{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## (Tutorial) Controlling figure aesthetics" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# plotting function\n", "def f(flip=1):\n", " x = np.linspace(0, 14, 100)\n", " for i in range(7):\n", " plt.plot(x, np.sin(x+i*.5)*(7-i)*flip)\n", " " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are two set of functions you can use\n", "1. Style of plot: `axes_style()`, `set_style()`\n", "2. Scale of plot: `plotting_context()`, `set_context()`\n", "\n", "The first function of each set returns a dict, and this can be used with the `with` context." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# To use seaborn defaults\n", "sns.set()\n", "f()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Seaborn figure styles\n", "Five preset theme:\n", "- darkgrid (default)\n", "* whitegrid (for heavy data elements)\n", "- dark (no grid)\n", "- white (no grid)\n", "- ticks (ticks on axis)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style('whitegrid')\n", "f()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style('dark')\n", "f()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style('white')\n", "f()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style('ticks')\n", "f()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Removing axes spines\n", "white and ticks styles benefit from this." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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V+5oT701tcw+VDdbHJduYHHpyTqNvKMP5rk0IssvaVWV9F1UN3WYfn69EZu+C48x76c45SX+d5fkJgd4O+Hvac9JmarnpiKJI28nPkTl64Dhj1Yj3zmXXoVZKSQx3v0m7G8kdLcw7U/Yh6vtwuWvTiNfrW3oor+tkTrx11RGlWkfsk+6mO+s4A+2WxwTPjvNGEOBcls3JdTMRDQO0HvsEhUcQdnELRrx3MqMGiTD44LUGpznrkKjtaT36kVXzFyT6klvWQkuHzqr5NiYHXVkG/XXFOM1djyC9nDBvNImcz65nWpQnCvn1sYFbyh0rzE36PjqSd6MJn47CY6Sn+Vz2oC1zdpz12ahOs9aAREL7mW0Wz3VxUBEV6MIZmzC/qXSmHcTQ0YjLkkcRhMu3giiKnEqvJS7UDWd7y0wsQ0hUWpzn34+uLMOqRJEFiT6IIpzKsJlabibtp75Eau+K/ZTFI14vqGilvbvf6of99cDq2iy3MgaTkcxzX5CuNNLgJEV79p+EuQYR5hJEiEsg53PqCPSyx8tVa/UaMgdXHBKW0plxGOf59yNzsKzx8+w4b97blUN9S8+E9mHDOnT6XvZkbKcu2B9tay7S9nzcNC4sDZlHc4uRmqZu1k6wEa9D0graz26n49z24bh1c/HzsCfEx5FT6TWsXXhjGgLbuIxJNJGVc4TsznJaw2LpPP03wl2DmOIZQ7hrEGez6pBJBaZFeV77YjeIO06Yp9Zm8ffkj2jv6wQ3O3wMvfQ3FXOqMhkAL60HlQ3BbJw9a8JrOc5dR2f6IdrPbsNtxfctmjsnflCYn8uuv2Hdu21Au66D3YVHOFR0jB57CQ4yAUltJkbRRFd/N1/l7MFXGoNE4cTcCWpdgkyOw7QVtB3/FH1ztcWV82bHe/PpgXzau/pxsrdVUrxRVHfU8ffkjyhoKQV3e+z6m3GRGPkqdy9f5uxBq9Bgqo4kPjwO7S0QxTLEHSPM+wz9fJD2JYdKT+GndGRVXQezVzyLV/Q8AFp17eQ2FvHPlC+RR5+nTatAbwhFMYFKd3JHD+zj76Ir/RBO8zYiszO/eau3m5YgbwfOZtXahPkNorS1kt+ffJPO/i6mGOUs6BBZ8NQrw3G/VR21bM8/wImyC6gSpJR3x5NgN7GSxQ5Tl9N+6ks6knfjvvKHFs2dEePJJ/vzSc1vGDdV3MbkYTAa+DpvH1vz9qGWyNnQ2MmsqWsImvcggiDQ3d9DdmMB23OOUOKRRr9GR48+Ea3i1uhRcEfYzNt1Hbxw4PccLj3NfZHL+El9D9O13nhGzR0e46J2Yn7gDIK77kPWHsSpupO8dPQ1+gb6JrS245x1iAY93ZlHLJ47N96bvPJW2romtgcb1yajPpeXjr6KXCLjv6d9l02l1UxJXDkigcPf0YdHoh+mL2MBDjJn/nDyLc5Upk5oXanWEW3sArqzjmPUWdY6MNTXERcHJcl5tsJb1xujycirZ97my5zdzPGfxq9k/szqEwicsWY4rtxOqWW2fxLxwr0MVEVQoSvkFwf+h+qOW8P3ddsL876BPn5/8k1aetv4zaLnuN85ErGlFsdZoxsG6AeMZBa0s8DtHn429weUtFXw5zNvYzAZrV5f4eqLKjCWzrRDiKLJorlzpgw6uYYcsjauD6cqkvnDiTfx1Lrxu2X/hmNeMoJciX3C0lFjU/IaEPUafjrzR0S4BvP62Xc5UDyx3raOM1cjDvTTlXHYonmCIDA92ou0gkYMRst+WzbMxySa+Gvyh6TUZvJE0kM8m3A/krwL2MctRKJUjxp/PqeecOV0frvk5+iNA/z+xBuDZt2bzG0tzI0mI6+dfZfy9mp+OvdJ4jyj6Eo/jESpQRs9Z9T4jKIm+vRGZsV5Mds/iaemPUJGfS5/u/AhJgsF8ZU4TF2Oob0BXVmWRfMCvezxdNGQkmvTvK4XxS3lvHnhfSLcQvnPJT/H0STQnX0S+/hFSNWjCyOl5DXg5qgi2t+TXy38CUk+cbyTuoWUGuvq8QAoPYNQBcTSmbIX0ULFYXq0J719BnLLWqxe38b4iKLIB+lfcaL8PA/G3cs94Yvozj6BaBzAfuryUeMbW3sprelgdpw3EW4hvLDgR3T0d/Gnk39Fb7i5xdFuW2EuiiLvpm4hrS6bH0zbRJJPPEZdNz15Z7GLWzgi23OI8zn1qJUypoQNpmwvDZ3PQ3H3caLiPFuydli9F23kbCRqe7rSDlo0TxAEkqI8yCxuYsBg07wmm259D6+dfQdnlSP/e95TaBRqOtMPIRoHcPhGAgjAgMFEemET02O8EAQBhUzBz+b+gGBnf9668AHNva1W78VxxmoMHU30FiZbNC8xwh2ZVEKy7YF/XdhbdJQ9hUdYGb6YjTGrEEWRzosHUPqEo/Qa3bg79VKt+Zmxg1EsoS6BPDf7CYpbK3jj/PsTUgonym0rzM9UpXCo9BTrolewLHQw4WP4iZq4bNR4URRJzm0gKdIDueyynXRDzEqWhMxjW95+8puKrdqLIJNjP2UxPYUXMHRb1mF9WqQHfXojeeU2zWsyEUWRty58SGtvG8/P+T72SjtE0URX2iHUQfFjRpbklrag6zcwI/pyuJlcKuf5OU9iMBl4/ew/MVppktNETEdq70pn+iGL5qmVMuJDXW3C/DpQ21nPx5nbSPKJ5/Gp9yMIAv3VBQw0V2M/dbQMAbhY0IiHs3pEuduZfok8mrCBc9UX2Zlv2fc7mdyWwryrv5v3Ln5OmEsQD8etAQZv3q70Qyi8Qsd8olbWd9Ha2ce0qJFNKARB4LuJ9+OudeWvyR9afVSyn7oMTEa6M49aNC8+zA2ZVOBifqNV69oYm92Fh0mpyeDRhA1EuA22e+urysfQ0YjdNxJAhkjOa0Aukwyf3IbwtvfgqembKWgu4fPsXVbtR5BIsY+/C11phsUP/OkxntQ0dVPbbJkD1cb4mEwm3rrwIQqpnB9O34zkUtJYZ9pBBIUau5h5o+YYjCYyipqZGukxyh93b+RSZvom8kXOLuq7b05ryNtSmL+f/iU9+l6envHocHcjfV0J+sYKHBJHO7UA0goHhWVixOiOQiq5iqdnPEpdVyOf5+y2ak/WOkI1KjnRQa5cLLAJ88misbuZTzO3M903gVURS4Zf7846jiBXoY0cO8cgJa+B+FA3VMrREbvzA2ewJHgu2/L2U9hsXT9Yu/i7QDTRnXPKonkzogczlW2+lcljT9ERCltK+d7UB3FWOwJcMtOeGXR8KkY7Pgsq2tD1G8bsSiYIAk8kPYRUkPJOyqc3pYjebSfMM+pzOVF+nrXRKwhwulwEqTP9MIJMgV3s/DHnpRU04e9ph7vz6C8JIN4ziqUh89lZcJDilnKr9jbkCO0rz7ZoXlKUB2W1nbY6HJPEhxlfIxEkfD/poWENyjTQT0/eGbRRs4ebk1xJXXMPNU3dTI8eP6Pv8akP4Kiy5/20L6y6WRVufii9Q+nOsiw6xttNi5+HnS1EcZKo7azn06wdTPeZwoLAmcOvd2efQDToxzWxpOY3IJEIJIxTWMtF48QjU9aR2ZDHyYrr003oakyKMH/55Zd54YUXJuNSV2XAOMA/Uj7Bx96TDTErh183DfTTnXMSbcxcJKrRqfH6ASPZJc1MHUMrv5LvJGzAWeXI35M/wmSy3JGhiZiJoFDRnXvaonlDT/q0gptzPLuTyG4o4Hx1GuuiV+CqcR5+vbcoBVN/L/bxd405LzlvMDz0asJcLVexKX4tRa3lnK60zJE5hF38IvQNZegbKyyaNz3ak+ySFvr0BqvWtXGZ99K+QCGR8YPpj4wwl3TnnkLhEYDSK2TMeWkFjUQFOl8163N52ALCXYN5P/1LOvtvrFlswsL87NmzbN26dTL2ck36jXqclPb8aOZjKKSX/6C9xRcR9Trs4xeNOS+3rAW9wcTUcZo2D6FRqHkscSMVHTWcrkyxeH8SuRJtxEx68s8hGgfMnhfs44CzvZI0m6llQhhNRt5P+wJ3rSv3RY7UrrqzjiO1d0EVGDvm3LSCJnzctHi7Xb1Ozl3Bswl29ufjjG30W+FfsYuZBxIpXRZq54kR7hiMJnLLrI+osQE5jYVk1OeyPmblsHkFYKCjkf7qArQxC8ac19HdT0lNx7iN34eQCBJ+OH0zvfpePs+2vrm3NUxImLe3t/Paa6/x9NNPT9Z+roqdQst/L//3YYfWED25p5FqHVEFjJ16nVbQhEwqEBdy7WJYs/2TCHTy4/PsnVYlE9nFzsfU101vqfmV8gRBYGqkB2mFjRhNtoYV1nK49BQVHTV8J2HDiDINxp4OekvSsItbOGbLLoPRRE5p87jH5yuRCBK+O/UBWnRt7CywLBQVBjNCNaFJdGeftCjmPDbYFZlUILPIdnqzFlEU+SRzGy5qJ+4JG3lC68k9A4BdzNyxppJW2IQock2FECDAyZfFIfM4XHqa5p4b9/CdUG2WF198kZ/+9KfU1Y2dztrZ2Uln58jMqPp667MdTQYDDfsPMNBx6ZoSCQ4xkfQUpeCQuHTc3noXCxqJCXYd07H1TSSChE3xa/jDybc4WnqG5WFjP6nHQx08BYnajp6cU2jDp5s9LynSgyMpVRRXtREZ6GLRmjYGa/NsT9nOgj53/NNqKdmdglStxi48DLGnAtFkGtfEUlTZjq7fSEKEeU0Got3Dme2fxPa8AywJmYeL2vyaPDDoCO0tSkZXno0mxLxqiiqljMhAF9JtwtxqUmszqaku5nFZIjXvf4xEpUKqVqN0d0eXewKlTzhy57HLYqcVNGKvURDqZ953vSHmHo6VneXr3L08NWPzZH6McbFamH/xxRd4e3szZ84cvv567I4777//Pm+88YbVm/smRp2Oqs++uCzMLyFVgujUh2NnF3IH+xHvtXb2UV7XyWOros1eZ6p3HBGuIXyVu4e7gmZZVIxLkMrRRs6mO+cUpoH+MZOXxiIxwh1BgIv5jTZhbiH69nZO/+P/8uDZCmQmKCcHqVaLqb8f0TBoY1Y4KnBr7EYxhrzOKG5CEBgVkng1Nk9Zx4XqdHblH+KxqfdbtF9N+DQkKi3d2SfMFuYw+Bv5ZH8+nT16HLTWF4j7tiGKIk0nTlL7yTs8Wd+DwGHqFQpM+stmMkEKrjPi6GtoQOXpOWp+WkEjUyPckUrM6xfspnFhWch8DpacYF30CjzszP9tWYvVwnzPnj00NTWxdu1aOjo66O3t5X/+53/45S9/OTzm8ccfZ/369SPm1dfXs3mzdU8qub09Mz94b/j/Rp2O0r/8ho68Kur3Haf1fCbhP30Opynxw2PSCwc1GXOOR0MIgsDD8Wv47bH/y4GSE9wbObZ3ezzsYufTlX6I3uJU7KLHPrZ9E0c7JaF+TmQUN7NpxbXH2wDRaKTqsy+o2bYDhb6fulhPVmx6FrWfH3JHB0SDgY6sNKrfexldm4zsX/4G13lzCHr8MVSel38PGUVNhPg6Yq8xX0B62rkzL2A6B0tPsT7mHuyVo0sDjIdEpkATMYPewmRE4wCC1Lwyqglh7ny8L5+s4mbmJVjXJevbhr69nZK3/k7r+QvgKEVYtYDEFevRBAaAKGLs66f+63doOHSM5gu5tKQ8R/AT38Vr1T3DztHyuk7auvotkiEA62JWcLj0FF/m7uFHMx+7Hh9vBFbbzN977z127drF9u3bee6551iyZMkIQQ7g4OCAn5/fiH9eXtZ39/kmgmBCKlYR9MgKEl79I1K1ipwX/5OKDz/GdEkjSytsxEGrIMTH8RpXG0mcZyTxnlFszdtvsaNLFRCDVOtkcTzxlFA3CipabRELZmDU6cj7n5ep+uwL9NGBfLjahaif/ATHuFgUTo4IgoBELkcYaEDrBVP+9DsCHnmYtpSLZPz83+gqKASgr99AfnkrCWGW93FcG3U3/YZ+9hUds3iuNnI2pr4edBU5Zs8JD3BCrZTZTC1m0nohmbQfP0/bxTQyZ3tzatMU5jz1HNqgQARBQJBIkKpViN1FeC+LZfrbf8MpMYHSf7xD4auvY+wbrGaaUTSkEFr2G3FRO7E8bCEnys9T13X9gxtuuzjzK+kpTAajAbuYediFhJDw6p/wXLaU6i+/puCPr2AyGEgvbCIx3B2JmcejK9kQs5Ku/p6wvncAACAASURBVG5OVpy3aJ4gkaKNmYuu+CKmvh6z58WHuWEwiuSX2yIWroa+rY2sX/0HbRfTCPrhk3w5U45rUCjxnlGjxvYWnEfhEYjKOxD/hx4g8fVXkWntyH7xP2lLSye3rBWDUTTL+flNApx8meYTz96iY/QZ+i2aqw5JQFCo6Mk/Z/YcmVRCfKjbsHCxMT4tZ8+R9/s/ovRwR/F/nuJoiJE1MXcPZ3oOoW+sYKClBruY+SjdXIn+1QsEbN5E88lTZP7bC+jb2sgsbsbHTYur49g5KldjXdTdyCRStubtm6yPNi6TIsw3bNjAH/7wh8m4lEX05J1B5uCG0jcCAKlKRdiPnyH4B9+n9Xwyma/8hfbOPqZY2T07xj2cICc/dhcesThJxC5mPqJxgJ4i8+ORY4JdkEgEMoubLd3qtwZ9axuZ//5LdNXVRP/y3ymLdaOhu4n10feMSrE2dLfRV5WPNnL28Gtqby/i//A7VF6e5P3u95TsP4pMKhATbJ2fYn30PXTrezhcYtkpTCJToAmbRm/hBYuiWhLC3ahr7qGxtdfSrX5raL2QTMGfXsU+PJy43/2WvV2ZuKidmO0/bdTYntzTIEjQRg3+RgSJBP8H7yf2pd/Q19BIzm//m8KieuIt8KdciZPakbuCZnO6IpnOvq4Jfa5rcdtq5kbdYPifNnruqJvY595VBGzeRM/Z0yxrTiYu1LobVRAEVkcspaaznoz6XIvmKn3Dkdo5W1QlT6OSE+HvZBPm42DS68n7/csMtHcQ918v4Tx9Gtvy9uPn4M103ymjxvcWnAfE4Rt1CIWzM/H//V/YhYfhdfRLZjv2mRXpNBYRbiFEu4ezq+AwBqNl5jFt5CyMPR30VeWbPWco4samnY9N28U08l9+BW1ICDH/8Suq+1vIaijgnvBFyMaIduspvIAqMBapxmHE606JCUT+4uf0lldwT/kh4oMsi1i6kpURixkwGThUatkD31JuW2HeW3IRTIYx65YD+D2wkZrwmUzvyMd07IDV68wLmI6TyoHdhZZ1EhIECZrwGfSWpGOywOYeH+ZGUVU7vX3mJx19GxBFkeI3/0p3YRERP/1f2EdGkNNYSGVHDWuilo86PgP0FJxH7uKD3N1/1HsyOy3+P/s5HTINc7L3oG+1rPjVlayPXkGLro0zVZZ1JdKEJSHIFPQUmG9qCfC0x9leabObj4Gutpb8l19BE+BP7Eu/RqbVsrvwMEqpgmWho8t8DLTWMtBcjTZixpjXc5k+jY6lGwjW1eFy+CtEK7LCAfwcvEnwimZ/8fEJNcK5FrevMC9MRqp1QukTNu6YndopNPvHUPnJFjrzzNd+rkQmlbEi7C4y6nMtbg+ljZiBONBHX7n5TSumhLlhMom2TL9vULN1O03HThCweROucwYLZR0oPoGdQsvcgNHx/MbeLnTl2WijZo86uQ2RW9/H116LkRr6yX/5T5gGrHuAJnjF4G3vwcHiExbNkyjUqEMS6Mk/b3ZxNkEYrA2SWdR8U4o53aqY9HoK/vgqErmM6F++gMzOjjZdB6cqk1kcPBc7xejM3p5Lp2bNOMIcIFkVTFrALDrPnqFu916r97cyfAltug7OVV20+hrX4rYU5qJxgN6SNDTh0xHG0MgAqhu7ae/Wo7p/M0p3NwpffR1Dj/nOyCtZHrYQuVRusXauDoofdHJZYGqJCnJBJhXIsplahunIyaXig49wmz8Pvwc2AoMNupNr0lkcPGdEaYcheouSQTSNWyERBk0V3Q5uhP3kWbryCyh7971xx14NQRBYHrqAgpZSKtqrLZqrjZqNsauF/lrza+lPCXOjvbuf6kZbSdwhyv/1AT1lZYQ/92OU7oP27X1FxzCZTKyKGLvkcW9hMgqPIOSOY4ccGo0mckpbkNx1N84zplHxwUf0VlZZtb9E7xi87TzYW2RZiWxLuC2Fua4iF1GvQ3OVDMvskkFhGB/nR8TPnqe/uZmSv/3DKm3GQWnHwsBZnKg4T3e/+Q8EQSZHEzp1MJ7YTM1LpRjM9MsssQlzAGN/P8X/702UHu6E/eRHw1r2kdLTGEUTy0PHztDtyT+HzNEdhXfouNfOLmkhJtgVz4Xz8Vm3hvq9+2lLS7dqn4uC5iCXyjlgoXauCZsOEqlFUS2xoYNlKbJLbQ1NYDBypW73XnzW3IvLzEEt22A0cKT0NEk+cXjZjxbWxp4O+qoLrqqVF1e3o+s3EB/mTtiPf4RUraLw1detOsFJBAn3hC+iqKXM6qqs11zjulz1OtNblIwgU6AOHu30GiKrpAVXRxXerlocoiIJePhBmk+coum4ZTfbECvCFjJgHLC4tKUmYibGnnaLNK/4UDdKq9vp0dns5pWfbKGvrn7wZlINlq41mowcKjlFglf0mDeqSd+HrixzsIrlOCaWju5+qhq6iL1Urydw8ybUvj6UvPX34fhiS7BTapnrP42TFRfQDZg/X6q2Qx0YR2+R+YXdvF21uDgohxWWbzMDnZ0Uv/lX7MJCCXzs0eHXU+uy6OjvGvdh31ucOnhyi5g55vvAcCBCfKgbCicnQp99hp6yMqq2fG7VXhcFz0EtV3Gu+vqYWm47YS6KIr2FyaiDE8ZNlRdFkaySZuJD3YZvZr/7N2AfFUnZO+8x0GV5iFCQsz8hzgEcKT1tkXavCU0CQUJvofkPgSlhbphEyPmWa15dBYXU7tiF54q7R2T1ptZm0apr5+6wsWut6MqzEI0DaMJHh6INMdQgOS5k8EguUSgIffYZ+hsbqfz0M6v2e3fYQvoM/ZY/8MOnMdBSw0CbeXWLBEEgLsSNnNKWb73dvPz9jzD26gj/Xz9GIr9sbjtSehoXtRMJXmMX3+spvIDUwQ3FGF3JhsguaSHAyx4n+0E54zprJh7LllL91dbhpDNLUMtVvLT4Z6wY53c7UW47Ya5vrMDQ2YwmYnwTS3VjN+1d/cSFXo4NFaRSQp9+CkNPD5WfbLFq7SUh86joqKG0rdLsOVK1HarAWIvs5pGBzshlkm91iKJpYICiv7yJwtmZoO9+Z8R7B4pP4Kp2Jsk7bsy5vcUXERQq1ONU0YRBE4VCJiHM/3LImWNsDJ4r7qZ2xy66iizvBxvmEkSQkx8Hi09Y9sAPm3Zp3+ZHw8SGutLS0Ud9y7c33rwzL5/GQ4fxvm81moCA4debe1pJr8tlcfBcpGOEI5oG+tGVZqANnz7uyW2w3HAL8aEj48uDv/895E5OlL79rlXRLcHO/rhrr1291RpuO2E+GLctDNoax2HYXh428o+mDQ7Ce+UK6vcdoKes3OK15wfMQCGVc7jUsuYT2oiZDDRXM9Baa9Z4hVxKdJAL2aXfXmFet2sPuupqgp9+iobmfi6cKuP8yTKOHs2mMqeT+W7zxrxRRVGktzgVdXDCVWue5JS2EBXkglw28hYIevxR5I6OlLz5V0SjZWFkgiBwd9hCKjpqKGwxv7Wc3NkLuauPRcJ8qJxzzrf0NyIajZT+/W0Uri7YL7+XwtwG0s5XcupwMV/tPoOmy5l5PmObUHRlmYgGPZrI8U0sRZXt9OmNo5KFZBo1QY8/SndRMU3HLKtJf7257YR5T2EySt9wZHbjB/FfaS//JgGPPIzMzo7Sf7xj8RFVo1Az2z+J05XJFqVvD50iegrNt4vGBLtSVtPxrYw313d0kr79JDlRG3lnWxPvvn6afVtz2L8th5O7yvErTaTkK5E3/3CUgztzaW2+7JTWN1Zg7GpBE5Y07vV7dAOU1XQM28uvRKbVEvKDJ+gpK6fxiOWRB/MDZqCUKTlWZr5DEwYdobqKHEx681oH+nva46BVkFXy7TTFlW3bS36rmtSQjbz12lm2vJvMzs8zObInn4bzEJw3h3/+TzLvvH6KnPRaTMbLWnRvUQqCUnONk9vgQ3KsHgjudy3EPjKC8g8+wtB767R6vK2EuaG7HX19CZrw8T3QY9nLr0RmZ0fQY5vpzM2zyhm6NGQeuoE+i+JF5Y4eyN390ZWYPycm2AWTCPnl1iez3I5Ulrbyz1cOkeq6iG6VK1Om+bHx0SSe/81Sfv6fy2memwqLKrhnfSyOzhrOnyzjrT8e48COXPp0A8ParSZ0fHt5XnkrJpExhTmA69w52EdGUPnJZxj7Lau5opKrmOWXyNmqVPQWJItpwpLAaEBXlmnWeEEQiA1x/db5VUxGE6f35/HpqQEK3WcjqDUsvy+aJ56bx3O/WsKq/xVEfuJhEtc6s+ieSPp6B/jqw4u88YdjpJ2vxGQy0VtyEc01Tm65Za34e9rhaDfaLydIJAQ/+QQDbe1Uf/Hl9fy4FjGh5hQ3GolKg33S3dgnLBl3TF1zD+1d/ePeqAAeS5dQv+8AFR9+gtu8uSMcJ9ciyi0Mb3sPjpadYVHw2NmnY6EJnUpH8h5Met2Ynb9HrRM0WKclp6yFpCjLSm/ejhgMRg5szyXlTAUKg4FpXj2s+LdHkMkum1LymoqoN9Rz/7R7mBkUzMz5wXR39nFkbwHnTpSSmVLNbNdygrxCkdk7j7tWdkkzUolAZODYYwRBIPDx75D9y99Qt3M3fvdvsOiz3BU0mxPl50mpzWJuwPgPlStR+UcjKDX0Fl+8amz8lcSFuHI2q46mNt24jcrvJOqqO9j1RSZ11R246upZ9eQSgqdHjhhzIu8sansZK+fNRC6VM39pGIU59Zw+UsLOzzPJSy0jsaMH54VTx13HZBLJK2thfqLvuGPsI8LxWLJo0EF/9zLU3t6T9TGt5rbSzI0mKemGBXToxn8GDUUpXE2YCxIJgd/ZjL65mYYDlrX+EgSBJcHzyGsqtqispSb0kuZVnm3WeLVSRoiv4/DnuZPpaNPx/ptnSTlTQYS6hfkNu1j+9L0jBDnA8bJzKGVKZvpebuhg56BizUMJ/OD5BTg5KzlSGUmWYTbiVdrv5ZS2EO7vhEox/u/IMTYG5xnTqf5qKwPf6JZ1LWLdI3BVO3Oi3HxTiyCVoQlJoLc41WzzX+y3yG6emVLNu6+forOtl/jmkyyL0I8S5N36HlJqM1kQMAP5Ja1bIhGIivfmiZ/MY8XaGErLOtndsY4GYfwolor6Tnr6DMQEX91RGfidRxEkEqtDFSeb20qYi6JIRko1/3rjDPU1HWOOyS1rxV6jwM/j6s0CHBOm4BAXS9UXX1l8lF4QOBMBgVMWhKCp/KMQFKrBmjJmEhvsSmFFGwOG61fP4WZTXdHG26+dpKmhm9XLvPDP2kHAuntROI/UmvUGPWerLjLbbyoquWrUdbz9HNm4WCRUUUhyoYIvPkhF3z+68FWf3kBRVftVH/ZDBD32KMa+Pqo+/8qizySRSFgQNJP0+lza+8x/EGjCpmHsbkNfX2bW+CAfR7Qq2R2dPCSKIicPFbHt03QCQlxY6VWFZ1cZAZseGjX2fFUaBpOBBUGjTzaCRGDWwhDWhmejlIts+SiPnLSxAxKGSmlcq5KmwsUZr1X30HTiFL3VlmX+Xg9uK2GuUMr47rNzkcokvP/WWSpLR9cvyS1rISbYZdyQoyEEQSDgkYcZaGunfu9+i/bhonEixiOcU5XJZmtRglSOOigeXUmaBZqXC3qDieKqsR9ctzs1lW18/I/zqNQynnx+PqoL+5A5OOC79r5RYy/UZKAz9HFX0OwxrjSIvuwi8zyyWb4mmoLsej76x/lRAr2gog2jSRwRtjoemgB/PJYspn7vPvqbLNN+FwbOwiSaOF1hQdXM0CRAMDuqRSoRiA52JfsOdYKKJpE9X2VzdG8B8Um+bFwbRPvhg3gsW4rae3STm1OVyXjbexDiHDDG1cDU34u2JY0HlwzgH+TM1x9fJCN5dHp+blkLLg4qPF0019yj34Z1SBQKqj77wvIPOMncVsIcwM3Dju/9eB529ko++sc5yq/4Ibd39VPT1GN2bWrH2BicEhOo/mqrxV7p+QEzqOtqtCjmXBOahKGjiYGWGrPGRwddOkbfgaaW2qp2Pv7HBTRaBY89MwdlRz3tF9PwXXsfUvVo+++J8nO4aVyI8Qgf83qiyYiuNANN2FTm3BXKxu8kUVPRxuf/SsVwxckmp7QFQYDoIPN+IwEPPwCiSM3W7RZ9Pj9Hb0KdAzlRbn5jE6nWEaVPmEWnt7gQV2qaumnrsjxr9VZGFEUO7Mgl9WwFcxeHsm5TIrVffAmCgP+Do3uuNve2kttYNHhqHkeR05VlgsmIY+RUHnlyJkFhbmzfkkHq2YoR6+aWthAb4npNhRBA7uiI96p7aD552uq6LZPFbSfMARyd1Xz32bk4uWj4/L0UmhsGCw7llQ8KvWvZuq4kYPMmDJ2d1O3eY9EeZvlPRSaRWZTtpwkddLqYe7M62Svxdbe74yIWGuo6+ejv51GqZHzn6dk4OKmp/vxLZHZ2eK26Z9T4Nl0HGQ15LAyaOWapW4D+uhJMfd2XtFuISfDh3gemUFrYxNaP04ZD03JKWwj2dkSrNs/prXR3x33RXTQcPIS+vd2iz7kwaBZl7VVUtpv38AZQhyTSX1uMUWdeEa3oS4rLndad6uyxUs6fLGPWgmCWro6ir6GexmMn8F65AqXb6Pv7dEUKIiLzA8aPdOstSUNQalD5RqJQytj0/RmERXuw+6ss8rMGs2+b2nQ0d/RZ1KzEd/1aJErlTdfOb0thDqC1V7Lp+zORSAU+ffcCPd395Ja1opBJCPUzv9+nfUQ4zjOmUbt9h0U1OewUWqZ6x3KmMgWTmZlgMkd35G5+6ErSzF4nNsR1MJTuKg6924nebj2f/TMZuVzCY8/MwclFQ09ZOa0XkvG+bzUyzeij7dmqQafg/MDxkzx0pemAgDrocr2eqbMCuHttDHmZ9ezdmo3BaKKgss3irkJ+G9djMhio3b7TonnzAqYjFSScsOiBnwiiCZ2ZZZPD/JyQSSV3VMnkrIs1HNqVR0yCN3eviUEQBGq27kCQSPBdv27MOacqLhDuGjxmrR64lExWchFN8BQE6aDjWyaX8sDj0/Dxc2TrJ2nU13QMn4LN8akMIXdwwOfeVTSfPkNPhfkn9cnmthXmAM6uGh5+YgZdHX189s8UckubCQ9wRi4bnRl4Nfw2bsDQ1U3DIctK3C4InEl7XyfZjQVmz9GEJqGrzDU7OSQ2xIUe3QCVDde35dSNwGQ08eWHqXR19vPg92bg7DoouKu++BKpWo3PvavGnHe2MpVAR1/8HMYP/+otTUfpHYpUYz/i9dkLQ5i7OJTUs5UcPlhIv944rM2ai9rXB7d5c6jbs8+iuj4OKnviPaOGH0bmoPQJR6LUXHo4XRuFXEq4vxN5d4hmXlXexvYt6QSGurBuUyKCREDf1kbjkaN4LFmEwmV0OGllew0VHTUsuMrDfqCpEmNXK+qQkSGJcrmUh56YgUotZ8s/k8kuaEKjkhHg5TDOlcbGZ+0aJEolNV9vs2jeZHJbC3MAv0Bn1j2SSHVFGwNVXVb1cnSIjsI+Oora7TstSuFO8o5DLVdxqtJ8J5c6NNGiEMUhk9GdYGo5tDuf8uIWVm+MxzdgMIO3t6qaljPn8F69Epnd6Aik5p5WClpKmXOVeG1jXw/9NUWoQxLGfH/JqiiCw924cLgEDZd9EZbgd/9GTH19FjcomBswnaaeFopby80aL0ikqILi0ZWmm/0AiA5yoaS6nf6B2zvqqbdHz1cfpuLgqObB705HJh9Uymp37kY0GPBdv3bMeacqk5EIEub4j5/123vpNDxk6rwSewcVDz8xA13vAA2Z9UQHOiO1sAG83MEez+XLaD55ymJn+WQxIWH+xhtvsHr1alavXs0f//jHydqTxcQk+BCW6I0bAs6iZV/CEL7r19Hf2Ejz6bNmz1HIFMzyncr56jSzs/3U/jEIcqXZmpeniwYXBxW5t7kwz75Yw7njpcxcEETizMtt3Gq27UAil+MzRgQLMNyKbaxuQkP0lWeBaEIdkjjm+xKJwIZHpyJKBSIkUuyUlp3cALRBgbjMnEHdzt0WOctn+CYgk8g4U2l+3RVNSCKGzmbzHeXBLhiMIsVVltn0byVEk8j2T9Pp6dJz/2NJqDUKAAw9PdTv3Y/r3NmofXxGzxNFTlckk+AVjaNqfG26tzQduXsAMoexH+Tefo7cvT4OxYAJN711Jk2fNasRRZHaXbutmj9RrBbmZ86c4dSpU2zdupVt27aRk5PDwYOWJeBMKu5auhHJPVNBuxWdy11mTEPt50vN1m0W1WyZHzgD3UAf6WY2fBZkclQBMRanbefexsfojjYdu7/Kwj/ImeX3Xa6HoW/voOn4CTyWLELuMPaNeKYyhVDnQLzs3Me9fm9pBoJCjco3YtwxGq2CGoWAXIRtn5qv9V6J3/0bMHR3W1SzRavQkOAVzdmqVExmNigZOmHoyjLMGj8UmXM7J5idPV5KUV4jy9dE43NFJcv6/Qcx9vbit2H9mPOKW8tp6m1ljv/4JzfTQD99VXloxjm5DWHQyGjERGtZG6WFlmvXKg8P3ObPpWH/Qau7mk0Eq4W5u7s7L7zwAgqFArlcTmhoKLW1I4PwOzs7qa6uHvGvvt68ms2WklfRit5j0Ab79UdpIwrrmMOgc2UtPaVldGSYJ2gBYj0isFdoLarVog5OYKC1FkOHeU15o4KcaW7X0dR26xT1MRfRJLJ9y6DwXPfIVKRSCQP6fhprysn84mNa1SLd4b5UFefS3lyP4YouLvWXQj+vppWLooiuNB11UNywY2ssmtp01Pbo8Y3zpCi3kfQLloeR2UdGYB8ZQd3O3RaVP53rP51WXTuFzeZVUpQ7eSJ38aa3xLzTm6OdEl937W1rN6+pbOfwnnyip3gzY14QALqebmpLC8g6sIO++BCa9J1UFefS3TmyVtHZqotIJVJm+I4vqPsqc8FoQB18dWGeV95KrQRc3LVs/zSN3h7za+sM4bt2DUadjoYDhyyeO1Gsrs0SHn453re8vJy9e/fy6aefjhjz/vvv88Ybb1i/OzMxGk0UVLSyZHoA84Nc+frjNE4eKuauFeNramPhftdCKj76lJqt23FKvPoXP4RUImWGXyJnK1PRGwfG7Ef5TTTBCbQCvWUZOCQuu+b4Ic0rv6IVd+fx60Xcipw/WUZ5cQtLVniQn7KXmrJ8GqvLMA35Jvw0lB++nGEpSCR4B4YTFJVAsXwwe3JOwPi2UENbHYaORhxnj21PHWJI0N21NIxTPQPs355LSIQ7jhbWNPFZcy8Ff3qVtpTU4RZl12K67xTkUjlnKlOJch+/AfmVqIMT6Mo8imgYQJBd+zcVHeTK+Zw6TCYRiYX23puJwWBkx5Z07O1kJCTCka/+SXlBJrruS5mzzoCxmbwP/zI8x97JFU//EIKjp3KhMpUpntFoFeMn+OjKMkEqQ3WVKokw+BsJ8Xdi44YE3v3LKXZ+nsGD3x2/5vlY2IWF4hgfR+3OXXjfu8qiuk8TZcKFtoqKivjhD3/IL37xC4KCgka89/jjj7N+/cjjUX19PZs3b57osiMor+tE128kKsiFuCRfCnMbOHm4iOgEbzy87K99gUtI5HJ87l1FxYcf01tZhSbA/9qTgDn+SRwpPU1Gfe5VNYQh5O7+SO2c0ZVlmiXMg30cUcil5Je3suAqxX9uNepr2jmx5yAeDhWkH61DkEjw8A0icf4KVK3dNO3YS+Szz+AUHU1PZztd7a20NtZQUZDFmb2D9S5muWjpq2tADHEe86Ya0l41oWPby4fIK29FrZQS7OOI68MJ/O2VE+z4LINHfzjLopvVdc5sFG5u1O7YZbYwV8tVTPWO5Vz1Rb479QEkkmsfiNUhiXSm7qOvOh91UPw1x0cHu3AouZKapm78Pc3/zd9sju7Jorv5HPaqCg5s6UOhUhMUmYCbTwBtO/ah6DcS86sXMBoN6Pt0NNdV0VBVQm15EcVZyYRKwSvGjc7WJhxcxjbF6coyUPlFjduZDGDAYKKoqp3V84Lx9nNk6aooDu7MIzutlvgky+453/Vryf3tf9N86jQeixdZNHciTEiYp6am8txzz/HLX/6S1atXj3rfwcEBh3FsoZNJfsXg0WtIg12xLpaSgiZ2fpbB934yzyJNxfPuZVRu+Zy6PXsJffops+bEekRid8nUYo4wFwQBdfAUekvSEEUTwjiJMEPIpBIiAm6v8LOKwmx2ffAOGkkHapUbU5Y8TPT0+ajUWkRRJP25n+Lp5U/g/EUIgoCT2+X07Ln3PEBhVR5/2/oq4e0mtr3zRzz9Q5i/+mG8A0dmgOrKMpA5eSJ3Hp3efSV5Za1EBDgjlUpwdtWy/L4Y9nyVRerZCqbPDTL7cwlSKd6rV1Lx/of0lJWjDTZv7lz/6VyoTie3qYg4z8hrjlcHxoFESm9punnCfNhu3npbCHN9n47ju7aSn3IUtdRAUNQMoqfNxy80BqlMRmd+AVlF1YQ8/QNcvfyG5/mFRgMgmkz868A/qMhIQZGTw0e5vyRx3nKmL74PheryacvQ3Y6+sQLnRVdXIMtqOxgwmIi69HectTCE3Iw69m/PITTSHY1WYfZnc0qaitrPj9qde3BfdJdFysJEsNpmXldXx7PPPssrr7wypiC/keSXt+LioMTj0pFZa6fknnWx1FS2k3y63KJryR0ccF8wn8ajx812Ysgu2exSajMZMJrXTEIdPAVTbyf6BvP2Fx3kQmlNB3360cWjbiW62lvY+/Gb7HzvzxgMBmLnbOI7//YyUxesQKUebBbSnp5Bb2UVPmvuG/eHntlZRrWnjPt/+p8sWvcYPZ3tfPX333N8+4fo+wZ9B6LRgK4ie9yQxCF6+wYor+sYEZI4bU4AIRFuHNqVR2eHZb4Ir7uXIVEqqd1pftRCkk8cSqmCs1XmRbVIlGpUflHoSs1zgvp52GGvUQxnQd/KVBZm88n//TUFqQcxSX3Y8MP/4J5HfkRg5BSkskH9sm7XbqRaDR6LxumXKQikDFShnJPI4794hYiEWVw8sZcP//wCvMcbRAAAIABJREFUBWlnhh3cuvJB/9e1nJ9DilLUpbLIEonAvQ9Ooa93gEM78yz6fIIg4L16JT0lJXQXFlk0dyJYLczfffdd+vv7+cMf/sDatWtZu3btKJv5jSK/opWooJHFteKSfAmLcufInnyLo1u8712Fqa+PxsPmRy3M8U9CN9BHRr15X7w6aChiwTxna1SQC0bTrR1+VpabxpbXX6Q8PwO9EIdz4MMsum/5KLNC3e69yJ2ccFswb9xrXahOI9I1BHd7d+JmLeaRn/43CXOWkXX+KB+/9iuqS/Lory1C1PehCb66iaWgog2TyIhkIUEQWLUxHqNR5OAOy25WmZ0dHksW03T8hNkp/iqZkqnecSTXZJgf1RI8BX1DGcbea1deFASB6CAX8m7hTFB9v44jX/2THe/9mQGDQOfAIlY8/Aw+3zDP9re00HLmHJ7Llo5ZpwegpLWCpt5WZvslYefozLIHnuSBZ1/E0cWdg5+/zcHP/4G+T4euLAOJ2v6qjZthUJh7uGhwdby8nqe3A3MXh5KeXEVZkWXRLe6L7kKqVlO3x7K8hIlgtTD/9a9/TVpaGtu3bx/+t2nTpsncm1m0dQ42tY0KHJksNHSzAuzbmmPRNe3+P3vvHR3XeaZ5/m7lQqwqhELOOYMEwRxBgCIVqGDLsqJlWZa7rV5PT6fdnrNnztmdnent7m13kkPLVqYsWZFKJEGCOQMEiEBEgsihEApAIVSh4v5RABiAqntBSXar2885+If86t4L1P3e703P86amEJyVydAXhyR3LeQZswhUBUjualEE61FGJEhuP1v8/f49plpcTidnP3+Hz9/8Z0IMERiSHsPqyubebxUt87xtphEmaq5grNjtszhkmhmle7Kf0ribBA+VWsPW+x/nWz/6b6jUGg6+8vdcOX4QDzI0ibl+n6+124xMuOl1LcIQHsiWsjSuXR2ks01aZ9Eiou/bh8fpxHS0SvJnSuOKmLRZaB+TJnGrTfZKE0il9mcnGxhcGM7y7w2TYybe/9n/oOXKWXLXVzA2u4OUnByy8penx4YPV+Jxu4leQadnERf7a5ELstvSmsa4ZB5+4a9Zv/shOuov8c6//HeG2urRJuX7TWV6PB5auszL3g+AreXpGMID+Pz9BhyrIGUpArRE7trJ2Nnzq9b0uVt84xmgrT1e47aSCp7OEMD2igzam010tEgfJAEQfe8+bEPDTNRK01FRyOSsi1ldqiUguQBbbwtuh/jmCwn0arT/exsjZ5ub4eCv/46rZ4+Qv7GM4l0/pK15ji1laYRFLGd0miqPgiAQVVHu85qX+r1FzfVxyz3uqIRUvv3j/5OUnDXUtbbRSBhukQ6i5m4zidEhBGiWr9u8MxVDeACHPmy6TV1RDAFxsYQW5GM6UimZNbwmJg+FTMHlfmnvlDo6FUEdIN2YL+yBtp5/Xwd+b3sT7730fzE7PcX+5/4c83QmHreMPfuXH8Juux3TkUoM60rQRK1cB/F4PFzsq6UgKpsg9e1zfmUyGevKHuDhH/4fuB12zo07GVH6njoFMDppxWyxrWhDlEo5936rAPPYHBdOdq7it4aofXu8B/7vqE3xm2/MuydQyH2La63fmkxYRCCVB6/hckrvDQ7btAGlXr8q+vaG+DXMOaw0mqRptWiTC/G4HNj6WiWtz04y0NJtvivCy9eB6clxPvjl/2K47wYVj/2ILfsep/KTNsIiAtm8K3XZerfDgenoMQzrSlBH+NYTv9RfR7Iunsigldeo1FoqvvUsmWo7AzPzfPyrv8U2t7LKoMvtoa1nYqmwdScUSjn3PJSHeWyW8yek9YEvImrvHuZHx5i4Ii0aC1BqKTBmcWlAGmlJkMnRJuRKTsWlxeuQy4SlhoB/D2i6dIJPX/sHgnQGvvPif8fhieTa1UE270pb0ua5FWPnL+CYshB9716f1+ye7Gdkdpz1cb5Hv0UnpbN361ZCZC5OnT/L1bOVPtcuKk76ekeS08PJLojmbNV1plbB9QiIi0NXVMjw4SOrkgm5W3zjjXlLt5m0uFCf4lpyhYyK/bmMj85y6Yy08BZAplAQdU8Fk7V1WIekEZ3yjZloFRouD0gje2gSckCmkJ5qSTIwPWdncOx3zy67E2NDfbz/8//BrGWC/d//MzIK11N9rhvz2CwV+3OWjXwDGD9/0btR/YTP5rlJOsa7WB/ve6MCzPe1kKq0savifsaGevnw3/5mGaEEoM80jXXeuSwNdyvSsiK9m/VYx6o2q6F0HUq9nuHD0oeblMYVMzo7TteENNKSNjkf56QJx6R4ZKlWykmODV2KVn/fqD19iJMfv0FCRgGP/Oi/ERgaxuEPm9AZAti0wmEP3hSLJjqK0ALfHTyX+68iCAIlMQU+1wB4BtvYEhNCSu4azn7+G8589psVD9GWbjNqlZzkaN+dd+X3Z4MHqj5fXX0lat9e7ONmxi9KV868W3yjjbnD6eZ6/6TPE3UR6dmRpOdEcvpoO9MW6TK3xvIykMkkzwlVypUUx+RRM1AvSRZXptKgictYdRj9+y5yjQ728NHL/y8g8MgLf01sShZzM3ZOVbaTmhVBerZxxc8NHTqMJiba/0YdWEyx+Dfm1u5GBLmSzC33cv/3/ivTE+N8+Iv/xdT47UbvptflP9Quvz8bD3D8kLQoCRYO/IrdTNRexWYySfpMSWwBMkHG5QFpqZZFSd/FrgwxZCcZ6OibxLVKBvRXCY/Hw8XKDzl/6LekF5Sy76kXUak11JzrZtQ0w579OSiVyw/72Z5epltaidpTgeCnF//ywFWyw9MI0fhuwfS4nFh7rxGYUsA9j/8xBZt2U3+uktOfvLXMoLd2m8lcaFv1BZ0hgI07U2mqG1xxwpkvGErWoI6MWNWBf7f4xhnzW7+IGwOTOJxuSVNj9uzPxeX0cPwL6ZtVHRaGYd1aRqqO43ZIy4OXxhZhmZ+hdUxafk2blI99uAuXVVxaNTYiiCCt8vfqeY0N9fLxr/4OlVrDIz/666Ue4JNH2rDbXVTcvzLLbrar27tR79njd6Ne6q8jNiSK2BD/fePWrgbU8V4iSFxqNg/+4C+wz1v5+Fd/i2XiZudBa4+ZkEAV0WGBfq7m3awbtqfQeGWAgV7pBStjRTkIAsOHfYfxtyJEHURORPpSXUAMyvC4JYKZFGQl6pm3u+gaWt0Q6q8KHo+HC4ffo+bEp+SUbKX8Oy8glyuwztk5VdlBcno4GbkrH/amI5UICgWRZTt9Xn9oeoS+qUFKV6in3Ir5oU48dhvapALvTNb7Hqd46z00Xjx+m0G3zTu5MWgRdQjBW18JCdVw+OMmyfMFBLkcY/luphoasQ4NSfrM3eIbZcyts9O8+j//C801pwFoWSgGSvkiDOGBlG5Nor6mn+FB6S961J4KHFMWyWFScXQuSplCcqrF63l5sPWId9zIZAJZC3nz3wfGh/v5+Nd/h1Kl4sHn/5IQvTenPTJk8ZJvNiYS4YNxO3z4CDKVCqOfjWqxTdM82iHqlbtmp7CP9NxGpjHGp7D/uT9n3jbHwV//HbMWr0Fu7Z4gK1F8JizAll2pBAapqPykWbr+eHgYhtJ1mI6t4sCPK2LAMky/RXxzC4LgnR3b3YhHQkvjYjqp7ff0jlw5+Rm1pw+Rt34nOx9+dqkt9cyx69hsDsoXhk3cCZfNxsiJU4Rv3uRTdA28KRZAlJy3GO1qE/MA799x095Hbxr0Tw/g8Xjo6JvE7fZIcghVagW7789meMBCQ430Ac6RZbsWIvyvtxD6jTLmGm0gYdHxnPjwNW5cq6W1x9sbaghZPq19JWwpS0OjUa6KBKArKkQdGYnpiDTPS6vUkG/MorpfWpFLHZOKoNRITrVkJerpM00za5VmOL4qTJlHOPjrv0MuV/DgD/6SUMPNiS5HP21BrVH61MJxWa2MnjpD+JZNK2qWL6JmsBGPxyMpxQLcNlUIICImkfu/91+Zm57i4Ct/z+iYmYHRGdEUyyLUGiU77smkr8u8NEZMCqL37sFpsTB+/qKk9aWxXq/yUp/UVEu+l2A2Ij7FJkKvxRCi/r0UQRvOH+Ni5YdkFm1k+wNPLhntifFZqs92U7QunqiYlQ312NlzuObmMO7x3eUE3hRLsj6eiED/mvTW7kZUxuTbhpUsGvSirXtovFBFddXBJccoc4W2xJWQWxRDTIKOE4fbJLcqqsMMGErXrSrCvxt8o4y5IJOx94kXiYxL5sg7P6e/s5VsP4WtO6ENULGtPJ0b7aOS+4oFuRxjxW6mGpuwDgyKfwCv5zU6Z6Z7Uvz0FuRKNAnZko15ZqIejwfae393m9U6Y+GTV/4Bl8vF/uf+4jbq/Y32MTrbRtm2MxWF3YV10MJc7yTW/imsgxbmR2cZPXUel9XqTUn4QfXAVSICDCTp4vyus3Y3IlMHoI5OWfZ/0Ylp3Pv0T5gaH+Gz1/8RGf6Ln3eieH0CkdHBHPusRXL3U2hBPmpjJMMSayuGAB3pYcnUDEhLnaym31wQBDITf/fRW1vdeU5/eoDknGLKvvXcbam0qs9bkckFtm5NwmaawTpowdo3xVzvJDbTDI4pG8NHqtDGxxGSk+3zHmartzi+eBj6gtsxz3x/24oyCIIgsHnvd8heu4XLVQfpaji7xJ6VAkEQKL8vm+kpG5dOS2+oiNpTjmPKgvnS11cI/UYZc/CSR+575k8JDA0ndf40KYbVyVSWbE5EZwjg2GctkvNext27EORyyZu1JKYAQRCWQkIxaJMKcIwP4LSIU7EzEvQIAr8zz8thn+ez1/+JmSkz9z3zE/QR0cyPzDBxZYDhQ+1MfNLCt6NCCasbpufXV+h/u4GB3zbR/04j/W830Pt6HdNNaiI2/wkTF2cZ/ryNiZoBrP1TeG4p0tkcNhqGW1gXWyiaErF2NaBJzEWQrdzBFJeazZ7v/ojZsT4KFVdIjZWuDySTCey+L5uJ8bnbprb7gyCTYSzfjaXpGtZBaQf+uthCOid6GJsTN7qKkHCUhphV5M0NmMxzTExLL/Z/GfR3tlD1wSvEpmSx57E/wuPwMNtpZvx8L50HrpI6OMMj4cGMvd1I35tX6X+7gf53Gxn4bRN9b16l++UaAoz7CEl9hIHfNjFyrBPLtREcdzQr1Ax4u77EIjdbfysel8Onpo0gCOx86HskZhYQMHqWrNDVSSAkpoaRkWPk3PHrzM1Isz/eCD+C4SNf38yHb5wxB9AGBhG76UlcKDDX/XYpPyoFCoWcXfsyMQ1aaLwiLe+l0usXwqQTksKkEE0wWeFpq8ibe/N61h5xzytAoyTBGPw7KYK63W6OvPMLxgf6qNj+A2hwceNnl+h94ypjJ7qwdIwzN++EuBDCdyRj3JtOzMM5xD6aR+y384h5JBf9+jCmO0+iDHOi1Gmx9k8xdrKL/ncaufHSJQYPtjDVMExDbzMOt5N1IoUtx6QJ59TIshTLnUjJWYNFv5FI2RA1R99bVW9+amYESWlhnD7WwbxNmhaOcTEvKpERWrqQ812Nd27ra8bjEn+exbTS74JgZh4Z5Iu3/oUoQwqbs7/N0Act3HjpIoMfNWM+38vM8AyTHg+ha2KI2J1K9P5sYh7J9b4jj+YRvT8bQT3IbO8FAtPC8TjdTDePYDrUTve/1dD1cjUjVZ1Y+6a43HeV6OBI0eK4rbsJZHI0Cb69fJlcTuGeZ5hy61D0VTLcuzpCUNm9WdjnnZypkqa9snjgf52F0G+kMQfoGvXQyGac83N8/uY/47BLpzDnFsUQEx/KicNtOCXmvYx7ynFOT0suhJbGFtI3NcjwtHh/sMqYhEwbLD1vnmSgvWdCcmRxN/B4PFS/f5CQPh27wp/CfdWOtW+KwBQDxr3pJHx/LUdmrDSrZWR+pwB9SSwhuUYCUwwEJOgISNQRmKzH0nIe22gTcd9eT8xDOSS/UEryH5USvT+LoOwI5odnGKm8TujHszwzvov4Cd1tHvuduJkv968k6HJ7uDoZg2AspuHCMerPSat5gNdzK7vX22558ZQ0IpHKoF/ofJJ24MeERBEbHEX1gDSOgSYpD4/dxvyQuNFJi9OhkAtfOxN0ZsxM9WsfsVa7h3z3NqYuDuKxu9Cvjyf2O/mwJ42Dg5MEbUvCuDMFXVE0QelhBCbrve9Igg5tQhBj5z8lIFlN9P05xD9RSMqLG0h4uoiIXSmowwOxNJrof7eRfXU5PDK7GceE/4jD2t3oHYyt8q9V3zk4S61zA9ogHV+8+c9MT0r30COigilen0D1uW4mxqXxPoy7va3OI8dPSr7PavCNNeatPWai45OoeOwFRga6OfberyTrqAiCwK592VgmbdRIDKV1hQWoIyMwHZVWkV70MC9L2KyCIEObmIe1u0mSB5mZoGfG6mBgdGXW45eB2+5isnaQjp+fxdAbgVGbhC4/mthH80j+USlRezMIyTVS3zzMxPgcu+7N9ikx7JqfZ+TkKcI2bkAZcrMQpQhUEZQejrE8jaQflhDzZAGXQ66T4IzA9Gk73S/XYL7Uh2uFIq+tuwl5oA5luP+8eu+wV+M+e8t+UnLXcu6Ld+lpk3ZYAsQm6MnKj+LCqU5mJWqdGCvKcUxNYa6ukbS+JLaA5pF2ZuzixkCbsBC9STjwVUo5KbGhX1sqzj4+h6mynf7XGkmRFaLTGwnfnkTyC+tIeLqY8C2JaGNDOF7Zjj4sgDXrE3xea/zceW/hs6Js6d8EmYA6MgjdmhhiHsoh5Y/XM7leTo96lKjeAHpeuUL/u43MXB9ftl9ctlnmhzolyQa3dptRqAO5/9n/gtPh4PM3/gn7vPTU1PaKDGQygVNH2iWtVxn0pL7wPKF5/rWE7hbfSGPucLro7J8iM0FPSs4aNt3zbTqbarhcdVDyNVIywklOD+ds1XVJobQgkxFZtoup+gZJBJHIwDASdXFLeT4xaJPycFnGcE6Ih2BZX4MGh8vmxHyhl66Xqxk9foMpyxgDgddJ/fFGIsvTCEjQISwYbfu8kzNHO0hMDSMty/dszvHzF3DNzhJV4XsAhyAIdAmDfBpyGeuDoUQ/lIMyLIDxMz10/dL7LM6FvKTH48Ha3YgmKU80r35T4z6c8ke9mthH3vk5E6PSQ9xde7Nw2F2SQ2l9cRGqsDDJLWjrYgtxedzUDYq3pcoDglEZk7H2NEm6dlailzzk/ArJQ7bhaQY/aqbn1VqmGoYZsl2HTSpSn9+Afl0ciuCbwx+u1Q9iGrSwY08GcoVvM2M6WoUmJpqQHN9TgGQqOWfkTRyKqyfphRLCtiTimLIx9HELva/VYblmWormbL3N3uHeEox5W+8EGQk6IqLi2PP4HzE+3M/Rd38p2SkMDtVQuiWZhtoBRiT29UfdU4Gu0H+K8G7xjTTmnQNTOF3updxg8dZ7yF67herjn9B5TfoU9J17M5mbsXPpjLRQ2li2CwQB07Hjktaviy2gbewGUzbxL1qzyPTrEve8YiOCCNQqvxLPy213MX6hl+5/q2b8XC+KcDV188doU11m4/ceRaFeXuW/fLab2Rk7Zfdm+TWqpspj3o0q4olcHqhHKVdSEJNDUKqBuG/nkfC9YoKzwpmsG6T7VzWMHu/E1t+La3YSbaI0rys0SEVUWABKlZp9T/1vyOUKPn/jn5m3SpNEDjcGUVQaT43EIeGCXI5x9y4mr9ZjM4mn19LCktBpQqgelH7gz/e14naKF92yEg3YHS66BqckXdsfbKYZBj9qpu+teqwDFhxxTk6af0PAegPpm0qXrXe53Jw41IYxOpi8Yt9Teub6+7E0t2As3+33PXK4HFwdukZJTAGqIA2GDfEk/aAE470ZIIDpUAc9r9Yy3TLKXFcDgkLld7g3eMlCXYMWMhc6nRIz8tly3+N0tVxdlVO4eVcqarWCE4el6TF9nfhGGvO2BSOWkeA15oIgsH3/0xjjUjj2219hNg1Iuk5cop7MPCMXTt6QNLxVHRGOrriIkarjkoRz1sUW4cHDlUFxb0ppiEYeHCYpjJbJBDIT9Et/h7uBx+VmstZrKM3netEmhBLzeB4XRz5m0jnCvU/9BLV2uRCSzerg/IlO0nMiifPTm2sdGPRu1N1lfjeqx+OheqCeQmM2GsVNz04dHojxngySnishOCuCybohBt7vxS1fjzrW/yxH8EYtt5KFQvTh7H3iRSzmUY688wtJcgvgDaUFQeB0pTTvPHL3LgBGqsQPfJkgoyS2kKtD17BLUNrUJubjcTmY7xc3HJkLjs6XeUccFhvDX7TR9+ZVrP1ThG1OQLU7mBONbxKbnU1p2cpzV+su9TExPsfOfVlL0dxKMB2tQpDLidy1w+9zNI20YXPOU3ILUUiQCYRkR5LwTDHRD2UjKGUMf97G1DUjiojNonNTO/q9ZKFbZW8LNpat2inUBqjYuCOVtiYTA7/DduGV8I005q3dZiL02tuE5BVKJXuffBGlSsXnb0r3vnbuzWJ+3sm549clrTeWl2EfNzNRJ96pkqSLIzzAICnVssT0670mkemnp2fYwpxt9SSE2a4Jel6vY/T4DVQGLXGPFxC9P5vzZ99jdLCX8kd/iD5i5Y6B8yc7sVkd7Nyb5fcepmNVIJOJzkDsmuhjfG7CJ6NPqdNgvCedxGfXIleb8Sg2MfBhP5ZrIz7rC5ZZOwOjs8uIIDHJGWx74Al62xupluh9hei0lGxKpL6mj7ER8RqFJjISXWEBpqoTkg780thCbM55miQobWoSskGQSTrwI3RaDCGauzLmbruLsTPd9LxSy0zbGPrSOJJ+uA5FVgBH3vsF+vAoyh99fkVZBofDxZmj7cQl6UnPjlzh6gv3cDgYPXESQ2kJKp3O7/NUDzSgVqhXHLcnCAJBqWEkPF1MRFkcHhfYzEUMfHgNu9m3aNqdDuHitbbvf5rIuORVOYXrtyYTEKTi+Be/X+/8G2nM23onViSCBIXq2fvEi0xPjlP57r9Jyn1FRgVTsDaO6rPdTE+JFz8M60pQhoZIakFbVHZrMLUwLyE01ibl4Z6z4BgVV9TLTDTg8UDHKnREHJM2Bj9qZvCDa+D2EP1QNrHfyUcbE0LDhSra6s5TuvtBkrNXbg+cnZ7n0ukucotifDL5ADwuFyMnTqJfuwaVwT+zrnqgHkEQWBvjP3Wi1KsRrB8SGN+BIkiF6VA7/e80YjMtN7CLhKqV3pHc0h1kl2yl+vgndDVLY2Bu2ZWGQimXXOgylpdhHxtjsl687TA3MkOy0qZMHYA6Jg1rt3ik5yUP6VfVwurxeJhuHaXn1StMXOonKD2MxOfWEr4tCY/Mw6EDL+F2udj31J+gUq/cKXLlfA/Tlnl27c30G5GZq2twTFmI3F3mcw2A2+PmykADRVE5qPzo1guCgEI9gMz+BqHFwdj6LfS8VsvoyS7c9uWHamu3mZjwQEKDbh/yrFAq2ffkiyhUKj5/81+Yt4k7hWqNgq1laXR1jK16ItFXiW+cMR+fsjI6YfVJv41OSmfLvd+lp62empOfSbrmtvJ03G4PZ6vEvXOZUknEzh1MVNdgnxD3ekpiC7C7HDSYxCUEFnUkpHheGQu/v5TN6na6MV/so+e1WuZ6pwjblkTC99YQlBqGIAgMdrdz7vN3SM4uYt3O+31e5+zx6zgdLp+0/UWYa2pxTEx6VSdFUDNQT1Z4ql8FPAC7qRu3bYbgnBTinygkck8aDrOVvreuMlLViWv+ZhG7tcc7WSgtfrnHJwgC2x94iojYJI7+9mUmx8Rp+4HBatZvTebaVW9RTwyG9aUogoMl1VaUciVF0blcGWyUNE5Om5jH/GAH7nlxqd6sRD3D43OSJg/ZJ6wMvNfE8GdtyLVK4r5bQNS9mSgXpDJOf/ImowPdlD/6/G0M4NuuMe/k7PHrJKeHk5TmW68eYORYFaqwMPTF/nkFneYeJmxTkgalW7ubkKnVROzMI/G5tYTkRDJZM0DPq1eY6RhbiuQ8Hg9tvRM+bUhQqIG9j/8Yy8QoVe/9WlKH2dqNiYSEajhxqO33Nm/gG2fMF8OjlUY8LSJ/wy4yijZw6djH9LSLG0ZDeCBFpfFcuSit0GXcXbbgfZ4SXZsTmUGAUiupn1gRGoFCHyXJ8wrSKok3BokWQa19U/S+Ucf42R4CU/Qkfn8NhtI4ZAsdBrPTUxx+++cE68PY7SN0BrBMWqk530NhSTzhkb71VcC7UZU6Hfq1a/yvmx2nZ2qAtSK61MDS30Sb6O1kCc2PIvG5tYQWRjNVN0TPq7XMtHs3bFvPBEnRoWjVihWvpVAq2fvEj5HJ5Xzx1r9K4ihs3JGCWiOt0CVTKonYsQ3zpcs4LOJqmOtiC5iyWbg+3i26VpuUDx43tr5m0bWLxT1/0g9up5vxC730vlbLvGmGiLIU4p8sQnsLa/Za9Smaa85QsvM+knN8sy8vnelibsbOzr3L0yG3Yn5snIm6eiLLdiLIV2bxLqJ6oB6ZIGNNdJ7fdQC2nka0CTkIMjmKQBXGe9KJ+24BMo2CoYOtDH3UjMNiw2T2HnD+BPpikjPYvPdRbjTXUndafECNQilna3k6/T0TXG9d3QjCrwpfyph/+umn7Nu3j4qKCg4cOPBVPZNftHWZUchlpMSuPFkIbtJ1DZExVL7zy9skUX1h6+50BATOHBMvdAXExxGcmekthIqcwgqZnDXReV7PS0LaR5uYh633Gh63eL41K9FAW8/Kk4dcNiemyuv0v9uIx+Um5uEcoh/IRnlL+5jb5eLIb36O3TbH3ideRK1ZXvBcxJlj1/F4PGyrSPf7THbzBOaaK0Tu2oFMsbIxXcRiLUGa19WIMiwGRchNgSW5RkHk7lTinyhErlUy9Ekrgx+3MNw3KSqcFKIPZ893f4R5ZJCTH70u+j0uFrrar5nol5CHNu4uw+N0MnpK/MAvis5FJsioGRRPy6jjMkGukHTgp8aFLkweWjl6sw5Y6HujDvO5XgLTwkh8di264pjbipYjA92cOvgllupaAAAgAElEQVQW8Wm5lO5+yOe9bFYHF07eEC2MA4wcPwFut18FzUXUDDSQHZG2bDzcnXBaxnCYh5a1JGpjQ0h4qpjw7UnM9U7R82od/Wd7EPDyNfyhcHMFafnruHDkffo7xSProtJ4dIYATh7+/Xjnd23MTSYTP/3pT3n77bf5+OOPeffdd7l+XVoR8W7hmnOwqWOCF6J0CPP+jZ1SpWbfky/icbs5fOAlXE7/hcJQvZa1mxK4Wt2PWcIkH2P5Lqz9A0y3intqJbGFTM/P0DYuzt7TJuXjnp/DPiwu4pOZqGd6zsHQHc870zFGz6u1WBqH0ZXEkvjMGgJTlnshFyo/YLCrjR0PPkN4dLzP+0yMz1F3uZc16xPQGXwbfLi5USPLdok+f81AA7EhUUQH+y6UgXfQgK2v2WdLoiY6mISnirwbtnuCPwkJYq1SIbqh4tNyWb/7QdquXqDp0gnR512/NZmAQBUnD4vnzgOTEglKS8V0tEr0OYJUgeREpEuK3mRKNZq4TEmpOI1KQXJMyLIiqNvuZKSqk/7fNOB2uIl5KIfo+7NQBN3ehmqbm+HQgZcICAqh4rEXluRsV8KFUzewWR3s2OPfK/e43YxUHSc0P8/njM9FDE+P0G8ZkpxiAdAkLvfgBZmAfl0cic+uQRsbQmiHmZ+EhxKzwoCM2z4nCOx65Fl04VEceecXzEz5P8TlchnbK9IZ6p+irUm66uZXhbs25ufPn2fDhg3odDoCAgLYs2cPhw8f/iqfbRncKjlHZqwkewSvsbpm8rtRdOFRlH37OUYGujnz2W9Er79lVxpyuTRGV9jmzcg0Gkl50aLoHOQyOdUSdDgWJ81LIYcsFvgWUy3OWTtDn7QwdLAVRaCS+CeKiNiRjEy1/KXtvHaFugXd6aw1m/ze58zRDgRBYMvuNL/rPB4PpqrjhORkExDnu78YYMY+S/Noh6SNujhoQJPkO9Re3LB9xVH0OVwYOibof7fRb0cDQMmO+0jMLODMZ29j6vPPN1BrFGzamcqN9lF6bohTvyN3lzHX08vMdfFDvCS2gAHLMEMS5B+0ifnYTd245sRTOFmJBtp7J3AtSD/M3jDT82odU3VDhBZHk/hsMYGpyw96j9vN0d++zKxlgr1P/BhtoO+axtyMnUunb5BdEEW0j1m8i5hquoZt2CRa+ASW9kuJFGPe04RMG4wq0jfbVBmqIeaRHI7J3EQqFfQfaGD8fK9f+QiVWsveJ1/EaZ/nyG9+jktEGyd/TSxhEYGcONz+tcptrIS7NuYjIyNERNxk/0VGRmK6gxlpsVjo7++/7Wd4+O5PrAmLjaPTViY3xaEKC8B0qIPBD67h8NOFkpq7luJte2m6dIK2uvN+rx8U4mV0NdYNMDrsf6MoArSEb97k1WG2+jcYAUoteZGZ1AzUi6dlgvQow+MkeV5xxmC0agWt3eNYmkz0vFrLbKeZsK2JxD9RiCZq5dz25NgwVe/9msi4ZLbe912/9xgfnaH+Sj8lmxIJCfWvdWFpbsE2OLTUa+0PdYPXcHvconMcYfmgAX9oMll4y2olsiIN++gsvW/UYb7cj8fHxhJkMsoffZ7AYB2HDryEddb/975ucxJBwWpJoXTEti3IVCpJnU+Lh5oU79ybSvBg6xVnjmYm6rHZXfT0mBn+oo3BD5uRKWXEfbeAyLJUZKqVU2FXTn1OT1sDW+79Lsb45VLDt+L8yU7sdpeoVw7e/nt5YABhG9eLrq0ZrCcxNJZIEe1yj8eDrbtxoZ7i36TZnW6ODE3SkK4jODMc8/leet+4im3I9/duiIxh58PPMtTTwflD7/m9vkwuY/ueDEaHp2m+Kk1B86vCXRtzt9t9W+uRx+NZ1or0+uuvU1ZWdtvPE088cdcPG6HX8rcvbqV0QyJxj+UTUZaCdWCantdqmawd9LlhN1Y8QkxyJic+ep3xYf9KiZt2pKJSyTlVKe6dG8vLcNtsjJ27ILp2XWwBwzOjDFjEDzNtUj62vhY8IkQSuUxgTZyOzG4LpsMdqMICSHi6GMP6eAQf8wwd9nkOHfgZgkzGPY//MXIRcsWpI+0oFDI27/LvlYO38CnXeg85MVQP1qPThJAWliS61tbThCoyEXmAuJTtYpdCaEEUic+uISBJx/jpbvoOXF2xjRFAExDE3idfZG7GQuW7v/Rb21Cq5GwpS6On00xXh3/vXBEYSNimjYydOYtr3n+RNWIV8g9LA00kRG8ZCXqKNCrmP2ljunUMw4Z44p8uvq3AeSf6rl/j0tGPSC9cT/4G/wfzjMXG5bNd5BfH+pwytQjnzCzj5y8SsW0rcrXa79rF0YtSvHLnpAmnZWxJfdQfOvsncbk9pKaGEXVvJtEP5eCed9J3oJ7REzdWbGMEyChcT/7GMurPVXK9sdrvPXILY4iMDuZUZTvu3+Es1rs25lFRUYyO3qzajo6OEhl5e+7zmWeeoaqq6rafL1MoFQSB7GQvq08QBHTFMSQ+W4w2NpTR4zfo/00D86PL890yuZw9j/0IlUbLoQMvYbf59qQDglSs35ZCc/0QwwP+qdDBWZloY2O8BBkRlMSswvNKzMfjmGd+0Hd47nF7mLgywINWD5FuAd32JOIey0cV5jun7fF4OHXwTcZN/VR854dLY998YWR4mqarg0veqD845+YYO3eB8K2bkWv8T35apGevjfEON/YHt9OOrb8NjQStjVmrgz7T9FKXgiJITfT+bKLuz8I5bafvrauMne7GvYJSZmRsEtsfeJK+jmtUH//E733WbEwgRKfhxOFWUe/cWF6Ga26O8fPSDvy28RtYbP6jA0GuRBOfJRq9OSzzeM708LQ+mBkg4akiwrYkLnUyrYTpyXGOvPML9JEx7Hr4WVENnHPHO3G5xAvjAKNnzuC22yXVU2oXpk6ti5Xe6STlHVmUBV4skAelGkh4dg2hhVFMXhmk5/VaZn1IB2/Z9xjG+BSqPnjFr8aPIBPYsSeT8dFZGq5IIx59FbhrY75p0yYuXLiA2WzGarVSWVnJtm3bblsTEhJCXFzcbT9RIkWP1UIZ4s2DGfdl4Ji00vvmVcbO9uC+Y0pMYIiOPd/9I6bMIxx733/v6MbtKWi0StFClyAIRO4uY7qllbl+/x6/IUBHqj5RkuelScwBBJ+b1Waaoe9APWMnunCHB/C3o5MMGzSiG+9a9Slaa8+xbuf9JGaKb5KTh9tQq715YjGMnT2He37eK/Mpgmsj7dic85I26vxAOx6nXVKKpb13Ao/n9i4FQRAIzgwn8dk1hOQambjcT+/rdStu2Jx128haoHP7U1hUKORs3Z3OQM8kHS3+c9whuTlooqMk1VZKYgrxeDxcGRRPsWmT8nGM9eOcWf57eNweJmsH6Xm1FmvvFLVaGa9Yragj/HeEuJxODr/9M1wOJ3uf+DFKlYj3PGml5kIPhSVxhEX4b1cFMB09TmByEkFp4u9T9UA9YVo9yXrfOfBFWHsakQfpURpiRNe29ZoxGgLQB990OORqBZHlacR9Jx9BLmPw/WsMf96G8w6JD7lCsRDNKjj01r/6VVjMzDMSHRfK6aPtkidWfVnctTE3Go386Z/+KU8//TQPPvgg9913HwUFX48amBgEQSAkJ5LEZ9cSnBXBxMU+el+rZbbr9hc9NjmTTfc8yo1rV6g747tYq9Eq2bgjhfZmcb2FyJ3bvRrFUjZrbAEd5m4mrP49frk2GJUxaZkxd807GT1xg763ruKcnifqvkxiH8ll0u0WpW2b+m5w+pMDJKTnsc6HpsatGOybpLVxmA3bUggIFB+pZTrqHfsVlCHuoVUP1C/Qs/1LAsBCvlyQoU2QoMfSO4Eg3E7RXoRcq8R4Tzqx384DgRU3rJdQ9CRhxjgq3/Xf0lpUGo8+bKENzU+hSxAEjLvLvFOIRIYSJOvjCdPqqZbQorh4uNnuSLXYhqfpO3CV0eM30MYGk/i9NciywukfnWF6zj8L+ewX72Dqu0HZt76PPiJa9BmW2lXLxb/z2a5uZjs7iRTR6gGwO+00DLewNjZfdK03X960xD8QQ1vPyuxxAG18qDdNuTGe6TZvR9hU/fBtjl+wLow9j/0RE6NDnPjwNZ9OoSAI7NybyaTZSt1lcUb3V4Ev1Wd+//3389lnn3HkyBGef/75r+qZ7hryACVR+zK8G1YmMPjBNYYOtuCw3MxXFm2pIDWvhAuH36P/RqvPa5Vu8bahnTjkv/VQpV8YSnD8JG6n/0r3YpHripTNmpSPbaANt2Mej8eDpWWEnleuMHllkJCCKBK/7z24QoPUxEYE0upn5qN1xsKhAy8RGBxK+Xf8t5gt4uThNrQBSjZsTxZdO9fby0x7B8Zy8Y3q9ripGWygMCrbLz176dm7m1BHpyLT+PcqwbtR443BBGp9XzcgUUfCM2swbIxnpn2MnleuMHFlYKmjYbGlFY+HQ2/9C07HygbQ24aWwfCAhZZG/0Y6YucOSQe+IAiUxBbQMNwsKv+gikpGpg5YSjG4rA5Gjl6n70A9zhk7UfdlEvNILkqdZiml4O/Ab6s7T+OFKoq27CEtf53fe4N3SHPdJWntqrAgqqVUErF9q+jaBlMr8y67pE4nx1g/rtlJSSmW0Qkr41M2vxwEmUJG2OZEEp4uRh0esPQ3tQ3frLfEp+WwoeIROhou0XDet9xxamYE8Ul6zhzrkDwE58vgG8cAlYKARB0JTxcTtiXRKyr1yhXGz/Xgtru8U2S+9X1v7+jbP/M5XUStUbB5Vyo32sfo7vRf6DKW78YxNcVEtX+ltfjQGCIDwyS1KGqT8sDlZLqxmf53GzF93o4iSE38E4UYy9OQa252IWQmGmjrnVjRS/COfvsl1lkLe598EW2geDjc22Xmeusom3amotaIG1zTseMICgWRO7aLrr1h7mXCOiU6lBfAbbcyP9ghqbDlZX6aRYkgcMuGfaYYTXQwYye66H3jKnM9Xp2b0LBIyr/zQ0YHeznhh1CUtyaWcGMQJ4/4b0NThxnQry2WJL61LrYQu8tBo4j8gyCTo0nMZa6ricm6Ibp/fYWphmFCi6KXDvrFgzU9Xo9M8C39MDrYw/EPXyMmOZON93zL730XcepIOzKZwNbd4l65225n9NRpwjaUogz2XyQFL5lMq9SQG+FfNgKkT54Cb4oFECWUAajDA4j9Tj7GfRk4LfP0vXUV05GOJW39Ndv3kZKzhnNfvMtg18rp2EXvfHpK+hCcL4P/kMYcvBvWsCGexGfXEJhqwHyhj55XrmBpMqFUatj35J/gdDr44q1/9el9lWxOIjhEzfEv/Be69GuKUer1ooVQr+dVSJOpFZvDv6iXQpeGW3kPI8dncYxbiSxP87YbRi/fDFmJeian5zGtIEXgZa81e9XgYpP83hO8RvHk4TYCg9Ws2yy+3u1wMHLiFIZ1a1GG+u8xhlXSs/tawe1akQhyJwZGZ5iecyxR2KVAZQgg5pFcoh/Mxu10MfBeEwMfXGN+dJakrEJKy/bTVneeposrE4pkMoEdezIYM83QWOu/0GUsK8MxMcFErX9xr5yIdAKUWtEJVR6PB1lQMfa5CkarOlFHBJLwdDGRZanI75Ax0KoVJEYvJw8BWGdn+OKtf0UbGOTNB8v9s3bBWxhvqB1g3ZYkgkP9F7sBxi9ewjkzI6me4na7uTLYSHFULgoJz2LtbkShi0Sp8088A2/xU6WQkRwj/p7CLenb59aiWxuD5doI3b+uwXyxD4/DTdm3nyPEEMGht19iZmrlgzIpbXVDcL4M/sMa80UoQzVE359F3GP5yANVmA530PtaLYpJJeXffp7RgW6f3pdSKWdbRQb93RN+C12CXI6xbCcTtXXMj/v34ktiCnC4nVwdXllbwzljZ/R4J71vNuGRZaDQXCfxB2sJLYzyqQ29aMDu3KxtVy9Qd/oQ+Rt2kVMiHt4C3kjk+jhbytJQ+dA2uRXmy9U4LRaMFeWSrl89UC+Jng0LxCmZAk2ceG59SbMnSdzruhWCIBC0QGUP35aEbdBC7+t1DB9qp7C4nKSsQs589jYDXSun27Lzo4mKDeHUkXZcftrQ9AuHnVjPuUKuoHhReGuFFkmPx8Nc7yT97zQydS0QENAVOoh9NM9vgXORPHRrBOF2uah85xfMWibZ+8SLBASJt36CNwWnUinYvFO8XRW8KRZ1ZCShBeLec4e5i6n5aUktiR63C1vvNdHh3oto6zGTGqdD6aebZyXI1QoidqYstLrqGT/bQ/evapi7NsHex3+M02Hnizd9p+R27VvdEJy7xX94Y74IbVwo8U8WEvWA1zAMf9KKvEZg85pHaa+74DP3tVjoOnHIf6ErcncZuN2MVPmnhWdHpBGkClw2ld1hsTF64gbdv6phsm6I4JxIdPkmPJbPETz+e5QTo4LRqOS03VKsHRno5vgHrxKTnMkWEWLQIjweD8e/aPVKG2wU7yIA7zQhdUS4pFFYQ6ugZwPYuhvRxKYjU4l7f609EwRqFMRHiofxK0GmkHl1u39Qgq4klpm2MXpfq6NYX0GkIYlDB/51xYKoIFssdM1Rd6nXz/UVRJbtxFxdg93sv1i9LrZomfyDx+NhtmuC/ncaGfhtE45JGxHlKSgUH+OxNorWKrKS9MzZnPSZbrY9njv0W/quX2PHg0+JEoMWsVQY3+7V8BaDzWRiqqHRK6oloVZTPVCPfEHPSAxeJc1ZSWk4h9NF58CUX3EtMaj0WmL2ZxP33QJUYQGMnejCcnCQ3eueZXxgwKdTGJuwuiE4d4v/NMYcFtrUMsJJ+N4ajHszwOUmqCeYnRFP0FvVQHfT8tBWLpexY08GpkELzfW+C13a6ChC8nK94lt+SCdymZw1MXlcGWzA4XJiG5pm6NNWul+uYbJ2kKCMMBK/vxbjnnSCMrPB48ba5z9/KpfLSI/XLxVB56an+OLNfyEgKIS9EkNngJaGIYb6p9ixJwOFwr9uBYDNNMJkfYO3Q0FE/Q5u9thL8bpc1hnmh7skFbbAq0+dkaD3OVxaKuRaJRE7kkl6vgTd2lisNyYp9OwgT7GVs6+9zfwKHIW0rEjikw2cruzAPu87lDaWLxz4x/0f+EvyD/31uO0upuqH6H2jjsEPruG0zBNRlkLSD9aiK4whICkXa3ejaL/7TekH7ztyrfoU9ecqKdxcQU7JNn8fvQ3Hv/AWxjdul2b8TceOgyBIEtXyeDxc7r9KXmQGASr/bGO4mS+Xkoa7MTCFw+mWlC8XgzY2hLjv5BP7aB4KnQZ3i51dkU/ibrNTX1W54mdWOwTnbvCfypgvQpAJhORGkvDsGqIfyibIaCArYD3zhybped/bg3yrXkNecSyR0cGcONzmN5Q2lu/GNmxiqsk/zXq9oYCi8URuvFJN34F65rom0K2NJen5EqL2ZaLSe19kdVwmglyJTQK1PzNRz42BKWbnrHz+5j9jm5th31N/glZi6OxemNsYYQwif22cpM8s1gikbFTwFrYSdXGi9GzAS1X3uCX1l8/ZHPQOW76U13UnFIEqr1H/4ToMmxIIC4wl3bWG6z8/z9jZ7ts0XwRBYPe9WcxMz3PpjG+BNG1MDCF5uZiOHvN74GsVGnZq1xB4xUHXLy4zcrTTy2nYk+Y14sUxyBZEorRJ+bimzTjM/qnj0eGBBAeoaOuZYKCrjVMH3yQhPY/Nex+V/De50T7GjfZRNu9Kk1QY97hcjBw7jn5NEeoI34O/FzFgGWZ4ZlRy5GbtbkIZHociSNxAS5HOXi0CEnTEP1ZA/BOFhKRGkKwtIKAugI7XzjPdOnobOe3WITiWKXEt+ruBNJftPygWR04FpYZh7hyg4b1KjF2JDHbPItMoCEzRE5gahjYuhJ17s3j3lWrqLvVRsilxxeuFbVxP18tBmI4cRXdLftDj9mAfm2W2a4LZTjO6wTn2sRZLiJW08hyCssKXFa0AZAoV6vgsSXKnWYl6XG43n731C0b7u9j7xI+JiFn5OVfC1ep+xkdnefR7JZK8W4/LxUjVcXTF0jbqlM1C2/gNHsnZK+l5rN2NkgbzAnT0TeL2rDxZ6MtCEaAkbFMChvVxNH16gtmWcZQXVUxc7EdtDCQw2UBAoo64BB0ZuUbOn+hk7cZEn735xvLddPz0n5hqunbbO+KyObH2TTHXM8ns9XF2zmRgF5yQoiGuNBVNTPCKqZTFFIO1qxFVmG9xs8XJQ503ejjUUUWIIYI93/0jZBIiKvC+w1WftxCi01C6JUnSZ8w1tdjNZlJe+IGk9YvTliTly10ObH0tBBdKcyRaeyYID9XcNmryq4ImOpjoB7LRjVmofutjdCORDH/WhqCQEZCoIzDNQECCjm3l6TTVDXDlfK+o5vvd4D+1Mb8VhtRYsh7fxsGX/55kYyH5yduZvTHBdLNXskCt11AWp2PwRCcTIRq04YHINQpkKjmCUobH5cHjhPBtuzFfqsd8qQu3DWzDM9iGZ/AsnNJqYxCGTQn8draKBmsHPyvY6TffqU3MY+LUb3DNTiEP9F2Fz0oykCFvZrSrg837HiM1d63k393hcHGqsp3YBB2ZeUZJn5mou4p93EzK889JWn9lsGmBni3ekgheY65JyBYdzAs3UwcZCf5nSX4ZCHIZeft3cVp4i1OX32FT8bfQ2GWYL/VhvtiHoJRRqtMQolJS/0ETBVuTUQQqkQeqvDo5C19xaF4x6sgkTJXVeOb1zI/OYR+b9cpQeFgyAJqNAfxF8//Hw5n7SI31PRBCoY9GHhKOtbuB0JJ7/P4OGTEq+q4fwxMA9z298sBuX2heSMHtf6wQhYh07CJMlUdR6vXoS6S9i9X99aQbkjBoxb/H+cHreBw2n7LId6K1x/yVRm4rQRsewtrn9vP+z/5vgp0G1uc+yHzvLLOd3vdTHqjk0fwYAvzo4nwZ/MGY34KohFTKHv0+h3/zcxwh89zzwz/GPmrFNmDBOmAh0uokUg1jh/0NsEhGl5PM+JkBkAmoIwIJyY1EEx1EQKIOxcLMweyuLE5cvsyNiV5SDb49aG1yAROnfoO19xpB2b4FrHqbzpEs78Cuy6VoS8Wqfu9Lp7uYnrLx0ONFklh04C18KkNDJW/UywNXCQ8wkKQTT+E4p804xvoJLpDodXVPEG8MIihAvCD3ZSAIAlvvf4KZKTMnat9k35MvkvLwBqx9k8z1TjE/MktKkBr5yJx3zqoPhGZ6hzyMnepGHqhCHRGAYX2814jHBC+JpCWMxHG5/yoP+4lmFgeBz7VX4/G4faoGOuzzzLd8jBob6Ttf8Dn6bSW4XG6Of9FKZHSw5BTc/OgYE7V1xD38oOiQEoCxOTOdEz08XvCgpOt78+XCkmS0PyyOmty/TVxG4MsiMDiUe5/5CR/84n9yqu1tHnr+r5DNybD2T2EbmsY2PEPQ18Tu/4MxvwNp+evYNmPh9CdvcfLTN9n18LNoY0NYzLR98FoNpuvjPPpoASqZDLfdhdvhQlDIkClkCEo5vb95E/ukiaJ//BtkPtQL18bkIxNkXO6/6teYq6NTEVRarN2NPo15+9WLnPrkLdzBiVydE6e934rZ6XnOVl0nI9coOrdxEfPj45ira4jdfz8ypQQWp8NG43AL5albJR0WN4kg4h0yi2PiNuR9tZo/viCTyah47Ed8/PLfUvnOL3ng+39GTHoGQenev92keY5X/+4UOZkRbNqUhGvWjsflWXxYZBoFzulJrv/sX4h9eC9xD9/n816lcUW83fAxY7NmwgN9e5XapHxmGk5gH+5GHb28MOl2uTj89s+ZHe+n0VVKxNzqOn5qL/QyMT7Hd3+wTnKB2VR13DtNqGK3pPWL3V2ryZerolKQa8VJcIviWtlfs2e+iPCoeO596k/45NWf8vkb/8T+5/4CXUQM+A6wvhL8pyyAiqFgYxnrdj1AS80ZLhx5/7b/23FvFuZ5J5faxwjJM6JbE4NhfTz6tbGEFkYTkhNJ5K61WHs7mW72PacxWB1EdkSaqIqiIJOjTcjB2rUya7S7tZ5j7/2KmKQMUrY+zsSMY0XykC+cqmzH4XCx+95syZ8xHa3ybtQ90iKAuqFrONxOSuOkvc3W7kZk2iBUUUmia4fGZpmes6+KLPRloVSpufeZnxCkM/Dpaz+9baiFzhBAwZYkLjUOM61VoCuOQV8S6/1ZF0dofhRhm7LQxoQwcuyI3y6U0jhvSmoxl+wLi+xHa/fyd8S9MGSip62e7fufQmvM9Cv9cCdsVgenjraTmGogLUucmAPeeorpaBW6okI0Rmlpu+qBq8QGRxEbIn4oux3z2Aba0CaJe+XgTbGshiz0VSAuNYc9j72Aqe8Ghw68hEtE6uOrwB+MuQ+U7n6Q3NId1J76gktHP1radGERQazdmEDtpV6fAyzCNm1EERTE8JGV25QWsS62kH7LEIPTJr/rtMkFOCeGcUzdTlzqv9HKoQMvERYdz31P/4TcVO/GERvyvIgx0wxXLvaydkMC4UZxDwcWNmrlMXRFhWijpXnDl/vrCFEHkRUuHuZ6PB6sEgcNwM18+WrJQl8WAUEhPPjcX6ANCOaTV/+BsaGbPeZbytIIDFJx5GCzT2MddU8F1oFBphp9F7djgo3Eh0Rzud+/MVcEG1YcaOJ2u6l6/9d0NFxi095HvVOlkpaTh/zhzLEO5mbtlN+fIzkFN1F3FfvYmGQi2Yx9lmsjHayLk8g/6G0GlxNtsrT1Ld13Rxb6skjNK2HHg8/Q295I5bu/FJ1S9GXxB2PuA4IgsGP/U+SUbKX6+CdcOvrh0sbcVpGBWq3wuVnlajURO7czfuESjinfComL+iTV/f6988V0g7Xr5mbtbW/is9d+Soghgge+96eoNFoSokLQquW0SfS8jn3WglIpZ/se8Y6RRZhrrmAfHydq7x5J6+0uB7VDTayLLZIk8OWcGMJlGZOktQHeEDrgS5CFvgyCQg08+IO/QKlScfDXf8/YsFcdT61RsuOeTPq6zAnzUrEAACAASURBVLQ2rjyMJGzzJu+Bf/iI33uUxhXTMnadKZvF77o7B5p43G5OfvQabXXn2VDxMGu2efPuWYl6Zm1O+kbER86Zx2a5dKaLopJ4YuKlF5eHD1eiDA3FUFoiaf2VgUbcHvcqUiwNIFegiRePJu0OF539U7+zFMudyC3dzpZ7H6OzqcYrLywyi/jL4A/G3A8EmYydD32PnHXbqTnxGReOvI/H4yEwSM32inRutI/S3rwyzT+qohyP04nJDyM0PNBAij6BS/3+9TqUEfHIA3VL/eY3mmv57I1/Qhdu5KHn/2qpl1wuE0iP19PiQ1DpVtxoH6O92bTgRfrXrb4Vw4crURkMGNZJ26hNplZsznlKJXpdiweWRiJFu7XnqyEL3S1CDBHsf+4vkcnlfPTLv2Gox1scLy6NJzIqmGOfteB0LhfXkqvVXkboxct+GaHr44rweDzLGMN3QpvkHWhiG2jH5XRy9Lcv01xzhnW7HqBk5/1L6xY7Olp9DGC4FUc/bUahkLFzn/Q2OptphImaKxgrdkuqpwBc6q8jTKv3Wzu6FdauRjRxWciU4u9tZ/8UTpf7dx653YqiLXvY9sCTdDXXLWhBfT0G/Q/GXASCTMbOB58mb/1Oak99QdUHr+ByOinZnES4MYjKg9dW3KwBCfGE5OUyfOiIX6W89XHFXDd3Mzbr2wALgoA2uQBrdwOttec5dOAlIqITePD5v1qmp5GVZKBr0ILNDxPR5XRz+KMm9GEBbNgmLnG7CNvwMJN1VzFW7JbE+AS43H8VrVJDXqQ0g2DtbkQeHIbSIK6nPWdz0DNk+Vr6y1cDfUQUj/zov6EJDOLgr/+enrYGZHIZ5Q/kMDE+x6XTKxOJou6p8Kat/Ai0LZKsxPLmmsQ8EGRYOur47PV/pL3+Ihv2PELp7tu7Q2LCAwkJVInmzbs6xmhrMrGlLJ3gEHE5hUUMH6kEQSBKYj3F6rBRP9xMaVyR6NQpANfsFHZTF9pk6Yc9fD0chNWgYGMZOx56hp72Rq6c/OxruccfjLkECDIZ2/c/RWnZflqvnOXT1/4Bp91Ghchmjd63l/mREb9KeevjvUVBMe9ck5hHs9nGsfdeJiYpg/3P/Tka7XJhpewkA263h47+SZ/XunSmi7GRGfY8mCu5ZxhguPKYl5pdLq1DweV2UT3YwNrofJQStMs9HjfWnia0yeJDCQA6er1koezk3+9GBQjRh/PIC3+NPiKKz9/4Z65dPkVqZgQZuUZOH+1gamI5608bE0NoYQGmyqM+D3xBECiNK6bB1Mqc3TdzUK4JxBOeyNGzp+m/0ULZt56jZMd9y/6OgiCQnWSgxY8xd7vcHDl4jVC9dlWHvdtux3S0CsO6EtQR0jqj6oaacLidrJdaHF8YxiE5DdezMFloFQfS14W80h08/MP/naw1m7+W6//BmEuEIAiU7n6Q3d9+nsHudt7/xf+DXu8gI8fImWMdTE8tl7Q1rF+HymBg6PNDPq8bE2wkITTWrzG3z1s5XVtLp0NNWmISDzz7Z/9/e+cdX1V9///nXbm5N3vvPciABBIg7CWCIEMEXKg4WrXTWltr+6vafmurXV+tpe1XrVXrZCiCCsjeECAQQnbI3nvee5O7zu+PECRkcG4IBMJ5Ph48lHPP55x3wj3v8/m8P+/3642dff+VbD3aEwPNvNpaDRzYmU9UnDfRceIyDaD7Qa3bvQf3ScmoPa9cjg+Q21BIe1fHxayMK2GsLcFqaBf9oGaXNCGTIUrD/HqgdXLhru/+gsCIWPZtfo+9n/2H25dEIwgCO7f2n3fut2hhd0522ukBr5sSOB6L1cLp6oFlHSoKc9hX2U57p5FF9z1JbPKMAc+NCXWnsr6D1o7+BdxSDxVTV93OgmVxNr3sG44ew9zWht/iwYuXLuV4xRlc7J1FbY4DGIozkKu1qP3EbabnljSN+Kz8UvxDo3HxEJcVZCuSM7eRmKRpLHvsZ3TqO9iw7reEhTRitVjZ8UXfrAS5UonvHQtoOZOOoXJg7YwpQRPIayjqt51cdel5Nqz7H0oLcxnnZkeCiwLFIEUYTlo7ArwcB4yJ7tqag9UqcMdd4tK6eqg/dBhTaxt+dy4WPSa14gwqhYrxvuJy33vSL8VKmuaWNBHi6zxoZ6Hrjdpey5JHnmHi3KVknzrE7g2vM3maJzkZNZzP7bu/4j75wgt/28BtDKM8wnC1d+ZEPxvlgtXKqX1fsuWdP6PWOjJNo8PHfvDHumczsD9989ZmA/u/6X7Zx4yzLXe/ZtsONAHdqw0xdJmNnKnKZHJAoqjNcUEQMBSfxT5kLDL5lV8y9c0Gmtq6iB3BePn1RHLmQyAwPIb7f/w/BITHcHLPegK9z5KXUUReZt/MBZ8F85EplVRvHzhrISVwAgJCrxQ0s8nEke0b+PzNP2Axm1j++M+JT5hI1yUZCwMRE+pGbmlTn0ybovx6stKrmD43AjePK+uJ9yAIAtVfbUMbHCRKkxq628Ollp9hgm889ipxS1xD8VlUXsEona48k7JYBXJLm0YsS2Ew5HI5UxbczZ0PP01rYy0FJ/+Nu1MR2z/L6NM+TKZQ4LtoIS1n0gdsCi6XyZkcMJ4z1Zl0mr+dTddXlfLZm3/g+M7PiUpI4Z4fvoSzWomhePDsqMggV5QKWb+hlu2buycli1aI66nZQ0dhEe15+fguWih63NmabLosRtEhFnNLLebWetHx8p6fb8wN+B25FgzZmaelpbFq1SqWL1/O2rVrqawcvNPKaEPr5MLStT9h5pL70bWU4Gr3DTvWf0B7a+8UMjs3NzymTaFu714snf13Fwp09iPAyZfUijNYLRZy0g7z8ev/jzMHtxM3aRb3/+R3BIbHoAlLQDB10lk5mJxA98yrTWekqkF38Zixy8xXGzPw8HJg+m3imgr00Jadg66oGL8li0U/qHkNhTR3tjI1OEnU+VZTF51lOWjDxWW9lNe2o+80X3O9jashLHY8D/zk94SMSYCuM1javmT7hp19XrK+C29HplJR/dW2Aa81JSiJLouRM9WZGHQdHNj6IRvW/ZbWxjrmr/4Ot9/7BGoHZ+yD4zEUDe7M1SoFEQGufZx57rka8rNqmb0gWlRfz0up3rYduVqN91xxEgzQHWJxtHMgzltcauzFlZsNm59qOwVhftdGC+VGY8jO/Oc//zkvv/wyW7ZsYenSpbz88svDaddNgUwuJ3H6Ah589hUCoyagMGfzwV+e59g3m2hp+LYQyG/xIiw6PXX7DvR/HZmMST7xNORm8+Frv2LPpndQ22tY/vjPmLviEezU3fHxnoyFgapBe+iZreYUf9v1aM/XubQ0G1h6byIqG+KgANVfbUPp6IiXiB6fPRwrO41KoSLZT9xMvrMsG8FiEl8IcuFni7sBNj8Hw9HFjcUP/pA7H/oxarWV0swNfPi/L5CffvxiEYnKxQWv2bOo27sfU3v/+d9xXlF4W7Wc+Goj7//xWTKP72VsylzWPPsKMUnTL75kNeGJmBorMbfWD2pXTKg7BWXNmMzdQiGdBhM7Nmfi7edEig2bngDGlhbq9x/Ee94clI7iVnwmi4m0qgwmBSSiFBEygW5n3p3p5C/q/NySJqKD3FAMIKkx2hiSNovRaOTpp58mJqa7a8+YMWP48MMPh9WwmwknVw/ueuyHfPHBbooy95B2YBtp+7/GP2wMQZFxeAeGoY4Mo3Lrl92zMLmcToOOlvoaGmsrKMlJpyX/HNEWC11uJhY9+EPC45L6zIIV9g6o/SK6nfns+wa0J9DbCUeNiuziJuZPDqG0sJGTR0qYPDOUYBudX1d9PY3HUwm4axkKtbh8dKvVSmrFGSb42RJiuVAIEiwuvp5T0oSrkxofG2eQI0VY3AQefu5PvP3H92ltymXn+jex2/JfgqPGEhw9DufpEzHu3UPNzt0ErVyBxWymU99BY00FFYXZlBfmEFPZhFUGEUnTSZq5CA+fvpK32rBEmgB98Vmcxw+cdRQb6s6Wg4UUV7USHezGjs2ZtLd3sfqRZJudX822HQgWC/5LB9aZuZxztbkYTJ2iQyyC1YKh9BzaqEni9H26zBRVtbF63pUbTo8WhuTM7ezsWL58OdD94K5bt4758/t+cdra2mhr6x12qKnpvyJuNLBo9RzeKpdjMetImWKlKOsEqbs2d39oB6gETrzwBAqlCpPx25CLg7Mb46bcxtb2dFx8/QeVr9WEJdJy9HMsnToU9v3PguRyGbFh3elnJqOFLzecxc1Dy7xFV+6leTk9G3O2ZCjkXgixTAsSL8NrKE5HExQrqhAEup15bKi7TXHdkcbBUcOSNXfz8dupJCTKcHaoozT/HOfPnew+IcaZrJNbUZ7bhbHr2zREuUKBb1AEETPm8kHLUSZOHt+vI4cLBWaObhiKMwZ15j1FNNnFTZibDWSkVTLr9igCbMwMsnR1Ub39G9wnTUQTIG7GDHC0LA0HlYYEH3Hfya7qIqyGDtEhlvzSbsmCGyFt9XpxRWe+fft2XnnllV7HwsPDee+99zAajTz//POYzWaefPLJPmPff/991q1bN3zW3uCo7ZWsWDOBd9cdpaougAeeWU5Xp576yhLqKkoo/fxz5FoN7pOm4eDsipuXH25evri4eyOTy6nI0PJF7je0drbhYt9/nE8bMZ6WI5swlGTgGDN1QFtiQ905mV3Ll5syaGrQ89D3pohq0HwpFoOB2p278UiZLKoBRQ/HytOwU6hE9XEEMLc3Y6wrw33eQ6LOb27rpKZRz+JptoUDbgQiY7yZkBJM+olyHvnhCube/SiNNRU01VVRn5lBxYF9uCXH4xYVjcbBCSc3T/xDo1HZqbFarXzxZTZHy9KYFtx/Ba5MJkMTnoi+4BSC1TJg1oeHiwZvdy05BfUUlLbiH+TCzNttn8XW7z+Aua0N/+VLr3zyBYxmIycrzzI1KAmlyJaGhqJ0QIZWZBguu7gRmWzki4WuJ1f8TS5atIhFi/rqKet0Or73ve/h6urKv/71L1T9lO6uXbuWFStW9DpWU1PDmjVrrsLkG5vAEDdmL4hm/448ImO9SUgOJDAijsCIOHxbrRS/8y4Jj07EKbrvgzM9eCKbc3ZwrPw0d0TN6ff66oBo5GothsL0QZ15XJgH7sjITKtk+rwIwkTK215Kzc7dmDs6CFixXPQYq9XK8YozJPmNEx9iKenesLM1S+FmnXUtWBZHUX4Dn394mu8+MxNPvyA8/YKIGjeJ0wfTUZ5vIOGJZ/usOuRyOSlBE9hTeBiDqRPNAL9fTVgiHRn7MdYUo/YfeLM7JtiNhsxaXJBx1/0TbA6vCFYrVVu+xCEiHOd48dLLZ2qyMJg7B3wh9Ye+KB21X/igDVouJbukiVC/Gytt9VpzVRugISEhvP7669jZ9d8UwNnZmcDAwF5/fH2vj+70SDLjtkiCwtzZ9lkmTZdklHjPvw2Fg5bKL7b2Oy7YNYAgZz+OlJ0a8NoyuQL70HEYitIHlU91t1cSigw7ZzVz77C9RZXVZKJqy1acx8bjNEa8EFePKNSUIHFZLACGorPItc7Y+YSKu0dJEyqlnIiA6ydpOpyo7VWsejiZjrYuNn98BuGCgqFMLsf/rmV05BcMqKY4LSgZk9VMWtXAm+A9efr6K2yUuxmtOJgFUuZFilbNvJTm02cwVFYRsHyZTeGuI6WncFE7ES8yi8XSqaOrMh9NuLjiM4vFSt4NmrZ6LRmSM8/OzmbPnj2cPn2aFStWsHz5cr773e8Ot203LXK5jBUPjEehkPHpf07SaejOC1dqNfguXEDjseN01vYvezs9ZBJ5DYWDarVow8djbmvA1Nh/OqjJZGHrx+nI5HKane0GbJAxGPUHDmFsbCJw5Yorn3wJx8ouhFj8xYVYugtBMtCGJYqSvIVuZx4V5IpKaVtWzo1EQLArd6yIpzC3noO7vk019bltLio3Vyo2fd7vuGjPcNw0LhwtH7hiVOnoip1PGIbigfVc8rJqqcquowErco+hlbpXfv4Fdh7ueEwfeIV4OQZTJ2nV55galIxCbBZLSUZ3c2+Rzry4ug1Dl4W4MHGVyqOFITnzuLg48vLy+Prrr9myZQtbtmzh7bffHm7bbmpc3bWsWptMU72Ozz44jdXSnQLmt2QxMrmcys1b+h3Xs/Q8Wj7w7FwT0f2l7o4j9kawCmz5JJ3a6na8473Jr27DaBpY6Ks/BIuFys834xAWhusEcQ8QgNli5lh5Gsn+CdgrxW1kGutKsehaRIdYuiVNW0bFrCtpSjAJEwM