMBcaLMBSGhj4DenyGIQJIbOj5HcOFcX76lz9dZfP3uve9WiYnNhEVfX5Aag10Bhq3xQUdrtDzujRAiXvTLt4YZ5gebYOVudDAjIvrwaTYJYXcFEU9GF/WBhL+IhTmMCdjTR8od8cR4ByYhY1jXeFZrw10+JZ7KucV//hMfYiF8M4d0hbaW4crkTPXt/Pi/SINcoTuxHyCITovbCbnJQQwTFch+r4YfPrNOjm2CPM42eFwSI+2IQMAhTwxlbZmlQ75cQxygKGzhAD9oS/Oq3JNjuWp3YCK3rHeEUeE6AB/G3QAeTsLdfUqQAX7ROYwT9pDmJqqXyo5HaKszQNRAxgm5zFHvO0dOsg5hIQBOiIArhBmTDiurq50Tm4aeA3AtnmGeQC5zZPlplxpFpDzo3b6hSc1yOH9OhfhnByFJxjnaYUn5D9ceCJDWOWz6g5iFP7xH/+xXULgZ27ZUPGTik0/Tw6PlxdeuBlP7eVzLxcOuDABUKP83rtcYDzMBhxOxYg8/nGPV3iQ9WEPfNADu91GCsDVRSbuQx0ac07I4TmH2mxUkRdvQmIALsBOrsaPJaqfN8Y5ABvrxWCYGEPaze4wbH+GMTQjcAiWPBFtZ0E2Rh2jaCByW9xuA5zvqUXoZSG6+llCwu7TtMITru1wJfc2kzOLl1NQnqDOmBBeZI0joM/fbqPXN8J6vvVbv1VA5wX8tfOgUGHkTd/05jcphOvF4GbGXkrhjQT8TD4Aj+uMrC8seUkqkOWYnIhHAN36EbXN28f5cUMu+3eRDrJB5ujkD/7gD2rJAwDFvCIqwXjRVtrFHHNxEeFNZES+kHHlc1fc4kjAAtELcq8GOVdXjgtXTgKyAeA2xZS2FxlAbnPlueGrKZ/EEoKYvCh7XV7tDZrrpxC4hBzDOfJk8AJyXIOJyvoi9q6sQc5GiuS7qysxLM7JyQtn7VnZ1b8OQWGsWQzuQo0a5DzBCVeyrZerK+uqPq7tx5PQBwMfn5sdYWS8yz97F1Kg4gKXuoIS1krYifuRFzJLqZmc83QGVoMxA8ZnAKxzQx7EupiAceDe3tUe4GUPRgyiiz8weByDc2GGAGNwhaWrHP2gT8uJdjJ2Dp1h1LmGx5/rKywZgHP82PHmxg/fKOZBW5CbN+b2msZaNow31YhUVmL0XV3psSSkx715Zhxr0nBwMN5ec+jNrGkDY0Bej3Gg39wHmTlUzTXZcYU3QABDNQNTeDgedUSlJgDH8hN2gPESEo8D/SH8B9gDPl7YzvcAnZ9bx72RCYUsBgX0CdnyJmSIvBknwsRej2nGDfNE76kqRe60h75RcAL78/24p5+QTntg57SPt3cE4hjuBVsnV8g8tXwdVofJIV+KXWByk5YQDAC3YRO64gIDyG2+TDd0xZGiiRlBzgyEsnGMvJ8MbkOJ180GzZRsG+TqcMo0kHNYz+EmGyOME6EdQI4dT+rqSnvk9d6V3oOS7wiZYYTMCEjk2+hgOOpqNdpLCIhcEIbaXrlLwwEWQA5wpnSfkJLb7GfGuc18XgMYBoXrAHAOh/pROza2foacixccxsSo8Xge8kG86J8XWSP3b/iGb1AYjEIQ5I+8MKRUuQI0gIZZAL97Z3zyRFRoso6Le/Odmc7SySUB5rve/a526QXGHsaMAfXm0HYYaBdhX/KmGHCYN7I3GNJ/2g0YsaUYwOJn2SErvsOYO8xHvssLsv0kBOsrbUSOrnSl6IbtxWB33IfvCHPSd5gwSwEIRQMo9RpAZIg+IgPyexSFALy0B9kDruQHeXlxvjdkNmPnWJg396HvvLmXx5/2eEcdnBFyf4RNWX8HgBPitc7wE1AiFM7jcmDnWg5RZEe/6BNMjvAr90HmZo18jwwVrnz8E5pnfMUzJoLcAHAbMp0TTx5Abmvkuu6r1iDHRczkMDSTmFwf5PzQVAwnE2ctIIdXi1Gxl+4Jbc/UHcNoYxgwJIThvCjWwOFH8+ApAz71Qmo8a4wl18CgYHBYqOv1ZfaQMRReq+TQU/0Eai/GJoREuJJcCeDAy1tSeUG9c0MOdzoPhFzJrQHW7KnoUJPbhJHF6LJLBjKBJZCTI6wFO8boOkeEscbwAhrkpVhczfo9gc2HbhATIqQFcGPw7WhwPu1gKQEGFaDmjcPC9Wgz93FxDj8xrN55hGMpXKnzV1rIH/+RU4Q5YcBxSnAu6rWV9Ak9gQVjiGEtfA+gUPzx6Ec9Oo8PNu9CD/LCMCSAhPF2cQZ6xvkAJe1hPNElvmfcGGscFsadsB4yMKu1gUcGhPYAHpw1n++nqtMPGCDODuBGoRVgyjkGZK4JEBLxoO+wXnJ09TIDQIv+cY9Hffqjmhf83QskIxw2xscgxznkGhlT9oQF5Jwf5RhkAvgzDwi/+gG69ZpKnJUHf8yDBdxf+mVfKubsh+/WhmIAuXWbzaknDiC3NXJd91W3A8hh4DHANgr2kOtwpZkcoTDv3k+nOZZzYQEwue/6ru8S0wDkAEIMIYwMg0JoB4PCmi4AijAd9wYg7d1j3AF3mAM5MIMT4Av4EBZjATSl617z1O65GOE959VcwScArIoYaA/X91POMVgYKO99iDGEIQFy9AmmB3uj7QA1oNEWfUSbYG6ABZWSsBoesMn1jhw9ImAgxEmol2vUoVO3ib5zP+6LAcdwcz7A5gpCDLadENrDPV2+D9gjO5YaUBEL86O6E5mzuTJGmZdBn98xuAATxtwbCDBW5HW/5Klf0lx08UXtnpoUd8BGYbI4BF57xrgALrxoGwAC8Ph5coAmDIcxZMwBX7/MsGgHoVfWGLLWkDJ/5AFLxLFAbowT+gbo0Vb6bZDzvpu0iXGh34ynNxuwDtB3mCbjo6eQf+xDmhf+YzxhIXSSawPGDq3TL64LO6c9MG3fx0+G4B4AKTrhAqwa5DgekHvs4x6rylNAzgx3ALl1m8qZTxxAbmZRnZ0DNwpyfmgqi4IdrmTSzxquJLmO9zwryBEKMshhqF1Vh3HAk2cxOOvkmNSEpjAI5PJgNTABDAUGge+1zq08f8yACghxnL1+F5xghDGIMAaYHLkSh0T7I+XiB+f7XGaPIQM8aT9twlBxXfoOKGN0eTv8x/UZH7x12lNX7TkXBLBjCPH4+d0eO/KAxcAWYaWELp0H9OJrl8bTLuSAcTTY+wGz9b6RtMU5HxgQ4T0YpMva6TdtBVAZJ3QAkPKm2K7iRF6AiZdnGATpB4+vwflAr7gf/cbBgbnAZJ1/ErCWZ7xxvndxadf3lbV/MDDGwYzfkQY+AxCRGQ6CH4ZL/7gn4VaAGuAC7M1+abc37LasvLAbvXfe1+FU6yj6wn3oF/fl2rwBbyo0zXa9zRfXxonCEeCNLuBAALYOofeLbJCXdQ3AJ6RM5TNpBT+c1ro6sLits68DyG2dbNd15e0Icp6AfSZHuJKwnR+aagPidVgYqh/6oR9qvV+ME6FKKg3JD3m9XD3Rnc/zPb2ezUUhGB8/1oWiBLxrQBTP3IyzX7VZh6m4Hm+AhZefUg3IwUz86heq2CgbGHwPt5c2YdhpDywE9goIt32L2KGejB5hS8JogDyAA6Mx2+yvv+OefQbK9dxP3xujS5iWUDO5NcJjGH/6DaDBoBgj5M66MpiK++Prcy1eDo/zO6Fa+uHn6QFYHI9xN5Mn7Ajbrtf0WXZ1IU9txM32DYz8JGTqtWuEeV1mD2BxbVgo+uZttny9On9bf1brQP05LBnmy/IEZEV4lXGjH4SsfQ/nQi0Prue8K+yaPgBwgBi/w/RxDhljs2XLk+OJOAByOCIwudqhGABuXaZy5pMGkJtZVGfnwO0Icm5TXYLtnBwgR7LeeSlXJDJxMZDe8QRWiVEnpIOxpfAAA4yRqKsMOb+uPKt3e7dBw1B5Sy8MIgYEA+P29Y1dHaZy+1zdSQjsta95bfMPL/wHGW68/7pUvQ7VmoFgFHl5Oyl+pw2EzSiAAegw2gCpKg+jWJYqQIc1kQGMDtmRA/L2YVzfLNKsxOv2+sBhtodcAXsYLWAPE3L+00YWJoxzgcy5H79zPYMWv5uFIW+HDwFKAJMlARRomCnTJoAOwCQECyuFpXsbMo+DwczVq/zt3f29zo6xBtBgVISdqfLlb2SM7AzksEaADtkRujX4eHxqvTN7tO64r9xbecaIchCK5aeLcHA2kAuP/0Gf6Z83ojZgOtJghoicOB8Qw6EhdEo1MNdBB90mZAiwkZOjeKVfXTmA3Nba1gHktla+U65enjQw5og0aHzBjiPL8U4j5MXgfgoBk81hxdNxwhUxkT4mYv/PeMbTNYkxtFyLcAqhKqoBKaU+cuRotwt/FBQAGo8IQHrCE5+gHd8vv+zuApoMv5xqF1fb8HJNwnyAVT7t+nU6Lo1beQZZ5MO4ZrtO7uCB5o7b72g+dCNP4r66uTqMPKEuWMWhw4cUkjx8+EgYryUVjWTv4x2Gnz8P7D+g8Cse8xVXXBm7yT80iw6i6OKi+Gzf/lhbxro4vVkWkII1S6qBmna69P1DN3xIcn39G17fsgSHobw+zkPkxdlmbYAA7SHcBcDRHtgrvzsn4+UMafBSNuSIPvjBGyL0dpWAlfAYcuC+3vSXQg8EcCoe7Mp9d8ZCeod1kYOfnXb3YHAPirWB5JX8sFCNAzIoO9YwjoAQxpeijde89jWhBzc2t9x8S7tFlx0LjvVTH2A5OA8wRNic1+QhjxPHTzS3fOQWAR3FHYRE6Ye3ZDMQcCwyyD5kGBi5AQx+7pufF2j2CyiYMRsor776mjbHRtj3xtCjm6P9uSD/eAt6BmzLn7FCvxkj2C5ARPiVHDBhQ+dCaS8yQp9xQAAr/masDPy02SBNXwgR+xFD5FAZd5wIKi05z5WsgCP3guGzhKBfeDKA3NYa4QHktla+E64u8z31zqPhsjyWyf385/+21j35oam5hi0vpcq8mGje8YRJiNGCKfzVX/+VHm1y04dvjgIBdsIXHulcDDWg8YQnPF4FHPe4+z3DGC0IYAEde7Kt4Y57vvGaN8qzfvWrWULw+ubUcoCTDGtek98f8YmPaH4g1smR29l/YH/LFg4fOqzCAEJoGJR3v+fdCnlh6DHy6aXnpsrcc3FxQUbivve5r4oZCGsRnsTQs4uKjW+7cfGZApI0pDxI1esOLXSHXlkPduz4sZDLTWoHQICBo0DCW3k53GlGiOF1cQhtwWhiPKlyBCAwhDW42VmhDVrWUF4YUYCBEBxgIZbyv7m7S8siQp7IYmGBR8fsETAgC+7LPSly4UnTl0S+aCcbVIfg0QkDCzKcD4cFQ33HHYeaa96YYbk3vP6q6Ot/i43yndkf5wNuLnzxffzoHjMU7aEZoO3H0ZDPRHbeoYYQab0FWs1sCBdSTQvrpKoTvaXgCPB2GLk/OZZijd2xo1n0c93br5OThdwYp1tit5MjRw6P7KkJCAEuyAs5wXYBUe9WYuewZurIHHDiun7iPfchJ4iMcASQk4ETmeDYcF1+B6wJReP8uVLX1avcl0KXpz3taTqOPKJ18E4xQf+HbjqA3J0y2JNBzszD1W+ARRqInfL08TTfcf07mttuvU3GjImn3FYYgfMD1C699G7NIz/pkTJS3qsPQ4YB4txDASKst5rTItrYlzC84Kxqu0IG82EPfZgmIC1sH5qJ0Yz3crAKXoTeMGL/HUby+nhaOYwMsOGa4IpAIdqE5/zZn/PZzX2uvE8zH0baYSx2pwBYbgg2A7O8MQzLzTff1JZfa51bATmMEX0E0DC++STuS+P3S9ryelhOhjzD8BYQMfCrwfYnBOq5H2ftPXM/DBw5lnprMYAYI25wq/NwsA2zKSox+R3gqwswHF61Q5GI65xaPlftjjtuF6ixwPuDH/igxvj2+ExFKCGD5bLrDEC/OxjQBRfkIubLLuWeLG24ILeXIgcXgE1bGQuBHSw4XiyadtENTBqH4n3vfX+A+PvlVPi5hM53EgGAoVwacr5b6BP3o2++Xh1e9sbE3l5L4xmhP2TnDaZpi0OI6ABgxvUAN3SE+9EH7zU5bkoC9Og54wGDg4EDSNwXGR45erh1LDifNnodHUCH3nAv7g2T5OXwsFh26A0L3wmhc00cHOTE246ANy0A6Bh/rus3jiL9uP4d1zdvvvbNcti8TynHI0OAEGCn72bOA4vbegM8gNzWy3jMHSaDnD1wjBtMykCzKwwV3uQNN+QaK0DHoR8l54OdsQGyFtNG2TqT0BMZw+ed353L8NOmMXKUmsP6MAD7Iyx4Jq4NEM3Nzcc12ccww6ZHj+UjTfbszrJuQkUOTwFiWsiNYS4LdxfCMAMAStTL0udLLBVDRJl7/O6d2zGY7IhhgKvzfFxjz57caWJHGLClpRO5aLw8vRqgy1Alywa6e/WFb+ehLkxwSIxj3XZyRgCfF7l7vaBzhvbovRO9w16+ru+bDkrmZ8zoduzYJdbF38rTnc4F3xhTZKDdYwKwWocnxmNxISs99wSbW1zcrbGn74wLL+7jDaZV4RoMmOtLPiGvDAEnwNOXo7HvI2/Gj3vSPusTIMBb1ymMzUUwDgfaYfH1LEOux9vAUMvL4W4zbxdymE2tPhUz9ADgwexcRITDdOzYEZ1e5wMNStyHN/1zXtRM205JvXGAdYQ+eH9S7uV22xnwujwxshJiZ454A2tvU8ecY+yYX4CdNxYYAG71Ed+MIwaQ2wwprvka05hcAYGylZaNpvNIfqaVvNB4xMp8ABET0PsHAkzzAXb1glXnn45HHoXcGR7r3K5kVktLJzXxZQR4x/kYw1NxXIZT8HITNJyTcqiHe3I+kxlD6uIF5YKi/RhIleDTHlXv5XW4P0Y8c0dRQRhGQO1iC7HCPmRo4hodyOf1xdRKe/hB29RGPUcuc17TQM4g2zHlPKfONwICruo0uHFezWRcO+69uAAAIABJREFUEOHigloFauOFbJONd+Oa7c1qxmwvwBPbY52KR9iUra807vovaSjyY0wTwBJ8sk3BegtDlFzZKX9n2cQ6Y7W6gsC2yI1rJ0gkUDCuDid6uUTLNNj8ubSh1kXLw3I043axB9EC6QtjVIqJagCyzK1LBs9Jhj8BP9/tfqqFrqOrp0IPvaG0x8KMs2ae9bjXoUpds0ohGNTpj6uALSODncP3kkWMH+2wjOys2kky0OKswLRrUF2z+RhOWJMEBpBbk7g26+DVQC6NYhpGDH93vMNxDrnBCMib8d4VwMXfLhbJyZ0Log0wCR4wRIf26rYk45B9FciOAk3de+cM01DHJFexTL552QjbgGIQbMAADj6XkSnFGAlWJVGI0Sh5JReTmIVgSPwMtfSg04Ab4Lj3NJDzTiB1ab6BqmYn9vS5nr9XGLWwR927PKC1Zm91nsVMrI2XnpfA1bU3mWcyugT4ZLl1vha5qHcF20thTwBlXj9BrmtDALYfqqrxyDHkfBcG+djMndox6O5Zf+YxFVi7qAhgjn91GNcgZx1RX4qzI32Qg5JOTt8JcHShBo3+TEuAYy/V7GvHkAH77KdBrmbpvpfBrWZwXnPJvdwX971ur9e/ue21Y2P5WKe5phmjnUuO8ZKBru1dbnazrMpwnfESGEDuTtGMySAnFlEq0eYUckoG0Ja1+8nXGKgACTz8LNJgP73yxOgCNo4QMnHNjNLIx98lHNYBIfmbzP3xMw0FpqxUksg4mY2lMfYL4AU4W2CIrwiXcS+MsBiX8mVp5PosKkHAIJdGUGEwwrUYbN1XkpDBBoXTGOnX1vi7PX2QG2mrKzdbGQlB2jCX5W1jVBvl1nhKhmZhNSCtNODtAu+dyaQ6EBwFOPoKo6UzMLEE0AIK7j2hzcIWcGjkXBT5xgnlqBr4uypdy8bhxbx2MtiWgVdOillOLbt2vAu7G3V0DKKpr5ajN/h2v9Np6RwE64PlPYnJ5fXyf53Lln1IJhs6WTFOM8N+WNV9qNld3Q+PdzLs7IdBrm6bWZ3b7+s6bOudedwvA3jrLFRPsPe5w8+tkcAAclsj11WuOhnkMvSS5daEjDy5MW4KlxXjyucZyusAwEax+5mFByOgUXJYBk2YX8f2EsgMjmYglPFjQPRdXA/W5u/MSpJ5RX6o2HxX+uFhq63KSeXLRsVGo/a82/YWlpIgV3u9o6Ayzgg3VU5OR4+eMjo2lTzdNh8wjuW4fXVf6uPriztkhewyL5fPt6sBnbbZQWCMcRjyQagrPX2u42pXcrRpiLOIZuXxKzttZplh5zxnNZCbpsi1I1Af5899Pzs/ZpP9sOLYMVxxY2e9ui88tp1D1kUTxoGcw80e15p1T+pn3YdaX/sg5799jEFuHDOc5b7T5D58tzYJDCC3Nnlt0tGjIFdP8hoA6knVHdMFsxw+WmG1ywcdWBVgAagqJtMZbAxe5x93IFkMJWypugmQ179nx/hqttId1Q9RzSrIaZ59/xqtjALkapO4wtxXnXH4chxozdrG1YBA7Qr5cluDfUeEYSGC1zas3BXp1FKvjymM0V/XA101Ju8xySkYDfHW/d9MI1yDBPeow4Brky+0fcoZ0t/u1WeGNVvrg2pfB3yVvhM26e59J01Sr8L3dVvqPODa+j8cvV4JDCC3Xslt6LzJIDfusis9XU/oLsTXn+D83QeIaR7zNDDp2Q/ZmtG8UWsiueuK+/bbMpvnvrL9s4jc4aCazY2cl0m8iZeatW2ztKUyuSWPNCHEOc14T7vRhvrShUPH3WItzsVqsuiHp9d17SkVs3n/yhOT39AJddz9NM6tD5fh77XKYRZdafOsbYi92wllNbkN32+OBAaQ2xw5rvEqawO5+uI5F+sJye8zhPA4qsqj9Ru8JpArt1/hEVeGYlYveKoNnwJGUwWOQZwEHBsChjUOc3v46HivkP05DnI1i3Lf1wx0PZAbVWWz4BRkXYgzLjRZ59tmAar1jHo/ClMXMjlEvJ7rDuesXQJ3MsitZXZP9r7X3u07+4zVQG60r+MmYvdZB3Iuox/fu7oCb+UR6wE5GZRibUbOr8ApiwImyXvymK4E87zGqlrge60L5KbLaIa7T1GsybreZ8rTtbO6zoYA++wxOeuJgWmFnzbLdJzK5NqSk86t6OnlNP3eSqDztWtGR8jSe2bO0vXhmI1JYBuA3KxAN31SbkwMZ/vsaSA32k9PEodX5BW3+ZvRdrtibDLIZRHIuNd6Qa5/rTM99jU+rOmzVjG0YyBtxRnj1GcKY82iwklQOcoIxrgCs8DsmpVp7SBXOn0XAzkJpgartXS8B3IawlU9ntGhGJlLUoM1XqA3srOA4zhGx2cDyK15mqz7hG0Nck7YZu+ma/UkhZtFkTdy7vokv3aQS0I03SGYXjCQa4m2FOSK0Whzdl3qcBK0TrVUK+vpevWjLWub1VGyGp0jIOdpMUG6q2jLdNlvEADGNakqyi1Teg3j1mdyK4ZwDdda36RdcdYsINe6c2VJQl2EMottmqWpY6Mpk3RiggO4WW2Zpb1n+5izDnIqRW9dsMm5ihEF0oKonNETk8hTJLeRUMXWDH4f5Gh8jQjdDJ6W91qbsmw1yJV1a6UnZpx2UMbbzLUzOfdZBfYS4xqN27nE5FZRgOm1Gmc3XKmm4qjVw7UWJqfzxzsn6fzVYdxx7tHaZsssR68V5PrX3Azbshb7sN6c/Cyy2M7HnAWQ65Sv3aqpXfvkdS2ja6nqsILZi/YlnBif2FjYYT0DtHEFHW+c12qz19T2aYUn0+uzJ95m1O7Eui35I/Ui5PhgwvCsborGn8jyX+yjvh0rxinAtwrIjevoqHHIHGhflLloYSN66HNXA+3JjmG/7dsJ5FKGdlZLS9cAcrNIxf1fV85v7MCvOSLaXaXX4BHNWKGD/d6N6lGtf1MJbE+8a7INUw7eGKnfyJzYnB5sMciNTkjt6hA7erBQ2Ns+MYBsUMtLu2IUl89GxIzAOyWM7/Y6AvSbIL+NA934RqzFQ1xLN6bblMmhzFVDxZUea8SFA8U9mTJDVlf/cUekQdhR7ML4Pk0BgqkgN9t4jBufhLj1btXU7+c0k35XBjkrxzpAbosM+LT5I1VZDV0nXGDqeWNBboTipkNQXiMgN6U9Jdi1FpMw87G5jnY9rzvHNtctPesgB5vzproGCcBPsWpt56GgZLX9UdfcuvQ3P60VYQL8reKGbITCn/sgZ/muDkc1a2jN8OqnTZ0145iRmb1AbkK4cuqEPMdAbqpDhO5PHYPJ47tZur2ifessPJm2KmQ9pneWc7Ye5Awc4wCkA4dpILcirTNlvDdm62YBuXE336ARmGWgVjnmrIKcF4W6AIJqwNxHMfY9rEp+uz3+vL9f9kJijv+Nirtwv/bDMd/W67e6K+VvvugYQU3aCSHhdTUDsv7Rmdam9V81WjxVTyd9ObuSdvbLLG79rS0SHrlAN8S5e0iXiumN+bQmr8OxTBXp7jE6Pnmz9YUr64bWv08zfnVf67BwX9ZFP1cFuZUHzKbb4y68UodWRMgngtx0I7qVIOee9FswC8iNO8cjMXG+tc7HNFY+HuSka+WmnekqH1ROzVhpynau/KYb7/HKsqqv1Kre+PNngccx2rsR4zFy7lkFOTwJ7cwdO+bzk4ds+plYKfwEtXEgh1mbOPUZvHbyjCpOlhp3wo8OV1daHeQm2ojZR37Ng7U14UpArtebWbVPp1Xn1pZrhYBS/qtuULGaVEK+/UvXk7qd6GPyjFNZyCyWq9e2FFNnWVaC3PogLnNUYzRsFMHHS0oCmAZys5bIR4h1haWexYHrtb20p25sJ6fVPItpxj6vuFUgV6uDWlENx2qqMq5Nba54in53oLI+kBsv487x7vejPX4CyNlFm7S0BjlQEbGe1+ojO0G9Ry3Oem7dQW8Y1FlN3TpuNNpF5dfizdOo9SDBeNAmD7vkAaEIOh//klV6+Sq/lEUx8t/HyHpFafJIpVU92V2w0HV5KoWfVkrQA891CGfiKVsxJAkKlbFZy6iPgJxmyuirHZNRN2SjQDcWrBjs6v5j82NT1sHVIhg/AHXnsmN971f3bKdNynS2spO+8gIUk2SZdx59VX8XlN9ICKqdY+sFubqQpAXmvOrKdk0zklP6WQQwG8it3RD3Qam+z7pAbtyw9WNPrX5uAshVoa12vrBcYYxyr64r452RAeSmWvfxIKcnQMdDDhfjydG74sGfhCqpnuQRI2mIs9w9i07Ki8etCABXKnKC3ASrDS7qnGzLCqWeWnE4pV7uLgRyo2GToshrBrlqoMedO8aTn6oaU740OK4Kcr1xn3oe4+9NqKfawlpnU1ajINdfMA5QFZBb1cbmset6TZDv6oZrDFbO0oRVS+rGG8TxALfGHo9jhWO6sfKqk9s0qQWbDXIr77MSyGZZQlU7pNPWx45WXpoEjJfDTLoyxgscQG7NIBfhyiWePRZPp45wJXOJ56cRotzFU6lLSNNPOeaJ0/kE6XxEiU7Qf91M7Q9efpP/73YHgS0myLW46QKXCX1IVRm1CFI4X2MWYzHm2jPhSw98+VNdL8976xqRk6iP1S1AlJu1TZWRXWvDy0VW5KVK5zQensyeaL2OrwhxTm7DCrCywW1ZXBmDmtWVy3FuhoP61++MzUT5F9H4TB/nCISWsei63TP2UsfM5FaTqxvJSQbLMhpte1fcPYe6Nfy1fK3jPVm3h/Ta4zHg41YIK8e2TLAy33zsCro3qkel/XlUvw9TjUTO01Y/CHWPZzirz5txuu0noqezkvfJ+aI1u8yrap73p8e0ZSG6Xt21IoPZQCw1p7NFqbd5TV93jD4VOY2aoOqOZWzb1cikf0oPu/7nXX2W7rJC/0rrlN6Z/JLstLyre9UyGe3PaiNYj4TjI+PvvbJNk1t5VnNyuX9bVFfqAZr5RF/A7OTJY+rJ/PyCvtfj5nl6dLx5oq6fncUxp3NEpm7JU4eO/PBNPXerHzaIT3Zpzd54AY39tDJOI15U7xrTvKZpoRfuaZWxcbUR0PO/eI6Yns1WJmuZuDzzrZ0wJbzbb38bslwrm2gNQ6ekunuZAAoxG+Qsh57Wr5DVBJ1szVth7X02ZyN1Hk9Lz0aUGVsZ/9L/0enB8Wk83Pb6e92H/3iYZdU255F5ynVum5Z6273TWOaUHLeEwBerAS7Giqdc62G38aw5Ryjcbh2a7c0fWOK8ZxeSwvGrjVPVmzEGK69VGRn/PmZsNcPatthqjjNQVX8JkY30I9tjc4380vdYOfAZ/s1+8simbpRGR3DaX9m6lSDH/XaWNIiuLic6q7kVQTLItXo7Ov6rbSShUSldssxGz2k1eqT5HUh1m2N43of1K5ZqAshZJ7AVYQukeTwpXv3DxuZQZ31DPHOyrDFOydaSyuvXwXZDWjrz6GfalUn2DN21fIvWtpYpz/NdV7gEK4bTD2VeMSblyNrhGB3pleNeX/ysghwPfFzigaDx1GixsxCAnoQdoUsY2+LCooR5ajkKU4pB2sVDPanCzGmfr2muRe/rVOby0M/ed6kctWka5x+MTu7aTmRjirFt2+fjRytDa6GPMxcjg6IO5lE26kVrwwjDfv198ZP6Bqy2976wZ2I3I1co2cQP1JSun/qrElXaZPeqTOoRUfYM/aQbtThQAKc/3m6H71eM41idKM3pml4mre4ha9t6sp7QABwOhI1U26NiNHZo9tVGqzMYuqb+nKSc7hzHJRO0cZfT0j5UtgxeLU+uO3LfTj/KyLT60oq2Hg63qt80XbecYbn0xwZdG6uwPcPSnl8OLqfZ/WmvUTtE5V4t3laO24SbTlfRMSBHB+3EauScBin2pW9Qk8l1gur/VoswNaFjc1riVLWwzGD3csXQ5Nh1Z+SoAvN2WMfYI+liHIVTC0iH3gAy7bpjzdNqbKwqZXwmaefI/K4dkXbOjbda6dp1G3W0Tk0Itut/ui7jxnRUvtnu/Mzz05+NtnxU+3q62NOSswpyJ06cCNZ2MsKSsRg8gAuPiuUDAB0e8jwgF58tnUrQ2xn5Os/CUYWZqOtjFGo0pFCey1zEOGqSLNz66lJbj++InLs/RkIg8nx4ZlTmENf+6p8zGhqrw5X2eOv7Sz1KTHaFWiQNzr73JnN+ain32iDbXn0my9AVCCUZsJxKe+tL6GZ9lpPHj4hWbKpvRvoSLJOlBrgVh5THumbssqdD+WeGWNymdIR0e49bCzJuO1+yaUE8/RxTNMKKiuxakItjV3pDpbPJwtUsHRO/jYDcqClopVHF2fOzYmKL0Rs5SwwlvpCtrCQMS61eyRCLzAuTrdSgKErKr/OiRwa2lW2nO2pQx25WAA/n2+B1hnP0t/EGtT/M/nvUfI5fkN9Zgc65sGbkVEhDObZi0ma3OEaWQCZARnVhNDw3Iu12JFxAN3qs4bK2dNkmt5OfuZ1d6GtEuxRJoZYhHF/e8rP4rIBO0RDBJr+b0XlE0y+zHuW4ta+qr32LVPcqfa+R5JEcsvJx66S7ryPnVtrTKVvprxgoDj0bhKwc004y9SiO15CzCnIAHKxtLnJvgNyyGBthxCbY26nmxImT8T7eHD9+vFmIopT5hQUBoMILtfGbVqfb2rXRobFQRrInI4NTxNzz4nyVtOvdNa2KSaJyaQTelY1f5hFXqocHf9KEHTEpCjd0YKLwQzDbNBM5ucR45ZV68pYpjxxqndXkqHS4b0eqg0dIWZliurfAO0PFYj3Kk5b7KnyYcmBMte4x2oCHmXJbCXLLy4TsCrgAOiEzed2t3EYdlGxyYUFlso+4zqV7OiuusTMmPlEDdnzXE6njjSdPiHznjrkuQkC7Q/+WzxDGIpJIyDzAjC7RctqlthWzFsepjxpz+h+/R18yZDw6/dSkMk7SPbxuZFkYI595DFsyWA1VVhunDiD7fHdsMyMepaEeXoOcVKFnhMu4M6+0CUOliLVOG4AZYsa53XHIY9MPectglrkgkCtXKzdInSoH+a4Ti5X6yjlttsjGppj1/0kgl7fvz0g5vZX4Rrtl2acRl35WsqcqXDoAjIQeZKjQ87Fqs25qwx83w9mI6whQW3vlPk9yKHJa7CJlgc7E+FnfHJGyHUo5l55qOuVNUv/yTT92as7lfDPZaCVZmtPyqQJ6ZRS7zpU5PwqQrSbFnMp5lcC3clzHWulo+/zcYrNvz8GYtwsF5GogzdvX5678tmviWQU5AG5paUl5Nrb2grFhIKiwvP3225sPfOD9zS233NLcdtttzeLuxWb3nt3KzyGkHCgPXIir1eU0aAYgKePI38UgF0Azk7MHUk8fXb3yaGWMUAQPeFEUqWwLMJlbUaEMhq7ExPNaKyenQa4b7pUHGVBhgyyxkIHGaMNu+Z0JUiaVJ1bmGnLSJVOwdekUQrJpb9zN7JzAo22tnTrF9WMyMClag88koR1xmgANYx/919ZtageKnY8UyTyWBdK1C13A2DLRWD5CX2VEKsYheY00rYCKjXfPvudtcAZ2KMe7sLC72RN6hMO0K/5mMtLGdLSo5uWjADV0M8LpJ6NNtOvkiVzLSd88BgI5gWToZIAiBVT8xECcinN4jwO5ND7pdQP6u2IMFYbHAYi+ng5AzXFL29T1N/OA+U492DWX5yrKgXFC7n01S89L44EhrME4QflM9PNkczL6a6Oc+cHKSGtaGVQJh6UT0ubqeiDndqOPy2pTcXbK/QhwWEdTt5BH/jT+dTOBm4+dPisnlPVDcpMmjz0m53U6C13uLH5fLrpbpFjLUnqpPqfztSNknoVweQ87aUqxhE5RQ2C70JtN7bgK/HfG+aRgCtgx9+Q8Ficy58vohHTP5tGf+E4ONWNbHMV0zNBJ9DZkGvKm/YwbNQ3MQ81FdKk8z26uOH/0MedisEODdXFapUf8zlvS5V+loUo5xRzQoFbSE6hFm07HdQPo7PSMH5z607h+GPfzD17cXHHP+zV7A+hCWOW+48d2yqhnm2NQVsLr6i2Z8YjRjjOxDHJM9JMnT8j7AfTe/a53Na/8t1c2b7vurc173vNuDchCGCbGWoOFgpWCCybUacd84yffafeUdhi65mlAMShF/XcUsJNTXgNBBWQ+e25urpkLBfGrFrEKWuQNpxGxsWOCY+D5ri4G8TVsDLqapd7ApX1KgxYymA9jjEG2ktIm5GDv36yJYcSJkKF1kULbxTL903ZUr+w0ILZzVwJM285yLMfnvZkcFOrEcZro3f6j8mLDWFgOZgkYE8a23pO0lvmJGH8YE4ZfgF7G+LwwAskYq/a0o5X34byxBh5DEe2bm59r9u7d2+zff6A5ePBgs2///gC7fRkqR64BeB5bZLh0cqlhacvhw4ebo8eONsePHRfoqX3FMCzHhD0d0QecM6IShN/RZ2R+9MiR5ki8rYMjUi66lU5LhOVDpzoDE+xS0YqSh2kHKOfO4mI4e7t3R7vjnHgvxpyQk4geBPB196tGFh2K651U+042y9EHjYneCdDH47tjx2P+ySkJA40zWcA2w5ipF/L4BbKZR6/HpA/o6DaV0hh7348ITf5OVXU6D1nM0CljppC6bf3GzbepBmfEMejNp+LBtflWAxd6Evq5HOOOk5GmoANczQuBQdod7Ah6kxEBO2Jh7uU0xZvagtbB64rAcr5nX2X2aQ/jRkSGOad5ju4XBwjdjDEGUOuXg1e74oK8FUMJmaJ7ioCFvh45cjTeh0M3GUvIwy7pzJ49e6X/zAPr0kKsUV5gDsR84P7S9eJ0LqML6CTgFddhLhw/erQdsq6SGuwrm3t4TEujz5xH9C3sYvzj/9n7PtRoq/Xe0AJyO5v73/ejm8974hc1l196rzhiW4OcrWy62yg8xSd4FihNMrkzmsBvufbNzd///Quaq65+Q/PWt75FgmcQdqAI8TvGiUmNR4CoBHIF7DIk5YXklQsYB2KU5/B80bN4oxwAnX6W5mUBQLZRL8kdAx2GJQxKFzJKxihlhbUweT2p+VmUQ5Wh7OoSx3TX6zES3StDmunR5mCrGTETBNwhJ4pxFuI9H0qJcZsPWZnJyTjpXnlvnAjuK4OBkSpXtcfcJdk7sHPoIhlX1ndZGe0hMRFklJmbAjkmZGFo4XWx2ww2GqCD5SjXCpOLK6kfJTSSEijhHEA52iomp51uSrgScIOkFMMi31ENkdXVcYDbEhM57mfOanbAHWgfOrVnzx6B3PkxuQ8cOKjfiQ4sBGgsBsNDv3jhqABYANUddxySoQDoBGAhVwwF+kV4naKopQBnjj92/FhzIoBiKQAPgDsSADnKiKxP2W47Lshy3p61WHlGAGoddEBhz949zb4Aa/QQYN4doLcQ712hmyrgap/OUdbzFTXmmpkDx5FID5+ir4ymnGyORVrgWKQFkD9A7r6izwY5hykZQ5xS8pUOW2oelPmS4fJ8wWh0zaKXvq70MwAOcJVulJOlEWUuV9OghNZyXqROFr0Ug7dcO1bWi12VAwobBVAETAlOrkhEYqeiTcs4hirkyLboropChO3AKSoRFYW9sTOF1YpJF5A7heNFn5mTqt4sZt0DWSbjGc7FYYi5vSNY+Q4BUb4l5/h8fsGh9LRxrWGgwjeauTN+YsMAuaUCcEcPH20Oh+7ecfsdMe451ugtOp4Ad0Fz8SWXxO/7mvlIBeE8LcY8mJ9PhofdkM2SLcloxqlwAE6Fbh8P8Dx66HDllxRjGgJbDr09GXZcKaW2Mhb7DMglwJ2GUVThsBznBLjR/af4IuzL6Z3NQx/8Cc1XPu1rmivvef/4hBRNpksmvSZ/sxVMrg/WOUL5n8Ih5GCySVlFFH+H4gFy//SPL2yuBuTe9hYBDF6HWEMoGyCHouIJAXB6h+Lwt7y0Es7JcF6h1GEECTnOY5AJF5W/CbvN4aUh6BJmo+DFs0cGtxS+CGCl3HhxVS6EMEHxpDDWMIF6QjOpx4egiv8r565cr4SB+JtBZ77BlHZE3mhxD558KiTMlrZIfgo5hdEIQwUDORaeFgrHW3gAIJUwI79nAU1MDtRIwFqAHtCStx7XFYjkeNnb5s+5mIxzeLTCmcKymPhaBoIC7orjMdbdGIf6S/EBBc6ZL2siuXbmWVF8bhWGJrxFPP20LhzBMpMEU+ehGA95vRFipBcnTyJ/PMk0NC7HzxwV185QKTJLRrc/gO5As2/ffr13794bgLFbxxFuRIZHQ4YCq/jJ7wrfRKcWdxP2nI/fs1AKuZM7Pnb0WMifdwId7A5vGDbT9hF50xdArTAiZIk8xGDxHBTLKyHeaD9iydLsHQLqvQF0gBwGazHajNMzF4YQIM8nTHMNQMc5ogwNngqHQ+CCbtK+ADeAD50BbI4DgBFyBeSSycHCaHsB3cJ2HOLymEhXBHLpsOTSoPxdxis6ACtMcAVUkyXSDoNcsvC0C11pezqo6dOULEv5yTGjIXmOSYZl8GoNnYFF10nbgfyJEKiSlXJ7bBGGOeRyOtoHa9Hf2YUYl/Pk2DFOGrcYK+aBog1EjeKgU4S5ox+8cZQMcEtEdhgLesjFyn1ly3C4CZXHWOLE7ozrY+tooxzNsHX2vvP8NKgCEQr0ToV+xHsH8o6xWwpAO3ksnK4jweTuONwcvv2wmB0yBzDRm717Q/fD0bvokoub/TEHdoc+4ewthm6JqUIeimOKHKTDRAFCT07Ge4moRrzbUgjmqByT7PPSckQLCOGLtaXunI4ireRxyejS4870D/JnXJBN66QW4OPAnafnmo974MObpz/5Wc0Vd79fEJQA/eLMTQOziQC46eHKsSCXxqz25GVKnXgOIbz1Ldc2L3rRPwXIXRVM7loNPLkUGToArDC55QJyy7ENPSDH3/Lw8d7FfpLRiaWFsu2MGTcXxlggF8YU0APc5glpIXCMa4ltO3KrBDOAVq63S2v1SqgCS4+CKUSXHrDCMMWQKFzj0I8ofL46sSQAp8IkyMnL1CALGBSXAAAgAElEQVQCckxAJu54kHN+TnmVMFKEEg4XFrGEgQqlEzDExILFKpdTwEtXLwBHWkC/K26fHmSGoxxWKH5WHLcL2RJCLA5F/szqpzPhdeUbsEE2RclVxAHQx5IR2HR4jFlUknKjnQwdhgtWhqH1mhrpu9oMUMWYFi83HZgw6iGfpVM4AzgpEXIqhtYhXAyMx1LhwRg/wGLfvn1ic7wJ4exe3FNYcYRkMPwBWMdCngK8eANqtGlPOBqAnME/gSPYUBzDeScwBGFUMA5ZXJUMUCHrGGd0kvApRg2DCchluDILOsJ6lZBlVG+ipwXkWMMpJrcPJhcevphcAbnoE5/lGlJ0BtG76KcHcqVdtA2Qob36CSgLjLpogEONKggqYJNFN8mCkpGm3kqnzeLyj5ZxcU1AM8Ng/J7OAW3IEH/H6GXMK3am8ffEsUPMGCv/47yzC3HSSNcFSy60wKjSZpwBnNQsspDHV/KUAWzRxhBAVisq+pCH0EcAbpG5j3OFUyyQQw6h73ERwpMnoy+AGnJj7vPZEvqNM0dEpbUjOMqAGoAWYcL53fod3VakQDqeMlY+E3gALAyW6BLvmCuAW5CkiA3HuB1PkDt59Hhz9I5wzgLo0hblUi022EDX90ck48KLA+QOBsiFPu0Jx2/3Ppwn7h2gLdDHcUSPwyEC4EK/T8T7VFyfdwtJBrmwweTbTgJyFJiozYW9lTBlMjqWOqDUjBO5SINcOvXJ5h26DDkvB8g9IEDuC59ZQC5SHvyz49Na1dl+2fyc3HpBLkKU/1xA7i0BeAlyiyW8gKKGgQslANT0jvgjSgTQEUcT80IJ8ZYEcriIweTix64wigY5/N5dcT7sDja3QyAXkwx2USZpglxch+vhYZET07IHgEhUQ5ME78ogB5OTcon2ZzHCynSnzEbBeuAsDXkHcsmMiNdhzJkUhKYWgsnBSHJhfManUX4ZrQJy5JLYE1TLLwq4zYk5JEApN4mRygjpCCsj9OiKVy0/wBYoR5KGZGf8zhoxgDPDm+kho7DLATaK9sCq5C8kMABuABr3FkjKY0wWaNlhsAACMSAxX3vSzjWdUX6C8ErmXclFcj5GnSUoGSpVTqSE/MQoMGKEkQpjpM0LIbvduwlf7o/3wWZP/L4Yb+dyT4b3qzxbCUXCzgA5Bmt3YXKytwVQATQBRcg8w4IdW+J3FaJgQFFPGCUhRrGCDP1m+BcZIjv0hfB2ESLnAPDxPQBHuImwEiHr3Qt7Svga4wTQRTgdQyF1T/BI1lNyYKWYxgDjCmZChwJkGecK5JSXy3yntLU4G4Yd+SkSRLJ+h7sd0nf4ExYs8MTxUk6Q/FGG1JW3Figb6DqnROajmyKSP688J0HOC5RdjOVipcL9inInmGkulCVL/N4WyDA/cbSQufJPRHIocMOcoLOkSyKaxNaDihKlHktf4jq4ACejLSdCz0/G2J2Q48PvAXSMJ3qOsyknLRiVmDcMjjGL9MNcgpwBWCAsxoejkGAhJg5DQg/DQcdGLR0L+Z2IHaIKyC0HyC0dDT0MkDt+KJy0Q0fSaQxZizWS8ogo0L5w7C4QyEVebl8UY4VO7T2wP2wLUYpwlOSjhHwVlQp9JhQfkQresLhTcf0O5GBm0c7oH8C2dDrm75nQdwGbGV0JX+7IUKXDxWnbCpsG2OKd23TwTkdfIHf/j2+e8YVf1Vx5+f3Dfkfa6q4Kcl1Z6enmbW97a/PiF7+oufqqNzTXAnKhmBgXGVx5Y5nwXRZ7ixCBmRzyGvGWSol2ATnADTa3I0KV58VkU3ANoycmF8fKOqBAWUmnkt7C5ARw8nTSYxbIickVkBOTK/kOhasyru1QZQdyrkdK/9TxZYFxyUXJu1GOLiuriNkrPh/GEUOfeSGzrTQQYhOhjEcOHwk2d7g5QsFEGF3lfmAwJdTSAk3xeFXNpXvzk5AgoZjMk2bOogtL5u+ZK2+/Kx69QC48jlMRPjkdb3JkWWUKo8TAnymMJcEtcw6ENjNcSR/wgGGkbaUl0sEYFbYs2YuxZM6CMC7yWYY5wuQKyHVVphhBxidzfmbVGLhMwsOMCFdGyCaYnEJZ8V1rnMlPlfAzcIHRW1zMfGiSgGTxYimE/wowppNjkAzwkC5kyJo+EBrSGIrJlcITgVwYCgx/C3I53QE5jO2+/YRa98rpI1dDuJI8rXcCwlDKPpV0gEEO0Fc/ygYMHchlPjH/TrZpFtIVHCSD6F6pt8m2EnQMdN3yitQd54ftwGRpeoKTwpfkYQVYyJFrdqX3eY+Sc68+d8Wii7ycBqgrjgETp0ES9ArzLCAnp7WwTzGkAmw7yAlLFwE5wuRUMeMY7hB7xwbx++jyjdCXEMOx6MuJ0PWTAJ30IYtPCGOGh5KRIAAOYGMOUzCEo6pisjDcZaML5p/C1mJIuCgVwOEs0DbAHRnCqgLYEuRCrhXInTgSkYV4L59M5qwcKk5V6MvuYHMHLjg/wG2fGByMbv/5B5u98fvuvRExk+PCGBGqDMeNKEWE7E9EPi5BLpkczu4ZHubIO0CZfNsSACcmR4gyQVkMDneL47Cpbai45DTDdnThygJytCGcV0DuoQ8IkPuCALnLAuQamFyOX2ri2l53KpPrdnFIkHvJS17cXBUg9+Y3vzkMwQ5t4Cyqi5GtmRw0mXd8DugRb0+PKUOKGAdtcgOwkaTlHQqyg4qjENNcXHA+Bp9yXECOhbNicmWCAZqu0JNiltyH8302wFk6nsYOgDMjyVxOyVHILIxWEalcXkyoyyk4Ti0zqjBden5Z+p5LLuq1ShmuJGRW8kgUTQSbA/Rc4LCg6tAwqmJShU0J2LKyrHvzXQnHYlzL8QlqaWyZgwI8sUE+zyIEgEZzsDJkaegop8+ioiy5DsBTIjxyWyVu73yOqhQBhZCbmYGWZcR4ZR4jK9C41kJ4wdx7CVAVE0jWNlJtqlAy1abkztKoq8AF5ybkSa53Dzm5ADqBRehNFh9hZJNpYiTkgUafMXaATFZ8prXX2AtEAtjqcCDhS0CkJP+5r4pg9u6TkRtlcjlxT6k4JKoOS+hcxgTHTiC3O0COdhrkKlYf+UkiGAaHWgYJcgVU5EjUIAzI8V23GUMHTsUBKfqb10xss9Pmn215vQtSCsi5srIub8cByrAoJeXFoSy1NvX6sjrkLCbehqLznGTnHdAqHM9cCfmYTeb2a0R3Mt/s0n++9zWyejBC+wXkUGKGFsaW+h9MDpCLaFICXEZAMhS6Q0B2NNj/cZgyubniLJyijeg94elSuAbAzYdzws8MS2b4NL2mkrKQ74ysk8UR/lOhnhhxhrFxxpeOhkMEyPF3gNypYzFvSrjyRAARoUtVycbcyb1WsYsBqhSakIsjVBnABuCdf9EFkasLsDuwL2SUc1Q5VNYqB8BRcHIs7AogtxzXTqcYHALgoulxzumww2KcBjh+FpBTfk7VfkSr0nnV1l3+mbGC1j4qf7kC5MjJRSSn2Mu7NMhdd93bKpB7U+tJSUjRsz6TE8jB6oifl8RyF5ZIR0P5jTAcfgvkQpACuWAEueYkFLgYrcwJ4XUka5wrFY1tSKEUtWBUNIErkGvzcqUMtx+qzAHMIcoS8pJMxTsp66VgKBgUckxMBN2fUKkmMJ4qSmKvPUGOnBChSt6HKH8PkGOCUq0FyFGN6bClwKooaptnYc4q9JRVZy4ZV6EJ4UXlJmAfORnbQhCODU2XEcKA4bGHfF3Fp4lJqBiGqPLzkLvyD5nb4p3sKYFIyx8IGcVL+/DJqFL0kgbMTDYLb9KTzmNKQUJrDKMtcjwyb2YZZZ4sNwUH2GBxeyjmYdOBaFNb3YmHWVhRMoVogyobcTJK+E6qlctGlIdrqxZjGULZzEDJf5hSGE+KZfCktRRkJFyZIEeI6LQqTTM/LCZXnIu9+2JR7P4oNJkntwiTC2MFu49rAf4K+5kBlXClSm8KyNlICvAAfdhm6MwpMatc16iwe8khKudVwrxmWV53lUQOp7NEJMpP5ZD5Lv7ntZoKRZaCFLHL6FquLYTJFZCTg1LCrAVMU59yaQ4MxtfzmsVs7yjIaXlFzJVcd5g5Q2/srny+8nHZxjqMrZRCjF0MYvYLcCrOoEGOcJ5D/OquwIhQ5XJzmNwmY0e/UzT5e4ydoi/RJuku6zVD1xLkcEwSMYtfVTkPyaBZqkIkJIuAckmGmdxpcnLB1FomF+FLQpgnj4SjFI4Vb+YjDn4Jg6U9K6xynkK2ADoA7sKLL2zOv/D8ALyDWfAStlYFSici7BngpndUbZ5iqUm8M3WBMcYbSJCDqWV5Cf+6YhMYXVZWptnrtsyzHfOOUBXIYYdakIuc3Bc8M5jc/RSuPAdA7kxzXayPe+lLXyImd+21b5KiEhP3ankADG/gNEbBTC7GhZzcjpLAzeIUWFLxD5gMMZFDSwR0VCYxPga5OcJ0eAgYCtiX/pXwJyCnMAOhhRI7r0COCawKslJ40ubmqCQTk5O9zlfx/nKOnBfJ7MqwKnZoby4X9y5FWx2my7V6wTQ808pk0jooqtVC+UZALpgd3qJALuQnNkdsnslfQo9tmBKAbQ1VGq9cG5Q5IxmIeC9GmGwhjLzLr52Tgy+np40cSm5HBj//RgYAXC5GTaDinR43+f4s2lk6VdablfAeBjHBLoARL7jNR3YhVYU6WraRRtMGERaFMVf4MORDQYlyUfG3+hfjqPVnAIaWaOTCcNrKT+91mCwhy8gzrFmYbLm3+g1rLRWV/FRpPuGeuC/hQNrEdQkzCuSU/0S+9CVD6xQ9eJ0l4yrnV2Gz84IBxnq/feggOTmu0zE5gJnKvtEqx8xvqboSYCtGMisdAf7cWi+Zd5aAawG/wooZWsxQHhWCXViZMXEoUXosbytBQ2HHEsZsdV4WP2cU34uZK7zfgVySkwxXJhvPXLOqllWZm3lv5wi96QJtTv3IAjF0irytWb8X0Kf+Zp7eIXCx9JKe0BxWdeVSyDzsQ3Qpx7usUWXuk69SiphURjrcuGInY+4firl2AgBSdCN31BGAhaKQR1eIEt2Jn/o75j3zOnPGmT9VW5TfL+OmsQiHr2w44LHRwn6iC0q7BNMnGxBM7nSwulOAXDC80wF+MDgATm8zpWifKl5xniP0Trjy/AC4iz7q4sjTXdAcDFanSFk0/eRSRD6o1mYZTaRBALrlmDuAqx2vqDfLitECcmci75blJiUf56UD+judMMlITnr3xqlvmVweFLY45ufp+cjJPTxzcoQr7zIgJz2Rv1PmQXrzDlm+/brrmpe//KXNNddc3VB4gkFBQViDgQHA06DwBEt9GrAD4MIZUHIXAFQlZJbgyogjPiYZVXsxQFRWAnRZiNIVnigvR4tQMikyXkcqqgoFZFwwtFlhqapLDBMTsFRSGuAy5JPGovY2vR2QjFpcd57qKlXFFdcw4yCSS3rlsiJqh6oLw0i27qQlGKI8EewHJnco1rAcOnSoOXz0iP4WyFH+HMCkIgeAhhBM8Wa5k+STtyygk8pnEMiQT1Zp7o6JQZhRC1aVl8zzzLbk2VLIwELfJCMyoDAF3gAH69IynxQLmzVWZoZp0LVAWaw0wq6H7khwwNATRgWwBUiZJCc3l0Y1DbwMQcmlyZjHeJtZC+wAHYoswimg07lBQOYtveBfxUUFjAXMMC4YrPKyqQfpr2d7M2Rd1oQVlqRiFCpeSyFK5uQIPWaFp64vJleYqRyyXAzuNZcKWQJyKvSJfOCeXZFHxMliB5dcEqH1ksoRZiFOB3IJUl5KoPLuVke9Vq4s+i0GNsGlVDsWADDIeeuyXOSfscUENZfzd55crp+s1qoWkEtmlov3nafDsOstEOP3ct2QKxJugcjGn9ytZJ3nCRCY4+WeyeQyBJgFShl6Z3zbNhV9zWsniGMbALhQHs0Fpr1AUXpOHUDm5AG3NOOFaUW3qag8hnPC/Ckh0ywkQVcILSeT83pXhS8V1Yg8NlcrbFX53eJMZHg3HR6tydRaW0K2YbtUvwHARTup6WIpQYAclZanWU4T7zP8DdCxMQP9KyCHbSSEim6eFzq9SLgyGNz5l1zYHLww1pAGk0N+2M5cYhJVmocPBYsLkGMROCQh7s20V7hSRSfljfGkODMaSB6OHN2y83FaDM6sSVbZFiwVcGtBrjB9jiE6NBeg9rDIyX1FVFfeJwpP+Lt7mkKxPfljptfZy8mlWSxAV9rmJQQhhne84+3NK17+suaNb7wmlhC8NQRCyG5HDAzl2SflNWh9CuWuArq4VCgibwYxNFq5uSzLlsPVriU5jXGLgSJcqXxpKAzgRnUlTE4gV6hX7r6QAKNCCQxL2UdTZeAlga3JQtl4BXQuNEiPOHMZrnQkAawwIrnAXWnwspXpZY288HAJOaFYJYSYbC+30VJzow8UD7Cg91AoJEDHAmaMOYaUe1F4kqFK7pul67nsZjRLmOCWa4HqkGWSzGCeMVl5t0s04nOHxHJ/NSYHYcfwiIm5x2cA3amlM/FZLEqN/u7bF7uO7It1arFmxzmuXOCeC63x1mGkt972keamm27SBEcH5OmGNDDqzpEQuivuQB6jsGeGJwm3qFpQlXyZh2o/j79LEKddm9ou0K5ADsZFmNd5sMyjEBpMv9TslzyO7+0F12aQ3i0FHdBaLa2Ty/WWcjxUhJJr5RTak0MQEQBCaITZMbrhkS0swjoBWyILgGWCnHa+YT4otFvAvoClGS0szmFKRxzsiHkRc5cPyzmgvwVAXDMB0+Dk+2QxT4KTNJj8YVkW4QXj9oC8M5Aq/gpTdDVsyx4VvkRtsvoRENBWUgVQuW/mvBIcDHJyHkuuNgvEUr7eHSjz8+hjuZaYYwEY5a1gRoEYONElPCwnGUeO1JHAK8YdHQOY2nwZbYyICyJTG7ICW2Ft6XRxijVGpfJbP3MOw0QVigXUxKSTsXqXEQCOEDZj5o0CCLbG7AzbFW/SxfhrAXSEMQG+86LKGR0C6JLNAcny2GUfT0Xbj0REAwa2EIUm+y6IXNxFsUHC+TEnD+6PnF2EewVyLKGJPH/YlOM4zVFdic1gz8wMLAJm8abwz+vfNOVxPPg8v891dMxcANDWrTj1aWT1hVxVCtcUgo4+RrgyrE3zsAc+ovnKLyogd7qAXOWkF4p01wK56wG5V/xr88ZrALlrZUwEchEfpuxYiUu8f0Aufp4JhZkZ5MLgUVkJyMHuADk2+mLgVKuHh8SE8oAUkAPU8HAIheBBa02JCkCyOMFl4gY6r43KiYj8XbiRQOPJB5Mjp5KDPApyDl14D0gZVCW+O5DLgg1ALneuYDufwxE7F4OIz1qWggHgvuQeCesAcvKoHCQouTiFfSqAK9VeuY6OsDGLYmEfWcbPWCCrrJCESbD3HawB9kXObFdM2OheJExPx3d7du9vLrzg4nhf0lx00cUq+KCEn8ouwm8k2yndPxwT67YAuY/cenMsjQjAXoLZxQ4kR9lJJMu79+zByBO6BoBxAjJM6W2jMgTqgiAXWyT4MV4OC9lbcA7SC6thnTAtxidBLlkBxsq7OnQbUxOyLhWKxdnR1nUUeZQcmxwd2GPFLNq9BAvIYQkUutKiZK1wF3jDLBYWQ/4BcgKRALlkcqXal8gCIInxFhjlmrdkcsvhIGZBlBdk1/qZQJNABuClk5eGJsGMjzKEJiMM+Opz8q4ZsbBhQkdV4MQOHioRJ7eiRmU4VLnaLGsH/HNnnAxzZ1g0izWWmVepnLpXNiJ/74OcpleZF8p7UeoPixoDcjVgKo+u/HGMG3aBqql4q1hNkYMEI3m+JSTkLQRl3HG5CDcCxkn9VAldA1xrK1RcUqI0xXlOKTuPXBitQ7IsPUCPADnCujg9TPSQ4a6QK/M4XM1gNnFPgA5w4ycRU6rwAD2HK+UcYlsSZAVyYUuxmXORZ9xzcG+zNwBuz8F9UXG5V8ulYAAUrh0LJkeY8jjr5MKJxo3VmuLiHOdmHFk5mT87gOuALkEu6w2Kc449KQDHT7rmLQFVJEgVfAgekHt4gNxXffGzksndZUFO6O6Jdbq5/vp3NK8E5MTkrtVkYrKQTzkZORtNHLwswkYt0I0yuTZcmX5CMrkSrsTjEZMrFZcUnLC0ILJdWaRSJrmITiadAtzSM0smV4pAMCwF5JRfMJNTbqbs0yfFTA++3iVCgMOaKe2bSAEGszk9HTM0gWe5pjz78l27CJy/i4FSUUWAw9FYw8IiZqr8OIckLWAkFqdcHL8XkFM+zJWVGSDwnoqqmNRkz/MyzJoGLItZeiCn5DbKn9WOp+LvuV2UXPPwW5jjYuy2cLA5eOCi5oLzL0mgu/BibZpMleTeWK9D3hCAY3IdDTA7Gt7jseOHox9RJRYJ+FtvvUXvQ4fviEkXe0PGhALYiODqXUhdGsJckyWQU9gywU2hSvJmYfBzZ4dkPoy5xohQbqkuxUhr6YZKvzN/5qcjwOSU6VDMhtM7JudiCYVJNQ6Ze5KroxBpLrr37jIOqSXTkB0rIMfML0xOBQwRpoy3Q6diwSV0roKeEABdyf0TvQA92S0s331Xe8ykSjgdcGmrgJNydiGlAjTOkeUWdelQZBVxHZJP3RLIoTMYxCJfV6q2S21UmOX8U4Im7fBDjAA5PXzVPnqZGG31otpOCC+dUm0CAYOi1F/h5rLPagnTa22cnDHCrABuOkCACE4PuTjeCrei+0qLpGOpogoxksJG6JbefBe/4DTC1gxyijZ0qQ3mrFIgBaidKzWRyXzoKIujAOkUKZqyC4t0NM5X/QA7IO2Me4QTCagBdDsCbfP3kJkALx0DsWDVmGdfluJexyLfRgRsJzn2KGhaPBBOZjiaMDv6DFsVwIWDyXzUbifkseNyyeTSZmdosvyMRgj8y1uAJzaXzoCemmKQSxe7BTqADQcod52in+TkEuQ+/kEBck9+dglXBstkQw/pReqGkcNqMu3nnROuLGy18x5PN++8/vrYoPkVAXKRkwuQk+ceLUfoJMvxrFQKTCk34SryMr1wpQtPyGcoeS+Qg8KHxwatD0GKzZXcnPJzBQwTZXLiZLxzFOQETKUEXAuayTMUUFEFW/FUcyfyrnzXTEFhFcX7y6bLZQd83bUCuTTS6X3jhWv3jvgHg2RC0740HLEQlWo5bdVEgUUJ08X9/fQELV5l4oaC5jKCoiiAIHkpGbUEOYXOSk7FTz/I74qHy/llW6O0YXjpsA3Y7WKCXLwXF1jTxXZBiwK3e93jPsHe7tbs33uhthfau2e/mB/guBDGG8ZyKBaxssPIUjC3HTFBds1HsctutnWbaz7ykZubm2+5sbnhQ+9vPvzhG5rb77glcmxHI7/BxtFUb2Yb2zxpyf94B5KsFsstrZCrEvhiwjm5DPiuwFPIpFRAymDiUJUpVbQjQY5PFWLKMFzuNpLLFnItWMmlJDHJCYpzUZyIdChS9tqHUCCXzAZmp2NDv+cVomT5RKmYLSCXhUG5n2SyLQxGtsfMR3trBrvvGFxnUHWbAhTpkAmNiywBqmR0BjnJrYCcrokRBsTlMKVuzaNfShcIISU2g5zlrzEoTkYeUlhc3B6gI8QG0PFPYJnNakv0tatPKYzReKDHyIQNA8h5FZBzFatAzsfD4pin3oIv2rJDIJfVrGq7mFzcMN7LbFvFYDDepdJY3zk9EvYgi968MD+XyGiDZY13YW1mre53KkQp+nF+jvApTI79IlkGkA4ZdkzbEIZOLsRc2x2PoFkIoNsZoKY3+9zG+7yImgjwEAnzVlqXkSKFVomWoJP47zFndsbcmtsTIdaIjMDsmJJkGI+GI5l6EyBXoh/Ef8jnd68qNBkgh5wyRFlYnUCu2LWyZMBOvJzqAnQAW10oozE/w6q4ALmPfkTzzCc/p7nv5VRXAnLpPHUgl9GkWV5nF+RceFImVFeIEiD3zuubf3vVKwVy114LyOViYryKE5GXM5PbGQpNyDLDljC5jDmjeF5CoN06xoCcdz0B6AA4FGIU5IrHpjBdMBiFqwqbU6VU2XGEPIgqCrucnH/32h4bsdyfkJBGF66kws5P8l0BcpqIXZgtw5b5uBcmLKbGC2spXVfeSSyFcnU8Q+AjS31JnufuL7lbQ+4/WYpLYGuAIB4SIAeTIbQg49qt33MlJPbGu77Iy42G064dO2LC7WBHkqgeDHA7eODCyLudH5Nytx6Xce9736fZu/tgGH8lUeMsxYHkEnN/HAKKTVjEfjqY29x8FLpEocWevew5OR/3AJyONTfffENzY4DcB294b4Q0b4o+H4kxOq0QXj6GJtkDYKP9GIunLianvfyyklOeMW2vioMkowLw2G1XmKbM7TembmT0KUM3ma9KHXDlodcItqyvgJyNdbtUgwlbWA/THqsg4MATB3yLcwE7yk10C8iVhem5/rBsizQCcoBrMkxtOaZKShdDdQUPuR4tDaHXl+UayAQpLeMA1AA6QFzOAaCV11Xolx1CZK8T5GC9cuoASDos484asix6cRVqLq8pjIPD4iJlbXNW4yGboqduWzK5Ui1aQsT/n7s3/7Lsrq48b0RkjDlLqdQspSYGIZAElo0LG7qo8lC4cNvG2Lg8lV1Vq1d3/3fdq2tVr/LAaMA2GCQQaFZqHnOOOTOj9mfvc+59kZKwfyi7ECEeERnDe+9+7/d79jn77HOO15wImajbIJcelTgAVghb2KMzQ37KQKfn6PZ7LvFQlAJ+cQ0zIOdCbt0SN50gPDLoRYjmEUe2P1FNugelo/5JPQzd3fnMZgzaqYqrUDW+Pq+c77w3coTOxTGdRdcIn8e9gKZcllfHY1VMSUCO/BwTCfI5AJfrDXvDVaVMAaoSkCOaQ5nOMZxb1rmHil8RSCuyI/LaVW3ehhxIzqIbexcjwf6cQA6PKDm35OaKtuR5Z4CuQa62c+XleI8FVNp7ngRTQMe+53WQASaSe2T40y8I5NS78oB7V8Z2xb0MeP9TP/7FQeq0LyUAACAASURBVK5pyLg5oUDw355++unhq1/7ikDuOy4GB+T43QY57IAVlERyUEiO5rC8E8hNBc3B+NlIDppyBDmoSzwkP6IaiiBjFuQiHTdlVYq27kZvsCGX0JFc0YtTTgRl3KTy6nyXVWA6fIGdukn1qb2SpivHUS4YqNrsrBkHxB0qiPSqHqzHm2C0eB42y75ib6Cl6Ev3s8T7tYIQgAu49aypGPwUxLaB6Zo/t03jkANyeqErfj0ENEvDsWMnFbHdNNx48jZRkjfqtqiI+dCx4dabb9Z7nRtefum8OqRTuL6t10PAQzuqTBQgWre4SAYFkFtZW1AUp4c+nzhxdDh+/LA8TPJ1bw7PPPuk5g4+N7x19jUZ7y05IaWAdL4R5ybto94L5Ewd6jEKGExZEsEAknwfmjzqS0c3s/5iRfj+XXatjVQXvmf/dDurtJ5KBw1vLtOBiep6Lls87jgavAw0ayK50JV2tFrh2SDXdJhLMVi/ODY97iXXlfq8jNrJ17Mij6ZRA3BNMYaqbiXwFMkFqPy+CvBQ33G/utdjxtAUnV0et1fO4JvXTgeYmlnGfcri+rOjDV3/tvNz3qyOUDsnzO/EgUv/y+z3zDAzJYYDafVig1zOmUEOys452+ThADmvyyzINVVphzkP9jhGHJBrLUD6PCZdQucSuhEZ6Cw6acVsynUczSOe6i1kpyIAR8G4mzvjjDC1o4ryQ6cKyJnUoM9EmAAc17FSIGe6EvYEQONBJKd9a0EK55gp4ZWmwBIAqnYQEPjrWi4jogGMCBBgQaj/lC0lYt0RyG3uJIKLcCoPOzEGzTgn/s8g10Y01G5TmKErI55L/WXyg/2fx52RfzPQUUKT/RWQ60jukeE//u47QS6nzDunHtN33uur//kgd41dmH3hPvjh/uMVsmh87Uiu6Mr9kdy6czY9cgd6wFGcbtAIct7cEXe49ZM9wWSLLBOmhIBFJPJwXo6vA4L24sq77/fqwm09AnLN86etV3v83rCV42hl1CgLNotS+bgxt1WydUDOHkl+XpZ0zI2wqXpwZ9cUhRbMTe1RJqHJ6GpR+Seiibrx7L0+XJYdYzcwRHr/dHqxp2shRPdS5ICWetLXGKDLXoryie0NSPvwo4RSXmBBXuWOAGxjc2+46+4PDffd+8Bw6623maZ86w0Zwp155eGu1+e54c03UICKlhTIrawc9AP1pTl5AAGhBYogycakydRzA3h7AsxDArlDMnqpH7q0flZg98bwxpsvSZByTn+fCPCqDmgJ0HVgknPZQZlbUVxTXL0udlKcnwt96W3rRDjkTqITg1IB4P7Br8GsKOOSIwr1nr83KFi0UV35fJuz5zsS9L/rP7+W1hRAysTnBjko2dTqeewLVHe1h+J+MbKFXe7CadSZTZ3Wa0fYEYeo85VNUXrgq8s7oKlTy5jPNeVixphYnNLRIOACiDJTD2OMOhFhBGeFSMfgVIpPjKGBMe+t89dt7EPnZV/jakZuzsFlwXI2uojYalC9TtqolREGQHkGszg8clatjO36ULMuKA7J0dKyKvR1Tw0xN8wqmqoM42JQK8rSaRI/t8CG/pOUKlQ3E4bw0rRhtD2mauNgtiDJzAH3o6hK5+HGSI4WYCl/6WjZ60xxOrZKWwrBB0pwGlfwOKjGzkRzidzQFATIW5iC8Mv5dC9unF6/BqpIU4s00dDXlGGZWEHAJwdD52dbgpdNpQxIgUyTNBDlxHYF4HjagJz/q8gwecv+fgl0AFiX0eAgTfm4BjgvfRoLhXkzxMkWqWTg4/eLrvzinw93E8npe7aXRV9PmNJx3SzKvPPrfx6Qe4/XvHbUDl4M34NWc07OwpPUyZkK0TUgRKBA0fJ9eRw+2AK4vYriALpszC4hiAqpb7RBTpsa1VG396IpK/bU//bxmiI5Gzsfvuq20Qe3Nw6/WzkZ/64psvJ2ezOXpzrrrU6iAzZgKMJuPxTjSL4khxi6YKSYamNZaq7XsmrPzkG8d4xbpOIMo8ymbmVbqC8OWEbXWJ2lw98F4jYIpSRE5ZgBig1y7bNFKs5+5EBjlChynpe4ZFVTe9c3rkoNuTU8/Il/Nfz8z39aObhbpZw8NHz/e6eH11+9pBzdER3aeUVwUoKqNdCWcodHDl+nVlXHJU+GRrxSxd7knbg++nCe1duW3Hl+R79H+YHGhdD5Q4+jx1b9szfeeEn5uteG84ruNjYuKBq86BMzJ8mZxSUCRIpaaTbb3VfchgzqCs+xqSK8XMRJtf4jQJkyLGq36ue8vha7Va4K418PMwH21sNOTA2j006swcMNsB1BJZb3Q187gicHS05tBuRwoBdEOXSrKQqK3aRACt0FiZfm9cDZcd/U7o4BXc/9Mh1MREcZTkRJ9qh1XVsqIOaRIn2UpNx/Pa+ez++nIlxPf69r3JXTwPsjvwu4baxfcNSB5L07hKTdW/aq/wP8HchWcbppzhnHwhFudcFw9Jyeho6DK5oN6PG9PdFpPUFBSmKul7+HeaCA20Cb/U1ubJECf/7WrEsiJHLXO4xGMv0ZCpTSAAOVH3GYnbfyY6qTXBS1d6DEaIhdsEUdlXMeu6k5a99T2a2OxHFqsGdv4uBrDT0PEtAr+tUOl1kmAK5y6bpfiwYzeu7OD0d1tg4qLWAqU08NC+AGA7rWHglU7qn9LrepK8n/nkDOhduOutItyqCnld2Q07IpsdcmOX6dHXpxdtG9Ux3spbKLZrltJ0tdyefRbprkTpRdkX83ODDMzURxLh1wFypdgx9aawEaObiH79c8uS9KeKJ5coza8d+WY+i1Lqcy7yRn6L0+/oVBbhJlxEi/E+T+4R++owbNj/lgEb00lUW9msfoOP8WkPODqKMiudTJ7Qc5IriMpgjIAXCO5KAv8R7a244j3itmsOiJ41GMlUni4M386qiYGpPpeaKpe/t0E0ZVI94Wyrgyot4weKp43RXJvSvIdfjPwfH6AXDd+Db0je89kZbVZBPIJZHPXLcYAWr1ulEwohpmrrl1FUwND6sXc/Dp7oAxOaC/4aUvSc25s4MhXxTo3DycOHnXcM89Dwx33/1hHbolR26vvHxOACTnQhvWo3iuMAmegu9dzXVTz7zDx2R8o4TkWvGoUzqIEWRivAwqQDfoOeZ2BKhL+ru14ZZbTug16VBC2cTZ4a033xheevn54cUXntVGF7WiQ7yA7AzPVMlz+vDhtdubZJ27UJYDiFijonFTRRidplf0bx8qe7E1qqUi8BgPjnJRUPlGPCO+W2A3Riz6bkpAbP4SzfnN5P/4GsPvPBeRHPGMI0giOWTt2U+RuKcrCwBHtINqPPhaNUf1nIBbml7njHlPOpIk37QgY5+6RqjjqBLTOLhVnz2rDUFGpocz9JS13NL9TG3Znhrz8rVHEgXJDHCulaxTYijPZWd/z4BcR9D5BaKngAbXZaCLB2DjmvSN0hcU2zMpArreAMUh1toQ7XYhdu1xi6n4e2r6iOzdU5TejDgEyXXvigUg0gnIpZDbQCeAO6CcFQprNwNw2qKUrTjcRLx4IHVP6y6MdaizYpfMgivHCoAHLAQavK5BznuQ85qILyBXZU76ZcWK6bmrz4fpuSoHpyM9q4EtHAugN+OT5Y+l6tlvRHJRQRLNFdABdvr3loBtU87KFhE6g4EB47jMZRPqufx8ftqAXCDN9z/uXf7z19wb0+/p4tMg13Ql3PSe2BxTsr4OOVyyH5LYDA99WA2af1cdT26jd2Vqisegoc7OrB3+qQI5bnhyGvDs14LcXw7fFcg99tijXi5umDvU6wZYGQjAITDQZ/jkVle+A+Qq4WxDYWDTA88HYCPnMhPJzVHga0ohe8KfCtBsmEq5N+bQcn/9wa91Q9n2WKef5XCHNsjN7xvRU7XfLZJLr8Eko02xxXyYBuKzx3iMIEcLsImuTIskNlaBnPm3HB7bC307NWBVB2agU6sotbY6oiat1F+5Pgs/QsbVVK08VsaI7Oo5MayUCVy8qNzaBnVYc8O99z44fPwTn1E+7jZFXTcMb7x2cTh7Rv3udpWXkCh2S1SmvBG95pqjTgwro24OqzgcpguQYy4btUFEclFMAkCKwK6gujznKG1ZuTdA7tSpW4bbbj8+3HjTsv52XRHdW8OPHn90ePT7f6sr3JGRpj8lkQ9GOSDnNlZVP+Z2R3ZIoh5M141EYKx7Wl6FgmzPsSm9OCbkzwpQvEvrMOeLHPP6XCjWu2XaNwa2GLR8JNr2JALTpVM3/LFMwkemyxDIWWmas/4chS1WaJ52ZEUVdl9N1pXntPEu9WzXW+6oM8YOI1tMbxVwWsGLse/8EtF/gZxuFqpWOw7KyalViO4pr2uvKrkkJPminHjEKFVetwxUg1ycgBhDPozBFprMgBx5X84Xx0cPT97WY4u2U3T6ITcHOGBOOaNEcwapsBNNyZMYgM2xmAsFsstKcoY4W0wQIF9lB5k8nsdqZWr3shSIK1IfutAckPOYnALBylknoMj+sWmvfUCbwM61dQcZswX8FvdS73cCOSjdOrsFcqwgopJFHgVyAN0anYNwcHDOK9rj/tk+2kGIzYlzEYrcds2dSPSeRrk/4Kb1dTSnfaT7uaXHNk52RZhpY1Z2rO6Vr7bsZD6H1RibbveZiNGz3XXKhNt0TSRnflqbOACn+6Z84yIPgdzHPvTw8Ae/80fDqdvuEeDvBznew5iS6dP10xPJ4eViPBrkoNigK+dFVz45/NVfC+Q0GfzRAjmoM7e2YfAmURwbC/qEpCkdsF1CEOFJe2KOPqAC64CZkixq0hMJiOQoDK+c3HgTxpuTVZulGvPv0Ub1stbnip74+wqhR6/C+2MG7OovrBQaJeQRMXQkl3ZHpZR8F5DjoHfLMEceeMemK5Pg9c9+Ash1Lm65CtIBPWqvmD7N7Cy3AjNFM/XhA9hoAao7ReMY0amX9XuHFVHdpAjuY8OHP/zzOqTLArS54ZmnX1L+7cJww4lbRBkdHi5dBGCIhpZHkGPwJ+29COAMynZoAqxXFR3sKs925Qp1csweU1Snw8ecrSWVFhw/fnA4ecPh4eZbmLEGTbehvqffUzu4b8nIXtTvbuh6mHiA4dXziIJhCGRyA9CYerWwvSPQtdE1yMnTb8l9Q1C3rCLacYs1u7K5rzYg9lLzmKKT3jP5SS4Tg6DPAFlRWLHwGEfuJechNL2H3lK7pPWgXtBdTmoaBV6IbzN0NZ4ye901WSUIMkhHDdlUqcHNjmXyoOkKgzoykZObG1ceDEO/ol6LLoZHSWj6EydAa6lIbkv1jKwt/ua8JXIB6eRe6KoDxZkz3s6hI9+KnANwdc6yLF6sLonwetkAT7Qle5zIzSUzRHGISHAEyxD35BALYKpGzjZAT+3aOAQnVoWSr9X6+7ZQP5b++VZm99QPlwVI7CGAWzuYOYBEiqN621G5rULiFt9X1iCF/L7PRLqmnmttKtdqcQbXRYlCgUNGVOn7JToyBuq5A3D5bLW0vkZhuShASJF4cu1JfaQJ+uiYF0tkW6QnNMhxpW69FZGIKUse+rnHBenB6CCiuNQH1h73UvUdm1w3gxyO4izIeS2m323q1Tm3GaqSr52P08N0qx7LyjXCMElaM3z0Qw8Nv/db/2G449a7XFYQp2kywqY9aw/5Tvx0gVxqyPjAy8T7gfOlGPyv/uovh7//7t8Njz76fS8qtUFN32TsvE+VI7irLh+gh6UutgAwmzCJ13cDuZGudHuvUls6igs9YDv0DjCbbtjMmpZJ6+/4lO778b4bYtpr5gY5Od11UvtBzrmZEi/g+ba/28KHsSEvpqV+F4DrDhsYMHOKRZ/ui+T0Hlti7I4eRHIUsNKVX0ZtTfUyNC0mwY7H2rmQy/D6GC/KBQRWC0p+Hz9+o6jDu4fbbr1vuO22DwznzuwOr7+2oXzq0/p8drjnrg+JkjwxXLigSGqbSFIAWb0sI/FGZj0ZYdpWIbCgEHZjkw4nFMLLGcHA6sFIGyaN660qClwcTtzAtGNq6YbhueceH374g79VLk+dUrbP6XoYbwOa8TdqLtttkmx4cILb+AYUQrXFGKZDSNR7jvgMwJ2byxQBW43xnk6Hre/w5CAlkulc3tj3ES/fdF/R96Y4068QwOB4LGh/4+TRvJpmCMuKtmdBbhw8akObR4APJymGF1rTUnpoSFNrygNVsbyvuzZ8CNMxCIlAye2p0v8UzcEC9Bb9FBVJ7UjpelkChTkZTqqwWNTOTZM9wijlmnlPk+gi0wgm8I0YJxG1WRfX/lVZBCsB0JUhRoxFx/8AXOUfyRXyvkv16igUqX+lLLoo3ddMvaRycSmyjoKW13KvfNgLU5IUc1MKk8htRefhoAql0wVlEsFkrQLUY7oCx6JArfPgycU5iZscXa2xoye9Z4tBAH4/Iu7hJnpgbkVw5OMAOsfHrFcBRYNc1+GmK081ayjgs1iv2ChAjsGmQB3Ck2651ZEc0Ztr6ZznLErVAMk9encbaEfEbIie03nbAvxiKNhVDdgp9I5YpsEO/2hOKAvALaEeleNtoBNl+cCHHhx+9zf/YLj9ljt1zc0MXAtyszb1HYZ7tMf/wjm5UpwV6uK5Oj7QzXEkB8h952+H733/u/ZKLNctNzl05QRyV6oQ3JQlm7zyFb7RjuSSg7IH0eUD74jkJmWlyw1mNm9W6L0Abj/c5V/7F3yfZ4FDNONpTACXujS/kj3dlAt0E9oGOT978f9pxZT3RSSXBHr3KIyIor1Jr91IV2Y9UidH7U2mEzhHx4w1jeCgAbKb/1b39UxEX5JRYbcuqkzgBoHLLcOtt901XH/iZqsoDx48IqA5NLzx+t7w6ks7mgv4rEHuzjvudQH4pUsITmSclANijULVJi+UAtwYOjfE1T3mmqmLdKeV6lHJumxKgLQtebMITl2DaMkDO8PRo4vDDScPq9/ly8oBPjmc0ecL51/V7yBa2Zaxg45D/Rc2wL0AbSTS3owj2ADHemKA3Z4Mb5/Ij4MLzW3PPV1REvGkVZEN5Rir9H4JTdez/9xvFCfBvgdAEVoSdWJALvlIgMIgp5MfupgcE23RUvfmAMHeLGcAg6azUe+FAIBoO62yDMsxL3pdnIlVKVkBSe4t9wBqjH/zyPSGRCL92cNgRUsSXbuLiShJIjai4qt67Kl0Y4/oGp2gwJmvo5yUiIh6STUCcNqOay31bwureI2xE9BMTtoRJ8rpGYGD83AFdLQo4wGd1pMVbFjr52Y8XdcYkLPwzDe1Ri9BUypK95mi9M1qSrWfK3Wgh5kCckyLqNFKK6sZmhqf3B7ZlI/yupXwyPe1HBc/P458dpf/rhzpEeQ6ggJy7KgWyNGoQr9Lkwa3HaxI7gD3kbOrK0rf0ChwbRf05qIqr76dRJ1ehxbRsE/ZCrINqJCB1rFjybS+PfzV0TGnYgQ4G69ErjORnV+8zkyrylts0qkb/oSTZmDjP31GCToCHc6mbhyiGahKco3L2jtLcqQ/8sGPDb/9739/uO2WOwrk9tvQRHLvE5BLJLeQSE50JSD3fUDO3R5QeoFf8O2JfNxWx/JXorj6uja6Ac5FzSXl5aizN52Hw82t/pWVk/PE8JiD0ZedjeSm3Erf0vf+3Hm8/o3mx70RbZxqk4z/zubsvEVAbubQFOBVkFH9IlPH1e2YnOMogHMbKxeTlpydM1DUiQ8Zm63kzQYVktXQBCgs5blmhEtFdnT8V2Rn9R65HhkulJSnTt033H7HPaIKTwncjuv5JCoRYNCf8u039pSPuzKcfv6V4e23Lw7XH79Jz3dY4Kbc3abqbzTMkSgIQHUUgcfqptvZqE218DXgTeE6UUR38kBli+FF7AAlubt7QVTSnOro1qS+PSswfW14863Tw9tnXtAaaYrB3rquUYC4ACgGTNJFR4cekOOGOLdWITx7iJKMLvA3vRQRyVi0bYo5tYUd3bWYqO9zaJWuMQw4jiBn0UvAjHII598a6AQWboAAyFUkRwTBxsTrNr3IHnYESSQs48vQVAEu398hgufarKDFUK/qM46LhmSuaRq0jDeg5j2n30NodFCDXN03sijynj23rZzb+oa60Cui3txal2FVzpQEq9aeh+JLzK1eLwCHktUKQb3HxQK5dLOoVmuOcsrTN8iVI+AogdPHGgfk3KaMrWuOB0YrHVHIwSUPVzQl77lAzm6CvdlyPMrBzROVspK/Fch5zpr+19MtrNKGRbB6G1Yjbbl6tJH7pFbcFmqyojgDUxVxOwqLY9SCk5BOnDn73zNODytHGzMiq1xDHJSwLwAZpQJuHO+Uit5rfcYRdz9SxDtFVyYijUDMTaKZJtBRnZkt0g68c2yF7hOv7qJtu1aZ5qLPUJVMVnB0yXWWUGrUJLQz7jXoFE1R0MU8hR1oikBbtUBtgSjO/02RnL/nqE6sARSlHnRzWdEDkPuwQO43P/cF1dkCcnEl9wUOHIX3A8jtjnSlQO7pJ4e//vJfCOREV37/e/bqoQuSD4kXY6rSIx5CU/oG6eENg9fQBdgGufyNpaa4utAU8tLnS2mJdxQKICBn9WQ/RiwzGTJGTtdC3LWU5BjN8Zy1SSaQK6DjGe2ElQfmguyqK6pwfxbw/LsOOjK7LX0R8exTaIkas7t5dLPT6e2Xt8f5Zy068mBtvEZp3Jx+mlMXdaZYHzp82Pm3K/K2rrv+ZlGTp4aHH/4Fgdy9WqYVAc4wXLyAQg8acnFYv3h1uHj+8nDurEoAlIejQHzvKrkDKDImEqRUYE0RY0dLaUJcNYAGHS6TRsQIJVgf5UzUVX1XSk7aQlE/tMCcJCkvdwRy83Ob+l3ydRJCzF0aXn/zWXVGeV5rck7v/YJeW70uVXN3QDV3AIeBFKDXna9gOEYrlstGKyKV6gFZDkmK+RP9edKyKfHQQylY7uctd4nv+SbYswmYejIDURwREyCXjiHJE5ZK0Zl4ATFrUrWKpiL1FMmLAhAB2QMyBnOKrnEyDHJa30WVASwt03XmenebOaFom89jJOdayHj8hw7pHuthMJGhdVNp16BRDKy2Tsp1vvLqC8Pzzz+t3qFv6l6fkeEnMsQQA3IBuj3ypopKnVv0PhMoFL1UQYw3/Cg2qbVu4UmvP7cfgccIcoCvHi04MZ1Wgogxl4VjyPvHDjjK4gznfto5KUcvjRsoIaCAne+nS4qHEQMKUlHSwYTveXJH1/yRh+N5C3JTDhDGp5s2ODIE5AzytI3rOsfQjt2EAWeyKUXAzaBCHtbMjZ4T6o410L5aBaw4sQAyUVsOoh+bjMLhLJT60U5WgRrni7l1nb4x8+BUDleAcls5aiJv8m3YoY6CUVuy3n2lZW/83A12WtixLtR7ODao19qBbhse31RsL7shdXxTBBfwS42f/lPZAAC3rGtepQYQkJOj9KH7PjL8xr/7reHmG28fndJZUPtJtvgdP9ObjCX8F/iYrZNjmQNy9GUUXQnIfaWEJ8rJQZNAFbR8v/GHSC7gViCHl4vBR8BiTj9URYwZjnE2ylVAjlEw+prZcu4SAMjp9R0p2ljFE4w6iT/upZkFugmsZm7r6GUY+ArkxuLFikanPRDjN3VoyfYYD6eeo4uUx/6CXLOuZQsJNAcKmsO5OFRt1ZexKLF+nX77Mb1FodUPm4JLkXj6alKDRQS3KpAD6BAxzylaO3XXB4d77r1/+OgDD6o4+yaNwtkczp/fVZ2U1G5b88q5HVDEJm9wS91LNojaRDnq66vKaENdQVpgH1yXJ8MSuX4ECx6p5DwMtBJGvsa2VKePXUmMATl3TdDBomZsTnTlVQHY5SvKDV2+oPvOoNhtRXLqhHLmeRnpM/rZOT3jpvbCjq4rtWbtUbtYufNDpupyf6P+2y88yXkvVSWraHqoxuTYuFTewytcoDaepRmQw0jYYwfYoLZSLzaCnIxP4pZaF4I4qwZDS6JupcOMpeLydGmndkUHYVv5TgBvRZTxddcz5UF9Qg9f71pEcqKraqmG6McR5Sh2YZrDqu6x6q2cz4q8P40IREUSrSl8uKA+oW+9rXZqr78sOvoV1Tqe1f2+KHopZRqOkCUM2hUo+j7Cs4pftJbGVhTjXWdH/276N5s9EdG0VGFruplvir8DApTJcL4d+TgmyXO1UW6VYL9sWmgBun5RR5RpmUWrLIAYEUkKu+cZMcNgVGg+wM3CFToAlbjEeyOCOQOcv+YspotLTwpIW65JaGKAIzqlxszPmZFS2CeuwwIPdzwhwo1al78hhQBt576yNEoA5JgGXtHwhtgMSih4Dmf5KpIDzAxyEo+hPm8hjgvcG+REM7P/iOTsDJQDFco3O6/Bz7m4MdLODzqNkmbkAXM7ExVT7VM8FpABcXRnIWIzq8ZbrrwiAEfJAAC3TCQHyOGoCeQ++IEHhs/92m8ON98UkLM5rmhy2jSz22eE2Hf8+H9ZTo7FmSK5A27X9OWv/NVYQoA3Bcj5Vuj9e+y6uWWiORK38eDY4ITZHIKuk+sGxV58jCMgx4bUY45IjojOix3e3GBXiehx5Ex56A4w7AdMB/JaanIEFf6mHrM1cNfeoLgV7w5ys8l4G14ObL02hh5PzoWaXLMjuf0gN+uytMk1VRmYm7EpGLeO6PK+HWkx703U1pI23PKKaK7VI8PHPvbzw/0feXA4dac23NyypkS8Npx5G6+YiG5eoKZDcvmADPeBRF3bgB3RiQZ+Kmd3QHy71Xa1jt1rEnMVkCOyooUbSsiIGDI7TgpMokC38YvBnMe4Ks+2sEAD6/OiKd/QId7Qe98WVXlahekvKAp5yyBH3m5RCswVjatZINmOVNxABeBUiYapplBpqFq7aBrVqo00ThAgRx6uIrmp2315553/eYe7mCiOex3DGCA1yPmBN4xn0rVmJeKwW8yDiIO2Ueos40iO2X4HZSxxHBZFJV6Rs7EhEdANKqu4S3WKHxzuuvs+A9vSoqhIRdjcE6JpAHHfDAAAIABJREFU+ndeWteMMManaGIFlNyKDHy3aov9YL/tWMXKNPJVDWxdUXu1V145PbygOsQnn/zB8OrLp/UeqLfEaQE4mIJ+yQadKMhSeHeWL1UhZ8/rW3VirKs+xpylDWlRUeVgRtCQtlce/EotKNHm6AIU1eY7qofWSuPUkl/kd0pd6vvX76fyXZwCCqijphS4qUwAoEsklxZa3p+AfzkhppQLNP1ZH1CzjKEJcCbXGuFIxCZLdhzT8zFjtqojk76eFXi4zs8q0OxLgxwTxLkhUNByznl4fp+en96Sm8pZQ3mmWJ7cokCEDi8IxnSGQ9vqGQ12OEpsw3QMojNQ6ubi3MxGdKx7mSY/h6lxO9y5vlbIdlefRMUJEvz+Z32WBjm3H9P70R4MuOmpwVjnGRU5y1kD4BLJQVdCsyuSE8j9u18H5G7Tm/oZADlu7DPPquPJVzNqh2LwBrnuIGFxYtmMpilTra89wAFokKtktiMzjDobvqK4y9AVkr+zaVBaundlAaiT1dBQxWOzMQOwzT/HCOSjDuasYpI35//lZ93RfxYA+2uexYfNr7lffNLgGGqrVEsGuiTyPZTzvUBu3y5NnNkPUwbU2tkzraswztWB4ICJslxZO+huGvMCpjvvvM+G8847PyS68i7ndq7IaL75xrYKvS/Ls8eAydrtrbhMgNq4LUVy5OC2FGFgXJc9kSCjMmLoGYDKlGs85fIo9b6hMBkZxDWzNjHCywVyU0SAAMJAJ5C7fPmSIoszBrnFpS3lApWTE8jtFMjNLYiqlMoSkEteTnQn9xsWgJynPdIYp15vqGA3WbbnHBBqIQm5tTQjTgG121iV8fJ9n03ozuyVRC259tCVESlMkU2iN0dyRArx0bPP6PHJyAUZgz3Rk0THANyBRalLD10vAdAtw4033jrcdNMtArfjcg5Uf6jC+8uX9dhRLR31ioqGKY3wRA8ZZoqi3SbMtV9lHO3xE1FcFrDNi66eQG57hxFIF9R/9DmB3PMqwH9ZzsXbul41OMbhkHWLyrJqorjeyld1O7Wedwco9BmZzfeMLe7whbwaRPsFcrAWvDP2D04uJ9HRRx78DAB0pFfnptujGWyZoq3lTXSFKA1QyFmfgy0SyLkHboGbI35eo6Lunuk20pWAKQIpOQudA4/8n+gxEeQiwiHOt21BvjZ74iJwnWP2ANfpM4jNSNYKUFyG2uTkQlPKVhHJRbCkM0IJh+jhy86rBchss9y7MxSsRwElMnCkDv3NAsRNwGICctlfNhk2EvV1W7laZ97GOPON62Y9TUfmkRlwYb78AMj0ucUlC1LaBuT0fUtlcy9yP4jkKB2Y6Ern5AC5Dz4w/Mbnfnu4+WaBnOsu3yeRnBfXXEaio6Yr8Xqeee7p4Stf06gd5eOYJ0fCFyPX3i5Scv9db27dOJqNeoPb65NH0aITvKcCuURx2hTUP6mNES2+iOpQXHrUjn6v81K0BPI4HUvckUGXxNtuLt54CREc5QWkrv1or7Q7+pet2hdqW+Gn/6LWC93FRyv5eN7m/NOZIdENB5jiXwtM3iWSGyGtooeO21i6zJTjmpIs7nsQehVjmsT/kiTUbp6s6OWTn/zM8KlPfVa5mxtsPC9epP8fLYQOa3LwFRVikxej9OCYjKkK9wVsF1UyQAsvt9/De5O3BsWW9QztCOhgSHv5dHsEVmoTtbFRgpQMLuV+IIdnhE+ryRrk6G5ydW9Dr3FJ66fROwc0qUAgd+bsaVFub2tvia7cE1154LJH+mCModYwyAcQLTmKKqArA5LoLu2n+mHQTZhTzgH0U3Wcr76mmUbvrMPMdpiN/kPrpJVYU5RVkIyhaF7ZDlWoMRt66s0g1MlbaPAskx4uXpQXL4diTcrVe9Ur9Bc/+Vn1C71Dytdjuv7N4bXXLskB0bDZC9wDRdbbc57OTrcZ118yq0yPFP2r7kpnjNx3REcYYd0fgxx7IYX5R48dHI4cXdVznpG46MXhO9/5hgRGT2ovqEhff3P06JoiJiT6ug9aAgrI6YTStFaAPUpLOo/YGawoIcKdOFrJL9QZr8gveSvkEi6r0lqkG0oMuf6tz+52ChAaFEPjB1xL6YhB1ZOz/92fk3yqu5ros2rh5nTt/XwuxjBQhR4fywL87zLudS3bLklgHE4iGtfcBoIrcosdSku9fOasAVA7PF9FU93lxVQ4zibAyNM0Vak0S/da3aSMgt6hgJy7PQnkqmlDmmIomi4bafIkyOPwiQboaf0/2dIGOEswidrKNidnirORs5fyj6YnG9Di1JcsJC+T0KJ6ayYnx3QESgXsBxGd+m2Q2yVXp6J7QE6PNbFHK9CVArkPf+ijw7///O/Iub7dZ4CP9wVd+ZNB7pnhK1//a9XIfU/FvY87J2dP3l52vEQbGieZ9fgng5wMljodXNaG5HFFXwN0JHXZSB4mSj6KTiD2ahm+2CAXg9P05Gz60uBUXQ9iAuujDq9BriK9eK5THJhLCcjNNsTt5+e5+6B2x/WAXHUUL2MZRSXjdpKTSzsl1IN5/vau2K0GchcyY6wD1nbGynhjIMjJHVQnkutP3DicPHmLelF+anhEj431OYHXVUVwlxy9HRDIXRY9uamcHJQkKkuRVXosCqiYbQegELkl62kxie5nR3IWgbgnY8QgvFcOEIY4bFCBhUGRCLbqqHBIUGS6PktR+aDmzAKyYVjXYZYScPMtRSsaw7PztiLeM6J2z+n5FOWZWqNUBTOJSILaOSjfDPAcmypDbbHG1b0jeSrMa5yyTN1GVs8A3eyXcRp1dQ6ZNgLec4yJaTNiE0cZBW6lSHOPyNyuPPyRPA2PA+oUs6DHrozEVXnFq3IoDh85oWL723WP7lQEd5eL7smfXrx02Y9tdZkhJ6r0jQVCtE9jz1nJCnhQz4U509cGOD04a4AcuTgcgjlFyoDc8uqcXuOYOswc1a9vCWTPqCbx+8Ozz/54ePP1F911hvVdIMKumrk58osGijhnyd0kYk4f0RkHoJbIoFcqMMsk+P2iLJ27Yo8AIYi0XEjIJgrY7ej5UsRM/i65RRf/l9TeDiXKXvfmjNPl6d+cYfWjhHvN9G9CxY7GtLfdtaSvBePMtSRSI0e2q7IY19xxqw2OqVj0DgbUACGDeP7d+Xrb+zH0wWGeVNbREaQrU+fjaDDfbf52PUmgirVp+UbhOvuQEWR0hKJRgMfeQOMCcrkui5mIuL0nx0WvqHh8MwG1mYjNuF556+zl9kUKzDjhTeVz3fy8qMqIS/T+oBstxtV7Msixzjz0PR3JCE+UKimQg0m6/8MPDr/121+0A/e+AjlvoveI5J59LiD3mA7QE0/8aAS5GPskdA2SLTgB5PTv/ZFc6L/2iNjcUJUNcLvK+QByVwxyMnp6SgY9pknxBHIZqTNFcjPWZ7RhAFg3gR49DDxUA9oEgG2/gnLxjjjj/F63WxqHcDbqcO/LIDTIJQKISKJr6Rrkut/lnDx+q+8K4Fo1yL9ZF+i1npAch4P9lq4ZgCRR3JFjJxQhfHh44IGHlYv7hLqZfEw1aJf0EF314tuaAEAN25peR9OE1S0cmvKKorhF0Qw80o+Sw+6WsnqN8mSZtoz5LsEH14F60uqzGnzqlEZsiHNz7srv309dk6NRF7jy/PjvqDh1T/fUgePqRf2disj12Nk9o8hQ08QvviGwu6ADrqbC6oBCumJP/TAvX1mXcUK80tOyk0Rvb7VBrqO5PvQUipNzYn+knnBmjhjRKg0/zSBgqWaMidc6zlqKzAN4fl4bfH4fY1dRNR61C6kFqCrDWF45onwa9OYB1Sje4yL8G0+eEjAd1z6h04xgXj9npNGu7geOxxXRlXwfMRDTHtgXnvfmNxfqi/ezrFowR3Oi7DLZG4CRwlKCHjnVihgXRVdfJ1XtdQazy5c3pLh8bjj93FP6/IRauL3mtmsHiAAFkqzrnkQ1PXGbxcDwY7wzESFdjoCsaXhq1ip1sMnHuWEXIIdy2v8OVWnvyEBXLf4AOa3lBiDH87PGLgOpPqAG9zixHmhaTagNkJyTGsCMdL7ziJ1XM8hASVRkZ4VjRXPQk1fUGo3vsaQGJ19rnXgDiv5tf80Hvu4zwMN11B84wuO+RPRmJ4QSAWhKK8Jl/9y4OxHtValbryIkQYCF+rPq+xDR0P0pPT/J16WG0B1huFLnvgO4AbkA25jhKPHLWOtm529KExgobds6vx+Qw9qw7y30q8ucgI6OLTRc1rmA2fFgZQQ6tdY0Spd6mqbgLiHQhlumUbjKYx544KHhC7/7JTWaOOXd41O1L5qo9exlLbZl/3dryf+51ZV1hP1qZeLztW4mxpkDB1357PPPDF/9xpfVMeMxJbif8A3BUzbFglfjvFTciAhOrgU5hCfXgBw3XF4QIAfAXSZR7EhOhxCQ06rBf6fXXRkuPNrqZt7jUozNZYz6c0AutGWXH2SdQ0UGuMYtnxPg6+4NxgEIVTnKdGdcehfRUhNU3Tda2RT6MkaqW3qlQBQngDwXSe507abLA+/dEWPlHO1N63k7F+iBoi5JkKhBQpOjx64ffuEXPjP8yq/+plR6J2UUjqjA+qo6mmwL6M6q8/+6DFUMKdHbvIQoRHLQkrw274PA2yG3308b7mn7NRWSSelEmJUXrOMHqHkwLPPVyi+K/ccgVPtSGwkZTCstRVuKuiSi09wKlw9s754TyL0pA6xyAk02iMqSN5bILyN9ZEzchaUFJ9BTUyQ3G9HxftxcmFyuHYbkDLt43hSYH3FyuiN9DMo1IFeRdMb5pBu9wY7rU8TBcwP4lAUMooPnF9YEqEdEG58Y7r7nIyoNuE3vZdHlG5sbRLuKRK6itqSYXp68gO6qPg9yQijloHdoq0d9Vyon6T6yrq+ifylTDQBXgdTctt7WjgBOApQjy8Pttx8SuB6s0g9KDS45J8e4o5deenZ4TlHd9rZoY/VGZIKZp5hZaZiONT7L2oPuZrPO7yFSUWQP2BfYOvdZFGRXa2XaNFuJ9lsBuzk65bg2ECOutdbzMvF6nRlx5TR04XmftW7512OzuiGBLT7PX+fStWczeTUUT3vQq/09y/ihJROJsHc8VbwoybQdzH4vCYw/+z8X9Fc+3L+Scz+VPWXvOI1DesXF6wxQ5euMkkJtCsjt6TEnh2LBDaSZaScBUUWjLiwf+1NGpBeQy9lp5fiEFyzAJIzqDjXpzqMfEXXFcI0Ck1RadglWxnfRSSllW4z9QYSi9+didqV/ADmYCNrJyR5nzBO2LRR2hkijbMUO44isyMF+ePj93/+j4Y7bA3KxqzM25B2gNnNF14DhP6u6ctaX7bfXQJeGuBPIPad6nK/9zVeGHyofR2G4u3LoAHYH9C7MbbpyP8ilm3fUlZHKOyfHZnMkpw0jkNsV2O0hPun5chh2d+SvHJA2CsXKoaBoCtredvHxdRgsm7UHBmNSJQdNR3A7fAPKwM/cGJ+mMuQc3tj/ivwMdgFIbugogKj8ULfPcXRRVNc4KqRoNnY0QLMknontto0rTzRQkWlo0FBGADkgi9iD4atEgYy/OXnjbcNnPv1rw+d/8/cVHcyp7kyd57ek5BOGvPk6g0slYRYdeUUCCOhJTwWfR+0XHnlkoozlTdHk8M5+cN1dQsEll22IX6DFyRBQThnni1UpWo8tr18moiPHQDQHbQmVNqhuDhCjEHxXQHdp/W1RmGe1DqqZEwjOS4hC/m5uYV2fqa9LATOOxHYPGAVc/b2p/rBnsYVVyOuzP9gredDuLAxClxT09YS+Yh+FFu38KmtBfghjFyERDlzKE4g2qE9EqbpXIBdq8pTom3tFMV4nWb9yb+cFGhp1NGiS8oKAkAG2rptTRIcTsngAJaZyrHJA0hybgm6k/hi2mOGm3Vd0DdBru+oZSr5zYfGyqGvtiaPL6iqjNmonRE/rvgPyR49SqrMravTt4UWB3BNPPKb6yNe1X87JwEFdhs5L70aK8aWW1X6jNnBTfS95eRiUCDvYj9R9aQ86QiO6Ja6SAWRgKcChx1ZJ7ukvyYiMbSIclhaQ02tdYuQP12TGZGancU6tPqxGERaAlAgEUHFpypRvi7gE8NJng5zeV4MfAOdi8gBd56AMcigZS7qPbTAgEY+6TIAojHsc+jaBXbUfqxl+3WCZn/fAZI8EckNpOpW4AZlBDr+FCQkHRLUuiWo2yGl9XX9HUAC0mrKMg9B2JsFQIrARNHgvUOPFmIRlKDBmazl9UNdaIDaBXOr6ADmPN0OURf6Rzy4d4P9DV87JXuAAd9u8BjvOWtSZ1anK67E8PPigphD84Z+qc9Jdevl3ah8cDf+E0G42f/fTA3Knnxm+/jdfnQE59i/dNHIQnETGA8YLnYniQlf+BJAjSsEjQngisNvT12xcphFws0xV0vTUPf7IyVXBbKkrucHdiWSs+ckeqc2TAzWWDjTomae4xqXwdskJzE3Kb4y1ebUJAYwxJ1dzwEaQszgiVI4jOifE9XwYSQHVPIolBmoSyengc2i4rj7YLQKwaEavh2x/m1yYAPIm1aQ88MAnhp/7xC8pH/evJSzZGF568bzoSDVXluBkQ/m4rU1tVPkmgBygitrvqhMMySuMSWifLC/MjMXZ/6XHmuhQOFIvGtvRTAlxRlwsGqSfiad0FO1EOn/LdcqAC+yGOeq8FM1JkEIfy62t83pc0Hpe0OvIwC5I7q66uvkDgBx1TgE0T0M2zZXIDgfMBdJEbwa3zt+FhkqeMdE/INeA3ZF5Cs9ZggK5Eeigtwr8od5wRqCjdA8PKBdBfibXzT2j7umopPzXD/fd9zH3CN1TxHZpfU+y/nOKprh2ORiKpintkA7ee+CK9PTkRJdVRrCwsKKv5TTp2jzktGjSjiLS25JhrHEQrfyECtZ6rh1cGA4J5JYUAS8upeUCncFuvYU6Ss0IVOkAwHbx0hkrL59//ilHcYAcKS9oy/WL57QP1SJM62BRioAUKTtz/ixz0Nll0ggt/rInKZXQetABpsQVKB83mT4gA76IMEr727VzRN1aK0Bui3uUg5iz6TPG8mpHuiVgPTrazl0woFkZ6cgl5SS+GeTiUYJSV1ugV72oI5qAIalozM4NTpfWsoetGqQ5ozSApvDbnVqqbyYgyYmh69AIchGh8T7Yi3544G/y7QZM9ruEQHNLcrJWBAYAHc4JDqtVm1pLbIPpSq49kVxHb439LeWPIdJjSkPaXvgoFo85o4kam0Qn057aYubAIehZ9LUoqnMfSoq8RVOSPtFeBOCg3yzqsvOIgC0RHSxSGQrDbzc7AOT+5I//TFT53T9bIPeNb35tP8g5h1QgV2N5AIeO4kxh/CMgx4ZlnlwDnRsxuk4uwhMDHDeFWhZAzvOkQnsGkip/4nzYlEcIyMUrM19dUcuoFiu10j6z3pHcNc5msGA04b7ppiVLWNLTda24LIBryi9US+CSaCxqRqhEokHyCaHXQqFhxJJYxtsEF7fwFkUbUFx89z0fHn75l39FNSoPuWzgZeXhXjh9RkZKkcAORdyKMJTr2VGOB2Aj50a+h7EtFOOkbVhFpB1JvyfEhUYF4Nn4AbqiVaqsosHOa9uI14Dn9I1OY0dzEpMAckwVpwgcZeVlgdrO7iVFMBf1OCcwOac1uChjdFHXK1AU1WnFH1ECQ0cNbol0u4uMZ7IxqNYTAlqwk/eZfGKArkVEpp9GGhqg60gu9WGxw7kX0G5QMahQ7SRoLxI0AHpLKhFYWzvmSQ/Hj9+iGsX7hxtuuEOR9SU91lX4ztgbIr+DjuCuCtRooE3pB7WFeL/QzxSOXyEXAoBDffl6M+6K92qxlfd90WWm1jLTb1kqWOrlrmjk0RVFyghR1g7Nq2QhzbEpKnYJgRSsb6hg/LRq6ZZlhGV33WEEUL147kwNV9X98ABbaiF54IyQhCXCwcnCo+csYfgodga0dLphXQUgkc5rXVTDCchRGA/IbessQ1ciPmml4DjL0d6IHmOE1XQy+6kODoegozkoUPJwTg4zg7JmT7Ivoesc9eSBkbfdKIGZ62sRfjiUZWcG5LgOVOTMaDMjoEfUmKXqdveaCNDSPIIJ8ThdcbzsbCGiIYpDcMUYQd0HqEqGSDfA4fzD8NAZZiwJMDc942T6mvP+vQ+9NRvUcJRjmCz1r9/FaY11qRIMgxuqyABdIjlsaGoMl+mH60kJATk6wbmIEaWwltVnrPLtDXKhcYsF4pV00x988OHhT/7kPw2nTr0PQY4FM1FyDV35/Olnh69/62suH6D7CRuVTgHJi0Xl5MJZbSDCcYfm5PV0Ux3Mvwdd6ckDABTRiqI4AA7vzD3htLDxQBIqEzl6s1VNi3cBFEiB2/6IDgNbIIcBrihsqv2Z6t/22Xn+xKiW7zZ90aBV2y/GaAbkWqxQmcmAYj3aaBLFeSYXh4VNY1UqzmzyY3m9PFrAwhBTNuDqGkXfj6g25QuK6O6W8Ts2vPrKeXno51QuICDbIjI4omdYsoJyTyCX8Tko+ei5CMhOBj4no7Rm7xHMtXCHaClCCGTOieTaCJvnh8YqmqcQ3Wqx6O3YDQAQtCV0HCAnA0peyfk6iSikACSq29x8W4ZHisu58472+Fl772PJgNc8gNdetGX3iClKfp2Zb7EUOBQBiVJakp8gagBE/ODiUxtnm9t0me6VwU2fV1weINGOnAXuB+t78NB1zr1BUd58I71CTwqUDg0vnn5TACfwlrOxp4G08wI5xD/bojaJBHl0TpS6RnIcODFJ+FcNoKfI5/1DbfPe46TZwhlokMPB2C+p/GJ3l16hG6IuNZ1d9XPCGVOZR1RacOjQgt4bhnlLYKbC9GPzmvs3p2YB68P5s1K8qgD9kqK58+eUw1PXlFdepLcofUwT0SFUCcASVAEIcrpUYJ5hpjrZJbLwsFRFNQdEDzMNfU/nlXZmm4CB81BRWnae2+ew82PJK/jfndnx9ZuGLJArgAOcnU8E4HTuFwA3olCfIHJNOfYYd2Tv3P+uf2PQalSfAjmPtokQBpDbEnCzr7yPDJLJRdu5dt3lFMmlwUOYhEx7r36T7HkV4vuh15oToCaPmYjN3WG4+Vy3qd+yNXXu7Sj2OXKy21sze4E6tuon6XrPAmIzM+WApzNU6MimLLGfHsJc0Ryfnf4BvNnjmBeZB12lXyNOJOwJzgzKcM59lOMZLMtLz8kWKZL7058hkMMDwAv8m299fXj8R+TkngjIdSRHPoMbXXRljiD93+K5RGJM3Q8FrZ2T60QoYKaFkwFBpcQsuTkZZjYtIGf+2MaIv02j06l2LZFcJLQzEZ0pn36Uy9NINkZ0E13ZB6uBrSk8nr0l1t1aqkEuwpOo0TC4nZPMYU2+L/O3AITkGdwd39uvUNS0SDZpum1McMtGQ41GDdXy0sHhFk0WePihTw6f/defU5HxSbfrellCk5dfPKsNqYngVxCXyLppgCHRG4XeVk9q48LujK/J9eu/EbSviVrHZTIGBv1mC7J7HVxb5BKLUDoGFZ/RHNT8KSDeIMdpAuCYJE6UpiGsKhsgv3RZ7Yy21R0FkNu5rMj0qj5LdbmrKC9Fw5V7tUFpgMODhlpJXRltuFK8zu8GkNkTzv9W26YR6KpP4bUgxzVZ4Sgvl4j7Csl45iAvHdK9VEG9ywS4j+TAbpXg4171obxxOHTwBgGIhtWKnnzrTYGGygTmF6RunV/Vc616SvuGHA0S9ktqwuz8nvY2TZnJ8aU0I1L3tC7jWuI8uAxC+6i7kmD1IjfH/qeRNOuHIAWQowvKFQl96IRy483XKz+nCRbaFulrqULmZd7HjkQ/6qyi9AAKfYDs/Plzw9tvvj68/upLw8YlUcjb6wZAmkBbpJO5KzLUNCCWY0K7MH19VWrPq1JuegoBPTJhWBw1af10jVvQXtoPwnkrLz1up5wklwmw98sh8abxceXc5VxPIpKUHGAj3J5LD9geB2bYCh5l3B3V6DWQvZs1gZr2eyqQow5T12SQ057a1vVvM6KIIm7tKXc2Kec6IFeRnDleop2i9Mr5SysuvWda08npmNPDI9biyxZW0QaNB2KdRLCzXU0SsYWWHaM37xP+rV+n9Rb/uZlyntQWzHn+ONQph4jNdB5Svwc9uYJq1aAW0HaEi8PLqsH4yFZQ+E2EmDrUAjr2oju5hCb2XD3rC4bhox99yJHcnY7k4qDPfvxU5+R4o9dGcng0p194bvjW337DkdxTTz9hZwSDMI3ocDp1lMhCU8LR9/wjQM+8OxucmwBw1c1wH/GiLMnFqWGGBe4Tt5zfHz2y+pp3+m50ZYp6p/q9a0UVoQ5nQK6M+WypQUNjBAmzcmpWiM1QtFkLT7jzHC53pigVqUE5Ba6ZN6dtN2qC2ZDTe+hZbj4Rej+mQ6CUdq6KEjsxPCiAe/ihXxgeevAX9SxrEphsD6dPvzW8+MLbUt4ddwH4ttp1kYM7IIPMxiOKsypKh93YU16hZchsXL5h2rbAaWaXWhTUFKQ3RXKfTRV2sX0LO/IrHNQ4BtCAMVQ4P0QmUUsCcuTa5lUTtyTDS89Kvk9D561NlRaoG8rW7hvKJYlG09TxFPsm+c29To1VKKJEchI0NMi5oDaRTjqmOHlhUPdE6jGiS5/CUJdcPPsF0M0UhgVoRYtBtIZazz0mH4uDOnBgTVERFOUJjyq6T8XeV69SIjCvfNdrysMJoFXgTf5tWWpLisOJrLfU3uvSBjPn1PtPwIZHn1wsuVlFYjMq2wY5ADmSemhmCsbLmSJqcWMAKTc319W/8pzBh/6HlBNQRoDgZFHRxB133qwicTraDIrwlgV4q1pTORMb5x1lr64sDLffet1wcG1J39sWqKlzinJ4UJuvvvLi8PZbb7j5Mw2hAVMPvJb7uqUyhR1FcwCdh3xq3Q0U3BfOnZaUiJVojhyUQY4zhtPXIohyeDEkYQkSuWYPTUKTBK9dqF5yfedhlSNGyX2kAAAgAElEQVRkdR29YCuSg+sRXi5nYU5fsT7uFclCuKUOQUt0ldCU29o/TDRnLiADfE1zkwst1XPUzxmRA4B2aVBo/Jwjsz9UT4hCJpIjZdO1fS37j06kBCcFTGGY2IKcSSLUUk0W6OFbzGtBAaG0Ug7IOYJz1LpfWNeTTHqIK5HbQWT/rIPeZM+r5Fl4NkQnRHGwTDyr2775nJN6CcPgEVEFcnwfoKOE4I/GnNw7qaCfapDzgmNO5A3jKWMwWKAXXnzWIPcjFYI/84wS2BXJtcQYePfN1F1Ji5/ZSC7fa6pwBDnEAdqYi7il1GaQi2NgKkDnm5sKjJ5Y0EqzBhG/0/L6ZmXJoS+jluuf+wiV0U6wEUKrI6nsuYBfjlt+J/O8SuGFJ2ZvJsA3gqk3eq7PHVnG1mNNjQXcgyaJ4rqapb1X+G8EJq3v2LKaUA2PRZPddNMdwy/+4mdVgPnx4Y7b7tPGWxK9tCPRCYKCMzLKB/V8a877yPd3X0tAjgjBykc3x+N6AIqsmf89XmlOWke0XRTbP3Z9EHuCTV/9IzvS2Fcwn83jD/sNdhACctS8AWam2VCfYW8obEZO7YhElNvlizpQ52UIRMFuCOQ2EKYoalB3afJuGCBm2RncLDRBKFB1UnAHjJUxmKasxRF23XNADQm0R56UZ54p7OS+iL5LyYjHK5p3UZEYdW9XmdRANZGiueuuu1l5t1vUyuh2TQ84qQjuhDvLcC8AOPJxC1JMLih6I/8G2M3ruahLJCLHoWAtI4LJfvAeg3rjHNBBRkZlW9Rf100uk5PT++ReuiZT185eAowB+y3GG/l0SeqNdF0eItPaF5R7O3xYHSrWUJmSz2bNmYaw7gfpKUDuumOrikYF3muqrdRz7EissqkWYRsCwgvnz8iZelsNv18x2G3r73aV/7ss6nlXOcAtjfghGcHsbue2UCniYHBl5C91Ta6hI9dsmjA1dJ0bHunKiv5H1oQcXIFdat8AuapJqxo1ojmCpSVqOR299OcwROl1223dqnsKtbVEV7rX1lZi47R/dj11m4g4DQhS75kJ5mMf1AJlHLfk4iJSSbomwYwDGjlu+ESJFAvUyo4U77Sfpiy7FJAj12gyIueIaE0AR/TmziQzkZz5IKua+8hNZ5j3D11LNArIrUBPkosncKifUSBuhaVYCwCUjkDOy5VtxGcH4HC0PT7MgDc9PqJeuX/4RxKeoK6sVEuZzfqUGr/3+vhfpq6M+W2Q083EQzbIzQvkEsk98eSPNOn5WcuZXSfHpnOyNn/Xm518HGqi9K3MJAIumudvkPONIBlKngpqQgtJZ+855Sjg7vh3K42cDGbjlpHCIATAEjFMINfig4mynB050QfJQgqAt+hLy2R5YNALiKbnLaDDI9XmxquejXL8nDAQXAuTu00xheKwqMRKwwI4L0JALkiQScsYsU3amlWieVN998hpHDly3XCXpnj/b5/53HD3XR+RMbpONNO86KXLw2uvnhteV16OVl70qESOTssdIgYADcMKUHpQ6wiw+bKv25RQX/s1nwNWk5pybGWmNfCNrN/n9xxl24DVOjoSTCTnom5ADvJfnv+qmu4uyfBOUR5gFEHK/IEtgeCWSws2Ns4OFy6q1OCSGhdrXh3U2cY6Rpq1YahpfGMPd5Xh2lWEEeqOKK66alTUlCa8yaukAXXN6nOEl/FB2BVEIV5DUcRWREpByeiiQ8rB3XnnB/S4Rwf7Hr3GosHt7TclNNGDInwKvlclRllQxEcTbJFpAi4Gnwo+FFWT2+RxUNMFUHwizc8MPSLaRJoo27ZUL8rWYCsS+fH9rgPcVK0IjtjqqsCUyEK/52s1bYmKVb0tRVmyHlvK08Eerh1U3k+R16YADDEPVPGyFIBQmLp05ekODafuoLcmQiU109bPVqUO3BFliTrzqScfH54//dTwpgrLN6SGnRPNvKt13hKdbNrSWXf95/qvKAe5Kj86guO8AnbsDyKQNoV95rA7RYsRTXSNHrSk+4g6Z8ln7SOXDohI1pMsEtXq/rv9n/NR7IVJwEL0xrBVJPzYDs+41Bsgpwi4YaNcRqAaQqc89LWfbwbk3APVbAzUP3lZAT1nYOYjLbqU01JEbbGi3psfDYJ2qhM9tvF3VDejJyCKgzIkTdNOMLVsnsjCZ76rr1PjlrQDHx0p9ttxHhpbZGU6/SerR6d+3zaXNam+lGOHmaqbja40D/YijFKiupTyeLSWnLb77/+YSwjuuFMg1yUEPwHUrgW8nzqQw9t1JPftgBzdT+D3AbmE2OkqYLEKwGY1VQAuEV0edvL1ix0yB+R0uNmUdh0AOaYQRCZs0HNIziMgZ2M11sn1bZ3ArkdtdI/BnqbcebsGOSeLTaslegvAlUEn4ulozwA6C3JIqolIrvnYB3Ko+aqhdIGcQWBUtGQ3ZEMBcom6mM5t1ka/t0k5RZUNMNbi01JVnrzhlIz8vDxs5sKJYlF7KErtzp3dVB5Fxk0U2ZIaLuPBOh1vX2GqZ5tMS+1jvRZg79uC91vUTkCg1wBHOuvbCkv/PmuF0XDJRO6tn6NpZTsLieT6UU3x9D6h1bhuItco9yJMUbeWBT0WU1eHanBd4Lau3NBF0XIXLpwdzuuxxaBQz+ziuRXtOgrDBc6g0AY5q94K5FpoEjagRhfRaADjRyRnKRuOCD9TAS+DaDUtAAXl8eM3etL6TTfdqa9PqhfoEeW0tlULd94z+9bVM5RpAgAfAEdCBoqSmjjG7LCXPG+uZOqrGpdENxYUKHa09MoZqQSYJSdH5Mq6MSS0HTqcFWrpeD6PE6qyGsASVSTrOKd1WFGijThifV31h3Iqlkm8QSsiEKOUQyAHoB08uDwcUxR3+PCKvoauQkyhNmAKkVaUVzp2TOCuMoUXJUZ5TsKzHz/56PDGWy/pORGTKI+qIv5NgeKG/mZegDmnh4V/NvABND7vab390DW6aXGBnD8DSnYA2WfJ/ZgaK2EX3UXGYaeVi7O6Uj9f1B5cxukl8gLknALh+eJY+o7SzIA5eAVyfm90YzLAJe501Z8bJHPPGBdVohOc1AK7bs7Ae9yGWZhNoAM05RuTe+RhgDOIBdz6s09KsUgB1aL4nX+MrUveLfm3BjntUn+dyM7N+AJydrCT32tdQgtQHMk5okNlGkGK7S37BnWlv4a1oOZ4skXtEGdcGE5yPidFkI5J93/4o8OX/uCPhzvuOPWzAXIYPEZ5BOQeN8ihuMIb7SarTm0Q6ZTYxEMHS1VJc1a4+aYBnRxtj6IoS6hJNq5H7bh/WoGcQ/dsjLF2qECuO5EYMExL8Sj6oLyyKWdYuTWoA+iPksRPkQeRSEVcFfV0lOhxOmXofbMZr1FGvT2SBgkiOQ7VOC3BXmXyiSmqrAGsvFNfVkDOdKVAjggM4IO6ZOr3PYriPnL/Q6IrPy3v+sTw0gsXlSvZVuSgHIkKjHm8/prUcQK6VdVsLSoKsYBar4v3GaBLvvDaj47MDPbtQJiigVILdQHAuQNCqSt5DoOhO3FoLInraQDnHGRHr3W9HO50w+FBFEfUuOfm3vS4xBDnZxhgt/EVzaUoRg9GxSwoYmDa+IYKlM+efVuPt4Yz597Uvy+qbIJoDgNIM+PQnh7YauFJpODpgGJTY4OQLhZxZJqyNMg5GtJ6W8GrnJwoRgromfsGLXnb7WrTpeGQxzWr74BoTBpdv/XWheHV19SDc0ve/S7TvlFKqlyAYm9ZOdqnoc5keru3tgENL17XL4DjdWOGsyY9SaEdKurUAPKmyzA8UTynVhCf0FPjRVt2bpL0Kmd1mRZSWoNLl1R/SLG31vqAnAoK9C+TRxPQAWxHjx4U/ao6PwEeIp/LoiOvEMlp7VdEZd5x+/XDTTcfVRedsyoqPz18++++Ojz3whMGtx05IDtSv66r/OPS5gXVhWntFJ2PA1JxcrSeANtVPa7wb8DMeeh2XEN0Od/qvUa0BsilXovI4QrUoNYhxetsZu0jWB4tAGmOFbofAXJlxD3nDVrU0STegO4BUn6ieArcK5ILxRrBiKlFcsiGJUAukZydvZpWYBEZQKLXJYfq7iszHx25qdlQxgo552d6y+fCEdzMv80S4Th2/tE0ZcdvMwBX4LYIZWmQCwgCev7g+Uut6QbYXhtKINLcvilLupawRkR3qC3pD+pWahbnAHJFn+eO2FNJqib9LE1dWnBDRLc3fOhDDwy//6U/lPjq1M8OyKGu/Kbq5J58SnSlWnwRwtNqaOwnV5ShQY6iR0DOyspEcaYrs72jAKoozh4GBogbA7hZXcmQMjZ0KEysxBjJ2bhWvVwJPEag4RUqZHaROlGGqauu5QuF2RwzJ2s2imvarsP1BrZxyq7eR8L2NIVukO2vXddE4TEgZy8wdKWVoURy5cV2Sx53gKguJC1Pz2bDUNLLcU31KD+vYagfl+f0gDaYZsX98A1FbvKkVYM1SKKOTJ0oblOdNSgwppUXCj7EJo4A/hGQG+vfyvjzXnFg/lGQs6gGmXhq11oBObZCgyez4UpkhYccsE/9GjbPyktHWg1y1R1F6kvyRUwngOZEzXfxonJE6rJ/VjkixsrQLYbv7ypHl0bDvI/QmLymQc6RHApPADjGpvO6KS2InDoRLG3TVkVLHtbhXzWYLS+rqFqR3I3KiR6/7kaB80ED2Pq65PIaV8RAVGhilK3pA8p6Q8NiEPk30+LTfxRj5obAAI4NqIyIRTXlvrMcfFn7yhQdubpyGFIXGiMbJW5FBziQLuCN1N80G91DtMaYVmraNrVWizL0zH/codxAVOMxTy5YU1QKDQc7cVH7FDaAEoMV/XxNvy9aVCKKeTkP5y+8NXzr778yPPHUY8ObGtS6uatepBIQbaiF2Lp6Yy5IcHEAVSERlLugkH8jgiuQq2jDFDfHFLqtIzob6xI3dCkFzhPiK6hBAX4rLel0QukA9sAgp+uFklsmOodJYP24dqhDgAXH1YXmSPp5f4k0UVamvRaRkB4FfqxZhD21T71Xs2/b0SDKbKFMG5wR5PScuwa42UguaDSmV4pdaAe8fjklAvWfIzc9ADY+L8IKkHM3dRn60uyZXydtFN382k4ANYNpZ+YSAjlaLgjXGq242XI113D3HgRVSpKPkVycbBapYovKx5Gfi+CrQe6LvwfI3fmzA3LPn35GIPdV05XUzEFVMqU64+QxsAGTKZKr8gEnoyGm2MdBoDExiqGshCijdQxoWsQ5IqWK5kyFYghGAzWBnAt9xxoivMRyFit0TxeMCBDSyb6k5U5kJ3c3O68t3nRtZr/fUAlNeWXmVno2jtFZR2lEQkUfZeBjcnKJbKp4vaKdKJhSe2IMp2hW+TMoSkdhrtFSrdPBo8On/tVnJdf9ueEWiR3On78yPPr9l01X7sm4MjuOxyCFH3QZFBlF4AhP3LNR6rKOxmaczvHLjn47wg51FKoywogE0XYKWLuKCJva7SnREbJMhxhvHcqUj7ETjmmgBnvuU/IuWPZ4tW4bYCqNdl4rigqYaReaTdSsxsRsbIq2vHTOkR3Kwm3ljMgbBRCkktuhXkxqywK5LtK3J+3oPQYsEVuEKNSpuReqvl6T+OLQoSMCt4NaO9G+yscRGR85eoOH0yImoRxg/RKF0txTVKwCOD3YsnQyoRsgJQgoNIkfMTzduPsAc/p0Xd5iGCbqsgBhDKDfXxoDsGe8njaGYSaI6Fqs4nXV0qUomRIKBBMUfqdfq8s6FC2jztzRelyQg0BEwkSDKwK9K1pPojgKyaF5yYdCUzLC57jA7Yj6YR6WGnNPYgymQhwRbUlZwqM//Lvhhz/+h+GpZx+XWvScRujB0KiNnERDc3T6EDCgXnR9mJVFPKAt5ayYkYwYobvgmyHGvLJ9TFXKhhC9QYmRC1Lue1s5SDoD2SH16ajoT89mutK5J8QV5JlCl5uq1NbxEFdsAnuZ9wQFX3Rlg5s/V/CSYIZG1HoemASXHpRzWvesbULOTn2T+8H91D8BuGQoS7TW18jv1D0d9QOzURwAZ5CLhhKQ68csyI35udYN6Hk9sNYimoygYnNkHpxsAQ4AUzmqNo42iZQUGPRsr6DmmTmZRRhVkQ1y3qezkRyvkUjui1/8mQE5mgXPCdieHr5RIHcakFNX9ICcbmcBiZt6Er3pwUwlR3AYcm+CbAgOuAdbdh2KQY5Q3ZxOWvXYYiRHZ/6dr9nkTalVr0ciSVRmk9FNlBj5O4Y5Nz1jMOLd9wYjUrJ3WBRlG3hTHXw0zVA5uY7qEgUmkouCq8oFCuSsrKwoLuqseuj3ehxHPHGSua3WpLOJcjuScXOMka8jVkB08iv/9vOK5B7RdR4XbbQ9PPXEq54bx9BNaDJAjlzconJBuxI7kBhG5OCIeYwgi9rIlY0fXRcWGmYWpLIAoVjrLAN25SQ0dWl6sjpyeM05cDU53CAH5WFONtFKq1d7nMiscCgiFOWgJHhYlSLQ+Tt8ccDPAAhYpKaOnNymAA+gQ0yBMwPIWV1ZkWNHmKaV9D67k0hPp3A+C8rGY3kAuir41fteVSeSNRWA07qLYhb6VGYQaqjgywI6vg+YubmyFJisO+Ubqyv0o0xvSxfQjnSVOo14Th+RXqhqgxN7m8Lkcp54XzgoBj0oIkBM+zYipmIG7CyIKhbIMTPNe1D/JlfE90w3E6XqeVBgbmideA7uKSALnUkROcITnIjAwfZwRMB2UvQlZR7biuyoY6RNGKBHr8zX335hePLpx4Zv/u1Xh7PnXxdFqb/X9Ig9JpDrbxBvIHkkYoIe9GgZKELtjUA5/xdVIEDHh4HOYqsAnDu/yOGzPF9At72haF3XGLtR+XycMT0bApElgE7XCtC5PyMgB4lQkZyb1UCNV4Ayglv1jqwCOyOnmVTnmvVJa2PGlRe18zyV1MSp62OUcNQg56xmlORE7yZAx2iVyB3qD6etUicW2PBcEZMwEaAE/TUjpGT++m7TlYCcwbAiYd4GrBndZpxnLLrSkVylhIjeDHLa70RxE8ix/4nkZkDOdjr3Js5hVJahK1vhe1Xz5B4Yfk8Nmn/q6cqYsv0fCYG5OVFXEofR/eA5qato0ExOjkhuUcns1TUd+tqgl5kmAI+uRaYJaeZHobbEU6oZU/VSieRSmNiRXKI4HRhEHbT2quTyVTq945mw/0YgydidFeW/ALrugNLzoWy0S/QwApwNCiDHjctN4+t9ykKSuSXzbv49EQBUCgarCiNRxBWt1NPDx88ctpkozrJ1jBKdYAy2yenREy4gl+ffppuG8jh0+sIZW1077InSv/Yr/7vG6Xxcf7Oi+qX14eknX1JEh6FnuOiawO3QcFi1WyuSuBNlkAva2kQRxWGKQxHl46R69BYukOa9jtFrRWNdY4hhcZ6n0im2R16PrB3rQU6IRxsBpiYQnNDZBd/bohR7vQHNSVU1gWpKPtKqCZEEEQfqwPS9DBWZSI+8Hq+vmiYpLIncyNl1rZxzW36/ySdEGUZnmkTwAMcI/MAVjpYAzlGS31se0MRMTE9LL4bNJkJeYCI7/SehiqhbUosu3jZOBRgCU7Esqpjv020eMOs8DEYQgCP/heFoR4foGHIrIEceNj03I76odmZa79FZasUuRpz8sECw997mJmshCXzlkfgbrptoLtHeZUWrKhjX+iJQcZRs1Ss08a6i2KXh+usP670oD6oaxWVRlatrC6JqRWuqXdjlvYvDs6d/NPz3v/qvw6uvv6Bcm6JuRXMKeAVw2Ao9F88LJWuxR9GVxjHuN+EcqYkYHgMcn1kr9hRngntGr1BmtJmuVG6S0VvcjdqzsR909EEdmgkKMDruUKJ76ojNdc7JtZmW5OxCixdFWVmBRJ6cjdnPRH1odZKmGiPvgHShVp2VvhA7Lfox/iU2z9hVQMGTjE2WnU/NmUhNHNRioG0JxWMmvCWK43r5D3VkqS6Tk/MxiCOuT9QnUufnXpzYpo56K5jo/r+My8Fe8nDNKB1hqCUE1cecXANc9qjz9mWvTFUa8PZkkz7qKQTvC5C7BuOC4N6UgJwWrkDuGYHcV//my8OPnvihxu48ZZBb0YFx5MRN9diJ9HTb1mK4IWvdeGgLOPrQg1W8ORvJYU3J61RrL56rZzUxrwmrYEUmFBM0nGeFZZAkj+68YUm1Q4+iP1rUUB4Oxs4eMjcOpRY7sSkHo3sUS6GG8OCTyCU6sWFH+eWcCEXHbP6oPbuXJnmersMiQoAGc8cF/3IMHs+5ofKANP3tWXHJpyE5vygqjOnSt956ynPjPvvZzw333vNRKfjmVBd3Vjm5ZzVh+qIos21RSyeH64/fLJA7otzJQReD06B5UyBHmQOiEAMMHnDJ5iO3b4Oeu98UWdNo6eISn5SjG4+2ygSKzvU16bkol0juLyKTLZVBZBKAAABKzWAbQGu6smxbqLi6H3x2/0HTv0RzTJ7n8EWVuImiUuBWqR5TSnT54HuJYPhZOpbgfHFv6OhB70/KMdzFAvEBRlA/c+d4vSaeLNfCe2/Qc/s1U8bJmZJvI4KLfIXotls9SfQBpUY0xQKhKDSw4VA0I5Br52NZ7Afz4RLdgelREnapyuQQ1P7VL/X3LPX2o3JzOHElBhpFDFYMS1rPPpxxKFz073ugAnAGsEJbVtkB7b7I211RhEzpwEGVG1CoD025SgPoQ4vDyZuODNedUI7u0NXhxVeeGv6///b/DE8/9+Phoor3r2raAUBHWYGSRm71BdDRfR+Qi4ye60lUS8jTxd7VoGbsasJUatOVI9AlmuN7/LGz1QCZ8/LQbcya7Bxy/u2xUHQ20f64gorSTZF1FpiMbqed/2hMAbAR9TXAkULkb6Fa8ZSgPJOvmz6yc9n6lpUU1W7nl/uJvSOC9/1NvW35dwa5zIqstfAtqZIBAI7OOkJWWQ2BHfnF1BA71YFatF7A2gW/UACS59+u+tFIW6b3m6LxOLoAHbPgKEmBljfQSbnrWXnkTkfld96zbVWpXLsROsXhzgXrvQNy75tI7p8CctCVDXKPP/EDgxxdtlckQfbIHG6wPS9FcPIsGbMB0OHNOgZDmVQ5GhtV37xM/PaNYFEb5Dw0dQI5vs/uccEn3oeMKgAHTYkU2xOTTTUBNlOk0PmezsX13LuWKXe+JiA3heh4miPIOZEbkGu6K15Yeji2orLr4QwW1MdVjqe7arRHB1PP822qDsogx141hQGdRo5lUAd7jTuRqOEBiU0efPDnhk9+8lMawnmP6rGuSMp9bnjm6ZfVd1C1YwJCareOSgG4IkHEkorGGeHCYE66pDALCkqWHZuBjAHjzK1Lu7F8BFi6ATDf6Y4OV5hdJqPlQmkiV5Lwdd2OVqtxMOtOpAtlx9QEXhveiluHGqsdg9BqQUwMRYNfoqy4pe3txxhDF0b5uGFaUlGL8MZKQeW3TGHq/W0BchIn8P7YCxzigBwAp4fGFXkqgWud4p57wKpel3uNEYgopRSpM0Wx7IcF0ZKAFgDGe0xOLz0xrS5VpJGatcrB6XcwTryOa/nK40aUxCPf17sv5yl5npaTV+Trdc77asfL414QVXjfzLQ767xmvUFH7459Zg107jUMCOrWtEdjVmHKD7y2qvFC7ANNOb+gvCjCEwHdDTceGa6/YW04dt2igO2t4bHHvzv86KlHhx+LulzfloJTQiFtPzUlxk9E7KH3pmXG6FrhaMcWMUNAzmjgBxGJ9pUNNzdaa0DkbWBLNOeGzDUXjmPqvGOpfy0cspOle6FrslOpNWqByRW9lx0xANt0Z2FKgqOdwNwEbgE5l5E0QBrg9HatvMy65WM2BG3BVKJER+dckv4AVW3vY/9lRa/dYNlAz/fiMumkCOAEbqvq7mygA+As+yd1UffSzJYpAL+QHZwCOtPWurZ+p8UEj8KeOHiAHEEBpTHUgWbWYjQAFbKOFqFuFaCmPbpTkxZgnsLgzLtO7mcqkmMDjCD35A+GZzR1eFG0y7K8PrrkOHHMgWVB8GxJiEO14N1zpDnwdei5sekZSDiuBfbGt8uvZqG6cTU09ao2ugEO4QmGhRuFUcVQMD5FN8nUi7z2EeQqkmshBEosG1g2duXlmm4bQc4J1xmQ47aXdxNPBoVaxCtRIr43yKWDxqzgJFShpcL6ux7p4SirIt3kZ9TFXeB24QJ0E1TboqYN/BuVDfyywO5+Kd1uVONfddXQBPDXXlOt2Ll1gxzCCKTu8yV+SEt4NzjC2uhzwMS44kguIMD7TOQRI5z5a1E88kg7HwCZ0S8UD6dNV6jc5CeYVr12kKQ1IhVycQwRFcgpr7gteo+mxDwHqtF0iKGGK+vRRdlJznPgI67g4Ie1RDzDfQbk+B1yU3TaZ9yLrk4RR0QpqW2iCwq5qzgdiuR0iLmjRJVb2k9QqBA/GI0GGCtCAaO6Zz07jj9sYRBnnmsGHDFHPcfLEbwNrTxgR2OprWKtSf5nqnoiOXvbfNb/wULw4D24NEPvCxrRv1fRbpetOGoT7dmGfWwswHFxhAfI9XPH+DYNVovp57wW53jfGcoa+j6d95PPhCJmHNyCIjlAblFikiXl3a67fnU4rkjuuhsUBRyGCtweHn3874f/9hf/7/DGmVeksLw4LInOXNJ4H8Q1tPlal1DIoAILgzhET2yexDe8lJUjyGnf+WtdD5G/c3OJ4DytictzBAVgVh5dy+vWZ9gD5rbZLqQJd7ft2kU1qv0LyLFHeD8ep8N+s1HBNgXgrL4skOuhz75vNg3+Kg6LkRnFbgumiOISUYWGJmID4Qn3yrb4bfN9/bmng3D93IfkUqEopYceDuosrwjkFsUiWP1r1iFrBeh7QKxeyJ2HWKfae+6j2/uo33MBFnvSQYXVxIydSoAQmwn17kTQaCtiCsOGmTJ3o+bMbgzI8ZP5gY4nX/rSH//s0JUjyH3zy8PjTz5mkCOSW1Yk5xINbqKphhRKA3JEc27pY0tB3UoMjL2XzpgkSFcAACAASURBVMkZ5NjY2jAGOT1mQM6hAF5egZyT8s4BBeSI5PD4iSi6VRJGuukhi6hNLxbIWZQQimjql3dNJFeGDaOWQur9kVzEwVMur6m+Npbd767ranh206NQn9CmlFi4cwBRIgDMAmng5YbqmlRgvHbwuIuPP/2ZXxkeeeRTww0nbtC1HVJXjcvqJ3jJbbzOiK48f57Bomk/dYDBncz44HTTGZYmws6oEw1kt9vPMJjF2+3iVgDIB8Gqw+xv96pzxIoB5lCHovEHX+uTQU5OBufEIOeoLVSpc1gCOf5NkXuPyIlAKLQz68OHz5jXAKOAWAOgC1gl6uLH3D/l+twxRdGXRAHMV4vRSxssDmEirHisPBdUJU4XQAvFiEFJMr2oM9al8nAdNc2CTQuaHAHq/XnPFPWI0wA1lnde+Uatr50nQM4GKnuxS0a8T92pp/aE3ttUVBxD6uvVJ1OOEgokn4sStMDJxjSilI4vYnzrXwCgc5AY4rpnM596InoozpyNiHsAaiYlsA/IOUflOq8xPYePLiqKWxluvvXYcOyEooCDw3D6laeH73z/m8Ppl58eXnnjBWXj5IRoPNKCQU6F6BK7UKNnIRYRiU9+bEVEExFQJILT+umzVxP6lmiuRg9ZUu+opy7GuMF9x9mhwxACOKJ+Cuwp36F1V/Jwu8o1bgvkNkXJbjEKSI5SWnelPo69Z4CDocBbJ0pGmekIrhyIBri4KnoUTVmfp0ndxr0CuQBc+tTmkZIJPKjKsxngsjbk4lZ0fg9KrUtEl3ZbCQS8arqnzlMCdLZfxSwZ6CamJCuUg9q3PlmFAtRywLFRXd7kVTfghpmaZmdyDqMk76kfOTeh4j/yACD3J6qlvEuvVtT8O7db3kvbjn37cPrmP+vQ1Pd4T14gIg9z9crLsAGeJSf3rb8eoCuffv5Jz0talidvkGPzinK7aqMGXcnoCkZxNCS08DdRQKsrzTXPeG9Eb1cRLlAU7ZEaXdgYugwDZpDzIMzk49jkrYxrb9ogxHvCY61N0LLyLglw7qQMVjbG7J0gwqEVUwkCSrwwtQJ7D5ADhO2BxwPzsdALWdpLJElEifrU0aFoFEAdukabfFtCEtpC3Xb7PcM999w/fPrT/3b42IOPmIJEQb2hKeAIT04/p1Eub55XYTR1TSSQoSoVzSJnN8jpQX7P4oi+pvKAMQxQliPIRQzT0V7vBzP7uv/u6WjaLD/pu8m6odCLg8F9iQB2V3uAqeS7okv3JKc3yEkp58helEerKxvk/G9WvihE3jvrccWSuNTptGHpIm8M54LoSrqm2HeSMetegoCCywJoDqz3k1l8OCm0/kqU3TWSDW55nQBf6ioB/Ri07oBDWzv2OXlKF++a2oyzFucgKluup/tl7gM5Gz8BX4mSMtWBouIMhbXwh/+VApV/pLaSfFPPwst9iB4rYhruU+5xnJA2iIhRZjtyTPvcGzKP+sg9zQMquBWXFsLvqUWaHitrc8PR48vDnXedHE7cdHhYPTI/XNo6M7z65gvDE88+Nvzwie8P5y69OVzYOmtV4lWpLNeVQwXRDh1SKYbenKMy1o1rc+0XIBcmB7vBZzpyRISi9XFeThSqc1IzBtGsZ/6jyHtJzvaa2qStHVLZDBGK9kXG6Gjf0V9TbAQDXTclUNpUdJmz6Ao6rzkRnHNxpqQqAOPZATq/Su/BnCHWLjR7nIRuyxUmIjlcaEkiNSrj019yAjk6/lvV644j2ZNLit5WlMMG5MjNuejbdjLnA0+YNBBAlw5DE7PUda65ndfasfqu168EaAAez40TViA62yShhVluYVYgN7FYrAb78IDKmh5WxxO19bpDIPeuk8HHLfauX0y2iWXdt0N/8h/+z/qpt7xuIMITxAf/OMjFEyMiY1ruVoGci2B9BNPVwx4Nm9yqH1rwyBtnd7xLJNeRHX3qkpNDFp2cHADnvJzzczUrrOrRTP1zmNjAeGV4vTZeVSvnRD8GZRYEeJOdo0ouAxDs+pCW0LrmywZlUgrui+T0HugoYKoKkKvXjvRWwG3vkB6Lij506OlVSbTIptnZJvK4OnxUM+MeeeSXPK/pDvVIpAnzWbXwUh95dYkfVEawqTo5FUeL2kTldJXJvh296bAgksBX9MPXmOgsBps1yaFObi4bvzs7+DgTZViFqrZJ1WjaZsUHeEq2W4qvvye/w4MXsaIRhSjXpMMMXQl1GceHa4ghNi1UwohWqbpBLOIO3Qf3eqzyioBNOu9DW+KNsx8BuQiNUi/GQeycGlEggQzCk+RS1Y8SB0ngZ5pY7yuRbDWkHcUvuT/xfnmz+ZqIjX97rI/pyJ6rl1ZozpXZaETxyH3vSNmuAbQ90UrlRbsMJe2qCkztRcepmJ1OEcFJ+ibyXDFwVfTLPua+1t/2UE/nG4u+mmxC7qGdBn1uIxMPnuehWw11fITzyXXuqrPJZdXALUpYcujIgeHWO64bDh1THnJvXcXfV4aVQ6Qxfjw89qPvDi+/8fzw+pmXBDzQmRq9o0J9hrZSq8dbx2HlhGVnRlVNxOLoRvvY07wNBvoaWoz7pDMSoVSoPkNO5co4S6aMBXQHBaQHjxwS4Ank6KfLSCByterIskXPTkVxG9vUWQJyUYDzpkyft1gt5ql4moBcvWLWrB7eIZU/nc4Dazr5Dw1ynhAwRq3Jv3HtABxA12Usy/r3skBuDWaG33C9XDktdShp55Zykjg4mcaRVECfodEbHW96O3BevALBOuQG0Ajnutdnzs9UEjWyWM7/pf0fr4GNAeT+wx/+2fsZ5KBYiEC0qKIyoLrIyX3tW9CViuSeUyQHXSm6ygafzctN1oI3XZm6jaiORpCLiUuxY4FclOKhKCZ1paI5ks5VK0OY0LkcF4AXyDnxXAKIzln4QKCe0obFA5wk76FwojQLbZeEa2+m4s/1/vw3poSqZ5s7cWdDxWsGRGOoDRYVGWU8R+TofKRzdwCOljh9QInkEJ5sKH9FtIMnRN0bj09/5leHX/3Vz7uTwOFDx4dHHz09vPrquozF9fo9De4UGG6r6HtzQ4dYIAlQUrdFM34PZKUYmQi5Ht2HciohCPhHpTYl7jEYHIQY5BQpEzFzTfZpi8Kc7SDDGnkcDA1wG3BcfxiKBEFNQC6JcXu7Xr8g71hQz0ErkGORiKJZIwtn2D16awAJdO+6Wnpx2yZVLWDa+VJWPQeXMxmQi1OzrKLXVcn7GQKZovAk9R1VAd5JNng3JErjy0R1GFp2FSCHYMNUoM97jWShRVddU+fKpiLi5N9crgKwk6NtdsF5wRL11M/Sw5KeoPmbzOsrahf6v3LLGDpHIt6HAcZWFrudGRH6aOxi2HwfKzoeo+oy8lwv/USpo0t9IvdMUwcEdEwWX1U0d/IW9UZdveoo7uj1K8Md99w0vPz6c7IJ33dE9+yLT4jh0Vox7YBm0USHRLrcc4C/3C+aA7tO1pZA79vKwUp7WIQCyEF5U6ObXHE3IWZmGxcGCJlq1Hs+eFjDYY8CcmmOThS3QwMBAfSmwHZTjtGGOqeQJzQ4sDZFmY+TEJqe9A5tkOsFbJCLA91CqjEHauBjjQslzfADcAG5pmcRmFg1SacR5Vsj4wfg5LAL6JyPY01McRYY8Ulrx1SSBjnXgJZNYn83MFU4P951+CycKE9wKAai97rTJETPVX8529avn69zf7aFZnwSKWLBPyon/A8Fcnfeebft17Uf70ZRzv7OT0Ekl1Adash8vTyjpwVyX//2VwrklJOjIwX1NuX1pjUXHapRM4Wu3MHIs7hluDBAXJyLNpHJ8plN4AITHXgKiRUJUisHXWEpMfQltCVOHIYZkKsSgq4dam/XHjX0Q0cvHLPmrF1vFarJt8lglJvTfQPz/pRLwlMiJ1AJXa5pTPT771vqnmgovR4TwU2Cg2wMP0eVIlgAg4iC3KU2HrkiHrSHYjzL0tLh4fOf/93hC1/4A7eUuiLQe/xHL0twclHXobqtq3TYoLsJVGqUi34OKEI9RxRd7QNGXJJkM903Zjx5oID8nN4vBy2dNJqa4SBbEjIKeg7IsHCfWbt0yS/hjI0QIJ/RMW7lVJRJ1wVxCN3N3J5n8iEZJjt5jUReBjeMm5WNoUpSitB0KZTN1nBe3TswbpZBI8nn2gzOMgQoO7XmXDOYlXKGgO6S5NMrms7QNDWg6qgagZOeIP02K5IyBYkjEEaAzWfa2ZFcVJl8mHa3wlRqxaohCkzmw2DZnrJ+t9WkfcDTiLkBs3LVpdoMqxja3TEc96QiiOTgpo+myvKdjrgTGTnCiMUMyPlXTGXkfbajZ9AIXUk9YnqJUj+n/pkq+F5a2VO0pByYpozPL+4a5E7eelTqyrPD2+dfHb713a8N3/vB36m+TK9Bcbj/HucUB5gOHKr1wwVjzUzXIayoGWmVlzPnjWLQD5SVTD/nTIdd8RU4XxbhCCpKKMs1R3Iqwq+cHI2XmY6wrpZjm0ydd05OgigoP/YV69eGq6jiAFuv4ARq43dMUU6PKYrLciYExAbm87ypyuQT++EoTgCPCGdZPVJXlDumd+SyAA+Qo3WXpws4Kkyg0bW1iKfivKQWLs5mlzOll2w7UdkG7NnshaRdJpqzRXc4URl7FDYi9jT7OV13ZkC9rj1PPT987KMf1zw5DU19X4McHgtzvjwh6rIjua+r08HjqpNzTo6kr0COO4IhYPNCNbCYGPCAHDUqRFBQTT72plas9MGTY3Hh5zHMyIQBOW3EBjk4aLodICXGUhmMqI2p6KHVSVaiISOmZ5+jKo43gpX2utIcN4c7oMZBa0opINf0XiYCYJh7QChfp54pm9yAa6MYgOtO5Tbe3gS1uWpj2RPSg8OHFzYJT6RIVP6KPBZDNo8cOTn89m9/afi93/sj5eA0aUDjW55+WtOaX9swyF29Qq6JmjSAIAlj1hSKcNeKxqpjqbV2Upv8pTzclqnn+hNNZW4WpicgMQNztgGp+QMIo6Bk+QBWi0u4N6i9/Hw4DRFImPowDVgyeRksz6AjokWKDK1oMUV378jB4kA56ooLEXEIh7BAjn1FD8ZzF5X30ffW1g7qgRxaeWFdB+/t0kWNftH+ocDVo4YExqkzo2CYXC55y4aNNAwgf8XapIdlgA4QTWuzRHTOv+j1R7pSa+VnmQG55P+Y9cb159pb6NMTAzqX0lSpQQ4KHDAjskVgUp1KrJx0FNrGKjVw/miAKpybpmTk9/0r9V+h3Ei/JY/UdGWthT108A4GxNDvs48AZV7U4wHRlTwWV1RWINHJmsDuyPXLw3GVFcwv6XfnN4e//Nr/P3zj776M1rW6n+D5N8jpeXA+9DqMfenuG6bsKnJxNOcOR7A6OKdQudoritRcq1xikIBcIi13VpHQZUUgB9B1ATpF6dsCuUsqb9ikYQDqyprmbVEVxtvRYEPY9PXMd2p194PbJFzq7wfU4kcAbsm/AXITwOlrfd/XTsQmYOOxiuOlxxKgT3TrvzWBYLaAAKHLeXDGXHNazANAPdbs2hbRYSY2yUDEmR4VmBkRljOYPqcjM4Utg1mrzkwWzlVvy27eMIqnGuT1Pkmn/PGf/Jfh1Kl79GLvx0jOAJfkLTm5fwzkOCP0kXM8oB1Ev74tjDnRivupYehY9vDg6YiNV5OHN7q7C+n/ALSuk0EZx1w1vG0oIucemmaLFJtXTY1cFYNWrUyStmzE5JFy22Mg7IGPnSMSvU0glzlK0yOj7id5ts+bN1OimCpOdd6EaCRGJNO3q4i815M11XXglYU2I4Alj0MR7nXDMRV2//qv/9bwG5/7HY9xeU3TBV566Zzyb0xxvkEgtixDLqBAlq81ZW7cygqjXfS60HN4eyXZtwEeqYhEdal1C1VpA17GbRTj4JDYAAa4On+3JIeG7hJ8n+gqqklaPynP5o2v3zcg5D6EegzY5xpnQI7C3oqYemp6QK5k8eyiAknfMr9HnAY6wigXqc76IIy73bjmh2bU9IucVxH9pbEwm/fU3fqjHmMNmqKuNmamZiPhp2bTIFdr0zRZ53UDclBd1VTZoEA0nNxKhtxS4hCQ5z2Pe6Qi/DY0I1XqKDP7Mr8bRw1Dk1EzVSbgNQ612R+hR8sk2/BNkbojOJ+N6aMdGLe60yMOotajBC42jmYauD6UrIAc9XK0bgPkBFIFcgePHRgOq2buiMQoiFDIzf33L//X4Svf/AtNJDin6OmS83JEhtSuE8ktaN1oY+3RL7SZYt2IXlC9OgLiAbBXJFc5dBsGIjflNRiR02QF/3Y/SjlgpE1WJDyhX+yc1g97tetITq3f1JB6W9qC5MWrMUGDQO//WqlpddnQcZKzv/MwC1Dr7O95k5ejUFRlj8YxwM0AHR1LuOYVOVurRHEGOqkpaSuH6tG0LZeqZ2VflmPMex47jTTN7YieaA4HSA6Xqe6K5krxm/MU2rdLDN4N5NyPVv9re5j0y9SK0NT5vjXgNedUw/uJ4c/+7P8YTt11788ayH1tysnNRHINcuQubFy08LT1MsiVipAaqlFZWZEc3suSDhqhekCOaA6QI+ksLxeQU+F01xPlkCdqwLAlnE7yv6OODrXtkRdNE4CLke4IrPsAJjeRnFC+/skg1+Yj9BadF2bViqXmHD2eqYWPQY+qLkoIdH07JYhgmjeTp6+77hYXfVMf90u/9G+GF194SwB3VmDHoFBFLqsntbmWPYkaIIMGZSwMYgobK11tOrNEERo8z7tl2UKltsfG16HkTI34QBQdVkbXjmk5B+5ub4oxZpPD3lFuG4BCRhvqyQNsNeAsyCHAqehvPFAZgBthDxLu0Nq+g72WxAeinC6uy4DqfQGMAB01cWkIcECF9BuiKDPrK7RkG6E4MnHDHOOXzN6/kIir1ic5sTgCI5Dg/cNKVORlw8BeKlYC8OS9sSZdA8gvpGFyCrhZk6436lZrDURRt82IgPR3zrmgMOb+2JhOkbbhqxAsLoBvVpyNgrdZgJvBOgMclHneV5UpQBvqPeJIoKh2H1CDHBQmIKe9psfCkq5vRWUBq5eHg0cXhsPHl1xSwONvNKHg2//wteE1zZs7d/Ftdz/h7z3rD1DV2i1pvTjvGHtaTLnguZ3cAjqHWS5DSzs3ojJ3gwTgeKCCLBJjr0BuUV1kltaUOqlCcEoYdtV0mgkJDI7dlrYAVeVuic7CFoBP2Qvv/lEbqECN/TSWntRa92r7c0VhgJzVkdiliuz8tX4OLblKBGegUwRn2hLqFiJTF2XB1gzNqBfFThjknPpJbZyjuDGSS6437AhNNyqSa5BroQqOe9W7NU3uc1KOVjtkUbGHZeno7t0iuYce+rnhz//8/xzuuus+Ld/7MZLDc2aRiq6Eo3/6haeGb3z7a8MPW3iCfFcby0aCSA4P2B4FEnCBnDY2CkIMw5bACsUlRsZRFLkgNjuhu2483o0dNvITRHMUhRPNUTSNh+x6p4TY+E8eelmccYxJAKejKnv2jthCy0yRSX43Br+N8Wwk908BuURAPVkg400qitN7mzqp5Ojs4/G9OVMflyGaOFFEISsSmtw3fOiDD9lDeuCBh4fTp88I6M6qXGBDwEYJz1G9rqZVq2zU/RL1HEwuQKJPZOwidBkP1sH3rqiJKEsBhVzzbLkFTonLBPRfGinn/WZCQoZDkqjvkgPL4pOk8n1v+iyHIMY2AJf7wccYyTk6ToeNd4IcY2kqf1pGOyCD4a1IXC/J4bykIaqsMfeUPpGA3CFJyKmT2lAzX1p40cOR6zb4j/WZE8A5t8j+0hq2sMPXWFRld4Xpw43RTUeXiBa6HVyi3URu/bMutg9r0Xsz7AFdN7pofTbKy5qxWtBeWcguhvYiGtMmYGujnD+ZIrZRGFBg927GG0cLuGyQo+A85yFdVLbce7SKw8lJunZOkZgAbv4ATZjldO2eVW7uqvNyN9xydLjptmPK2T8+PPn8D4Ynn/2h6uZedJuvOTqfKK+vxYaXHyO55RJedF4OIYolKB3ReR86UeeI7DKdd1JgB2VkoDNT79HgOs8qZ+JBSy43Y1YEyrTyzcuaKH9ZI5mYmu68OJFgOX7s+XIJ3rFOsxGcQaciOANe3ZByHp3H5z/n3ohak37JtADArQDPIKeym4rk+Ox5gO5sYp2pIzgeTvuYZWDKQwKFgFyc5oBc2LY0mY/DklKIWZCrmuDSGIwpA+/9YpmKAm3HNI5b8uXd1Wc2kkskOz88/PAjw3/6z/+XQQ4hyr4POw9eqPf8+KkRntBhwvSFikKf0RSC5OR+MDyFunIG5Ng39JBrkGNRGP3QUdwm7ZUo9vJ2qOm0RHB4NrrZa+KlIz5JXo5H2oRFeEKTVuaHZT5YPO8IPMpvnfWCK1qxIq68beeMTEM1wEV92Dd2oiv3g1yilfDY3UMw4AlQl7dTUQ43FaPYdVLvdnftRdP5A+NN5EWqkXS8QO7uuz8yPPixTw733Xu/krkfEFV5SarKi8rHqfD7HMIX5T+GDEnlYLEO5JzonuIGrs6/MQCR5ws4eLq0jQWPimYqauD9QUF6aCgReDmuHGLnjohcFJ1A5zV1mdqvGO84DnWVdT7bAOT3k7hOf85QfQE5ioxDO3dBahyWUIcd8fa9SceaUKisLTJwHCe+T74RkDsqZd1BAR3dTTbUwuvCBbWa0uENjVm51rp+d1Vh7QTgeLFpC4XKjf2Q6KtBLspLLiKFseRSEyVGvNSCJYuV+BnvqRoT9DqlDVoiV4rWeV3vS70vRDNEpPysm3+7kbIfaVi8r7H2uODlCRT4Zb3rLPB1b753sTNdvtHOSLr74Jym27wbbNc090RyUJXkv1BLa1itmjTvXL0gB3dPkdzicPPt1w23njqhzicvDC+98YwKxL89PPvCj20zPN0AkGMenBgZClyWnZNj1AuRXAlQTF2iKoQlDLvQtXu7Ajicbbqo+MIEam7oQ0THZ0dz+lvZI9ta90PQnlMx+ybDXZWP22V6hek/XgCmIOzGJOuZdRuST+3+miEzAnRTWh9nJI84H1P+LRqDiuIqgmvqcpmerLJ3Fpo4gsuMN6LZNKrP9fssGOTS7L6p1tTaBtxGtanpygnkADo++hynK8o1ObkuReBnpbzsM965eusNEPnRLNyOb2sSePK54aGHHhn+83/5v2W3PrAf5GqP/kyC3NgclbyU/iPmsvBEBwfDtCHvmpCfTcHmZpAfURwAt6b5ZzpLoSsL6Nz9xECn3A8guaEaFzc1Tm4uxqMMWBmn0ENd+0HUGOMSAcCkIGqA7Fq5nwRyGFZEFhPIEbGGvuvuIeS5EvonapoS+00Z5rMbxFJ/xuQEbXCYWeaSKcM0fOC+B4dP/NynNTfuXnU5uUMdTXZUE7flpsxvvSVvdItohzZagF0aqnb9nok4HZI0hcZwBsBDxWFQk0v7H9y9h5Nf+XXl9xA6N9CIg0mYhBkOyWHOIqXViiqrdpUsrcLa8nqtWsmSKKlW+ptcZVe5ylatyy7bVFpREikqrEiKM5ycAwYZ6EYnNLrh8znn3vf7ARwl19ZyRj187IBfeL/3vt977j333HvJjbYii0WLI7AohaKpKnvPZsVGVSn5m1aksnGazh3rsiq35vldcUJHT5cCd74suBlBjuQ5k6pbkVm9NAvkXKRbCtSASJ7f17PFJ+QCAU1ADsry2DFEO8suVwDkrly54ogppQ1pQAsdnUa0oZ02FfXxenTLoAzCXSAMvu0QZXBt6JyMSaFPpelgHJViJXoNJm9LnjTF22P9WQe+uhYA3JacNb64PwBz+gfmmuMEsNahXPtidtF5wLq9ikTc/XuYjIBuUgIBiukcXptxJPYHq7VYYsDJa8axmYwrAuT2ma4kAlKOa+uitqiaEEhsQteThZX9w/0PHB8ePHNKZQUXhwtXXx/+WHk5Zs7tii5kusE+nGSpYm/pekOq05cR+Twgd1C1YbAPdgxM2eVsbKarzT5iLU8PICpE5WuQq4hNvwNodCrRCxTI8TetG4Hs5q5KIBzF5d6knKnwqX6ud6vLk2vYjQESwQE83kp5on9P5Jb/whDQvaWpyoMV1Y2dXWqCgFMzlA5YkxCa0nZEz+/RY7yi1cXeNyVU09rogaUBuRzdmNvlI+V0j8KTAqaIU+K4jjm5vwfksr/TArBBbmSkHNnucyT3y7/ym+9RkOPm+14yC45Ijq7iu47kvqpI7qmK5CjChK4E0PACHckVxcR6AOQQoHBQo0JTYg8q1UVKAlYGSvz0opKvgFyPdieKEzqmxZc76SuSg4LSJsFwwa1PvI1I0WOAO3nfvRGzhbvg2d56i1KsgmyKyCbHCzXPgBab1KGkzq48evt+MoL6wB3SW2PA5yX6qXotLGkDgumkOrimvAXUwj4t9Mjl6c84NzzxwU8PX/jCj2jRH9b7z+nzqp/lxuAobnWVll+8PpuCLjMRd0TcAumSm9bihYlSqnJvukSIRdyPsuiJKPp03+QFJ5LgrmWTj7SlJ3ZPeXC+zvk8KZso4yoD2zmLtCrjGkkAQBRHVO7XqE4dpo1idLiGmTCvzwQF5Zxlcg+hRSY5Ta6x+z0WDWvaryL4I0cOa8jnknGByPbKlct2iNzMm0a0njRQ95jPqve4euWa19Py8pKBqennqHPjLI3ULf0Iqm7NnrGve7z7zoF2vsb9E2tagP0MdogNDZ8bZym1X/nsoQrH9QO9zxrns9WKzOIuupJXs3ELpdwOXK/xzut1U9/bnluvcaAUyL5f0LAVtfRacg1ZFcFTIE54dVA9LG9plM666uPUsEvlBHsWm6CyPHpizj0t981Qj3Z5+IOv/N8ersrjb6njyK7k+3tycnfX173HaWHFGKNZzeabgbKrWX44yclzsy4KWXTOlJ4wRcC+