5sCufgpzu6lC5nR0By5fRejaD9vy+9QRymZypgUmkV2ehMw7chEQTlkBneR7WfvRcGmo7+OLjM/gGOFNrJydHhILi5bRmZtGWlU3AiuWi2sL1cKoyA5PFZFOIxVCYjkytFdXcGyCnuHsiJDlziWEjLNKTxSvHUphXz64vcwBQe3jgfdtcanftoau+oc8YX0cvItxDBg21qFy8UXkEoC/s7cwFQeCbrVlkn63m9qWxJE0MxGyxUlA+sOhWfzSdONm9fF65wqblc3pNNu1GHbNCU0SP6Xkhic0vzy9rxmwRRoUzl8lk3LlyHL5+zmz6bxqVZd1O1WfhApSOjlRs+qzfcTNCJmO2mjk2yOxcE54IVjOGkt7hGr3OyPp3T6JQyrn30UnEhHuQdUk9gljK129E5eoqugFFD0fKT+GhdSPaU9zmtSAI6IvS0YSOQyZyszS7uBFPVw1ebv3rF41WJGd+jUmaEkLKrDBSDxVzdF8hAIGr7gZBoOKzzf2OmR48ieLm8kE7EGnCx9NZloXV9G1599F9hZw4VELKrDCmzom46PCybXhYhQt22fv64jltiuhxAIdKT+CkdiRRpBYLgL7wNHbeoSidxc2isoouFAuFj45Zl8pOwf3fnYyjk5qP3z5BXXUbSq0GvyWLaUo9ia60rM+YCPcQ/J18OFSaOuB1NUFxyFT2GAq/FXAz6I18+OZxWpoNrF6bjIubhvgwD8pq2mnTGUXb3JaTS2vGOQJWLBddewDQ0aXjbE0204KSRcndApgaK7G0NaAVGWIRBIHs4qYbvpjsWiA58+vA7UvjiEv0Y/dXORzaXYC9tzfe8+dRu2t3v7PzaUHJyJBxpPTkgNfURkxAMBvpLO+e8acdK2XP17nEj/dnwdJuZ+riqCbAy3FQudPLaT6VRkfBeQJW3iVasxxAbzRwqvIs04Mmiq7os3bq6CzPRRspfrM0s6iRUD9nnLT9b7rfjDg52/Pgk1NQKuV8+FYqzY06/O5cjNzevt/YuUwmY1ZoCjn156nT9f+ililVaMLGoT+fhiAIdBpMfPRWKvU1Hdz76ERCLrwM4y/8N8eGF375+o2oXJzxvUOcZnkPxyvOYLFamG5LiKVn5SbSmdc1G2hq67zlQiwgOfPrglwu4+41ExiXHMC+7Xns25FHwMoVA87O3bWuxHlHcaj0xIAZK/bBccgUKvSF6ezbnsfXm84RGevN8vsTkV3SdScuzJ3ckiZRPR8Fq5XSDz/G3s8X73niNTag+0E1Wc3MDJ0seoy+OAOsFtHO3GKxklvSdNEBjSbcPLSseXIKFrOV99Ydpb7Vgt+ihTQcOoyupLTP+TNCun/Ph0tPDHhNbUQS5rYG2sqL+eitVGqq2lj9SHKvxsxRQa4oFXIyi8Q58/a8fFrOpON/13IU9rZtnB4oOU6Asy9hbsGix+gL01F5+KNyFScbm32TyDxcCyRnfp2QK+Qsv288EyYHcWhXAbv21+A+77YBZ+ezQ6dQ01FPXkNh/9dTqVEFxvPNUSOHdhcwISWI+x6diPKyDI+4MHfa9SZRPR8bDh1BX1JK8AP32bSpBXCoNBU/R28i3UNFj9GfP43c3hG1yI2twspWOo0W4kfprMvb14mHvz8VuULOe+uO0jpmOgqthtIPPup7roMHsV6RHCxJHfCFr41MosHsyX/ezqKmso3VDyf30bC3UykYE+ImOhRX9ukGlE5O+InsAdtDdXsdeQ2FzAmdKnofplt8LQtNuLiSf+je/NTaKwn2vTXEtS5FcubXEblcxpLVCcycH0X6yXJ2tUbQZudO+YaNfc6dEpSEvVLNvuJj/V6ruqKVr0omUNjmz8zZASxZndBvCmJ8eHexUGbh4A+r1WSi7ONPcAgLxXOGbZ1QGvRNZNcVMDN0sugHVRCsGApPowlPFKVNDZfMusJH76zLx8+Z7zw9A78gV7ZsyqE6eRUNaWdpzerb3GJmSApV7bUUNvWduQuCwNksHTvb70QwG3n0R9MYM7b/Go+4MHcKK1oHbTUI0JJ+lpbTZwi4+y4UGts2Fw+UHEMmk9m0cusszUQwG9FGiHfmWcWNxIS4oxihnrAjieTMrzMyuYy5i8bw8FNTMFvglP9ijpxuofZc7zQ0e6WaKUFJHCtP66Vh3dVp5pstWfz79UPojEpmOe4lya96QCfq66HFw8WezMK+s/9Lqd29h86aWoIffACZiEYBl3K49CQCwsWlvxiMNSVYdC22xcsLG/HzcMDDZXRnKTg4qXnoqRSSpgRzrkrBsbBVHH73m4vprT1MDUpCJVdy8LKN0OKCBt79+1G+3nSOIE8Lixw34+s1cCVkfLgHFqvQb7OKHgSLheL/vIfaxxv/JeIblEB3VfCB4lTG+8bhrnEVPU5XcAqZyh77EHGNVFo7uiiraWdsxOhcuV0JyZmPEKGRnjz57CziEnwpdRnLW+/lsHV9OkX59egvZBbMDZtKp7mLYyWnOZ9bx+aPz/C/v91F6sFikqYE84Nf3kaEnxn9+UEqRmUyxoZ7klnUOOBy3NLZSfn6TTjHxeKWLN65QvcM8EDJccZ4hOPrKF6/RV94GpChFbmEtloFsosbR2W8vD+USgVLVifwyA+n4eyqJU2I5p8vf8OBb/KpqWxFEAQc7LQk+ydwtPQUtTWtnD5eyvv/PMYH/3ecthYDd64ax+r7o1FjQF8ycDVobKg7chmDxs3r9u5DX1pG6MMPIh+g4nsgMuvyaDQ0MztUfHGRIAjoC9LQhCciV4q7X0+m09hw26UrRgNDUk2UGB60DnbcvXYS8Zu2c2R7JplpctJPdHebcXaxR6VWENe0kEMnGoFG7DUqxiUFkDQlGP+g7hmONiqZ1pPbsHYZkKv7n7GOjfDgwJkKKus7CPR26vN5+fqNmJqbifnFz2xWIcxrKKSyrYbvTRInktWD/vxp1P6RorU2yuvaadebiB/FIZb+CA5z58lfLeSrn/6Z0uZADuyycGBnPmp7JXZ2CqyyIPx17rx5+BDQ/b1ZeFc8yVOCUaoUCFZLt5bP+dMDavlo7VWEBbgMGDe3GAyUfvQJTmPG4DF9ms0/w/6S4zioNEwMEFcYBt39YC3tjWgj7xU9JrOoEbWdgsgg8bP/0YTkzG8AolcsQH/gG7pay/F8+lfU1eqorW7DbLIgeOjJacvl4ZlLSZ4Q0WeDUxs1kdbjW9EXDyy81bPszCxs7OPMdaVlVG35Eu/583COtV0id3fhYTQqe6YGi5e7tejb6KrMx23mPaLH9My64m/BWZdcpWTmIwvx+J/f47nqXgxjplJd0YLZZMVktnCi6gwqbznfX7wad0+HXi9kmVyBJnw8+vOnEQRhwJd1fJgHO46XYjJbUSl7L9grPv8CU3MLsb/8hc0ve73RwImKM8wJnYqdQrzolb7gFCBDGyn+e3XufAOxIe597L9VuDV/6hsMmUJB2OOPYqmpxD77KNPmRrDigQmsXjuR+x6YSkNAIaWa/D6OHMA+MAa5vSP6grQBrx/g5Yirk7rPJqhgtVL0f2+h0GoIXWvbzBq6i0COlacxM2Sy6PJ96FbAAwGNDfHyrKJG3J3t8fW4OZpRDDduyUl4zpxO4xefEe0vY9Hd41h6byJ3r0li4mJfztmfwKQx9OtstZFJWHQtGGuKB7x+XLhHt1RCZe9qYX1ZOZWff4HnrBk2Ca71cLT8FEaLiTlh4kMsAPrzaaj9I1E6iptlt+uNlNa03bLxcpCc+Q2D6/hEPKamUPbJ+l5Vf55adxJ8Y9hXfBSLta/GikyuQBsxobs4pJ/PoSdu7kFmUUOvuHnd3n20ZecQ+sjDqJxtT+U6WJqKyWpmfvhMm8bp80+gcHBF7Rcu6nxBEMgq6o6X30zNKIabsO88hlytpvBfb/X6d5wXNh25TM6ewsP9jtNGJIFMji5/4Jz0nnTPS1/4gsVCwRv/QKHREPb4ozbbKwgCO88fJNglgAj3ENHjzB3NdFUVoI0SX1yUWdiIIMDYiFtv5daD5MxvIMKfehKlg5aC19/AajJdPL4gcjaN+mZODSB7qo2aiFXfRlfV+QGvPTbCk8bW7qYOAMaWVkre+wCn2BibC4Sg+0HdU3iYSPdQQt0CRY+zmo3oC8+gjZ4sWiWxtklPY2sn8bdgIcil2Lm6EvrIQ7RlZlG3Z+/F4+5aV5L8x7G/+BhmS9/0QoWDC/aBY9DnD1z+7+qkJsjHiXOXZD1VfrGVjoICwp/8Lnautseh8xqKKGmp4I6o2Ta9hPXnu1eZNjnzogbslHKig2/NeDlIzvyGws7VhYjvP4WuqJjyDZsuHk/2G4eX1p0dBfv7HacJHw8y+YU4Y/98Gzdv6J5xvfY3LJ2dRHzvSZtTEQHyG4sob6tmfsQMm8YZijMQjJ04jBGfxni2oNvBjBtCg43Rhs/823COi6X4P+/3klGeHz6D1q52Tlad7XecdkwKxroyTM0Dt21MjPQku6gRk9mKvqycso8/xWNqCp4zbN/0BNhxfj9alcamlFXojpcrnD2x8xY/m88sbCQm1P2mlkW+WiRnfoPhMSUF73lzqNj0+UUJVLlczoLI2WTV5VPW0lfDXKFxxD44dtAUxWAfJ5wd7MgsaqRi0+e0pJ8l/Inv4BAivrT6UnYVHkKjtLepzyeAPi8VmVqLJlSc3jlAxvl63C7MHG91ZHI5XDJE5AAAIABJREFUkT/+ISCQ+8e/YOnqrkEY7xuHp9ad3YWH+h3X8/LU5Q0cakmI8qTTaCG/qI6Cv/0dhUZD+FNPDCm01WxoJbX8NHPCptq0n2I1GzEUZ+AQmSz6vh16I8VVrbd0iAUkZ35DEvadx7BzdyfvT3/B2NRdyDEvfBoqhYpvzh/od4w2atKgMy+ZTEZ8uAeNZ85S9ukGvObMwuf224ZkX4uhlaNlacwMnSy6NRx0d1jXFZxCG5mETGRmgyAIZJxvICHS65aOl1+Kxs+X6GeeRldYRNGb/0YQBORyObeFT+dcbR6VbX2/AypXH+y8Q9HlDRxqGRvhiQyBqrffouN8IZE//N6QwisAe4oOYxGsLIycbdM4Q9FZBFMX2uhJosdkFzddiJffupufIDnzGxKlgwOxv3wOU3sH2b/7PRaDASe1IzOCJ3GwJLXfpgSOMd1ytbqc/sv/ARK8FMw8vxuVjy8RQ5xxAWwv2I/FauHOaNteBp0VuVj1bTiMEa93XlbbTkt7FwlRt/as63LcJ00k8J5V1O3ZS+2u3QDMj5iBSqHiy7zd/Y5xGJNCV0Ue5o7+9e2dtHbcac5Hm3+WkIfW4DFF/L/TpZitFnadP0Sibxx+TuIEsnrQ5R5Hbu9g08rtXGEDKqWcMcFutpo6qpCc+Q2KY2QEY37+U3QlpeT9+a8IFgsLI2fTZTGyvx+9FqWLF2r/KDoGcOZd9Q14fv42SsFC+5I1Nmtr9NBp6mRn4UEmBSba/qDmnUCmUImu+gTIuBAvT5Di5X0Ivu8eXCeMp+jNf9N4LBUXe2fmhk7lYEkqzYbWPudrx0wGBPQDZLXUHzrC2JJUspwj8Fy2bMh2naxMp7mzdcCm5AMhmE3o80+gjZ4keuUG3ftAY0LcsFPduvFykJz5DY37xGQivvcEzWlnKHhjHaFOfozxCGd7wb5+0xQdYqdirCnsE2rpqq8n89cvgl7HtsjFnG4Zeq3Y3uKj6Ix6lo2xrcOMIAjo81LRhCUMWKnaHxnn6/Fx1+Lr4WCrqaMemULBmJ/9FMeIcHL/9Bfq9h9gyZjbsAgWthfs63O+nXcISlefflMU6/btp+D1N5CFRrDNa8qgOi2DIQgCW3J24uPoxQRfcZoqPRiKM7B26XGMEb/h2q43UljZSsItHi+HYXDm2dnZjB0rfkkkYRu+C24n+MEHqN9/kMz/9xLL/KZSp2vkUD861g4XKkB1uccvHtOXV5D565cwtbcT/9sX8R8fz9mCelH65pdjsVr4On8vYzwjiPYUlyPeg7G2GHNr/YXZodj7CZwrbJRm5YOgdHQg/rcv4jI2noLX/45w+AwpgRPYef4gBlNnr3NlMhkOY1IwlJzD2tUdquvRsC94/e84x8Yw9oVfIiiUZJwfXJhtINJrsihqLmNF7ELkNmZJdeQeQ67WogkXX/afUdCAIMD4aNtWiaORq3LmBoOB3/3ud5guyYmWGH6CVq9kzHM/Q1daivDnd5moc+Xz7O19ZucqV2/UfhHoco5hNZsp37CJ9J88i1mnI/43L+IUHUVilBetHd3VcrZyvOI09bpGlsXYNisH0OWmgkyOQ5T4ja2iyhZ0BhMJUeIFvG5FFBoNcS/8CreJSRT931vM2lmOormDPUV9i4gcxqSAxYy+II2uhkby/vRXKjZ+hvf824h76dc4e7oRHeRKRkG9zXYIgsCmrG14at2ZFWJbvF2w9IRYJtsUYjmTX4fWXnlL55f3cFXO/NVXX2Xt2rXDZYvEIHhOn0rCn15BobZn+pZ8ZmzO58hXnyBYejt0dfAEmjPOc/aZZyn76BPcUyYzYd3fcIqOAmB8dLdjTM+37WG1Cla25uzC38mHZP9xNo0VBIGOrENoQuJFC2vBt/HyRGlmfkXkdnbEPP8cIQ8/iCn7PGu/bqb8kw20FRcjWL+VzlUHRiMoXSl+90PSnvw+TSdOErL2ISJ/+D3kqm4nmhDlRX55C/pO2yZp52pzKWgs5q7YBShFNl/uwVB8DmunDodY25QVz+TXMy7CE0U/Wv63GkMOnu7Zs4fOzk7uuOOOAc9pa2ujra33DLCmZuCiBYnBcQgJJvG1v1Czaxf6jZ+geGczqZ/uxM7NFZWzM5bOTnRF3fobKudmYn71CzxSeoc1PF01BHo7kp5fz4o5kaLvfbz8NMUt5Xx/8sOim/H20FVVgLmlFrcZq2wad7agniAfJ9ycbWtPdqsiVyoJXLkCr1kzOfPPN0g4ncW5Mz9D6eSEY0Q4pvYOuupqMbd3gAy8b5tL0L33YO/dO0SREOnJht35ZBc3MTHWZ4C79eWz7O24a1yZG2Z7kVFHzjFkai3asETRY6obddQ16bl7doTN9xuNXNGZb9++nVdeeaXXsfDwcDo6OnjvvfcGHfv++++zbt26qzJQojdKrYbA5csoT/Tny43/YLEQjqugwdTWhkKrJfjBBzCVH8DOVdPHkfcwPtqLnallmMwWURVzZouZTzK2EOwSYPPyGaAj8yAyhcqmlEST2UpWcRMLJg+tqOlWRu3lScqLv+XPX7yC9XwZy1WxdJWWo3JxwSkqAqWjHcaCr/CZFtnHkQMXKinlnC2oF+3Ms+sKyKkv4JEJq1HZECYBECxm9PkncIiaiEwpfmzP6nL8GCleDiKc+aJFi1i0aFGvYxs3buTNN99kzZo1F48tX76cjz76CEdHx4vH1q5dy4oVK3qNramp6TVOYmikhCSxaVw4m6wW/nLHMygvab3WclRG076PMDXXoHLr2ypsfJQXXx0uJqekiYTIK8ejdxUeolbXwK9m/dDmTS3BYqYj+wjaqInI7cVnpOSWNmE0WaT88iEik8lYNXsNzxtfJTg2hAcSnr74mSAIVLx9lvbMQzgn911Zq1UK4sM8SMut43ERGYpWwconGV/gYu/M/HDb5B0ADMVnsXZ24BBr24w+Pb8ebzcN/p5SphMMMWa+evVqdu/ezZYtW9iyZQsAW7Zs6eXIAZydnQkMDOz1x9e3/z6EErYhl8l5IOEuqtpr2Za/p9dnjmNnATLaz/VfLTou0hO5XCYqbq43GdiUvY2x3mNI9I2z2U5DcQZWfRuOY21TVkzLqUUhl5EobX4OmXD3EGaETObr/L006JsuHpfJZDjGz6KrIhdTS12/Y5NjvSmvbaeuuW+B2uUcLEklr7GIB8Ytx05kV6BLac/Yh1zrjDZivOgxFouVjIJ6xkd7S5XBF5B2DW5ikv3HMdE/gY1Z23o9rEpnTzRhCXRk7EMQrH3Gae1VjAl2E+XMt+bupL2rgwcTVwzpoenIOoTc3qFbhtUG0nLriAvzQGtv25Jdojf3j1sGgsCn57b2Ou44tnsG3ZHVv5ZLckx3eOV0bv/OvgedUc+HZz8n2iOc2WFTbLbPYmhHl38Sx/iZNmWxFFS0oOs0X9zQlxgmZ56Xlzccl5EYAo8k3YMgWHn/zKZex50S52JuraeztG9Xd+iOm5+vaKFDbxzw2pVtNXyZt4fpwRMJt0GPugersRNd3gkcYqbaFAttaDFQUt1GcowUC71avBw8WBQ9j0MlJyho/LY5hcrFG/ugWDoyD/bbGzbQ2xEvNw1pubV9PruU9Zlf0m7U8XjyfTZvjAN0ZB0GixmnBNtkmNPz65HJkFZulyDNzG9yvB08WBm3mNSKM5ypzrx4XBs9GblaS3tG30pA6HbmggDpA+QTm60W1h1/D3uFHQ+Pty0LpQd9/kkEU+eFsI940i7MBm3JpJAYmLtj78Bd68q64+/ReUkhkWP8TEwNFRhrS/qMkclkJMf4cLagHpO57+oOoKS5nG/OH+D2iJmEuQUNybb2s/uw8wlD7Rtm07j0/HoiAlxwdrA9rDNakZz5KGDpmPkEOPnyTtqn6I0GAOQqNQ5xM7oLiLr6xj3HBLvhqFFxMrv/mdfn2dsobC7luxMfwE0jPjf8Utoz9qJ09sQ+ONamcWm5tXi62BPsK0neDgdaOw0/SnmEmo563kv/dgXnEDsNFEraz+7td1xyjDeGLgs5JX0bPRvNRv514gMc7Ry4b9zQdFyMdaUYawpxSrRtVt5hMJFb0iRVfV6G5MxHAUqFkicnPUijvpk3jv8H64UiEafEuQhmIx3ZR/uMUSjkTIz14VROLZbLSvvzG4r4PHsHs0JTmBJkW6y7B2NjJYbiDJwm3C66oxB0pySm59eTHOsjbWwNI3He0SyPXcDeoiOcqEgHQKF1wjF2Gu3n9mM1dvYZkxDpiVIhIy2nd9xcEATeSvv4Yt2Bo93QsknaM/aBXIljvG2b46dzu7+zk+OkZIpLkZz5KCHGK4JHk+7ldHUmn2Z2b3ap/aNQeQTQntH/zGtynC9tOiN5pd9unrZ1trMu9T3cNa48NuHeIdvTlvYNyJU4jbdNJje3pAlDl/niBpzE8HFP/BLC3IJ48+SHFzfMnZMXInTp6cg82Od8rb2KuDCPPnHzb84f4GBJKveMXWJzNXAPgsVMR+ZBtFHJKLS29Z89kVWLi6Md0SG3tuTt5UjOfBSxIHIW8yNm8kXONxwtO4VMJsMpcR5dFXkY68v7nJ8U441CLuNEVndVbntXB7/b/zcaDS38eMqjaO2GJpNrNXbSkbEPh5gUlI62PXCncmpRKmQkSvnlw45SoeTpKY9htlr47b7XadA3oQ4Yg51PGG1pO/rdCE