IDVy+E4ZCuG8H8BXTX7SVJlrrr9REH6DYbCkXFwf28BQeMV6GqnH7OHcrVrL9ob4QwGaL8V0WUB1balav84tfqqJNQAAIABJREFUopC0w17UI+UQpiARd1SKxukFR3F8T5rHPSyxS7X/Ogfn0hSL98KutCAlIJdzTiQ+ce79OezMhXXoqC5sSlTjrcw0LU5O4Y4v1phtpvbPmHevBYXt+cTHPzP8sujKRx5JTm50wKYdsb+Dsvze0ZXtsRjkFIkxyoTEr0DuJYHc16ZAziUEgJw1r1Mgh1fPQtGfGZ6KUUJ51uozjATc9LwWNxLaBYp01ZYqs5RkWKyurJxclRBsCyC35KFDn9EiasxnlDKs+wlGMDDJkXX3/RQ9p4FrDzmNsKGoiTECiRHZ8dDGSRTTReP2nllUQGSJCWJwIvVtoGsvuz2iMQKqFkIGVUehdArBUZgfPvbRzw9f/KGfUF/KbU8buLmzIKeA/Nu8vP99KicQyIvx3W8POIKByc4sQ1rgStd8usEgyDggrxdjm3q1KWGKN0in3fMZblMDktvjvzKoY1RQ0TG5yDl1OsFGs64xmuQ8WjXKRkjHExo85750jmtD6E00xubmviwtLbmLvCNOvRACgY6MQ1e2ND4UEdc6NU9pl3b40CGB1bLFR/zb1atX3UbMAOrRIgo7iqZ0v0m95vnzF5zDO3z4sKPBqFFZO4BUcpVl9dymzDV7RXP5sxJ5ISDSGuVo6tw1m9UdP8E0tDGGpRtd06gZepTIvCNf7GD6UY5lBlY/hnbu3EtH1WMHlcr59fiZqGGhv2I4px2sXoOhijn/GrBbwoSmhTmpCLtSR0jXEuoFAa2tnWv6rpE8YsyZL0fd3OyimgZIjHLoCFL/zeHLv/cfhm/8zdedv9sTyO2oTc/OddGcaxrCKjRyC6v5QyprUTs6ObcY0YxrQroORQZFKkeW09e5bmjRO58PLWNwAy2I3gA4avJ0fay8tPbD5wy1SS3dTQEd/2WWXK+jrHscscKI3OYCjWBT8nUdraUUIN1KOmJL1FZlUC4NyDw40i4cmY8Xu+C6Sq+ftPGCIg7IJc1gRe9tIKc1XrW10y21pu0MEZ0jyIrwE/E3g5PP04XfZn2KTRkd8frMbokH/V/OU0RoWYeU4szKAR3riyvXTh73k58QyP3Srw7OyZH3LhZhtEm9fRqJ7wDRdyfIvaZI7s9vz8lNgxwNZDNGJT4oiyQGSyDHQkVA4nZD2hS60URyBjmpjDi6lCB0pRak6crUyTkn5xlsSO9TmxVJfAQO7wRyEUtM1X9UZ5SxbU1zx/bwQkv0wmBGGAasv2Ig8lsIilCg/H3sjlKRXC/q5rgneT9yAXEIiOI8x0mLhXycRlMa5H7oh35SILcjkLsybFw/oGjugAwoLb/4zvlN1HDTDaBNV+jcWMjeUBXV9TXgOrRBjcqwP4/dvZHKaN69r5HLAay6C9iNVkFvZu+Te165TnuOOAjcOzxZ7r/FGrmOjhb1ncf0cF135dB1JNrqKNtUt25Ie5oTZVc+F+fvKcWshVKLLSkaW1JxOMaS561eU5RGzZrWAAXgy4Aca7KAive9LEqT2rZDAkeA1verHKQWoHREa5qSdcn6LrD0IMmxlpLmxlOTuy3QCcC53ouIWEarwSjdYdI3dKy/xDy3k9nrrCLsafHShIJsUcuUGrSigi6H6Os+rlzdt4ieMrgXJ8RirizL7KlRhavJ49WpZ0fiDXpYulaOcoK5XU0j2O8WXyvKyx05JmO4wP24Mvyf/9f/OvzVX/+xrj3OqA6xQTeuqyhbjkdqxSjgX/YRgKN+EQpVhl8twQ4I5A7MMAqH0El5TDcSyOgeospbzLrTYYDzAZWp9eL6Ofpmcov4WZ+N9mSwA61GHKO5ZIxifwvqKnBLxJc61IAc4DZ1AGxC1Aa4lEEJsHzovtOirAraPQTWtWpp9WZQIv9mkVgDXpX3FHUZVgVnryK3ys82EHd9W/LUrcrNvnAkXMxAC7mSV6ZFYepzu6zJBo31UGKqsf6uAI73gXFiakaXpzSQGuQ++dnhf/zlLw2PvPdBTsDE4EzoSkCuhScv0aA5xeAx3EypzgV3fqaoIYfW9BvsSE6GiRuPF0M0B1VJJIe6crpezp4Qbb0AuRKe3HBbm0RyvdFb2fZOINelBJ415e7vqf2wAW+VYBnm0EmTfBVGjUnnDW6jF1zR39g4Vb9HiBAv3IXeVVz8TiBHvokIeb9VkKKqBPQoK/ftE8h97PuHH/7iTw1XLgvkXrsmmnJvWLtGw2NKGlAJkseD3spA12nw9Ogcix90txBAVBFxDHdyTBMFaiX5i0pLp/Eq7nbEETrNCljlDg8UcCQZP2UUgmPxTCmGshedfp/GWeNnlSYYH0Oz2f8s5yBFqSktaSVXt1maJLpjhAzeZSSckPegyBwoK7uUgMeurUocgaJPn5EhkctLy67DynT3JOHXiC70uRcXBI6Uo+hrQkEHQHy+zsVF2WuPNX6BXyPnH+owudDU6wEYFgdoPewSwREx649Zi8lV9nn0+unr0g0OeJ/yq+rxk2tvur5SA52P62ba/A4F3a3lOkLxHdDn2Sb6NG0Vb70BNK+Z0pzM/ZNj5WtMp5Dr+jyakKEBqnPqfLLvgK656MrllYMaqLo8nLrnsEBNefft88N/+D/+l+EvVRR+QJHcAUVkB2mgLXnw+uWrvgf0q53TFPtZJfUOikb2EGT6z6KQFMiR/zPIFSVJ029L/1lfnlUHdQnoaS8J5GCZRpCDmYFVGAvHA3JNVbZgw/aj1iQLtSO6dtQCcklp8B8RnKPjjt70b7Tf8kFEVgBHrZv40SpqD6Vtp7eAI1umUh2ldu5G3LnvhK/ZO6ZYDZJ0fsEZjKvSOXU7JpU2afsU25YHOiLrVAsRZUVykwJyUzKJ2mz/ytnFhpQdSK9VHMesnWmQ+9SnPjv8iulKCU/eu5EcZQAKZRlvosX0IiUEd4DcmJPTogqfXhSJFR+IGeJFYYi28LwFVHQvYaw75QOhK1UU6UiOgki8JC10eUr0rUR4QifyUWGJUdPG6xv1d4NcVHNWz2kjdZFj17dFjZZc2tgwtwELA6CFMbZ5qs82JvWnzI+pqHpeRCo5v3eO5AIMpiqdS2Qn051jTk2Zf2j40X/588O1K3uqj7s2XL28K2PNJpnV+akf326SEQBkd9T3ByCqBXy16DFePcWcTWB6zcaNmrp0FrEXaZFFGVqPwqnNVBFbi3corgXAepFnflmBTtEh/dhE8BG4JHE/MR4pSSiDqscACKwVms62cpVrzf1K55RJfVzTGhMKOBPbuc7keTl6KgXd6Dmf64ocWHPk+CgWP7R82F75Hgazcnq8N9EVZQju+oJD0Pe5ovQukieyD8jFgBjkSnWbaKBHGFUPSz+mQY7C6/TedKcTvXZTsYmuQw8FCEM5uc3ZHSBnDsGXOLnMLlsZHTFvvYhO5gxyiaQzG7B7ryY64GgmIP0JQ7tyx6yqs3GLUCfRp9YSk7/3a20PKivZu246ckZNmgG5e1RCML9IkfnV4ctf/p3hG9/8U31OcvDULaoLjXJyN9VyjabdRDKzMzgWysM7T848OAlRBHIzDGwVyB2cA0izPawyxLFgdqAis1uacLAnUQk/7xrg+JnIjRQLkRxHaNZMEgjIJb9bjlZumtEkwdwkmgvQIZ6jeXRBXNXyEdGRV6RPi7uXuAdnQA6AAwTdmhAn011bbr/2uacBuS7picNdTqjBohilouyttOV+mY5skLNL5PsdkCzBUZVx9UcaW38VyLmHpZ3V1NaxZ117dwfIjXlhXls3/x8NclPe2YR5yCXvr3cJXdkgJ3pQ1MFLArmxhECR3H56Vy5GGeZGTL5R8Q58AZue0iLLtPAUdtO9BIktyiK3ttFiJ5rzQvECSqsvj9qBUnEZAfRhaox4nd60PS7lnSO59LgM0HUtUAxNL4rpfNq0IXDvPPb0mPNoSqEWUxzB7/LGieaYUv23gVwAriPdbKRbGnjK8bnP/vDwEz/+CxJEZAL45UuKNq4BtMt6vTmawISudD4uEWkLZbxZnRds79xv4/NvD21iGBMFmnnTh0w7sCz0EUigvXh902oJ0Sa0YQxCOwYNDGMkV5Jlj6zRf7xOxgtlg/FFngwjnXwWzg/5qnRdcHH9VLTTajGel/fKuByiKBS768rvdQRySLk5IqV1FYUTgaCqA+SOHF5xwgbHxd1m2hHRa3bdYKKX0D5NTScSFSiYrszQ145QHcnp/CeUUa+rbOMxEoWm1PPIcbXxIULi9ficbPY00M21mYCcL7r/vT+7GSao4o64ymt3dw5b0IDcbPVvBTvThzX1fY4KyG+y8irqRAhDpEp9IfenmwbwvZ2HJQ1HnlGUtbVDhCzQUv3ZoFZeAN2pew9JYXlMTZIBluvDl3/3d4a//saf6tS5B5pgv3rFta5MGvCMNUqIcGrF3nAOtOJiXBbzAWfmBSJq8AzIUYFCF51S6ju3xn+AnFsN8l3HTUCOvegILmmSbvvVUz86p5l9EqAbv7jGI2VZpQVjJEcODnl/yfz1JjjiOOjWEHQxOxRkgdye9AQAHU5eGrynP6kFPRUb3gZyzYC5hKCiMJ3P9KQK58dK5JWmDQG5UWhUINeA53VWrxGWqYVPUGShxbuUBJCzghn7AUPCfqyAxHk2cuk4rXdGcqYrIzz5rkjunxLIzSxQ45PgJDmy8Rfr1rnQ7g9oPpiu+YCcaAxdZDwhmpMCcIvKZDuKq24BMxDwuplUSxP5AXRQlRgV8jCdGPVateeVRTstPImacnKMeSbnHCZtpzo07+/2mpJ182earq1rKmoiWAkdMVKWeu4WKlJ7/ZNF2BvKp2ugw5AiPBFNphwFdOVnPvPF4cd/9L/RcNTt4aWXLg6X9J1Ibnb2iM5jyTm5PTbcFMiNr2v1ZzjC0E5EaxjWptYmnl8b6TbEY387PX+MZOrcc67JP+Y6RyVpOqU8zY4kWqDiUTa1EdsY5/7TKir3acEUIVx/PF3WhR0DojnlZsit9dcIorXGMkYnTZ/XVRi+JtVeU20rKysew7SpyAFng5wSVOaRlSNWyjFXjvsDqDa10wYHcHQx7cT8ORLyZPgqITHgcB2KruQz+fmcUzkJcX9w9AAcrZ9xHaTLivOJxUYguAnYZ4RPqNvkmZ3DkXExm1DOVspm6PgT2jMAyPsFuJJrhRLMh2jj1J6614jvac7ROdQyajiiRHALym22A+T5jbofy8vQivvUUYZcpzrOSHwCwB2c2xnu1SDVBx8+KREKEdea6Mr/efizr/+Btu6qHIpV3ds1OwmZnmzpoz4zzIqieTs1oi8BOU01mVkA4Jqy1PVTyy4YD48worQEcJNaUhZBAEdfXf2FyK4iOerfrDUuB3sEudobBodawJUerws1uemoIF3WY6lmsnGpY9OBfdJ39AQAnf9eVKZJTf079opONbAGvt+lXiT/2U0kxuYKU7L/rLy6n0T3UykQ7EmrT1sxaZBrurKYhxax+N6zTouKxGHvxs658wjY4sSOzeMr6mTPwHJwsKKs4q5ouNdmcnIIT37tPZqTc34/tBTjKlhQDItjCgGjdrqEgJwckZwjBofNRVdWNOcFVwlfU0RlzAA56joBubFRKUM/a8EAcBy0t2EEj3uvkZtzg9Lqfl8ct+XcRbFNOOOITTqC65+nQa7zLR3ldNF3g6cLM11XNelL2c9nAbFB2jsMpz3Jy7E4GuSaK+8tZO7bnjTOAJsX+lCffeaQIrkvDj/2Yz8/vH12c3j+2XMakLqpvNyuAOG4/v2wPidqvFS7tgoyi1mOhJPbPY6IXBp1X6GZYpAnm7il8IliQ6lEhRUAatByfD4Fcp0QzytFhp88WYEem7JAK55h926kVKKmUfB3Pb4HgeY100nEykKiHhSOFfU0eN2Wf7QqMeBzXQC3KmqS12fDA3IoJZ1LIg+sESsL+v3o0SOWy6OSXL++7no1WiqxRli/rJEFGdoxD1eOfgP3TdS+OF181sozNu3Z+cvOfXXkZWEAkWwUKH5eDzvl9vNeTFIAWKwULWcpfkDo5zgtU4xCRdh2Yij9MJAmIgfofAvLiHeurSm5BITlhAIKRVu6AN9lEVI9a90cOrTglyAC9JrQU+bnASaVZ9yguFrNwhWlHZCwZHZh1yD3wMMnhkOHiaDWhv/td/6n4atf+z2tjev6THq8Rt1g9GkR6ikZwIZFV5TRIDQhty8wXSCSU45LTZQU5FlpCcj5cRjj6quJ2pujG8cT1xnkUFeizi6Q6xVvR7vBrb57Zl3d4/G7by57m2sPVRmgg7J0RxZHc7JNKJdd66a9i41ol9i9N0Nj7xLJIeqpNEBPwpg4zRGejDYJ29nulSOt3B+P6rLzo0huFHi1M9MioeTjuxlA24QwL7WvoeqrHKf3OA4GTl1H+M7ZORcHyLF/VNvI/dJrZ+pBp2Bw6gJyv/TvBHLTJQRNgUzMjXHknb6+J3RlkrHE/Nzr8NnxklhEu2rX8+zwR1/7Q4Hct4fnX3leC5LJ4DVqR4s1baXiHdi3bG9EizNNRnXxpGYjv9YduTNygjETKZBk4VBGQDGlx0axdwm17RHlBqSPW4NK5RpscBPWdQSFAcPgTdpY3Z7HaICLZHuiguJmBuS6vU0AsweIYrgmtUVZRD0Sw9Ggi2ljEMeNVhGMQdrn7jN1JDc7h/z9+PD5zyuS+7GfVfH39eE7T749nH3rukUoi4sn9DmO6v2lENRmcy18RZm9cNlUnIcnBlA6IKNBJBejnNZak5OJHYzhrRya82jlMFRE4vVQDotpW6LPoqRNkxJVcJ+thJzUwDmq9eaKV+qXgZIxt5/r5dfWP49KVzx13QPWh7vLV5Kde+k8HZSJ6ZI4MB3BrAmwrklk4kGl+nfKARCg8EULLSK9efU1PHbsiOftMYePbiiUMCzqcYAt58i9XVKTXz4j0vqmszqK2pWYoJ0Br5fqA8j9NgWFsS6jRfTD86H/THHqo7aaMc27B5dMcJ5hFCi7KAretHGMckaggGChmJpu9mgkcqqjsrWvcxnEop77fsaoTZ6fW49jwVgixFVx5KAmFxfVdPmQhqIKkDY395zvpHyHaQKeUKAROpQFbG5LKXlgW3m4YbhbM+YYprpylL2/bpD7+p//oc5XFKXKDvaU10fVd0PXPn5U1o6/dF4A2azW65xAzkCnvNyMorkDTJyn8LtADgmJIzhHcoBcIjn+vnsbyLF4EhW5IL4cDFPxBjFq1sqhyzKcAjzdS63bSE2gQbCHUS0CdJ4WQPE6RexFVbpDCZESeTgxBc6hTSlXE+HXnq1SgdRiYi/1uhachGb2VcE24DCyj0ZHpHNyzS7B1FQzihKhsceaFrWgaLRBdb3tmKdkyM4jTACphApAuti8xXPQ/X4JOzz0/cx8wjTIn3MJwS9VJJeSqL6n9Z0nTuGb/Zupr+8hyHGRU5TrRK8WNjJcelc++9Izwx/+6R8MTwrkiOpm5mVMaYpa9SwUNnqjo7QDCPSsLuztLvSUARCRdSQ3PUuJBZSZSrqIeMAYR2441Je9oggkKEnoiMu5BhZVGejOKbVxhLrqwuiJQU3OZZTiekEhEghQmjazIUgheYwLoJFFdXtEk7vY4oG00JkssEQCWbCTDgb8zBXmXajjopD5ruEHvv+Lw0/+5M9IWbkhkDsnsFsVdbklCfxRedhK7OtxlBwwSy7igICGa8WgdAV03dllQRE29IZvjhf31OqaWm3xYrulV2rBoEO6u4sdOVNklYss6qhpO7tDxdfb+FfxqRPV5XhwbdhQiH86unB3ff3d3TeqEw3rYl11a45KpkAO4+u2X705vakjwiAft7qmOiwiQb0fKkroSQ9Y1XVZV6Q3p3V65Mghg9zWpsQ8qtcC5HCAiOb4AuQWVVPItejm1vwdIOFah3qq+1jKM3/eURDQ6lXWSxL1G8oLAoZ2iipi7gh3ifOs8Ud9D8eI2s4m/kWDXCzN2GGnWpA5R4PzQN6qPHaKzadp9wZrrlXTsnGMyMOmtCHzGeMQ4hwtKJpiRuGGhvJmhhlF9zgCAudl9rdGHm2rmao6oMzM3RyOqn/libtU5zqH8vny8P98+X8fvvGtr+p1lXvXY+l9Se51fR1KmrxdgXKJQ9BazC4wm1Ig4kgO8UlAzoN8EeHoHiBgI3oz0PXhOjhsFZ3XrAxwNGeAG6Ph7E82QSK4BrsCPJyUBjucR8oDPNwU1Qt7Q+fh6LM7tRDB5d+hKwkMyOE7crNgrRTO5Tga4Mx0ETlNojeve5cNFKXNPuPWs2+KqRpFbV5nk8jNAUWpxdNeMOsvkVilTyplkv07Sc/42hTIcT5Zx6k7Bei6LCcUemxi1LgIk+qzyA59Sjm56WLwbNCyM3bOpo1O4qd3Pcg98yIg9/u3gRx1cgY5bTRvQueLqomvPqgXZokOuFDTkZy57RoeSCTnpq0GOZK7E5DzEMUyMJPK/9xI8glt4KaFE9zEpinHsoESnLSQIfLpBrZENW2EKeRswLwzlzcqmZqerTvn505x/vzZ58gCISdFLhHA8zUh+mNT0u3jkEDu1PCD/+yLmiX3MwK37eGpJy8Or6lB83nNkTsg4cms6MrFpSP6TAxNxZOi3Q6qy4gJuK43SgHI+S2otIPcViKFO1YXv9eKw4NMl4Vqy2UqblIMOnG8MRwTSiSPL5qz6JVJAjvRHefVwh7LxAUi0/Qk1wp6LJG26qFkUNeub3wXyOGotMS/cwKOLPXRiJaur6tIvvIeGb+jNl16DuUagCA5pZXDi7oPiuQUnaC8pIHzHH0+K6/FGplzGUGmSDgP6TUU48FYo4gIJgakafJJnWBFB1rX3BeAFKOHicyUi0ww51hQCEQU2U2dE/Hm+d2ijbuWUUiTXq0BqkReXTzv21kORUAuYh7epx2DprPSfg4mhOL1vC73YE7XDFqX64ExJ2/J+fc5EVEtLh4cTpwECNVo2j1RKdEQHawelkuH5EBsXxiuXntj+JOvfnl4+rlv6PzUcUbLdV5pDQzotdX1CBy8/PjOQT2cnIx5rUNHcAE4DubIMR8tDRNCV4aarPitAI6C74mqEhYpubQGOXf1r+jNKZDaEf4ZR9a1cLnWph5dHhDFJCDH4ebLOgd6bmLj6DgE0AF+DgrYz47i0pot66TXQytmM5JpIjqJijWRXElOOFcAjucTPdW6Zj15/M3IFtQoHCumbwe5ngrf4rdJs/SkBjqFYvVssSvs3dD7CPtkS6oUKUI2xFqI/qoPLtdJdpoSgl+ttl7jFII7Tc0Uqr1HQO5pDUYMyJmulOc1t0SNlx2tFAej+kK1hT59qoTAHgIgd0ckR07OE3JpWopiyXSlFjzeFQ49TmwVVjJ6Y8Ibx9hYgo7H8Q6RXMCposspgPNN1st2hb/vg12U3BG+dYPc0UgUoKXLSWqIOkIM6FXoYRIyr8eCSq5Pn7uK4QNwgAMfi0W338NSieT+mUDuX/30z4qm3BmeffqKpxC8fVZJfk0DF2zJaKijx36ijdQyYcj9VtoYTMQG6FjYABfRDN45GwOPKoXc/SF7mydaMA1rld5khdqDq4iCZyWXEoPbXy1qaMdgUoOUTd+5BCKUKOho3UV0Qm6HTvcUFqfzBx67IzkBlvsM6jqxrrhXjriqv2MiyoAtwEjH/A1N/7bkWYa3hS7LGqDJ81FfYriXlxZMQ97Y2rPxxojfFuGzdkHNulY2eJWPBcR2qyVacoc5v14b3b+0AZC/I9tnrWPoLBQqsVByHaL5BHK0GotBTPnAuNZKrGIa1OeR/F2rHvPZuW/J9TVVnkiwVLK1kE3d25OPeIVrclOjdDwJAhq0aUxH2kzuSOTvtICVo3lvouEFRXlEctTLXVtVe689XVsB2cm7loZ7RFleufb6cP7Ci+p28rXhpVeeki+24c4lABbriXvlGSKO4FBJptaNwm5hR4GbPqd8DQ530yeSc8Gc7gG0pI8AHWKIXXc1oXygBCdjJEdOrSI0pysrgiuQc7eyuB8+/LOvO1EcAhJEcHpfzXlEkpDLGfaEPFyXFuR66THsZ6dU4nT6noYGCYBVowA73pTxFNXcbb0cpbEEcAIAlh6Jg7LcTFWajWevROg0RnIuB0oqYRLFV5eVitp6IkiAjz1IIwdKdZi9p70KyFHmpbW5qZmNmXfJHg1TY7VlAW5UlgcFcp8bfu3X/v1w5sz7bJP+vq/3DMj9/h//3vBt6EqB3EGDnAqUyxjxndAbg4SH4EanuiAYdgMcXgI5OYQn8o46kmNwILVy4wh4LaYGOU8LJjqqIl5X7Zc37AgGDwOhxzuAXNSeJf2vaKW9mGK/R6/GBtXGJNScaVDqhipKGZ+H0QA8yR8ycbvoUEevZUxGEHDeI141RtXjXwBqzpWP5WnpXC8iOYGc5sj91E/97HDhvArvX1hVJHdFgKd8045q5G4yOw9qDaHERNrNYudz0tdzWx348egBkgXmqwFylctK1NpnNvqyBuzOeUU4lPxSY2J/dw7R1GvAcgJsE7rWYFjmIOKMbHiuAZHcXNGIKGDtnOjfJp7tQT8WlSVNrHcUadi71jkhzuiOJAHatNzC0JPr2WLcUCkEAVY+M70s2cRcd74T3ZHLvHmDXBk9UFWzxUbXtbJTBpKUx9+5P+6zi6r1HVUmBswUToFcd9PpfC3vFUVa5eA0IQLnwEpC6G7dK9qIAeSLi3RZEcgZ7DGI8SGaorTR8p/SWLxpc6s/DUyUCUCDtlFNhNieuutCXdQdytMAV3cHIQiHJw0Y6HyhbSh9j4tK9nXASOvzL8mZBej2CVzWNzXM9/xrev66orhheETNmd/3/vuHt84+N7z2xneGF178m+HNt1/QPVyVAdV1pr6O6I0ouVIgATny/dTg6p6pTZc7nRDBuSYv50Qxp8tsdDj9YWqyCrzd0UR/o9sJr10AF7qyQI78Gm8/BXKZdECPZ6Iocm05ALiZKZDbvyvDjViG4u5y8mxP+DD+SO3c5ndHPVonHsyKStZ+ikpNAAAgAElEQVT7qenJODqt9vZIMKK4MZIroRH7tHJ6LpfSemrniYjbjmulhMKAsK5SV8oaHpXilc+btlvNqqQzSo/lKZDrWmaJTWA/UCZ7LduXoxlF6MqkigDKA8OnP/V9w5d+/beGM48K5KYmgzeYtaBntId3RHnvypzcMy88Pfzen/zu8OQzRHLPCeTknZfwJF63yDd4a7pkoNxBBs3912ahts2dExRxAB5MwGVBpYQgtXLznZMzyMGNM2xR1w+g4yAKgv4r4xmjuBnJ/juAXHv90+AzfdMjIW8QnO4KguceusACl6IuJ6F+Fi+Gs6OM1OFlofEeXV81RnGecUZbMjhvdk5tSn0H5JaXT0h4Qp3cz6kl1f7hrTc3hgvntjSFAEM5KwN7QKpAZsclb9Zz4ZiwDFDgdbv/nPOJMYzYzYBbU2ETcOuobXp2VF4TT5MNEBuDIg5RoSXI9ToBuoDeJABuJeaIdLYk5KTwCiMVR7zDptc0hmqH1dEL59vlBF4naurLF0YfkKNgu3ODNi8Wemjz4ehYdZtaL1Nset7x48cM8kwSb0oOmheg6+ifx3G/oH3tkFWnFkDc7b10PTwRXQbppgwdg2qjnA2YtFij5eDk/zbViLydAYyBnSGt7x73w+Ty68ohHj58xP00LTUn5+wLGqCLLYB0SwQ2W5QU52H20ufNGkjEhZPXxs2fCWNdFO+kYBzDjwCCqSCMrCoxCe9XtZBcg1HwYIFQDrMDzBw0rQIwMvpmU2v2wHDixNLwwEMrw8NnVoa/+k9fV33cnw/nLrwyXF09q8ut9zhAjW3irx1AtYq3AbgGuVsCOQrN97udV2hop7rwmnV/KJtJro0qhNCc/q9AbiwCL5DLlRPIldqxGSFEbPsrHwfQMeqGFInBDnDD4evWXLu6Xjr1PQRHOiKW0keBSQBQtQcNco7+ubSwNqErk4roeX3FJtnOxKF0jtksUxXdOydXkRz2xiA3kfHDUACgTMtANd2UZQvq+h5PQK5KrCpq9WoyQ5HUTAvzRnUljBORnCI3R3JlU7FXdoxlozpv1w2i2UtEcr/+6789PDoFctPR2nsS5J5+4TvD7//x7w7ffuZvhuc0T+6gPLs51c94YxIF6Xr0xj+AF2mXLP4jF9C1F4o2KOzGs6JDAMpK18kZ5MjLySgUyLW60n3gHPqka0a6ccdz5Yb0gMxJnVJoLk5sEr3EODTIxbiVSq0XnI1JPK9WSHUiF6DrGq9QQPtrKvUkB4QRd0THmkcQQtSJNyajvSlw39rQpGJ6cFLV7UQw1A8KskUZvGPD5z73w+p48nMC7hnVyNFJf1cGEWpAVNvOfhWJK0+yznUMf8JnAOTI7fTsq+lr4MJOAUyDc65Hu1P57qtU3jrn7ujUBfScF9Opo8z0Wp8CueQvb7+m4Rf7bzo/G2HqBvm8iYAjlqh6sRLj8OqmCjH1eJQCOMDJ+SA9b3GBKQHqcl/XvRWezMLzvELXsCUXck3KSQzNiRPHnWtiWGYin4rqdd2TX6DVVsQY5KLYtNtbE5m7c17M+2Igp96HCJA2WLARLg/RuXbT746Ar6t1FSOlWtWIGeQ1FkVNdhE55QvryjseOXJUas7ldKcxuKYQPyjGz1H4pog8jgfsnelJwmpUiXYiIvWO4hiRSxwwqOGxyN1UNFEaaxjqS7S2KEfToIDXyEIkl5qazzh3bhLgtQ+44XAhJtEEgsX9usaHhvvuPTbcc9/8cO/9M8Pv/8HvD1/5k6/I0bike3hNoMVIJZ2TWnRpJWo6txwEWnJxqMaNTiUGO4EcQLhP0Vzq4rIwATnaAwbkcApJf+EQlCjOPzFtABchghO+c/S0AJxpN0wmotPlHQ+93qIiaWa7AXIZ3grYleCExgu65zdpzO3C7gAEmbMWEjnOLnrXswCtG0iJjB2xyp+5DV8509MgRy48jZkr2ub2c809ASXdobqpPY3u51Xi4mkZ3kd35OTq9WMXuxzHEm7brZHGrjWGYwPDwb0H4HBAcDzDtjEOCptVQiEcXLQEPgLiAN+nPvm54TemQO676MiyD7EIFQz3L2V3+leJge401VOP/M/4o9/GXsk7qysb5L719LeGZ198Vr0rtQHpeILDpc1C13sDh4tqdZS6j5dMTo7hp6EBAS4CfxSVNGdmppxBjhoUFh38N/6YE75aTFzoSsj2hsaIExlCgboA2dz1lAx+KrqbVOt3biNelRcLi6b7W9biaXXT7eG/t1k4bQwJCXsdeFgswLTKqrzOCHJRqG0qb7S1kfwR9BqdHjxqxxsFBeji8FnVyf246uS2t+aGyxd3NCx1Q0B3U4l7qSoFdDvbykHJEG8ILBkng1FnFhfgynfeOwaqC7bjUbYXCsDFM5vQjWzY7lbfYGMRhhwYqJH0esR5iYfNGgH0AL+0+pk4Dm2cyr/wuuAxNGzuWpnOC1nW7XrBnE8DnPNLjHcSXYkHi9EgfzWjaMiiS92riFUAIZwnRfO6JuTxuB6rKicgembszoJKAojELHwScELtIDYBjGAA+Jm+lisri/qc+9VhhiJxrlfEGPM6uj0ZSXcDErlCb9DkNQzeZjFSsuDeqqxHlGh6LJRkurBkMKqvve6PRR46n81NGRYdDbpWkWK09Vz2Ew6HKXRfJoxtPqdBUH8nqnT3FteQJf/HWjDI6fXjdPToGMCKGXwU3PPnrOdpB6ZNTRf6p1F1urVY4Cpwurkr9mRzVfm5meGuUyuqQZx1+cDX/uwrasz8NT1IxnFQtKhZbgxanRMg3lKvSw3qEciJAtOxJ2AL2KVFF5QNI3PwlF3IXccehciwHmY+JmKVwFv+P8RC5+Sqtk0vxETuA0qLHDBlWbQlTmXRk0taV9idse/kOJ1c5wuDoTV+U3t1R+srDQ5oElGqzV7sXMHR+bs9UgKtsRNmMCoX1+DkXJyZpOSoHcjjvJTqtZtf4MC4jk1/dw6u6POI6topLzGLXqtTBGNuDmCq58fZrci9WCc8nYAcEX7G8LjhBiUfteZNw3aJlVMtrJgDw2cUyf3mbyiSO/O4f//Hfr0r6coGuW9+55vDMy88o0m82iyqQcI9YiMsltghlfQ6GuTIcRFyc/FknN39AK8Iqo7+lTUZHJCbp15OC3sOL1YLimgPGoHQlw2e+iQWXKhEIhVe04Xi3VmgSwysDEq7JIxn6MRJj8HpcL89LBYji7I7BYwgV4sc49JNUQGBgFy+jwIOPKfqHnBDnxVA2tyk2wsS+URi+/RZiebwiigInzm4pN6VPzj8y3/xcwKxA6IqN935ZFVtvebnj+jfl7ULVL9ETkmvgacFb46h9Dwu55WS1+rCU5s3KChvoDIGph0TNaT4O/VYPKjVWHiK5v919GNmZ/H8Eh2jNLyh8+g8XdeSjVRwa1hi0/04GwL74n4JG/LJVzzNRBpOoNj4EgFzT2niy+ggABfnYHFxQefHJhew6Ppuyghh5FEMpp2XwF/nuiiQO3JkWetF13H1qoEGQc6aoj2i/4W5RYPhXSdVQ3dzv/Kf67pHXCwaCOuxahqMWIV8nFuEUfPGqVeut/G5C7HdHkvrHACFOsbxA8wOHRbIVQkEa4RJ7LZruv4b65Lje20QcSKyiVqZaxGQYypzIrtbbvbMewTkMI7NGPhc9LsFCRXdJx8bAPB36CrRjQvKpc9Lsk9ZUKYj5N7nczQopsWTjbPUqThxdDzZVY3c9taqyjYu6XUOSHRyRICKsnp3+KbG6zz9zF+LKiUfRe78ur5rcO0SJ6Z7uV9F+weUCxSNCejdEpWZvpMAXgQpph4L4IAU59kMco5ho8ikdQrfy0mqNLEdxvBJpDqqO4mclxHo3IeSKQjMbVNdpO7/ohgC9580ZSlr4/wKPU4Dcozc8kH6wtXskFNRS4YZidHPEeeyRSCscNcgQlEiFKOBd0V3ZglIC9hJSmMFSqXS0Bs7lw5PHK1a3l8sCMGDGbNinsyQlEKzy5UMVthcAK7soR1NHKZyXMyy6b0NctjSokUjnsnh13FkWYyDPyPnLJD79PcNv/ml3x4euyMn9w8Fu3c3yD31zQHA2yfD57Ze5IcRO8AZ47HC8ZMwAOQAKCKMKua+AV2JoMOhP1OCMw7e0wgOKCIimkNYgQeki2mgG0Eu0tpJnVzaLQF0DXIGJS+UJOQ7snFHjBJVjEW1ni+XCOy27ij63dzzVO6v6/JMVRW9dzvIdb4pG8m0D8XNgJyMMJTdBse6AE+/e76THoPijEa1h1dOqrjy+4d//s9/XBHFDdXKqd/fjTktLvV43H9Ii0pdKLRxqZELhZgaRDx9AInoKi2ookAFEJpOSaDUBeyJ4uJ9Vt4FiqU2aLfQclTK/SvDl0L4GJD0jYQyTc4ozwln7TyoN1LoStNORRCwySr4KaNb59BGXAYXQ+Z8oLtrVI/JqlXitaFnaTtFWQARiXNyPhdTED6v0MMUgc8Md99zXOtjU3mitx35IJUnd4bAhVzZYY3Zuf++U/qYM2qKrZ6MmvhwgHZTeOFTToK9WnKpDQMWGVnsHwrH4JO8KJEVVCDz7Zak6lxkUocuggU4NYUgzhk5VjkMyrMC1kTiRJ88N86UbVIcNQyszXgVyju/goHlHvK3UOjkVbsminvVrANTo6E3Xe8m/4oDsADkQkMnSu8saxvLKPm0H1W/tl/R1vr6FTlpipYVza0cXlAh+Emdn1IGG1eG5198cnjlVaUxNIoHSnOfor5bArlBoLanCQW7M+sGuVsHROkS0alYnOndnvhNJDeCXMQmuBS75FHH9ROq0iqPxHCTtRz3w1SllY+AnCK5GUdzOvQ3H6whnEpdD1Ik6AF6ikBUk9S86dUL5GgC0KUjzs1nSYem5CxqH7WymLNy3o5cIidetgJAM8gBTKagBXyoLIuq9J5k3yJ4K7EWEbsL9qGOWQ9WQ4bu933xvQkz5XuvNeB+mcUi2RaaXgzQOWZ3NXwWVpkF21MOqP+MX8J2hnrNZ49dccefILeePuNI7jekrnxM6kp3h/lHfr1rQe73lJP75pPfGJ5+XiAHXVkgF68Vb6+UauZ7qajvqvokZZkLByAhJgHAoApGkGNSeIEcQNfyXrwsPKzOE4zdTjC23e4L5Y9l5PGCJgCV/EKaBSdcb5DrvEUrnjytoPJqvcmn6cruBu6Fi8BmjOS0gBkVUhOXvxvkkpfCY4eegq5kvXjAqM53Rjm5Q4eODx/+8GeHz3/fjwyXLm55ntyuAO7Wnmi3+WPaECpEUlx7i+kMAF1FGF1IDcVGxJRi7ohTYrjimbtgdZpW6Z8BclNrSUh7w+AVOoeFgZl022jvNa+fThl5fBl8I9uUms9J1QBhnYJ+5n1Si5fIMdEkm88/I15SXoZ6qR5GSgQM5RmQg0aFhiTCgMrKFHHnl3hdnS8Uz9WrlwRoB4cHHrjXIovzF87aoNAj8dKlSyoIvz6sLK+4pyX5O3Kebwnk+E7zYE8Jdy4r+7rBy4ozXSvX7ZGQL/UZj4ughRlqEjXI8Th6lGGsqQ10lFcgx7rZVGE09PUNGdHk+2AaBHICRKtbE3+5cDlsRKIunI5cJy6tucip6DLGFeBtgOscXVpocY31fEVd+wGWpiuzSEKZ1Qu2U9elB9wT8nFriuC2VQhOpLZyZGk4dfdxU5dXr54f3j732nDh0lv6HNR0UR6i5wjkdvbWBG4CuFlAbj0gd0DAx5QCojlHcpQFdCRXIEcfyKLYs0oK3Ox4TUAu4FxS/jtA7qDpSqhLSgSI1ojitIZkZ8YRXwiuqm0Xb0HhPyC3p/IB3opjzLPWcrUh4YzeAeSy2CeiLyI1QM5t5Co90i3lmrIEyd3dxCUlEZoY5BS1ZzwX9y3dpOwEIlqpGk5PMaj10E0Y2knvdlwNlKZ8+Q9QxYHC+TLIpclG7B0RZdXy2nnWx+mcZDmyUOKf/sTnhi/98m8Mj9Kg+Z8MyAnYfvcrXx6++dQ3hu/o5/1EcmoDxOYB5NwvsUazAG5Ecs7N6egoo0HOU3KnQY6ROyw8jJjpSuiGiuQK5JJbmuTcDGQOpUNVRkaeYtiAXP597GyCkcDTqsQt8v+O5DA8HtxYOblWI/mm8x7jAqhO4iPIpYUW9Jk5c9cHVp0YoK4O/0RymwI5jPW2FHo3lMweJw/z2RTBHhRd+fj7Pi7F0g+6XyX1cZsbFCEvSCl4v1otndBrS+SjxURAsaVuFIhQulkrlKXHs2AavSm7qDsUyp0g14DHtfEQWj3IG6fqClN+wfun3mba67I95PHIr10q0jVYFcV5I5TBdPTM3213ff25h9yjHiI6zrvz3DuiLR2iwjLJnAGo685DdlQSKXZoNJ7L60IcoDjcVTJla2tjuHjpbd+TRx55QJdkV0XKl2wUAJ+XX3l1uHj+4nD6/geGk8dPCszmdC1vqleojLFk47NqFj4vNee8ouQ29tz/LYlKGLTK9SBKY01Tn8h0a4QxdDiBXqJl16HDS8NRUaVc0w2BmeX9AuOmgTevE/2QW6WfJsq8TCoAFNODkJwbVH0JRpxzZG3H8OGEoDgdnYygnu811wlHAIq3IDAY5qgNg8kIIsRAFRWNYBnDbVAvmit5V+4/Tqoahq9f1nms631vDcuK5I6fWFF0d1Xt584p33xN63xNj41acl5OxiBacnt3TRGbru1swO4WgKcicoCOHN2ugJCSAkDO7bksHlEk5yiu88jTIJeI32fKB7YIqhZY9ZpEeLJfEVzK8JKTc3cRcum0EaQ2V+wR391oGRpRexHne9d9SomKcBGIkqKgNDiUcrJWsmE3rdomlGVmuKUJhIcCY+eIhp1aCE0JyLXt4R77jvMc6MmyWa5VFGcaYALkEsWZDdH3lA2E7iwfpQCsuzklP99lXDd1H3dRuOL0c3/1aHLMBjiXNuXvBvnb0htQuJxgnGBsBIzKpz6mBs3/w68OZx561AX001/YhL9PSvKujOQAtt/9o/93+IZA7unnnxLIySsiktOC56InEhKtReNYex2J4gC5Nrq3gZxzckwIF13pCeECORqfQlfidemqIU4hL+dlgNdU+bVebAagAjZ+dlFwhfzTk5s9ndebvJsYE32lk0ZUcum23iAXTy2DMe/MyznwsCGBKqQdEon+SVI41EPG3hjkFLk57yKgA+Qw3F3gir++T0YWkPuIIrkf+Gf/QobzoIQn266Ru3z5huiu44rmaOu1rAWmUfRq1Eye6AYJ8fqsKXqPupNN6UR8nYO9UecPcv0awLuWzaKH8jYtwEEUU59/uij+tlXMvcEwELEXbekowlFd3su97sAgHmPur50UImvyG9BaRbugalUezfVfGrcyp64aULrQL2trmwIQKQiR2+vajyDnOjA2PPRbcoY31JB5Q13vr1y5IOpvVjVcD7iI+aZk83TtIPr7zlPPipo8Ozz+2OMGuWvXNpSnkyjoOjuZ/IlAS4IRQI56e6KeCxc13+/q2qjkTdSLU4NzoZyhrv3VqzLyokGJDI+oIfQhFaQTaa6p00eaZycfDEABcOThmOsK/eyWbACXi95T1A39xNHhhD1605OZDUh+samqUSJumhoAVONn99A0bhXIYfCgpSYlBM6n2ylpkAxNFal4jF7oUhxHgfUuijuaDijXpmh7USVEN9S0eWNDqlaVFvD3W/pOuQH/vk/qSvV+0Tic1eHmgWuK3MjLqcGBoznlLgE7tQdLbi51b6l3I0qH8ou3lNywIUVHItqAHFEGf07ZQCYHhK704GWuK0BHlyAk/OSbaTzBoOY6nMekWJ91S+Ti5sowI1x/BgyXI6d/bxVsKPiO5CqnWb+3DXK5CR6p1ywiu6qTQwDlmjcdnu8YRbbLNzyCKcXfdqxNM2IvYmN9FJ6PuXDH/J3xDoPTDeMbfLvgu9WXpkR5DxzOYkMi+tLzYVmwYWYpuJ61x/U+KWbHSZgfPvnRTw2/+N/+0vDIA4/cBnJtO96jIPfU8OX/CMj9tSO5AwVy3ihCJEdCHcnZsAXsADlfeOg55SJQLDknZ5BLa68lecPzMhYTkGvhSfWNsylNBGEJtRcZ+akIWlyfMnLZk6iOCd8NBI56tIq7NoyC2ckoHoBuAnI9UPLOvJx5cwMFkWsJTxrkiFzhxe3JTYGcIzkGfBJpUixKH0K87AP6mSQ9xlRTCD6XKQTDrWWP2Hny268MLz7/toCRRbYgo3nMLcAOamKDr47OwYpVQEo/twcfkJrUnSVqK+oFx7eoysyfi2MAQGFge/6ePUOoMnPxPess1nJShhFac/ybQS4GEyO5Ja+Uu2QgRFjARrThTA7NdZU1Oy40McAhKlDGkRxQXnuflakb69tqx0WPSrqxx5nyqBk9HtptQQIoAIxRMNcVWVy/flWtpuaHM4+cHo4dPyRjzL3l9Yfhr/7qb4aXX359+OiHPzIcP3Z8eOnFNxUtqmhc7dMOaiIEETPGkN6fd53SmlzYG5588rXh7Nmrvj5EUqur11wCcPLk3aaQcVzOnbuo990Y7rv/PkU4NNWm2HtnWL26Gm++xgexPgC4lCwg5Em3DNe3aQ2mwLumies6ua++afa08+ocMg6Whwbr6PwzYMm9RpFqkDM4lPCkhBs4AZtbohwpQ3DuNPWd/OLIvsokOo/oWjypU6FMic4oCGd8DqBHlLwPFNE9QFtDn8pdAx0KYl3vGUHWrPa8QG7r1iWBnJ53EKBTRLd/XX8nPwfQaQ/rdaZBjujMIFclRMkipezbZt3rOJhnQ0w0oXvROTkKuXcFNCi5LWADZHRQm+s5lnIE5uXQ2EEkB6vDjp/uZSK5osdl1NsedKlOU37u4FI2qb+7PZZl+PTp1bXAwdENdN1lRXNRZiuKdE9crqlRLtNEsFO61h6BA01trzpsWc/X69x2pwF8ZYp2Hh2eijxziULrExk6rQPrhaKSve1AjaiunOCK4lg6tC/jYA2xziygwQGUGvwTH/rE8N/97L8dHr7/YXeI6a93Ncj5JG3AC0xua9C8a7HJ733ld4dvPAnIPan6Fy0cKbUAOS668yQyWvtdQlAAhxekn7lgbg8jQw/w4C0AchgTisAzHRyQQ3yihQi1YN8sIGfpbk7M/pzvu/6zEXangVIl2WhP6EsXSZfKsr2bGFj6vuJVx7MeJblWp8FxJyqx58bCryS/Ada3nDqyAkbk7FXkzOtOhh1CtxHNkYcjksMz4zqw4FFXqjZLkd1+gdz8wsrw4Q99ZvjCF/4rGdsVXaNZTyE4f25DdBC0mJSEwoz9KjcA6FwE7uGhEdj4jIgudR1R17kQX9eKf7OMWZupE8lNVSZXlIG2XJPku0KpTCKDfP6QWJMvlx6Y9s37FNIZ4NzrURsI9SebMHPaskFbRZnXK0kzG9y5Oa4tcnKECDeVp5RwQwXT5B8BuiuXr/p6UkQdapkaH/JaogiX01x4R508MOKXr5xzdP3Qw/cPd999RGBEVJVRO99+8mn1Bz07fOhDH1BO7tjwwvOv6Rrr/ZZOWNyzrYgbwEcwctddlIfcGr75rReHc+evChSPmQ24fOWiKOSV4b77ToteXhf9ecWROpfi5F2nhgU1YHb3FquJW5GL+jXOT6JUwA2jioIzVHqchOTjHMkR3RWgZ9E79vfadBeUAjnT9SX/Jvr1GrD8voDAizbPv+mILA6IjWtIC0fzFvJ4xEqHf1BxrVImMo+6cU9lHrwGLcKsdtSBk0F9ZTqpKGeLXaAGTnPnALebB64K4BTxHVh1NOdDQLdroNNjPAS1IznAHseM6MryXF+TDNIxP5nTjoUWxjbAMVuKHL4MEhEJw3iZ40Y0VcIcU5SUj0Azi0FyFOe8lp7jvDYgyu8Rh7gNlwV0AcFWJ7ez2PRkR70NculCpCiVPWimJCpLA4UADrBAaevJLXUPDKL+fBHicPiDOuWYPTPm1Yqy9TOKLs1F4QrVnuXyEGA4Wkv/XHJ9brhMpIjT6Z0XAjjbPG+YZhrkpnFAwxQZnM26LQwfef9Hh5//8Z8fHrznQV0trHXl36fsxN8VzX1P6Eqfm69jXTQu5ziFYG945sX0rgTknnru2wI5LRzlPahxMWUE6FUk52p6AxwJ72w2QuExknPHAKaDM75CoIbaCZCzylIUIGADkOBB4GVx6W1sc4q+oMh92QB6LXuyjuQw+g1yiejMM5t+6XxeeUctkrCXFa6583XZ8737HSiV4cf7jfCk+8+N3HjlnFrG7ybFOh8r/gRw26IunSBn4QByFCDr3/aLrlwQyD388AeHJ574lIzaMb37IT1n1tTl2ppySioEv3BOlM+OYroFCRrkgcLrN2DZ04LitUw5154vPjv5OiZxe/gnlF8BdYAwgommcRMhSbZub5LznbaCU6tXP3LN8thc175mXEN+3xR1yCVMhE8zWC5Q0Uz2gKHPYkCdR5Xh3JPhvCG13rbyPidPnlQ+8rheQ0NF5ShcOH/JAHFYU74RkJBjo2h8XUpKZqAtqjEBCsDtGxvD22+/7rzQ6dP3SnxybHjgwRXnv1ZXNTLqueeH8+fPDx/4wOMezfP8c6/pWt8SzXifx8FcuXTFqsiVlUOuAZtRMfO3n3xhuHR5bbj/9H0Gn0uXLnp2HXm9N147O7z0wmsG36VFtWg7AhCqJOHseedhZ0XtuMmw/kZ3/xtaE24OLSByHZb+5jxMGTgiSOThRHUeWKpzWZBRbPqqO9tw7zqPaiWqAJWazJQ6NN1bOdmwkTmyBGNM+f/KKbHGMYBbeFSYOe8PqDaHGV4PKdKnZouaTB4r1aTum0seEF/pfFu16fXDqB3q4mZFUc4BboDcNX/fE/ABdLsGOlF7NfyUs99TGUfYhwI5oqHsHju7BjxjNlZcxphhcjRSlkp2n56bbic6Z13XW6hv/fw4BV1iMS9j7ftQvUWjmIwyGsM+I1sUkCsQLMexFa0pi0nx/EQRiTObKG5DUT2F1S4n0YXntRIJARTRAwTkininwSEAACAASURBVC72Bpo4fjiG7BkcGpjY1EKGRjYj4t+rFy57yU6QHgsYc8dq6/ocdY+joEw6x+UCJchLhpM7nOenFSJH7IjTAwZkATNdnpzLnB8+9OgTw0//yE8Np+96QJEcEd/U5/gHAN33HOSab94dQW5XIJcpBI7knnuS9IUjOXcS14pzd/S/D+QcyaGuzAKdgSYD5Nz5BOEJXQgAOfqAoydku0Yvlrt2O8i5t2VL56s5atOT9liqG0ZArqmAkl43huHlkeSfArlWBJokHRdLntDNeyfzvCoh7H/Ook80l36HBjkZM4AO65KtWnkzak4EcrT2evjhDwwfeuLT+vmY3vKQgE1jYVaVe9s+qIJh5XFUw0U91z7Vy9nTLIoyRcYT72u6X1460KT9mKMI6l18foGv5u/b4+qO+plSnSiwm7veDnEZNArItfMQ7ii0GtsGST1v4gJWaDaGYGI4yaPZ2k7oS+4N6j2KlREvrEuxR20WM9eW1OKerufXlBNzizDEA+RClZPitXidWXW6nxPFSf4Nuuzc+Tf1/rSemh8efOj48P73360I75bAaXt48cUXhwsXLihyViSnziMvvvCm1okisBP3iG7cVEu1s8M9dx8dHnrolCcWUHKwIYEJH4aemDgC1N6lPOWWVJnnfJx55KHhflGVkh0LTLeH5559zTTojLxeht1areei2QMCZTkqEo5sqI/l6PGTw5RBQ2G5LPHK8rJofBVcHxLVOqcoaZPm0ipBWV3b8JrqFnLptTqpaWLdYahYu9ySroNLjo0aTUQLyePYtFmtGNfRdX5uTRanxcXgJW4ADNc3BUp6De6pu3wI6Cxo0f2OkIv8J5FiBA4GOZUK3JpR1AbIHQTgyM1d1XeOaZDTY8nLoapkf1Qkxx4HsAxyAPv4HccXMNM1FbUI0O3bJZKj3q2cYmT/RM4lAMGSuLaUWkIfRGkx5KEkc938t4rieExaZ8UpvPMrQ0d70Ki6Gqm13KbmGPZ9xflmr3kUGSCr/cGedGehykmHLa5rDei5li0gN7IgXO8COQRW6YMb5x2ws/tokNO9bZNQ+XE3RDDIEYGnZMBpFQIZHjOCXCumc11owhB2iO5QqclFmTq7b3Z44swHDXIPCORoZv0eBLniaWucBZ0Jep4cwpPvPPuUXHQBmwyLM7vm5GPMeoTDdCRHFMfNmM7JYaTpPkAPuXkd6WEZutIgh4EEVLywO6IoZMLAc0BVVLK4a+MmIJfQPLPiKpFudVFRkJW8dn4QIYG9vOTljG362whyJagIVRSZfEQTpXCy5D7eUAAiMlwiy4Ac9XxEkGk2a/6bZDmbSWISOp4QyX34w5+RyATF34oigTW191IuZFdtp/bU1urWgs6dPpX6FQVUGTM2n9OUXOOqj+sWXRk7I89LR4Nuj89wz0S8YnvqAbxQWETGUagmV5ao8O8COR5roNSRmjnMXpr/OvKl67q7ZuTInLZp+jIKPpR566Ib15RXu3GDnqS7Apbjog6XXUuGmpEGsnjXy9XVZEHjnmjwe1Dik8NS/BHNXZC68vr1axZKPPjg8eFjH39I7bR2BX4bw0svvSRBz0UJfT6kYarHh5dfekv3CJrxHoHSmmoUX9dzTg7vf/z08Nprb0t0Ipry+BG9dmhSABVq7vLlK8Obb7ypko+rw7Ura5qU/MTwvsceESgOvnd/I4rz4gV1/RhUJyfju0u9Fvk+6iIVjQJygOiGnrAtYAEUiI6XJFhZWTmsxzClW4eKqakJvC7aem11R1Tpqq9FRkYFyNxSqmqbiDDcAQeHCpDzOkzHIcaotDJvcj9D/+HF21jrune/1rAWoabZN9fXVSPHtAdT+rxCwJD7PV9CrggvmAyCYpLelXo9QG5WIDdzTbX2gBz5OSlVTVsqN7dP4hQA0SBHfVyBHAprt+VqgENE0kAnEGAP0WfSAKdz0nX29wK5fRbq6DBFzO5EZckeZ12naXYil6jAm/41Pcfj3G+1GyHXPnC0UyIrvV6Xh6QJu0Y/XZeT5lpMNcKWU2+QK0e6rZjVlajRLeTIXnBOuvcG9oQ9Y4W6bI6MYQKP0I4+TDemKQb2BMAywDXIlYM+Hcm5xKojwSI+A4oBRli3OPuAHPSktBI62tl1ZEd/T4HaE498cPhXArkHTz2g3zPB4k4VduzKO3gGLJkppuy/WFuvWLrppU9PBDjbdAx/VpPB/+NX/8AlBE8J5ATmiuRowowHGvXYPxzkvC8skXYkp4UEwNFPbl4XN3QlPPoE5ExJs6kdggByqKj03SCHMilCihwpzKXuJE1Tp0EuFI29H2+CfOjMDyuQq+swyuNH5WDLdlmA3SIsHpjZDvJgpkcn4pPvBjnqf6ZBLm29Hn30wzLGnx+OHX1AnvzdFp1QL3dzh5ZWiloEchKZ603UUNgqMq5GOppAeWH4mipl/bjDhyI4AA7PsUsLQunmsXx1g1ebrDHajfz47wK5pnbjySImatBkAdsS2cN3lsWikkT67vphkU/6VfJvUN0IC+eU/8IQr8vonzv3toDkkiIalIor+n7Ikfm5t895wy8vix4UICwdUnF4RXIrK2rTpNdh+vfVa5dFMZ5X3uzo8PFPPCqQ03PPrw2vvPKK1JdX5FB8SDm2E/r9TefGTt51t2mmCxfOS3W5ovExJxzxAUT33XdyOHpsReecc6UG7I033xqefvo5638RMXzwg/cPD5w+pWhxcGH500+9Ppx985rBdW8XoyFRi1S01EW6aJvISYIO8lqACpjFNSGSW1BXF7+PclxLEtXM6XqRv8VZ2qKhAtcbw1brLNEajk5oxnmrK5XXcnea9CPcVK6NY7pDTTZ8H+QJU9Se2ryUjvB4wJ2v9Q0VzCOmYCdWhNeK2pbEp2N9le5QroCwZEaCE4HcMHtNdkPOx35Rzwcuh7JUecGO8nJMLHBezvVxoXctWwfgoBABCnMYqbF1mUDTlERyPsRyAHT1kdzWmTWNQ1e0ug014GZDnjE+mbeXYvo+AD1Tim4YkULu2IPa92Y5Itbp5uB03FlbW9U9p7FAjQGDMsX5w3b5XHYnr1sCJ0dx2gewHQ10ZkDIZwN0HjmU3URnH9e2eVpHojKXB/CvOJgFcraV7EGnn6KYdQRnsCeLqr8jaIESdekTUWPawmVINOIY7MeiqWOeZLzSJT0gRulDjzwx/Osf/bnhobsfVLzzXgK5BrqKSnpQISD3nEDuj772hy4h+M5ziuRMV8I92dVKuG1vpHpXspE7J9eRXAtP2Izl3TgnJ4MMwAXkkqNLCYFtZWYteWfh0STC8rwoL2z9zVN5p0Cu6ucMclNRXItPxhC/ojrDpz6zc21aeK3cCoXAzc+C9sZ2JMffpgoy8bbGSK5ADvWix7Mghkk016nzSPqrmay9++XhfY9/1F1P7r330eHEsQel+junqOKyvGf1rFwXJbVNIgXln4ykVU/8npZHvL5zO+QmTaOlVCI5tvD/hTqj+AEngC93Njcdw4aNgxCBCCDX9Xd+6G1f3R3l9ibW1VwJMJBhjtAhtCVOgOuRPAst6kn+xs+UYTCUc2kZD5ZdtCfweV1AoiJu0SNLC4fUvQQl46Br8oYT56hb6RCyoJzV8rLUp8rLHVqh5ySCHglVrlzW+Jc3NOjzsEQmZzxc9bzEI2ffOivKb1XtiB5T144jesw5U3rHj5/wtbt+fdWgAtjsKkeIYvBedfY4evSQafkDOreD6pj/qiI+RCzHFWnee899ys8dEWguG+TOnt1Snu788OorF4c3X9fstZsyGBp8Cy3NvcbRsLycUTM4AX5dALTLWRD/5D4uep4ewqFQVM6BwhRguFwLyr3qSJz1yZTzAGmPB/K0DhqkW/HKYvf/6v96c8Ug8r69jlpIhOCAvU07NK4t95wF342H2RfOXen+jlS9950MPT0rD65pUpRUpqIs980J5BzJXUqODpDbp2jOPS9xq6mPo9geaj4g56NBjn1aHUxwck1VigreB5UvpsOUJU6wV3yiVOjKbvCQUpfSDFTu2u6igY71WZGehVgwIeRlQ9nFHhTjU3n8VqTSE/W6mgzQNg6Qi4ox8wfdl5I7zf50qzpq5RJJZt5cRXLWNWSPHMQRZLRO0f0GL/2HQhLa0b1S+c664J6NkRyAVfFK0ZZ8dqs1dR06OWv3k2vJcGWUyrZ92Is0fU+7QGwT+yAOFeuJ4bD7VNv5kUc/NPyb//oXhkfuefifEMi9LJD7sz8avuVIDnWlLlCBHDLu7vZu1SJezx0gx8bsrhAYKy9g3WBAjjKCBjkAbh5QeSeQKzMbmNPiqMVNYtnj5/FWXDuXIvFsVoxDKMQR5MqzGYdf1s5vT21C1wTgxnleLMjy4DBK8f6yQF0fxsJx7gNDlM71HckBcgASAOeyCp3/DS0YcnJzEp68//GPDZ/81A8MDz34uLq7Pyw14Q1RYdseu3NOfRUvnkvbqVlFAjMUkLsMwbIrvV9KBIwaePjQGBXRZsSHwKoUZOw3Fj0eN1eR0UjtsaKMo6A5CjmBnLw5uPh3/CoaounhgCtaLerWZkQnLvt0TF25i31aVXGgvnORMW2mADnyUBKOHDo8Nxw7cWA4ftf+4bXXL0kFeVlRmSg/AfpDD4r717kg6KCTP56sqWMZhLvuOiGhyjHl76hZjNeLR3327Fmdx6LEJ/c5Irtw8aL+vuben0ePHrOnuqamzhiFQyrw5twA+Q1FLBsbawK3U1JnnhRluui6O1iLTNHcGc6+/Zapz9P3n1Zro0edD+SzKB2jmrmbijg3hxeefWv4xl8/p0hKbe/mjrnecW5uxbRW+nLCHnBN0ls1TELyl8xd5Np5nBO5T3JfNpZFL2M0WdOm4gJy9gO1Jjw+SN+9/qw2LgEWDIbXZ+5TviYg13mhLmZukOMcOC+EC2mbljEsbvYwOn8FFNRp6L1t/G9uDBs3lIcTyA1zKluYD9DtKYrbdSQn6lLlBTuDus0okks8gjowNW9OadjnSfTG4dlv/J1/LybHACdRFvk4vXBSGdkduJOJevns0OqlvnGJk6n+0Jg80l18fP0DbFZBuqZNxr5UlgB5ek8mV9dNsllXrCW+Q1eGTYogLvaEexW75MJ0lxxVk2ZychXJOZozW6DXlyMHAAGKgByRl3NrRT27hMiRXBg3bziDoc1CBQUp+natsqNzIrfM5+NjzyilcZDpBugSLI6J+pQSKwRTlGZ00w0mfjBF5pbywx977CPDv/u5Xxwevf/Me5euRLK6I2PEBaTtDjPk/uTrXxm+pQbN31ExuFbZsF9eM4l+PLCWPHckt68iOveurLqxNogtPGnVkUUnFcnN6XlzLDRz3+HjJ7s4OzlqaLy89KgjknM050Ukj8Ugh6EvmtJeZYpsW5EULrtyCoanfLGxe5J2b/JEeOl9l6Gp6SMXgIsn5kargJzBNBsqggCiueTkKJAmP8kmwpvcYSCjeN+ZueXhMS2aj3/8C8ODD7xvuEfe0erVHYlPbkqevjOcl8F8+80ragellLxquQC5GRSaFqC0mCURJpY6tVaoS5nuXOfo3MMkj9ODHckNeUOxYaubf2rjiFhq8OpYRhAwHw9M/nTBfOXmAM7DyiuRs+wuC4Acm9JlDTQQ0E1EuIB4xJOn1T1nUcfJu2eHu++bVZH2tvJPm4q8zvlzPPLww1YwkjdbsyAkzZg57r77lOjGk26qDM1HNLIutLkouhOAOKribMbgEMFh9PlsKNzwXAEAz5zTOTivqvNcXbum97+ie/KwAZI2VXq4QBhp+7aoUIrDLw9X1D4M8H3szJkIPCgRkcPBub/80uXhuWfeGp568mWtR03VXjihej3yi0dDOWp9QrPaqOka9CDNpv+2GF6pc47AJF1ITHv5d8iv6pE6xUYEAO3+ecsk/5ojOdNJNwzTT1N0Za8T05xeP9Wrs6hvjD9/h860ihOnhuiqSkmavmwQtiOlSHjzplTB+wRmKh84uLQxzC4L4IeL+ttFlbcpktune3IrkZyHqRqWsk4NcgAbe70P1rMjOVIVXBg9Y4zkUFnG8SvY8nezbDi2RdV5r5OzrL0OsHZHnTRADmWXJhFiB6yGDNCl1q2aLet55MZYn0RvOFJem1p7TeMz5XtMmVQapYfjTsRDXMfQlQE5fcaO5LCjOicPiMXSOiKLUtIUJNF9/WeXZSqKc4N2gl3WSP2jWamiXs1GFaDlPgJyYW9wom23aWBRfWTdJ5gG8+q5+okPfHz4lV/45eF9Dzym+/NeoivtAmB44zXcoB6GuROiI1989YXhT//iTzxP7lkNUN1lBpSc/C1JtqmZsRzWidJcxG7pxe9I5anjsegDfhyBhN9GxoU6Odet5GiQQ3kEcDIp1wkH8+t6EgaXQ68zqxOgq/gt1SLR3cCLqSTZ7sEG8JneyWBAe7F4VITvDXxw1lYZBeZaWdlOLpvEXb4r4ZzWNpMR9j3dwAIOTq88Zb9+NTtNH8Ye8ElNkeTueo0IUfg+Nzz0UIQn99x9Zjhx/AHVyK0rJyVl2u6i6MpBQLc6bKzhFZJLAOTUF7GqCfHgrEH19/YJopxL4nfy2XqAZyvN8NL5DOl4EM/Takcd3TYqtV3cg+Qu0rkjtM0ooTbVmSiWXB7iCihFCrZzXW8pKgs4LYtaxMBvUlQsJwkhBxTgQXXIOHJ8YThxl0QenkQ9qHD7VdFAGxLmPKyI6oheST00NrYEJOsCmtXhigDn5ImTFpHgfWMcoec2JG8H2DDkUGmWeSMCcDRZCrqSyYeG5KlcL6kYVZawIUN15syDysedktG6JhC8OZx5bEWfb0tlCK+Z/gNQHzh9jxyTewVc9FKV0lN/u3Rxdfja155RDd7bclI2dL+WlWc9qWjxpL6LFq3WScnvpQ8qDgEF1I603emFyGDV+TSLOWQgA3JxsjJhIjSS7Zd+bhm8mYTeJwVuvbUdDbLm/ZgoKx0A+L6mLIS/md7zfklTcv6zaL4ieM6JHJ9HM8lR8lBX7QEEQ127SZpDrRCG7b2rw8buhWHxyN5w+Lhoz5tnh61d5VbJye0Ttacp43u3AnIJVEP/856Z85b+k9TW2rm1g0uqQueja075wH4Aj8NdUrIXI25IHt8RInkt9qhBr+rI/fBEN7AWTd07r21AYyIFxeOqxXS7N+WpBATAMDW6mYxCX1pqNDclmtLMQK27sRUgjJLFaHE8O02QeDxXlc+Ms5f+t7AT+h1b6tZ1eEBifeQQunibe+MjNouf8ykRmuN4tOMeh5wLic0jvWHVqO000WEm1kNvu+tLNZDOVHpqAlVeRCmEaP4bus/Mt9uBjZKdpen1pz/8qeFL//ZLw/seet97GOR08QA53RaD3EuvvTB89S//dHhKk8FRWu4pN0E0t6W2Pkiqk2ep3BXfZcQNeFMgN3YMqJXGjcEz8gBDZsoBcroJLoBtkNONhVMv5URADs8UY8qYDG4IM8t8aFOSmxOgkHR38aabAQNyFWGV7Na/u9Yk4fyue/nVaslPjQ3xJA1y1NTFy3OC2NFcR3JWnoyes6M5ZPtOTGdOk/MZ+t3jY6ABdf635AXtavr3vfecGR597KNS9n1QnfEfE015TbVxKO8OqFel1HXX5CiIrty9icKJ7umqv6rMZQo34/3eduI2flWb1qHq6OMm0Y5MP4XvkZhb/j1SjwHINmwpT8gm6ZZoMYZ8Tp7bhrMK7KkJElhlisFBe7qbMgDL6kYyJ5BD5s+kaYRLGLmbexuaTQbIqd7sMIKSg4qIXhWgrQ6nTt2tWrZj6gkp0Ffh9YUL8po1ZXtNoLmk4usFDVelOwNFxBThuuAVYMAIEGUXXdN5Vkflpp8x8PqcYivMRsjIoHgkx3LixFG16NKYI+2CBakc77tPxem7G1JdvqnI8+Bw7310ocHDhx5kHNA+efRrEs1cHp595g3RpavDddXmHTp0UtHmg4oeV/TYJdVQEQ1Jij+qTWnHhrlLng2KGwn6JtEcIOeJ5EQ5ePyRa3t5AlaV7+koDoueJuZ13+LC23f1T2Xh48gUyLG2x6YI6V5hAJ0ymneq5IjKN3VuUGnQepkeLpDzENcwCEjXALktgdz6zYDciujozZ2z6ml5Xte8Op/omiqZoY+A3L6MfjkjpvbcyxYzNBGcAXREcc4RuR69IjtKD8qvCzWZw1Ebhx7K4acAeGwZcm2VZonhz/VNn0blOAVujE1asNoQG6X7revrfrlMlBCF6/FXuh6IpgB/t80qlqNLcrgusFnjzRiNTLrPOEiAvmZNomCtFon8IyDn6eojjlMykFi8oNwAF5AL22KBE+hZTp0j1CnFKGyQaVdstetxksowG6Y1CJvAXthhP+lzEpXeomOThEGf/ehnh9/8pd8cHn/4cd2b92okp8u3LS/bkZxW2EuvvzB87S+/6nzcc8rP3RLIdSRHp/cxorFXhPFItxMussc4EA0UteJIDPGJLmqDHB4SRa9EhICcpeZERwAcz4PjZGM6EkztS9MWuvu++IAcUR1A52gRp9U5qPDRjLexR1XRnMENGsPZAItwS71Z9CXeMTkBaBn8G7xdG3m8oIB6g1yGj4a+s0Hye2G0WDRpL8aEdAzQATpSaHHRVQGQ21MR6zE1Yr7v/vepSPmTatb8CQkWLkmifmW4eHFThlKe2B7DPTXI8ybycIpYA3I+bgO4GLURoW00cr3Z/FHi5Xc2AQaqu5RkMwbs3FqoRCgtvknOqKic2ixRb026wvC6RO14tTz2kAquAVIiRoqH6S8JNTmv3Nk+HCWmRGtS9da2AEENgAG5u9Sl5PDKsou+X331ddG2V0X1LQ+n7jqq6OqUR9S8+aZyawIKgJX8DQowt8lykjyf03bdNo5/T3STui8KgwNy7jAikMXAovrkepBTWVPrLkBHl0jKyiWXJzAR++bNdUWkF0RjHh0+qtKEixfWLC5ZVu0bnvKLL7wiivW8IkF59xuKCjduiX5+cHj88Sd0njPuXHPh/PW0ErNT6BDSa2VsNC5QGxsc1JifRNIxXI5O6vOkgXL58roGfOaO0vAluem3AVTtie/qAFS0Yzr+8PqJFqajtwY//s01dZ7dRyRKbs6hlz4D5x6Q0ycSFSmjv6tIbk8z6A7vDupOJ3twXg70BV0vFZ6rfGB3r5wdrYWUkgSb7FSaRaGLCcu4VZWhLHFs6XZUI+ZCXxbIOcuh+zsBOv3s3wNsMhcBugK5qBqJdGrUkoEh/S6X1EyB2XOU5MQRZ9Yi7c1U+K117po4BuYS3UKhQyWars3YL1P2KCGrkbxXZjFHRhY7Ylmb3sqYEoRZKJBRPuq8scPOrVWgSqOO0W91tD6J6Ll4OBzeq+5pW6pJ5xpDw7oOjsYbakiOk4Y9jX6Avqo69Jm2xGZw7NQ4M5xfggy9wvB9n/z88O9/5beG9z/y/n86IPfyGy8OX/9Pf6ZuJwI5KS2dk5OUentHhkuRnOvsvde4wEWd1XcM0U7JeBvgTL3oKYCcqUq8JXPfGSxpL5eNY/7GHE6BJOpFLRrCZmyTtQD6gfwWFCW952iCDL2BcXPkR06jIg5HcE3F8DP+ZnRdbo9TkUvnMPDYOFzGq9fLNO6AnOtsKjfHdzbmpL9lgWstHntGDAJ1nRFRLhMc6FoC5XdAEcO9Gl3yiOq3PucWX9RYnZPY5PVXL8vIaxbZPlF11MrtAHLkBBrkkvNs6mnUT/cWYP2XJ9+X0hEuToY2MTkHbps9OINcAI7IruXmAcw2pNmWEd2U118BZB6VnCZGlCi+I748NjWVs3NsQDxRlJcMDNV3tfLap2nRC0uz6nA/LyHJEQ89RUDCxO+r1wSaut733HPC7bkuXJCAAaOnvwXYuM9RrTphXgpYU7j2lZInHWevVWTO9YImhDbEUHTRdGor083DVKoC7xnVhlKiMKd1f9/9h4czj55U7nRboKXIT8q6VR3XrqpuTnnDVTV+RlTErMDTojTPnLlPjbdvKbq7oQhdOb0r4qCjHbZnFTuVOks3FPf7R4XZhefGbH+eenwBWOdIA2659mnHFl+n714WKDc7ubl4/emyYYeNe+rONPVlgzqa0nrfEnhVlNKTw0MipMaS9cM57aq4f1sTwm+goBQ1ObskIc1h8knntVUv6jEbPvY0jFXeKRtZe7aycr4/lSrAGTHATQEd14x0hNIT1Zsq6MXWx5lzlJboLcl96FSlB0iB6HA7K/87t6AiWdfEIbho4UpsCNGb83I1RQDgRSkJY+AOJwI7d1rS36AUR1l/pUXGfpRO21CCkc/or7purENOk98BYudmKdo31cD5RvKfSC5RXN3eOAWTu5Y1bsFZFXAzAR0RmWsEIwxE2sfvtDnTnXfezbV+YkYQFm37EHjr8Bq0ipcWaVDIs8PnBXK/9au/PTx+5gPvzY4nXDWM/XQk98qbLw1/8ddft+gEujJtvZRvc1dz5Y488wrUyZ1ygaFdEuZuQX3EkCaai+NBix6KwYngoCsBOgDOORrnvlBQybNzJMfzkivaI5nLhHEnnQNu/XOXE1BHY6+X9yInZyNX1GRTlo7kUg/oaK7CfUupm+7h/d1rs0DOBZyTYavd1itqy3jAGCxv8pbeYhC0+OkmQTTXdToNcjelDjt0+JTosdPDxz/2heETEqBcV1f8K8rJPf/cWeV1tnSdTuhqLhvk9iNWISfn5qmKlLVAzfV74TchU5sAI+cj+Z5EtvlbZrRNWoBFhdpS9d1MhNb9iPy6JevxSPur1XWRZndhq+4doME6stw9Em76Sc7q78jwATU8eCK5gxJ2LKq7x8qKpO9KuhM633vvcVGUR02DkRd4lg4i6iRCrg8amJlwOAuzWjM96JFmyWjwDlr6rE1NnZEtR0QYodEQ6JB1CKWDYYZqpzaNKIRiXj4zqjrKH+jgsaUZajfFVjBH7RDDQk9xboosTy24E82qqOSXX3ppeOutt0w7cX2YWkCNlchjvgAAIABJREFU3yMaKnn69DGB4uLw8otbwzNPbwgUrwjklI+sbvdWEhJdFg3J+Xa7tBjIyrHdBmoRl9hOllFuFqG70MRUx5J2P9bsB14/r8uaMchZNZwIIJEUwBBj218d4fH5xlKVEl8l/xtxF44Bj70p4NrUhPDdGd3nxW2pseWozMteiKq8uSuQ04QCDjWZ1GmwfgVythpp0BCQy8ghrDv/Gej4j/VM788CudCwxVaYXdA9H0EsOTermg14AbpQmAVyU4ITj69xKBgPIV1Skrsyu0T6A0Dz8NuUZnT0PLJExMHFGKV1WuhLZP8jn1r37TbHtCjIMp3jeXK+70RVAojdhcmsBdfIDFM1VDbVqubjpFhKfOY9UP+haSBQIBo1Ta99RXS6Q0N5fTaOrjN0+aueOwvIffoLw2//2gTk2vmawtqAcC/SO/4he69Wpx40caXufIX/3L/zTrZ+rBdAroQnMjqvvvny8BffEMi98NTw/MvPGeQOinIiiuPYZcAfNJ1vkneJk72pCeuAjBtf1JmdSCXqm/N2JJeBmC4WdgNa3QooQwMcR/JzHiioBQbAjSBH+x/cM0V0RHJ4J4TjBp0Cm+68knxcH6VagrD0oow37dC8rodbC+l17P1YQjyZYNC5ubGmzkYiRiUjhgCIeOMIGmhcbCrXh6jKiuSQli9JlMDw1I9+9HMWK9xQbdzzz6rrhkDu4L7juogCuZGuxOM0iTqqFnPCHd5mk7oHoPXERAyRd49+KoaENlzcH0cOnCd9JBPJWTbdohT9e+r9UlzMV2jMahRsuic5WYOEB4BiDzJbC8k/AIfYAnqSHAzfZ9SpHoA7derwcP8DJ5znuSQAOHpUQ03VRguwQY34/POvCEyua8MyGRwFGJEwHXfojpHI1GOMZAlm8FzxynX0ZmohQJnIjku91tPBJkKOnnOHkIJzBuRoSMzBOBkKtJeX5hWhLej8FmQUNtXxRG2clGtkIvm26FjPjhPFtbx8WBE6EwnkFGm/nH1zXWURUJWioNcU1XvyNHcjtKVbP5WB6rqurovrXGlk4JVvKUPRn9G1WQBQpQXYg63EDHjhNOLodLcZL3CD2nQP1lE9a0AoEPVr4bhl//EeJm8cNbDU4oRCceJJBeTU5mpHZQMLanp9VM+fUw5OheE3bpyTU3ZBz7muxyri1XUVIafviv7Z73ph58DJU5mujKBqJItKgGInslIT7Th7LeihaEPpMeS2VW5lFjGcC59d/NxA11FThFQ4R3kvPdfTTTAqMcj5e2xR1NMp1SGCayCoGnbbz4ysYQ9OHIC0sJtc94mld7CZ8/KbmX8Zga0jvGB5bHRsLUxEygz6voWezNw6xDIL6hgEAxU3IZ8lxfS6Rqi+FZFuaMoH/TbJw7k/qkU1TC0Qm1HBiV1I1qkYiu8TyP3Wlxrkqqn9FHD153oXglw8l78N5P7ym3/uaQSUE0BVHtTcLwCOSC6F16mHyqUvkGsqRq8LgExALhGP6+QUyS2WgmmuB5g6ksNzC8CwuExTQgc44avoEaPmfFxFW1ZY6bF0E9K2YdQ93keMV47OzdnjqsgtdGULU1JU7j5/tv6sKqLJkEsd8ruPm7shdM1LAJAINNRl5TWqPs8gJzFDuvObdNeB8AS6DcDT2I/9i8PjkuY+8aFPD8eO3CsHYGV4QUXFF87J0907KrBekufKYsUr62Qv9VBRcHHzJlu8OHsrzdIzkfydxSPQeaXQi9OaSM0Ax6BGwE6HozSbnAz2DMjJcy2Qc05pzEtCgyTPhZMyLyAgCgPkUNwRxQJwBNc3nYNBmbcrevKglJFLw+kHjkt4c0q0pIDgrUt6bjpNIN2mDIMWWtTHcd0XGUwqAOE6hiGIwKhHzTA0lDqfCcilE40LsGO/RqOZzZi8Vdeq+fZQyI4aDs/bVDYGDUqNFnYUbsdTZlgq3i9DWsFcxvxgrO6+55Tq/xb1HDmLija2NtX8+cqGGkCj3KRFGaUu0IZxPryuSujAeU8GBPPZSplXFCERMyDeEVx7wT3LrHPCLUjy43BI+GCOdhDiYHjL2GL3Szji1FoBWuaXtdOW7zgBvA/XPI+LQXYE1yBXwHlTEdrGzrVBdfDDyt0qKla9nMr0JaA6Kyf1vJ6j+jmBnLSvNLuT0YUO017jXrTzUc6uy4ZGy+k3zT33JOt2nGuP618heHY8SYUXQrEY9WR0AqEAiY78+YqFiOow3WgcrVkVnabXnnhSTvZYlG+bcnukbQCFZrQpzbryATT551DEOSZfXMvOa/pf7wC52FROKz/Zb2Vr6z+Kxmeq1q2njmTqAeUPMGRiSLS+fLsBXadgWNa3hg0pnjck4NoUyJGH26nIjZfvCS8+Z9+TsGOzSpV8TiD3m7/6W8P7ziA8mQDsbR/Ke+32z9n//j2M5OL9B+QkIXUkJ0/Gkdwrw199q0HuWVGV2uhq0HzDIzcAuIBcZMehC9IOpnI0xilAJofbael/yINJ7kJVLkqgsEByV1GAm5d2JEdMWF42RpiCRICO7ygpEZwQwdFGEwUW7X7yHVVkIsJskchpW1FJROeuLvpbaIZ0BRhriyxyCcD1JuuuKJ695sGHUWC1rN51gni3BXKj16fXxdBbYl2UbRo2QweSV1NzWwlLHlQx+Bl1+H7k4SfUQeO0cnJXJUnnM2oEz7bEGxt6LFUVyKZNMSGGSCE2MWn8vAwljawcNR5Gs40pgyBT5M1zvf3smUKpZjjmWNtWlI19a0elk2vj9kYkxusrGzmAAdhRApCUHZMBxO+rg73bv4mqlC5NxmRvOHp8UbPXDmlu2xGpD5fVSmvRXfpXFeWc09SFixeVy3GLKM6gZP+1eZGte8K63pdIL02LU97BvzVd6c1UEYi7T/TGq5yVDedo2GPgbQOhh0pxSoRGhwlWEU4N4hTyF0j8ufcIEVx+IO9qc0t/U7R3z71320C+os4oAB1F/De2Vd6giQdEcZsbzJBTXhV1Lc2b2XY6WuTTDQjSIg6QiyCIe5NIDqclRsQGFSfS0XgijVBko0lxFBc63Zax/r2EONRoVWNgt2TzF8a/AI/fxqg/ohNe3IIeG+9mKyplUQadSG5Lk8GXjs8Odz10eNi+dXlYE8Btb72tayF15a4KxCVMkZsnkNP9A+R8FPiyO0rBXLfJ59Wi+abe0+gBZyDfqYfjTuuySgVOJMdaTS7KjpvFHAX8xUaEao+japDTKZiKdAlHCuqdb0Tt3dfdy71Ax/4wIiYELoFjA1GBnfejQe+dQY7P5fujp2CjfBdYl3VfetxX/g5w5995D0dyVdOXKQekfWSfmKbAfpHDCONjSrUA20p02c81leEAdDdRT8ICuGQrb0HPTx7f196TR+R4zmstf+ZT3zf8yi/9xnDm4cfgt8YIcRq8/i4S8nsMcvmE7wRyieSeGl5QJHdAVOWsZNQUfDLXK33Z0jA0cv3efMnJdegOy8G/W+nGpmbD6hIBbovyfBfUXR6Qc27OObnm6JNHcPNgFGdI8pG2ysDtwcvTPYTcmQBO5nXsa8k4H2ig9mpZPhOgo5gyQMd3G5OS/nanArxEez1lhJych++uvnaeEVX1NSPQlQglub28rjtAyFCS90lRvLeEFj2jiLTFATmVB5y867TyUY94IsEDp98vAcq26DBx5teV/7l+UIlhapHSlLf78HX+pqM4hla255joTapMjy0hv0ECOglpJ+IrbxBKFfUnXnqcldrD2U3eUROvLPWQadxr0cookEgfxpmKbNgxdkzc3kvUB2pKCQ1m5qQ6vO+4ZPnkq46r/db8sHIkzaYZA/bss29oYoA8foEX9+6IWnChsAydBOWZ0+E7FCqP63ZE7pyu++LO8hgzvH6vyVBFDQzj57GzH8GF1Zbl0bCmuW9QkQgGTNeYBpp38e+li5csSFheXPQ+2KHDx+ZV5xhP3X2XWzC9qTwd9ODC/CFdI+Wwb+wf1qSspLCfFl/aRa6v83qAIi+T4tl+OqKEJVrp808pQZiC/N13xWqF3KnOoUZExOeNMvi2ZgCmGwvkaCNlqrnevtyVjhRzXaD8YrzDGiSPN+Zxq+dlg57ZAdGQlBAc1ly+ux8+qqjuwnBp7TU5a+f0mS/oRNXNRlG9YF5+NFSlcnnsd9fRhvbs+kF/xNHcdhoEJyfFzhGWxYH2nmafoyWCjkftXUKxKL9DV/JzN3bw57ODM14E2ZYwEIwx4v4DdO7qEwy87atVm0aHPuoRdv8K5LLmOi6bvEQ7Yy7dwEHxf9DIya+NNKejzqQZEoVqTZqaT70iRytAycHxH71ucdZdt1vdoAC4m7Kd1zXRfktRHLoGK9dZF97t+o+Li9NhB4nBynIgGbWjyPCTH//s8Iv//S+rGcKjBrnpr2ax7rhE3/WY/sN/4QbNtbjeAeReeUM5OQlPnn4RkHveVOWs2ijtqDiWgl6TWg0UiBQK6Lhmfy/I6f1ccCmAox6FHEYPFKT/HMvOSknq2qo1DiCHqmlbctddOvwL6MjPUTQ6o5tKQvWgophZgdwsfDT5K90oU5YYBzw9aEpATSe5QzRXijbTPu6M0SULrEu7ZI4KAc0GOfpupktAOP0uK+gb3YYyQJdICcoP6o8IBfAB5NTzSAtXDYfVFePw4ZPOyz366EdEwS0M62sHh/NnFeFcVfH9BqNV0sorAw2pt4sJCPcPtZauHvGkQlP6vYh0i+pMDQ1gkUjOUQvda3RkQ1EM3k1sb6esOtpgA0YNiGos1B4/u12XNkQmgvM6qCn5jHTHEYUlINh34Ibms53UrLcTEmecUA6OeVWMexGgi9F96smXlId7w8BFJ3QEJzRpXhSgAAhM4Xb0Y6DOdonBilzahbBNtSXmqYgnDle52HYG+IqAJk4X1KQdKpd8JELkKV4TtnECK08sJ/9GHpBoVZSPorgrV9/W+tr05IIV5RWZWcd13JPzdV3F/Ktr8p7VEQWQO3hgSaehsgKpRW18qEMq55Ceonjl41eQzPe6Gw50uYdNEoyI6xGjtnXJStXXeUZa1Te2wzKZQgFVGcdtlLAnVhnp0LJ6FWlkvfT1zj1PlMNaaJDzWoRaObgzHD45N5w4LaWsIrhL117RHr6o43IiuRHkYGvKUYV+jDqmOsIgEimmwDmrHGBhRG3FEPE7URwgB4VKNF6RnAHNn7FKR4qizO8tRAo++UuvBevCENm0Rot4zO3VJg/JQwv0mkKcvEi/VEdw/cTvBjmDrtdeGJMehJqcd8K2DMtN7rvHmvGznTs7RRmN49o39kINj0UZiVAPm0lBN3qGPaI2/bwpqnJHGy6ORRxAPmAHH+RGuy52QXlmagXnVHbw0Y98cvj5n/s3wwOaDI5t/cd+vSsjuZdff0klBF8bnlFO7oVXnx9mVDM0K7k3vDtJeXu/ZTDxqlqyb/qABLENafInHclFrZMelvPa1ERzUEH8PMtoFrwujFc9Jp4rBd/pHIDUdUvdLwC5Pd3EfVCWMpIzWm2zjIrQAcAhQDG1Rw4H8E3q1rJcF206mpuAnPNONmgBOQyCuWw9icUDRTkBOc41nRJaNGDKozztSSQHlUNOMTO73BqJOh+/NAtX9SrVwHduTk2F1f3ksUc/qgV1QhHrvIZzbg5XL5HbEb2piAyK8yDtvZA8O7/Whtwpb326fEaMMh02eC9oM8/dKqEDVj0TjqME4z56rpupTxmYqrEZWx5VFHs7yFUReRe+1nPjaSYqYmr3okbiMClaGSpNBxBdtbPmou/77j9mkDuh6d2HDs0Y4FbXbg3PPPOSFItvOveWYm+i/BwY8U3dd2ovWV9dpsB1GMeCYDTK040TEMN127Ts3tRVo2QjbxBJbpJ7hOGek9iFjhF0WqERNrPh0nSAye9RoN2UyviGhr1e37yoc9gRBXtUx3Hl5uhwsn+4pjE5lIVcvKjH6Gdq6PapCcAt9Vs0yFWfwwZsAAtFXOfH2CfJrTWjUdM23MWlc6HJEac3qWIoVHLuNATIxQlrFVw3eeayZNTLlLpyBDlsa0sVcChyGdOHNHQ5AEcxdBy4GkjsqEWApfzr3KImKRw7OKzcpVZtG28NF668pPsgakIF4nuAnIbkko87QMTA605FcjiIaXtWIFeiNoOc3p+6150GOQCuVr1BT4/dbZCrdeB1WyUYXp98Zn++fMaSfNRC4Rrms0W0FCrYmoMGtYq2OrLL3yucnrL6cTYr4vY6bGr/dmhop7PbsLFWU3/cNbktjkmtW6Z6JOJ3Dtr7lXy9Pg8ng92lQTxt5NRAAUfKNW86GCbLUNldAA/bqetoURKfACpap4atI5XU8++W5GBG+LUwPPHBjw0//VP/Wo0rHoRT/cdiXNmrPO1dE8m99NqLLgZ/RnTli68DchIXaLAjVCWeb+pbuH9RFFIXN9am1c9RG05Ajg/YOTNCYSK4cMoAExc4HSn6MbZVRSERMbgjhDYyCiGAThWmg+yLmrqqXZh22LxAwL3mfOOzwFtsku4HoTYiRqmcnL6nY7s+Vxd2uwYrXg5thkxRFl1JPuZvBzmex+tGyCKSW0YtLYB4DxsgxDJEneqEMStw20dEJxHK4+//mIz/h9Qp/7Qec2h47ZU1iRY0kGQLkEshOQM5mTzNwrZi04aQixp6iQMvlOJO986k/RmiUb9nvEMTI70JTXMmr8Jiz9ysagdUucf2hE2jyKDa58e5geqoPGCGOxLRpR8fw0t7DA6U5RtvvayI57wUmPuUk1vSYNO7BHZH1EFk2XPTLl7cVTsvjapR38pjR487grPE3hG0VJveVBKfCxHXlSyfr2Lz5FwC+FG71sfko8ZBNQtWgYg3WPKWGPr+Tm4r0UkiIak/F5eduL9+XetC075vUpOZKuJhW8AHnblPUQvgtk9DQpcPzyi3Sj/NQ/rcBySmEW35xpZHJ735xmVFgFpjDMG9AVjKWNvZibNhg2tjXIKIuo8jCGFIR8Yk0fM0yLnkg2hmBDnAB2p7Yih5fI/T6SLzvq8ASpyCAFl73B3h+LsZOc5P5Sui34l2urZypOVkD2Y1b/LwEeXaD2s/HlJJjKjK85de1LVc1eejhELTCQC5oirJx9nYsh5Np07oymkhhkVtBjn1Q7WDitAEJWKVBegUDXJaJikRsCmd7A87zSUQaw/IEUxsGO8NwLr2DYoSm9aOIABVTtN0BOe1xb3xOutYL0Y8v3UuLo8Z6Yc8pCjO0PDd6NycQUWgrRZ2MbcOTxevhgwAHMKTLgvw1AVAmd65Yhy2xDgQwbnlITSlDnvXrAuDWx11DXwddEShOWlrtrgUJ3NWduf9H/jI8BM/8TNKrZzWZ6EPaH+Qf9j3d2Uk9+KrLw5f/Ys/trqS7ifk4+Y11NHUmAxje0L2WYobb64cY95ed9eO9VwjDGm8BQQDcL7cxJQQ+LCXWdy5UbRyXBRjQlcyt4kbqMnbt2geKgN0UAZoVlQlkRwANwG5CE98L/HyMOlEcA10plmjHgv9lqLzlgezAkm+eujh/w+Q20OFqtyNvX8neTkX+0zyyGhjpSnYiBHUhPn06cdk+B8d7r37fbouJ1VGsKvcnNRQGrtzYzuU5T7Vy5FvY5ERnYXKQCEWAOK60VIMkNuWJwfQ7Vq2zgVo2qepE3Kx7gExblKTONCz1AVWIewYWVROLsrVqZyR730ayIKj1DzOqz5uXgaPJsf7pagE4NbWNW5FbbyYIXfsxLJzcw88eJeu/X5FcnrM5VUJO65bocjwRot7oGXoFlMAjSMC0C1q3A4dVRq4Y4BZN64w8J97/5btvH0n2kHrXByfJyUD6TrCtATKFLjmMqbkz9Bd4CyIDmJuGOuQcogD+mwn75pXx5ZFbf4Vndesbcnbb18fXnn5qgBOo37evKrXTP71pjq37HBUz0+uo0Guzn+SJ6ycWjsxhUOhmKuR8mgQk2/6/8h78+680uu68xIECIIgAM5F1qgqzZPl2YnTX6Ejx44dd2x3Oh3PK72cTn+7WJ4Ux/nTkjWUalSpBrI4E8REDAR6//Y+594XLEodr+5lldQovQIIvMMdnufsM+yzj6O5UkshvRs72hFbQG5qMk9q0tJeXDSTT/K7fl2+VwrTDkQiIQAOJZtyIZxmdDSg5y6pnHHx8oqUYlBHkhbrekBuXj/PMyxV7QWHqmPO6TxOlKKRWcztjWiHZm4joAa4BGCiQykHjjQx98irVr+H9MG58xwCGb1RXuejjwOYn6a0Za2EEOFSp3Q/rssL3H/qyInDOh4zaPl3+T4CHMfQ2YEnbL3TuP27HxLJsVCzTkNgMdu3GLcmunkP5pHJ4unfcyQH+cnOAWs0QMaDKG5vW3YHgp61fcl6JUMFuCGEb9qI0bXSqt4ksXV8BiWkM6Qq1UtK6YDhv5/7/JeH//lf/mZArmpy/xig+3iC3DtvDl/XFAIiue+/95bUxHXyGo0SkIMplltok+kbBeEk0VwEinXRK5IbBWSJFsYaV0DOM7Wc+kPSp4DOCx3vNikFpyxp7vXEbYXfhOLyWI4EdBBQTgrk5mX4qcuRtnS6kk3M5qgFBj2aRWp2pT3jSl2ayVb9L4TzdPpX2pKNYJBr0glR5z8iktvbVf5bfVSjPqR3B+dF6kFR2SlFDAK4eXlK585Jq/Hy81LK+PJw8fwnFC2cUU3npNQ0DlWjk8r+JjUC0paMZQkV3W0N8ug8noVrqWnZpNUeKfoA5NB8REX8gIgu67iYYPqhxqyfMNC1B5+UlPP8lZLtWqMjOd2rFmjua2bjKsNAob5H6fg99WAfohpydEKOiVJVDzck7yRvnl65Z65eGl5++RNWgqEu58GwumO0D2CdzmoUDj0/pPDM2HUaPIMgl9WugOTSngW5q5GY9hNR/U2kK5CbsWOTCbLhixdvgLeRLrCvCHVri9E4pG+Z0C6ahBwMGpFJw7uXiN5BNYzPKx37hS9dGz7xypraIlJfvCV+xQ/euSe5r+vDTU0MRx1lfn5FmYUly5Pt72ZKxdhr5eOIAgmg019uUE6uxHuhhZRTg0003sy9pv3zWhy0cRq87k3XjHO/Qn9vUAr9nEg412TWENmek9adqW0F5NRELOmnpNWwk1HG4Lko11y7dl7jXOTUPb6nqRI/0Lijt7U20bzUPhDIPVaKV/9nr4EI1akyZxoCtBEsfgLkKmLbgxRET1e2kUHukBQ8AKR/E82Ntby6kB1wjOlfTtbAxiM1bUdC7PmS4/IF4WmwHwvU/JlPRHS+kgaKj0ZyMxAXK/nEc2LZ8uC6t1g2mahEbmSM5GzWZHNnqKpEwnf+bbUlCG6yhThfgBtN3aTVLXnI+eFYu7cwIHcKIPMU+aQ4IrgRYmDLmsF654Fdsbi87NVnFcl99V/9GzmnL/70gdyrb3x7eOvdSlcqkkNpnHlybkfxPkyPmFNhrjcxVy1TCJy+1EXGc+0cN2kl31DT8LPJHInoPWgjMMvMzK94Yl374wa5WF8ei3POAJ2MxpGiFVTKBW0hoLg3DJ4RXq53q5lVSVsnmgsNOaDcBtusPaLEavbE0yHKtEhrz2FrkNNCTIG4PoKLYecwzeVWzxDAofPpfj9HlJwT6UAWMpGcUpanlvXeaCVeFNBdGa5c/oRIGS8Oy2eek1Fc0lDOveHeXTVM30EOidYAsfP2BWaqE2W+FwQbIpg4Bl679BNWIzgA15PEncaqa+uIx2DU9HPAguve7RGpOXZ00Zvd5pB0TjFIU79gsCON09L9EwABcAzQJFUZ6S4URphlh8eKaLUUMajL6JqdEnNr8fSyACMjP7LpMyPNLRuwKzFyrsVEXIB2Be7LWG/zOtH/RXQl69KmJf93zL4YN8qLJ0aALON5d2mqxpnCQSBFaa1R1UJdk5Mh7t48IiYcGOqNtEJcvLioAbAw4k5IpeXQ9+qOppJfv74xfCigWzhJ+lO1RWQXqZuwH8pxa0Zui5v3eqqj93n0nsl+SB/jRE0va16GtIXCm1XaIMd1YA1O6iWRcWuavVsoKkXXrMMwMOO8BvRqeoVBKnU40t2kfhHXXllZdDr6hISYdx7dlArMD7R+31GamqG31Ls0QFWygBZ5MKCUISZ91tGsHLU5BAQgkgQeInGl46eeDtAF5JKqHCM5QI8tWKDUV2X8bmeX+571m2b2GHoaI8jatsKSnwlwVvQW+G3K0vRz7kMBWOFcFGOSNcrygxXb71DGotclCceqe3e26LQdaRjctCthC1E7KoDD1hLBtwPPtUB/smS54CtQyvFYLSJk1g42Rx/Pd/5NVyBi12FWFri7Pg/IVSTZKVIGyArk5lUi+bxqcl/99d9Wtikg94+J4rJ22t3An/lRzQYfuXP/L3/Rm52QX2812yf3piI55sl95/VviV35mqeCn1Y0d0TbvCeDh3kY0kVkiuL+yKPF43YHfb57WnZJA/EU04SJDKhFVNSGwSNqYkIzBoznpW+nxJJZOERasBSJTgrk+P5YQAexawFCR4XjMC1RMw+DzAdr68d52hC41keqKpI9ADPK4qRDCf+dttL1waM6IxYoShzkxTtVgGfN8VshAW+0jA9r2/1nZqFR44Go06oH6f1K0/MZgacemoK9pMfZ5VVFL2v6GbB7fnj+WQR+V6XZ+EiGclMGUwLChwKQYcnU9AMKEGxPndA+bQCVlmUp898ikaIWpyNWgR7EDRwN+mtC0+aesRVDm8fDb+JJIrtswH70pOHUv/jcaiWodgHAbnHplGpSZ234IGbsS9wYdiXpyctKY129piGiYulubq2LlHFLuo6o+69IEPly5neNE5nhgie6aUHpSMixvKJW0tqh4955wsCVM/70DeJrlegDsA/5JunKqFrQX4T9A9jiUPhnPcxc02NXI6eYqjCvEVRaCs5KcIB7uwwLFvyJUHP9g4d6bGhNQmRRWtrpqe5BTBo+yjOZ7N7aoDnoGMY2EN4HFVVNslD1TCLQuh89xLdf1wSUNPqrx9A7yrUXAAAgAElEQVS14cz5y3sm7Q1JhRaIsEszVYKaOfebHsHUMmvf6jhoPYE5jENDs/yy6rArq6fkrCnaP9AUgs0PpOspse0H7yp9+ViOCXPYNEtOkRzRn1ODRGV13A3yJzSzUumYABark3NziSGko9Ti6soY5AqMiN4L9J5207uh2wopvv8BWPbuguzCImlbpztKnqsgvIHW2b0GybgZAdukser6lK1pR6QiNZ8Jz6njnqg9SRfjzNEGQOTEQGkeZnTL8QPsAnS0Bug9qrZmkok1JpWxQTDaAsva46QTkDikLOT6emTSMt1Ba8BKUUR2KctEezd72ffdTnNqxM5g2bk/M3zhyz83fPU3/heB3Es6j58S4gltA1//u78evi2Qe+P73xPxBJBTJCeAo8nXNZBZTxDKvoEOeSTADYOR77uwfEoSxxsLI1sGNDn4gBE1OdJu3cPTEkJWkWfBeBy7Ho7o9FAk1ySUgJyep5VEBOeZVCQsCylbC86mg0ikjQIpqPKquw/PBBGmKBjkkqPugYpJ49U4mVhI77hO67lfyNqVsDXRgUN1P55wNy97CrEYS/SfUH8K2OmhiOaU5CLW1q5pAvWXtMAvOF15SzPKbgjodndV19mHXbmkRagHCi86Bt4f0gRq+gAc6UZxqbVfiUBirDlMG6lqXmeLNhuyjacJLXpOp9MscFz1jJ7LN+uDJbJIFEk0DumElCl1yH1R7JW4NsPymasX9FgV+5DodfDInHv3NXHh7m2DGwCPx8iDaI61wfGOgtIYhwY5/BVSZVZbmYgSlkWanMWAw2jtjqeT4s4j3typTTZ6RvW4LuuBvOFCmNnqB4CHDcTQoGoCY1Z9ctv3dY0f2UARBXO9TxwpxTOc0X17pLmAAkNaQMS4dIrKIMd7F8g5ZYTRdZzhddQ0d19bX4s819Ok3QPKE6dzGuukeOaVeur3yfQMat6EuWl49nmi8FP3tq+jJ0/rby4peII7wMwoI4gmqRu5JiQnFNUjekCdllYz/KpGIq3ICRYhT59xW+0vP9B6vKGa8odyrNRYv8DzGS6qNgytDA9kNRO00qfYANRHtH5knT0Ki5gt+3SK4s18L7Dw/R4jrkotPrEGRnehr3GBHEBbN8J1KtJ4tDSwLgKsiVO5yv29YsEsH86CezZz77gx7VSP0xAMdA3KWZWtuOL04AyxpPvdFgE1Z6QAOt27Yoq7hoZdwrF2Dxx1uDjmTlfqAXBlllxGFjmrxf50i5WuLa8F5Cp13U7WsfpwrcEGuQWB3Bd/5ueHX//Nfzs898InfnpADr3Kv/m7vxq+/do/aNQOIBd2ZcmMlOfZnl0Yee5N04UMyKXW5XEOMyDH7c64mrAfA3IxWL4ZnlPH35vqXM/DC+YGk18mmhuZQ/TMacMy90gpywY5vie4T0rD5fHaABjQsVnd3kzSbxFgzRTn7itiU9Pq0MymjJ9BTaGIH5VCYPmOjdJm69EDBUU/8ltcFyIl6mhmSgnkkKOyWgHjPJhTpsbLOaW1zmrY5nPPfkbgd1nHsyBvWCmwu+q30qyyzU2uH7U8zVNTQRig4/2JQh9KkQNo5z1pH4DFZxFjRbVWJfc0BBiSGM30t1ELdZTqETyRAmLQKe0aXAsMKPcqfTwhnPDdDaPcL1LPqC/I6ydthQoIKdr9fYwZk8APrXAC8/DCRcgk6nnbUt8Y7SCq77DJAXpLppEaqRRpgzLX2oYKowSQAXKu22TdOEqviMeR3kfc+Cki6j/F7FTKvepKPWooIEcdmOgIkKtoDmeB0l2lfx4Z4DZ1b9TorHOl9YGo38dzuKTHshv7b92kuZhomvWBUYxf1A3cne7qaQSdXkxkl0ja0lo0p2sdZ8gnhrLPJtmIBs0pTRkqOtfTfVa8DsCCIk8E4JMhuZHrx+uYmsHntNwZfaw4mjhQToGRRq577cGaOm/SzqcUfV24qGzEWdYZkcUNtb+8rdfd0lq4p0umFKUeyLsljY2TqXNCkYYQiS9mqTXI6d5CLzHI1XpzctSOwAQaY71sFvTqsgSeAoIGpY64DHI8qpaoG8IKW/A+jsMxAVzSpA1us06UHQunPCtKy8X0/eqpLFPuPADsw+FzXAtNO4CZ2+wB24VEbrRBnVRWClCys04q135ZFExoB1DYbQ1Kz35DDcqi7bmeBjYyRv4eoCOaI7pzoMB7dCRXjhHXuR3YdpAa5OYFcl/6ys8Pv/Fvfk+9rj9FIPf6268Pf/23fzF8q0Cu2ZWZ5ktBu1iQGH0LzaY+xGOfmWpVh4NIEJmcFNsnCndYVElTxGA6o1jghtc69qH5BmkTjIXUKZozc0ifQSRnsXukvVAwJ3LBoMx6Y3goTiUksokGYkgZfO+mcOvWkRbQF0acPLk9WAxFGY2W+zI12ZFGG5r027TuYVh8SQul/wRAA9wAzgCcU3VO1yEXxe81RHTlikDuoj5/Ta9f0weseLDqB2LrEc09liSY8jr63PQCsovcVkDmHUNsBhRATD8N/VSAWFoALGfGCCBdYyIvetqWlGpkOgI9XJtSRHDbA56hnoshpJ1+aiQv5YxKa3F+pLq44HOeDE5rAmQUJiaL8i+1nNNKU55WCwETCYgizp49I6LNRX22IloXuNPgmig+zdipz+XajiBXmQCDHM9tssaMB++IqDFg8qNj7fyVFFMiOWpRpK6ow4WARB7K4ObveqB+XyAXkNJUhM11OQMPXWNCiPrZZ59VmlmpZzW431cd9f13H0mceX248f7DEIw0D3Cn5MjK3vp98jMgmD0ygVw5e6TEdb2QSgtBgb0Wp7C/2rnqfqtmVaYk0M5jZN0sj+ca8ZRia4DkMwC5NsDM93MkB8i5Lqc0eMnwwbAkkiWSWxST9sozFxSRc980Df7h+8P9O2/oNfd1jTcFZuuqpamFQKlr1oVr4wY5shxOMTCx1END55hmofRnE8SSWoyDyhH4uBvUam+Pd/WJNeCL21/+ESejwLJT1vqeneJakdeFnTn/F4ckr6yuutFR5vrFRnhZmSXXIMfPVWupPZfyS6I4bGXmvLHXY1tMOLEkl/5GyhCZQp0oIGc3pKIvz9MrkEOhBZDrdUtURr8cqc5Ef+k9RgXKmTMdhNPtPwLkksbPeUTKUHZJmaYvfeUXh3/92z91IPfa8Jdf/9rwre99c3hdNTnSlUukKwE5axIGhDwix+r1DXRK2UDomAG6sC17KGc861HFvwxV9zlhKJvVFWLK5JGkvyOMIdKW1OL4jkSN1U98aLpBLrwZxSoNVEVjbp6NYlF3DXLlXZPvd9M5VOt4aKzwtBDUdOxSDeHc3YfEgmVBsgFNOEl9q/ttat0bTFzj8CBGmIGR4wlTswDO4s+AHD1xFHtFSDl1TuBzScbjqkDhmlh7d4a337qpFJCUUHZwDMT+U1sB50MKlLSnBYKZ2OAG8NatJEIi4pORc2pW90JGBgFlaknLZwG5RaU9lPZ8JGFp8vvy1HmfpDFCWkg7Bps7dqk3A0Z4W0aPyJBGcNoHMHzIXlG3oi5J3csjd7R+SGcyhfulT7yg4aM6TxnO1DoZYhm9wQYCG3B7zBXJyXvJwEtde55f89CeVgiPPXoykotxt9nCQ4bAAGOR3sZq0MaKWrnfwJYWjAa6kIoeK+WqwaDbIpUoDIBsc+XKM0ozL4swdFLR2/bw9ptySARyH6out3gKFZQlXaM0l2MwG28dceh/PWBztg7aaUtAiSblCbwSQfvsyrmarcV1fS/18uw1jGqauUlVJhXfnnszZi1Dp79HjDz3g4OjdSPkEzkquldLZwTYnrDBfDiNaJKm7bPPXVELBe0u9zTV/l2D3AnNlVs4JTamfrez90BReNqP7Abpmu8CcpwE94H7iC3QmoQJzd+baGScGUFOa6EuXzOngzT9NaLS5NPM/tXnnTWVRUZTuqkUVeoskGPN1eqJy/RRkBvXkNdRCHhJRQbwkrIM2PFznPmQ7TqjY/USgI3aHJKEVRerUYyJ4pwiD8kEiUOiONKO+/TDAnImyuGohWnM+3SK0zU/Bx+p1XuoK06805VJb/d8yibkZF8XCXAEuV8okHv5pydd+dpb3xv+4m/+iyO5NzQZfL5qcu6tMvFkJpJDVsYgB9hRI4r8jmtyYyQXLznyU0l9+MIXiWBUn3B6j0gxskWWrOm6HSDHuoQWOw5M1fEoLQfIWbA5gSY0toBcpR+84Pg8Nn4v2tSZDYhm77kZvFIQ5jk046jBvAgxPvapl2k2imumJsaQtc4DQ4yRsVanIhdPzgbwKnpLTwz6iwEsRJwHsSjnF2Benh/OrT2nJukXZTQfDO+8c3e4d09N0UpbLi1J3/EMjxWnP+mhg/7OEE/3orszNtPEIzUVcWOMHBuU+ifgRjRF/cX9dbBXXZMCjKKegTFw9Ed/E5uOTWvjyiM9cnj2MOzWzq+aZHL5inQaATXtVmqFRAOJ4h4pUlwXaC9J1PiKmJe0P5RRlWHNekjtaqxbVXE86coJ5OY1/cBkjQkzKoSLoZspW5WZi9lKKisRds4l68RpPAxIsRksT0cU5/RlUrWepCwHgFTl/v4jRdxyWnT8YICjdd3HrU36/sSKvfNIxh4ik8hYNIFbCSiknvGgOQb915Fc2+Nc5zLukC6IMI0HAbgQh3hCxBg6muv7MzFjQ52wgLWOb0xVVgTZ9b6MkKHt50BAlvSx+9X02W6SZx3o84i6z4wgJy1KbbalM6c0VeKqfj+n63LT9bj1e2oCn6fvcVfyXneGrd37uqxaT3rAbqbnjXYQHx3nSuqZc3I6h1WTVgnf2wI4r7nx7sXZGtOSXJyK1nyhfIudC5iJ6qu+VkDnm6afranr1wT02gGoOC034QmQawS1ELSdieyLnnjAxu+MUQxB6uGdOnbvW0VxDhYUdRngnJ70BcCzzDy9qsXZCUPIthz7pCtDKEv9nPMg+gPkUuaJikmluMnIOOVZvcfeV1Mdt52/drSOR3Kqyf3W786kK2fC5l60P+L7j51d6fUgi7DHZmIZCcS+99arArk/H/7h1W8Mr1GTE7tyUZEcnhhAZ+JJR1pOWdbYdfqavCAotidtSRTnBnEXmuNFZlEUS47IyP9OrpwFFFJLCt0jGxMPg3VoETsMkJYhdPmaM+d5c2YP6S3wbOometFSK6lUQZhmSet5M9SCSt9J0pesd3t41J2qTuTepb63HK+NTthybZCnPjIil+77S68dOozUOTAUTGGgD2xs+sQI9bVzChIgRV0cmavLw9rKNTeGb0gC665aCtYfoGzBpjnj9oOzy2JmnlkWi/JAdSKNd9nSAMttaNshUdC2AHDgdBi4dNzUPwEmN5oKYJJWxsh7f9UGSHG9FWI6+nEAQnQno8gcNogYNII7DXllVfPi1nT+fI7qiBpNgy4g0R3/pteKFOnFS+fEvIPBRY9fUjgtRDs5Dhi7eCO+XdgLsghMPtCxn9Q5tE3r8k4qNwVyx/Zi++adqktE6vVhJ6fS1Lr2SWEHQFjHLtDr4cnQGBYLW2tuGrUkrVuiXhwKWkOODpVOFgP2ltoHPryhVJ2Yltgm6qOH1Q/YNtWHp4PoPraoz8RIB4TrOrOe6/epWcfwBuaqLlS5tY6wY3xDrjHhSPutG8LbazfTuPRIzUDU/stUB/ZxCCKk8Q1yTmERqS8qktMYKTk2kI0A+udfvKb1B6nohmrHP9AMvbe1bwNyD3duC+iozclIE8kDcHac9P6+p/EGHVUX/pMszDRsoqDUxgJw7aLUfSvD6n67ur2+phWper3OGN9gX6UaK10Qij1/iEMw1u+mze53sKEuMONP/Nssa5OBcvy54LnoIwiXc92TEdJCVULv5XTjenPq/m6bRPRG5sob0VHcGMlRH4UwB3+AbIvraVUnt40M+S4Sikl7Z0guIBeHbZowksCDdV5LMdkzR5tkWKiVnza78td/63cEcj8skvvRoPdjAbncyFoMXj6InOp60jelhfjam68OX/v6nw/f+O43hlff+K7TlYtiT5k6jKwXjbcjCOlGO5oL8zB1Kth96QuiwBwB2Qa5rLpeGBl7EcPkxVOeNvW5Fvu192rvRIvJIJeF4LCexQDANeAZADNw1WE8/9lb1HHZ86K9IHOkTE9xsh/wnECOf3M8DvcpiNvCxpMc6wTlATYtuQemumFYNapRhseK4URNsCmpwUU6h9aEaU5dPEJuCw5m1hzetJrFT67IG9NAznPPCdCuKVI7ENDtDu+/f1tR0oEFni9dvjJcu3rVwLepXq07d6DpP9DPkqHaBnAhhiRlFdYCmxJnox2O9PYYKCr3l0itUhpsNN+XRBi+drYqpDF1f7UuaEfAoK6untHw0LPcIJ2HwHZnwyzTtXPLSmlRe1Q/naW/zrrnbUET56PdGDIPh2cpKx5leDqq4dBao/K01iSv7Wtme9DGDZDIKktEZNQwTIzpyvbGjQ0+Vz6XN0HFPXVaG4Pu86zaGKSLRFJHurYbZh8CAmiLLp1e1b2Vw3F6bXjrjQ+G1zXh/FCAd6j7Qs9dgC4My/acffx2GJrMMJEAvCa4L85KzILZdN9yLEmZtwPZKUtnQ+RA5LzrObnJKSuQXq9eRx+U3ifkFggvkacDgH3lTJjIA5DDWVmSs3Lu3FmB3DNWs1lf/0D1yh+IXPSOrtGGfieHbFsgt3NPq0GOmf5zGwCXHAfRNoejKXZkztbAFpDLl+vBPLdArs9n1qGxDmYBne9tgf74Jk/+MGMDA5Dl3dbzvOfrusVxaOZr2OCm3GsvA17eD7MgB8mjjtvZI+qjVibKlBTX+Eu0ImuO3jY2fgFb0fx7/E2+p4XK5+l2lgCfb40eZNPMOQAEbZtyTAbjYthmRFFKKz1JpL/nnNI6ABltzC7ptZ//0s8Ov+FIDpAbWU8zVzRO1w/7+liAnA0crCcvrgMpnTTI/f3wXUCOPjk1g3tgKgLNllBKrQlg67ocFzpj42HqJcqBiEJzOJGCPQbbyim8533aa53hTsUAmwGYFI3rf1jRuHUt2pHGR4Ocfl/RnEGO9GinH7jZXmgFxhRj4+9kMXCsjv50JRJMZqE4LZu+LaftKp/f3n9/H/uUavFgOPq4I2GmhmEN/7Q6if9Nb0w0MU24cLoXg91pQACe3pkVGdkFGZS5YXXlqtsLDo80q2xv3uK/GxtEFHiTgKfYmerJGo6W5Ek/8kRqojlqbaQsPWvOExrKXR4NfxmTSrGkdya/c6Ecg1dGsTdHe7vcH6IzIvw9sSp35d0vCcjWVpdNZlmUxNehAHBO2YEV/Y4Ibl5kF+pYqwK5k3KWaEkxwEE84D7ZOHQ9dWbvVJuAl49uCTJSRHPlkGdZNMjZOrXD1O/RRjOW0P8qoxgFDOxcWV23X8TpAQho6Mfg9/gkliHGeHtTIKd0Htd05ezy8MwVTXQ/IqJeHN55+4ZqqNdVh0N6Cc1KshstmsByauDK0cQo5rxtVJ3pSJtKt7wE6CYQdEReqiUpBeQcO13ZtbUxBVfg6nWm9+lJHJxrQU2iab1v61Oa0OK1kFFG3CMADluwsrKkPsdV1eQuax0/VmvIu8P65jsSrn5H77Oue60hs4riSFfKrNohQmUuacoCAgxzWcdOSI4gB1b5Sgfg8ro8OdMlsk89eBWbYOM+40DU+z7tW4DNH5CFwALi2uddEyfXgbke6kxQ2IpNlqPE4GG9fklFcQXedir4Nc41tqcZ2cV6de8bn9yAhm2sR7cKOIIz4zcgBwcBe4Xt6tf5/FkHDi6wuTMgVxHmNGczEeZxgIvkW9rCqNNneDEPl1BkKz/3xa9UJPeJH1KT+7iDXHtWMjb0pzwd5KJdaZCDSABBpEAuYz1SjzNllYhOv7OJ0YqkFpHaXFPzO4qrVoIq1ra6STzKsj5EBya5oIgSL6gXphlIABzfXZPj7hHVaXE5kpv6cOiT81gW58EL6Gr+UtRR4gHlkYXvxdObrzZURxedTktKdKqJdOjfTDeMIQBHmhKpKte/IFq43hhSS1iFBXJlqAAZiCSkIrc1cPPuXdW8lLpcWrqgnqRnncLc31+w3Net2+tqGueBZJZEgleecV9WG1bKOcyWkxnQJmBUzxOeWF3rtBeQWsv4HTYOCx2JHwwMBrHTdUTmRHlm2c7rmsvCbO0weuaOzhf1i2Wpt1x0SpI+KqaHU8s5pciLYJKIzo3jyKxpTZ1U2ovsQHt8YfNhIGJwbaRt5MJ64xTOiDCzqEhwdMhtqjrdFMM3otgxK1c31zYthiwgF4BjckOyEDNRLAodbhgPc9ajeZgwIbFmDAYM1qtqlfjcZ67K8ZiTdqVEmt+7J9Hpu0odIy6OkgrqM3jSiah6IoQ9+dEwBuBGZnFF9yYM1DprwGr6PSlDXtNrjlOdjeQAwQnkuD4BgUSPWbsdVRrozJWYieIBQEcyqUk76+NrcODo/MLFVSm/XNT92xtu3XtnWN/4vtKT35eNELtS0dyO2JW7knN7jKqMxbyJ8atmVd8NM06WVMqwIrkc9wR0dsL7rs6AnEsL9WA5j+vgR4Bc9njD6wR4076P4TZwFoh0C5HrVvAGSOcBckkXTPfRUWeSTd3o3i0h7lfV6z0/k/vQRBAzewN0tEWNKcpi/Rr49Df3vEEkq5piH6+dIkCt7BZg6P9x7wq0k1pl8HIi9PAkkop3JKdjciRXbU2Q4Y4a5H7zd9Qn99L/v0AOl8mbyXnfotc7pRH9yCrnGuSQz0I8OEQGjFkxfuzdpMZgY4bX6LoEi8/LpKje8U6J5GrpeX6S++HcNkALQcDO+ez2flpAFi+H43I7QPpRWCz8l+8Ue2ciubHAE9/S/xsjOQxijEPYmAi7zhrENLB2qtSMNIMckQxN4LQSJGWB8TezsK6DjTsbzwuWa6o6qFJdqJzQAE5/3DAnGaz5VbcZ8O/Nzb3h/v0dRXabMqbMQaP35qzqRSt6LwgnUo8XE9VCw+aROQyZvgrknDrS5+9oNBCLn00D85EI1Er2ui/b+oAdsS8jD0W0Sr1H73oK+TZ0DR86OiM9S32OiI0oLsnQaJ4CZhcurMn7f0ZgB9O0CSf2wf1fIgucyEwg6D49141snQZpJSIJVjPYysYkxaVHeeX9fh+1dX1Ps8wAuCmKq5qcjT8PmGvUq2BWwmYTEQNwVoi2zhBKEXYwBtSRT+g580otL8xfFtjt6+/bagi/L2k2SBqLei+RP5RxSPqxolUb2jDwZiOxdnyIKMZ+sZnXZK1gRJOufBrIdR/qlOqc0pp9TadrU+Bf7kRIWzlOr0eTylLDY1fQLnLx4pocmTwOT+wMN2+/NdzfDMjtH91R7EYEt60HPXJyEEiBlnMRlinO15TmGiO5WgcNcL6rM+nKWaDj1Q1yTiz4jxUbz67zpwHeMZDL62ZBLgAXEgcsxSbD2Qkhu0Qt3SxU38IRgDvi5OOTriyiECBUlhHmpOttJjxhQ6z7ZrY4ANc9bQZBfs990Lp2D5yDiDrXfPT4b6czcZR0zCPBT88wUBfIdRq6IzqAriM5VE7Sy5tIDoUTIrl/RTO4FE+eLuv10xjJyXA5H+60I4ugQIsalouq9NgkLZYZcyGhRM09XiE3yymqUZAZ2nYblBiY5CRTO+o2A4frfCatzwCdvs/TH4I6v4knem0pA5AeYR1jLE9aTiuDBt2fYukvPXifp4GcbWVqUW2QWg3BdTgdqwcsllIGBIVuqsRYuZah1yeSQ9+QFF6GxHrqrtOVNR+KGieswqqX4ARQz3yk918QueSMajykJV1z02yyw8NFieG+rEjvin7H7LNDGdQ9RXPbw82bW8PK8iWlNwWCc5IYOZpX7Q5RYY4v0fWY87GrF+8ZECM62dZII0CMjU169ezKWadcOKdt9c95cjbRns6PCG5+AaYm9ydAQH3V9dTxnJA5ozaH4gXNxoMo9xJofuUlGccLw3kZSqd/BBJOSeE8FJsQFQy+WmvUcmxuDAfkNHeOuXW9w10TmUAuEVL+3eBxzM6V40L0Rq2sQc6jiepvZgI7f03KDoFoIjlqcGQmdlX3JFLb1nU+JUdjQynK98WEfWb41Ce/qPebV/R2pNYPiTUL6BZVr5vT/fCoHcKZMWoPiISNF6vc0loQG5I6DNhM4swFlBjlugBPA7mus5g2X/7TmIUoV7KZgdO1isPWzqbTp45cUHShvq70s+4tRCP64y4pWl9TDXZfvXDXb74x3Nt8a9jYfWfYefzh8OjgttoCtE7UJG7ngNl9Po4AnB3hmf6PSkjmPI05uR5j20Ad8whyXLW6zURyZkrOgtzTgK1/57eutHV+PAZyAbukjd1QrYXrZm23+/Bv7Bc1uWg59vF2apWF6WuLA6/1nei5okeuKdcYe0fN11NKVNe23Sr7VcLKlvKaidoirD3NHswF4tADgngRPZMTG+tIskCOXjyiyDGSszJTS8vlXO2EI05h3coGuZ8Zfu1fTyDX92S6vD/RIBfiCdqVixol4sngSjuwkpISYDNwqlMNwWKjPSKFDcp1B+h005yFmgU5RTJROUk9xmBCmoiBo37vGGBWsgmSupam5RPyV1WNVCNABWhNIFejJirt1alKh+H1cF+KXtPR4JiqdI9dFrwXZtGZ0wydFETSWRlWmdFCkTEzkFeURx2H43f4r4ioU5VEcR5nQfrOQNcM0izUfn2niObUC0cUgLwUmpV71Hc0uoXJ4hBTMJzz8yJxnFoTmA1iVwpoJCt1UhEf0wqoBdH/tsfYGDc5N4W9F2ZZCUaVyHgHxHSPdd0xsrQ8mJ2ne5SxRFFXABDRqUSUZEmKOCurSyGXCHjonbLQL/fKxRKAiwZxUfCr3WBVNbpzF84p3XXORt3GvFJoXFPWlVtS+BQTJIokgcCv1sPqmpqvdQ2x8U6xzaS9fQ3N3ikjOeuxzxg5G9EGORww+1QxvM3qpCJJ3dErodKVnAcgt0PbRY02eiCQ+/DGHaWZ1UJx6SrXtqcAACAASURBVFkD3PbWvmqjmo6udOVJ3S9dUV0HHKRKE3Zk1um7WnOdsmyQczRVRj+2eSbd6XU5gZ53o9OLcRzsa/Zatr0s0C/DnNQbEXMiy67FNdPZe9uZEOqr6QM1yCktffXZS2oXOed7/2h/fXjvxqvDHUBu751ha++GHjct5TavaRS0j6DpGnudeCaErl6H/NzRc4PPR0FuBo/iaBfQ/UiQM2Ad/+rrOC6HBrmZ9dHXMdMAYM82yDUXIfW2uPxlL+repCcuKV4WaZc1erRPZ5ucitaespanyywxMiHEFRGlIkwOLXulSFpOedZ66HKLLjAfmT7eRH1dU4RJDViHTNW9ywVyBA5P1uTo3dV7fPYLXx5+rbQr0zp/zDex/f/oFZ6u94+feGJDruv51JrcN0xCOSnVikUV+vFkHx9ldpipvW3Q9QbNOLKgKBJSDpeTezfQsbltd7iY6d2C+UW/k1MzZnRVJOcaCJ5rpS+1+AE5DJpVuLV5TR0B7PRvtN4MciwK02/jIXlDc8PNaBKrcQbkTqENB+PQCik6zuq/6xaF2EdqlPGgbeYEEvQ6QQVv8WPXGw120eocDZib1dR0TWQLo5L2ASvrzyuNt5RGaJ27p6JbwQNPnvMtQ+IFJwuh83SNrdTwidzouyI6A4vmTwKY5+VNX9X5yth40OppPU5ZUgpwe7SDADXCwkSlXP8MXiUCb5DgDAH0pGCr1cPEm/TZgFhTw3sxZfV87CNN4KSurl277OZyZsp1L+XyGUWt+jf7AGB4qEbq1j1cVpS4dm7NTFTWgFOVREk0+pN20SambkQTe5MkAFki9GUTWWCoJnWEt9zRfo+cyT0sgzkDdN50/TezKTNlwLTtMr4dVRTtxgYYI40xCgElQsdMLdjWoMrNjW3R59Ug7VaCZf28N2wI4B5r6O1jtRUcVuqY9cPama3ndiQ39ZEWew/mHnuoIvxZQ+Isg2t7s4AZw5LobPruawCeG+DynPJNQ4pwpJ4YJL10brQs5zIqNBBPWujgFDMD5cxcE+Hk4pU1OzU0fb9747sCubeHh/uA3IcinNzUvad2hVPItcCIz3z4GAJ170Cl5fopPpk63r5lOcExysPCEAe7Pl/+mk/SJzpzsvXj7O9m4rhEQ5Ndzk/FoszcxgxMdh3OZLtWn8kKGWulBXI9izIYVDVOHHiuL+vIQvApdbCm6IHryQzYo9ilJCN8CWq9tiC+FX8wivW3iR3OfSwbaZCjNSfawLC6AT0LQtgxz15PTS4gF3ZlKTGhg0tN7gsatfPrjNp5yfZoJviuK/YTDHLfVJ/c9978nkEOaS+YlURyGP5KKIzrqdNGSV1ODZK5NyzKSk2QYqx2A+seeuGEuJIJxgE2AC79SSUo67RleyhpmrTCdgmRAnTNlHQqiA1NLlsHgCcWZW8+r+bCMXuuozndOIs/W2U+fVEQV2APer4VAAdQC2AOlYZ6rDoXUdKu6iv7PDxSKMbY9RM+V8dNqgsQJr3RESTNw8uauktNyQAHe1TkDJy+AHkiWZ8raQ6MIh64DXHmljHMc1fqGUz/9ikqJSmqit5nTR72eYGMFP+lmELkRpry/j10FjdleNW0pecy+eD0ktKnEoXuzYKCBcryRG40aLt5WG8OexCZLx6dw48ChmjzKJTYCDPn7YzSj+d1fZhlt2V2Ja0CAB81GwgS3MvtrQ2BRDICHqejvqxzArq1VSmD6DrwBSjvU1/Ve7sR3SmVRC+oq9CQPS8SC+nK82pAP610MM8FcLmO3BPAvSOYWQJD+odIsRP9UQfm2nJNaRcoZpodqfTA8YRmV6IRiHFqFtvDjYeeVu86s3uTAALqosh7basWR1SsOWwaj7Qnx2S/CEAuGRZz0/VPR6H0McW5sH1lbQP8+nca+B37jGY4CjTJpLSBHf8IyPU/ZkOY2aiJ3zsVCeEgIMcDICOa4/6yNjB4fIYndei67+j6r0rC7Jzqqs9cuzCsXSBCFaDv3Bqu33lzuLv1/WF97weaanJXbawP9N7Ue3Beic6zH3lkIniw1AAD8adqTwZo/gtS+xE6fNe2CsCdQXKVuaZe64eqXfWUAV+GrtFWRNtw5mttwzXD8PSbZWIJ30+Y+ZvUpOvniBbY8cs9i93zxaxzy7qDq0B6sLyLUhspgAPU/Eg9rqMq98Xpf77PrKm+Pn7vPI5H6b0i2hPIuXo10h9nUiBAR88x/boB5ga4PYs/RASjI/YGufTxntZ5a2iqIrmvfvW3VEd/kVUxLrPjPzwZK09//fhGcv/1a2kGl/rJnERYF+StmSGlFBUe/1PrHF7BnGz4PLUC/DuMQHLwJVDqCId+jCnPjUFzOA+LzsYNb0MzyPRIDTCLJyMk0uzorn4/YnDjiWcDO/TXz1b1VqSH2riBzkrfyOjkAVCig2ltNwSg7WHJ+CgHAuXd1AktOmpih3jm8spJGUpARMYY44XSjsCO3ipICvo+R6sFDESWhTZnaLm0DijyciTHwFQMGU2lsEcL6KqJ2lqQsMmwBU6PEkkGVEn9OnLUMbNQdxX57ChqmxcDc/HMBUU4F2T4z2sjosZxUuQUTSkQQWVzAx1C6qYsYJQtzpgdhtfZ9TTG3kOWwXslatpQM/f6+rpA8n6mT8sQkUajXre2BslCLQ66EN1jg6LJvXuaMGAQOuW6zXnVbLiWpDcfKwpCM5NUIwBH7n91bU1EGpRbElUkanUc7c9zhFw2ZFNqIxBgEC2AXXnlGUmfrWicjaPOAB2CyGnAnsgd7VGzOq0IUak8sx0RtOa+Q9GuVB/XBNOHYe6xJgAczzPLV3/jmuyohunAkJQ8cksCV9oGdrZPDCpDCvD1Xb7FFpE0ARIrgnQotUfXuKJZ6TRSpTG7TmYnB5AjDc76nwG5ME65Qm3/Ao42ue1x+vjHX9aeDBjnK1qFGOsJ5GDXArzlnAnkiADR3ozc2yONTzqnKeAXNBX9nCJqNYfvan1s3hhuPnh7uL+jZvC999QVt65M8KaOgLR2BqVa6b/AICDHHvVhVImAfQO2hCgRQeOqbVWk0dcmxj7Pm0AOT7RKHgV2/gw/nKv19exWJV+aAlETf/g3tXFPJ8/PlhvDCedR0nM9ScAvr+vdsYwjL30erG23CTjlGBWhcR0VwFlmrUgngE3eowDOwF8Pg7PzvD7cnHcAP44Ap1GARwBuolCcJE8b95QQ2NykMJOR8dxP2Y5MiKl1wDGXrqZBDvF0gdznFcn9y68yGfxFLsq4zv5Hf/h4ghyyXn8LyH0zIHdKRljNtyx+GjoNQrPpgI+cbW6Ub9no6XD7uEDTcD578jUcc9Tja8OCAdAiAOAQlu0aHV6J58+NYFfvR1E1/t9ImWVxs+hIbaI07u9EdNZ1DLMS8CMGdBQH0BXIkVaAQDEvw2uQo5FXKUCnnxhequ+P5LHvKZWIQkmp7dh4AdRzAJx2MCkUK4pbcZyaoIBOqUtSbQY4PQCEUzL8OH6m5MvzhZXoYY5lqLwYvSBR50jvIUNeibT2dNxEbAekxTRzDl1L1FCY17Z0RqopS0oJakArcmGPdtBeZFQMCx0JNVieC2ooPy8iy1nurA0RGxnV+s3NTUWC9zUM9K6NHMdw8eJFgcvl4cUXnhc4rTotCgFjQ5HNnds3h5u3bui9mYqO6jxOEaooYhgK5GgxeP75a8NnPvtpNY1fULS3OgJYC1ifPg1oKS1rgItivenu2uiwP5lgQFaBe4PQ84qOOynSeNZEU2FkV0RvQMBGxBu2C1aOZ/QpZYSI5GUgMUwWDyfU49rjdJWoLesD5hsrDKO5JSHRHR46pjt3bg/vvfuuPxd26xp9jdIcFRlVzzsaHsrJ2CENa4cJW5y6IUAXYzSBXAOVdTzZbRjuMQpp0OJ7zqunasSAV5SD0XZ01o5nRUREnJ4aMgYxNpTNJE0kp7U7EsLk+etYWW99D+iNgzBEPY6huOtbt4e7agS/JZB7sPvesH14Q3f6oYCC4bIAnPt6/BmzQNfg1sDQavnsY+dlGuAqkrNhH38Xynw/TnLuXNNSrnHJwjX+pAq7D9ZAMdqrRHIewjoW/HXNZWPkCxrsmJAwpwgIoDtB+hidzVo8eZ923+s7b2mbE5muuVpzKDS5B9WgVoLgs2Cn446p5F48CXABOdZ/hxBdHhqBro7Fx1P1tW55wJkG6HAisZ+urVbvMs5yIrmcl9nxTdKzePzp4Ytf+Mrwa4rkPBncA5n/cV8fS5AD2P7yv/3FCHInFmWMHcnhUbNRq9TaEdNTzjle52yCpf6Nwa8wOkP5kuu20gLadWWMSG1ZKYURIFZCp06TidIpqkY2yz0nFIWL7JJ4sTtDWHC6cWZhZuMAaQY4WJUUcKkR4lnDemOD0OpQvSv2hrTASbUe6uai/u+H2I0HArldRXP7iu4e8zd6AqnXYcG0ueaoIwJ2+qfJMWoHwEuyOKto8wCLF5+CAkAOweQGubl5DaMkiqzWChau6yHVUG9PDOFrZoAxIsg6oQzFHJTOw79g1hyEFzEQlZpcXSG6o/a1bALLo0ekKNhMoUUDvOdkuFaUQnWtXBeRyJUo7o7A7YGo8hsa5QMzFNr/uTWRDRR5oXNIEXxPPWAbDzcVwd1Vr5yef/+OazCHoo1bs1Agty/FfmjkTCm4cH5NG+ZZGclnFBE8k/5FXxdaLGCgEuWqBw6f2/5StaHovhDFkbLcVUSIE3L+guqRUt1YFfkBYKyMV9K4VbMa05UFFB5Aacc4ABJl9gCiBblNxCjvOY1tFSHodzZWkfsK+WRbdUYJMr//3vDqa686pXx2+cJw7ZlPDVevvKIRSDL3GwdSAhHIKZpzM7Q+B8Bomj7RMGujtSUbmGzQuQYcJ9EAx1JfrHuTdXSckedqQEuq00N9a89UvBGDbNICNdmAeKKA1IPZ2x4TpYuTVHTAOICs59XkEBr5YVRevKTMgaZL3Fu/MdxZf3+4u6EobveD4yAHwEFWq3qzJbjGaC7701R9/XbRJYWSaago5VjkNpu2LLDrSdmACVGTm6YdEcdp8b0ye5FRNLnmyfhwOXQ/DW4Bto7cdPEMcEdyQGUsBHQCNzYqzwEQg21jzczsRf2q5bmy5xvkeF4iyawdMkZNVgPsamAvkVx5HiESJQp/cnJCfXRqaGMkV7BNWQj75/tfbQ70F7vdgWHKATmnyvV5ieIAOT4rQUlmOlKDTGnnlAYwf+mLPzv8uiaDP09N7gmQq1V0DAEmJyK//niC3NvfG/7qv/1lQO7t1xLJiWEJfdupSrzLMhhtQJ7EueTUqzA6/jG/y7gJIojQ+mP8kz+OCj0pGow4kUr0ArN4qZNVUd7RXIFczWRya4HTF1nErpMUiJlFWZuJBWhw45mVKmFWHd5W+lPwACG7cJyi0VKzk2t38HjRAAeRIN/1UOpSCTx9l8dL3bEyMniVc3oPpysAOaJHN6TzHaIJC45m6kpXKmWJbT05r+hKjwVdczMvi1DBJu3+tKZyR9gX0WVaAARKMqQPpHaCyPMJN35zPWlZIAWpaEeAd6amkS8T4WlgaaYiQBWWYdNnXrxIw7pIRsKjm7fuDm+//QO3FbAZPvnJF4aXX37OYAKz8G1R5m/fumfyxZYivvWHavwVAB0IgJgztqiHiShaO4j5PlI0BwBuKeWInuWVq9eGF196WY3jV8VIvCJQZrAqbQHVb8m0Bh3LadWD95hwLnDe2NqUbJT0OVX3Yy2uqpZHZIEwNPeLNKVLhvpqJmF/91rtFCbGz1Fc9yHFwwfwTYIyCiZ93pJRvVai85n6MeuTtOW7774zfPc737HjsLZ2STMBPzs8e/XTGg67rUhYotrSFX1EvyKROKBRx8FxZh8w7qjqM/xN/82mpKw2YzJTjEarmmSgbcgD3UTv9Kf2ktNhbseorAo7wkxBZN6Og5ydV0AO1iysYPQr9RQyBRhbj26pmtSyUu1n5VScvyBWr8qht+++P9zb0DTw7etiVgrk9j8YIzkl1vX6RHJOj9p1Cai1K9o/n9FIqKUirbUBn0AuoJR/F8moIzl2mJ1LnJau5VfkZIeQQb6ZqsEaGCN50BXgQgPVwKa/QGKiPxMiGI/6PWBHStNpTNwD3ofrUk4sjrLxkvOq7E1Y4AHAOFHtINW0ktrTfd8TXldpokGuHJxOT7cpzVMrXRko8YOV01Pcu9UBkHNNjvIIIF3XKZJuOaYMV65r2zba7WBLw5elXflbv/m7Gub8CX3GFMl1JNsZhfEo7AVMXx8TkNPiUHqstStfF7D91d/95fCtWZBTOsjSPAa53OTZgn45Z7NwdgzBcxPYoJHHSe43m7tBjp8zT6xATguTFFlAjp4OBKKTaupeEIDOgweZLD0DchZU9oLLw/JfZi3xPbGeI7hmVcr49HSDlvdC2JjiK8SOxxBOBHIHBW5Hks8aNOQUwsehAEWxl1mX7v8xW7NyZjD2vAFkXAA6emvshSZigmxCveokJBdPeEDlRbApwMHAk2ZggcYzTarYqYuSmmKhQsrAdBwoStsnfQoLtMg+AB6z69CvPEHdUqCHziIz5hb0sIyPIksMCBHlJXnn9PMRCW2JNbj+4KGP5ay0S8+dkxi00ou3b98ePvzwlubbqRdqZ384v3beBW3EmokIaIo+o5aTZTFyz+gBw47j39QMtpu3Vbv58PpwQw82FYXta1efk2rGszKaFxWVnZdEFmlWxvCoJqDokQhyV6CyrWnwDPdkTWxKNxKDzFT18xdWRHDhGJBAi1fqKMeGolnAXddg8aYn015sgRyrBYPEWsLRMhPQUVzSSDFW1HszYw2g4z7gZGxsPlT7gGS83n7LzsXq6iVPj1iVsPatDzesWKOXmAxDeoi+UYAujjvN8+lN6rmLPfPNdaeqr3T0nj2EwHZUcgxyrrGQZgy6tzOFMgnHN4IcUZxBrvus8idfKzuwpYIBK5jIRdduV+fpz6OOjYMGO1g1UNoGVtbU7D9/YJC7//CDYVNsyq2968OWQO5xpyuJ4hixw7rQJyQr2LW0NFpHYO/EsKy1cMY9tvX3itZyztOxNgFlqt0FWAIiSb+lNh7SEPqiZIS8r53yC5gQvHiOnc7piIiNSJWUJKBHFEf9St8OAQbqdDoEVFcSYunp/fDxB3SSSbKQ3jF75NdUbbBrYi7HlCPCWgxOsY8TmYcvUzXFFC7Khpb9KJsao5s0J+vB16/qvJ4PWCBnHgOf4Ugx0ZwjXR9XkwPzbuE78NrF4Stf/sXh3/72vxteevEVzipPqPPlex9XfmdTcuzrYwZyWhRCA0DurzUZPENTX01fjAzugYyXQY4Fwsn5/3IjfLL13SfrVTn7laguXmgPDkzqLoMaETJG1WMCOYxJR3LusXHvWT6LzdK1OcJq6LEjyNUm6d7gUHL12ZZtgolFiiQgB5GAh/NILCw3YVIQJ8VIOlVAZvo3zdgFcqLoD9KJXFg4pxTOGS18/V3L+sjCz0mM7ssQP0ad3n13juV0vOS7Y2CqcaPOBxUJ+ttY6AD5ntOXEDc6tZkLjc4j3ngtfgCPzexldsLR2vLZc456YF/inYGkABqGf1vR1yOAQpHXnlgQSK1RkE5ULVq4WIoXL5LalAamvjw9QSBy7dpZjVNZVept8JTyb37zm8Obb77hAatrq2vDl7/4JUVSl6xAwvGRakWdfmWFKC51xke6Fg/WHww3brw3vPX2m8NrSu2984P3FAG9b4C7du15CcC+qMcLSmW+ILLKBQFciCmkM5lrRjN6WldUVxRLE7CDDHDu/MrwwgtXHHXvqObohDXRWIHcNDMrLDLS1IAbfX89faJVIk6RTcDQABoFdJF1CmGD18I05bXsZsDwkWpy9+/fVyP+h/pcGv8v6HlSnDk8I2mvB8OdW4o65SShOuOpHIArIEcmQs4BAEdE3SN3GEMTEKyshaMyiAIAVvaQx+Ho3DFWEHP6XPi7U036O+lU2jXGVJTWXyTDevxKjH1AjrRy906RTUg9kFocwEgaueX7SGsTyS0ts+Y1AV0gt75xfdjZvz1sqz+OSO7xETW5TTs83UzP5gthLOzoiLkH5Pg3ILfkskNAzlGbgY49P0UtDYL996QfE6GMCvuVquUesm4AOlij1nZk/3HO4BjOAiLWnmmne+zUJC0pSZUjAHHAmtOfLQngCD/Gb8GlEGxRO80x8oCcnXA73ZVWJALnZQXELVzfURz3PBlDGNSZ1mCQgy/Tn1n3PmnsPHf2q/VIvcZn2JUNck7pYikAzmL3JjXKgQXkEtWlodyN51rPP/czvzj8b7/7+8PLL32KOzV+ZB3FxxPkfJTljQSnGH8BgOlCCw1ef+f14W/+7q+HbzNPTqnLOZEiFkQJB+Cox8Wo5sLkrbII83Mu0tO/8hwPHYXpWKofrXwNowcQ4K28qZXSIorbET2NGl1aDMobI13AQqImV6AJy5J6ihdX1TMSsaXuFlesIjanJsnXo+5NTcZukEf1GAAFSoDcAuNTjgQSTlEqwjkSwKnZ+sTciin7RHNJWRLJhTkX+m+Bppt/SYvV9XJUlwWU3aLj8HwgCA14u3rinAwLtTqzDTGEqZmw4jM6I543rzfV3BqY0oNUFHTh4pWIYsuYmlzta5Gp4dwmIhA3MctgMj8uhpQUSWjjVjtwjYxWA6WlpLl58SINzquqt22JgCJli+vXBXZ3fZ9WVZt76cUX7S0Sqe1r7M6BWgRW1+Ltz52k/qfZag/uKZ2pyQibDxz5bKiOdePDm5qmcF1guCZQuzh86tOfHj71qU8Pn3j5FUWNF1wXRI6NlHYUWaJ4glF/qPeA8MFGX1UT+gvPB+T2EOqeieTYwD1UtGXTaPiemnNTi/M6Acy0fviOUxXyAnXgZB+61rur4icAS5TERG3aCCDd3H/wQNdQDoMawg/3FZntLqiV4JHqlThnSLQRBRbIESoXwNCyAQlrMtBTOtOGXP9FF3WmJgdzj0ijft9/sxMJkUX3w6Qt+gpNLODccChT/0z9mwMIYy/pyvTIsYfprWIf41wQIRMxuy9LlxengiGx8ws6pqOd4cHGLQkzX9fjfYPcntRODk9s6L2lM1frGoCzcpHegOsJvd4RJ5FlMaRPw9qFQFYAMVL0g8Uf+bL5iSHyuczWLtM/iDORNhj3V2I/xkgu0RmpSYgllJqI2AC3pFdYRnSP4qNqDwN4gBwggcOszcSuAuiyMmIHu7etbVNsUQEdZ1GZBQtIzDz23RucvkdPakjgFwsxa04/ciHypM6stXA118NtBC7psMcTZXY9NK/p12FacBKmVGmOH8Le4vALArn//ff+YPgkIIey1IzDMd2UxoSP3qsfSyQXNBrXhkFuD8kieuDkmrwhkPv6fxfIfQ+Qe019ctq46kkC3hBxnqbyVkjHxbNX0Q3DKUw9rc2AC9t5daKHzKjSjDWmZkNbRcqo0kV4oYAc06ozlRmgqxqKmVoNdAG3HmERQkqMVaujAHLORZODpseMHhE9uj8OGnlqLyGkzDutJ9BFqQKQE7gd8hDAzQng5qRReFKUfSK6x4ryDpTSPChxX86RzUsJ3eoCUP7V04YqimnqLc3TN2IG5DKvDy8fQOublA2Lwc18O1oW0ksXOv+SBIuXRQS4JNbjM/bM8AZdE+VJbESzKDGkqo2RvoGwUik33ptrHG+XlKmmTpRuJQQTHoDZvXv31Pt1z6/nfrQm5zm1EjB+5foNpaw27rsXjnQlkeihxAP2VIu7d19evlKMnB+SUPQL3r5zZ3j/+g2D2FmlKL/whS8On/vc5w10KyK3kJ6kPkdEZw1AnfiewGe3UoSQUDDypM+effayAZpUbQxfanOtBtLrJjqObRxrQ5aX7TQT/XG8ttOVGHwcCdJY/AXDr2vHNaC2iFwZ5BOYlluKbKndntAswN3tObUQaJDolp6/g8HQ2tHfdmu+YkuXcZxOPVZPXBue1o30XquI9MlMCWbFUxIqOuk0VTPv0rBee0bvQeqJESpEZS3IXf02dqJMPilH1tGs1gWDdongSB9zXbiOSHmdV6+czkzEK+qj9wV014fb994WgxRm5S1dA/Q65YTIYaMeSzuME35kI3QvEWawvB6iECacKFp03UjXoqOgItccz3/l/plRio1xxJNUnv9tgAhY9IPavuvZ1s6Mo2AAdWOlvityIw15aCWn+O5+R4gp3PJ6JJILkJEedSTHmsGpMmAU+Ye/lwPunsyKXInqvC4BsmopMNCRbvZoIyK4YuAm5spjWtKxqwWo/qnToFyDGTA04FYkzGu6FhqXyVfAjm9DUvR2o+TEzy4rsfekuPRLX/nl4Q8Ecp968VNK0Sb6/mimroOdCfb6px8PyPUm57uds+Mg96amgf/1f/8rgdy3PgJyAJ2LSb5SdkXrXHL5uqgettfE+OoTHi++3uM4yMlQ04jsulz6duwp04CqSM4qE/Iq07zY9ZKWsCnGJGlPq5uEIddpEdoEMGDeADMgt68N7JYBMyp1MRgw6ltPawGpHaVoRMcfBG4A3XAiAsknT6K3KIAT2GlGd/rmSEeVBiKLjc2LwfTw2AI5VF/4dyJZtkcZ20x61aXEuw/AWQOSTWePNDU4C6n6JXj18UrtbdGWYCFoJo/T+xZ1dAODo5JMFQAEbFCJIp0OitFK6k5sSPfAQVShThfmKxEdjd6riug2N7bEFGSWGBJNAlyrtXCd6d0T03BXU8BFCNmV0b9994aA7aZTlUtSPbl6VcNfxYKkJxBjykSLd99V6vKttwTOlwXOV4dXXvnk8NJLL2lq+HOmLq+vb+o4ZRCJIkrVxACjdUBT8iNFURgwZNMuqRGd1gyild5UDXIdIXVLgRl9vWoL4Pg3a4S140iusgaOnmdADmPGegTYNkWC2dJjW0C3obE7D9VPyDidEycEco9ODo+2pSu6ob21q2t/akX3lbpb5OCiAF9ECMhFZnT2nhp/Su2EiHLW+QiMxAAAIABJREFUgtUzXbuuv6U5OenNPv9WKMnn0Chf2q3sMcoC3rsxBla8MdAlV2OGrV5HLRSDByD1e1+V9ihAd/AYluuGovM7w31aCO6+qX5AUpWAnPoHT+5UnTkglwfXeAI5a8nioJaTeoprkVihUpW9SUYLMoEc9qXArfheI/iNIEeWytebyed1jr7ZgFyzKoniAmaOnAJxI8j5d0R1uoiJ5AJ0C3oB6Uq3tvKcckY4wE41Jy3LmpiY5rNpVZM/TCoKwLnJn1SqY94ZgKsFmwRcBRDxiByBJagYYaXua5vnCf2mQDAr3kdeWJnjCrMzICfnwyD3S8Mf/94fDp9+8dM6358CkOOuvQHIiV357de+pfrc64rkhOh45Z2otBpERQk2loniklapkNuyWtmcsxvUhV+/5gmQk4EG5CCQROkhhhzj+8jpoUQazRgz29LEgKQ/WkTVzY8utgbo/Hs3iifVQs8T0dS+6lKAHNEcNblDz6OLh+YqgXvoVOcT0BnkRDCZ0wBTHvPz0lsUyB0O9JUJ5KjXGeQYjBmWkplNprRDNwcEkrI0Fdt5+oBcFh2OQ7piE8WxyMJE6wGik+RZ0laeflAevIGOWoI9RaUciYqtORmQo77E71vNwI3YtDAICHvqtZ+je7Usj90DXgUcjl70+iXm4ek1pECJ/lKwzoQITwfXveHiQaBB33Ff4PPaG98Zvv/OGwLIU5oUfmH42Z/7kicPAOZbiuhoNaCv7PvvfF/pyZeHlz7xip4nlqUGwJ4/fx42jlVaSHAt6lxazZ3P363WEkBuR6koUrgrkghjYgIaoS139CTIOaXn+zvbYpJ70FueFgJP0W76va5Jg1xZwFKAAeRk4AvkHm5siDl633U3Bt7u7qh2tyWQ2yRroHrp0jldT60VrwXUcXINXW+pPRTPOyDlOhNpaUCutDxHc29siiF2K4KPMenLBrgmb0FsiCwYZJVM4XC6knQA+5ZoxQayIjkDB4XrGHtIEM6+6L/WbryqBvzLcir29jUhfJfU8y05NO+JVKQ67c772gcCuZNbckxUM2Um5PiIig+pSs9UdN8o2ZI4S4yfmSaNlMEePcEy1DbIHa2RRqworiMudlH/3cA9MxyWlKBBJCBnRiXniW4rtr5ALkDXUBdQ4V+mfRWwkLJUtjYTUHxjAg6xdVyw2DjXtvi53SqDUogfnV0A3JKKL+66XneoR45nArpcigKzep9GtsnGTjCWK5jrNhPk1YXlW616slx+6yqt+PanBr2ojNYv/8wvDX/ye380fEYghxD+T3wkZ5CDXak+uW8RyX0/ILcgkKuEgCO5DFFkQ/Jze4+h/4+eiqnNHdFxUaueVps6kVxHIWqQFoU8NaEYVxfVXVdA5FbSUqrBOJqr/Hr3N6WWkg1ig1+d/mEWZQovoTcLDQalQY5ufwEdIIeSBSB3ZPIJwVSx2hTNeQabAI7HvIgmAByEk7n5NZ2rQE4AeKB6i9mXgJx76khPhRxjQ0sagIGZ2FjSaRjZUXWCpZZxNI7ivEE63Vu1GeqFLEm9FMrvGJm4IJ3N1KkQntlDHWP0ct3t7mEMdWCkC5vVyr95jmW7dF0ACj9gONJegFYfqV+9l2fx1exAC2qT3sJwMGNQFw5mKNJgjxWlfXD9B2JhfihCyUU1fz8zvPLJ56xhefPWh6rpvT+89/4PnO4jKvz8F78wfPozn5GTw8w9AZWiRga8EkVgn7lWpJZYZ+xLDNW204UCGqUJcQCIZkmpXpDoswfdctZVYxhrXVXT6rXg+gnXtb4DfUitcW5et75hqYOylojCSQO7Jqe1SATniFIgT9P8+vpDMyiPJP8m/FMtToSbLSI5IiENiVWNFwZuwDcp6GZETiSL4yAXJZUpI1JlcBve0eCBVWMKKYaWh5l7SvFn7dAQTAo+km3d3tPjiboZPJM3IJcRyYSgQb2avYYDtKrm/0sS1WYi+P7+lq7DughJN4e7994NyG2/p5TyhyPI0XcJI5/9QMsMgBY2NGQxOWMCuTQt4xTmeTbKxyJXhyrj72frT4Zk1kRFYl07m1KWBR44Cwa5sMMdycFa1nke8DuD5SzQYe2SCnU61OsuDrwjNT1Z7awhngQh8ryKtNrpT/2qD57lxLoym6QyNAFiGI5OmbJu67onTTq1LYz1PpuHjuaevF5PAbkCb1/F8c/t2gXd3diB+atIzoSgiuR+RSD3x7/7h8NnBXKnPgJy9riecs/GWzY6Xv543bynA+70/P9vfipnw8f2RLqSu/Y6fXJ/G5B7XVHdvFQqxkjOVzpGOoYnQqEtHBoPE8MegEvNoCM6NiupMzYdDLESL3ZNTuk21ZYCcqFx85Wm8DDrMMTueSkl/BY4BUyatdXkgW44t0AymxtRYiCEm1gg5yjODyK5YlbKoHDTQxdH9gDAZS7akgypGH8LFwR2oqsL5AYx6A7VSuC+OT2PmouNmNNhicxGhhS6hXpY9d5jRqaFZZAzsAXwvL3w9FyHSzrCNUZqlTXSJx5l7cqKRVK/SbrJm9GAiSfNRuNvGVdJtrIHc2JcIBkgzQUYEAGS9gRsYKw6TRVkqfvVAq4YS24kqVRqZ6hkkI7KuTBAdWtr3QB39aqGvYpuTm3u3ffeVevBe6rfve8G1TNn1Wz65S8OnxHIETWwIElPohU4wr+XXBwrz0/T+WwpZbillCFpQpiFrKdV1QaviOXpadncgaeAHL931NP/YaS48PUdVmvSlVHMwOvpSA6woQWgWb8NcgC1AVdAx8QHtCsf3j9Q+wUqNYry95WZkBMEKeWE1mEDTJNfOnLriM7rwN6/bVlFCPndSPpy9FXBGM8sS9oA4HQ/FHXtn4jv4vxxz7oXNRFK/p/3ivF1TQ4pM0dzUeqBOAWzExGAKxcviXTCrEClXveYYfhArNkPPRX8zt23xXp9T9H1B7IN23qtNEZL1QeA888NcjBKBXAAHSl094NqXWbbd7RSN6aiteB6iELdp+s0IjutQA4fsiOuFq7o+p3n2bGn7Gfq87ROPBsQ8Out5O9lwww+XI/pSvGzJckAOb1oArmAYK5lmWl/EPcmoD0rL2bWdV9z7nGBtUvKBrZEcF0P9JowoIYpXlv7CWegPveJb20mOh2bP8+A3PjzxK5sJrF2+/ArIp788e/8wVNAbga9vVafDl8fu5rcCHL/FZD7h+G1j4Ccd6AeDXAFcmWE+/omJJ+l9E7iyxhcTjzUdca5oHJB1BDZK9OjofOWsSFF6anU8pgxaJ7j5oguRXUWnRlETg0ACGEVpTVBXqO69onm8E7cHgAZRMCWVGVAznU5aPe2jCwoAI6bTs1JdS7V4hZPX9KxXXREd/Ik0ZzqcoNG2syAHC83sHmWXW0QO39JZbIb4wwmrRknKGDk9CT/OZWRuo1TTaQ/iUYF2JF4yiI1FDtFGdAkdeW+uXqYPKHtE08ZhRgnlG3EOq2cyDFppO6t6UZjT2fg2rquEEYix+P6n9KCpAjp43usGWuwQZHWopGcVoI91edQPbkkcWYawje3HijSuSuyyU2zMGkaX1U0cPnK+eGzn/uMUpYvmZ1I+pF0KWxR16nY7MCsAS7RHFcKxZMdgcuG0oT0znFsRHKXL1/2urLiBxGI1+AU/XIFSF83a9HK9WVA+I6xZXm3WLirI7WWUpxXnUrHyHq0jqZlvTRMVqBLWn1nWw6ZpoE/uKuWifv7Ss2t6f2XdJxiYyrK47xgK3a0yfVthZI23F4R7cSMBug4yLVBaRZxv2acOD6CHMNtIWalPw6Qs/NAhGjncyZrQBRngAsrkUiHaN4sS5GALgvgXnj2Wd1j0uNqFH/0UI7MfbVPXBfQqY3g4fu6t+8pZfme7tWW9gmtMAE3q/uUGj6RHGvI6jbSUGWuZNYfZmU2EhnRwut4loAzpiz1FxNCuGdEZTxT1y5AF2cvGg2sha55lROhzzRbV05a+/21Gw10vI9T8/Ymck8Cco5I5LJUDd9O7QS83smjAxqLmL2DQ+gwPkbCaeQpgnQ+p6M4MiWYC55Rl8TYDNDNTCh4Oqwd/y2fYOeoI3O/3wzIVTYIe+JpHCSVZiM59cn90e/8h+GzLzwZyX1cQW5aNzGwDpGV2hALjsUtmQ6pnEjWyyAXxZOO5OLhcLHIxZXhMbgF6Kzc7usbJqNTLdWYGaOB4Q8rkAceHDUQ15CK6BD9QvqtIvMVDwiWF4zAgFyALiAXIAgBJWm5ArwGOfL/aoZeUJrGzDmvnDAsrQAO2BnoSFtmDp0JWHYNURGHQHJWRmJF6Zqr2pyXdQVEQFE9jjaCI7EtD0VKOSSScxSXtRsgr01mwM9IFxYQCwmVkqzeytbXeklePCAHzTgbIVJogFyePRWM492Wx+9NmNcm31/kFFKUVpQH6JPuM5Or6poYunFkDTuYjVX3j4jck5FlKJsoASmF+4XQNOlg7qn7+mheRx9PRotpBER3TCBgFMsDRXawK9GzZArBrqYenBcV/bLqdc+/8KyFlmFLEn24JYLGY/QCAVeuk2vARdAAwKCGaw1QCyPC52cIMpekq8l0gqi2ZEJEpIuSTUgkV7JHZCTKuvVVxVmKUQq5KSDEcsc5KcfNaXRJEKslgkkEHDdrks/Zkgg2E8HvG+TUFH9aPXNykB6o/QI5NdKFU8q36OXsnUrPj0pCZYZijNooddw1ec2W9+KYdR5pJ0gvqVPbRWZokIPFyh5tRmYmOyRlGm1Y+mSzx00+EeAQybNnyCBcu3JF7SLPy+nB9NKK8kAgh4yb2gdEPFnfEMhtS/GESE7syvl51UsZnuuUZWT4FsuxZY97AjX9rWQTcGphOlZ/2mSm4wCGfJX7MUZx2Ab+rScDcACb6fcAWu0F19a4PPy9X1v23S0YWrtEu7Yztfb7sw2WbsrmHadozHcDO1M70ZkO9mD+L/vRm6h/z++Scm75uJ448CTI5VgnVmUrrPQxZZyQVjFg17Z8ulhP/Sl39DhgJsKMo2wb5JKH9q17hANy8AZOqVzzywK5P/6d33dN7ni6ctYhmdbkkwfxTx/J5W7N3ADdRBYAGoMMh9TD2pWeQvDN4XtvMU8uLQRdvDArq+pyAbh42Q1y3IAYBDYeRhvPMCCHnmG9vCKMkveqRZ/GWEgPmbqbnjK8Rgnz6hGQQ3EiPUBmW5aArmscWky8f2pIqccBcHxH39IGDhA2mxL1+Y7mdv2z05ZWP+HWSylEjMp5kUwW5hgH85yB7pH6n/bVB0WqEuUTQA6/Ll1AWeA29tq0OWfIJ8l3s4CofUHiYIE1gacL02wERyAFQu0RWlPOtcYeSxRVhLE+576rsOuaVt3pMJY3JByIPS2EHZko2htCM3eTOZMCvBlJlyai5OGxRr6/Fe0Vqcdsvvob9VVAlF4rpkC78VfveVnCz8tKSW5tr8tbl9akRuMwIXx9/Z4aik8bBM9qJA9jedxMjiA2KvgydhBOuD423jYcGEzWBU3ItElI5ksgR5oQuS+yARfURL52TgNc1zRbb4d2CcSFE/HPNhnjNOBgdbnS8TDXLxBf1wFiU9fDuj4DSxFdzSPpet5S9HnfqUoAjvX/cH1bzd+axCCQW7+vOtbSRa3DswI+xJxp5s4+aektp+YxNmQtXKfL53AvWasdQdiY657MEks4zo66OWoIKo8UZfIc7nPXk7hPOI1LqnlzPd0CwubU701fp/EdMGBxuk9Mx0NUZWPOXgp567lnxYB98QVdSxHA1A+5vX1PIHdH5/yhQPwDMSzfVa30utqRbuqFaiE4+agchPgoOFqUJayy497O9EDOkSImxazvPGajlxhM9kNnNnI/Jmcg6cEUByqKYw8Z6PpaBsAqZs01Nf7wnJJLG3fuLLzmmvP+XQpIhJ1HuZoGCV7uTEwDjw1BCB0jAPrnek6lHPvpSSUWHJXzO6Wmp2MyrPizcm9mvwq7n8SY8d8N8vwitcKpzESmhFp1g1yeQZ+cQE7pyj8Ru/KjxJMnHLDx5J84rkql+3P/SWpyI8j1TagajoemAnIHBrm/AOS+q3lysyA3E0AY5NrwjdEcbZGpdjTIhUVEbrtBToVw120wFtHYa3kv0het/sDmT90Ib1cqAJZSSlMndTk89yg6JKKzzJWVJIxO2VRmWgJy0JT5Hlo/RtueFJR+okFUT/T+aSUQUIqEciiiiKpD2u8COQHcvNKTayvPCSieURSiKQQCuYOD9M/BvETOiYVi7wjjb2WSgFXqk0XPLdV76jtZSL1VsmAmkAuAHQO5ErbG6LRna1ZWfUZ7m1nE5U3mXV2HsioMKT/95zlt1s4D5Gj4hbDSED1tVicLbfxzH1rh3LPYMICOjCATIAhNXxwRqNKHROw6f0DN9RtFb6dU2z2vOWTIlz1SOhPJL5rG6anjsaJ+t9OIDuBZ01vl9GRuZrxbjL49GP+edbWl6QdoWW4I6DCazKU7p+bwc+fOeDIDjwY5rkQDHQ7Qop6fJthuBg9ZKMYKyxaQD/OwvHn9NQNeB9WgbitVR5O7muAFMDgBD6UdeveOGsPvqmH9wWNHcgsnl0XOEEFFEmjUY2dBrhmsvvtlDMIrCND6mKs+3UDXdTeeHhJJ1k4EFFKf9FT1AgOnQ6HtA3L6j/q2xZ4rIsZZSOwGszfrl/1jhrPOi/15dvns8NzVZ4YXn39WgtxKEe8oVQnIqX3g4cMPFdF+4JTl7v5NbSsJBdBCMBeQq8SP97LTlGhgFsh5+jkRnBVHdOVxDIMZ9RWLHqcvTNGngRxXamJVTpFcaCYBucKdeu8CPtKzrr0+gTr16fyp70XWhL2tcXcdi2WOAVzvwicinH456248knxYR1ydn/Tnjtdhuhz9zgG5489wKvXJ19Sz/P719JERjy0sZxueRQ8PZmfzn+7U8MtqIfjTfyd25UufeaKF4CcY5AC2v/z614ZvCuReBeSkabgoQxWDU16Qo4bUSDpV6YjOw0un1M4EcmHiYcACcl0riggyGwnCw9NBDsJFK3aHiOLivyjkFP35N9qWeKROX5IqJJJz/w3Ek6QrmSHnQascN14x9RorntSkXpqjPYFAa1lDLgdFaHNq9j45J1blHJqKz8oTvSJQXdJnSYZpD7kvAA45MuqIIeNgnA9prLeCRNIsFkI14BMhxRm0pyejF9ml3kz5W0BxYtUhreRoDuCv+liTUzpiI5rwXCrfm+6ZSirMWnQlfuuooSJFAAmQS18eBimv7T6fCPnGa+yC+2h+fBJ6vqcZhJDitJBSlURzXAMiNLQnATxSiCjYL2o9QVIhjbkk8eXlszKikgCDsUeqkdc5XcvgWX0+JBR0Nz2d2lkB9D25xsxri1jAhoCOa0PKck2fAdClJy2pxe4n42ysuGHpK9LRSSF3ZdOpyboXfEDmG3btKoDrz9a9vKc2iHsCOUYRUY/jWjCz7/69bUdxGw8O5Viwds4o2qQFBoHlTvNHRQWQ6y9HdQVO3B+cuNSup96/Hlzre1KRe4uatyZi/ADSvFVD4hrqfU9LNo9oGJCDbAGohtkXgMMINiOX2849YJ8h80Ya+NozV4Zn9dhWinJrU4+tRHIbGx/KybihB1HcHZ2ilF/mdvRemhTh9cRHZdI7OqkelOyUNILluq9QKhVBaqCHR9zM9POP1yb9gknFPlmba799NpJrsklaBhroAglxHTjbqR7pf5MFGjEjcZHZr3Y4QKd89o/88j6ZYOYjZIyO0p6IehxZlo/Zr+667Efeo/Zj24w+nqdFd7PHamAbD60MeUV0FRtOIGfyXSK5X1Ez+J/++z8ZPvuJzzzRDP4TC3KPNQ381eFrX/9zgxw/00IAyPkC0aCc+2+jcwzgKuQF6Lp+MQtyqRVBaaayqQSfCRGkjdJ8HAIKKvhhWM5Gcu4pwogzKRzVC4SbPcRRjMtKuRHRYdCqzJpIzmkpQI55c9HIY85Tj+g4gqZuoGNoZiI5UplIMA0ilKA/OD8ndRMB3fKSanKLqskdiVV5cEZGiKGkqOYH5ObMXgsD0FqABrlEWiMrEpALNCSK0MWcRmu0p5XfjZEchtnglhEppBk6x991si6Sk3502nLGALYxNLg7RTEDcnXtUncqkHMqukEyABc3uDZ7/dNxqPUcqRVG6zBec5wYHqnR8X7oISJVRpoKOrsEeQE3Dd2EeUlEd1EzylakcE/PYCJCMQPd8qBrbBIKItDxvHEoMNj0zTElgdocnw5wra1pcrWmjccuob9IajuRPvuc6H6x1HaeBDlHtOx/2z8XUGNYnc5L+qkBZEMEGsgyt2/dslQaTh7z+jY39lOTk84nMwgZtLvvCQTcmk4RxZHoexPR8jgy3EuiK9LzOJEwXrsU4HR9iS77HpsoE2OcR4ww59lCxfwb8KQGxl+TXi2txLqX7byyNxMhAoBMWN8zoeeaehgvKAq/IKWTBrlNwE4gt7V1S+8pceYdorj7erFETtUIPoFcjCvrK2Sw1G0tJEAkWinSA0QF9JwwDMs8VzQziiIcA7kmYQHmAYmJdNLEkwngfI4Fb3n3WtgGtwn+8rc8uYEnIMgvZmHjKT834o6pyjE+y3v6Y8uA9sv71/3aemZIZ/lA//8sAOv3Lgv1X2eOy28XI5MfZoCtM4cdlOYNmulNm5OO1y1LyTJRk/tnP/fPhv/jP/zH4bMvf/YnHeRkPGSUMFDfe/O7w5//zX8Zvvkd0pXfGyO5ovbEmDmlkSguYIcRxuBlHtExkHMEkwZmpxwwT7pDFmqudCVRAIy94yDHpo8naFYk7yMP1CBXURyGgD66UdxWUUlaFhCDrSGpajqNzJYbAwwUPU0ckBuBzgBHejEgdyQDNUiMGbHdkyfWHMUtnrqsn8/p/c/KACjqkGgzIDfn/qMoSdiztqGuWqTrX6RA4zWzyA1Unj83SelYY5A1yeu1CpsswTLsOU9ZpGE91o6JMdd/UbhIRBFaegxgamdFnS/DOkZyRDlOtU0RnO9rPc+fV7agN3p/dHppcEYiF0b/mD12HHPm46HkboeG1BjfTQmQgVO1U6nLlTUB3DnNpyO9qPlkV54572guU8QBBUWYup6n5PSkRy4gB5nJEQD/ZjqBIrkHIoB0FOvxO2oopybK8ZOubFYu1+O0sgYRvkZpfyaS03PJmnm92eZxYSdBA0cHRH2Vqt1RXYrxQjckTbatQX7US8EfaoF3byttqceOBqbKF3OIklRlF/pzD3k0CziTBSKEwDED3nP697L6BqlD8mWWsR6zURy/H4k1ZcV6/Yy/J3rVeXMOW4p64wwSudUx1X52XU6/J7XId7IDOAzPP/ecMhlqL1F9fnvnnoDunqLT2wI3EYp27sjhvCO2623ZkHVdRAkzqx43OJJLmttm3dc24sGAXBiVoB8PqCyKuqmd4V/W6m57PRI3HJ1OTMs4XqMP9kTKMsDvr9kopsM123/AIiBXFbSZT2YdjAgR0Pt/QrkR5Oq1BunjyDiSxxpxCo+yp/tk+HECOV8Hn2s8gIDyaAKOf0bhWuy0O+DqE6aXjKndztLibHu5h+TDZziSk2P9qz//z4c/+8M/Gz73yud+MkEuPfbU47QgZIgMcm98d/iaQO4b3/n7iuSKeMLfHclF9qcbwkfyiQvU1L3YqCnadiTndEPNT4rhixgum5e2AUCOtAhe6xTJAZgFckWEAMCI5jDmjM8goiOtg0FMvU4sUfeXQZhI8d4RY6VRHcnpdwuMkcCgAHIFbtM0YR2hanJHGop6eECfmEBOdbnFBVoIRFE/eVH7ck2fqXqc0pVuFq/5be2dn5QhZwPPNiKbqQVYF8i58RKmpdl/2ZCs3YwbmgwXS7P72tqb9P7I/3lj5HrHkWjjaQNQVqKbudvIPh3kAgoNon61/ZmKOgo884ykq633wKw9pMHUa2dvXQBnh0jrBJLJkdKPsOxSsozM16qU7E9r2vzppTnPJbugcTnPqHGcsTlukcPg0X+HQyIwcvM8oOb6LrPvotqxL5YsIAfYWIlfB8yontU1pqG3UHEN4IWUoXd2xmAG5OxYxG/TWgn3IsAex6qvp9PB+vwxGhYgoHrywQdodiJGDKlDjeqb+wK43eHeHa3LfV2bPWodMXq+ZlxkvX/2xuNRicZEK9fJslcAM/bHmWXEwNPfBkAxhT0koAZNAYRVbTJmx3GnDVWMcpxK0p6IFlDH3PJewdB1yjR9iAB+My0jTMBnnD93Tk39V3WcfJ7u875aQHbXde6A3G2Bm0Bu756awO/JmhDFqRP+pJytOdZDHCxnfvzACQrQsT8sFM3l0Lc9wB2ySOz4sa8xmjYjlPvSWYWAnK+nHxXBjXtiBi5zAL7ZAbe67wVwoY098cFTiFuL4vhxPfVfvreJiBrgjgGNL0cc3XwePzeIzaRMC8CzGLPrbCPCwjp2pBPk1fXw8xNM9DN9NGUTuoWouROdpUgLAWsntboFyXr96i/+6vCf/+T/HD7/yc//pIFcbbQWZa15ctx5R3J/HZB7VT+flNdNuhJwAwh7WmC8wE5ZIodU/TgCOq+7olw30E0gl1vSG6zlpiaQU3oRCvlIPKn1RQrPDZ2J5jwZG/3CIqCEmCICifUtq/FZp+k+Lz8A4dTkIgqr4/TcNyRJQjLITjkOcsPRsoFu/qQawecvKhKQ4v28VPIfL2vRlLal2ZUBJxYXJAv6fzqN5FQtdHZYkCwgxr2UkkRqaa0Ok76pgFy5WVpumT5QvWr6Y9JUidT8iQVykUMDMEMNtzHA/Oq1GQg6Aeg0HViRHJFf1eLiQE7bJmSNigpntpaBxxPTkQ5DhFpgViDntaKU4+6eRJQFVvbci8EJm5L2AQZunpQ2EiB38eKqNCsvaYqCmKyaX2eJMN1nPoK0lq+HNygWIk3KpsPrmhrkpDbiyQC6nyi2rKwyuTzyZb3unP7Ty8/QsqI64aLuUUhSMyBX6hwjyDlqSBqQz2qQa2NJ+wAgtyFdT4CMmtz6/W1rH3/QAAAgAElEQVSzK0lZqt1dn0DjdHoTu09tuk8aUIqTp2i1tSHNesUh1IPzXBbpA7DjXgNQCEG3qk3uZ9KK3KOO1lhvoYGn34rLxnvQnoKYNBEwV9POk37fQsLNuoXIxWcsafzSmprsL148r2dT29zRfUUYW4xWIrmd2yKb3FUt7r4ckPVMH5iTHJuiuIBcrZtGFBveRHRdr+P4ALZdXet91uwPAzkzfwu4e40aCCqaK5CLIW9mZECuQcb7JbiaOmzfewB9BuKm1V8XbzZywun7kVhXzgJKNfE0PvIVZzhAwgVpkCsDEgelIrnpPSotbdLaD/vKtTBDt0GuPj+WAFLOxBbtUokdW0C0HPHAcDR8/8Uv/U/D//Wn/3n4wqcAuWi7NnElRzHZoKcd1Y+nhSB2uLwf0jHagE+CXEVy31VUB8iheMIYHubNZWXY1lQ6IgAH6JniXs22rNa+iInkQlduA9rRSbMrrbZh9ZMINSd9k1Ez/V9AY6rNJVUZpuVERMnvjhzVhALftTg3xZqQonOiRqU7zhRvQG5K7LPrdHL0yanmdqiI7fGBivaHqzrPc2KaqSFWEd3h4VldQwGgh6dCQgk4cX6uRenBRW6PHcOyT+sAIOvG7gCZZ4wVzd1MydFLZf1nASXtk+GjvH9IKNWCUCDXLQWTiHUMgBs73ScHkaYA1FFJaNmuVbFUa/Gajee0aySuor2XOmBYnV3/4YNha3LuobDjJEFiMf5prTCdAGYl9bgpkhOTUpHc4iJRGqNblgVuZ4eriuQCcqnZEQ2T8uRYYNPuKLJhIsEpRjIZ5Bhke+R6GP1qMC2RfqOZ/KzqSJBQMNK97gBBPBgmIAByZ8TknAU522GOHztobzvtFG5hcD2P64GyTd1T/R6Qu6WaHOADCMKsvP7B3eH+nX2zK88uX7Q48yMdI++RdCTLLczZ0P3TF2hil74AN68D/RxCFmss08ohjZDGHBv29Xp+j4PB2iblzzpg/RvkqmZXN9jvCyD2XDWbAh2HSSDUFBXtshZZdouKeM+dV5oe4WvlcdGq3FEEd3JBUaOYkxubqsM9ui0SywPV4gRww4a2zZbrcQAccxFHA1fRk6MoP2LYvT8qRQnA7Zso0rhQAMNdY+3huPI6p3zLfpUqkIOPilJGALLj1z200/pOKt/w0hWYmnwwQVdnVQp94jDanKdW3YzXJ416w1+rm8xGTA2+ieL60U7A5LAmg5CIqmvudmI5gBnb8FHsDKB2KjLgnzXMH7IWkgruNdy2hqvhdp0nQI5yxK/+4r8wyH3+h4Jc3Y5ZR2DmwvzTg9wMwOWCtDJ3UpWkI2FXUpP7xrcVyRnkol0JwHn22eT+5IZ780NqSCRnhf3yUj4KcjHSbbjZrAY5U9AzPNIgx4ytIp9Y8qfqRH3jHNFVjQ+gY+OSuoSIAtjtea4ZM8GIUhLNQTixaDMPgIYaog4l5aKwLeM9aQEyMkWN4CcEcvv7DKDU+e8DamsqxD8vA3lVP6/qPCXarDYD+uSQ9eo0CjUpIhd7aPovhhYDQ7QDyYAZdVHk4HcYqWbO9QaLEWhjkFXTix7D2EAUQ4UTEdmpBrn2INtb94QHjKJJLVPTeGqByd27zsb1mSH+xMHQZ8/05eX1XCvujRwB1xbDRGQb+dy1lpC+AuSIzCJdllE7SwIYWghoHQDkzl9YHq5I/uu8fqZmd2oRwkUmo+PkYNzRqUTyiwfq9SZp6C0ZB0MLAa0ETAUABM8QzUmRBcHmGH2p5mhtcJ1IY/L5yzLe3oAVMFeTQkDO3n6BXEVWEH9QK8n1o6GfgZzqi7tz19Ekv79ze3344L3bTlc+uHdgkDut+XK7BjkYxWGFZlRS0pd9L7nIvIcdHpwzRIsV7lKn5l4CjAA9YN2GNhF8RJx5H86b+0AqP8tnBuhq/fiz9R9ZDe4pkSO1ce475wHhhwgYR+ESMmlay9zDbelU0jYwvygQXNjV/bilxu87uqMBuCMNST0C4KjHCeCO5pJCLRNY4FYOsn+Z/dYgRyN3ovVO8hWY1XG717EcsH7X0elyGaCyFpy272uM/BjFFbh0G4klALXXPeGbdd/gySp22i6RQNc3bbawJdgNGEo/5MsOYZFGMqG8ncKK7Or4EhE1rwE7mqjOx41j1a/1Pa4UtD+z6rkz13a8yuVkj2nbArk4xm2PJiBskEuLULJLIS+lJqcVaJD7T52utHj9DCDP3uGPLci5gRqlAxmoaMaYbPK1v/nz1OQEcj00tUHuSHn5FDHYQ0llBeSK5o7qvxdMJKzizWjhlKHvGkeitGjqsZkt2grI1cgdDG1SljU8lNRHbY4mdQToYM8V41Ke/K4Abg/WpTY6rQcZ8YFyYBZyTy1Y4GcWOTfUhs6ob4NiWS/0BkU+2Zf+4J564x4DcofnZDyfV1P4NacuPQH6iJlzeOhJq/leV1rX6SK8VS0eAMj9VHIGAPBOKxDd9TiQFMrbo+z8ekgos0SUCeRiCHidQRSJMqcpM08uPVJEr2Gy2nS7FjSlNPmZ4jvn3WzZaFqWZFsdkQk53EvT+JPCg0xBjyCXzU35MyDHEkDZhLqcZ+NVjY7v2AiGb8KoNMiJeHLpyqqZlie0vk7JsTorpiWDY4kMMe6wAlknC4pIFyUHxQBQDhsnYUvGGZCjMdxKOlpHzMEjmut6MOlKshYYbSK8ZQGgPerYMkxHNFCpFXUkV3WzzH9Lejbs1oAOUdXt27fdQgDoonZyS83gN69vDbc+3NH78RlkA7Kuukl7FuRYCzySKlSvW5FCfK6WuaMfMxJTRLQ8kgbMfU99VedFw7f2DseVIaFJWScdOfXT8XeMOtkEUvv70qU0y1HvuQPzUn9nWO658+cku3a5nBU13W/fl2TXXU3SVpSmCQPbIpo8OrjrOpxBjihOEd6RQU4OpmbJTV9Ohjl08vfax1677A++44DxiwKraR9MkccxkCuAj/M1pebtrPl9eNM4b52pwII0KYuaPYq2CzCEyy70cXG/IoiQtd57z2BBhsPEnKd8zTAnWVe9b8fyQZ0fBzeRh4pl2uDhCKxmBda5+T4DWHU2U7Q7AXHeunqUfQ2rMaTez6O8yoHwq8pWdbbHWR6DaUWsDI5WTe6fqyb3Z3/0n4bPflLEk59MkIumpEknBrkjNYPTQvC1MZILyMmQwRj0zDMAMeQTdlpHcmFYhl3ZSh4GObAD79ez1ZKO46sXbCZRp1fOLEs89UpXJjKMekh0BRNVcAMxWKHoJwqiPpfWAgEdIKefodRbfxCgs8fmwNzfXZ/Tv4jwLHzK+7ouB8iRrhRwQf9WP9ze7ry+C9AOobm/4JTlompzgBwMy0OlNpkMzsZyW0DNiEufWTwv13R0/p3WzaKcojwPuNTnj3WM+nueE/JER3lNN3f9ro57T3Ufg1z11/m+wGTzFOYAlkHOacdKh1QK0pEcDwNjIowwZ3O9k9bLBug6Yzxn3pPaYzZlwiLSckRyAbl9tC2tgcTnEnGoPiiWHj1zNItDOiFNefkZCCO0qmCwxYLUc4jqiAiJ1NGohG3IhAJADueIa016j5Slm8LVSsD1PSmgg2VJfS6eeIgc1Ak5FkdykiUbxZoNclHKh+zEeJjkfpKqNOXePY2cSK4I9wpJsTsa/hrGI0NSJff14NFw++aOHzAt93a5SmVI9eFu95iJ5AA41nvX4QAoPt3jjmo2oMXO6RWtNLMjFT0pWqUFZro2vIb7w3DZNqyoxGTieaIPA5+uEdEb2Y5d6W46K6D3RIOT41sToxKQu3BBtTjdj82dDdXfxKjUg3TkkbQpdw/vqYam8UKO5DT7T6LMRycEcqrHGeAkLBGk8Uq3kxMiRIXO/ZfKdhQdJK/w/03pSq81rbGQbSIf6Iiv0+cNcnUfnX0oK+53wbThzHb0pO+8CyWLU7ZZyfD4owFPnECzoWn/6fsfZ93vMUZ9dRL1GbPAzDn4tcjr+R612HPQZXQoR5GHpAxt28oRDUgmZX7AudoRSJ01V7bWaTkGdrD99h0R13f/ofdnv7b4pFwz12+TiQovkOtMSUcCzWJX/unv/8fhM7QQ/DSAHAbFiifqk/v7b39j+O7rHckBckh/abNrARvk8HbtUbJBiN66jWDqx/I1s8fFDdfN0oTslspxpEBKBoAz0EXmx5Fc6Vc6YnENK0DX5AhvFgy0jXSAuuty7p+T0SGaY5gns85CExaAeK8hOpxF7rSle70Cfgk9cZEx6lGP33uUx/7+shYr6coXh5Xl53ScV01IOdhjzE6em+isQJi0nVMEgFwBvQkxeG5TE7DBr+qV8byJNpP7Tzqqer1gjpZB6x7DbDYKxqrlCOR20eDMhJhpE9Wg1FmSik1EeXjO2VdqxqbFabSpuNzpyoA1T+W6T6nd7vVzw3VmFRXIUS/bVFRBz1S1Fgi8ABcatplrR70H6a/LV84Nz1wlehBjtdKakMo9VZoGYTa5Bae96LReFMlJyYZj4nN3Fc1tipDxUOojeLwszjUxLIlIYti5Nkw0p8H88QhyOFGuJ9sA0kJQ1941pEpXQgoiSnXNNVFcr2vWGhPTdxRJch8BNEp/D+6lV+7O7Yeqze1YUo7IKT2U/+MgRyM8wJ71AVO1TFsZ/R6+OjIlUXGp93fyjn5US8E5j1HXApCLQDpKQjtbijgNcnOees7XObVgrIhwcla1U2SPt6VQs7UjCbNH94YDkUse85gD3NYDckpVnphXyvaERAD0QDnJpY06BkcuMc+Vti40ajNt1BpjLjsvsyCX6K6iKNucZDusZ+msRIxzfyU6j+PWItwBuWojsnMOyMkxQAkJZ9ps4bzO2YoihIUYFgeUz/En1+ePn8evGs/9HtmDnvztga3T/MDZck32sSJ5r41qPyJiq+gxZQEAjmkJ+q4PP3B2aHIfei/n0GcPIofZdbmKl33IuX7TdZxALm/sNDpCGppo/0s/q8ngUjz5FM3gPx0gN4wgR01uAjlqcvIavXgBOYxZLlYK8tUr59A/IGejaGNaCh41JduZMSInpyHx1pOu4WYnkoMVp5qL05WJ5BasYk5k0ga4fSYMbrykMC5pK1CNDkUUUmWK7o6kwGEZE8b8sEjxCHOLDXRO3XAsHLMtWDYcc8Gos+1pyjOPA6UrDxXJrZ59fjh7JnW5EwI5/412A0k2JNJhlehz9HaepgAQNdiTGiz9wlqBrsu1t+hITtfV9RjSiwZIpTpLmLolqlxD0SPvnX67pCtLQkzpFjshgDkGrorl096MkWigc7py9Lpnty7XOQDga1LP6qpJwDsg5PaFSj6ZSalDs/IJeqUmKbEkRPwQ6cNRlCdNDGJVXhmuPXdZQs1rmlqwbEBE4Jlo3BqYjuZ8Mp1N1hqjvphxPDAeATlShxuaXG7ihs4nIEfNNKxUIn1Sp0SKSxzDWU07KGYhLo7XBNeryDO2Uno4A9HEEzlzrnsSOeg/Ikyix4cPN8TwREdTsw83lVXYmffg1AdiWsK4jBGNIeWVTn/6lCDZZP07JcVxQu/Xc1wX5R4b5CbJro7i+vnOPtgx0TlYcqz6Mc2koYZUQG73P6lvA7oAl31CitKSd/qcvZInA+TOnFV9VFkcwOrgSJMX9h4OO3tSdxGTck9N3ycWthTRbQrk7ptwckKCzEcCuMd6Lq8ZQc5ANwGcV9GICL2SWGVkQrIzXRcPnPge9/87+2MGUwOJN1w9v57d+FmR3DGQq7Wc+5yJFKdoe2L/d4RYkRx7ElKYRSYAOZwdPms8ot4n3kkzRwn4holrkLPiTkXcVRawko8zVAVyfa+9SVJ/67JAjywD6KhyAnTHQa7ArRyB3sZNbokkHdc/ZaZmZae2ljpgfg5Tl9dTewbkFjU0+uelXfnvNYXglRc/Bd/yJ6Qml3sSw0soPZOu5OJ3JPeNb4l48vp3lIMnXamalEGOlGXEnG3Ix/B/piHcnlaBXHn8oWAzFRmPGMPNYs0Gdu0Ndlc1hieSI1UTrUUP+iSSI/XGRi6gS+ohxeUo62dIpFUh5JEyzmVf9bkjpcsUQhoM2RAwKrPP8PKy2HuSeNdnADqmBjwW0DH0EiCjJgfDckUgt3xGOpaLkE9EKtDf9onmDgC7kDpMPHFDdNcnsxDjCSYV0F+pc2VDNHuS2g31yWZx9fQF2G88ryM59yDhI+uamsavR9KiiUJYsw1wzcacmF2V9PG1CMjFE+Q4JxDsNM94wEFP/9O1VqcqS5uUz9RFJIL1wxEcaSaeHyDERlFr68nvL7z4nCaDPzu8/MpFMSylLqNLQ50V8MA4Lojd21qH9qa9Ebl+kUQDhJgWTuoQ4sQj3XucgbU1RSOqy400e5EneF9SlqQrz64sjyDXHr4jfp2/5+JxPcqjds3LEwROuf5GHRDM4Pd87t279zQM9kOzK6nLqaJopZydbaSxyCLYVbAzyOEzGdzG0k5IjJ0nget3STWSKSkHhbQi9ThPQU/9ZlbD0RFLp5YrfZ0RM7H2TlsTgZKiJjJA+o21ry26p7ATkIPIQ7RJtEB6k2b6RdUt93AKNP56bkGO1mPNyzvQ5IE99cYd3BnmTytFuyBH8kSDHNekQK4i+tHQVFSXdGWDXH5OatFUGP1b18Fp/ymTEDcr5QSTPmZThZCmiPCqnlW4XnVW1smUBA1hP86X6/AGuYhPW9MWkKvDc+bAswNr6glkIEf0s3XG3hGzkJP92E5Jk8kiORgBed+Tuue2O9g/ReBdZ2/HMynOiuSouwJyOLysywK68QgK0DuSC1O4s0EFcmRFjGlN5OuSRLcjxRnn+AA41vspZUt+9su/MPzub/2vw8svfNJElJ8M4skIcgnLQzzJpiBNFZCTdmWDnDzpBekOAmw0jR8Y6KZN1IVcN3m6KJv0TzzORHJOocjw7ildOYJcMTG5wa4bAGS64URzRHIU3ntqcPrEUi8x2FkSKL/DF0waLz10JnE48lEKiUhO6bIjGTe3FGjRsNETEiS/bmZVRXI23RxznHgrnwTkZIAOALkVq54sCeDOLj8vhuYFnZemg7tuJ0CUuDOqHBkxEpJLBn0G9L2/y2vyAiU6akfAn5tNm3oltc3cLJMnoH9r07nx9//m7s275LquI99bAwo1oapQKMwzAVKiRFIiRdnuf96XeN1v9bLaY8uy/fob9mB3215uq21REiWS4ox5LtQ8ooYXv4izM5MQ6OmtZZMGlSqgpsy895wTe8eOHdsAn/OC38sHZ5GedvBcIb5FamWwXJPcXWdrz+3XZZALJVNqrqiyklX2sr4GcmnypT6Quhh0ILENPXHVB9XmFvmFRo6PqjCgR4a9ryzv5Kl5tw9cf/lCd+68JPeykYOmJCuvaQbQoA5SAg16Tfhh0uc27IiZDKR8LDdVV9oSEE1Noq6UV6bUidyDbX3e5tF63klRpdh/jbV1lLuj98P68M1Pn6WXcAO6ouVLiMB7JvioPr0nj5+qPrciZeWKB6VatKQBqvvyqiKoKXWmQQ7nnzpQ2kHn+6xH/DkDcrnJoTjdDtMEQagpy+GlDrqWuieY4nu5D7i+kB2x3KGxbUAAdSYg1Z7g0HZPXHMqYljuhPryUGmOSIW6xz3iWFVLwM6+msAFctTieAzJ2eRQjd/PhpaVyakmp1rcgQQnBMGhQxo7YOSoLKIYg0q3CLBaACA1c9p2AL0cvAE1WJZ8jOl6BFRcQCz5/H7odTWgRXRSnEPNmkzABSXLUgxbMsaa9p6R0MnDlTHszlnFvQHkNjcoe2SMkrMrgiD2nn4B9f5Mpddr1u+zGQFMDfvBQriUF7JeWmmF381t7WVyOfP6auZByjSqzN7v4AzgHOXF9ZLcgGrO2ayR7OW8xkoE8snoKDKAuURlqe9ZVY2JR0O5mj84pkzuO6+91f3Hf/873ZWLLyHTCeXbp4R6y+95qrS+8K/TQpBzM4uk1bOQ8YZiG+o+YtTOIMgx0VfRNFodDyZkYgGUUgubqu/FEZIpxSi5fPmDJQE51yy4cdyUHOLQK72bzEHAvz2CI6qyUDmkyNnvtgTSxmWBkt2x6XkzUT/VosgBAMDtk8nx0IF50PqP+N5QHHD8AaJK4YvLr0I3gCy9g0Hu8EAihn3ZTnVzcj85qakEl/2xE/DtqcVgRyN4dgTiCEA4xKsel8bdqNd8RLcibwCut0a+5C+pRdQ3ut2Ajd3eaxnGxq2iAZ1BKllcdlT2RGjHZA7V4pEDUd/YQL9EJfmYorcHz2K+7MwwJ3NPGdbeGxucJmP349mGK/cLF5kSQPQUZlhl+dCDfFHGJVuvEwsz3csvvyTK8oxoMu45xxQiHe4RNUnVWdVY7g1GZg+drcwDkCNmCciJemNiuCcTqA7G5Gk5708fm/EaQ4FJ3ZYDflp06XGJK8gombhTEXwcH5B9q3ZHhuBG9FyLslQqZR2gyvNRj6MZfGV51SBHG8G2Mrhn29DQZFCsVYQyec3cp1JQcpGqT65MhWsaNQsimTLZeO5b6Ev62RjCGgNr/uvVSL0bcuAdkasL6kwfgAY4zve8v2eItHS//B7ZXG4FGZUR80mJfzQQmJ/Dv1Jk5N6hnutgUyCn9yWQ2xOoqeJoC6/egwZwiU4AudRUBzM2speAnjO53tdZIw3QUK0K4HjYvFJlgtTiqVeRUWSKiI21aa50VCcggtkgoEVUpLUGYZDgJBkc3+hhrZQ72jBd7i17HjU3wQL1+6P6nUzpKAUxUGmQw1ib4crUZLmOgGhza9lm/qEy3XFaUXQNocs5d9hj7FPWY79+nXvp/7wZASHOQIwNYlRdLUENtlrLTr/9wN5UXg+tLcJnbL47x3kFyW2vOynIPjQmmarMeitWx6+H8g2BxIBOwMmFx5Md7V7/1pvdf/j3/6m7fOHfAshxEbQgXgRyGNqSvXGhn2Gkqu89MB2SqMIg5I2YxmMf5nX5W7YBlffMmRw3JNRN6MoMkowQJUAXcOPzMXI1gNbv1/cRgZPRRfqctNzb28Ddoh/cT7SZD9Srxcc9txTENLkOXz8P0wMaKPsgp0ZWPD/qPUXjJBWHOJwI6Lp9WU+NLAjkLqkp/LRS+Bn93kmBD43H+CvyzpMK5rDXUkS55VMfgBigK58HOW/SVssErHzAxqrLmZrBKz/kBe7INAcb4EcNoZcitDvgr7drUiCXZvLm+KFvcN0AKtkbpUAyWR0BB9Tp85lcXXcOYOpIblKmlqjDNYFm1Sn6z5/RQNBxosEkYBrSoYiVFxPEX7p2uTt34bTqdYiQUC+SERAwkN0omtbA1coQA3K480fZSfa8vQ1ludMDOUDliIBuahqQG8tQVqJvRf7UBAG5o6LiWa5+vWA9EbeVenpeAEBrjPwqAJ1gI0HCkBun8esE6KjHPV2U1dUalKmUoFJZbm0+69Y0emd7mxrgjNaKJlr0QC62WvxxPZoswgF5esV6QUy7ijmEUnNzVuohwhGi9B4+6trO0+/i8IVyxOKiJac5xGlTYJq5LMlYaZQAoCtRrM5pHh9emQfQnmYNdb86gZxcTnb2lcWpHrezLwuvw6f6Hol89ODjgebHBeQyBcQXc5D7999/HeT8asnaeDIpmRlFMKygAN0z9Kn7Z3UPJ/SY1BSFjM4Sq8RUD91zlKHUFVFSE8SGdm8tMS2btLpa+5DeP/a665EEY1rXrrvp5wFPDKxp5wmgefvq61E/s69K6ehKjB6AHGxD6sWcGckm2efO5LQ26l722BrvVN50QK4C4NTuW79xJSBNJV173qFDY1ra9mp3PLst17KdN2ZvUgcf9KHl3z2Q4x639eOglzOqLaFerVB05WvffrP7f/7vH3QXv+4g53lLjUb66NMPra4MXfm+ZdVYIDmT06NAbt+8QBZzIvsIJrhh/YteERURtxYCs9qsXMxNhnJi4XJgGeT8qLYBPp8anNWPUJUN3FKjK4l86nn9Qms7pKFjADYtxj1EKKjrLMMOrUnkhy8iDcd1KLOyiwe3x6QgbF9jd/YEdN2+lGZ67EtlOTJ0XAKUS9p8p3RIyLBZ7if7+zQe0++U6L/XiOpAuehKFl+f0u1dqMG/NODK62ivtVGIXoQOKkKB9loU9L1Ej/ST5ZireJBr3XqpBIKufDhwiJo1DagMpU1DvQHRj4ApgOdJ4AK53j11aNg/TD3vT+BBbcpZlkCurLBS0O8bTkPxZbwPknvqc3vukWN46uWrF7tzEqFMH8PRhGBBAgZAjvYWZRSMLjLIsR7a8NQUy6mNMaOO6HlXWdy2R9tQPAfoJrHF0mHJtQnIaZipQW6mn8nxdgA5Dk9YAV0z2k4IpCqT60nyLeQZMshUNgfILT5eNtBSttneEOhvMHZnXR93BXKakH6UCfNMrohaNpZruOPQJ6oMr51VFa07GONeFrXUgM79bAY5re32WgvenLhzgOoxLkrWwQmHpYGubJsAua0GclGU4vd5bEpqSmW9Y6J3tTvSVjTSQI56nJxNtuVPua1xOrv76o8TVXkwrP44iU8ONT+OepwFJ+2/PsgF9GwG0M6LXqbXAzldZ1O8AnymmEm6DriNC3gxh5iW68v0xLTPCmpoBwrImBwCBb2t4GoL02lKE3Y5Stoas+lIjcnsmGMH0HkSRhP7EOwCSNCVfG5Xa4gM2VUDeAKeS9fO2VyjiA3ibmvJjEsEb1Dp5cNZDEjq1Olvq4bw9Lpxj0CfsDs9jYHp1FYXYy02tqnBYtuXoSQDwvw9C5cPPfVoo1PT9N5fD/bCdrknNHbaj1KacABudWlWkhk1BxTjfZA7f1Xf9jWmK58HuR5d+aFATnQlc6BY7vxHFpdMLgduQC7XiTqAM7kKjR3N5xaETosSkKCnalNWnhGVW0LbbrwP8HC/xS37Bun3A3BMFq5RHSXC6DlHcKu4+yx4esugLd0zB7UR2yL8FCOCaHPU9BrN1/O+elQg6ATICaBltMvYnUMB2e6W6AkJUFBYTqg+x6y5IQkN+HO+O6gAACAASURBVNq+xvPQM5det8jNvQwdpYeejMuFXYh/7U/VMh3Rm89vTeCmD7Mg+VrPciuVZF9uy8zZcJZUD9AcFMwtiW79UU3JWqIYDkQOTFuuhdJv2WCuo1s81NLRux/mPriXOc4CcgCMQE6vhxqF6WI9p+8TNIh+BuBwtinq0W0FyuIAuRlN8aYx/OKlc1ZazmmcC2bAfB+z5QA59h8N5UWD1uQLPrLCcGoIRURjONkcExHS2jKhOhOblj47U716XdNqEsdd/6gnuEOZsWQjAKosPyDHxk8tMdc1E8D5457MNs9udWVd4hPReVuYhKt/TlncNhmdsjjFWvoZWWPxEOhyOFlB6UOMKfICOV3fnoIUaNdzcS8drjSquzcxQJ8loCCTNCDrHtXPeh82ZoM15inqTWLvifdWFyM+4XUq0NDvQnRx8sRCd2JeBuRyi2EP77RaXCdvUajK7WdQlWqVAOQkOtkRyFGPo1/ukP44Tx2gv68ajgNsvdTAZ0QDuUoX2tctB0EYI5AbUiYHwI2rRWRKoDYpcKO2CsDxcCuGPWdbJqfgbEMCpccPHyqLXrEBhJkP08sBPPY1LBBnGFPJUW8DeNxb7xPtj2pj8j4YADn2sEEORyKDXBlh5L2xHlj3AB1ghfCNdUGwzn3tDydOmSFtMFEvWoTkulm/NcptTDwq4uFfSc9yjjRK0toCM065p14D+p5++SVJQWVxLdmMotR1XTK3PsiFQs2/+dMDudEGcqIryeQQB33tanKZ2I3ct2VkulEfK5P7s/8l4Qm2XgY58ddaIHvMR4Olh7YEDBAPtKKbD5/K5AaLHL2FXpkMcm4i5paSWPQR6iwAl2bbika54H0+mVlgUdo5GnO0kUdFZjVg0j/vA0vvj4VPRtemimMDhrQdpZ0zBJqXGx3aS7igjOwtqdeqzXcg5WTnmtyEahnMmVPkO3HeHpajIwI5eVgeCgTJ5JgfRqbEQgbUUi9JvMV7d9uEqbY+zTCIdqYrG+1axe6iEMvIuWpig0rJSMoDaF+04ErPD58jiySaTUAQRR9/4mFJrS8bqUeFcgg2BaxrQg1U+Zmqg/IaoDvtmu/6hyJiZYVkbRmQmSydpWDVWauvqTKl55cIhKngM+Pd+Qtn5HZ/Sn1ziE8kwVcNDpDDqQErMIatlvQ89RGi4HJxAeR04Cji3hLQbDKF29E4kw6gCQNyVrDqOkxr4gW+jFlHHLK+QTkcOSTpZ9Sl4WuVyUXcFCcZPrclhoAHNcANZY8btA8IYLcEsGRvgByeGvotDpRwxSGzZA04o2wgRw0akPP9cB9dExmh4ORd+j61YKatGahhQK6iqKLtXaMbyPDZS6FfySb0Uqi/eD3mfZb7z7mz57ozmhnHz8LY7Owr6+30+0dVs1IWt7m91G3uanbcMwGcXE52RVl2aiHoRhvAeepABiKXV2IP4LyJW7DbAuL+17joBBnQlXjJHjHATR6VLduUjBdENR/TFAYDnjJhanPUijwSi75Qrbk19UY+eHBfNVGBsO4H+9xiFGY6tvfIuvRYL11nXHCgQV2LNHAcqCYnsZs+l5FdgGPDZ4Nc/GXLvaTOuqKx3X8pkOPzZHYbm+te73h/1mSQ9MsBcmFI3Jjfi9gaGAXeEpzRTtEyrwpc2GelkC1WoT9cmTpdxDW8r5REWsBTvA73vjE5Abmoea3E5e3q+fw3wLKxPfSivo7w5D/8bndRwpOvLcjtk9YXyOkCBeSgKzUZHLryCyCnyNQCFGrDhI2JIqovzAXUAZDr8fNJpn3o+EYRVXqBQT+lmF5OKYOTsovyqI0TkAvlwAE62GcSsUpfijvcJNPQlAconzw8kwe0VR7UelDbuTCNqwrSf6shI8nfUd8ZAHe4p4MaIBNdubtFgVwWVFJXTmiIaubLyT6KTE79cjzGsJ3SAklGlYIxAMLfAQ28KwdBriKo5GQtYmtpYNXg+Ei2Yvl649ITBCTb7dXTqq7YJMg9GbIoHjfAtutm70f+M6jlvCz+P8o+hxvOziJdH8jKnGlG6s5dLYk738s9AfAAurjZNKDTa3S/moKMbTUXH6qfCo9Dpg4wJfzsuZN6nO7Onz8r4Duqa69aautrw/1kQv6ptR7oVeNa4n7iNaXXw+d2dBhtUZvTFO74D/K7BXJ67TseEJtMjoMumRzrJSBXLQMRnijLB+Ch3nU9Qxsnk+OA5sDbUE0LGzGa0KFL6d3bWN8WRanPrwr49HdqcYhOtjRMdV+12qIrky0YhS20AuQ8WYHsgvei5+PwNJNklW3WhQ86fR2LMw74Mmp2Vt5UvJXx9SylWoCTElkqvq7N6n4cQfig57x86XJ3/tx5BSYScSgA3DmQSEeCkwMpJsni1rcX5XbyuFvbfpiJA/TJjSkTVAO4Z8eN4FVJ719aSPKnPnLbnCpHlee30sQp9ZoQnkhdOXIoT1PVLqcmNPh25rjq3jxmDXpHBX7uNdR/e2RWoqYR/awrk1vWhPaV5SUbddMWceDm7YBcb+KBDn4C5Cll9hUMV7aD6GRcWWypKNsb8PkUt5lQj/xxbVTXblslEHovAw2OkCwIYl1Yhdmf2dSuRDvzdFNZL8nAACTf2GxAMns71CQIjs4he9DBlYOVCmTTr1ljurjsNU2iF/zCivLreeF6TnqEa61EWNSYq/YuasyRreD8Oo5231ELwW//x9/vLqmF4OsHcmxWZPdtUGIih07CkxeDXGpyBXK6QfpeXxRCZq4iSjjoSj18QHI+fCFZCdC12nALQvONpt9wnmgUn+93/o/b0J6Dzdn8Lk1bNsBrlmA1zaDaDng2buqeaidIjYnOoWkQMPRAThuaw5pEw9kc0v9WELYaVNHiPvPABHSAHJTlsy1mzM1o813U5lNNTpkc/pX7mlbA/DCozVGl+SNaIBHZNIDL23GmQ5G7v5FaoJBjrPf5wa/XoeFJBky5roVeQhTug8E0Ed1gJlzUJ+DIJqpaZmabDRxFzjqzkfPzeT0BVDVlu08sE9v5epS5foPOFGlYt2JMUWDV+OJkkxqrjzYoS8/+2wxd2eyfwKpTtBKcOdldunxB/W0IeWTNpoyCrBuAo1ZXlme8F0CMmm765ciO6JdTnUbWZjwQDXCIeLK43iuKxgK5aTWCz6sXrGbOOb3ytTPS53DUbwbk3PpQ/aS+3vn3lgRNGEIz5oe2t6NHJ0VX7nWrK/LQlABlQ49h+VaSze3I3guQG2YMlZ7iCz6klck15SR9cmVjBgZEYMMhF4Dg58nkoNZMUSHEog2HrLZRlc6uWyMymQjv6XkLM/eJ8bMC15euXFGkftHZ867qpXsCN4UKoiZl5yWAW9X079WtR92apn/vD0VsghEzIAfA+SGDiFJWVtA2uKK9H/0e2psAGnogh9REQiFRutPj093MpCzFjp8w0M0cm+umxo8poJRRgNshRK8rc97WoFp6/NbViL+4+FjOM5r+ILCDsox3KyCRteyMVdcHsQlWb1CJOXOyziM8wSYu9fxSU7LeuFfQwwG5pHicSZgVwAZFg5DgjbYC1rfXSztXrfR0dsVrSX069oasswpoC/RUA289i8mmCCxTuimQK0ahPEvjxtNKB3WNvduaytSZMosOQQ6BYcR66Szx6WqBzB5lGpIXXq+VvAG5N9/4fve7aga/cvll/XwCrn/RFoKK8n/tZPwHPpHzKwq2oiurFcDqyhdkcoAYURqkpUXgZHHcXg7BEq5Q31A2BD8d6iR9VL2Yzj0wPoZzoFOnah/L1NkMaMt+ioNOtBP+mVsTT8YYHQMYFNhZpCzWaq51a4B+P0Vq6hL8Xg4vsrd96MqWyZEtuJbgRRklFr+DBUg2t7crObEewwKyoQMV5Xek7NPQ1LmZi4o4z+h5T5iu3Fe/nJWYegzL2JQDDRqm145qkFMmpQPpqKJGH/ot6/rifcy1SfTer8N52bZNaDrQ1AqHfeoyRVU6EmwBQAES30N2FeeOfvZXVkLVFzeYwVUmR/aLyKLqFvYVpVepvZaempXfTeSpC4iJMKDHvSEYqd8fE2IOgR39PiYC0DPGjLJd+STOajr4ie7y5Yuu0TFslUN3U76JZHYzs1Pt/pKVAVgcOrHaOkAFS1DSsrkdgVxwizVI/w9ClnKe2BOITkkuP9+vzbiHsiTo/FymBLjx2qAG/RkxQ6gigg0UpRs6YOXfqOceH2MCAPVN2WCJugTkNtahLenjIrizv46DOu+Hlp25ZYaaJ8+lT6MC3cKaDiEQ2YeyjPQ24T6S/RZ1ZYQnXG8MFGLAXfcWCTx1pNZYrl9MfdTBhmviEaP44Fcgcv3aS77u27tyMDlQhjihYKTb7FY1+Xt57UH3dPWeQE51LwEdDeA8DhCbyJB5iLE6qq0WyGUt97M41rIBrrems+9rPcdCT+K2EYlMRifFkMx1c8rgFuZPdcdn51U/FW2pz83oow0atCfX1bKxoUG1gNzK8nL34P7d7tHDB92TxUcGd65V+m1V62xBNHMEJ5XVA3Lsv6qLs37de+vgLWwLtCcZEzU86qcrK7IvcyM4jEHmVrIGuJiI11gXDNDlHKG0AxMA2PJ1apHWmbTMjOtRBhDZD2kyN4ui52bP0P7CcztwJ7BsdeB+a0/V2TMqqwbJDgaljrBL8UkiDVvBR85j3wKdLTz0KgE4W4f5HTRQ1vUA5L733d/q/vPv/4kCoZd1BrYexbbOevfw78GbQcZKr8Gr45/055/xI73fz5O/EOQ+UTM4ICfvyl8N0JUFcq7HOavrRwJcLEMeGgP2Mam6gc53t0VvLU9xZNEHOQNek9b781Fp9KizZELQak3e7WgkQMSBXtMLDHLtAE4EpE2N+m5gkm5qEcnoOGhZjBEV8O/WHJviRTaHhAt7Ulc+22GjAnKTAjwdOt2sMjnZe02cFs0hkCvhCZlcO9A41KDSfBD7WkV4UsCcGl1fxZiQoR8AFDVVNElRlIng2iy4BnDc1Cpyl/VRuWPkPgvkpESLAXTuSzmh8DGvo5277fCtQMhyaG3YqiVWdsbBVWKS8tQsatMOD3pYHq+bVVMP8lEHr45Q5slNTmi8y5YoJmV2CE4W5GN56dIFg1wawgNy1OgYtlq9k6Z+m/qVwGFPn3jmFpVQlgCN1bww8Q3kPIy0ueJMy7JqYb6BnIIl1gEHQso0kdnzVw6+1ORiC+e/26IJOix+mMvqj9tSLQ7BCRuApu8d0aXbtBCItsS0WRUa/TxUdsQCRM4BAsEeE8yhKq12k6ikAZwl6WQgAqE6KGpWWNHBvFruM3Rb7mNuor+/HZqhWJVp6nmsdEUabwu4Z8qOlDlJ2HHt6mVd9/OiJmWLJqHJ0FFdw4PVbmn9Qbe0dr9bWr3frWvqAHW54SPKUPU4GOaB4IT5cqEqe9Sd31n/T/MaMdxVcOvTgwCZ9EFS7SmNJJpWxkYWNzt9vJufO9HNzsy7Njcxpqb+IyoJYHYgkNsUFbypXkhncutroog17khZNYCUzFZGEq0MYrGNzoG5mVkPoOWM4DXAiBAczGjArjMTvRaCR0Qk6SNjjcUTl+fxKC9bw2Xyydr6sp5THp56UbgrLa+orUJ/x02HeiBCNxvLu0cv3rs+6mCXzMaEkUmdPQ3tadmJGUYF7gQhDlYNjn2qMmKyBpAOlv0WGuCFmbDC1IV2bnq1H0VLEZALG0cJykDXQI6NQDZXIPfD3//T7hrelT2D8n88TH2FQe6/NpD7oFeTK6fTzH8K4oeNbikvi5w1TMbn850LBci1dLu38AvI+MiPtDivwI/sznx1AwDdOUQM6bGKNU7cVVL/cR8X41c8gqVqQFFhVZ3PUZTPr9xwInWaQqNSQkasGgQDWK0yzIPfTTOxQY7sjExOj4CcanLT50WjnFIEf0KTDHQoCwQPpayk+ffZLguZ99dArqJ3jsEmlsnLaUDXFFI+9qCm2hHR+3qLf8om6Av9ci3jsIs9Csn2vZWVmXLR++Rg5GsFfs7i2oH4hZ+p9evb1LcoKlB0rxIZsw9MHQyqjVQ2WVl0CVniMkFdo29RlEbwfbmOjEhYMKY6ylPVmFZ12EyqlWBODeHnDHioKZlggMkz/pUAne+xDuZhR7dQJ0TRZHHcw9iaAXAAHZmdxXCOgnUNdN+pdXGNTFfKYZ+DH7VuBCfUF7M+OOiIevE05fDm0DKdyVr0GJsMiAXI19d1wAnoFp8s6zWLVpUUn8MY0FtZQd4uQB+FahP4CVigTXd1rxzUQP2YGoq4hP3EQc1aD92Wlppepg6Vpq+RxXGN63pzP/jj7JaI3RRdhELJODg8G8jpaXepW4ryO6ZD/4TA5OqVC92F82dETwoo9jXlXIrJTSkpF9fuGuSWBXZbz+R0os8NH5F6UI8D0ZWeOOAG8AK5xOmNeOmdhLH5Y10jQIJhaWvfp7K+JpCbnVL9TY+ZSfnDkrkpm5uZ1mgrgdyoaF/21b72FW1IvP4dPcikoRKpwwFMZGlxumH6RDxzARTA9eTJU8rgZ7xe+BmysxNSlV69esXnEHW+VSk0AbJ5TWBAJbymf9tAQOtjU4ISvp7yyX537/7t7uHDe8ool/W7cLt55OBnXO5Q9vtUED2hv094TibZOvcIaj8N6JkqkjPNNLppR2YOxgiDAdJHG0NVBtpkl7yfKIBTKwyVntq/LycfG7C5lESQo6/7+wA6H7uo4wNytIK52YIzHUaIrzpJwWHmaPe2Mrkf/t6fxqD53wLIcSB9RCb3PyuTE8iJfjwqQ1vz7ZXitjTX0QDxGweBL5z+H5Dzg3UdqWrVUhLdtWylgRr+kf6vaMwU+gJAzuICchxQMUlNZAo15ikCjOhp8+igfZJpkObH+d11JDvN90HOUS40lPvmyDp0sLTsA049k5UDSCi5kYFDSQ4dSlwid5NR05XyrxTIjY3O6ffLCYWanSJ2EZKuvxywenwRdIg2yjZ8dppAC+SqltYDmhbtVuZWHwfbAgZBqQ663mbxgu8/eB4r9ngjuh81INOZQwNZR5hc0wZ6FX0hcS6lZjVEFxXKdabmmYGgaViP6TYenolSuT+836ojunfQXpaH2vjKjSU4WV1j6Ohq5ssJ5M6dO9PNzKmnjLYpHRRQlp4kobVF5M0QUfua6v5SJyRDBtDI4jCoDmWZ+hyg57pd1UIc0FDjU5+c1JUITwxk/BbAAY6Cg8Q9gxw4iejtkdqUl3akJ9PjcNB6RF25tLSiOXKK5LU06e/SWad1E8cTMrijR7CEGxF9qexDGTUiGK9hrldru6n+OAOgXgsiLnuc6om4luVpaV9F93pmCGvUyW2ET+uFdI8U9VF9ZC3w+gNyCSB9rZRtzs+pDnrqjADupD4elwGzQOPZarcuFeXqjupwmw9Uh3vsLG5nT4ITNYR3yuI61eIyUmdw4kCr5zaQ8/sz5rHzWuBWh2QLZF3mcjqhXj31Eh6bmOuOz6gWd0xZnEBu7th8Nze7oHukwbECuQP2FSJOC9iwapMjidoIAAxqSNMCbYIg9j+HPW0zKF9Zf9T2WLPYvjHJHVNt6rLUIqHWqXMCaNxv1iBTMpal2GS9AKAAWJq/48e6o2u1vbOue7oiynRRcwUfiLJcdb2foI1MDzYCw2/aVDzGicDfDE4EUBW4R/0cEIowTeDIgGCB3LhA0lMKCFg4/whkYXBsHN43fg5L0sob7XyLzVdAGbET5yi3xInKAMgRZxwgtmuZHCDHuT2qdo7vC+R+9Lv/7wtBrtgmL+Yv+fOVy+QK5P7sf+JdCV3ZQE4puCeHA2Yt1XV9gOPBH6nR6WtYfg1+T6MsXR9z8bSqcX1QM8jVo4GdQc5+b18EubqpoXvSyAqIuVjrptpYgpUk2B+hLjCDNqrwaLSgPjhrs+dcyeyz8DjIGnwH5DwTbFJvtIHcMOovTSI4qsnJ+rtiSGd5w0OII9SA6ynhySBCV/qk7GVog4vDdTner7PMHArt7fU+X5nbYAbHdw5G8i5ot0U/SGfmZ6yjDMWr62NVXsvSnIW1+5iexKhLw90nLOF3c52oa4W2lNpRDhS8ox2mYlt2Hc9NgK5qhWTTfM9g7RBM8fRvqSphjsjktrdXu/kFjdwRXXnq9IKyukwIp4VgTzU7C4VUR0UVOSn5/+gRDjIeCHj0fPSVWVLOQYS4hUGrDBilTkjGR0YWep6DjEbpWY2SoU7lCRSNVa+Il8wAUIurTgrtzv51wrr5F2qTQ0HXblMgRyb3+LHcQJRFcmg/E9iSyY1Ds0n6znTwA0nksf4CFLF8ghLqWToJ6JxluteRrIjMFc9N1lFswNxb19ZJyb4HbfQc2QNy+lnWu+svvnfVDJ0mdoJHm6UrKzp98rT6ny7o42x34vikR+qsaaTO4sbtbnnzvunJLbUMbANwB6pLHa62vrgGcjSAIzjhJECw0AO2nHi9wNXliRb0tZIEAJcROT5hu6kxtQuMzymzVC1uBkchAE/9e8dP6z5pf0nAQ20ToIO6JMvYVoAF7YrKkHUJMMSeKnU++nLXBGabEqmgeOb5uAcoYrfU3zYjA+9TyvCog65rggXXhykZF8UmMFV+SSAHNWm60Ybr8VWld3NSLASU+/Y2Ctvl7unSI6k8F01bPl3SdPhFKVHFEO3jvIRK2O0MCNzSm+t5mI2dcvDOPiSDJxDVupxUQMf7ISAr2t/WhHq/z4NclL8E7S247SUJrTlfz2WKmxq+KcrGxpV4UCB8qBdnkDMAEoAxnUUg951/1/2xQO7ly1/M5HqBcB1WXyeQ+/gTqSt7IKcWgpbJ2ZQZOLPAqYlOTGm1C+aLExDsA13WdtWAepmCCQSYTY7AEJY4pRsCjZyDIMdwSG1+c+GhLX1w8/NEqwBdO3gHxREAnIu46k2q+pzVma0QzcHHVGSivLwKot8oB/OHUyKO/hwIw8riOmdytBBo8YmmPDIyo88BfjhLMP5FjeJNUYcSyVmcY7eAV/0xqPGfF2NqjnxTMrR+lter2bXD7fmFVSAH6AyC3CAo9orVeg5PdLCyLK+l1xfUXp4z7lazi6Iv946HaxIo+tr1hk4hQ95jhh0RornBgGMJYwg+oM0AyKI0WU94Rg6pfYA2gq3tNd3Xbc2TO9mdFsBRl2MqePwrud+SsW9zKG14PhwS8DieJGOHstyHsgTc9FrsH6q/b6lXblu0JV+H9mPTepSN3gf+mtRirK509omrDrc82f2ODkCb7zr6Zn1htEy2TwZWat/0u63K7YT+PEQR1OZwW1lZXpel14Yop2M6rGQcoBoT1PXTp5Lji970JHHdM16H68h6HUxPoPbJQQQA0sROFocvp1W1NBw7iGBDVdCUG8c1T7bOQQrNBCAkcAPUBjO5CIVC+509c0aquctyf1Ff2rGjmv791ErKx2s3u9Xt+2ojANgCbqow6uN6E5wgOtH98wRwAC7KwxeDXMDNDd9NHWljhGYhC19GVjZ9NJncwtzp7rgyuUm1EcxOzxvkuI5HRigdEHAiolE7gcRdtGngckNw4AkgzKxso5HGx2U2rWZyrN6c7el7aNYng+N8mVTAVGxGhDzbBj2obKhFrhmN3jA7ZF5R5M7qHuFnuWG/VXxXjx4FlJjPx3qQ246yuZVVtTSsKDjQ2oZuX376xP/eoGFd3xPL3dR3qRNXfc61YJhCfUMFdAR1Jag7oF9Pa820I++5sVvOWg1y7Wx0ctCYMPQTWsuogVlflTzbf1gPQM8vSKyFjfQ4262r0PtSJvcbyuT++Hf+S3e9gVyVUv5NgNy7zuQCctx0199MWbLBwuc6i/PfG7i1C2c45GJZkcm5TX0hm7EeATa2aAM5PoYwbkAXiS3BHvUUbmJGVtD20DIfffvgJAHondTmxIMDcDpk6Tk54plR8b0D8Oj3sCVUexM2gdX3jotqotYTt3FAlPSfDcmrxelE/VvbiiafYT8kBaDAbU9/x3X+QP1xh6q7DKnXh6gzjcAptNfbMnRaEJHa4mAG1xcRfRHkBoFucGGV+q9qfKVyfF6MZJBjQ8GlEeUDiA1gC4xyOrV+nCYUqsw7PTP0vkG1MeMtqkPslnCFhzbZ5xCmhcC3Gnoy98k1Of3H35NRJDPiUNjbxzCZnqJd05enTi3occKUJe0CZHLQlPvKnjgoaLL1xm/N3Z55pXvGPVel0fUoJqMDcADdtug4anN8zZmc3letIWhtH2bQlXbPIfsh+qfmwZgmQG5P66YPcggJ7BLSMIb3A+gvi6okk8CbkkwOShIfyyU96J3jQJ6bW9DrHBOtKRpLykAyC7I406+MlhLQbeo5N1uthic5qvfJVth2u0TWS5wo4iDDHwcOWk/O0Bwk0SqA76PMG7C+ag4vfH4M+zq99twLSuYjouXOuiZFnyL3ZH1TFOWGRgat3RBF+VB1N90fDUhlXpzemYwgpDqU6vJgiEwu/qNlJDEIcnl5Phy8x2huttK4QM4DaPN1msCdyR0lk1Mmf+Jsd2L2pJTLMw4QJpUFj6mmOSrl5aFaeaCAsZuCBqYnEfs0lMyAHEEGAQTANyuj6Tm1IdBLB0XM55gYQWYHDXjm7Fn7Vi5KtFLKyYWFE1beUusj4+c9kf2Tzc3MTMsZ5oRpyNXVJQVl856gMSdbutnZSdWXtRZ1Dm4DgqIyd6VU3VKWt7WJMOaRApxH3ZNHD/SztDnQQI7wLUIXj4BqSvcMHRZvJOs5skkegJzvMbaIYic8PcbA3nQKPlMAOVoXWgLSgI4WMcBwW+IYg9xgJkdCQgyC0EbrI7U5x2N9kPvObwrkKpOL363v7gDL4098yZ+vDF3pBao3zIUczOQ+lOMJfSDlXenLR65N5DgAYjZvdgaX6KBXk/s1lqIV25u4IhBQIAfo6RKG2u/x+Z48De5BmVWvkz4H8FkJpdfCpuY98B+RD4fHUegs1Wy4q6PaBBxCzEdyQ64oDzbFsWkGa6rZVFHj1KSUXfo7iLSmJl9qNJH763eJ6hg6tK4hPQAAIABJREFUxKV8VBG6ZOFbOjqVwTFeZ2ONQjJ1OxrI+b28I15PerhYE6YD2yKw87k2V2VzOQ76C6folgKtwfpaCThc2zOVlhpYBtWmp62CiGoUrkWWOk4rWLse0DJj6DFn2xEr+GwisoDCQ2HVzLJpdCXi5boDVkTC1D2hxdyYKxrOA2g9NSJvelcHDrVOZ39kGLpPsAGM2NnVQbAjkJucOuIWgclJsqtptxFMq08O4QkCFWgd6nJsUkuqFcS41urXpYPFtmFQpHE9YZwTQOexR/pIm1haxVJYByy4r9RcqHfwsArONTZlnEjETVcC0snwCHZo/OVR0yWIpskQlpdleYXjvJ4DSmxCGYQzOkncn0iMwiF8agEV7pQ/t7KqyF6ih6LXpqT0HNeaXVediHoRhxU0Me+L20AG4v43sxXxPa214fthAUr6qWo0TX/iORk4bj/QzNRX1d6gAxxaH7r2nBrv6UvcUz/i7jM9/7ZcTbbVD7dzRzW4xwI5zJeTvYmYFcjp+dQ/p6Ncr4mMM0IG6lQ+8xrlHqsqmBKCBmqzosjle5hZcQE7Ak3mk/G5IVH7E6Oy7lI2d/7spe7sqYtSv552oLj8VOtEfYb0qh4VbQn1S92brO7mDQk/1KZx8uQ57dEp3W+9OgUQUMLHZTZ9QqD05Mmi2wxYg2TEK3JIgRG4evWqrvl6d/v2La8rAigEJzAU9NxBZ8ZcgmuOiYKEaPq+p8rKni490XPOy1j8uH1XJyZw+VF2iw2d5u8dlWp4cpLWmQwNHoOVULD25PH97v79W92Nzz92HQ8Gw8GTHrYho/asDcWSHleJiOG+R/WRe5szkbNSzEULYAxyrdk/VnCpucFccGZCVqbBH+U4imCUzezAlJXSCsYtCV1p5pj7aOEJz3Sk+/4bgNyfdi9feqUbJYhvicrzmPZlSv+vHMixqT8SXfk/RFeSyRnk9IY9hYDLY6LfJ2KbQgAT0ehKvqP9vYkKqyTlTZvUuA5hFnkO97SIt14afr2zu/w7CJGJ0D6gXFzF9BQKs2UPBrnMS+FCA3A8ADgyODbXiG4Ot4waCWqtMTh9gSBF7RkVt+lrI+pGMrun6B9Kw3SVaQNZeMleiI2Fwmt9FacFshepKDVrbkcjVQj6ALld1e5gtGg9gCZzFlcAFxwzlWeQ400F4dqHZLnPg1wBW19Npd4oampQtZ7Q0KYlt1VXKsjy8kz/YaL+Eqf01KpN3ZWaSujfCH1c3bcwAlChmO9+OTe7Yu4m4UgDG2dqmCOrcE+NFMkzGR5At6mDm2gZUCqn98iyUbPqa3rMKAomcwPMoA85PKaltOSWWtwI+CjipSbXr0FmegV0JRkdILdn/8qAGx/BBvA7da4Mk3UtV6+L3iaowklZL3mtePYfdBeAQMaWQ8emPg4AYREw5MVYOp8jQ6GYz1qhxkOWAD12XGpFT0fQ6XH71l2pLpcshx9XszjqSjK5p0scugzGVaQuRSDZ3JoO5hhsQw9HVcm92IVyZA2xNlq/HBGEv6a1BB3p68KjCX3YPQY6ZXV2B7GnactSBeBT0xPdyTOihnVIz+uQhjLe2JYB867qoxKdbO/fl6vJk96EATK3fT+kqpTdl66ys7i0FSVAKhk+QFfz4FrnhfdeZpGhPta90j1iX44xgkiU2BFR/NMSnsxOHu/OnbnUnTl53ntzV3vr7u1HHj6LcnlkCCehCf8Oxnbd0ddo0Ti1oPr4JMrJGAOwtwAyHg/ka7n0VKpQr21cSXa03o5JbHPe7Qd37tzW9dB9kwgFJSSgtiogJDgjkANgyumGc4mGc9SUx+dVM5QKeErUOutjTZ8D4Gbm6MUjiOL608e4r4BC1KkUllsSpCwuPuhu3Pioe/jgjlgAucgoM8QlBRBk9BQAB/WJmniMgcHycS2XFQQ3XMeAXPxoK5tPCxGnNEvIc8D9AOAAOrdPYXXW+68lJQS1ZIm2aeQ8B+A4DPCWGe3efv03BHJ/YpAbUfb8Lz409cvQ83mUfdG/OVCrT64yuYCc1JV/HpD7Fd6VesPjDeRcCUOpRtbg2lwWeNSVuuCNrvSFiubCDwNh6ss+ZPgdBXIE7K7GESEY5OKdyOFZIGfOHeWRoimyiHL+YCHy2u1M3+oVZSU1LKQlczsmSfKQKJHVJR2o4vjPn8PCSGNdFDFOTszqgJs07fGUx6KK0oq2mU+Vkfdw8aoNiPoAAEe0GQ1m2nzra7Qg0L5AXY6Fx6FH9lAgB/EeBCvZboFNT+rPhuSaVprn7w4oVQZXtazBjK6ArJetcb1NVyWIqH61+r66/6WmNH/f1KtQWVYM4tmob6QpdBsxThOS4ME3oc3u4EIPN2IjoececfBSdySi1GGKctN9PdTx9MtQv1W/HDXSCebSaevRsrGvKJfHlLI46DLoSCibuePUsJQ9u2WATU6WmlABvOY9YdQdlWcf5PYBHWXnyeDSN0e27uzOQNeaZskPdIqQwZHNBeRYP2gDUIryADza4FSta54f55X4nsZAYVRBDNlhDU19qqZw5N/I1D2VXMHUrdt3usePFrUOQ4NzAEOdLVMXMtjqgEcNqAxhQ31f1OUM3qiF9XniID7Hwcwg2ETRZMttzmLL4gku0iYT9SRRfbXmEDRx3+kj416Qtc7Nz3Rnpag8onoSYLW1o14/iX92NWlg9wDbLjmbHGrSwPCK9nboyQOmfiuDS8tAanHs65QheH42uheu+wEPlEWT1Y4pmKT+d6g9OKrrQOCxsbZtcJvW3oSOnJI4Z2H2THdS9biT82dcixtS4Lm+ttPdvyczaDEoExKlbKxRA9XaYaSV9tm6fg8B5pERprxDPyMoUl1Pjf6sT9bp4qKcUGT5VWcF5QzEHDA+NH0vryy7FoeXqUdxKRhg2xKUUbflc0tLmp+nj7zPTdW2GLMzo6G7DN+FaoSWXBXITYuyvHzlvFpcYB/U+iLQA7BmtJ7p85yaxKwCmnutu3v3RverD97VRPlb3cNH9531iY/Uuh+28nhM6x8KGVUx652skkOXl4f3rx9u6g/1xTmSsk7cS2rAKnSlB2Njw0e22LQVzuBckwmw9R+sCUe8zrS/9/r3ux/94EcSnrycZMG1+haZDwDL1yuT+/hX3X//8//2BZBzJkcNycpKQCrKOyvkfbFaXa7JUnPhHGAHDBsgGuRMdw6AnI/1EHb5fyLBL2Zy3Dg2PE/tUSX4N7oWEZcCfizRbEDQh4GebFQbBa5/SlEiH0+eOCNwu+xMTvmpMtQUtHcUFS4trXeffnLLNRYoUGpMW6LIOATdRKrayhHZdbHhaCnYEMghNJmRAozNi8SZDUyUyht3b5CjgCzA8vSLe3iz4mm1xV7dLau11VeoB6ae1qvdtWvUq2tyuDXV6uD3FLh9oQbaMrpajH1cDaVhUEeYodOD+tCz2uz4+ulQiIG2rkujOt2krvfiBn4AU1EkSkXXD9r9JYsjg4BO9mBKHd6AHKozanFErkcV4TJah7obQHtMysopHQjQlwhUMmk8974Vaw189jAF5KBMqaPqfpO9uSmcDI6MzvU5FJUAXRrEed9Qqr1MDvWaMzlddxsEAHBkDumN8wNqB+GJ20sS/KBg5Eu4wSwpM7t3735oXPVpnT511n1ZDx48cibnQ542Ul1Dvn9VSj5COUYAAWojei/QbIhMcDiBIqduxPm1yYw8Nz3TSsF1kCgFOh5pOc32rVE4l6fVZrh3Dhg5MGOHhv0V135WlDDZ24JaBp7Jo3Jze0UP0ao7TWTSLStjWxSoLaUeZ5BjVlwyuEPRlPTFAXChudlvQCqbnefUy2gGQozKAeRQRUJJjmifHOrvO7I/g3qckSDn9MLZ7szCeW0cHeqH467JAXz0GAJozOQ7oprcMYlRHj3Udb7zUO9H70l7m+Gq+yoqYdYAy0KQcXLhpHstoZDXdJ3J1qCCPR1A126WYbm6bm7iJnhQIHbsmKzEBFpmHrTvmVTAPD6uM2t4afGp9yyZdMQee87yWEcbEprgY4nyllmICyfndE0QC4kWRkUM0SDafUxr/MQJxCpiLpTprat15s6dz7s7Arvbd26oVqh+0fUlXULVtjXiaEKAWMODMwkGijZzE3212WONJkqrVVxL4FmAvWoHcOsV4OYgNv2d1QieczxnchKTAByjwWzRp8wNkPvhD/6oCU/+jWRyHxrk/mv37rs/7X71q2Ry0EjphOOCDICc09u6aNTiAnjGKjeFV6RQYNeyOA7MdmAHJ5MVVHzgr/nJjKCmbthINSzSfTE6ZKAjHKlqc4fKogAdhRVpIw24RyQEOX/msu1pLmom0ryK2jfE5X/w/ifaPDgpkKmdNNX403d+2T3VoTSlKI+ofX2D2glqQHrxUDlJSWnnCqneVCcgejwuyTP1gBFtPM59R1pglVdP/vSNqnuf6gHYF0bjAGicqy0rK4FI/ZTBq0C8RVODHPlgNDUIcJXdFSD2+hZZzPrlUBqhNfB9lLO76Dck60SGrn3x/ptNkttFrEJsSq4mfmDqQ5R9aULmN1vkoIsCnUz9jmZ9sjUabgE4DgMyC2hJgBbaZ1JR79SUQE4ZXvWpJYNjeGrk+2R4bHpeEwfbMHVWolzdc64/wUZNad9WXQiVJQBiZa5eP4cTdCuZHIX9CE/AM/w9eXAT447jB0eHnzu+klBFXq26T9RFqPt8/vlNqxZpRL5wntl4F9xawKw5xCjUixA/sXahLA1yVokqKLCwJ03gzHMji7NhsH4ffV7cDw7sAjmanm3l5WnXMaiOQ31flm7A0V2wV6OeY0OHPZn22bMnu+M6bKc14mhD7QJPl9XfpY+bO5r6bYBTw/PIiqJGtQtQj3MW18/gPBjVVCWxHJkGe5m9FleOBKgZc2RDX2UDZASwIDR1azfpe5DIz7gf7uVr3+xefeW17ubH97rH95a6c6rHjYmSvHXznoFOBLj2o1xQZk91t27c7T766HOBhPwslQVS52Q/kvHZTF3pyalTJ7sram5f1TVefCKRB16guPaInSEgWDiJCGjIjd27CjhQNlKP47G6mvrqrAAPkOMPddd10ZdcTWqZZaAQy7AhZYIKBsxAoNZFKwCtTr+banOanAFLsCxl5TNR9KckVjmjx7lzJ/R8lDN2VaO73d24+Ymo7c+6uwK7FYEfwpVpqV3HlGmnzgf7MNqm0K/3hHVHLOyKoxHvc4fWJ1oUFARyfLJyt6HZkaQKaAnWiL1zrLYA3H9ng0Wc5ckkBjntY13bt1572yB3zZlcP4non2TtjLMy/Nf/fCVrch9+/EH33/9MjicN5DAtBuTsQOKdk7C6T1lGaMKFqx46X8iWwSX1TUpcaXAynYCb/6u/N1wonAyquirig78aHg18rbgNKBDhcFgwyoR/84TjAqRjclA4d/Jid/rE+e7U/DkptuYMVjdv3BeAf6bMQotZxe65mVOmUz779LYbewMQUDEsnkTv/ByqLihJJM9jAjjAjT4owI9MLzZe0CSh9trtB+YSMeVv/ugszS7i7WBq2V0ihHxzfW8tHQ+YdfNy/08toucphBf9+3mas/4dX0eADhWWDlWJE+yqodc2jFGsga5NsC4AtoorTdTuadRh4dqq7gv0md02WkZh0UkTThAFb8vclvoFVI770PyWMjcOAAN8jqkuB31OsRyQo0aXQZSqlWlNsukRCcSAmaZwRfUeDArYqX+PhnDG72CxVSBnZS5N1LjZqLAvgCNq9wQKa25i30VPU43c4fl4DdUnV+pYardWMOq9455x//4DASC+iTpIFzQySA/k64AXtTgoPACpl8lpQYSaJJNjzEsyTU89p78Q4QZCCv2O/B6pCFnzCroAQB+y7KksFAOdoyz+DiwD6Kg+CU6aNRjDYhH2TCjjgFID2FY3ZNflUTqi9NQusN8J4EZFp2ogak387jd9c4jq6BSFlsOQQ5HoPr6cANuIHqnBYamnG6cHwIb58oT227Tqbth1TatUMKGMbU5MyPzMyW7xvmpTy9vd5QtXzMC8++6H3ar+PavaHPuUWtyd2w8UTNzR7DvNHaRJXHsOYFsVGLpHUUDLdAmAjgkRT0Uz9oRX2sOs92PKZDlvoCp7QZgDJmXT9neV3RnZr65zauepeTpQ1MMqRvfwJhrl+zgfYR4QVG1srjijOyFK2IZZ2lfrahincRzQYqzUmTMYTyOi4vqRXe0pS73nOt2jx/e6xaWHen2rtrzjwZYHhDkzAGwfr5yZLqVzwxGRkMnpd7GOtT9KRblLPRt3J1xpCL8byHnZOE5rgYqZmpztyc5Tk3vrte91f/CDH379QM5bgxtWslXeKqoeXTlA7r8Bcj9/p/tAmRwHCgsghUuuag7yQZBzLwBA5sMccNC3mKpsG8Hcb3jfpMQtkzOYZKN+AfH590BgQD2FhYVtkgUl2rQcNlA8bgDWIcJASlSQFNupn83NnnAG99brv9kdn17oFh+u2GIJBeT9+08UOT3QJpuTawnWQfPaWDgciFtflYu8aAs48Vk5b0B34HzgbE2/F+NdotYFUZ+ICcgaoDHH5Z5u9wk9fwQa1AvrTwDBQFcS3yai+WLjdhqqDf8t0updH33ODe9Chh7lOBA9vaj+5oXcvqfXrE1Nq3l7WqGpf7to7WZkesvIYHFzoLcoykjGJ9m9XN9fTevVOG57L4saIqbhLZYIIiKEVi9thwRiDZSSUJTjUqUNqSjrBnEyupbVoSyb0+Ru1iR9SXyd76e2UMMwAUfqKkdUhxnC3V8LDsoyhs0Ck0GQo39Oh0MJbhAXuCYHJdXoSjtS6AB3/EtEbEBl3UXiTUQdxWVoOcQmuL3E0HcrHpa4mei5cN6YlljJymC3qXiF+wFgofBjw7ivUwcqw0pDpVJPxfxadd8ymybD88TyYivSRmAhBTSxKe1cdwcZZNG6YEjg7dah10sGPTeHpF4BnWqeneiwrV1ZWMndZGdvWX9fktOJMjnV5PbVE9cx7ZuHqMrODd+pwx00sUlGazm9biAH0Ol1Id5SrQ2QY48kMSa7I5OfVK3tpEQi57tLYlSmBHKA39a66PFVXUdqa8rarl+56p//q798RwrEbTWr698CSMQnDx48kRnzY/X3XVTp4TQrzU33y8trpqQRj1V5oWy4bBJuejK1Va4dH117Y0+69kygFXWy16z+DdghQOFnFxYWDHQoowk2uM+eTKDz8PTp067dAWibtAtITLKgNpgrVzTVQf10uPkwsYCm8TXRkYDawgnRrzOUAUalbj3TXX/5koe+0kx+5x705WcC849ct3sioQrrf04G5pg2c8bQgoAFISOFWKcWRTuR0OvXfvKEmMawQWBivQxl6ckIvQwiAGclL1mbTRNCPQ+C3JsatfP7mkLw0qXr/zqZ3MAp+k/7qw++1IZik9X6wnSxPoKubCD3PiDHAUP6qxsax4VKt1jkDY28wwA6LWhTGFx0/h6O14bNuphpS+Njq8k1kMuBnkf77e1j/cs8aLI03UHAzvUQNfx6reqAg7qY1HBF7HtmPYtKbgkqZJ8/ebkbUX/bo/tL4r212FQPQJm1q4xsaREn8/3uwtkrcjwXZdk2DIosKCpoMwrNa5pThSchiswnsm/iIL3+0ss6ZI9ZqAJlNqmDDXNeFkxNFzd/T6ZGZtDALWDSXMfh0lszeGzMkt36OhgUWHDJdvlfTRgYBK/BGz9IXT4v9R2kMm371LICTyhu7vp2IndrQXN+aRZq3MNqyM8YEbKutC9QByVjY+O5RsfRw6YBFBP75OD1vY3JbEADyo+BqFCPFPmVFSu72tWBANBQqwP4zKLwsEydAyhqR4IvMhobGOtwU/hqyvLQEvUvATn6+fRaQ0GnT82tBHp+aibIvQ+hJanL6X0WXemCfSs0VSM9bhs0n3P/yM4QoPDRE6AbZe5gX+/SAhkdIjXBnH44roXHLskf9aheRxp6WQ9hJuiPo74LSAJwfL2EJ4ZLXU+rax1R9vN/f4/uF4EEatBpqYNpF1hQrYoshr3MCJ3V9ceqyZGtrYvSWvLkb2kEWx0OgBOlKtsuZv7RLnDgDI52hmzVClY9baNlb9CSABe9b9TeJhX4TSo4pM+NzG1hXn6vYk6onw21B71vBxoqKymQJhFMdgvHT0qtu9+98857UuzuazrCSy4lPHooINZ+f6a9e/r0WfceYoC9pqB0aWnNmcecBD8oVsnycTGhXcKBoc0SGhNlYAuDkmkm3Jf0dSaIhEZMuxL2Xwijzp8/5fuwJqELtVFcbrgfrHGELqwlz5dTrZlg78QJ2dPJC5SeOEDPQ5o9u1LCotFD1ZxH9frVsnBC10dZ37h8XFl/UJtDjDmSh+iTxSfyx7zTfS4l5pMnD63C5BzxhHUvLAqf+Kk2GlLgRnwEmO3wfGSR0JOtm8lj1WhRaGdJAulWT2VQaxvWmjOHOjhU6Gj33dff6n7vt/+wuyqQI1tvp9EXkpK/TwD5/5uu/Kch28B3R2cbkGsjZnyACIwAuf8hkPvZu+9073/wntcyG6PUff5RbzIuxuDu4iLX0FF9TQvIgxx14+wsoI0ROOVjZW/1e5Lp1eFe0FZblz43bgLuI9A+Q5YiM3aDcSEU6kWDeJLwnGx6zihSOqXiNe7lMzD63c76fvfwPoMVmQEmxwttPDj9G5/fV+/KandVfPOZU+e1AMdFPa1rYd1woXpMnDof2TAzGt6IL+Hdu/cN9G++8aYK1rOKvpCD68BU7cPiDMrCzsbSLuBBrc213p/Tv7dan1ydTg70E3dkETVwCyXbDjGdLBXBP3/fX1SLG6y/FSj2bMFaxJoFze9vGz9RhJ+fW2RbNf3b410o0utaQN9Ci9hFxjOv2mgRv6cMUSV7AOgM1JyHfk/1yCEJmOHeDrBRF6MZHMCh0XZHBwZBBgwCTbEAXJpkA3huL7C7e8QGw1oDRPW2WG5OMy/K5FKXw3eSSdHqzWqZ3KQyR8RVGELvy5HiABBGQWrKOYdIzG4TDPIHaX4k3LFTQwwFvUitckUiD+yjYB+4p7QWpF6cBl6A1o3xmBfgUahH0WDPPEWBwa8oXKF+mXMGTZasg0jIoh/9Sc8gta9BJiQLyQ4Xul9kGqdOSbV48qSvL/Pi1jRC5+nKPb0z9YOOKvvcb9O+RwRsArc9fZ6m746Gb2Vwbvq2mrJoSkexPgxRQbIf0/OGG5DWA5PQlcExLgebLkRfM9MnpJw8r9LQWPdYApIdDZKFyhxR/yn1uskjM6YzUV1uabL6Jx9/biry0kX1swlcbqgex15noOoJ9R0SdD58uGhhDzP9MHM4c0b9clbwsr7wPZVopTfPkOsWRsgfaRGyavGogwGuFcwApsg1M5B63MzMhCY0nDQzsLiI5yV+lRKV4LhjFSxrj9opxgYSDgmsYCFOqD1jUaN/nsjeC4ADlGAuxnWmjI0f6num3FCO0pg63IkTolklWjl9Rv26s/HYfCzT50+kdv/0sw/1+NiZIP2lwzqroxFhxiY7lDWt4E1Cl12Jp7BnUzin+qqAXC0Iw/p8mwTaQM45vwMkTAHcrO9/Q1ECcDAF+fx3BHK/+9t/oMG61xxIeK01lo09/Q8p/L8CIPfcPLkGcmRyPzNd+Z4jZxZDon02ewFUy9Ja+mv6yg3KBXC4qzegg+aCHgXkqK2xLFo2WWrNJDCAXVNH+mmc+iWCUHQeBVfkw479BFZzysBOqRnUPW+M5hDQYQO0Lgpke12pvBxJ+LikBcrmgdawr6QOQ9sE2UGBJt5pU5zUVe7cvWvOnldK1gUPnhrIsEBx0Qv8e299T5tYjgoYFHPo6GtpzmwcPkrEmvtm+W5UkvX7ejQibzHv1P9vYGvg1hOItJN1UEn5PNDVvwd/pv5eINdTYFak0rLLTHzoKzlrYYaz9y1I8b61D0B7JPFO1hA/RJz7k21UTa6iPjv8N5BG2YZoZF3Z8bL6lwAa+rYAufGJo262ZbwO6w33dhrDK6PzbC6tN3qHOExcJ0S4USBnuS89k6KMX0RXAnK0Bui1A9DUXtxGIKBFyblvkEsbgUHOoB91ZU0PLyslRjhR83LWRibL3MJ2XdcV6TPzjOwO8LOptIICT572NW8UEZMymvgEcOTrrD9+F7+XDAmKnDVPUFeTOaqtxNMg7OBTfwKCvGaUwTQAv/zKKzqkL/rwpnKzrprR2oZspjRZgCxuSIbLuwcCuYOnCkyVRavxG3cT/QbdW/olEZmQxaX23hMm2EUGigs7OwYJ66GWmmGBVicFMmpKVJOn5s+69nZUIi+1SAv86C/VtwgED2Wc8EzGCoi4JmRiDaW5p0wNhgZ7NOjH42RsKhHcu/tQvydMDQEt7QKPBXDQxIyR4lokqyKrryuS0zitMzEWCHufvVitNgE9RFChgssYI0bJqg9rDXIvFxfVS0i2rntkNyV9r13/fUcJwEJ7ImSizruhdQz4YUmHaOm4qGL6Qqemj+h38nvHTWNiA3Zczinz84ybovdOQC+gIjNEbbm8rKzu3m2rMW/d/jQUqNTItBeo2KD96bZvP/YVlHgy3GiyuB2t6R2BLG27YdkSRPu/AjWgzcKhOBQ5q2vgB8j9zg8Ecpd/HeS+7Awa/Py/OsiVlUxZ81Qmh7ryZz//qUDul8nkBHJ2ofc8thzGdcCFvuDfiAgCahkfQpSvi+VHQE5JmEEuj8heWwLTpKxV9GxZXZaONww3oPh+6EaysZOSG9MScOnCS3ZCGFEUyKbDDHdpUfLhJRWSN5WFiPdHiszPmf7xlABF2ALDURWv8RokajypCJHno7cGx4Oi5qCROO6h7NakluPQeuvN7+pgFo1BE7IOf2pZFck7g9X7Ledv+9O1vrTUv8yxZgM2EOHvjqyIoL4E5F5Ui3t+Qb2ofaD3XKab20HIPejVdAJy/UdeFzc1R2a88fb4/pb19UExtVr36PEetIlowQglCkqS6SR3B+AAFuTXqxJrPHkVaiU/AAAgAElEQVT02LUxsjUiXzI3g5xqG6xNKEsEKNBBgJDnYwlwyLBhFzwItPlYKqc3TcluJrP4+2pyjqUQcLS6nEehsMarT07Zdq+FoGVyJi2cgcb1PpZVaWdxdiZgct+g1j5/5/NkGLjb5+BMEMTeKWBDbZlrLLVuG8PDAUrM5AOH+rPYBbvum66PGUIEEzWpoAmRuLdtjZF/o+bjWr3xxhvdlatXHVxt6rBdkSH22qaakDUA9XBYpsQagPrsUCrErg9yuJqIhA3I1cTvVmdPHY5NH8MDqGIUkDwUNij0FKCrvk2DN4KvheMaLCyA65ThrT1VHWlX36XMjrYCsrntDWWuehwVwJHF0UMHY8OYK9oP2NMAHjZp9rPUdAKyd0oUKFcBH0AfyzMAyaDfAioEUzX2ib1sirydVXV+1b/DYOQc40EGSJN4XHrUMsTkAq3ZHAVxG8o9RdCB202b+6afhf7EvIAH1DzMBGcnTeG0yEyrHjdBs7eCNc9M1HpHrIKi8pgyx3G1D+wfCrglVAH4hhRo0Eh+49Yn3ccfv6eJF3dEYd53UGZqXfXifbXkPNPAW5SvQxpILPKrG5Lac0OCly2tBRSXwwoMe7X0BmKISwA4/nMTv5OJKGT5f4Pc7/yhPE6vgZKDJb1/DMYlcWl//llDU/9Rz/Kib2p05YtADlsvHE9+Dl2pTI6yWkDui3OLShhRIOfibcvm7Lbhyd2JjPj7ASCn1+KZRUQ/PmRDhZkkc/9GO0lK5ZO4Iq4luJIQLWobkYkh3X/l+rdEZ1wX0F0x7XhLrQH0uyEpntRGYsNtKYvbWFHPjJrBqXHY31IClaMSjXB4QH86QpOAhSiRTWKbJvhuaFZeGxmYDj7oRwrOkwK5V7/1quscUcyJAlKzrSOj5lTBz9sAuTWY9gxTGwU4eFta9u/IkoOvbLpM97XMlu8v95MX3dKiAwdB7ssyufTX5NoH9ELFuWm01StigYUlVvpvyuQ4r43PZ1qDLYn0H6KlWgMGER/n/Oq+MwfUGu7qtH5waKyI6vWEd2VkRMtkbGvrFOrTd+S6mVRrfijLy5Rl2hqQcw/SlanJ2S4K+ygdvF8Gcq5BmzDArg5VHQ399CThZaqMu1l7UZvrE+zJIHk/gyBH9oUCDwUlYgRbdWlt1HBXVJdra2utThc1JgHgmPrgUFWSDdAmgCNLRCtI2q13s5CKGjCqXZxCuKL2LHTWGAaGA9hr1ACXbCXT5tP2QJ/Va699W31jF0yhrkrlR1vM+vaix+ccyptyeAzLLvWBDT11FtdpGOoh5tnKCIZMVcJSNFVec8KIOhqAox7HeKmA3PiIGqSPpCeVqQKzoiinJ+e1yzQxYOOgu3vjkajMUfXGnbdV1+MHS67fjUpYAigyeZo5d+zLEye0twTym/o3e5MpE1jzUXfn71xLhuVWJsX9pL6bui/K3cw97Pnd9kAu956A3JZ4HqcUcMufZGZk3oiSOABoq6HdgGAWW0CuO5PbybYL3Agw+AOIAKguUaBqFADRyD2s7A5aFCm/3Ux0b3A3MfXefFppqyFzHh2T5aBaPCbVXE4bwuzcuM4a9syyhSiffPJB99lnv1Kp5JHOOvVhypYNa7ZnAsYDREIAnTI59U8J+AR+zEOksZyHg096iKOeNLzhZAK4kc2xhwiyYND09++8Ibryd3/YXbkikDPw9f98LejKF4HcJ59+1P35X/6ZWwg++LDV5ArkLHfPwmqxfitE1wHHwkntiAPN3m+OtnUAIV4A4NqDNWGA08fesD6DXQulLLgIRQm40WPDZjBFKcnx2TOXupeufEMiEymfhqe6B3JGuHXzgcBOsujlTau3HEFqU21LVbkiRxM2By8Yq64ZTQre0eGEMznFZGgiIkSis/Td4bYBvx8g4DDjgWoNHv6iKKC5uePOJpDdr4p+o2mc2h3qSjZEbTBAouoo7CZTPm1XFcB5g+i5bYnV6lkvArmown79T33vPwRyvm+OKpriE9rGgMS/W6bQsk0LJaBr24gdZyBEPXrtbGRAjrpHVGsAPDVE7lvWB2DKgWv/RP0eMh3UbmRyiDaYuFyvGwsjwMtSfRgDhUTEOlA/yP2hMgNy8hRVhEtmx6FGMzgZT4EcRsg8EBHRQrAlaTlTAnbaPK1BkIs3aepxHp6KAg1qGeAG5FyvTiU52WpAxmKilq2h8CVbwy8R6pS+tFmtLZxPADkUenwt1yAmy9ThqO9CuQFwNKyTkSBmIeag9kFDuMcJqW3FgKK14ZEsFrYk4DRVa5BrdncWObHWsEjDku6o6MrrMhI+KWrvsZxWlkShSQWKmlIjdLpRBWZjTPiWmGpYs+J6IBdZe6jKJvYhYXQhqJ8tO6AAnAxQchuZPCHnErXqjKmHTS4kkzJhGFcfqsqc2n9b3acf3nRN7uVr3zZFicIZ4Ql7O6IVRCispaMeaApF++QxQi81wCuzo0WIUgEG1wQE8S7lhWWWYVxBwrjUTD0rap35ZuyMA7ACubZmC+BqIjjfz7pEmMR15v5a+KNXSHYIAEJbcj+ggalr2WKN1+EAPSwVH6mbcQby99XVZZ0J6tfD5ACXHYlQCNbch6xMjBaEZ3vaEwKp2XkpdGUZxtqcm59UvXHGX1sX0D19el+B+T2Jce7q+tzVv9XruIlTDT2NNOxrfSAWIlABQBlbhStVU8Ua5BrEadf5uhNgDLu3mAjWWOyM9Q2B3O/93g+7q1euO5OrP72SRvjfL/3zlcrkyKTgkz+Veehf/PX/kuPJz3s1OSYRsEjsf9fk/D0u2jey0VOOjhRlKxvh8LfLux44OrC60oUflSbZHB6UUZWpNmbwa/Qd8YJrU+m5wdkfrp/hkygmX//2d0VRXnMx+6loyU8+vi0lFhY3ciCQYSsP6m9soDmpLIf0+SWNOXGNRAceBxAAhSN5DqeAGxuH98fmAsho7OX1Zeo2IpKMQiF6npFizWMw9P7I5JhHRZH/vOZzIcHf0HP1QI6G6RCA3oxQuL1FYnTL/+U6hq4cBK363uqpe9GKqvrCl9Xk+JnUJhBDBIB8td06klaCsIt6v87SkjFg8UWmYtrZB0rrWRQgQMNyTdjXXIfQ1fySSNvdQ6ffRV9cjdtBkJLDKHRfpsCz9vgdmrkuehKa0lZabHoPrUShyHMH5CYnAT1G1LSalkEuM/wAPOpYvWkETcRh5SNqVwK0dtDZ+cQzCOmxpE6bPrwD6MoeyKUuR50OlVyoR6kXkZHrHm8oQCIrpS8rICe3ejUcc0hDVwJyfCRT43Kz1lBTAmIGOZtJZ/iqQU7PZkGKmAaEFpXFkaUa4JpJOdcstmZpJej1W/o9Qo1NuwZ07sJZ0WMKAh/e75ZWNB9OFl47+3I36VZ1AG50I0eVuan5+3BY/3ZNDn9KAI7svQ257bUMAHCs3RKcsG/I4nTQa3+eOXGxu37xVe1YgYNcSMaVzR1RALq6tGl186/e/9R7+Ptv/Ttdz5Hu9o0H3aasuna2RTdy7Ao0J/S+ATQbXet63JWTDLMLGQvkiRO6HW7f0P2clKCHjJj3C5DQS8YFLAYlDv8B/WI6KmtLMJjMK7VqmrfjXUk9nmtKwMLXYG/YkwS9jZ9wcM7fY9emkgj3V388IxDw1HolCGNdce8Rr22IluQ1HVF25jqzB0pkfeExT2b3TPSlOCBTlpNy/sG0fFyGz0dEQW7LlWZ9c1HXQubQqt09fnRb7Qafdu+/905378ENnaGMQFLBc1RtVaIudzSLcUK/Y0z7hbocgjHuXQlOYpHdsjiADpDzZAhdDw5jlXDeeEMtBH/wR8rkvo4gB9hAf9j9GqoQdWXXfXbj0+6v/uYvu/fe/4WUlh86kiOdptnXc49YNK3YHiFKU+R5A0eSa3snMjkaUU0F6Q5qQXnOHECnn4FqICl5hjoNoZUOPWp2TlQa7We1FhGGNs3YyLSk/le7C+euugY3L7oSwci9O0+6X/7iYx0Sogek6prXeI0pmbU+kJpyTX0247IPskJNv7cGXBKhzQjomDbAAuZwIkoj2qcXBgUWC56Mz4mPwR3qEauvUJk21mU8vd4fmwq58unTmrIskNvQ7/SID9X1AEWCowIhDlgO2vQztV4nDjbAD6CBJmihpX+mR90GgHi4vtfLphsFYbow4NnLAPmcATOwWD/v+pkDCnfKRDDU6Ea+j3tjYLcIIm4h1ShqmtlUJurcAF2i1cb30+1hiXMDOaYICOSoTTibMyWLgTGDO6HUABgyshTsqbeR0YGnrE2UaVwCN41T79MaI7NDvEJWhBvOMM3TVNapLTSaL/ZeHAxRKlowAMWVorKDLmdylpjTCmGiy9mb2wdolSADaJncgVRrAJ3rrfqsQU73ubI4gI61j1J0Tma/c7OzVsjxdfuham1xwHjkk2f65TWTxaGmNP2m12vA1+ehNGEyEEeRvQCKZR4QazGylQRDdUiTeZeR9rlzp7uzmnCNcwy9iDQYr65rxhn9cGoVOJSSckj1uGEJTw7U+E1f3NAIdTioytCdFjZ47aZWnueLJj26HA7xadfYZkRLnp6/0F08dVU1cPWuaXrAhbOXrK68c0t9qTcf6eM90Zcz3W98/zfl/6qA+mNNHtce3VJNjloQKmroSACOYADQf/LkiWunJzUGB8AioMRsgU2FryzMgIVQeo1pB6AemRr44CQP17rtxpM9kin19GYSHAUIM41ddTKxEwY9Mzk6oxgjZUWulKNtD1p96GsCA8D3QE2mfxAruoii0krDOoHy5LXDBhxhXh37hJDfZgOwSKEvY71Fq4ayfu0paPojqq2NqLdx95nOKzXwv3TtnOqsZ/ReJd5auS/9xI+lCP9AilnNAFR7SDdCfU7qZYHcKPsJURXnvd6LG/c5XwmomWogYDui9Ub/MX6jhzw8tsMQ3n33O287k7tyVSCH8K8dJoMZ2lezhaDRSXFxaDw+NTFths9vftr97x//tWbJ/ar7TH/H0JMo2+IJ3MwNco22cVbH36F5UBzFbf6IDgKb9dLoSu1BN9xnkG5eMjktRNcixHd7kjN1fBYohdioytjUFKsP5Wk3OqTUfeJE91vf/7+6l1WHw1YLhxLkyvfvPek+/OBzTWZeFke90X3/7e91r37zm9pA9+SQoNEhOmAYnOoJwDLBvXf3nhce4pHQj9RBsiFYrLwf+HeiNqJyi0B0e6Ogk4AFo1t712GtBMglkkRiT9PoqdOnvOD53SuiMBGkQHHYGkzAaQGAFn1qlimMs0j4Gq+rMhvO4QhRCvRY6CEW+5O2uVYN3EwTsgZDhX5BvNK+VkDX/5gItoDRIz30s8leI54wG0FTs8nMopgDthGfAAT8jgQ7yQ4TnXJAcoBA0dg1RBucAxP1JeNoaKyfmdEBqWZanE5AXuiYfQEK6kk2vRVrWBVRG27N8FzPCAzSz5Pp3/n3EfwSAQQzBIrCmZCgmg5A5xaCljnySgE4X3cLhblmULd5sJ4ZqguFyXtLM3hMbjmYLFH3sE0BncGOe0qDO2pNrQsdzGkvYD2xP4jUGTkTZwnqwyh9CZrIlKk/kbXxup01iIqjXsyoHuTy8/NiJBqgecozdBkT2Z2Z+s77P4B1XWbXr3zjle769ZfsmLEhf8oNuZps7TxVRC8bKglOhpTBdWRuI4r+se5SLW5oRIg6QkCj+4lqT4+i/Txs2PVxanDYhCmzlVn51MRxDTpVcKcAdP6Y2gXG5pS1LQvUHna/9fbb3Tde/oaC0FuqIT3oNsScMM7mze++JhZlv3v/l/dVWlBriup1iMtgbWi3YO8D9OwNMiAAgLosSkUyYxgUsjhAjkCTdRMnHd1jhs/q4XKDMt2qY2eiPecT2RgZEyOKqI9iNcc51ijNRjPmLHdVuRfI8xlAjj89QwWDZuqi1WYFmAJyZm/amRLQJcijnowNHRl8+ueo3bnmC7OofUBQwlw6WAwAnKAPE3PEQFCWl6+c6i5f1ZDhsxoeqyDlvfff0Xn9s+6Tz36h8+mRXrZ+r6jLZ5rZuKc1a99N9ozLDc2hxrSkXqHWWHxlxSqodPOM1hWbPisIFJPw5nffdk3uMjU577F+EO4L0f58GdD969GVPZCLrNbNy2xkLe4btz7vfvy3f+ORO5/JT82y4R7IsVkBOaLcArpkePw7ETGPBnIMLjUdpAtLo6M4aKIWDnr0rYdEstrsO2rM3pLyETk/9RQjohb9mPpm6HU7vXBF4zeudJcvvmx3kjvi8relzML7DqHb6vKW5LUP7Xd37eo1NW9eVCSp2V0CPfqVaBq+dPGSs6tbt273FFF12NtSCR6fw4fNUiIC1U54Pxw6BjmBPBE73wOAc5BxSHoooaK0WUXv8/MqtJvWE63i4YsqVre6JMBGZmeRgtWnMb7mTxWw7Sxe0WIPrL64sAqU+bmIPSIGqfeThdXP8CqzG1iSA9+bvVy1iirck1WE6mGjMu6oiYT8sbK5eDo62xkEuSa7xw/StKMbYROhAtqsjx1tKDwdMcdl2jeFAHq4VuQFyCgeNjZZMrRk+pk4tJIFGRCcvRXINSEEIKdDzCDH4aIHWVJlc2RNtlzj+uoZATkmIzhbccbClJHUKFnjgByghsEujhb4Wh6gZNN7LpBDqu+BsgKeHGDx1XRg599Etg7asy/S88Zr2BXwAm68NurBWFTxdcu7BdrUn8h2qRkjlIJVqEzdHq4CR0COKMQZreslGQwLLXXu/Dn1XJ1y9oZHJY3fzw7k1yjrLrI2anGA3KHAzd6UHoKanjjuReT23K/sZQ5D6pBjatimNv5MDdpYbZ0/fUV+sJrejUXeqIKV4enu0YOV7u6tx24kvnr5utz2byq4fOzry2Dc1779slTK+90H7z1Uz9y6SgkbrrVP0Diu90pNjutWEzKGLTaSFZfUoRsKMikjEIACcrAyZPkEq6gtEY2x5zwImUzMoESAGDciD0tugBR7N7nNNKamxHWOEwl8TOE3FbivR1Ow8upacJne1WR1/MksxtTdeeo+e5J9baqcYJZAH1N008sCOQeHAk+mbuhXbeNqAvsBMOrWejqBgI4RPvTRzcyJ2p3S+xwXoB1oRuHqve7mrfe723c/VAvUJ6q7ihoVZQnD4lYu7xVaUlrNX6/VbTDUiQkv9CQessugYe95aPMjArnvd3/w+z9KJucsMOzB83++uiBXxXRAjoWtxXTz9o3ub3/yf7qPJEAB8A4UVVC8DFXZphQb6BrYOcNLRkcKTFSMQ7uFJ87sEBRAQelCKu22kagWJBE30351TQ1wy6It9kQ3TihqhQaBp5+VwGRBMuRXX36ru371dWd2KwKvd37yrhWUpi2PK3p0Y/cdcdMfuZVgXK0B4yragx8MtWQjvHztmmmDmzdvuX7CQRE3BA08hP5pThjldMCiILqp3pnU5QAoqDfRC83PEUoWJRXUJMbOxzS2A/Ugmyf+jyxSspQAA71mTOg1bdfqO6ZCcO/X58r42K4ibtaMmMNfaxknCywJW5rFa4OFOs7Gqj8VeZX/XoNCvqu3WNlU+X1tY5pKLkf7pmDrZW5pAYlKljUhIOi1+bdszv1sGFhD17Dxo1QELCxM0iLhINqWgAC1Jddw2weYbJFkoUZ2xHuelOMMTiiMNIGysus+zv06BAmGXBtq7gxpTCZwoElX9z7kY48OJJPD35D6l0FO77cPcmRPbGraH3y8en1DUxXIUVFGyo04gEwTkCGT8+gV3XvuqYUGBXSthw8fSmTw7iVjvhtCE6sxlcEom+X1QKvG/5T1lin2ZH20KexJQMMrSs9c6K8YlQfkIE+5fkXDkUEwyWBSk88JEFbW1JKxrfaAUbI1pnvLeFlUJa0DfZCLbZfbBXDKIGO1Sw9GwwwrlbcmwcL6tsGMutqI6uSoJ1/9xnf8cVXCEpSTR4Ynu8VHa939u0vdtSvfVnB6ufv8s5v2kZzT/LXz56SKfuWyQe7DD2RjJbbl3t1FOQ4tpD2AOqQO11Y6bUkqARLqZiY16DUo+AToADlPzlZgwb58pLFGXFeCM7I4xD3ZI6GJq40jwrkElqhh7UKkfWlWy/W7lBM4twJy+Xx67QJ0ldGZuTKzkP1roNP3uN2m7cPBj5F7ZY/anF2/O04mbOqUDviIaYQVmlCxOoPJZpligPfo/uGGvqb2iZ1HoiN3uldelZPMtFxhHn+mrO7H3f/+mz/rlhXcoLikzxTPUlvuufUhlKzPCe9xbOygKBXI8T0GuAS2Nr0QyP3wD/+0e0kOT19LkLNAwPQhJGJY25t3bnR/99O/6z7+TCAnwIPCpL/CBxppPTe7ZPFVo2vZHReHiAT1ESpBgM7ZnX0JU3OpCbbIvOlpU7Csw4TPQ1dissvPYJw74/aAay99SwMVF6SUnNWEANndPFqRkakGO8qei+ZQHMmZE7ctUFyXbRf+k+uiwczra+Gx6MkWrl5VrUCHw21lcngHAnSmlWyOi0FxitPU3qijkNEwXTx0K2q9GDVzuDgT1R88HcnkWPwcchYy6N9MJT7GLCoWENdEC9djbJojOgKIohOrxaKyv1LOGciIQAdALpmVwM8UZlMyPkcfPB9RucZD7cF9PYnA8qEPhFGVtWzNtEoJQljvFZFm02bsUXtYhRkaMpKstoUbyMUPkhpkZXK8duZ/MUWdplqEHACV+nnkEbqhzNeegMjjfS3xIlS23DLmUE7Q4Bl6GwEEUvaW0VFrACQACD0RqxEQgaZMXY77p3vNAfQcyPE6DXI8DHK4mGR4aqhYom1+NiN3dqi7ikrDWYTXTC9SDsiIcFgz9HpBi2PuTfYJZWk3E4EbH8ngyPLw3YSqJHL260c8Q6MTPpy4N3H+6CVYtKT3FZpUr4NakZ7Qo3d0rQi8oEsJDjggn+mQ2xJVyYE4elQbTUC3r/E5hwI76nEWKUhokvlwpahMgBKaORmGJx0wv0yMy4h64MYEZMx8Wzh+rnvp8je0D2fFmmgyvMQnGDDfufm4+/hXt+Qde02tPmcFZPdM5166KN/KS2fVc3VGoomt7hfv3uueKJNb1s/OyogBIwdoSmo/PpSdRXI32J/0mqXXDZDjPRNMEgDh/o9C+q6yRTJfggL7giqT67l3mFJkf2dPVpDpOhvZr1sMGs3uWl1aVOxzydkHW9XEd3an8Y2BQs/IJ56vRF89wwfv4d6G856rmrqBxBRKwK01Ulm7QIC7IzB3pgfFb1HWsIcJz8op5ZAJ7QeyNNuU/aAcai5cOq4JB1L1Hh/tFp/e1hzQn4q6/ECPX+k6sQ5VFiFLcyDfzzptrG4LOgE82UY7vwmcfPqIfXjzTU0h+MM/6a4K5NgZ7KuvVSaXg676o2zj2d26e6P7yc9+IpD7WFndTRtIjOgCc7H9MNA1T8bK6HofM1oF4QlAF6Pe1pNi9XFxatAqmQWFL90+s6QUHSq29hDEaeZMnbqgmsK3u29+4w1FiTvd08eboiMfCuQkdUZppk1HMymAyLQBsjmGoN68cUvuADJfFshxELKoZkQjXrl82ZTi3Tv3BITLBropH0B9kGM9srGJzAEYj4dh7EnLygrobOOkRZ/aHiM5qL2k8MxCX5CF0tz8cVMaXhD6HMBGtmfHjBamGkixZkJtyG8hAmzycP5tSoT/nK1ldA0bsidSaaBlIO0BWK7x89lcgVy+r9XOAnkBGlOyua9RzvKVWtChjmqDVvG9V8toTdolYErVmiyA38EBoqyDQ0KHFHUvZ3dQmPo8m5uvrel+ABa2uwLIWnMt792z40wrhuKd0My2o7p3dsKBgnIDfSuo2wElLv7wPlho2ewYcFGAwnw21KO8v3GAqFeTS7vCKFkzhxEByQDIHXr+XZspJwEKk9ABOYyAua9byj7TcJzeKdYFvpHQasyYA+RMneoQ3hTIRWhC5J6WBwJpVL0GOGcFMTlm4oW9K+mfS7rt1+XaEx6Y+tS0mpZpqHeGI4DDQWZZLhrYRQEO1NzGJnTtxxh8qpE9qsO5FmeQ0z1wq0BoSupxAD7vw/VqasY6DHktHrUiV5PRYWjKy91ZTfg4eeKCh5aiaCbLO6H63Kcf3e5+9pMPxMRoNtz4cWdY4Me3Xn2lu6KhothX3bu70v3snZtqsNZ1lgjlmHpULfTiIMWyj8GvuoeIjJDX70h0wbohYM6e1L5XloLSll4z7Phu6nygzmnLLT08q8+HejXTs79Sgx7cDzXjsW1V74f0b8bHMh60eJrG1zX0ZmrpZoPc88h9TCDpkoTOGkMFZ0Cvrt7U5Kh2eKcWw+AQRSgREZ85NZ2v0JWMv3JQa5N8XQtswTSLLpMLNHx3RZMv9lY0H3C8u3hlofv265rgcGS3e/L0TvfTn/64++sf/4WzcgK1Xb0ez0F0m4+fPhkpIAeThTCqMUExc8h+euvN73f/+Q9/pCRBIAclDl0J7fHcn68eXekooi8UaJfWdjA379wUyCmTUysBIAdVOaILbIDjBhjsmjKTi2ThSTz7TGfqQaNhWTuVPJ0ogeiQzT8lY2MGlfLY26UILxWZgI6I8JTAjR44pndPSbHF5O3bNx6rkC0rIvW/JYMjSyMyBuzwEdSBpc+hqnwiqx/aBWw/hnpId5Ra2cWLF71pMV9elaR7Q5kcBymHpmnFtmjjKEEEC08dE18K3S72uwG0ufXrZ4g0kRkDQGX6ys0+LoADWJOlpRme6I5MhSyipVJeJlwPgxwUYIuevbAbFVmZHJulMsPUAKKqKwVZT1E5kNmVUKEozaIp2hJvy7Q8MRG0tB4sxChcgaZGsyDGdGV7PjIhtqWBL9EvD0ejlc01paJnsKmAnqnaEXJQmwM0Dhv1h6ktsnAOtuOqaeLiD23HmqLGwvXyrDpn1syAU+1GB13RlYMg59EviFIa+FH/YooFhsdk9YhEAD7X5FTzS02ObCWmBwE5Nj8NyEwZiC8ggHygGgfvgfezrXsJwFGjhUajDlYBoGfVoeCdkVxmndEAACAASURBVAWVKDVoSEL0LQFcpmbE1YS2ANfi9HV6v/h8TL6p56HU0iuROw/vHeBz7ZwDlixNa5H6FPvq2DENIFVLC2uORmNKA8ur9MU90TtBULIjGbnASyDHZIHD1g8HwHnKgHviqicwQSy/lyALERWCLQ89VbY5ppYAfGGvX31VA07Pq9+N7E6Aox65UxqAeu7sBc1qVF3/r98VOKretZeGbgD4u9/5tr5+xnvi3u2nqsnd0bqAko85A/eW906aTasPfzwBxZmcgFqiDCtrXetX1shUedpNdO+ox926pYnmOBnpuai/BXQI1Ki1R5GcvRPa13sd8U5jNQxsbn3iIwCUPRbT8lDzMD4ONqmd67+og0NZGgQIhcRSIDhzNmTASLmBdZw6Y/rwTHO6NQdHqGRz1izo+aDsM9MxFL8HBeP0ox5R4al+Zl9Zm+wHJSiiPnf67Ex39dppBdgayjoz4hl1v3zv55oq854mGnzcbOpwhgkl775YWk+0N2xZp9cFCBK4cmaToCDSeestanJ/1NEn9zUDOe8wRylE3LldyeSgKwG5Tz7/xHQl5p4j2jghNPUf6btVdemFqrlo3nweKCllEwc0BxMHZasr+YLq5qGKOjY9a+EILuMHoikP1CDaieqYVxT4yvXXNNhR0uPjp7Xx9yUgkVhETglw96gqLUjRocCmwG+SmoXH32gDYoHEhiRS5sDg0OSwPCZaA+Uj6T+j7KEjdyT+sO0UG7l6jxqPnsyIzYeJLxGyJgSXD6W+1zZeRGpaDNSUXFvTS6uxObMaa4Ji0Aa61Nq0kNkoHLBcO54ztTIaQeO/6CWOIIEeLR8waR9wC0H7U034AatkZL3eOW6lo8Zc+54KikSS3wVd+YIIjN9jk1+yTUAcADAlGnk1i51DifWS5v3c+2ojsKDE6soUzuujpw+7T0kHO1EphXR8IbEhwtmBCcius+DvqH4z9YlxPc6dO+9GfSJJJOQY4uZ9M3VAlkfcd2dyHIipyaUeh9tF/s7NSDandYtSVO+J9hCUjBsCEw4RrnHcTojARbHrkmLtBcUKyLGOLSVvghm3EOAqIXEMn98UwPAAaDxWiUOKh66Nx70oMDLICbA9605ZG0ITKEpsq+zOQp+SatOAdzl7ZNdkkkI8K6Hswii4V5M6IfsQEZQoXtbAnACOidezGqVDHyGZD4KTNfVUEfEPjQrkxkV7KcoH4MjsOj8yZYDsLSbUUUl7yKauD4c3tbh1uf3nNstpSArKheNnu29cf91zGG99/kDR2ZgMfF+WMEztPZcuqx/uZvfjv3lXFKbUyKsA5rBoy+Oivl5TDX1e93RTmdzT7ubnjw1wE2JgXIdU4GqrM32/XYd04EZdq/Ul1Sf3KkKklBAm1UtGzZ97zDq5d08uLgLIKa0P1kb2CP2YAA8sE4FMAlvWd5UfKkCMOUCEcoAcx4Mnbuvwrxaifj9iTBnYO66jur4elWXZ/NUedzbZ9qbZkCZyo55nkLPtYdaPAxh0C7is6H6nPYL+OzQNABxrm70mIzY1gQNy07NHNAh3QkKjme7MuVmJjuasql18+lj1ub/ofvLOjxVcSRUuL0yoaIK6AjlTmK0e7YxOz0+2x/shO/3eW7/R/YH65F5SJlctBF/5TM4HOODWsrlUUVBXtpqc6EpqcoMgN6oIih43bYFuTwuO4ajOAxvQ2TOv1eX6kYH3vR+AnosgPrxRgknssa2jDraEERtyID+5cFEy5Jd0Mb/p0RzQH6i07t9jLDyKRzYdBdQRZWLrVtGdOyfjWUXCAN2WpNZMGLAbvA4S3CVqUVtZpRsXt3gOq9S2cJLnc5UVpfjcl+UTDZY9kGtW+poBkqJ/q+EBABHWjPaA8Lj6pDh0PKsMGbNpXrLgAAR/Z2MQNSbAaLkVgg+aBrlulv1Hn5cM6nkxSfuZ9rXyoazIsUCuqJneBIOiK2sJmK7MpnePILUGL/qAnKd8U99y/bafvbm4TsQpqo6NmOGn6f3LwZR5hUS/AblMZEgrAb1veijDwMKLBw30rBF6DTmkbHUlQFpTC0h6AkVTCRCoc0H/eTK2qcmWtbnJlTFH1BYj1wfobDwgqo+pyVZZEgARlese0AhOZgCtypiTgBxrFiASICl75/WWspLXvbsrNoHXK7suQIb+SOpfUE7JAmQqLfqQB1Ql4gdGxBB0QU9mDA/3E7qI4COiBViJGqtT1CXZHI3tkb5r9pqUnFCkXq9aOTuqB3IgLZxUPUtNw54yoGZiXE12Na7l2b4yPaknuxEFdOqdYowLako1Jui6NJCTotLRvX6ns229bw50swn6D1oVJeiOGBQe1698q3v56re6K5deUZ18pvupaEnYmG+prACldf7CZZcV3v/Fp+pVXdGUAE2aUE2S5vjXX3/F4HTj87uqyWlO49KuG8anVd9zPVIPAJ0FyD6mzk1AQT1qahr6MWYTUPw8JqQ2ZF8zGBcTZ8ya2TtkhGkxCdXrbF6/j2tOBsh65w97n71cNevYvCFuikKcreLMy6YH6ZOtSR7F/JQwLcKW1K9tZt7EZTWSqmrutS977Ar9mc04mX2H5J/n4eetrmQxAEw6CDBJwPmHpnIGsW5tr+r1SKE8q6xWQDct1eXkFH2k8uE9NSvAW+h+/ou/636hB+bOTzSQlakHtMLEV5YzEvaAGZDar5Rc9G8Dt3t4D53J/fGP/kt37VqryYEeDmb7lOWXUZVc48Hv+xfzrvQLakBXPHCyOf2HulKZ3N++A8iJrhR1CR9MQ+EeIMeDSJGEyu8xKa/RhDoOWQBpPJ+LzrwBXY5rGp3Z2EwMPhBFebivyEm1uBkNU7x6+dXu4vnr4vkvuS7HaJw7t6EpH1mQ0knNRd0NldqTRXne6XcxUofInv4aImTqHbQJoNrr2fCQJen9Uqgv9/zKjLbtgBKbLm6GlZM9UUhoDVOO1BabEhJ6io1RfwwizeHAG0EPphNDkU5LaQlfD5UVm59cFsCi1Jn2tgRYWDxQgmX70mrS/IBrZKYFs7D6ANYHutDFoUG+AHRNdFLqTX+9/R67MbYMsCJMe3a2moUNth2BtoDGINcMmfV3rhVcP6/NXoAtKi2j7kHrLw/xdJMu94E+Jj2UYewpMyI7QjjAhsY/lEOd3jZP1dZH1k5EJ0Tx0N004kNvkSkz5TpUERmQlZ/6vwI54JF/E8kDcpvMJHO/HPPDGH1C/YZsFpDLhHCmfZLJAeC83h7IKQNlECZK0HW75SibE9AY5PWDiD6mFNhMSdmI+wbZF4HSuoIv3se+HCS8VbR5eK0lsogLBRkMPqiZI8e9hrqDnSh6mtrftkCOgz69YVq7eg8nJcsH4GDLtrd1AG6q1xCTZbI1QE7iEjI6Z24ITQRw+3LHsDelHmQt3DMUo6FoW91J9a19j7ciINR11OP1V7/XvfbNt7rz6ovrDsa7v/6rdwR+h90br71tp/pTp89JGLbUffbpXdW/nxrMpiQiOyEm5ZvffMnr6ZNPbqmkIEXqFtcbizPtE9/b2HYBTr5f1Dp1fcfH8W/U0GLakPTWue/Jwh2RuGdvQ8FLXGUStFV7SX+EUTKvUKJpCapHiVDsfOMBwQnSYCU8YcPz5pJhecOwpqD2WrabM6KfycEUAHQOEJsiNj2u3r1+/iodDM7fZDsCbJ7mbWo0NfjY2fHaI8Z6+nRRKmTVOdXOMjxyoHNG4DypPXKEdaigXY8rV89139D1fvzkdnf/wec2dr5x42P1E98zQCKsol7OenefKFMmqP1oLfM8gBzB4VsSnvzJnwByr3jN+tRv+FblkN5h+IK//KuCnHdbq6NEMBCQg6L8u3f+NsITZXUBOY3HaCAH3mTqLIgOiDXQdM3NJ0yyRLI7Ax0YiDSVA1UHEfO+1AowKpriiBY4XP7C/LnulWtvWG48LoPXzbVn8mVbVj/cI0eF9M8xJ2x25oSjwg1RkjUVnEPEFJZo0Elx8U8ea1YWINjyIACKxUwfExskY4MCHJvUU7SxU1eTObCicyiC0H3h8pMFpnG75NvlPF4RjJ29RTkUXUkbAU3OAB0HnzOaRvFlJFEoQGhM6kMRLLT948sZkUEy5KZ2bOCTTTJAR7aFBcjZmeFLQM4bsW2uqBIrUs3cu4renTM1YEzRHlDlSVJzc1Or1ZT5d5rJcSRpWRxA1xRYATmk+/H9pHUE+f3Boay6RhkgSXaRHjRAjkCEHURxnxoVGQ8UCbUBDiffUwUeiIqwfqKeyedp3IeaJNsjvqJFwOIN3TuAHJDbYRCpsqnNzdYUruuOLyCZXEAOWpD3QWNyJp0z786FewzpWg1xG5DTwUtNF7oSyzIO2jEpQJFqT6s+hkkALQ/pyRLwuBaXTI73Y0cTvW7WclGS0K1sSRz3cWYJdRdqriYPVF0zjcM8oEaPioo/bjXgjqL07V1ekxSU1N4Mcjr4ATqGn5qeJEBTECigS1sEzcahaWlt8IQFvWgCki3ts2caYHrghmH62I7JUu/t7tsCudMLlwV6muD9F3+rvahpB6+/rTLDRWUVmqP2ZE3U4aLciJa0H9XXpukB8xpLde26Bhjr/t2+fV80poBjhynXZG1MBIkS1X6U+h4CESg7QG5Cgou5eYGcRRMZNps6WKbFr2msEQFRpl2wP1gLyarqI0BtNoB5c/p8Bape661Gl8n0kfAHzDgn2J/pZ+PvAJFZnVbXrUHGNf3AQRWlG9fVm8Cl7YfCgDr4U17wS7Sqkue14KTV4thfuc+8J3257ftFDVRd0hRxaofUKSc0dJUa3Y5ERsOidY8qkzt3YaG7cuWcatyMCzqUe9V7Ul3+svvFL9/RuXrDQMdbnVJwxEw6LO0AOKhMGA1Urazf7ymT+6M/ooWAmlyAukDu7wO359+r74QOtj4f9Y/56X/m91Qm51S1gA76sYEcfXL/R31yH2v8ujM51eQMclCV+p79Nl49EwNyf/ww2Omjs44BkCtlGCIQOSXsa1FDU1K8nlZj95WLr3TnzlyVc/m8emyO6VpL7Si11Y42ziO1CzwQXbm9TTQ5ZJkxGwaAImpblsAEapIVckwF/lltMIaYYoxrp3ZUYS1qY8ME5NK1z4sFKGn4hfric5gso1rLoW5Stxd1QRcBFNAo5YXnGw64t//K5mycmoyAE4qGcR0GB9MeGQlCs7CnpuuJXMi2eivqxRCU/sUODlL3TCaX193P1GrD8VkiS8DKeRqbooGda3QUkgvk3Erw/3H35k92n+eV3xdAo9H7im5sjZUEQVKkRFq0Nlvj0e7xeKLxVDLlzLgyrtJUxq5MqlyVPyz5JbHleGzZokVSJCSKO0gCxL4Dje5GN5bGkvM5533ubVCU40lGJdFNXfWC7nu/9/2+77Oc5zznyTCNuv400KYW2MtM29/lcMWopjgeeJv149/6wsz6PSCedqB5ntL8rL4uXsdMSxE4gCq3CEazU1FwxetHMFsRuQISSBpmFJoOrshdTiHjiqDMR9twWHUvG8ZGWDA8hZPTg/YOw5WsDTUZZSW3ZbDX1iJVxro7kxMEVJkcU5u3EDUbrnzUyT1QPY6aHA3JbhtQgERWBaxk0Wg5NRwcWoNmzOr1a0iqIUplZ2RyODj6/Lh+JKz4GYhUlDhEGLmhQEvOGCeIMSeIy2SIiEf3pkOjLal3B7w2NaW6n657TTPG7qwLPr0nEg8z4eToksHh6HSd1N9UC5WJ193je/rsUOxvmVybleb+KTsZOTwUpnRup+lZndnZPSa4EtQFcYYHmtX44t++pvV40D3z7Oel2bnL7R2XNMX7zBkNDL1MewCz3qD7T0jUXP+ugITRVpQgtIw6gwpAVZ8vJ8e/4zCsFAPBx4N1FeAqk7Peo3tGmzyX9h8OJeSfqPNUX1yIPQ4Jc24slwciE2SH3+ejphHABieD41erRxCnk0n2PHf2fI5gUBc+AleWAk9sRurWzTnxBzEoCUD9LBs+iqjVbDDKSbAqA4GZmJ2gdkPN/6Zh8rWgEGaAUkhCm1L9pTpPxIM7d01r+sS81k1Sc9JaWBIR6eKl091bb/1UfYvHdI80qkdtCjhKS9kpK8TRsR88Dw8BBu3JF174Qvcfv/cncnJSPCmb0TK5jW/jF339K8/kysm5xtYUTz4681GcnPrkHnVyutk4Qmdy3DEMEIe2HF1uoJX9GmRZ8BuRIBlcpv4qatdst8lxDTsVO+tLX/idbv/CE2JQXnXPjGyIG0rpt1lVRnddzd+ravxOc7iYdyKtWB5Lh9BTgYXDI45M/WN6asZGB2NKrcTMPIycGVEc7r5RZnNTVKfmYOURbcwcFnqj4qjT8NkgkubkwnDM8/CGK8o2Y6odgi3I5MjR7dy5y7U5977osFALAr4cRkiWvyVipqjd2FuBJoDdWhbXrqMv9dV3cnV2+MyaI9xrfcR2mD7u5HrQSbyW3xenjfdJwFCHvhwiB8uOjF63cDl8VmlMra9N51cmgfHxOfZhzAlgjVIDlTFDu8/QE+xEHB2GF7hM0JtGglBIJ0jinpr5qgwCA+vGeNZazgo6uHt99INhnVoyd+45U7VTg0nbAFBgnFxlctFDRS7utti8GFREkbmPRTRgJE1lcZtxHmhyygB45I8VXcjC0J9sDo4GcNaMSekyxIaS5Gyoi3G/axp16rfUH0OKAaYnQyODGxHDeFTCB5BQyNxgHPNv7Gmykqo5JpKszMJ9BmZDmqUqwwR0OSLJK2o5NzVzDNknoMh7D0U0kBJGQZQmmOghIFCfMfBISSlyx8m5BhMlfffu6XocYMD+VE2Q692zc7/O6eNydHu6uem9CkwPaWGHu7//4VHXy5+RusnU9HZnz6fPXJJo+mmRQcQoXqWEAcFqSFDmjIK+Mb2jgW7tpiaoL1JHZ1YapBLqrRDK5Nz1HJwFarhkyjg55qyVk8vepfYaUgh0fdeu2IJmT2aYKUGux1/x6Cl9gAoFwi6nZb1dQ94ci4zISjBR7OUQizJhI84KHIM/eMTJ+V8r8I1d5Hcsiu5rSwdaNZLbxvAfTqYFj1E60WvTkkYJoDleZ3mID7SJCDw7LF6u6aZEFID8CRg5TwODD7TWk1J+2q69cNNZ/fSMpNJUIjh+4h1JrB3rPjr+ge6PRizpPBqtoPZcjk5BJ1kyJMEv/OaXu+99jxYCtCvb+/tUObmCnEwk0W3Tm/sIWa/XXnYLwUnV52gEpybXaxfHYDcbWQa2bia30F9vzEJoZHUmHL3JbSKV0Cqwe+eBbkEZ3MLux5XVzXQnj1/sLp3XmBwVo2FrUasjyltZ1k1XEyqi8MOKfEf1gJbNpiXyX1ZtZPG6euc4Oi5a+wIc9WP4KdSDbzuYc0QMTEUEz8TlVihG845MAlIKxI/aqGxCZ1JxhMCMdZjI7Hiz0bQMJGcBYej2+gecGW0Ls7OzViRPg6dmS2ljjqk5nV6tqseRVWRGWBvV4esK3Jvsrr+rNub75ej6To5IPYfwk5xcZVl24q3WVzqV7kvi73ywwixjV+DgqpEfOMcsLyJ/fZ1MiIyDDZHI03W+9kFdBSp4mqbj5CAShKXIwVSrB5CZIEtT+d0Unt/FOfD71FgtegvrzgGH7jOZnYzhSHNy1OlMQOnV5Ip40uDK5uTuah/dgfBEjUnvl9pD4Mo218uCxHEeRLm9mpycwV3BlHc0gJLMwgonMjjsL6uCaD22ifVH9k42Z/URvRfeB+8/PUchXLFHka4CYqftpZrCqS9DqGG0DK0OZKgYRbIKHChNz5bb8lRGYGOy3puGfy2yICN1W6QYqPb3BUXe1aSBdQn4Ak3i6BBextEJVNc6cU30LEIugdAVSJ5rJZAg+0EIYVwTuGnLcU1Nw0/nZndLQ3a7aug7un2qn296ONz98G+PCi5kAvln1P4z5/EwH50U8UQMy2vXRAbhPLtVQuzpWXrhGESKLBj3msCSFoV130+y9eynKPt7lJOcHIxC+v/c4yWj75K/7l+18yCyYEaya+ghr5joZRIX74a9WhlixBTIYNj7BBhhEsbJ4WxMTisVEiwjLE+fbXdQ2r7Zben3H83kXLy2EyvEzLXullaGhQ1jNiSuBNJpyzJjmXzM5CxYpXmvQQjze55p6aApKi6BTbWGIqLcYUiu7i1jqEbUSzcxNayAa1jo1CUFCovKome7WbUXPFS2t6g5dB+B1J38UL2FH2qdkKTjfYJSpbWHc08Q+aUvfiVwpZ3cpxGu/EQnd6J7Ge1KanJ2coErw73EEYZd43ocRtGRZgyrg/leNINjo68HKI1+m7Apd83v6w7uO+I+m/0Lh/UzFeaX7omKfLm7qEL1dbGx6L3pHmxz9nZrjSbFCPAyTYCDwJgcbgDpNEbxsupwtA4Ac0Vmh2bczIJj0jSGlbQeyAcDBe2ftoIoImxxczg1lo0MxjLUIZPABMymKicHrOLvUTtx7QBCQGp3NB/z+wcPHhCtd4fhSdYLRzioQzyueh0HE2giY4fYwFVkTgTh6M9wJfWl1LnicBOBFrToQANokOtshJhf5OTshFjaXtG9WJupQSbby+HCkGJgcXBkOmD/GAaM+SCTtNssNoxSiuhAiSHWVKBhtREFD0x/iGI/Tk5GWIdqTXqKN9fUFuKGcLJ05Nh0z4FrLLJL+8CyDiTzxBKhW9YLAwjVSMbMTk7OgD6zkDjCUIS70yOeaLMarnTGhLoOGWYYd4jh9pycxRzIbHByNEHj5FKTo4fsjiCG26Jh28G1IZqsIxm9WW8inLAWPBo65ffBfQ2xpIgzGYaKNmWU9iM3tiC91SkhEeXkQCu4z8hYMR19dnbaDg7tTGpxIBM3Fq94qjRQkzU16Tukl09O7s76oh439LuMgCmoMkzRLXJwW/ReS6eTLAYY/S7ivJYYk5yaCEA7d+wROrJdZ0XnTbPhCE4HpTw0vG1aZ/iw1mq4+5u/Oaozdtukk917drhf68SJy90bbyDKsCTiidRVULnX+51UpuvsW5DmAzWVr9/ZYge3KmZ02oJ4pO3GTg6NUJ1dshlg5aqZmQjjiQQZfUUpgD1v0YAWAAUqBuIlIwXipqaXnljqrxOTQ94HqxrJVXT5CuxgA2MreuSTRqwyG9pQZOBI7KDXrinxhIhBst1aqxpsaZuhfyjyV5xga/7GGfv5ojllsgmvZyUg7GrIXsUI5/WL0Qn6AnEOEWtP+tBZomF8apr2JYL+B92ly2q4X77YPf7E7u6xw1Gb2axm8tOaMv766z/ufvSjHxihoFW3UBZQDHJVFGW+/OWvdP/pP/1nsyvhVNjl/rpncrnKLHBo4cAf/UzuxKkT3UuvvdQda9qVjHvYKrggUfqjeHOvaNrMWpEeMHTuAbOSuorpghuZHEwdjhaBp488p0OjgaOaJEzmdkMR38VzNzTiXodzTUVuZXsTo4gvUzdDESEUbBQhZIp9GNwQakku6izpswLmqgm9Zkxqk9ySYcKQYrhxVmQGMN8ghtC7Q6M3vXNLqKCooRSnZnVyGFwyWBhpYALLmeEczIRsODlboWWHRJ3FmqrRNGRyTCVAX29zOyDuPVOW54hOa0r/FhmeKcnO5Dxvow+/UD9zuTNqKNVjU2vtXyYidLNq6gz8rKce39RMHA2SvXGgOHwmCDnv872qBln8VfT0KOTfETQoMVhBRaOaSzVKNO1eHQx7lB5M4/fhjuHBqAfW4Gdx1pAYTAl3xkxmvqYI87oblplQ4HE6DpQC6xpeloG7bceoBnpaPgwTJ7OGwMLNpR8R+JoMH0MakiqwZSZp86Auh1PkshikCt2cadw8l6nz0NKt8kFGQ1M4fYIYezI1CBqBBrlunJ4ZjtoP1HLTh8leEQSte5xWjARDrm3CymW2og13nFplGlE1oXWAQ8XYmAnta02yVxZHBhI4PPeB7BnFC7K1tGCE0MNUaBxvReD3PXiTvcp1r+ihaQNkcijSq1Z3X6NXINAMUEOETWqyzRaVBqTKItiXshNZJ7XCCESr50yyebOzGtkzNKUAc8IObnRku5q6D+r5tnZ//V9eVj/Wase8Mfb6jPQVz6uO/uGHGux5layBgAFkgVl7IpoJop2QRuVDjdG6I7UjHncFI3tt3E7RAjrfa94/fVvJvEr5p4IZ9keRNDJqpyktWaor2qvO43SmnMk1GNOZnNYUkQDDyb5PqUv2mMQshglWCSp7mVxzSBnzVASu3G8+fMZcx4ud8EdLAsjw+UgNPrbEiAqvFViskUvyNyYDYndwhP7dstlxkla+AYFS0OUmbt1TXgKmpKXo9Li7rjYDwde7dk/oQQ+dSj7jOhPK6I6feLt79dUX1eohbVH13MF0zmgrSgio7wx0X/rSV7r/9T//mdSnjuiicv3/NR+/kpqcLzDhRsOCH3Vyx3Fyr2rUTptCgBEgig+eTMaAzE9gtdRhCk1OAzWrzNPDdqO4/kDY5pKmBHiagGSAnnjsGTu51ZX7dnDXVJzmcf2KFCQEXzAgdXJsuwrbu224oFMvqxh/U82e1C/CkuLQEM23Sd56PUgkZHVkRxha10V006Gru6jKDSfqEabt6c2qnexSTxY6k8tLTNu93l28eMnOkveGqsb45JQjP/7GFHg3Z4YgUoXoT7rhTAbn5u7atUvMN0E4jJIBhvGEYBNO3UIAOYLRKJ4ybKkpALesn/v3bCiVuaCVp0PhAw15pRmCFNRzqDz5GItpPDOHMky0EG16lGl+r8GVpf5QTg7Yir8lIqRuBs4/rQnF8/MzLvyPC4pizhWMW/p1rPJQEIb+kswF4kjfcQIhht2Y6JsZddSybqkQLmWaxauGWYicyYRxJMk2U+yvR4bVhvnHfVilLqH3wL2j4XpUjo7WEgKqzc6Qhuw86JmD5MFexMkxKXzNhJbUSKRTZdIIdTgO9jZpIA4A28AAbc3flnNChYL+Mb126ovsBRh3ZNmBwshOnNE66wzZhz3Egxqsa00lvuz6UGjuWxBetsJJpDcP8wAAIABJREFUgg0zkG0UeSL2RCAkBx0eyxIdUAKQW4apaL0AXuPfuW4MHkIFDPpEg1V9jGLd3RXj8p566B4+IJOR81LWPKJ7OKLP1MMQKs5nCDGjuk/3dR6u6h6PWoVoTEHnsOrkYyNzyuzm5fj2aB06ZXIvS2VoWcZzv5zcDjk5hsWuqsdVqMx1sk32BGuaZn4yxO0zO7T4W93OgQNE5CGM374RNcmIk6J1wMlRI8oasb469zonhrVpebAcWabTe+3pl2zEkyjvJ9ioulwhJWH/tozNZyXsytg6anqRaYtgcxiOgRmV7SpwYWivfaHPYH4e55osMvcxbOqNpYJSTioFI05slQkysSSs0QR7TTPTWWFEonMu0nfK2aDswbVRHzeTXDXj+rut25Q0COmekirK9Kzm8s0z1FcPfb506ZQy7pe7Y8fe6N5//02f+QqqyJ4JUr/4hS93f/Zn/1v3xOEne5ncp8rJtbKnN1PV5Biv86NXX+re++C97rjmyWHQiNxjUGU4UEXHmJjOyt0pJ8mhLLHcwIv0xKkkrw027DaBfXsOS218hw7K9m5RUR6O7aa065ZvqLamuVK3V7VRpIAypn44DsKUDNjEuISZ1RKweE3TjFGQ94gfpzaO5muEBFEbDjhOA/JIWiSsydcki5KV3TLERSq+Z9duT3EG6oN0cunSZTs7WgkolE+qqbsmD3gztRpMOTnj84kaNtx3FYjdk/fQDo7ROzg5ZJfG9fAsMbI2sh/9FUVzMjnXlDBywLut3mBH3uqAqf21aQkurjd8/BEnl6ZRa8/1SCAcvowJos6AI3Qbg+tckcBKs3WUT1J4x0iKmCF8f+eu7cLz1aCtZlxGfQCfYVSAFtNUW1kbUTnZF04u7RdV88xEg0yuSJtFdBet+Ui9ThkSPWe3lLXh9DikN1ESsUJKZKYyXJJDzyGWYdehd1O4e+bQKWVUDXWXPFAU4eFp0tAtPIGbLDCN+dw707NZL9GvKdqT3ZDRUZMjqqXxG4dMba6iaDe1u+Ui8GzkxujZSuO/G7dpVpbjC/tTqIMzuegolpZitXGATGQafIx8jTLBaAeGJCsrRxdFCjs5OTtULIB/q9fQWTHEE2VskHpU9dLeFpwpMV+yVBz4Jj3XqLLz6clx9ZlK2Hd2xnquVy5d6Q6KJj4/t9OoyXXVuU+dPKvXUo/apGaXSaty5+5DFlxGk3JI8CWkkp/85O3uwoVrWkfVoPft655+5jPOAglOT528LpalEJJFWn5oMhZkqSxu184FZ9xAhZQxtCUMHdIywp43f9fZTdiMZLLQ2g1aGL4nuKUmn4ZphCzIYNLXGYYvf26+h48mPZxxchabxo7pH2u6R5IwIvOcYwcYDmRhsDbGscUO+MUEkZlKn7NTJLV+nTuZXDk5O7gN57UQGTs5O82aKI6wRBrcNzo5B8Bkbk2FJyOBIhqds5E+Vc4kzwl8mT1Kz5y0PAcf6h4OCMYclM7liIKWMZ1riWoLxjx+4i3VT3+i1oLXHAA9VHvPOmQUvXcCgy996becyR3WXMCCKz91Ts4bCjSY1FgPiCcvycm9+4FUrFWY5LCRzZUt37Qu5wYiZUhSf83BAWvyHiQSo2cjmxAYYtsgmcCC2wQWdj2ugr5qcGJdwaSEYky7AAKtd28jK6XMS1Hd1i0iFUiya1a9NfNyFCicrOiBg7MSvwyMRWvpv6PY3MZoYHBxcLDTbCDp7KcPy5OOU7g1Jo9au4zPLrEfeX60I9kcNFlevnxFzayXvCnHBGk6gzLrjMblFLh5p2mK3ujk+l9zDRhS5KnGeci5QUDZId0+ojrqCERfPMj6iLq2Ktwis6L5Fmft6Ix41U4uunIl0JwsOllDwaXJ5BDHxnk1Vpbr4BS1cxgyLSCO0A2vjSbp9gWtZYSa0Xq8rdqbDoWyNxzcoUN75OBQddFQTtWmoDgDBxtSgyTDiugz0I+dnHFsiEaBbzKKKRBpTbfG8ZFtQeRIvU6ZPP1nqDmsLEl89kZIQ0SrjloZBBmIx4QPvQIizcCAGD0MKI6uBI+pgWWKddoKPNKG4EGvyeBU1zwdofO+A1XydtwzhMSdDrrrcLom+uEcz1EXxem2Cd7WRm3QdlHgzRK0FBysz4J0+2NyNpIGjEhscHL9zJoAkj0WWjgQYxxdRK792fUqOWH1xtHuUPJoZGv3BE3i5Dopm9wXwWeTDNeY5pBt0/2DcDKhjHzH3IwcnSB7PY69d0zSeWe6I0eeEvqwYIYlLM8PP/hI/VSQVobkAJ/qnnzqOWXPkl0b36H12aJgUGw9NX1funTdDe+HNKT1t776JcmMTTm7fffti5old0lwGOUAaU/qXFPj27t3v65tUH+vgFTw8V21dsTZxckZtnYWl30KpAq8WBDkFk8wUXZumJ8xQTWOJgIOPIdL2nZAbE4EG7gHQOvJFlPbovQByYX923pAm0PhCtjZhtEb6YQMy7sdc2fNyabpashxI5krMGPzmIEi/b+0Hhh+LLiyeQyLQ7jmnEyyIEprohqqR+s3LSy91i+PuIo9wnkTTPG7BPKxWSBYCMnflw3aInvELLqtUsgZVXsBI3uEoknM+WdvvNK99toP9bcJkCAw4UCxkWRyf/onj9bkPh1Ori2M63Gt4ImjozaHk3tZNbl33n/HDEuiJLryk/+zNQWtkG14TAiZUnrPIFewSZn4HeOC49gsPcodUh9/TlMF9juDw7EhtkwWt6SCNZqVW9QyAOa/RermMP3vCMZgIvI2GTBqBZlo0Iq+GEpLI6XvzFFaE12NrFOYV2hLJiNBgDUpfyjtYSfhPJDfsgQXwrYySGhLXrt2XSM7ztoRsfHMjrKji5Pjw7BEz8llk/WjAIbAZnQPEJVHgshZ7pSDO3jwoOtxODb3gsHQc6H5Ydh0eo9mJCJNpqyob1jbbLeGz9s5+UKgQodFZmhFr+n+FijhTQKJmwVFHwe1hbFJhpcDexgGdIN2jfDhQGNcpDwyOaoWiO2aCKzrPrTLWR1/vwpDkrVB5QUKVsvkEmBEHzLHWYoJDV6O6kQ5Og55U74RNGeH3owVfVHQ9pHLWpKTW15e6lb09Q0NUl1cUr9k0/ML6YVMSRqF9FTpdSyJJeTAAs3UYBq5o4wdWRxINyMiqcl57zQnNwixxg4gvWdMxbYQMxJeZJpywJVVP1LHbNR0HBqIQ/XtcS8Z1FsZc0QFYrzqUf1blcUZVmv7ODW95uSYIsBUcjekJ1gLbIWBj4PDIXvWmtYHJ0efnMIRXbOYiVK/2Lb1ga5HzoKeRDnMKd3b3bvmtMckm6a1XVEtGuLWuN7DpBzU7Oycnu9+d/yDk935C2rtERx55MnPdV/44j8TAjKn55oS1IyMlmDnpVu6R/Q23tXvHOy+9s0vKFvT1AW915/+5Er3s9cvyRGe7a5d0dQPsTTn1Ut3UCSVByKTXddQY9RK1pTRRauz76Qog6T6QRZG7TAIiCd6ez6f7rv3VAg3rFccRJ4jcCW2qJSLGlzZ6kqcOVip1Dr5XU9xd60sjwSDZPYhYvHcGQvVfJYDzaZS9DEnVy1IOaLJ9GIl8Ka5rnJiOECjKnZwEV7HJ9Y4n954M11kanCwKBOgxXHmCBo2t3AAOq1hi2ceYgbhToyr1joKM/medS4PHtqhAJySybqy8b/v/vaHf6F7oXl8UstBwBE7QbD2wgu/2f3xf/iPqrke0gs9WpPrJcD/gNf71dXkekteeVworD0nd1RO7tjb7pW7R+Edw0iEo40wgCFBnsgis1po3XTPj9NN8mZB2UT1kS2CKMdGxNDaub97+snnRDuel9EblDDrono0LsrB6XAsI+asoYdqF6BvjqwPDT/EapdUh4MVBfxDPwhOqKj0blaF5MBsKNdsk9mkyBxoNTPiqF+knhEdxf6IDN454rnMmsPRUTth4zPy5fx5zb9irpmzoGzSqg/1nVy/mb7v4LKt3fcGJd+bFyHZEUE9u0SzfsKGEEUOJhKg11hjX6ycDvuLuhOzxqz+QWaRsSMZmJprycZpElEN/2fxiTIzrJagA0KEHNFWkQz09eiomKmaLqzl9Jrg4MiaUNK3U7UuH7Wp/P727VOK9na512b3wqydJP9Gr19m77Hu/Kzv6EoEOaQPXTdOzg6okV6oKzQHZ61Gpkg0sYBE0oEyiURXBRnTnI+ju6YM+6pYskxaB+IsFitQJXU312IhJznwSlYJlImzKSfnhmyyTtW/PJkbEYHm5IjmyRSQ82pKxM2JxFB47p3uzaAhr/RhRQmH2W9qttVrTYkEA4MPmLJYoHW/Ah0j+L3BydmRNbWNZojLQLtHsTk52i0iaE2wVvhby86p0dF3SI0GON2BGOxVsj8cHc5ZA4qlgjEsFYytiuj5t2k1j+9b2CWE5LqGm55NmKK1YR8A0z/++GG3OJw7i4M6LaWME+qDe6H751/7Xf18Wr883H3w/qnu3HnYsWT4KL1Mdk8+fbD70pc/43YHnvPVVy5qwPFFZYRnlBkuezDq7p17xNSDtDIg5t+qanarug5Ngi+oGSflGpZexj2aQSXYZpwL0AI7Od1HoxTOdCAiJTPzzL2mNGOkp0eqKieXADFOjnpqWgns5FjHpm7icMhElgQotIlEyLxo/Tn1pWVpVKU51kecHEGyg+KCQMNh6I33sRNNwEhponoiH3VyRUBpDtiwKue9xZj6lP5WgvwQ1EA7DIvSEqD9E01LjOUd1de3dfsOzFvQefvccPfWO691P3rpb6QTLH3Lq2cViJO4KLBQ68rzzz3f/dG//2MJcB/kVX7OnTVf+wvd3K/cybVujcCVZHV60Az+ytGXu7ffe0vTwY9168Ak/EeEQ01MIq2blLFt9UiQFIOjTs+mSdF/0ybEUycVsT3hwadAlYzduH71torZEl2Wo1tZkpGV6gGsSzd/aybckJzcFj3HOoLLYkFiKK3C3xxN6Lp0o7e6FU2rDZIAvmRjhM7LtbEFwLGJbGMInLE0FiAZBBg2mRYyXDC/qJsAZ169GoMKIaI2cX8ycJy7awYtE96I58fNBb7IIUtjMkX5w0eeNCOQIaArGi2DEe85OUEDXHsNVqW+lWm+1CuiS+nxQay4MzkylxA6YFVShwPW8UMHElYkckhDgqnGxrYJj1fz9BgDR1m7NNnCcFwWAQRiDXUxsgHWDcr6zh1z3d79u1VTZISLSBVkgc4Iw0CrwbFmFLbM8o4cx5oietfk7OSAJAsyivMB4iMiBJ4CzoaQUMbBK+fMOcK5wJjUSm9IwWZRmR1Z3Yprd2TA1Axhv64r+17UXqJRm0wQSHrdY2eou0Lm4VYRWJDFUTcmOPIoFzs5xjQhn0VWqVoEPZUN1g1FyDe0zZ4T9d8Rd+S2PLOMVgY7uWk7OO5h4utiw7aJDiZERLGjP8ssNVdncHZ0MXhpx+E8cvZosSCzSI3A9aJ2VoEsrYLi7CNjrmokEDDlPTHr7txSZH5/VecLNASx5RVNAtAQYc11Axa+dP6c+0Zx1lfUioMt/txnn7cu7IqCh/fePS4l+9e6zz33xe47v/tdvV/GZG3qfvCDH3Vvv/2hzuuwWHt7u+ee/3z3xJFDGveyM7VdPc8rL5/ujr56xiNwbi7fUZ/dzm7vwh5NGtmr55C819lbapmQWr4c4NCQWkjkWE0Oqay3DVoOHSBTHNClpebqkTw+fxnbZOKJ9mYNSa36GM7LNa+mHlPkluitEpwDV4a9WIFsJmvIxnlCSHRrawwP+6XRE8KMNLzZtknL0uLkkrFVn1wR1jK9JfbDAWs5uZblJ0vP9RilMXqTR/Rh+/awRNPr9VNb7GeKYaeGeAcBZesgQexdBSQDcnAKYjVs9cCB6e7MuRPdO++9ITWU1xTUvK2p8tgJaqMPumef+Wz3R//uPzQn115gg0v7FTu5gtA+2ckmnuBWxrnVf3ZyP3m5e/eY4EoyORoEBeM4KpARWxeUSBYXXQ52X+sN0WemBPAYlLOaFkz5zNO/oUkBB90qwOira5fXRCLRQ1ncqvB8Ru0MyMENDgBXTrimAmRR08OdyTjDz3txk23VosrAtwwn8GUGLfJ7FHAxCKT3xc6roaDFNExfE8w4epzQR2R4ZWSCYPBh+BPZZZOVTmMPgmhsJ2/EJlxsQ9RqZj0HqetAu+/gYxKwnd/hmWmrgsGWZbRNj9cuRXgVI0c9D7jBVHwaWfV+CS4y94ob5iKBHYZhW7IjYEodAIxV5HgQC0bTLg5uclrEHzGqwOOR+MFokrmVRBVT0i08jUSVrhUNxlllcjsFaaFtB7sWIgpQJo3J1GjJirmeHqNNe+Gu57ZFJJrrZjqEhQBqr/guckiTwTm7om4HMuCgIA4F2LsyM88zQ+mBup2g0lUFPwzIpG0EaJo5dJc0I5DPGXgbWbAac1QSS/zuQ4gdMmyeL6ffCXtV68a9p0+MwafWLgWdSPRO3yXDc0ETTCKxxBiDbtMSgKGk/gQj0fqFvU7RBmWxRk1z0SCu4SjWJ7BUQfFhDpIlNEKXzyX3XLA1/XumhWNgg744i6FW430ZuJpAiMyPHr8HmkAA6eTmiqZlry3qWgkoFYCIXLBjfkpEAg3Y1HNSd1xRELGsB4QrAidmwuHkYK2eFPnkpR+9ph6rz3Rf+e2v6yqZffege/HFH3fvvidimups+/Yd6r7yW19VTe6AgjnpaELVV5b+9y++17324+M+89Tb52aFDOzerV6tPfp+QDJTCiivrMjJLbkxnvFZrId7xIAIIZw00hv7w/MAHfxm1l6CEBAo2n4iYJwMO4onzpZsH8h0AluWolCCxTxaWNqywmSH/Myanq1RHmcYSUAfQjuiys74Sek68nVqbsXCTh9ste5w9yooNBLmmoSfwaej4NLqpSs0wE6ZbFLvsWZNllCFRSVa3S5Ij/MC/R+vmwBpiyDrAR4ioqhs7IB3x85xBbJTSgRUHrh5tTv62ouaQfeqNU9RxSGD/txnn1Mm9z/9YieX5eh9fNwN/pIzubiwT/5ojskHpv4jn7vvTO7HmiprdqVqcveBK824UxGcFJg+I+H1jEtPrxUmjDqIoh7V1AYRXdbojJ079knc8yueHHxd/W+L1+6oH47hmGL/rJKpKaoUtXhomxhyEn5lk1NMpjnWDc/ee7o2Z2dJ5/tU3QYNtE2cab1sLFsybzg2KFFX1Z0yuDO02/qwkC5K8a4vEa2Fbo9Do/4DS8k4OBF+c3LupQGLJ/81VBioDzJGosqM0anRGmxwWFEwLPcu7FP0pIGwexfsyMgW2aAcgIoob7pdIew9T8LWdTmDblmriZCeM5YMLxJBNPCqsVlOGtFhD30U5ABZBNUDGFU7do1arFVJq94vZyr3nddeXpZTV+sE75PrB6oY09Tl6ekJQzqQUdwvpv1BI7j18nhZ3SPXN1t2YhhQ111GfV09ULDsKvNs9uSRE0F9HkdXD76nd2pV+yRajxmdQxvCOtPgRVK4fn1Z9SA5Zq3ftWvXVEPV8Eg5QZbC7Qg0bPu+ZbJ1jAzGRJG+eyujwlIKGcMMrtX6MQiVmVomJOC45OCZeMDoH0PmODqmUlsUWvsG6bAGk4dUkKwxtbXsp/RuJYPLR86lWXv6KpJaad2wqWtGNMa7GSiYg85S4gAd2XM/fP5C0KAea0EAiChiWHYirNA6sLR4Qff3sjM6eqNok9gnTcPPPH1Y9THVpAVdvv3mmyKfvOt7yQdZLjqwR458xvW41159vds+rwzsyWf13Gp7EavyzTff02DOc3rPA4K1D8oBfrXbt3+/9psYxKrcMyfyB399tPvxS+/4bwY0PXxWjOn57bvdZE4z+LJEmq9fk5O7tuwaqvU6ofoDO2pJYHUzPy6tGRJU16QBemGpwUbsOiQhggD6N93YT2sOjFpMQYMhI6DQShoNvkybQaP6t3YbOzu3AQQarqx7YybnO2i0oerYsTeB7vOI7iYyWe13exlZSHqZIp7Zc1E7aWURXWdq/9x374bmhPOdFYd8vjcKd7OXxdC2WhO12+yrnnNBi1WPLRCr1ByORCoizgh0jyvonZejm9k+rDrdUPfjH/+N63PXFs8qCFyyXNznf+PzcXL7gSuzh38+n6urbWhru/rs5/5v/xIEmv8hJ8fio1zy804OKa8fqxP+mJzcCbErcXK0CRQ5gBrLuijGdxVVWUtQ39PoCeMJ2BE5rv17DxuqPKzBijSPnpeSCQ5u7SbN3TxEnVex+bYUTbZt5W9gool44b64ZAhsFjsRjA61j9bgmVT/USdXNatET6nc2cnoC+ZjhZ1Xjz5DkloZ0Tm/lyi7GRJ9JoMDMrtNH5e18UJeKdq5GaUN5uDf1q3/1lcxYAN7I+tacGS0EOw/cMC1uTk1zXIwyADdQuDpAWkAv8VEYESgTeDJdHKCCoSoXV/ybS1poxhG1mpEB5wMjGI6LEE07NjQE5o1NT0r+HHXuPtkxsdpCYmjo84BzIMYcgRu46R5VoR/aQDn+cgiXNPU9Tp4sKPPBja5whkR091xcmQdqTV5bpqNUZl0rj0nwJlVy9qi38gD+DVOjoG5TMUG2jRRhGZu7Q1aAIA6gSTJ7q6rkR+xWZyWo31lJrQj4ABXxYzk3mEAqJNy0QPKmLkfZHJeX9d8ydBElLJhQnEfqJc2kzi4MfVVlrYiECVGikyuWgbI3gJdxbBWW0uEj4m8qa3Wyd/g5HT+MoU5rD3bg5bhUWPyiBWhKCZe4OTaeveg88ao9Xqa9dmcnBzdFkXi1ONWFaGTza3QeH93WfvpnjK1WTmwg3I4U2bQ4uA+/OB9Pz/XTzY8rn62I0ee1voud0ePvqkMbUHEkme0zg8VqK5LuuusWgekNCRkZ2HhQPeNb31b+3u/9wzjdc6dWezeeF0jXo6d196U+Lpgzgeq3w0LsZmd2aU9MmTYE4blyjIEGaBfjH+asj0BWwgC6AR7jOuK1Bu1R5xTm35BU7sc3KDG8QyBMpB5sfdaHbtqvlUnjonOI5lQv5UgmzPBq50c942MHm1LBUFmE9sR5qyWaHrqfv3MMO0+GcwbuDLQo8dY6b+Cq3MOwNACefK7bvXR32+U5Qt8rf/a3LliV3sQtdnG0b/FWfJ3NS8vrx1WrmvqIh4xAeS+gh1YuxBPqMvt2qMm8YUpZeZHVX89quTmTY0zO6d9PyQn93z37/8dmdwBr9kvcnB2aDw+llf9ejq5c5on9/qr3bEP3+s+OnUi6a6MXGpaEANStPcYDmHk9wVJIbs1ILLJ1i1SThBL8vnPflEN358T5LFgpXJ0KRFjXb/DsFRGeqgkLvYkaibU8RCBhQJOBMY+s5HUwQ7lH9mdjB2p3peqd22M1IrBx++wYRKVZtM82licgZBsUJrCMWa1YblRRWpg61l1wwoXRMdQ/eMIWI/AdNmYYbzlwcazZqEcV8n4UHebErnl4GMHBBtKJkn1Il6XzGAZqFDG2AcD9qfZctqwiFrjeBVxcqhDqmhkE9chyRxCZoB5NjY2LNaclD9gR1oPMhAF+PuUxFl37ppSJoekGM39cXSQUHB2/boFppYxK2mQxXDYaep3PC0B/r3hlb4YQE/dQ4bFChL+Www7bDkgoxZQtZgrh5nny+uiQoJqDaNoTCWXn7ljjUlej/eLcDCMVdRKmMoOa1W1GyEH9CNS17x6Tfp8luBCEFh1u5vL3dIKNTyJd+t7+u5wdAR1W4tmbWg2NRxnaVoQnJWJJAp87NyU9o6LnEQ252Zp60km86J1IXPNYPopK6CtpTk6Py/3pfU8xYJhZivwTPblJmM7wPYZNiFQt+s+YcKyx8zscyaX562m4MCVYT0bgjcBBYal6PoiHG1VoHP3joZrrirIVEbH54cPVkUqGu+oyc2o0X9ifEj9bB+pn+10HDX7UEHs+PhEd1AElOvXV7rXf/a2CGR7u6ef/pzbBpbllK4q+7qqKSBk1QsalPovf/+73YGD+wSFbeneevNE98pL70nFSFMIrq8Lzdmr65nwAOR765s9UXxATeZWPdGEEe51hsemHgmbEXkqYHKCkBJK5gzUUGTskNVm9DuQqoDne6IVQOWUL4D5W7uRAy2fmdTKjfq0jwRlLHplcqnd5x5wH6s213dyZUOKBFZDjkt4oYaqmrTWWNGGJz/20axH76fpiesrFplI4/ueVh1C0Cq3gKT1iGgNAUhbBJJwgU2pvYNmkRWTrKzdWtJZEJQtjVMC4F2yC/v2z3b7D23vLlw63p0+92539Kc/lMj2MfdTfv55Obn/8Y/s5P5hF/dr6eRICKouV0uteXLnTnWvvfGaSCfvq53ghCEqlOetIyenA6yFEeQg4//uywDfkbL7HTV7TopBOSeV8hee/0r31BPPdSODUgxZ26T5RVdUjwP7B+IUxCNcH4MG9ORBfA1+Y5lM1ZZxIJOIEjmvBZwjuJJMxkoW/ai5MrvqJSs2XSDFkBjSfElhPszARMLRkkvUUzPR0ozJJsGQZNTHzzs5jBCQHTAdFsYTHBrUgfNEod7ZmcObZDuT01PqOVswIQKdQxzsiMgu1I9wiPxeMjscamvP8HBNhlmGcRknV0QN1gpNwOgvQgufkWZd5rOFsIAg77bhTd7MO7SZp6YRNUaWC0krCtFRknAtzBFm3k8kiSCaCPJUARrY00LORMc4WP1Xs73yFhPFJtOKVmNlN5zr3JNkOfU1FPVbel+QjHig38jP7iqbu6deTB7AlTQjs08Yk8OEbRydG4fxtzhW7cmbq0v6eRrJaUHg6+VVHNyyx8+YVAPkTIBi3xuYtse8cx1Xa4kEl5zXqOprY6NycDL0OLgRObca0Mrv8bCsnB9kgZBQon7BGiVbbczAlpklSYuZirlqzeiscyPAGB5DdQN7q0dg4EYoUlZYWXNP6qk5uUBzqc2iKINsmhAtO7o7gp3W5egeyLndWpOzu35B13pf2RQoBjVHdGXJjlCdgZl532zTCu3FAAAgAElEQVRgtxOITLMoWBiG5fT0vPUp2aq35JiWlgWFCuYGNt6pGt7Xv/FtGUypFMkg//2LR7s//7/+TmUIqf0M75Towj7Dle+9e1q1+Ad67d0y3MPO5AhyIuuVSQjRbZTW5KjWVg7Mosj6Wc5EamzYDj5Tx0aMGDUPnGso/dk37CWCQzJ+gqjUwQIRYldwgGE/t9YNt8OkKFwENZ8B3YNPcnKV0fV9Vt+BJdhpBDVnW8m4ysk94uwAhCAe1EeAjzh7751AobFnsdnW0wXtMXklgbkzSaykewoFFzuLw8mhawlDN20xq2tL+vltB7gzs6PK4tScj+TXngnZnivd4vJZDc3+QffBh28IQVrTnMDPdN/74+8pKDqUbJLr/Hlf3bv8j2d6v+JMTqaKBfY1t/qMPp86f6o7+uZRk07omUNaCB9jxpsMRc1qgwmFg7qvDbombcrlG7c11Xt/t3fXY91zz36xO6SZUw/vqvdM8l1XLwl3R75L4suwKYE0aTnDWGF3iKq4cWwONp7V7YXFG1JwtIIhhnLed3J2eLagqS+mPlYHIXehjFkiHyDANBNXYbhuAEFcJLDov4JqLyenrOC2x/ZgOCuTAyunBlBF7mSLDhZaFMj3acSMDJXrbXo/E5IR27lzpxxcaoBkCehn1tgNN33rd2mIJvt0hui6uvrPBCfCLNvo5LDWA8pmgNpGlcVNiwFJZG6CiKAqIjVtcb2WxrhIq47RGzi7IU0QTgaHCn/aDLwODbLNbkg6jHHBEFKkLogYBX+YimSPrFntdzY3Tu6WnBUOzuQSw0FxSLl3qZvyPuirQvHCUCVMS0fpOLkIeuPcIC/c033Hyd1SppfJ7+vK0MiUGZWjiBVyEcNCPedNEar19+50Kxo7w+gZZ3E66Hct04WYb9QxkjWkTsO1sQCDzHlTVZ6xN0y6mJCTc5O3oPSaGQZ0vhWyScvkPOvO/ZAan6QP3k+y+yjPkCHgrAJX6qdAkHZ0MaiBKav+06SlUF4xBBxHmWboRl/X85T2aBCIttdtWMnCmXygGWwKYOzk7ki78N5NrRXMyhuS2zolx3dD16MgyINg1117Hdf0BPRbOUM7xARGSBkI+YZIPjR7j2oiwcxMMrDNovDj4JZXIAPd1b7e0/3Wb/8z7a9Zrff97q//6sXu//jfv989duBzKls8Iye3wOqK2PChEJ173dz2PXptiaurtgdEjR2orNfCyLo/Y2L4mvDk9xu1n4IZufcQzYDnxzUVe2aWjI7ZjNTgo4dJ0AQ6ABLk3jrDxlE7CZxIGQQWYRixhfzYyfUyr9yXR51c7ErfeAeSTN0vX5ft6WWNDa4s+DLM7H5wuLH9rGDKeI3mMupsNji77IufBydniJbIKPXgsiUE9GRyFhSnRq2vb2mSBn2wI6jeqIyxHZmvHVJB2THaDQ7rjDxc0tDsvzN0eeXqOSFyh7s//Z//pHvskKZONCf3cUiy5+E+4YtfIydXpu1Bd/r86e4nmh7L0FRIKHZyMoruYTJ8B5zWMjAZoIeCHx7clYHWY9+uw93+PU+oAXy3hqDOdqvK3O5Iquue/u22GFk31RdHQZohjIng2wRnF4GrYTg6bGRKiczYO8nkPu7kCvriXjtaIkujlcBpQ7BzbrwjXBxgq6uVEfLvZEv6tdyrgkFBAUXvl6Zt2JlpJUgGCBwYrL5YcHFwvRCnQRw4iCX13JH9Mh2c8To0nTMNnM05LiLKlBwfaihkdVE2uW94jb9JdJ4oJCNnMNItg7FKBkxKZR3KNFB3H6FdoPXBDci4gbuDv2/eojEmw5sFVY7Y2TFFmBoGWZxbDPRw+VIvRcTLC26TY0uNEGeA4a332tRCdE2p1XmZ86HP1MtwcgQlRFA0tvOcue70NtZ7IIK/owCJUllknYiutSdQJJE9uytD5UxObFsLKxOVK4u7rRYWHB4OleyFWgRN/zg6S1xZf08EJ2V3vUxOY3KAbEwokENhbxHMOFpp/WG8dpiTzckpk8PRMfWCelE9KPoDbfK7riOZsMT4nARlEdlOvxaZiannbhPAQgFTloN79HOCrDAKDU82x+gmZ/09TiC1mH4tKdkCr5p9wmubaCUnJ5DCzd9RsUDBQnPFGKqpwIc63TXVXO4iXq6+uZ2qETNd/LpIPARYe/bs8Wsh90WmdluOCzUjhK/37pP0l0gop0+f666rl5WZeAcOHui+8KUXtL4D3UlNIDj62jvdK6+8oVaB31Cw+6wy4yk9R9e99cYJa9bObVcZQ8QToE838JtgRfsE9Wsk7qgla/isEArWLMLfiDhkXUE12EtoqVJXGhsn4GL/cVZUq9VZMbSNvF5j7FpM3MpIab3B8QWKjNyanRzn2BlQoT2/2MlVDW4j+9HiGByFDY6uMirfK9+k/r/bAThrb/W8+sy7NvcgNcNIhyGaDGucPs/0/Fa2mBmO7L0KsCJ2sO6zkSkqPAjyOOvU5+gNZfySwupubueoyHASAZgT0jP2oHvv/aPdsfd/qgz+HTm3fd3/8id/2j0uZnheJcv0j/34JTq5DZbnk66mGXfnbz4f6cqhDnXmwpnu9bd/Gid39kTfyVlHrzkRonEZpgeS9nkoma6hARnqweluz47Hup3bD4qUIqemgGH5mqATyXXR5N0JpsSoZa4cmDkRO02HomLr8MRJIeBLX1Agi3wQBSNgCy24oK+CK2NcebcljFqNx95oGABtIkMcVvZo2o1AAdrUhj2dMfWxbTd+2hGxScKcRFEipIzUSSBrJGqjDtfqVM3x8ffAPcAgV+i3EwkC6i8tCjSc02BJJkfkzBTpaekHMnqHDzYkNG6iadcojMVLiBZ1FPeGxSmgCcqa0CdGQ/u0nCfjcJBswkENyakhCcW0YJo/cXpkYzg4/p0eGGZ0pZdORttqJhA+IipL6wFGGeSt1teOnbXUW+fHQGrsHzM8nebp7z2YlHUKbBTlhb6T872xsgSBB7ASrQQI9DYn5xE4jMNp0wLcfoAMGvePB7XJEFTIMjwotkl+IUWGs8Ox895xcquCK93wzsRsjyIJAxbjOTJG5pUszjJwyiRxWnZyMtzU5Oh/w5lRD3YGV5k+tTj3hIZd6X4ri4VnzxJZe9pAo52bQel7mb1j8pJnuYUdyOKxryqgKCfHGvM32ZMx0Bi0qsUkyKtAMPcqfXOo5dAygHMisER/c0n3TKzJCZzLle7M6Q9UPpDCxeoNwYzzYlrOWlqNQG5mZsp78eTJ06mbq01gbY3651r31NOfFcHksDQPmRd3w+OBDhza3z33+WeN5vz06LHu7Jlr6oe90R068Nlu754nlZWOmi373jsnza6mveihnByZHBm/Z+01iBYOAO8fJwcCUllcqexg5EPCIpNj/xKwBIkyYUmZJW0GEVRgLFHUjYokFFZjmMm+d66tlxZsznXBwSGWxB5UABzoMEFhEWJCouq3DLTIORk9TrPq9RucnOFIghYa3TlcDZIsc52AvY3eaVA0bF7WJLB/g0Db1/V9kWlcQ3f/ZBN6bsxL2NcMoWU81B0RkZaWLnXblcntUc/c3Lxg6kkFNxc0Zu3Me917772uWtwuZXLfUwM/cGVjbv63dXJZ9P+WH4kyApPYOfAguvHXD7qzF892b7zzevfBSZzccbWtaaOIwOBxHk6PSY0U1alo/GBdzLfbA93c1N5uYcdhZW9z3eDmqe7SuSVrU94S/v5A4ziG5eRQDsc4A3FioM3I5IHOJR08SGE1covhMupcdkARZC1acK8BumlXxgk2h+WIp2VwG7I0nAZ1Mm66n88N06EZY7TDHLX3sFPk31KExglyoDIcM4wr/YGlsVoW4Xoa9Stg1mQI2+fUXybnc/HSRVGwr6mBednPi2ODeDKvGXM4l8xo0wHXoSbqxJlB5+dgpR6EKvyGcT9kOdDoFaUC+Q0KMsYYTwr69OBSGfBRNf3yQFMUOR+M3CYZN/fIyNkRxVnNQE7OSh8U7uXsLG9EtAjRoUmCYWTtv5zRNSdH1ty2JBAjclDFJGMJofn7b7R21ov0FG52MAaFNY9TQ/qNPVCwteFKfl8ZnWsptKo0lRLPfyPLa04QMoplvKjVuFZc2o1iWNI0LWcPdLl2i6nxetxMVgfzEtgGiAq2K8/BaxRbD2eGkxtXf5gVU0QO8tw39p9FlJFOirMLhEUgkkGd1EFKhDfZXRh5/L6NrBv1W5ZGZtymH5SMWLEp7ezYg015n57HXqbRDEF6wFjDwG9ef74nFLQEFjWp1NlwdoJa9Dureh/IO+FcFsWMPClR5nPdFZ33qSnRyNX0T9sI+xGtzltqZQG1GdRU8MnxWbMsL1y4oqztcdVw9gnCvKp6naBQGVv2+2ckzHz58mL38ks/ce/rlITYZ2b2yqFJ91QtQmRy7713RgOOpYsqEsrmTUN2dNYSbe0AKQOASFBryxBdVHQ8fUIbxesJRN2AsxonwxoSbBIEshY+z0YQ0oYT1nQ9otBTKE/Vu4rBaCfXAmSCzMQtcUQVAGM//NE4DTakLdj2z/112aIEw7YlpBK2S2HVOov05IPsAl62nFScnN4TWSUlG61zZj3mte08UXCCc9C0bovsUu0qziKbk8tlEfVTyxwQqqRJE8rwl8W6nZimnDGq9gRl0QMKqDVk9cbSeRGSjqkOOy9Zrz/Ufd9rn/EPfXxSlvePyOR+yU7OCx8nd9+FzYdxcu/9TOLM72sy+HH5M8EEwvMtEIsRZIAp8KEys01SMdl0X1HA/OHuMcESD+6omLy6pTv70dXu8gU1lirLe6jf2yLmJSSJ6POhRkKRn56YYlSiEt9mqnlDkA1E09FpOgbRvS/FjKLIXgypREQV3XjFWgQVJ5miNVmF2Wj694rKnMHqB736mYszOMHUmzD4uP62Sv7a9WtvboxuJhcXEwvDB+V5124x17bPGj67cUMyZqdOWcKLzTUvJZHdUn1AVYT5bKNjGMvOY00uayr0dU1bgMywS02zc9tnVKRH7Z35azLQyrSA/wLpc3gZDsuMLuZ/JRomCxtRdLtJNTc/5Ohwcp3qdNDR3TNjRwdsiVOGuMLXRKiVaRThIVEvGZ2zCh1GvnZG7XXDmcDmS/bGzy1+bCfXet8grFDKNNsQKSZgWZYZcoraI+zAcIhk8XpgqBphAKMFZMtrGub063KvMe6+OQ2uxMnJKLfpyNQcmLNGBncTluWydDD1GeYl6i5EwyOCiLneQLQEXzgl1dY00QDSBU7O43Ha3LdAgkhjNXZlaxJOr116l6ohOJF/HFyRm3BywJE4urQWsA8xduxvPBT3JtqZfI/hw8EReUdaqhnWBom6VaaNlOmp47DGuhb+Jk6OuhvBG/c+08CteqK6zM0V+gtPaljxh1a0gZlLXxRTGJYk90WWzN6amNAenN4hrcplRfiXpWu5Q78vaFNTClCiQUgAOH5h7z5DhWdOX/QU8b0Lj+n5pGKkGZIPqb8Jpvzww4va39KrlXPjZ+6nU+CbPRVCzqgybPoTCQI5ZUCPmaABAzOBQ28qtmu+VYtPb1s5iX4gUP1xgQQL8m3AW89hfJz5WFql1bjNuS/xAJxNXBVOg2AjkoI9gshG+9OSCl+bHVyY3bwHHLoDGD9fQ6TcvJ5HoVv1fTnPcjTFQ4CEknJMJoxsbFFwiYCN7vo5NVsJJWh/ENRAQFnRPhiVruXUDFqw6FUqYB+AoHJV9+tNZfmT3R/+4e8Lpmb02T8JJ9d1Zy/FyR1vTu7hgA7ItgyOxOLhcDph7/fvKKrdJOmk4R3d3h1HuoMLz3YriypUX7nTXdR4jRuS8KKlgN8F8uBeZ6hkmjUHVLymt85tAwAr7eYm6omKQ+BAssc+M8oSPM7iSLxwgoGIKusrJYL0kADvtWbghpcnMGssITJAfZtNEpinVE0w6Gn8btAEtRRDTXEGqMDEyTHeJFAoHxyiPRqWumdht9QdZkyCeOXVn3Vnz15w3Wh8QtncvKYryNnt3DmnSGnGdYWjP3lX7LOPpJt52cSHJ598qjtwYEFqEjtE1160E1xZkc6kIBgGhdJXSF879SDUNpCmsuIJPUNyWJvl4NCtDJOSxmLeW4ZuppiewadDgi5iAFNv9DHUWhFpcgg5xSYEYWgbhGmGJdGqjVO7B5CDmnMLemk8x86IDMySAR5NEoIAjg1FFBweD9oPqqm/hlkGLnVUkdcD4ON1gLypB+tfDHF73lwIQhakVfZCSwFObgUnp8eyHB1ZHT107BWyr3t6n7wWjo1xPUOafDGitZ+YiJYpwYaNXINfeb0BRJlxbE1Bw8GQM7U2Konww7W46LnWI2NgMumAtfe0dd2rAaTSxHQNfNkEotvAS5ybm/ubbmK/PypwcN0bgg3ORPVgUcPz+YHwgOK5vh5WIIP81YoGraJ6MqjXPKua+/sSYkfmi8h+9SaTH6jTMWViUA5tuxzWvJmVTBm4pgAsQ2i3KCO7rkyOiH/R54D2ihn93g710+3Q1JH5uQVDvQSn16+tK2u8JacqoW1lcndlO9ZVy0cFBZSGNiJnIdo1E6pd058IlM4+XBFEasZqy6hyHmmzaIxDbULOr8+ff6cMcYKScmblgGoNnaE1qLeynR5hyHudaSiZHhEFozx3Bc7OytiRbvRPK0pEAMLgfOTRc4kJ2qMR22Y9GrKMDF69RzZ7GORhzLrPrhHrMqcu7z0/S73SQQK8gla3rAyqMkKiVF4XsXGCrWkFz+yHVQkyD4mBPaYJBXs1mWDX7il9LyUhObmjR3/o6QV/8AffkD2jt/efiJM7JwjjDQ3RO37q/e6UMrlOKtWbJezp/jDdhwHpUj5ULe6OGrvHhue73cri5qYOdLMT+7rrF293Vy+KwbOsyFytA7QKcMbYqGRenqZbOn2IOBuyinGwEettDjKu9KrksDYj136norT8TZxdop2+EgGboxfVOZpqH+01vCnMuMDBZhPRZ1TzmciKnNG5DsLBqiyHc9PgSjkMK8G0ZvOoIDwUpVryRXt3q69IfUOCAV87+q5qGIKHrl7y+9qmKBUHt3vPDjXY7tPXM+pTutydOnVexd6ThlxmZzQBYP9C9/jh/a5FrcrInD9/Qf1OSzI6s2a7DSChpuzDs8x6YrJctwynterU1C1qNZ/J6Kxcr7pU9f+Ay5PJRe8wP6+qcmA4GUa9XdbKKgu6f7db1Fjq+WmybUFIAzRKzwOnxNdAkBjlUocne8Mw048V2LENVm0wHNEnmV3ikubkbAHiNE1IsRRYY8p59pvaNnBywOpqoWBEDszKZUGVZHJ+yMnRO2f6NRl+Y3tOTc1a4WNIE7Gpx5HJMW3c0JgzVJszG0yLLBO389kWlyC5rznJFVvYFyfXYE2rcLSGb7ZcsmgcWKBFBGQ8jdksy2otAJ5CESUybWSFkayLpFs+ikSRwC8QZiMxtNzA8wPZc3otWktu32K+HNPB78vhXBbsSNMvGq5btUaZNO5s09dPAMWaTPGuvO5rasZGd/XUyZNCHi4Zuh+VU9qpAcR79izIUO6V40ZofZucHkNjh0RguaMM72b30UeC78WyBrrEyUFUgaXNWhs6B7qnx9LZcs4lUy3c0+aadwKM+oikXTVvl+xZ7k0Yw31Ht9HJhUlZ9oCgqxE5GkyZgC5r7YftRJyc63W8JnaJXYGDa9fVZ2nmzPQIKD1iGvYq3IPU99s1ul77CeQTHF2rrWXgcKDbOPi0VlgCUT+rxnRft+HU7JHYJALYjO/hTNApRLBN0HtLWqaR+doiNSYJaO9WgKc2o7vrSyKfvC4nt0mN/i8oeJn5J+TkLp/v3pSTO6HC9CkJd24STrtlKEadhUW2Czbliib+bp/cq364F7qRrdu1a0e7y2r+vHpBU8AHprutm8ZlxFA30VDUJUVjMlwbadvAQ2jQ2VjCoW03OY6OKClTedP4mgPcMv8eZm640Sr2/c1eAwnLycUWZAN5mzb40uQODIclleJgNzaNY/B7mVwrilc053qha4ZtvpmcY42iZ8PNbGezzHeff0FDYtW79u6xs9owJ9R7ckyR7zVPc96uQj9O7jPPPCXV94OmoN+UIO5bb76lrO+cICNNW969s3vqqSMW/yWzePed9/Rv5/Wc2/WYc4RN1ocxYoEeig3E/DyUDVA7GRQBZaRNH+BnZOOIVbOu2EDqcTSJIgWFmj0fiTBTfwq7Ndk014c6DHqb1GoiRkw9NcxX/26iAR8wD4V1ZgdJJBCmo0/gS4aXNiFltxvYGcYhluEOoQUjlefMv9HkRg9dsj/eA4f4bs/JoUyTqROZU3fTzeIrEiLGgPuzvgeyZOCmG4W1FDt37VHRXe0dyohHhmFVTvhrpLucecImdvYQB1cBrZMB3qQDoXI8QSxcl9sAV7q+Qw7U02SMk9uGEj61OqBLw5epfVrthECrN08t0Jb1W72nY8ZYV5O4GnxfiEb7ldRSCdDQL5QjHYBxyWgeMU4JbnB8QJS83m2yOK0fShcMuF0UgsC9QnR9XAOMpxRcXbt6XajCJUX5r3Vnz5+VYsacpms8rpEsLwh12OMM4bLq8ac+uiZm3nYZx0k5t3Upqix1b791QlNIrlvWD8gScecxBWs89/z8pNVXliTczuidDNdt45kM81GvA63QPdH37gFjVFXrdysYsld7axlWP5vL/tsI5ZVNsM2wRF72lLMzQ5AFUYZtzD9WewFz3uKofrGT84HyoSLIbPaHzNNMx2xgvyQOvDnUPF+yQz6CVGBf0pIEd6HGNlVSUH21Bcc+Ale2AD5nmeBScLE+hpWpg3rcubvqzG1kbLNaCZhKQH8oEOpd1WFVr50Z6F74wuO6r0Ll2sbPKW3vp5c5t5z5Y8ner7Amx/UGU+7X5LLk5+Tk3jr2ZnfijJzceZycnJMWIYdG7khYeqco7b4JJ/u6Jw49J/RjqFu6dq9bvKw+uquCLgamZPrU6KwpA1GuyKJYYb0Wh9peG7IaMkqimkAGBVc2yHIDLFn7JslZnJy1HdvN9PRsN3+HDYmhif5hK8L68OTBGBzmu9WmqNHybKhM3032GjZc3b1kOwh6sA+BNV30luXl0CEFBqlhRqzJxx5bsNAxrMMrIqCcPHlC0OPl7sbyNTmfITPIJlX0n5LeH+N+iNaBJK9cEfvtzFlBTNt0+JnpdkBwwV5FxBBZrrueCbRGvcRTsc3sixMDqvRDo1VoHYgSBIQHlgujnuCB9YPBmjH3qdfBsuQDliXZArBXImKyjzTOp3aaOpadk6e/4wDa79pAp0QNTBkmJJBxnIF7lIDXyLr1YE9lmjOwUJ8UUJkJWZ5hUWfsre5nJxeY1EbA89SYQBAnR7YaJ5dJD3FyQJYa3tmGsXKfeD7qWnukKTq/Y7eHsG6ThmrqccNaH6EW5EGgEI1MktQWy9SHrlizXnKlr/twJVBcqP8ZGRPiCcSfAbdmKNPGyfG92ZUINgM5YRSzt3rN4K0XyuSWhkyU4Qx0H+i4Wmhs8PSwxBu3SHvU9Vg9EHAmYwMexfF5ziDoRBtbw1y62woEEL0myEBX1iLmCnQWF29oD17p3n33HcGV1+XgDolx+UT37Gef8r+v3hSac+WmHN1KNzc3ZbLVqZPLyuSWMzx1Uc8tabARtRXMzOzUOZB2LQEFze663kUpqKBPyVtMvZPaXFqE3Iiv+5AxNbBtI3+XqSP9mljva7dhlDDzozW5FvP6dXqBdXNyDqi4v96f2c/8fmmHcm88y45/935P3a8fGPYtvf/W1OTYC7KpaNMCsQby5LedPbqVIXVDi1TbyaWnj/1aAfxGIpIdfiFR1OQ+5sg3Ek/qPdiTU8pRkHNXLSRbBxFeB/WhfUgOEKenbG5iSrqk+yY17X2Xvh7u2cBPh5NL9r/ByWkxDcE1J/c+Tu7D7vSFj1SPUyQng2ljR1StmXBbHkpvcstkNz+1X31xT3Yr1+9L1USFfdXkbq/oYIky3N3b5vEajHrCcISJ1rr2vZmoEUTtJEXbQAK9mlzP0cUg24rY4fQjZnYOckqR74l+m3XcmhPD+FAUZ/NRNyDdt4itIzdRxlGs0F01nOQUv5FUtKHoVWOWWJ900k4AZs8GCIZiZIU8+4vIUooRaCgOqYUACGdaKifU38jqGER44cKF7tKVC4J5LtjhYMSgulNT2g7JRNPDt+vB2JgPPvigiQh3gj0/o432rLJi6NFMbwBuUwuAso5tYr/lkGMVxK4U8QRqNU5uUK0CODicXubBcWJ9qlsGkveEsUX5YkwRHOvPQEx0J4mcP87so37AjYCwQV2tmJM2LMAoLZljL92+rYdaCjBGLn7rA+OAo7RR4FDz2U4gMFWJOQeKDMkl+oNVv6N4DrOM96H8xI3CcXIRt03LB038KJ3YyWkmHTU55qfd0IN7xDVhAMlG9+6TpqjUOraqzkmtEwc3IBiYNg7vMb1fj9ah+aznUMJ4q/aTkApi3DKHLDU5TybA4WhtqHGyZ6JDSZZAb14yuTg4PbQWdnQ2etRWm+IJz2OYqg+FOTvsZQi+lTacFvfGofIgG7STa95ZgRDSX0wfwOHZCVIX1AOIEsj+0kWJOotUwvMA2YIWEJziRG8yxFZree7saa/1555/pnv6M49rAsGCap63u2PHzghSZ/AtzExE1wf1u+rLu3pT9xCJOjEmBVfi4Pap5w6EgNdd1t+C+FzX7ECIVqwbxJ9R9SuyJ6id8v5CcAo8y3vl3zwd3kGWf8X/V3bCkoBs8Ob0+86wnJv/KdBhW6Z67gfUCR1gJ2MreTX0W93XaRi1PGNjbPo5sg8qq6xMLk4OFRb2an/0F66uyEol8kxph/cAIoVTJIAuCLQmI/hF9FGO0JPA9Vw/n8kV2QWbwSg0nUudAYt5q6+UUsZmCEmaRrAu4QBG8sxosOozzx7qjjy1qzt0eEq2AfZw3tenxsnZ0PGfrhgH94CH/rtw5Xz39gdvdydUjzt9/qQyOd0AGRGyx+kAACAASURBVEyHIsq+Hkp/cmjLVDc3vbcbG5qXs5vqbt6QYbwsdY0HahXQY3VZ1HI97mjKAMQTCvssfMFkiZRwcDgWnjcZRLK4wG6m7rseB2zTICsz95rT87HLfyx7tCuJ6vuOjtfDAfBB5IRxLZIJzg4H5+K44YHa5Dk8mcWUbC6NnM26OauTYfAYjhgiDDuXYccog+uNoOejeE+2tnvPTtPyl5VRXF+UxJlqIUSuqLoYapPRwSjzXDi5bfQCWUJNUmgy0jMiAMzN7bTiBPAOjg7yBTO43GfoqQewotRkrs04Pi7nzZBMK47XIzqI/XpEHDMRPoVoUNstTI72oU2NlES2YtIk2llr/oeTTWbFvczPqXFx+GvCAfJL1NaAeFg0jBkwJt/HyclIFzmAiHcDZOkamLO3QJ5cKk9jdRw5uTjYaJMSjHjqAHW5NiE7U8bV+CyiCXPTyOBuLF7T+l9Nc7+MRyYFDHoe2vyOXXZuW3l4TWU43SPH2iqLbS0DBZt7KoXTyz5JoOCjLFEi8jQwJzKvvjnDxIYogf9hbOLUWuN9o6pX1ueWD7I/CiktwEuWG+gz9yLfVwMxX9OnST3PaIR/N3CpzxaqMNpzfE29DgYmn61go3Vh392zaDhOkvcuUWt9j+yX688MtlXDOXXFxx6XytG+nZKNm5aTWlVNWU3i0rWkifz+vSgVMRgZvdGpqRE1oHdqJF/V68h5jmm2IoGFAooVqafQh8fQYtp9OFScTep1RmN0r/qiAqnxpk6cWmWVLorAVg4hgs/JphNMNQks7J4dSHRa0yuXYL7kwx548keCs4ICObc4Oe9Jr2eyyupdrNc1eQt4mdejtt/EI9h3jNMK3b/oK3FMhQCE7NLskbkGCb7T2E2A2Op3hXzpWswg1/Pyu3XGC6Isp2u7hR22o2UkE2LN9CXr79RqxGcaxEdHtwiBGlWWvqt7/Mh899gTIcdVABsgt/9RwZ2tQD+J7a1b/eYvmEJQ2cMjz/n/6xu/YT9twZXNwQFl6YGTe0ed7h+dOWGJr82w85QRuPZCb9ztwW5smyC03U+q7jYhB6dDsfRAj4fdhIgoo4Pb1XujTa4ZUg+0ybVVXVwGOrESvBehOTnXWHB+DaZsRJP0prEJAlfaOhvqAoYMwYTnKPX7fntBNkNtiNqgqbc1bLu1KuDkqkG0FrQOgou6/q9G+KR4G/JNMjnLWrWNWxkMThnHaPy8jd6h52dedQu0OHGASE3BcENpxFMDREzhuFy+jJK+hluqN25CfW/TUkPBwV3UrDScDvT2J554WsX9/Vb9wMltVaScmWYcPFRidA8mNGlgkhlwygoo1TWo1UotLQNNLIYD0XvSoUP9hCjNqhK6JeNulFbEbb3MUJ973q4deNQvqJG5ub9tUxRPbqu/jV/mv8quS62Bhnizz1oQkGbaJBn1HGZlOmvHydV15t/L0SHgvC5hAbJJ1ykQ8jbxJMECUKVHIOnnNDg7+1hEpFhOThPGuTch3zAslHEju5VJz5t4Mignt7kp4uPkIt/FGud3fR12vhuIBUBG/p4ALYFY9qgXKwbMfXLUQCH70FeXCe7uhysnZwfX+rHM0Ay0Sdum4WbfNLJhjGuCF1bItSsb2kD0vDJMW4gcEfZOlkZG90Dr8kDwygMZOH9uzePIe/VuBE5R98kBIGdBr0WwAOzr/j69Lvt3TBMH5jSbzgN5FVhRRz596oIgR011V78nTm6zMrn5ud2C3ecUqI0KjZCixruL+ncIHLyGHKD28dKynl8PoEp6Rlln9jZwPBkd9VH8dc0gJDCmrw9xbfYFZCZEBFiLgvX4XHPkyonkMw6PFhhKDCiplPOLI2QNnS26XSeZXE0aCKmoLbz2UDLnfrmk4EP+PiN6mI+XgI4PyyMqIHPwwe1spJS6hlJg8RlqGWF9xq6UI/Pfbvj3OOzU+uLc2mYp4+adwnNCsMvkcKB9i0Z4MoH0LGU/kEdDMIBMbvfCpDL02e6pZ+cFV6rlg3vf7G7vaXvb8pMbxX91NbnKsHWBzlFUj8HB8dlO7kM5Oamd2MnpTQ9Y5kkRk+pxm+9JqUNtA/t2HVHWNtotqlXg5mIc3ZiawXFyKzcEF6keRx/MJvc0lRRRRkrEyeE0WyZHjOnNlIzJQyBbGwE3pgRO7eRMp42TsyJIi9Q2UmbL0VVB1ri0IY7c4L4EWPrt+K+EoYkMiRz9umYv1QZOVhcCDkzRwH8hHsTxOYJnLI0ZTaFEpy8NODZO0woXEABMIRejae8eZRHb9e9yECr8AxUBu+EQgIxoKAe2w8gePvy0x5oQbDir5jNiyNrUiCiPKAIbUSP4sB5s1gFaCcgQyNJ00BzJY7H8EeiLh9VSdE04Wd7DuCZqYwhK5ovftvq7nIbrDzbA9DkxGol7l+fyNAFUUxyT8GpxBDj+mqOVzKOugcsIhF19RskiQ5G38ysn2OpyUSih1wu4NMwyMnTXkezkaB0oJyf2mJ2cgi45uSXR3ZeWr/s+Um/MFGn1DG2fU5a8XZnFhGoSQh2ocdLP6dlmGKm0vQCJFTmmastlShI8NnTEezkZaBFTUmfJZAJgTDs4xMC1B7Y1B9RzcM7ygDwj9VVQZhkWJ+DsWYIEExlqOnjOF2vGcFtqvN6eWmOP82EPsjdpecHJ2eHVIy1C3AwYpEiXjQp250c4ndU1ZcQKFtyioX47CE3Ue6nnQHaCKEa9jhYY6rQ00BOQoWs5LsgRh7UsUecbmkayqMkE95oDBG6n5ketGQWVVZGvotMKfIuiCSxX9Su2doRNnlQCzC1NVYkzk1nRSoOaEvX/ah53Td4ZbOp4H3dkNcqLfV1Z2kaDnIkMIWjFmdR5SYYesm2cXNmIyuLK+RSs6BE57PtmTzhH6ZVrcLMRlrQf1BDicmIlG8aFVKAe+7KxJzDnrDK3Psv853+v2JbsAwhaZlXr/m0RXDkypnuuvt0RKSPp1qtGd6878Nh09+XfPmyNS4T6P0VODifTomNASr3JOLr73fkr57q333/bTu70BZycIlBFbURktARI776bHBZFXq0DODnmxK0srsvRicjxUPBZN97dUx/MQ6mhkMV50rdZbJGhKQO7Ea40JboZhKqBbayFGZJyza2mdCdKrr4UDFWl8HXzNzo639gWnVmtvX19R3RoWH7eII5ciX6bDiGwhf7b6OTyPLyH1NOiipLvuaJAg4mYeLifTlkp6vg4uAEZNBrAJ9QIXkoq+w5ILUbtBrNqzqRp99Spj1yXgA5/VbJg1PGABDESjz/+lCjah3T4maCOLA/LhiNDSkxTwAUpMHUAWS+ys4FGOIlxJaDg4JIhx8k5onXtB2eMeoLgCv0Oa5CGW4xHYKrLly/ruq4rIp9XlCdIVc6A+3tXSvJkXBzQ9OyA7wf+jePHEGAYicxxzoGJknHkYBItpGif+mygp5a5NZS4yCcEJWSLVkSxk0MpJYV5MjkcNdlbrgUdw76Tg3iyol4wLiJNxXnQkgFzcEwz1IZFOsHJkeU5gDB01KSfWkCBhavaTjmeQnACWcbRVEbXg3OcpSWjs6alB90K/ndTsO5Xc4TRu4xTJGkIzJyApAcUtQAFh13jmWLYc0UWGlc6XwSUIJ1Jh6k1kcU9pC8U+LIFZUjZOGCSgyNDGlG9jLOLTBb1TR531Ei+vr7mQIrWlHuq4ayLvAD5h32yKvFs1H5gBB/Y/7gdHb1+ZFmnT6uvTk4OAW6CNOWw3tt8f11je25IQYV5cQQwrDF73nClnB0q8cDIIBoEVwQdEKWsioIgsyYjoFeZqQNN4NzZIEzXzKTrMS+B+7Sgtklmzvbhtx7k3OxjwW8+0S1z8gI3bO4XOZsigLjW7wA3wZ172zgP+omD9HYGzdzF6W1AApNRJlBKf12QqnKsLqk0h+dApqX7yS6zDpVl5jqT5drB+np0hgRXcv6J60dV6hiVo2NSz4D6oxFrxsl9+188rzmYk58mJxcH5xKTY+1yctrsMnRuBlcLAXDlGTm5LWoWHkRiR9MDBjapp2XLnJ0cvXFb1QyOTuWyIjOav2/K2a0JhhhSn8xW/S5QFhsyunswpD7ByaFg0aL2cg7OjJzGx1nU5O3AlWkpqJpH2219W9OrWzQyCge6QUu1gRN0a/q0Ctzg/zg99lYUFYgOZeTM5eb3anO1aLlgS5eMUj+sDNRGCGNko5RMjT4inBw1OZhmc/Oamr5rToYjjcrg+0gY7d27y+0GNDJfFwPzxEcKMk6dNsuSw02TMk5uYeGgHALQzRZlLMCnyHOpdkEWJ6HaIRNO0mjs/riWDViqzE6un03HyQEjZ9z9+IRIOvoeQ2Vjp5aBSxcvdic/0ozBV1+VMvm73be//Z3uN7/4BWV70zIeGnwpphwEIgxRes/QHgSeI0rNRsOx8uFmcB+u3EMrxdiZ4uRKJDcQJoxc1wTLYZg9yM/IOGXMPtHJiX4up9Z3chkNRRP4DTEBl5XFrahvjmtCpJl6Exny9Mxcc3JSOkE9RoZ0M+0RZG721K19oDk5DFIkn2KRwqBrdUxfb0GWCahsrHza8rs1ST3N3nIori3h9AKFlZOz0gmIQUFaiQd8j/js+0l9BbYeBs3rbL6qnDX1LFHlcoRszJkknrq41p1H1Zm9j/WARaonntQ+4JoIRFnnNfVoBtrS3ly8rGz4qq6VQI/zqAnIqudAkBkTAkCwgNjznKaObxYBbYuGo9Iqwf2+dpXnwgYw3kcZufbOhfNX1JR+wXCjiUbqxbODM1QsKFOqK2SGyMNRu6O2h+KNszlDKdTC03eZdYjUVZCBDDwtIkYNnTXiYvQo96o+ymFVoFL1/sxyC4QZbdy0dzg7a7Zlo40ph4WDi1JNArpyNKlRNyFviwm0oJDAumVovruf4OQKDt2YzVUWR3Ca0kwaxMPijM3kHeffAku7Pu6WIp311nbELc/4Le4t2rcrqslt737/u19Q3+/0I05ugy9uW+zXCq7kzrCCgZPi5OLgeJy5cLr7qQSaTyiTOyux5gFlcdvU0Ilh3bplXA5udzc2uFOw5JyUiKR/plYCxJjXlh9YkJn+ucHNogSr2IyIMwopGTYJ4SC9JXZMjXhSivW9IKk5uF7kqs1E5GPmZHNy3pgceOoFvnFJ1+tmp3jc/1nfuTWD06IjItQea8mbPdFUEQUKe8/GYrM0wVM3gmLAMNYZpJrxGYEykx0xmJSDKCctSACywaRIKDslhotDg7Z/VxExTEpqSlNTKD0oUtVGWxQ54vjxD5U9XVGEu2gtxcnJGcl87dLvzengUjNDJSIU66FhnJwcnEitwJaVyUEO5DpZS8t+OWFu69/gF2daqNNrD4xPijavM0nzPmuIkcTRvvv2O91f/Ze/6l577bXuf/i3/7b7xje/JVULaRJuE8lIU6IxOlvVS8UHaxJjjTpJI+7oZxiKaIK2e+OjwUdlcDFu3hruTWvZUI/NmDoUUDXEG4xvanI50Om7u2PSxBrEiVaDDXlHNbkb1yxXBcNS8bSvhbVDm3L73A4xW+cF14zLOVADQmAbQhLZXNiV/VaHODTvk4b3BkVIHdeO2KhFQy/axjZY7Zpz3rfryV4ToQcIP7uGtkHUuWpyhrriqbiP6bNL7Y6P1HhizEymgfWre21SBlO1HVVA1AmJy+eKtfcRat2JzgpZXxFWtEloDierZBKEx9Wop5D6LQHY4tIVBQtXBcEzsZx11MgjLdOggmGc3MTklIXH2esrmjqyJiYwcmEEFCrr6bylhuXMS8Q0VFSuSvOSQC3SaJF78+gTZXrmATjbgwEKU3LIDE35dGug8nOk5Pq1uKx7kX56Ti6eLZkwTiupWc/RlfPYCKVHOi2PsiF2QlZgyT35uG0JKsQeqYAl7Os4xAQ/toO+n20f+XMCoEDPDelwMB7HGtZ52a9HbVveUlCC2MN+b10hUWEtI5+ngERfoZCE3YJh+VDwM7JyKO+gb7vNQ5VxdGvdY0dmu+/83uc8PXwjXOlE1s9Yj19DJ+coxml038nR4Hzq3MnutZ+91h1XJoeO5VYxAKHEb9GQw20agrp9Qo3LW+e6+7e2dbdXN2tenBbjvhhpm8bk7LRx9XhwR+yju8gvZZQOfUc4OaKIXsrvehxMH6KxPv3Wzqv1DBVlusVBvaiknoN/B04pOm4ilmY6W6TNJi/GVEVSFS0BbbjXpqX9PFfG1HPDqWtFJJZHsSwdGfH7MuA1Wj49dcTqbF7w7fREWb1COPYmwQGDgn0hmqB0sqCm2e2zRL1Daie4oQh3UfWORRmEJW1CGpgX3YvE+pFVQorgcVeU/PvK4IaG1Kw8NKnNqAGs7l+SKr4QzMERKbODqateAunEZBLLOilzqYK7I8ts0ZB7BC/KWAFZULvD2LGOnmMmA3xaupvvvvNu9/2/+H738ssvdf/dv/7X3de/8S2N3jgiozatGWQ6JI1AUAcJaTEMcTWw4vzJ7CBcVGG/+oGSVaf/zXGCvqc3rhRNDPsVcxA2p24xeoZkcxhuC/LqHsbJhZGKnqJH8Ojnq8CVODmRTggerovZipHBIHiyt3VCF5Rh7/I+d9O7FTi055MKN3fc+rBsjRJ59+noWc/K+t0DCGTUoHEyL4xBgrQY4bj0GFCeZ1h7jTrskAexYswzR879Y864uCeBmJ2la315Tu4Vzt2GUf9Z4JgxQikaxag3J0eQwzgmfpre1ei4uG5LhujAkTYGnStlR7c0CPmeyESBM6nfQNRY9mTprWotQg5qWoxJ2LwQUWjnQMuUe8peYF+vSHN1Wooy2ACyN+4bvXTUbumhpB43OjIhp6jn0VxEXj/zBoUoaEzXygpBVGp8BBrYiptSW1qVnaGlBhgUxi4xajEceWepwWV6g2XOWId+0uYvXY+3RGBgxLILydDLsWUVC3K2o7GzaqQ4+8pHnZ09mt6IiUYWnOizt3kNppukXl97KE6OCywG5cbnfDTDzJt4BEVoiEIyv6igFFxZDjM1cjJejd/S16MKYLkG9HWps+qVo8IjCHhUwTYMy23D65oYPtF95asHPangl+jkenb7v/KLDXe095cbivng794zMs2MJ5E35/uTZ091L//kFQ9MPXfpgpulB3XwNykzGx2Z7Q4feL6bkdLJXTk4YMprl5UFqG9uZOtkt35Lhk3oxR1BEkwK54CwMWGsGa40nPIJmZw3VLtIp/FxdG2v9YgMdbPrQJPJEcHhqNwewCnaYDiqkBuD3o9+vJ1aWu++ukZIcTTogqycnCeEU5tpMYvDlmxCjBXZQGls0nwcNmWcXEGt7l3TukLPRWoL+HJ6etJqJ8jkzM1P+9CyKXFwtzyaftliwosyylwzhxuFE6SnltS/RmSMgxsantRGnHEjLa0IDEPdJoFVaiUelYPSvYyXWVzyFB7c2TPMyZ5KCJseGdiXkGQqO+Vw4pSBKlFh+Ys///Pu5R+91P2r7/5B9/Vvfrs7/PiTgrVmFa2jRcjBQokkPXBDkgvjwYGBHdhi3mS5urluvTCUk6nklDWth2lHF4dHvNKDKnGEvYxOhlJ7y/PCGL3TMjho2WQcZOcomhQTrdowIJ4AV9Ivxz4MQ5b665CIPzt1T+adxQFXhoBCNgdsjeZWoLHU5gJdVkbQLHoLHLKH3UqhN2An37Ir78EGfffIBMDuLQt0Pdhz6rgmJh1kcoGnEDj7gq2XuWsEEBBSuIhCGRJk5Xd4rhj97FkbZWU8XLOdY9v7PD8ZZNpH+F1gTBIPvRrSa5B7BAO6cRm6uR5MM7gniHJAkf6war+TYvKaAKJ7zftFzCDzHDdJGeWy2mVuyHlNWB4MshL7uVo3BnW+2L+ozADbOvvkOvShtjA9l7RwVQLRrdWeQOsy4t1rcn631lq/pLtTUvIo1nWymmrADxwex+SISutUeQjvNUhQHkFq4jOSKZdd6iFFLR00M5nsKr/VzwzLAems4VxNXGplgUKYMi+y3XtnfS2T09+af6AzlIyxcQkKAXD27Rfwq3rv9L4vOLQ0e6nX9Us15RRjI4EraS+J7iuks5DTCKplQzxnUvZk6F538PGJ7rd/5zHNnPulObnc8P9vH5VIbvzrFsETTdIwSqcoNSPBZnhzer9OnjnV/ejVl+TkTncXLl3W7+gQqJelezgko7az+8oXv9ntWzgih9ZpnM6aVMwXxaBUzWjblFRQ1CQpR3dzSYZGzZ13NNsJcgAkhmyFTyaeEHXWhGzXcRpk2YdpwkIqeLImbvM9DuKOHBWwI/TxRyGAGCQ+2DDZD+259PM0GNNM3hrJi3mJc8FYOCLOlVfUXjh3r25IdCRc+7YK8mkxSBQFVBfBY2HjarKEpsv3OE7mzW2X9Be06n1iVyKNBFz4UL+zrt8lq7t27YpH77B+I3JoI8MT+pmo2ZrCPqjRRUP63k5OhplMDlYlNbmtQA0wK+1EKlKMl4hyS9YxxBICHQ4okVwcNNkp/WbDes5Z1VZOHD/e/fQnr3ff/z9xci933/03/73gyu9IsukJGThNglZAc1OROT1SK2LGoZIxojYI6N17JPY6MyO1f708GRdRPlkN9aIepImDo/7m7IdrSbbmqfGNpZiabdM3lf0E8gLuwsHdFlEBNiWkh+yBkIn4/pYcHoxAqO9LEhNmth+Engq2rGIipAEizdT0jJybJL004mh8QkEE6AWKOGbbIkFF4EDDeiAm7ylfM+sWeCps3xZ46f2uMq6GyNlqLgV7eRfamMagtnpk+9wb0QOSYM3K5tiAv+3kmipG66urNoJApRHvDfLQrg/Sl1sOSJGaU3Sv3F3fhwlpGILK4khhHtsuINOGELbeH/1xd7WuHkjrobTo0KrGLLo5BAWYeNRyQCvIElhzHAPv+Ywk6C5euuI1BnFAHxTR5x3zgoclfjAjNSAzVnV/7yhzw/6qDGyyDXDkqjK2G4sPFZjcUzYucttNzQnUoFV+7560LzOyC6QmUymsUNKChtQ2c5+4npp7GHZx4GVne0aYal5hHEylfCFCkQg3mNABS+pspRz0Sba5arY4Izvc1kLA6+G8PBEFSJV/54ya+RoGZqQFqZVlMKzrd0mN27lNiSa7yAYtmST/UevuBVJBDDaWcWIHUyO3aEJrHyH4HhbcnEklQjloWUHcfdvd7vEnprtvfucplVnUlG9lHK6jqpVZqV4Qy+V8LLfaSOr5BX1yn7SE/9iffZKTy9I4rbeT0+bQPriruUJ2cjpYJ0591L348o+6D2TcTktDcQBJHxnUsTEpks8udEcO/0Y3O7UgqPKhtO1uqydOjZ3rikKlabnpnnBezY+7JbWD29qQ6/RZmbFFQ2yK5rk1hKCBK7kAG7bmTLJkqW+FvUiNqzGjWg2ODZBNwpiOjGmh9+SODmNtQr8KN0Mv6mjXrKJEXFV3C47f73HpbWb9EgYLUkj+JsoKXHeko8j04kSIgO0YXMClII3jhE0oSi6woYq49zSVmfobSvm8P7bIhAadTk3hBCbVFwdVO70qOLlbEtFlBlrpN45JIJfH2hrQFNEWU5O5JxJqdh1JEBs1OZXqUDmheJw5VTnEHB4IMn7tDYeliufJQNOXyHuBKYeT49qO4+SO/rT7/p//RffKj15RJvdvun/+NQU6+w7pYIyLJEN/k1h1IicATS2r14n3xuDN/fukSq8+KguHGBph6rOa5NWSUg231b+UZmaMG5E1BJmWvXkbt+pRy/BuiXBDr+BdZXMZKAvzD7UZHF2cHIQifo6TQ/UEJwfzMtFtX2SA14csMal7ASuQuhyOjllytA4wUXorI3eo4Rl6KjJBzqFrOI3gUDRwD6zUvuLa3BMFjOQsIn/TEor2TYBL3iN7rBqCtxUJxazLtMs4i2vQF+uYJv72s+CSzeDVOcu0B+pWPErM2IZUEXx63YC7lXXrnjgaIcNwo7/2dRtMS7RvwWsNoPW4HsHbDqqEHtCPeV+qGVHuIUtIQMMDLVYEvafFtGQ+IpnasNZ1jKnrImGNqXbHvYLYcsdQvKSk1CMK4ekhYtAKoK5ek4bi1TUFeApQ9DuMb4R0hcjEFo3qYtwUji52rWVUWJZHMrnoj7qX0fV8DHUjhNg2ZM9t1IDkzBT83mM46gZaAPn/zck15+ati/34WP2u6n6xT0FcehCp72FYn87mNtTisn9+HqHL1mp9mg2yLBb5I07O+7BliC6x5OHykLI4lIKQ+kJYAvLJtpH73ZGnt3f/4veeVU1u4tPk5LQgvUwOzyOIUZEZslMc4OMfnej+7sUXu3eOHfP036ERBFQ1FmbXARmsA5pCvVeQgmacaT7UTSKsZTkc1d82aW7cVg1L1IhUMS5l9NWzwiHhsFSPEJGVb6abfMOQ6ju5ikbYqCF25NC2YYEu9MdhbXRyHs5pyFIRp3CNwAMN8/DWT0RbWnFVlI4OYxRSiiQQq5MPw+pamyr88ky8F3qxMJIo+NNs62iRFgwFCZsp3LppFyf4UFO/ZTRlDO4/XHWmh+Mi2yQD2aaD7AniOHBlfwwwhJp9777gIKlRMOUad8gBhsk4Pj6t18VbkF1AjtCYo7EZGQvBlir4b5PB2Sohbct4KZPrtwfgUrOxQ4zZCFs2BwhxBvjVkSCQjSBHGT7IA5XJ/eWff7975aVXut/7/e92X/3q1zw4E8btuXNXNGEaavl9O7ml5RXLk80pSz2oUUG7d8kRj1DI1vqxpro1rBH1UEOvQCOq1XnV3B5AnQ0Hxz6JQ8h+yRRvGqHXVpUV6m8ZHkv2tuaJA3FydnBydLc1Sd1OTjPkaKpnrh9ZnMk3rQbjSFs/YLo1hAmCBYSwcXToWOLYqMsO+utMZU421xxdi6I9G6wxcnvUdJ0x70lYbo3KvbHnKSQndBjZny1Y5343wgJ9dL6Hul4IKoab+ZrPODjDlmkNMYmm/W7VlyyZRlbpkUbA7KlfOktg1pz2F/sXFGBCbMqxccmYGRbVfbIebMgqQp7eswAAIABJREFUye6oo2kdBfXC3qWuNyUtwzFNm9+kocqrmi5+8eI5Zx3s6dRGNbcPxRJ9v7CwoKBHY6eaXiP3mvUcVA2StoGrmqOIf3woxxVVnylWQvdZI3o0teDypSVNS7ihdYI8RX8mTeqM6YqTc4uB9kjmD/Z7xjwCCaUafa5aepxcsudS8E+7SgJqX5uC/8rWq85lS8L6c+91j3rathuNxiP2A6JdY2a7v7dYji3IbmhAI+/aUtXZdBmpXY9fH6fXaoa8v49/BAV7lJyS2mHg1B4Pwl83mNXrROAb8hz2ixYRMnZ0VAc1xUSEbskJznf/8l99zo3hn55Mzm8ee0dKg+GB9QVdVHdaC//hiePd3/7wxe6Nt97p3nv/uKLceRmsvYLVnhDEtk+Ghflwm+3k7gpiuC8Hx2y5+2I8jQ9PS+prUl/rNRo7zrw0wzhFe06jb6LX1gzeMrmk3OnnwNjGwWR6QekcfpKTy6DNUGYjlpr6h7PAZoiSFcVpFlRhggCbqGHfGzdPT0PT65VsFKeTIj8pfV+7Ep8KDRdDjoOZmR0XHDOmdZPE1gTsPNS+pXYCKUKOAGJEHD8UbTk9Z3iKkIEzFVHj9FLnS8PzJg+c5SDzoMGXCQBk2FNyooItmb+lugh1OWojwJX9SDbsvH4mF+ddjajcibzXrLUL4roW2KBE+cePn+h+9vrPur/8i780XPmd3/397ktf/m319e10f9PpUxcFWTKjThOn5VhQuuB6JicmBFfuFNGGiQmw7oBUSyg6r5lhs6Y+tBpEBqw2f+x9UllPOQOgTVTqcZA4SmdsDa4syBJYlJ9Tm2NQKtqVzD0jCErgUlBhnMokmYaU8IdHRTzByYkkgeQbUyoIRiCjbMHpWLGE7LwmAtgraK2jZBLYKSw2Q2SNEZxGemq5TVXfVH52W6sVNSfHk7np3HW1vpPzCjk7SJ2a92BikIkN+V3XOTGcLZIP8SksRDs6nJzrayjyBNoHqiYbnNL9YQIAz4MjZWYh9XTiTM8z0/u4Jah3TWuJg8PRkc0pVNHaM4yWobSLHniKBmgpw4AyjE8gQC60QUQHaqiee2dHzf5n1tyip4wbglSD+DahFOhd3la2viJoflHKSZBP1iQugRYmsL0l17Tf2CsEyXzPWvYgScoLDbbMJBEyub5oO+uMk2P/3FIWWeo0RQSJGHff0ZkoVPCm11UOEqfVa4kqy9HPJLMHksHX+QqsmAA6dcEE9kGukqPVffP3Rjeqt65fX/u4k+uTVMLKbJsrL9Q+SrYwDPHMziy1m+rZxebgvIcVwFNnnZweUCY32/3O1w5JFUg6pJ8KuDJuPatpCIhUWsZGWCyKJ/QEffDh8e4Hf/fD7qc/e6t7+533VS/aJ2jqsGabPelR9ufPL4k1JVUJ4eUP7mkzqLWA5u919bxMjau2IQhtsyjlYPpbmgJ4qXdXRJGse4OTK+o4t9sF12IuRk4r4r0R8/15J8c06gxOxMn5qfUeTQ5puHeK85XO597bGPF8+iZNtH16t7edGZdNBYIjJAo0js41ucaOIpImozMRQI4OqHBYNYr9ByU+u39Oa6fC/HScOwbulpQcgPOIXq3Mr2uC8UfvFsymUSDC6QmTNaIPKCOirOSWapu3lR2Xk1vXxHVVL2SIqdWNq4lTSu7MBKNB9+ecXEg8ce7UFpuRMfs0MAmRe95/IGI3hwqnR5LshJzcGz97o/vL78vJKZP7xjd/t/vNF76k7HLGdbEzcnJQzdHRhDm3LIgK4gOQ0/bZGT2mFRzROzXWzc4FFiPbIZuDvIgRNh3ctQKi7LY3DVfGySUiDoRpJydWHcy6ODnWJzW5erh5uYllOwNRTY5Mzk4OpiORMTCNDZdaO+TkkskxrJPgYSROTnAlXzNF3BM09KCmCivT8KWVNIAMmdkHc7RPOWdxOV+0DSQAy2BeQ+RkSN7nySqTRQTGDykjaiiVyRkot3VMxO7pz1rDzHzL71o8mGtsRs31WH2DIzAUh+SVp3Wofk3TvPo077n9RbMLZwUvz07YuPG8GH4yP+QcrAdrUg/jiSQ+rj1OLW5dLOA1Ddy8fu28Mml6D+8rsJvt9u7fr+BITo2J9Qp0xgQ/0mjMXvPIpZTE2iGkXUYtBM7kqMnJGemBsPeyam/U33Bu9yQs0Smw8xgkabdakFkYOCQUAiKcHDxR76GWjQWW9wa3zft5J6f3KZbuKrMu7WMqMKSWl4kbrL9hUOyI92zutzNkbJSzhf5H7Fs/I+zVznxT+jAjf2XbawfYn7TCTwuBKTtmCS7X6Kr96pGX9NPmuRKkloOrUk3V+gKHpo/1HjMw2xzM6n+MyEVIc2MinMGYnZ6VAMWRqe7Lv7UgxRM14X86nZwWBpgKI8hDb/N9O7kXu5+8/lb35lvvdwcOHJGc1DMag35IEe6sIver2pTq7RLBhJlQA2otAK5cl/LFiAgRw3psVUGYvhgksjIeI1FLT+bINbm+k3MtAqtHBkY9w31xRBqpn2QoYVTYuciNxBNHzDg5pJ1kSApeiH4k9ONmIL2T+4VpZzIYBTM0W/9b608pFpa3fiO8RLRXQrVsOiAo4ddEwmQ86VuiRw0nN6DRODu6hf3M0hL8MqufqX8NXUnqdavKem7cAOLRARNh44Jgnhs3rlovcloObqckvoiukaKCuLCmiHt5SW0FInY8uM+AU6lHqD9O9A05DObM0ZcEUQL4R8YWlRM9XC9so3RMD2+MVT5bg26DQTZ87XpGmlwtCtygMJzcW2++KSf3f3cvycl9/Wvf6p5//jfdI0fx/9oVKZfLMLkxXJDlqhxy6hYMxFQNRo5yVBnSjBRddmlS+szsqLU1yQYY64FwuqGqFnw5K2ZrtYwOpxbh56h5YMiox0X1pMGVdmrU5RBkXnXvYc/hbXByt5G/bxA4hzqDYbeadIKjIytG8QStRFiXZHI4PTISB0T6622C2KwmIksf1ZRW+1RG5WjZmVZr7uV7fZRij7M516uq9SGBWPqnmpMzGaYmGKQXL//SDCXZnL40AYDrB5KzqkcTDPdrExDmjxwYkJQVAUXrTBZHhovIMijC7OyUHJQCJr03yC3Ajfw+8l6o1S/duOEaHiop7qESFI+Do1/u0sWTuv47av6WYoxqbAQF7EfqzR4Xo+vh9ThjtMP0zpsujHNL207EtpHn2qzyh6BO9V7eNmNX+0isbuD5wYEx3f+MdkpWxXtG0UVnwiSZwL4+s8C7GyBlfrZx/FYyOfoAyVDT8kAmWMGDM3XX8rPmfO49X7sPWM5YzEc/eoE8f+TtENtnH9Myq+YK7ZBCFGkQIshTy8At/Kwb58AI5rjWr+rpG1+x7yxbkFpO3vuyzcFzW1Dr8wUl42tLuuVn4RJwOXFyKNQQzIyMPewOH5nuvv6txyXA/anK5LzmuVXAVNwseej/h7s3f+4ru679LkkAxERiJAjOM9lzt9qSLLdkSZZsP8lPTlmusuvlpVL5D5MfUkmeLVc9+VmjLavnJptkcyY4YAYBYiLArM9a53zvt1ttPzuJHbfRugIIfIf7vfecPay99tpW1tLvrl6/0fz4r+Xk3v2w+eDD680LL77RvPrqV1QQVvO3FAxu3xItWJncrrKJPcBmwsefY3xl8HqFl/cKJ+8VlGB6trX/cFCJyN0w7YiUN09NLvAi9QWoxRBJcuHNUCySQ9yBChdwUzEUvFZ6rkI/r9EOr4/hYGOxWauoc8uqaiO2zDCLk4uYcJHJIesrpxk2JsoUqNP3eeHx2E3VNCCXoJyxV9ePVgEo8/3K5KalyD59RAMIBVeOT6impum6TN6FiUaUurwMFBOixsOHM25SBtIZ0zEu1RMwcpqXIVNsKaN7KhiQ4vxzBRW7qn0+UwatqU86pzEZYWpzODl65ZLJdZwcJddCjiHTjAMJo7IyLZ3JkUmUfiEWO31uZJawrnBy77+Hk/srZ3K/9x05uTfi5HYUYS8s6Dqrqfc5RkoOiRly1FNC2wb6zBgRGoSnj0qkV8MxJ6VwPiBolWGNHrekVeQaE9lIESLGydV5dKF3B4rBGdOgjJMDVkPnMKQTBQRmUzJ1YLXj5MjkOJZVT4I88Uz9XpFiyxwy1mmcnOqbgixRlkGY2EEN8lafcnKCo9GcRGRZzps6XFV3gancYQObIIJodhwgWRtrC0NlxAEpMno0tT4NSZeBnakgJEBIdha9zMzbq3TxktBhOF3HYVJA3q8qbPDvTn8nDs4H2XqCCchTEHLWpeKwoZE7k5r7xtzDQX0mnBznBUkFR7qhawppZ4cWGa1LNA6VcykAE1v1ybxaBGbs+E6fPqXMTf2w+rwHlL2NiHzEZ4N4gpNkL/J7MuCos8TJAW1yrcnWKH8sLqBQo5qh7v8+BU4wi1lriDhTo6NlJcNuVRsUKQ6YfIvRS0XPttqJbqUTIzO1pmUnECfH65AN+ro4w0yNNsIJBSovdqBOC+84leLk2mwtYYj3U4GMq6ENTFmMbglaasptJ0dN3P2TNNiHiVvrxg6qywHXs9YK82bF3XWcZQL5eh4pSWTPpx4aqDLTzatjpX2ojGPyczO4l/u8r3ezufjiWPNHf/yyanL/Joknnwkx4tbarLmm1vyOmg1Rn65anNxPm/fe/1gyTjebN7/89eYrX/1dLQbJSGmi7/17ErmVAPMetRTsERECB7dX3+Xi1I2gn1Uz6lF0tc8K793yRzWNdxxq6C/qBok8I/2V3q1M32WWUyix1mqTBfANBoIpTq4K5kaLMvh1bXqEdODJwV3EkgRTXf0zJW2AyeQ0HgZWcXY2PF4IuWRIClm6ypFXFibtF1H2oB9Ko4Y06gZ5xqEDqmcdIEPYL7iScTtS9NR0gINSFEGeCMp9pbszBmZLETUMS0gjz9SHBEGF7I4sG71LGpaZc7ZPxB7lhboeuu76vm/viH4PGw2yhPoYD8gR04htYWaOZHB8TJwH/TAerSJomqPSe3UH9CGjtsDvgSoH5TDB5T/Renj77Q+cyf3iF79s/uAPvt989cu/I0hjTNn7XsHXiuiXgL+INLnnzKtK8GFjpuvIFQT6HCm1H+o/6cOR81eWx3FQxIdBZaOcc54beGtL18tFdxfqwsRF35AszrqV1FUEp6X+hrpJdXLK7GSg1+T0UNBfEzOQQaFbauRkbXFOzBOkH+6gnNvIwTGdn0gyyuasrFEcHX/H0XUITTo5rhukDVpMaOB2w3aBhFkfVSt0YFCOkHmDwOWGzERGoZdQBh8ZqqjgB5IOyzcG2I7LECjPl9KQRymlRuQ9YGeV62IR4lIvSgYXRm0IKcxbLNlcbdPQ2qUODFyJ3BxEA5wchzU09dxNRuqY/VOcgwzjNiOMdGyrEXxb06Q3N5/onBH03lSAMCQnx7iiCWfsZLo4mafKuFcFK8/PzxvmH9dgYFirXI+YU1CD1BSfriInR8sAjFhKAuwtUACpJ9EILluxqIAKFGlNf1/Xa0fDVYpLCnjo06wTB9pBtZUd/VkIMbByRnwpCLGkWO15w+DHbhmitlMqLMhOjQtbU2v8cWB1LiLPyTTvtAlkZFeBp0uW1Xkszow0A0jbTihqQSa28Bdn+KUmRyZHOMj97/py6IPtdu0urPNP/Z0/+ym8IvYtgX8eF9vPxzKy48ApdtRs7+crmic31vzpn70pAQuRgf7twZWf4+Q62XVdYjVxLotOV+PqtZvNf/3rn2ny743mxq0ZjT7/ZvNVHYua6LugIvDDB8vuWekRjABcSQbXowyuT8atEQVYGmHus0k9rvRUsFBq1BGwpRw4uURVGS4ZaaQKKaUgmxYBosLaq2YYUguGxcALU1ezM8IRUmjWf0T3DDGtqhtpUC0U+rqAHemA5bdtBLWtwAV3bjZZjp7KlGgg09p7AlyBYQMSRM2bNoy9qmWZYYnUkdhJB0dhrQF50RsmyrVaCiIanH4+O0jaDeQwqYfIrGuDz7sxfHNzLVJJEnOmBoT8FPAgwQY1uee7cmg9Y2ZZDkgxArLH0EGcnK59gU8RbK/qMWRytTmdDLRe22ycEIBCAUesFcFnOWbh8tXJ/QXEE2Vy3//+D5rf+Z1vNocmjvhcPrmuIbAarYTyCWQABuRWBRsckNVTih4jTny/PtMAzesQGJQBeDq6Dsg6IyNMoMagc0/CtoymYQIdowG6Fx2leghHSETJWTzVvcbRrYjdyUwyHBwalkCXOLl1TXjgmsJgpdDOusKBMEMOx4Z02rikvRBp7oGxh5NTcIGT2y8IzvU3qOOcmE7EhA+xQhnKy9gl1gJrwhMOgHoJFJRd49xNdtE7VvmpDlypde3mdWXpnqRAnbZI1LGuYXYCn9a5aVVRv07scLDHmsfJVbSDn7X+afpmfRGL1QZ7sjn3adWanA2enM+kJtOPK4OFbCGjR+0SJ+dWo6SBnvKwpZpcrwI5grktOTt0K2FXIkd3SMOBIRmh6IOyDU55XUzZp6rTLut+8Hojo4KDdb1S6sq+rW0uSxq4vMLQZVpDFAAQdLNuEIomEOY05mbXRVJZa5aU7YGEWPJLCAKQN9JyQJiBFUs9s6A0nzX8sYzYpAh0W+mI7BDnC2RYnJzVShxY1ywtfsGOqZMNtU4uI5UoKWCvMvaG9942ASk/81WF5Z2x8VrUygjGcWQuI/A+xSaXrNABPLu0ON2axdVANUFPW7drGZVxZNTbqL/GEYKE5bPWOrwdXW5LySq1BnYXNfV9ovmz//GrzcnTRbsSmLwLQm89SWmx7/iYcpVbw0/jfXHzn+Ob/j/7lc+oy8H53iVa8G/lmK5eu9X81x//TO0DNHIuNV96863mDR2PoPE+XLZBoxjcK5x8L05O9SEc3ECvmn6JFpEL8kZj49UaWGFYBpi2EQyGXv7t3yZqqur1lazCDcKIEfVWodUoaReHViDH6uQs46WFUqfpEt3XjC5irJxTaQgv0bGjIEdCWYgY1NDWq/NsiSd2iERmNHvrIdTPYE8+U48bTo7WAZoq0fYjc0NTstmjWpAbLTHINMxuCJ4cUS1k3Pg3Db/pr5PBW13Q+255jAmZz5hgJCJ/IMsFNYMT6W6I3bq7w4iSQ+5fHBmdVCYnCFDZHAbWMJkVDIArKWajcMC1JYMjk8PJlb45b7pIn3FdcXJ8pgE5OYzXjU9uNu++/b765CTrJXblH/3xnzTf+tZ31QN3XnBlT/P+uxLyvj3bzM6umNYNhNRxUGBOuobDOjeMGcNhgWJ5fyCuATm6YWWfODrIKTSfA9cOKgPCtjjc6XJ2hvxkAIF5yeb4ClTNIMo0gK/IoC4JHiOTf4o4M5kc0JycXLI4YGayWNQ/0HdUn5gcGTAl2qAHpRGaTI7sOQ4OGnyKFhjTOLkoi0gVx8SjaJRiroQJpJ7pukacHM7G2q0dxCF1RhCEQNG676WRPeo9qMNnKjc9e2TydfYhBty71pkh6xXjVOB8Akv2UDFWmeeQ/2rgQcCGw6LtwvdC5zwiaa6DktXyfnUGEYO7Y8k0mq9RtdGkAQWOx46JUKXex80tanq6rpui9gvJwLGNjwumn5aurTJzPrvvjRwrexFjSmbLaCFPsjJy1Drg2UfSxZzPCCQ7PhrUHZgl4EGdbnZ2UzZoQ+USRifRasPfCNDI9FL/r72KnYDYSkh8zs9+BU3iOZ5R1+XknMlR62SOYMmcYrtLRuhgKxNJai251gEjQl4Y4sWmIHdWSyG8Ss3K84p6b9ChEmjXSSufR2IxXGn8ERvbwqP5ZDVb/bSXyeBpoHL6cGGft0SXWnpJuxYOtLyuzSSC3MvNS69ONv/pf/qayHTjX6RMjkVcqPQhDwX28KfsFbvyTvPjH/+8uXt/XrTrDQ3qfEMTYl9X7WhJgsGSnGJWnCR16FfZK0o7R59EU/slGgzdnd44ZIGKi0jAoRvC4rUAqyGnROQU2zs+1xs1UYIzQAvTxrZgwFAJyIj7GGNncsAJLEL3rbBQMo23sp/YXBi+qlLSatvlZua5tRcu7MpEuywYn3hgUG2yfUWOqOpcPgNOlbGkz21HPSbbclBEuBzAcNTmxtUnRy1u5/lTp/8IoXphCbIaU7M0hn1IzqRfGQ7Q25oGqs49vqcFuabXiIbcsLIzMhQMO7UKFEaaXWBLZnRNyJiEfDIgRzIoyJMMwpBHcXI0eWIs0EbGCVM7JKrL9zj9nnJdo/0ZiR8yKoZi3rhx0+zKv/g//otlvf7jD37YfFt1uUsXX9D9GGo+vvywuXn9oUYEae6dZssBVwZWpLAP8UfAqpwEl9pqIzD6aJdAQkgHfXJkPCOSO6OBfEpTGqhPDkoUnPoQAYtrJzpgUyLdhaoKMF8NQjCmBEIEM8zgW9IRxZM4OmbKUX8ii+M+VCcHexKHxtSBgX5aPo41oyMQf+L8+iyEIAcIc8hoAV4uEauFkksbSSZ0420CA9ffm4kp44/Tq0Mzi4Uq8LrOW0QdWLe0PeDocN5uaCeo0/kNqnEaWTzX/4oCSwLFMHZNiLVzq9lcInJdaPfD2mkErwpxx3JdGUlEEzJrBSidESuu0UOCKOQEEx70WEQWUEjhOHnisEhoUrrZVLa8QfvAogM8AqshwbqQTsIMJcOiRzDZCeeBwICzS8+kM0ZmGL5fwcSTFTV/C7JEs9RCAW5UDoTroElPeaK2pZXlZzrYD/Sb4ui5L3Fyzsw69ftAkpVeH0fQ/YWdwTH25j1cF20zuQ4zk+vWlfXUn7sZ4232R9klgszdgsoObkqZI+awPS9nYCZDxS6jGhOJwApX1qSEu+5qd5ZQeZ0uiMx7t2aAvt8+7zDUn6mcgp3yRIsCSVYnV5vOK9iWsIj79qR5+bVDzX/6z7/dnDzzRcnk/MmJjtPgudcZRGox7pEUJPbJjXvNX//1L+XQKEw3WtDnmiPTZ5XVqXVAcCUsSth0O8rgIJ309mgDapxGn5hO24iuMoSwslhS6fbFZsODr1NYt5OLvSjF8K7LW52cqbo4OaBHbXwavT/j5JK10QYQ8gifo23WDF02M5W62JPO5vKV7DWLoUZC9ZyqKLDZXzIMGELqhvm9IqPSRsA5MkLeiicaPQJUSWQ8Jjmrw9Pqv1J/2M6uVGFUu8h07tQgR0YEEcmwH5AThGkILX5+bl5O5YrgnVk9ll48oC/V8FxrklGiERwN0YFDCizGde00g05koL2qTQxIrQN2237VgAxZwqwkGkaiB7q+HArDLe3cnM0la7NT45x03UMjTpsBGciQnZxaCCCeSNbrlz/5WfP9H/xJ821NIXjtlVc0xXyyuXdnvbn28UzzoUhK60wkUGQNtIoBgd4PNJc5VzTxy9Fb7ozrzXlwv6KqPyCndnDkgDKBqUyRVgCA86P30Kr1yuCqVBeNxhAZCsDidQTcZyenTG5ZTo6fMc6ufaKEojrSM92j3efJ5IhaPU+u9CACsx4+LCenKQ9MVOgli1OtE21FjHfMSr6wzynOx9nxegQwhq/5nQk0wI04ODlS1Uk9eshrO5lKoZHIqGHYaC9BnkzsULVgmFXL5pNJ69M52MlZdSU9em5/seZpoPTAbmkZ8KFn7mgvPte1dw8dJ+XAMq0Ede4e5zeo+YbUXgnKKgMv9iEMPOpwmyL1MJoH3QOa+6eUyT2Vg3vqHjmRUhQ4UKNMqSDwP/vuiRiclA1oJ0HWi/3PdYSxSajQoxrgmK735MS0a/zPd/oUwKCUovYBXYfMlgPhCOpjB6ifEXeuMwW5fjviBaTnNiUPu4NiR3z9K5upcwf5gWwN4lF/Bw43nEgQg00BZiy241OzKF2Px55lYkS3eklVq0mShUEttb94pI6zTEBe63R1gklOjgn3OLraI1f7fb3uOLoStdoTnGcGNmVBVEdsp11gSk9LseBHeWyxY7U8ExQnttDOVLaip2e9eUVO7s//85e/QHBluck7unksYBpcK7TH/d0nQ37j5v3mb/7m75vZOWoYKOcfkrE5JAiI4r4Ko4IpYfg9lUGjFkffira0mr91aZzBgUPEiyUyrFlj7eMp6aPDkfKzC8Bxev4q0UbNNLLIyERiHHBeNZODiECklBYCZXslk6sMp47oqp7X3vyStQEnlOg8CHhZSkXs1UahjHOBUg4LLHCqjpppysBtPVNkLEUTQ5JaHNDkyeImpyRMK+OxvrlsyS4TQUoGmWZwIDtYdDAul3TNHzV371yXQ19xvx0TBYiwITgAXfWLZLK/94Ai82F91j5NZSeoUNSsBlo33spxxrCmLmfZJzk6oEoIMTCmqPvF0cXJuXeubEY3gmPAdZ6wB8mmbtrJqU/u/8TJ/bz5/e/9UfPNb3+nee3VN6R+M636iIZh3ppVRndbxACgwQ3Ml40OIsrAi3VkSbQ09dYml2gNKjiI409GQaRP3QbYC0r6iDI6lOlZTmxGnFsIRTjPbEovNa0NMn2MN2N1cHR1PTgboU9NDg75qed7OD+cfAIsryvBrL2aXTY1dVTBx6SuFyQgIDcp1qgmhtxXXVdOQHwPuW5hqmI8gII69U+cnCFjGJaFZWnIspKe4pQwUhYkKJJS1KKQR1vV50QHdEsBlpmnJh5p/bltITR89k7aPthHBaYEmNAzcHS7aufYlQOo2pd8Vk9ud6aI1upTC3CPqm1lSP2VEIEqFI9oMdncM6B1Cxis+JqxLg6ALmhdIudFKwHBGPU/oEiyUUZD8YVjYZo4To7aIs7Go2D0edMzWOvsiDaLTCXoe0fygDgs2mQsBOBOPUhWOHUC2ZB3SuzsAIVMbk0KONTl9tjRlWDE2Q4EIe5tFHXar+BMmWGo9/Tr1vE2xckBB3c5uUp+qllP+iUJemNLcm9hCWNTEwhVGwQc2a2qRLaJ84qMGHlcSGBWyynqKPZXdlK1dlayAtvVIE2tzconS9ZWiHGVU8C4qyIcT4E20GQVI8jzqkhGqxYD8QYC2kbziuDKH/75l9T/+G9S8eQz97Xrn9ywZ/j8AAAgAElEQVQ8nBwbEINtqr0+O9nKzVsPm5/89G0tVsSBRVffUbO3DgXDiu56xYKb0PLYL0X8VUV2/TJ0Ey5sI+UFpLJfjiADGAN91DS9Rndxg8lm6sDMGpnG31RGEjci+LFhJR0V8qnjI8jsWDyR9YpmYYeB5pteBHT1uoY2ywZIDa6dOFDLocG5c4YYPyJlj76Q8UnvFHBLpIL6ZJAx2kRKG6r1PJXeJLUJnAcOblw0eZQ+MAYrIpM8kyPsQLB6m0p7JwJmsS4sPJROn+qgD+/oHDadCU5YOeWAWGuHPZF7SAonKEIQfCwubDa3b8wrKtbdQOILYWE7OaA2VDOSTfig702N16Z/yxHjjBmtUSnvnYjQzeLJRIhUcTpxcu83P2IKwU9/1vyexux8/Xe/3bz6ym81U4eOK3vf1zx+sNLcuPZA5z4vGaaFKGzIB6Fij3I8gQIbGN1CnBnXAaeAVl7NLG3SFMRgPKCiM1yWmiUOj3vKPcPJAd2GKJTs2/R8oExD06icQDSBYJIMPlRsMnmySL3fPmDOwLImgOjeMqGaOWXj44cFt01YWQPaOiN3hoqTs4al+6cKlF6MBa+DYhCfxWruBcbEybnnqepL8t2BTSAtO03YQF6nxdggWaaMHvbtskQD1nBIyvKAyp3NeUYcw1zj5NIsD4GjQv1kmFS3yeQoHSjjoEZryLdIqblGHfmmEWXOEEaG0D0VmkCdkMCOx5MyUYNbdY1TIuzUarWOWD+onVA7HR0bdN2WjB9oe3FxUZn/bRt/2gXWBU+TCdI2gGG3hJ7r3mro171aETpBSwDHxppsiNi6fQriuPYDqpECIXsCPQwqOznaLco0Bl1DJhtAOJmbZ1Auwg1BidIulC/PqWPx1y/7QDxQDmD1OLlWDKLCiXV+JWWOWlOrwhEEgd2ZXLU7CYZScqnTTbaYLFDaAMzM1fmw5z07DnhY19bPN5szQUr3+cZZFtZjYdRWZ9tSOQokWmt7ZolHm5Iaq1WPWKtlLFgQm9pLx32lLBNRjJDiVOncv9m8/MpE8z/86avNsZNfmBaCEh0UZhDGhvudGVfsm77mlpzcz372vgwFBnJEixFqrxhtah/YElS5X9kEsjvb2kRkcODpXizaoDg4HAHhNdFgByMmKioQRhKmFMpbaCHNnZxM8ONAJVlk1G8wCqUZvFNwTWRspXT61gRnAmkGC+ezxFlFxTsF7NYBZtFEdqlAqiXyq0YHjN5sNzdK42gD+4RBlUg9XATgC15HOLqV/DUkUvAPxwHR4qmtYQRxhlEeyWKMscS4AEGpYVaZIMoRT55ItV0Q5aQc3OjYkDUCB5GbEuSzvPRUzu2JGK4axSMnt73BsM1RPe6wI302CQoTB6SAQvDLRktTt342bImBwEHQf7eWLANDW1o5vP2dYAPPwoLc71E7H37wQfOj/0JN7meqx32neesb31Qm96Ya10+4hWRZAdEDKeHM3JttZu4/Euy6pHMVO1RQ9l71TRpucq0TR0sdhnsZEgyBAbp5hOdcT+71IBmGiDnAlxhLHAP3DtIOGVxmhIX5hpOrUwdgWFZyEYQThqfi/BAYZh4a8G//AAuQtVVp/BhdbiREERlXCV8PqfdwSAgFKIXny3lmnyBhfYcdCgQYckFGlWTiBPe3wphpxHdQE39k52cyQ9GaZOIHn4s17/VakAZaTIDjViVdtiZFjlURU8jmaEz3NA+cG9kru8jwfX6XTCCTCnoh+UgWa0uKNO6Zo45t0g7KOYJsBV2xFg+IuTuqzBkpOqvPoI6vPdFHxiUDvCY5NHoLUTqxUr2ytSExhAdEitoy/Ku2GfqpgGa1znAA9C0elJQXWpVW36GlxVlsgsZIaOHMn6l2uqm1vKA1My/9UzFN1UJAVgd0TO8nDo6aWcgrz7wuDqj2TOYIo5V18Ex14IUFMmAg0iAvtWbPegbexcmG0ZjsOU4s0CdC0K7B2wwk2qhtSKnR4+CSdVmlqDhqBzAgS4UNaUIInyw30/uow9rGkdnxBr7kSHBGmSjOtTOIl31boc1ijIxkOTjoaltwNhdnnszeDy7ZY2GLOyigHQMR5vJ311wLtBl377+Z6RkqbqB42Qqc3Is4uR++LidXM7mCZJSUoQs9zbmUw//4zNe/Druy3gSHO1wgbkhNfUmhNWrn1qPmb395WUaXxTwlYyXWkwzq6hNqIkTbDDaEQJLoqkKUAImwwPp1VOw4xOlchtxUooruS5FoKoonqjXAQIOYYShD2aWjHzZkHFQIj2EYmUXFZnS2FtYiTi7wZKIRFlqLmWdRuj5RvjI/ru2PCaad59Q5dbVelwUax4GtqUYsCgUxZBhSw1bIYsmxHBBpBMMQOxSnH4ghNUoYaFXoeY+MBeN26DtiGCVDJKHZ98HWxEXqM969M9Pcu/eweTiz4J7F4cEp9XdNKWM8bGPHOSOlxFHHfWCcgC5xKhgkKOBMAt+WELRhUE8IDlGkBpAsdpwNc+o8NFWTwX/0l3Fy3/q932ve+vo3mtdff7M5On1c919apjqXpcXN5oHEmu/deajn3G8ePJhVczF9fMOupWC8keLi3iEKDOsT3B8HZyfntZjr6/otRBprSUKmSW0rRAsN64TWL6efGim0c9oF1BOnLC+ajr2uywFbkjHTGgGs1ifVmeFhPqugTSl94Eyoh9HKx+BX1jWMyoMSwz4wnMkPrGlqYQgPwxIdlHwagUmySIIrRsuoflrG1WRuX5xa8T92iKwdE1JoPSDTdrN39FC9IypkrP1BJvxUDspOblUwq4M2katYmwSMVtSnfQWB5FZQgXtOcLJfx4ZKCxw26nqee7e0p2BJ7tNaRF5tSFDwAU0DINvnfuDMduS09+sz7MrhrcrJMUNun16gn9YPCEJq8xjSNVhampUjZjZflFA6g2gV6I6NqblcWfgBreFhiT/3UydmUByfsRjHpxIQWF7Rmr79uLl586EmDSizW4RwkV5LhMdp76DeSG8h5DMUgSbFNu6zIk/KDyj5Cen3jDnqd2anehBynEeCiajItKzGBBa7gjpLy+Tn2WSvx4i7VycXdMCtG2W9Rmsyzo7363aw1clFUq+gSfqBe2gkqRDoqpNLHTEOshJPEhR3ObnC6GwzuATw3Y7OobcRjNRGsaElNyhkiCJ/VkpJ0UINKgXKARubYLi3b7N54eVJObk3mmMncHLY1dpC0J1u5vL9Yw7Of9dJf9Ypfv6F/3/5W79Nl5ML5mt/TtJs2a6///vriozAZUc8tHBhflMZBsVemqKJrgRJpns8kbN9pVh0Mj4DqmWUbUtsmvcqzrViye3lCHSZSDR3t4UriyApDgfHV6MYztROrtCmS3ZF71yHRembl4VS63d+JxugGsmxeCoBJouiwphkcQ7IHJ1VDDwN4DgAnBxECYyw6fGeW4VckmCTAltSZ5s+Ioq/GI8bnsNFb1+GsSJ3ZVUX/c4fW69HDxl9adNHEbOFBLCp6y6H9vCu2XBAzIgfAwGOj01bgWZg/7hZrtQl/B+BAJ9b15EMJPAgUBwOmm1JpC71eb0X0xF6qd/JgdjQM3rJWULUEcgyyOTuaq7g5csfNX/1l5pCoBFM35aT+/o3vtG88cabIiQddy1WdlEBkHQ4lWXOadL5jU/uaB3NGEqij4nzc3M32b/uFxAS/VmBspJtRq0jUW60IBUE6PwhK1hCS9cs9yj9kUTo/eiC6YssnplyFaYkOGIiOCLNFoFGfs0KLvTGQRcX8xJJK31unG8yOfraGO6ZAZ9AZjg866bqBtHfRSaBY4AQk2saRxf4E5mwODfXXv29wECuhRAgVkZmhS1xXAl7au8U9w8nxzihdY8SAgVIUMd6rUxS+gOxiIbYk37bEUbPUiogzNvTwV5LRoKxI6tVTZJ6i677Aa1NlGiMSmh9rIsoQi/cHtYlemr6bIz8qS0d+YwESxI8QCtVzFjWOdnsihyi1WbEfGXNsfaQmoPYgsMjYxxU0IRjJ6NHzWZTSiWzj9YVtK2qNeCJJw6sq74GtAo8y3R2lIYyuLbQ+mnd8PQP1hWKJdp3KqWQ0aGek97Kopoku1EnRtTeOUO9dvpsfj3H9z4x1qe+AnLFIRVZuXYsV5n3JpvUgZ7d/BebU21JS3qL2LydmDPAEpwXR2wn13ohPzZ2Ou8fh1ftT9vPV21rtWklmSwfI8lLW0ssfXq1ple+k3Vk1A7WOmsZJ7dPJDpqcji5P/6TL31xnVzNUlzYxcnJcd2/vyjK+G1FwtRSBtS7gmIBOotEU9XJJfr3ris3g+8DWphkctWJdTu5ynaqjLhuR8fvvM7sEJOGd3pQ9BtP/WbhlkVhg+7Itxb3KVgnaqnRU2VEuamVRcRZlWi5s6A6tY1kSp0s0n01gZdqRljPCeOM0ez3YFCp7asO5ohc50ydY1P1uW3qbzIGx45P28mtSIcS3cRArxhbqazLmNCrZIjONG4NlRQ0OTEFxAf8gnCtanQP7jq6w3iRBcMGOzJ9Uu97SBG2xprIkK2saFKzDMGgDMsqyh/Kakak4sEMLzIeICyiNCJuGIYYKJTnLUWlF6c2ZRknw7/AZYwsoiF8oLmrIbpXrlwuTu7ncnLfar5hJ/clncex1N8Y5WJjQ7b/TJH53ea2CExLS8yaQ+wXNi4GheuZZl2yK+qo1P4gy2TIa7Js64XqcTjqYcYIycFwVMIBa41zhd6PbWB0jJvBBU8yLiTECmVwCvMJbLi+tEQYlhP7FUMPhd7qIx4HBXGDqQvIeumaiYRCjc4jXEx6UEuIDHSYiGo3QEJN2QlZshFEF/KLk3MNLg6uEm0caLnuUtiulvuKwavEAiuquPYEyUYOR04OLVDOkUWylyZjQ+xygKXFoN03Xtx2crQ/cN6+J6LY41DC5iO7SfO3s3q9FcQTHJ0zOZ3bpq7JtgK1XRyhHs/IlUGP4hHDkxmFiuStYanPyqxBskCyKpwnhB9GGiE2HtktHHIYp6PSBYVQBImICeCGX5X6cq6rgiiXF3c0TueJjlXZGxr4qRuTlXKtYQwrWFOg4ynw+uyuO8uRpqke4k7gZj63MzS9uWvppX3BqEbdy9wtOy4eSJBenFwHx6iurg3OkxVV5xVnAQuSwLpqWtZ2JmxLIM6W2V2nEIS0VnR6caB2XLGhfreS4QU2tCUsfqwNtGOHquPLOWbSgl8gZrXz5ZSwE7hafcgOs3x2O1MCT16D1wrrOrVl2SqcnObJ/btzckRUV648UF0FFfBGePeWFh4qHanJUWNxT4qbt9E2SfrK0YPiQKmtda51yeRSjygU39JoXR2eL69vOAanODkcWukfqezK6LwlwqlfxrJ1k2t63q02HtgxGWGdEM5NrtGvySx2Hq2Tq6y8mnVyzu7vKxisa2/UYEySSKTKImOxYPQgfWwLCsOpTB5Ss7ces/xEVGs3IwOn4mgUoVs5/6mo/4GMDh+ZdH/d7Pw9OcU5GbhVGQQaqfua48eONieOH1MAAVTco/uCXBUbPkQFGHnDYgBCu19cWtaxJGq22IlqbD4oJ7xfdVKcCkQgDDKZyAHBSNZQrDUuEyICF0PwwImQudy7f6e5evVy86O/qHDlN5uvf10CAa+/oZqcVE9wFJJVIuNAMBeNwQczgi3vPmquX7+toOmxPjcbi+wrCACOkd3IfYh+ZKBq/sOQJ+JlKCfQIaLJaF2WhmwyE99PYE0CKiArEReUmWXUDu0FcXQ0n+c9qH2iN5kpCNwDCCwI9FLrMfVcB+dO31Z1cNSDnAnpnPoFO5PReP5d6e3D8fG6yNeR1aWlgKCl6nDGeRiFKAgABsXqMzIqrunawNEzqMZjN3qnL5BgYbOMpuFaWPNRNojMkyCG683+g1qfPleuGc3NODllyozY8fgapJwwzJk4gCEL3A4pg6ya1y51M1TomS2m9bsL+qDvzPqDCDQ5OSiSyqBrq1V9JlBaSA1cA+p6fX27HoO0ojmTc/OPld0vqP6bZmxm9Q3QEqFrfFAyauNjk7oAEFLi6JYWthXUrVhZCchxj2wJknXURFGeIUtcWV4x3M2edBO3oHA0XWFJMv0imasCYz0fODrGokVwOI8q+OA6sd7784G2OIfKRIw9aA+TaoDBebZucs3oMmsuTq6KS2RKeQmYYZXUmltX1lczwNofyHm22V2sXXWWrXPM7xOIp9afcyzEG51+zfI4V7cJVAdXEpQ4OTI5Xr+0Gfx7d3KPBRlc/fiRoqp1LTY5OC28pUVqDxgnIjBpJpYIN6omxcnZRLX9P58NLOowyMqk7M7kWieXQm+cXaHD8nNBe1lMFUJos75EPDW6qVRdP46IrjDsAlPUhesVFF1AmE5lsTmTM+mllfmCKQZcFigAiTH0MLUY2NiwEFWrqJHUqBhn45JHwohi1Fj4fJZV6SY+lZOziLAHfGo4ahGgHlC2BAQ2quc1yuAezQqe1BgT2G6HD481J6QwAdwzplEwnoQupzKnGVxrmr6unNA0faYUcGGoe1i5QdcQqarhYVoYELfNvC2yQYxDRIYZF5LaI1ExzhwICwiV18OJcF4zM3clEHAlTu7nPxVU+Vbzta99tXnttdfk5JgplzoIPU04Baj4K8vrWjcrmi5/W5ngQzti9heRO9AgWZ/709AkNAkpfVwlkU/mImPBuY+ouZj2iCE1RZOpAB0m0yvix9Rj5dSiw6i+KrJpnJx/h5MLaxNnZAUSGUg2Oz181HlwdMBcBG17Fbx5CKf6/MgK+DxxHKwVOQTVSMNUJcsVq7DAl6jWIAqQSd2BX0PqCWwZBl36D12LxMGV9oNK3w5zV0YaDVFd06fuMWQv8Lp6fYw6Wp5yfLQXkM156Ko1R9MUzppmbyJLZifnCQ8R+I1ep7JN1q3O3/2UtJno8HmZuyAnJ0O3h4xPjfMbgt5ZyzxvUizf6SOqsZaG9Mp2toMzG5fsivdPD9uqiCXMn2PagZ2ymt75PJCQuN4wJ6l7kq1xzsjUbastZpZsTrJdnoTAZ+f9uBe6Nk/1udEmJfiCiAUCBaIE65vaHY4kBB6cXHorq6OpSiGBblMC8WgnE2F+s5oU+1IUTYrDqU6Hv+Hk4AHUKlN3RlcD7mqjsCFVIsyZnjO0rhKJSSW1XBJGMKfUQZ78jy4n1+VsXWji5sUN6nWq9i9pauqAHHXMEwvFa8VHaX+g1oZIv1sNyOSALP8dZ3LVyc3cF3zweN01uRVDl2Q8RK7MO1ME7VE5JTsu32sa7CiEozvj6mDOdUFx19rF5RJfgRrSKJnNySLNtABklEqvjSPI3FDX67CghmtSU/L7p3prqLPSYmsRtz4GuCvZQCJqGyMyPUfTRPlbpkNDF661QuAwazxCt3cjczVo+zQkVPO0Thzy33Aei0uCcBR9UvBfFwz0RLDl6ppG6IiuSl2BsS1mDsrGo0ZAU+3uc0GNomafPDXdnNFx9vS0oaDF+SX3KzF0lfMCtjw0OW2G2NzjOY3smWnuz9xrpian7HyAgzDSGG/uF2w1nB4QJpeIpn0bT8gLpeCdxmsFNprxxeUDan3w8J4Gp15t/uqv/i+N2vmJdEy/0nz5zTdFLX5ZjdsivOjFCCSAkjYErwGx8Z5E2DMPZ5tHailYFGyJkUtWRK8UTg0HJ2OsW2eBXGfwYQyCD+CUUfsYHWEqukggOu9oE1LT5LrRI0W2k9loNJpDYAGKJLPjeuP4qDUBDYbog1Zlv6E0TzCwggrrozYapzaNTqmVUOSUCXDI2GCb7RVxByPAawJZEgRAwwfSM1W/iCLXid3pTYw9qUK46QvUbxDLpqZnmjcyZ7SoqCdM55JsDTgMvULWGLVTsnFgMql+qL0AJ0ffJvuQbDT9Y9QrM1kB30QwYSdnyL5ItulaUEtDTg2nhHHLyBWcEOxUMnIZXUHuQObzysYeaW0B0yK7NibWq5VpDh/y99ovhoOh8Z7ZfS4P6D4iFTYsaHxTtVi0Ju/fU/A8O6/1hVg2yj84RwTGR/S6Rywu8EQqS4yhsrRZ6QOMIANIks5R9wz28JBgbPe/QUzR9ALuqUcdGZ6lxAFkmQCMdRL0pmRxZh1GgNrKJrZWn/5KRhRxhOpsqqwgj9woTdu1vy57qGvqRHlPfsd9NaO41E9N+atOrdivbpKK63eFCdqpt/lMck5RZGrbJOpjLB2ne0nWVtWdnGG6Dlr1Xws86o+Wi+WeTzm66uRgCndqcl1wpbV5bWcrfejT1+zzr2T7mP//iCeGS9qa3Pz8umjji4KZoKrT3AtziV4SNiCQCirzsNq4RhXfzQbLzKpsTP7XLUHj6JwoBmjQNYJCJy6OELKEISwvOLxmNxkkJBEyEYxbN2yAY8LI2o50IposWzsuoBx9NzuzREA13bfwsWsEdQEV51wcMo831ABU5IGXGEbVemRBPHvKfWjApSG1TGom1yGpQeAEgc7mybiUtQFhWm6LnjgtUrOqSp8Vj2V4JYaRoatDw2hWDsqgUKjX72RcV9SntLS4ZEjIG7lkPaxRZKsW1YAL1Zssc2JcGpA6cBwYTDITjCFQHNkdzEGcCVAOzEGyPI9A0vVGVxDZrWWRCLgE9D89UE3w+icfS+rtR83f/ernzW996U1Bla9pBNMlfd5x12i4LtQ/lpUBLiyuuJGa6HxWjnlBA2Lp+6K2lKkTRN1ycFpLTDjHEBvNcqBE9iPmpQwXdRt0MHHMMO0snOw6TqHSO4DBMDOuJlJd3I84OaDLODn/XvfHGSxTB3QtyCaQCMskAHZ7MjmzhcnoDLsnSMhYHUZGhf1KMMLYe+4l5KMDqlfZyZnYkjodNUbDgKVH0SiAMyXWaAxKvkMMyAgUDKEzf90zw5WCI+O4CqSr8zc0rPOFpm8lGYy8okM3V9uZkSaxzwTJKuujR5HMP3Jtofr3E1xRT1RmiuqMG4ULjGkpOGsbAoWjsrOoLByH9NQnz3UcUGBGJjWlZn3aPKjdQjLhZ/aYJyt42K8gdDlSnCNsSYKeZQVPZGJr7I05xkwxIQJ2rOp2I4flECfNxDUEWfRtjTa49oZBTqkiwYrWia4XawVxCmpr6SWLXeI6ss4r8QIz455JG/sE0Dygxt75HgZ1CxP6WbYPleFd/+Y1D5nHItmVyp86K8Qn1mYQktLC4JJGbJ61Km0Diw6uEaTUxd27+htZXKxiWgiCCsB3KPF8CVJT5+V1q5Mj2KgoTc1oK6GlSD3F0bkWxzlI31IHP+/dK5ukmtxLrxxqfvinX25OaAoBwVkVw4it/s2vz/tdfdS/mpOLRWclJBpITaB1cmjDPXiwrt6VFR9baiV49gyMH2UA6k0wo0rPSxGZfV5u0DNvtHa4X6KRHHUKswuy7l3K4Mj2qyhCQEwwhl16f/TcWmhviSDtpayjKLqSxnzE7pS+nEP9fY2aaMatjrH7PF3HgYoNTFl2AWoaZAhbMuo8H9JGrWXgIHC2QGGohKwo41rR/DKaY8mMUJU4LLmqY6qrDSsKpU5HNkfUi9IJNPQxOUgGVx46TA0K/bttQcb3RbG+btjnmYw3tbmpKbQV9ymje9LcuH5dorWPLUA8oabpE8eP2gCwsDGEaIniKPapRgNM2C9Hd/CA5MAEF2EE+2Gv6QCiJATmvHC+aGha2kufZ2bmtuDKy81Pf/bj5p13/k4O7nU1gr/cXDh/1tMDeKx7xRS0PHqsWtz9B87A9ksOa0GZ7IomL6NUwRrbx4w2nQuBUrPLHEJmgaV2hLEie+rrFRHC7F1YgsU5y9ENQSmHzq/HWBMRqriMKZve7FQ5IrIrspENTRuwkxNkaUUXbX7PZyM70/tzXazGQobASBcgvnLs03nknuPwAkUb0pNjwtHRIpI+M2BLjSNSNsdUBZwczoNryHWDmZoexYgN49BYo8RhZE9AmZ5gUQYEd0ScXWODeZjsDKNPnRtYvbNnChs6hCccNrBrSBm7TN927S4aqZ76XsgFnN+w1ifZpfVWC1HKdUKdC/eTVgF0PtdWl9THNufrNqYROdQwF5c0wZvargI1euFgnHL+B9Wyckrz5MY0l29Q9bP5haXmwaPHnes+qtrwsNZEppeHfXr37qKG8T5U87h0T9WbOzig2YgSO6ABf79YrUDbaQDHpiSTo3YLXJr7A4GErEK/kwoTxBMkvmoGU6cRFM5jJ5Op6FCU+NO/xsulh66we91/GGZsteT1b629SlnFkoj02pYvHkcQjL3A+XNQv+erSg92yHF2upmrV2W+HMiWx3/Whdg56/p3FIqqlytO2D2vYA2FpIfDi+KL1GQKJNp5Ta+hUJdYzwS3kOa2mNKhn/fsUUaP4slrh5s/+/PfliD7uNZNm8kZOfscJ/eP/epf0ckRDVUnl2ggNa/M6lpSr8q9e6uCFlZ0LGnhUAvQYkb9RHqVyOc4CLKeHKFSGDp18GbNojv4dScSiuK3b2ptsjYenpgg9yspf/o20nvCv6FLmzJdvj5VBOYmFXw7kGKbAXazKituHVgyPSReuIWG3e2Q+b2nW+MEy8LHkLPBA2mCjRCVE/WFRm6mlfugiMaBT8Ne4xhWawBRP8VzjDJYvmecyXnxGkT+R49NaDQPf0eFnpqL6NyMhlHTLRkWBAD6m8gicKBPRGZ5QsYlpzQE01PG9qAOz1UDItU1JgsYHGAIKP1GGGJlczIkmflGfSwNsZENA5qjcA91nTlh0j2U4b53/5ad3C/+9m+a9z74dfPyCy82L1y60Jw5c9LvuapoHyePc10SKeCx9DdR7seh3Z95ZMh2Pz1mclJjIhogOEA/E0O6t9bV4C3yDEK7SDJRE7OT8/nJIcrZ4RRRvxhUYzZOmWyMz2YmLa0euE8YqzgYwcrO4hgGqgyarBsCkB0dzEOcqLUKgfLSIxmYK5lbH+QPIF6jDsnoal9kYMYqkZQJFDgprplrcablQ+SAPg8rkGyDc0q/IVBmZVgCYwINw/asMLgZmfSn6XzS/L4bNE4AACAASURBVFwYfXJy9XxMZS9ISTUwXAPW0xb6rmqZIHMj4Ih+bMQV2O9h9YZlyjUhGAgbeK1TR2St0gNIlrkmaH3mwT3DkceOHfO1ZU/SpkFNmX3BtXfAZ4cfaNfoAA30jCfSe+JsQo7RZ1JgQTbP3+irvHd3RUzcB3J0eh9Blv2CLrn/1HWBXAl8sE0ehSNHZ2k7rbM6ANUiBp4+MOBMjvqq9TxBYJDYQmmlmOKo/LeEEByGsU3L2tW9XIPx2uTdhs4dJ1cuPM/hpdNuxPqKLQlilOyZzNz2gHeCH1CkB2EvY4MKZpWqTWvd7Kg+7yt2lnJAss1ax6uZpHvdCnpVbSIlHq4DjriWYzoC9CBxFjUATQAREd9ALUZMKtjXI3Rh/1bzyitTzQ9/+Fsqw2jSOwhEhStrCvzPcHT/Sk6upt9xdO51M/TFgs2moCfuzp1lLcAlH2Ry29tEv2RxNGZC2dVjGZNjVLG9IRBRIBLUr5btk/E2wE1tUbZ1aqyWsCp5rUAGnE6cXRpm7U8Lzb92/lemJR+juwXAP1NUZSGVm9KtSNBxiuVE41DbzLHCrXy+2uhpuJL+IZ9bGHHGx3Ud+T3ZhTeMPr7FhsVIO3P6tAdJ9ohxhhMEtmMMzOKimrnp41K0h/o+U5lPnlLfmzK4R49wDHN67JKcV58yNGk5itByUAzMubmH6iWaMYRIvWRQBmtiYkwZ3rQZe0Tmjx5KXuvBQ19P7gUOwj1f0mPcr8Zs10DQwNR3dCaZZXZQpBZT9RnwqUVPBkR9i+zl3v2bGr/0UfOrt3/RfHj5nebC2XPN+bOnm5MnlTWqtrO0OGuYbkLMznUZ22XNc9snY4Tu4M3bd5p5sT3HD2k8y/TR5viJUzonGrU1AmdZ12NFJAXDVdpoJsKRvcFu1MGAWDk6Ho8CRr+c9RCfRYFC+pWKUgQogdmBMWoMoM3EazI6aVVau48ACfYvzpxBm9FBrJu9QpS9wKFWUklA5h45W0CMCrVhnGqgv0ocqYQNDAVBDteCLM6Oju+u3aGFqbVf9B9ByPcLiqYfsq51sitei3VOPBcnxzZNAJiZcKVuaesY5jD1NvooLUYt5xMnJ4cLI1MvimEjELKGpVsXiEuBaonacXRqoHdw1qIX9H5y/W7fvmWyzomTx1XnPSwofsqz+pgPtyIkgd5ELg7XmXW95TrUXhnEU8258+dt4Nk/y8trPlak2LOreuyQBu5CYqNVgOkViMIjGtDrHlzmzUH+of4eyJi1DEoEyxLBbAJOPjt/J1hjrhw+C8jW60KPZy2AaJTt2glsQyqjHSnMS/c0djk5o05kU8YtO4lcsUetbUsTeOyWA54uNaTOTDjsCzXropgCPyDi2IycijA6WV7t5eNahZDWBvTdPqSKa6SOGJvnNdBhkOf9QmZK8O+6O4FGgUijblXLRZWkUtpLQCkEVUfBRijQwHbzsmpyP/jBa0KhBE1/4ZxcvFscnH9MP9CiIqy7d57YwQEpbG5gOHB0wAGSn1L/DjUUoiw35ZrCX+ixpUGcG2BH0qG0VkdYo4/232mCjXCrMzRugG9UMi2+qMNBo44MF5u4lbcpFsiLOPpyaQTtCKIW2DLrLe9bv/sfQJNFSzDN39iP9txri4JrZyVbg21nVo2NXzIxSCQYNAwbgrc4rJ59gyS6aiFYFOlERgGBYfq4lGG4f0uGmfoGbQjIgOFUmGC9X83a1PdGVO85oLrGoor/s7MPdC9gu617oCm9bgdVM8M4SYNJ5IsnzqqeMiBU2VyIN0yMoCalqdwHJx0pW3y4h0ZnaWCq+E9WFYq2iA8u5BNxAjEyGZiA55Pm42sfNh98+GtndKdl8E7pOK4eQHpr7t2TIdRnPnHqpFljjIvZJmrXvXgqyHRX6+OQDOSEDCRDSSHBECQ9keD3slQuVlfUAvEEuSnGuvAKMmx76O0b1iVWtslUAyYCyFEPq6Y4yORuTzlI36DJR8w/Y8MbJWBUCVl3G5QYdtK14Dk818N5O7MMc53M8nQ9KwN8OXAURhaqqo1ZkUT/ROH52dRt3p9ZXfyOzNxTwxkhhKPTddXPZJth3FJTEqlGrSHoPgbyJpjrdnJkciAELEayoDSIJ8KPMDRQypauNRA6Qsr0CuLsKB3UiJ+9xFoN+xEYNgFMRh2x9rneoA4YPiEEgtkxgNOHEaoW89F1QFpUVhVMTTRHjx4z6oKxvv7JDcGSC2qTmVBdUkGTMlYCHFpGyESzbyg79GrtAVeO+No/3+01U5s63LrakphD+OjRoj4//aHA2ECw6dm1iSrOnXo/0nX96pkL1MjFIUggW2N4KuzvljjGPYtebb5i3HEKhTkNJGcnV+twZHP52c6n/JxnV/JJ6+TcElBeP4STlFhM5ikoD3XEyLQxcqiqpaTnF6ObtRUN01rzM1rkLPNzvkomV1VW4uCi8OJgpjplLl2pP1bb5kTCWd7nODlaB2gdKS0EoAxK4LV+d5oXXxxvvve9l5ojEqn4wjo5LmWKtFyZvYrIBFfeXbWDu3tnQYtxn4whqhiCKjViZ0MLEyfnZk6PqghDz428hZrqKIJE+FMOplxcw4nJ2PjyxGUwcN+EwIiVwl/75iiwU2Tu7j2pkGWcVrTgrPZd2GotJbc4xOpEdU6VCWUfB9RCSl8nkxM1gmm7VtmKmAIJgYcDOyVqg3iSDII626iaY4cVsQP57N8fkgKTG+bRmnz8yIoQRHGepyYDRaM1j/cCL4LFEAGQ95o6NNZcuHDKDo4JAjdvXpOKyMd6XfXNSTvw5MlpGR3634BoVhUlz4mVtiCHseCxKBi72pPIUE5gwPFxHIzgUIbcSgR3QKLORNW7krNKY27uZZih9ABBwX/a3Lp9rbly9YPmmhzdHdUHjylrPHr0sLLHw5gOn1u/nPuZs2cs3LiuItuaItUNberhUelqyjhOHTnSjEjLsE8wFdApfWhPlcmtLKzrvCVdxaHev3XpNdI4jiHcp5FCfIeBB3zZoyjfUltiiQ5IlaRmZGxa6qSV7FDvv2sQ1KK6jJVhvzpY0yo7RRKLQA8EH0q5fsbBsR5wclFi4R6FOQeUV51beqhYX5APYmj4Ob1w6TMk+OlMgNZjiSMIgA6q+f/gqNRc1LcHHF1EPUoml1YB80VkwqlJEax0skesv95vQ2gAmStQ0w7GkeImn5lABefHenU9ksZ5iD4aOCuEgM9AkOTeezs67Wm93qxqqkx4YBrD0aMnnJERMN28dUPnO6qxW6opq52D2tj7knp7pLrbIUYjHZ7UMW5Syc1b95r7Dx+JlTtnh8LePn7sZHPk8HHD1XsVwCwrsLFKiWzKisQCljRVHqYtw09DPKHuH8IJR9WWzBrNQN3Addn7noJi6B0D1N0T16JChusKElQ1cX09ncUBUyZgrSUSZ/C8mr9VhKm8HqhAsXlVRSl9wGTyyZYJduh15EB2rkKUIX4QIBeuQnF0Lfsz2einvoqnZjwa99T1ZRRfXKODYRyeQOxahb3zeWuGGSdXGtCxwbW53XVJgoZo74JY0CLTL1szNLTbXHphrPmD37+o9hEmcXzR4MqSycXJZbEgbRQn90QOblFGbV43qXVy28rkmCNXR81Tt6izyGrmQC0A59BZIeVmslC6I4k4qSpnxKrIWuIGRxQ5WZspusVhdisE5PXzeOjGnb/5fWpT5Kd7UWoGVyOvNgKLk+asLczMrDIWjAkwceLUIXBSHgCp36e5mBoB05uH3XRtGFOGbl39RWRkS2IW0kKASLBFma0PF8PI84jyaQegUN0ICoPxNiLDN6oDiHJXo2jWRexAhaBHC+yoGsanDmPoIQOt6z7dVOa27MWnaqfi2me6Z5rUfeemnSgHUmvO1FTPInNbnFef0eBYMzF2zFkdpBSiYWflrkGiqsFEByTKNF3g5tXm8pUPBCtdl+G6o7aBQ4rqpuzkIGQ8fvzA8IbhSm3AZfqiyOa0kc5dvNicOneumTp6pOmXBNpTRZxE6QgKNCIx7WpM0KZknDbWyETVoI0osZrc16W5iFQYDg6nDCQFdDmk4bCDEk8mqwN6pXZDEzDryKw+MxJb+CawT9ZDGqbJgiIbxj2t8+S8Zu3k2AxZkzg5C0EXCnbN6GwYHdnXekZqO1Gdj1SZ15+cB+sDwkiQhThAomTGJ3Gfx9QbSVbOFPioowDLZ/3D/HQtSucTCn1EdqnLeofJKa2rHWWb4qYZnxTJI7vVo4wT8WSYpnznb0DoGGygXO4bARY1GAg6VoNRzS3sTQzztq/tYWV0XAMIPhCJhkQAgrl7QPXV+blFMWklxK3sjX14UIom1JTRq3w8u9zckVg3jOAV/i67wuuNjx7Wmh/R9QKSlNDyvmE7uQVN+cbJAU0TkAF14+Tc5gGZhszQZZCQHdwMrmgBhqx7BN0Qnr92z1hzO1CF9ugfq0hPgSzNcLajw8mVjK7wAAJXtuzLOM+aF0LUSTuTH+bnBqquk+AJWmiFQHuU1gquIfbF68/PS2YVxCsBNV9t5tXt5lwXcvAKizpM4cC4fKY40OrQAqNWIYw6Kb1mcNXuxvzX901/XJ05h6NGmGJoaKe5dGms+e53L2jfQ2D7Ijk5NiEbtVzH9CixRPaJ5rstyGFVMJUyudtkcjJEm70yPGJ8CWZIfxNYeNc0Ykc8pa6WYCo3vtS56u2qkUQliLQ1uNx4wh9TbJ3NYazSnF3HXFSsuQM36j3c2CunlOCohR7qe9aMrhVObbOzOt2gLro648njV1iMZeAij8PBpT8uMjppEkcqSgV3Cy1HVQQoEubjqow9JBCLA5MFyLC6RuGLngnmZIJmbcKYgiEoYzc6ygwz+mpgyMmxymEenh5XBnWoOXvmqBbbmMkCOJf3339bjmFFjeIyQHKQ6AbfVMZ368ZVz2JDjgntRyJvImKadHEi+3tFyx9iRBItDWIISi0lYrgsfEg+MZCQE+7cveUWglu3rouIcEcEmcNytocV2WnumozlgmpyQG5jqg2uKhCYU7vDJtCJrt3LYmKeu3SxOSjm5x599hVdD0suymnpbD0AdluyZNtyvps6tw310q2qn4pzZF4hjo5p4z5PHUwI6O8ji9N3ZaP79wNdRsSXbAfiQR3H4rVi6Dv1l9p8X5vDrUzv5m+t5ULSwFjyM5Al09JbJ1cIKGSFNbrvqssa4nJkDXQU+TYHNYbZM4w02QO9iTLSyuTI0hmuy72mby3EE65/0Aj6GGOk60Bgmu0Da+K0kGhjbTyTU4WMhPIsjd4CqPUAskqhBpo2QaBExu0xQbS70Lyt+8XadW1OFxkHi/QbDFauJZDjqsQGmI5OHdSqOR7eitYlfYtqChf0iIO5N/PQhCOQlEm1z5w+JxUcOagnev7c/IInUixpIsVTBTLA0PtUa2X+4cB+BSxiVG6IeLSKjJfqaijPsDbIXu3k7HD5fAk8kgRJPhAIWPsvzgMCEhFKyGJ2crqQlaLfbQfCMGydHTfTmX61hDWzswHjmd0tBi37Ms4oUnR2rc4AW7GFdDIR7DL6if1devXsQAmgglwl8AmZyIGR/osoQIYMf+rLTk4ZoUhhdRBsWhLIeCNdWGHM6uQ65DqdoKX7HPR5BX/qM3uIMgQU4EqtJSTcUGccGnzWXLw42nz3Oxdkg75gTq6OuM9cqkB97qnSAncLwcxTZQmKxgRXokKwvSXVcdXqmNrriAvjUKJ/twYUh1aHDIaskciLldnKdbULJYXQCChzP6kJARO5yKzFGGpuICdDkYURaeIKDEccs5loKb5aYqzg8N1Nm5XoEjJK6hVWaWFRFifmSkfn9QucymMqTIUHquvekWFqI9kwxYh67EqyMs/T0yOsNg/Nu2SxfLeh0sFjyfA6zZXUZKzMr41VJhIMiJwAPHnmzLHm3LnjcnQHVSvpFWvxoZzOrebyRx+6teCw5MP6mfytqddPlmWgVuZlcKQtKEgMJ0pNZUm0bqDCqaljquU0up/rgqcYibMq+vdZkQoOu6DP46nbcPuISheX5jUVXpO/L78vZ3dVjvakWxXGRIghw4QMM6Sm8dP6/aowqEfzop1DnVad5vyLLzbTJzRzThvIB/fMrEXIAjqAI+mTExSHUfchZ0fGuSHFjE0RUrb0M45uR7Bqb4n+9/cwV49DxXAZTYIuBHqB9GiVgGkXUhD3nHWU6RCOVE2PLoSiso5pFbBAHcontS6HoyOLg4TimnOi8BpIGW4qtdmQFZKF1V4moPOw5rJeQjePeghN5WR0/aq9Alf264jUV4IMMj5qi7Vmy880vFtVBWgb5X+mdOjeMyWAz4eT42/A1+sa2bT7XHXZvZsejUM9jvdG6cbz+bRPyDjJ9NFeXVBtjZrxiZOntWZG5eQ0MknSbA8ezClrGhLp4KQcnepqgop3dG25fyf0u9HRcQVzm2odmRdMeUue6LlqdKMS850U1Dmpv2XK96Jg6dnHKwq+ZvReiCMwrohhrZrdp9prj1oAdlR7BT7HDtEnZ0Y1bUbOYDNZosLGcUwZDRSmNuSa3K+MH8pgZQe2JqKkzt8tGYgtwFHBCLWN8mNSUkm2E8TFd7Bkat1tBjXjyntGoackjQ5amehQ63+2hYZES6aps6Vi4xaGwgYvdIECr0dfs+PoWK9Gicp8ONcj23ONM6x2KWv0Uwz0gg5UybywdWPQshdCwKmZHOzfvv0EE9vNxQtfYCcHHIgRt5NzJNE6uRk5uVs351QHeux6HI6O0S5MIWBgKtFWoJ46kTjUWRf7dVQiCpc+N7F26fN2eWx0KMv4nW4nR3HULQOZ/p2UPg6xOqpOYyNQTmEu1Tpbi5UXhXaWA9GOGUhxmr6xOMVSb0nUF0gri9wr20elDrfsy0STgT7yeT3ChKZeL0JBkVKvgHpt+E+Lu9YKYVjy4vSmAFPi5NLgHno5Khg0XLLImNRMDY49eOLEVHP69BEdk6pr9EuB5IZo1zc9BgcjN05/Ewr7auB8vgPjbUMGCEZfo7rJjNmc62vrZqZNHTpiOHBBsCVGjKkBEAomJg95g+G0aW0ATmU6N5Jkc+rFe+e9t5vLH38kFZYTcrZHPPYESObJqkgDgjcOKnN8rudv6fqNqEl89NBkMzEtgWqxRzfZZGxSWF6YY4/2SXbGYE9IFUyrt8ECLiarE3y5IQ1E4MzMCYNmIFp6oyygTySaXtX45Ox69kpoWlkhMDqOjpqOG4O9drjfYY6xgfmOPl8idAxl4LHq5HB0ey3xxQSOjGVy4IQF4DmGC0qQX+pCGK/UcfIHZ2Ks1xrYOPNnn5UhmXJI1D+QTuJek7ErKXGGBtQYJ5eJAfJJHtWEEyOKd9O2gylaBUL17nWDtqAr3TcElre20EhF5k11Lg2IPSQCE/U3SCV8nunpI16XsHvpdZucnJRowbyysWU5qMNycuMOKOYEOV6+cl3nuk8Q+VGzdPvEcuVvOLlz5y4azmTCBA3/d+7cbZZV79sWBf2UVHpeePGUHDj11z4FXvR8Pmk+vnJXvbciYYlopE+mfSJaOkGKCCdm0vpARDFG3lMGCkWfaxsNSLLvbE/3xJVsiLuZeXsJrNNmQo0yzs22qHoSOxjaKuLkqqOp9qWiP7WHrtqAqizSOr62/peaWnG+DmAFTxaHSdnDAtyGKQnCik3SPQvZroVVq4PqtCrpzWqdjYw98mwl8/Ma73xk26ScW5xeoNpaJgojuf6+wrj83WuPKQRF1istLlLh0aidC3Jyv//dL2BNzgujy8llKi5qB9C7BVeqT+7KlfsalnlbBhFyAzURKN06tCBdIykCzVW7kosWww8UF0fGV2Yh1aijjYpsBjq1EkRtcZxEc4mqyNxqfNL+rmi8OcMrN4+N0NVU3mrIFWquzoMlXp1cFm5dADmfen6dbA/0w9F3uzEcV5VNUnub8j0wA1qWFcMfFTNtSDUoaNibpXkcyAJtxTTCZ/PxFfXyNAVDCMCoIYeEViBz31bX5j049dChg82rr14QVDjRfHz1iqcDUPMArupVBD0spzgySFZAk7c4inJ6aGBevfqhouc5QQ/qP6JoLzeRrGeP4KRl/U2Uf3krZKUmVVcjSKBBnYGlZ86cljFcFTT6qHn77b9vPrr8gcgHh2Xcpqx2MqShsOhtrqgu+FiOcESQ5fTx482RE8eaQ0enm2fUBtjg9F7Jku8RaYdsDjmtXTk5ZtFBNLOsl7wYxy59X6qtramJfF1ZwqbqdM/UR8clE5XDTm5ov2o7fYeUvY7psyub2zMkQ0E2h/hyNBtt3DgYZMvmZUKy2WNFXgXjgfJKWcs4Nzu5+p+DoMCWODwHSGa9JcL2/eaLIB12nR5b/lIcXMnkdA2AtAmSIs4New7NQ85DtVY5O2S0cHg4LZMAikNWPqJz1N9K+wJObEMaqCiQkN0BK42qVeW4rvW2MvCZ+3cMT/aK/t3s1UDTni3dr0kRdgaVcc/6dI+IBASCQR2HmX00elvYWgftQX2qd54794LOc6+a/z9UzWzd7NZnaI7KhgIP94v4c+bMBWX/R3VdCS6k0KLXu486zo0rzYSIU6eU2Z85LWhbUndAkpRB7txS7+19rZVHy7IpBNWq0ypbXxNCZChar8toHSTMyC7Y9xtu3KcHkFYHxuxUndUIORh4c9aV++GaPlCnBQOClPhRnaC1gHXOYNILGSfXBtE1m6twZXUI3XajkljawDhlEEONBeqsTo6ZfylXpD3FaJUD+XbuXTs+LFkY0HdtJcjrAnuTuTLhpPQR24m1hD33xhb7VrPL2ndsBqadauxY+x1nH3lC1iPQ5T6hQpb16l1vzp8faf7wD1/QuvmCsSs/C1d+1slBPLl27aEir3vqi5FYrGS99goqolhM46UnEVgCKRc5zKREX1zAOoW3Oobas+aAylkSy7GWWlMd9M3HKRo6zV9rdhan15JILGBanE7N5BJ9pSmzLrba5/QPObmawXWYmIY0C7zhNoJ6jsVolveMdcumSu1RR6Ei8/6Z4yboV9EzQzvbAi8ZnAy3sPrabF4VCSw9JRr2sNoCaBLeI8WTrWerMkbLHsGD03vxxbMabzPZ3BVt/969OzruOYKfEEllVA3nI2pd2NyQgooOpoujg4lqCjPuLGirz7auvjgzmGWcoKnTj4XT4ZqjXIERYeMy/+u4nNX83Jyg0RtycB9aw5KRKRNiSpLNjQqyZPrzU9UJFqSGMSIhaeDJYT1mQMZ3D9R5yBeQHnBwQCxANWRzlq8iwMjYE4+CIdumkC6jtip9xqfq49uQo6NmBxS5VyK+e59Lyb53SsekMzqgy959EreWggryTrymx/q4zpZsjt62GJw0Rnfum7M4naOhyo57S7enM7kYE+Dl6DtGGcaRdPnPa9kqJljN6gBJRsIw5u9R1km7Q6YBlIkADFvFqChQAEZFTguGpDNOHRBKWAcwMmFg0gcJ8WBJ15rvrJUpQdVnTqt9Q8+7f++ujKDaUzwLTFmiAh4ITBBLFpStgbSg+Qhpg4yCeYhMXge2JAC6p6nuG6qRXrz0mn43qrUjOTn1t0GgaJS97VP7B5qT27q+E9JNHR1Vb6f6F3FMDCdd0Zid2bkZQ4XI9JkopfOj/40A5OHMmvo4CZpaJwecuSy9Smb39UmsgJ5IhNNDgopNoeZe22Iqozlyepn2jXl2UGpEhnp++lJdxrB9qlCe73y2rx1fYMYE0XFyKW+4d6OCOeU5Jagpz+6UQWrpBITGwQ5Zf3EktkmQW2IjDG2Syeml6tDU6lArhBhnjLNu5cLs1JhZ6Vos7R8VQs9nqfbLkl/FBteWhIjHp65r8lXHyVVIto6Ags5URLwlJdijkVR9vRvO5P7g91/44rEr/ylO7tatuebmjccdgebnzxEypseqDE11M3gMSbDdNjvqDIAEUiCTK5BCmllzcSsLqtYFU0TNQqtGqLIf7eBKRtiBHLoWW20tsB4dNqfU2zK6JIugLmD33xV4icinas9VRYC6yOvCqTh7orlEWTm/AmWVZk76oMw0xSAWGNZN34pAqYGggQgESCbHhiWqQzfS0j+eTccxqJ4iZYCbTyRufFtG6Yleb7sZnxxS1DwiY3ZMNbVRGzlG4Lz77rs2wC9cPNtMirByQJnc/TvXleVdM6ZONrdXdbOIFEvnUhDVgsgARN4eEqqes4H+A27UpUDO+QPfMFoFLUIaze+oIfiD999XK8ENTyTgvPn7ObUMHJJI736RJjDu29p8BwRNjkl2bJ3eHV3nA2pyHxKM2avPx9iuVWUbtIIwOofxKhsiioQeHieHw2Zt0tjMJISnyuY25JQRUQbC3LMrWGtXa3DPhJzbpDI6Gdk+jTNSbQ7IEpmw3R0kjNJrxfqMkG0CoERR8UqBK+kdK7U4XJ3p6FnLIXmE6IHdoraHk0udphIFyNb0oji3cngCPPtBLyRzyxS/4hIDk3MvyMwwWMnUdG+sQAJJSeNt5Mh2BUHbySks2CsnNyBCEhqQOEL64WZm7lv1ZnJiRJnSVHP+3BlWppzSQzN7eZ2hYfVSHpAotQhJvCeT0unTxNFxDyEkse5YfydPnhRSMNX8+tcfSE9yQVnay8rWT6kePCZocV3Z1wPdZwVSakOZmZmTk1qQ0UXV5YCzuTExLi1XJ2cKGQno8tq1TwyP09s4OTHtHs0FzYqb55BuJepJewVVQnBZFjFFAJmzajs5Z3OoxDAGiP43Jhvg/EtNnf3rvsJahw+ju3VSFfFp0aCaVXVqVVoHqZWRWWEjIs1X7YDjk0JKyZ63Gy1Wx/+0Lai9wNX+Yft4nZrpdZPlum1kJY1UlKq1ebWmljWW32c9BUJvx/oUsCyOtDyuvm6ewzoOqpaWGvZaYXX6OeU9TLhhnWI/FXgpk2NkUn9/rckJmp7+grUQ/ENODqbZiuDKmftrYtI9EQFlRaMvxJhT0+7OM/XZ7KhJ102b4NhdTs5XOIsupI5WE5JLl5pfFUd2DAAAIABJREFUDE2KwJnvVoeecvMpMifSSAb3KfKIfmcGaHGSqYvUiKcOSBQMCCOtGKkqeFsdU6cm56bJROp1sKKpuDUKLAu9ZqUdsoHPt0aBdqXldUomV2ozPCLCwRjEUsT2jsnjEmkqotYYGdTULTbrRnJowWx82KJqP1iZ1fPXFbXtNGfPTTfnL6pBVzUUYJzLyqru39dIHjnMcTmWc2dOycaKUv5kQbWU+zImM9q726YB01SOEjww2EOpoVzWAFSi9olxTUsAulQWdfeO6nYiphzwlAI1XQvGot8PFtvs7Kyh0dtqS5jRlAPIKPydCQQjcoRoRuIZnsloD+n8gCx71DfXp+xteEJahHLcOzrnkJShVqLygPQZc9ZIrBLcGE6E/aUDunUyOTlfUbA3xbq0JNSOioxag822dBD3qJWi/5BUXyZUn1NtR9DXHgIxCC1m6hFRt83AjmBVr6Nm5wkayddCNjHklYg/+ARoRPQc+Y6jM8W6CBnHOJAh4uTi6PhOTRXyBQbJmZv+jZMzZO0BonFyrq2QsSH0TW8SBBk5ph3o/nL0FaaEmDIoB9eHBqbOhVrpEzRRFeRQmzkv/dAjR6bsAFEiIbtfWUEQYEXDLs83Fy6dkXND3FvrQhk5k7vZB2TsFbZkGx1RnW5cjuoTTXSfU3P2yMi0JmqcFX38FWf6N2/d1efVeWg8DsQTpP3mxJpc0zigAxL8HtFQVJrF0fGE5LIoGP3RI3ruYImitjKkt+kzLPlUNda1NfY5Neshk4yeimS04z43IN+iGapgiH1BlsmX1UzcdI/jjwF3z6q+27bYvhSpvrK/yZps7HXvqfG7ft4ZrJxyBE3ndjQgCl1OjvVSlUVaIkrepzpKVkqt63fbq886uBowVw9ZbZwVU0rmlUwLnkRqwFVRhecEyVJ2rmvCBI58VVgsQTc2tyrMdJwv+6nYLNZ0fs4RS8bv2H+ByDPJQ7Vg1dgHBvZonexRJjfWfPObZ5vDmiX4hWoh+A12pWtmLJxeRW5hV+LY5uc27egezEBVlqqAHB2yO9QyEimX61Que6sOEQfQwpVtQ3ZlMNnJFQybx6IKgDPkPmR6dIr9dWpB2hy6IEJnjhkKGYFamIHpReErxI+I7eKwMjgyRyLq1sl1iCcdgkyJ3Fjo1XGXtL9mdF4i9c28blo4A4iSRXtAzqBPi7K2QRCR8pl4zdERxouMOXNCEYOFRRT1dH3JTo56GpDT4ODe5rXXz+g464gW0eef/OS/qQb2sDl9+rSHqR47Mt0sL8gZiea/tgqUtaxz29RC3ducv3DajeM0DV+99rGEln9iNYsLFy5Z0mtRUwMuf3RFUmCPPAR1XFDksGAsNgyx66pYd0sylHfv3LKWIbVGhrzi4Gh2BqbC6vDp+2XkBkWCGVW9bkRZ3LBGsfQKUlunMZk+PhlAXEOddo32YArvGH4MnwVRfS/XZJCfaqwQB7PfcHR7lKk1kpjb2hD8uaMgYeBQMyQnBx09BBSdD+tTkLrJJBZbjjPL3DFBmapHOq3EMwO5G3bP7XPww18sz4b+IQ4uUm1IetHLGLgTIDIwKG7MP+PsII7g5NwNoxckA9TvgXO35NDMX+E5EJYQF4BMojoLw9+cvelnz3vT+yEjSnAyrgyd88Ehzs3Pak/OKmvetPH/0m+9IVLIlAIB7dEHM+pp/EQBzqyzvO9891vN13/3ayIo3VAWrgDl/ox+j/D2XqEBU83Zs2e9xwiUqMsBW87PSbJL0CH7/Nixs803v/V7zq5u3LhrFiUOb0LEpSE5tuvXbqpvclafVVmhINApZYIEP6xn9jEoCaSm+TkySPrdqJWhoUimTW0KNvWAfkfvLWxKRjapTUmO0ROsdbEIAHHI1r+k1mambIIFrmWMOrB3GvG5L+5xRNKL/lbaJniw1piJXlpXtB2YIFfG96DOUyeidMSbiyMLCYSnt6zZFhpM9lQnIkRCLP1pNZOLjegqsxSHxmNwZrBdWXy8PudGKaOWWjK3L9Bnxn5Rg9XgXmXeFZmqo4Dqc7j2sZtV5jCtBS4hFei9E5y71SKOnP5OmNXIvKFdCeN3aGif1kWvWgjGm7e+LnnCKfZW16idTwX8xej+d779C2hXtka3fe/8riP0mWJaamDmO6NAwHTedUX9GYVhDF3Z3HNBRQ1wkXpdMCAxFEmtK83adYqO5S8+sJIzOlBlJQSkeO/pxixC6kJmPKW3iIufeluZGacMqLKbWgcaVQSPGilRWlL8aLaF+h3c3qymsljTMMzzWFhxrq7nlQyyB5JEWaCBGJLyd97f/Mg4uURNpUJTYI00HmOk5Cz0WpYiK5Btaj2aeq3FyuRrNgnEBOo0LLD1jWXNqhLk9GxNhmZUigNyYsc1v2tqWNChphLclaKEMirq21964yU5ylEbhoXZR80jwYkbkv7a3pborsgM0MfPnz/tPixICR+LHfn2278Wxft485Uvf1nQkdTi1Y7wwQeX7eROHD+hiO2wFjcDWgVvyjgDuc7LcJLFQUAZV6YG6/K4nCvEBYZH9qhVYlhGEgO/JUe1FwUPZXhjU4ruaWrH8KObqJojzMNNZ9zFUpVrRzZDNke0vS5YdUXw2poc3DqQpZzclhqUnzPTUELhzbbQhF1lwcrg+vsk7Ku+OWTAevZJ41L/HlD/XKZ9s+FZp/Cjdc+UKSATBlRLBpeMjiyu3kxtYp1fDEJYZyaDWAarTk9ORgf92z14/IwL93ecnqJxet6oGVHM12tsyCltU3PDEZKNIBGH41cwtENfnQwMDm4Paik6GZ62HykuGTnm1GGAIF7gvJg4cUiQ8LTIJhcunteEi1HD0A/l5D658UmUdfS6X//dt5qvfPXLCkxm1Mh/u3nv3fc8l/Do0aOGJhnEa8hSKjS1gR7tUAg+C6L8j41Ny7h9U/d4VK+pliJBlrfv3Fdt5rgc6xFdEwJTOTKRlxjwWpmDXM8RtSGgboIEIPqotyTCDJt3sF/BiLI3SEKwNCG3hHjEdda9VXQACak6IGwV+5g9FvWOTP5g+gMOwn1/tdaJY3LmUoIVIycpIfDL2t5U0SJPqJeDq+9Ve3Lr3w1PkunpNWuWVTUicTI4S/5dnRwOiMzRcmOGk1qrm6A6yBOfBVuFHSC4rXaGlg4Yma4hluDf8mJ2nNjAPAfn3drBGmgH/aqBaUSjk3FGYDzXia9WrzXZcDgMCezSZkNfL2Lj2I/nqs+OK2BSTU5wZR21U9Gtf5pr67oOOqHP80r/3NfpenxNZ3/zJXIBwjLMVSYSzxQC4MqHD7SoNYXgnqS9GJw6r6xu7x4iSrEr6ZMTHOQxF50bktHztbmxwoo1iqgXPA621GCAaGwoShtAYUjiFEzZJkszDRiFf5ppK2szf2MFpjUgI3vSBBx2ERFddUrJLtOA6Z47O7dEdVYboR+vYNrU8DIklWwgEWDN3NoeGQxnDQyKg+NcavDghZVMlIZbtwfYkActiJpGKMUs2GE1YvcLFvSIGFG/156KOLK1IijvafPiSyeat77xqgyRTYpqY5dFArljSOiwhJ9ff+2iMfq7dyXqLDhqRdJeW2oUB/YiC0BVA41JKOgffPBuc02szJu3PlF0dkETvr9hMejber1333nfdZfjx+jFk1OVQglR5JqYlY8ePZBTvau/3xN0+UhOcEoN4UcFZV2QYxuSbNm8ndyEsrdNvc+yWg62iLiVyUyIJENGtxdFDzm4npLJmVVWnI+vnKMFSCcMX113FrcswV8gy3XDldTktAElA4Wj61Fdbt/ukCBLJhYoW5bh7FWDMT1XQ1JzGR6cSCBGJmfEAdo2To1/I2bAd/5d4BujNlg0oMOwzXBwbGrYmDtiLEKr5jDzkYCEugt1Ojeb8z0/4/gsGE09SZ93L9JrcnzPVBt15gehgExCRm0HgQERSLbFlnwOqQWGLe+v0+pjjbBuaAy30gX9izSabwu6vtCcPnva45v6ldGta/I29xL5Lfoc+ShvfOkNzQJ72UEKBKVf/uLv5IzWtWZeUw1t3IZ4XI7usHRFEVcmyxsaPOis6hP1szHI9K23vmmCCXbhkxu3mg8/uuw2gynBmydUx0NE4N69h+6TW1QbwfpTNEOfeZjv8WOnrKhDpvbhB9dFOlkUgqAaquTkyLZhcqKsQnsIjq1HUysyIZzMJZlX9nWa4+vMPQsvWIQBY889qkxDoMdSi+siYHivcmtdCmGXJmhN0EuPME5HNqEDYxbN3BJ8eQhpsRMpQSRIB/rF0UV9JAc2o4Ui41VSekntEGdjJwchRufdGaRKkF+Y16Hh4YAgQgU+T/LQwqSR9Yqz46sSZfgnTppyCZ+Z18kg39pcXrPKOPCgZmTEBFPslwR0EKCavcCWm3JyE833v/+aVI4i0NzNpv/nOqd/oUzu8/3mZ52chYJKoX5Zsl4zUjy5dUsNnjdmFYFtaROoGAkcZEgoTo71EkZQNrSn9HY5se6ibJoQc8Or+LEHDnrxtk2N7k8qrCpHb1X1pDAnk1FVXLmSWLhxgS2rbqEduKOg4lR5LRyisz0atjPks2ZphqmgjJfWh4itdn+mvE4b3QW16gRsXi0J3RJRpXHVkZ+eF4X86EP6SW47yGOpZdCvBBZOFja3MONsrlEj7wsvnmy++tuvyhigGvFY7Lk7go2WBTWeVWQ1Ze3KNUXnDzR14Jk2IvUjmoZRlj8tkgoSXL2KdmcFbf7ylz9VZn7fRvaSVEi+rEwu9ba7zS9+8bfN9eufiGwyqmzuuFoVXvHcOgzJDWUH77//ruo1IrTo/Q+p/+2YnNwrr7xkJ0edD8M7IOhyWwZ+Q7AbmVyPHNvYlKDPcbEsdZ4c9NPBsoRtmPEriZTdE0SfIf2GMtLU4lakokEbwVP190E64XguWbnnaG/SSqD6267gr0bDV1mTPYK+oLeTLeDoqBujZm9lHmdyoAN5XO2LS10u9QmOvbpXwIVkcRZ1ttSRYEWph+yRk8II7MCAxKH5vJPB1SM1OvWuFSWcPiaK6xpu6bnAlsCYRMx7WLA4NRRyNLpmU836QJc4Phwgjk2Jo3rttca1Tvvo55IERZWUOyWY+rAyOcgZrCScF8EGWRsBFPDhNBmbApI1kZzog7vy8cfWmv2dt37HASnwJX8/d+5sKPoy2NTkEQf45S/e8fX77u//Bzm1aSMlsyIsUWdjMjk11VdffU2i3Cdcx5nTcOAbn1ALXlFvI03sCCkPS4lHrR66H3fvPGoWRDZBsByVmuGhUd37Pc4AtzRJnrFHtA3s0+dE0Nhane5rJfhJJoPxtlPzHs39AW4jKGUd8plsMwrJLIN808da56ux6Wo93oQjozzs0wTLdRRNSEm2ZrZROLlOtltsCmpGXLNup1aJctX417wlMnIJbjl/E1oKscmPdUtBnWDOYkyZxkF23LLPu9b6Yp+Kuosh1TgvD2TWuqoz7vi9HaL2XJ2NV5vAg97F9jKhgsA5YhTUHVF2Unbesy4nxxSCNxXYZtTOF8vJmcxdUmhHC+T9zJNjztMTCe/OyrA91niMHUUt3AkK+4KJ1AwO7dpOTv9yal3HWhScts3kEn1wIatDqb1xdjSeipzoq8qEBQcvrKVCwbXme/HXlfxRvzsJcDaYrK+tu2WZ8vrBtJO1IWNUcXV0BTkqGzSvGeeJkyM68xos7QtZFPm3vVT5/KkvFgKKdh7PYyFWUVbgyDg+1NK1ga2NmXrfITXjwmRkYa3JmT16dEdEhRWx2faIcHJMxuS8jIjG5zy8q6dseVrBCy9IKksb+4FYdmn0XnOkykLGqTF77szZU3Kgo82cIMZbqtX8+p1f2QEyXPXChfPNyy+/ZJbejRs3m/fee0/3+6bPmV65F164pAZ0MTklvHtHtbj333+v+UjqKtdvXBfRZVSQ17RqhK8oMj9gRh/N8EAvW8rk1tXHg4PrE1Q6AulFTq5X0lUYezH2leUoq5NhqjPG6v3BwcEcBJZbFwtwdQUpKESbSwuBJhRQU9ujzKAfaSg5th31z1Fjg7DgVgA5NcYI9avnClFndDkZ1eLanLI4Ru1kggEwEZFypOmMSBCcGN6q+pAFjpSTQx4L57arOicO7hlOzko3BY2ARQlb0mo1auBH01Tkm/0i3/TK0T2T8VDfe6S7MM4YL6J5Js3j5LTByOa2gcCoK6PygVg0A1BFzDiIZqTgvwHgbR04p4NaM8+0Hpn6MK86LbXaRUmqEagckYPrUyM2aAFN3ose77Tkeus3lMFj0D/68EOtj0nVbM/LgaZ+DfyII/tvf/1z/bzTfO2tbyjTU1avtUu2syFnNyNYm6ztkuYKnlE2OTYu8oj21u1bD5pHD5DxYhoGkwu2mqmJE+rj03geCXA/eYLWJj2Bg4Iyp2RQy2sqQ4c9S+2aXlnOAXHqoCuUQpKFZM9WiTZKDAoSdC1xcsDr/YL/A03GeNfyBTq00YdNycCOxzYDGE/Zsj5b2lhakpjlwVziSBBWnVzqfj6dTqmj/i3QYOqBcZGFUMXvSyaXOmGcjltO+F85n0+zuaP6ZP6AE4Rkn9krGdhbSyjJSkNOwcHVyQSd4bF2sDyGoCBZJWvdNtNEG6B46oOgTwQRnC/QsGTY1EJw6YVDzff/6Eva81+0TC7gWg04nCBXJ5dRO8syjPM6Zt0jx7idzU2aiJE/wslF9dtuzjhxxrzXwaOf5+QCExSmkG6WMzkKxqa2UuDP4khEkhqZsz8cSKGrVaggNz3vXfH61OWIuBKR1SyOm05UmMWYhmNemOfTAN1nmCR1u+oUDSfo70Re9T1bR8ejyiIjSyjjWOLkQrgheuI1Q6TRv+Xk3Aeoz0kPGI23FJZpKaDoT20LCvmTNaLl24YKJg4pGj8ypnrcpDKu+3Im99wnd/bsCVH4h8y0e1f1tacyktTlkO5iSviF8+c01PSiHRDXksdcFUz5SM4ImIfp4qc1xfmsWgAuX/5IMOb7lnVakoHkNTAksCqPUPNRxrimeg+Q5bvvvmNHR9Q8NXWoee21lwVljQlaXHaEzbigJ6KvzwsyJQ3Zp3EyByRAfFBN7ONTmvqsFgnYhiCEuw4mqGuq96u0ceDgqCWZcCLntqGWBlRPmEzwTA7OYjGeCiPGoTI2rTj9HigPuJr+KLJr6p30fDGws0whl0Mjo8PZeUacpxBwn3Bw6FemdwmCApCNYUJtdBNEDEXi5JLNcQSWLCiEnRz84fTNUSPCsZDVcvTr6NN12aua6B5ltyajUHskS0G0G+OLvqngRogoO0w6R+tUmUUPNUQ58Wdqlp4YnWyOTh9Xg74IIiJi9NJHJsf0XAZrSb2Y1z4R4UROjjUOjHjpxZecgZDhMRLn8eycyUZnzpxuvvqVr7r5++2333WfHDU6IGpg6OVlta7MPGj+7u9+rcxwUc5UsOOJE1ovZ9Jfp/e9eg0iyx1PfweivnDxtAKfg64bPhAkef3aY9mPWetfjo+ol/KAhLzVX4u4+4MZsUIVkEyMK8MTuxiIkmxobfWp20p6la2uw6QVk5K9wp4hQ/P90hpzjymZPrMYFRREmkui5pImgxDl+radCPB0nAyvhaYp70NripvEjehoMZVSRn2s7YodQS0pRAOz1uQyzia5fw3WuZbtFIDYwpRKWnEMh8OwQY3oMDpKto6+WiwvdqzmjSXTxOZgxwxtF1sWJ4cto7UkyEMd0preuzh27rvFLQrUlJoc9ir1OZycDauD9wQOIVoFnmfcFy0r/SK8MWrnwsVJCTSrpWQ6zeBfmEzO2Uqn58OXOkiwHBdODt3KG5+QyT0UTJTJ4BsbKoCrJtI6uRR0u9lASQxbWmyl23b3ilQmo2eAeQ5YIijrVuom1+Iu5+i6FZFWibzarC9ZENFnXYRs8M+DFbqVCSoppQ4phEofmaD2plfdzApD1BSyRoB2kCxLa9WxPBP1xSMnbiCT69a0q/JpfD4mONMnx2OYDsDGxClCOtnYFLvtySNtBDV4Hzogg9ZnlhPNvfvUoPnyS6ebU6emU/DXBO6P1Q4AEWFAUTAbf0lKJV96/VURUl43xLQgQ/W3v/xlc/3qVWsTwqqjJkMmBvHgip7/8ceXvfAxIPTCQS7BgIxpdNC5c2dsvJbkuK5e/djQJf1Q9M9BX5/QY3AAZI4HJRK9IM3MGQ11RWO3B4aWsjiyuamjovrr7xBTdqHbG4Xi+inb1XkSbXvop67LqqBKGtZpGaAWx5w59C3dhw3pDienpuT9ygSeexSL5Kwc/ceYIdO1T/JQzuB8xJHVYag2OGaWoWaSoZw4OJzfANOtgZUdKeO4gJuL9qWzOI5KZS/C4XZyIVEZltLzBxm5xBBaKPX6uUf10b3KZN1qQKsE9R+U4znI3lRvI4PbQWhcf6O3oocxSOrB3l7dkZPT1IejJ0P6kFQaFn9L+2ZRdbS7MzPN+wo+yFSmVF8Dyjxz9pwHm84JpsTJMQLnFUHQl5gKceqU4MsFObl3XHumJnfhwjnPCJybWxAk/aB5T32RZH9jYxMyboxWkuybyEbc99tqN7l9d8brj/198dJ5T6RAWHztiVRP7ml6yZ15qZuIBbqpzyCi0NDAuJmvi4tyTMrG6c1kOjgDcD1IVNkcWSpOlDod95E971KINSupZwnHINNnnTCTUQFRDH6yuQHtJZw2FHvP73NgrKDZajqIk4d9HTSnzHez+ENLhKtwoyePlMA3Pa9RH4kkYEob1UlYJJoA2mo4JVPCyekxFYJsa/5aZx5emxaBsBuTWVWANLVCaoiF0VmawoNuFcenn5M5hljjCSr6d22PMAOgC/nifWrPJ+cddM11Ex9WBHL/J1nirjVvD44QgPfayb31jfMqU0Sg+Yvn5ErhHXWC6uSWljZUTF6WYXzQXLksBYVn6lMRk21TDu6ZFqydnKAfhHA7cOWn6leFYWnHFGJGq/xdBEkxDD5Kh76XDMw3lMcpmia1jiMQKQOySIn4cVq1yTEOMDfXTk6LuGLnbQYWqm+cYhZYxucEsmJh5qYH96804to86YipK3NEr7O7cJ2p6p9mWELldWuAIlUyPcMceg1TtnWObgZXkR3FcW8ER1PQ0IHENEqjf1eLTJH6HhETpHpySRncyy9LCfywGrXl9B5JB3BO1OwnTyTLJUMGJMn5Q9p54/WXm1dffsEiu7fU3/TO229LGPemnMdTEU4uNt/7w/8QkV599Dt3bos1d1cR+4QX+y9+8TPVbj4ym5Ks77CII4g1Ly3PO0sEGoXSParePGpzB9UDRwcBs9HG1abweEHQ6L2bgicVCR6QsZfhO6iG5ckjovrLyTVq7HVA4KAgTm5dGRvRMOQJ6hzpi0utBmNnSnlxcntVx9lHEzvrAmeEEdOaoYWEZnYyAguNm1WZYATSCf8mYOI+BtYtwZnuQa+yPKMRcnKDBB26J73uVeKWcWfbESSNGrOBJVOPKw2/RMP+Dyg20k1DynYHVWftl4PDye1TRtdxciae6D6zVpWV7Mr44tye6TvHLsxTwZT75OR2NFh0Uy094yJsHJ0+JYPzgiZuX3Sh4Ymu1XsfXtbxUfPu+x/o+k80X//m7zozG1VryoxYs3fv3xfN/6EN6ve+/z3D0BjcO7e1Lt55z8xKtCxfeumsHOMxPVbO6a72/ZUrdgonT52Ws6Y3U5qXUi85eeqIasJqZZAU3K9+9SsRkmZEbDqh35+wcPegEIDnctCPHq03M/fUsnL5tpzdIzk5tXmoNgcxaFe4LdkawQXalr4nunj02AFZwsgEKu3o6bpuFnagB4QarYm2J4zEGtyyt2CLAluC0MBgJugwGF2CZ2c59MSWfb7urFDTynEaWpK1Fk82SGDaYWNbYitF+G4EKaLboENtj2+hmDnmdf1fRxucFxIKTGOyflADnBTF2vJVW17wdMkWM0GjCl3EucbhdtjgUK1xUZVE53i7IGA+aQIBHHdpt8C5sw/A72hzEaNyR0E2ASu157ExBbIKso8cOag1N9W8+eXjshmCg//lnFwLK3auxD/ph3/seZXyXogZxdhzA1EkuCXCye3bc54nt71FL8uAoCygNvqKItDsor6fl8XR3QzZyXronyIScgN0UQWvmHiBeOpZOnoxOSSipWRFlaVItGXiCA2TpPFmSSXVz/NaRxdIMoQPg2Ll3GrRtyoAVN27LJoUYFtVlPzMeYfyX4gjJdvMWCLeO5Btzi9tA/ybfqFBGRAcKb9bV7TH69fM0+dXSIU8w0Qg1dv2CKbs6WMwq/Bw6Q72IM2k49XXLzWvv3FJBXuyj11NBVgRMYMxKjuuiV37+Iqj2UmRRS6cU7Z38ljz4YdXBR3d8CBMGr1Ruzh37rzGZnzHNUgcllUwxO47KwNHn95f/ugv9bwPtfGfOGq/cPGcYKtHyuA+VoR/W6zbB47Ah5Wl8Pcxxvmg1KJMZVAKG4tqYH84d19SXnIaDAZVFndQvXIH1EYwLEjroOBLSCcwE2Hncv3s5ARPrmmBrekccXJuGaCR2JkaPWJG+Wg6k5NTJif4l6yrD+aqLiQQMDAnDME6+LQqvmNAuA+0bJBlcceingPZhYgZUqU2vM5lRAZ9SNkF2Rx+OFBRDEEGpbY9UA6mMECs7ZLN2cmRVUgRhsb4/VoH/Tp6dOyRkQGid58Xzbe0rgBPlgzumT7zMzk7t+PpM+5TILlXPWV7RK7pUWbaozrk0WMn5GxO2Mkti5Tz3vsaZCsCyZbO5fSZsyaVEFStKHO7e/e+gtUZoQMbGoM00vzZn/1A9bdzytQXtbfvN59cu+Uga2xMkOOlU1I9OSInJ3KTWLa31HLA7kGEme+zs/MesXTh4hmTkYBx33vvivry7voejQguv3jhgpRN1JagoJRp8zR9f3z5YXPz+pzF3WG1Towf0XXV0NRlBr2WEkUJGqlbc59IiCq133Uzw/zlfnmfsDdxOoHycCJk/+zXICgKfnT/KAe4Nm4HGaZMdaiTAAAgAElEQVR0tTUV/eHaAOl6PXCfC8wYKazYhdpoXoNd73AccyFtdGwSNsR2KTagip3HQbWkljRktkS8jmYlzynBl+ttJbernIbUE/3S5bzS7xsIsu2NazO4BOM537AoIeyUfjEH5p5wr+OZas6wuxGioB7HVIzRsUFl+GJRv3CkeflVhB+iJ5oYNciVS0Kf44sKoPUbf/kH2JW8xP9TJ/ff94Qdyj8X1MzFfdoES87gHj/WeBaJqm6sqxi8rlE7S9syJFhmFg4K4kP6sGnSDD6c6Djpdm4ivUJczFoEDsW/FFLL1a9Ekw5DyPBBHa0TtZTaOF6ztMqcigRY+vSc7bnnLXRjN1zqnKIjCREky6aT4XWdR3VyFVbl1HhtanMhoCDJpUhTmRlYfo0y7eqAJSCTFLiCa4hAM821bjjXawAdcc510CKLEpmiUJAZrKkMT71tjTK3wWEWHzWHxeaAFtbU4RFBTeeUyal5V9cUJ08gwsRhGt5RPvn7X/2tG7TPqx435Qxr2IzJj69ctbIK94ns8biM5G9/9WtmLl67dt0F8UERJF7V6w8N9zT/6//2v8vJfeQok3rcW1//bdHSrzU/+/mPVY9735Al8B+RMnDnlCCsaU2EZlMoBGrWtqQwv666i6BVqPO0EBwUpLlPWeGISDAnzpwQrb7Pep7MC0OzMhmchKhFNFmTsVoTVEk9jmwOanll/boNQI/fK8M3gBKGon6yOTYttbxVZbVLqkvhsLAGVQKJYj9QFuQe+hLpgTTEqWsPLBoni6r/jqTRxppROTo+H7YIaJl1069zrpJtMWooeUBmKO0tboXRubltQGtFNdMB1UT7FQxw7D9wUCIsPRomq6yBmXJkiETdpS6Hs9sWK3FXmWufs0sgVDlLKYUMi0SzsvS0mX24ZGmtAWj+QlFW5OQ++vCKr+Grb7zRvCIY+uVXXnHmRmZHT+XDB48t3XVaQcz//L/8R9XkTlh4/e7dWSkZLXm/sz9OiYnLIFxGKj1U/fWxWgKoj1289KKUVNa0Ji43R9UXCaN2+oiG+grGui1I8vonM6rpXjE78dLFF9V6ImFuKacMSV4OoZLbNwWB33ja3LiOBu5mc/rkWa33Yct6oYaSmnVEkoOOkNmQldAcjtvBgHO/sEOSnaNPzszcyKuByrBPIdUwu62yGdm/IEActV82dfc4vE6JA6gUm0HQhaUqwXPIZwlo+Kq1rMy0K6Q4oz8JysOiTtklj68QYhxf5QV4hJLtU9s3W0kldfh0srs6jDpZXodk5/OqQTF2gvNr7Wmci/7fwXepO2OTCcRFCuOaMb2ctiNrYf7f3L3pk57pdd73AOgV6AVbY18HmH3I2UiRJkWJkZVYUlzlPZVK5UNcqeRTVOUkLv9JqYqrXIkcl1J2LFsRKUUWyRnOihkMgBns+9pANxpAA/n9rnPfb/eMKUVO4iLpnnoHW/e7PM9939c517nOdVJ3tj6J+AnzCaeBq7V7RI/uDEzMGwTWr756kOCIQblzBIhRHZeeocL7Qqd6NCXoV+Cqv/e8My7Qz0Czfz8g129UlT7rwnSxquNXPvroDNG/AgmFAUwQXpkmY7jPYtKRwbQVSoDZZB48qy3z8nnKOLRSZ4OINHKyodeDnHepCzR6U6Pf32nCDkLre+3iWNLALxlXGsQrq6uam4Xa6pVrHWvZEJVhlgikK696BBagatFXXXqvwDpBi3/T7kiJSap+k4KwopjU5aqWk7EgDYxdoJspoktX9ib1R7HFdwGVC7mfu2TbOsZXzQFiKiCnbHf16SJKttvDc8f3DG+9/RKKx21QgjMcFIs5lJV3e7As0virxZMuGB781tEmbWRn9Z2mJeAW0u4jh5+L/FzJuLZdL6GKu4aC7mMOLmsY28m0XoIOncXg+Y9+8EOA7CTR/9LwyqvHh9/5nd9A0HBt+OCj94Z/9Qf/YvjhH/8gRro2+x49eiQU1XEOTg2llzGFvnID0+hr1ICYKP4Q+mMvGeVO2hik7bbghDKLobM1Ca9VSb2RvyeLW2rtAjZ+W5+TejbrcUc36qVZdLnppcWsQ5px2UQeMQICDBvIFbA4tqdbhHktBDqDjlmyK+nWcrtxnE8B6mPqf0+5ntsAoxn8FgUa15+9edpGKSbIwaCYqDESmWWmQti12AQoDoYtkGMcEI9Jgo0JesnGeWzUCcQ1ZrO8XpU6/9P+YS0u9TjegzTlNPL7CVWh+jgisJkmmFzGMeQe9azbZEB3yeDtMbO/TJuyPXv2oYL8Dmvl+LCdAOfTk58Nf/pv/gyAo/3n1t1M7D6KWOnv/N2/SrZ3kOzuJjV3xSFXE9Sb7Rw46BDcHQif7vEzNwEwjL85KJ00YDf7TdaRNUaFJs8d2wbgzVLvw9Pywi1A7rP4W+7csSsOPvMMVPWaSX+vPpoaVpbGUF5eY40iLsG/UnWlgbKtCGZR7qlxgkfXgvutzo8amup7EOS85tL87hOHu9qXWCBXZ410deptUL3VLtAYGA0hGuBIV/f+1H7uGKQIcumfTWZWrjs5YxxppHN/y+Y90V1L/XzqrE/OupaBFbhVshAwjcEBIBdq24ypqEdri2sGzO3MabW5vMfU+1tbU8C/Q0o+bmVhEuRmYv0EH6VPBXIxQjBoSPLiWVVZnNMrpOIzKR5WKAOSnyzFYSljn/C73YAGYJ6a3IsvIWJ6cV/qcuoDfqlArm6i7ud1Mzyy4+HGQtOJXCpicdEip/U4G0RniP5uY9OzlOZbqZNxNqObxM1emZA9GU60rn651Dn8Pde8ezkKdvk3L3zqHu31Wd1rxdtaSLl3WVgUnFtDeG5wqIs1elEgKUuwWkim5TW5W4NXe2daTa6l7lVLKTqyCrVl6hw1ZefJGzgaWXb+Pgs3xeSK2HRocEPK/Xv9BOFO26bex/d6ePsaHuxeGzPKohAsotfG7MpOxSWC3OrTe2SFHNZP7g1vf/MFGjG/w+bA3Bgj26vQSRoXK/32ELamluGXgFUOFjZV3DHoubrNweRHf+vNb0Anzsa6y/trDUZK6iNcTpRe78Zk+ehzDMUk+3Be3FnEJzduXiNqPzb83b/327w2QiQawf/nf/w/Db/3e/8rdQ8Nd3cNr73ySmp/r736Ymbe3bl3bThz7sTwyZn3GZx6ebiNUvQAKs49DFidhaqcwt7Lmlz6hLi+rhcDhgfQk9YLbRsQwCMg4RHauh18VZwvxZuBk7UzpypMphbBZxbkUIY+IGM2q7Oh3L+z587MyTPCLM4MewFlqBm5SyyCFzNGDlyVDrPTTGXHHHhMuzEbkvl3j4uaEs495F6P2ISWyRVtyXvwMFRVC8gJcFNkcpMAwzhU5SYo0E2851LZejahGnV6POKOJ2SUqcmRxTkFaDPBo+Bm7984YDdOK8RjapJ6PH7++UUe9lEq8Z4ajj/3AjXYN4fv/dqvYZbN0Ftu+Ls/fW/4P//oBwQ4d7muD+OO8tzxQ8Nf+63vJmO7ffvBcBGQO01fWz4fF2fffhxU9m4PDamN20nMlR8Cuvv3YdIMaKlU7a75L7+6ezj2PG4m2GzKKHz4IZQ4fpeC1TTT5WUOQlcyC3ABf9Q5euIuXdQD9z5BmddzgvuwEBC7xzUQxJxiUI3f1brzZZDTCsyhugQcHeSaUKLmyxUt53qREYjJgzXPUI2V0XeRmvvVM6nOKVpQuG8rngGtrrrGAkmVa0UmAFTAVFTkWkN2r3/1ftq1aSJ9iGqBXNXP1sot9bzV1F+AWcCVSrJ1+5bF9YxJkFoDuQLE/FCoxgZ2yebqDEvC0tyrVMHnOb1u6WN+GsZDU3BHaQlyWnkJck+e6FxkXV8rQXpcoSsPH8H+7fguQI77+MsJcuXztgZy1ieeha//8Y+1ADIVBtA2beeyzUN/3KK+g10UDeFGYwVyziVjQSX9rsbDmplUUa9NsV54F0oO9TRP1s0IvdluoDfbhVnFUO9Wu/GJZvh5F3lr9u5qySxiZcKNNujA19P3+NY11VEtgG7r1Ro/W1+dUWKnWmvT+BlKVu5m668XNWX7s/W0ond/Nsj5Gb0eCir8dRoQKuArq7JqbK3NV1mkG8jWBrM552bhNjD5BArqEM4kr2VKgONJHCGiWkzANQtU2u9712bLDEbz3i6suUEtzu9/680346py4uPPaPRdLPAFVO5AWZoR2b6gMlKDaAFSgPv05AlEJ9uH73//W8PsPIEOgot/8k/+8fBP/9nvRRk3P7dtOIQ12IvHjw6vv/Zy5t09YfbdpeufD2cvneTXi8ONu9cDbtbktjFuZRqRin1yuqOMtyzX2pvZqeo/6SaDldDBfk4BrinfzJYz4JIgQYp2M4epvV32BIrkaT+wvw6F6SMl3bYicIDaErGSe1DU7hxS8wWGwyq4UG0pC/GYjNF6HDEv1CDqPA505QqE9rGMc8FaIUkml8bhoqdsvo8Tj5Sla8m1q2qO16lMDpAjkxPkNuqg44w0vQhjxmz2CBhzKI/ltTFfJnhZIZDh6tSDOtxTegIV4GQyOk3wy7QTLCPMWIbqm6TZ+htv/UpUk/qTWji8imny+x9+xP59J1ZcCnfsZXvp5eMo5F7NmKbbTIS/yjy3SxcRE11jaC5OOc8d38/8N2bD8d6cmnEBheUDh+xyr7duRVWJDZgBmyKnl145lFoNtyKg8uEH56BI76RuuoVgauf2nW293qK3j1rODIC4JOvwCAYB2p7PYjO4WUYNRDVyVRBRmX0HuUe0hRg8Joi05s29kmKrTK7svvt+rXYdros0d+uH7RlXrxwlMHUH58Cv9h13XTK/lsmt96j0zOotBwV+fR5b0ZRdyZj5djzKa7JbCXq+9RmErWYbEUmr9acm/+U2rmIsQjJWzSvJQP2+C+T81/oKZ8kPeF42fUJqbm0oa57LEkKjPaMrqPfzAJ9TzxstBzvIUfhN9jYgfHPEjpNOdu+m35IG8IOHt5G9W375JaMr+/yknrZ3UtTrfubMueFP/uRH1JHc/NJuu1gUO4bzZ2+zKTiAtVJKJrc5EcMTMqleoC3VYqMHWYwWk11UacbWHNVG19zcUiT2LxegizQTfNcBXOd+Za2kuGJ90xwMRrW9lo6HemzRW6kz17uj1NOGlmjKolCeLvAOOMkSygKnbHDKnbxPDU4fHxvTzVivU0XxbEKvQ2qABe5lMVaZon83M2cjJc4X65wTpDOtGYT2YBNlmCdgsnGTmRnDMLdNJop6+dV9RMx3yeJuQTdqXTUZU2V9CG0b8BpbH7PR+8aNazF+nuchPWkdwzrKFii4UycRjpAJ3rlzN/SQ4pEqIJMl4J+og/4CYPRg6d7wk3d+jMBkjIbvl6GyFtKv93v/9H8Zfv/3/1lGoZgZLqDmO0SW9jJjfrbTKuDsstuLV4Yrt6jn3r4y3ESEohDDaQTbcT5RXbmJsS9OLZjggBHU7uNNqfjFzyJo12DHCl76GCfvQQkJqMMlg7MejKgg9DHvP/S1snPFKrqj2H6wHKsqrcEEu5jb8l78zDZEm21MU3fLvVWuD4hOAHpmcZNQlY7c8exYo0vXDp81kJOqLHosfZgKSmzyVRQDuFmTWw9yG9JHatDEz63QvC+lysPXm+D1b1+/Ndy/TRCC+hA4p97IDDYU8vcZWqqri/sNMom1ZsP0UwBl6/C9730fAHspcu9b3NdPPjs7fHbqDE37Z8hszWYG7j9q26+9yL08CJ3NuJtbDwErDNiva/jwBbXZzwCuYyh4j4bScs3qaSpjsEyf4vz8dg66I9yne1lTx8gKjx0/AHXpun8MyClwuR2a2UZ0WxEcxHuRut/UxFYEQjTm894Ft2tX7gakHaXjxHBFMtknoRmLDTL4SItExkHp8u+kcGMDgnKH2LaanFlSz+Ri2ceHdS5iHE48SzoblGzJs6N6cgUH15NWeqrK03RtkaPV47p9lsCmMKXUkc09JbP+av9X/d/PUoF9lJyeOY26zBif9tqlyO3GGK1lYVQK6bhV676AzuOnQVt+rYC7w2CJRzxHVW2v1eVGuoM8ZQXlnTrtQiqzSM9Kyxr+vEwNt2IYZ2KJpu7OoTyCinbffpyYtk4AdIzVOv5LCHKVIvfG6wKWxDksrs9OfT784R/9Xyx0pw/Tp7XZWVC7Mf+9z+Yg02BwpXU5BxwaLaTQ3wCrZycjKS5jWQS59dL83ifXJdg94hqpM10YPmPL40tpaeqvZRU1GxZeCtZ8z/qi8vpWhVJKljKqK4xccP01e9bX+1fCfzdXgj6Q0J+3LuTfR3zCIWs2UQDmwVpg3YcuqjJTepSDLI2cRV8qi56h1uP7U/3XpcC9MF4SZNWUBuNey2UAbmo4cGgBWTj9KluZ4pzeoIcIPai5AcAfn/gCkQW0JTUSN7iZyzJmyg7SdNDpPrwnT5+Edowqbj/AOJEazbWrRu43kQbvo53gxdB59s+dPX8mvXB7kfo/xBLsp++9w2cdkiG88CKPlw4P//yf//7wL//l/8HmoL4GSChw2Y6YY24G8JnGFgg2cvkJgLVyg195Lyi2NGHUv9GZcjP4aM7y8M/uV9WeZnCCnNdl5ByRwLQi2GTEHBBGyYpB9ErcYtNwaGLrDbVOEmkr17bW4WHGNb1Nj+AdHgLdMtmJVLTZnD8/48M6mQpPFtYUNctpeu/M4gQ7FZytQabHXKEza6Jzy+RiGSXAOdyWh7S3NWlBjkzOFoLU5KQrEXcIfhsS8FFvZLq3DeGikG0R9sXduHJjWATkpmBJZqaZ5Te/i91F/+N9xjJNbyV42Y19G32IzHNz7M08DeLf/e6vUzc7lmv0BdT1T376U+p2XMvMXzP43Di8/Y03h9cJVozGt+A8c/MmkycwYL5DRvcJwqT3339v+PobL0fBm6DUejEZtvW8c2cvpXdNVaeZnLXf3dTupDePHCE7JxD66MPL1PduElQsQm/uGN588zjXW0XmynCdcV13qO1vYQDruGN1aG5/xDSC9DPqE2t7UCs3dJArUwhrciVlMItP3Gu9bh3IubdrcKpgUopZgbDbYfUQugvbbBVwH1ULUpVSBDcDlMb1JeAz7utGyzIb3bAiUv7WnG0mWX+vaYTgUy1I9ah9XwF/AV/qz18Kwnt475mb4y2U6DMD7labq9bbprhMdldAV9DX05IOco1KFUj9L0d6CU9K2FM/42uVeKYmfdizKUhOch+nZzyrdZ7ZwHzCgwjesF57eh/F9gRswX4CGGp4v1zCkwK1El5UO0EuCzdHR4N/9a9/SNSP7HxpYHMdhJ46SC/WQ0bYe5jYJ0cDM9FZQC51sHIH8SomEjGjWZfJ9egnB1ITjVTTdxNx8EOd5uzelqW2rKjH5xXkjEI8DDMxwIXassZQA62w25VLvcm8+nDWaIIaAW9oWNFS/osytNSh6yfpml24WNPzpgoSsOg+d6kZSVuyCUOnuMHalRQA/Tubbe3bqSGhqCw50H1/oXJbXaArQqewf9Lp/unqg0wCP3h4Nxkdi9S5cMwVmyQL2ozJsZHqhx+ehnZYiSWT2czV5h9pw+cBsitnvZ0hWLkKqCk2cSNKVd6i2Vf3i6NHnhveeuutCDbu0kD+4cfvxYR5J2bKj6DSPmMkj5nlLijLF144TDZ5DFHKH5Lh/zAmvtugsI5Sb9tCNHzvDhkbg11nGNC5gfaHZwhnHvIZBDmbv50bM4nF12aGwc6TSYzxObxS96ESi6q8F7PbUq3aK+BK7ErdSut71ttBblS3aLRNivuCjrVZ1xVr7B7gdgfV3U1A3WzOA0zKRppToJsD5NJLxSFg28DmSalKMiZqrWZxUpZpIM+7MauTQq3sP4/0bVY2F7pSJV4DOdsGpCz9NSBHNivIhQX1e6kZVibHwaZbC4f+res4zkAxziDO2D63MOzfQ48aZsarOIWMUwefJCM6feZC6nIaHe9iWOkLL7yCIADrNpq7z50/N5w8dRLqDdCGjrWpmrc8fPvbv5KM3MzL4H2RmW4CnF6Sn3zyaUDua2+8BNC9RHA1Fwp7BSC6fuM24qUvuLfjrKf9+ZzW64z6NwOWL754gINvFn/bmwhQHKR6E+eUHcM3v/kiBzKZOmfHZ59eo0/uNq+LCIeg2LlyNoPfpw7rXbZG6XU0yyqHj2JgvFDavqmsLYl9E2G0QNQMRIFZvjVfidJzn3z0ILkzOv6qM5D1ugSZ1qliwEBNjsAo50BKKB3vqoUgqsvey5uzsvxKq6e2DMWrtlxikvLF1ee3amBlG1hgmveU8koPwOvNlmilQC5BT/7s5633MsrfOm0ZUUkDOf1Uk82Vc0nV+QzuC6g9myqTK4FOHGR0yjHr5Qb5M9b1prifmwlWp1HFuo8PHtidX2/cPM/A5glKJq/C8lDD+wtAric6KROu+/q5qSvTECml54XgDan+yYXh8DWT+1f/+gcITZwK/hCJ+PNw+S+QxaHwuksEsGwtA0qHhRx1JT8r2JixjBjI0IVNTRgueK1gm0Udl+xK+zu4FJ9cfXUFcHWzfKTo3cQmlZ3VITj6GT5PWXeVM4HfU2BV2YALe+RMYA3ORe7PRwlV39fNn0vK7BBXBS2lfhTgPPCMMquZlIWt9VBArvkfWq9pbQflG4eMmQPD67Ip6jH4cJsN+ep9LX7OyuwQPSD8mNCxfgUpL5L8nbt0hdAX9Cn1MVxDmAx+mQbvy5foRWOOl5/9ZZp7vX6XaPqVjtuKks4evQw7pd6iTZML3MPDesU9PAd1uzh44FAMdr35KwhXPvjw3QhOlBfr7Wkz+GML0YDuvgM7UOXtQ9Dw4xg178Rh/vChI4zq+SaU3wR/9xM+2xICBwaubgNAtm6iHnd1uLl4LabEz/RznGAtYG21eQ5JN4Bt76sgZyuDWZb3pitlRZgcVtyHRMMcRopMMkE9LhlQXZGDVxYW7z/XMFn3ChSoIOe1XqLu6BSDa1euxrLsiXZZXGdpzi0816wKWO6rGfoc9KuiE11UgL3cW3M5jZEVvCQO9pAzkBrV5Np4JyN616xrSN9Cx8DoWan7BvdiHGXpRgfL8m9PHZgqgvo8OnBQ91JRKdAtoVB8Qq1tFvf/BcbcHD30Ik4ne8gw5xERLcUSywb/69fvonx9gwbsY3xOhpdCLX6KIvYuwYJWUTlYyb7u02Lg/LfvfPevIAN/kXWKKpdmXgUid5jEffH8jfiWnjp1angBqvJlWlSOHNmD4GCOgOgRIAc9eelqau8Lu/ZmzXooXr3uXLqbgNzx2LvdvmW9+DZr8DJU8DyN5c/TwmLmLchBiZ6B9kQd6hSI+TmcT+ivXYIG7c75PZgt4Yl7qtpG7MMtsCvVttn8aCyMa8pBvApMktHV5JLK/kuYVtlTtQD0GtqohUkQYW0ZYD5g/Y0EIOlhqxM6/WAZ5dOEH2Z5Qoogp09pO7+6EYUuLAaNPqfopFgp083t1eO14nrkz/PeetvC6HUENNc86zPepr2ProGZr5Uo33O1PhG/Fl2pIXgZiVeDfIR2nm8GcIKcgZpnVwO8LlzJOdnUpBOcN5YnrMXtgC3aAuA9gY357NQHGHRPD3/zb/0GwfPCzwQ53012YNuHdfXWvn5OIKcS0AVQ2ZBvImk4b1IK4TNsgP7wD3/IoUdd5fp9BAavYNb7KiBHJoJZs5LgxytKt50Ubq2sesmMtouTbqDGR7dInGnYPVU36omMtg52H935vyuD1gBREGx0VMs4u+Kog1xlaVXPE+DKLaVoyt4X0xe4NaBeLK5MqtSRke83UB1lju0eVXqvc4L8tdFiLbGsucjbGzjmebguAdrKNI23JgEbDx1DRIvsboJQJUZ3LbssoN8Yr0kngz/E/3EjHcHTW3ANAeSkAfezwPZBBZ34+Ay9RxfzObagFjxy+FCiPd1I5siU9jElug+RtUFWKf4EVJzv9R6AZzanzH6BcSnPQXNZfIezo2XkfWTjp7N5qpcH9R/vY/E+0vHZMWjTzbinnElD+DZ9FPcdwD4MQQsH+Nmzn4XL37Zteti9f37Ycwjrp0unh/NXPs9EAp4Niy8OLcBtE7x/zB2o/5mVW1PsxtlVky0QKCcHKSUPS+lQs+GmqOTPnYL22tW5VLVhgVyBgpmcn11K9NpVgjVoSyldI2+1xFM8r/U9BSzTZHFbqZnOoxo1k1OAImAqRrF1IBJsf6rVcv/tTM45cgmdC+Ss6dJ7OM77ndQdX8eT6bL1Cr+aYh+fn/tzn/vxFCDysWINjfNxTqpy6+7h4N7nEMIwEodBsTevPwjIbYqLP04U+w5x7bdBX15vc97OJTPZC01tMLjY+g1VK7799lvUVI5kkoXUlLZsi9T5zp9l/iCtJNeuXRsOP7dveO75/QAUzeb0PV6/hkiEmt01AiXBZuu2hZhOu5/P42hz/caVWL45l05hzA2yvs8/P5t66ZEjhxD3bGE9TOJ9uwTlicgJIHRC+FbWzgS0sODbQS3ZCteue5hmHQByTjIooZcZuKNgYAq8xmbkqnRZt2ZPcfpR9JFDvfWxdebGelsDo15/D7B4TvFZ3Ee6noSFyffV94fSFKicpiFAJSCuwDht4wbaZmetNld2Y7JMKjs1Wa1+sqit/fmI4PoA5wK5oj7reXIN1j1qeryPojA7GLl8ahK6bJRntiBfo5+cA1e9cA3kBP2cS2VvZ3Ajdelu8X3JaESQzWtsRvk8N7+Zc54xStCUli4uXznHaKV3Mn3gv/r7fy+GETEg71lvnYijr15e+gUAuYoXvgxyZnLNIYQPf/q0NbkfQjNc4fBcHJ478nWoqa9BVz6Cp+8gB0WHG4ObSJWZUUp3GPAA71Rk+HJu4kgRmUVXFGRf3Ot75bxAXwa5VqStvH4EXP1C+/0RtXxlaOqaKKVMUqvNwN6UiuwEuJL81uIr+536nh7tebhqE5QDlQMv7hupPxawKVaogrAHd/Xj9WwyNWH+3kzOIrcUZ/6N13GBdcHJqD7A+3HcjvD5gzoAACAASURBVBHrMm4jT+hd0QFFkNsM2O2jUdeJAB++/3Esmez18rENgYmnvGbNu4nCnju6nwOHfrWrOtWQsfKf/oMGWZdpDblzG4cTOOgZXe1pQ5jnOaY4gD/99CMOry9yADtLbZpDWoC7ePELJNaLfPyVjPhZ4nUmxnU8mR8OY9yr68kU4DVOb804Gefh47uHF187NJw49f7wyakPh3sA5QoGjFP04KGGxzWfze2oGuevtRrHWm22HR682fSmkREJwmZutkhswRqrrNIYLyPt0wKn4Is1HD6vPW8yBYpJ/LNOKLegK+/SJG4915qMRsjagdlIriDH+uIOm8BnEUlwAGvvZWO450wZN1evkXU+6cmqLzcHnwRsChfMWAkYDeoCcmZyCGSclI2qdAJXGP/OemQcO9gzi2TVdwGHx9qWARQr1N70qpzfQq/ZDIrGOVoCcBi6wdDiZUwYHj3cgNr2bWbEvZlM7DpTt0+fPhug0lhggQnhrzBZ4hpqyU8+PRlrLMsJWnntodZ6h+zaiN/RTmZSZnJaobnud+/bTg14JxT24RiCX770mOfF8BsKUsCZJgDogcYVjMJv374ONbk3z2V98Caf48SJkzkAHbq7h1mHe/YAwpceZjblbYQoDzEvmGOi+CSBRYRa7AfVtFLsrvv1ICdDJMhJGgtAgotZtWeG21GQMzHSu9J14F6MKjrBaH31YKRYoKKZew2+C8Q8B6Wa41rD91WrU50FEow1pqbswdZqbI3S9J6PQK4ma7vHS0hWvXajc0qWKkAJCFsISMlGgYwZbiL5UJYel16P+KY2M/nq+aw2BpmeKfZFTMMxCy/5v+0I/rkArwQpXqfKQsvD1bpmPbymnj+KhKrdi7mPGDXsQnn73LF9YYx++t67w3vvvwPIvQuLs2f4B//gv4UaL2HSLxHIlfS+GxOXzZLzrgA5KIwf/OCPaeAE5K7dG4499zqPN6j7ODxVV3gO84eOp+Bit+GGcZfg0DA68BCqHhKKqAG5ongqavHqF//dacrgl5c62XgpoXpGNfp9bsWa0KQoxQLEqNuiuKyFWq0FtcDSmtCmE6Tps2VYGYzqaI9EaY7EUb5eBq4dCKXHZnC/8N1JfzxU3i6NZR+L/TZGSPZTeci2qKlnqSOQYzEZybmouztGz1D6teiK1L7gzDgeUxczMhM8phi5o8R/CxnBFYDqLoejkwtmAGAPhzgzsNn3Igg4pv8g0f15BlmuQoG5qXaRtfn+BLmb1OTuosKb5nDXzsnmaKnNK1cuYN91LRmcG0zF2IOlu0TzF4Z7928M95duRdRik7iDRz2o9tFvd+jwAaYeHOEz4jpx58qwYzfR4NGdtBCcHS5eZ/Yd8/EesSGnAbkN9N+sQGs+SvNpKdaKQagMriLQBnAcLAVwulaQyZEVOeWgZNpOlW69jqFwvEMIOgS51vOWychkAN4vAc7P/ACRy0MzR66vPJ8rczNZnCKUbbREbKUfbAt1uUmyOQFug1M2AqBV/E/NTzq8v7YHZx6VyT1LJlcgF7rSsTipyeHPCF05RovGlA24PK1Aa8vAIuKOZWqrjhNafchnhx3ZtX1PanJbJreitnw8nGcSCCU8FvsUziUvcs2fx5PyKlTiNTKtW7HB2uU0d1Sj83iKmn2d+eIL1o/15YnMHdxKI/5DBvE65dx1LQBalysB1wYa9udR0W1HiXmE798R78kbsDg3CZhsoNhMHdZ74PsX4AyAlKBreqDzkS41Z89eCGNg070B21aYCYctq+YU4HyfipY8dDvpVsFo0c3JoprE/qsg5z3oI2IEORkP8SzDd9eBXDdbrynXFVz3octFYxcAdCusEH7un1YOKS9MzoHW+xsjZcUjzWmlrAHr7EpdTAGHnrkRjzWPSj7TegvDfDrPPIMgkUz2yde1NhuQrvXvUVn/LDvBihIAU6P232SmZMb87H5uMmNcSpbZXw8pbzxigolnhibvMjHrg/yMmeKRGqczFbn+1rZ3kYV7Tz1/tGw7fOQgZRGmhRBU/9Ef/eHw45/8G+q8pzGFPz78w3/4uzSGH280aqtf5mRc+/qFy+Q8G4quDLyUl6DLmat8GlnxD//4TzIf6hr9NMePvYkf4ptEZUZ2DrSEy2b0zjNoFIcbepOr96T5xWXwYQM5U2ufn8UY6i8ZTz3W2hcqkhEs/i1wa1lfFYCr2bzTB73toCs3E9n3Wl6rAUZW7IiNdb0zAlM3fq6aHqpA3Sds/Mz7LoC0eViQ603L2k8ZeSq/V4CSkRoBOTeqi78anONh6QWWrsyEcfuBKlr0OncaY30Tqb/vVmX2Haq2rDH0ujpkvkyCBR0upE+3A3KCdJcDG/2pbJNSuAjAnUUVJ+gLxiopfb/XqONd9QF9p/v7du2XMp5kks8lgBWIhdcn4l9h89x/gAHA7cvQUxe4RjXexHvu4al7/as0g/9H3/9VrvvKcOITBm0ySXh2O+tjAMwwml5iI5q5TeFrOQCEy2SFK0SfK/aJJWJG4ZWIoIIbDzCjZ99T3htZporIaX4VjLuatitca73UpnPw5oq1HrKwp2ZiKic51O4pboGqXQTolhG4rKBCjcsI19k2AoFOgJsnu00zOECn+MSfNyMM9WRmMAK5qiV7ONk2Egm6Nl0eUBkIayaH+riB3Djg/MgRJmRxM4hRzFLN5Jx4voTQ5B4q2UUGlW58SjM14ozD+5/DXmz3MLGBqQ5XHgynsOF6hFpxE+NqpsnyJqArzwAolwhmZP0Xdu4evvH2NyNwcupAPW4lE5Ia1GtS0ZIBk31R8VJsfXfp8+T97qCeunvvVijII2lHuXVL5xOVkbQ08D1m/rIS3pcl3GyWyNBdpwabW+c1994UNaZ9hVULqtmJ9+5img0N62w/D1fXb+IS/hcZf1poSqkYsPNckm35SiaXTEc4bgKxSWpI1o9dq+75bspQzIyZYRjhPDJPztaCdZlcnqcJ5ap9oPZtBbsV8Pr9qcm1un3oyiZ8KcCtGtmIbm/g0uvs2cedbUgKanblZ1BMVi0P1r/7oOdkcTxiWaZqs43A0VTZ+ydjMjaGqGWTJhI4Cq3Y7E+LzBLqYfaq+1UzdQNV12alBYKmLRia6wv6fm5q0IiVNPK21Uim5DlmTwpi0whQzAx//3//Z4xb+lOCmVvU3t8Y/tE/+h/CCFSt8JcM5OoNrwe5DTFn/dM/+7MouS7SMGomd5zHlctQJFdZtPc2EFm6iqz11ERu+XAFFlEqtoXqza6JtBWlVQTVrbbkhqsmNxoOmNi6A936bK7cAlyMoRgbR94XU+fakwX6jOsArtOkfbxGt+PqYpKeOVYPTY+AmuAhEuBWO+MzlpsCE7B1OafOlX6eRrtEtNKoEp+zz5QKBZMaA4vNDRI3h8pA+7XoY3l6vdB/9zMU/SDgYPXVaAwBzukF5XBSfpRuPqNqR51sxwhZENOzMNw772kbfU6+10V60m6grLzCFHE/1xx1KLNDwUN61AnPkbcDQCukDmPjz/h3Wg8Y4vr52RPh6bUR8+DYDBg4XdzBrPv37kbogIPLEw7EcajAaTw5sSVbXsXRYxlgAeg20GD6jGZTCCFUiNA60iuRYBctpPVb6BqVmKEp+YxkDQK5Um//7AHb6WUP07JX85zx9CixiO4lT1UrAk4BKUDOKeN6Yi4lk3MwqbPqoC6p19mKMEnQEqcOwE1Lr5kpzLUdOCpVJsgZ/RuAmQlEUbsWTJkF/GyQA1wEOWtygNyz9M8hoAH8BPMV11L8OTEXxqrrPlZdT1A0jmPXdvTgcTLLXWR2m4Y7N5aHK0wEEeTcbw91EuH7BI4nzGXTeWbv3v1QSkfDWJw7d45+uTupydniM0Xm5NgZr9/MnMIwM26pW1kJKFtAxmxsG32O25n7dxSbtq244FynZ+82QOeaMVPbsXNXaDv3ssNjXS+2fSj/n4XmdbzRg1DFBng1VcBamipN3VoMDM0orN95v7qgKC4cBqYKORqdUyAnJcn7bXSlwUpRegU0k/Zaks2F7gu9XcFvBUEFctlHPI8DWX38LJDzvIhoqMKsUso6hqeDXMRr2UoFUlmnUoBVhpFCtPc3DiueH8lRSzxXA0mLWVqTSja+lSctw3n3eFmJ6WsgcApUq1zfcT7rlIER62cOwdY8kz7uIea6DkviZJInPFZWCBofkdVpywU4PaLf1bpcmuVDjRXLIcipajUoqjF6uAYp4uIs86Ei20xO3F+hheidd38Uz1o/5ne+863hf/zv/0EmmASrG8gFQNujrnWB6le/fg7Ck16Tc2EVt+w7LYNSI+kNw7kL50lVf4T56nn6p64NR468Sk3utQDcTepyi3c4dh8AXrQRPFutFgILv/YxRSEXF4P6wNJeI1cPXqc7bldvS0XDSfWlj9IH0hqwWwZX9bk6VHyz3apL+qhTlb3+V7lTU1cJEm2B9YyvrH688W2TjWiv6m/xq/pbSvrrAskB1gQHsZxS8EGqr1hBwJESM0sU5AJgUauWKbQbzoPACQQuKnuQ/PtOoWaRWHtqzixpSeA/sy7vSU35lXN/EGcP1ZPj9HFFPed0A66L9TUpPP0nvdZeVqcLOEcu0S3PtZlDyiDEmqLTo1ViSpuoVBRI9LDT+kpLJ6kOo0unEMzT03YEG6hLV84MH534Scx7dUOxzqM91je++Y1QYTahO618JwXrsSkOnU1kfIDc0mMMkx9AdeJpiZER2Q7ROnU7tnarIQgYqsPCCWYKgnW4ScGAQ9nsTQo3PYpcOzM6o38BOyAXSb+bK2RWqEkNlZN9+fdmedLMZum6oKBk1P3ksaOOFH2oPPUw1S4szeAAAQAnfTlHDUoANCPMVANrgK5rs4G+Ntu6NJsLUNtB4wRma3KqajmcUpNTeMLnGeMhYMd+KhmlVl6P+T3XG/PipfswIjSCP3eIqe9btpPhCYB8L4rmxyuIuRhzdRlDgKtXbwNO0IFM1375pVeojR1EODCToamnPnNuIEDOe9WtxIfrIMN5ad+wFnqZoaiCl+BjK4XR/Cx0+FbGqxw6wmBW6rRlGqDylcyc+ute5ti5Jh85AZ77pErT6RbasbkXVO+ZKaT2LLvT5vs5xFagct162Nq751ZO8CITkizJQNvNUFAj1eeXa9d9FVFI9qG0XfWz2m7jeu+AWAKyL4NcHcaCXBvX1Oplva3A5+kZnKd5CeSqNSBtPVzDjIVqIFyTQgpo60yrM0az8YjNMvDQPW1Kn2M/6zsg5xvxuSyh8I9FkeqX2cdrNLqS3fHgAfsF+nELQK6YbCf1Mi22ts5P0XR/kraPd3nOBwl+V3EZWn0mRWlNzpqgmeHaaJ+wI1IMquBxz9Hv1HpsSi9xkLEpfhrF9E6oyoUEnRpDXLp0lnV0J2K47/3q94bf/e9+F5eb5yuJWQdy+bzt8f8B5Opi/b/7+tk/F1qwPbK4+LIjP6ohrse5C+eGH73zI5pLcTFHGrywcARq6jkiz3E2IrTENTYm2dyGVQ9H+9PSspmDvIxBC6hCT8awueTeHdHzkq6dUc9Iq6M12b2ft4QFaz1JHnIq7SICaT/bBQuVJvmqLTcciRLWTFHLTqci8rx8em90BKiv9bW6mhTgBiqXBKPV0TBCXktwsKWgpvFWJpu30Aq9ESukoZWMN0as1ibLFcGDuv9Mb1uoXsGqFUT1lBlbNYvqSaZSQ/foxGL9rdGgZrP+vNmQz2vbgHtIkLJNQfBLdAs1YcQmcJbC8i5gdSXX1ucMBZoCevUDGQEafHiZ9zI/7MWXjpIZXILC/pCg5xOy/FO5ec4r+/a3vpWoX//Mh2RrkygotyE33rHHsTJsepxb7jy4NtxfQdVHJreKZdBDIk6zU1V+UXFyaG5URMDDqNUIfcpH6MlWMzXwyPXrkmjrC0VFZVRO+qm8FnwSraC0A/P3ORh1QqmJ0GZPj7QO4+BeoYZkJuXsM+27zNqUfE/jxCGFaVZnzVV1dtSb0ln6aTrrLQGy/9Whl73EN1HuqKYmMwne+7ifwXYO2wikL1s7iUGZfYFlDm09juuCxH5lCaqPMVZHyOScu3aBoaNPHmEsvXmXVTFAdhyF60Wu9+UoK3ct7GU6+xvQi8j4yd6057p27Upzs5kHfDQOmAlQuUYNHry/9mrG/JrrZsBgIDFLzW4rLIBGAtbUrsAG2KjvftGqazsiJQM+6fEdO6di8XT5Mj2IN3WTMUitM8AkzIPU5+5O+B4qApzfIVAlu2Dt9pJFzBegHl13ZY7sWVRtA9lj/qkFFp15qb7VMtF2PbrfurNHn1QQH1oe2fsBX8c2rQlQfN7eZmDwVN6ORV12P17Pr1JnFwVYLitlRNDV0TGG1t8yGVlvW6gV0t9v/amftZwrBkteEV3e/Mz6qyYy42yFfnyKqGQXY6r20qd68MAeXtca6Xko6jOUIz7jiTAOZT9tiA2g+8nAgHuaVoJ6VD9ysRqrBiBgsKpWXWEecR28TwE5s3nq+9r7VfO7g4FLEGRt9dvf+vbwX//9/wZK87kCufyXQ7R9Ii/bn49Rf4lMbu15/t1/V5HRV78il28g10/5yGdV9LBZz108O/z4pz8aLjB08QY8+8zMbjbBXtLnbVywzcPNy/SWkM09pVduFcrDGo0UhaGsQNfFGF3mX04iBXQ5HvqCbSDX/SdLKusOKAC0oJ/pBURJ1ra0guoWWz1L65N6u1tKALzx4H0Rps6WgvO6m9Lij95UHIsuNlSkyAEQox5l6FpNldqqf54SrJQBcwfIqH2N8gKebbJv+5wuie6A0O3CPBTiScf3hv/n+a0RpBWDz+rby8ZSKszSFdT8N+sLRrrV/mA2XQ77k2QJfbZWL4SP4WI/RnZipJ3MlPdoM+/16xyeGY5oPaEK7YlgE8VqQyaNNYnKbnemEywt3xguXT2Dy8pP6cf6MPdvHg/It99+O1ntZ6dPYc7MeB2mKOw+gK3Tsd1kMJz106vD3aXrZHR3AD02FRtzibqBEadD0/pmHCMzmAAgp4nOp+mlM0r38/ge+n3tDa3ldVru6hm9E2rMwzNnZGVwghyPp7Hcsv4EFRvLL8BNihCRh9MFnDwgcHUlpS4nytSnoMkmzZhdy/ZreUQbzPC9+lzWhm6HWAtjBblVgY5vtC8wWZuUKxmWIJdxO9CXBmrplyQI0T/0Ab1sgtwys9eespcmsMs7Qiandd7pkxcCbgf3UwuBNXnIANXPz8CuUG/duWM3B+ABKKSXUlP5AqGJ0wMEISnMgwcPc+9neOdTMWp2XI732yylxFUCSr1517Ug57SCvXv3pBZ6HVrb9gvXpLXpWajt3mu6b98Mkf80WaX9cY7joj0jKkkEQdwLD9NMY2ft9Tg/faMtofH61Yidoh4tabierUW5JnJmcQ1rekDV4Xr2UPW7ahkI45H335r2CVL8cv+l3h27rbUxNQJc9nSjIlPKyLpXaFWtKjmQeURdyd+XhZgN4zXCq/YigKjzUVMH1/lSNbBMLrCe3pOGdVl/Z6Ssy6/YJ6zIiven60g1cfN3ZmMEjBOx1tqdtqEdUMm3bl1C6fgTgooL9D9e5y2qg8AlCRMGjd1tOdrgI9Psi32K0M1yCbVq69U+BDmnP2iObcIcc2yCurQ5qAsgoDZyzHogi9NG8BtvfWP4L/7z/5J5g0dzrUdJd3CumLO/6OvnDnKu80YSVGTKhb9w+fzw7ofv8CuCA5zsJyeRiW9egMah9rJhK7LnVVRf0HQPGK/C5lzi0JCT1zm9z/5yc/TIqi5ARVyxlxndeNP5RkUKED1GSEayNiUgUdUoEkoYXXvH52kXuhuTekG7KKAr8Lp5dL2PDnS1wdMHlVlWzT4nvy+QckMIKiVFJsrOhAI3kBlS+VjWTW5tD4kq68bnt6Ossdxg0pvXKM3a8LWBpa+S7SUIKKFOyGNFKo2e8fCVlpR2E/zSZGr9oUXEbsZewO/9R0A22Ult3owDsj5FA7Z0prSVY+7LvaHomXKdsEZWjfTbdxDZ05/35JkClGu4aXxANnci0ap1vCNHcOQA5O4g7LCO94wNt33XlvTKwZIhoef1Vu/gfELtBhHKE2gVXomaHEADHeNSsKg+gYuLjagWvacEudRbpCkbA5BDroAtVsa57u36K4luQFfgxiUMTencvVK8JTK1wJ9mcVSNi4AetTCzMp3/BTppSQEyAOe1VjghO2HwIzsREYqClqoNdZAzynAPeb+sOHYByjifoYPcZvrSNmPrNqm1lxkA71PaW8pQKyzrcQ/uUXdlmOjM9LbhheNfo7Vh23Dx3A2uzyy9j8+jDl3hz6gpr94CVBaHo0c0aNif+2r/5xUcb7S785odPXJsePnl11grA5/1MbSiHp60gXhpWFM19qp6VWM7x7UWjO2fU7VrZG+2F3Nx1qVB1ywUpoe/f965QA0PRx69be/eQXF961bq1Qn0DDzC6lRfVq6UQXUoxyYwi1ioyetTay5xh/dJoBvL1OxyAUmdNrXsyubLD7YUztb4TJ3N4qyR+2tXFRbQNdk/zxdrrWa43YPW1PIbyMUbNX1jxRQZSPpcMRyw7iroNcaoAs7xajdIXbm1C0Q0YqZYPXC2JiRL65MImq5AUNUGTuJeMI+a0rYSHIKkHWeZ67hzxxZq3ofZZxsw5fiMIOYETfsfcg2ttVrPXwdwiNM2Qjm4n6Ue+mtGVRqxVAc4Qa4eBXJmcqx16tFeT+9vKb+p4zNkd56gRzr79a+9Mfydv/WfMYvSntxiv5og9i8Et/6PP1+QawfqiHrJhn06XLxyfvjgk/cAuUv03NxiAdqkjMR6/gB0zs5h6Q62PLdRrd2iPneX/inGeYxRMJ/GFV0OPoVlezPMNBrSV+RWCzZ0jwDVM7l2aJRjQW8NqKhTqjBN3iwcF1Tn2df31tVF7K4l3Y+zGzH3Q2l0yRvQ1c/UnDA3ZNUDC7BK4WWGWqIWo16L58qWy1evZxb988XWq6kq1yKbytQSkTbBjbWfmkheNEzPakfgyIuvSBkYGXq9rEeta82QhnSTCnjp4enXuIFiUYBFz2TMBg83cBr0+RwKVe4xasPDJJvLjWEOpgJtJL6pmuq0k70Z2qpTxuqzRWTpn9AwfjIb2deWx1e0YOvgBg4lxSc6nszvAChmEQnNQPMMFMaf3WOYKnUG6gfPUFhKwVok9zCTQit6EmVhQK7+3AVLa7SI96c9VLISVOVhg6vFsMijWxYXkKvazlPrE0q7BW/7sgC3JRqhzeSKfrRHTaDj0OF+C3LlXVkAJ7h1kxJpTR9VOnKvtEcLSmx67yDnTLkJMzkBDgDZAkhIQ2eN8T6lkZzerbjjnsITQY6sa3bLjuHVl97EE3RPPB8ncDtZ2HmExm1m+r33aYQbG/jcL7/4Gv1oe6md2OZzPaDk3prHZuslBEGvf/01AHGZ+tsiNJcgd7+Cr4gdql/TdSRFN0Uk75SMaTI2+0L9u642NuuRmnd6g2vR59i6VdWxo3GqvqMXaiZzZyGoMtaZpHqzehDbXWgSgBTfm/PANR5VJb+aRdgPZm0WvMoa9cD236Y0BOA9eu3KwNtzpB6CmyWEciOqc6ayuzZRBIFKppG0nx2ZpLdau5lVt9nrGWPXAmT9tdpbgnSfNyCHaUNr/C5gZXVa42sgl+ub9oBmAdZ+TQ1Q0BRcm+DEtg4b283gBLpdOB0dwB7NUVdPny4xsPgPsNl7n0CGSe7Q/nMolTclezOLE/AEOfdyy+QasFYw46ODnMFsy+pY64/jres6tTzCteRD2AspbbmDqSaWIhRkvfLSq8Nf/52/QbBFXTa8xi8JyIUfz6MdtElzzeSeDpeuXRg+Ovn+cJFM7iogx3g9LsYsYzOYLUU295ja3OLt1eHqxbv0IKlUI/qi9jPFxF9kZBwC8uNFW/rVN5YLSJ48Z0QDuN747feNWdNKJLXmNRmlE5sxLQABueZj11sQGnZFUNKytO540sGpelrajhr9WqAm5aF5sQeEf67oR0qn3PC7w4mLOHVBDvfQYuYU1mxGIL7G9WdSerKP2mihKntmm8iz/q43qHa/zG7k6qgTqQZ/PgBnkb61TghSZrbdE88oPFJkaMfqM6v6YrmxAKYe1om+TNlVu+H8TzanctP8w8NEfM/8trxmrQejTzl+fTM3jiGcGVuh9+4Uatsz+Tffv5SlrQhG7pM0j88hVJmaRe7MZPNJAG58M8+5EYEFILf4kD471GDPNsqRGMFCESmLThbHQQvAharkz9blVHmV6szF4luvACS/mmMRVGkPlWBKsOPvAnTSlCOhgvS3QCed5Gw6oljAbRn7rKIqOWxGQFdDUyetY7pue1bo63stHW/E87eYoN5UA7nU4/jvsdSyv+dhFheQE+A4NDbTiqLRscXOcuhx9MwDsmpk4Itkl4hOVh9xPfCnfPWVt8jSjkZNOUVwObtl9/AxXqU/+MGPGEi6A3DbB5C9ithogQkAH1GjocWANTELoO5F6fryywexbDs8nPr0HpPhMakm89MrslvJxfTAPRUA47pzyOnMY8Y2EkEJhAQ+ZomyBrPcazMdnyM9i4iV3DNmOFcxHliEdq1ZjgCAGVFjRMKq8Pcj5bCAkD3bGRXvc7ns2LbimizN1+MYHCjnl13wsy0sLGS/+twqBfOI16UgxxkF+HSQqz3VG8TXXI3KY7Yyr9Te9Jy0VNCC0ATPPfhvEW+1uPiOe9BafXNmzmXuUHs61Cbfa13LWrzB6gjkWH8xEc/eKsZMkCsglz0RgDSBeEAj/Tx0805MkY+z1+8Nf/AH/xsGEJ9wLe7w+VcBfPess0AdEWZvM8xLC1hDV+Z5qy2jVOUmC2Zw/uqQWLPhBnIE+a5LWxoqgEHksp16L8YC1t1NApxZ+B//1d9OUPVLBHKNogytVoVWwS1blaji8rWLw8dEDmZyV3GxF+TGxmaRoh8gfd09PH2IG8adJ9AnLG4yOWddfjqbzgAAIABJREFUEZOnF0bKpXta5kBqkVspjCqT89Wrv6n6jSqb8cyoDVBzmCoTKxqtemH8b+Qv2QBR8Okile6C0Z+3gG+tgTxvoNUhapMVyKWpO3W0ahzXPcIDIGM+2r/576q5zOQy58x/Sw3Aa9jMn5tKNA4Ngpqpf9SAlXGVetRrUCKUylKd37Q2nsjPrc2QAFg1wqJRCiRVp0G18XNddejfRaHKpvJzF72S4JO/l3cpNZd3SGrToGEJNWSpsAhOyMCkhvrQ2fQgNusp+2Ue0o/zjPl2GzbinUgkeeXa+Ty5snQbkDdDV6b3xjlf9C7NbieTw9BVgNs0tTLce3htWHpCvQ4RymOK5w/ZxILcuACnl6UN0qnDtYwOkJO+9L5GXh3l4vqRR34+Ax0pWNbcCOg4/KIik2oqN5IIGZJdq+Is6b81tYfQ68ne2OgOS43RskGNPV4+t3U9Dba9z8Y5/p7HJj+ny7gD7wjkqr2FV63sTqWomRy1RadpW9Sf7GIlBU0GJbyewOA4GwHuAW4nATkMmb/+2jex0nue32Pp9WwzgDwGmJ0a/vRP3sUz9Dh9qy9FbGK99VOmCOhR6gG1i+Gox5+npYM6zh6auz89cX34hMcS4hYPOH06/cpQ0RY0GizpC2q9WzBb849VqKDfa2Vys9RnMp+RNS8YVuBVFLmuKDaDV+BXzEEJxGQP1kZO+b01H03WpfaCa7VUxIqrpM8ELWtgS9QFL9O2cjsU+3acVaTHVXpO077imeMtTksCryvFqk1XUYwyJ8W6pByRnrZ6L1FpN4j1nBEEzMj6udPr5P45J07af1rdoWAu19oFquerINlnaErzuQcz2zBAp/pxrfZcNcDWeG7wxXoxzZDvsB4nwD2D7VjYLUWNe9GxvVz/W8MP/+hfEEh8zvc4sJp6/Nha9iZFqQuJv6Zvr4Gc673aIYqaFugK5Ly2BvKKUvi5KJd7TW5TAgmt2nbRAzsP4MlkHDl0bPj+r/0mQqc9v0wgl179nPdfBjkVcILcheFjMrkLl1FXIlLYyJBUaRMjyunJHdA6mL8CchfOMlLlAZHXxmkWkIc//D7jNHyk8TAKN0HMNWEUVL92xVFv3PbNJLKSB29y21FNroGcPXg6ltfXWiHaP/VeuIgMWsNnspFQF1JipdLrwBbaq4GdACcI+eX3u6nrQYRGhOjmKbWl2Vf511XtwZ8oYOyv310O/HNXa8WJvKmxEiHyc5HEc3DEYYXX6pOKE2lzT8zi+jXrvT89Fy3RgMKTGolSr111Nbdlzo722RyuWvegskqzQmm7Zca82AdnHU2As7jvZxZYqwdQqhn9FiKRxcUbbFioRupqNoTfoABu5ietdezY8cwaMzJcokl8kSbh3fuw+3qenip65Z5tuj+cv8ag1qWrw/wuqLoxxt8wY+5ZfDnNchhBhMx+smVwPYsTAP0sqiJDAXuNQwf7WcQuD8kyCHdytiyCYGc2l8NMVZnNQNZ91tQoea4Sj1Qx/ikSeoEtKjSbhTXc9tC0mTyZXAFdFJv8neC3wcyB4CFA5/5J5laR+ejB2w/IARzOr5NmGwu9bP1D41tq2og6HkDzS/U/WATkqJ0NuJ1s2cyomq9/azh69BUssPbw90+J4rHpOnF2+OiD08PXXnsLKvItgkvm8CHxd3TSEtmWdN7hw/uH1994MepKp4ifOsXEgtOXEoRYy7RHz/2nqUHEElzXMAUN4EJHujc8xNueDDjy79bkUk/nSy9U128yOdbeLRrPDZLq72poZ6T3PE/vZ1T4k32RPrYK2BIgck9tWZGJ0AHfaRsKk+4t6oXJ8N3LWojdyjT71157LYrSbfhoRg4PGeGkBel5g65yV7LOK8BpTOEwU9dFsRjJJtnjcWfKHpxIJrZE7bEDWTwq28OLUO1QlclViaX9akAsDc6a8nkiXNGE23UrjSnQOZXeALjRktWeUDXRZfafxso2tJu1luJ4JUKSHYh6djBia8eOKQKUG8MH7/8p1+ASlxNGhTYcMzgdUAJw0qSsPenOatQ2AC+FamVy5caimtOAwPsZ1kaQ41oUyFUvqo/dGEd4rZ0ybyvJE/bIwf2Hh+999zdiOvALmsk1XFj3Sw9M3KcBmsrhksXZyyRd+fHJD6jNXYwPnlncOCA3vonhhwDepmcz1DY2DjfxtltibIcR6JPH2iqpTnOoJ+M0dFTQ3aDWR4sQAyUjkBupLNuG0qPNaKsOtbXROFIiHhiZcjD68uD2D2vUZk/Pu7qyXtcMzM1X9YSyAyuFXqfxCnwKkMvk2YdRp6qv8rcsGqcK5H2hFy1WYNrbAHoPVf8Za2epByRbdZOUY7rPm9dh83uIdCrI7+mbbv2BUHRrtlp+l0KxVzPRadXVQoPk95WxupAFOf+qA3Y1r2qMLIW1yML2M2oKXW4vXelmpqhV0CKWXiuPbrNJ7o5Armo/ZBxffz1To2/cwDJLipXDyfaBfYeZHbaZQ3sCc94rnw63FpmQsIX3PQHAID7ZSJO5asoZ/Bxn6QOKIwdZoPSlm96P5kaNCCaZXNVh4i7iCDYNYBge6jgXa8HJ5hx0ihBBn8mqo/hIOstvKpOrwMnnMIOTqnTitmISQa7qcwG4PAy66t/zd3z/Bq6lD/UCef6eyRnxx+jSIIM7ZQuBh4YTzK11adJtj19T7fr6K5pJc0AvY3f1gInZZnLDU0F/5/D2m98hGzvOvZuknrY0fHHmGtMjNJ9+hjfpi6jujvF35+L6bwZlTXnPnj1QXHtpzt+f3rVMqkCkcoOJBWMqRXnoWOKXIOe1qKyrWIXQdD5Goit7vmqigUGiCrwEqPwniLqG/TLAcs6cYBDFcQPC8mns8v1SKZfQpVP4tR8DhNbbATqnbWwiS/F+LeK0Y8uKfqrXrl+FwtsDyH09itKFnXu5n5rDI7rR91N3m/SuVRAd6rBlcdUW4P2qfeqXYN6HI5ditLUH5N/rPdmPt14wUXtt7UwK9ZhWhzUXphFLBW1dWVtlU2aqdT6YUVUgnlYd1sxGrLqeUIezoZv4EmZjI4pKPGlhRFbpNb19+wL+pO8T0Fzm59ivxOPT7JWAXMCt2SPmbReFE/o3ys/KkJ1YX0pLz7cC2Xj5msF6PwBoa67z0JO7uM4LMDRz9E5q/adDzYF9R4bvfPvXougtk7vGZtSVrWv2F3z9exae/AWvnPpGIKcALskzF59IokDu/eHy1ctE7jdZ1PDxgNwjG1KfQC9RJ9hAvWD5AY2Ldxm/Q9PqCvLmxw3kJunxefpEfrwKwwJKZVIlJimga+jnn1pfmyCXAnUDuJ4heZB7SBiVjS5rIdwoMyz3ANPxaoQsyrCisl5n6MBWWVnrhXMacVu8NUaleSJah/GWNqDrriQdsNI7I8W1rvG9UyUKbnoNLU7fvIe4jrdMtTdpl+cm1lK6DuhxaZ2Ov1NE4POHgmmHRs9edc/3WobGG6nUZIYMKoqHr0XHyBzVg6oGATxp2TKbtv72iCb128iSmdwMwCrXj2UZVKgbURWpdRcj6gcPqKU9BuTI5q7Rp3Pj5qUA4Y6dO3BC+FU2w3YyhnOhWKUd53aMD1sXOBhnOXigKy9ePzlcu/MFz0EbAfZkM6jyJjCd3siBNuN8ORqQBVobjOMsz6Yv773m2BA0KaFGTG3TcOxSqikYZnOCnBl5rKScl8XvzZ6zxnK4lDS9aGzXfQUAUjdpIVj3q7Rk9RXxb8nu+Fn+XaDDp2x45iP9N17iNeFJgVytubR3mLHEqcXrK8DUhI6aHejRKFUm3cZcPbI4M7lngNwsIPfNt79HFH8QoLo7XDh3G6P0m0xJYLzRwRdwtNmdAaTvvvvecPqz09lf2zHgfuWVV5hAYPS9BTXeecySPwmAPuJ6baGxXWGGa9I1KuVtxqsQRhYjlHcOx6L63I8CpevRKerSnNVuUIFaMRtlwp76VqI+92IbJcOfOwPRA85MANH+r4FQ35O+Rpl1CwaAL0GQ+LmEU86pMyeGLxjme4lgexeOK6++/HVovEPUhlSV2hfK3Duun/fRQ92bEkeUpqrsbTsJLvnXGq21ZrSsPiBBT6vDr2eB/L6e8XUxSvfIjUbAckYyp2JmilWxpm0AaqBTe1LKslp0quadgc/2qMY9xmtueQRhFhMitiLysjXj6NEFslUb/0/Ri3iKbPYzVLiXCUxvIgwZpy6ruUM3dK736XX1y+Cwao4FcuV+oiuPNbgK8MqIHhaBsoXnv9Mr9pDBHTx0OKbt27D7G9fRicCIXRmQ+9Y3v0srw4JX8c8BuT8f6H7xQI5M7uK1c8OHn74HVXmFKcN3ADjcHybmk7U9IWub2byTdoFZ6hR40zl36jKTiLEderaKCAIQtGnVKJscKkDn4u9F794wWadEfaU+ZzbkzWm8+ajXrSmgvBHdEqv/XI4/z5tW28uma9JfAXytIFxuCL0BPKNzsrkdQGok2NL32ESt0aul2DTyXKuZpXZnYOCCUXpuNtcixB5FVqRYdbiAe2pha1lqvY9ya3BjCGad6vHPuqS4Mb8Kcr526iccVnHaD7UrEFfUGYqi2Rx5TbUyknuXgvJ9KDCI0TDfc+/eHRqIb6Q53YetCTUpmAOKbCpKNmiUFYrh9sk9WMbzknUhZenn305x+nu/9n3oo32ZVH2P5uZHmMPuPbh1OPLCAmrK69Tj8D69+8Vw+/5FLL4w+t0ENQvATaMO28K8MUHOhwpLszhtxKwvBJQCcmtrxPpBNiogo/TZKF6gc3K2IJfG9zy0PbMWU3W98IpNpVdKv9KRmOEKdGZtATnbOAQzQc6/y9+X8jIg50EK3bMKDZgncM2GcevNLfxdA7nUWM0knCvXaCADBzMb7733pqJqKVlAhwDRhyzJ7AyTBF56K4HkJ5+cx2WIWXtLmzjcj1GL+1p60HRGOfvFeajK68lgF5jp9hoeot4zjQAcnXMJ0ZgAoODRiNxMrDdWu+5cb05Gr8ytlMEehu4bAzczTdfMPM42shF9r5XKuDK5rpisMMRl3p6L+7YeYFynaZhOI331h9b+aIIQWy847K0BF8jJZghyHzeQuxDRw9eZvrBrYT+g7sR0AjYb5DlfStii/Z0qxWrz6ZRj35MBtw5wqZNXm0JEZs3yqwC7gDw/FxaogtReluhAV9SnlLh1xDXrwi6uM5sX5Mrs2eCxMrsAHtcnphC838fYdy0/dDLIbQBmM5nUDJn6DoQ2zOI79VPGKH1CNnee76HtB5u82HyRkUtPyghn1mGYqQ5y3enpyyBXSUAFigHpVjO0lj5JACbI7WeqyPbtTCYho9skwLGfBhx49u89PHzrG9/huv/Sg5xlcw5Jmgwv4lX44afvoqxkNAuDGJPJofq6h8iEMg6RxC6iSSI8mk0FuUsIUB5BX0q3LFFDwMc3E4DHNmL71Wx9SvLvmqgsrpvyVvSxRuXl8Gh/7jW71NaMjlpWEyaqfY+7rzuffHW8RVcx9qhR0MoEAVsVVH9qnGz3fwqylfXUAi9Q6BOKR1Zk+QxF2aRZvYOcP2NgL9ffanD9tev7q244UpImi16rTWbieLP2cjPEaYKf+lkgp8TX7ND3W04qtaE7yFV9rhb6Q+TynXb1/dT8qBLKLN7HcuvOzRzCbjiHjRppG3z42TczJkZ58ioS5sWlawzkvExkeZYD9FwoGFVY3/8+gxT3HyHzXCYYujvcusvE8Rc4jL5xjCkERKDXPx1u3j8/3F2+gsIS894Ny/GwFOC27aAvC4DbAmVpLUMD2ogO6PnpTeJReLYT1HqcB7bgYJ1glfqvQLfJ2hxAtx7kPMzib+pBFmVtYw+i6NWntXwVE6C03rcOaqEpR+DX2wsEOV7X+g/ZUT3BWg0uAVurhwhmRQGuNSNnUoRZhgcKYCN260IiCJkQPHlMNoNl18T4VuThuzjkXuZ9TQ3v/ORTaKon+GgukMW9iKjk64DebaZJOMwYb1DurxnabpRwL72k3HwVN5SL3Nc7kfQ/tiZL/dBm8RpPVEGD18XWj3kavAW1XquqelH1hMYMHSDbgirUtVm19GKA7UmTxpQ1iK3Wuhp5BDihQmsP9SA0QpfWoqKYofreWvCbQMFDGdqTHsox+sAK5D7Cdel0Mjl7At98/RvJZGcZQ7ThGZkcILeR++9ecuSMAXSBWwV9VZbhc7SRWmUgv770IKshDVz1woB8Y0f8yeyZNiNzPcilvShZbLUH5Gxy5+T1pXg9OxrINTDpdTLB2LWi8tZATp/Kh4DcMtZ3u2kd2AtVeWA/7SaTj4b3PvgTpgB8zH2+zvfe53o+phxkSUjlulxA3mWC2H7O9Famr2ZynaoX5GRdYnHINZ9g76n+3b13L+YPTHqHFZglsClTZ3UW0Ke7Dw2/8vZ3/wMBOaxh9KUwk/vo5E+Hy2Ryt8jkHNS4adOWRJvSkPbyzGzexubbSqS7abh7k165e9YWng536e1ZpH6wGUshR957kcol3lqWh+/a5O5Of1Qc2PjTIFgrqYzAL1xIIucRAGZBVn0v5s39cM8Gq8bRTpkUnWBdrJRdVc+q96TKLQAnbRWKshRiFmF7g3m9tR6vtncbEURRnR4IPWJ0UygC6JHVyIW8f5YAnn1sNY0gwGhE2wrybhprHB3kegbs+/J7NzeZtzUOF27qKa3gXplKk0fz/vTatBWi+vpKcdYnK99Hnn0Xw+XM1UtmWLUCD2wPqLiNROkGZUkmd/f+lbQPXEJhqVDAxuG/8q3vovY7xs9MAIKLw9WbVwC5PcPr3zg+XL9zdrhy8/Rw4donw/V7GMpuALjHaH2g7jCJwGCKcR62HMxjJVXqSrKyvJ6ZsVFyy3yDcprZluzeM2I9yG2EsrSFAFhL3dFMrvclphnY3sbWVBx5v1lU6Olqs+gKSrO1ntX131ezeLUaOLn7Ca0yj51wLQiquEwDne+v9WbpdKL9Wpw2zObKik3gUxDkwW4bip/DWtpDssKHjtfB3cQsbuMGRCpTO7imL3PHtiA2OU8Qqfn5VkBpJ/tugUBzOT1v0pweRCrhnEjh8FprrbrZ9F7Kp1KMCo5ao7SZuoevDb4KYpws4DqUvixwMvvXcaMob7M1Kc0yRS/F5Mhc2cbsFrgVVdn8HHnJDnLFnlRZxACqGpNrkndf916vzCjjvuvRuqqC0EzuoTU5MzlADgGcPVpvvfFNenUZD0OjvCC3AeWpCluD1zh1NLqyJTWNKWnuKFLHqS2WH2oJZArkFF31ADSZXAM632MHufhnRjiyVvuuQaZ1BvnzMiQ+pypsr7PrrUQ15S7kfwHG9P4VLb8K+2Eg6ec+eICZfgcYdYP/68NHN5jn9kNYkk95/kXexxNoZ881wE1Blf/lSKp7Ur9WElGAZtlHCnhtEoIsRkRP0JS+V52GZqC3Hc+kmnI3gpM5gtctrAszZMU9lPSGvbsPksn9ajLoX266MgDHI8KT87QQvEckfnm4iWXPM2ghCiyJnOmC4oIzWwoQm5li7Ae05UYW263ruKVfvIcYBRcH5kfNoBKbmpjlopb1kgdt5MTpHWmLIwdEBw+zodZDE9eEDmjeyFowfu8ou2sbrIqsRQV0e7Cqh1XE1mmRXlCvqKcooxx4URpJO5ZAwzEY8UnUcaNRmqPaYAPVgjneTX6m3lOfp2f2JaXYF36PksPrt88USS+bq1M6awBUhrFaM/nVM7n62YpObdw1As7BlLpd1XpKGm0W3JVg0FoYEltUD6D76nyLmY2Hr20Ed6nLlSdmr/HVffF1qvHdKRJGfrcBumuYdX+GEOB0Nq6mzm+g8lPSvgUz4WUomevMo9t/ZPvwEkNT7yxdGm4Cbl9c+nC4cvvMsLqJNoQJBEQ4OIzzUHgyvw3njB302rU2AkFOGmY1U44LdHtm3b1HA3KcwW5AFb0bGE+js4tN77GSEsj9j88wIYArrEmNpgQh9inp21eCoY5RNVInINfoybQWNN/Sois5hANyHBrQlk9jpm0tqp7Ew01xrNc2FGUDuT6aRVvXaimRpiYA4b48xKFfulJB18TYHE9FXxzZ3KFDr/B9eIJSi7tHJvf40TSfGXrw0Xjmsj1EbGG7jlL63QgFrLW6zpyyvrioua9BghlGDeqUXnTN2+Dt2sksQjI06WvXoX2ZgqG7LwCJUrJKDEXre9BbN17vKlTMQe2hDnJdHVwgVllaVJZ8GURVywzr1uyv1eZKXCULYs1IkNMkwEkLgFzP5AS5fQeGt9/4FbLPXax5Mo3VLbwuvXGAnO/VTMlAos/HdB13EVkP5FSXuqdkLr7UM8jnHe3pAFaBUfYb3++vaUtJfVdEb83flUqFti0xR9Xp1oNcxvbwmYtC7aUVs1YfZpAPed8oucnSjh/fQz1uF/eABv8bZ4b3P/hjmJMz7HlN4TFamHV9V505x2HqywVy1a7VhIShRn3ovFKK0iptQM/yXjWDUPHpNPBtmD/vpPF7x8JOfsXVipFT0wwRNs6xNPCINbpn18Hh29+kTry9qys7wParlrrA6Bp+9Te/ODW5dSB3mUGZJ1D0XL6G8OQ2E6b5wI71GEM16eZ6xsEi2E2Q3S1sPzAcOfASFMrd4eMPvhiuM8X47o0Voi3oTGhOVZdSllrwpGaU+WHl8zaqyxlwNrBLq4d/0kYp2U9dMhdwamGRkrfiaoCuAK4ELRVRdmVj7Ld0Ok9BvK3IJq+vhm94/A5uZnjrNnYVr+vnqzBd1EwOjwY6cadv789MzNcV4DwQOjD2Iaxxf2l339c1eoxPZVOMVg3AZlJHbbDw2wbrVGTCBD9bU+jpfC7A1uFTrQQ5bLPRK3OzP0qn+wBxMhebuI3sMdqmjWAEctIrjdrpdKeRZ0AO6mj1KX11q3dxPEEIgONJ1K4cFM8dPY4K8DCF6j0pXj8matyylSbxnRzGT+mdenQ1wpObi+eh9qm30FSu9dc0tkVzuKrP4Zwh0E3SIzdJb5yTiwS5mJp9BeR6A7UbT6ALyD3Ru7OZDwhy1idsQvZu83kK5BzkK/BoAswabCBXEblnUgVgtgvYcvHE+oxAp+JSkNPIOO0GghzZiCNubCT37xvt7tr1LPewjgl36DFeU1rJww2AVS5eh6PBSsYV8Bltava13VOYnVPPngTcjhx+jf2zMNy4hmXWdSeb05S9ZH1Her2EN7MzW6mpSWvVtAuDAQHkgWKCkp8G5AI2aQ2wTYTGbt7frl27QnNmWDDr8AHgqFGva1S/Sh3qbTnwSbzuUqyaNpvx+1wlznK9ZcdVFtfaBvqB1tWaEU7xXqruXT2v8YDk0O0ikIBcVIZmNMvcKzO5O8PJ0x+QySm8ON8yuV8hk6M3k7NlWKVmvEpLBAGOGW21wlQ9rk8H8LO5z5I1sp+tWSqois2dLypANeqxZ6JdBFfGCGZlmMLzX7cA898zV06BE/Uxgyf3mIKSZYIFXztuPe24Mbu2XafOk6JSDY50PHF+o2bMzoebZJ99/fXjw8uvHKQORwb7xfvDxx//GdTzBSzUNE0oK68JnmNKv8uecXZLu9aT3Kcq5HO1TK7aGKrkI8jdgZ1TZji/bY56Lj2Ve3fVwF1qcZsx455iEodDdW1D8bEHuvK73/o+INf75H5JQK4F/iNlpe0DPZO7grjgBAvs0lVaCBitYsvRaoYY6nwymQjaA0bhyS5UYC8cf324hn3QiQ/PDrevM2cKN5RJ1Jhj0C9PMJ19xmbehDjAUMOF3r3VKgKugzmbI/n2GshV+l1bKT1I3qwmRCnPxQK5Ls/NT3Ij3YxpltZsWYuhgFy1M/TnjLNJampNYt+i1lh8tVpBDWIsFVl5WJr+F++f95so1k1eCiu5fzMtN9EayNWmrraF5HIjiqQPbi1nFTdP9YcJItXfVxFn/1nFuyVTriGvbjhBtRRxJYDweob6ZBOmqd0D2RpLy3yLVjWqp0/rAfLyDgT2EvL3AqwRaYyaqclNTFnddnLA/QK5syfz777mPuaY7UTOvXXrrpgPjwEkup1Mz3GfNyJGesZYGLK42w8ujkBuYKNOQrvMbmU+liCH+ezkNAcGsmgPDA+73tDqNayMuClwG12pndQqwZNrUFPwDayvWHulfaCyOK+VGZxAY73P6Nrs3M+fFoKeheQnWu8ja0EnFPvorNGVG0qZOAtyj2yqtpFc38s44rh+MgYhUfq4AUTqPvqM+quHryDnArdRvDIBJ1JMMuVAmrf2kmItzcfL4eTIoVdhSnbRZL3MoNulzHG0ZecpNW8zPz///Nx2aEf8JBvIuLSs9zjYVjCtdhcP23K78TqaPVif20v9xQzFta/7jUIn23OsJ6uClMKXljIzMOt0PUtv9jFXqS+7ZvPqiSzXfk1QX9Rln8pR11yQ69M8CuRiecd79NqZyT2hHufw3cmpois/PfV+giptBkNXvv4rsTuzzcKapcFBQM66lAyFrERrGTB7UUzl58ne4t/N5GznKOPv6pstRTKZsUIY9fksvziheE5Z+khQ2Uwt6iQq6j/1urq/Bg9lg+aeLI9bL4hgVupKR201QUw3WuB1l+krXVx0uK0zKofhrbdfHF5lMvvJz36MjddPGJv0U1pLriBIgT3D4PwpjeIKT7YgFHHNFSD73lpW7V5pZ2SGCjfaP84q9uoZbPC6i5QqBOqtjOfavXuBqeB70vg9SxanacE4g3Y9NxyLtAQ9v3f34eFX/8pv0kKwt4KfBIbrv/78LK7W59r3YvjxlcLPl57o/78/rH+Z0H0xluXXVpO7HJD7cDh36SxiA5oQXQCIIyxiP6MYOTZGFMUBs3SflBfKcg+jeB7cfYbKkr65RSJGxvFseOr30JQq84bqcnx8czabFkslF5YiKC7eDVmF4lJ3jVxJkorXwqosqvWYhG8ukMuq9Oe6WjN0QYGctQipmhjFRjbeazHRfwc8QlfqZhHJcBmv1mTjqt35PSrvPOzKkLU2RHldun8q28wkgDadQHmrPT86AAAgAElEQVR158ZrgnUd1v26dwDsIJdahX1GATQXrT0w0orNpFjatEXLJRVWjVdSZA/UniX2rLYy0LHU4zywKnpm84WmrUnuNX3gYQ4u+6e241OnVdM9hEbaKQmC3ptp+naGTWSNw/0A3Dkia//ddbOT5tC5WTJ2PEvHAfdx5c07J5ky7ZBQDJk33k37wJ2li/y+0ZWc7Zs0mMWeaCsAt2OXG0uXE0HOiL4OvO4AW31t1e8XY2MzOUe50IeZQCu+lfJAVXMtSrbERYKOwD1Ba0LaFOxZbPVZn6ts39pB3SJh5ehlaNsP5TJw9uF4nkc8KtsrIYVBm60vnl0+/6Q2SdayEmjZ7lFjZNL719ax70E7NFZNUa5MGLC+NAZtuYUM7uD+lzBYkK5EZELw6BxHOqgCgA84dJagTaUqJxmIOsr0G8g9ZOp5xA/OFox4yjl7ZVHnmrAfyonQrlXXnfMFHdGTWlX+ToWy16UZJnB901jdBtaOVMPpF616dNWz6tDNV3q3mshLsGXdlcl5qZ9dt174DoLpN1T6TssKq5NrQ8M6IPfJZ+8On5/7JCC3PyD3rWHn9n2suZ1ccwMEA1iDZz4jn8XgwbFSRZtyDgE89pym95b3Nm4/Zpq22yw73mMcT8j2/DsBMJmngaiTCsw4/ThRZa4Fvw3Xk5m5HWPvReAXYGwZUx9bVWdd76mrYChTDVDwLTNd/cH925xRmjA8G95443mmfhwcPvn0zwC4d4bz505EdLJtK++ZPeNYnWmEIjPs0369E7S3IHDkppKyENc7mVwZrieFEdA9N7nWNs/PC3Jk9Xv37c1MQevszvDzOgpyiqPuM+twzy6awb/z12jj2MeLFSvwl//6hQA5AO5LIPdkuHzj4nACx+uzF7/IAiuzWaJII2CaA8cBuYFmzIdLCB82OGRyAXpoC9EuHfrMmXNy+KPlTXk8prVg9bEXpvwFkwDlYhstyqOvgdya+tDDysXWQa6sf7JgougqkOsKTW9iFlfSwPUgp2rRuW/6O+qzV3RnZsex8QS18mzUB67XIKoWF+BtNlHZnLHGqV639crJFtwlCuxu/zGmbaDWQS51SAvaDRj9rGZqHoQd5Cpr8wJVYV7gTKQbAC6XiEAc/y4NWg297e8Fx3YdYjrdQE6gy/eagQrYvP/YOuWz6IFZAzUX4OTn5mjyZ7M+aJMK7FvaxAbcNK7l0gpzBk/lYfuBn2vvHg4cMooN1GvjfQeY7Ni9Zdhz0BEESw3kPgfkLgN6ULDMmBPgVFhuGHsCyGkEy8SCZsxsn1yALpl98CrgXAev66YA7rFKx4CcB21lc0az9ah+KGfD6eTi7w3QpQ/X1HVOyO5Gv3VPDKz82dyvlsWNXNzTXsB1SyYHyJnVK1iKLN7fQ+9xv73uk6ydgJyeqFHylfglbEWEU9btpGc1a7blhgAGANvEPpoY3xaQ27PrOfbTbEDu2pVlKCuFLgRrMiOKAbQXY03XJIbyWhwBRQZ3FjUVQOe+VPtKZWQ6l+yi5cD1YQZiT+YtpghUrUoGogLBArlwB3me3swep5A0Wpf5ck2/rl/7+l4DuVJYunZzwIay7MIzr4eZu8GJ+9dswzYAsk1qttaBP/n0J0ykB+RQe5vJvf3GtwNy83PMtqNGaatShCfcf/dxsR/2/tWeqTpZjaZyr/QeuqrVF5Xbv6cmpMtUVRYWoYw/F4al99rWfqyVWXW5ACIlmCpn2CJRbT3uxWptqiyqamNr43h0G1qBrnSy9wRZ2vTmDbSBHGEw6Z7h009/TO/pu4xU+gia+jo9kvq6eu4SdELrb0aZmVdIcNFYjmgDFL8UmOVM8byMfVhkRTUxQSqbj2hgqwGzHpWCnO4mZusCnNfRkorCtUWMwwW5X/vV36IJf3/KAy0s/Evj3M+lJvflTK6DnNlcUZaXrwNypz8C5D5vIMfCxodP/zNl3PbAbWC4oxnaRou/KMHmmDm3A2/LuzeZPn2DlPg2Da6oLR36+PghFw1u1w2jGXJi2sxbsnZQdSIXYCmYpA/DedQjRVUPpFLcFdhVFlcLyu/353yuWnhSU/Ll1c9jpEdmFbVQk0E3taeHfjzcAnJVZB/171ToXY3B4e3LKcANU9L02khdUGK0G3qxtSZ0im3UMCvFM8rmWvbXaNV63moHCLXUQM5DsiL1dlh4IPhZc/B7WBQYrtVBPNhqFJDvw4XqIxmHhZyorvqoFe1+ylzWrHeB4vM2Iru0E5B+X7p0MdZKj1fvcyA/pUg9UCs4PZy/eIoJ1PTs8Hw6b2ixpDBJN5IVCukLe2eG/Ue3FchtYEDrrTMRoYxNE5QAlshYAnJOLJinLrdtp7ZX+CciPpnA0mnchvB8pirSe10CcrKCHO4xlg3IsSYAOpkFM7kU4JsOpNOV3YaN8yxZnYBjY7NZlN+TOlyCHsGn1kb6H3uDcCyQzNbqcH5EZOsjFGYHOSP+1Ha1EHMeHADGmktG10FO+oovQTfrKywD9GQDOQFuE+pKM7XNkzQCb8XtHWHFpQv3EHFJa43BmjjWyrYShDrTs6mZmHXmxGpsh8+vg797xYPXA8taW28dEMT6JHChXQMA++qkLD3kfchq1PXoIFcT778Ecv65DRPtrTG9x+xLmRzXuI+EKrrSEgFUeGM2ksnFb7JArp8Hsgf2hZ3gsD9z9gRn0DlqvweHt18H5HZ0kFPe3kHOflfZGdfOmm3YSOE8alovcOqTvTMJPEyBwFq19MrOqq911Ogeir8Fvim2+TzFHvnee5ZagNaC7R7U9O9pasc+szGqR/bLEyjIyclnZKAbGK2znzr3TqjKd/I4ffo9jAKwxJvDIBs18hZr13q+8ihlec+kiyWKQQXvIZ6Vo3E/ZnJRM5R2QaDlnPTzKkCyPrungZytBBmRxmc0AFoS5JiQIcj9+vd+B5BjXf6HAHL2TghyH38F5MYFuVAObmapAqKzFRYJEZXuJ9vn9w97F44CaJMY4I6VyvKm05ehCXFKWUW44mGUonulM2meTVNjO9RqgzXaowlEeu2w6MlK/auPqknjuGGdVzcDiOOEIBd1W7lgZHq5lJbUVgQoPkpxmPoMC309yBVdiQjEqH5dw3cioQZGMYBtkXIXuwgQNW28O80rEmgUTQO59eFPN3aN04KHpOoFAd1skQ+z1ohagob0HeX69IbPki9XVFdNqZHNRxVKdBuqstElHiwNIN28Apz1t7pmOlvgPk5k5wwps+ULF87TLH49/TuTDD/dwnSBi5fOAHSf8/cYLrPBjh19nnqBiiuyUZ7zIY2tO7H1EuSejdGnNdwdLt88RU3uUmbLPcOk+SHWRBugKnU9mcf9ZCtzs7bMaH8l+FRwIsVofNMPIAORSP4JfgS4R8r5o7A0IJCuXJfJNfrRcKFbHm2izufcOg8wQW4aCX2ifdZYanPSc42CcVl1F4xyby+qOgd0Bq1KT9bfJZPTrspswXXC+3TQ6oiyVOFrLVCUbSAX1W6jEWU3PDRsH/BhJjc9sZ2a0x72GHP6buJ+c4eRPJQCbNG5f28Vp5m9XPO98b1UWNSnXnvAeu8NFqTOlqjNxS8TpiB9phzU1osDZhxwZl0eZDVgt0bu+IgVXFppfM+1lr8KclGrtjrw+rUoXeZX72nNGm4TNBIoWpMzCzZiyf6vBvm1vlmzDLOadSBHHViQ27f3IC0E3xoW+Oxzs3pXWst0n1qXK8Vqe/ms/a5c9lp3cUkHrmS5TYzSg760/nBdSu3ZRua0rGi92cPa/i3WyK/+/ke0rUpPk2s57JEqvCkeW3alE0llrtKzCsg2DC88vxe18g6awN8JXXny5DuwJlfI5LDdYo/M8phywLBCpiZ6GnkPcz0zwscgthszt9cqkFOw10o8bC9r+ZXJMXwXkDOLKzFS7T3LIaqz7wJye/ccGX7j1/96gZxr9t+JrpSVWaM3f041uS9nckZTl69fAuQ+HL5omdwmsyI3TxpFJYBL5aWxrFmatbeF7QeHA3uOofzZgeBkbrh8/jZKS9wy2Jh6Wo5tYqAqQOMh1etupaqqyN2vNUut9j2V97coxcytpLdl0VSLTKGFIFGTiWtSQIFHdznRV9NsT8qolJZ9cnmyrUTzddDb4V8DUcsqx4PNIZt9kkLPykIf8qgJA5XR1WThUmKZFbjpqp5UWVSvy+UQSH2tRfWRlFdvWy9we2h6TTyQXFD+W9UYaXyN2GUtcutWRMnqmkS9BkpWLcYsqDvCxE0/m0MFp8qz6sczOJ1lzP1W/ChtLDZKPXf+LFOIr9JTQ8M4PTqbZzZQnyWzv/RF6Eq39/HjL7LwOZA5aFSLLT9ajnflfrwrn47Ry/XsDurKz3A8AeQYvfN04/JwH9DcgJP6JAfZHOKTrdudTUaGMStdJNBVHcv3VQdjOaZ3kBPgfMQbNSBX6t16FOWYa8yjHCG8twoxKpMyg3IqgPUzgwEBznvTmYOoeqVFIwsvk4A0SJtNavOlqtLAxSwv08alKwG6BoBjUmYKT5q1WJSWES8YhFTgUvJ777ejgnRsAeSc2ThGfRKgm5rYATU5l4DxHiB3jZrcXUwXFhlSevjw87QYHIfCxDz73lLWvYFMjV8i2icaNxO3tirAWGsqeh7hRZx1rLms1Wb7od33YK9RO7OuBmT+2yBnECLIlaS+9Yq2wMt1UT6SJXwpN5+ahh6pvZPtW8DX/S1HBhGcPU4gEOQUnpjJfS7IoQ2QrnyTFoIvZXKCHGpvW0hy2GfPVdDclcu+fjnxW3srf9YuAnFP1aR0zaXbSKtmm5f1xznT7fj6Hu37NAxOPmepmUOvJ5sqM4MwyLqe+GuS7aIvfc6iLs2wfC8IsczkoCuPH9N/FJs8RCdmcp9C1+pZuXWeyR6zk3nYDD6u9d06kAuEfQnkWmml1eAqDC5VeloteE/WHzV06CCnOUAmo7dA27aSB4xnuosR+L69R4ff/I2/MexeOMgTdaP7HGRFtv0/SEl+4UCuMjlBrtGVyHc3EWFXJmdWwGFK9Gn/xL3bqr64fKtEx2M0ESJC2Us9YWH7YYQoq+mXu3yegYoY0E7gZ0k1ggOlDhGz5kh+m/NBRCDNbaEWVO5MRUr+17jt9Y77WUjy5/ycC9jDcZL6YXqUQtlV5qb79lPVoShDY+fF5i060YbyHlR2urKEJ25iN6TRTHq1+K8LRkqhWG4IcSqJqqtATnq1y93TvNyarOszdS6/hqgmagxdsyZKiUVR8/iTPkldikNYyX53LOmF39AT7fmz+RKh5njPdVMRmrl07UIpq69rqeoLkKMo30HO59+Cy8kuemXMgK5eu8JBiW/lo7s8nRLolYzauXz1bH7Oe3fo0NFkchOTs6nJWdvdukDAs4/6LBMIVp7eZgpBtRBsgq5cZfjqMvOxBvqCxsDvuXmjyc0A7DTROSDHRIJpgC6OEbyzEdA0ujLOFkr543piUOQ97HW5r4CcMdCon8lMvYOcQhv6pQC7BA0eDqlBcSU6bcl9Sm1Df8uAbPNEbQKUKFX9N6+v2VwyOg5v+teEhXFFL42ujACl1VYFh97uUUGZLQOo2eg1HcM9aNMG3EU2zcfhRLAjDGBeI9M+zmOAfV+vVCyWDhzl0DlCHQ3HmtuM6Wm9kL3GO4d4wHtsvVWEd/0UiJeDjuBeDh11QFVLw9raNvsPW/NVkEsGWp6g2bdSfetYhV6bqwij9oePvCZrK9/bKf9QbWVm7R5dAwDFaE+YUGEmVyB35ouPMSE4hyIUx5OA3M/I5NKO0Whn1auyLNaak7mWwCbOJpqIKxJKMFwClPQX0jaRXrpWIy/D6lKkOt2777Ee5HaAS0FFVWcC5MraqmG8Astkca2+PMro/PcE65pCm8mVmhRxMvW4fcnkTp788XASgPsM4c1iy+RmcQma3aKgiSAq9Pc6ujLCO414yolFxi3AntYqk5iWy+X7KjEokKu5cXux9PKsibNN+9z2S97P5PoHUMXPDf/Jb/7NtBL8BwByNoQzageQO4HbgDW5C4Kc7vCAXDlqA3KA1SNqbLdv3oOO5MIhgXYSwVPcT44f/dpw7MhrbPQZaMth+OTjM/T76J6tDY9Gr2YuRuFG10X5dTcFRRJVf+mUZUFcLZ42YTey8uKV/fLQSJRmo2sWdo2NiCO6Da6stRUOH2sM5fxQ2VxvLu5KztQvWstAqfMAR3uIMKrN66gQi3S6JhWbBfTpAfkM6Y+qqNlH0aBN5dRkyh3MEkmuo1QKygvTQyVyaDr7zcM40m8WbTmp8P7zs93GqwQoPZtrPHAObEG8/s1osYQrijH8shDua6gK683jLnyj2R07tofWu401lLPknuDG8IQxO0+e3out1xXccGKYzefdtw8fQRpEpzczocJrC5Uyt3182LYLAcNGBl4+vTWcvfrpcOPuObwEiF4By5XHDk4lU6UuN9tAbn6eVgJ9LJk2LdBVtlNG0rq2Z00kKCm6snrlql/M4KXEJ0WHd3rbA6gUt/awKbpxvVUPZQyTU4Oyz6oOs6pD1aNn+N7D1GIbpdeNnKunrvrozLqLsiTDo/VAExSvckBu3UOwy4HOgvRzKW23PWVygkncBIACHV4k3CNGWm3G1WMKf9jx7UwOfzx8zhSCRwCcGd8uGnN3onK7eeMOQOdU8QeRevvlga54qGYNksl7QDehkcGT/55Zb/yXvWcfX1tP1TgthS0lb8BkoFFRe7xYpTOzVwvkPNS/CnKdZegg576IoMV9ERGGNVbvZR3K3uPy06w+rjr0qY+R1YxA7vMCuT0BuW8G5ObnpCubaMdmcN5n3T8DuK6GrLPAzxzbvrRXsJYBf/e5a8yWAj/3A3xXR2WOBD/NESWfsbL60TRxg8YWXLcYfCQQK9/VchuJ81DWXwMW4WU9dQnIPUFNqrgrNW9A7sUXDwxHjyzgWfpnEZ+cpoXCmty2eVs4FJw4VBeGB6VwRki5bs0OvYKeE6EqBTlrcr3hPP+ad9G/zCxHdCWOObaUuCdSDpFl4DlTqwXk7jaQ+62/9rcDcqHYO135i5zJ1YmasL71ySk66Y4nlckVyH0xnGee0yYFAWRzozERANSjjAiB0182oqUhkjEgD+8/Gw7tf344evCl4RCjQqYntw4fvv8pTurXARqvn+k2yjsulNLviDRaZuXb6V6L1ahb7y/at3DNLohqO/CrFppRaDVCh65R1QYQRLrtAMMmrfVgtBndQ03uwE3cVY8FAAVwNc286nW+jJG6xfmeuUVyLi3owSBd2eorHeR8/arnlMikwM6aXHdLKC6t0ylf8sRMBCV9Wp/F10yjOH9nlNxBrloJKvru7QA9wqzr0g/ttSwvr8nnKtqshC2ZMZXJCE0VxgsJAjNQeVLIORDixkCWAsg5U66Gpp7LQe370YVi6/xOfo6Cvf6b0NoOTN22iwyJmtyj4Q6OJycwaT4HGwA9g0HzCq4WT5FCS1nOzlUmt23rDL/OxEF/dhbDZjZcBzmNgkMZ2RtHxqXgwsxcgCs3HYGjVIB9ykSWTOir3maikW4FRhGfCHItyk8vpbb3rQZcGX7NESsByppQx8Zwe+ikK+N44mHtWpUSzjge+hulBgU6M/UEFgADNLh1uoBcAri2HqTXYDYCcuwLnU+myODmZvZwCEH7b5wjkFwZzpzWiBk6eX5vJhBMkjnfvkUzP0zKIpSS41NGAWNTyxqpV0DDgaWLCddQpsHgrLKoqofF/o6fMes3uxTYCygqGIwVXgvIKjuTLqtfQ5l5rRptGdqq7Vn3gvXAWILx/D3Aq1/XWg4EtxJQWFOsSRS67Cw+uD6cIKM5/fkJ6sBflLryLWpyKPwEOdsHNIQ3aI4CNKIss/+innsLju8jpwiva8tMBFjJNEsx6R6SinbbC9x9L/d6u6dNvidrqajZ0fM1cUqufVipCj67hZfgYouJIpBSNnZDAAFP6lKVM8KuSUAOR5NXXj7EjMbdw0cf/SmWbj8azpx5nyzzBsBOAOisPT6KmdwUjzoHm/BEoGsglzpyA7poFVobRM7RZkbgZzdzs21gB8NoVVZ7broO+ucV5Azw70GJHzxwbPjt3/rb6ZdLTa4am0dYV3hS/1uD0vxtO6t/DjW50ZtywXWYw85L38onDk0F5D45TePvBUCOFoJNE9x8srlE1Ua1Chowq320BE1I387yA3+l+ZKsbje1uX27jwyvvPgGjeL74ZfP44aCPdE9a1um2zawenjbw1MyaCN0Mzv7MtKgrcKyHVRdefUIUcMTpllnMbZDvs+GS0TD4s5QSgc6Jpsrj8BeG1OAYmHVjZAaRqv1ZDJ46ImSzpaUvPwwS1wg4JRjQhfF9M2+vrjdf98prq4KHakr3SAeLqkRtekEbRGUt2ZRjMn+eF2/Qh+0TKNmeikjL4DLASZYtRE+5dBQ/9aVVp1e7XUEM4uoClt2WBGq8ueaKu7HL7GLFLBu6dYGuQaC3JM7OE98zoyy86yZ1UTJ+/cfSgvBM4RI6aWiT27bwvSwcy9DdKnJPYSu/PziRwG5ic1ElFCeK4+xbhLkGPw4MzcJZbKZbJD5WXhYbt06C4W5pcbS8D4Ft7jD+BntXXMOG1l5lIWAg9R3byGIDZWjdrRNaYeaQgeHxCpYyuge3ndXkyZocAyOzftOZ2h1TNddzKDTm2cmrqeiwhN7Dln7NterrvR6u6O9p9LQgoMHaFJO/QXTlk59uvw0JzUlkPJm3fn+DCjMMJbpedNJSJ9XQW4aheX83D6UdDv5/hkGkq4MX3x+HfXdTg6Zo/ysjeOb4mF5f1GBiUGKnpkVGAigfi6tvsri6hlA6JDcldyzTPLIvq8jKaIS1kVqe3zGAnvZgu5V6XlWPW/V+wYot0M96yzBXGsfSBpd510y5vSNltox4MZ/WebJlgvoFSx1Q4cp2CIbrLW5une/QO4UmdwayH07Uwj0r9QM3plyEZRZlYtq23XbTdYbOOc9V80sQOOh397nWo9hXSf3QKdZI1qLaKD2WmWJtYf77x9KU4f+LNDvohXvbV1dmRY9SmUwDBZhVdyj8erUKHwN5LZA0b766uFYe33w/h/H7eTzMx+wPm7wmWcIbmxNIdhFdCJdWUdAy+RS66tMbgRy1v1aNpe70r7fPe77LZCbS11u2zZ7Xc3yDUbq3ixFees8yWXMwZ8f/tPf/jtkfEd4ydgSja5LLk7/6kHOGqblX34uNbnRSvwKyIH71UJw4/LwySlADrryPHSlZiWbSJFjNirNhbT0Ea4Pj8ni7t/Dgf7GYqKqsQ3Tw5ZJIlF8K48cPE6j4cEAm9ZejumxBLTyUMpJUYeL08iBFgMVc9rINKqk15RSL5FXVg4LleFhFYojgUSPmlqfkPJtWgaSyeWGuQEq+vfAEsSmcJkQwArk6hCrhnE3SIFM6MZmgRWnEBZKj2R7s3pf1PX3dQB0R/Vey+mS9D6OpHtLutq6M0MHo95oWtlH1Xr8ysypRg10YUt6+LgAiS4bjdIL6z3DrOft9YG1Te8Imi+Babj76pfLdQ2dV3P/BD+plFUkzg5vfIJJrCB3GaWbhXMpnUMHj7BRmBSvo01oQCYLH5jHv3LbsLRKYPPwCpncx9CV53FB4VnJChcRntjwu4noVcGJNOV2AG4bFkM9m1Pl5nX1c3WgS+sA9yx2Qz7SFG6S732zEuZhWiCXhnkPtfQ6sW58tCbYCEAiQAGUyWymCHyqHmGDMOsgmW7rlzPgSNZfwhNFJlLYEaEIVjkRCuTqQaCgMtFsP5DG4es8QjM5NxHP+5CDw3UkC+C6XAGkxjBAH8Miz3lyYxtnhx3bDlJ/2R3Qu8OsxrNMBrcXdd/e53h93W4Q+RhYUjKIapnP7vv3+RQTmbEJcn2GmW4cBjyb4cS6pZVBnKDWY+8u+irHHw+7FvCl3aZsu/rEiy48+Zkg1xiWWq/lq1pesVWHc40FAmRnkiFV+cFHGVubEenKAcjp+vF/c/cmPnbn2XXfj1WsfWMV971J9t6arZeR5MCKkQBJEMSIkcCBEMOBEMvWaEaJnf8tsWFAM5p9n96b3c29ue9ksfZiFZnzOed733tstcaAg2h6VD1viixWvXrv9/t+v+fec889VyB35epFTyF4XTW5fXuPKPPfpwBDrIzamHz/HeDEpxMArX1ZQXDAKTRiqMRknLwvq5EFxAlgmyrSgaj2Co38OKPwtA68nwW6nhCtMTvU12MiQSAZu0Fq30y4B+DIqkwUOQODtmWPrdrtZHp6uHv1taPdqZP7unff/XH3wQc/Vwb/vkFur9psZkRXjjFsGJArQQv73FRvC8oHQA6qOv6YBHctvyr2S6+PNYJVG9kcQFfzMlOzx1uVwcpMrt9Qq9CL3T/9H/65GvIFcgqyfr9ArkUC5sSVyQXklMn1QO5Cd/mG6im6z1CW3CwbjuJujy+isrgl1QQAOcadYMgs1lgbe7LbM68Js+pp2b//iB0KVGHSBdtWLUEXT1kf9KVH2OvhsexE5zbODYAl2CI6oRCO3LapkbhRFM57tF1cSbS8DFiA3IioswI5AIuNRKQ/KrsaDn8yUVOibpCNK0pPLEIbQ1M7+gBj07QiesvJe9FeH2jjslGTkK1AzVnXey5Hj45w+pRIMq2tiFd8sLS+sAI5Z3j8UGpJNv5t6s/qzSmAI1IvGtRXzkCXOkh+t36vI/J+PS9AmQb7ZJgNWLURyYCYDL75WAAnkNsWyKGsvH7jM23cNYPhc8dPaoOoT04gN0TdRtn+oeML3YkX9nWLArj7y1c1GfwTTwafnNM9FV25uHJPdKWoZSXzU+qPmxHQLQjgeDBAlZrShDI5Aolkqjiy0+vXMjnRhXbvZ80I6KjJBeSaYKh5lXLdAPCAOL1ZrCGieOTr+AvG13JcBz8ZvsfRNLd+rndJ8x20NHUswQdAZ/BUFpYbHHpySNfYBlpkdQ3kADqDnEQco7juiHJdVVbFocuBzlzUdoAAACAASURBVO9g3aM8Hh6a1HNDk08Y5OZmDrgut6ISAMNTx0X9754/rL2jKRWaIr6h6QU0xFtdiEJTAA07ga0Xa4XGZmcRHLCYfepjZkbG6nq/bhXQe4LGJLuBgssxqMOv1a0d6Dndy15LNpfHzibB/yKQ875sKlbTzi1Ii7o4xg8N5XqHc7E1VsDqrMEvdUWq3o/P/UZ0pcomVy6qV+ugDMHfEMgdtYcis+REuvneg0LeJa3W7V5EU/NZ69zD8st0rYz3286Xyjjdv6ZrkiwvdK6zs2YFNzidwBjZ9pe/t65NExa5XmmASUmA5MDyfVPm/Gwst57g8CKvzgK5V16RD7D65N59B5D7mYQn7+p+3zHIzc6IiRKjpmWjoCkhOe8ZkItfZQIGi05MtetzgVx7T6EYQ6fyvqfk5QnQ0QieaSbNAk7PG/W1HE9kY3fyxMvdP/sf/1TDU8Mk/P6AnBd1OPuYvuiiA3OiK282kLuoCAprr6e4w+u9sWkeI8PFkFSqrmUB3IoyuRXRJsz1GhPt8lTuJk80H2tM8+TmZnZ3Lzz/iiL+U1qYh5X+PtW8K0X4i9qM+vPammbPKSplbIhbC+zBlgC5OPyMjgnAUZROFvcsyDmT4iBx0VigZZokcnuPaAF0DC74biaTq99DbYZMLjPlokpyz1rj9V1bcVNtRBuJ/sr5oF5rbLjYGCU6yWpurhquOzQau/08i8oj6LWYXCtxP08Tq1CT0+8KjZmG86I4UViSNfZskljYpvUY55HX1k6R3jUs0ONFpH8sWSsfcY9p0mLTlREtePSJZnQhPtl8vKiBqJpSrVE7165ftGs91+OUDJoRnnhKBeCpSPPIc7u7kxq3g1/lvUdXumt3z9nxZHJOlJX65BYVmZLJjaoZfFLNrUw6JpMD5Hbp84xBTvfE7yMKSwyDCYDI5jYMcluSmOszs99qXiHjdpotW9V5AerURNb0wPWlLOWisOMeIO5BPk1GR5M4ayFG2f2RSL7WZNitP44J6lCXtGQwVw5gg0amBgfYDdKVI9CVHgSkIEavd037xv6GAgKvFX0NoBoWC7IqBeWW9s/83CFRcof0+bCdTh4+gOpXzUTCE0BudQmamYMUhS/z3iSg0e8haGKPxsVm3B6FS8tiWfz7hnV9M32ADAtG5qHcTqzANeUWRXKmhSfLZK+wlrzfWDeNteC9Fu39ebrSvYmemxdxj/dyC6bcj6rncBDb8otejc7SCCh3UXIqJ67ieCIZ/TmpKz/TTLm9spD76muvS/wAyB3SPUKNSlM/6yRTONgzZeiQEoR+lx49KzE2pAUuTYLvYEMCFL3n9NLFYKFfVmggR2bmn2nZXAPIsHKtTcBAxxmQoNRm9O5XC1Ni/0j9F18iQIigizIBVl1SV6omRzP4ce2fyuTOfPIbJQa3JTaadvvApHpLpTsx/2Uxp5OUPPo9cqGAvwjkXMrQq+Oacx+K1p6RIjcMSK4XWAjtCYuyJlPy559/tfuf/6d/oTFAp76Argw1648vHV3pl5abnf8CctsFcuc/6S5o9Dzik052Mlg2bSiF3WSCtDK5tSVJTBflVammVAQjypNEr2gkCBmaNuCorL8m5c6wT82rR46clDz2K1oE0/LJ21DRXBtMG5c63YqmHEO5uI9NzwL4ADZlgePgQzeW+hDqqz7IZbNEvIFghAbwfiYXp4dQjzZA9uHONGOyA+oiiU4BRkCMqAVD40wv1ltuFGTNpfOh29L9Z+oMpgUjKLGDQqNIU9tI3az37xwOjhATaZaxa1oR+iCHFyKHCoDTM2f2BkJZldlePoQsV44wgufqg1zAuGoP9TpSD0IZ2pxa9D1RvYW2pGZVBrbjoh63dc3X1x8JUO7pcVe0UZrBl1Zj8PrCyRdVFJczuQCGt4t46YAmgx8/tVeDUm90D5TB3X54uXu0cbsbVzP5E2VyKxtqJFcmt1OB05h27IRqMF8Ics5uyfSZ3MxBHLpyHZDTYxUDWaYDuMGf99MHuRI0PXHzPkozBWYCOQ4bsrrM90LgEDAgk6vHKEGPxQo5OJPtxvEmpgN6DapXAHSAFkISQM25JFJy9vtATa5AbkiKYnG+pjnNFCirtB2W1ufwEJnchIJFeu9UidPsOIDu4P5TPsyX1Gu6spSHzZwluvB0DwUXE+KBAUlPOnfGkroPoLas6QJMJWCnA2ALcpoH5KCmWC/4Vtb8uAi2Yu3F+rR4CorOKzFruSzkylGmn8m1/kveN1kerTxNwWpw0DWMQw82fq3M4CO6iDQiQMoK8a6c0GG+tvlQBs3vdOcFcgxO3bN7b/faK19XRnfM6tIRCXGgeGueXLKw9JomIEzTPa+lR5U2GjsCkuydeLe2qSEIihqQuezk95KZeH2Aa6+50Z3e93xDfc4f/Vp4vwE5rcMySeY9Q2UStDeQG1XmOjEhc4XnD6pPbr778MOf6vGL7tOPfy0D51uaFKB6terX09TlqIn6dwXUeTUAnB+0HxXAlbqyeorzCtuZFFqW8wWqHmq7DKvteKI3X+07a6LTX3zxD7r/5Z//bxagWHjyTE3uyw5yjdNNyqsbrEMKay9nchKeAHKITzq50ROlb+C0LYpjVeC29khjIiQxXcfPDwmzhCTDUk9ui0bZFo00OSFZuaYWbEicQgPnH/7Rn0jF85xuyYyAblW010OBHRJVpNRsLOowEotos9KbRvRMzBOLLja1hCeo/RrQuFHVIMfnKKwArKiEMOLlMEhtKka8gJpaBwxycfnnMCRyJ1talpIIWTcAa2UjbhHIprXh3VzuloREahUlltqKzeLjANBo6ry+Wi81sdoEZQfGRmT+FyomDlqeszI51HosNBZhZV0JktTrhIpRr6WvVkvNiEOrDqLBQm/9XntW6v3xc/X6yzfQhWaN3uGAnJlB4ajIcU6SdmVzG5tLEgHc0uTv690VrYcrArnFlQdmiV46+ZKCmANW4hGnPhb9gnflQTWDr2zcUf3ttjK6mxq5c78blvCkQ12psT2SKOnyaCox9QWpHUNXRngyI+EJQFs1AuqitiZrmdy6qGYeK1pzG2Rynwc5aimtrmR1pSmbABxiGhR2mdeXFpbKOCaeoS1pis36cl24UZYJmjTrTPeMOhfDU91gD1ABcvyMQS4EGg/oSjI55tENiange3hNa6qdsRZZL6EryeQAdNoPlNUK5E4+95pH76wsPe1u3Vjsrl2574GhgOCWGqEZdzWhfcb6X8VTE+ELh157vYgdoMr44J7v3r1HBxomvPp+7WM8K0u4NDnBdVdtELpXr7Ho/AzkzEFeNd9QZU3gZFDo0+IGWKY/UO8kk2sgFxVv/CPZxLVGvTNaP+PmJopejenSlIoNsQefnn+3B3IL83skZvuKZewoLEclYGOWJecGV7oHJnrvRdt7/yKkGqATS5VcDiyVzUf639+rZNo1Ydw7r7ExBmbvxfY+gmkDH8n2yqjC5QS3XhVjohuOGb4SCtxOADqmEIyOyibvBBMB5txC8ImEJ6dP/8p9coDcvNptcDwZ07lgOVrL5CJvaXRlBb0Evr2aXERsvCYL6/TBveDnYGzI5jC1Zr07uG8sVWh6arzb3csvfbX70z/9MzFyz+unm7lsE+Q8+9Z9YSq+7/3T70x4Ugevo1X/p4tOG4EeN1FXnhXIKYJCfLJDIMfQRw5Jotg1gdzKo2VnctCWRNr0zo3AaYpCwRFlVABHX9yG6MgJZXRHpdA5fPTF7tDRl2S+ukP+h7g4yJlhEWChBsQ1oVlclI4yxdqwNtlVRF8uAZUZhweHziNig8ILVelIVH8nMqmNWiDn6ByGqTI73E/MQ+PVxgEYpRp/t+8gAAdlyO8qusaNsIl2TBg4gmogp7/XBGvf7EbV9OLhKlC3Gh/ARH9fr04WntYHFdkWG5DVXAVvL0woOff05RCuQ43NxEfRpmmtKKeVFrlq0XJkVW0l9EU2MHU2rIZopp+WawY2X8i58dZb1Ea7r7lW5y98qkkE53T/NH9MhYETx0+oRqIxO4xt0brZ2FrtFgC5Y/Pdo9Vb3UOB40MNW13fkvuGMrkdI6pRCOS2nwrkFMlitTWq9zEvcAPg5tRKMCshSkAuDbkJUsg00wQOwK0Z5FBdsr1xnMfkmCCrnOJxoskkCKg63pdBTg/oPOjWqr+UoIdodloAQO9UBBMRMniD+j6mHQSwXRNAeAoESmAk6zSTu3cujffUh712uFcoc7lP9J6B8wRCFgggYKEGSyCG/J2+LwAQG7pRvZa9Em+9rFrcbu2xYdflrly6o4Nun8Q6+/Vz9AaiopxzgLmkgJPrxMHFIUam2TgtLynWy9wckybi9oKw4OH9B3bph+oG/KZkUOpgDpBz20sOdBNwLUOqteP+tgZw6WtN5sflqvYaO2i0LMf+n862cuAaJhw0huZjn6+rBkwgi+MJJgRnDXIfqyZ3XhTl3u7Vl7/qAZ5kcgAcDfSZQkDm0TdidgDb+gCrDzcuOkaGtp8izHKDu4AwSAAbk/dQ4qUAXPaIoR061qxKSrIcJaW65Cl6WgEfDxFwcX0BHepmZGAY0zMYGIXxTrFkKtzo+Ve657H1em6PLb0+/fRXoi1/okTgWqvJQauK+dDr5dGSUu9fF5wAaVgHO6pUPS7gmtwz15uPgHnMI9JCknp2KYwdCCAMQs+gOvKrr36j+xf/67+y045BLplGJYY9trLO5hYX/W5BzossIVSPrgTgKpO7cVsGzWc+kgP4OWdygBwFYRvUCuRWl1SHe7ikPp1FRZ+yFsJtRIAxJhsLwGanwU4/IMBj427rzzyOn3y1e+sf/RPVzHZpQQ9JAr0pdaaoSzUcLi/p0NAhgMAAwOFG+HxxTY6IPQIKu1MQDHkhQ/sxIkRzosZpgg3lUjesGr4rYk65NhOQ29Z12BHga44k2jBsYEDGCwBBSGv+rSinMrqk+ImcfRjoBVcUHTVWaA7+kKJ4rI6qvuYoDxFD67cxSLHw7NgS1Vfec967FybSdK51k2cXLdkTmPg5AsJsrmoIZyNCwX4+y8vOZoNAJ0WYgfCDacHjqpd1WhcPFzU89/5lucJ/2J0Tjc3hABgePnLQQxen1d/GnLg1iVR2758WyC10d2VHdFfZ36O1e7L3WukmNS4EReWGRSxpT9gJZajXuUt1ODLH2V3pk8Pei362/u4h+qRepQBIALeqzG5FNMo6mZSzeEBOG9Uqu8wAdO+bDy6uH3XW9CoxxBJpdMm/uc4A6iwFeD0oxnvaehMR1Nge1kRqnwJXhFdao/ZhpMcKit3uOKvJ3vT7x7UOxzEIp6ZLrYMDjnXsPrRkPmk0Z71nQviY2ggQoKyrVj02KpXqwRdE5ypr2xjvbl5/pKkEdy1Imd91MOpktW5MT8kMW9ns4uIj37sx2aJhgkymBg1HAML6Yb8gOiFqx6nfNTnRlcsSwsBiIECYEZVZmVypLUu0FNVgwMO0JW0BvSwtzhplLOAaOa0JrY+UnyuQs7jMNeAcujlkY569vqneSs2UY9TOuujKczIovnDpE02+uCA2aJ/oyq9ZsY3wBICDruS9s395/h4t2V6rjdTJ1mE/Wk/cIKuS7LR50LY9Y/FLz163n6Xy3JUhsrRGJAJB+LQpEOibMSSAjDdpgJB+UzutuPeXmmTONMB8WJT9hCjIx48fKei4JzA53r3w4qGOgalYev3il9/TTMHP3Cc3pZmL2HlNad/PNINxAqoqNjkTpQ7YrA9LzUlyALVQTJN7+BoNn3pe4mruu03DjYfVhhRh11f+4I3uX/7Lf2NLuQh9GifbQ9oEgvXxpQI5+/T5AujRQI7Bjjc0LPW0DjRA7jOJT2ykDMhpc6+LFoGqXNFjWUBHZsemGqYmRs+ZQG6E8RdS3AFyTwE6/XlLj12KwI5KqbPv0HPdXjUWrrsFYUM02E25ojwwyHGYeaZXU/1xwYo2ys0hciq3cSy8KHBPaQOjEIoUPFRm7MMcjRpwuBFkLlau5Ebx/gEPS8ZTkObrATn6m1hYRNbJhAZBrjZ8IqNEqAVyKXSH2jI4ATxF9zQ6gM2XzKC53DeqiZcGyMV7MxRCUSneaLw+KAuai/UaB0Grvi/RNuNHAqCRRlMnbc3gLcPMoZDNhyP6tts01GclkGMqAS0BZFyLSze7e/evyDj2tLM5txAI5J57TlH13nnPghtlFIhmYk3O7uymd410tx9cN9CtM1W8TR4A5PgeABGQs1hD9wpF5Zwes3I+AeQAWea/JerNRx/kBCaAnOlKLjrvKdIO+5K6lSDtBPl51kyjLclwdLivKgvzuCGGvzpDAQBUmxAITE0nk3SbR+shq9mC7puz7B/KE5oeeTg9fPE4hcaEqmTdeBIBLS2oYlH7sY7rulfmw/rUe4ASQnyF+KRTRgfIQcdRk5uQxddTTSRYWnzixnAaxGktAOCgOGfUHM77f/RIKlhaQZSJWBmng3WsQE5rm/VATW5Kk5850NYEyPfv3TftCnBTm+ERdqBlr157lcU9C3CssQI5q4TJ5NjA/HTL+uyUwnoH5FzTLDqwCccqU3aghTKQGYliE+R4srHx0JkcUwgu6wxCePIHr37dILeHSfSa3DCkgICRQ87kvM5Tk6vXYBBDYNTqcw5OBzJS7jv7y32GLfMDhCBpKuO0O4sD7DKBoGGd8wGWIz2VMYnIWrVVmcU1pINqGVHGvKYkAGMBzhqe35pIvU98OsnktrblDiRQf/XVY87mbtw84wkEP/7Jf+yuXzur4EuepLL0mtJ+nBIQTY0y+SWUZUpNPNKyYGsvZ3KM2alMrkCO15gzKeKbpqBtZ55HhLV7n1o993+4+9pX3+z+7M++pf3+4rMglwvdS5i+dCBXiD0IcgAcYMdE8NMff6AFxvywi+7OZ2IzgLau5sA1dcGv6rEmiiR9QzqwGiCMKpsD5JjWDG1JRseF2qJmJyXY+PR8d1Lc+mtfeUMLX/1zakM4d1bS9Gs3m1UTgEKaH2qJFYeIJIsOlRMXlQ3HIU/dDL/DaVFsqQGSSaaOEKqraUL8NdcRellcNnNZiCXr813ru1UY6DI3C1qqNu1gfSIHcKTHAdZs5soie5lcbfyBSLiyvopyC4yQlw+KW6onju+PrVdrzDWYJwjg0CkRSlFKgxmim6DdXJ6epXqd1ZTrsR8GOizERkUJAXJkqluuyYWuFIV98awOow2D3PMvnOj27JPHoppUJ9XHM7cgcBCQdRqpc/Pe1e72/euKdTAYEBjIHoxZctO7lN3oM+AJyEHt4bfox9yEBjdy2OKeD02c8/aLQG6VOXmi+uKxmEwOgKOZJH1STSjkGLZZwjXD5TXcPayQZCZffB3JTDMBWyAnwBvHsJdeL9d304flNWjXFURKAkoBG7Tluj6jmiSTY50AZhg0E/RNMolazztKVqH364DLmVzaZVCVM4ZqQ9kcgSHMx9oqbQVTooJPCHj3CSB3aY+Na6/hGcvoKoBjUs/PLMddbtwmc7P62ZRsplSjlCSTQxXKfjmw/4DbCDh9l5eWFVje9T5jPUDb8kjgQ1AW1oOzu4QsxUCUarFArrIIDyf1wdIocQtA0puZtpzskcqe+vRZ2oRojkaQwTw5MrmzEp4wT+6ySiYYgX/ltW8I5I4I5DShWkNmhxQUjIjJIbsYHD1lGGmA1wPc9lqqvSCfM2qL/lwCmth5AVQBOVPlzjojLAP80hfL+ROlov+lZUMsVu/H0vfrz/aItSl1QI7nSPDVr8ltP4FqXu5efvmw9tQBlXKuSFF6uvvBD/4flQdOa11u6z6PdLsUAAJykzpjU/MNyFmv6b47QK7oysySy9DUUJqmHBpgR1QVfOonAPylOS81AOTs/romsv+r//3b3YkTXwByvjIDGzVP8czH76QmF+qLN1gKp2RygBwX//rNq92Hn7wvqkCZnMQGqO6QjdHIuiZqY1XjF/i8yagP5Pg+fDMrDld1anOA3A5PbQYktHmpt+kg2tKhdPj4890LArpMC98pl/V7EqM8VDSqgr4kq2z+yOv7IGcFnSeFc3tZoMjuifg5FEUzCeQsYNHvxkElUUgrAntJJIojkxukK6Nwy6Mk02QERVc+k8kBUE1tVbw/1/I/D+QCNq6btXpFUbRuZnfGVyN70ibAY8IquIhUEj2moGx3BmctFc32Z2JlU2LHFFl+ZXxVS4kXKIcbTdaiUbSBEZ9AV1IWXJbs/8HiNW24s5ZzI5pgJM5rf/Byd+jIPmVnyuIkgx7RZhzWY0iPi1fOykhA9Vw5rO8YoeIr0ZDsmjTMWpkfytGmYBVAzaoGCMhNY9I8jdqRAzd9hw7MtWvKYguAAuDWyJ4Ipe3MocMJgGsCJIDOqlT3U/LzaZFIJpbrDd1IFrNFbUwZHobDDDeF0sOomqxuEiPn5gThwKGdXihwyeAMcCiN9UAshRCLoM8G26xS7Qlnh7QnMHiYAz9FoQQaTf37WFkcmRwAtyVlMoGfZgaIljxsi6+pSYl7NET1yfakRCjqIZMQBW9YXFIAOSaEs77tzyjDWOgxQA5RFSIs9hJROiBHJkdW9Uj05p1bd/w6InLqt7EEqIrtCGBljFPMz328NsCOtVfo189naqYjG3NRNTueurwjS1RlQZCEZah5OYdoIVjffDAAcpecyQXkRFeqB5eWCiaqw+IA8uyNSOPjrvIsfd9qdGTm1Npt5ZbGbXrKmIJdfZODmVwZKgASAadnH6l5lohm8KAnM/VuDCUNs9OyJ8OK9po5NNH2W6pji9TU19a6k6f2CUj26FpoWO6di933v/9/q1fuPb2XZa1F1a7ndL9Fg08yvbuBXCkqCuRQcYaqTBbHn113L8aulX2S/fWTAJ+XDaxjZFGs2XD3jW8I5P78O+qXe0kvf5Cu7ANcn3N5FuD8HS279p/1xL/te//2T/9nfqUotCeG3JbCOovL4EKD3Mcq+ipqB+S4cGRzATlRlRrzAW25LSn3U5o8dXWg9wxyKgTTMzekizHEWIb2eKLP6nvtVnQwzUt2fuDwcdUAdilq1gBIRbJrajrEWZ05WY8VoRN9snAJi+h76pnwYgemQy12XDTw6gCZkGBgSlJqASwHHRkZQFmFc9NYPvACcIMgl4Ovgdzn6EqLBxAwtP41u5r0QC6Lu4QRdeeeyeRa1M4VHoyGa/pCtReYmu0V5jFKjrKzJhRweFikogOUg5cMoyJXloCzaPcFJYQq5WXNknMdhezP1EIdsHnPcZvIKB/OcBwziAipkdBGMCmahBaCh49uaPzOec2Zu6gGUU0zVpb3jde/2j136kg3pVEguJmsby0Kc/SzoiQ/0WT585+dEagpIBEIPhFF2Q3rIRUZIDfBAEj6snQfZyX6AOgMcMzMEriiqnW/nl8zFl6hCqnJ+QFQ0cdlOzZAjiw1mVy0jY0S89mTCNZ1VwcHmBEwj416cmsHAOi1MqAqJ1WX28WkZAtRUL6GOi6g85w7Jl+QwVUWx76QGGtFn6EtyfiItA2aArlpZYcTzTuSV2cCyc466RFldBXN3XwG5LCsYhDx3KxMsHcdtXHzU4HckqZ78DDIyfOSmtyU9hC1NtbRo+VHfg0rUu7iAISoAmEYa3/vXplpK7tjHS0+fNTdvXPPa4JaTL3HMhivQJj19IxakainAWDKAA2sm7Kvf6glgC6qsNZ6FJbUyRj5k/vbAzllcZ1MKQxyajUxXamaHIrePUVXqhl8QZkcrRRYe01p35PN+axgL4QPbDX2gG8xG9QIOTfiMJSghTVFS5GnEOg12eBkkK5EEQfz2AKmqmk5u8N5xI3xJQLLgZzWCxKH0IKuqzd6sBrfrbDE8UQ2dzuGaanZ7I6o/ebIEbmPjMlkY+mGQe5j1ebwr8TGdkGzHqfJ5GCxvMJZsfyXyQac05W99WtyNRm8dA1V30/rQVko+hwbBDm2jOn1IYPcn//rv/oCkAPkWyb4W7DoSwpyV7oPTgfk6FEJyOmAQWYvmmN5URyyQI6+Hyd/jlpRImqRWADQBzlnc/S/Yd+lw2oDupGDSVTj3K49UtXttkJsRCn4MoIWivoCz6qReeKzjgs2P87zqHuYw0XtDYDDxX1sTIoxF2NRSQ2AnEeoYICLrJxl0bLXdnDyujPepyYf5L0kkwPg8hikK3PYBUyetc5KxDIoPCne2weFaZpW12jDTQuMPEyS+pw2KjWAmMvGRZ1shg+yDh4e62HlZOofpln0fbiKV2SczJS2AmUVZCmtdgeVlonCiaVK5cZVYQ4ZwALIIc6gXjXKVAF5S66rMXdRIHdVQ1OZ7bW0vOhM7pt/+Hr34iunNA18zgrKG3c+c5uAkuvu9Jn3u7MXP1ETuBSvAsqnMmR+KpB7os28U5ndqOoaU7pn05KuA3LQhJ4Qrge1QE92N8iV7DlRsQFO1wnRyWYDOfr0CuTKOd/Uke9mhTU5kE0r6+HanEAOpeSaAIGDlnXAsN1JZXK7F3YLYAQeOITouvQCBbJL4EuXEJqLa+wJ29oXSwKOR3rwmXtKwOMhrUwHUAY1TYBioMsa8v03NZ9Mjuk4iBnWGshNT+zVwXZEbRrP6dSeFj1Kq4AAYFUHtLIYxBczArm52V1uw+D63GMEjyZIPHzwUPcUIY2mgQjkOJNRVyLKYTwPdCWvlbWRidgJKnzF9LpqGgjrJL6MGarqCRHtyhZwDX72Wqde19aXAzZ6VlHrASg00UPnOohrVCbtS9SPPIVAIKf140zOIKeanBxPEJ6grmQKw+55hDeUQxDeYFit/tzIs32fqr2hvFurvMCeyr9X8NQXXvi9QU1beNKapk1X1vPCDHjX6LVGaEM8VeIWgJs3naC3TUnpJXeDFGAJb/gMVSzRnlTHUJJ7905KqyDDck3yeLz1oPvhD/9D97F65R48uKbXtNXNS+AVujIghz9q01b6jPYIn0ZR9kDOYrImTyHjbnvAwNsLUPrXoewIQ9fyugVy+3+5xwAAIABJREFUslP78z//dkDuC4Qn1WbiG/AFH79DkEN0kZvmYmQvk9vurt0A5N7pzl040100yJHyStkmJRaUzKoi1seKYKVH0YVGXh9z3J1QR8q0XBtxJocQICD3lBlu9KnpgXBgWVQPdbSZGdkVKUojq/Nmh4ay8CTyaiIJXC1Qn+ncNcANiZIc1UkKyI0K5EaZyaWszk3JHuVDJhc5P5s2i5e5VUXTBuzIEGKLVdJmrkdArl9jZJoBVCYzyfr+fVy28q5L43qojABfvt9g00DFtbTmhUctoN//FrqTKJwaEf0pFr5oQ1InKvUkxWvXWejfa8rBooPq8OmDXCyKLCqAOmMDcpeRuzcqKgxCnBnYBNPQk1bihSZeWlJWJvXXjJwWmECwtHJL60LelTcAOQZy7uxef/OrArkT3cGjuxXArKgOd0Xgs+jxPOcufdp9JlAcl23XiKiWp2Ryqt1BZQ6p2M55OiM5+5wicbKcKT0m9b0AHUa91Px6mZxeaTI5sQnYfJFFkekTxDThSbqHajxMiScCcP6bVWVxnHD20Ohwsq7VFa1r2WGR3XHAEVzMyx0EA1v6BmNem/YEByrNzDvqyMj1V7QvAA0Ux4sCGMQpHOhQltCUM5boq96HKXRzlUlmDbAlm9MSMNCtqbeUFoFRCUwW5Hpy8IBUbRKfrK9IMbsmQZFqctCZIwK5uek9BjlaMMjc79x54CZvHtPTZKMzrjtxEHkKh64G/aDUE7EoA9zI5CLWSY2XAzDtNFnXVYuLATqS/RwbUSRH1GDAjsre1zcHm/aeQN3TOdwYrQBFQaxFXKYN83DW45qSzhllciOq664pkzsnF36rK8UmLSyoTw6Qk3flgujKrU1Uz7S77LInree3AV8tO+QFVt9p9bsRuKJyToaSLJo37P3uuZY0j6cmX3uJ543faaPO28w47xsbLTdK1nssk0HMkLgG1jJAp4a5bJb6u7WHqQTUhNe1vtQMLhpfMYlEWLLGO6z+v51r3c9+/l2D3G0FjztEbc6JzkddOa0Av0AO9xREJ6gq7fOLsQNABzvUhCe+QzAZBXL+3Ae5mqfYoyuLunTJh0zure5fk8nJ/KEXRLbzw/GOA6MvxLd2LiYp8Hf+fdGVPvDaRU80PwhyT3SYXe7e+xCQ+9TiEy4cKfGqLIKgKzcosCuKDYRF2eYDBiEEziUAny6OQY7aCDQhKT2LTBtlRYfCogCTDUdBnMGbs3MLrqehlvNwTHGba3JSeYIbCsAlqzBG3g9pCvWwsj6AzSCnBU4zrSePY3ij34mDCiDHe4yrSRq+vfRcQ4iyiN8TmrDtTt+uqCtRi9rXDpNFR9z8dDKDtA5k3lnqcSlMozhIzxsT0KOctAmu/p2MK6rJZjdETcORVLPyollb4FIiANcMyvGjKQHJDuZlpjqjwwt6xQX9yszy4rxpS1hCpoJUvl5eI/HS62OxCjLoKDCRm0NlkWlwvxcXpXbVJhwZZZ7WorKnu7b0uq6ZcusChJ3K8l585aToSh3CGvRIre2xagd31NdzXbLn2w/UW7d4R7dT107RkCBJ9TrRgVJf4oM8JLpmRjsbkEOcwcM1OQ9OTTbHQei1qvtV/pGbNPPrXgTkWLccLtR/B0EuB6y3Foym3SFyEHuunPvvWmZIQ77WNaC+IrDjwObaTwmAsRhjWjrZHNlO+ohaG4gPS4RGgBOH95poRLXVPATkaK1RbQwzZuT7+j7AjWyb98mfqdFVVg64obIkcubPqI4xYt7SjMa5mYPdsSMvI89RC08JT3B3EfiqaXx+TgGi6nJk89zvO3fu6N4t6v0s6V5SC+R1t3qlXjt7AjcT9/PV+/Ga7fddcr3DKkSVWw77ATms8XBeQc2XzMB1RoDNnxNAlo9kWdZ54gX1VF1vgoMMOEYZzb5lHzRNgGpy0Hcraj25eJk2JnozzwvkdnevvPwVZbUyaJ7f3wc5sUC8zwi/UnsukHVdiXvO6zHgZAdkPWXWY7UiZbFU1pqhtwBfCUlSk4ONaYuq5VBQkpmxh2Il682CjlJkQos2NsYnLdcWqt2eoqoJywQdgJuZoS9zVddlozshx6DJqSfdO+/8qPv0zLvdzZvndc3XFLCIwtYamtFjGPGdni8ZHDQlwp1kmICbG9CbEKUYo0wmT6tBxEIN7GyakRJP0dVVM2b25zc04uhb3/o/NbmcTK4pup9pBm+cyd+BdL+TTK5uU5A7IEePHHU3/gzIvSuQO3v+U42fP5cJAIoUAnLL3ZaiwKcotgxy0JNRtpHFoXzcIYCDpnSWZ5DzCtOBp69p8awqJcNyKNEis5QwjsVTT0Mjm1qK6BZLGfz5GO9A5LpDXnWeXSbLMA+bJINTRmeQk5waMMQBA2C0p6HFB+mnM5XIEdaK5FVYJYqx6ssbIXU7L3w9qMeRBbr24PpV6K7yh6yBpdlgRHW8zfQRAXI1iJJIy5x/OTBkpwSM2oLjEGfhW0Gpn6cmBijy94zDyZiQGWgv0XvlJp9IOvsrE5DJ3BKJksXxNYOc+YcWbnFwNeq0Jl/znjnEkPNj2bWsbG1DTd9kZdtPH/lx9dp5Ax3iBnD+2HMHJSLa1+0/utDN7VYmpo362dWzoirfk+OJ1opmZUGUYDCAqGBIEeuY5NAkokMCvhmJBub0fjj4p9QbNyM6BnXl5JSyHfV78f75YI3UofRY74EMbp33+jmQ8wZk69u0uYGc/lSVWE4g9iYgV+IEpPbQlY8eLeo9L1mdyPdFaanXJ5Cjh4xr7nXU7m8G14YCB+gQoSyL4ViSlP/RI9XFqM/BeGAGbgcb3F0kBadGR9aqNonI6+k3K9Uwaxf7PGqG1MC1N9QMvn/PCd13DJv3av8pE1sCFGmZ0ASHOb4+a1qJ8SgPH/bbAvDinNA19hWAtWhmB1wbaEt6+cIUtAS/nQduKsbiyiKm2MAhyok3LKN+iqkgi4jPq/dOk8Oym7wG9XOmJXXdEMWwX2oigjPI5m/JC2CPoAdAeNJpgvzK2l316H6icskZ9Y2dU/a2u3v5la90+5XJQVc+ZkizMrlJ2ZphKs1H9aK6iT94k8DGgWteU9ZTc4XxfYmgprJRe2/iauS6HeKnAJv3tt9jGBuzNs7WYpmWLL9tM4NczlV+nrXiDiZnvwSNtadVFlBNjgTbILdDIDeyLoWlApfZHd37mkRw9tx73fXr53TN1csokJsSC9CjKw1ycVJJ1gaw0ULAeKwITwC6em89kCv1t0Ev518mr+T1FeUadWnXvS6Q+8u//LfysHxZvzHy09zr+vh9AjlUlAK6q9evKJN72yB34dJ5XTCpKEVZri6paVEgt42BMJJ6RxPww6h9iBZ1egEuPaoSkCvw4HTRhmKOFk25qoFYnebshYWEc7oyFFIC/TzMGsMgn6hviJ4g7I1G1SA7LNn0iMyfMYDmMzSlbZHI5FBx0pcH0PEayB4bVdfy1WQ+BpfQK47xHe33Ac7ROnWx1lgcurJRM/qznUj0cwVy3k4tyqtmWSgiixP8/qQqJItrMu1naMUmu+Z7kBt7jpvpHMyLoWDTh5eHvu7aZzwXq+nUdJIOkmVRbzT4xjeQUSTt8GqA2vdNDFDzPERwgAj+o1yH3XsW9LMSKyiVWFmV4nXpji7OqiikddFGZ9VSck6HqbJw0dv7D+kAPjSv8Tq7un2HeczLb/CD7ue/+pHpyafDRJkQKjjpQFcqMJIKk5FvAE0yOepeyuKUwcXxRHUHTQjnNQzrYE1tIL6VntXHn3m9ZAZfAHI99VfZUXGnyLD5nNvk3232Qq+NyRq4zpD50BgNbQnVk9rcpB3aZ1Wbg7qklYWDuxSD9shsNUOoP0COKdOeqqysjgfqSx7cV1oIaLieUf0RBafFRb0synM0vPahLi3GkpelKpeiqPZ1Rw483z137FVRouqXu8v0D2Ydqvdt1wE1nVN3Sw2Wmmr1e1IOCF1JACWXGGWWXEMcgcZpvTF9SR2ZA65MFwIApZSMTRcBUIQZgH8EM30BU4K8BnJNgRonk9Sgq5G+3D8SKKa+hxiEhZq6Ef65iE8AuXsyhxflrTUHyM0Dci+/1h2Ud+VeZXOAHNPBoSozS68B6wDVyBGc7F3vwczFsyDnEoQDSr2n9hpybIeRMW3p0gIgGaCrzK6xsf7aF4Fcg1j/rM24W4xZIrfQt5x/EnGJ4ZiSQfPIiGb+TWxJeS5XG03t+PCjX6kh/oPumgLHJxrJM6s9omEw3YjeE8UXtxC4DpfeuGRufVVlKSxDKEOVJvvumWRYjJX72BProTJvdUX3B+tsfuONgNwpQA7m5PcF5Iqu9ALzf3E84e/XrpPJvd2dOfeJxCfnYm6rbG5F0e6aKB2dAt0QC8T/UYODIyayBOSgK8nx2n9eIKELCLCfCEQ3FNWty0Zqs41C8ewqRpJo4w2rDcC9T1Cg/kyUpseOaV1bJijnAcjtVCaHdx3zuGiMBeSYtExGh5GoxSbub2pqJyJGRyfpBYoEv1FbjcLLdOmAnAUo0JxuL8jGZ0GUjyUgB/jwUbRO1d2SIcU4GQUn4gX3XTWBCK8pU8ObKawP7zalW4uRgwUg434kqs7vdr2O6JMiOu9N//GZv0OZLeoeQa1BsSWXSS0BoPYQxSajz+aOATTfg/chzjAzOtChmLAeWpM5M8MruyGNbxHIfXbljIGOLA8C8tARee0d26PxOru72d3agNM7RG9/2n3w0dv6aYG1o/IW/Mn79ImK5zSGD8lBB1HJtEBuRsrYGYEaB7/nySGT1p+hKzlgEv1CCUZdOQhyZHWDdKUth0riPNCswwHVaxzhzz6horj0OB4FFwAAVBoPMmpTzACdrqPnbnFddF09kFfXLUAHSEW16oAGowQEQqINoS6R6Rv4JPKgRkdEkUxOtKWyOYA0go/W89lTBytblQfsmiYObK3rUNka704cfbV77eW39Dtk4bX4VD1uolll2Dw1sSDGYdK2ePH3lKu9fsfszJzXAQrLJbXmMOGZ4akcstB70PCooSu7yIFW9DkNytDsAQg3xtM3qPde0+oNdI36GmyETutG2JAEfsmq3FcIBYr1mb5ugHcNrJxt2Jei3DAt1hpZXb/fXbtFn+45sUlndejPdy+98Ipm6p2wSXNADncbgr3U3MtRqFcT9L6PlVr5V/Ka0quYk8/1uFZ+yHfn4ey0AZSzuXaGDQKd/Sldk/vbmVwfLFOXQyOV2ZZtKLT3Ndmt9tYoBgxiD8Yfa11sdydOaj/N7VAW977e+0cyyzijxGLZBs0a3jEActTV0ohf1CRnCFRlZXIZ8eOqZ2tjKJDLORjQ059bzbuyujT4J7sD5L797X+nDPOLQK4yurAjX/TxO6MrK7JIRMJFIK0NyF29/ln3zge/aSB31lE9F235kQrqko8P6cIME03oQAm4oaokm0N5lf64QBypetJ/H7QCOAqk6+Ki1zYUcWKgCyViPhsHBU5EKCGBgejICTWPD6n2sEOPjceSzWuzj2pm3egoPUJQm6o37EBVSCan4jMWYgI5+3TzmppQoBRF3sQN6Go+VDk8xJMOcOPQysHl94BgxtLzZGbcfIMD9SyDXIrzJbP2ZtPBVQNNAR7+7PoedRm7SmRB8HymExsNasqGP3uCdaYQJIvJ9/Bnb+SigDmqLcnO2BgyQbII2zfp0e/taltOr9WDSHuz59IzxCZf1XBERD8VXdOntrmljETz37qhZTVyr6pH7oyB7pHWAfP9jj13oDt2cn93TNOMh8flXsPBdPOSD6YNjbfZtPmsroeei1aCbU18ZmgqWeCYQB91JSA3K1CbUwbHqJ1ZZXO4niBY2NHG0XjDeXgpPUBxWt/gvRjkaPpOTe7vAjkGNTsCr5CmOaHscCSbIn1aNOh3UzZnoGMMCu0ccnChxUEZ3dT0tMQxoYrrutlajgzBdazUnRCiYLP1sIlQHqlGxtQODvhxva8J03QRoNiA3IN7FSTosVOqY+hLPAPXNY6KsTrLGpz6womvdm9+/U8EeNoLqs1dv/awu39XQhkofNWph2SOHsDakkpvr6ToRzwVgS/euvlAtTpl5QI5Dq1Je1TGuJjDPplctQKkRsxBaZcPA1JM0svMul2+ZAQt+KoDrt+In8MvbTaUHiKC4vvcUztgPm5Q0bfDGD2WEOPJU1HIUvTevHtJ7QPnFGifMWi/IEPwI4dPdYc11wyQQ2EZh5sIWNh3zowNsu3Q9e/LnknfJV9P/bD6HkvB68O4vTkDN1k/APd5kGsZ3X8K5Px07bHl7Ih6XHNmcV2YkoYU02q7GRvT2piQqYJqcUeOqe4uEcoV0bVXrnyq8WSfKOhR8Ko0DpAj76SmTeBmkDLtmJ64ArhBWy9XK/y97WEnqFCVldXZfckjyBIA5Ot5zW+++Yfdd74DyL3yuUyuD3Dc6y89yHn0A/OcDHKXu3fe/41Nms9LYbmhtJpaxfLiQ228ZY96SPUjNkrxDWTTRF3JvwQgMmCxDE1ZFBzgj+UjiIVPBqLSlQ/4aEFp45G90VtHdDo+JncGuRo8kVya6QUdlkYjmp8F0JHFaXOTseHGTsZnqlL1uCgwEXikhsJGt9qJ/+fGGuiyqXP09enKoqCcmVF/0XNQZKcQj8AA9aOFLPp36l/xBezX4uI7ubM5tkSmDpgRCTO7DjeNEozEuxJvuaZOY3XZkR3z1BYBAq66RnE6SesAr70WVdXwrHrTR4EwryHUbKikqsHxHgBCPjKhPBOxH+PB5/ls1BHIIqlTiP6SUa5ahwUmS9p0avCWzdCDh8rulKW9+gfPdy/KiujES4c0BfyuJjm/J2eUW6KaHkpcJOGFXOVNWzHtmd0p+hL3E7xQsUWa1GE/JWHErBSMNIPPLzA4VXSeFY2oU8COjJDpZXIGOdGMep0cHAa5nqoyNeGkj00I4cOs3xnZCGpfc68LH9IBfzI66nLLoi65RlBABC1kXTMCuCm9LoCODDvDdqMctKIPOsoRcQIXMjistu7fvdctygiZbG7L9nfxNkRxyXtMdtTG3OC9itAJMorMTIriNWVrq6Im9y0c704qm5ubOazgYL8MFDSsWDZfqAzpF8Pth2tED+PRowdF7Z1ysAnlf+nSLRk83xNwMKdQFmaiMKk3K9Vu9bhkN1lWOfhwTQHAWDfJ4vog5yALmrMxA3EF4XoiqSfIYx/XAZi9Rr2QIIyfi18o6zUA6Ho2ZsYERp5Gr7UjkLsjv9QrNy64lQna9cSxU3bCZ+SLMzkUli5LaG+1SR6fBzmDqqnKJrRpWWbVzj1UGWaqqFUCcmq2vhhVZ++fYQnYA4DO/PS5MjkH8q1EUG+/PtvsGNGUmAPALYCaOuSwWmtG1EZAf9yEMrlDh0WRi668d++yLL7OazL8x6LBNcmDHkL9bvk0G+AAuhL/ZAq46tQeLZVByEVhhrXTb2osFnW2Un5z9oYpYdhqxj+VMrxqcm+++Uc9kIPp6tOVv0cgR4YVPlzybl2MK9euCOR+3X1y5rTrcrgRQFkuKyLd0OYfpfnYMBbpiVsIEJ+4hSB9KKYBDHJZYJDa+OohODCPrEwAqoibjnceF5teNxq6ASvoxzFlbE80KXlbm3h4ZEERz26D3E4oS2dxRK9scmT+PPDJZNFrk+kRqTeUZTZvzJ4DcqWw9FnHdrPxMYs5qkUrLBvI+eDyNGjUlAI5bXi+J5EPdcxkgYlQU2eg3ugR8tRBXOMJVcmBWdFtevRCCyUKymYnckyzaMsgtYD5eYr4OHVwzXjRNbDSv7cNXo1MOge8QZgNbMqJQ3XMG5oeKUfp+j0BOQ5W6pmSrzMnTf+G68iwJP/biqq3th/q8HkgQdI5BUBnu3sPbulnt7o//Edf7177miLrEwvddTk0/PQX3xe4LQrEnqpFRP2UEnVEdMTT632JskRhSWvCsNYCvo4TEjPgWwkdOL97TmpGyd4byPGj1Bs8NqToSqJhslvfR9iBahtIq0roygZy7TCu9n8jO9fY17opYq22jUqQOX5LqjsvSTiCeIQaEh+IYMiMEaJMCYyjtsToOCOBSqUIgDiwEChDfy6rreD+HbnF3NM8Pj0vIhdEG5yRtVaonRZo+vmUzbmWLLBWeaXbFGW5rmxuUut/Xu4nRw69LE/LF5Ulym7tATPmdB2U0YxIjEX2+eDhg+7UycNSxL0sABzS4bjVnTl7VU38d1x3IevhtbM3njLjjrDWqgjeaernybyUeeq6A1pkclDtZJ+ocN38rP/Kd9Ug10oAzmzppWunewl8yORYj6H1eU6o0uopI6ijjMEkellcia5cl3flvQd63WpbOS+6klFAxw6f6I4fe8FAB1XJ+96WNSC2btDAUVEnk2PN99SVA0Geg9gmHmJPpF4p5a+H6IY+BSjdktCCztTVOMeSmSYQZf9F9BVD+Cawa0Gzr2ZhgP68hcGF3U9QrcKYwcCwBxXwyfpumHE7Y5u6xtvdgYNiNDRkeFltO3fUPnBR09EfLd7W2lnT2au9SS+f68xRi4dyTK8tIFe+vx706ykEDeQAsxbMZJJ4e5QTUOsXLltC1131fgxyf/XvPAD7i0Eua+dLkckNMqaR0OdGuDOfmpxBTmnytc+6t9/9VXf6k4+6T5XNReoqyyDRHZs6vEdxHAHI3CPX+PcWOafHjLEn7TM1i1YMJqnCAzM9Mbohqh8w84pmVVLnMU0SQDFJJlcUpMgVvSJRk6N7BG4L+rrUfxizitbJmI24oWxbhckjDhjJ5FIziXMItB8NvwG6mgbQAnpna1yPXmQOMnKIulckB6HNeKEeG9WCkKM3gsO0hKJk6mGit5YEJHa/UCbHYcFhlqhd6jRv7kYNkFWSnaFS4zn0a92M2qi0tAiwEXBrkGsMnovtsAgF3rf1qloEmzUbOK+XveaInJ4kX4dQJvxDovJQftRG/R5xLhfIjgiUFHfoHikT0cic66qR3Lh5TtnaDTfs/rf//Z94CvjK1t3u1r3PNJbprL5PCkWtlQ36/txe0dw9EDV5ZJOyAz2vXp5BG49Ixvrs1gMl46ymETAJADqL17epQ8EGtzbQhppJfUNnhjcgNTkrKuth27cWbTaw8xP5bMp2r2wuNcsoZhmTw+HA4U7v3CNlc3aPx8SZa6cXTMM8mdyMqEsyO7v8M9rJ9aDqCWXNMBIo0woePrjfLUkMtCqKl/0DfU39I2stWVyADtVwZYbZP+yvp7QWSGkpa16JDjBtfskPtenrkJ/s7t2RLF9WX+wB1LzryqBPnDrYfe1rLwisn8qE+XH32aXr3W0ZoGc/YIyQjDctEJGNxxUoTdK8NvYmWa73STvkM2AWkEsmV8CV4CEN1AY513pzwlcA1/Np9XsPu2B6lfVNmURZzbpmFz4WRY63qdtR7iqTk5r3wsXzATkNXz529JQoy5OmaRk1RLzHved1Dbbn9PLI9rtcB3RbQECO129+p2UyAbIAekZ7ZSIHQSd9rRlgzPtJcGSQa+8vbE6eP6YT7blhRVppgdaXfF/OWnxicTzpxGyM6P2OS5ClY0Pra4fcXRAmyR1q9U5389YlTSR4T60pt/TLdfYK5MZ1hoocQcfntWy2o2VwNpVoa9kz7Dhb/D3NTJqzh0yuiUsMvGaoqNkjYImIpUYtETC++VYyud8OcsGTL/r4e6vJ1fauF1GLrw9ypM5plr1y9bPuN+/8svtIJs0ff3JaF21NN4RNK7CTSks5hY5FLZjGbefmJxuxCKJteoNdAY37RcJvD4IcWYkNTHXhx8ehIlWDM/Wp7EJUZUBt1lkcD5FcegvKhuxZmCiedgFoyqKtDHKY9vJg0wFy2rA4eRTImTJyNBmKYcsTwXHiSGOsKcUmeKgIJZlRlI+O9tqGrWvKzfRcMh2A1GSWRFmRzfE845LJ437Bz5KhsSgLlKqpvCjKuKNX8T+bqmbIUQcko0zUncMlm65/qACkRLUFcvw7Uagngg8cPOkZzPunkd6q1rZBHmsUiC6PNp1cUDT0dEnDT2/cPqdNd179b9dkv/W0+6f/7L/ujjy30F2++XF3R197JI/LVWhKxDZsJm+sPNIHRWYgeoZRJZpVRz2K2hwTD3hQ98IzE0qXw4YEA3XqCoFCyxTs+qf3CtgxBiRpenu0LM7rwmsjGd1TXxtdrwZyrPOIUXw1ElD4fZOxE3RFbQllua76XNVdeV0EMHNzAmPX6FQ3RuWKEAURhX9voHOTPj5MD8R+UMtefaRAgTYFFJcK6qCvqL9Ri6OXDQCBRfD+QYyCihPGRO9xp2jFHVISPlVdet/uU2qIfqHbves5ZcJ7u2uXl5Upal3SSG4qe7N77sRB+YqeFEg81rDVte7mjTsC22VL7QE6X8vWR1qyce+VAZDz/dJ/UX8GwniN2Ie5tqX3iJq36rtV27Ykn9aPdh0i+soqJUhhr0ON8REXfB6UShiD9EgBkiT1U9pb3Wp36/YVW3oZ5FRHPC6QA+COKKOjER6TahxiqOXHWaWfUdXeqtocn32f+B4BOkuhRv7U/klPLd+T+XT8O5SgM1mLsaBeMwKM5/O6bkEj7zCBCs+f6SYFfmZVWnDNdA1PXFDGuiXFpCqvyuDUKiLrO9oIZtRHuqB2nPHxJwb5qyoRfCIf4RXVxsfVswrIjern9RL1qGCh9ZHiVelsMWWgUmS7MazAzde7Pz2BPl7O4FJ9mjVpe8GtVbpWbwnkvv1bQS7o9jvP5P6TIKfsqjb/5SuXul+//XNJWN83yG2pfsZC9MQBcfwjkvT3QK5FExURsyliW5QGSWbLBewayFFwLY81Rx/pJ+NAHBtjarFUgQY4FJWoLRkNotaBYTWLD88H5PT1cp93+qzDDdqyQC+u9KnHVSQFpRI1ZLw2/dq0eKEpDXIWd+g1AEREZAY5qKCooWxL1IQnduLQv9M7xw8NbihHu1rs1GOWaZzXocnmLj/KWCcNbABtiNALyrhaQRuQ43oOOqCFVsTdAAAgAElEQVTX5AFeJwdy0axeXW2BFdCxIYlqa7HyzQY5/q8HcqHoemOIaKSHAHGwQsbEKBABkmiUZHJ3dOic727qcW/xsqy7Hnf/1X/zj9QnN9/dXtS0cA1JXVp/YFCnAZ1DPIVu1RENctC61D40KFIgx0DWMbmmjMsDc+++vXrssVQfv0gEOq4posTVc3GYxg8Q1oHMEJDjIIRaMxVBPttAjXuOmIbKcYFgQC6Cy9CVpoUdnSVTLqUrGTaBBMBKO8Aq7IXuIdGtJfTKGHidAeS8XoDOikv9zlLmVl8fjebLajRfXryv0VSa3yaQs+OI2gQI0Hid8Zhk9lwyQpS1BjktiHH9+xTd85oft7U+pAzykKaGH+1OHv+6XOmPd+fP3JXSkkCK7Iy3+aQ7evxg99JLJyROUR31igQnmtdIiwiqSn6fRTyuHwIQRVdmbVQzcCi51HIdI+ia1RTp2HZJFOPJB6ozEjy1jCWtA802a4CvK9oSapBAsfZU3DhQADJVQnZogJxG7agSqezzqkDukkDugge6Hj96sjssgDt88LkeyGk76L23cgHBdT2qxqa/p77W6oXtbCrQrf2TPfw5kNNZQX3cjevUEHVNTOE2OhRAAFQiCJM9WlPMwlil4TzZjRvA+T6tM2rdUJSIugC4HfJ8HcHmTtnc1LTur/pIDxxQu4rqdO+9/zMB3HuqyZ3RunosVemcXHAUoIkpGdbr4lEflqtBQTaAegbkALX2sOBQPxRRSerHCIK8Xql3E+g5k8u593sFctne/Y/QleGWffMcuSXCxSvuV7/+WffBh+9p5M6HuhgMuRTCexKybjqzrKjKOZPj52Nuyx0tgUOP9xbI0duVQZ4p4PZkry09RvpMZE5dYVi1th0oJiU8GdLfdzaQG9K4kR075vSgd4w2gwZq5XjhTvxkdnajN41VaqoIMlz0tcilZZwATqtHsCj4QBxCvaBAjvccOW3qYxmXkUjWtkB623lfcVuoIjS1OIrtLuZq8VVvFVFiNlTLvvQH1/tMK1ahm8M5YNPbhM7c9B1WeqbzJVlo6LaigHgdGZsi/zuDchSz/L70h+V7Q4OGNgvNkGvmYZhMI1CkifAEkNt+qqbmbU2mviofwWufdA8eXdFInY3urT/WpOajs6Irb3erAsJVjUcB4DYUtDy2GpJ11SJeQM6qUaYhJ5Mbk0kz7ib79+8z0GEtRiZctRXWCZkch6lHFlHz4hroMMKzA4DLZO2KIgE4AirqiawRriORc0CuJb0GNr4E5vv6QYO2yJc/h7aUH6UAjvoctKUPcwt1sJJCAcqgV2V0Gl1j6lLrBsd/gCqqxagUQ3/KUUVN2kvylFxW8LPCuCo531uYq/XHmiGrqwDR64iHXuCEAG5Gzz0kOn57Q9dsdEFR//7u5Rfe6vYqq7t0/mF356Zen4zsI8AYk3DhgCZMH+uuXFav2eW7ykYJojCfFu2v38M1Y8+hpk39HBUv1F3fszJN0BE7BeQ4oKErCUJzvbkvsBs1Tid9aC3gaCWK3iHsa8zv5LWEsuw54aPsJogWyGEPNwHIqRZ8W8ObrxbISXhyXMKTwwePi649pt+p4Feqa9TU7vGygCWU4+A4HbK72h/9eh3nUVsT7QX2QS7Mj80XdCYC56nXETRFxVhA6r5WnxupeU+pjy1ORNUuUIIyRDUBDYI6bO14fwVyzJQD5HZpDNX8vPpFZXi+IcHXD3/4H2Xr9Y4s2m4pEHoqtxc1vquerUpkD+QqwHbwR7ZWjAS2Ye2scObWwM1cXaOJzVygi/D5QwaYiQlkghG4/R6C3ADG9agC7jWL1v0U1OT0588+u6CptD/pPvjg3e6j0x/oDWOcmoI6Zu3V/E0WFKURxXROy0jpq2clnzGkbSCXkz3FUnO/HChElSxSDiTAhb4XNXmjoFQLwU4NjxyRfdHTJ9N+AHI7GMrqyLGZrfqAhr4kgiyQi1sGr8mUiKOUvkS2QKkSUV4PoAjlYDGBXrt/RvSse97wWxrYEHUw8vyDG6sfsSLJjzAli6WuTY0t4TXnCTlA0yaQ7/PCdd/e4MHMOdPycX9qVA+iiVb4r8ACEQpUrIvcDeQATe5tbfi0VeSw4daFrkIcg63XY00D1xgWRZpYDo1I3rxzdFM1WsRIb3dLytqG5Mzw0mvHNABX9PKYwLxTtrC1FCFRA7lNqTU5gHqZ3ADIjQrkADgmDxw4sK/bt39vlIuttsJ1QQYNyAE4xjjAgxOELFuZHM+L/RtrKCrSMAieTi/rNzJ5q2tbipxMN0pb3w9fjxKdoCxjDRC8JOsH5BbJvlqDd+qlqf8gdJiTxdq86oi7ZHyMDZjd/O0BmYnxXNtNWhMEdEuiLAFMHFGYxL0iM/LNtrbCeoTtcDb3OZCbpmUBE2q1SQypX3RkeK578fk35P5xqrt3W6bMt9c1NmfZpgh79hAwHNBImoPK4m75gfkz9VbG7FAHJN7YlAk6UxQoJyB2QVm76dlqMaoezIgMarpmUQdTC0sd2aOK9L0FKg4MOWh1ovZq3t6DEZikrSZm6LnuRVc2kNPwUElpnMk9ebrW3bqDYKZlcqgrNaLr4IFjHrcz0kDO7kZ6P94/+lX1ulOOSMP5Mx96M1V/LJ9L1tYzmZzuscfj6DVbxdjuO8pwvuYJGQIzT5fXueDA0mOaCHQInKGO0/JSAa1BTu+Z4A6Qo+EdkNvW+xzRCCqmDByWmcLBA7v0nEsC+Mvdd7/77zU89SOzH8N6jEidPDEmyzkB5U5qhX5doWhZzD5Xm4gkrz8BtrM3H899CZab0X0/AnLQ6/8gQY5NmMZYIu6YMHO9PpPLyc9+/pPu/fff7j4SZQmFQ9oemTBQ0MaalKtEr+8oB3mK1aFcXJMzRZAIl6inGrKtOHLajDSeQyvelGNjczrs8hgZDchtq0due4ssjwgdeXmidFRoERqkdSHN3MlK6gAPZVDNrgFjDxqltsCffbBx8Cly1qnem63FlHLRK1kE/Roam4ZNzr/xO+we0sxmy1orLgLJcAN8BXTKWFtjbRWo6c+qeViVdVWwUBRkNeuWeezgDK9yqKgG76JGE5E1cK7+n17ml54804DOTlGWiRqT6APq6IEK3Y8l5d6p0TgTU5r4rUL4ex8ou//oF7ZcGtZg1FMa8rhXIDc0TuO3gE7fz++k/rBBz5gVkbnfaXvIZt2pqHRElXMMmafVE3fgwH5lc/LrU40LkDMdBkAIpHsgRyZr0GJD42jDjDnlmsqIyErIQrjn0HEBOU1w8LSLUti2TJg7As0zAHJVk/PAU/aDXiv3EQHKotpmDE6q0WUCvKJuet0UDOFruUtAtyAzZ/xEqVd5VlkTH7Cu3GzuiQfqOSQzZFqBarW0GKzihiLqsqzkBgHOtTm913GtrUmUtdTvGEasdpph1amPHn5Jkf0JtRrMStAy3N25LZMGqZBnZ3Yr09T4Hbnz3755v7t1674bxcnWZtRrNiYbPG7FhizzmEZAZodryGOVIWyO7oCrD3JRDSYYsLrSTjqRmRfI1X5Ja4zuW/v58h7lXnrShtXEfTeVXibnUon+XWITlJXJ5NZCVxrkzttsGpA7sP+oB6ea4VEmh9DMoK096myuZZ/eCzAaA8baWYNZRwTedgyCGWjnQY+utGdsXqdNBLxWGoh4qHDA02YW2l8RdRH8oOrOIOYE8QImnw0SgTUvSbcHSXzF5IEd6hsF6Hb676KZj+4xyAFwFzV94Uc/+uvusmY4KnZS5qZrJKHK1LjqdrK9ozWLR5rqw8D4JG8BRYF0GcQ7Pm7Bnr+nQI6aHN641JBbG8E/mExukOLqgZwie5R9lwC5n/64e+/d33QfffiuARD5v8lJZ1BpFYCu7GU3Xj4N5Fo0mppcePI+fZiNQPbWezAsUlLgx6o7oJycnBIlo8eUNuuoQG6nQO6x5MI83HCOSKL1azzbFxXAK7PZQeuuBJQBODeD9rIl/U4Ue00JRZRervOmV1TLgJZgE6UuFqksUSl2UJ6l10COhV/+fIN1OtMcZMFkavp5np8DsV4Tdaw0H6c3xwKeRrt8XpxChmY7LijUFh3XZ5RjNeGZ7/G0ZWhQR+KVtbSG82o8LwC2YGDEjiNDQ9uaH3dbvUqaKCD6SOUQ9a8Nd++8+1O1lvxMVNt9gd/j7oVXjnV7DuqgUaP4U/kN4nJidZaum6cFKFtwJicA4r1Radmh2sJOUS4jMniekk/lzOxkd+iQMg9RlhN4cuogdVGfbMrKW6g9uYWw+oham3+kQU5BCPUtZwcKmCx6gPbzQwIiq93IfgKOMQrXa4EKdsbcuNqqyXGo5US3qGgDuy+JRWgnYHwNTiioDuPcP6qZc2Rxc1KHLjibg7okmyvxAe8jqs002nKf420pI2dsv6zA1bVzmtqGyJqmzJ7hEBvV5zF+HyAnd4+4C40LWJkzpynZ8ycFfrskLFEghjuKhomiOqR/9JGGGy8tskbxYR3zWCv8LN0qonUN2PJ1/C0DchgFhE7ktfcDrdy/agav+Yp289E1o15lOt5rDooZarefRTlg6bXg9J1VfNjCJHCAy8Abn1SCpYlJAt5kcga5C+cMciefe0Egd0S2XodbTS4iNUQ06VmtaSDZ3w48m5UegUcd+FknbWwQa8IMSpghZ2kGuezZoXZvHNi6BQmlNGAPUxJLLc5MyhDUmEkU4skbT8kJeZTy6KkfVfrZIcp+fJJAT8+voG+HLPAAvMOH92ofzMqUWWWi07/p3v7NT+VbeUnfB1GvSEUgNymKf1bsh+lsPeyHy8OUd5TsDjScybW6fgtkd1DrN6gns6b2RvBOTS4+u23k1z8UurJALjxQKC9oR6KSi7Ly+slPfti9++6vuw9FWbr4qsi7RBw0YLre1R4sgJT9m2tIcxboNWCSNbGIXJsDrFBZwQfTP0J2F5EJakocTaYmF1SvwV18Rj+Dv54avTU7itEabv62y0UzajLQ5pEaXF9t1y9p1feE8nNfkKOz5k/njBCApsAcSThXBZCzvLZRF0XDeoFYPSdgMjWTBl9qK5tyh2Hz+0O/IzW4jOVJHUy1EUXD1J6ycXQtWiZX7QJ8vbKycm0Jv86GCq3l7LCBXPXbPQNyRI/m2jMZuDLE1PBCVdIdmR6xZFrUnOZ3a5CtNhKuE8vyD7yvOXLTsxq4uW9Caluth9OM/riiqHtJIHdcs+REIY+KelEBXcdbK2D3M7lNmsyZ8gDIWZK9qYNHQC/KZXYXLiezmhEm4YnUlVZV4nKv18PrDvjHDipNxrGCIhIni+N9kw3lYAZEA3I1NZ5szpZPls3Tv4JRLqST3ndL4S32blm+D7vw21bjIrRyO4GADmd/vx7dq6r/zDDRXAIUxvIAePzZ/XMN6LyOeC7qwPrM+yAjBDR5PupzZHfcR77PK9d1pagssT4D5EYZA9NGWRHk8Zgcn5foRebYyuYW5o7I8mmv58zdvqm2lWUJdlSje6whrLDsT/SZ/lPG1SDFp5aJjduDBxqZpGs0LXN09iSOLSg/AeRq+2GtJRiLCQJDZdM4npl8XAtAztJ8vXbcaNziApNDMFYMCj1X/nN9pkwRyoya/g4FVpXJjUtpCMjd1DoLyJ1XFjrbnTrxorO4PbsPKbNhInhs/ajDl/Wdg9j8X+890J9KT6aTGYJb7fsEppmNFxzL191+4/3PGkiZowwVitq2U40AzVL7lhjE8CL7zKUdgkgLzmK2nq9ybqwJ5NT0La/KSalIeaBipi43JsMEwO7X8n59972f6xz+RMHLbbfyIFiFCR1TcDjOc/rMiam6QY7MtIEc78U9pH7HOR39/37vvgj+N0A/IKc6uvZQGbqnpSAgCby+pT65qCtj0Bw2pX+mJoT2Iqk/5e/to9govwptsvbdz3zP/y9/KZBjM/Po02TyH1Tk9OMf/41GPehQk/hkp2YsjeumFocdFg7gIt2PCMP0H/8RMXtjNLFDW1SODKGStKlW19SQrAngm2pWZW4WmRq05Ng4B+y8uG358anhG+pySwX3x6K8hhGj6NG3Ju0rBX0DnZ31e/Z8JQ2AzzZpmro0tZVoz7QFlKoBL0VrR54N3HwAtZtXIzVqBp2FOFAkPXCnV4msLw3VvCwiQzZAASVgBcihzPNCa4dC0S3lA+hsoTV412GZ39X/4O9lDQYt9vlMjkwoDgvVhhBq2pvVc6iqNpK5aGSZe/bpwF5gGsBw92jltiy6PhUYjXSHNbX4rMxiP5WryfkLpzUq6U73/Msyyz0oJZicGgxy6uOxy4IL2GwgHbYeOVQgR1ZJ06s2t+px87tnu91753X4zgsouPeSYKMK1TVZ10GJhD/KxrRtjNCE30DOwgkdyB6y2yhLr0ndSw/UVZ0JeX5aQtIfRST7ROD2mDXvqCaHYTvlchRQdG6H8Rb1RYEadKVBrg2uLZqOGgyiEwQoczZyVluB1JaT4nbJesi6qVvXGuRe4R8JaGL1tawGcXxAPWAVMUYUNK2uiCtKeiNHdJi5b45HcxjC4WdM9ep9e45JWv9S98pLr3tCwekPLkttqQzuoVw0NDmc+vZj1eQoMTB4lGkfKCqXZTN29+5905ezMnIuMcqawI/gqAdyDhoj3EK1S1ZSgzWrjpx5jQm8yF7IIuoj6z7TwCtI9rqlHoS3q3+XdrWy+w3V5GAOxjU5fssgpz65Hsjt6p7XPDPmye3ZfVD7ADMIlRbsfET/56CgqoRVAeNJgRyimQoYI1BJiYFNOuhhm2CVcyD0BzVfb2WjQz6g2vl3/CLZSRGxwE6F8eLf47Jj8b4fO3UOQD7ROjCkzG1qZkjsiAKP3VjwoTIedh2ctonvfe/fd7/+9Y+15u5o/Svb1rWZUFA4hUEDsRrPhximUbJ1Lln05PO3lYdMY+ZMthjKGat+vtThLZgk86a1w1S1SzMRwlFX5F6/9YZA7tuM2nnZ2a5LRX8HyDm+GDykjA0DjN/fO8i1iLVnYcMFUOp9QVZeP/rR34iuTE2OCdHwzdXVn4mx5E3ZeBGgcNQHaHIBuMmhhPwWfZEpTA/r4BMTrQZXMjRaAsbG5nWT9ZjYY6Bjc6KgRBa9jYuJM8eYNnOL82hFVKNZfOgK5PwbW3SWZYmMLpFN2Re1V2vaIjWUZHUchiwGDn1z023DAgCptySCc+RoYUW/uZWNHLUSIJe+Q0+3Nk/fphjoud0ErQM9vXApyEfdl0yP57HXJcM6oYH099T1SmSSa8pbtwy40WEWLLRiOwufmlbENgFcaJX8XACuvDL5nJqgDH9ndXDPauTOvFxbNJ351t3Puv0HprtTLxyU6ORdDdOV3ZuaU+89uKFG8KMGuZ1yaeg0A2xbXpW5NhExAG4AHaIGnht1JZkcG3ZapsyA3MKeOQMc9S3MjzmITAXr9bjZ2Cq3AjlRma0uR9ZB9Lm2qihUYId9VTJ3BAeMhBHISXwC4FnxCsjRL0lWzdFEjdkJfYAu25AIqGW6juLTN0c2h9UXWRg1NV4XBzy1GTIbsnKmC8zSUqDPqC+ho+0sYhPn9Owh3bfaUlMcsN8C4AA6aG8MnM2mULt1K0Gsvyo6h47CUPkJalLRc4hMRgVg42I+9u891r32ypvajbPdreu4rGx0D2X5NTku2l97a+WR7osyOsbV0EbAn5cEcg/uP7Rf5oxBjjok0yhoE0pNzsDEVaG+rNcGTRfv1ey/CswyTYG6eGrfUHj1UQFh/h5rLT4K5DBrBxhQ3K4/lrpSdTkyOeas3ej1yZ3TtRXI6ZDdJ6py9wIgx9nBNcC3Ng4rtUee/SxFIyYMjVL1XmefuxwQcPR1b6+vGBl/H2cWVHsTOeesBiCxIEyNzmyImbAoFQFssjw+Q8/H9AHhFkwEt1dUrmhKgsg9eyds4TUu5gTQOq/5nR9/8kH3/b/5D2of+KVeGw4x1PzICMng+D5WEj2WyeSszGWdtMzZAQdZdaO8YWeik8j5aFcn9kIru3B2AG5VkgmtHHswQI7A8Y03vtn95V/8H90pzZP7vQI5p5aNOmARGzIAJF3E8+cFcj/8noQn73SfqIUArpkZX5X9pDepZW4mKaMoyjrxydE+KpqBd+egF51hyS/8OBETohIJTDQza3wcumqvv4YF6ZYyPOiWJ9h2tV64uFpUP9RAdEBkxuHXgC5ZXL2GpNV8rYQWFoFYsJJMjgOFDxZDL5NrN7uatqG7iobyyArADYl8q4355/X7UTSy2J8g5IHK8CKLV1wiqb7MuZ4njiqp8/E6DVTYgKGqA+T0Gr2hOGzo29PvrOjIlj6WAscPj80bazFo4biRA+6O4FyXaplcq8m5zqDnxoR7W699WA2nUCmA3JNOIgllc0eOLXQvv3pUopNfd++IRjmt3p0792/IWUPCE/X0jKq+0KnOYJBzQRuAIztE0Vr9QhwkSNY3ncXtmhNVKa9KgA6Am9UoG6gi3kNMpBGdBDSp2+wURUR9xf2JepaYIUchSCaHUhGGgbUZkBP1KdbAtmXe+Ew1EMhpfW9jmYbzRAvASnzkMMjZVK51RizpEBAAAXTU5R7oYVAS+BHAlIgIq69ZZXFk6GR0gB1qRjIl6nTUsF0r4UARl7i23oDOI340f06fQ1sigArAWKnpe5bp9jSNZ06hAEcjqainMf5ubnZv9/KL31BGponZG+rRlN3Xg9uaJK0ZdLMTe+WfqQb0lS07+QP8G8pOALnFhxrzAshpnqNVztTluI60CXG9ALMGAqxzDA1QlUbkoHmF9J2irhwAOdNyA4RU1Xt4b3zwvOw71yk5YAEGOXgAAPikbm6raZ1MTiAXulLN4LL1mp2dl0Hzy67H7V44YJENQTL2fgiN0r4QkP08yFll2atdhbqOCjOmCxYU+ZSI7VmAI8DtEojPjnxHapVJZgiSDHOMuMGPV2bLfB0qPiDHvkStKopeZ+hO0fSYIYwwWkfOJvsPTHXH1WcKYHLOvP32L7tf/vJn3c9//n25nLyvgII1z5Gqa6yjj4weMIsDTazGzETxXix+CZ0c55dqpYgoBZDLe26MHCCnd1SG7RHXNYDj7CNYbZncG9/4ZvcXf/Ed2cV9WUGuBz516Bf+ELX2+fFnQO7cp90Pf/Bd1+POnvlEi3vUkXdlnWFVdMOKinEzdrE+BXKEx4lmzNSaB9ZhrWwMCiWCkl16qPdN5su4moyOzOvFiV6xECUTvjOVIHPPoFkSjbReswaqBifCq5bhGcAH366bhSsiJRKOiIYMtGggPxXZWovuOMTS/B3w+DzIOTvif1oIpYz05sVDTouFBleqPyxGdk8OrzxPZZ3Z6Kp/WPWkBWfXFUQZcSxJ9JlIrUCuP4Qz16BUnNXn1++Tk/oL4QnSOl6CATA0cm/aQavLMXgRf9It+ZPSGze0k00pgYi89IbVOnDg0IwajPfIIOAn3S9Fo1y9fskmzAxN3XtAQYqaWHdoVhxjUqo1hIOYbI6sI+ITKCxqPVtaS/QDCeAEckwemJOVF31niS7TAO7D0Y34ybi4JtCVtqLSug2IpoZkkNMj/pZkBcnkAjDpe/ShjYsKkw10GZ7oEArINcbBCyYgFx/GrCBaY1DRUje9f/9+d+++XF1aEzTRdDwNER1Q24rbTQEdakbqXeMSdqBuRACyjfpU13pjE8s3CU/0eKQp7ItMdmh1Vwdg1I0Q2rRyAMDN+8nEeSn8PCxYNWABPZTdPmVzexeOyQnluJrGVRLQOJ7Z8YPd1Mie7ta1B6IvNwQU2m8CBEQnKyoXLMlbk0BgUpMg3CDurBvGAUouJuSxd0o9mJop783+qPq3z/fJeT26HIDKMfV52kkiaIjZAmDDe+u1FBjkYg6wJuZg47Emmn8hyO0SyL1ikFvQZPAn21j6KUv3qK2MP6r98HmQ42wgWCxRVgFcsr8AlF+c1pmZHdd+2zglAmCEaS5xFFuUWN6oaNU5SkroPhVCcSMxXalFL5WyMzl9HtdQ4DGBFipKeuLGNDduYWG8O3hoTkGOJi7cui6K8md6/NyDie8riBwW+GOgsC0zDrxeqe2ZonTgHPYqXpv4BIdpwhs3EzJiURabsoC695DVmCkpcUqyx6KozYBlZ3EDIEcy8/rrb3V/8W++rCD3zEnfbkod/j71I15IraefyZ07+0n3g+//dXf6ow+6C+fOKItTtCepdz5SjGUxR5VO42vZ5OQwbaeDPkGTpRmZo4RG7xGJSaam9+j59hnkdgjcGB3yeJOJAtps22PaGKnVZS5c1JJxSGjFZG5uq6nV4V0RYt5WD3Hba26bz3QfkRuZXIQyldEFL6H7Wk3OLgDIdvvgxAbl99jXzkKBbFYOwIoga8Bp+fEVX1+KSUCUHeKDmgWlxVWeewZLfZ3sICAXunIQ5DZ0QAG+FeHzuiubTF0C5xgd8gIEAJcDqjJwe2KSwTThSdXmGIi74fl+UuKpf2eHlJJDGuA4obEfM1JV7lpQ5qXHz37xg+7nv/ihBAu3lbGtd0cFcnv2a26ZXBrwpCyQs4t9Azkoauge9xnq9wyr12dmln4uUZQCul27BHBMBFfrAquEa5tMKabdDkcIPhrIcQDXfDmADoDzQ9cFleVjHfq44COoQEkIPWeQI7olU9ShIBIhs32r9YUQKGdcsqm2fghaWGeuMeoAuHfvrh537IbCPa/pBtx77pF9SxvQuU5Hs/g0PXSqW6q+jGDKdSsFE5ua9LymAa2rMrJ+KDcUHhhEl4dq6PPGTtgogeycNpqoV8c4yHQAYx2GEIyJHfv2HNdg1dfkUj+vSy1D6Z370WF2Vy/d7R7eXVXGt0vXXwC4QksDNKzk6/o714ia3Lbpd64FlmthbmwNZ/CVI4ctzQhOA3LQt1yHUJsJQFNvy/gn9pLbEtrhyXvPiJ3s5wryiE/JclbW7ut7H/VBTnTlZdl6MU8OgA7IHTLIMTAVoMs8OQKAZHNx8WkCl8ZWOfPR74RuHWx3CMNC1nzAvAcAACAASURBVCIPyRbUpDG/D3RQf5xxBMaprYaW7ZViyNgImMTcMLCWmXiYTbPWQzcC+JqhIhUxPaEjYkqw7JqcltGyjtRxuS1fkfnGJ6Ip3//gbTV/v6dzgVYcVLfYHRJsa0+6Dsc6yLDjcpiplqIaiQRFzvlBIJJBt7yXiLZM27okEJBjdxVr4hYPHKjamVQ1OdOVr3+ZM7n/DyD3/e/9tanKixKhMMUYK6NY7Sa9t+qI/aDTwg9H2IMg14quPZBDSaSDTVTDwu6jmkB9TDdqVj8zJTplU9QJijxlH5vYURH1ciDENNiF7hx3iWBI2U0blFKK6CaGvjmfBt54w7tSEJYha0jP0DHh3BMZcRhaeIJyDHrR4OdUqFGHcUNgk7JxOHSo0VRtLg2YyIKprSVwyOtKWwCb0cCki5VGTNV2mqKzahwcDkVXFsj5cARQmTKtn6kiusMO/Vs8ObO5qW0Bcm5EV5RZTjOREPczOdcTMMvWZlqVsfKmXOBHxnSAin6cmt3RTWtw44xGfuwYlm2UBAE/F8j94lc/liz9gX7rVndMdOWegxKMTOswljpsiw1pKrcEJzRXozAE5GiRUHYoW6K5uclu737J7jVxYE4gh7s/EWhUq+rfYp4b15hLZ3omtCCZXM248pTwRq8Z5HRoO6sT3cZEjBHVaVASjuuBYnOYCBaQQ6KmrCEg55DNQZjvM1lIy+S4rpkozYGcNf9AZssAHRmM2xrIhKmpth5KgKEaxaEsDXQzqCBVZ/YE+9QcuSf4wa5rYGZA7p6o0Pt6nkyNYB+5H9VUZVTMfWPlrNUYQrPneA3sQylj5w7Jqf+lbvfs0W7X1KFu7IkMzTdmusvnb6lOt+IWAkBhRbMD19Qnx3VDdUkmuC0VbLnHsA8K5DwhpCmDyVK5Z5U10UNI/1/tDw+Pba4mbiEg0CoXjZaVV1+Xa5SIrvTcUJVkciur93RNFgNyEp6kJndBIKeaHCCnmtxeKSvndwFytNFAKQbkaFTPtS2Qi2qYowD+AjBw8NdjR6J6BuQY8VN0ZAFcauEZ18X1Zg0T1rqq7QDbXzXViriMjA4KGspyS8+3Le9XHlCXmB7AWswK6DBjZk8dPDym/bbcXbt2vXvvvbe7X/7qZ+ppvCpD7ZtWmkqior1A8Ay7Ao1NYC3a0u0PCTJyZjU9BFkoatyBob4AHErQanGiTlx1fme9gJyALfcYmjq1+UHhCevwjdc1Gfxbf6Wa3JdVeFLnfb+EleymMjlTM8nkvLG1Is6e/bT7gUHuI8lYacQkgmsgpw3KwojLRmogAbpW96rntq/aQCanw2J2116l5ye7/QdPiY8+pUNpRAo6ZM+rSs+52DRYCuTUD0fT96hsvYgKObgaziRCdNEV2i9vyqk4EVc78NPgnGiShcChy9dY8Z6/ZFmwv7lF8BwoLe1no1junaGZpgRaul9ZavqD1ByrQ42nQOYeC60YL8PBQ8EAcq7HN5BLzQ/xTA7TyirzXugTjCsCoATIlbM6i7S8EKOAyvicGoPCawD44iROs7JUhe4380026HKCU6eDGcXdhoyJeh2GvoAch4qutPvfJmd2dAt7lb3vkuBI2dyqmr8fLN5Qn9wvtCF/JZDT4FNtPEBu70EJhgRychF2FBsX87g9eHKAG2MR2Kg/iGGpkknvUuvAHqkq53RgEjxVhM33pXWA0U6ZYOD2DCJr9zzFfgr6M5J3FJZkcQI4qyxDXZKdYyWHjRU9YKOYKAN0vH8JAHaoiP/EWW1AzrXStm5NQw8ENwRTCeaeWBX5EAcU1ec8XYKDwU3OZKnQpBELoeaD1kP2Pqda0oyAbkITNkaVMdm8WL/T9Jbm7a0J6B7JvHlRjw21KGQQbwJIZw6IBlqNziKvnK49EwOOXb6X2hxTwvcsHO32zcuJRgbOuyePdjPD+7tLZ290d24oQxpTX5nKBRuaU7exRnAGI4ACdUo/T8N2phG4h0xriCOhAjh+p88B3S9cPVijXIsVzZcsZSMv2Wta9x5xA/fM/q9Q+s1Sj/fvJn00gg7cyHT0UPCzsSnhyZbUhKpZAQBXRdtRk/vsygWtkzm3EOzbq8BK6srHGwxNpe6kvlYFEJgYsL8QKiUb99b3//Gpxk1V0Jg9zdlABsNIpcYYWImb3sooMKFFUwNOnQsjc0tNvL9cg2NNCeyg+7cEbIAcqsgNlJFulxnudmuM1PwCQ4HHlNUR8D92K86HH36kx/t2l1pf1xQGBZo0xj9VZlh2igSUpYKPNyq1wvzXMNcLgntiQCMbbVlc+dgSXMA04LNqlbwdUsKwwAaUMI77BNC5ad/YoCkECE++hfDk7wK5/lnqbfQ5rPmdqSvD0OSQz6bOgcjFOgfI/c33BHKnu0sXLjwDco5edZjZpZyb3QO5YEY5aOS5AnIuRuvG7BbVcOzEq1IUvahI5iW5NMhpXH09d6UGW3xIhoHya1TRHIe8JkbPLujGb6hmsezXx/52b4huJBOWLc1vUbRBrkXi1e1vakSLgroAm89OGtBdUCq4L0D7tcVcLiGpq4Wn5r2kd45ZWqKKWqaBDJyNjHw8TddkIJHguq9Ln9m4gFwOhH5B3AjH8tSbcbSIqKQBrz87+tTYIf1ObK4AOzYWzxlaNHQxv5PolPlmPB/OGRz61KSI5sZsTxZQW12VqAHlpGhnXovHJuEJKXqFTakjyM7vo6JRsFViwsBBqb7I5HaObnR3NLyROXLnzn3cnTtP784Di1SOnTykmtx8N6ZJBTskc8Y0oJrBC8g9EVq/iyyODT81MypwmxblRF9ZPCBzcKeJ1XSXzZ0HlaapJUQUlPEw9N/xfpmvty7abUPuHaYsRVc6ttIhGnd/PQR2oyrII17ZIQGAuqsxynA2FwSL1HyQ5o5aONF68E8DTOVHitUXfW5LMl6mVpeZaoAcwZauoWhF37s2jQLBBFkInwFd0180pLsOSu1xTaAplSUPPSeZkQMmgy0vIFZlJRgoSbrFR/r3TPjW+1G/KW02Y9o389OikWeOdK+deqs7dfgr3aUzN7rrnykDXYGOIvpXFqFEdFmz5nYa5KZ13QiUWHeYIUQswzpjrdvlRdeObDs1HwChk8RdIKfXa2MCMvjWRO73SHDAFfSejHUd+8dlBVSLZk+SqW4RHCljGZJPKsKMHRo/s7z6oLsoY2JA7vqNKw4Yjh97rjt0UN6VB46qXUKrdl3nhIB7coK67pzvEupXfk8pKDnQex+cc2aAUkf1vyE80WvvWeI1kRK9jYA92SvXgdmA5Vta0+RZtmZrtNfJRm3ZJbCmuXtNcxWXl+9ZQPNEQeQuAdzefbu6EycPeOrA1avnpFL+QP1wv9YZeE1K13sGN87LdWX3mwqAoqXhujJ1pDxzoyUoTYGNDdq57dfjM1JA55JHPeL8giiFczOtYDE4L+FJMWUlPoGRcWKge/TmG3/Yfeu3qSu9RRqN9qUCOe/vbGAH/AVyeuvnzpz5QpDLBsO/sg9yAbYs2kS87bDwSYNoIMITRCdTs3u63fuOa4z616TWe0vTipeUrqsHSWqw5WWiqgltBoYF0pTOgFHRmTrw4mhBhIa0OQ2bE8pUMik789KS1WVT9UCuFbkr88qC53si6YeGyfy7KJEizGgy6KZ05PuhEz1wFJBTlEMkz8/PSE1n9xF6g/T1AJFoKD04BFxroAjdWggq4q0aWQ5uKLhqvMyhC9ABbhyUKSJrjlwDudTfosak6Iyqj/dDMIDYgzoVUTgNsCxyenagO9gw/BmAg5okizO1KLEIGZwSHtGUEgZMakCncHNWWdzTHSueI/fw0U1lctdl9nvBj7t37vn9njh1SDW5Xd3olHa4ItlBkKvsFXEFBzkF+TH1x02rRWEOZWWjKXmPyQD6QVJLur2eqp+phAAwBgRWqDbpYUL5aJCT6THN24/XUy9l6jVgb6DDqo0ePLlUDOmxQxTS00ZZsmCKpsymTgIQkGuBXzsl6Zlj3NQj97fpfSmDxLKr6DyeJ2tJFk8CV+ojHM4zykLmJd+f1p8B2si50X1lmvOaDrUVBSIMbAXoyGSha6sZt1ogoKnYg25nxy5Ir3eMPkDRakpNtd3iCDQlE+fZ8T3d11/64+7Vk290929qHI8CyuUlCWjWyLSG9VlZ2jLgjtpxTBkpXq1kv5hNZ54fgRSAHisz2l5wR8F2D1GD2hCY0sAgWN08mA8GxbIPUWE6u7QEPfVnKDHAwjQoNTlqXKbaEJlRo1yztH5IAqan6rdcXr0vILhgg+Zr1694Lxw9ckzuOHocOCbATsP7qEZzIZwh0wO4yoXFd64FjZW91X0tkONzGTuw91lrmTBOqwZnkHwi9XtZCdxr9itAYSbErUWUJeJHyWfqZ6NiKma0xrfl3rIuoFtb06Bp1dgWZK48v3vGfXGraw/EiPy6O3NG5aBLZ9QGoyCUnjsFgk9YD2R0ikLSq0dAm+G9FtdF0unPXqGcsQ3kvJb1z2UoTZBbdoOhLgnA2iR71y/7IOd1r3MqLR/U8sMmcH8Ymvrt35bJVerW8OTLk8kNgFyArjb0EykqoSsrk7vYoymcmbVMzhyxI2AOp3DWrsm1zNDfCyBars3lp7lEDuaa7P21b/wX3T/+x/+dQG65u351UdHrkBaDNp7qcQoMFSGi9iHi5KbksFijTqOd6ZRcIDcpkBt0GOeXR3mJKjOpdlGYbD6os4qG46EZkHe87rsS/t7XotEc+R5EBWQSgFGAkeyEjT3J/ChtDhY9dGGBHM4YyIJZpDV1IO0BiSTrUZuvqIKiVzkUsqGQwacukCwx9mIcPmlYzSKO2pDsU1GgDv6yX0KNNS5FFwIPeroYmbS0vNjde3jXNOq4mpmfqm/tiSLnHfKiHJt80u2Tg4mU7wJAfd8DZXDXzkjW/UgJxabu1+Xu2tXL3c3rdwyqp16QxZK89oZFxzz1Ju9ncgE53FwUlaq2QIQLbTMzC10jub3swxBpUCcwJvXWkve111RERQhvAvTUpdiYgBwZq0FOoLMupSCZ3CY9XqIr4zLCAUgNBlWbahFkcnoMqT4yJLUwUycRoNR67TMQWQPl6VqZHF9zo6ze97IousyawwFFGQqHApM0PtdTSXDkHjqB2+49e/WelfUKKIiyCVBYhgQfa8qoqc1hIebJ5Dw/z63fxzdlensoKO8p9iBZk66Tv07tiB5SAV2n9hztjm5MjiBfffGb3WsCuU7syJMNGQoL4FaX1T7wSAfpCr6fYjnWYAEAdtFYchxCJONpBVpbsBM0wcMCIIGH+uIxPQWzMRzvTcBL/44Y554moLOdkv1kTToIxmOU79PrZS8D1s5UfUhT44buJzDU+9UDtxMyoTv3rimLuyzD+IveC4cPHVEmdyyZ3Cqvn/cfcdE05tO0mBAGwAawT22OvdYmudNPlz1TIMc9dasKIiJndkwSUB1XQMf1ZQ0wg897kLOlKWntGCSAA9SQ99NeBVNx/+Ft/a6R7uix/fabfKr3sbRyX9fpoUwPpLSdGddreqgpL+e6n/70B/p8XuvogWnTCQVfBIMoNKnrPWGcDsps/S7oVN4XLSUuC/XbEAcALrXl0JYp59TwZMoUFqE0c4EvyuQCcpRMMlncjBJ8iPbcN9/64+47f/lvu+flePKFfXJfJpBrZ3h2ce+Qbwf750Du+9/9bvfxadGVFy+IlgsX36dKUAGWg30BXQ6mUJ98NMRzJkeRE5CTRZcavV9+9Y3ujTf/Sy3SnaJ/OjkvrKkmt6EDmIVLTQwBCpOHZQ6sFAPfOrI4fABrgjY2PRlT3wQpBqeAXLlqc9NLxciestTWh2bmxVlCzIHoOk+EGz7g3IeSrC+1vfQtlTS57IzGPZIHC6K4efczOQ0cxRXBVGV600riX64x/J6q9dUBWxuQCN4iFSuhIiP382O/w6Gqa4/rvWfGEQGawszMKrK5oio4BbEV2r0HygwXjiEd0Iua8H3DlBkHLq0Aa+pPmt8z3u3aM9bNLUCniUIWwN2+85kcGC46up6cGtbwzSuaUXalu3FNAgFRg8+/qPpID+T0Hg1ymSqc5iIifChR/B6VKarpdUYbHZBDrQulChAE5PrZnKksAM40XRt0yT0QLUdyAF1pc2+BHLW4dahKMrkGclwLq1StSIypMJncCC7xknIDdPLLymjl/K9HVya+CVXpyNjZXD48xkQHdxq69ZDvJP6WbuanJsqhXjQrB6peO1kNg1YXdu9RBiuRjmpH+HOO6lBLkEMdCdoSSb9ADp9M6FBtjARTvI9Wk4SZaNllZXKjrdkcaNsBB4unrPbPsPrIjuw51R3b+3x3VPXvvQtH9O+jBrirGsHz6CH1S+0VAd2m2BORuwa5cdUOAVXeU9WXuRjMuAPgAIDpaUb67FRGCzhz0GuvCqjv3g3IARTUhhFVhQ1OywfBJCDHXqq6I1eY9w891yngeqqAC5Db0ADVB4u3DHIXL5w1M3Ho0GEDHCbNj1XSoHZPTQ7hDEBnQCIL0z0g6FxtDjXUojyUtvWKua+sNUlXCaLuMXVHRCw47YSybA4ozqJT6qAGN6pstqNRW8EbgSRU4+Kjuwb//Qfw3sWxCCqT0kWMFlZWH3Vnzn4kzYMe50539zVCh/fNWQHIxd+SXjWEK3i8po8PQRLrkdfi3mbMFXqrMsBmgOuBXOuhQ1XpVoJ+z1wNX3YLwd/K5MT02OmEc5bnA+RGuj/85h93f/Wd/6t74YXYejkyG3Q8+bKA3LPES66QsZprxNsZALkzn37a/c13JTw5jfBEIKeNuUvSYV9EXXQ3OhvkQpvRrOvnI/qu56sL73SarRmQ2zGq4Yeqy7348usCT0U8o7s09eCOaMsH6kFCLgsPvtcgd/++GkPFueN2MGpPuRwIns7tRs24DgACRDnVx0KEiXGvFUOoFNx3FGqEgyd9U+kfcQtFeVS2htUSsqTv5/OhQdwaOMzSm8cBGZAjIoSqpAYVqjDOAux0aCk+SpnGn6suEJoM2Xb4cl5zNaZXT2AVhKtdAb9E1GurkqFDo/J9KA9RHQ5rUQ9DTTYBzN69EiQoktwjyoSM4bMrV3TP1JSqAY5371/XfLhb3YkX9ncHj865N25Zo3QuXvxQBrmfdQ+Xbtl2aEFWXzdvXFXmfVkgp4Zo0YKnXqAmp94rvC6VyXnYIm0L7s2L+OdxG7gLpYPKbEamzNN6oNit/rUCObMB7VDkXgFSseTiXrc6god9fjHIPYY+9Jw2rTl9H8EMz2EwZaClHjupS5LNIRagwxbBKfe50exVi6sdMghy1UNHFst9oIGbTIGaHJPlt91I3epprM6m1sXdZpesy6gbeZq4QMBg5+G2bVK8rhtN4dCDDyTsWdRnKFGLOHSoxGyYjCL9qQR9BnI8LT1eqll+IUoQ7fhU6kN1tXVzY3u6P3rzT7rXtN8mZZm3vLjZffzRpe6O1JYbq6IKUTNrz+mY1XNAcTMvTsGQaFPuI6Igm5IrTPU8OV3D6Wmu6bD2K9PTY1hNgHeXupLWOhQ6bANfa6eLgzCel4CD95N+PNaIqEBlcuvKYHDkV0u4vg5dq9rn0h2D3Llzn3itHzx4KCAn/0raB54KzEfEDuH+gusJBgBQl6FHUZDGR7ZUlaXMdpaj7Ib9VoxD2e7NzMSSbU1BzBYenAB8u/4BxE0HaKxj2gHsK6laMz2gq2uP/Oc5Catm5xTMaS7c7JyyQ/WR3rhxU05SF7of/OCv5WryvoJNtUuIxkRcQt8bhhthk3CeQdgGgKav1a9D/3HeuB6v8k3/ow9uoStb3bE1i4eGLYeXfs+c66K69pyRuU//L3lv4p73fV13/ggSXACSIMBdFLVQkmVFi7c46TMz/SM67dhtk9hJmkxaJ2k6M3/bxGvTJ12mnantOJZlyZItS6S4YSNIEAABbj2fc+593xcU5WVmntRyoOcVSRB8l9/v+/2ee88999zsA84Si/PCVTqT++3f/h+Hf/1n//vHF+T84QxMHbU+GN5+663h337rmxOZnEBOkugGOZQ/UfvkpthJvOt7oL83eKFdEmqD3ENJqHXKyB9RlMO552X4+erw1FMviI5YFg22pk2DrJqeH81U0kSC2+scGonwfSDo0Gq6btoRLPUm3ruPQN8QNtyWDru408e4N6q0yH87kxtRhbbUioPJrkyuZZFI7onOiw7thlNnrN4hsdpqkGvhSRd9DYJcIy2mWIOlabVBzmIYryeEEoqm6eMaZZQlWWYLEeVZ3MIcqocyqj3lzbi2vmbQBRxRlhH9R26vCdA0uSqTnlUj/3E5i5x/6oxrHxcFVFOiUhlzs7lNJrc2LMiA+aB6d5bI4JbfG65ee1filBuKfmXDJRA7LErmg0vvaxDn+8PydYkjJFKgiE4md0DZ0UPUZaJs3JtnQE+7CVkcdVk2cYMcAHeIrIoslfqMs7jQxXlE7epp2UwRIIAhFHMttaYaIzxxJjemK+8qu7wrhaUPUB0GrBf7WFptShanSF8gt0+fZUrXx0DnTJvbmHXadZsGuWRz9adaB/YLFc3FQQjIoU4zyEFbei0BQPksKGCpwx2W2hIh0YzAjZFCCIYsBBCIZI1oFrYoedSKANwtAShUIeuKL1NtULYcPBZuiJ6nLktN2QAXha7/Y+6cam1776t+JuryrOrg5594TjPoXrMC89rVNbXtbElAJGXdliiqHWXIyooAjTmJvQg+VtUuwd4+fnze6+uGxEbUOBFbce9YY0xSoG2DTJW1t7i45H9D9sp1gApkT2ZSeEwcUC5yoT0eiawEQMLUXBnNQ9WHRSDqJuC5qjri2jXV496z2In3dPZMgZyADoPmfTJonpYylPo9LUeYcyOasZqzjBVc++TQNlsTcCCwoL6IIjNZJqrI2G8RiOBJyr2l3so5B7hwn1ghnBOzWj+zMjTYXyBHRjcwSUDrHEryhKzqALhZqY63BHy3bq3Iput7HkB9SUrR1dXrFqQQAJK1pV7OvueatJdwJpKziKAQG+RsGq9gKqg0kcEZ4AJUkSeQRTYrNQa5ZHLjFoTuk+tSihv/J0FO+w+Q+4s//z8eA3J+E0ki/WslO71hat/8nakrPyqTq/fhTC5A90CWMgK5bwJy9MlJXUkmJ5ALpFDvgCJzc44XtXtT+Bs9RzYaVzsXna88s6hFDeV8qD6dmVk1g8+dGj7/+f9peO2135S6SEMCFVmuyZVhU1w7DeF3VQjflnqKplXGkbTbds8Oo+DeFKJd3oncK0sLzx6l3S6Qc42nLX0S1WCTlTlhfYXypke1MzeMBgTdeMnK4Uec1Nbnx8rKVlREjpidKnqs6dymOA2ESJATkZsmHdXnUh/ks1Cfou7SQyV97WrhWNGljQiNQkR69uxZb7wVRc9QHBw6W4qGadBFJMDwUxeymeEmACK6fPbCeb33e8M1TVw+oLrUghqy72naAH6Bw7TqIPdWhnff/+Fw5dpPdMBcMdVyRGpI7IUw6L74/vvDxffeH24sK9JUEPK0QI5MDpCzhFrRLMDK+0z/GQ3iKMaox6HOSz2OQ4RDxoef/rvvwy7X1NeVIxv5tjPb6lWK3t90ZRqXA3LU4iw8oX9Qa6VBjsPAa6Yoy2mEStTDOKDVlLtX12cvQOdeyyIBvX7z5165QbgwHhG0sNa0HmwQnXlwCFIAPRiBKO/SR+pWFZ5PkTTZHFkQQ0cBu8Oi/wE8AL+p8xYt2cRZtbkbNxSAVA+m65OARIGF9ysg6qCyAMR/R8Cn7E4ClIc7Ciy1j6ZEXc4fPSWV3D8cnhTYQfNt3JL11wrOJwJXlwkYCzStiRBnLJq5dl39Wnqu8+fPOWC8ePGS1y71RT4Djelra4DwXWUrcxaZLF4PyAGC9h/VHuy+s1D+6TlzIzjqZtpL9Hs7wGyLrhTAMXKHwGpHzifLy1dUE/6pPR157dOnBXKiKs+ceVLtO1p3++V3KmUoIPdAdoFQadBrbkXRfrShgoA51zVBLwc4gIJK9Kjaoggu2LftTILFHPeE4OWuvk/GTG0fQ4wOcBGXIL45cgQ6GjHXpvZKanPz84c1AFjMk6nKOwoKL3qKwn/5v/+TGr01gFpATv2OXjg3ogvk0m9Hw3mYEGfr1NXMFFGGaHEdfbm6bsrkur+zN023lmTQcjZSQC/P7fmeCN0qsMwZFFaK87LPmQBt1i0oian+PyCT+9fK5J5/ydfYVKXpyt4mRtWPF8i9LZD7q299y/0b77zztqyJADnsfOKbxoXuyQW+2C5S5jBIXtW/Dx6wFanJPRCtAtBNKZvbp8X58iufGV765Kf0e54bld20awYXL8qGaJ0MiwU7jt6JjqnT2L5GxXGenSnLW9Rl9Oi/sxhGD6ToGNraxcFZXGprDTIGIDe6RnLcB1xUkKnFscBbMuzsjyjI9lN6fm0k9xjqQ7Kpmq7k13ZWyAgjGsGj3kzmluywH6bVbMmjw8OOKhExdB3PlCfXVmABvUAWdkbz16BwVmUzBYdOjYda0S1ldtPUDAQqZHHUCrbVe4Pz/5kzx1WbYkzNHTennj6r8SxymLglp4n3rrw5XFn6idoKlocNzYvb1JgdaCNmv81g66ZD4erly8PlS1eGlauqGciV5oWXGbUzz7xavxaAGjk4IBeARaDE+0a4cEgHBW0DHDAAdCgTVJmJ6CMAQqmG1x7XOu4YNgSuv4vpgGgVfDFFme5g0PwIyAWMamqyrztuJ8psADYB7TRDJ/X6qC19T9wkzzodN9dO7GD/toJj86kPabzX/QHYXId1g74EE87kct/alzT/OINyyYQAiGRyZHbUm7G4S4uEp6rr+RC1EKzglQlluaVsNf6ynC3O2epsA/UzoidDiuNMTzM8jweqW93Xg3rbIdnonT0j+f3pZ/Trs8roTuj7hwVM68rQtYYEiHtkk3VG2dIhOcVcVu2VdffcBfWz6nO+p+CGa39AWfHcHDWnI8O1a4uq0Z4MUwAAIABJREFUo294GCt/B+iRJc0JKABnMlJaKtJbFvo2LTMopjO3zntUawTR0gPV4h5qWCqZ3B31zC0J5C5LXYnjCdePaecnTog9OH5GJZRTemA4LcGJKEt6QtD9ZFxMaqduzFcgQf2UPZl4MXQBwSQTFRCIxbGEQFf/RgCNAhFjbhsr6xog2mLNuomf+ql6G8nEnnteNcKzCwKhDdfmEFPNL4g1ObFf9ORluZj8SArKN4efyCbx+uJVXQ/NYdTrsTfuCNRhxHDNaQ0Ae8VnkZdMWCe+3Odrpim15rBHeTSYdbDWrVYY7Y9MIMCk6qHjDMwUiey7iOnKJN79hdU3yr5Dw6D791sCuT+dGLVTb3C8RcbHfU7+j0MmR03ur0RXvv79v1VW96ZEDofk3HDEdTGLPSZS6lH4nY+X/1f24QPL30KOHpB7qEiL8Tn35Ev55FMqjGva7+nT8t078aRk5Se0GAdx8NfVN0dWgCKQ2lKaf4ngu/cJ4QUbZHVlzX10G+pjSR2nMgT93jUewI6it95L9+iwgLrgHNo1s9RaFMKfOaiIpBBGNMh1r1YDFRFgLJ3iguJRLBU1+mfh0A2WGZQa9WQyw1aA8fv4LIpY0gHoTM6O8PGQA0Cj6kpPDkITmNQTmr9GXQGnDN4fIIfIg7rOPjU7Tx/k32hTKHNDkjylZu0FSZiR8B+aZTgqMv7Dw9rt5WFJWdsb73xnuHjtbXtVksF5gKVA7qFA6xCKOmWZ169dl7JycVj+QJtcIPfiq88K5BYCpn7EPYWmcB0Hwhn6x7AVC8ih5jyi6Nkz1/SclkCz2djEVZd09FhRf2iVNPQnUuT3VUvQ+BgyObK3HRrBBXQMuCWTi+YplKcbj6EkUdXpsNrLuBKAjqyO7I76pWf+pW67O5Mb7+MGuSmDnA6CEqEAbmRzNHGbsrQZQDI6BEkOmIjUASEdns7oADkeakEhqwP4kOZTC/FEch3K9OOZthRlyaBV9+Lptblm7dTTgEtW1670mT0Xt46HahUY9AC8LCzRbEbcQi4889Jw7uzz2nNPD2urd1QqUEvIHQ76fQLAc669vS9Qoy5z4dkLphYvX75q9S4x2/ETp0TLHROVeE3rb93iMO7LpsCYz8LaJBtFbQnjQjuMKfnK0LnXMB48r2cNlvXV/fvquQPoZC13R8KTBrl35XiSTO60zJlP6zOckkbgjM6kUzoPdC5JYYm1GaKrTd0LB+F6QUCOPUWgQGYWZiA1b9fatK+g0fGUxDqLjJKWH9fCMFfXvsX5H5BjvdLygdJxQ+Kt7Z314dXXXlCD9DndXdgV9jGBDMKvOy71/F//+b+KCVOvn2y7aPsATBGC8Twb2qeAGgEp50SmHnRSkHXH9eL4tKGC1gbnQniONoYfg5yDtSqfGDQZz2SgCx3PYyxsSx9qhqpm7/XcTGdxXq80uDMI98DwW7/1P2jUzl8I1GXQbJP8iS+/Zs79/vpYgFzTla//7feGH70VkDuqGoJd0XUxncVZAtey1agSuQFjgKsbxcGENRfxJiMxtOiRuW/oQDp4SA3HcoM4d+7Z4cnzzw3PPP2iNv5JUyhbok92tqdE2aDaumkaYkpZIAoqHkjDoSNXVuQWsSZH91uiDArkcjACxnmbPCwCsKoymVwXmvNZMt07/UsBQA4tFh79eGlQ1oKk+D9yLOE9JsKGBuCwc8TI9Gj9vou92UxRSjbdMZnFmT7Ba9EqQCyKEunGHomaBubERF+hRu8qC6MtY35hzrQLtBabhs2DByV/v1ciD7wAxVNpoZJJyjpMQoFjC5p9Nj+jSFv9iALE9dtrw+Xr6kO69t5w/eal4ebWdf1bqbrUr0RRXV0zei+inPQmmEy9vLgyLF1fHhYv3xaYDBq187RqcvP6eZgNXWRRNowSYUI4WRwPnNg9Y4uxNIgWRHdRs+lZXlz7D4FcZdweUTMBcj7ibQauZ5VrR0BO1BZAZ5ALXWmJNVReDUv1RucQYSYi2ZuAbl+BHHO+POurQK6FJ01ZVneJsyVqYIAcnKkpciJgWjegwnCiwTmi63JkJwa6ovMrWMGJxrSl6lgGOT0OM4Ouhujy8zwfNaFbamz27DlldDi7WLXqLZfsDZDj9VjgZBxkCXaq59DUfjkotoQHvXDQy1uaREBP3NEjJ9VY/eLwGxKjzM5g9TWrZmTGCd0RyJ11wPXOj1WT1XU9deq0Xm5KQKv1cgt3FvV8LSiLUnP70hJOLRr6qj5Z9hr3ETuzU2IZqCkuLS25zpxevnjQcnSTafVEd9Y5QRtMJiB3X9QfKkuEJysSRX3wwXt6L295X0ClnlQmd1yZ3NxhvQd54B46iC9ozgJA02UFFIXOjlOjv6kME6Ul7jqoNLl+sf9SrViMB+bzt9ZvCLCXvXBYcge0Jg5qzc4SEOmaBohZ51xuFKU7wydefHp45tkzrr3R8L20pL2xeEUZruqI8vwlQdjY0ET5OwrAywGJvQAleUesC6/PZ7d5tM4QZ/Q+X8JsJINLxtWgZ6rc47NSd+6ykAPhYhGTGTbIjVuW2gowz03AzPUqA4ZiIAxyPjCJqmFU9g+fl7ryK1/5N2oheAzI7Ya8oMDHIZMD2L71zW9onpxATq4nMzqUjiryTNFSB4aR+1GQ65rWuN8smdwY5PaINgLkMO/dJOJmAKTEKEfnTij6O6eo6GUB3vNaxOf0OjN2Z7h8WVTae9e1qBrkUOXh3EFD647oOlE62oB3Nkn9iTwYVJlxLCwQNp9jX7cPdCNu3PvbjJcUv0EOkObgovZF1npQC4/IJlx+u26kiE3mFjcIsiipEqVIs4O3Dp7dqqZEgnylIJ6goBvne7SHWwYKRJ3NAZZIt7UR2RhQlfbZE3AgGkFivKkNRJSIDHlQNPmAsRyqGSSbgyYTQEnbcEgKSQDugOjKvTJTXl6mqP/+cFWDKa+tfDBsqS9On8CuE4Ac7QYU0jEThh5DxbeiQ23p+qotona2Hsq95kkPPT2gugRDLwE5JOA4qPA+yOx4DgJjMs3UoxR5k9WWMhUwyr0g6wyl1S0bI6qyMrkxyElJSianmYSITQJyehTI+bn0cPuFI1IoSX0KwEzXckoPgxxgq4OsTYNDC+c4GdWTK7pmvuoeFII6WAA7Dkpew8pcBuUK4KjRpWcuMmzfMyLmqnOATGRztBAcJHsTGwEjcUQtMrTJdEZJ1saYIdOWN2WWwHgf9+SlodrT6L3dGL0UERjmvegUoJftb4itmUybD6gUwDSPewK5e9pPZGuoKBk+euHZlzSL7rwowCfcQ4et17knzjoDev+9qwK0LSsWOQi3tL/WVm8pqLwpuvK4wPmYgiQpTHXd8cGkvgaIzUtFevaJMxbNXLt2TftH9Vf3mjHwNuwKNn0bojn5lXoTlCHr9J5oP5qo98j1BAoQ4clFCTXeeusNZ+OnTp4SnXreCstDEqcdYjr6DE3gao1Qttb9o7Qw0Bzuvaz7gEMPezWiEtSjdX/J9gRitNes3ljyngBgyIBwBzqsByAHE8GMSPYb9W5td+2PPaYmjxylvQPR0C25s3ygrE29pXJpuXbtAwHeZb0HRCOZLdlnJu0EyTZTyugpCVDBTJvoAMu0K9Z4zuAjHkkbS1TjmYOX2lto9xiKewSP3qvpypohGfqzFMoFoNyzsSgnAUJ6jPG8jUKDM/vz9MmJrgTkMu7sZ399LEDurTffHL759a8N3/ue5smpjQCQo1fOQ0UBC6e/DWqgCBc7UcWY926KiYuSzCrhjOg4gZDLZCguTXMQ7R9UNvf88OInP630+B+alqDx8d2fLg4//OFlAQfZDRJk9YdpJhZ/BzVxY1WHs10uiGRSf8GslnAiCyR1DGo8ETEQ7nhthP6pQ8xDNZ3FsbAEVDq0+LOFIvXjAbmoH1E7QoHwxeKkifOW+pyS9hNN5mD1sMuaKgD9A7XlSNzK0ERoEcOk6TnGsLH64uCE5kOowSaDx6ehG0EJFEqi3ygoMb3A/++hAGy/srb9M/IKlchjVs3XOJ3PqLcJJwbTQEuXZXz7U9U+fzKsqx63IYXlQ3lWPtSIHYafeuYVZRTVDDjAOTAP6JovLwbklq+u2/vw3JNPiLo6pixENKCMZ5kpRzMvSjMADtBl5AiHGNlb6lFHDORjzWLomKYrnVE5gkzPoyPKEV3JneDeKnMQvXbvjrJdHbCAW4MczdrUYQ0EpitDuzBLziCHolI9XoDcfl3XmFnHOJnXHKmEC+WwTXItjFul9bSHzMNHTmgaMjrP8zPIxQGFHi3TluUq4xorYhyoa+hE1oPtxhDh0CIjVxTVtahTtt+jm/u1vhjWSibCr5sCBma+EQBZeMJhpbXKYUmygcBonzJ31+egLNX3BqDRjiOLF73Ggh1C7msfYe1Ffxmu/tTq5hRozs+fkNr5nOrvc8MK6su1LY/k2VCWzK+rKwI5sSozApZDhzRoVftsRypb+uWgClnDUJXnzz9hM+vLH1z2oQ3zQpnBQ0pVY49VX5xd2EdQhLhzIOCgR44gjF/X1jWZ/uKP5c7/PV/r48eVgT4N4/O8/izWQ+rKYwJc9vWSjLPZu9Q4T5w4oV61M65vQlVS24RlwULOzegYGZM5WUgjYwLViW/cWJaTzzUDHENPGQFFm8AhBUQ0ZlMGgDkx+ElBOas2ijWBMEC8orE4y8vXZbB83c9za301JgjU3ZhGoKCU0gb9bj5+HJCwtsnScF2KoChCqbggsW5D55KxRcndLU8ZARZA6kyugW3adbQCuarL9RnHc7KXOpNrGjRTZaj3pQ3IjlEOzjgc9zqT+9M/K5ATk/Lzvn5FQa6UlWwc3RL45G8Act/9jn7/hik7FJZEiAa6So2NFOVsMga55mfZWD4efChFfIKSLheOhwufemwqSiTCPDZ/RjL35yVI+dzw1PkLWqynRYfci7/lCoX4DQGu5s6plyfRpSYgqyYAbUUTLKNMem5XXDGSIZi2oo3AxdSgmhVMTVFxaLle1oXYCAh8KNUKCeCRKVIzgxpJfwnf5wBHwXVThrVt8ZTBjPD5NZVYG4pFiYiA17E8uA5Sqzb5+fIo5DAwyCmTC50yo+eXvNz2PzhMkCmyWXL97Vqumtugw4HHkWPauPOzcVkQsFE/YHTHfdkl3VADKsa3N9aWJG5Qr44i5rsq9u/Zr0BjWg/9eyJpok8Pg9QhNK1I+aCy5+tXVzR5enlYlVjhriL/s+fOWqE5K+/KfaI3B2WBe/aKPjPYEbjQ40UzM0bPURYeEjXH/SDIGStHd4Ocsy7XEkItj0DOwALIae0I5O4L5O4CcqIsUVcCdvhXdrbTWSFUJUEOIDdl70oBjSjLBjmCFAcXBDBsdoKQuu8Ncu6IgS6kJaUqE0Cdgc60pQICrNVwpdGvbqR2OwXiilxHDjSvPeq/1aTOoUsWx2Rx1+eURXmvoBAUcDKs9ZZqcuvKjExbQsvZnxPaNNQV/Cwgt4/howp0IhCj7YJaHG4cWDlR851zjWVHoh235ghwDs/OqzYrNxbRj3OaUvDU+Scl8JDCUhPFH4rmhKaExiRju72u7FIPYbgDzmkBJkON11QuaJA7feq4KLxzOvRhYC6HitOhbWs1AR7JCwzMTWWoVjyyvgQegNx9rUN65fap9wzae1314vfe/7GMwb9tAMMa7RMvvDS8+OLL2kdksVPDyZNnDKJLK4sSq5BtaeL2ieNyRlF2KmCBXWmbKlSjBJysKYt09N5OSu5/9okTAl2pWVdW3dh9CKGVAI7gjcbvbTW6r6jRnfuZfUdAf0/B4iV9zsvKAhdNd0Ixb2mfYtOGg8s9iVRoE6CNxtmXZ+q1sXMET87CnHknIBuxD14D1VpDHTjkQf4HxW+q8RGQ05tzPzGBVGV2AGpnez3RgrMl0zwCoJNuP7SC8MBYwtZeeh+/SSb3Z//bxzmTS0bWfXJsZoDta1/96vA3DXIID5gI7AgxnL8zImdzlYYb7PJck8KTSZBDKMJmsOmsDh0iBgZrwvmLmdYGJLKdFw1wZnjhE69oWN9vK5o6ocV4WLz8peG9i9c8tuQA0aieC4ny+k1FkQI5VJimP1Fwip6xvyFRr14uIBfBAquKX+LWHTd0F3h9uEX2nRE1/D4L0+dd9bgRTblPyh5v1Mx0gKvGgrIRWqRnzdmpA2sue/0lUwAAiSg56HoKtsUOgJyl7KHqiOh4P2RybLgjEolsysAXS64YXmO7AxVIPRBKQYtRwPJQIPNQ7iSnJAY5c+6khp2eUOa0XzLsd9VUq7qbMrir12TNdeU9vQ7zwVRMV73ugeoLBihqcaJhyMDYoBYY6X0wgRqn9yuX5EChx83ralIWyABy8wLSGUBOprM4ozA8dY+ei+cA5DwDSwfFTIMcxpj6jK43FNBFSk4IFAFI1w7GIEfsyH2D/sZZuUEOurJADoWlwMUgV9MP0gNXhwmZPM3UyoDJ5gA5Hg5CGE/CCBYaswvkWpLtSJlXdyanxaT1GpCDCqp2GT4LUTeuNDQg2wVlDHIc0J7LBtCZotK/5fBXdkOjetfmjh075oni8ahUmKHnJPOHtlxbvaFDWE4zULOqz3nuHBG3nnsPdCU1OdOVHJqlJFa2RiaHocJ+3T/2ItqFbebucY2IRaoMAM0/LWry3BPnnS29LNUzbAo05eYGYMtewCFon5SDKzrcbwmU53UNaCWAeqRVZZ9Uv8d1GJ5TC8IN1aU+SCO1vg+YA3JsPnwgbwq4yegQhUGt4yCCgAMWgB9j1MxtWV6hrPz2d/4flw+4Pq+8/KnhU699TqBzy+/p3Lkn7bCyogyK/UGdHFryCbXY8G/w1oyaN4FM1+PJfjn/nzp/avjkJ59ywHxzbdPU5WHmvmkfaLnojJBHp+relz+45sG2HnKrvrebEnytyZGFhnVGJhEQQmVCHWPLBTDCvAB4AJ9DaJ0psEQAFPuK9+NBrmW31fVnzjb+XpDnewbF2x6bHgdGoF09dQEw2gQyTJU5gwQNZHNNV45ALpXcUb0vNb+wXd5hWpe0E1BSYWK76UzdL+jKr/z5xxDkQpX1w0dIHvrWDwG5v/zLgNwbP7CkFvGJe3C8mZLRjYQnbeFVtSsAItE3X0VVOjKho56QOEVoS8edPSazw6tynzIGnMXPn392eOml1zSx4BmrL2/KXHZdhXO86gA0IsW1G+uOMtPjCb8GlQhvnfPIU6n1e4AVZaYdT7QIKP5TC+FB4/gdPcJvh57kC2oB5wEWrA+NsujytORSXxK1GwT0d8i/N+WR2XQlM66gHdptwe4Kel562iwH1iZrcLO7gJ8nmSJRuBtPdYhRq2AmFT1nZHAMUoxbOf6VZJEqkCvinFE/25SmCAyiHQGrKU0gBvxoF7h2/ZIoFTap7JwUca7fXnWtDBcS3N/p3UF9uVcRNAcOiTaHcZRWOjjFhe4XnXzt8uJw9YPF4ab6Gu/qXpw8c2I4JsXm7FFtrIO6vgWUe/TaTEDmrN6va2MJtkAOZSH2Wj5sTbfglpNeKR4oBxvkRu0etY5CgQTk9kide1/Ck3vKJrd1AG8ry3Amp6CHkSjQeVAv/nmAkSiZ66pgbR8u7IrW91KX489lYsusuQbXKAx64yfh9h+hjZzJ8QmixDSZykXinppijGjELijVYsKB1CAHPZcIGazHbolaZVxQjsn2C+GGr5PFGngJAnRbouXVwC1hwwZWWqIOea1Ye+lz6tqZ+Ccr4EFNxoEog1U59EKDcmO5Ko7SCSzqEAN4CDi4Tkc05HVemd35cxeG42JWDh0UbScwO3pU7Sfae3sFaitiVW7c2NBzSuEs4LsuChtBClZrzJt74gkxMMrurl6VzRXCEw9ghf7G/1PBmOt31Uqj10WxyF6DBdirdUgGRYDEWkV08p//y3/0/jx15vTw6iuvqbf2M2p9WNHe3xIgPyMhzLydkG6L6aB+SbYG0EUxPaX3xMQLiU6UxbMefIi7x/G2MsG54VkN/4UKhhbOrMxM88YYmUGojBRaXFS7hChj7MtwKaFMAKWKApmfBWjYv3xIgIygd2NDP69feQ7WY+T6aTq3wTrAhJitBG1Nr5sgc8gXULJKHLFM0ZZpYUpQngnsmXVp0CyrOGjXkCB1xjsNzKLmt27Er+wwKvRoFLg/zuY8zZ1sbhg+9/l/MPwr6MoXfn5N7lGq0ru2GCv/Xm+8ub7ssP8fv8ZwlieNsDm9N37xSZB7IyD33e9+e/jhD143yFGXc08Hqb5T66TBoSkrFNCfRlxxHTBuKmzK0gNQKzoxVViRtn+tfij9nn27sKCNdp6JBS8NL7z4ivqKTuowXzCtCW3yzjs/UXF3yVEm32NkCLW4+zoAAbUdtRwQpcLm3BLlsiOhAhkdY1eO6CA5dmxBm3ne6sy1GzfNfQM6RNVsDGpR2+LVkd8TFUGnGIv4zF4kcXRg0dr1pWgpsi8K6tNMQRdgd7SGu0WyN0CXYr0c2+HmaT9w3yG2STHvjbQ+bvOZLMzGp48On8eAHPoUol+ysWOy3DquBtR9Mlh+qNE4yzevDYuuE6hesHJdXog6HFUY73peAJMZUjTdKusQEAJ4gCZ2YHvwzGMjkU0QUTKEVAHIoqjK6wK6tSuqg2rw5vzxY/K61PXUjCwnCmRxqs1NqRF2v9Sd9OahUDso0QkNtijb9ilrYnMRJbKJ7hrww74Z5CoLiSFz05XjjTCle73HmZwOR2ai3aopBO5VgxYsCobdWSvbhwebn4xNtTgcT/bRTsBsM2p1RL1VQ7Xjvw4fs+q1QUe/8h5RWOpXC1HYD/oZsjoWLa0FO56KoGAHAZJbQBKV01/FweFRJiMT3Oy8A3grat31NPEjOpBZh9SxWGv8uzXVnpcFcrdEz68LQO7rs8akWdfM1CUBauTlPjzL2cL0F7QYgWlR5F5ZBGpWgI7XLoGHvS+VAc4eFNjNyertzFPDs5rj9olPvCTJ/nFL9jflKbula08r0MbtHQkuWGvKcgS+CFUYzopIhnoYNCzekbbYElUPXc97mp9nkCy2WpowrgzspiajQ3mzbo7OYdM1yPB4RRZYbwz//j/8O6+Lp555enj11Vf0eFUAel1U6m2J1Z4bzpzV+BoFkYDJ8vKSgYprQA2OSebQlwtybsFXksMfSzo8Qtkbs7J4Oy3x1IaUxms3VkxL3lilpoaxwi2VSTRLUd+nxoh4hRLCjP7NrLI9/CkJMnlOP3yY5tpCM2O4nd5ZDKgBzdDWMdLIWZopG+n9zdrTOnXAj8CvzmoOHkdabVrQK5tAKWbM1BetJq1yEmKvsGpRS3b/m5/SzFmYEa9y9AswU5i/M4wYowMzVWnx+Mxvap7cn/8b2fiNQe5xYDbepbt/9/EDOSCrei/GmeA4Kxw3KdYFHNVUALeIBqLQiaWSqRvTdAgOcvFJoaE35gREp9W3c+bs+eHc+RdEvz2rLOyIbsQeFaQve2NtISFHaScwI9I8cOCwNozqGIryUp8Tp66/R+ZMGwLAQw0GDz04+pv02OlQivorBqh2dlABG285alcoldIn003cGcoIvQVA0dPkYaZkczps6RdCIEP/EFRKeuQykYDnJhpEGs71Y3Mc1mbkIBi7GPA3vGcADXqLxlYifnnhHUWGLxGHNtd+ZV3UB1BR7p+ZGta2lobra5eGG6JQ6H+7rY1LHc81AaJlKTP9q6JmRu7Qzxa9PaIBMoDKWLVDHiDCMMiRHeCPuH9Y0vSBRWVya1ckixbILaieMafa34wsjKRLSQYpgJOi2+ozQI7CPeaz1OMAOShDQiu3SJiupu0AkEtEamFT9Sz+LJBDeNIgtwVV6Xl6KM+SpaS5PCCSplaszn4BkDMoKC/q9M1nS5PaATcDnB/VoM2rFNBQl0MwQj3tnp330zNHYBPlbR6u3ToaVxSu4Aago70C+y8GruLkjyiFTI9X50BfUzZ3U2B3aw11Kz2BWvQsj4ozA3KpN9sdxX1OmSno/VVgTsoHkxBzb70/qPmi6BF00ViNaIUyAaB2VIKV+XnR36c1BUCgt3D8tIAIf1nV11QXRXiyrv0GyNHP6vKDG461BipoIPgDJOhn5T4jbumsigALsQfuIYikYC7oWcN+DtHJf/iPf22z8wvPXRC1+EkxPJ+0zRjg8eSTT6q1QO0E8pzkMyAy4VcOf4+W4doqoPHkBzd9p5fOPqEC1geKlhBHbUMrioq8rbYNACpOIJhmiy2S1dqmHlE00n9HwClGSEEma9zBIUFSBf6cgYD5hp7LkxB2gVyMNBz6FzU/HuSKAUJs2kraNEKL4F1HXpY9+fqxVzxhoB5h2YKJTmRMjabBO488TxeobN2h+0R7Ss/YRPSEeMq/6gD49Oc+P/zJn/7FcOGFT9TZ7X/yC3997ECuoMsRap0i/rCRxY8v5sihoiIQZ2oGuQI41c/Mrxjkqi5liWtSaSIxD2qcRV6tYYPPvzw8c+E3JE6R04dqcquSM0NXbKseB9ARUUKtMGj1ylUdxlICQn/SerCnfxWlOZqy7GxU9kY42CvzmlWtiEMBBxUyqnPnnhAvveW+Fw5/QK6zVHvJ6dAg4uawJtpjA/P926I9GLAISGMWS3RuL78yXCWjw6Pwhjj9uKrs0WtJwLGwYL6fiN/YTyN3zavymBoOAQHGKfWl4UNJVEpdjUxsW6KSbVlzfbD43vCTD96yWnJLTiYoMgEzwJXTkJ/F9ZwoFbCzhRDgZnCJa4YzOQ55/YWFQlrNdtAQ7bWkRvClBjnRxMdl+IzA5aDsjRrkxGaJCtShpWZ02hBmKOQXyOEhuVcg35TZNvQeVkuFR5kS0bP9QjVNbhBvTyTwClysrpQqd1PvA5CDcvZ0dFNxUDsxBmcduqBPDVavP03fkx4fzuQidrHMmtetACxl3EizDXA+fgJyZG8AHYbJUTsyoRvwoV8vD0fIFikBADUqqaJ6e77qaVBbAsBQlgAbQAfIzcpVBKuE9cU/AAAgAElEQVQ3/Bhx9VlXQHZTrMNNgd2Wpi5sq470UKDCBZ0SsBh8+Y/3QnDCtbRSgvVUcnIOYzJ1vVlMugE7QVz2soM4Phb1QGrP0KXU4di7+zzL7dmnXxiefe5FCcQuuD7HnMg9GDyoLEBdy/U77Uco0kOaDGDKW/eiBxGvS1XJ+zuqzwiQACp23zl9QmuGcgHhHcB5U479b8vz8buiK/+TQeq55y/IP/EFPZ531sZznjiuLE17B0oSZoSSQRswpM4dN6KMj0ktnSATQEP2v6kskl62+xi/MxXbwWqG4PL8tHL4e+UhyhoBNNmLHqfFtJERyEW85mZ3aGudLQ1ypq/J5Cz2gGUag9xozVu9DkmZTO6xX1Yfl3EB9U6yQBrWrRYlgx/rJWInWGUH97+NQa6BzisGupp7pKwtQEdWl0zurr7/qc9+fvijr/yZggyBnHsd/x6AHJsBj0uvhEJ0M61skooYHCEk3GCHEbcY5NIxX79ykLD5CuTSLxaV28h1XRuITXTk6Ekt5NOiMJ9Ts+k5D3eclgQaZ4c7ok9uqqdnHwIJZXLvvP2ulF0qeqsuBm14QONDADtUZe6h8gGQlgI2JnQQIAfoEbmRdTwjagSe/7o8/Nh2HLie58aDPji9z+PHoU9laqymV08Z1wKjXwflmJ3OFYVjKwSVkl42TIoP6TmIEDWjDUWcfu6pp8/7uZaXFz0lAF88TGDxeZzFsV+ZW2bTqd9N9QrKK9CPt2/TjCtBgujIlVvKsDaX1dAtJ3hoQ0nJfYBpY3vOW9kRGfgEcC6A035QMR1Fa/dBaqP8MiCHknM/whOB25QyOQBu3yEoONo98OPEgo02BlzbldFSNIe+ExghgCDAAEzJnNzE7JpC3GIibtodMk4pI4euNMhBVxbIbVm+3yCXTM5CI0CpVGvTDJK1f2WBnAeYVrtC/WoKvahL1z4sPGGNTtThatkDcCC0PSTJoshIySSp+TARHSeUckMB4JrCRFHIevFe4Xl5bX1uZx1YUdkNpTM62guO6gAmO5D0XnWj9Ru69wK8LQVkZHMPVQtDpODsjZJA1VccNJghyRbk8/gBr6Y/A24eulmNzuzDTF5HgEC/KIDH81FCQI2YKQXU5+bkToTF1nGpG2kOZz/e189Qiz6ofXlQ1mAEerE7w6WHKRmasM0QVr2/Wc+IjGpxXlPiT585KWBDfi9qUBnWouT877+vRvB3fiSNwPe9Ls8+8YSA7jmVMJ6rrJ9MJuINMjleI4bWBMlV8xOoxKABJXSawNNzCjWnWrz2ADJ/SxkBBehush/dV2dz1QMJ8LnOC33PXnGNvtmPVpyHYuQ1yFwRxlFPJZMzeFiMFNFJq7vjK5ngrjNwi6X6YH0E6dryzpPP9YjLCipQPVzb43mSxdkuzdlnWgLSl5tMbtfDWTekTj6zhXWAHGUf3bPXPvO54Q//5CsKbl74NQO5r/6fw3e/Q00uwpOuyQXGudkBuT6CnBob55IW+/uVxfFrMrkWXzfIOZwZg1x1/eMYT+aECwhROUowmsP3a0wPQxNpCD0lH7tj6us5PMvYewGYMjoyNqTSb735tkxRL+rm82/Un6NNR6R52/08mb8GZclwSGdyWozUPzgMoRpxn3jaIHdXILdo6TBZl9V7AjkWDiC8AMhpEQByfNFoCg2Jg7uvjT43WSEj56E22RiAGkADJYKJMiD47AV5QGoczjXNeduQihK6hrlrczJ7PWx6EiqThtIoK+/Ki3JZ9YQVSZfXVLdYEaW6qNaAu7JDGlA5qrZB31wy6yj7ENDsKILltSn001/Fo98nhWseprf0HiczOWjffR+RyR2We8q0qFKdbXpdCU4EcNMCOJrOqVfQTEst0ROX6aLVZrYpr+kgTHzpqQu/0gDHxm2LtUdZETKWPRy6TVcCcjr8qfl09BlZNJ99AuSKrgTkaB0gk8uU7oB6D8T0muUA0TUA7EbqSgNdMrr8V3QlIFdAR/hG1oLq0cNclVUQzWfmXIQoBjruR9GVPo5qn9CYTkbHOppRTQ5wo6l5TsNWYSDo/4Pu21A2tC7KckMU5pYowvsK3twfVUCHuhTRUotjumIwAjuBHJcGAAeZmSARyXnyVDK5bdozBKwRi8UH9i5+ofoe+2xaRdizUmJSTsDmixaEgwK6I3IwOiZ6M9ZtMmoGHHRN2taO9gquHapj6LwlCTrYAwDdlWsyJ7h2SVMwrtnr8eqVK6r3vafG9J+4fnripPrknn1aNcJnfD4QNHItY+GVeXEZU5V2n0jlWWMwGDI1KMWhr4ezHKz7+FnsDsJM2XS9mqS5hlEb5uExSqhZfZ5pKZv+ZU+XIthrI0wUVB/B86Mgx/tzkG1FNQFIsVgAW7NavnOP5wPd74tzE7SkHrYcA+AYaOu6XIGcwTzvN8YEGWBrkBsBXcpDnc2lt/jDIPfqpz87/P4f/0sxaepP/PXI5B4qcvpBhCcjkFNDshZRqKMsBBZJlUETa5hyGgPdyFWgMrnu0UgmF6FJDpTUYtKwHfn8QWyP8PhTzeweB6IiCmoDZGnQJmwwRoIsqDn0lJzJF1QvoCkUZSZ1t/fVn3NVohSiYb63IRk0aq+lJfWFYfuk94rw5ISmNdNnB72Yz5YGZPqVTp08bRntinpncDNhobjfRju+xSTU0RAS8DNsKpRxeEkuLi16UUERspln1ec2J9UZL4HiCrqSVgLGmJw5c0qR6dP69YTA8Ya/TzMsasc99L55ErQ2m+pp0I3IlTclhsHslYK9ZcqqHW7qsU9gc0DN3zvM45KBrN03GHtDRqdfOWCRNiNrRj2awYwFbkSU3rDKnAvkqBxAJQbkDjyWrjysuVn7lL3tlboScDXA8T7ksALIMaKHtWPRCZpsHca4gGxrMyEAuKMWgAaWjMah1pECvEscj2x2U4PQaYDcpjI5TyEQTeZJAFGEucm1MvZkclGeASBMCA/IoazsTC4gR3RskhMw04Fh4+Zijbw6yJTIhEzxJHsLNdhAp18RgOiiNcgRzNzRPfUIHsYllSMO2VxP7+gZXhzk0HKsf2hLGsQBusOH1XytIAzFJSDBc6+zbgV0iFDI5hAreOwOIAXIMXOsaMswLuZak9EBcuYn4Dn1Z5qHoboQplRdHPMFat1k2gSGOxZmwX4wcoY9TAuEmBQPKZWJt/YaUwKOaV8SeDL2xiIKXUPqcgZu+tR0XQ+WTytCFEQe2SsP3d5yXS4h6wr0bt6U8YCYjesK/C5f+cCH+cnTJ6W2Piva9Kz3W9pyEoDatIFaI+0UZMV4o9Z5BcARqI5qc+UCgpqQz0xQZdCrxv5Mk4gS0iCHCbcpyzjbJIBSoIxQDLVuAU4CoCgVUfhSHwZge7ZlWwlyOzy0tft0i8nKGgt9+FFFL08SsFo2ATPv3fSprqkb3AnOKIkWyBEENNDtBjn2VpPvZKDRc0Yc05kc9/3B8MqnPjt86Y/+118nkHuQPrmvqU+uQA5lIQd6M0f2e3Rfk0OCwrgqrPhP0EycXf5fLTZ+Dd/slNvuJ/V3tTjcG6INkbEk0B1y/kZ2rMXCxGKoEqJJiuMIO2bVREsEuXD8lD3toEzoPaJWR8PprA4JKMtb6qVbFcWD9yLPBU15UlHhGfXSrKqQTysCPTtsVmhLRCmZjsw03xSOoTxYeGyknvtGWk8P0w1JjHmvqLiWBHAfXL6kAwEBiwrsilABM4rj0IeLi9fcoMriPyNJ9JNPntOmxW3isC3K2OD35OG3Q51NGRsjSLbow6F+okxuR4VyivLM38J/Ekr1LkpJZXhTyp6mRWfeESBu6e/YlO7zM62WhmVAblNAG5BTb09lz6H09CjF4YOqyXH9CRw+CuSOSAk3reyNWpxVlQI5RDAHAbkZNbKTyaFoRDWq53c9TofJHehKZXI7yhhCEbZCjH6tnga+uyZnhoD4iuUHnaZ/y1RwMjlqcu1szwHjcUUVpbLWWFc4mwByDFAF8BDBtNNJ6sOc+KH1oA8DfOM1nJisRSgcRAE0vdhIZYmF5x5dNEyjATdESVtaI7b6KsUlbQSuzRRdicsEQVQrPHlv7AF65g67Jq1fZ3ioxxDpN/2WkuzfVq/ZLdauapJWV2pfEASg8qTHzlmlWykSvlfVwJ+RLA6QBfAa5HqSPT/oPlMoUkZWmWrLvqEFh8wOISaiBLcB6dmpG5JxzmifHhB70j1f0JKA20GbIuhzAXD6M6DHNdmqgM9qRLUM3MbrUUwDw4BvaIwUAeOVK1dtinDq9MJw8hQ06XEHJF1zS/LNWsnhDmNAZpeaLllogJB+uVjnhQzM5G98LhGokcHFYYSAxIKcavInyA2Lk7FKETbFsxaGxvvGZ1rWhK+J+xAJEgogbdydUT+Gk1KoO2ByMhWATA730Zkcr5mWkBKc2E2JUVjMt6PnDis7PlzTsqy1ZHJmOIppc/bmCCdnMVaIfOdxIPfypz4z/N4f/rFGaz2nJ0aUNTr2f6Hf/AoKTx6I7ovjyXfVJ0cLAQfh7CiT4/pFsTOZyTXcdVtAgvC6gRWNR0XJokjdpUHQI91ponTjdaYHQ2/xsMJPu2i/MjJubruXeG6Uvg/dBSUJ2B3VCBAUmfECxKcOC6kDOtTlniCq8paiXgAW30CGjuKxR1MpVkVkUVAM86o1cNNpVgX0iEg3dFhRa7MxNAIBg69oSlEtqLxwi6cPh8nFH1xmftQ7rqkxw+38U08O5wEyRaAs8osaPHpb9TjACZBD4IIyihondQi7J2xIGblJVqeiuLIuBCk4+M8wBw2XdMmspwSg0JdMVL6L67/6iu6iEpMS867UlHeZ62aKxYWVuGMwysXmvxy6RKQxncYlvsUZgByO/bQQjIQnjwG5HYQnEsAclR/mfkmpaSEwyAngsBRz/16BHEV6KDlgZ0fvAwOAO5Yqxy8xKkCi0PQMmbbk8ABw6zAA4NzbU4cHrYL3oTvJ5Oh1rB45F8+rD8wKvzpQxiCXfj0rLV0jDE23qz4Ghcmh2RReFfp7b/ekAgDO/U94jOrzHUKhy4mPchQ3D1R8tuOSI4gzzdTl3ObgFhGH7nGvwM+QA4g8iXqu3ht0OubNpi0J6BS0HeAa6f0BbNTkEKNsam0zhYHroQF+rr2APGTy9NP5QAsrlYwOgKsHIGfPQ64D2YWBIe08HNYIg/jVMEm9Tr9y/8juGMED1Twv4QfXF3FMTwB31qBrc+zoMbcR2EwYQZmem/vMHnLdVc+H+IQeNUzG8WAFgGFIyOaua0bdpQ+uWEl86tScgkZdB4lMMsJKtGeZfY/t2ChFZKRR+zdabakXoqWAex8VJMEIwJ/aFuDkc6gALGNtQnnbS7RAjoA3TiE0SleNrteLsSX9bARadq1p4wgHNumP48u10kmWohYX3/MQ3I8QnjSLZGYCwPOEc7K5mBpAXSajjL8ubA1OO87m7KlK7bEWgzNIzuNMBKFvZhfIQblqj/7Ga58efucP/khUscRGRVf+QuhWP/QrCnJvDt/4xtecyb3hmlxncrl4PSy0I8TJDzwCuUr7eshoIhYeY3FBD4vMAaboF+pBT+Zhh9rkcPosQg6qad2IRDFI/fGTo0iqjICajrYKopN2kDimiNJR5QwWYKpnqYZDoyqWSCj8DotWPHH8hLM56LItZX3U5vhccxoFQzy1pjYENioy5Ns6QG7d3IqxLjUTZUtQID999wPV0eS0IJBj8xyX0uviRSYZ/8hR59mzJ1xve+ppSa/VIMtQxMuqM2BeC3Bhl0Z06YnfyuxWVlVjuym7rQ3muTHOQ9kYgxUlHDmiWVUMedyLWwfSZQk69siMl6nK2wK1Hf3MHWV0d7D9YgIAs69qWvUDGpDp0aLPpxzz+R50TU9LcI+Oru9erK+0gR4guiDAKHUl13dSXdkgZ9NnqSuhKfcK5Ph1/2yBnIAO4QnKUA6u0JQCYotOiJojbmiDahfR3S9UIOdsKhs+w3k5PGi61uHD6CUO2gK5ba2DdqE3VcSh2pu5WghYT9Cmtphi6rju7S6Qg9Ejyi8NdqssDXZF43GyZngutJL2goMH0YX6/kG9970cjmQAAgDUlWRygNwWhsTU5kwhU18FbJyC+BBCzt/ZHcDDNcENBXWlqUuB3JxAbkbvf0afg2twT+v5tupym+oDBfBoK7jP1Gj6Pqz0zH0fffkgDVGJyh+g89wxiZoifklG7c9ahyzXPD2NBE/01iVD5vsAIPuVGjbBY9iQNHoHT2V0TKO7PgeiBg54MBaB0yGUrqw5vRbtFqgROaAJbgADasfrYjxw9qddCPMCpmcsLKh/T8yIzdX1n51MqL+51kUaTVaZlhXXGascArUXkKPsEpaJ9+ieQppOi9HNtHIwj9JLBEy0powGImv/eBKABR2hLWPqEF57DHKsi4zsspCjQc6BTDK2j/qyfyWy58d8JUEIwGUobBl+G+Soy0HzF8iNJmGkjSXq46rN+TxOW5W9Mou6fFwm99Krnxr+2Zf/QH2Kf59AbkJ48uH7EIopiyhF1f5z+IRYDnGTRg4TehI2jZui9Z+Vifp7gM6Z20haTl8KBWaNtrFJKeFiXCE45Nh02zpEmuKZVSZHNnfIVCeRI02cRyToUMYnEAQMqXM4Q7QbiupxykLYKbc1oZy3y/CA9fX7ijQBSLj+vcoSJZcWnfL66+9r4KQyL4Ecn5Ho9L333/WYjQvPPzVc0CTuC88J5J56QtToggOEJfX2raoOsSoqBoUl1CU9O+s8iq7ZunPLPW1Iqfd5AOp+vWe5NkhqvccN2wIRZXVTinoBwS3Rl7dFa94R2G0L6JqW4pBz5oAilB4lZaccvCgAOZzZrD4N9UVtwfUF6lQFcmRyoSv1dx8JcjrE1CcHuOnHLEIxyElZ6WxO14wI3SDHFGYAjvtlkGPKd0AOJWrERmmK5eAyZWhAaXcMah2AnN4/jar0XjFLToc7tSOCHte+7MvHAcSpA8XMAQ6lA8jBEiSTg3obgZyVZ7rnVh6mGd5UpcUBJcqoDIeGW69rsjFeh+ZjXasDAASRumtiej+69hafCODcGEz/FapKDkcO2nqeHeqlqP04PMlQyC4sKoh5NGv0iGpeNnIWoBwWcBwg+tba31AwtqmaslsKangsdCVAd49rAujVVwwGeOg/C05Sn2uadJTJcWDXeyMIQoB1W2wGtCWZOO+JtcL77QfP2S0YDpyKsYmhexSE0GMeTaXfH2I/cl8AGs+/ixsJ660pTCh9Jt/j7A/zwTo6JW/M0xrlYwWkPguBL+tj1GSt77KGGH7a4g7oSNYWAheEYMbwArqMuBK9yn+tMvSvCbw59BGdWCkpgGvhWVyLOH/S7mSqskDO64/1idLWVO8Y5EIXBkSzQHd/cQ1szQXwPuYrgEotLm5KDH4lm6X2f5BWFLJx423Mn5PNpeEfpSjnZrLJ7AtT0HbG4d8xePbDNblPymXmi7/35eH808/+PcrkKk3vA/KR2+Q/uoG2NwoL3LQAFzKUCL/vLxdqoWwqMnKEhTTY1BX9KMV7U7exDyQ3I04ZgBNSVxZhPBBDfxGdoJikVoBvH/JnvgdIctABeCiVkDrn53BKR3FJwRqbLpq9KZgf0PPL709Ch57kPCfTYzbYlcu4IagmIhDhiwiLicqXLr0n1dlxZXNQqMwLwwsPWzNqfEiK8wDk6AdCbIIYhPaBTTVvb26qLiE1JH1MANyMNudRzY87IqoGkAPc9ut9kdXd088Acuv6t3dwMFEW58VNs68zOWyUtHCJlnUYIlq4i40Z6j5ncmm+hvbA4moKkBOIksn9QiAnx5OZOZqsHwE5AI5pCNVHNAI5bzYebRLMdc5BPrJAIyMC5EoM8mGQ0+ej8ZvPBMhRN+LPUEglOsHGLWdIb2YAN/eZCQCsI2dy9Ro+1OrQyXQon4KpGxvomtqp2iVrO5yca2D8ftrf0z+h9kEQhj0Sg3QFdOvqbyOjsxhI69yiDwJB/RtqRoAc7i/2NdS7JrPyfDHXJ+k1VDuJHkcVpB0V4PH7A6Li8YHkwbghU5iiLpmpd4/5c1icIUApAE9LSWg2PiNrKZQs2Vx6CUfZK5m860s0jQfM7nLo69/2dAV7QernqCl6/fueVa8jh6fHXiWjI0PHhQUwAdz2MxGEsE/P6XmKerCPUVKT9SHwYH9Qk7t46ZIAhzafA67JnZYABSaE7MrUs94H2V+AR6Ov9D5sPFD3DiAgg0NXgKjJsYsnASCegZ1JDdGCj4kMCzBwj2PV5MhUR3Rl3SfTi5XZG1pYR2S80PE2J8BmDgHHuH0ga4108cMo9vNArhOG0JMYX3NmSdymNW1hDcKTytjTQjAGOZIIn5tOVXM+04JlkVAlE2OQi1EDgqNPvvza8IXf/dKvO8ilhSDZWdL4nCDJAia/mhsfAZwXfSI1p9kIECrTi8SX2kxROI5yWCSx2HKEb965JLOVppPpOYvzAqNpFZBTY2wpNENbZfPsY4adTWiTLUAU8NbvKMKltyqTxiPZnlENhKI50Q0Ayvdxn8iICjzwZB6tLBA7MGiSRHWpefR6zciNqx7FQSZDfxR1M1SV1BlsBVUUyoZcFNjIUI7QMzwwc729rvlh+vUuijBd98MaBXJYmdxhjf9w5gFwCIwBo4cqAgFytwSOd/TzSFB4nR3aBGi0pkdJ15vMZxs5u7KKLYFdlJdIuxMReiKyHnbp9/NOghx1IDm9TzSDN12JpdghgRx1OO0VKzxHdKVAjt4+TyjXf6YrsUPjvajlw/olmWmTSTMdnWtqoAPkfOAGBHaDHOABwAkYdP19yJOx+PNkGGRqIrximAOvJd1TA1w9UpPLjDMi2nZix/3DoowGOKsBktWltzLr2MEBr8CaZfSN600KzgA5sI/DBNqy1JC3ZLBMxmW1G1J0AU43mt+jjxE6iUPI9bmsEZtG12sBAgQCgNycqMtjmsx9WOIr14ac1YquZiyOBCkA3R2Jr+xvCbULlQdAuV8qwSRvtqlZ6EquN0AXQA9lC7DROO06IZQgZRv9/qbWp+l2WbXtJ6Or+hh7NdczNlWeCK77wDGRTEPrjOzB7Q7wpdnr7EumXNBIjhiJ+jvtEqury1JcXlPQ+IH2jep7qnGfOqkyg4BuRX8HnXnYjkJl1FCNz5wPra7krEHd3FlcrPVS9+T9mcLGkagasEesE3taa8HtA93zVpmcAdW0bBirkegEkCt9AQBnenCUyeXeNgXarVaPnp8/D+SSQGDpl33LnjGFLQB3W8VkJgfAda+cKdYaxGoxEss6IEdNLtl0TOSTvY5B7sWXXx2+8Du/hiD3TWpyEp68UcKTnwVypnk6Xa9ouKkL11dI5ycOiM7y2gKspbUNeqHROBxxFGigoy8GwMrN6VoNP+cpt45QIk4gouc9mYpUtMsIHm4mlBX4bIpFB5N9E8FrVGne3AGzjOmhsD2mXbJxQnUBfKjGeD+OEKGPkKTrswa4bmr/IhEnw0hfWqTNao5WDY5foRQ9BFUgiGUQajJm0uHkgBsDbuqAH7TQIWy/5I7OgwxuWgD3EBk4dJMOKOiudYHiHWUD1OYy8ZemZNXnTE8omNAhaJDTA+Wfv6/rZCcQevgESNOiYj1vjeI/YoyiK7l2jNtZknflor0rNfKlhCdMG5+Rd2WDXNOVBwTwB+R6gpUSB1RALsKTpisx2qYPC4CL1VoOHGhqDtVkOmkv6ejXAEGNw44iEdJYVamDvofkjunKBrlkKc7qDW41Rw7j4GIZYlibCNtN0hxyLbsvwAMo27CAeziuy2W+m7uOHgE57sFd1Zs2JfffksCCFgD7V1YLAeF8XjF1L+8FXl2vOUnpk3UAEKh/jyggW0BoJeUl3ycjAsxwQNlUbY7+uU2JrMjm7jFrsahpj/xpShSxCZl7iWvMlkyAHJyX39MIGCOOgXLGwR8qPW4pplN8f50Jc8/sx8h+Ta1Hz5waO8yMPoPpXmCF31t8EoXfAzmsMOmANBMWgp7TpcXrzuR4TSZ4o6w8qZl13h/K5HokEpFrM0IGMAzReSrdE+bFAXQGWcwO9H32KvV13mPaVVJWidApv4/naOhKGvutlGzhifZUU4ehRYmGUnd04A5I2Auy6coxyCUReHxNjjTCgT0Wgx+iMxNK99poGpbPQX3fdL/rnLAQeR/J5Cp7q9d0UzjkcZ1vBBlWdOozp4YY78q0jjwYXnzl1eGLv/vrRldqMvg3v/F1CU8a5KpPrsMOkMJZXDKvx0UjAblkYxwIPScpTb6paXRxN2o4gCepfY944fnb8oYDkAPKqba+WMQsrpEk1o2M4cFbuWZFpkAuw1KhVmhERvFUgEhGZwoCmXR6rHjc04ERVVT+bEWTFh4A6NE6FTlhoouqck7u8Uii4fcRl0A90c+GcARnBa4VkRfRJPZDtGSkru+ikdWW+OMBcKYyZd5MBL2p309BveDgrw1+QI9ZbVj+fE/A8UAAQjR+V5TlJkNVATk7qNdmK7cJsjYA4Q7N8DoIqdHZDkog50MOA2qBEkA3BdBh+2TrJ64vai8dWsqGF/GuvCxfzEmQO64D5JjujRSWZHKtrsTxBG8/AA7dv+sbiIs4jFEfkm0rmMAyigOQDMtjiQroWDOZFJ4CuaGAA8Qgl9ltZHJE2W3nFdMKBt+28ITLWzSjWwigjZPBEQABrp5QbhAN1USAEEov2WeQK+8jtcI0IbMmLGHnp1wbroYF03N8L9TpQ+4Bh6NUkKGLucccmFG3WoDPa+i5An6IhkJlet8YhAOoPOiXI8BaQEksIQqijmnYCr0ufYLQt7cxcVbLzI7oyx1lRyOQY20XyJGpjUFubKXmQM/9gd0wXpZcHr1CACU1sxvpZZyAuQDjpvQ+rZzVZ/U9I7DlsAXs9N6gJjl8rZ41WCc7R+7OnnEtjFLkQ+hNWYSJyua+bihTW5bRAjU5rhWTLE7IgOGEsjlP10aRbSChRSAKbdYZa9FsrEQAACAASURBVLr75jjXj8CEyEWGWpeDE7Jk3UOLVrh2BrUc8snKuOYBua7JBeQyzsl0sx7dH9c1WgcsxU4ZIOq9pSbXIDcGqkhfPox3Nteuck4SiNHBW79p44Sy9HILAWK9PCKCyfVogPN1MYDH3SSgpjWgvZ3RTrX+6wzNXLmA3EuvfGr4p1/6/Y8fXWmAqkM219mxq4vpPwLkvvkNqyt/8DotBAG5uhKuQ+SAbqDLgc3Fa5rSZrs6QJpuGfVhETVV5NOy8G68ZGET+fBEeW9d28M7MlG+v0eGNynbLVqqny/Ai3VO6CUOM4COT2n3dSItb3j6WKBI0gtks2Av4CisPB1XB1h/DosY+K8OnHGhfQziLEgezFADzHiQ7WE7RAaIwgtXAntTepyNKCHqNh7JseWMzoo8+of0Z4Bsj4FOmY5AbkYKy4OaZqzuXz/I6KjLbVuFqc/FAe1en6gPoSw5/MjebAOlX6llmWLTwWKLIs9XU0CizGsPo3Z4f6YLU0MlssZlZBFPUDK5y2Ry23K6OCKlG1QqbQT4VyorA9z0mNZzTavVocEcILJXJVGiBQust3gictBFANAgF7rSxRNT5HGR4PBPnTGiDvf6VV9T98Zx3+LBl9FJobQrA9NrAHCdZVhwRJ2oasesLZxIfCjZISK0YUfdZhUo7hvoOBxr51R9xYeRD5C8X/eokTFDq4pG3FaGBdC1sCIiE2TsZD+MgMmEAjIkvvoQdZ2s/uOgPqT1zFgeFJfUkdMIrOyeTFn3FpC7pZ7LTYlSoC4RocTFI+8LOtT0a6tXbQTQmVwoS4A3O5yfD+1FFke/ZnJP7iH1RWjXZHLU68gAMRPoWYDQYBza0K28dxSotEDY88jnAz1a6dNSH4wf/JlzgEwOx6H331PfqVD8mHpJaf3hYaGOe8+gBQkqsaure0ZwbYchjA5gW1hb1SzdzFCpE7tlpfv6GngsgqHXDKEUQQo2bWThEm/0eggoBjCthtSNH43h4jyxGKqnD5SoyGcaj6gxc6DlNM55VzRigS5/OQY5jsYET33tYs6chnD3yUEZF8h1EtHUaAeMyVqTTefFA+jQxyQKDvYBOdcSH45bCD5u6srOIkYX9xGQ+5ZADseTH/zg+9XXwsBDNjFRqzm+2gK5T30he2OOM7nudYpizJ3+daj433R6z0Utj7fx3R//jkyIjbzLBqdohVClicT6veQ3oR+gGOnj4a0HuMYO+OHco8q0WwY1Ga+3RDwWsliFFNUl1yDNomm0bdPmqKXSb8RnpFYQD0LV9RRJMvDRtIn+3CCXyBN5cuzCDHICNzY3NQ9AjoOFebD4LQJ0s8cCctTOyLiUCCE1CUXJ0aP3gbIrD2pXNFwzc02ZnupxZHKWlTNfT7fQ89QEcnhO8pgqkKOYBr3rKK8i7WRy6g10Jrct6uiI58kdkUnzgcOAHAAXoNsngKME2hEx4pA7AB21CgcSnIehkS1KgM4yyKWpNe75FTGw0ip6tloUoIPuc3NtRc/uS8rv6b8jC08LAfW49OF5nEnRaBltEqoKeq3NoFkHBhvaWfTcPjCKCgvIIV5KO4v/riL+0QlVS3Z0sEB7Q6cy7gkbLilcUbmiqoX+46xL7RGQizlwZhsmAIn3ZIDWVBZZkV7bk8QxLjBVxeBVfFwzjJa6HEKXdRkdAHgENNTG6Pli27JzR9ScSwlVNydw7BYCU5CcewG0pif5HabfbrAuYtchqd4iNTuywG76t9E6qmW9L6ulmZ1HoMH1NkCUoIdhx7ioQFXif6k1QT8kQ0qvaaTOez+9pPuzR1ncUU1COK3HGde67YvpdgMGrGptu12Ctgjqy63Qzv1qAGCteaTVCOwix+/r663fgUplcoAbPptt79XlFgOSrpMFcj4fcr6wdsjkMli5KOiiDLuO12dV1g3Xb8yI1Wk2yi45dhroXIPVmvIZ6vaHiMZov6AFB1DvNdvPzecJQZoadwsAnUH7/OUsS1AWkCPzTGM8bSMvy9brS//iT9Qn99zHS13580COTM4g9/r3HanA+RanEzpmgrIMsAToxplb6Mq0CQTY2l0iqh7RUXV4OJNz5INDR5Raoy/f4KIRagNGuFE1kfp9S5C9ZiZCH14HmoqDbgxyuYlkblZOeQxKg1woWEenLABq9KUY68Q3PTn5PtexTVedNRBF6vvdzI4y8oh6DuZEU5LFMVfNzhIkSJXJOcsx0EmgIpC7eXPNmxbByo5AkOxsL8op1eJmFc0eknHzHihPpPl6HrtaWh6ekCXyZWg9AR1ZXIEcMvN7KCsFfAAcPpDO4vRc6hDwiJw9ajJHeBKQSybsAEInmEftCORWGbWjmtwJTSFYAORUl2uQ89gfAFMAR8M6RyUHJeIQAI5r7hY26qAj8AkAGeCKTjStDW1WXwY5r5MSmdD7V4KKbhJP0T9DQQG59q6MnL2yuRJE2DXCyl3EEgE5ThIfZA54CuSc/ed6pn8P2jOqxyhAy54uZ2OF6fV7MkEyVhgCxtAIfDY0Cua2Gp9pOwHkUPl1UE99ls9nSp5Evai1rnlDMbW/J9mbszj3WiKQOlpUlUZL6R7TtrAmG7ubSzcU1FTQ4yAge7Wn0Ld5ddZ4t+tEeOLMpEGOrKYNv924rqyJw9mIEJDzDEIAWfvbwZbuD++ZzIHszVkVQQZBY5UsvJfJ62BdmGUnupKeWChgQO769evD+z+96IxpXnsIkDt7RiBHQICjDwGr7hmGDVCnrAWup+eskeW48Tz13nFvGUbTKaOklMLrjwMJnsBJOYc+jeDam4zOsUG7XqtBjj68GLFHiMSX6c2uZ5WgrhWOk2KVuLVUUO4gYQxyVr050s7fOxDiHNTvMy1A64b3qOtsY3U+J6wRa9M0epw4/Ym8uArifFZGZ9CZKxm+WwwoA7iG16WjfJ9ulFdl0PylP4p35ceqGbxBLmdI6L2mK98SXfkt1eS+U5kcN5FFYnsoqI5dIFfPkPRnBAidyU2CXJvgTvY+sYG7HkdTaItORqebb24JECoDTGE4xV7zygbQcfF4MlpyTx5CBqMKkVZuYs8y2w1y5QzfV4T3NpHJeeGT1VsYg2AimSWZXdcm+7DoPhYOIGbK0WROXQDhCZEXYzp6mKEjPsBWlMsukFMbwTZRoYAOUNur7G1mTqNtZNo8JdAzyPE8sDzOQBOydfH4gWX2yeSoz9A4jRjhob5PFAdpNGodAODIvEjcqMd1VO/ranJpWPY8ORlDF8idPAnIyYFCGd0B0ZVkgtOaI4dZM+yw9lKi/QI5AI4sC5DjTQMwtkYqFW3AI1TgYzM5aGZTlTSyZy5X1x/TbJz70wGMQa765BroDKai+0w5AnANcpWVZVhkHhwo3HNTNzpQs6YzLYDp8gY6/XvTiabsKnl06J0VvFfva4qTQuNn7iEKubEm5x0GdGq8C76idYABFHFDiQVVxAWIb5LFsgc6ejcFj2CIOpd7wpgMcNR9mq4LA/LaSw1yO7QYKMigOTm9pdk3ieoTyIx+dQN11W5MXOT+GeAUThncTGLWwdzvv9oulIiRjFnURUbg88JZe8bA2EQYuTqUf+9jHD6UzTGzEPu4/VpA3E8EXIuiKy++975/fl5syNlTyuTkFJSJDgVyuj+04bCX0z+nz6j3YJGLrhPKQ1+bysR9/1h3CuZiyZX754frhax3QA7hSfrjRiCn10q5IoOUKeWkPpu67qiGh/kCIMcaNVUchigA2bXmSZAbn6M22/DPF/CNJmGk3sx5E/CrnmMLbeJByyMGHFVWMXVZr1utW9YnFFPlxnZT/pVxFmMS5oRzZc/w2md/c/jyH/2rjz/I1RY1kL31JsKTrxnkXieT04VDFDACuRAZdRMmIhB9t8FtpDxyhDjeOC06aeFJF2odSbh3K8KSR79aZddUp+sYvpEBuRR/E5H16/UmtrTZizBTex8LckUttGjF5yOb+0Mgpy1OPUuvSxTNa8RZvEE+B4bpER3abLCY7TLtWX6calJlQUblleAihypKTKnjtFnbEWULMQmbjMOQniapHg8qizugCQVT6p+DsqSdwO4VbO2mUDuTo+Eaqb2apanJbbsep4OHqen6gJj6xvmeMeN6K7A2ABPZoQ/9UsWWOjUtBICcBlYqMzmpTI6Zcsc0PJVMbg8UpVxPmPAMwPHIcM6ozSLsyebhRZo6jMIzgNe+lQG5ZBN8dSZnkKNui2iDjVjAnvJwKOYMZB0rZ3vNkc0Z5Nw7CcilVzKPBE70MwXUEnBxXy0h133xwaF15wGw7rkKKLcqkfeZO+pTxdG3RgE6m9tL35oCjQ2pLG/JCm5VLQUobzkEqc+yFtzW4QOMafCZFcYXB+eYzYj4qf0S3TSuvXlEE7AJpjjMyZK4FusrUJaqzVEHJMAhswdwG+SqZh06HuVjMpL2hDSQwbZYiDOmLHt6QUb36KOaouTDsm6YkxH3IjIrB4AOFkJPGmjckzXev9FfUrtDRCOBlQRj3E8EWVjnvS+Q26cXWhDIjehK2Bf7rybw6andXdPMrMacDbP44NIbCZ3nJmru29iY3GBrcOs2kQpaADm3D0gdq5p52BZ5xFYWSq0vquqI6QKKKT/ADGHw3iIVHw9gr8+pCjJGmRy3JOeH2SZqnV57Y6BzkKOfN5vBGjFi1nnrdoh8noyoyjk4eVb6s1XGad9gGAoo1AK4gNxYdDVey3sFcp8ffh+Qe/bDmZyDuwbjx57cu5k1JUg/56c/4kl+kW+PNt/ohx/5DtEjm0t34s3yrvzOt/+ranKvT4BcwM2A2HctW3r01TdxkqIM6IwVTH0Dum7BJnYjp+mn3c/nJ66b2RlgFuXEJnFkVZLYohY7gxzVAVmEzuQa5KIeGmdy9JaVMrFesyeBN71qemEik0svDiCXgjdfPaeu6Uo2F9mcJz0Dcox68WaLlJnDzcXzAjqk0cy025AAZYuWApzQ6cthqrHOvP3yxJzWY6+GkUJhTvE87SrvqAyxCY3g3TBNQ3KahfnVzcH4RUIh6ZBDKTctwHyoYZViijx2hUjcIOdon0g3FNLS1QxNXbmyOgFyc8P8SSlGZwUYTNLRuJ29BXJ79FzuzUJxWkpVBCeZHM0hjssKoqCyejPQjfvQOkPiuvZh0fPJbBJuijaHx9i5Xc3JVTx3z5yZvxwq9EoSfFCjTXtJQI4akjN9fWYyqc7kLGTQc2C5hhF304g2DzfQRfHLe3YrggE5qsQkczpYONjQlyi4eEhPnwCHmXC43lB/JXt335YuiV07iq5nz8QdP2OJErwVAHXmYYZD11HrkCAKey0zBdCwOsi2RU+jqGWkDa0FzuYAueSFFnukLoqUfwxyObg6m6gGhwmgMwPmGEjPQ3aAHRiDefXn+0rbdpTtEZzRAuMeWIKSOqRtWcV5UPvVZ4FrcqwxQE7XVeYN3M8NuQAtLUpd+f4lB7En5jW1wzW5ZHKmJwvkAKKevp7GcL1mnQvO5Gy6nrpVnHWSyTVd2YAwWW4hiPIEAlpAUMV67A4gl3IJas8YQQc0qAlnQK7uM8yM318yYVP+nY1PZI4jMKlgjj9nckDqzWOg418DgKHs64hKNm4qmH1TPYgF2t5XFbzx+UYMie9vnsvgRgmhMrl+P53ZQk8yNPXLf/jhTO5DGohdSDD+w2T56L8jyAFa4XpQMb35wx8OX//aXxZd+SjIFa1Z2dyjn2syUhlFnMV594ftBTVZkxsB3KM4byCompyjoAa4bBTfDG4/771u+HicfNcBoR+4sVFXJpOric1Vk/ME4AmQ43mtLNPPdkTYpqlNqdrxQT9n49UJkOPAmJEoAN8+wI7oGpBjYGpALtLf1BaTeQQIohKDstxgRIdAbhs3DDIhHR60DUxJ5g/AUZ/bJ3Dai0yfKJr3Ch1ov8IxwJHJNch5zJAAkHEwZHEU+L3h9Tz3p7UZ5YX5AJDT0wFyFsW7noLo5+CwDMipJrcMyKnZ+KSoyuMCuPmT86Yr93iOnQ5sAd2UnosTPkrF8pVE8en4iA1PzSStA5MqXB8ymDNXTa7XTHqgUiPxJjfIVX+m47UgC8/b6lkawjNyp6kbMsbYONG2YJCzwjC1KN/LVldW0zZZOwccQhEHYzp4HKyIeua+9gghv9/OPCtCd9ADLUvLJSAHHa97wPQAxjNh9QUlB8Dt01owyGkdNBtxUIDsTFJKQr7HtTGSltjFQaJegwkPjIfyOBu3sqRfijYRKGuEKJuq0dEuQzZnVV0pRWxnh1EDj4nrEFYlPXFmNGqCeE8uiEsK4oeIPGAU3ECOGYECG1iILeh2WjywDKJWBuhXDcwmwh2cCuBMV04JiPQ4sF8DUPUfBgrLi8vDpYuX1YawV+ttfjhbIOfxOa7BVd2sGrWjUG3aN4EnPpm7a3Il0mAfOqgas035czM/mSEJVWk6tNpV/L71fhy4ak+33D8z9zBzFmvSIFz037gG2gF/Pn+DihGsvgBvWo9a6R2gY7n3UFNRpr3anU1XrbZqy+l/y9nXVCrru3t5XTuF1XK7QFn/1brvZCRCLB7K5D7z+eFLf/gnoitf2FWT+9iAXMtMRy0EunpMIfj6VwNyr7/+A6fCCE+oxXGY9s8+zvHkUZBrQMvFy50cRQlsUi52CQhyJ333AlzeCBURU2BFBFGgN/r7/Lj/30IXR7K9mchEoBOItKx8KkcQ04OASqIuJONO36FnwurnUeDZM+8ST+Vw9eI2vo6zTy9mLYy0POBEQNSP+o0ou+nKiiBxmjCNmmgvResdqyrvcEgwzVsAwYPo+K4OGmdw6mmz8ISDpZpbvVm4jtThUPPpUI0rCO0D9JRp0xTAISKBMqJ/yXSlDsl7OonviVu7B22mrNGkmT8qhyvU3oFh5eqyAK5ATpPYUbstiK6cP3lMdCWAi9hEACeg26PneqgeBQ7oRNY1gqQUj3BbgAz1Ujc6VzNympLjvhEKMXf3UZBLJpcJywlyEqdBBJiudPaQjLFd9Xv6hVsWKpOLjH5cx7DIxMKVtLNw0G9iy4UzTUXyqGbJmqixYvZsRx7XZRIUAEJ9ZgFynkyA2EfPB3VJZrWyrGnuK8vDqh6EE4Bc7ys+E7QTijmek1yq9w1r00bVRdVmLFCtNwQWWmt28qCuCVTon7aJtWehYUHG4cV1QX3M++NQrJErgIuvudV2YVdiIB0JvBWhHs9TZQGyIerFAB1qX2qLzuSUAUG3K2hjj6X/NTT/aH4k790HaTI55a56z9o3GqnF+8DQemVpRTW5yxaeLEhZ/MTZ08MTZ856z7lXznXeGoVT6lT+zCPsUAa20j/WxsaUGRhYnEO/yh3OhMYPL6kJupIWH9t0aW2wZvhZaFBsxTzFQF82sjbIRS2NoC2BEXRCyimTmeKjINfMVqt7/f4ruOszplXGDXJ9HvY529PgG+SiEQjgtZl1t1Gldg/IRezEOWQlshmDULhaLcNrn/rc8OU/EMiN6MoxQI+huejW8TdGv/vvnslZxg5/rc3jPaqb8dabbwjkvlqZ3A+s4DHIFU3ZU3QLBnZ9rEc55xEv3FnXBND1Te2aln3uGsT88+NDLul4ahSPfiWbi+hlcqG29L+VT63EuqPF14twq6IuYK0PkHa+cOzJc5cqqWeJtRqrwXryJgZyw+1ziHd03VQSkR9Gs0iire4CqHxNcnABttA8NHYjOsGP0p6UAB1DTmeUfWh0Da0DPOKxmCuyh+ZuesRGAKd/h+jEbQM6YGveGAcvAIekuw+oHY3o2REokS2SNVK+dwkfkAMMAblrOpglPnEmJ5A7vnDEwpM5Ad3BIwIrHE7I4gR0AJzn3yH1hjqiXuZsurguqjAIJ6xyDLA5MBkBXAUnj4JcN/9aJpi6S0AuQYydbAxS+rxYFuF0Y2FFUTlWWbKW4naRTV1qM7J3aoil2BuDHLPO5CnK7DodYC0mwgiAequNrQ2WAFwOh/5qoHmoe4IIZb/eB7PTlkXDLV67OlzTg1r3Pr32tJW5qS8Dcq7dOrjLMFf2Kg31fhCUUWKA3YD+o65JBgeFWv1SGcsjazm8LG19Rn0ssn5fNYNcgK6HZvp75MOAtbMkDnbYhFiPQT/3DDpADXDLlPXUmbm9TD7EVo5DfhOQ8zxG2iMwRqi1WnWtlCC4/hRwda/UEL5/H3VFPGm3h9XlG8PFd6/4Xh/T7MInzp4Znjx3ztcH4DNtWS04nt5t+jL17abhXAesujx1X84y6mmwKqFOVY72z4xt1EYsU9XYaO/x+BwBX6wGmVlX8+nqfiMK8TTw8rjkjElWqWsGU1CtFH1GTYKcE2sCF9beSPg0VjuORSiPA5i+pgmaR0A3Kt2Q6cnEgvFGeu/Q3113NsgVRc6q7dYK7gtrGcOG11777PDl3//j4ZlnqiY3cS7vOosr2HccO/H1KwFycM8cQQlE91h48o2vC+S+TZ/cbpDzFORxnuPDefLrUZBzar9LTTS+SYke0tvkjMmgkkyv629xI+hxLI8Huf534aDrsKy2hX4/gJiNUuHMi6J0b1q1D4wAzpFyCRrqgzVd2VGoXSjqRjfQja9BgZyL+cqAreyCskxGNyPhiRWNgJx7eapvsOpqRMzbZHClqiSLM8jRSqDHXgykRVHeB+RoKHcSUxkwBX7V2+5j51StAxxwDXKmzoiZmellkIvNER6YO1OAnF4DkPMI1mQMZEZdkzPIqSF8GeGJQU72UgK5Y6IsDxXIAXB7G+QEdDEebn/PSZAjuqQ+06BTGVwr3ogmqXXo5k8eAKnxIO+30mQMcmRx5XTSDa2/PMhRpwiAWBlXlB09UgY5zLVVV/PwTya+Vw3MwOLeufbCzBpwHYoHgTw0oZJPaDfcM5iIjahi8epV3SvZrOm1ADn3PQFwLSZw3UjtL74fpQqG2rYvIUNPQxNyIHmyuCcXxPkCgCNjHw1PhTZtECOD473xZxVhkw/rewV8BJy+nm6t6SkJWYOdyTVVierX8/+6Pqy3Q0BGTcry+8rmGoS6F3UcPJJJi169j3MLMvhMBcES7cbK2nDpPQUCAs45qYrPSln5hIYdu6G8lM0c1JPuIqmrllGAQKOnEaScoan1GBtzjVDIVi9iH+6daZlUcmkjzeb2qS2Q61YSgh3WQdOVCaKpyYmF0T0G3J1Vuqaa4GdsCxdFJl/NtltIRaBbwDMp658EOR+IH/oqXYJBLmxSMrgEQd3WxH2ysw6BQLc46DUT2MRSzBQn7JcV6VPDq69paOrv/Yvh6aef06umdv3Y9/ArD3KmfvTeddja8URDU78jW6/X5XgSdWUyOaLOnwdykxlO/37SOWKSgpo0LB3z9MX1F1DZ4cT2YB+RyZE5QR9W5JJaV2VI5v3T1OrGUW8IgK6yOS8oHWg+0CfVZEVY+t/XwqmaYHr0UsPxZ9m15hrkElF5GrVHYsQt3EMeHaFTCM50X9cEqnBvub3tufRe7WTCQ6DFfDiBjw2U1bB9D0oRMQo9Siwu83S6PztMzMazMFZenclRm3HLAACng49RLYAcB1NATteFbI6aCiDnOkyuCdY/AN3q9RXV5cjmOpMLyM2fOhaQU/uARScGOVc0XY9zzdJg7HwbaPLmadn6o5lcUywIQkYgV9SNa47uYQvIhSriBgegepYc2dgvDXJ6poyOKZArGh2Qu+0J34DcnSr0Z/Anj4PYrlV9rlWhodMBDYBF50IpWveTWeFKItBcAeRkQLypet+2KFEDmx+0CISutKOF1otBDuMA1gNiJGqTKDMNcIIA1inriJ+3j6EOcOgxArI6wFyHDYlpxxFTlZPZXIGcszqCBjvph9YnM+sJ5pxzPWzV2Rx0ZVOWRVtSR97W4d6BJGBHQGl1rClQENcRrTM51tfD+2RzMCBal3ov3Oebami/fPGaz52jRw55zA51OfeHQacBDBMKwXZPAuja0mqyBY1zgfILY7M85aEYIkocfcCz/pplokbqHl6rbbkHOCCllaTVrH3WpDE9NTm3HYhuDXWqGrJlqBN2XAREHwFyXRduT99J9XZfs0dyJf8xNl2p0fnMcqDIPsvawDiA77mRnnOPMoL3EUsoYhpnyHVNTMFrzbz66meGf/7Pf18jwy7oJ8dORB/C2Y8XyL2lPrmAHLZe3SdnKYIzOULTUdXqsanpo0DX03gnylcTWVwyOTeI8hil2V0QHntgPiaEyb8B5BoUs3eyUH3z83sUS21X0y4jtnFi0z0W5Dg+K6vshWOgS5TTwpfHLbiWeHcdwANXlYXFbaFArho4oSwBPXtGai/EnisPMrgdKDTIP4CjaMrHgpzYIEDuvkx5ATkAjrE6GPcyhWAfakrEJsqeDmKzxGHSmdxeHZwAnV5JRE/eg+sBQFIUlqvO5AA5TUlQJregCQQL6pFbMMip4R66UvW4qWkOMOfGprnsuJ9tCCyNQM6NyDWdYpKu7M0ZIUcyuT6w2tYrZgS7M7kGuTSxQmX+knSlnjFZS7wG20MVS6cNpjcAcmrDsOBF/zljwqDbzjap09kJxbVEw0jyOUAOCzV9EAIMKCmyuVXV5ZaUyd1US8G6DACYR0emRz0NgGM+WIuUTGd7woQOUahssguCB0QEXB+uMGtT9zNrTRkGB5f/y96gEXs/IiICRu5p0dcAXWp0E5kcEyKUuUAFQv3BLlBfJWhJWTVN11ZXkn1DwZMF0DuoB2Q1bhlkc7xXAO5OiTGolzbdynnAQcq9eoitlzh4+0nqXeNos66Wi6tS9LJyjsrWjikEpzXsOCCXBmzX8qkhomSsGiKA0/WrzmQdDDoYroy5lLwc7JmakJ5Nzp8GuX5OAw6MEwKaYpomQY63MZnJBehCV7o+WGRLU5UA7CTIOU7jvDIVnd61Xxzksrf83wTIGeBK2c6eYi15SK0zuJqEkRNyFMiPhijXtUAc9sornx6++IXfHc6ff1Y/WuKnziYnAvyPag741aEr2bh6w6im3v7RW+qTa8cTGWhxJgAAIABJREFUgRw8NlO6i6asISw+ZB6lK/vAnwS5pitNAVS2xN83TdkyWXh4p9oTtbWO6ntxfBTIJUVPUTvDISNo4TVYTHzPNYU6xOxZCW8Ph2+Z7+5MLu8z0dGoqDsBwu1a/mG6Mguus0r+nkytpcsHVE/LZ8HbsVReTVvqoECGbUCrh6lDQA5BCLUyWg4sDtHvLRCJ8spxhwBuj6z1cJ6HsnQWV+0DuNQ7e6taHPU4HhblMHx1n35+bwCOSQYcoJ4f5h4n3Rct7lVNQSeTuyHvyjtyPJlf0KRmg5ymsANyTAc3yCWT401Rw0E4kZUSkLMgxAKH0CrjTK6o5ip8V5HY/7b7KcfqyjHIdSZncQvZXIOzQQ5aqBueQyGHFYiH5a6anF4nY4qKqnQ7y8P0SaFOLJDrfk7Ms8maUDYelpsNVlvU59xS4Ew/TcUGOb1d6GLoQ1OBOujXoCyVya3KhJjf06bITDrAzRPonZGhAMzQWYIF3hvAsQVo6LBCHOT1wAEM6GC2DR0nkBuTkMxwyzTuGTXC8ytgu1c0ZddpHwU5vo8dWNeuEZEY5PRwgzP3lCZlOgcQCQEYyPKt1lUzt9Y9wNuesAhRAnjpnyMbHWV0ALHWl93MeE/cM30YsqjbN9eH69eWvGKOlEHzyeMnnOmmJ6xo17rOofziCdtiChtlG/yqLAJIFYXXzeA9Gih0ZSYA+FF2Vw2Yznx8LuyxytZ0Jdn0BMilnaEyYPfzZYagA3kDalpZWiswSheqTJKZiBGi7bIN9NFSEfzjDsIGuSqlBOCq9YTXNTUbYZavj/doPstIQV5BfL/HafWUvvLKZ4Z/8o//2fDkk88Q1fh8y/vY/SZ+5UHOR5DeNKnt2z/60RDvSmVyk31yEyDX/XL9OR/9gI3efQH5tZWUfWlGlIAXjhRm5tnH6XJTCZOCkseCnLn20DK8n7bLas45IIf9ViLIkfVOUSd2nscSakRX1gKvxTwGObK3KvR/qCbXVyK/kq017cF1DdBBk0TRxeLLLLdqTKWlgMPRpstpquXwQpKNwCAtBAG1EcjxvQY5kicyuW0yOeaYVRO455kJ+QQAB5W5HWQ4qQ55wA7TXPfYkR1KMHJvnw41jQjahhajJgh1R93H9Zu9w4pBbmm4cfWmzIa3hzmD3OHhhIbDzmiQ7DiTo1YYkIstFCDnqu8I4JILJeOJvVKJT0yXRI7ftQquZx8ymdEl+icRU8Qe3HV9/tG8LAIW+07mwEovWO6HQY46YJksPwpymZ48bsbluRnng8IyICcKquaEAcIMXp2V+fZh9akd1cNDPJk+bXFHMlEDnUEuqlYfy3qPt+R6sqxRMjeWloe15RUBn3qwdL2ZDzbLIEwOUUQdNPxzLbVO3WStx6ZBTqBD8Oa/01WGsdC9ZO1lRlpF93p99tWMDqzDzEjU9AzWwL7K3Mjo0meYTC61WwGr1kyLOgA5y+JFW3YgkMiKpn+UlWRzWlPOItXnRjZEW4RrnFCXAWfXxMlGocxGGXMCSkZc2e6t3jnAtKG+wqXFFV9DQO74wrwfdnshGKbOVQ9f6QIT1/q7188ZWMoVbTbhc6nODK7TWHjC9AQyOVZdQC40RGkHuM4VACNc4TqPQS7z5wC5nqjCeiKDbVagFZaAY2dyvG2v9Qq0fRb9vwQ5Z3QFWj23MsxYG2aQXBBN6LPBpddXu0Y50dH1TNM8n+/w8LIyuX/0j744nBPIEfAWMv7qgVzdstGHilihD/PIR9OUOlUg903PkwPk8MlDFZgbhXQ7jbg5zlNpeRzIjetxqY8ZaEYWWP3aOZD4AmDdmIpSrBo3+/BrwBstvtH96f44rGo4DdNA6SI9hxENvdSXmgZwzQVBRKjL0JQtgOmaXNW56hPuAjlqfVWbix1QhDGTd5z32DTBJK0WNWUi8xxEWUimL/FBrH4jQnobLyv8p+bGI5nc5CMKSI/cgULhhCOT0wRzHE7uykbKdGUp6zhkieLJ3qgL5aEXKqeKe8rADHLK4nZMVSbDtS9n9RPcWF5V1rFiunJLdOURDUtdkLXX2XMnhtm5TD9X8uQeudKqVi2O25I+RR6u6vr+ZV2M+hqd4UZwQh3WcSZrlNtah1fqFapFGeRSf/BS1jVIPSbXwyBnGizA1sNORyNgPgRyWc0eiVLBT1srcdBTX8ExZkc0IyBnZw1gG3qxZgoCdqgtD2GWXFZZI5Cr2pcpede+Bs+Xg6pclXXVqtSWzJ17qNc/LJHSrPbbYT0sczfIpVaI8IN6rZutqas0lc3ndzjBqJkEDlFQJpNkrfaYnjmBHMGOHW9Q/FETq/fFOiKLInOHEW7HD1oB0vvFEGBRcTq800NHmlqBn2tdCDqkjmQ96z343ul/1H8oDaRJXNezMhyutwHabIrDgdS7+Xf63m1doyXVggmRZmRQfmJhQU47xw1EGdkjUNd7P+DrTfCQndiKZVZPbAjTFxZ2J0Et30u9surDlcV1z2SOt6InSVn9PBVQ6N/HELmMxGuNtrFDi0a6Fpmp5TmrAGgo5W6JMiVf/36UMTqba3VlzuemW/2h6/zrc7cKM/k8dT7516Is0/fGtfErAXE5tyo2Tz2Psy3/HuESPawHNJj3lVc+O/zP//ifJpNzQbb+4SOZXC7XGDh9Kjat6YvJWvyofK9+4P/bL50U51kS5UA3pG5AL4z7JLToTVd+UyD3N98ZfvjGD9wPwkRiFyxd9O/Cfy5aLtz4azdVmYMs9GRRiOUCkOF943/L+/AsqJJDu2HXIo0U4G2yzH8Vqfty1cLxaJaiFnIwxjjZNTjqCqYMQlmMvDJFGbXTfaKzXJOO1HxT+G9EhSYDayfvbrSc/OyjReebnefKRuEsyHVAvkzQEICLLZApH+pyTAGQc4jdRxCWVPLzQGD0gINffwbsOMxa5u/XIBlWFieUkhsJE8Bl7iyAY+IAtBP5wyw0FVmMFrMPN6TzNbJnR43btBDcIdPldNP7dHOrQYXi/gM5ddyyEGDpyopMhm8re5t2M/jTz54djh5Tv5iEJ5RJwB3enQ9cvL30etT2MNsgWuf3PLIuoLtiR+SaDtcCwYlp50eya9/ffK8dThI8lSrS7zUTwqEuU6OoRtmSkVtcYHuvSMYDgAFV/uv14ZqII/+IL/yoGXadTZLlss7sBo+TCv2Qpi6PlhNK3O15+ACpLWgvRz2YGr6jzHDp6jWpLK/JXzTTvI9oQv1h7OAwDnAmB+AnMOPeWISEko+WAkDO38ssPNa8T0CuLejimiqucBxcUKCaNA8QMziWidz6HpMBCHp86PqfF8hx/zHWpiG6HUV0BuDKw599CNc1gJ6MKfJ4UoO9XTlctSC4Z7xnekA3qVcVyJkaNr0MFZGgsVt0eP5bmsN3XewBe/OQ2mdOnzo5nD5zKmezgxvVmvXbQxgLsIa432Z2qszgTNpheOpdzh6jxqRkYbocN3EHXhzwRd15TSSAsm0gIoy8ZOp+0Pi1n7P/k432r92DtlWCm7aIA0C4Rj7bCAQcKOcZeq5mwC3AFpo+1yf9dpw/2Ru7KFVenDOmrl/q2tlL2VOcv5zxnBpNU06cXBUcNI1LL6nf44EZCU8+N3zhi7+nmpyEJ9CVP5My3QUFH/rD3ynIdUQzcnrAH1EXlYvyzttvD//ur/7t8L3v/Y1A7g37VtL4St8KnfgsrERBualjtWU+UxdALczwTczhzldS8dzEmCWPL3jzx6lfkSrHLTwTwcfZ4KMj5JtCNLiVWqipUUAuUl6ytkSMyeqSEXQDb0dKYwCtz+L33nW5Vm1GbeneKDbC5FdlHv18tvSpBWgQJ5LT57EApWaTjdSEApwp+T9Oea6brir4YEEKriZ6HTfbFtAR2xOdFug7YNjWRtjSfDpZOG2J5mEKNa0EATkGbuqacpgpGuNQM6Wq5xbiDdvYMfFwwy/BjwZhauGbbrKTig4c2VGtaYTLoiaEr2uEy8HZvcOJU3PD8y88NcxrOoLVlQ1yRVOyKRi+CsBx/nK782vuOylNWj+iDLQUnSdxUJToNXFC00/5c0QdoSq5xD7gOwuz2i4m2g1yoxpDZXAjeqoOAwcgBrmiiijMe51mErln10mhCqXYmVyykIhqyFoAullqc0fl5VlDfi1QqiAJkHNgSe8hu4fhvQpCljROBqC7o/vGrL8ZHdgAD1RlDLQBiYCuqUk9XC81yBWFXX/uOXi+thzEfr205xA8eh4dA2prDt0MY3qUOfJ9u6RYU5ZxN87kUCJDedcsNahKzz9kTwG6Jdxy4AHQma3IpAb2ML9njXFKcK049GkpCPUZkU8PqgUoATqvSX0BRLfkDrMsupLsi3o2k8FPaZ7cyMVfnxvrtEPQl1aTJkiOyCKHfK4/6yRnD3XFHrHlZUj9jwCsP4N+tkHCoOT1GXcjX1YzBnE52h3Ujg8C/wxK2Kr9uy4I+1WAyQSJgFzbwQXkLMjpmlmdZ6OzstaaT90GOQd92Ses39YC+FdnppMgh21huzPlfvVXfhcTgpRWMuNxev+hMchZXfkxArmWqfYcrXY/58K8+5MfD//+r/96+Nvvfc8gB9DQ32XfQC1Mpw2+JJ3+JluZzOcMPM6CmiOuiIrDy3xzXMqbTgQsuekuANtfMHZYaWzdPxIe9A2dBDqn6AKB0aKrBWA5OBSJ59T1xOwWJiTqTSRVriMTh2qfweG3xxRAxBLjaO9RkPN7GC3CphniKj9J3zbYpUk1kRYhKZnc9Iw2pqg/fo80m4I+Q0xN/xDF0R9E9lJAl0xOn4smcNGUDMrclJUT8/nIPjikqQdZtQdNSQsBdCnFb+qAeuin9KC+AwvIe+1pwRx0bNa7w5rc81dl+LukyBrAYzDqqdPHhpdeetatBAxJRbgEHse5nphRWZwPOM5cTGEL5LDbck2HwKrsnqpHp9dkolkOko5cqx7iLLDVi8kS+uCx3Bsgom5XIGdmwPR3ZtUlcMq0g/GolQRRvGYCocjcHZDZ20/Plw8RkGulYNFtgDJtIDPK5I5oIgBZnecY+pAnSINi0mehGVvXhCBjis+hP69ek4uMgI7gBKEQ3h/pmQP0GYdUwinek7P4KHDJ4NyoQRZXTeypL1cAAch5OgN11VBlMDVk8wQ8tpvDVxX7ObuCqE2I+pxfH0sxmq1hQqC+U4trM+RYV8UtiLKAZe5ktQAK7Q/VOmNvT9Yv+15/PxKelMDHtSsHMEVwU7LQv+fP6U+8NdwQpct9IJs65prc8VIoI1CJlElaRbMT+3XdMgGk2gPaTcc9X7kW98VEYRbAusbPk9lvzv7rAOuaFsA22VaQfDCG2WMqMc47u7msEkpB+dtmrNsZAiysOdduyz6swaafNwxCl1DGa9FrE2q3zqnxWRiGYxf1/8uCXJ1pVppyRtBeYSA+KJD77PC/fOH3hidRV36cQG5kD1M1JeT13Cqin3feSSaH8OT173/f0QAHYupxtYEcmzmmqMduPtYAx4Xrw70yOsCPqKyHCWYWG1H3uNu+x9QAdL7YOihCU/Whl7rLOJIKEO1K4evg603Jr5N/3xRJ97hMmqE6c+iP+QjIZY5TePz+t5MR0Rjk+kAu+qiux/hnM3svPnmV6ZIF6UDzbDZZd2G+jJsEDb6IUhwR6zoG5IjgE3021eom8AY5BqQCcp4CLjDXZ+paHOIHA15JvqcEpPdRdSIUIFLlOV3Xyj1tQQfjYW4UyFErmVVv3EmJTi5cOKd5eXL+AJT5DAhZXBfl4MJFBJAroNME2DxfKFc+hQfNEkGWpLtVZ2Ebsrwm6WTeUyLgZHOPgpwpatt6kRAW/V2Ktl5bDXRjFewEyNVB4hq0KXayOTJi/bn8/gBTCykqG/H704YAOMjmADl+P81Yn7KU4r1A+yLtN21M5K3HDfkzrl5fGjakJLwjgQtUJmWXjqrtJFLCk67Rwkow9Ibd52DnMZmc3y/AnBvp68gVA2TZz2Rz+KsetsBFlmACfj4EFB5ONAQJ7qfCHs6CnDhlkMm5Mb6sq8hWOrPhUGB/AHLOVjwfkCnq4XugeF2fKyu9ZHHZyw3a0GwGOb9O3Gb4e2rZc3NzWmvHRucK1xK3GIOcD+h8NpcCTIP3tIG0/GQt0U/ZAbCYHgUWnEMBDy+bBAT6t7BJnXHxj9kXXXezx6TPlfybya+cNaFH29qrFZbcV6+NCnA7oXIm1wBaa8/7qGhhX6sKwMZllToTXXoiW29LQz57suJe4w8kKouuIptqIpGrOh4q3GgiJjO5T33688Pv/O4fjpvB6+TPBvvwZ/9Z3/k7pSvH5b9wwg+os9Xh8fbbPxr+6lvfHL6tKQTf/97fjiIEIu7ud2tw68+YG13pe/O7o+xlXNCE5htF3XVDbfpqkBuPXIlrQyb4ctEbHHrxtBpytMI6Uq4N4wKxFgSbCXNVg1zeom9MxCmdso8zhRE99lEgN0G/dhvB4xd4g3Kd0j5wA2YZxqrD3Zw5n62egb5eAcUhKRWnZ8oqqSTZNi3Wg4LXKJMbAVwdElg3SUmJ3H2LScnQlUxL1uYF5OiTc5RGxEvx2yBHIy+jdlTv1PMDnFBhic6pUfZK3iOZuzI5iU8WlcltqDl6XtnbqTPzivBOa57ZjKeBe41MgByhEBHyLpAzcHD982iQG6lpoatMlcbzMkFHRbaOmhOM5foXyNUBEbeLBFF+546csbzKBPIxyNXcOke81dxP1ukDBXCrw0PPgZQdkKNeBl3ZQyY9RXwEdPl3ZC4IT3C3cYO4PUzFSIie5n5jrQWw2XKLuqgeN1duaPbbiqZ5S9Cj4MHARIbi7DDgz2dmlpvXrlW2yehoG+BXg54psoAGX7ioeAixL2CySGejuv6ALCBEvd0ejFWDsSOK1th+gTPX1wd6Za5cWw5i9hMgB/XY/aZ9kPe5Mpr2gHCmQI6FTiAA0I1q5B24et2lxucann5F4MJr0aPIgiAwaZBLAILXYtWXXWcO0HW5g7Xue19g17RxgxX3EWeSTT1sAUbfoc+PrBubYKg+6nIJ+85ZYDmSlIqS88XHyqNAB9hzXwo8I66JkIR1kABITEqdJzxHU7/t89l9c1379LnpEk/KRbsD/8dkcqYeq57oa8ramAS58ZseZ68BOQtPHKAdHD7zmd8avvSlPx6elq2XM7lHv34JoPs7A7nOaOxZWbUuZ3IGuanhg0uXbOmFvdePldWlhoTktQQkXWfa9WFrY1UU7Bi7ntuHe/1bYxGLpaKTyFmzqCYbF6Ow/G/tnQe8ZEWVxmuRIEhcBCSIIDAkQTJKNK276hpAdwGBlWwGWTYZWBXFn27elRwEd9UNgKIkCYoSJAoCBsIMzDCBQfKQEXXrf6q+e6tv346v33vd/aqH5r3XfW/dqlOnzndSnYr7m6Jf3QCCf9GKk9mubggAw5oOGjiMg6bJ84RwBuoRDC2uQ7tREOjz4sgfWXJFXC4Ato0pWmd1IFdaHlgritWGGJHK91gWHKZP7JntO/JJBsuu4Ben3x/FBlvbe8Shr5Z5GUCO/hYungToiL/91mdWsnmZVHdz0cZMRNPgCbIT8zBhEA7e1B6ncBp4sBSJSwFylrVprtyQ3PHg4gfdooUPuDl3z7ECw2ustbpn/HXdFltsHN2VWGR+jOYZigoPwgHwUCwOSw45W4BcOB3bNugWllxwlQJUNscm80tXJfMYYi2xIoqBJlpwiPEELT2cSm0xuag8sdnX4hQx+J9uUQn1Jkt3ZdB2w8xY8J/N4QZyHDgbQIPSVcSlLMsRwPPXEIMC3JbFCxErj1hsGWvcPwMXGQxBkgQWNSD37JKnvBW3xO8JW+ItuacDX5nUDNnOVtYLNyUeD0w8yzyNbnEsJP+RLLnylPpw2Cs8UBSxRmmJIGdHLSHEY0zOFACLyYWi1/QZ+gbrImYix8xWA3ZzY8bi5jGLOXWfSZkoYnIW24A3sNIAubAZ2dZJwf/xGnjQP2uJd1U+yKGp8+YZnYljv+pVr/KeAx8bihqrxcZ927jjzaozeqHQhK0AljoP2Ck+58cdlNxgleloHGXtBn4zlDO664iekDgX5Ja5w6mhGpV0G0EF5ILMK9d6sc8TkPOfk4ULGIf4c+C0ug3gdl98rqy4YI1pDPJuxZiojTnGuKMCp1MWDHDNGxc7m5SCsS4w5ngv/BoKmb/Ux9w3d29+y9t8tZl1/EUjBHKBeBA8BD6DTz2A3qOPPOLuvfdet2jBAisgi38bzSNkKZWuKAn38Gn4v7WDNmYgV8ahzBKzS4IZX2ghmM0RLOwSk+Ex5kXfLGgcU2FNYJYgp2QE9UNtGs8BclHrUZ9CN6M1ZSsrmnUxb0qMU6TrxuuLs68ss7IEbz236WfFwoqqYbTkYuwQ6ypmgBlVuMdyvTk6hVT8EMRnWwFxHVXlNzMJ64jZkktQDI/gIMZADMULoFDpIZRrC469uHFWwsAzNELH9polb8uE8xZHmaIfQG7+/AWeL+a6n950sz/+ZL575frr+njcJm6nnbbxpzWvbvEjw52QbW1zZfXv/Ach2SS4LfGeBQ8ai45CyiGWZ+5by3YMwBoC8IkFF5WbEuRi4okJrABEoVIJwigAtGWbxX14ioGYMmdarvbOBVdlALmSv0iHlFKGssAbFyBbXSx+Rz3RWALMMvYAFAQq7kne0UVqhZMtLuUPZcWyxqpG0cA15DUCy7L01sSz0cVsyqEtNA5UDckE9IU5t0Quc837r7nIQC64KwV0kmE6Fy8USjAkjBnIcceifw4WnLkVY3Yl1gZjs/1fgBzKaFQatJ4kbFXcN1hB0bqIyo25vOBbsiuZT3g8Wqb8biWlDOACyKFSqNg0z8d6JBY32+cH3HzTTd7aetYKY2+37XZu5513Kpaclazi3phFGrYDBOu8LBARE8USZVlrTlm0YYxlzCso3SG2aAlm5u0KICe3baFUh8YaxIDkVrG2pdjHPIDCXQl94p3ploE07qaTxUPFleD9MMscugmUTVYh3pRZGt2UKAExu1L3y9o2lo/oHHUGW3uM23jWvGjLGbhtvsXW3luzGgzXLPaGzZJL41LBTSjwCRjE5BJUxg/+HKfh+t+lEZUp/yxyjTUIB72CRRT+0jVBS4hX8DMK5SAGA8jZxUVXykSN8JnAslDg4iTHZ8W2g/IbJj8wVxDyoQKK+lT2l+uLZ/vfSheu2gh3iUYNP9VeRYMLf8b/F7QImmEBsKFzEfT8r2iO9BGL0l/2e46T5qeVTgKhYoZqtOL40igXgSQ0hxs0LAJ7m8srdEWavMVJ41TYIrbnBaLrp1kI1m44ZDaoAQEi591/v7v77nvcRRdc5M8c/JXbYsvNPMBt5978pj3cOuus4Z/DOOM7UgFBjAAL++RoE9dbSNfmGysTF8FEWawhSSPKDc1nMtZiTCUTFpaj4iqFt1m8E5OHAiOK9mXmr0BOPBSnN/4INLW+Qs/IE4WiEd1suAyNjsxTnLdQHFhnzYVtNKbLIIygKhpBNHNVEFrzFPauhjUZ1gp8EbOMw18R/KLiaXMXVhQvpZ0Xc278zi1BATXrHkCIrl/+1hpQGr+BaRL/TuVHUDKDglGsnbi2g2IY17RNJ3QJSiJTb20mdLQc1biOaQ9F7Qlf6uxWn/z23fPPd4/5pKeVfKzzHW97h9t7r70N0FGSzPvDY6CrVmt8tsIDpfyIse+4BsK6iTFtG2P4O/Qr0N32bBrN43fJeIPLMIQjKhhXyoy47gvvGclA/g7zoESFpTAetHYb+DqwYOml0sIoZWEp8UqjIojU8Df0iWwf5ykRWpHmpcyO9xjfMm6O6Fneu4n9BnyL044YyJXEiYI8LmlbTlganjponHqF842CS1MIlojNRrkQpia+k6/Cek2+g7mlSYelHMRiBT2qrTdxVRCMEss2qbaQynZKME2EaIGsldmOz9OnxePTy6p9qKNAvEZCVGBeXKqFYogbtPKwpTdo7vxdPlsPD0H8xldcKia8omIQIa38u3pHoLfaYiHh87eueMHHT+IWYYP+Mm7u3Pvdr+68033rG9/ySUm3uO2339btsccu7u1ve6vfKLqWb7yIFBUzHz5BkNALrFBckepRgOsAOqFvWvB1f6W9b7yucVxhPOXMteOkBmXNgLfuhWAhT5QRlBwv7pY9Ejg3gI9VH0maiqO0OaYdAzI2s8ff5QQqAMnuLVuwVsPEWA/KZ0YhXXzC0EMrYTj0PQrt+KxS6eFrg4BkqTZSS9DRSPtIX2u/MtD4vAB6pUCWkgcbiG6hl6H8V1CuApATh6Ve5hNPPOGuu+46d9ZZZ7uH/bl7q/qkk/323c8devChYTuFt6RDprN4vnHuCh5pwQCK8xdrszr1/r6gLLVowIaXjLGGdRSqUTPBCisvNCU2voq2IjjZOhGNRbXarvChoVpND+pu0GedrhcF+RnWrLlpqq9Wy6aOHn6Q7dZjzS29fBSYKGgdzY8p/OlFHm3IMLLAaJyhYDYHgpZCJi4o44VWBI2fx3kwsWofxaUfLZUwmmB5dQK51GKU1lJ8Zs8JWnNqmkujMxdPzB60RxaMVLBb/LgiSmk3FZ5dTFf5fDQknlW6J0QCZXaavJCUY7knzGOUMqunjqPCZ6pWEHT0co4kTAr6iu4NVA5avJ1OHWNxtoHbu6KI1xCTnTd3vge5u9xZZ57lbrzxJm/F7eje8Ibd3DveAci9wrfGaQMBmKURm5Hqv7GSTTUgZ0tGu6QTdg5TUr969F2rtWVyB+CM8VY12zjNkT7phyZkQ4dD/yPfGkh45c6zJQk8wfkW5krzYj9t7JwIoHmMykiCISGWG0HH2gXswt8mRvg+MkZgr7IP9Ef1WeXqK2LI6VzyvLhui+dFy614dnxuHEDgaj0vWjP2UQuJFIw0+5/YKgr8QPvEDRC+NwWuBLiCunwOr/NMAaNvFHclW1auueYad9pppxnIrb766u6A/Q9whx92uPGpxR8tf9cnrbHRkeXyAAAgAElEQVQlo8XakBVls1GMJ6xHeQ9iJxMOZAix4o9Za+mrcdwFASpX2bDlKjby+n8NMinKhEjEkGgSZGIgWQXkUn4Q2TVBxldJv9QX+77yeXJPU5cb2gsYEGgUwiS1a7LVQqyjx+SDnNwKMFTSAzqphR2/sAVlIIfuGgiP0LP9GEL1ook4yqYFoQ/iz0SAlx2IcQabaIkVhdVrqMRHxWKM31u7hcQJv/NnjSUnE15uiqju1j6oWMj6tmkRpYumuYkoCq27AtgmweC/Kdw94qEoeFMrrhR4LRjNSOBbN+GWKiGhXyUflouoocdRyFiWHILct8PaJhuQhBD2Uc2b50HuV3e7M04/091w3fUGcm984x7une96m8+wXNs/JNbEQ9jzz8gTXJP2jgnsUcSX/UpAruxnzYKtsGw6qkbqBz4q4STSIM5fuY71tLgAYK1CEYyMpq+gSQQ5BmaiuRDakW/5G6EdkLtQWAI14rOSH0UJKq4G6CIA2t1GO3GQ1ifzEtyANotxzorlIKvfACUK8SiYtPQaHAPxOTRW0L0AmhLA6xZH6EGKcFqX4eoSS8IsBKsytUDjNfS1UC5KAUJ883Efk7v66qsN5B7xeQKrv/zlbv/37+8OO+ywcDyWJZMFd3zILWiWtsn0Fe7mhPGiO69eSmtrSpmEFPmoDkzqiMSIC6ss0iWRSZIFenqhsEQGbbg34Yf0UYUSncxz47QoHBTob3Oj9mvGUf0uJBviElY5r5qBDgvIyadrDhU/yLAPKsa+YrzC4gMmlEIQ2yqQGIJHkLMNiiy0kL5dcnLDry2mO9C4hLKSocNkl4Im5q23bsd61IiotNH4mZ4UtaKCswMABMFj4W6twKbnhTXTOIMNllylD/UdjkAYzLgoeMsrJayCK0qKUvrMquYgcdX8tEZvWyM9rEV7RD3IKXsxFLAldZ1dXGzcD3FBYh/3z1vo7vrVPV7onOGu+8lP3I47bO/e+KY93Xve+y5/1tS6/j6vWVetMgO38I5OugaapqNrPbJWEqTF59VGG6SCrBP4PHyRcJ5nwwpfJXI8+CFLGjZcaZ1PgE1/R3oL5FLgChQJXNHsBIp8U6y+0BG7NvaplZVl/dI18X67OWgdxZg1NIFtWIPRamlg+8Y1ELZXlMkPIqT5KKKiJfdk+bTwW7lGRb1oyRmHhNVlZyr6xKnHHn3MXXvtNe6MM85wj/hTGlb31U723Xdfd9BBBxeZjSQqmZVRDq2Y7bB8S7CvyuI6WdTAUbSZWvTxy3pvSsOdZR9kYWkekvaqlpeUFtEzJOuVva519MX2wp7RMN701ej9iSusnSUXldPClVvQsEq9+vF2+nRStxCEjMHUkovWnNERRigFcLByQqalaqsVwOi/41iMkELXaUiN35sAMVqVllognWJycQkU6dvt2i+Xi5a/lpD+bkg40WRZB8TeQaDXiRgtycoIKh2qQm1NfwtJFGgcnt3IMGbJYecwF/xr8Hs3g3n1fj3V4Kuh6cb+lUXH1WZj28yx1RAkHZs6of5rQM8ytnzn5s/3IHfnbHfW185y111/vdtm663cnnvu7vZ+33vc+q9azz9d2zTCPIfWQwRKIFfb96Qb3S+lMo5Xpbo1V7RZ02L8ro59C8HHlzYf4VVgd0yYaZrpyNuaA0tAsW6EOWiwymLnSm6Q2yp5VnxAuFdtRTUhEWTWRmGhRgu2eLaEdCRIhc4NY0vG2gREBd+qU1GOmIBNaCQVrhDOCe3VZ/uoBDjRyFZAzBREqSIz9AlfVeda3JWnn+Ye8ltWVl1tNbfffvu5Qw45pKgiEhJPQnJIHW81xN3MAtdl6lugcKuXjbD6dVynpXtVilNzK02WnMngOM9h8sqbomUeGA4LtXFMZV9SqstPYIJcM1C0WQdydRhXUCNRglIx1QuwtySmraNaqG53S3ffyYprjHVJ6IY2pLEU2oT/TO5KPSWUlaGnQXC1Erb1vULwhUy6Mjwfrmyo+m3MLtHQenxVUqULvfg98X8HJTOCue+/aKKamOn9CdcVpn1dT7qZLruGoce082IxRjQKykNQQEImVCwCXQFCPb/qimxanoklInea7k1O1mDG4zt8G/bDkZEXNg9b7UpvxeGupE9ozAv8lpK7757tvvGNb7gbbrjRbb7ZLLfbrru4971vb79/yYNcPF7HRLqBHETHEyBe8S7QZFy2xo08jYKkYkzVMkGpMLXgNlvJdKIZ5NotWM1pKsDUz6iClLRrUigioEWAF+DRw5BK1Dhbajdo7OU4GscvKzisUcVICuspcYfZyjIlNLg0VQ2njkIC2IKvGrqGApzExSsWRbW9BtFqg64BDY2xYayhF8GnwibrsPeMaiuM9cklS3xM7mp3yimnuMUPPmjl0vbff393+OGHF9ea/LBtIr7mSV1SRNLZwhWXAovJhbK/Vd5ot8bTeretcLKxiLMnTY1MKrrIMrC1V8opGR8mEY2u4acUZn2mv+v6X34W6R0FQ4UMYS2mAGyCIXww9CBHJxsmpKBqqc3wW9MiTBaQMaNpGlxXZlfWi5hWn0bB2pRo0Ay4rRamjaXmy9D/yss+SD8NwiRGCUottGLip0zXSsur60NTtxqenwqySPfI1BLyoRuyqpsHGVi0USC2o387AAz3RQaOEpb2ZVUCDmbZ+b1DobbmSzzILfQl3+5xZ599trveZ71tvulmbvfdd/N17d7nNthg/dgeiB45yQYkK07Cugo6jQBnFKCJQAr9r25i2ww9jrxFtmTnuauAkf4sPo583NS9xkSTksIx3b+Gc0WNQohEKVOuzOowG9dKDTWDr8DTPnS3lbchrILC/R4FaPm0CpUakLcKkYUsTNmqseO6pWoVRpDjYsXZ2M8IHz711JMWkzvpxJPcg/7cvZVXiSBH4kksoM19BuotE0+kbEEKjal5DbUSAaag1nBaoYZHa7aOGcN9pZUexEGV+5K+FHMf76lYZgK6VvxbPwauFvHxvtWNJl7RsmH4qc1y6+GrSbPkAm2jJhAFa9PSiZKlNnhbjFCaVzsDv/2Iu3Dw1TaQxsJ6oOnQXFrKSQGLyZ+2lmLa+VJG9M9tOgm4ae6jqDNFIQo7ZaZiuYcNosGSA+TOPPNMHyu51kBuzz12d/vsu48HuQ1iswHkgrUfgNL4z4Suf0J1kdWYbUVCRpuV1Y0V3Wryu7m3ug4aLc4E5IqHlIK/To7U3aFbmyGj3dXds3ThnYDsldvM+mroaLtnxjlVG2UKcEOr7SxwJZ6ULvvmcWgzNAoVIPe0r/5y1VVXuRNOOMGD3GK3mq9ZiSVH4kmxBzACgY5KqqOO9oB2T7nyykbvR2MLVU9J3brq55nN/FC2wiyVu36rrbeaw9iiZUSNMciZoIlAV5Ss4kMpEvxMxt8MdskiDvK5r1cGuf5ALk5VjJ32RfriuPvmxVg64hr4BFequb9CFYSFCxe62bMDyF3jQW6zTTd1e+y+h9tnHw9yG26QNJu4UyKv1O23ajWKwrppsSCtj+04ULGXlmTqhntrhEFQxdsQP66RVrfGO2t0+WSknQAu/b6kVCeOsLvS9T0JIGc8WkOe8rlpXLq5x21B7sHFbtVVVynclVZgPrr4Qxy7tfKXQW6Gg5ziAc1ZZSnTNOoWnZZhuwWXQa5/kIOuYSNvf6/f+5hZKxGtKhtquYwVxuxK77JctGiRB7nZ7syveUvummvdrE1neXelt+Q8yG24wYYNnZLQsVPA++tu6Uqrub8dH5nNWBcX6rMf3d3WTv9ubMHokVhXhXu2uKzNCqvJXm2lnVf7nVoek2HJ6Xkp0FUzfvu15BYvXuyrbqzkDjjgAHfEEUcU227aWXDF+PEi9LFobEbbMG9VcUjpHR7Xx0PjXa3ubG/J8cw2XoZ2lhzGeitGrxhA3a2H+qsm1V2ZCi8lQ2geSiWonNFGzajeodLXYNv4sNu1N6jAZ1997vKmdsJc30k4G0P5D7txnaWPnwjItXN0aFGKFwqrX9qyt+Ye8HVMqWlqlpzPettkk03cbrvtZmndKcilc5VBrp55Ul5pFi6jDXKtl0v/lhy8t/LKK7oDDzjQQK5MuAj749JEoabn9xlQ6gaiWq15xde7FB0Nl7V7rnFGRwWuzlcg0EW7an5C27GOLMhFspYCqXFhdQK5fibP5HrHCWqhAfTJqP32s9f7Olm3wwJyncZVZplyZahwYwlxHuQWe5fRfffeV4DcRhtvFEBuHw9yG5aWXAa5TlTu9H0GuWpM7oEHFlntygMPPNB98IMfjBYLfCmQS+pnVsg7XQryZD23XxlaJKD0ataOGsi1BpoMcp1ET7vvxw3kxCfpgvr1r3/t61fONZAj640jTwpLLoOcJ1k3un83XJZBrgpyuMpXWullBnIf+tCHCiJqC1DDySEZ5FowWRcu9RaJYYMC7ClxV7YHuUCbelN7MAu4Xy1kUETuRsT0c00vIFdQEndljxGrauyst75Wa/A1353SucjIjZc99NBDBnJUoCDrDett1113de9///vDGV/GO418kt2Vvc1QuHqSQM4mKPbHC7PG6G47DiZgk7jAWmRXdh5pe3elJZNYpaVweO1T/mBe3OInnniiW7BwgT/bbTn3gQ98wH30ox9N9orphIBsyXVD/+4UscY1PEgn2pSBXGdi5Ct6pUC3IFe22186RnOSQi897R/kAC9ZcgK59ddf3+2yyy6mXW+00Ua1GW4TAbl2I2uffkPiSeex9kK5ztd2oSV3bkQIFIGu5oYJJJ40tlbt7/SDnMF73OjMpnCO+2KrCpvB582ba2cOUu3kqCOPKsIeqg7UNibXNd0He+HUK+at5rAX3uzl2t7plUGud5oNzR3jDHJarFhy8/wpzaeffrr70Y9+5E8eWM8sObTrOpATTXrZPtDthGaQKy2y7rTzKmWHE+TUyxTkTj31VDd33n1mhB5y6CHuE0d9IontB+swg1w7D0DVC9fOK9fqu8F48jLIdSvhhvC6cQc5BMlDDweQO+3U09yVV17p1l13XQO5gw46yG288cYNllzTJvABz1kGufEDubTsFiCHuxJLzkBu7n1W/OvQQw51n/hEADlZfSXIDZjJJtjc8FhynRScTgMdnHWXQa4TrYf4+3EEObmP+MmC5biT+/3p4Keceor74Q9+6NZee20DOVxIbCdIXxnkJsKskxOTG3Z3pY6cSmNyP/GnXXDUzn333Wt1VZtAjjqPA0v4mcicNd873CDX7VhlwfVj/dXQxAuG/gI13fY3XzdpFBhvkAsuoUf9cSfz53uQ8zGSK664wq31irXcrrvsamWWMsgNTtttm3hixRQHkwTS6Oac/pgcySYAXVrWC5DDPT5nzhw7KPVQ7648+uij7To7KcUOJa05rXrSVnr3DU89yLVzWXbf7/bKUF073fN+tuT6nYchuK8TyDVYOfZHf/rMVCaelJYcILeUe+yxR9z8BfPdySef7K64/Aq35pprWuIJVeFnzZpVDDHV1YqalQOeoxnrrmzinX5jJb3E5Kr82v8zu6l4srQ/y1BbCK7zhcCx5O69d46dPHDoocFdCcCl7kraHTaLbvpArm6xdStveonf6TkZ5AYs3oazuV5ALoygW6arM/n7pUHnZ1bThQNgRZB7/FG30BdpPvmUk93ll13uXu5Pan7963fxm3OPmBDI9ScyW99lhcSmxSnS30iaZ7PzPPXLAc1auj6Zmmd2ArnUknvmmWecQG7OnNkGcof4mNzRR4eYHHVVwxkD/hQCb9E1nsM4GAr128og0+777UN5Xy/SqXvAKtvv/p5syU18Nqe1hakRE/3l0vULrOX5Un/gHn/8cbdw0UJzVwJyq622qge513uQ+5Db1NexLMRlA8C0rl05kdJH7SY6QM1UzUbakwxynRdgaxqlySSA3XPPPedwV8Jv1EwN7kpADndlSDyxc+88I73E11ZdSkemd+7EDLtiKkCuO5JmkOuOTvmqKaRAmvH2xBNPWJFmA7nLL/e1BFd2r3vd69yHP/xhD3KbBmjp0YKaHpfOFBIwP6pnCqg4+PPPP2+W3EknnWQgx2nhxH8BuYYTVTxuEsfLvNSK1L0qfINS1pr7k0Gu5+WQb5hsClRB7oEHHjCQu+yyy5pArleAo+9ZME32DI5e+ynIYckRA+YcwxdeeMHiv8ccc0wJcuEUZ79RHHfl5Ann0aPicPY4g9xwzsuM7pWC+xBhyZIlDpBj39Kll17qVlxxRbfzzjtbmSUsuQxyM5pVBjb4KshhyVVBTg8Tz1mGZca4gc3BZDWUQW6yKJvbHQgFADnO9QLksORWWGEFt9NOOxnIbbbZZhnkBkLl3EgdyN19990O9yWW3F/91V+Fw4Oz5TZyzJJBbuSmbGZ1mFqCAjksueWXX95A7mMf+1gRk+uVIllQ9Uqx8b++FciRiMJZchnkRpcHMsiN7tzNiJ5TZkkg9/3vf99AbscddzSQw5Lr55VBrh+qjfc9dSB31113WbYlIPfXf/3X2ZIbURbIIDeiEzdTug3IPfjgg5Z4cskll7hll13WQO6oo45ym2++eV9kyCDXF9nG+iaBHBVQrr/+esuu/MUvfmGnEnBg6t/+7d82uCozD40OO2SQG525mpE9ffrppw3kyHa7+OKLLW0bdyUp3VtssUVfNMkCqi+yjfVN6TmGN9xwg4Hc7bffbmXlODD1k5/8ZDF+8U/mo9FgiQxyozFPM7aXgBxnygFyF110kVWZwJIjpTuD3Ixli4EPvB3IsScTkKueQpBBbuDTMCkNZpCbFLLmRgdFAUCOM+XQrLHkeAnkttxyy74ek4VTX2Qb65u6ArlY8cT4h/9ytuVI8EQGuZGYppnXSe1FevbZZ93DDz9sIHfhhRcaIXbYYQfLdssgN/P4YrJGnO63xF154oknFu7KwpLLIDdZ5J/UdjPITSp5c+P9UkCaNdltnCknkOPzDHL9UjXf14oCVZA74YQT3B133GExuQxyo803GeRGe/7Gtve/91ozBXOff+F5EzTE5LDkyH7bfvvtLaU7W3JjO/1TPrA6kCPx5LHHHssgN+WzMdgHZpAbLD1zawOigFK6qR2YgtyLL76YQW5ANM7NlBSoA7nbbrvNvAgf+chH3Kc//eky8cQCcjkmNyr8k0FuVGZqhvVT7kqqwKNN46684IILrCp8tuRmGDNMwXDrQO7WW2+1pCdKyB177LFFL6y2Kv/8MTs5iWkKJmeCj8ggN0EC5tsnjwIIE0CNM+VIBPje975nVeG322479zd/8zfuNa95TV8Pz4KpL7KN7U3VIt9sBicm97Of/cy2r1BdJ4Pc6E5/BrnRnbsZ0XPckwK5888/38osAXJ/93d/l0FuRnDA5A6y7hQLgZwsuQxykzsHk916BrnJpnBuf0IUINFEIPed73zHPfPMM27bbbd1n/rUp9xWW23VV9vZkuuLbGN5Uwpy4gtA7qtf/arLIDceU55BbjzmcWxHQYYlp4MjdAA5alkCciQCbL311n2NO4NcX2Qby5vSA3o1wAxy4zXVGeTGaz7HbjSAHGfKAXLf/va37XdAjhhJBrmxm+4pH1AGuSkn+ZQ/MIPclJM8P7AXCiCEBHLnnXeeuS4Bub//+793r33ta3tpqrg2W3J9kW0sb6rG5OANxeRuueWWIvEEftOrOBnc11HNvDT8bJFBbvjnaMb2UNsInlzypGW7nfft82zfEiD3uc99LoPcjOWMwQ1cgEXslxenXNx4442WzXvzzTe7RYsWuY9//OPGbwI0ChXwj2szyA1uLiarpQxyk0XZ3O6EKFAUzP29szO9TjjxBHNXsm9pm222cZ///OftZz+vLJj6odp43iM+A+T4femll3Y33XST7cvk54IFC9yRHz/S+E374lJAzLw0/HyRQW7452hG9lAVT7zCbMkmJ550osNdmUFuRrLDpA06g9ykkXZoGs4gNzRTkTuSUoCEk9/99nfmDuK4HYEcm3OJxR133HHZksssM2EKZJCbMAmHvoEMckM/RTOzg4AcG8GJe7A3jhgJltzixYsLkCM2188ru5j6odp43pNBbjznNR1VBrnxn+ORHCFxD0COGAlnygnkHnjgAds68IUvfMESUPp5ZZDrh2rjeU8GufGc1wxy4z+vIz9CQI66lYAcpbxIBMCSI9uNSidf/OIXM8iN/CxP/wAyyE3/HEx2D7IlN9kUzu3XUsBSt+0//z//oqq7ji/hb4vJ+bdicgK5hQsXmiV3/PHHWw3Lfl7ZkuuHauN7j51b+Pzzdlbhcsst59gfd8oppzhOCJ83b5478sgjLQa8lN8Xx1uZmLjS+Tu/hpsCGeSGe37GtnemQbPfCLAD5HyCSQpyAiIEEPvkALlzzzvXUroBuS9/+csZ5MaWO6Z2YPAYcV/Aa/nll7ealaeeeqptCr/33nvdUUcdZSAnUON6+Fb75LLSNLXz1evTMsj1SrF8/cAo0FBtAqsO4OMf53V50ENLLkDuZA9y557r5s+fbyD3la98xc6V6+eVhVI/VBvfe+A34r/wGu5xNoEL5ObOnWvnybEZHFDjzWupP/DVTuJ5cpmfhps3MsgN9/yMde+qJZWw7H73+6AlC+T4nc3gZsl5kLv//vsN5P7hH/4hg9xYc8fUDk7WGXwHyJ1++ulmyc2ZM8dA7rOf/WwBcsabGeSmdoIm8LQMchMgXr51YhTAPaS4mwQHLssq+LFP7uSTT3bnnHOOQ7Mm8SSD3MRon+8uKQAPkuSkiie33XabO/vss921117rfvnLX1pM7otf+KJb6iWhViXX88ruytHgogxyozFPY9nLJpBLgvjKekOoEC8RyN13330Z5MaSG6ZnUKqsQ+IJ4EXiye23324g95Of/KQAueO/eLy5z3FRqqyX/e35M7srp2fuun1qBrluKZWvGzgFZLFVLTe5jhTcZ5+cQI5EAFlyO+ywQ199ykKpL7KN5U0qOiCQW2GFFdzPfvazBnclBZqpXVnNphQfZX4abtbIIDfc8zMjepeCnX5H+KAxI1gAua9//evuggsucFhym2++eS7QPCM4Y/IHScIJfCbrDEuObQNXXnmlxeMefvhh95a3vMXttddewZKrsdwyyE3+PE3kCRnkJkK9fO+EKNCUeJJsJ0D4ECdBgKBln3/++e4HP/iBxeQ23nhjd8wxx7gtt9yyr+dnodQX2cbyJngMgCOrUpmTfIZipYxLthVg4bXim0HzU3VdTAXhBz2Gqehzt8/IINctpfJ1A6dAu8WMgHnhhRdM8HDdHXfc4WbPnu2eeOIJ9/KXv9ztvvvubq211uqrT+O8oPsiyAy+SRu7ZaVBiuIEDP+7gK8diQbNTxnkBsuQGeQGS8/cWg8UaLeY0aax4HAfLbPMMgZ4qmWp2Ei/wqXf+3oYWr50xCiQJjopTgefYOF14pdO3/dKigxyvVKs/fUZ5AZLz9xaDxRot5jTmByglsZNECoTOZV50EKphyHnS4eMAqq8Y8lOyWnf2ibQTdmuQfNTBrnBMkkGucHSM7fWAwU6LWaER/UarDntZ+pWuOg6tdXtfT0MJV86ohSwAgQxyQmQw3Krui47DW3Q/NRpXXTqTz/fD3oM/fRhsu7JIDdZlM3tdqRAp8XMwgPUeOOyRPikbqW6halqKenDqyDHdxNd1NW+T7S9jsTKF0wKBWwe/X+qtCP+kaegE48OgpeqA+vmmYMmxjjzbwa5QXNLbq8nCrRb0Cw8xeKWXXZZ07LT69PfU6tPJxpIYNWB3ESEU7dCaJwFR0+TPAIXS3lCoUpjcd3M9aDnud0z65Q8fVZdD+pXt/3r9roRmM6GLmaQG7UZm0H91eLFnZS6kCBB9Ts077T+INeoZJjiKnVWXpWcrRZ6J2Eni8D65f/RTrXPM2jqRmqo6dymZeYmMoiJAEYrLwGfa18fng1lHuvsRcURpcBpW0QaV2zFx+36O5GxTISGg7o3g9ygKJnbGTgFOmm0KajZQo7n02lRsviVpCJg7GTBtXKBdhpcBrlOFBrO7zspL/32eiLA0K5PArk0dlgFOZ4tvk+rtHTymrQb60TG0y8NB3VfBrlBUTK3M3AKtFqUfJ5q3PzNQtehlrgrsaaqINeNlt4NyNX1q5UQGGXhMPAJHcIGRwHkqn0U/0POdl6Kqrsyg9wQMmDu0symQDcgpzPn0HDT/XMCvtSS+91vw0njFNlt9ZoIyKX3pqdHZ6AbXj4eRpBLvQ7VeJt4iVg13xGrRnmjQgt7S5Wkxee4NHl38l4M4vvhnWGfZOYJFY5mzq9MgSGjwKiCHP1G4CB8EDbd7LUaMtLPmO5MlvibqGKTgpsUJoER31EogZ8ve9nL3HPPPed+/etf27mLHEu10koruVVWWcV+qhxZpxMTOvW30/fDzDAZ5IZ5dmZw3zrF4+pcOBICrWJyhSXnrTnOrevWmmv1rPR+xUGWLFliwuapp54yrXrllVc2YbPiiitadmh+DRcFhh3kUJT0pq8pb0NJKgJRz/Waa66xA4UfeeQRt+mmm1pd1w033NCtvfbahWu/XQGFTiDW6fvhmtXG3mSQG+bZGfO+TUTAKC6hzEsAROfTSWttisl5dyXgNtFMsnYxufnz57uFCxeaZo01R31NBM16663nXvrSl475jI7e8GQxqeeDEuYTbUf9KjaqV+LQyt6F1zn37tRTT3Uc9rpgwQI7NeHtb3+723nnnQ3w0gIKrbwKnfrb6fthnvkMcsM8OwPu20RAZcBdKZrrp08CON3LwgXkHnvsMYclhQsHNw2aq95Wj/A3fg+Uj8elRXe7Bbz0malGrDqHEkY333yzu+WWW9ydd95p1hxCZtttt3W77bab+8M//MPJIuPQtCs6mWVrGkWjUlGNMdHxNHlCcyrLuJuBVecwPY9Q7XNNr96BFPjS/lSBsbgudQ+08xREupSLoCwKzaZ0eSSkrBW856uzwL/0JS07dv3117szzzzT3crv3uEAACAASURBVHrrrXYU1Zve9Cb3tre9zb3+9a93W2yxRTHuVjTtBsC6uaabuZqOazLITQfVp+mZ/QBKp65ORpvdPFNxCi0+Fj0HqmJFveIVr3BrrLGGuQhx52gPnZ1qsNRLGt2GXVh2EmrSiLVHiX7qtAQdDXTppZe6K664wiF4Hn30UbfTTju5P/qjP3Lvfe973TrrrNNpaCP/PS7h3/4ubN1Y6g/CSdqpgEwtFLnfUss7BTmBXzcCtpr0IxcfBFWRZUp46UX2Lf+loJHuM0sngrZTxUggKjCqBbl2MxkBUKBjNPF9e/G3LzaAV7pNwJ6ZgJx4ERrdcMMNdpI5CtY999xTgNyuu+xqbkujTQvQ7Ya21XGOGpNmkBu1GZtAf1sBUp123e1jetG4m9qM+9rqniUroO479VfPJg7x4IMPuquvvtpOdX7ta1/rXvOa19i5c6uvvnqDZmx/JKlWbQVAonHzTCWTAHJLv8RXp/cCHLBF4Fiz/hoOdr3kkkvMhcSxQG94wxsM5N7xjnf0fTRQt3MxDNcJXDQ3dfxR5yKUdZLyaCGAma8OyojoXy3RVYCcb8BKd3mgMMuI3/1PbZiWq1sCPbUui7Yjgc1GbZWlC093yOXT83lGAZ4tSotpTqt0lYJAP1CozjrrLHfTTTe5u+++29yV8NvrXvc6O2BYbnuBZgHKgF+Xr27BsMvmpvSyDHJTSu7pfVg7kEu10156qdhAL/foWutPq9zeNkItBTkEBQF33IPf+c53DOhY5IALbkIF3rkOcJLrJ13oBqj1SFtYIdynQzTlAlUtTT7XHj0Od73wwgsN5HCdAnC83/rWt7o111yzHzKN1D0CEZE0FY6p4lLLi62Uni5ArmgvgozcfhCvqENJMWYPbqk7sw7kNJcpwKTAbBZqBDmNT88veLNNZpO5tr21S7+UjFS4UxOQ1FYX2kw9F1pzejaWHCB344032jqA///0T//U3JWbbbZZoYSlmb69glav1w8T02aQG6bZmOS+jAvIseBxPSKMcEcSh/j5z3/u/ud//sddeeWVbp999jFNFmsOt2Vaj7BJK1fsqAPI6b5UiL1k6XAEEBaeBOP3vvc9d9FFFxUg9+Y3v9kA7o//+I8N5GotlUme9yltvgJUKfhUrZ+q61LgUQeQvYwhbVcglxb3rpuD1L3JPVULNLUqUwCtglyhPEVrr67fAlpZcqnLvUH5inHENMMyPcFc12LBffOb33TXXXedu/322wtLbtddg7tS4+3F/Vvtdwa5XjgwXzttFBg2d2W/lhzAwj4hgRxxCNyUArmDDjrIvec97zFXDaeIK9ZSt1BNmHVhyUnwyW3J31iGtA3ISbvGisNdee2117rHH3+8cFeS7Uam5diDXMLdhfUTrZM6kFPCjs0RMbJYkkqxsk77u1JQSMFN5w/yWfWQ3dSVWrXABCjcr5dtql7ab6qOBr9Ka1VrRaaZi8R+W2UyWnXTuB1A4JtmUfLcOmuSa+RF0Bj4jFjcf//3f5tiRYYlnoN3vvOdTiAny1W07EcAZZDrh2r5nimnQDexgkF3qpWmW1hUfbgrU2Bh0eOiYaGfe+655q48+OCDDeRw1WDJpYKkTkPtFuS4l2djRTIurEheaUzu+9//viP5hH4QKySrEvfRu971LkuImXEgF2NgBd0tByIkQkiw6zglueRk4aRu4bQGYx2PKqYnyxrFQzFUxaIEHEpESUFIv9MXFCg2WAvEyNR92QovC6Dl+8388+a6FHjkFqUvgGKarJL2WWAvXlClEn4KXOVel+Um8NU9OnqKz7HkvvWtb5kld8cdd5jX4N3vfrfbZZddbA2k1VFaAW+ndZ9BrhOF8vdDQYFUa001YAlvFjYVE3ixuJZffnnb2yVhxKLWgpQAwM/PdekClyaaAhzXy9oxjTtmk5HWT7vPv/B8SPFHQCy7jLWJcBEYSkApPsE90qhZ2ATfAZef/vSn5q78kz/5Ezdr1ixLPJE2z5gYD21L6y9cZP5BL/zmBffMM8+EfUUxk01CgZ/cK+tNNKIdxeTo+8UXX+wAuhTk0KwBOSy5OpAdCuaYYCdaKVBFVmBMcoBG8BDzzZ5C9nVh8RK/TEEDWrMVBEscNy/KipKIxBO0Bd8hxOFb9iaSgMT74YcfbjiVAoWETfnMwStf+UrbzrHqqqs2uPIYA+3QJ3gKXoBncHtv89pt3OIHF7sHHnjAvudZlNISyNE27dFXnrHaaqu5lVdaObTvgTG1ouygVh8bfOihh6yvtMXvPBsa8NK6Yvy0R7v8rpfWAzQgFvf1r3/dsix/+ctfGu8DcsTk8GaIrso07meqM8j1Q7V8z7RQQCch28Pj4pOgJuUdwcMLgJFwQSgBgOxDo5oHi1spzCxsFqFlHHqBICCT9kzbsrwQSFwnVxKLD0HCc8lEZJFzDQIDoSb3Hm2ofbkL2YPGvbzZl0bFB4CO7DL2CO2xxx7u1a9+tQkensMCp/qIhKY04/RwTNpcvHix9YM+pokBjIc+0YbuoY30UFf6qJgc/YFee+65Z+E+qovJQa92FvYwCpd2bu9UedLcF665mLDx5FNPGrD94Ac/sBgqMVW2foju0JqyVNB7q622sgSibbbZxgR2qqjhEmReaWvBwgXmssaqwWWHdS9gYS7hKTbk77jjjuZCZv/YJptsUvAxcwqfY33j9vuv//ovAx+Adr/99nOHHHyIu+baa4zPUGAAE3iPtpl3rHT4bfvtt7dtIxtttJE9T8qdLC/oYyDveZJ9bQAU/aU9nqc1gCIGDRjzdtttZxu7d9hhh4L3FGdm/IDb6aefbm3B/1WQSy25VtZlJ2E0jHzYqc8FL3qmybUru6XWGFzXAHJ+PEu9ZClbiCw6gtbElPgdMMDVRhryL37xC/erX/3KhJEqeSjTEI2YDMZXvepV9max81ka9xAYQD4ED1orGjHtzZs3z/4GPNNUZwABIaE3/QGwEIAAInG4u+66y/pFG4Cz2mID9gYbbGDXIwRoF8163XXXNUGBhsuLfiGoTEh67ZzySLNnz7a/EUSmB2BZeiEG6LMlAeGFMKM97b9TUVz6JpAjJgfIAbYknhAjqYvJdQI59WGYWK8bkFMcSDFPs8B9RiG0IkkIhQTlBOGeuiU1Lxovex1RLLCEsYiZT2UkwqdLnljifv6Ln1sMFH5iHqWAARRcqz2M/IQn4FdAA/5mTmQhAQbMPX3DMoIXUOje+MY3WgURQBR+Y15RiBgT9/C74sNYifAILmqeAd9gldIPaIKyCBAxdq0rgI3PpTzBrzwX6xagY38lrkdibLS9ztrrlODpvR7aDK7sStyViskBknKnV7cQ9MJTGeR6oVa+dlopUAdyWlRkBX7+85+3xcViPeSQQ9wBBxzgzjvvPHPDoXECJrKCWDwIe4AN4EBooHUDBnqlafay4FjcCAy0YrRZuX4QYAJctHj6wMJmgaN1r7/++iY0sLZ+9KMfucsvv9xcgwgJ3DsIHMBJcQwJOxYogoIF/9693+sOPPBAA3f6gwUBYCIocHUigHF10Zb2TkmrRqNGS6eiBK5QPqft1Or77ne/a9mVxEdSkJO7shqTGyeQ05zLM8BPWffQCEGOUoEiQMo784hyw75G6IlyxPUIeKx7vmd+AK4PfehD7gMf+IAJfRUdxurCYoMHSLwAbFBIsPrIKgTQmCPmkrYAVLab4CLEwsalBxBhLSpjF15SIgdAhOKDwgTvLFq0yBQsgAagpG2uZ03wHYobYwbUDjvsMCsAwHX0AwADlLmftcTmbdpGwaPGJM9ASWR80Ig2cZlCB+gG36EwAWD8bh6TuNkeS+5rX/uaWXKAMMoAWwjSxBMpmP2CVb/3Tauwiw/PWwiGYRamsA91IAcYICCIaf3jP/6jLVgWMOCCJYfgZ0EigBQrUOVzFiHaL1YSix+Nl8UF+CGMADmqYBDvQsCgxbIoARQEBKAGoCEIEA6AFH2hTUACLR6rjlR8+vLK9V5pZ8WhZdMvQFK1ImXJEWynL2joACd9xSKgnZ132tntsece7sklT1qMBZcZ/aFvgDvCiGfSJ2nqfIeQ5HMEEoKGdmZtOsvcWQhIAatArqUlRyJG3Bwod1onZ8qwCZh2/ZWLMgU8WaOA0ry589wFF15goMT4oSnuZeYWlyJ0BJQQ9MwHgAQ/okDJMuIawBGBDs+iUMAHzA3uQhQt3JFyETI/8BPAgTsTBQkwAVRwRfJ8WVrwpDZXo4gBXLRLeyhdeBbgdXiL9lk79AVAxPXK9TwLEMUtCt/Cj0pYAsC57v/+7//sXngekAXkWTPwK2uAdhgfwIUyyLPpA/0FxFhbrEV4g/5mkGstRDPITSHADMOjWoEcAoVyVP/+7/9uAILWycJCECAkWHwsVmmbABHAh4sTwNKCZRGyRw2QWXONNQ00fvPib0xoASaXXXaZLVwACrcfrkUEE5osCx4Bh7aL1o3gQDAhNPbaay+LNWy37XbmYnr6madNC0bLxzLEyqQflPYChHbffXfTvhFmjI0XQoEx8VxAi3ESe0HoIFgQMvQHq5E3L+hAjAbhyD20gZDBHfWWN7/FwJAkArncBHLEbQBpBB3uSjRr6JGmnRvI+aop4wRysvIF4HKVQR/m8tZbbnUXXnSh+/a3v20eAIT7X/zFXxg9mX+5gJUlCTBi6TPn0Bo+pE0UG4T/f/7nf5rixDzRxvve976i2o36IisSvsL6xxXJ/fDwJz7xCXs+AAto8RkKCgWP4W2setUfpX0UOCxOlKa0hulVV11lW1jgQXgXYNx6663doYceagCtyjj0nWvoB4odgAkoQweeryxRxs36ImP4tNNOM76DBocffritBZJwULB4AfJYxqwvLFttIUBJxaJVxmba315l0bApWr30P4NcL9Qag2tbuSsBIbTir3zlK+a+Q2iwQBTwR+hjCQEaymhDIODawRriHgSHqo2gdeO2ZCHSNpopbrxvfOMbBigIK7RdrgN0EGAScAAdVhnCi7ZZxDwfd+Fe79nLhMfSyyxt7dA2Qom+y73E9gGAZavXbOXWWNNvBvdZmwARCxUNGAGFwEN40j6CAYGDS5PnoKVzjVytADJaPW4mxsk1aOjsx3v1hq8uij5zvUAuTTxRTG6mgJzViEyKyGjLAEoFc4V7kfJn0BFX5f7772/KgIBRdAf8mV+sK0vj97zEd/Adc4JyArAgxLFymBOsMgCLa5Vkkabmw0sAB5YflhLbTf78z//cQAnwom2UGhI5BHLE5HBtAkYAXhrbUoYn8UDaZFy4YwEkgAt3P3wOf9F31hXKDwqaMpjlyUC8yBJmDWD10df/+I//MGsREMRlS19QNhX7pr9nnHGGKY/EqVHycI8DcorJKXkrbyEYAyGeh9CeAkpfNhcS/7wloTgYQvy4445zc+bMsc/QWok/oYkijLRVQLEu2kD4AxS8WWyAIhlsCBuEAgsRrRRri9gesQisPK7Dtanq/IqzSGPkHiyn//3f/7VyXTwTrfeDH/yg23OPPQ1s0W558exzzj3HABftF6GFNckzCNJrjNqHxT24MBEcABzaOlYF8ROewTjT/U9Yi1x30kkn2bMAaOIjf/mXf2mKgBIL6DsgR/KO3JUIuJkEcrY1I+6Nwy0roOFz+AprAz4DCIixIoQR2vAawATtoa+KYCtpKd0cjYscJQLPA6ACLwCS8BLtaGuJ1Rf1c4KrnJ+0Cx+KV+nL3nvvbYBAQhKuSLwG8DGWETExeGPfffd1H/7wh+17FD3FlpU5yRjhJXgW/j7llFNMSYKXAHAUPzwIjE0JJvCuAE17ABUDVjYqIAjv/9u//Zt5LAB72qO/eFXgWcYFr6XZlQI5aAH464BVxp9BLiPEWFOgcIul+bRe41ZaPsL5M5/5jLmVAB2ED+4fNG4WqQAodblxLQBAjAWtE2uIhfX+97/fXIZoqQAPggVXJRYXnyP4WYTsQVI8SxmZTILtn/N7qRCGvNFQEQZHHXWUuWMs3rasT1TxFhoxFmpGIpywFtgnh3sQkFt3nXWLJBPtZ5Mlatl53pWJ1pxmwak/Ej4IJizRr371qwZiCEKsyqOPPtp+AuSK/wjkZqolZzyWlPYSzwB8AMbceXNtrnATy6KHhrismS9lrqanWsMPAgB+xwKHj374wx8a2CG8UTYQ/FhaAsR0AzX9YF7xNsCvWGkqgQUIwVMoX8wzbVImC7cjFtdHP/pRd+xnjnXLvXS54qR3JQxpD6n2jwJw//qv/2pAi/sbdyXKHOMi/pgqWrJcxffKSNVpCShneD9wV+JBYNwALiCHNwMQ5ZWCHNcp8YR1Bl3oW7bkxlq058GJAq1iP9rHBsh9+tOfNgsK7RitkUxEtFfcLXUvtGoEA+4StFgEDvE1NF+EB2CEawmLjAA5sTOSDLBwEEpo84UgjLtZ5AKiasRVV1/lfvzjH5tWTT8/9rGPmTsG0AWYSGohHvLd733XhBNgSFxQIKfjbaQ1W1aadxulQlOfCexVbSK1HtDS/+Vf/sWAHPogPBB+uFvpi5IAWrkrZ0pMrt32AqXFE4/CqsfFB+/AIwhsaCo3nA6bJfakrSOyCrkHOuOuJFbKCysLSxzrJo0HaluKgAR3JHNJMgtvXHqAATwFyGExEU+lggggx7UoVsd9/riiKDN8SXaueEogwnOx9kneYqwANRnKeBUE3paIFfdXqk8oUVyPa5bff/PCbwprlL15jBVFkb7st+9+7l3vfpd5VhgzfbjuJ9e5M848w2gB/+sUAsaFEilgVaZrPxIxx+T6oVq+Z8op0EoApVsIPve5z5nGiBaK/5+4E2CCqyXd8E3naY/YFouPQxvJ8GKxIqCOOeYYc1nSDm4hNFxcRWTLATyAG8JNGWUsfpVhom3AkueyaNG8EWy4BekTAklJJXUghxXJPiEEwSvWekUo0Oy1YmXD8Rxt9E61aWnl0vrphxY3VgjxynPOOcdiKgA0tFHpJPoLPbRPrpp4gqCbCTG5dkk0sqyIhSGQldCDqw/hjhCGjrgtAQUsOzIPEdTaJ0n7WGMkruCuxEWNRY41rVhcCj7wtlx06lvaRxQuFBW8CvAkfMbcobABcsw1CtsnP/lJ4z8lx5C+b8+JpxqIV04++WT3z//8z+YdoD/E5LCsUPwAbLkpxev0jzWB4oRXBMtRhQ6efeZZd8/se0zBY53Bx/A2MWfowjrC6rNs0LPDUTusF8UmBXKpZdgvWPV735QLuZoH5sSTYZiFKepDKwHE4gGctE9O6fIIcQLzuFkUyE+Znd8RUFhzpERjraEdA06AHIKdhY3Q+Kd/+idbgLgHFf+iTQkNSJC6QQEkBAKLnjdCEEFGZhnxMNxSCJFWlhwgRykmnpWetiyXEIKPihk6VwwaoEkjTBAyKrGkMkuMEysOa5HvAVkEmPYidQVynEIwA7YQtGNneBClCDDBwkfxYYsGfAOgQH/mAU8CoIOrHIWCmJklHHkghD+xBAVyXMv3KFdYfapbKUspdbMXXoLIXySc8MaChM/hNcCXDEztmWSPnkDO4oWxLqUKLVscMlb2kbtS21bwhuCax0pEoVPiDGsGq1HbU3gua4OxS9mCJ6ELGcN8zov2CCMI5LgWkAOUATkdtcPaS08hUPy9X7Dq974pEm1tH5NBbhhmYYr60I0lx2ZwFh+WG1YT7hYJDy2+asCdBYsLipgbQgshg4uHhYa2iVsJC5FsScADrZa3zrdSbT3FtdJ4h2IdACJtoaUSw2nnriRukborsdrQmHkOvythBcAh7sfngDyCBrcQmZ0IH5UbY3rQzPkOAcv1xB0ROIordg1ySYEhCeFx2kLQyZJL3YcIdWiM8kMsCfclAp24KoCnbR3EdaE1m6tJ6OAeQA6ew5IjwQkgQvHAhQcgMEfwsHiMflXjYcqSlAtRm7XxPJAFjAXFfGPJEauW9a8apumyVVUVth4Qk4PP4Vnc/Wx9oW+AKHzE+mKcrAviioA+16O08eY6eU7gSXiRMTGGFOR0VqIqtNBvrGQlnujQVCWy5C0EUyRo82OmjwLtQA7NkyNiyK5kUSG0ATkC5wgZtOUioUCHWPrsTKyaxx5/zDIKcdUBZLw+/vGPG8gBRlg/X/rSl0yQcT0VG1iAAk9la6aLME0aoD0EEoufbQmAHf2xDbw1MTlATu5KrgVMBNCKt1ndzKefsbHeN/c+E6wIH9ySSlCR4EKo0QZaMi4l7sUVigLAONDSBZzQoC670mJyNefJCdDbccWwadHtgKzTd/qeMUFfaIkgf/ihh90jj4YT3qExfIQlhWWHAkIWJHO6+Wab2/YReBWQIx6LpQevKsVfvJOm+svaklvRLPmo/KhPABDgyjYD9t8BcrjuATli1awJgWYDYPj1YPz07DMOdyUgxwsvBiAH6KhOJnxGRjLgjDULwGF9cq2yNwFHkqqI+91x+x3ux1f9uKipSlKVEk/MXUlMzvc33QzOusPjwTrD45Huk8vZldMnf/OTp4AC7UCOBc7+pS984Qsm+LGqcFcCcrhZ0DAtESOWEqK7WEJooI8/8bi5KtmzhIBCEAByCHZcTuzfYeEDcggthBUuFyUa1Anxuk3FfKbUcj2fzxACgEuaeCKQk7abCjfGQYYkwhXtFyGBsMRS48U9CE6EDWNR9iTXAXQoBGQDfuQjHzE3GcJGwq/tFoIZDnKyXJWCrw30KCo23z6+pULg0JosTBKVsPTYq6ZT1tdbdz2bczJ2ATtc0gh+FA7mw85/i9VIUuuNuRW4pckprAvmjz6g5MBHbCEAZAEhrMRPfepTZkWi8KjNYntEsg4AOVL+uRbQAuToN+5QrEJcrNpyo83wqtICz5GAo1R/1hdr8syvnWlrBwWAbGdATIknjCndJwd/wvtct+MOO7pNZm1SHLVTrV3Zi/LUy7VTIMp6ekR2V/ZErtG9uC7ortEo20sgh7uOBSGQQ8u0+BcHW/qXKjOwCB99LNQYJCUcFw+xK64nJgfIkTDAJm2EBptlcdOQUg3IsbixgrSPh3Z5SfPkd6XxqyB06tI06+zF31oGJvulSKVGGCBYaB+Xoo63MSHqhSmnedMG8QsAjr5xDxltq6y6itt0li/uvOEGxb4mrkWwIXwBclxMaPu4n1AAqNlZWHJeozeQ8xU9EDwAKfsMicmQhDMully6Chr4yo9fMU5ZDGkMVNmqil/pGuYf+ute2ie9X0cWQUuSKKAldCQphfkDLNhHRnsoTPAbwl1uStUfFbjq+dpsbopSdB8r8Ym5BeRIpNI+OcXk8CQQb1ZmrkCOMS5auMjdfc/dtpWGtYDiA2jBI/QbhYn2+A4Ax63P5/QZ74QSU7hO7kVif5dedqnF2wBcFEgSTwB0knF4BkqnlfU662vGz7groZEdtfO6cNQOhbEF8N2AVTXuPrpSL/Q8g9yoz2CX/U/dNdVbtIWAvUdYcgK5qruyevgibSowTqCetGtAASHERmncNCxastTQyhEeLEQWN0Cn0ls6lwvhxIs9cjoGSIIpTYMmYUQuSEqGkdhC0oxAjn7rZHCAhaA7C11ZlfSRLEkEpDLXKBdGlt3ue+xeVL9Au1faNcIPa5SsPtxMABuJJ2xABkzNEvAgCthefMnFNlasVtK5ATlooXqYov+oxuSqIGdAEU//lkUmd17qik6zHuElZesq7sr33AcfYL1h9eCS5K06kHL9YbGwPxLvATyIIgLAUfYKyxt3tngmzaDVMTd6JhaXzi3kM20GZ0sMQIu7En6i/BcKE22nwKiSYYAWYExfAV/AhaIIKIoq68VWGHgIdyXtUk4MVyhghTLI2Gkb0JeiBw0ARkAOdzo8B2/DcwZy3itx4w03WnalzpOD31TxZMsttizOtBO/dSMyBHTdgGI37U3nNRnkppP6U/jsdiCnzEJA7stf/rK5KxHuBLlZpCwmrDNZcqmWjjAivoDwx3VEKSMSQ9irBmjgelFhXNrHrah6lbhdcDGpwkWxoKgK5WM2pP3LtcXfqSZuKdz+H30C5GTJIfy0T44YjVU88ffqWgQZAhbBQUYoliVClarxuMRwMVUzSQEwkiRIDWecCEK0b+IjbCFQMWCsyu9fGk4GR6CRIEGijECuzpLrhgWGWdAUfBVBLi0+nVrlzB00REGAH+Ax3HW45/iJS9wUnBinw8WNEgJvATZ/9md/Zokn8BZzhNKh0wJUSJktB8whHgKyD3ViAQBM1RNc6yS3ABjcz9/wKK4/lXHTUTt4HnCV0l/m2Ipy+2vJ8LSYWdwyomOamG9isSiIuDzph97EEVHaAGX20KFY8Xwq8wCgKEza2C16AoLE7wBN6KCTMaCDqvlABxQ4LEP2yemoHb4nhgnI4pkwRcP/swowfk2ZdRNPZ2/Ff70AYjc8PJ3XZJCbTupP4bM7gRwLXrUrWagwOdogi4VFqA3PcinivkNoqXYlLhMWLxo3bxY4YMb1LGjiXVhbuHMQEFg1WHNsB6Btgu8pkEnjZrETF9FJ0dynavVK2sBqolQUggaNmpgEQgkARXiozJNAmvsI1NMXBC5tHnvssXYPwg5aMT5eCGcsTVyybPTFhQZI4opC6PIMXGU6t4wMU97E+Oi3Yklk2M0EkINmCFQpQrJI+BvA0DFLFClGSOOmm7XJLFOkmJfnnn/OlAP4Cn4kDqVyVgh45lM1G1FQuAZaY0Uxd8RTcSETm8M60jYT8eudd91pBZJV6YY5ZG4AWXgV0AI0cBECrsw7cWXmm0QOgFQnbMBXgA/94PlYXShEKISsHaz4TTbexCxAkki4Bh7CRc5eP21Ch3/YxpCW3ON7wBvgYm0RBoB/WY+sG4CcfvGqxuRwgQrkUDq1Wd1icl45jChX7AGtiqFxAjgDdL+g86GpUwg20/WoTu5KBDcC4/jjj7cagwgntFaddIy2i5AmLoHAYvGrDiAaLFmTLA6yurBc5E5BcOj0b9w4WEIAHkkfCCK0TTRlV456TAAADsRJREFUFqMSPViMfA8A4YIk/gIIIhARSAiFNDh//Q3XF24iBIiqWAAwCE9p7biBEIK0g6YOyKHZIwiPPPJI6zdClHEgVHgGgpPnI/iwQmkfyw9LAUEikGOcCCEsSixahBOClL5oc67ig73ywChZcriFoYPiVXJXMqfQGloCSlg10BfaMycAFy/ACOUAcEPQMx8ADNYJbm54j7bgFeYT4NTRNbjzACmUFgBOezDpAy5wrDkUFniV+wErWf3ia0ALzwD8gZud9uA92gTAaBOe0PmFquICMHMvfIwHAT5l7rl2+Zcub/0GYFHG2DbAM3gm/Alw4hlgjWqrC7xDe/yEF7WfDpcsIMa6IZmFF27Ks88627EOWJMkugCyDefJRe9ILe954y4FtmHmt17XTga5fig2ovd0C3JK9Uf7Q1MkvqbAOEJBleABIdK80TYRXKrgzwLEOltrzbXciiutaNRi4dIemjGgheZJEooq/wOgLFgJDwSCNgzjMsIFidZPsB1tHiGSgtztd9xuIIQFxU8EI5ox19FnQI4X4IS7i8UP2BInpB9YCgglNHXu05E/0v8QdggP+o+Vq0QH+qK9SDrwFdcSoI+1gHBSkWu075kOcgASc4lQhg+08Vsxs5RXAEnmAQAALPgJ2ClJiTga1wBguB9RoEi6wMUHMABkytDlp7aO4MLE0gJY4VmAE8uPZ3EdfA0AEZOjPdoBuFBq6D/f0wfesvZRcNSuFEN4T8c1MS76yr3wEmMH6Pgb3mOdqdiy9nHSH+2V4zPWGLwqdyVrBj6HF/mOePgtP/VJVL5CCp4U+Bn3KrHB1KXcIL7SkyIID/i3gUL8OaKirqnb2ZIbl5nsMI5O7sr0qB0EBaDEItLmWr6X249FIODSZwTXWVwAhSViLBNOCEAQEAdg0QI2WICAEa4dNG80YCUgKFlBCQraMoBAw3pDcOhUbqVDcy2WIbFBXIlYCAg5bQbmOsaCUGPBYxHgogJocW/iQsXNipBC0GDlyc2FqxQNWpVZoIFiMIAhSQCAHMJXKehsUsbiw5JDQEITNGtlV/bDbsMsdJpiclT/iO5K+p2eJ8c8YPkwXyhIvMlsxWLHaoGnEOzQH76DxghzvAkqoJ3ST3yiY2mwFOEDwADg41k6KZ77UXhwvesAVEAOC03uT9pBucLSpCgygISigrXH6Rf8DfDRb6xM2oev8XDAn/QTpRAeEs+klqySVFhfKG8oTShPytaEV+FD2lClF21ZQHmCV+FdeIlxANa0j3cBvmPsADFKJuuEPgGgmiOLw+kVrbfyTz5Ivh4joMsg14/UGcF72oEciwwBjpsNdyWCHaGNO5GFy8LBfYQAAEAQHAATlhfWCcICTRctFsEEoPAi25CKIsQBsHRwFz337HMmgG67/TYTGnNmz7FtCAgMxdhYuCxuBBMWHm2y8FnYOu9Ngp9xATwISSwEtFqsLcAUoYUGj+DkXqw4tHasK65BwKJVI3AANJ6LdYmgwZVE23xGzJBxAlpcR78RxKohyPeyLHH5YlXQJterLiJgxz39vEYZ5Or4Dh6ClwAKneqOVYdSAx0BI8AHmgN20LcKbmqXn4rlokQxP7jb4WF4ivmDV+EB+BVFBsHPM5hjJT2xBuAX+gZPAHKAEP1U7Up4irWAcsbnrAPWiZUge+X6bqONA/Dwt6xTkpEsa9RvXeFFf1DsWE/0kbdtofBtMQ7AEeVSCqb2+xGjxGuCooeyBjBruwH9AdgZO/0XQAK+jFMeiZSPqokndTw2zHzXyzrKINcLtUb82lbhV2mYuNlIwAAwEDJkf+EeYWEjjAQeaLcIDYQQCw5XkvYQWQyCrQDJnil+V4Yjv6tWJkIEwOD4FQSULESEDe0BCmjyACjgkyacyBVVlInyaiiVS0gCwCVGX+kn2rE2dyMg6DMLX7EPxoVmjeXFPUptB2ABRsYHwNIGwoRrcUUi3LBedVK6zkEDaBFIXIfiQPIN4I/C0Ookh05sNczCpmrJFfvkvGJjgj6efK7kh2pykYR7YVFEt5lAQhvG9Zxi311MoMBqZC6tCHfMwJWFl1pR1fZMCYuxQ+2RU7ITiR64K5UgwqZ/1gVzzt61dD+f+o0iR3KJYlvyNKDoybIV3wuY7Vr+xexfJenwnPQcPsXq+KlxqLSeEsEs7ujf8n7Is0D/lJXcjs868Vin7zvx8HR+n0FuOqk/xc9uB3JovYDcZz/7WYsVoJFSHou33E6AH8DBYmIRAWhoi1hycjlqcduC9YCWxlvS4bIYAU+0T8qCmVvTL3bt2Us1b56h9tWeFj7PITV6mWVDFicaNv3HupOrCnCUZQB40XcJBcu6e2KJu3/+/UW9RJ6Bho+2DNBqM7yKUeNe4xrcUgCXrAHGzncAZ1p7URaJ9gH2Ou3DLGBagZztZYwAZ9ckhakZv8BA1juf1VocSayIawwsfVuU9pJSVHdf4aLz96ugQBpzEhDquSqIgGKCK5tCyyhhOk+O2pUq65UCso2lTTp+WlJL/S/A2I8jLR4uuqQlw1JLOHXjCyhVHCG1bKsFFDLItZJ8va7EfP3QU6DVVGufnE4hwJWCtYMVRzwC1wnCvroZvLrY+Vv72qRFE5tTOnmVQLbAo5WXav20wd+qLShNPdW807ig3FGKD2qcOvw0FWQSBnZulxeYZL4tu5zvY7LvjraV1CBLQ1l9aZypWiYp1biliXM/L1WJ6YdJRhLkfLIENLMN2V6Ya3+WBDWfq0SbeCYFqxQE01JyKuYt97AsOKtjGs9pSzeBSykSP6X011zKG0BbKDIknpDqj5cB9x+WHLUrVRwgBVCz4Ch35624lM/TdaD5F/ioD6wnJdI0XKM2fbuKk2nzerpXVVYu9+pzfs8g17jKsiXXj9QZ0Xu6ATkqnmBdYaHo0FTVrkzjYHIXSnhoYUkASLg37M2p0E1Hlajwc+rGETDpZ6rxqxlZfXYOmS9oa4vdA6fcNhKU0mT5yXcCLr5XP7GyaCd1i0mz1vPStHgJE9EEgWWuTu/Oop1qEF996Yd1RgnkxGMIfV5p4gkWj52/5l14L/72RaOT9hdq7gUUqdXFfQaO8ey21G2X8rSVefPgqXtVrUZtM38CQiktSvqgr/ACIGdlsvw+SuKqxOEAOSw5lQtL+Y/fjb+Smq7iVfWnCkzqn1yv1XWZunTVFn1TxZ6qZSYlUGPKIJdBrh85Mxb3tAM53JXs4eEUAiw5QE5H7SizTZX2EeYsOHMVekFVzY6UcON5DdXaW1BRgkYav8obSWBpUcudqXEI5CztWhajzxBT/wRSWvzKtOR7aeUINcaSbl9Q5qjuU7clnFLBre+gH+8Vll/B3FpyQ6Xg3y8TjRLI2RgtUS9UmSHxgr8FOKYcJSAHjSXsU0unIRPQN6n9d/pclVUKAIwFnlNrX0qJ+EiAqgNaFbcSP8EHWG7EZ7/5zW9aTI7EEBJPiMnp8GApXg3xwZiZWFVmBHSpxakN2Vi36dzKAhVwpkql3OtSDKQMiFcFgIrnSaHT9olW3pQqb7fi0WHmwU7rKltynSg0Rt+3AjkWAm4TJZ4QU0LoU+qK1Gklk2gBa3FLoEiApQu8Gy+4tFS5tFLrR4JEAJe2l/ZDi9vcgVGwqjBvasGlAiMFX65NQUsnNxfAG4P9sljl4pI1oX7KAkwTJboVIJ1YbJgFjMat2pWaG3Md+43h1TkorveDTt2TARuTHPYKUQRqAgIpT6k1VLg4Ix/oO4EGPKLtBvBsmpwh9zSxVB2aqvPkCkvOu7atnBeDpb+k2SflzOosslQxEs80nORRqcWhMcitK49JSg6uUSwuBdGqV0UejRyT60YadVqF+fuRoEA61VU3D2BBTI7EE7IISeGngvoRRxxhKdEAXeF2IbON9R0tNVlecgsVAsD/ksYKqkSSAChiKElcTG1ogRZaMxl7MRmh6noS4GhxyzJQvE2xvlSrxXrkc7Y30C5CjFca31E7AnPFG9WOhJcsh3ScE11ewwxwonfxU1U1PG/AT9CQpCDFW6uCOnV5M0eK0dYupoh/4hXNRdX64VkGpH5ecYmmlowseSw55gqg0PzwHW2xlQE3JWuBTF3+prLNwQcfbN4CEl4M43x/ivknqSa6U1OaMHcC47SfckcKyMTr+lweizRWqdii1oEsNrUhazV1dUpR073thFQ7Pht2HuwkfLMl14lCY/S9FrS0af1kMWDJsUGbIsRUdUfYk1nJhmeSTlZZeZVSCEV3lBZ6u0XQCeRkzdUBg9qtXlO1ylILUkKmDnCrloM90wroh0LPvBoAEGEZNe3CSiDdO35eHfeoC4OJsHqVtkbPBPTqaNM0H3Eu2vWjOh+pZVjwQWwnnadUMaJvVZ4Rj6HA4LLEZU+mpQoJsFevChYpH6rPqVJT5d9a/qsMtsrb4ueUflKq6q7ttGYmMsejem8GuVGduT76nYJc6uaR1YJ7Bg2WzapooKoBmVpyaMimefp4QjcaYjcg18dQ8i2ZApkCmQJdUSCDXFdkGo+LWoGctFrcONpfBjjhomSPmVwjaSZaGqNqR50McuPBO3kUmQKjSoEMcqM6c330uxXI0ZRiF2mlBT2iiAf4rDhlDaYVHjq5l1rFpaouoz6GlG/JFMgUyBRoS4EMcjOIQVqBnGJygA4JJ2nxY6X1W8wiBtjNXUnyhw5gbFPMtV3ixUyOYc0gtstDzRSYVgpkkJtW8k/tw1uBXJrlpRT4NHNQAXzb36Ms71ibEqCqyyrUyDLITe0c56dlCmQKNFIgg9wM4oh2MTkBlTLP0ixDpeSnZbLSKgsqEltHygxyM4jB8lAzBYaQAhnkhnBSJrNLAh3LrqRALD/9v3SPTp0VlsbPlEyizzpVU5jM8eS2MwUyBTIF2lEgg9wM5Q/biOsTSVQuCTKkG2S1eRVQTAsRq8IC10+k6PAMJXsedqZApsAUUyCD3BQTfFgeVwU5xdZUzR2Q4yULT9ZaBrlhmcHcj0yBTIFuKJBBrhsqjeE1VZBT+az0yJLUHZlBbgyZIA8pU2AGUCCD3AyY5DzETIFMgUyBmUqB/wfAcG0KmpSnUAAAAABJRU5ErkJggg==)\n",