2O8aa0pp365u7wXU59Ae+f2chE/wTujlvU53yx6AtOYdG12rzxabZYOZVby8RYHxRyaeV2KZIzH2U8NuEeYjwj+MeJ/3K49AROCXORKe1oPfFVn3MdNCriwz04kV1LR5eO3+3/G1XttfxixveI8RJf6n85HVmHsXbpcZlo+8OellsrpSReQ/ydffl/s39EW1c7v937Go36ZpyTF2KsK6Wrsm9W2sUUxbw6TlWe5ZWD/8Db0ZMfpjwypOyVHlpSv0Tp4o020rYwXk5xEzqDiZR4KcRyOZIzH2UoFUp+NuMpIt1DeeP4u3yYvwvN2Nl0nDvQb4eZyfG+VLRW8+Ke16hoq+HnM54iwde2DctLEQSBtrQd2HkHow6MsWlsfbOB0pp2KYvlGhPtGc4Ls5+mw6jjpX3/S2NgODK1tjs0dhnBvk54uNrzdcFO/nz4TQKcfHlpzjNDXrUBdFbm01WRi0vKEmRy2xpKpGbVoFTIpc3PfpCc+SjEWe3IC3OeZlHUXL7O38M/lE3kqOU0ndrW67z2rg7KFMdQjztCbUcDP5v+JOP9bGsocDldlfkYa4txTrrD5g3ME1nVgJSSeD2I9AjlhTlP02nu4vm9f+XziBDKC45j0X3bochqtZJRm4N2zBlq7E4zOWACv533U9y1Vyc323p8K3J7B5wS59k0ThAETmTVkBjliUY99AYroxXpNzJKUcoVPJp0D+Fuwbyfvon3/F1YX32QCUd0GK1mGvXNVHXUYbQYsW8PJ9CaRJL/1TcZaT35NTI7DY7jbMstBziSUU2QjxNBPlJK4vUg3D2Evy3+DV/k7GR7/h5OBboQ+M3vcfcMxkGlJbu+gCZDC/YKDabiaCZFLxpSuf6lmJpr0OWl4jp1OXIbZ/cVdR1UN+pYMUdSSewPaWY+ypkdNoW3lr3KMzFLiOnoIrs6mzpdI64aF+aETuHPC/4f83wXkVvYYbN+9eUY68vQZR/FOXmhzQ9qc3snWUUNTE/wvyobJGzD0c6BBxNX8Lc7/4cZMmfs25pp0beS11BIqGsgP532Xd5a/iqOHbEcO1d91fdrPfE1yOQ4T1xs89jUCxv1k6SUxH6RZua3AEqFkikJiwlOO4i1Xk/gyl/1yv2eHG/P5/vPk5ZTx8wJAUO+T/PBDcjs7HGdcpfNY4+fq8YqwPREyZmPBJ5ad74z5/tU/vtZXMNuw/2O+3p9njLWlwOnK+gyWVAPsXGyxdBO+9m9OI6dgdLJ3ebxJ7JqiAh0wdN16PH60Yw0M79FkMlkuExZhqmpCl3WkV6fxYS64+ak5tDZyiFfv6umGF3uMVwm34lCa3uY5EhGFQFeDoRIVZ8jhtonFIeYqbSe+AqLvr3XZ9MT/Ok0Wq4ovDUYralfIZg6cZm81OaxzW2d5JY2SYVCgyA581sIh9ip2PmG07j3A6ymrovHFXIZM8cHcCqnFp1haKGW5oOfIrd3wCXF9tLu1o4uzhU2Mj0xQKr6HGHcZt2DYOykNXVLr+PjIj1x1Kg4eq5qSNc1tdbRmroVh/gZqH1CbR5/ML0SQYCZ44e+chztSM78FkImk+Nx+6NY2htpPdb7YZ01IQCT2TqkuGhnZQH6glO4pCxDYUMDih6OZ9ZgtQpSvPwGwM4rGIf46bSe3NYrs0WpkJMy1peTWTUDCm8NRtOeDwDwmPfQkOw6cLqCiEAXaXN8ECRnfouhCY7DIXYaLcc2Y277VkApOtgNXw8tB85U2HQ9QbDStO8D5BonXCbdOSSbjpytxM/DgTB/28q6Ja4NbjPvQTCbaDr4aa/j0xP80XWaOTuA0uZAGMqy0eUcxWXqXSidba/srarvoKC8hdkTAm0eeyshOfNbEPfbHgJBoGnfhxePyWQyZk0IJKOgnub2vqJLA9F2agedpVm4z12DXG37xlSbzsjZ8w1MT/SXQiw3CHYeAbhMWkz76Z3oi85ePD4+2gutvZIjZ8WHWgTBSuOud1E4eeA61faNceielctk3atHiYGRnPktiMrFG5cpy+jIPIih5NzF47MmBGAVEP2wGhsradr7AZqICTiNnz8kW46dq8JqFZiW4Dek8RLXBrc5D6DyDKT+q3VYOnUAqJQKpoz140hGFZ1dZlHXaUvbibGmCPd5DyJXqW22QxAE9p+uYFyEJx4uUhbLYEjO/BbFddoKVB4B1G7+X0yt3RkKIb7OhPo5c+D0lUMtgtVC/da/I1PZ4XXnD4Y8q96ZWkqQjxORgVdXVSgxvMhVaryX/ghLRwuNO9+5eHxBSgiGLjOHRbzwOytyadz1Lprw8TbL3PZwvqKFqgYds5OkEMuVkJz5LYrcToPP6ufBYqZ2458uZrfMmhBAbmkztU2DN/JtOfwZXVUFeN7xBEqnoUmRFle1kl/WwsIpIVKI5QZE7R+J64xVdJw7QEd2dzprXJg7AV6O7EwtHXSsua2R2k1/Runiifddzwz533f/6QqUCjnTpM3xKyI581sYOw9/vO/6CcbaEuq/+geCIDDrwibT3lN9JXN7aDm6meZD63EcOwvHuOlDvv/O46UoFXLmJg+t5ZjEtcdt+krU/lHUbXmDjpxjyGQyFqQEk1PSRHlte79jrGYjtZv+hNXUie/qX6DQOA7p3harwKEzlUyK88FRI6loXokhO/O6ujqeeOIJ7rrrLu677z4qKmzLgpC4MdBGJuM+9wF02Ueo2/I6nlqBpDHe7DhWjNnSOwVNEAQa935A074PcYifgdeSHwz5vp1GM/tOVzA9wV/q43gDI1Mo8b3/BdT+kdRt/l/a0vcwd2IQCrmMXSfK+pxvbq2n5pOX6ao+j/eyp7HzCh7yvU9kVdPc3sXcZCnEIoYhO/PnnnuOuXPn8sUXX7B8+XL+8pe/DKddEtcRl6krcJt9P7rso1S+/VPuijHT1NbF0Yxv46LGujLqtrxO67EvcE5aiPfyp5Ephq4GcTSjCp3BxMIpIcPxI0hcQxT2Dvjd/wKasHE0fP1PrKnrmTNGw75T5b1yzjuyDlHx9k/pqinEa9mPcBgz+aruu/VQEd5uGibHS5vjYhjS09jU1ERubi7vvvsuACtXrmTq1Kl9zmtra6Otra3XsZqamqHcUuIaIpPJcJuxCk1YIvVb/4bLob/xK3cP2nYep6llLIaSc3RVFYBcieuM1bjNuveqY9zfHC/F39OBsREew/RTSFxL5Hb2+K7+JfXb/4/W1C9ZCkTiR85nJXgr2jA1VmJqqEAdOAbvZT9G5XZ1ZfdFla1kFjby2NJ4qaOQSIbkzMvLy/H39+fVV1/l1KlTeHl58cILL/Q57/3332fdunVXbaTE9cE+IIqAx/9My/GttGeeRdlQSfPRAuw8A3Cf/whO42bb3K+xP8pr28kubuKRO+Okjc+bCJlShffSH+E2617azuwh8PB2tOf3YPLwReURgPOE23GeuMjmhhP9sfVQIfZ2Cm5PkVZuYpEJ/TX+u4Tt27fzyiuv9DoWEhLCyZMn+de//sXcuXPZuHEjW7du5YMPPuh13kAz8zVr1rBnzx4CA6VY2I2KzmDikf/5hunjfHj6/onD6nTXbUxnz8ky/vPCAtyc7IftuhLXlw27cvloRw5/+ckcooKGr7lyc3snj/1uFwunhPDU3QnDdt3RzhVn5osWLWLRot69HMvKylixYgVz53Y3Y12yZAkvv/xyn7HOzs44O0sl2jcjDhoV8yYGsTO1jEeWGnF1sr3goz9qm/TsPlHGwikhkiO/yVkyM4LNB4r4dGc+LzyeMmzX3XGsFLPFypIZYcN2zVuBIW2ABgcH4+vry4EDBwDYt28f8fFX125M4sZjyYxwzBYrXx0pGrZrrt+Vh0wmY/Vt0cN2TYmRQWuvYvnsCE5k13C+om9/2aFgMlvYdrSYibE+BHpLolq2MORslr///e/8+9//ZsmSJfz3v//lD3/4w3DaJXEDEOTjxPQEf744UEhjq+Gqr1fdoGPPqXLumBoiNRgYJSydEY6DRsX6XXnDcr0vDxXT0t7FXbOk1nC2MuTcsvDw8D4xconRxyNL4kjNquG/23J45v6kq7rW+t15KOUyVs2LGibrJEYaB42K5TPD+XhnHsVVrYT5uwz5Ws1tnXy6K4+JsT4kRnsNo5W3BlIFqMSg+Ho4sGxmOHtPlXO+fOhL6ar6DvadKmfRtDBJMGmUsXRWBFp7JR/tyL2q63ywPQeT2cJ3ll99Y/FbEcmZS1yRe+ZH4+Jox7+3ZnKF5Kd+sVoF/u/zDJRKBSvnRl4DCyVGEkeNilXzokjNquGgjXr4PRSUN7P7ZBlLZ0YQ4DW08v9bHcmZS1wRB42KNQtjyCpq5EiG7W3Dthws5Ex+Pd9ZPhY3ZymDZTRy95xIxgS78c/PMqhvtm1/RRAE3tp8DhdHNffdLm2MDxXJmUuIYkFKCOEBLvx9Qzql1W1XHnCBgvJm/rstm6nj/LhDKt0ftSgUcn66JgmLxcrrn57GahW/glu/O5/c0mbWLo5Fay8Jag0VyZlLiEKhkPPrR1Owt1Pw23eO09R25W5E+k4Tf/4wDVdHNT+6Z7xU7TnK8fd05Lt3jSPjfANbDhaKGvPN8RI+2pHLvIlB3DZp6KJcEpIzl7ABLzcNLzw+hXadkd+9c3zQbjPN7Z28/J8T1DbqeHZNMk5aSRnxVuD2ycFMGevLu19lsXFP/qB7LMczq/nnprMkxXhLL/thQHLmEjYRGejKzx+aSFFlK7/4x2HO5NX1eWAzztfz9F/3k1fWzNP3JTE2wvYmvhI3JzKZjGcfSGZGYgD/3ZbDHz84heGyl76hy8zn+87z5w9OERHoyvMPT0KpkFzR1XJFbZbhpqKigttuu03SZrnJOZpRxb+3ZlLfbCAh0pOJsT40tnZS26TjRFYN/l6OPP/wJEL8JDmHWxFBENi8/zzvf52Np6uGmFB3gn2cMJmtbDtaTLvexPgoL372YDIujsMjFXGrIzlziSFjMlvYfqyEDbvzae0worZT4OmiISHSk0eXxqNRD13vXGJ0kJ5fx5aDRZTVtlN3oRXh5DhfVs+PIibEfYStG11IT5vEkFEpFSybGcGiqaF0Gi04alRS3FOiF+OjvRkf7Q10h1cMXWbcpfTUa4LkzCWuGpVSgUp59RrWEqMbjVoprdauIdKug4SEhMQoQHLmEhISEqMAyZlLSEhIjAIkZy4hISExCpCcuYSEhMQoQHLmEhISEqOA654nZLFYAKipqbnet5aQkJC46fH19UWp7Ou6r7szr6+vB2DNmjXX+9YSEhISNz0DVc9f93L+zs5OMjMz8fLyQqGwvdCkpqaGNWvW8NFHH+Hr63sNLBw+biZb4eayV7L12nEz2Xsz2QrDY+8NMzO3t7dn4sSJV30dX1/fm0bb5WayFW4ueyVbrx03k703k61wbeyVNkAlJCQkRgGSM5eQkJAYBUjOXEJCQmIUoPjNb37zm5E2wlbUajUpKSmo1Te+qP3NZCvcXPZKtl47biZ7byZb4drZe92zWSQkJCQkhh8pzCIhISExCpCcuYSEhMQo4KZy5l9++SWLFy9mwYIFfPTRRyNtzqCsW7eOO++8kzvvvJM//elPI22OaP74xz/y/PPPj7QZg7J3717uvvtuFi1axMsvvzzS5lyRLVu2XPwu/PGPfxxpc/qlo6ODJUuWUFFRAcDRo0dZunQpCxYs4LXXXhth63pzua3r169nyZIlLF26lF/+8pcYjcYRtrA3l9vbw4cffshDDz00fDcSbhJqamqEuXPnCs3NzYJOpxOWLl0qFBQUjLRZ/XLkyBHh3nvvFbq6ugSj0Sg8/PDDws6dO0farCty9OhRISUlRfjFL34x0qYMSFlZmTBjxgyhurpaMBqNwv333y/s379/pM0aEL1eL0yaNElobGwUTCaTsGrVKuHIkSMjbVYv0tPThSVLlgjx8fFCeXm5YDAYhNmzZwtlZWWCyWQSHnvssRvmd3y5rUVFRcLtt98utLe3C1arVXjuueeEd999d6TNvMjl9vZQUFAgzJw5U3jwwQeH7V43zcz86NGjTJkyBVdXV7RaLQsXLmTHjh0jbVa/eHl58fzzz2NnZ4dKpSIiIoKqqqqRNmtQWlpaeO2113jqqadG2pRB2bVrF4sXL8bX1xeVSsVrr71GYmLiSJs1IBaLBavVisFgwGw2Yzabb7isiw0bNvDSSy/h7d3deDkjI4OQkBCCgoJQKpUsXbr0hnnWLrfVzs6Ol156CUdHR2QyGdHR0TfUs3a5vQBGo5EXX3yRH//4x8N6r5umu2pdXR1eXl4X/+4/AgODAAADUElEQVTt7U1GRsYIWjQwUVFRF/+/pKSE7du388knn4ygRVfmxRdf5JlnnqG6unqkTRmU0tJSVCoVTz31FNXV1cyZM4ef/OQnI23WgDg6OvL000+zaNEiNBoNkyZNIikpaaTN6sXvf//7Xn/v71mrra293mb1y+W2BgQEEBAQAEBTUxMfffQRr7zyykiY1i+X2wvw17/+lZUrV9665fxWqxWZTHbx74Ig9Pr7jUhBQQGPPfYYzz33HKGhoSNtzoBs3LgRPz8/pk6dOtKmXBGLxcKxY8f4wx/+wPr168nIyGDz5s0jbdaA5Obm8tlnn7Fv3z4OHTqEXC7nnXfeGWmzBuVmfNZqa2tZu3YtK1euJCUlZaTNGZAjR45QXV3NypUrh/3aN40z9/X1vSifC91SupcuXW400tLSeOSRR3j22WdZsWLFSJszKNu2bePIkSMsX76cN954g7179/KHP/xhpM3qF09PT6ZOnYq7uzv29vbMnz//hl2hARw+fJipU6fi4eGBnZ0dd999NydOnBhpswblZnvWCgsLue+++1ixYgU/+MEPRtqcQfnqq68oKChg+fLl/PrXvyYzM3P4VpbDFn2/xvRsgDY2Ngp6vV5YtmyZcPbs2ZE2q1+qqqqElJQU4ejRoyNtis189tlnN/QGaHp6urBw4UKhtbVVMJvNwpNPPils2LBhpM0akEOHDgnLli0TdDqdYLVahRdeeEF44403Rtqsfpk7d65QXl4udHZ2CrNmzRJKSkoEs9ksPP7448K2bdtG2rxe9Nja3t4uzJ49W9i8efNImzQoPfZeyvHjx4d1A/SmiZn7+PjwzDPP8PDDD2MymVi1ahUJCQkjbVa/vPPOO3R1dfHqq69ePHbfffdx//33j6BVo4PExES+853v8MADD2AymZg+ffo1WbIOFzNmzCA7O5u7774blUrFuHHjeOKJJ0barEFRq9W8+uqr/OhHP6Krq4vZs2dzxx13jLRZ/bJp0yYaGhp49913effddwGYN28eTz/99Ahbdv2RyvklJCQkRgE3TcxcQkJCQmJgJGcuISEhMQqQnLmEhITEKEBy5hISEhKjAMmZS0hISIwCJGcuISEhMQqQnLmEhITEKEBy5hISEhKjgP8PVGWP9FA8xpEAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# This gives the default\n", "f()\n", "sns.despine(top=True, right=True, bottom=False, left=False, offset=0, trim=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f()\n", "sns.despine()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# offset moves the axis away and trim shortens the axis\n", "f()\n", "sns.despine(offset=10, trim=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(6, 6))\n", "gs = fig.add_gridspec(2, 2)\n", "\n", "with sns.axes_style(\"darkgrid\"):\n", " ax = fig.add_subplot(gs[0,0])\n", " f()\n", " \n", "with sns.axes_style(\"white\"):\n", " ax = fig.add_subplot(gs[0, 1])\n", " f()\n", "\n", "with sns.axes_style(\"ticks\"):\n", " ax = fig.add_subplot(gs[1, 0])\n", " f()\n", "\n", "with sns.axes_style(\"whitegrid\"):\n", " ax = fig.add_subplot(gs[1, 1])\n", " f()\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'axes.facecolor': 'white',\n", " 'axes.edgecolor': '.15',\n", " 'axes.grid': False,\n", " 'axes.axisbelow': True,\n", " 'axes.labelcolor': '.15',\n", " 'figure.facecolor': 'white',\n", " 'grid.color': '.8',\n", " 'grid.linestyle': '-',\n", " 'text.color': '.15',\n", " 'xtick.color': '.15',\n", " 'ytick.color': '.15',\n", " 'xtick.direction': 'out',\n", " 'ytick.direction': 'out',\n", " 'lines.solid_capstyle': 'round',\n", " 'patch.edgecolor': 'w',\n", " 'image.cmap': 'rocket',\n", " 'font.family': ['sans-serif'],\n", " 'font.sans-serif': ['Arial',\n", " 'DejaVu Sans',\n", " 'Liberation Sans',\n", " 'Bitstream Vera Sans',\n", " 'sans-serif'],\n", " 'patch.force_edgecolor': True,\n", " 'xtick.bottom': True,\n", " 'xtick.top': False,\n", " 'ytick.left': True,\n", " 'ytick.right': False,\n", " 'axes.spines.left': True,\n", " 'axes.spines.bottom': True,\n", " 'axes.spines.right': True,\n", " 'axes.spines.top': True}" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sns.axes_style()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'font.size': 