        "\n",
        "### **2. Iris Versicolor**\n",
        "\n",
        "Iris Versicolor are positioned as an intermediate species. They have:\n",
        "*   **Petals and sepals of intermediate length and width** between Setosa and Virginica.\n",
        "*   They are often confused with Virginica due to their similarities.![immagine.png](data:image/png;base64,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)\n",
        "\n",
        "### **3. Iris Virginica**\n",
        "\n",
        "Iris Virginica are the largest and most robust of the three. They are characterized by:\n",
        "*   **Longer and narrower petals and sepals**.\n",
        "*   A more elongated and tapered appearance.\n",
        "![immagine.png](data:image/png;base64,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\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **# Case Study: Topological Clustering**\n",
        "\n",
        "## 🧠 SOM Design Criteria on the Iris Example\n",
        "\n",
        "\n",
        "In the Iris dataset experiment, the SOM parameters were not chosen arbitrarily.  \n",
        "Instead, they were selected based on:\n",
        "\n",
        "1. the nature of the data  \n",
        "2. the task to be performed  \n",
        "3. the desired representation  \n",
        "\n",
        "---\n",
        "\n",
        "## 🌸 1. Data Characteristics\n",
        "\n",
        "The Iris dataset has the following properties:\n",
        "\n",
        "- $d = 4$ features (low-dimensional space)  \n",
        "- $N = 150$ samples (small dataset)  \n",
        "- $K = 3$ classes  \n",
        "- partial overlap between classes (especially *versicolor* and *virginica*)  \n",
        "\n",
        "This implies that the data are not perfectly separable in the feature space.\n",
        "\n",
        "---\n",
        "\n",
        "## 🎯 2. Objective of the Analysis\n",
        "\n",
        "The goal is not only clustering (as in K-Means), but:\n",
        "\n",
        "$$\n",
        "\\text{to reveal the topological structure of the data}\n",
        "$$\n",
        "\n",
        "In K-Means, clustering is defined as:\n",
        "\n",
        "$$\n",
        "\\min_{\\{c_k\\}} \\sum_{i=1}^{N} \\| x_i - c_{k(i)} \\|^2\n",
        "$$\n",
        "\n",
        "where $c_k$ are centroids.\n",
        "\n",
        "In contrast, SOM aims to preserve neighborhood relations:\n",
        "\n",
        "$$\n",
        "\\text{if } \\|x_i - x_j\\| \\text{ is small} \\Rightarrow \\text{BMU}(x_i) \\approx \\text{BMU}(x_j)\n",
        "$$\n",
        "\n",
        "---\n",
        "\n",
        "## ⚙️ 3. SOM Design Choices\n",
        "\n",
        "### 🧩 (a) Map Size: $7 \\times 7$\n",
        "\n",
        "The SOM uses $49$ neurons.\n",
        "\n",
        "Each neuron has a weight vector:\n",
        "\n",
        "$$\n",
        "\\mathbf{w}_{ij} \\in \\mathbb{R}^4\n",
        "$$\n",
        "\n",
        "Why not $3$ neurons?\n",
        "\n",
        "- $3$ neurons would approximate:\n",
        "$$\n",
        "\\mathbf{w}_k \\approx \\text{cluster centroids}\n",
        "$$\n",
        "\n",
        "which reduces SOM to K-Means.\n",
        "\n",
        "Instead, a larger map allows:\n",
        "\n",
        "- finer representation  \n",
        "- intermediate regions  \n",
        "- smooth transitions  \n",
        "\n",
        "---\n",
        "\n",
        "### 📐 (b) Grid Topology\n",
        "\n",
        "A rectangular grid is used.\n",
        "\n",
        "Each neuron has coordinates:\n",
        "\n",
        "$$\n",
        "(i, j) \\in \\mathbb{Z}^2\n",
        "$$\n",
        "\n",
        "The topology defines neighborhood relations:\n",
        "\n",
        "$$\n",
        "\\mathcal{N}_{ij} = \\{ \\text{neurons close to } (i,j) \\}\n",
        "$$\n",
        "\n",
        "---\n",
        "\n",
        "### 📏 (c) Distance Metric: Euclidean\n",
        "\n",
        "The BMU is selected as:\n",
        "\n",
        "$$\n",
        "\\text{BMU}(x) = \\arg\\min_{ij} \\| x - \\mathbf{w}_{ij} \\|\n",
        "$$\n",
        "\n",
        "Euclidean distance is appropriate because:\n",
        "\n",
        "- features are normalized  \n",
        "- data lie in a continuous space  \n",
        "\n",
        "---\n",
        "\n",
        "### 📊 (d) Normalization\n",
        "\n",
        "Input data are scaled as:\n",
        "\n",
        "$$\n",
        "x' = \\frac{x - \\mu}{\\sigma}\n",
        "$$\n",
        "\n",
        "This ensures:\n",
        "\n",
        "$$\n",
        "\\text{each feature contributes equally to } \\| x - \\mathbf{w}_{ij} \\|\n",
        "$$\n",
        "\n",
        "Without normalization:\n",
        "\n",
        "$$\n",
        "\\| x - w \\| \\approx \\text{dominated by large-scale features}\n",
        "$$\n",
        "\n",
        "---\n",
        "\n",
        "### ⚙️ (e) Learning Rate\n",
        "\n",
        "The learning rate evolves as:\n",
        "\n",
        "$$\n",
        "\\eta(t) = \\eta_0 \\cdot e^{-t/\\tau}\n",
        "$$\n",
        "\n",
        "Initial value:\n",
        "\n",
        "$$\n",
        "\\eta_0 = 0.5\n",
        "$$\n",
        "\n",
        "This allows:\n",
        "\n",
        "- fast global organization (large $\\eta$)  \n",
        "- fine local adjustment (small $\\eta$)  \n",
        "\n",
        "---\n",
        "\n",
        "### 🔁 (f) Neighborhood Radius\n",
        "\n",
        "The neighborhood function is:\n",
        "\n",
        "$$\n",
        "h_{ij}(t) = \\exp\\left(-\\frac{\\|r_i - r_j\\|^2}{2\\sigma(t)^2}\\right)\n",
        "$$\n",
        "\n",
        "with:\n",
        "\n",
        "$$\n",
        "\\sigma_0 = 1.5\n",
        "$$\n",
        "\n",
        "This controls the **activity bubble**:\n",
        "\n",
        "- large $\\sigma$ → global organization  \n",
        "- small $\\sigma$ → local refinement  \n",
        "\n",
        "---\n",
        "\n",
        "### 🌐 (g) Weight Update Rule (Hebbian-like)\n",
        "\n",
        "Weights are updated as:\n",
        "\n",
        "$$\n",
        "\\mathbf{w}_{ij}(t+1) =\n",
        "\\mathbf{w}_{ij}(t) + \\eta(t)\\, h_{ij}(t)\\, (x - \\mathbf{w}_{ij}(t))\n",
        "$$\n",
        "\n",
        "This implies:\n",
        "\n",
        "- strongest update at the BMU  \n",
        "- decreasing influence with distance  \n",
        "\n",
        "---\n",
        "\n",
        "### 🔁 (h) Training Strategy\n",
        "\n",
        "Random sampling is used:\n",
        "\n",
        "$$\n",
        "x \\sim \\mathcal{D}\n",
        "$$\n",
        "\n",
        "This avoids ordering bias and improves convergence.\n",
        "\n",
        "---\n",
        "\n",
        "### ⏳ (i) Number of Iterations\n",
        "\n",
        "Training uses $T = 1000$ iterations.\n",
        "\n",
        "Given small $N$, this ensures:\n",
        "\n",
        "$$\n",
        "\\text{convergence of } \\mathbf{w}_{ij}\n",
        "$$\n",
        "\n",
        "---\n",
        "\n",
        "## 🔥 4. Resulting Behavior\n",
        "\n",
        "With these parameters, the SOM produces:\n",
        "\n",
        "- distinct regions for *setosa*  \n",
        "- overlapping regions for *versicolor* and *virginica*  \n",
        "\n",
        "This reflects the intrinsic structure of the data.\n",
        "\n",
        "---\n",
        "\n",
        "## ⚖️ 5. Comparison with K-Means\n",
        "\n",
        "K-Means produces:\n",
        "\n",
        "$$\n",
        "x_i \\rightarrow c_k\n",
        "$$\n",
        "\n",
        "(discrete assignment)\n",
        "\n",
        "SOM produces:\n",
        "\n",
        "$$\n",
        "x_i \\rightarrow (i,j)\n",
        "$$\n",
        "\n",
        "(topological mapping)\n",
        "\n",
        "---\n",
        "\n",
        "## 💡 Key Insight\n",
        "\n",
        "The parameter choices ensure a balance between:\n",
        "\n",
        "$$\n",
        "\\text{resolution} \\quad \\text{and} \\quad \\text{topology}\n",
        "$$\n",
        "\n",
        "allowing both:\n",
        "\n",
        "- cluster separation  \n",
        "- smooth transitions  \n",
        "\n",
        "---\n",
        "\n",
        "## 🎯 Final Statement\n",
        "\n",
        "$$\n",
        "\\text{SOM parameters were chosen to let the structure of the data emerge, rather than imposing rigid clusters}\n",
        "$$"
      ],
      "metadata": {
        "id": "6KVvAvZM9fha"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Imports**"
      ],
      "metadata": {
        "id": "rFs7900TlnLV"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ylZkM8M2j0gc",
        "outputId": "74a6747c-802e-4908-c90e-679045450aa9"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting minisom\n",
            "  Downloading minisom-2.3.6.tar.gz (13 kB)\n",
            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Building wheels for collected packages: minisom\n",
            "  Building wheel for minisom (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for minisom: filename=MiniSom-2.3.6-py3-none-any.whl size=13083 sha256=9bb7eedd63c2341ef79357a426559e9b422715046f51fa3631bd599eb6c9ec1c\n",
            "  Stored in directory: /root/.cache/pip/wheels/84/35/b8/48b06bd8cae7187916c28a29c6daa9e0ff610647a2dfa62b97\n",
            "Successfully built minisom\n",
            "Installing collected packages: minisom\n",
            "Successfully installed minisom-2.3.6\n"
          ]
        }
      ],
      "source": [
        "!pip install minisom\n",
        "\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "from sklearn.datasets import load_iris\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "from sklearn.cluster import KMeans\n",
        "from sklearn.metrics import confusion_matrix, classification_report\n",
        "from minisom import MiniSom"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Load the Iris dataset**"
      ],
      "metadata": {
        "id": "rH2PnvVslzdH"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Load Iris dataset\n",
        "iris = load_iris()\n",
        "X = iris.data\n",
        "y = iris.target\n",
        "feature_names = iris.feature_names\n",
        "target_names = iris.target_names\n",
        "\n",
        "print(\"Dataset shape:\", X.shape)\n",
        "print(\"Features:\", feature_names)\n",
        "print(\"Classes:\", target_names)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2EQivvOBlwoe",
        "outputId": "e46c0cf5-3708-42e2-976c-b648ec1e7ea6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset shape: (150, 4)\n",
            "Features: ['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']\n",
            "Classes: ['setosa' 'versicolor' 'virginica']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Visualize the original data (first two features)**"
      ],
      "metadata": {
        "id": "WfxypYddllLe"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(8,6))\n",
        "\n",
        "for i, name in enumerate(target_names):\n",
        "    plt.scatter(\n",
        "        X[y == i, 0],\n",
        "        X[y == i, 1],\n",
        "        label=name,\n",
        "        alpha=0.7\n",
        "    )\n",
        "\n",
        "plt.xlabel(feature_names[0])\n",
        "plt.ylabel(feature_names[1])\n",
        "plt.title(\"Iris Dataset - First Two Features\")\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "WzspoOM_mU2n",
        "outputId": "f09b5f9e-6ad4-49d8-a0bf-c66e314c0593"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Data normalization**"
      ],
      "metadata": {
        "id": "HP5g_2_Dmr0a"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "scaler = StandardScaler()\n",
        "X_scaled = scaler.fit_transform(X)\n",
        "\n",
        "print(\"Mean after scaling:\", X_scaled.mean(axis=0))\n",
        "print(\"Std after scaling:\", X_scaled.std(axis=0))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qVighBMVmvfQ",
        "outputId": "bb362721-4a5e-42a6-e221-0b7443d0ebf9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mean after scaling: [-1.69031455e-15 -1.84297022e-15 -1.69864123e-15 -1.40924309e-15]\n",
            "Std after scaling: [1. 1. 1. 1.]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Indexes of Clustering Predictions**"
      ],
      "metadata": {
        "id": "5Ts4NOkQoR8A"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import (\n",
        "    davies_bouldin_score,\n",
        "    calinski_harabasz_score,\n",
        "    silhouette_score\n",
        ")\n",
        "\n",
        "\n",
        "k_values = range(2, 8)\n",
        "\n",
        "db_scores = []\n",
        "ch_scores = []\n",
        "sil_scores = []\n",
        "\n",
        "for k in k_values:\n",
        "    km = KMeans(n_clusters=k, random_state=42, n_init=10)\n",
        "    labels = km.fit_predict(X_scaled)\n",
        "\n",
        "    db = davies_bouldin_score(X_scaled, labels)\n",
        "    ch = calinski_harabasz_score(X_scaled, labels)\n",
        "    sil = silhouette_score(X_scaled, labels)\n",
        "\n",
        "    db_scores.append(db)\n",
        "    ch_scores.append(ch)\n",
        "    sil_scores.append(sil)\n",
        "\n",
        "fig, axes = plt.subplots(1, 3, figsize=(18, 5))\n",
        "\n",
        "# Davies-Bouldin\n",
        "axes[0].plot(list(k_values), db_scores, marker='o')\n",
        "axes[0].set_title(\"Davies-Bouldin Index\")\n",
        "axes[0].set_xlabel(\"Number of clusters (K)\")\n",
        "axes[0].set_ylabel(\"DB Index\")\n",
        "axes[0].grid(True)\n",
        "\n",
        "# Calinski-Harabasz\n",
        "axes[1].plot(list(k_values), ch_scores, marker='o')\n",
        "axes[1].set_title(\"Calinski-Harabasz Index\")\n",
        "axes[1].set_xlabel(\"Number of clusters (K)\")\n",
        "axes[1].set_ylabel(\"CH Index\")\n",
        "axes[1].grid(True)\n",
        "\n",
        "# Silhouette\n",
        "axes[2].plot(list(k_values), sil_scores, marker='o')\n",
        "axes[2].set_title(\"Silhouette Score\")\n",
        "axes[2].set_xlabel(\"Number of clusters (K)\")\n",
        "axes[2].set_ylabel(\"Silhouette\")\n",
        "axes[2].grid(True)\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 263
        },
        "id": "t7K6AtDQoSVW",
        "outputId": "3758919e-3295-4f93-a2e5-44ec9ddf142a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1800x500 with 3 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "In the Iris dataset, it may happen that:\n",
        "\n",
        "K = 2 appears optimal according to some indices,\n",
        "even though we know that the dataset has 3 nominal classes.\n",
        "\n",
        "This is very interesting from a teaching perspective, because it allows you to point out that: these indices measure the geometric structure of the data,\n",
        "not necessarily the “true” number of labeled classes."
      ],
      "metadata": {
        "id": "qOm1hemlq0VI"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "\n",
        "results_df = pd.DataFrame({\n",
        "    \"K\": list(k_values),\n",
        "    \"Davies-Bouldin\": db_scores,\n",
        "    \"Calinski-Harabasz\": ch_scores,\n",
        "    \"Silhouette\": sil_scores\n",
        "})\n",
        "\n",
        "print(results_df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9T_C1kQgqiwZ",
        "outputId": "c7461375-fc1e-4204-a79e-b9a6575e7d29"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "   K  Davies-Bouldin  Calinski-Harabasz  Silhouette\n",
            "0  2        0.593313         251.349339    0.581750\n",
            "1  3        0.833595         241.904402    0.459948\n",
            "2  4        0.869814         207.265914    0.386941\n",
            "3  5        0.948317         202.951525    0.345901\n",
            "4  6        1.053677         183.109118    0.317079\n",
            "5  7        0.990528         173.051904    0.320197\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "“These indices help us estimate how well K-Means partitions the data.\n",
        "However, even when the clustering quality is good, K-Means still provides only discrete groups.\n",
        " SOM adds a topological view, showing how those groups are organized and connected.”"
      ],
      "metadata": {
        "id": "KOQP9Zw9qeGj"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **K-means clustering and visualization**"
      ],
      "metadata": {
        "id": "o_JVaVhtm-m9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "kmeans = KMeans(n_clusters=3, random_state=42, n_init=10)\n",
        "kmeans_labels = kmeans.fit_predict(X_scaled)\n",
        "\n",
        "print(\"K-Means cluster labels:\")\n",
        "print(np.unique(kmeans_labels))\n",
        "\n",
        "#---------------------------------\n",
        "\n",
        "plt.figure(figsize=(8,6))\n",
        "\n",
        "for cluster in range(3):\n",
        "    plt.scatter(\n",
        "        X_scaled[kmeans_labels == cluster, 0],\n",
        "        X_scaled[kmeans_labels == cluster, 1],\n",
        "        label=f\"Cluster {cluster}\",\n",
        "        alpha=0.7\n",
        "    )\n",
        "\n",
        "plt.xlabel(\"Scaled feature 1\")\n",
        "plt.ylabel(\"Scaled feature 2\")\n",
        "plt.title(\"K-Means Clustering on Iris\")\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 599
        },
        "id": "SGEX5ktfnDVO",
        "outputId": "463749b3-54c9-4aea-91f6-09c548ae7452"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "K-Means cluster labels:\n",
            "[0 1 2]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Train the SOM**"
      ],
      "metadata": {
        "id": "EvsQWXGXrTvL"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "som_x, som_y = 7, 7\n",
        "\n",
        "som = MiniSom(\n",
        "    x=som_x,\n",
        "    y=som_y,\n",
        "    input_len=X_scaled.shape[1],\n",
        "    sigma=1.5,\n",
        "    learning_rate=0.5,\n",
        "    neighborhood_function='gaussian',\n",
        "    random_seed=42\n",
        ")\n",
        "\n",
        "som.random_weights_init(X_scaled)\n",
        "som.train_random(X_scaled, 1000)\n",
        "\n",
        "print(\"SOM training completed.\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pEgd0jnFrT_E",
        "outputId": "8c585de9-c126-49f9-a003-93ce8b5bb722"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "SOM training completed.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "oegbB9ssrqXJ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **U-Matrix Visualization**"
      ],
      "metadata": {
        "id": "f0-Jd2f9rjG-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "u_matrix = som.distance_map()\n",
        "\n",
        "plt.figure(figsize=(8,8))\n",
        "plt.imshow(u_matrix.T, cmap='bone_r')\n",
        "plt.colorbar(label='Distance')\n",
        "plt.title(\"SOM U-Matrix\")\n",
        "plt.xlabel(\"X\")\n",
        "plt.ylabel(\"Y\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 658
        },
        "id": "Xi4j5mJ6rjm-",
        "outputId": "601506e9-3c57-4266-86a0-4831b095324d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x800 with 2 Axes>"
            ],
            "image/png": 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nsKBAvbp09fx7HDVbtf63ypn/Qqhbr57qhYTYXI3/+am0zO4S/FawK8juEvwWzWbVSgMC7S7Bb9Xl7+Aq0VBVzalJn9PwbxUAAOA4djwb3am9NVflAgAAwDQkmwAAwHFYIGQdkk0AAACYhmQTAAA4kPHLZvWYzkOyCQAAANPQbAIAAMA0TKMDAADHYYGQdUg2AQAAYBqSTQAA4Dink02rb+rutnQ8f0GyCQAAANPQbAIAAMA0TKMDAADHYYGQdUg2AQAAYBqSTQAA4Dgkm9Yh2QQAAIBpSDYBAIDjkGxah2QTAAAApqHZBAAAgGmYRgcAAI7DNLp1SDYBAABgGpJNAADgOIYRwLPRLUKyCQAAANPQbAIAAMA0TKMDAADHMX75Y/WYTkSyCQAAANOQbAIAAOcxjNOb1WM6EMkmAAAATOMXzeacOXMUHR2t4OBgxcTEaMuWLXaXBAAAarAzN3W3enMi25vN5cuXKykpSSkpKdqxY4c6d+6sAQMG6MiRI3aXBgAAgAtke7M5a9YsjRo1SiNHjlT79u01f/581a1bV4sXL7a7NAAAAFwgWxcIlZSUaPv27UpOTvbsCwgIUFxcnDZt2lTh+OLiYhUXF3te5+fnW1InAACoWXg2unVsTTaPHTum0tJSRURElNsfERGhnJycCsenpqYqLCzMs0VFRVlVKgAAAM6D7dPo3khOTlZeXp5ny87OtrskAABQDZ15NrrVmxPZOo3epEkTBQYGKjc3t9z+3NxcRUZGVjje5XLJ5XJZVR4AAAAukK0tdlBQkLp166aMjAzPvrKyMmVkZCg2NtbGygAAAOALtj9BKCkpSQkJCerevbt69uyp2bNnq6ioSCNHjrS7NAAAUEOxQMg6tjebQ4YM0dGjRzVlyhTl5OSoS5cuSk9Pr7BoCAAAANWP7c2mJCUmJioxMdHuMgAAgGPY8UQfZyabzlwWBQAAAEv4RbIJAABgJa7ZtA7JJgAAAExDswkAAADTMI0OAAAcx1CADIszN0NuS8fzFySbAAAAMA3JJgAAcB5DktULdpy5PohkEwAAAOah2QQAAIBpmEYHAACOw302rUOyCQAAANOQbAIAAMch2bQOySYAAABMQ7MJAAAA0zCNDgAAHIdpdOuQbAIAAMA0JJsAAMBxDCNAhmHxs9EtHs9fOPNbAwAAwBIkmwAAwHG4ZtM6JJsAAAAwDc0mAAAATMM0OgAAcBym0a1DsgkAAADTkGwCAAAHMn7ZrB7TeUg2AQAAYBqaTQAAAJiGaXQAAOA4PEHIOs781gAAALBEjUg2c4/+oDoniu0uw+98seULu0vwW01bNLG7BP/l0FtznIvSn0vtLsFvfX4s3+4S/Ja7fw+7S/A7JwoL7S6BWx9ZiGQTAAAApqHZBAAAjnMm2bR6Ox9z5sxRdHS0goODFRMToy1btpz1+NmzZ+vyyy9XnTp1FBUVpQkTJujkyZPnNbYv0GwCAAD4qeXLlyspKUkpKSnasWOHOnfurAEDBujIkSOVHr906VJNmjRJKSkp2r17txYtWqTly5fr0Ucftbjy/6DZBAAA8FOzZs3SqFGjNHLkSLVv317z589X3bp1tXjx4kqP37hxo3r16qVhw4YpOjpa/fv319ChQ381DTUTzSYAAHAcO6fR8/Pzy23FxZUvci4pKdH27dsVFxfn2RcQEKC4uDht2rSp0s9cddVV2r59u6e53Lt3r9577z3deOONPv4Fzx3NJgAAgIWioqIUFhbm2VJTUys97tixYyotLVVERES5/REREcrJyan0M8OGDdMTTzyhq6++WrVr19bFF1+s6667ztZp9Bpx6yMAAABv2Hnro+zsbIWGhnr2u1wun42RmZmpGTNmaO7cuYqJidHXX3+tcePGadq0aZo8ebLPxvEGzSYAAICFQkNDyzWbVWnSpIkCAwOVm5tbbn9ubq4iIyMr/czkyZN111136d5775UkXXHFFSoqKtJ9992nP/3pTwoIsH5Sm2l0AAAAPxQUFKRu3bopIyPDs6+srEwZGRmKjY2t9DMnTpyo0FAGBgZKktxut3nFngXJJgAAcJzq8mz0pKQkJSQkqHv37urZs6dmz56toqIijRw5UpI0YsQItWjRwnPd58CBAzVr1ix17drVM40+efJkDRw40NN0Wo1mEwAAwE8NGTJER48e1ZQpU5STk6MuXbooPT3ds2jowIED5ZLMxx57TIZh6LHHHtOhQ4fUtGlTDRw4UE8++aRdX4FmEwAAOE91ejZ6YmKiEhMTK30vMzOz3OtatWopJSVFKSkp5zWWGbhmEwAAAKYh2QQAAI5jSDJkcbJp6Wj+g2QTAAAApqHZBAAAgGmYRgcAAM5jGKc3q8d0IJJNAAAAmIZkEwAAOE51uvVRdUeyCQAAANPQbAIAAMA0TKMDAAAHsv7Z6E7N+Jz5rQEAAGAJkk0AAOA4LBCyDskmAAAATEOyCQAAHIdk0zokmwAAADANzSYAAABMwzQ6AABwHKbRrUOyCQAAANOQbAIAAMcxDOtv6m79TeT9g63fesOGDRo4cKCaN28uwzD0zjvv2FkOAAAAfMzWZrOoqEidO3fWnDlz7CwDAAAAJrF1Gj0+Pl7x8fF2lgAAABzJ+GWzekznqVbXbBYXF6u4uNjzOj8/38ZqAAAA8Guq1ZWqqampCgsL82xRUVF2lwQAAKqhM7c+snpzomrVbCYnJysvL8+zZWdn210SAAAAzqJaTaO7XC65XC67ywAAANUcN3W3TrVKNgEAAFC92JpsFhYW6uuvv/a83rdvn7KystSoUSNddNFFNlYGAAAAX7C12dy2bZv69OnjeZ2UlCRJSkhIUFpamk1VAQCAmo5pdOvY2mxed911crvddpYAAAAAE1WrBUIAAAC+wLPRrePMbw0AAABL0GwCAADANEyjAwAAx2GBkHVINgEAAGAakk0AAOA4JJvWIdkEAACAaUg2AQCA45BsWodkEwAAAKah2QQAAIBpmEYHAAAOZMj6zI1pdAAAAMCnSDYBAIDjsEDIOiSbAAAAMA3NJgAAAEzDNDoAAHAcptGtQ7IJAAAA05BsAgAAxyHZtA7JJgAAAExDswkAAADTMI0OAAAch2l065BsAgAAwDQkmwAAwHEMI0CGYW3mZvV4/sKZ3xoAAACWINkEAACOwzWb1iHZBAAAgGloNgEAAGAaptEBAIADWT+NLjlzGr1GNJsBAYYCApz5P+DZNGjawO4S/FZpaZndJfitn0tO2V2C3zq8N8fuEvzWgS++tbsEv1WvQT27S/A7J386YXcJsFCNaDYBAAC8Y8j6pNGZwRjXbAIAAMA0NJsAAAAwDdPoAADAcbjPpnVINgEAAGAakk0AAOA4PBvdOs781gAAALAEySYAAHAcrtm0DskmAAAATEOzCQAAANMwjQ4AAByHaXTrkGwCAADANCSbAADAcUg2rUOyCQAAANPQbAIAAMA0TKMDAADHOT2NbvUThJhGBwAAAHyKZBMAADgOC4SsQ7IJAAAA05BsAgAABzJ+2awe03lINgEAAGAamk0AAACYhml0AADgOCwQsg7JJgAAAExDsgkAABzHCDBkBFicbFo8nr8g2QQAAIBpaDYBAABgGqbRAQCA47BAyDokmwAAADANySYAAHAckk3rkGwCAADANLY2m6mpqerRo4fq16+v8PBwDRo0SHv27LGzJAAA4ABnkk2rNyeytdlcv369xo4dq82bN2vdunU6deqU+vfvr6KiIjvLAgAAgI/Yes1menp6uddpaWkKDw/X9u3bdc0119hUFQAAAHzFrxYI5eXlSZIaNWpU6fvFxcUqLi72vM7Pz7ekLgAAULOwQMg6frNAqKysTOPHj1evXr3UsWPHSo9JTU1VWFiYZ4uKirK4SgAAAHjDb5rNsWPH6rPPPtOyZcuqPCY5OVl5eXmeLTs728IKAQBATWEE2LM5kV9MoycmJurdd9/Vhg0b1LJlyyqPc7lccrlcFlYGAACAC2Frs+l2u/Xggw9q5cqVyszMVOvWre0sBwAAAD5ma7M5duxYLV26VKtWrVL9+vWVk5MjSQoLC1OdOnXsLA0AANRkhnF6s3pMB7L16oF58+YpLy9P1113nZo1a+bZli9fbmdZAAAA8BHbp9EBAACsxq2PrOPQdVEAAACwgl+sRgcAALCSIRuSTZFsAgAAAD5FswkAAADTMI0OAAAchwVC1iHZBAAAgGlINgEAgOMYAYaMAIuTTYvH8xckmwAAADANzSYAAABMwzQ6AABwHhsWCPFsdAAAAMDHSDYBAIDjcOsj65BsAgAAwDQkmwAAwHEMw/pLKB0abJJsAgAAwDw0mwAAADAN0+gAAMB5mEe3DMkmAAAATEOyCQAAHIdno1uHZBMAAACmodkEAACAaZhGBwAAjnN6fZDVTxCydDi/QbIJAAAA09BsAgAAxznzbHSrt/MxZ84cRUdHKzg4WDExMdqyZctZjz9+/LjGjh2rZs2ayeVy6bLLLtN77713XmP7AtPoAAAAfmr58uVKSkrS/PnzFRMTo9mzZ2vAgAHas2ePwsPDKxxfUlKifv36KTw8XG+99ZZatGihb7/9Vg0aNLC++F/QbAIAAPipWbNmadSoURo5cqQkaf78+VqzZo0WL16sSZMmVTh+8eLF+uGHH7Rx40bVrl1bkhQdHW1lyRUwjQ4AABzHzmn0/Pz8cltxcXGlNZaUlGj79u2Ki4vz7AsICFBcXJw2bdpU6WdWr16t2NhYjR07VhEREerYsaNmzJih0tJS3/+I54hmEwAAwEJRUVEKCwvzbKmpqZUed+zYMZWWlioiIqLc/oiICOXk5FT6mb179+qtt95SaWmp3nvvPU2ePFnPPvuspk+f7vPvca5qxDR68/AmqhcSYncZfmfvp/vsLsFv/XD4B7tL8Fvf7PrS7hL81pEj39pdgt+qVSvI7hL81vHcdnaX4HeKT/5kdwkXtGDnQsaUpOzsbIWGhnr2u1wun41RVlam8PBwLViwQIGBgerWrZsOHTqkP//5z0pJSfHZON6oEc0mAABAdREaGlqu2axKkyZNFBgYqNzc3HL7c3NzFRkZWelnmjVrptq1ayswMNCzr127dsrJyVFJSYmCgqz/D0Om0QEAgOOceTa61Zs3goKC1K1bN2VkZHj2lZWVKSMjQ7GxsZV+plevXvr6669VVlbm2ffll1+qWbNmtjSaEs0mAACA30pKStLChQv1yiuvaPfu3Ro9erSKioo8q9NHjBih5ORkz/GjR4/WDz/8oHHjxunLL7/UmjVrNGPGDI0dO9aur8A0OgAAgL8aMmSIjh49qilTpignJ0ddunRRenq6Z9HQgQMHFBDwn+wwKipKa9eu1YQJE9SpUye1aNFC48aN0yOPPGLXV6DZBAAAznP62ejWj3k+EhMTlZiYWOl7mZmZFfbFxsZq8+bN5zeYCZhGBwAAgGlINgEAgOPYeesjpyHZBAAAgGloNgEAAFCpkydPXvA5aDYBAIADGf9ZJWTVpuoxjV5WVqZp06apRYsWCgkJ0d69eyVJkydP1qJFi7w+H80mAAAAPKZPn660tDQ9/fTT5W4E37FjR7300kten49mEwAAOM6ZBUJWb9XBq6++qgULFmj48OHlHnvZuXNnffHFF16fj2YTAAAAHocOHdIll1xSYX9ZWZlOnTrl9fm49REAAHCc83lWuS/GrA7at2+vv//972rVqlW5/W+99Za6du3q9floNgEAAOAxZcoUJSQk6NChQyorK9OKFSu0Z88evfrqq3r33Xe9Ph/T6AAAAPC45ZZb9Le//U0ffvih6tWrpylTpmj37t3629/+pn79+nl9PpJNAADgODxB6Ox69+6tdevW+eRcJJsAAADw2Lp1q/75z39W2P/Pf/5T27Zt8/p8NJsAAMBxuPVR1caOHavs7OwK+w8dOqSxY8d6fT6aTQAAAHh8/vnnuvLKKyvs79q1qz7//HOvz0ezCQAAAA+Xy6Xc3NwK+w8fPqxatbxf7kOzCQAAHIdp9Kr1799fycnJysvL8+w7fvy4Hn30UVajAwAA4MI888wzuuaaa9SqVSvPTdyzsrIUERGh1157zevz0WwCAADHMYzTm9VjVgctWrTQp59+qiVLlmjnzp2qU6eORo4cqaFDh6p27dpen49mEwAAAOXUq1dP9913n0/ORbMJAACcJ8A4vVk9ZjXx1Vdf6eOPP9aRI0dUVlZW7r0pU6Z4dS6aTQAAAHgsXLhQo0ePVpMmTRQZGVluYZNhGDSbAAAAOH/Tp0/Xk08+qUceecQn56PZBAAAjsOz0av2448/avDgwT47H/fZBAAAgMfgwYP1wQcf+Ox8JJsAAMB57LjJejVJNi+55BJNnjxZmzdv1hVXXFHhdkcPPfSQV+c752bzu+++U/Pmzb06+a+ZN2+e5s2bp/3790uSOnTooClTpig+Pt6n4wAAAODcLFiwQCEhIVq/fr3Wr19f7j3DMMxrNjt06KA5c+Zo2LBhXg1wNi1bttTMmTN16aWXyu1265VXXtEtt9yif/3rX+rQoYPPxgEAAMC52bdvn0/Pd87XbD755JO6//77NXjwYP3www8+GXzgwIG68cYbdemll+qyyy7Tk08+qZCQEG3evNkn5wcAAKgMz0a3zjknm2PGjFF8fLzuuecetW/fXgsXLtTAgQN9VkhpaanefPNNFRUVKTY2ttJjiouLVVxc7Hmdn5/vs/EBAABw2sGDB7V69WodOHBAJSUl5d6bNWuWV+fyaoFQ69at9dFHH+mFF17Qbbfdpnbt2qlWrfKn2LFjh1cF7Nq1S7GxsTp58qRCQkK0cuVKtW/fvtJjU1NT9fjjj3t1fgAAgP/FrY+qlpGRoZtvvllt2rTRF198oY4dO2r//v1yu9268sorvT6f16vRv/32W61YsUINGzbULbfcUqHZ9Nbll1+urKws5eXl6a233lJCQoLWr19facOZnJyspKQkz+v8/HxFRUVd0PgAAAD4j+TkZE2cOFGPP/646tevr7ffflvh4eEaPny4brjhBq/P51WnuHDhQv3hD39QXFyc/v3vf6tp06ZeD/i/goKCdMkll0iSunXrpq1bt+r555/Xiy++WOFYl8sll8t1wWMCAABnMwIMGRY/q9zq8c7X7t279frrr0uSatWqpZ9++kkhISF64okndMstt2j06NFene+cm80bbrhBW7Zs0QsvvKARI0Z4V7UXysrKyl2XCQAAAOvUq1fPc51ms2bN9M0333juEnTs2DGvz3fOzWZpaak+/fRTtWzZ0utBqpKcnKz4+HhddNFFKigo0NKlS5WZmam1a9f6bAwAAACcu9/85jf65JNP1K5dO9144436wx/+oF27dmnFihX6zW9+4/X5zrnZXLdundcn/zVHjhzRiBEjdPjwYYWFhalTp05au3at+vXr5/OxAAAAzjAM6xfsVJP1QZo1a5YKCwslSY8//rgKCwu1fPlyXXrppV6vRJdsflzlokWL7BweAAAA/6NNmzaef65Xr57mz59/Qec755u6AwAA1BSnk03rt+qgTZs2+v777yvsP378eLlG9FzRbAIAAMBj//79Ki0trbC/uLhYhw4d8vp8tk6jAwAAwD+sXr3a889r165VWFiY53VpaakyMjIUHR3t9XlpNgEAgAPZMa/t3/PogwYNknR64VRCQkK592rXrq3o6Gg9++yzXp+XZhMAAAAqKyuTdPrx5Fu3blWTJk18cl6aTQAA4Dg8G71q+/btq7Dv+PHjatCgwXmdjwVCAAAA8Hjqqae0fPlyz+vBgwerUaNGatGihXbu3On1+Wg2AQCA45x5NrrVW3Uwf/58RUVFSTr9UJ8PP/xQ6enpio+P18MPP+z1+ZhGBwAAgEdOTo6n2Xz33Xd1xx13qH///oqOjlZMTIzX5yPZBAAAgEfDhg2VnZ0tSUpPT1dcXJwkye12V3r/zV9DsgkAAByHBUJVu+222zRs2DBdeuml+v777xUfHy9J+te//qVLLrnE6/PRbAIAAMDjueeeU3R0tLKzs/X0008rJCREknT48GGNGTPG6/PRbAIAAMch2axa7dq1NXHixAr7J0yYcF7no9kEAABwuNWrVys+Pl61a9cu99jKytx8881enZtmEwAAwOEGDRqknJwchYeHex5bWRnDMLxeJESzCQAAHIdp9PLOPKryf//ZF2g2AQAAIOl0o5mWlqYVK1Zo//79MgxDbdq00e9+9zvddddd59Uwc59NAADgOGeSTas3f+Z2u3XzzTfr3nvv1aFDh3TFFVeoQ4cO2r9/v+6++27deuut53Vekk0AAAAoLS1NGzZsUEZGhvr06VPuvY8++kiDBg3Sq6++qhEjRnh1XpJNAADgOEaAPZs/e/311/Xoo49WaDQlqW/fvpo0aZKWLFni9Xn9/GsDAADACp9++qluuOGGKt+Pj4/Xzp07vT4vzSYAAAD0ww8/KCIiosr3IyIi9OOPP3p9Xq7ZBAAAzmMYpzerx/RjpaWlqlWr6tYwMDBQP//8s9fnpdkEAACA3G637r77brlcrkrfLy4uPq/z0mwCAADH4abuFSUkJPzqMd6uRJdoNgEAACDp5ZdfNuW8LBACAACAaUg2AQCA4zCNbp0a0WzWCQpSnaAgu8vwO3lHj9tdgt/a+OEHdpfgt44fz7W7BL/VuXNfu0vwW5f1uMzuEvzWb/r3sLsEv3OisFCaYXcVsEqNaDYBAAC8QbJpHa7ZBAAAgGloNgEAAGAaptEBAIDjGAGGjACLp9EtHs9fkGwCAADANCSbAADAcVggZB2STQAAAJiGZBMAADiPDcmmSDYBAAAA36LZBAAAgGmYRgcAAI5jyPpZbWdOopNsAgAAwEQkmwAAwHG4qbt1SDYBAABgGppNAAAAmIZpdAAA4DyGYcMKIabRAQAAAJ8i2QQAAI7Ds9GtQ7IJAAAA05BsAgAAxzl9yabVyaalw/kNkk0AAACYhmYTAAAApmEaHQAAOA4LhKxDsgkAAADTkGwCAADH4dno1iHZBAAAgGloNgEAAGAaptEBAIDjsEDIOiSbAAAAMA3JJgAAcJzTTxCyfkwnItkEAACAafym2Zw5c6YMw9D48ePtLgUAANRwZ67ZtHpzIr9oNrdu3aoXX3xRnTp1srsUAAAA+JDtzWZhYaGGDx+uhQsXqmHDhnaXAwAAAB+yvdkcO3asbrrpJsXFxf3qscXFxcrPzy+3AQAAeO3MCiGrNweydTX6smXLtGPHDm3duvWcjk9NTdXjjz9uclUAAADwFduSzezsbI0bN05LlixRcHDwOX0mOTlZeXl5ni07O9vkKgEAQE105tnoVm9OZFuyuX37dh05ckRXXnmlZ19paak2bNigF154QcXFxQoMDCz3GZfLJZfLZXWpAAAAOE+2NZvXX3+9du3aVW7fyJEj1bZtWz3yyCMVGk0AAABUP7Y1m/Xr11fHjh3L7atXr54aN25cYT8AAIAv8Wx069i+Gh0AAAA1l189Gz0zM9PuEgAAgAOQbFqHZBMAAACm8atkEwAAwAokm9Yh2QQAAIBpaDYBAABgGqbRAQCA4xiyYRpdTKMDAAAAPkWyCQAAHMcIOL1ZPaYTOfRrAwAAwAo0mwAAADAN0+gAAMBxuM+mdUg2AQAAYBqSTQAA4DyGcXqzekwHItkEAACAaUg2AQCA43DNpnVINgEAAGAamk0AAACYhml0AADgPDZMo7NACAAAAH5nzpw5io6OVnBwsGJiYrRly5Zz+tyyZctkGIYGDRpkboG/gmYTAAA4jhFg2LJ5a/ny5UpKSlJKSop27Nihzp07a8CAATpy5MhZP7d//35NnDhRvXv3Pt+fyGdoNgEAAPzUrFmzNGrUKI0cOVLt27fX/PnzVbduXS1evLjKz5SWlmr48OF6/PHH1aZNGwurrRzNJgAAgIXy8/PLbcXFxZUeV1JSou3btysuLs6zLyAgQHFxcdq0aVOV53/iiScUHh6ue+65x+e1nw+aTQAA4Dhn7rNp9SZJUVFRCgsL82ypqamV1njs2DGVlpYqIiKi3P6IiAjl5ORU+plPPvlEixYt0sKFC337g10AVqMDAABYKDs7W6GhoZ7XLpfLJ+ctKCjQXXfdpYULF6pJkyY+Oacv0GwCAADHsfMJQqGhoeWazao0adJEgYGBys3NLbc/NzdXkZGRFY7/5ptvtH//fg0cONCzr6ysTJJUq1Yt7dmzRxdffPGFfIXzwjQ6AACAHwoKClK3bt2UkZHh2VdWVqaMjAzFxsZWOL5t27batWuXsrKyPNvNN9+sPn36KCsrS1FRUVaW70GyCQAAHMcwrL/H+vmMl5SUpISEBHXv3l09e/bU7NmzVVRUpJEjR0qSRowYoRYtWig1NVXBwcHq2LFjuc83aNBAkirstxLNJgAAgJ8aMmSIjh49qilTpignJ0ddunRRenq6Z9HQgQMHFBDg3xPVNJsAAAB+LDExUYmJiZW+l5mZedbPpqWl+b4gL9WIZjP/xAn97OddvR2y/nFuj7Nyoh07PrC7BL/Vt++ddpfgt3rd1svuEvxW0xb+s/LV31z6P7etgVRYt67dJVSfefQagA4NAAAApqkRySYAAIA3jACd17PKL3RMJ3Lo1wYAAIAVaDYBAABgGqbRAQCA49j5BCGnIdkEAACAaUg2AQCA45BsWodkEwAAAKah2QQAAIBpmEYHAACOwzS6dUg2AQAAYBqSTQAA4Dgkm9Yh2QQAAIBpSDYBAIDjGIZh/bPRSTYBAAAA36LZBAAAgGmYRgcAAI5jGKc3q8d0IpJNAAAAmIZkEwAAOA/RpmVINgEAAGAamk0AAACYhml0AADgODxByDokmwAAADANySYAAHAckk3rkGwCAADANCSbAADAcYwAG56NbvF4/oJkEwAAAKah2QQAAIBpmEYHAACOwwIh65BsAgAAwDQkmwAAwHFINq1ja7I5depUz//YZ7a2bdvaWRIAAAB8yPZks0OHDvrwww89r2vVsr0kAAAA+IjtnV2tWrUUGRlpdxkAAMBBmEa3ju0LhL766is1b95cbdq00fDhw3XgwIEqjy0uLlZ+fn65DQAAAP7L1mYzJiZGaWlpSk9P17x587Rv3z717t1bBQUFlR6fmpqqsLAwzxYVFWVxxQAAoEYwJMPiTc4MNu1tNuPj4zV48GB16tRJAwYM0Hvvvafjx4/rjTfeqPT45ORk5eXlebbs7GyLKwYAAIA3bL9m8781aNBAl112mb7++utK33e5XHK5XBZXBQAAapwA4/Rm9ZgOZPs1m/+tsLBQ33zzjZo1a2Z3KQAAAPABW5vNiRMnav369dq/f782btyoW2+9VYGBgRo6dKidZQEAAMBHbJ1GP3jwoIYOHarvv/9eTZs21dVXX63NmzeradOmdpYFAABqOG59ZB1bm81ly5bZOTwAAABM5lcLhAAAAKxAsmkdv1ogBAAAgJqFZhMAAACmYRodAAA4DtPo1iHZBAAAgGlINgEAgOMEGIYCLE4arR7PX5BsAgAAwDQkmwAAwHEMWX8NpTNzTZJNAAAAmIhmEwAAAKZhGh0AADgOC4SsQ7IJAAAA05BsAgAAxzGM05vVYzoRySYAAABMQ7MJAAAA0zCNDgAAHMf45Y/VYzoRySYAAABMQ7IJAAAch1sfWYdkEwAAAKYh2QQAAI5jGIb1z0Yn2QQAAAB8i2YTAAAApmEaHQAAOA7T6NYh2QQAAIBpSDYBAIDjcOsj65BsAgAAwDQ0mwAAADAN0+gAAMBxWCBknRrRbEY3baqQ+vXtLsPvdPpND7tL8FshIQ3sLsFvXfO7PnaX4Ld6x3axuwS/1TSUv4Or0rppuN0l+J38/Hy7S4CFakSzCQAA4A3DhgVCTk02uWYTAAAApiHZBAAAjmMYpzerx3Qikk0AAACYhmYTAAAApmEaHQAAOI7xyx+rx3Qikk0AAACYhmQTAAA4Ds9Gtw7JJgAAAExDswkAAADTMI0OAAAch2ejW4dkEwAAAKYh2QQAAI5Dsmkdkk0AAACYhmYTAAAApmEaHQAAOA732bQOySYAAABMQ7IJAAAchwVC1iHZBAAAgGlINgEAgOOQbFqHZBMAAACmodkEAACAaZhGBwAAjhNgnN6sHtOJSDYBAABgGpJNAADgOMYvf6we04lINgEAAGAamk0AAACYhml0AADgODwb3TokmwAAADANySYAAHAcQ9Y/0ceZuSbJJgAAAExke7N56NAh3XnnnWrcuLHq1KmjK664Qtu2bbO7LAAAUIOdeTa61ZsT2TqN/uOPP6pXr17q06eP3n//fTVt2lRfffWVGjZsaGdZAAAA8BFbm82nnnpKUVFRevnllz37WrdubWNFAAAA8CVbp9FXr16t7t27a/DgwQoPD1fXrl21cOHCKo8vLi5Wfn5+uQ0AAMBbxi+3PrJyc+o0uq3N5t69ezVv3jxdeumlWrt2rUaPHq2HHnpIr7zySqXHp6amKiwszLNFRUVZXDEAAAC8Yes0ellZmbp3764ZM2ZIkrp27arPPvtM8+fPV0JCQoXjk5OTlZSU5Hmdn59PwwkAALxmx4Idkk0bNGvWTO3bty+3r127djpw4EClx7tcLoWGhpbbAAAA4L9sbTZ79eqlPXv2lNv35ZdfqlWrVjZVBAAAAF+ydRp9woQJuuqqqzRjxgzdcccd2rJlixYsWKAFCxbYWRYAAKjhmEa3jq3JZo8ePbRy5Uq9/vrr6tixo6ZNm6bZs2dr+PDhdpYFAAAAH7H92ei//e1v9dvf/tbuMgAAgIMEGKc3q8d0ItsfVwkAAICay/ZkEwAAwGrGL3+sHtOJSDYBAABgGppNAAAAmIZpdAAA4Dhnnldu9ZhORLIJAAAA05BsAgAAx+Gm7tYh2QQAAIBpaDYBAABgGqbRAQCA4zCNbh2STQAAAJiGZhMAADjOmVsfWb2djzlz5ig6OlrBwcGKiYnRli1bqjx24cKF6t27txo2bKiGDRsqLi7urMdbgWYTAADATy1fvlxJSUlKSUnRjh071LlzZw0YMEBHjhyp9PjMzEwNHTpUH3/8sTZt2qSoqCj1799fhw4dsrjy/6DZBAAAjnPmmk2rN2/NmjVLo0aN0siRI9W+fXvNnz9fdevW1eLFiys9fsmSJRozZoy6dOmitm3b6qWXXlJZWZkyMjIu9Cc7bzSbAAAAFsrPzy+3FRcXV3pcSUmJtm/frri4OM++gIAAxcXFadOmTec01okTJ3Tq1Ck1atTIJ7WfD5pNAAAAC0VFRSksLMyzpaamVnrcsWPHVFpaqoiIiHL7IyIilJOTc05jPfLII2revHm5htVq3PoIAAA4jp23PsrOzlZoaKhnv8vlMmW8mTNnatmyZcrMzFRwcLApY5wLmk0AAAALhYaGlms2q9KkSRMFBgYqNze33P7c3FxFRkae9bPPPPOMZs6cqQ8//FCdOnW6oHovFNPoAADAcQIMezZvBAUFqVu3buUW95xZ7BMbG1vl555++mlNmzZN6enp6t69+/n+RD5DsgkAAOCnkpKSlJCQoO7du6tnz56aPXu2ioqKNHLkSEnSiBEj1KJFC891n0899ZSmTJmipUuXKjo62nNtZ0hIiEJCQmz5DjSbAAAAfmrIkCE6evSopkyZopycHHXp0kXp6emeRUMHDhxQQMB/JqrnzZunkpIS3X777eXOk5KSoqlTp1pZugfNJgAAcBzjlz9Wj3k+EhMTlZiYWOl7mZmZ5V7v37//vMYwE9dsAgAAwDQkmwAAwHlsuPWRrB7PT5BsAgAAwDQkmwAAwHECDEMBFieNVo/nL0g2AQAAYJpqnWy63W5JUmFhoc2V+KeS4pN2l+C3Tp0qsbsEv3XypxN2l+C3CgsK7C7BbwU7M7A5J/ku+x4T6K/y8/Ml/eff46jZqnWzWfDLX/zXdetmcyVAzfHBB4vtLgGAQxQUFCgsLMyWse18NrrTVOtms3nz5srOzlb9+vX94n/A/Px8RUVFKTs7+5yeeeoU/C5V47epGr9N1fhtqsZvUzV/+m3cbrcKCgrUvHlzW+uANap1sxkQEKCWLVvaXUYFoaGhtv8f2R/xu1SN36Zq/DZV47epGr9N1fzlt7Er0TyDBULWYYEQAAAATEOzCQAAANNU62l0f+NyuZSSkiKXy2V3KX6F36Vq/DZV47epGr9N1fhtqsZvUx4LhKxjuLnvAAAAcIj8/HyFhYXps337VL9+fUvHLigoUMfWrZWXl+cX181ahWQTAAA4jiHrk0Zn5ppcswkAAAATkWwCAADHCTBOb1aP6UQkmwAAADANzaaPzJkzR9HR0QoODlZMTIy2bNlid0l+YcOGDRo4cKCaN28uwzD0zjvv2F2SX0hNTVWPHj1Uv359hYeHa9CgQdqzZ4/dZfmFefPmqVOnTp4bT8fGxur999+3uyy/M3PmTBmGofHjx9tdil+YOnWqZ3Xxma1t27Z2l+UXDh06pDvvvFONGzdWnTp1dMUVV2jbtm12lwUHodn0geXLlyspKUkpKSnasWOHOnfurAEDBujIkSN2l2a7oqIide7cWXPmzLG7FL+yfv16jR07Vps3b9a6det06tQp9e/fX0VFRXaXZruWLVtq5syZ2r59u7Zt26a+ffvqlltu0b///W+7S/MbW7du1YsvvqhOnTrZXYpf6dChgw4fPuzZPvnkE7tLst2PP/6oXr16qXbt2nr//ff1+eef69lnn1XDhg3tLs12hk1/nIhbH/lATEyMevTooRdeeEGSVFZWpqioKD344IOaNGmSzdX5D8MwtHLlSg0aNMjuUvzO0aNHFR4ervXr1+uaa66xuxy/06hRI/35z3/WPffcY3cptissLNSVV16puXPnavr06erSpYtmz55td1m2mzp1qt555x1lZWXZXYpfmTRpkv7xj3/o73//u92l+I0ztz76Yv9+1bf49kMF+flqGx3tuFsfkWxeoJKSEm3fvl1xcXGefQEBAYqLi9OmTZtsrAzVSV5enqTTTRX+o7S0VMuWLVNRUZFiY2PtLscvjB07VjfddFO5v3Nw2ldffaXmzZurTZs2Gj58uA4cOGB3SbZbvXq1unfvrsGDBys8PFxdu3bVwoUL7S7LL/zvZRdWbU5Es3mBjh07ptLSUkVERJTbHxERoZycHJuqQnVSVlam8ePHq1evXurYsaPd5fiFXbt2KSQkRC6XSw888IBWrlyp9u3b212W7ZYtW6YdO3YoNTXV7lL8TkxMjNLS0pSenq558+Zp37596t27twoKCuwuzVZ79+7VvHnzdOmll2rt2rUaPXq0HnroIb3yyit2lwYH4dZHgM3Gjh2rzz77jOvL/svll1+urKws5eXl6a233lJCQoLWr1/v6IYzOztb48aN07p16xQcHGx3OX4nPj7e88+dOnVSTEyMWrVqpTfeeMPRl1+UlZWpe/fumjFjhiSpa9eu+uyzzzR//nwlJCTYXB2cgmbzAjVp0kSBgYHKzc0ttz83N1eRkZE2VYXqIjExUe+++642bNigli1b2l2O3wgKCtIll1wiSerWrZu2bt2q559/Xi+++KLNldln+/btOnLkiK688krPvtLSUm3YsEEvvPCCiouLFRgYaGOF/qVBgwa67LLL9PXXX9tdiq2aNWtW4T/S2rVrp7ffftumivxHgGEowOJpbavH8xdMo1+goKAgdevWTRkZGZ59ZWVlysjI4BozVMntdisxMVErV67URx99pNatW9tdkl8rKytTcXGx3WXY6vrrr9euXbuUlZXl2bp3767hw4crKyuLRvN/FBYW6ptvvlGzZs3sLsVWvXr1qnBbtS+//FKtWrWyqSI4EcmmDyQlJSkhIUHdu3dXz549NXv2bBUVFWnkyJF2l2a7wsLCcsnCvn37lJWVpUaNGumiiy6ysTJ7jR07VkuXLtWqVatUv359z/W9YWFhqlOnjs3V2Ss5OVnx8fG66KKLVFBQoKVLlyozM1Nr1661uzRb1a9fv8I1vfXq1VPjxo251lfSxIkTNXDgQLVq1UrfffedUlJSFBgYqKFDh9pdmq0mTJigq666SjNmzNAdd9yhLVu2aMGCBVqwYIHdpdnOjgU7Tl0gRLPpA0OGDNHRo0c1ZcoU5eTkqEuXLkpPT6+waMiJtm3bpj59+nheJyUlSZISEhKUlpZmU1X2mzdvniTpuuuuK7f/5Zdf1t133219QX7kyJEjGjFihA4fPqywsDB16tRJa9euVb9+/ewuDX7s4MGDGjp0qL7//ns1bdpUV199tTZv3qymTZvaXZqtevTooZUrVyo5OVlPPPGEWrdurdmzZ2v48OF2lwYH4T6bAADAMc7cZ/Pr7Gxb7rN5SVSU4+6zSbIJAAAch2l067BACAAAAKYh2QQAAI7DrY+sQ7IJAAAA05BsAgAA57HjWeUkmwAAAIBv0WwCAADANEyjAwAAxwkwTm9Wj+lEJJsAAAAwDc0mAL9RWlqqq666Srfddlu5/Xl5eYqKitKf/vQnmyoDUNMYNv1xIppNAH4jMDBQaWlpSk9P15IlSzz7H3zwQTVq1EgpKSk2VgcAOB9cswnAr1x22WWaOXOmHnzwQfXt21dbtmzRsmXLtHXrVgUFBdldHgDAS4bb7XbbXQQA/De3262+ffsqMDBQu3bt0oMPPqjHHnvM7rIA1AD5+fkKCwtTdk6OQkNDLR87KjJSeXl5lo9tJ5JNAH7HMAzNmzdP7dq10xVXXKFJkybZXRIA4DzRbALwS4sXL1bdunW1b98+HTx4UNHR0XaXBKAG4dno1mGBEAC/s3HjRj333HN699131bNnT91zzz3iih8AqJ5oNgH4lRMnTujuu+/W6NGj1adPHy1atEhbtmzR/Pnz7S4NQA1i/PJsdKs3J6LZBOBXkpOT5Xa7NXPmTElSdHS0nnnmGf3xj3/U/v377S0OAOA1VqMD8Bvr16/X9ddfr8zMTF199dXl3hswYIB+/vlnffjhh45NBwBcuDOr0b87csSW1ejNw8MdtxqdZhMAADjGmWbz8NGjtjSbzZo2dVyzyTQ6AAAATMOtjwAAgONw6yPrkGwCAADANDSbAAAAMA3T6AAAwHHsuO+lU++kQbIJAAAA05BsAgAAxwkwTm9Wj+lEJJsAAAAwDckmAABwHOOXP1aP6UQkmwAAADANzSYAAABMwzQ6AABwHG59ZB2STQAAAJiGZBMAADgOz0a3DskmAAAATEOzCQAAANMwjQ4AAByHBULWodkEAACOk5+f74gx/QHNJgAAcIygoCBFRkYqKirKlvEjIyMVFBRky9h2Mdxut9vuIgAAAKxy8uRJlZSU2DJ2UFCQgoODbRnbLjSbAAAAMA2r0QEAAGAamk0AAACYhmYTAAAApqHZBAAAgGloNgEAAGAamk0AAACYhmYTAAAApvn/ce4ClGccrA0AAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5a033451"
      },
      "source": [
        "La U-Matrix ci aiuta a visualizzare la struttura topologica e le distanze tra i neuroni sulla SOM. Nel caso del dataset Iris, l'immagine della U-Matrix (`u_matrix.T`) mostra:\n",
        "\n",
        "*   **Regioni Chiare (Valori Bassi):** Indicano neuroni con vettori di peso molto simili ai loro vicini. Rappresentano potenziali **cluster** o regioni dove i dati sono omogenei. Nel nostro caso, vedrai aree più chiare dove i campioni di un particolare tipo di Iris si raggruppano.\n",
        "\n",
        "*   **Regioni Scure (Valori Alti):** Indicano neuroni con vettori di peso molto diversi dai loro vicini. Rappresentano **confini** o separazioni tra i cluster. Le linee o le regioni più scure sulla U-Matrix delineano le separazioni tra le specie di Iris.\n",
        "\n",
        "*   **Struttura del Dataset Iris:** Puoi chiaramente osservare una regione chiara ben separata (generalmente in un angolo), che corrisponde alla specie *Setosa*. Questa specie è nota per essere linearmente separabile dalle altre due. Le altre due regioni, che rappresentano *Versicolor* e *Virginica*, potrebbero essere più vicine tra loro o mostrare confini meno distinti, riflettendo la loro intrinseca sovrapposizione nello spazio delle feature.\n",
        "\n",
        "In sintesi, la U-Matrix ti permette di \"vedere\" la separazione e la topologia dei cluster che la SOM ha imparato, anche senza conoscere le etichette originali dei dati. Le aree scure indicano dove un tipo di fiore di Iris finisce e un altro inizia sulla mappa SOM."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a2083c05"
      },
      "source": [
        "The U-Matrix helps us visualize the topological structure and distances between neurons on the SOM. In the case of the Iris dataset, the U-Matrix image (`u_matrix.T`) shows:\n",
        "\n",
        "*   **Light Regions (Low Values):** These indicate neurons with weight vectors very similar to their neighbors. They represent potential **clusters** or regions where data are homogeneous. In our case, you will see lighter areas where samples of a particular Iris type group together.\n",
        "\n",
        "*   **Dark Regions (High Values):** These indicate neurons with weight vectors very different from their neighbors. They represent **boundaries** or separations between clusters. The darker lines or regions on the U-Matrix delineate the separations between the Iris species.\n",
        "\n",
        "*   **Iris Dataset Structure:** You can clearly observe a well-separated light region (generally in a corner), which corresponds to the *Setosa* species. This species is known to be linearly separable from the other two. The other two regions, representing *Versicolor* and *Virginica*, might be closer to each other or show less distinct boundaries, reflecting their intrinsic overlap in the feature space.\n",
        "\n",
        "In summary, the U-Matrix allows you to \"see\" the separation and topology of the clusters that the SOM has learned, even without knowing the original data labels. Dark areas indicate where one type of Iris flower ends and another begins on the SOM map."
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "BPq-qmGrsIF-"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Project Iris samples onto the SOM**"
      ],
      "metadata": {
        "id": "R2Z20Ider6R_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "winner_coordinates = np.array([som.winner(x) for x in X_scaled])\n",
        "\n",
        "plt.figure(figsize=(9,9))\n",
        "plt.imshow(u_matrix.T, cmap='bone_r', alpha=0.6)\n",
        "plt.colorbar(label='Distance')\n",
        "plt.title(\"Iris Samples Projected onto the SOM\")\n",
        "\n",
        "markers = ['o', 's', 'D']\n",
        "colors = ['red', 'green', 'blue']\n",
        "\n",
        "for class_idx, class_name in enumerate(target_names):\n",
        "    idx = np.where(y == class_idx)[0]\n",
        "    plt.scatter(\n",
        "        winner_coordinates[idx, 0] + 0.5,\n",
        "        winner_coordinates[idx, 1] + 0.5,\n",
        "        marker=markers[class_idx],\n",
        "        c=colors[class_idx],\n",
        "        label=class_name,\n",
        "        s=50,\n",
        "        edgecolors='k'\n",
        "    )\n",
        "\n",
        "plt.xlim([0, som_x])\n",
        "plt.ylim([0, som_y])\n",
        "plt.grid(True)\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 735
        },
        "id": "_p9pMZiZr6gT",
        "outputId": "620a5816-a568-43ae-ea81-69e3456ba578"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 900x900 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "qCHo_DtkYNc3"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d308c70d"
      },
      "source": [
        "Questa visualizzazione combina la **U-Matrix** (lo sfondo sfumato) con la proiezione dei **singoli campioni di Iris** sulla mappa SOM. Ogni punto colorato rappresenta un campione del dataset Iris, e il suo posizionamento indica il neurone della SOM a cui è stato assegnato come \"Best Matching Unit\" (BMU).\n",
        "\n",
        "Ecco cosa si può osservare:\n",
        "\n",
        "*   **Sfondo della U-Matrix:** Continua a mostrare le distanze tra i neuroni. Le aree più chiare indicano regioni di neuroni simili (potenziali cluster), mentre le aree più scure indicano i confini tra queste regioni.\n",
        "\n",
        "*   **Proiezione dei Campioni (Punti Colorati):**\n",
        "    *   **Raggruppamento per Specie:** I campioni di ciascuna specie di Iris (Setosa, Versicolor, Virginica) si raggruppano in aree specifiche della SOM. Questo dimostra che la SOM ha imparato a separare le classi basandosi sulle caratteristiche dei fiori.\n",
        "    *   **Setosa:** Dovresti vedere i punti rossi (Setosa) concentrati in un'area ben distinta e chiara della mappa, spesso isolata dalle altre specie. Questo conferma la sua netta separabilità dalle altre due.\n",
        "    *   **Versicolor e Virginica:** I punti verdi (Versicolor) e blu (Virginica) saranno probabilmente più vicini tra loro, e potrebbero sovrapporsi leggermente o essere separati da una regione più scura della U-Matrix che indica un confine meno netto. Questo riflette la loro maggiore somiglianza e la difficoltà intrinseca nel distinguerle, come già notato nei dati originali.\n",
        "\n",
        "*   **Interpretazione Topologica:** Questa trama non solo mostra la classificazione dei campioni, ma anche la loro relazione spaziale. I campioni che sono vicini nella mappa SOM sono intrinsecamente simili nello spazio delle feature, e i confini scuri della U-Matrix mostrano dove questa similarità diminuisce significativamente.\n",
        "\n",
        "In sintesi, questa visualizzazione ci permette di vedere come la SOM organizza i dati, raggruppando i campioni simili e mantenendo la struttura topologica, rendendo visibili sia i cluster che le transizioni tra le diverse classi di Iris."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "133bab10"
      },
      "source": [
        "This visualization combines the **U-Matrix** (the blurred background) with the projection of **individual Iris samples** onto the SOM map. Each colored dot represents a sample from the Iris dataset, and its position indicates the SOM neuron to which it was assigned as the \"Best Matching Unit\" (BMU).\n",
        "\n",
        "Here's what can be observed:\n",
        "\n",
        "*   **U-Matrix Background:** It continues to show the distances between neurons. Lighter areas indicate regions of similar neurons (potential clusters), while darker areas indicate the boundaries between these regions.\n",
        "\n",
        "*   **Sample Projection (Colored Dots):**\n",
        "    *   **Grouping by Species:** Samples of each Iris species (Setosa, Versicolor, Virginica) cluster in specific areas of the SOM. This demonstrates that the SOM has learned to separate the classes based on flower characteristics.\n",
        "    *   **Setosa:** You should see the red dots (Setosa) concentrated in a distinct, clear area of the map, often isolated from the other species. This confirms its clear separability from the other two.\n",
        "    *   **Versicolor and Virginica:** The green (Versicolor) and blue (Virginica) dots will likely be closer to each other, and may slightly overlap or be separated by a darker region of the U-Matrix indicating a less clear boundary. This reflects their greater similarity and the intrinsic difficulty in distinguishing them, as already noted in the original data.\n",
        "\n",
        "*   **Topological Interpretation:** This plot not only shows the classification of samples but also their spatial relationship. Samples that are close on the SOM map are intrinsically similar in feature space, and the dark boundaries of the U-Matrix show where this similarity significantly decreases.\n",
        "\n",
        "In summary, this visualization allows us to see how the SOM organizes data, grouping similar samples and maintaining topological structure, making both clusters and transitions between different Iris classes visible."
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Hit map (number of samples per neuron)**"
      ],
      "metadata": {
        "id": "zgR_Xx3RsKL6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "hit_map = np.zeros((som_x, som_y))\n",
        "\n",
        "for wc in winner_coordinates:\n",
        "    hit_map[wc[0], wc[1]] += 1\n",
        "\n",
        "plt.figure(figsize=(8,8))\n",
        "plt.imshow(hit_map.T, cmap='viridis')\n",
        "plt.colorbar(label='Number of hits')\n",
        "plt.title(\"SOM Hit Map\")\n",
        "plt.xlabel(\"X\")\n",
        "plt.ylabel(\"Y\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 666
        },
        "id": "jsxy47SysKcX",
        "outputId": "a44f88c4-0355-4c59-b877-c369491cf74f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "b8d925a9"
      },
      "source": [
        "La **Hit Map** (o mappa di attivazione/frequenza) visualizza quanti campioni del dataset sono stati mappati su ciascun neurone della Self-Organizing Map.\n",
        "\n",
        "Ecco cosa puoi osservare e interpretare per il dataset Iris:\n",
        "\n",
        "*   **Intensità del Colore:** Le celle (neuroni) con un colore più intenso indicano che un numero maggiore di campioni di input è stato associato a quel neurone come \"Best Matching Unit\" (BMU). Al contrario, le celle con colori più tenui o bianchi hanno avuto pochi o nessun campione associato.\n",
        "\n",
        "*   **Densità dei Dati:** Questa mappa ti permette di visualizzare le regioni della SOM dove i dati sono più densi. Per l'Iris dataset, probabilmente vedrai alcune aree chiaramente più intense che corrispondono ai centri dei cluster delle diverse specie.\n",
        "\n",
        "*   **Neuroni Inattivi/Poco Attivi:** I neuroni che rimangono 'bianchi' o con colori molto deboli indicano che nessun campione di input (o pochissimi) si è mappato su di essi. Questo può suggerire regioni dello spazio dei pesi che non sono ben rappresentate dai dati di input, o spazi 'vuoti' tra i cluster.\n",
        "\n",
        "*   **Conferma dei Cluster:** Se confrontata con la U-Matrix o la proiezione dei campioni, la hit map dovrebbe mostrare una maggiore densità nelle regioni che corrispondono ai cluster ben definiti (come la Setosa) e potenzialmente una densità distribuita nelle regioni di sovrapposizione tra le specie più simili (Versicolor e Virginica).\n",
        "\n",
        "In sintesi, la Hit Map è un ottimo strumento per capire la distribuzione dei dati sulla SOM, mostrando visivamente dove si concentrano i campioni e quali neuroni sono più attivamente coinvolti nella rappresentazione del dataset."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d737bef5"
      },
      "source": [
        "The **Hit Map** (or activation/frequency map) visualizes how many samples from the dataset have been mapped to each neuron of the Self-Organizing Map.\n",
        "\n",
        "Here's what you can observe and interpret for the Iris dataset:\n",
        "\n",
        "*   **Color Intensity:** Cells (neurons) with a more intense color indicate that a larger number of input samples have been associated with that neuron as the \"Best Matching Unit\" (BMU). Conversely, cells with lighter or white colors have had few or no samples associated.\n",
        "\n",
        "*   **Data Density:** This map allows you to visualize the regions of the SOM where data are most dense. For the Iris dataset, you will likely see some clearly more intense areas corresponding to the centers of the clusters of different species.\n",
        "\n",
        "*   **Inactive/Slightly Active Neurons:** Neurons that remain 'white' or have very faint colors indicate that no input samples (or very few) have mapped to them. This can suggest regions of the weight space that are not well represented by the input data, or 'empty' spaces between clusters.\n",
        "\n",
        "*   **Cluster Confirmation:** When compared with the U-Matrix or the sample projection, the hit map should show higher density in regions corresponding to well-defined clusters (like Setosa) and potentially distributed density in regions of overlap between more similar species (Versicolor and Virginica).\n",
        "\n",
        "In summary, the Hit Map is an excellent tool for understanding the distribution of data on the SOM, visually showing where samples are concentrated and which neurons are most actively involved in representing the dataset."
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "OF5vt0jRspnL"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Dominant Class per Neuron**"
      ],
      "metadata": {
        "id": "9z2gvaJ1sj7B"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from collections import defaultdict, Counter\n",
        "\n",
        "neuron_classes = defaultdict(list)\n",
        "\n",
        "for i, wc in enumerate(winner_coordinates):\n",
        "    neuron_classes[tuple(wc)].append(y[i])\n",
        "\n",
        "print(\"Dominant class for occupied neurons:\\n\")\n",
        "\n",
        "for neuron, labels in sorted(neuron_classes.items()):\n",
        "    dominant_class = Counter(labels).most_common(1)[0][0]\n",
        "    print(f\"Neuron {neuron}: {target_names[dominant_class]} ({len(labels)} samples)\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ECdQFx9EskHH",
        "outputId": "a0f6390b-3b51-4e5e-db64-aa147f08312b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dominant class for occupied neurons:\n",
            "\n",
            "Neuron (np.int64(0), np.int64(0)): virginica (3 samples)\n",
            "Neuron (np.int64(0), np.int64(1)): virginica (2 samples)\n",
            "Neuron (np.int64(0), np.int64(2)): virginica (4 samples)\n",
            "Neuron (np.int64(0), np.int64(3)): versicolor (2 samples)\n",
            "Neuron (np.int64(0), np.int64(4)): versicolor (3 samples)\n",
            "Neuron (np.int64(0), np.int64(5)): virginica (4 samples)\n",
            "Neuron (np.int64(0), np.int64(6)): versicolor (3 samples)\n",
            "Neuron (np.int64(1), np.int64(0)): virginica (4 samples)\n",
            "Neuron (np.int64(1), np.int64(1)): virginica (6 samples)\n",
            "Neuron (np.int64(1), np.int64(3)): versicolor (4 samples)\n",
            "Neuron (np.int64(1), np.int64(4)): versicolor (3 samples)\n",
            "Neuron (np.int64(1), np.int64(5)): virginica (2 samples)\n",
            "Neuron (np.int64(1), np.int64(6)): versicolor (2 samples)\n",
            "Neuron (np.int64(2), np.int64(0)): virginica (5 samples)\n",
            "Neuron (np.int64(2), np.int64(1)): virginica (3 samples)\n",
            "Neuron (np.int64(2), np.int64(2)): virginica (3 samples)\n",
            "Neuron (np.int64(2), np.int64(3)): versicolor (3 samples)\n",
            "Neuron (np.int64(2), np.int64(4)): versicolor (1 samples)\n",
            "Neuron (np.int64(3), np.int64(0)): virginica (3 samples)\n",
            "Neuron (np.int64(3), np.int64(1)): virginica (4 samples)\n",
            "Neuron (np.int64(3), np.int64(2)): versicolor (4 samples)\n",
            "Neuron (np.int64(3), np.int64(3)): versicolor (1 samples)\n",
            "Neuron (np.int64(3), np.int64(5)): setosa (3 samples)\n",
            "Neuron (np.int64(3), np.int64(6)): setosa (4 samples)\n",
            "Neuron (np.int64(4), np.int64(0)): virginica (4 samples)\n",
            "Neuron (np.int64(4), np.int64(1)): versicolor (2 samples)\n",
            "Neuron (np.int64(4), np.int64(2)): versicolor (6 samples)\n",
            "Neuron (np.int64(4), np.int64(4)): setosa (4 samples)\n",
            "Neuron (np.int64(4), np.int64(5)): setosa (2 samples)\n",
            "Neuron (np.int64(4), np.int64(6)): setosa (6 samples)\n",
            "Neuron (np.int64(5), np.int64(0)): versicolor (4 samples)\n",
            "Neuron (np.int64(5), np.int64(1)): versicolor (5 samples)\n",
            "Neuron (np.int64(5), np.int64(2)): versicolor (1 samples)\n",
            "Neuron (np.int64(5), np.int64(3)): setosa (3 samples)\n",
            "Neuron (np.int64(5), np.int64(4)): setosa (4 samples)\n",
            "Neuron (np.int64(5), np.int64(5)): setosa (4 samples)\n",
            "Neuron (np.int64(5), np.int64(6)): setosa (6 samples)\n",
            "Neuron (np.int64(6), np.int64(0)): versicolor (4 samples)\n",
            "Neuron (np.int64(6), np.int64(1)): versicolor (4 samples)\n",
            "Neuron (np.int64(6), np.int64(2)): versicolor (1 samples)\n",
            "Neuron (np.int64(6), np.int64(3)): setosa (1 samples)\n",
            "Neuron (np.int64(6), np.int64(4)): setosa (6 samples)\n",
            "Neuron (np.int64(6), np.int64(5)): setosa (3 samples)\n",
            "Neuron (np.int64(6), np.int64(6)): setosa (4 samples)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0b00ca66"
      },
      "source": [
        "La sezione **\"Dominant Class per Neuron\"** ci aiuta a capire la \"specializzazione\" di ciascun neurone della SOM in termini di classificazione. Per ogni neurone della mappa a cui sono stati proiettati uno o più campioni di Iris, questo codice determina quale specie è la più rappresentata tra quei campioni.\n",
        "\n",
        "Ecco cosa fa il codice e come interpretare l'output:\n",
        "\n",
        "1.  **`from collections import defaultdict, Counter`**: Importa due classi utili. `defaultdict` viene usato per creare un dizionario dove, se si cerca una chiave inesistente, viene creato un valore di default (in questo caso, una lista vuota). `Counter` è un sottoclasse di `dict` per contare oggetti hashable (come le etichette delle classi).\n",
        "\n",
        "2.  **`neuron_classes = defaultdict(list)`**: Inizializza un dizionario dove ogni chiave sarà la coordinata `(x, y)` di un neurone SOM, e il valore associato sarà una lista delle classi di Iris (`y[i]`) che sono state mappate a quel neurone.\n",
        "\n",
        "3.  **`for i, wc in enumerate(winner_coordinates):`**: Itera su tutti i campioni del dataset. Per ogni campione `i`, `wc` (winner coordinates) sono le coordinate del neurone BMU (Best Matching Unit) a cui è stato mappato.\n",
        "    *   **`neuron_classes[tuple(wc)].append(y[i])`**: Aggiunge l'etichetta di classe originale (`y[i]`) del campione corrente alla lista associata al neurone BMU `wc`. Trasformare `wc` in una tupla `tuple(wc)` è necessario perché le liste non possono essere usate come chiavi di dizionario, mentre le tuple sì.\n",
        "\n",
        "4.  **`print(\"Dominant class for occupied neurons:\\n\")`**: Stampa un'intestazione per l'output.\n",
        "\n",
        "5.  **`for neuron, labels in sorted(neuron_classes.items()):`**: Itera attraverso i neuroni che hanno almeno un campione mappato (cioè le chiavi del dizionario `neuron_classes`), ordinandoli per chiarezza.\n",
        "    *   **`dominant_class = Counter(labels).most_common(1)[0][0]`**: Qui avviene la parte chiave. Per la lista di etichette `labels` associate a un neurone, `Counter(labels)` crea un conteggio delle occorrenze di ciascuna classe. `most_common(1)` restituisce una lista del singolo elemento più comune (e il suo conteggio), e `[0][0]` estrae solo l'etichetta di classe.\n",
        "    *   **`print(f\"Neuron {neuron}: {target_names[dominant_class]} ({len(labels)} samples)\")`**: Stampa il neurone, la sua classe dominante (usando `target_names` per il nome leggibile della specie) e il numero totale di campioni mappati a quel neurone.\n",
        "\n",
        "**Interpretazione dell'output:**\n",
        "\n",
        "L'output mostra per ogni neurone che ha ricevuto almeno un campione, quale delle tre specie di Iris (setosa, versicolor, virginica) è la più rappresentata tra i campioni che si sono mappati su quel neurone. Vedrai che i neuroni tendono a essere dominati da una singola classe, specialmente nelle regioni ben separate. Ad esempio, potresti trovare una regione della SOM dove molti neuroni sono dominati da 'setosa', e un'altra regione dove sono dominati da 'virginica'. Questo conferma che la SOM ha organizzato i dati in modo significativo, raggruppando campioni simili e creando aree distinte per le diverse specie, anche se alcune aree (quelle di transizione) potrebbero mostrare una maggiore mescolanza o incertezza, riflettendo la natura intrinseca dei dati di Iris."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "06835066"
      },
      "source": [
        "The **\"Dominant Class per Neuron\"** section helps us understand the \"specialization\" of each SOM neuron in terms of classification. For each neuron on the map to which one or more Iris samples have been projected, this code determines which species is the most represented among those samples.\n",
        "\n",
        "Here's what the code does and how to interpret the output:\n",
        "\n",
        "1.  **`from collections import defaultdict, Counter`**: Imports two useful classes. `defaultdict` is used to create a dictionary where, if an non-existent key is searched, a default value is created (in this case, an empty list). `Counter` is a subclass of `dict` for counting hashable objects (like class labels).\n",
        "\n",
        "2.  **`neuron_classes = defaultdict(list)`**: Initializes a dictionary where each key will be the `(x, y)` coordinate of an SOM neuron, and the associated value will be a list of the Iris classes (`y[i]`) that have been mapped to that neuron.\n",
        "\n",
        "3.  **`for i, wc in enumerate(winner_coordinates):`**: Iterates over all samples in the dataset. For each sample `i`, `wc` (winner coordinates) are the coordinates of the BMU (Best Matching Unit) neuron to which it was mapped.\n",
        "    *   **`neuron_classes[tuple(wc)].append(y[i])`**: Adds the original class label (`y[i]`) of the current sample to the list associated with the BMU neuron `wc`. Converting `wc` to a tuple `tuple(wc)` is necessary because lists cannot be used as dictionary keys, while tuples can.\n",
        "\n",
        "4.  **`print(\"Dominant class for occupied neurons:\\n\")`**: Prints a header for the output.\n",
        "\n",
        "5.  **`for neuron, labels in sorted(neuron_classes.items()):`**: Iterates through the neurons that have at least one sample mapped (i.e., the keys of the `neuron_classes` dictionary), sorting them for clarity.\n",
        "    *   **`dominant_class = Counter(labels).most_common(1)[0][0]`**: This is the key part. For the list of labels `labels` associated with a neuron, `Counter(labels)` creates a count of the occurrences of each class. `most_common(1)` returns a list of the single most common element (and its count), and `[0][0]` extracts only the class label.\n",
        "    *   **`print(f\"Neuron {neuron}: {target_names[dominant_class]} ({len(labels)} samples)\")`**: Prints the neuron, its dominant class (using `target_names` for the readable species name), and the total number of samples mapped to that neuron.\n",
        "\n",
        "**Interpretation of the output:**\n",
        "\n",
        "The output shows, for each neuron that has received at least one sample, which of the three Iris species (setosa, versicolor, virginica) is most represented among the samples mapped to that neuron. You will see that neurons tend to be dominated by a single class, especially in well-separated regions. For example, you might find a region of the SOM where many neurons are dominated by 'setosa', and another region where they are dominated by 'virginica'. This confirms that the SOM has organized the data significantly, grouping similar samples and creating distinct areas for different species, although some areas (transition areas) might show more mixing or uncertainty, reflecting the intrinsic nature of the Iris data."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7b8112c5"
      },
      "source": [
        "## **Component Planes (Feature Maps)**\n",
        "\n",
        "These plots show how each individual feature contributes to the patterns on the SOM. A neuron's color intensity in a component plane corresponds to the weight of that feature for that specific neuron. This helps in understanding which features are important for distinguishing different regions of the map."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 736
        },
        "id": "99d8d3ae",
        "outputId": "855d5d0f-f4e6-46ab-f556-93a43347d7f6"
      },
      "source": [
        "n_features = X_scaled.shape[1]\n",
        "plt.figure(figsize=(16, 12))\n",
        "\n",
        "for i, f_name in enumerate(feature_names):\n",
        "    plt.subplot(2, 2, i + 1) # Arrange in a 2x2 grid for 4 features\n",
        "    # Get the weights for the current feature across the SOM\n",
        "    feature_plane = som.get_weights()[:, :, i]\n",
        "    plt.imshow(feature_plane, cmap='viridis')\n",
        "    plt.colorbar(label=f_name)\n",
        "    plt.title(f\"Component Plane for {f_name}\")\n",
        "    plt.xlabel(\"SOM X\")\n",
        "    plt.ylabel(\"SOM Y\")\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1600x1200 with 8 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d1a3e884"
      },
      "source": [
        "I **Component Planes** (o mappe delle feature) sono una serie di visualizzazioni che mostrano come ciascuna caratteristica individuale (feature) del dataset contribuisce alla formazione dei pattern sulla SOM. Per ogni feature del tuo dataset (nel caso dell'Iris, 'sepal length', 'sepal width', 'petal length', 'petal width'), viene creata una mappa separata.\n",
        "\n",
        "Ecco cosa puoi osservare e interpretare per il dataset Iris:\n",
        "\n",
        "*   **Intensità del Colore:** Su ogni piano, l'intensità del colore di un neurone corrisponde al valore del peso di quella specifica feature per quel neurone. Ad esempio, in un piano per 'petal length', un'area scura potrebbe indicare che i neuroni in quella regione hanno pesi elevati per la lunghezza del petalo, mentre un'area chiara indicherebbe pesi bassi.\n",
        "\n",
        "*   **Raggruppamento delle Feature:** Esaminando i diversi piani, puoi identificare quali feature sono più importanti per distinguere le diverse regioni sulla SOM. Ad esempio, se noti che una particolare area della mappa è scura sia nel piano della 'petal length' che in quello della 'petal width', significa che i neuroni in quell'area sono caratterizzati da petali lunghi e larghi.\n",
        "\n",
        "*   **Separazione delle Classi (Iris):**\n",
        "    *   **Setosa:** Dovresti vedere che le aree della SOM associate alla *Setosa* (che in precedenza hai visto raggrupparsi in una regione specifica) mostrano valori molto diversi per le feature del petalo rispetto ad altre aree. Ad esempio, i piani per 'petal length' e 'petal width' avranno colori molto chiari (pesi bassi) in corrispondenza dei neuroni della Setosa, poiché la Setosa ha petali piccoli.\n",
        "    *   **Versicolor e Virginica:** I piani mostreranno pattern più sfumati e simili per *Versicolor* e *Virginica*, riflettendo la loro maggiore somiglianza nelle caratteristiche. Potresti vedere transizioni graduali di colore tra le regioni che rappresentano queste due specie.\n",
        "\n",
        "*   **Visualizzazione del Significato dei Cluster:** I Component Planes ti aiutano a capire il 'significato' di ciascun cluster o regione della SOM in termini di feature originali. Ti permettono di dire non solo 'c'è un cluster qui', ma anche 'questo cluster è caratterizzato da petali corti e sepali larghi', o simili.\n",
        "\n",
        "In sintesi, i Component Planes sono fondamentali per interpretare la SOM, poiché rivelano quali caratteristiche guidano la formazione dei cluster e come le diverse feature sono distribuite topologicamente sulla mappa."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "954a3383"
      },
      "source": [
        "The **Component Planes** (or feature maps) are a series of visualizations that show how each individual characteristic (feature) of the dataset contributes to the formation of patterns on the SOM. For each feature in your dataset (in the case of Iris, 'sepal length', 'sepal width', 'petal length', 'petal width'), a separate map is created.\n",
        "\n",
        "Here's what you can observe and interpret for the Iris dataset:\n",
        "\n",
        "*   **Color Intensity:** On each plane, the color intensity of a neuron corresponds to the weight value of that specific feature for that neuron. For example, on a 'petal length' plane, a dark area might indicate that neurons in that region have high weights for petal length, while a light area would indicate low weights.\n",
        "\n",
        "*   **Feature Grouping:** By examining the different planes, you can identify which features are most important for distinguishing different regions on the SOM. For instance, if you notice that a particular area of the map is dark in both the 'petal length' and 'petal width' planes, it means that the neurons in that area are characterized by long and wide petals.\n",
        "\n",
        "*   **Class Separation (Iris):**\n",
        "    *   **Setosa:** You should see that the areas of the SOM associated with *Setosa* (which you previously saw clustered in a specific region) show very different values for the petal features compared to other areas. For example, the 'petal length' and 'petal width' planes will have very light colors (low weights) corresponding to the Setosa neurons, as Setosa has small petals.\n",
        "    *   **Versicolor and Virginica:** The planes will show more nuanced and similar patterns for *Versicolor* and *Virginica*, reflecting their greater similarity in characteristics. You might see gradual color transitions between the regions representing these two species.\n",
        "\n",
        "*   **Visualizing Cluster Meaning:** Component Planes help you understand the 'meaning' of each cluster or region of the SOM in terms of the original features. They allow you to say not just 'there's a cluster here,' but also 'this cluster is characterized by short petals and wide sepals,' or similar.\n",
        "\n",
        "In summary, Component Planes are fundamental for interpreting the SOM, as they reveal which characteristics drive cluster formation and how the different features are topologically distributed on the map."
      ]
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "o9xIGmMztFwc"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(16, 7))\n",
        "\n",
        "# --- Left panel: K-Means clustering ---\n",
        "plt.subplot(1, 2, 1)\n",
        "\n",
        "for cluster in range(3):\n",
        "    plt.scatter(\n",
        "        X_scaled[kmeans_labels == cluster, 0],\n",
        "        X_scaled[kmeans_labels == cluster, 1],\n",
        "        label=f\"Cluster {cluster}\",\n",
        "        alpha=0.7,\n",
        "        s=50\n",
        "    )\n",
        "\n",
        "plt.xlabel(\"Scaled feature 1\")\n",
        "plt.ylabel(\"Scaled feature 2\")\n",
        "plt.title(\"K-Means Clustering\")\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "\n",
        "# --- Right panel: SOM projection (Rotated 90° Clockwise) ---\n",
        "plt.subplot(1, 2, 2)\n",
        "\n",
        "# Rotate the U-matrix 90 degrees clockwise\n",
        "rotated_u_matrix = np.rot90(u_matrix.T, k=-1)\n",
        "plt.imshow(rotated_u_matrix, cmap='bone_r', alpha=0.8)\n",
        "plt.colorbar(label='Distance')\n",
        "plt.title(\"SOM Projection on U-Matrix (Rotated 90° Clockwise)\")\n",
        "\n",
        "# Transform winner_coordinates for 90-degree clockwise rotation\n",
        "# Original scatter points are (row_idx, col_idx)\n",
        "# New scatter points after 90 deg clockwise rotation relative to origin: (col_idx, (max_row_idx - row_idx))\n",
        "# Here, max_row_idx for 'som_x' is som_x-1\n",
        "rotated_scatter_x = winner_coordinates[:, 1] + 0.5\n",
        "rotated_scatter_y = (som_x - 1 - winner_coordinates[:, 0]) + 0.5\n",
        "\n",
        "markers = ['o', 's', 'D']\n",
        "colors = ['red', 'green', 'blue']\n",
        "\n",
        "for class_idx, class_name in enumerate(target_names):\n",
        "    idx = np.where(y == class_idx)[0]\n",
        "    plt.scatter(\n",
        "        rotated_scatter_x[idx],\n",
        "        rotated_scatter_y[idx],\n",
        "        marker=markers[class_idx],\n",
        "        c=colors[class_idx],\n",
        "        label=class_name,\n",
        "        s=50,\n",
        "        edgecolors='k'\n",
        "    )\n",
        "\n",
        "# Adjust xlim and ylim for the rotated plot\n",
        "plt.xlim([0, som_y]) # New X-axis corresponds to som_y dimension\n",
        "plt.ylim([0, som_x]) # New Y-axis corresponds to som_x dimension\n",
        "\n",
        "plt.grid(True)\n",
        "plt.legend()\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 415
        },
        "id": "aFcRGFXttF-l",
        "outputId": "89e21939-7e07-4264-a9b8-266d5aaee809"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1600x700 with 3 Axes>"
            ],
            "image/png": 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Jc4IhIiJChw8fVvXq1Z3LOnTooDlz5qhHjx7at29fkQQIH3Jks7TpW2nnD1JaiuRvleI6SvVukmJqeyamzd9JP0+RDvwmpdslP4tUsYl0/f9Jtbt5JqZs47peirw3/9sqrH73xudP8t7nEHm249QOLdqzSKsOrlKqPVWBlkC1rNBSiVUTFRcZ5/MxeePxAQAAAAAAuEOeEwzNmzfXvHnzdP3117ssT0hI0LfffqsePXoUenDwIVsXSMtflZJPStZwyWKVbMnShk+lbfOlhGFSzUT3xrTkFWnV245v5Pv5Oy5M29OkPT9J+9dIrR6X2g9zb0w5xfX3akeC4cc3pQ5P5W1bhdXv3vj8Sd77HCLPlu9brqkbpup0ymmFBoQq0BKoC2kXNGfnHK3Yv0IPNXxIbSu39dmYvPH4AAAAAACAZBiOmzv3VxLlOcHwxBNPaOXKlVmua9++vb799lt9+OGHhRYYfMiRzY6L06lJUnS8619TaFnp9D5p2Rgpsor7vgm/+TvHhWl7mhRUyjUm05RSzkor35IqNHLvt+Bzisu4OB3Rz5Okig1yj6uw+t0bnz/Je59D5NmOUzs0dcNUJdmSVCW8iozLnsPSQaV18PxBTdkwRZXCKrntm/6FGZM3Hh8AAAAAAIA7+eW1YUJCgoYPH57t+g4dOmjatGmFEhR8zKZvHd98L1U5c6rOMBzLk09Km+a4L6afpzi+9W4Nzzoma7hj/c+T3RdTXuKS8h5XYfW7Nz5/kvc+h8izRXsW6XTKaVUIreBy8V2SDMNQhdAKOp1yWov3LvbJmLzx+AAAAAAAwEUZQxjceSuB8pxgALKUluqYsz+ri8AZMi4G71jkaF/UUs455uv38885Jj9/af+vjvbukJe4pLzFVVj97o3Pn+S9zyHyzGa3adXBVQoNCM108T2DYRgKDQjVTwd+ks1u86mYvPH4AADSK6+8IsMwNHjwYE+HAgAAAJQIJBhwdWxJjoLAFmvO7SxWx8VpW1LRx5R0/FIx4Jz4WaT0dEd7dyjMuAqr373x+ZO89zlEniXbk50Fj3MS6BeoVHuqku3JPhWTNx4fAJR0a/6fvTuPj6K+/wf+mpk9sjlIQkLClQABDAHkEC/UGDVc2mr9tl+lHlVoS/GsFVuRHlqtFa+qrVUBvxW1+lX7be1PRQRNkENAiyiCkctwBHJBINkcu9ljZn5/LInEJJvdMJlj9/X0sYZMJp99zWeGAJ/3fOazZQuWLl2KCRMmGB2FiIiIiChusMBAp8aeCNicgOwLv5/sA2yO0P59LTHjxMCzHH4/RQZEMbS/HrTMpVW/m/H8AeY9hxQxl+SCQwoNrofjV0KD9C7JZalMZjw+IqJ41tzcjOuuuw7PP/880tPTjY5DRERERCYgiPq/4lHEizwTdcnmAPIuAba/HloQuKtHhbQtyDvm8tD+fc2ZDAyeAhzcGHrv7jIpQSD33ND+eogkF3Ai15nhc2nV72Y8f4B5zyFFzC7ZMXXQVKzYtwIZCRldPkZIVVW0BFpQnFsMu2S3VCYzHh8RUTy79dZb8Z3vfAfTpk3Dgw8+GHZfn88Hn++bmysaGxsBAIosQ5F7uLnBaKpqdILItOW0QF5JssazkttyWiWvzdbDTGQTaMtohawAIJr81LflM3vOjsz+M0r91kfzUxXF6AhhteUze86TBQLmftyu2fORPnpdYPj6669RXl6OCy+8EC6XC6qqdvscaopxBZcDe1cD7sOdFwpW1dB2VzpQ8F39Mp0zH6jcEhoY//b6Am0D5jYHcM5N+mWKJBcQeS6t+t2M5w8w7zmkiE0bNg0bKjeguqW600LIqqqiuqUaqc5UFOcWWzKTGY+PiCgevf766/jss8+wZcuWiPZfvHgx7r///k7bD331FRITdZqt2UspRgeIUoqs0+M1T8HUqXlGR4jK2WePMDpChKzTr9/97oVGR4gpo3L7GR0hCq1GB4hIGnp44oCJBA4dMjpCRIKVlUZHiNhKk/epx2P2P+sFCNBzvDo+x8ajLjAcO3YMs2fPxpo1ayAIAvbu3Yu8vDz85Cc/QXp6Ov70pz/1RU4ys6wxQNFCYN0jwPHy0GCwdOKxO76m0OB00UJgQL5+mcZcBpx3B7Dpz0CrO7QYcNsjd5RgaGD6vDuA/Fn6ZeopV9tvx3NujiyXVv1uxvMHmPccUsRGpo3E/AnzsXT7UlQ0VSDJnhRak0DxoyXQglRnKuZPmI+8NP3+AaplJjMeHxFRvDl06BDuuOMOfPDBB0hISIjoexYtWoQFCxa0f97Y2IicnBzkjB2LfmlpfZRUG9u/3Gt0hMioKlJkD5qkxO5n7ZrElxt2GB0hIpIk4OyzR+A//9kPWTb/3cy1tQeNjtAjm03Cd797IVasWI9g0OSzlwCMnTzF6AhhiUKouPB1RSMU81+iAICsYVlGR+iBijT40AAnrDJoOSBngNERwlIVBcHKStiGDIEgWuNZNtNPP93oCGEdO8Y1MakXBYY777wTNpsNFRUVKCgoaN8+e/ZsLFiwgAWGeDV6OpCWC+xcAZSXhBYEtrtCj9Up+K7+g9MAcNFCYNBE4JMlQOWnocWAJVvokTrn3GTcwHR3uYZMDX39gl9E3pZW/W7G8weY9xxSxAqHFmJI8hCUVpRiY9VG+GU/EmwJKM4tRnFusSGD71pmMuPxERHFk61bt+LIkSM444wz2rfJsoz169fjr3/9K3w+HySp4+NPnE4nnE5np7ZESYIomfxRKSYfrO9EEEyf2QqD9SeTZdUSma0wYN8mGJQtkdcqg/aKap2sVhm0D+W0RlarDNoLomiZrHa7uR+3a/Z8uv9dpBfv9cwzz+Cxxx5DTU0NJk6ciKeffhpnn312t/s3NDTgN7/5Dd58800cP34cw4YNw1NPPYXLLrvsVJKfkqgLDO+//z5Wr16NoUOHdtg+evRoHDxo/rsUqA8NyA+9zrsdCHhOLCCs0zP7u5M/K/TyNQOeY6HFgM3wvP6ucolOYOXK6NvSqt/NeP4A855DilheWh7y0vIwZ9wceGUvXJLL8DUJtMxkxuMjIooXxcXF2LGj4x3oc+fOxZgxY7Bw4cJOxQUiIiIiIrN44403sGDBAixZsgTnnHMOnnrqKcycORO7d+9GVlbnWVZ+vx/Tp09HVlYW/vnPf2LIkCE4ePAg0gyehRt1gaGlpaXLZ5MeP368yzuBKA7ZHOYYmD6ZM9mcg9In5zrVhXG06ncznj/AvOeQImaX7KYbeNcykxmPj4go1qWkpGD8+PEdtiUlJSEjI6PTdiIiIiIiM3niiScwb948zJ07FwCwZMkSvPvuu3jhhRdwzz33dNr/hRdewPHjx7Fp06b22SPDhw/XM3KXop4PVFhYiJdffrn9c0EQoCgKHn30UVx88cWahiMiIiIiIiIiIiIiipYgCLq/IuX3+7F161ZMmzatfZsoipg2bRo2b97c5fe8/fbbmDp1Km699VZkZ2dj/PjxeOihhyDLxj7qL+oZDI8++iiKi4vx6aefwu/34+6770ZZWRmOHz+OjRs39kVGIiIiIiKiiKxdu9boCEREREQUxxobGzt83tUaYHV1dZBlGdnZ2R22Z2dnY9euXV22u2/fPqxZswbXXXcdVq5cia+//hq33HILAoEA7rvvPm0PIgpRz2AYP3489uzZgwsuuADf+9730NLSgu9///v4/PPPMXLkyL7ISEREREREREREREQUMaNmMOTk5CA1NbX9tXjxYk2OR1EUZGVlYdmyZZgyZQpmz56N3/zmN1iyZIkm7fdWVDMYAoEAZs2ahSVLluA3v/lNX2UiIiIiIiIiIiIiIrKcQ4cOoV+/fu2fd7VucWZmJiRJQm1tbYfttbW1GDhwYJftDho0CHa7HZIktW8rKChATU0N/H4/HA5j1lSNagaD3W7H9u3b+yoLEREREREREREREdEpEwT9XwDQr1+/Dq+uCgwOhwNTpkxBaWlp+zZFUVBaWoqpU6d2eTznn38+vv76ayiK0r5tz549GDRokGHFBaAXj0i6/vrr8be//a0vshARERERERERERERxbwFCxbg+eefx0svvYSdO3fi5ptvRktLC+bOnQsAuOGGG7Bo0aL2/W+++WYcP34cd9xxB/bs2YN3330XDz30EG699VajDgFALxZ5DgaDeOGFF1BSUoIpU6YgKSmpw9efeOIJzcIREREREREREREREcWa2bNn4+jRo7j33ntRU1ODSZMmYdWqVe0LP1dUVEAUv5kfkJOTg9WrV+POO+/EhAkTMGTIENxxxx1YuHChUYcAoBcFhi+//BJnnHEGgNAUjJO1LWRBRERERERERERERGSUkx9bpNf7Reu2227Dbbfd1uXX1q5d22nb1KlT8fHHH0f/Rn0o6gLDhx9+2Bc5iIiIiIiIiIiIiIjIQqIuMBCRhoJ+IOAB7IkATrGkenJbNuMWdiGKVx6/B/X+eqQ70pHoSDQ6jqmxr4iIiIiIiKjPWWEKQwyIusBw8cUXh30U0po1a04pEFFcOLIL2PkOsG8NEPQBNicwYhqAUdq0lXcJMPYKYEC+5tGJqKO1FWvxys5XUHasDLIqQxIkjMsYhx+N/RGKcoqMjmcq7CsiIiIiIiIic2htbUVCQsIptyP2vEtHkyZNwsSJE9tfY8eOhd/vx2effYbTTz/9lAMRxbw97wNv3wZsfx0IeAHRHvr45T9DXy+P4jFk3bW1/XXgrVuBvR/0zTEQEQDg2W3PYuGGhdh6ZCuCShAiRASVILYe2Yq719+NJduWGB3RNNhXRERERERERMZSFAV/+MMfMGTIECQnJ2Pfvn0AgN/97nf429/+1qs2o57B8OSTT3a5/fe//z2am5t7FYIobhzZBax/FPB7gP4jO06dUqXQx41PAhnDep59EK6tpCzAfRhY9wiQlsuZDER9YG3FWrxU9hKCShAp9pQOs/tUVUVLoAXLy5ajIKMg7u/O/+jwR+wrIiIiIiIi0hcfkdTJgw8+iJdeegmPPvoo5s2b1759/PjxeOqpp/CTn/wk6jajnsHQneuvvx4vvPCCVs0Rxaad7wDeeiB1aOcfOm2fexuAnStOva3UoaGvR9IWEUXtlZ2vwK/4kWRP6vToQEEQkGRPgl/x49WdrxqU0Dze2P0G+4qIiIiIiIjIYC+//DKWLVuG6667DpIktW+fOHEidu3a1as2NSswbN68WZNnNhHFrKA/tE6CMyV8RdOZApSXhPY/lbYEIbK2iChqHr8HZcfKYBNs3a5LJAgCbIINO+p2wOP36JzQXHYe38m+IiIiIiIiIl0JgqD7y+wqKysxalTnNWAVRUEgEOhVm1E/Iun73/9+h89VVUV1dTU+/fRT/O53v+tVCKK4EPCEFmGWnOH3kxxA0Bva3+Y4xbacoeJCuLaIKGr1/vr2RYrDEQURsiqj3l+PREeiTunMh31FREREREREZLyxY8diw4YNGDZsWIft//znPzF58uRetRl1gaFfv34dqjGiKCI/Px8PPPAAZsyY0asQRHHBngjYnKFFmMOR/aFigD3MAFvEbfkAuyt8W0QUtXRHOiRBQlAJht1PURXYRBvSHek6JTMnSZDgU3xh92FfERERERERkZb0nlVghRkM9957L2688UZUVlZCURS8+eab2L17N15++WWsWNG7x6xHXWB48cUXe/VGRHHP5gDyLgG2vx5ahLm7Hzq+JiD/v8PPOIikLVUNtTXmcs5eINJYoiMR4zLGYeuRrVBVtcu/RKiqiqAaxOTMyXF/R35B/wJ8cvQT9hURERERERGRgb73ve/hnXfewQMPPICkpCTce++9OOOMM/DOO+9g+vTpvWoz6jUY8vLycOzYsU7bGxoakJeX16sQRHGj4HLAlQ64D4cKACdr+9yVBhR899Tbch8OfT2StogoatcXXA+H6EBLoAXqt34PqqqKlkALHKID1xVcZ1BC85idP5t9RURERERERGQChYWF+OCDD3DkyBF4PB589NFHp/RkoqgLDAcOHIAsy522+3w+VFZW9joIUVzIGgMULQQcicDxcqC5FvA2hD7W7w/tc/6dwID8U2vreHloe9HCyNoioqhdlHsR5o6bC5toQ1OgCZ6AB63BVngCHjQFmmATbZg7bi6KcoqMjmq4C4ZewL4iIiIiIiIiXQmC/i+z27JlCz755JNO2z/55BN8+umnvWoz4kckvf322+2/Xr16NVJTU9s/l2UZpaWlGD58eK9CEMWV0dOBtFxg5wqgvCS0CLPdBeRfATQAGHnxqbc15vLQzAUWF4j61E2TbkJBRgFe3fkqdtTtgKzKsIk2TM6cjOsKruOA+UnYV0RERERERETGuvXWW3H33XfjnHPO6bC9srISjzzySJfFh55EXGC48sorAYQWq7jxxhs7fM1ut2P48OH405/+FHUAorg0ID/0Ou92IOAJLcKsCsDKldq0xTUXiHRTlFOEopwiePwe1Pvrke5I5zoC3WBfERERERERkV64yHNnX331Fc4444xO2ydPnoyvvvqqV21GXGBQFAUAMGLECGzZsgWZmZm9ekMiOonN8U0xIBDQri0i0l2iI5GD5RFiXxERERERERHpz+l0ora2ttNaytXV1bDZIi4VdBD1Ggz79+9ncYGIiIiIiIiIiIiIzIuLMHQyY8YMLFq0CG63u31bQ0MDfv3rX2P69Om9arNXZYmWlhasW7cOFRUV8Pv9Hb7285//vFdBiIiIiIiIiIiIiIiobzz++OO48MILMWzYMEyePBkAsG3bNmRnZ+Pvf/97r9qMusDw+eef47LLLoPH40FLSwv69++Puro6JCYmIisriwUGIiIiIiIiIiIiIiKTGTJkCLZv345XX30VX3zxBVwuF+bOnYtrrrkGdru9V21GXWC48847cfnll2PJkiVITU3Fxx9/DLvdjuuvvx533HFHr0IQEREREREREREREWlFOPHS8/2sICkpCT/72c80ay/qAsO2bduwdOlSiKIISZLg8/mQl5eHRx99FDfeeCO+//3vaxaOiIiIiIiIiIiIiIi0sXfvXnz44Yc4cuQIFEXp8LV777036vaiLjDY7XaIYmht6KysLFRUVKCgoACpqak4dOhQ1AGIiIiIiIiIiIiIiDQlCICo47wCCyzy/Pzzz+Pmm29GZmYmBg4cCOGkzIIg6FNgmDx5MrZs2YLRo0ejqKgI9957L+rq6vD3v/8d48ePjzoAERERERERERERERH1rQcffBB//OMfsXDhQs3aFKP9hoceegiDBg0CAPzxj39Eeno6br75Zhw9ehTLli3TLBgRERERERF9o/owZ4xrrbaWfUpERBSrBCF0V75+L6OPuGf19fW46qqrNG0z6hkMZ555Zvuvs7KysGrVKk0DERERERERUUc/mDEDe3buRM6IPDz0V97YpYXbfzQbDcePISmpH26++T6j4xARERH1uauuugrvv/8+brrpJs3ajLrAAADBYBBr165FeXk5rr32WqSkpKCqqgr9+vVDcnKyZuGoB0E/EPAA9kTA5jA6zTe0zOVrBjzHgMQMwBmD19bJfWWZteYpngTkALyyFy7JBbtkNzpO3PD4Paj31yPdkY5ER+IptRXr51DL49OqLbP2uVlzEVHP2ooLwFk4tH8Lfn3bz1hkOEVtxQXgLLS0bMFzz93PIkMvfPxxKZqa6jttb2lp6vB5UlIyTj/9zE77UWeNjQ0IBPydtlceOtDhc2dCAjIHDNQpFVF4x48dRW1VFcSECcjMzjY6TkyoqqjA/q+/xujkZIwaNcroOBRDRo0ahd/97nf4+OOPcfrpp8Nu7/hvw5///OdRtxl1geHgwYOYNWsWKioq4PP5MH36dKSkpOCRRx6Bz+fDkiVLog5BUTqyC9j5DrBvDRD0ATYnkHcJMPYKYEB+bOTatRL4ZClQtRVQZECUgMFTgHNvBvJn9U1+PXXVVyOmAeAfGmQO5Q3lKDlYgs3Vm+GX/XBIDkwdNBXTh01HXlqe0fFi1tqKtXhl5ysoO1YGWZUhCRLGZYzDj8b+CEU5RVG1FevnUMvj06ots/a5WXMRUWS+KS78CsAjABbi0P7HWGQ4Bd8UF77p05aWx1hkiNLHH5fio49WRvU9LDKE19jYgLfffqXrL773j06bfvmbR1lkIEO99sISfPjeCgQCAagI3TbpcDhw2ezZmLdggdHxLGnx3XdjU0kJFFWFCuChu+6CJAj479mz8dprrxkdz3JCj0jS9/3MbtmyZUhOTsa6deuwbt26Dl8TBEGfAsMdd9yBM888E1988QUyMjLat//Xf/0X5s2bF3UAitKe94H1jwLeesCZAkhOIOAFtr8O7F0NFC0ERk+3dq4PHwY2/yV0d79oCxUX5CBwcCNQuQU47w7gIu0WItFdd3315T+BnHuA8g+BMTOMTklxbP3h9Vi2fRncPjeS7ElwSA60BluxYt8KbKjcgPkT5qNwaKHRMWPOs9uexUtlL8Gv+GETbJAECUEliK1HtmJH3Q7MHTcXN02KbApjrJ9DLY9Pq7bM2udmzUVEkelcXBBOfASLDL3UubjwTZ+yyBCd9pkL3weQGWbHOgBvAi0tzTqksrb2mQsR9qmvtVWHVERd+/1dt+FA+V7kA7gJwEgA5QCW+P3499//ji+3bsWfX33V2JAWc+Oll+JoTU3nPlVVvP7669i0aRMOHjxobEiyvP3792veZtQFhg0bNmDTpk1wODo++mb48OGorKzULBh14ciu0MC03wP0H9mxLJaUBbgPA+seAdJy9Z3JoGWuXStDxQU5CCSkdmxLVQFfE7Dpz8CgidacyRCur1Qp9HHjk0DGMGNno1DcKm8ox7Lty+AJeJCbkgvhpGs0IyED1S3VWLp9KYYkD+GdzxpaW7EWL5W9hKASRIo9pUO/q6qKlkALlpctR0FGQY8zGWL9HGp5fFq1ZdY+N2suIopM18UFgEWG3uu6uACwyHCKMgEMNjpEjGGfksm99sISHCjfi58DeBKAeNLXfg7gFwCe/uorPP/EE5zJEKHFd9+NozU14fu0ogLXXHMNZzJEQTjxn57vF4/EnnfpSFEUyLLcafvhw4eRkpKiSSjqxs53Qne9pw7tPOdGEELbvfXAzhXWzfXJ0tDMBWdK1205U0Jf/8Sij+Lqqa8AwNug/zkkOqHkYAncPjcGJQ3qMBgJhKbKDUoaBLfPjdKKUoMSxqZXdr4Cv+JHkj2py35PsifBr/jx6s6e7wCK9XOo5fFp1ZZZ+9ysuYioZ90XF9q0DYj/Cof278Ovb/uZ3hEtp/viQptv+rSlpRHPPXe/3hGJiCzjw/dWIB+dB8Jx4vOnAOQDWPnGGzons65NJSUR9ek//9H5cWlE0Tp8+DCeffZZ3HPPPViwYEGHV29EPYNhxowZeOqpp7BsWeguGUEQ0NzcjPvuuw+XXXZZr0JQBIL+0PP6uxp4b9M2AF9eApx3uz4LP2uZy9ccWnNBtIVvS7QBlZ+G9rfSws+R9BWg/zkkOiEgB7C5enOXg9xt2ga7N1ZtxJxxc7hQrAY8fg/KjpXBJtjC9rtNsGFH3Q54/J5uF36O9XOo5fFp1ZZZ+9ysuYjMbPuOvXAlGf93y9/9fD4OHdyP7gfC23ScyXDHj67F1VfP1ydkDyRJxPTpk/Hxex9BlhWj4+Dll5+Ex9OMaPq0peUxPP30bzBz5n/pE7IHdrsNU6fm4euvP0cgEDQ6DgCgoeFoVPsnJCQiPd086wVIUmgILy0t2xTXKQAEAtHlSMtORebQjJ531IEAFUAQGUP6Q7XIHbyiTTI6QniqCsiAKEmmerD78bqjCAQCuAnd37UsIvSInwV+P1oaGjBgoDl+76uyDDeARKcTgmSe83/44EEoqhpZnyoKvv76ay78TL1WWlqKK664Anl5edi1axfGjx+PAwcOQFVVnHHGGb1qM+oZDH/605+wceNGjB07Fq2trbj22mvbH4/0yCOP9CoERSDgCS0GLDnD7yc5QwPZAY/1cnmOfbOgcziiBChKaH8ribivHPqeQ6ITvLK3fQHYcByiA37ZD6/s1SlZbKv317cv6ByOKIiQVRn1/vpu94n1c6jl8WnVlln73Ky5iCi86sOHTxQXzkL4gfA2bQPiZ+H48SNoaKjr64iWc/Ro1YniQvR96vO1oqHBYv/mICLqY7VVVVARWh8gnDwAKoDDFRV9H8ri9u3ZE1Wfbt++ve9DxYq2VZ71fJncokWL8Mtf/hI7duxAQkIC/vWvf+HQoUMoKirCVVdd1as2oy4wDB06FF988QV+85vf4M4778TkyZPx8MMP4/PPP0dWVlavQlAE7ImAzQnIvvD7yb7QXe/2ru9uNXWuxIwTxYPOj+DqQJEBUQztbyUR95Vf33NIdIJLcsEhhQYbw/EroUFLl+TSKVlsS3ekQxIkyGr4n32KqkASJKQ70rvdJ9bPoZbHp1VbZu1zs+YiovAGDR2KnGEjAGwBsBChYYRw1BP7bUH//llISwu3Kmx8GjBgMBITk9GbPnU6E5CWZrF/cxAR9bHswYMhILT4cDj7ECrZDs3N7ftQFpd32mlR9emECRP6PhTFrJ07d+KGG24AANhsNni9XiQnJ+OBBx7o9eSBiAoMZ5xxBurrQ3dMPvDAA/D7/bjuuuvw6KOP4tlnn8VPf/pTuFz8h2mfsjmAvEtCixyr3fyluG0R5JHT9Hu0jpa5nMnA4CmAEgzflhIEhpxprccjAZH1FaD/OSQ6wS7ZMXXQVLQEWqB2c422LTh8/uDz+TgVjSQ6EjEuYxyCajBsvwfVIE7PPL3bxyMBsX8OtTw+rdoya5+bNRcR9ewPf1l6osjwGMIPiLcNhD+G/v2zTPN4JDO64YY7TxQZIu9TpzPBNI9HIiIyk/6ZA+Cw27EEQHcP9VIALAHgcDhM83gkMxs6bBhEQYioTyVR5OORoiCIgu4vs0tKSoLfH7oRbdCgQSgv/6a0VVfXu9mwERUYdu7ciZaWFgDA/fffj+bm5l69GZ2igssBVzrgPtx5gFpVQ9td6UDBd62b65z5oYH1rgbh2woVNgdwzk3a5ddTT30FAK40/c8h0QnThk1DqjMV1S3VnQYlVVVFdUs1Up2pKM4tNihhbLq+4Ho4REeXg8Ftg8AO0YHrCq7rsa1YP4daHp9WbZm1z82ai4h61nORgcWFaPVcZGBxgYgoUhdddgV2A7gTnQfEFQC/ALAbwPeuvVbnZNZVOHNmRH3631dfrXMyijXnnnsuPvroIwDAZZddhrvuugt//OMf8eMf/xjnnntur9qMaJHnSZMmYe7cubjgggugqioef/xxJCd3fff4vffe26sgFIGsMUDRQmDdI8Dx8tBiwNKJR+74mkID10ULgQH51s015jLgvDuATX8GWt2hBZ3bHpukBEPFhfPuAPJn9f1x9YVwfeX3AckAzr9T/3NIdMLItJGYP2E+lm5fioqmCiTZk0LPaFf8aAm0INWZivkT5iMvLc/oqDHlotyLMHfcXCwvW46mQBNsgg2iIEJRFQTVIByiA3PHzUVRTlGPbcX6OdTy+LRqy6x9btZcRBSZP/xl6YkFnx87saVt/QAWF3rrhhvuPLHgc/d9yuJCL/R0syOXBoke+5RM7rp5N2NP2Q785es9WI3Q4sN5CD3CZwlCA+H548fjloULjYxpKb9/8knM3r4df6mq6rZPc3Nz8dprrxkZ03IEQYCg47oIer5Xbz3xxBPtkwfaJhK88cYbGD16NJ544oletRlRgeHFF1/EfffdhxUrVkAQBLz33nuw2Tp/qyAILDD0tdHTgbRcYOcKoLwktBiw3QWMuTx017tRA9Na5rpoITBoIvDJEqDy09CCzpINyD03NHPBqsWFNt31Vf4VQAOAkRcbnZDiXOHQQgxJHoLSilJsrNoIv+xHgi0BxbnFKM4t5mBkH7lp0k0oyCjAqztfxY66HZBVGTbRhsmZk3FdwXURFRfaxPo51PL4tGrLrH1u1lxEFJmuiwwsLpyKrosMLC70hst14rGNb0a2f0pKat+FiREOx4nH5EbYpwl8VDUZ6P6nnsVrf1uC0hVvYUEgABWhkq3D4cDV117L4kIvvFFaigcWLMC6VauwQFXb+1QSRfzw6qtZXCBN5OV982/ApKQkLFmy5JTbFNTuHszbDVEUUVNTY8kFnRsbG5Gamgq3241+/fpF9D2BQAArV67EZZddBrvdZM8nDvqBgOfE4sEmel6/lrl8zYDnWGhBZ6utuRCJk/oqoArmvdYopkTzcy0gB+CVvXBJLj6jXUcevwf1/nqkO9LDrrkQCSPPoR5/hmp5fFq1ZdbfN2bNpQVT/32NutWbv5v3ZY7n/vdNuJLM+ffNUJFhP4Cz0Lags5mLC5IkYvr0yfjgg88hy909TdpYoSJDM9r61OzFBbvdhh/96Af4+9//hUAgaHScdnv2lMHr9XTanpLS/1ufp+LMMyO/WUIPkiTioovGYu3ar0x1nTY01LU/G/tkp03peNNegsuF7EFD9IrVIwEqMmxBHAvaoML8d/ACgCPBaXSE8FQV/eQWNEpJgMnvij5edxS1VVU4Y+oZpl5zQZVluL/+GqmjRkGQJKPjhHX44EHs27MH11x6qanXXDh27BgyMzMN//vct7X9/e6hJ19AguvU/k0djVavB7++88em64+T5eXlYcuWLcjIyOiwvaGhAWeccQb27dsXdZsRzWA4maKY5w/euGdzmKuw0EbLXM7k2CwstDm5rwIBY7MQdcEu2WNuINIKEh2Jp1xYaBPr51DL49OqLbP2uVlzEVHPvpnJYP7iglV8M5PB/MUFMzvttHFdbh82rOvt1LO0tMwutw/LM+8AI1H/zAHonznA1MUFqxk6bBiGDhtm6uKCFQgnXnq+n9kdOHAAsix32u7z+VBZWdmrNqMuMBAREREREZG+/vCXpVj12r+7HXyk6N1ww5346qtPkJaW0fPORERERBb29ttvt/969erVSE395tGFsiyjtLQUw4cP71XbLDAQERERERFZAIsL2mNxgYiIKIZxCkO7K6+8EkBoDeUbb7yxw9fsdjuGDx+OP/3pT71qmwUGIiIiIiIiIiIiIqIY1bbswYgRI7BlyxZkZmp34woLDEREREREREREREQUUwRBgKDjIul6vldv7d+/v9O2hoYGpKWl9bpN8RTyEBERERERERERERGRBTzyyCN444032j+/6qqr0L9/fwwZMgRffPFFr9qMaAZDenp6xBWY48eP9yoIERERERERERERERH1jSVLluDVV18FAHzwwQcoKSnBqlWr8I9//AO/+tWv8P7770fdZkQFhqeeeqr918eOHcODDz6ImTNnYurUqQCAzZs3Y/Xq1fjd734XdQAiIiIiIiIiIiIiIk2JQuil5/uZXE1NDXJycgAAK1aswNVXX40ZM2Zg+PDhOOecc3rVZkQFhpNXlv7BD36ABx54ALfddlv7tp///Of461//ipKSEtx55529CkJERERERERERERERH0jPT0dhw4dQk5ODlatWoUHH3wQAKCqKmRZ7lWbUa/BsHr1asyaNavT9lmzZqGkpKRXISjGBP2AtyH00Sy0zORrBuoPhj4SEfWBgBxAo78RATlgdJQ+4fa6sfv4bri9bqOjdGDWXERERERERBQ9wYD/zO773/8+rr32WkyfPh3Hjh3DpZdeCgD4/PPPMWrUqF61GdEMhpNlZGTgrbfewl133dVh+1tvvYWMjIxehaAYcWQXsPMdYN8aIOgDbE4g7xJg7BXAgHzrZ9q1EvhkKVC1FVBkQJSAwVOAc28G8jsX3YiIolXeUI6SgyXYXL0ZftkPh+TA1EFTMX3YdOSl5Rkd75S9tvM1vPzVy6hqroIKFQIEDE4ejDnj5mD2mNnMRURERERERNSHnnzySQwfPhyHDh3Co48+iuTkZABAdXU1brnlll61GXWB4f7778dPf/pTrF27tv25TJ988glWrVqF559/vlchKAbseR9Y/yjgrQecKYDkBAJeYPvrwN7VQNFCYPR062b68GFg819CMyBEW6i4IAeBgxuByi3AeXcAFy3s2+Mhopi2/vB6LNu+DG6fG0n2JDgkB1qDrVixbwU2VG7A/AnzUTi00OiYvbZw/UKs2r8KCpT2OztUqDjcfBgPffIQth3ZhsUXLmYuIiIiIiIi0oYgQBB0nFWg53v1kt1uxy9/+ctO209l2YOoCwxz5sxBQUEB/vKXv+DNN98EABQUFOCjjz7q9UIQZHFHdoUG8v0eoP/Ijr+ZkrIA92Fg3SNAWq5+Mxm0zLRrZai4IAeBhNSObakq4GsCNv0ZGDSRMxmIqFfKG8qxbPsyeAIe5KbkdvgLUEZCBqpbqrF0+1IMSR5iyZkM/9z9z/ZBfJtg63B8qqoiqAaxcv9KTMqapOuMgdd2vmbKXERERERERERaefvtt3HppZfCbrfj7bffDrvvFVdcEXX7URcYAOCcc87Bq6++2ptvpVi0853QLIFvD+QDoc9ThwLHy4GdK/QrMGiZ6ZOloZkL3y4utLXlTAFa3cAnS1hgIKJeKTlYArfP3am4AACCIGBQ0iBUNFWgtKLUkgWG13a/1uUgPhA6PhtsCKpBvFT2kq4D+S9/9bIpcxERERERERFp5corr0RNTQ2ysrJw5ZVXdrufIAi9Wug56kWeAaC8vBy//e1vce211+LIkSMAgPfeew9lZWW9aY6sLOgPrW/gTOl+GlDbIHx5iT4LP2uZydccWnNBtIVvS7QBlZ9y4WciilpADmBz9WYk2ZO6nbopCAKS7EnYWLXRkgs/1zTXhB4+FOb4BAiobK7UbYFlt9eNquYq0+UiIiIiIiIibQiC/i8zUhQFWVlZ7b/u7tWb4gLQiwLDunXrcPrpp+OTTz7Bv/71LzQ3hwZUv/jiC9x33329CkEWFvCEFk+WnOH3k5yhgfyAx1qZPMe+WdA5HFECFCW0PxFRFLyyt31B53AcogN+2Q+v7NUpmXbaFk6OZL8ab40OiYAab40pcxERERERERH1BUVR8MILL+C73/0uxo8fj9NPPx3f+9738PLLL0NV1V63G3WB4Z577sGDDz6IDz74AA7HN4Mhl1xyCT7++ONeByGLsicCNicg+8LvJ/sAmyO0v5UyJWacKB70UMFTZEAUQ/sTEUXBJbngkELFg3D8SqgI4ZJcOiXTTtvCyZHsN9A1UIdEwEDXQFPmIiIiIiIiIm0IJxZ51vNlVqqq4oorrsBPf/pTVFZW4vTTT8e4ceNw4MABzJkzB//1X//V67ajLjDs2LGjyzfMyspCXV1dr4OQRdkcQN4loYWOu6t0tS2EPHJaaH8rZXImA4OnAEowfFtKEBhyZmh/IqIo2CU7pg6aipZAS7d3DKiqipZAC84ffD7skl3nhKduYPJAqFDDHp8KFUOShyDVlapLplRXKgYnDzZdLiIiIiIiIiKtvfjii1i/fj1KS0vx+eef47XXXsPrr7+OL774AiUlJVizZg1efvnlXrUddYEhLS0N1dXVnbZ//vnnGDJkSK9CkMUVXA640gH34c6D8Koa2u5KBwq+a81M58wPFSG6Kli0FSpsDuCcm7TLT0RxZdqwaUh1pqK6pbrTYLeqqqhuqUaqMxXFucUGJTw11+RfAxEigmqwy+MLqkGIEHHjuBt1zXXD2BtMmYuIiIiIiIg0IBjwMqnXXnsNv/71r3HxxRd3+toll1yCe+65B6+++mqv2o66wPDDH/4QCxcuRE1NDQRBgKIo2LhxI375y1/ihhtu6FUIsrisMUDRQsCRCBwvB5prAW9D6OPx8tD2ooXAgHxrZhpzGXDeHYBkA1rdoYWcA97Qx1Z3aPt5dwD5s/r8sIgoNo1MG4n5E+Yj0Z6IiqYK1Hnr0OhrRJ23DhVNFUi0J2L+hPnIS8szOmqv/Hf+f+OyEZe1D+YHlZNeJwbxLxtxGWaPma1rrmsKrjFlLiIiIiIiIiItbd++HbNmdT92eemll+KLL77oVdu2aL/hoYcewq233oqcnBzIsoyxY8dClmVce+21+O1vf9urEBQDRk8H0nKBnSuA8pLQ4sl2FzDm8tAsAT2LC32R6aKFwKCJwCdLgMpPQws6SzYg99zQzAUWF4joFBUOLcSQ5CEorSjFxqqN8Mt+JNgSUJxbjOLcYssWF9osvnAxJmVNwktlL6GyubJ9geWhyUNx47gbDRvEN2suIiIiIiIiIq0cP34c2dnZ3X49Ozsb9fX1vWo76gKDw+HA888/j9/97nf48ssv0dzcjMmTJ2P06NG9ChCtZ555Bo899hhqamowceJEPP300zj77LN1eW/qwYD80Ou824GA58RiyzqsuaBXpvxZoZevGfAcCy3ozDUXiEhDeWl5yEvLw5xxc+CVvXBJLkuuudCd2WNmY/aY2XB73ajx1mCga6Ap1jYway4iIiIiIiI6BYIQeun5fiYlyzJstu5LAZIkIRgM9qrtqAsMbXJzc5Gbm9vbb++VN954AwsWLMCSJUtwzjnn4KmnnsLMmTOxe/duZGVl6ZqFwrA5jC8sfJuWmZzJLCwQUZ+yS/aYKix8W6or1ZQD+GbNRURERERERHQqVFXFnDlz4HQ6u/y6z+frddsRFRgWLFgQcYNPPPFEr8NE0va8efMwd+5cAMCSJUvw7rvv4oUXXsA999zTZ+9LRERERERERERERNYhCAIEHWcV6Ple0brxxht73Ke36ytHVGD4/PPPI2qsLzvR7/dj69atWLRoUfs2URQxbdo0bN68ucvv8fl8HaovjY2NAIBAIIBAIBDR+7btF+n+RL3Fa430wmuN9MJrjfTCa82aeL6IiIiIiPSxfPnyPms7ogLDhx9+2GcBIlVXVwdZljstRpGdnY1du3Z1+T2LFy/G/fff32n7+++/j8TExKje/4MPPohqf6Le4rVGeuG1RnrhtUZ64bVmLR6Px+gIRERERER0inq9BoMVLFq0qMPjnRobG5GTk4MZM2agX79+EbURCATwwQcfYPr06bDbY/d52GQ8XmukF15rpBdea6QXXmvW1Da7mIiIiIioL/ARSfroVYHh008/xT/+8Q9UVFTA7/d3+Nqbb76pSbBvy8zMhCRJqK2t7bC9trYWAwcO7PJ7nE5nlwtX2O32qP/x2ZvvIeoNXmukF15rpBdea6QXXmvWwnNFRERERGR9YrTf8Prrr+O8887Dzp078e9//xuBQABlZWVYs2YNUlNT+yIjAMDhcGDKlCkoLS1t36YoCkpLSzF16tQ+e18iIiIiIiIiIiIishYBgCDo+DL6gA0SdYHhoYcewpNPPol33nkHDocDf/7zn7Fr1y5cffXVyM3N7YuM7RYsWIDnn38eL730Enbu3Imbb74ZLS0tmDt3bp++LxERERERERERERERdRT1I5LKy8vxne98B0BoVkFLSwsEQcCdd96JSy65pMtFlbUye/ZsHD16FPfeey9qamowadIkrFq1qtPCz0REREREREREREQUv7gGgz6insGQnp6OpqYmAMCQIUPw5ZdfAgAaGhrg8Xi0TdeF2267DQcPHoTP58Mnn3yCc845p8/fk4iIiIiIzOe5557DhAkT0K9fP/Tr1w9Tp07Fe++9Z3QsIiIiIqK4EXWB4cILL8QHH3wAALjqqqtwxx13YN68ebjmmmtQXFysecCYFPQD3obQRzO0Ew98zUD9wdDHU6Vlv/McRswfVOD2BuAPKkZH6aC5NYhD9R40twZPqZ1YPz5Au2Ns8flw2H0cLT7fKWeKB26vG7uP74bb6z6ldgJyAI3+RgTkwCln8vg9qGyuhMd/6jcmaJnLjLQ8vljvKy2x361j6NChePjhh7F161Z8+umnuOSSS/C9730PZWVlRkcjIiIiIooLUT8i6a9//StaW1sBAL/5zW9gt9uxadMm/OAHP8Bvf/tbzQPGlCO7gJ3vAPvWAEEfYHMCeZcAY68ABuTr30482LUS+GQpULUVUGRAlIDBU4BzbwbyZ0XXlpb93lVbI6YBGBVdO3Fgb20TVpXVYMOeOvhlBQ5JROFpmbh0/ECMykoxLFfJVzVYvvEAvjjshqKoEEUBE4em4scXjEBxQeSPbYv14wO0O8Y15dvx9+3voqx+CxQEIMKOceln4YaJ38XFeadHe4gx77Wdr+Hlr15GVXMVVKgQIGBw8mDMGTcHs8fMjrid8oZylBwswebqzfDLfjgkB6YOmorpw6YjLy0vqkxrK9bilZ2voOxYGWRVhiRIGJcxDj8a+yMU5RRF1ZaWucxIy+OL9b7SEvvdei6//PIOn//xj3/Ec889h48//hjjxo0zKBURERERmULb6st6vl8cirrA0L9///Zfi6KIe+65R9NAMWvP+8D6RwFvPeBMASQnEPAC218H9q4GihYCo6fr1048+PBhYPNfQrMDRFuouCAHgYMbgcotwHl3ABctjKwtLfu9u7a+/CeQcw9Q/iEwZkbvjzuGfLjrCJ5esxf1ngBSnDY4bCJaAzLe/KwSH+46gtuLR+Pi/Czdcz1VsgfL1u+DP6jAJgmQRAFBRcEn+4/j80MNmF+UhzuKT+uxnVg/PkC7Y/zrx+/gpa/+B361GTa4IAo2yKofnx0vwZdrP8acIz/Frede3mM78WLh+oVYtX8VFCgQTvynQsXh5sN46JOHsO3INiy+cHGP7aw/vB7Lti+D2+dGkj0JDsmB1mArVuxbgQ2VGzB/wnwUDi2MKNOz257FS2Uvwa/4YRNskAQJQSWIrUe2YkfdDswdNxc3Tbopora0zGVGWh5frPeVltjv1ifLMv7v//4PLS0tmDp1arf7+Xw++E6aBdfY2HjiVyqgqn2c8tRIUtQT0A3RltMKee32qP9JbIi2nFbJa4Vzb6XrFAAEmPvnU1s+s+fswOQ/89vzmT3nSVRZNjpCWKqidPhoBYGAuWfBmj0f6SPqv52sXLkSkiRh5syZHba///77kGUZl156qWbhYsaRXaEBZb8H6D+yYzUrKQtwHwbWPQKk5Ya/E16rduLBrpWh4oIcBBJSO/aVqgK+JmDTn4FBE3ueyaBlv4drS5VCHzc+CWQMi/tzuLe2CU+v2QuPX8aIjMQOC+VkJjtQ5W7F06V7kZPu0vVO/5KvarBs/T4EFQX9EmwQT8qlqCqa/UEsXbcP4wenhr3TP9aPD9DuGNeUb8dLX/0PgmorkqWBEHFSJqTCI9fhxa/+B2OzhnMmA0IzF9qKCzbB1qHfVVVFUA1i5f6VmJQ1KexMhvKGcizbvgyegAe5Kbkd2slIyEB1SzWWbl+KIclDerwb+6PDH+GlspcQVIJIsad0ytQSaMHysuUoyCjocSaDlrnMSMvji/W+0hL73dp27NiBqVOnorW1FcnJyfj3v/+NsWPHdrv/4sWLcf/993fangofEiH1ZdRTNn36ZKMjROWSSyYaHSEC1urTH/7we0ZHiDmFhWOMjhChU39kqR7628w9wNyBbI0+7af0/XqnWnF//bXRESLSuG+f0REittLkfarHeryngos86yPqAsM999yDhx9+uNN2RVFwzz33sMDQlZ3vhO5W//aAMhD6PHUocLwc2Lki/KCyVu3Eg0+WhmYufLu4AIQ+d6YArW7gkyU9Fxi07Pee2gJCazLwHGJVWQ3qPYFOA9NA6Af24NQE7D/mweqyWl0H4JdvPAB/sPPgOwCIgoBkhw2NrUEs33Qg7AB8rB8foN0x/n37u/CrzZ2KCwAgQkCilIlmuQavbH+XBQYAL3/1cpfFBSDU7zbYEFSDeKnspbAFhpKDJXD73J0GSNvaGZQ0CBVNFSitKO1xkPSN3W/Ar/g7FRfa2kqyJ6Ep0IRXd77aY4FBy1xmpOXxxXpfaYn9bm35+fnYtm0b3G43/vnPf+LGG2/EunXrui0yLFq0CAsWLGj/vLGxETk5OXDDCT9cesXulS0fbDI6QkQkScQll0zEmjVfQJbNfZdoTY01Bpnsdht++MPv4fXX30IgYP5B0ZycAqMj9EiSRBQWjsGGDbtMf50CwOkXTDA6QlgCVPS3yTgelKDCGgNsdqfT6AjhqSr6KR40iomWeexKzohBRkcIS1UUNO7bh355eRBEa8xeOv+0yJ4eYJRjx44ZHYFMIOoCw969e7v8y/qYMWPwtcmraoYI+kPP2XemdP8HQtuAd3kJcN7tgM3Rd+3EA19zaM0F0Ra+r0QbUPlpaH9nctf7adnvkbQF8BwitBjwhj11SHF2HiBtIwgCUpw2rNt9FPMK8+Cw9f1fDppbg/jisBs2Seg0+N5GFATYJAHbKhrQ3BpEckLnH7OxfnyAdsfY4vOhrH5L6LFI3fxDRYQAG1zYcfw/aPH5kGT2fyj0IbfXjarmqtBDkcL0u6AKqGyuhNvrRqortdM+ATmAzdWbkWRPCttOkj0JG6s2Ys64ObBL9m5z7Ty+s8uCx8lt2QQbdtTtgMfvQaIjscv9tM5lNloeX6z3lZbY79bncDgwalRoHaspU6Zgy5Yt+POf/4ylS5d2ub/T6YSzyz8rdH5Gby9YYRD0ZLKsmD6zFQbrTxYIBC2R2ezn/WRWuE4BWGbQXoVgmaxm/5nfTu9nyJ8CQTL3TMA2gihaJqvdbu6/K5o9H5dg0EfUI1apqanY18VUoq+//hpJSUmahIopAU9oEV+phwEvyRkagA50M7VIq3bigefYNws6hyNKgKKE9u+Olv0ecVuOuD+H3oAcWgy4h0F1h02EX1bgDegzDbfe64eiqJDE8H9iSKIARVVR7/V3+fVYPz5Au2Osb20JLegshK+Hi4INCgKob20Ju1+sq/HWtC/o3BMVKmq8NV1+zSt72xelDcchOuCX/fDK3rD7tS3oHI4oiJBVGfX++m730TqX2Wh5fLHeV1piv8ceRVE6rLFARERERER9J+oCw/e+9z384he/QHl5efu2r7/+GnfddReuuOIKTcPFBHsiYHMCcg//yJF9obvV7V3ftalZO/EgMeNE8aCHQVlFBkQxtH93tOz3iNvyx/05dNklOCQR/mD4O4n8QQUOSYTLrs+dB+kuB0RRgKyEX2RLVlSIgoB0V9cDTLF+fIB2x5iekAQRdihq+Dv1FDUIEXakJ8R3oXuga2D7gs49ESBgoGtgl19zSS44pNAAaDh+JTSQ6pLCP1JEEiTIavifyYqqQBIkpDvSu91H61xmo+XxxXpfaYn9bm2LFi3C+vXrceDAAezYsQOLFi3C2rVrcd111xkdjYiIiIgoLkRdYHj00UeRlJSEMWPGYMSIERgxYgQKCgqQkZGBxx9/vC8yWpvNAeRdElpUWO1mwKdt0eGR07p/JI5W7cQDZzIweAqgBMP3lRIEhpzZ/eORAG37PZK2AJ5DhO5qLzwtE02+INRu+kpVVTT5gijKH6DL44MAIDnBholDUxGUVSjd5FJUFUFZxaTctG4fHxTrxwdod4xJTifGpZ+FILxQuhk0V6AiCC9O7392XD8eCQBSXakYnDwYKtSw/a5CxZDkIV0+HgkA7JIdUwdNRUugJWw7LYEWnD/4/B4f8VLQvwBBNfy1EFSDOD3z9G4fj9QXucxGy+OL9b7SEvvd2o4cOYIbbrgB+fn5KC4uxpYtW7B69WpMnz7d6GhEREREZLC2RZ71fMWjXj0iadOmTXj33Xdxyy234K677kJpaSnWrFmDtLS0PogYAwouB1zpgPtw54FlVQ1td6UDBd/Vp514cM780AB9V4P5bQUBmwM456ae29Ky33tqCwBcaTyHAGaNG4j0RDuq3K2dBmlUVUWVuxXpiXbMHBd+oWGtzT1/OBw2Ec3+YKdBeEVV0ewPwmETMfe84WHbifXjA7Q7xh9N+A4cQjI8cl2nIoMCFR65Dg4hGddP+E5kBxnjbhh7A0SIXQ7otw3kixBx47gbw7Yzbdg0pDpTUd1S3WU71S3VSHWmoji3uMdMs/NnwyE6uhx0bRtsdYgOXFfQ8x3HWuYyIy2PL9b7Skvsd+v629/+hgMHDsDn8+HIkSMoKSlhcYGIiIiISEe9ui1WEATMmDEDv/rVr3Dbbbfhwgsv1DpXbMkaAxQtBByJwPFyoLkW8DaEPh4vD20vWggMyNennXgw5jLgvDsAyQa0ukMLOQe8oY+t7tD28+4A8mf13JaW/R6urfr9oX3Ov5PnEMDo7BTcXjwaiQ4J+495cLTJB7c3gKNNPuw/5kGiQ8LtxaMxKitF11zTxg7E/KI82EQRja1BNPuD8AZlNPuDaGwNwiaKmF+Uh+KC8IPmsX58gHbHeMnICZgz9qewCQlolmvgkRvQqjTDIzegWa6BTUjAnLE/xcV5p2vVDZZ2TcE1uGzEZe1FhqBy0utEceGyEZdh9pjZYdsZmTYS8yfMR6I9ERVNFajz1qHR14g6bx0qmiqQaE/E/AnzkZeW12OmC4ZegLnj5sIm2tAUaIIn4EFrsBWegAdNgSbYRBvmjpuLopyiHtvSMpcZaXl8sd5XWmK/ExERERHFIMGAVxwKv2rmSTZv3oxjx47hu9/95s7ql19+Gffddx9aWlpw5ZVX4umnn4Yzzh9P0a3R04G0XGDnCqC8JLSIr90FjLk8dLd6pAPKWrUTDy5aCAyaCHyyBKj8NLSgs2QDcs8NzVyIpLjQRst+766t/CuABgAjL472SGPWxflZyEl3YXVZLdbtPgq/rCDBLmHm+IGYOS5b98H3NncUn4bxg1OxfNMBbKtogKKqsIkizhyehrnnDY9o8B2I/eMDtDvGW8+9HGOzhuOV7e9ix/H/QEEAkuDApP4X4PoJ32Fx4VsWX7gYk7Im4aWyl1DZXNm+8PPQ5KG4cdyNPRYX2hQOLcSQ5CEorSjFxqqN8Mt+JNgSUJxbjOLc4qgGSG+adBMKMgrw6s5XsaNuB2RVhk20YXLmZFxXcF1ExYW+yGVGWh5frPeVltjvRERERERE0Yu4wPDAAw/goosuai8w7NixAz/5yU8wZ84cFBQU4LHHHsPgwYPx+9//vq+yWt+A/NDrvNuBgOfEor+9eM6+Vu3Eg/xZoZevGfAcCy3oHG7NhXC07Peu2lIFYOXK3rUXw0ZlpWBUVgrmFebBG5BDiwfrtCZBOMUF2SguyEZzaxD1Xj/SXY6waxJ0J9aPD9DuGC/OOx0X552OFp8P9a0tSE9Iivs1F8KZPWY2Zo+ZDbfXjRpvDQa6Bna75kI4eWl5yEvLw5xxc+CVvXBJrl4/N74opwhFOUXw+D2o99cj3ZEeds0FvXKZkZbHF+t9pSX2OxERERFR7NB7XYR4XYMh4tGibdu24Q9/+EP756+//jrOOeccPP/88wCAnJwc3HfffSwwRMLm0KYgoFU78cCZ3PvCwrdp2e8ntxUIaNNmjHLYRFMMvH9bcoKt1wPvJ4v14wO0O8Ykp5OFhSikulJ7VVj4Nrtk12xwNNGR2OvCwrdpmcuMtDy+WO8rLbHfiYiIiIiIIhPxSE99fT2ys795LMa6detw6aWXtn9+1lln4dChQ9qmIyIiIiIiIiIiIiIiU4q4wJCdnY39+0OL0Pr9fnz22Wc499xz27/e1NQEu513ZxERERERERERERGRwQRB/1ccirjAcNlll+Gee+7Bhg0bsGjRIiQmJqKwsLD969u3b8fIkSP7JCQREREREREREREREZlLxA/W/sMf/oDvf//7KCoqQnJyMl566SU4HN88h/6FF17AjBkz+iQkEREREREREREREVGkBAACdFzkWbd3MpeICwyZmZlYv3493G43kpOTIUlSh6//3//9H5KTNVpEl4iIiIiIiIiIiIiITC3iAkOb1NTULrf379//lMMQEREREREREREREZE1RF1gICIiIiIiIiIiIiIyM0EUIIg6PiJJx/cyk4gXeSYiIiIiIiIiIiIiImrDGQxEREREREREREREFFMEIfTS8/3iEWcwWFnQD3gbQh+JyBD+oAK3NwB/UDFFO2Zmxr7Ssq2AHECjvxEBOWCqXFoxYyYyjpbXOxEREREREVkXZzBY0ZFdwM53gH1rgKAPsDmBvEuAsVcAA/KNTkcUF/bWNmFVWQ027KmDX1bgkEQUnpaJS8cPxKisFN3bMTMz9pWWbZU3lKPkYAk2V2+GX/bDITkwddBUTB82HXlpeYbl0ooZM5FxtLzeiYiIiIiI+hJnMOiDBQar2fM+sP5RwFsPOFMAyQkEvMD214G9q4GihcDo6UanJIppH+46gqfX7EW9J4AUpw0Om4jWgIw3P6vEh7uO4Pbi0bg4P0u3dszMjH2lZVvrD6/Hsu3L4Pa5kWRPgkNyoDXYihX7VmBD5QbMnzAfhUMLdc+lFTNmIuNoeb0TERERERFRbGCBwUqO7AoVF/weoP/IjmWxpCzAfRhY9wiQlsuZDER9ZG9tE55esxcev4wRGYkQTvp9mJnsQJW7FU+X7kVOuivs3d1atWNmZuwrLdsqbyjHsu3L4Al4kJuS26GtjIQMVLdUY+n2pRiSPKTHO7vNeD2YMRMZR8vrnYiIiIiIiGIH12Cwkp3vhGYupA7tPOdGEELbvfXAzhXG5COKA6vKalDvCWBwakKHATYAEAQBg1MTUO8JYHVZrS7tmJkZ+0rLtkoOlsDtc2NQ0qAu2xqUNAhunxulFaW65tKKGTORcbS83omIiIiIiPQhGPCKPywwWEXQH1pzwZnS/QO9BCH09fISLvxM1Af8QQUb9tQhxWnrNMDWRhAEpDhtWLf7aLeL4WrVjpmZsa+0bCsgB7C5ejOS7Elh20qyJ2Fj1cawC+Ga8XowYyYyjpbXOxEREREREcUWFhisIuAJLegsOcPvJzlDxYWAR59cRHHEG5BDi9zawv/odNhE+GUF3oDcp+2YmRn7StO2ZG/7Ardh2xId8Mt+eGWvLrm0YsZMZBwtr3ciIiIiIiLdtK3yrOcrDrHAYBX2RMDmBGRf+P1kH2BzhPYnIk257BIcktjj3dr+oAKHJMJll/q0HTMzY19p2pbkgkMKDaaGbUsJDcq6JJcuubRixkxkHC2vdyIiIiIiIootLDBYhc0B5F0C+JoAVe16H1UNfX3ktND+RKQph01E4WmZaPIFoXbz+1BVVTT5gijKH9Dt3d9atWNmZuwrLduyS3ZMHTQVLYGWsG21BFpw/uDzYZfsuuTSihkzkXG0vN6JiIiIiIj0IoiC7q94xBEBKym4HHClA+7DnYsMqhra7koHCr5rTD6iODBr3ECkJ9pR5W7tNNCmqiqq3K1IT7Rj5rhsXdoxMzP2lZZtTRs2DanOVFS3VHfZVnVLNVKdqSjOLdY1l1bMmImMo+X1TkRERERERLGDBQYryRoDFC0EHInA8XKguRbwNoQ+Hi8PbS9aCAzINzopUcwanZ2C24tHI9EhYf8xD442+eD2BnC0yYf9xzxIdEi4vXg0RmWl6NKOmZmxr7Rsa2TaSMyfMB+J9kRUNFWgzluHRl8j6rx1qGiqQKI9EfMnzEdeWp6uubRixkxkHC2vdyIiIiIiIoodNqMDUJRGTwfScoGdK4DyktCCznYXMOby0MwFFheI+tzF+VnISXdhdVkt1u0+Cr+sIMEuYeb4gZg5LjviAVet2jEzM/aVlm0VDi3EkOQhKK0oxcaqjfDLfiTYElCcW4zi3OKoBlvNeD2YMRMZR8vrnYiIiIiIqK8JggBBx4WX9XwvM2GBwYoG5Ide590OBDwnFoDmmgtEehqVlYJRWSmYV5gHb0AOLYrbi+fQa9WOmZmxr7RsKy8tD3lpeZgzbg68shcuydXrZ9Cb8XowYyYyjpbXOxEREREREVkfCwxWZnOwsEBkMIdN1GSwVat2zMyMfaVlW3bJrtlAqxmvBzNmIuNoeb0TERERERH1BeHES8/3i0ccKSAiIiIiIrKAo0erjI5ARERERNQBZzAQERERERGZ3C/m/BAN9ceRmJiMG2640+g4REREROan8xoM4BoMREREREREZDZtxQXgLHg8W/Dyy0+yyNALhw6Vw+v1dNhWX1/baT+n04msrEF6xbK0zz//GB5PS6ftn332SYfPU1JSMW3aD/SKRRRWbXUVDh/cjxGn5WPg4CFGx4kJzY2NqD9+DGkZSeiXlmZ0nJiwa8cO7PjsMyT94Ac488wzjY5DFBYLDERERERERCb1TXHhVwAeAbAQHs9jLDJE6dChcrz77v9GvP+5517EIkMPPv/8Yxw6tL+brx7pciuLDGSkJU88jM83fwRFVaEi9Kx0URBwVmERbrn7t0bHs6SSFW9hxRuvor7+eHufZg4YgOtvvhnfu+Yao+NZ0k9/8AOUf/UVAEAF8OzDDwMAzpgyBZ9++qmByYi6xwIDERERERGRCXUuLggnPoJFhii1z1z4PoDMMDvWAXgT8Pl8OqSytvaZCxH2aVOTW4dURF27+6Y5OF53FPkAbgIwEkA5gCWqio/Xr8XenV/hyeWRFyEJeObRB/HJ+rXIB/A7nNSnR4/iyQcewBdbt+Lexx83NqTFzJw8Gb7W1s7XKYCtW7ciKSkJLS2dZ41RGIKg72OL4vQRSVzkmYiIiIiIyGS6Li4A3xQZfgWPpxkvv/ykURGtKRPA4DCvcAPl1DX2KZnckicexvG6o/g5gK8A/ALA5Sc+fgXgdgDHjh7Bs48+aFhGqylZ8RY+Wb82bJ+uefddvPXaa4ZltJqf/uAH8LW2hu1Tj8fDxyWRKbHAQEREREREZCLdFxfasMhARBSpzzd/hHwAT6LzIJgI4CkA+QD+s2Gdzsmsa8Ubr0bUp68sWaJzMusq/+qriPr0s61bdU5mbYIACKKOr/icwMACAxERERERkVn0XFxowyIDEVFPaquroKgqbkL3A2AiQo+jUVUVNVWV+oWzqObGRtTXH4+oT+uOHEFjQ4Nu2axq144dABBRnwLgWgxkOlyDgYiIiIiI4t6XG7fDZnMYmqG2tvJEceEshC8utGkrMqyFx7MFH374DyQnJ/d1zB45HA5Mnz4Zn332Pvx+v9FxAADHjh2Lan+XKxkpKf37KE30bDYJAJCcnI5gUDY4TYgkRff7JcGVgKGjhvVRmuiJJ357DcnLgaIamyUSNpvZh29UAEFINht6/tmln+rDFVARepZ9OHkIHcHh/fswcNDgvg8WCVXt+NEk6o/VRdWntVVVSDTBn00AoCoKACAoyxBM1K9fbNkSVZ9u2LCBj0oiU+EMBiKiU+APKnB7A/AHlVNqp7k1iEP1HjS3Bk2TyazM2ldatuXxe1DZXAmP32OqXGYUkANo9DciIAeMjkK9EA/nLx6OkbSTnT0EiYkpALYAWIjQMEI46on9tsBut5uiuEBEZCZDh4+AgNBCueHsQ6gsMnT4iL4PZXHp/TOi6tOMrKy+D2Vx4884I6o+LSws7PtQMUIw4L94ZPYSOBGRKe2tbcKqshps2FMHv6zAIYkoPC0Tl44fiFFZKRG3U/JVDZZvPIAvDruhKCpEUcDEoan48QUjUFyQbUgmszJrX2nZ1tqKtXhl5ysoO1YGWZUhCRLGZYzDj8b+CEU5RYblMqPyhnKUHCzB5urN8Mt+OCQHpg6aiunDpiMvLc/oeNSDeDh/8XCM1DfmzVuE559fDI/nsRNbupvJ0FZceAx2ux0TJkzQLSMRkVUMHDQEoiBgiari5+j6LlsFwBIAgiBg4OAh+ga0oOR+/ZCe3h9L6o/32KeZAwagX1qarvmsKH/8eAChPuupTwFw9gKZDmcwEBFF6cNdR7DwX9vx5meVaA3IsIkCWgMy3vysEnf/czs+3H0konaeKtmDn7++DZ/sP46gokAQgaCi4JP9x3H7a5/jz6V7dM9kVmbtKy3benbbs1i4YSG2HtmKoBKECBFBJYitR7bi7vV3Y8m2yBdIi/XrYf3h9bhv031YsW8FWoOtsIk2tAZbsWLfCty76V5sOLzB6IgURjycv3g4Rupb8+YtOjGT4TF0PZOBxQUiokhNOe8C7AZwJ0KDtCdTAPwCwG4AZ19woc7JrOu7s6+LqE+vmT9f52TWNbKgIKI+PWPKFJ2TWZxgwCsOcQYDEVEU9tY24ek1e+HxyxiRkQhB+OZPj8xkB6rcrXi6dC9y0l1h7xIv+aoGy9bvQ1BR0C/BBvGkdhRVRbM/iKXr9mH84NQe787XKpNZmbWvtGxrbcVavFT2EoJKECn2lA5tqaqKlkALlpctR0FGQY8zGWL9eihvKMey7cvgCXiQm5Lb4fgyEjJQ3VKNpduXYkjyEN4lbkLxcP7i4RhJH93PZGBx4ZTUneLXqTP2KZncLb/6Lb7ecz3+cvQoViO0UG4eQo+bWYLQoG3GgCzccvdvjYxpKdO+cwX2fPUl/rL+w2779OLLLsMVs2cbGdNSlvzjH/jOWWfhL62t3fZpYmIiF3gmU+IMBiKiKKwqq0G9J4DBqQkdBo2A0JTawakJqPcEsLqsNmw7yzcegD+oINnRccAcAERBQLLDBn9QwfJNB3TLZFZm7Sst23pl5yvwK34k2ZO6bCvJngS/4serO1/VNZcZlRwsgdvnxqCkQV0e36CkQXD73CitKDUoIYUTD+cvHo6R9NP1TAYWF3qjfYHcNwEsC/N6M7Sb05mgf0iLaV/zI8I+TUvP0D8k0QlPPP8KzrmgCHsFAQsAfA/AAgB7BQHnFhbhyRd6/ns2dXTLr36NG2++HUf7Z3To0+MDBuDnv/0tfvPIIwYntJ53t2zB6HHjsAfo0Kd7AEyZMgUtLS2G5rMiQRB0f8UjzmAgIoqQP6hgw546pDht3f6hIQgCUpw2rNt9FPMK8+Cwda7jNrcG8cVhN2yS0GnAvI0oCLBJArZVNKC5NYjkhK5/XPcmk5X+uDO6r7o6f1q35fF7UHasDDYhfFs2wYYddTvg8XuQ6Ejs81xmFJAD2Fy9uctCTJu2gszGqo2YM24O7JJd55TUnXg4f/FwjKS/jjMZ1qJtQWcWF6KTmpqKUaNGIRgMdtg+ePDoTvs6nQkYPDhXr2iWNXVqMQCgubm509f6pfbr8Hlaegauuu5nuuQi6s7Nv/w1bv7lr1FTXYnDB/YjN28k11w4RcWXXYHiy65Ac2Mj6o8fQ8GkAq65cIqee/11AMDuL7/El599hh9ffTXXXCDTY4GBiChC3oAcWiy3hwFZh02EX1bgDchd7lvv9UNRVEhi+KF+SRSgqCrqvf5uB817kynRQj/5je6r7vbVsq16f337gs7hiIIIWZVR76/vtsCgZS4z8sre9sVyw3GIDvhlP7yyl4O3JhIP5y8ejpGM8U2RgcWFU5Gamtpp24gRpxmQJHa0FRm+bcLZ5+qchChyAwcNCS3+LFnn78Fml9yvH5L79WNxQUP548cjf/x4nHliAWgiM+NPUyKiCLnsEhySCH/w20sudeQPKnBIIlz2rgeM010OiKIAWfn2go0dyYoKURCQ7up+oEqrTGZl1r7Ssq10RzokQYKsymHbUlQFkiAh3ZGuSy4zckkuOKTQwGw4fiU0wOuSXDolo0jEw/mLh2Mk48ybtwj5+fksLhARERFFyAqPSHrmmWcwfPhwJCQk4JxzzsF//vOfiL7v9ddfhyAIuPLKK6N+T62xwEBEFCGHTUThaZlo8gWhql0PeKuqiiZfEEX5A7q9Mzw5wYaJQ1MRlFUo3bSjqCqCsopJuWnd3pGvZSazMmtfadlWoiMR4zLGIaiGbyuoBnF65undzl7QOpcZ2SU7pg6aipZAS9jjawm04PzB5/POcJOJh/MXD8dIxmp/5j0RERERWd4bb7yBBQsW4L777sNnn32GiRMnYubMmThy5EjY7ztw4AB++ctforCwUKek4VlrZIGIyGCzxg1EeqIdVe7WToNHqqqiyt2K9EQ7Zo7LDtvO3POHw2ET0ewPdho4V1QVzf4gHDYRc88brlsmszJrX2nZ1vUF18MhOroclGwbjHSIDlxXcJ2uucxo2rBpSHWmorqlusvjq26pRqozFcW5XT+ygYwVD+cvHo6RiIiIiMgSBEH/VxSeeOIJzJs3D3PnzsXYsWOxZMkSJCYm4oUXXuj2e2RZxnXXXYf7778feXl5p9pDmmCBgYgoCqOzU3B78WgkOiTsP+bB0SYf3N4Ajjb5sP+YB4kOCbcXj8aorJSw7UwbOxDzi/JgE0U0tgbR7A/CG5TR7A+isTUImyhiflEeigt6HgTWKpNZmbWvtGzrotyLMHfcXNhEG5oCTfAEPGgNtsIT8KAp0ASbaMPccXNRlFOkay4zGpk2EvMnzEeiPREVTRWo89ah0deIOm8dKpoqkGhPxPwJ85GXZo6/aFFH8XD+4uEYiYiIiIjo1Pj9fmzduhXTpk1r3yaKIqZNm4bNmzd3+30PPPAAsrKy8JOf/ESPmBGx0FKfRETmcHF+FnLSXVhdVot1u4/CLytIsEuYOX4gZo7Ljnjg9o7i0zB+cCqWbzqAbRUNUFQVNlHEmcPTMPe84RENmGudyazM2ldatnXTpJtQkFGAV3e+ih11OyCrMmyiDZMzJ+O6gusiKi70RS4zKhxaiCHJQ1BaUYqNVRvhl/1IsCWgOLcYxbnFHLg1uXg4f/FwjEREREREZtfbdRFO5f0AoLGxscN2p9MJp9PZYVtdXR1kWUZ2dsfxjOzsbOzatavL9j/66CP87W9/w7Zt27QLrQEWGIiIemFUVgpGZaVgXmEevAE5tLhuL55nX1yQjeKCbDS3BlHv9SPd5Qi7joAemczKrH2lZVtFOUUoyimCx+9Bvb8e6Y70sGsu6JXLjPLS8pCXloc54+bAK3vhklx8nr2FxMP5i4djJCIiIiKiznJycjp8ft999+H3v//9KbXZ1NSEH/3oR3j++eeRmZl5Sm1pjQUGIqJT4LCJmgzaJifYej1Y/m1aZTIrs/aVlm0lOhJ7XVj4tli/HuySnYO2FhYP5y8ejpGIiIiIiL5x6NAh9OvXr/3zb89eAIDMzExIkoTa2toO22trazFw4MBO+5eXl+PAgQO4/PLL27cpigIAsNls2L17N0aOHKnVIUSFBQYiIiIiIiIiIiIiiim9WHf5lN8PAPr169ehwNAVh8OBKVOmoLS0FFdeeSWAUMGgtLQUt912W6f9x4wZgx07dnTY9tvf/hZNTU3485//3GnWhJ5YYCAiIiIiIiIiIiIi0tGCBQtw44034swzz8TZZ5+Np556Ci0tLZg7dy4A4IYbbsCQIUOwePFiJCQkYPz48R2+Py0tDQA6bdcbCwxEREREREREREREFFOMmsEQqdmzZ+Po0aO49957UVNTg0mTJmHVqlXtCz9XVFRAFM3/yGMWGIiIiIiIiIiIiIiIdHbbbbd1+UgkAFi7dm3Y733xxRe1D9QLLDAQERERERERERERUYwRTrz0fL/4Y/45FkREREREREREREREZDosMBARERERERERERERUdT4iCQiIiIiIiIiIiIiiimCKEAQ9XtskZ7vZSacwUBERERERERERERERFHjDAYi6sAfVOANyHDZJThsrEH2xIz9dcTdigP1LRienoSs1ASj47QzY19pScvjC8gBeGUvXJILdsmuUUIiIiIiIiKiOCIIoZee7xeHWGAgIgDA3tomrCqrwYY9dfDLChySiMLTMnHp+IEYlZVidDzTMWN/Pb56F/6++SDcrcH2bakJNtxw3nDcNSPfkEyAOftKS1oeX3lDOUoOlmBz9Wb4ZT8ckgNTB03F9GHTkZeW10dHQERERERERETUOywwEBE+3HUET6/Zi3pPAClOGxw2Ea0BGW9+VokPdx3B7cWjcXF+ltExTcOM/fXDZZvx8b7jnba7W4N4es3X+PTAcbz2s6m6ZgLM2Vda0vL41h9ej2Xbl8HtcyPJngSH5EBrsBUr9q3AhsoNmD9hPgqHFvbxERERERERERHFBkEQIOg4q0DP9zITFhiI4tze2iY8vWYvPH4ZIzISO/wwzEx2oMrdiqdL9yIn3RUTd5ufKjP21+Ord3UoLpz8x5l64uPmfcfxp/d36zqTwYx9pSUtj6+8oRzLti+DJ+BBbkpuh7YyEjJQ3VKNpduXYkjyEM5kICIiIiIiIiLTiL2HYBNRVFaV1aDeE8Dg1IROlVZBEDA4NQH1ngBWl9UalNBczNhff9988JsM3/rayZ+/vPmAHnHambGvtKTl8ZUcLIHb58agpEFdtjUoaRDcPjdKK0o1PQYiIiIiIiIiolPBAgNRHPMHFWzYU4cUp63baVyCICDFacO63UfhDyo6JzQXM/bXEXdr+5oL3U3Ea9vu9gZxxN3a55kAc/aVlrQ8voAcwObqzUiyJ4VtK8mehI1VGxGQA5ocAxEREREREVEsEwx4xSMWGIjimDcghxaltYX/UeCwifDLCrwBWadk5mTG/jpQ39Kn+/eWGftKS1oen1f2ti/oHLYt0QG/7IdX9vYqMxERERERERGR1rgGA1Ecc9klOKTQorTh+IMKEuwSXHZJp2TmZMb+Gp6e1Kf795YZ+0pLWh6fS3K1L+gcti3FjwRbAlySq1eZiYiIiIiIiOIJF3nWB2cwEMUxh01E4WmZaPIFoapql/uoqoomXxBF+QN6vFs71pmxv7JSE5CaEKoVd53om+2pLhuyUhP6PBNgzr7SkpbHZ5fsmDpoKloCLWHbagm04PzB58Mu2TU5BiIiIiIiIiKiU2WtER0i0tyscQORnmhHlbu10+CmqqqocrciPdGOmeOyDUpoLmbsrx9NHfZNhm997eTPb5g6XI847czYV1rS8vimDZuGVGcqqluqu2yruqUaqc5UFOcWa3oMRERERERERESnggUGojg3OjsFtxePRqJDwv5jHhxt8sHtDeBokw/7j3mQ6JBwe/FojMpKMTqqKZixv345cwym5vVv/1w96dVmal5/3DUjX7dMgDn7SktaHt/ItJGYP2E+Eu2JqGiqQJ23Do2+RtR561DRVIFEeyLmT5iPvLQ8HY6MiIiIiIiIyPoEERBEQceX0UdsDK7BQES4OD8LOekurC6rxbrdR+GXQ8+Nnzl+IGaOy7bsAHBfMWN/vfazqfjT+7vx8uYDcHuD7dtTXTbcMHW47sWFNmbsKy1peXyFQwsxJHkISitKsbFqI/xyaM2F4txiFOcWs7hARERERERERKbDAgMRAQBGZaVgVFYK5hXmwRuQQ4vYWuy5+HoyY3/dNSMfd83IxxF3Kw7Ut2B4epJuay6EY8a+0pKWx5eXloe8tDzMGTcHXtkLl+TimgtEREREREREvSGceOn5fnGIBQYi6sBhE2Nq8LevmbG/slITTFFY+DYz9pWWtDw+u2RnYYGIiIiIiIiITC92R3qIiIiIiCimLV68GGeddRZSUlKQlZWFK6+8Ert37zY6FhERERGZgmDAK/6wwEBERERERJa0bt063Hrrrfj444/xwQcfIBAIYMaMGWhpaTE6GhERERFRXOAjkoiIiIiIyJJWrVrV4fMXX3wRWVlZ2Lp1Ky688EKDUhERERERxQ8WGIiIiIiIKCa43W4AQP/+/Q1OQkRERERGEwQBgqDfY4v0fC8zYYGBiIiIiIgsT1EU/OIXv8D555+P8ePHd7ufz+eDz+dr/7yxsREAIEkiJMncT5B1OBxGR4hIW04r5LXZJKMjRKQtp1XyihYYX2nLaIWsIarRAXqgfuujBagmz9qWz+w5T6IqitERwmrLZ/acJwsEAkZHCMvs+Ugflikw/PGPf8S7776Lbdu2weFwoKGhwehIRERERERkErfeeiu+/PJLfPTRR2H3W7x4Me6///5O2889dxQSExP7Kp4mLrxwjNERonLnnXcaHSHmXH55kdERYs7InBSjI0So1egAEUmDr+edzMIiY8z9VK9l6jYt+/cbHSEinoMHjY4QsZUm71OPx2N0hLAEAHpOKrBMzVpjlikw+P1+XHXVVZg6dSr+9re/GR2HiIiIiIhM4rbbbsOKFSuwfv16DB06NOy+ixYtwoIFC9o/b2xsRE5ODj7++GvYbOa+437z5reMjhARh8OBO++8E08++ST8fr/RccI67bSzjI4QEZtNwuWXF+Gdd9YhGJSNjtOj8VPM36+iECoulB9qgmKBwdsBuQOMjtADFWnwoQFOWGWITRTNPWsNqop+qheNgkvfEdJTMGhYttERwlIVBZ6DB5E4bBgEs5//E4oKCoyOENaxY8eMjkAmYJkCQ9tdRi+++KKxQYiIiIiIyBRUVcXtt9+Of//731i7di1GjBjR4/c4nU44nc5O22VZgSCY+3ZWsw/Wf5vf7zd9ZisM1p8sGJQtkdkKA/ZtFNUqea0xwHzifmGjQ0TGCoP2KkI5rZAVsMygvSCKlslqt9uNjhCW2fMJogBBx2fh6fleZmKZAgMREREREdHJbr31Vvzv//4v3nrrLaSkpKCmpgYAkJqaCpfLZXA6IiIiIqLYF9MFhu4WcAsEAhEvQtK2Hxctob7Ga00//qCC1qCMBJsEh80cdy1omamntqx+rZnx/FHXrH6tkXWY+VoLyAG0yq1IkBJgl8x9h5fetDhfzz33HADgoosu6rB9+fLlmDNnzim3T0RERERE4RlaYLjnnnvwyCOPhN1n586dGDOmd4uZdbeA2/vvvx/1Am4ffPBBrzIQRYvXGumF1xrphdca6YXXmrVosSigqlriuSZEREREZADhxH96vl88MrTAcNddd/V4Z1FeXl6v2+9uAbcZM2agX79+EbURCATwwQcfYPr06aZ/rhhZG6+1vrVhz1EsXV+OBm8QyY7Qne/+oIJmv4w0lw3zi0aicLS+C6dpmSmatqx4rZnx/FHPrHitkTWZ7VrbVLUJy79cjkZ/IxJtiXBIDvhlPzxBD/o5+uHH43+MqYOnGh3TcG2zi4mIiIiIyLoMLTAMGDAAAwb03YBQdwu42e32qP/x2ZvvIeoNXmva21vbhL+u2w+PX8WQ9CQIJxbISgSQqqqocrfir2v3IzczBaOyUiyXqbdtWeVaM+P5o+hY5Voj6zPDtVbeUI7ny56HJ+jBoJRBJ/3MSkSqmorqlmosK1uGoalDkZfW+xtpYoHR54qIiIiIYpzei6RbZEF2rVnm4dUVFRXYtm0bKioqIMsytm3bhm3btqG5udnoaERkcqvKalDvCWBwakL7QE8bQRAwODUB9Z4AVpfVWjKTGY9PS7F+fEQUW0oOlsDtc2NQ0qAuf2YNShoEt8+N0opSgxISERERERFpxzIFhnvvvReTJ0/Gfffdh+bmZkyePBmTJ0/Gp59+anQ0IjIxf1DBhj11SHHaOg30tBEEASlOG9btPgp/ULFUJjMen5Zi/fiIKLYE5AA2V29Gkj0p7M+sJHsSNlZtREA236LURERERESxQhAE3V/xyDIFhhdffBGqqnZ6XXTRRUZHIyIT8wZk+GUFDlv4H3cOmwi/rMAbkC2VyYzHp6VYPz4iii1e2Qu/7IdDcoTdzyGG1mTwyl6dkhEREREREfUNyxQYiIh6w2WX4JDEHu9s9wcVOCQRLrtkqUxmPD4txfrxEVFscUmu9gWdw/EroSKES3LplIyIiIiIiKhvsMBARDHNYRNReFommnxBqKra5T6qqqLJF0RR/oAe75Q3WyYzHp+WYv34iCi22CU7pg6aipZAS9ifWS2BFpw/+HzYJS5yTERERETUV9rWeNbzFY84EkNEMW/WuIFIT7Sjyt3aacBHVVVUuVuRnmjHzHHZlsxkxuPTUqwfHxHFlmnDpiHVmYrqluouf2ZVt1Qj1ZmK4txigxISERERERFphwUGIop5o7NTcHvxaCQ6JOw/5sHRJh/c3gCONvmw/5gHiQ4JtxePxqisFEtmMuPxaSnWj4+IYsvItJGYP2E+Eu2JqGiqQJ23Do2+RtR561DRVIFEeyLmT5iPvLQ8o6MSEREREcU2wYBXHLIZHYCISA8X52chJ92F1WW1WLf7KPyyggS7hJnjB2LmuGxDBqe1zGTG49NSrB8fEcWWwqGFGJI8BKUVpdhYtRF+2Y8EWwKKc4tRnFvM4gIREREREcUMFhiIKG6MykrBqKwUzCvMgzcghxYQNviZ/VpmMuPxaSnWj4+IYkteWh7y0vIwZ9wceGUvXJKLay4QEREREVHMYYGBiOKOwyaabmBay0xmPD4txfrxEVFssUt2FhaIiIiIiIwgCBD0XHk5Tld55ggNERERERERERERERFFjTMYiIiIiIiIiIiIiCimCDrPYNB1toSJcAYDERERERERERERERFFjTMYiIiIiIiIiIiIiCi2CIK+6yJwBgMREREREREREREREVFkWGAgIiIiIiIiIiIiIqKo8RFJRERERERERERERBRTREGAqONji/R8LzPhDAYiIiIiIiIiIiIiIooaZzAQERERERERERERUUwRTrz0fL94xBkMRFHyBxW4vQH4g4rRUToway4z0rKvtGqL58/6mluDOFTvQXNr0OgopheQA2j0NyIgB4yOQkRERERERESngDMYiCK0t7YJq8pqsGFPHfyyAockovC0TFw6fiBGZaUwlwVo2VdatcXzZ30lX9Vg+cYD+OKwG4qiQhQFTByaih9fMALFBdlGxzOV8oZylBwswebqzfDLfjgkB6YOmorpw6YjLy3P6HhEREREREQUQwRBgKDjugh6vpeZsMBAFIEPdx3B02v2ot4TQIrTBodNRGtAxpufVeLDXUdwe/FoXJyfxVwmpmVfadUWz5/1PVWyB8vW74M/qMAmCZBEAUFFwSf7j+PzQw2YX5SHO4pPMzqmKaw/vB7Lti+D2+dGkj0JDsmB1mArVuxbgQ2VGzB/wnwUDi00OiYRERERERERRYEFBqIe7K1twtNr9sLjlzEiI7FDNTIz2YEqdyueLt2LnHSXrnecmzWXGWnZV1q1xfNnfSVf1WDZ+n0IKgr6JdggnnQOFVVFsz+Ipev2Yfzg1LifybDfvR/Lti+DJ+BBbkpuh+s9IyED1S3VWLp9KYYkD+FMBiIiIiIiIiIL4RoMRD1YVVaDek8Ag1MTOk11EgQBg1MTUO8JYHVZLXOZlJZ9pVVbPH/Wt3zjAfiDCpIdHYsLACAKApIdNviDCpZvOmBMQBNZe2gt3D43BiUN6vJ6H5Q0CG6fG6UVpcYEJCIiIiIiopgjCPq/4hELDERh+IMKNuypQ4rT1u1z1ARBQIrThnW7j+q2QK9Zc5mRln2lVVs8f9bX3BrEF4fdsElCp+JCG1EQYJMEbKtoiPuFn/9T8x8k2ZPCXu9J9iRsrNrIhZ+JiIiIiIiILIQFBqIwvAE5tPCuLfxvFYdNhF9W4A3IcZ3LjLTsK63a4vmzvnqvH4qiQhLD354giQIUVUW9169TMnNqW9A5HIfogF/2wyt7dUpFREREREREsUww4L94xAIDURguuwSHJPZ4B7k/qMAhiXDZpbjOZUZa9pVWbfH8WV+6ywFRFCAratj9ZEWFKAhId4UfXI91DilUPAjHr4SKEC7JpVMqIiLrkWXedEBERERE5sICA1EYDpuIwtMy0eQLQlW7HkhUVRVNviCK8gf0eEd6rOcyIy37Squ2eP6sLznBholDUxGUVSjdnENFVRGUVUzKTUNygk3nhOZy9sCz0RJoCXu9twRacP7g82GX7DqnIyKyhm3bNmHbtm04cuSI0VGIiIiILEEQBN1f8Si+RzyIIjBr3EB8uOsIqtytnRbkVVUVVe5WpCfaMXNcNnOZlJZ9pVVbPH/WN/f84fj8UAOa/cFOCz0rqopmfxAOm4i55w03LqRJXJRzEdZXr0d1S3WnhZ5VVUV1SzVSnakozi02MCURkbmUlX2KlpYmAEB1dQUOHNgN4CwcOrQFbrcbSUlJAAC73Y4BAwYYmNQ6KioqEAh0XOuntrah037JycmYMuUCnVJZW2NjA4LBzusnVR460OFzpzMBmVkDdUoVW9wNx3H0aA3syQL6Z/D3uhZqqitx+MB+5OaNxMDBQ4yOExNqqkJ9OkU8G0Nyc42OExN2f/klvvzsM6RefTXOPPNMo+MQhcUCA1EPRmen4Pbi0Xi6dC/2H/MgxWkLPRs/qKDJF0R6oh23F4/GqKwU5jIpLftKq7Z4/qxv2tiBmF+Uh6Xr9qGxNQibJEA68dikoKzCYRMxvygPxQUsEo1IHYH5E+Zj6falqGiqQJI9KbTmguJHS6AFqc5UzJ8wH3lpeUZHJSIyhbKyT1FS8ua3tv4KwCMAFqKx8TE0NjZ2+CqLDOFVVFTg6NGjnbY3NDR0+z0sMoTX2NiAd955tcuvvffePzpt+9VvHmORIQrv/PsV/OejUgSCQagABIQKipdcdgV+OPdnRsezpGcfexBbN30ERVXb+1QUBJx1wYW45e7fGh3Pkv76yIPYunF9pz4tnDULv330UaPjWdJNV1+N8p07AQAqgCWPPQYAOGPKFHz66acGJiPqHgsMRBG4OD8LOekurC6rxbrdR+GXFSTYJcwcPxAzx2UbNghs1lxmpGVfadUWz5/13VF8GsYPTsXyTQewraIBiqrCJoo4c3ga5p43nMWFkxQOLcSQ5CEorSjFxqqN8Mt+JNgSUJxbjOLcYhYXiIhO0jZzARMAbAe+KS4IJz4CwGPtX//2XfnUWXsffR9AZpgd6wC8CTQ3N+uQytraZy5E2Kc+X6sOqWLDXx7/HSoPHUA+gJsAjARQDmBJIIBVb/0Lu8q24/eP/9XYkBaz4KfX43jd0c59qqr4eMM67N21E0++0HXBjLr2i7nXdtuna997D19t24b/ff99Y0NazHfOOgu+1tbOfQpg69atSEpKQktLi6EZrUbvxxbxEUlEFNaorBSMykrBvMI8eANyaKFeEzwb36y5zEjLvtKqLZ4/6ysuyEZxQTaaW4Oo9/qR7nLE/ZoL3clLy0NeWh7mjJsDr+yFS3JxzQUionA6FReADkWG7Y8ZkcraMgEMNjpEjGGfauqdf7+CykMH8HMAT6Ljwpk/B/ALAE9/vRevL1/GmQwRevaxB3G87mj4Pj16BM8++iBnMkTor49E0KfV1Xjw7rs5kyFCN119NXytreH71OPBmWeeyZkMZDocxSKKksMmItVlN90gsFlzmZGWfaVVWzx/1pecYENOeiKLCxGwS3b0c/RjcYGIqBvV1RUnfvXt4kKbtiLDrwCAdzMSxZD/fFSKfHQeYMSJz58CkA9gzcq3dU5mXVs3fRRRn/7no/U6J7OurRvXR9SnG1at0jmZdZXv3BlRn362davOyaxNMOAVjziSRUREREREZBLbtm06saBzd8WFNt8UGRobG3HkyBG9IhJRH3E3HEcgGMRN6H6wRkTo0SmBQADHj3VeV4Q6qqmuhKKqEfWpqqqoqarUL5xF1VRF3qeKqqKyoqKbvajN7i+/BICI+hQAZzCQ6bDAQEREREREZAJ+vw/r1r0L4CyELy60aSsynIVDhw5BluW+jkhEfejo0RqoCD13PZw8hBZ/ra2q6vtQFnf4wP6o+vTwgf19H8riou3T/bt3930oi/vys8+i6tMNGzb0fSiiKPA5DkREREREFPcGDRsMR0Ki0TFwxQ+ux9v/+juAhei5yKCe2G8Lpk6dhvHjz9IjYo9sNgkAMGlSMYJBcxQ9jh17Ew0NDRHvnz6gPyZPndp3gaLUtmbkhLPPhqoam6XN4UP78d57/4h4/+S0JKRm9uvDRNEREOrIfhkpUE3yUIs8cTQEhBZ1DWcfQj8ZBgwcDEUxyQUBFRBhojwhQ3JHRNWn/VIyUH+koc9zRUIQgH797Wioc5vm9z0Q6qNo+nTIyJHwBYJ9HywCqqIAAHyBIATRPPdcnzZxYlR9WlhY2PehYoQoCBB1XHhZz/cyE/P8biIiIiIiIopzFxTNRP7YiQAeQ6h40N2oUltx4THk5OSZprhARL2X3j8DdpsdSwAo3eyjAFgCwG63o39Gpn7hLCp70GCIghBRnwoQMCB7kH7hLGpA9iCIiKxPRUHA4Jxc/cJZ1GljxwFARH0KAGeeeaYOqYgixwIDERERERGRiQwbMfrEr7orMnxTXACA7OwhumUjor5VOP1S7AZwJzoPNCoAfgFgN4CLL71C52TWNXnqBRH16cSzzDNryexOP/PciPr0/BkzdE5mXXn5+RH16RlTpuiczOIEQf9XHGKBgYiIiIiIyIwmAJ2LDCcVFyYYlMvK6gBUhXnVGRfNstinmrrq+p9g2IhR+AuAsQCeAvD2iY9jATwNYPio0Zg9Z55hGa3mll/+Bv0HDAjbp+n9MzHnpjsNy2g1c29egPT+mWH7dMDAgVi4+GHDMlrNX157Hc6EhLB9mpiYyAWeyZS4BgMREREREZGJpKamh36xvW3LYyc+PoKTZy60fT0x0TzPtTerlJTU0C/ejGz/9DQ+eqYnTqcr9IsI+9TpcvVdmBiz6ME/4Z+vvID1JSuxIBCAitBz1+12O2ZeegWLC73w+NK/Y8mfFuPTTeuxQFXb+1SAgMlnTWVxoRd+/9hzeHHJk/hiy2YswDd9KgoCLpwxg8WFXnhz02bccd212LNzJxYA7X0KAFOmTGFxoRe4BoM+WGAgIiIiIiIykbPOLQIAuN31AICD+/di91ePAVgLYAtycvLaH4uUmNgP+fmcytCTc88tBgA0Nbk7bE9J71ycSU/LxBU/uE6XXFY2IGsgFt77OHw+b6evJaYkdfjc6XIhe+BgvaLFhP++/sf47+t/jPrjx3CkpgpDhg/nmgun6Ka7FgF3LUJtdRUOH9yH9LQsrrlwiubcdCdw0504WluNqsMVmDqzkGsunKI/v/q/AIA9X5Wh7PNtmP/D2VxzgUyPBQYiIiIiIiKTaSsytPlo3Wq8/a9XMHXqNC7o3EttRYaT5U8cZ0CS2DEga2CX25PTU3ROErvS+2cgvX8GHC6n0VFiRvagwcgeNBhN9U1GR4kZA7IHYUD2IBYXNHTa2HE4bew4nDl5ktFRiHrEAgNRlPxBBd6ADJddgsPGZUysqLk1iHqvH+kuB5IT+GOQiIiIzO+CoplITx4Ah4ODjERERESREKDvusvx+YAkFhiIIra3tgmrymqwYU8d/LIChySi8LRMXDp+IEZl8Q4dKyj5qgbLNx7AF4fdUBQVoihg4tBU/PiCESguyDY6HhEREVFYLC4QERERkdmwwEAUgQ93HcHTa/ai3hNAitMGh01Ea0DGm59V4sNdR3B78WhcnJ9ldEwK46mSPVi2fh/8QQU2SYAkCggqCj7ZfxyfH2rA/KI83FF8mtExiYiIiIiIiIhIA22Luev5fvGIBQaiHuytbcLTa/bC45cxIiMRwklzqzKTHahyt+Lp0r3ISXdxJoNJlXxVg2Xr9yGoKOiXYIN40jlUVBXN/iCWrtuH8YNTOZOBiIiIiIiIiIgoQnyAPFEPVpXVoN4TwODUhA7FBQAQBAGDUxNQ7wlgdVmtQQmpJ8s3HoA/qCDZ0bG4AACiICDZYYM/qGD5pgPGBCQiIiIiIiIiIk0JBrziEQsMRGH4gwo27KlDitPWqbjQRhAEpDhtWLf7KPxBReeE1JPm1iC+OOyGTRI6FRfaiIIAmyRgW0UDmluDOickIiIiIiIiIiKyJhYYiMLwBuTQgs628L9VHDYRflmBNyDrlIwiVe/1Q1FUSGL4OrIkClBUFfVev07JiIiIiIiIiIiIrI1rMBCF4bJLcEihBZ3D8QcVJNgluOySTskoUukuB8QTCzqHIysqbKKIdJdDp2RERERERERERNRnBKHbJ5L01fvFI85gIArDYRNReFommnxBqKra5T6qqqLJF0RR/oAeZzqQ/pITbJg4NBVBWYXSzTlUVBVBWcWk3DQkJ7DuSkREREREREREFAmOhhL1YNa4gUhPtKPK3dqpyKCqKqrcrUhPtGPmuGyDElJP5p4/HA6biGZ/sFORQVFVNPuDcNhEzD1vuDEBiYiIiIiIiIhIU8KJGQx6vuIRCwxEPRidnYLbi0cj0SFh/zEPjjb54PYGcLTJh/3HPEh0SLi9eDRGZaUYHZW6MW3sQMwvyoNNFNHYGkSzPwhvUEazP4jG1iBsooj5RXkoLmCRiIiIiIiIiIiIKFJ8FghRBC7Oz0JOugury2qxbvdR+OXQmgszxw/EzHHZLC5YwB3Fp2H84FQs33QA2yoaoKihNRfOHJ6GuecNZ3GBiIiIiIiIiCiG6D2rIF5nMLDAQBShUVkpGJWVgnmFefAG5NAC0FxzwVKKC7JRXJCN5tYg6r1+pLscXHOBiIiIiIiIiIiolziyRhQlh01kYcHikhNsLCwQERERERERERGdIo6wEREREREREREREVFM4SOS9MHbsImIiIiIiIiIiIiIKGqcwUBEREREREREREREMUU48dLz/eIRZzAQEREREREREREREVHUOIOBiIiIiIiIiIiIiGKKKIReer5fPOIMBiIiIiIiIiIiIiIiihoLDEREREREREREREREFDU+IomIiIiIiIiIiIiIYgyXedYDZzAQEREREREREREREVHUOIOBQoJ+IOAB7ImAzWF0mrjhDyrwBmS47FKc1jiNcXK/O2yss5I2eF0RERERERERmYcoCBAF/Ubc9HwvM2GBId4d2QXsfAfYtwYI+gCbE8i7BBh7BTAg3+h0MWtvbRNWldVgw546+GUFDknEhaPTkWN0sBjXVb8XnpaJS8cPxKisFKPjkUXxuiIiIiIiIiKieMVbLOPZnveBt28Dtr8OBLyAaA993P468NatwN4PjE4Ykz7cdQQL/7Udb35WidaADJsooDUg450vqgEAG/YeNThhbOqu39/8rHq2l8cAAELfSURBVBJ3/3M7Ptx9xOiIZEG8roiIiIiIiIgonnEGQ7w6sgtY/yjg9wD9RwInT+FJygLch4F1jwBpuZzJoKG9tU14es1eePwyRmQkQjip3yXVBqARS9eVIzczhXc+ayhcv2cmO1DlbsXTpXuRk+5iv1PEeF0RERERERERmZcgCB3+ra7H+8UjzmCIVzvfAbz1QOrQjsUFIPR56tDQ13euMCZfjFpVVoN6TwCDUxM6/dBp+7zBG8Tqsloj4sWsnvp9cGoC6j0B9jtFhdcVEREREREREcU7FhjiUdAfWnPBmdK5uNBGEEJfLy8J7U+nzB9UsGFPHVKctrAVzWSHhHW7j8IfVHRMF7si6XdBEJDitLHfKWK8roiIiIiIiIjMrW0Gg56veMQCQzwKeEILOkvO8PtJzlBxIeDRJ1eM8wbk0AKwtvC/7Rw2EX5ZgTcg65QstrHfqS/wuiIiIiIiIiIiYoEhPtkTAZsTkH3h95N9gM0R2p9OmcsuwSGJPd7J7A8qcEgiXHZJp2Sxjf1OfYHXFRGReaxfvx6XX345Bg8eDEEQ8P/+3/8zOhIRERERmYBgwCsescAQj2wOIO8SwNcEqGrX+6hq6Osjp4X2p1PmsIkoPC0TTb4g1O76HUCzX0ZR/oAe74ymyETS76qqoskXZL9TxHhdERGZR0tLCyZOnIhnnnnG6ChERERERHGHIx7xquBywJUOuA93LjKoami7Kx0o+K4x+WLUrHEDkZ5oR5W7tdOgZNvnaS4bZo7LNiJezOqp36vcrUhPtLPfKSq8roiIzOHSSy/Fgw8+iP/6r/8yOgoRERERUdxhgSFeZY0BihYCjkTgeDnQXAt4G0Ifj5eHthctBAbkG500pozOTsHtxaOR6JCw/5gHR5t8cHsDONrkw8F6LwBgftFIjMpKMThpbAnX7/uPeZDokHB78Wj2O0WF1xURERERERGReXGRZ33YjA5ABho9HUjLBXauAMpLQgs6213AmMtDMxdYXOgTF+dnISfdhdVltVi3+yj8soIEu4RZ4wYATY0oHD3A6Igxqbt+nzl+IGaOy+YgMPUKrysiIuvx+Xzw+b5Zi6yxsREAIAiAaPJ/E9ps1ljTR5LEDh/NzCrjAG05LZMX3T8S1iyEDh/Nn9f8GdVvfTQ/s/9+6nCNmjxrG1UJv0ad0drymT3nyQKBgNERwjJ7PtIHCwzxbkB+6HXe7UDAc2IBaK650NdGZaVgVFYK5hXmwRuQ4bJLEFQZK1fuMjpaTOuq3/lsfDpVvK6IiKxl8eLFuP/++zttHzEkGYmJiQYkityonDONjhCVadPOMDpCzMkbnGx0hJiTlWR0gkj5et7FBPqLfqMjRKx/f7vRESKSY5GcABA8fMjoCBGRqyqNjhCxlSbvU4/HY3SEsPSeVcAZDBTfbA4WFgzgsIntA5GBgGxwmvhxcr8TaYXXFRGRNSxatAgLFixo/7yxsRE5OTnYX9kMZ4K572gs/8oaN6NIkohp085ASclnkGVz9+mo8WOMjhARQQgVF/ZVNXdaQs+MktPMXwgRECouHGmxxj33dpfT6Ag9UNFf9OO44oBVbrdvbmg2OkJYAkLFhUPHA5a4RgEgb0Ke0RHCUhUFclUlpMFDIIjW+LfbjAmnGx0hrGPHjhkdgUyABQYiIiIiIoobTqcTTmfngTpVBRSTj+AEg9a6IUWWFdNntsJg/clU1RqZVUsMMKvt/7dGXitkBEI5rZHV9L+XTnSjCgtkPcEqg/aCKFomq91u7hksZs8nCPo+Di1OJzCwwEBERERERNbV3NyMr7/+uv3z/fv3Y9u2bejfvz9yc3MNTEZEREREFPtYYCAiIiIiIsv69NNPcfHFF7d/3vb4oxtvvBEvvviiQamIiIiIiOIDCwxERERERGRZF110EVSrPDuCiIiIiHQjnPhPz/eLR9Z44BgREREREREREREREZkKZzAQERERERERERERUUwRBQGijisv6/leZsIZDEREREREREREREREFDXOYCAiIiIiIiIiIiKimBOfcwr0xQIDERHpork1iHqvH+kuB5ITzPHHjz+owBuQ4bJLcNg4qY+IiIjIakRBgN0mIfqnUqiw2QCnA7DC8JPdJhkdoQcqbKINTkVCtP2pQkVQVqGoat9EIyKiPmWOER4iIopZJV/VYPnGA/jisBuKokIUBUwcmoofXzACxQXZhmTaW9uEVWU12LCnDn5ZgUMSUXhaJi4dPxCjslIMyURERERE0RnUPxlZ6SkQRbFXNQJJAAZYZExbsMBzvUWoyOplsUZWFBxr9OBIo1fjVERE1NdYYCAioj7zVMkeLFu/D/6gApskQBIFBBUFn+w/js8PNWB+UR7uKD5N10wf7jqCp9fsRb0ngBSnDQ6biNaAjDc/q8SHu47g9uLRuDg/S9dMRERERBSdQf2TMTgrHRkZmXA4HBB6MbBtk4Cg3Afh+oAgmr/AIAkqZDX6nCpU+H0+2KVjAMAiAxFpRxDQiylup/Z+cYgFBiIi6hMlX9Vg2fp9CCoK+iXYIJ70B62iqmj2B7F03T6MH5yq20yGvbVNeHrNXnj8MkZkJHa4Eywz2YEqdyueLt2LnHQXZzIQERERmZQoCshKT0FGRiaSk3v/dza7BAgsMGjGJqgI9qLAAAAOhxMAEJCDqGtq5eOSiIgshA+cJiKiPrF84wH4gwqSHR2LC0DoWbnJDhv8QQXLNx3QLdOqshrUewIYnJrQaZq5IAgYnJqAek8Aq8tqdctERERERNGxSxJEUYTD4TA6CmnI4XRCEkXYJPMXU4jIGkRB0P0VrWeeeQbDhw9HQkICzjnnHPznP//pdt/nn38ehYWFSE9PR3p6OqZNmxZ2f71YosBw4MAB/OQnP8GIESPgcrkwcuRI3HffffD7/UZHIyKiLjS3BvHFYTdsUvd/wIqCAJskYFtFA5pbg32eyR9UsGFPHVKctm6fYSsIAlKcNqzbfRT+oNLnmYiIiIgoeoIAQECvHotE5tV2PnleiShevPHGG1iwYAHuu+8+fPbZZ5g4cSJmzpyJI0eOdLn/2rVrcc011+DDDz/E5s2bkZOTgxkzZqCyslLn5B1ZosCwa9cuKIqCpUuXoqysDE8++SSWLFmCX//610ZHIyKiLtR7/VAUFVIPU7klUYCiqqj39n3B2BuQQws628L/0eewifDLCrwBi8yXJyIiIiIiIiLLeeKJJzBv3jzMnTsXY8eOxZIlS5CYmIgXXnihy/1fffVV3HLLLZg0aRLGjBmD//mf/4GiKCgtLdU5eUeWWINh1qxZmDVrVvvneXl52L17N5577jk8/vjjBiYjIqKupLscEE8s6ByOrKiwiSLSXX0/vd1ll+CQQgs6h+MPKkiwS3DZpT7PREREREQUiYqKg5gyaSLWrFuP00+fYHQcIiJLEASh2ycY9NX7AUBjY2OH7U6nE06ns8M2v9+PrVu3YtGiRe3bRFHEtGnTsHnz5ojez+PxIBAIoH///qeY/NRYosDQFbfb3WPn+Xw++Hy+9s/bTm4gEEAgEIjofdr2i3R/ot7itUZ60eNac0rAlJwUfHqwHjZB6fIxSYqqQoKCM4elwSmpfX7tCwAuHJ2Od76ohqR2/ZgkVVXhCwQwa9wACKqMAGcxnBL+XCO98FqzJp4vIjILr9eLpqYmpKSkwOVyGR2HiIgsLicnp8Pn9913H37/+9932FZXVwdZlpGdnd1he3Z2Nnbt2hXR+yxcuBCDBw/GtGnTTinvqbJkgeHrr7/G008/3ePshcWLF+P+++/vtP39999HYmJiVO/5wQcfRLU/UW/xWiO99PW19v0BoRfQ0/oKR7By5co+zdImB8AtIwGgsfud+gNoasTKlZH9gU4948810guvNWvxeDxGRyCiOLd582Y8+8yzeO+9lZAVBZIo4tJLL8P8W27FOeec2yfv+c7bb+Hxxx7B/v374XK5MP70CXj5768iKSkJr/z9ZTz37DOoqDiInJxc/PRnP8OPf/xTAMCUSRMBAJcUXQgAOO/88/HWO+9CURQ88fhjePmll3DsWB1Gn3Yafnfv71F8YrDJ7/fjd7/9DVa88zbcDQ0YMGAAbpz7Y/zizgUAgOee+Ste+9//xcGDB5CWlo6Zs2bh3t/fj+Tk5D45fiIiPRk1g+HQoUPo169f+/Zvz17QwsMPP4zXX38da9euRUJCgubtR8PQAsM999yDRx55JOw+O3fuxJgxY9o/r6ysxKxZs3DVVVdh3rx5Yb930aJFWLBgQfvnjY2N7YtfnHySwwkEAvjggw8wffp02O32iL6HqDd4rZFe9LzWnlv3NZZ/dAB+WYFNFCCJAmRFRVBR4ZBEzL1gOG4uGtWnGb5tw96jWLquHA3eIJIdUmjNhaCCZr+MNJcN84tGonD0AF0zxSr+XCO98Fqzpm9PHSci0tPyF/6Gexb+CgWihMcVBSMBlCsKnl+1ClesfBePPPo45sz9sabvWVtTg/k/+ynuve9+XPad76K5uQkff7wZqqrin//3Dzzy8GIsfuRRnH76BOzYsR133XkHEhOT8MMfXoP3S9ZgxrRL8K9/v4X8MWPgcIQeMbpsyXN49pln8KcnnsTpEybgf199BT+67hps2PQxRo4cieeXLsXq997D/7ywHEOHDkVlZSWqTloMVBBFPPTww8gdNgwHDxzA3b/6JR74/X149PE/aXrsRETxpF+/fj2OPWdmZkKSJNTW1nbYXltbi4EDB4b93scffxz/v707j4uq+v84/poBhkVQ3ABRQXFfEze0MnHXNs1yS1PLr5mJRoZLfUuz3LXSb+4tYqtaprbiNy3UNJfsS1nuZmEqiguKpiwz8/tDnV8EKCjOZeD97HEfOXfOvfc9p5vo/cw5Z+rUqaxdu5aGDY2fNs/QAsMzzzzDwIEDr9kmLCzM8eujR4/Spk0bbr/9dhYtWnTd8+c0vxWAh4dHvv/yeSPHiNwI3WviLM6410a0r0O9imVYvPl3EhJTyLDaMZvMhFfx59Hbq9CuTuD1T1LA2tYNJqScH2t+Pc76vclctNqwuHtwf71gOtULpHqAn9MzFXX6fU2cRfeaa9F/KxExypYt3zN2zCiG2+28Zs3E/Lf3RlgziQbGjI6hTt26BTqS4fjx42RmZnLPvfdSuXIIAHXr1gNg+vSpTHjpZe699z4AQkND2bd3L+8sWUzv3n0oW64sAKXLlM4yncbcuXMY/tRTPPDggwCMe3EC3323kYUL5jN9xkz+PHKYsGphtGjREpPJ5LjuVU8MfdLx65CQUJ597nlGPfO0CgwiUiSYrmzOvF5eWSwWmjRpwrp16+jWrRuAY8HmqKioXI+bPn06kyZNYs2aNTRt2vTmAhcQQwsM5cuXp3z5vH1L9MiRI7Rp04YmTZqwePFizGbz9Q8SERHDtasTSLs6gZy/lMmZi+mU9rbg62XsDH3VA/yoHuDH4FZhXMywXl4A2l0/V0RERESKg0Xz51HH7JatuABgBmYB68xuLJo/r0ALDPXq16fVXa1p3epO2rRtS2RkG+67vyseHh78fugQT0ePYOTIaEd7a2Ymftf4BmzquXMkHTtG84iILPubN4/g119/AaB3n4fp0f0BWjRvStt27ejYsTNt2rZ1tF0fH8/sWa+yf/9+UlNTsWZmcunSJf766698Ty0tIiL5M3LkSAYMGEDTpk1p3rw5s2bN4sKFCzz66KMA9O/fn4oVKzJlyhQApk2bxrhx4/jggw+oUqUKSUlJAPj6+ho6tZ1LrMFw5MgRIiMjCQ0NZebMmSQnJzveu96QERERKRx8vdwNLyz8k8XdrMKCiIiISDFy8eJFvvrqS2babNmKC1eZgcHWTGK+/IKLFy8W2MLPbm5ufLxiJdu2bSX+2295881FTJk8kXff/xCAV16dReMmTbMdczNuu60RO/73E2vXrmXD+nj+9dhA7modyeIl75CY+Ad9+/Ri4KOP8dy/X6B06dJs2fI90SOGk5GRDqjAICJyK/Xq1Yvk5GTGjRtHUlISjRo1Ii4uzjFSLTExMcuX7OfPn096ejoPPfRQlvPktIi0MxWuJz25+Prrrzlw4AAHDhygUqVKWd6z2+0GpRIRERERERERV5Kamor1ypoL1xIGWG02UlNTC6zAAJcXAI2IaEFERAtiRo2mcaOGbNu6laCgCvzxxx881KNnjsdZPC6vuWCz2hz7/EqWJKhCBbZt3codd9zp2L9t21bCGzfJ0u6B7t15oHt37ru/K716PMiZM2f4KSEBm83GSxMnOR5grVq1ssA+q4iI0QrzFElXRUVF5TolUnx8fJbXv//++w1c4dZziQLDwIEDr7tWg4iIiIiIiIjItfj5+eFmNnPQZrtmu98AN7MZP7+CW59rx44f2LhhPZGRbSlXvhw/7tjBqVMnqVmzJqPHjOXfz42lZMmStG3bjrT0NH5KSCAlJYWhTw6jXPnyeHt7s27dWioEB+Pl5UnJkqUYFjWc6VOnUqVKVRo0aMAHH7zPLzt3Mn/hGwDMnzuHwKAgGjRoiNls5tPVqwgIDKRUqVJUDQsjIyODNxYtpFPnLmzbuoUlixcX2OcVEZHiwSUKDCIiIiIiIiIiN8vb25suXe7mjbg4RuSwBgOADXjDzZ27u3Qp0NELfn5+fP/99yxauIDU1FQqVarMhJdepl37Do5sc+e+zoQXx+Hj40OdOnV5/ImhALi7uzNpyjRemTGdaVMm06JlS1Z/9gWPD3mC1HPnGP/C85w8mUzNWrV49/0PqVbt8hgNX18/Xv/PbH777TfczG6ENw7nw2XLMZvN1K/fgJcnTuL1/8xm0ssv0aLl7Tw/bhzDhj5RYJ9ZRMRIJpMJk8l5Yxicea3CRAUGERERERERESk2Hh/6JF2//IKngdcgS5HBBkQDu21Wpg19skCvW7NmLZYt/zjX9x98qAcPPtQj1/cf6d+fR/r3z7LPbDYzasxYRo0Zm/MxAwbwyIABuZ7ziSeH8cSTw7Ls69mrd67tRURE/kkrW4qIiIiIiIhIsdGiRUumTZ/J6yYTDdzcmQV8CswCGri5M8dkYtr0mUREtDA0p4iI3BwT/z+KwSmb0R/YICowiIiIiIiIiEixMvDRx/jyyy+p1qULMWYzXYEYs5lqXbrw6edfMvDRx4yOKCIi4hI0RZKIiIiIiIiIFDstWrSgSbMWXLx4kdTUVPz8/Ap0zQUREZHiQAUGERERERERESm2vL29VVgQESmCtMizc2iKJBERERERERERERERyTeNYBARERERERERERGRIsVsMmF24qgCZ16rMNEIBhERERERERERERERyTeNYBARERERERERERGRIsV0ZXPm9YojFRhEREREREQKmW/++ykpKaey7Dt76nS2dr6+pWjUqKWzYrm0hITvOX/+bJZ9v+zZlq2dv39Z2nW631mxXFryiSTS0i5m2++TUiLLa09vbwKDgp0Vq0ix2W3YbTbcTO7FdvHQgnZo/z7279lJcMUwQqtWNzpOkZBy+hTJJ5Lwr+hHuYBAo+MUCUcPJ3Jo/wFq+vlSvbruUyncVGAQEREREREpRL7576fEfb48X8eoyHBtCQnfs317fL6OUZHh2pJPJDHtpZg8t5/wynwVGfLh0qWLpJ5N4a+/Ljj2+ZTwpaS/P15e3nk+T2LiHzRpdBvfrN9AgwYNbzpXQZ/PmcY/M4w/Dx0EwM7/f9O4YkhVRo2fblguV7ZyaSybv/0vGZkZl/t0BlgsFu7u1Yt/PT3S6HguaeqY0Wxeuxab3Y4dmBLzDG4mEw/16sWHH35odDyRHKnAICIiIiIiUog4Ri50B8pdo+FJ4BOyfStfsnP0UR779J+jRyQ7x8iFPPZp2sXsIx0kZ6mpZzl9MhkvoDLgCaQByRfOk3ThPGXLB+BXslSezlWxYiV+2b2XsmXL3sLEhd+Q3l3JSE+jFvAEUA04CCwA9iYeIuaJvsxc8L6hGV3NzJfGcPiP37L3aXo6K999l1927GDWe+rT/Bh4dxeSk5Ky96ndztKlS9m8eTN//PGHsSFdjcl0eXPm9YohFRhEREREREQKo3KAvvBdsNSnBc8F+/S3gwc5f/487m6Qac29na+vL2HVqjkvGJdHLpw+mUwAl4sLf39UFQAcBk4kn8DDYsHLy5uMjAw8PDxyPZ+bmxuBgYVrypr09HQsFovTrjf+mWFkpKcxAngNMP/tvRFANPB6RjozJozWSIY8Wrk0lsN//HbtPt21izdfe1UjGfJo6pjRJCclXbtPExPp06ePRjJIoWO+fhMREREREREREdf328GDtIhoSvt2kURGRtK+Xe5bi4im/HbwYIFd+50lsTSoVwebzZZlf/9+D/PUiCgAVq9cQf9+/ah5xx1U69qVCW+8QWZmJnC52BDarBmrP/6YR/o+TGilYF57ZSYpKSk88fhgateoRuXgIJo3bcwH778HXJ7SqHwZf3bu/NlxvT27d/Nw715UDalMlZBK3Ht3Fw4dOgSAzWZj5vRpNKxXl4pBAUTedSfr1q695ufatOk7OrZvS2BgIPXq1OKlCS86MgN0ve8exowexb+fHUut6mH0fKj7Tfdlfvx56CC1yP7QliuvZwG1gCOJh5yay5Vt/va/eerTL5ctc3Iy17V57do89enHy/M3hWJxZzY5fyuOVGAQERERERERkWLh/Pnzl3/RHXj8Glv3f7QvAPd37caZM6f57ruNjn1nzpzhm2/W8eBDPdi8eRNjx47lid692bVsGQufe47Yzz9n0uLFWc6z4I03aHXnncRv3MTD/foxZfIk9u7dw9LlH7Npy1ZmzHw11ymRjh09yv333o3FYmHl6k9Z9008D/fti/VKQWDRgvnMmzuXCS+9zPqNm2jbth2P9O3DwVwKLceOHuXhXj1pFN6YjRs3MmPmK3zw3ru8OnNGlnbLln6IxWLhi6/WMPOV126mG/Pl0P59wOXpZnJ7AGa+8j7AH4cOOCGVa0s5fYqMzIw89Wl6ejonTxx3XjgXdfRwIja7PU99arXZOHBA96kULpoiSURERERERESKFwOmdvL396dtu/Z8suJj7rqrNQCffbqaMmXKcuedrejx4AMMGDCA/vfeiz8QVqkSLw8ZwujXX2f84MGO8/To1In777+fyiEhuLm5ceTPwzRo0JBG4eEAhISE5prhrbfepGTJkrzx1tuOqZWqVa/ueH/u3DkMf+opHnjwQQDGvTiB777byMIF85k+Y2a287399lsEV6zItOkz8DBDWI1aJCUl8dKEF4kZPQaz+fLj0rCwMMZPeOmm+u9G7N+zEzuX57K/ljAuL/z82/49hFatfp3WxVvyiaR89enRxMOUCyhc03QVNof2H8hXn/78889Ur677VAoPFRhERERERKTYu6dbJP6lSxsdA4Cf/reOLd/lvX3tRrUZEDPwluXJL5vVyul9++gz/GHMbm5GxwHg5Pnf2b37f3luXzm0Au3va3ULE+WPzWol8eefadPl9kLTp7t3+sO0vLevVT+M2vXrFczFrVYsly7h5eOJp6dnvg718s7f3P9e3hZ8Snjl65hrebjvwwwfNozX587B09OTlStX0KNnD3z9fNi1exfbtm0ldvFix9oLVpuNS2lp/HXpEj5el3PUr1MHAIunByazmUGPP86Avn3ZufNn2rRrxz333ktEixYAuHu4O/7tbnHn119/oeUdd+BdwjtbtnPnzpF07Bi333E77pb/f1zUomVLftm5E3eLe7bzHdi/j+YREXhYPCAzA3cPd1reeQcXzp/nePJxKleujMlkIrxx4yznzInNbsXNzUzpIH+usTRGvjRrfSfLFr/B9Sa6+o3LU1Dd2aktVepWKaCr3xy7zQYnjhFSOwSTufBMQOJX3gfTDPLcp3Vq18Lft4QTkl2fzWrlFFCqhE+h+b0U4LbbGmIi733asGHDWx+qiDBd+ceZ1yuOCs/vUCIiIiIiIiIiRdjd99yD3W4n7quv+PPwYTZv2kSv3r0BuHD+PMOHD+ej99/nf++/T8L777Pzww/Z/8kneP1tUeQMb298/fwcD507dOzIz7t28WRUFEnHjtHt3nt54bnncry+t1fBFUvyw8fHx5Dr1qxbF4AFgC2XNrYr7wPUuNJeclc2IACLxZKnPvW0WCgfFOS8cC6qUmgoZpMpT33qZjZr9IIUOiowiIiIiIiIiIg4gZeXF/d37cqypUv5aPlyatSs6ZjaqFGjRhw9doyAypXxrFyZapUrU/3KZjabsV85RwbgX6ZMlvOWK1+ePn37suitt5g8bRpL/rFuw1X16tfn+82bycjIyPZeyZIlqVChAlu2bMmyf+uWLdSqXTvH89WsVYvtW7dit9v/v/333+Pn50fFihXz2Cu3VtVatdgLPE32h7c2IBrYC4TVyvkzSnaduj+Upz59oF8/JydzXa07d85Tnz7Us6eTk7k2k8nk9K040hRJIiIiIiIihdHJm3xfslOfFjz1ab716t2bh7p3Z/fu3fTu08exf+xzz/FQ9+4EBQXRvFkzEsxmju3fz/6DBxk1dCjJV9qV9PfH628jAia//DKNwsOpXacOaWlprImLo2atWjlee/CQISxasIBBAwbwdEwMJUuWZPv27TRp0oQaNWsyPDqaKZMmUbVqVRo0bMj7773Hzp9/ZtFbb+V4vkGPP86CefMYHfMMgwcN4sBvh5g6aRJPRkU51l8w2ux33+Ohu1rxn0uXWMPlhXLDuDzdzAIuP7T19PTi1SXvGhnTpQyKfppdCQn8Z8+uXPu0doMGRI0da2RMl/Ly7Nn8+tNP/Ofo0Vz7NCQkhA8//NDImCI5UoFBRERERESkEAkOvrLy7Cd5ax8Q7OSVal1QQD77NKiQfPO6MPPx9b38izz2qaO90DoyktKlS7N/3z569url2N++Qwc+/uQTpk6ezPx583BzcyM0NJSuXbtyGPD18wOgxD/60mKx8NL48SQmJuLl7U3L22/nrdjYHK9dpmxZVn/5JeP//W/u7dwZNzc36jdoQIsrazYMGTqUc2fP8sJzz5GcnEyt2rX5YPnyLAtB/11wcDDLV6xg3PPP0yo2ltKlS9NvwABixoy5+Y4qQB9v2Eh0/0fYt2cPI7m8UO7V7xlXq1VbxYUb8ErsEt6ePYu4FR8xMj3d0aeeFgt9+vVTceEGfBIfz/inn+bbL79kpN3u6FM3s5nePXuquHADnD2qQCMYRERERERExHBPRkcDcPTo0Sz7/7p0KVvbgOBgHnn8cWfEcmlX++jEP/rUI4dFPoMqVuSxJ590Si5XFlq1Kqvj4/nr/Pls76VnZmZ57ePrS0iVKk5KVviZzWYOHDqU43vtO3SgfYcOjtc2ux2b1YrNbsdkNnMmh/6OGTMm1wf6IaGh2Y6pX78+K1avzjXbmOeeY0wuazjkdL47WrViXfx6yMwAdw/+ucbp53FxOZ7L2Wa9c7mIsG/XLnYn/I/aDcO15sJNeuypaB57KppTJ05w9HAi9RvU05oLN2nCa68x4bXX+POPPziwdy89O3XSmgtS6KnAICIiIiIiUshcLTL83ZHTp50fpAjJqRDja9CCt0VFaNWqOe5Py2F+/0LHRaZ2MptMmN3dybBajY5SZNSsW5eadetiy201Xcm3sgEBlA0IoFyZUkZHKTIqhYZSKTRUxQVxCSowiIiIiIiIiEixcHWaobxO7eRoLyIiLql4TlrkXCowiIiIiIiIiEixUL16dRJ27iQ1NRVrejpuFkuuD598/fz07WEREZHrUIFBRERERERERIqN6tWrYwcyL13C3ctL324VESmitMizc5iNDiAiIiIiIiIiIiIiIq5HIxhEREREREREREREpEjRCAbn0AgGERERERERERERERHJN41gEDFQeqaNixlWvD3cNO+niIiIiIiIiIiIuBQVGEQMsP94KnG/JrFx30nSrTYsbmbuqlGaykYHExERERERERERKQI0RZJzaIokESf7ds8Jxqz4mU9+PMKlDCvuZhOXMqx89tMxADbuTzY4oYiIiIiISPGSmppqdAQmTZxIy4iImz7Pdxs2UNrXl7MpKXk+5skhQ+jbu/dNX1tERIofFRhEnGj/8VRe/2Y/f6VbqVrWh/J+npTy9qC8nyehpb0BWLj+IAdOGP+HWxERERERkeJg3ty5BAcGMm/uXENzPBUdzedffnnT52neogV7Dh6kZKlSeT5myvTpzFuw4KavLSJSmJhNzt+KIxUYRJwo7tckzvyVQXApr2zDpq6+TrmYyZpfjxsRT0REREREpFiZP3cuo2NisNubMjomxtAig6+vL2XLls31/fT09Dydx2KxEBgYmK+pOkqVKkUpf/88txcREblKBQYRJ0nPtLFx30n8PN2v+Qc9X4sb6/cmk55pc2I6ERERERGR4mXhwoWMjokBRgFbgVG3tMjw9ltvUb1qVWy2rH/X69WjB0OHDMk2RdKQwYPp3aMH06dNo0716jQLDwdg65YttGrZkqCyZWnTqhVffPYZpX192fnzz0D2KZI+eO89QitWZN3atUQ0bkylwEAe6taNpKQkx7X+OUWSzWZj9muv0bhhQwLLlKF+7drMnD7d8f74F16gaaNGBJcvT6P69Zn08ktkZGQUeJ+JiNwMkwH/FEda5FnESS5mWC8v6Ox+7bqexd3MRauNixnW67YVERERERGR/Js/dy5jx47lcnFhGmC68m+uFB3gyWHDCvSaD3TvTszIkaxfv542bdoAcPr0ab7+739ZsWoVmzdtynZMfHw8fiVL8smnnwJw7tw5+vTsSYeOHXnj7bc5fPgwz40Zc91rX/zrL+bMns2CN9/EbDYzZNAgXnjuOd54++0c208YP553YmOZPHUqLVq2JCkpif379jne9/P1Ze6CBVSoUIFff/2V6KgofH18eOqZmBvpGhERcWEqMIg4ibeHGxY3M5cyrNdsl55pw+LugbeHm5OSiYiIiIiIFB/zrkyLlLW4ALe6yFC6dGk6duzIR8uWOQoMq1aupGzZsrRu3TrHAoNPiRLMnT8fk9vlvx++/eabmIDZc+bg5eVF7Tp1OHb0KE9FRV3z2hkZGbw6ezZVw8IA+NeQIcyYOjXHtqmpqSycN4/pr7xCn759AagaFkbL2293tIn5W1EjJDSUAyOe4pOPP1KBQUSkGNLXo0WcxOJuplXNcqSmZWK323Ntdz7dSuta5TV6QUREREREpIDlXly46mqR4dZMl9Szd29Wr1pFWloaAMuWLuWhHj0wm3P++1+9evWwWCyO1wf276de/fp4eXk59jVu2vS61/Xx8XEUFwCCgoJITk7Ose2+vXtJS0ujdWRkruf75OOP6dS+PbXCwqgUGMikl1/izz//vG4OEREpevQEU8SJOtcLorSPB0fPXspWZLj62t/bnU71Ao2IJyIiIiIiUmRdv7hw1a0rMtx9zz3Y7XbivvqKPw8fZvOmTfT629oH/1TCx6dAruvu4ZHltclkyvWLb38vXuRk29atPD5oEB06dmTpxx+zftMmnhk1Ks+LUIuISNGiAoOIE9UI9GN4uxr4WNw4dOovklPTOHsxg+TUNP44cxGAIa2rUT3Az+CkIiIiIiIiRUdqaipjRo0CmnHt4sJVV4sMzRgzahSpqakFksPLy4v7u3Zl2dKlfLR8OTVq1qTRlcWb86J6jRrs+vVXxwgIgP/t2FEg2a6qVr063t7erI+Pz/H9bVu3UjkkhJjRowlv3Jhq1atzOPFwgWYQESkIZpPJ6VtxpAKDiJO1qRXA9Ica8lCTSnh5uJFps+Pl4UbXRsEAtKpR3uCEIiIiIiIiRYufnx/TZswAtgNjgNynrb3MfqXddqbNmIGfX8F9CaxX796siYvjnXfeuebohZw81LMnNrud6OHD2btnD+vWrmXO7NmX3yygB1teXl489fTTjH/hBZZ+8AGHfvuN7du28e6SJQCEVavGn4cPs+Kjjzj0228snDePzz/7rECuLSIirkeLPIsYoHqAH9UD/BjcKoyLGVa8Pdww2a18+eUeo6OJiIiIiIgUSVcXbL66gHPuIxmuFhdmMH3mzAJd6BmgdWQkpUuXZv++ffTs1Stfx5YsWZIPly/nmeho7rr9durWq8eosWMZ/NhjeHl6FljGUWPH4ubuzuSJE0k6dozAoCAeHTQIuDzN09CoKEY/8wzp6el06NSJUWPGMHXypAK7vohIQTCZTJicOKrAmdcqTFRgEDGQxd3sWMw5I8NqcBoREREREZGi7fpFhltbXAAwm80cOHQo2/5/P/88/37+ecfrhW+8kePxES1a8N2WLY7Xy5ctw8PDg0qVKwNw5113ceb8ecf7D/frx8P9+mU5xz333ZelzbyFC7NljBk9mpjRo3PM8NLEibw0ceL/77DD0CGP59hWRESKNhUYRERERERERKTYyL3IcOuLCwVh6QcfEFqlCsHBwfyycycTXniBbt274+3tbXQ0EREphlRgEBEREREREZFiZeiwYdgyMxk7duyVPdNwheICwPHjx5k8cSInjh8nMCiIrg88wPPjxxsdS0Sk0NEUSc6hAoOIiIiIiIiIFDtDhgzB7O5+ZSRDPLC90BcXAJ56+mmeevppo2OIiIgAKjCIiIiIiIiISDE19EoxYcyoUUybUfiLCyIikncaweAcKjCIiIiIiIiISLH15LBhPNK/P35+fkZHERERcTlmowOIiIiIiIiIiOSX3W4vsHOpuGA8u91Owf0XFRERZ9EIBhERERERERFxHWYzdiDt0iW8vLyMTiMFJD0tDZvdjs3oICJSZJiubM68XnGkAoOIiIiIiIiIuA6TiUw3N5KTkwHw9PLK97zXdsCano7VZHKJB0KZVqvREa7NDlgzwWrL9xM2u91OeloaJ5OTuZBp1SgGEREXowKDiIiIiIiIiLgUu6cn6WlpHD9x4oYLBNaMDNw8PAo0161isxXu7/XbAaxWcHPL938PO2Cz27mQaeV8wUcTkWLMbLq8OfN6xZEKDCIiIiIiIiLiWkwm7F5eZNjtcAMP321WK6cOH6ZsWBhmN7dbELBgnTp7zugI12azYTuZjLlceTDnf7lPG2jkgoiIi9IizyIiIiIi4tLmzp1LlSpV8PLyIiIigm3bthkdSUScxWQCN7cb2jIzM2/4WGdvVijUWyaQmZlJ5g0er+KCiNwaJgO24kcFBhERERERcVnLli1j5MiRjB8/nh9//JHbbruNTp06ceLECaOjiYiIiIgUeSowiIiIiIiIy3r11VcZPHgwjz76KHXr1mXBggX4+Pjw9ttvGx1NRERERKTIU4FBRERERERcUnp6Ojt27KB9+/aOfWazmfbt2/P9998bmExEREREjGYymZy+FUda5FlERERERFzSyZMnsVqtBAYGZtkfGBjInj17cjwmLS2NtLQ0x+uzZ88CcC4l5ZblLCipV7IWdnarlb/++gvL2bOYCvniubZLl4yOkCe2K316LiXFJRYkTs/MNDrCdV3t09SzZ12iTy+kFu5Fnu02O/a//sKUmorJ7BoP2G5gbXDnstnhr78gNRVcpE89C/n/Sra//Xxyhf/vAU6dOmV0hGs6ffo0AHa7VlIpzlRgEBERERGRYmPKlClMmDAh2/7WzZsbkEZERETE9Z06dYpSpUoZHSMbs8mE2YmjCpx5rcJEBQYREREREXFJ5cqVw83NjePHj2fZf/z4cYKCgnI85tlnn2XkyJGO1ykpKYSGhpKYmFgo/2Lsis6dO0flypU5fPgwJUuWNDpOkaA+LXjq04Kl/ix46tOCpz4teGfPniUkJIQyZcoYHUUMpAKDiIiIiIi4JIvFQpMmTVi3bh3dunUDwGazsW7dOqKionI8xtPTE09Pz2z7S5UqpYcNBaxkyZLq0wKmPi146tOCpf4seOrTgqc+LXhmc+Fc5tfZ6yJoDQYREREREREXM3LkSAYMGEDTpk1p3rw5s2bN4sKFCzz66KNGRxMRERERKfKKVYHh6oIj587lfXGkjIyMy4tpnTuHh4fHrYomontNnEb3mjiL7jVxFt1rrunqn8lvdlHAXr16kZyczLhx40hKSqJRo0bExcVlW/hZRERERIqX/DwDdsXrFRbFqsCQmpoKQOXKlQ1OIiIiIiIicPnP6De79kFUVFSuUyJdj6enJ+PHj89x2iS5MerTgqc+LXjq04Kl/ix46tOCpz4teIW1Ty0WC0FBQYY8Aw4KCsJisTj9ukYy2W/2K0MuxGazcfToUfz8/PI8J5YWgBFn0b0mzqJ7TZxF95o4i+4112S320lNTSU4OLjQztsrIiIiIq7p0qVLpKenO/26FosFLy8vp1/XSMVqBIPZbKZSpUo3dKwWgBFn0b0mzqJ7TZxF95o4i+4113OzIxdERERERHLi5eVV7B70G0VfFRIRERERERERERERkXxTgUFERERERERERERERPJNBYbrKKyLlUjRo3tNnEX3mjiL7jVxFt1rIiIiIiIixlCB4To8PT158cUX9RdWueV0r4mz6F4TZ9G9Js6ie01u1Ny5c6lSpQpeXl5ERESwbds2oyO5tA0bNnDfffcRHByMyWRi1apVRkdyaVOmTKFZs2b4+fkREBBAt27d2Lt3r9GxXNr8+fNp2LChY82eli1b8tVXXxkdq0iZOnUqJpOJ6Ohoo6O4rBdffBGTyZRlq127ttGxXN6RI0fo168fZcuWxdvbmwYNGvDDDz8YHctlValSJdt9ajKZGDZsmNHRxAAqMIiIiIiISLGzbNkyRo4cyfjx4/nxxx+57bbb6NSpEydOnDA6msu6cOECt912G3PnzjU6SpGwfv16hg0bxpYtW/j666/JyMigY8eOXLhwwehoLqtSpUpMnTqVHTt28MMPP9C2bVu6du3Kr7/+anS0ImH79u0sXLiQhg0bGh3F5dWrV49jx445tu+++87oSC7tzJkz3HHHHXh4ePDVV1+xa9cuXnnlFUqXLm10NJe1ffv2LPfo119/DUCPHj0MTiZGMNntdrvRIURERERERJwpIiKCZs2aMWfOHABsNhuVK1dm+PDhjB071uB0rs9kMrFy5Uq6detmdJQiIzk5mYCAANavX89dd91ldJwio0yZMsyYMYNBgwYZHcWlnT9/nsaNGzNv3jwmTpxIo0aNmDVrltGxXNKLL77IqlWrSEhIMDpKkTF27Fg2bdrExo0bjY5SZEVHR/P555+zf/9+TCaT0XHEyTSCQUREREREipX09HR27NhB+/btHfvMZjPt27fn+++/NzCZSO7Onj0LXH4gLjfParWydOlSLly4QMuWLY2O4/KGDRvGPffck+X3Vblx+/fvJzg4mLCwMPr27UtiYqLRkVzap59+StOmTenRowcBAQGEh4fzxhtvGB2ryEhPT+e9997jscceU3GhmFKBIR9+//13Bg0aRNWqVfH29qZatWqMHz+e9PR0o6NJETRp0iRuv/12fHx88Pf3NzqOFCGab1puNc3BLc6i+cnlRp08eRKr1UpgYGCW/YGBgSQlJRmUSiR3NpuN6Oho7rjjDurXr290HJe2c+dOfH198fT05IknnmDlypXUrVvX6FgubenSpfz4449MmTLF6ChFQkREBLGxscTFxTF//nwOHTpEq1atSE1NNTqay/rtt9+YP38+NWrUYM2aNQwdOpQRI0awZMkSo6MVCatWrSIlJYWBAwcaHUUMogJDPuzZswebzcbChQv59ddfee2111iwYAHPPfec0dGkCEpPT6dHjx4MHTrU6ChShGi+aXEGzcEtzqL5yUWkuBg2bBi//PILS5cuNTqKy6tVqxYJCQls3bqVoUOHMmDAAHbt2mV0LJd1+PBhnnrqKd5//328vLyMjlMkdOnShR49etCwYUM6derEl19+SUpKCsuXLzc6msuy2Ww0btyYyZMnEx4ezuOPP87gwYNZsGCB0dGKhLfeeosuXboQHBxsdBQxiLvRAVxJ586d6dy5s+N1WFgYe/fuZf78+cycOdPAZFIUTZgwAYDY2Fhjg0iR8uqrrzJ48GAeffRRABYsWMAXX3zB22+/rfmmpcB06dKFLl26GB1DioG4uLgsr2NjYwkICGDHjh2an1yuqVy5cri5uXH8+PEs+48fP05QUJBBqURyFhUVxeeff86GDRuoVKmS0XFcnsVioXr16gA0adKE7du3M3v2bBYuXGhwMte0Y8cOTpw4QePGjR37rFYrGzZsYM6cOaSlpeHm5mZgQtfn7+9PzZo1OXDggNFRXFaFChWyjVSqU6cOK1asMChR0fHHH3+wdu1aPvnkE6OjiIE0guEmnT17VnNgiohL0HzTIlLUaX5yySuLxUKTJk1Yt26dY5/NZmPdunWai10KDbvdTlRUFCtXruSbb76hatWqRkcqkmw2G2lpaUbHcFnt2rVj586dJCQkOLamTZvSt29fEhISVFwoAOfPn+fgwYNUqFDB6Cgu64477sg2jea+ffsIDQ01KFHRsXjxYgICArjnnnuMjiIG0giGm3DgwAFef/11jV4QEZdwrfmm9+zZY1AqEZGCofnJJb9GjhzJgAEDaNq0Kc2bN2fWrFlcuHDBMcpP8u/8+fNZvmF76NAhEhISKFOmDCEhIQYmc03Dhg3jgw8+YPXq1fj5+TnWBylVqhTe3t4Gp3NNzz77LF26dCEkJITU1FQ++OAD4uPjWbNmjdHRXJafn1+2n7slSpSgbNmy+nl8g2JiYrjvvvsIDQ3l6NGjjB8/Hjc3N/r06WN0NJf19NNPc/vttzN58mR69uzJtm3bWLRoEYsWLTI6mkuz2WwsXryYAQMG4O6uR8zFmUYwAGPHjsVkMl1z++fDtyNHjtC5c2d69OjB4MGDDUouruZG7jURERG5Ps1PLvnVq1cvZs6cybhx42jUqBEJCQnExcVlK8RL3v3www+Eh4cTHh4OXC7ihIeHM27cOIOTuab58+dz9uxZIiMjqVChgmNbtmyZ0dFc1okTJ+jfvz+1atWiXbt2bN++nTVr1tChQwejo4k4/Pnnn/Tp04datWrRs2dPypYty5YtWyhfvrzR0VxWs2bNWLlyJR9++CH169fn5ZdfZtasWfTt29foaC5t7dq1JCYm8thjjxkdRQxmstvtdqNDGC05OZlTp05ds01YWBgWiwWAo0ePEhkZSYsWLYiNjcVsVp1G8ia/9xpcnk86OjqalJSUW5xOirr09HR8fHz4+OOP6datm2P/gAEDSElJYfXq1caFkyLLZDKxcuXKLPecSEGLiopi9erVbNiwQVOIiIiIiIiIOJHGrwDly5fPcyX4yJEjtGnThiZNmrB48WIVFyRf8nOviRS0v883ffVh79X5pqOioowNJyJyA+x2O8OHD2flypXEx8eruCAiIiIiIuJkKjDkw5EjR4iMjCQ0NJSZM2eSnJzseC8oKMjAZFIUJSYmcvr0aRITE7FarSQkJABQvXp1fH19jQ0nLkvzTYszaA5ucRbNTy4iIiIiImIsTZGUD7Gxsbk+hFM3SkEbOHAgS5Ysybb/22+/JTIy0vmBpMiYM2cOM2bMICkpiUaNGvGf//yHiIgIo2NJERIfH0+bNm2y7R8wYACxsbHODyRFlslkynH/4sWLGThwoHPDiIiIiIiIFEMqMIiIiIiIiIiIiIiISL5pAQEREREREREREREREck3FRhERERERERERERERCTfVGAQEREREREREREREZF8U4FBRERERERERERERETyTQUGERERERERERERERHJNxUYREREREREREREREQk31RgEBERERERERERERGRfFOBQURERERERERERERE8k0FBhERuSGRkZFER0ff1DliY2Px9/e/Zps9e/bQokULvLy8aNSo0U1dT0RERERERERECo4KDCIiRVBycjJDhw4lJCQET09PgoKC6NSpE5s2bTI6Wr6NHz+eEiVKsHfvXtatW1dg5zWZTKxatarAzpdfly5dYuDAgTRo0AB3d3e6detmWBYRERERERERkRvhbnQAEREpeA8++CDp6eksWbKEsLAwjh8/zrp16zh16pTR0fLt4MGD3HPPPYSGhhodJUfp6elYLJZ8H2e1WvH29mbEiBGsWLHiFiQTEREREREREbm1NIJBRKSISUlJYePGjUybNo02bdoQGhpK8+bNefbZZ7n//vuztBsyZAiBgYF4eXlRv359Pv/8cwBOnTpFnz59qFixIj4+PjRo0IAPP/zwmtdNS0sjJiaGihUrUqJECSIiIoiPj8/SJjY2lpCQEHx8fHjggQeuW/AwmUzs2LGDl156CZPJxIsvvgjA4cOH6dmzJ/7+/pQpU4auXbvy+++/O47bvn07HTp0oFy5cpQqVYrWrVvz448/Ot6vUqUKAA888AAmk8nxeuDAgdlGEkRHRxMZGel4HRkZSVRUFNHR0ZQrV45OnToB8Msvv9ClSxd8fX0JDAzkkUce4eTJk7l+thIlSjB//nwGDx5MUFDQNftBRERERERERKQwUoFBRKSI8fX1xdfXl1WrVpGWlpZjG5vNRpcuXdi0aRPvvfceu3btYurUqbi5uQGXp+9p0qQJX3zxBb/88guPP/44jzzyCNu2bcv1ulFRUXz//fcsXbqUn3/+mR49etC5c2f2798PwNatWxk0aBBRUVEkJCTQpk0bJk6ceM3PcuzYMerVq8czzzzDsWPHiImJISMjg06dOuHn58fGjRvZtGkTvr6+dO7cmfT0dABSU1MZMGAA3333HVu2bKFGjRrcfffdpKamApcLEACLFy/m2LFjjtd5tWTJEiwWC5s2bWLBggWkpKTQtm1bwsPD+eGHH4iLi+P48eP07NkzX+cVEREREREREXElmiJJRKSIcXd3JzY2lsGDB7NgwQIaN25M69at6d27Nw0bNgRg7dq1bNu2jd27d1OzZk0AwsLCHOeoWLEiMTExjtfDhw9nzZo1LF++nObNm2e7ZmJiIosXLyYxMZHg4GAAYmJiiIuLY/HixUyePJnZs2fTuXNnRo8eDUDNmjXZvHkzcXFxuX6WoKAg3N3d8fX1dXzL/7333sNms/Hmm29iMpmAy4UCf39/4uPj6dixI23bts1ynkWLFuHv78/69eu59957KV++PAD+/v43NHqgRo0aTJ8+3fF64sSJhIeHM3nyZMe+t99+m8qVK7Nv3z5HH4uIiIiIiIiIFCUawSAiUgQ9+OCDHD16lE8//ZTOnTsTHx9P48aNiY2NBSAhIYFKlSrl+uDbarXy8ssv06BBA8qUKYOvry9r1qwhMTExx/Y7d+7EarVSs2ZNxwgKX19f1q9fz8GDBwHYvXs3ERERWY5r2bJlvj/bTz/9xIEDB/Dz83Ncp0yZMly6dMlxrePHjzN48GBq1KhBqVKlKFmyJOfPn881f341adIkW6Zvv/02y2evXbs2gCOTiIiIiIiIiEhRoxEMIiJFlJeXFx06dKBDhw688MIL/Otf/2L8+PEMHDgQb2/vax47Y8YMZs+ezaxZs2jQoAElSpQgOjraMQXRP50/fx43Nzd27NjhmGbpKl9f3wL7TFev1aRJE95///1s710dmTBgwABOnTrF7NmzCQ0NxdPTk5YtW+aa/yqz2Yzdbs+yLyMjI1u7EiVKZMt03333MW3atGxtK1SocN3PJCIiIiIiIiLiilRgEBEpJurWrcuqVasAaNiwIX/++Weu0/ds2rSJrl270q9fP+Dymg379u2jbt26OZ47PDwcq9XKiRMnaNWqVY5t6tSpw9atW7Ps27JlS74/R+PGjVm2bBkBAQGULFkyxzabNm1i3rx53H333cDlRaH/ueCyh4cHVqs1y77y5cvzyy+/ZNmXkJCAh4fHdTOtWLGCKlWq4O6uH60iIiIiIiIiUjxoiiQRkSLm1KlTtG3blvfee4+ff/6ZQ4cO8dFHHzF9+nS6du0KQOvWrbnrrrt48MEH+frrrzl06BBfffWVYz2EGjVq8PXXX7N582Z2797NkCFDOH78eK7XrFmzJn379qV///588sknHDp0iG3btjFlyhS++OILAEaMGEFcXBwzZ85k//79zJkz55rrL+Smb9++lCtXjq5du7Jx40YOHTpEfHw8I0aM4M8//3Tkf/fdd9m9ezdbt26lb9++2UZtVKlShXXr1pGUlMSZM2cAaNu2LT/88APvvPMO+/fvZ/z48dkKDjkZNmwYp0+fpk+fPmzfvp2DBw+yZs0aHn300WxFjL/btWsXCQkJnD59mrNnz5KQkEBCQkK++0RERERERERExAgqMIiIFDG+vr5ERETw2muvcdddd1G/fn1eeOEFBg8ezJw5cxztVqxYQbNmzejTpw9169Zl9OjRjofhzz//PI0bN6ZTp05ERkYSFBREt27drnndxYsX079/f5555hlq1apFt27d2L59OyEhIQC0aNGCN954g9mzZ3Pbbbfx3//+l+effz7fn8/Hx4cNGzYQEhJC9+7dqVOnDoMGDeLSpUuOEQ1vvfUWZ86coXHjxjzyyCOMGDGCgICALOd55ZVX+Prrr6lcuTLh4eEAdOrUiRdeeIHRo0fTrFkzUlNT6d+//3UzBQcHs2nTJqxWKx07dqRBgwZER0fj7++P2Zz7j9q7776b8PBwPvvsM+Lj4wkPD3dkEREREREREREp7Ez2f042LSIiIiIiIiIiIiIich0awSAiIiIiIiIiIiIiIvmmAoOIiIiIiIiIiIiIiOSbCgwiIiIiIiIiIiIiIpJvKjCIiIiIiIiIiIiIiEi+qcAgIiIiIiIiIiIiIiL5pgKDiIiIiIiIiIiIiIjkmwoMIiIiIiIiIiIiIiKSbyowiIiIiIiIiIiIiIhIvqnAICIiIiIiIiIiIiIi+aYCg4iIiIiIiIiIiIiI5JsKDCIiIiIiIiIiIiIikm8qMIiIiIiIiIiIiIiISL79H/uqxcJ5U/kNAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "09e7050b"
      },
      "source": [
        "Questa sezione del notebook riassume e visualizza le differenze fondamentali tra K-Means e le Self-Organizing Maps (SOM):\n",
        "\n",
        "**K-Means (Pannello di Sinistra):**\n",
        "*   **Partizione \"Hard\" (Discreta):** K-Means assegna ciascun punto dati a un *singolo* cluster. Il risultato è una partizione rigida dei dati, dove ogni campione appartiene chiaramente a un gruppo. Nella visualizzazione, vedi i punti colorati raggruppati in regioni distinte, ma non c'è una chiara indicazione delle relazioni o delle transizioni tra questi gruppi.\n",
        "*   **Basato sulla Distanza Euclidea:** L'obiettivo è minimizzare la distanza tra i punti e i centroidi dei cluster. Sebbene efficace per identificare gruppi compatti, non tiene conto delle relazioni topologiche tra i cluster.\n",
        "*   **\"Dove sono i cluster\":** K-Means eccelle nel dirci quali sono i gruppi distinti di dati e dove si trovano.\n",
        "\n",
        "**Self-Organizing Maps (SOM) (Pannello di Destra):**\n",
        "*   **Proiezione Topologica (Continua):** La SOM non assegna i punti a cluster discreti, ma li mappa su una griglia di neuroni. I neuroni vicini sulla mappa SOM rappresentano campioni simili nello spazio delle feature. Questo significa che, anche se i campioni appartengono a classi diverse, la SOM ne conserva le relazioni spaziali.\n",
        "*   **Visualizzazione delle Relazioni e delle Transizioni:** Lo sfondo della U-Matrix (che mostra le distanze tra i neuroni) unito alla proiezione dei campioni, ci permette di vedere non solo dove si raggruppano le diverse specie di Iris, ma anche come queste regioni sono connesse e dove si trovano i confini (le \"valli\" scure sulla U-Matrix) tra di esse.\n",
        "*   **\"Come sono organizzati i cluster\":** La SOM va oltre la semplice identificazione dei cluster, fornendoci una visione di come questi cluster sono strutturati topologicamente e quali sono i percorsi o le transizioni tra di essi. Questa capacità di mostrare le relazioni rende la SOM particolarmente utile per l'esplorazione dei dati e per la visualizzazione di strutture complesse."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
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      "source": [
        "This section of the notebook summarizes and visualizes the fundamental differences between K-Means and Self-Organizing Maps (SOM):\n",
        "\n",
        "**K-Means (Left Panel):**\n",
        "*   **\"Hard\" Partition (Discrete):** K-Means assigns each data point to a *single* cluster. The result is a rigid partition of the data, where each sample clearly belongs to one group. In the visualization, you see colored points grouped into distinct regions, but there is no clear indication of the relationships or transitions between these groups.\n",
        "*   **Based on Euclidean Distance:** The objective is to minimize the distance between points and cluster centroids. While effective for identifying compact groups, it does not account for the topological relationships between clusters.\n",
        "*   **\"Where the clusters are\":** K-Means excels at telling us what the distinct groups of data are and where they are located.\n",
        "\n",
        "**Self-Organizing Maps (SOM) (Right Panel):**\n",
        "*   **Topological Projection (Continuous):** The SOM does not assign points to discrete clusters but maps them onto a grid of neurons. Neurons that are close on the SOM map represent similar samples in feature space. This means that, even if samples belong to different classes, the SOM preserves their spatial relationships.\n",
        "*   **Visualization of Relationships and Transitions:** The U-Matrix background (which shows the distances between neurons) combined with the projection of the samples, allows us to see not only where the different Iris species cluster, but also how these regions are connected and where the boundaries (the dark \"valleys\" on the U-Matrix) between them are located.\n",
        "*   **\"How the clusters are organized\":** The SOM goes beyond simply identifying clusters, providing us with a view of how these clusters are topologically structured and what the paths or transitions between them are. This ability to show relationships makes the SOM particularly useful for data exploration and visualizing complex structures."
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "K-Means shows a hard partition of the data into clusters.\n",
        "\n",
        "*SOM provides a topological projection, where nearby neurons represent similar samples.*\n",
        "\n",
        "In K-Means, we only see cluster membership.\n",
        "\n",
        "*In SOM, we also see relations, transitions, and boundaries between groups.*\n",
        "\n",
        "\n",
        "“K-Means tells us where the clusters are\".\n",
        "\n",
        "*\"SOM tells us how they are organized.” *"
      ],
      "metadata": {
        "id": "svpzu5altaH9"
      }
    }
  ]
}