12.0,\n", " 'axes.labelsize': 12.0,\n", " 'axes.titlesize': 12.0,\n", " 'xtick.labelsize': 11.0,\n", " 'ytick.labelsize': 11.0,\n", " 'legend.fontsize': 11.0,\n", " 'axes.linewidth': 1.25,\n", " 'grid.linewidth': 1.0,\n", " 'lines.linewidth': 1.5,\n", " 'lines.markersize': 6.0,\n", " 'patch.linewidth': 1.0,\n", " 'xtick.major.width': 1.25,\n", " 'ytick.major.width': 1.25,\n", " 'xtick.minor.width': 1.0,\n", " 'ytick.minor.width': 1.0,\n", " 'xtick.major.size': 6.0,\n", " 'ytick.major.size': 6.0,\n", " 'xtick.minor.size': 4.0,\n", " 'ytick.minor.size': 4.0}" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sns.plotting_context()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scaling plot elements\n", "Four preset contexts:\n", "- paper\n", "- notebook (default)\n", "- talk\n", "- poster" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sns.set()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context('paper')\n", "f()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context('notebook')\n", "f()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context('talk')\n", "f()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context('poster')\n", "f()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## (Tutorial) Choosing color palettes" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "sns.set()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(0.2980392156862745, 0.4470588235294118, 0.6901960784313725),\n", " (0.8666666666666667, 0.5176470588235295, 0.3215686274509804),\n", " (0.3333333333333333, 0.6588235294117647, 0.40784313725490196),\n", " (0.7686274509803922, 0.3058823529411765, 0.3215686274509804),\n", " (0.5058823529411764, 0.4470588235294118, 0.7019607843137254),\n", " (0.5764705882352941, 0.47058823529411764, 0.3764705882352941),\n", " (0.8549019607843137, 0.5450980392156862, 0.7647058823529411),\n", " (0.5490196078431373, 0.5490196078431373, 0.5490196078431373),\n", " (0.8, 0.7254901960784313, 0.4549019607843137),\n", " (0.39215686274509803, 0.7098039215686275, 0.803921568627451)]" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sns.color_palette()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "current_pallete = sns.color_palette()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Function to plot current color pallete\n", "sns.palplot(current_pallete)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Qualitative color palettes\n", "These are best when you have to distinguish discrete chunks of data that do not have an inherent orderoing." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are six variations of the default theme:\n", "- deep\n", "- muted\n", "- pastel\n", "- bright\n", "- dark\n", "- colorblind" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.palplot(sns.color_palette('deep'))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.palplot(sns.color_palette('muted'))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.palplot(sns.color_palette('pastel'))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.palplot(sns.color_palette('bright'))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.palplot(sns.color_palette('dark'))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.palplot(sns.color_palette('colorblind'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using circular color systems\n", "When you have an arbitrary number of categories to distinguish without emphasizing any one, the easiest approach is to draw evenly-spaced colors in a circular color space (one where the hue changes while keeping the brightness and saturation constant)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.palplot(sns.color_palette(\"hls\", 8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sequential color palettes\n", "This kind of color mapping is appropriate when data range from relatively low or uninteresting values to relatively high or interesting values. `jet` is preferred here. Also, this can introduce misleading info because the brightest colors are used for intermediate data values. This can emphasize uninteresting (and arbitrary) values while deemphasizing the extremes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## (Tutorial) Building structured multi-plot grids" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To use these features, the data should be in pandas dataframe and in tidy format (each column is a variable and each row is an observation)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sns.set(style='ticks')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conditional small multiples\n", "`FacetGrid` class is useful when you want to visualize the distribution of a variable or the relationship between multiple variables separately within subsets of your dataset. It can be drawn up to three dimensions: `row`, `col`, `hue`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "tips = sns.load_dataset('tips')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
\n", "
" ], "text/plain": [ " total_bill tip sex smoker day time size\n", "0 16.99 1.01 Female No Sun Dinner 2\n", "1 10.34 1.66 Male No Sun Dinner 3\n", "2 21.01 3.50 Male No Sun Dinner 3\n", "3 23.68 3.31 Male No Sun Dinner 2\n", "4 24.59 3.61 Female No Sun Dinner 4" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tips.head()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# This initializes the grid\n", "g = sns.FacetGrid(tips, col='time')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(tips, row='time')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(tips, hue='time')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(tips, col='time')\n", "g.map(plt.hist, 'tip')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(tips, col='sex', hue='smoker')\n", "g.map(plt.scatter, \"total_bill\", \"tip\", alpha=.7)\n", "g.add_legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So in FaceGrid we pass in the variables we want to get info on. So in this case we selected 'sex', it means it will look up the unique values in the dataframe and plot a figure for every unique value. Also, you can pass 'hue' which would specify the variable you want to plot inside the figure. In the map function you pass in standard variables that the plotting function would take." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(tips, row='smoker', col='time', margin_titles=True)\n", "g.map(sns.regplot, 'size', 'total_bill', color='.3', fit_reg=False, x_jitter=.1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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B1+sNu+b1epGbm5ugiJID31exHD9+HL/4xS9w5MgR9OrVC6+++ioqKiqitmNCQ0SkEVarFX6/Hx6PB4qiwOPxwO/3w2q1Jjo0ofF9FYvRaAQAHD58GHfddReCwSAkSYrajouCiYg0IrRA1WazoaqqCrm5udyN0wb4voqlZ8+eWLJkCQ4ePIiysjI888wzGDx4cNR2kqIoSjvE12pnz57F2LFj8eGHH6JXr16JDoeIEoR9AVFyu3r1Kt544w0MGjQIo0ePxpkzZ9C7d++o7ThCQ0SkIdfXSxkyZAg+//xz1k+hlPHll19i+PDhAIAjR44AAC5cuIARI0ZEbMeEJsFY7ImIQq6vl3L+/Hn87W9/g8lkgslkYv0USgnPPvus+nVDQwPOnTuHwYMH47e//W3EdkxoEojFnoioscb1UgCotTfq6upgNpthNBrh8Xhgs9nYR1DSevfdd8MeHz9+XP3bGAl3OSUQiz0RUWPX10vx+XzQ6/Xw+XzqNdZPoVQzYMAAnDx5MurzOEKTQA6HA1lZWWHX2FkRpS6LxYLz58+jrq4OPp8PwWAQwWAwLMlh/RRKdo2nnACgoqICGRkZUdsxoUkgi8WC6upqdXgZYGdFlMqGDBmCv/3tbwAAvV6vJjR6vR6KosDr9bJ+CiU9s9msfu33+1FTU4O5c+dGbceEJoGsVitKS0vh8XhgMBjYWRGluM8//xwmk0kdoTEYDGoyU1NTw/oplBLmz58f9jgQCGDOnDkYM2ZMxHZMaBKIxZ6IqDGHwwGTyRR2hxpKZl577bUERkaUOG63G6dOnYr6PCY0CZaXl8cEhogAcBqaCADy8/OhKIp63MHVq1cxffr0qO2Y0BARaQSnoYmAN998M+xxp06dkJOTE7UdExoiIo3gNDQR0LdvXxw6dAgHDx6ETqfD3Xff3fqEZujQoc2ecBkaCvrzn/988xETEVETnIZOPawYH+43v/kNysrKcP/990NRFDzzzDN47LHH8PDDD0dsFzGh2bt3b6uC2rBhA95//31IkoSpU6fi0UcfxaFDh7BmzRp4vV7cd999KC4ubtVrEBERXU+UJIEV45vavn07tm/fjs6dOwMAZs2ahRkzZrQuoTl27FjExj179mzxe0eOHMHhw4exZ88e+P1+3H///cjPz0dJSQnefPNNdO/eHUVFRfj4448xatSoiK9DRETapMXEQaQk4frjLni8xTWhZAYATCYT9Hp91DYRE5rrF+Y0JkkSxo0b1+L3R4wYgTfeeAOyLMPhcCAQCMDtduOWW25RjwGfPHkyysvLmdAQEQlIq4mDSEkCK8Y3ZTab8c477+DBBx8EAOzcuRNdunSJ2u6mE5pYpKWlYePGjXj99dcxYcIEVFVVhS3syc3NhcPhaNLO7XbD7XaHXausrGxVLEQkHvYF2qbVxEGkJIFb9Zt6+umnUVRUhNWrV0On0yE3NxcvvfRS1HYRE5pVq1Zh6dKlmDdvXrPff/nll6O+wMKFCzFnzhzMmzcPp06dCltk3HifeWNlZWXYvHlz1J9NRMmNfYG2aTVxEClJ4Fb9pm677Tbs378fp0+fhizLEZe3NBYxocnPzwcAjB8//oYD+vrrr9HQ0ICBAwciIyMD48aNQ3l5edg8mNPpbPYXrLCwEAUFBWHXKisrYyqsQ0TJI9X7Ai2uT2lMq4mDSEkCt+o3tWTJkojfX7NmTbPXIyY09957LwCgoKAA1dXV+Otf/wpZlvHtb38b2dnZEV/w7Nmz2LhxI7Zv3w4A+PDDDzFt2jQ8//zzOH36NHr16oW9e/eqc2SNZWdnR/35RJT8Urkv0Or6lMa0mjiIliRwq364/v37AwC++OIL/N///R8effRR6HS6qO1iKqz3hz/8AU8++ST69euHQCCAM2fOYP369Rg+fHiLbUaNGoXPPvsMU6ZMgV6vx7hx4zBx4kR07twZCxYsgNfrxahRozBhwoQY/4lERKlDq+tTGtNy4sAkQVyPPvooAOCtt95CeXk5zp8/j+XLl0dtF1NCs2HDBvz3f/83+vXrB+Dadu7ly5fDZrNFbLdgwQIsWLAg7Fp+fj727NkTy8umBK0PKRNRYmh1fcr1mDhQWzt//jyWLl2KK1euYNeuXdi0aRNWr16NkpKSiO1iSmgkSVKTGQAYNGgQFEVpXcQkxJAyESWGVtenRMIbtBvD96t5BQUFmDZtGhYuXAi9Xo8XX3wRc+bMidou4qSUy+WCy+XC4MGDsXXrVtTW1qK+vh5vvfUWRo4c2WbBp6rGQ8qSJMFoNEKW5agjX0SU/KxWK/x+PzweDxRFgcfj0cT6lJaEbtCqq6vDbtDsdnuiQ9Mkvl8tKy0tRXFxsbqJSJbl1m/bHjlyJCRJUkdjXnjhBfWxJEl48skn2yD01CXKkDIRtT8tr09pjghrfrSE71fLbr/9dqxfvx4HDx6EXq/H6NGjMXfu3KjtIiY0x48fj/oD9u7di0mTJsUeKalEHFImovYj0voU3qDdGL5fLVu7di3Onz+P4uJirFq1CnV1dVi3bl3U7dzR90FFsXXr1tb+iJQl2pAyEbUvu92OkpISzJ49GyUlJZqejrBYLPB6vWHXeIPWMr5fLTty5Ag2bdqE7373uzAajVi8eDH++Mc/Rm3X6oSGi4NvXl5eHoqKimA2m1FTUwOz2YyioiJh7siIKD7sdjsWLFiAZ599FidOnIBOp9P8GgveoN0Yvl8tCwaDTQ6jDAaDUdvFtMspkuaOLqDYiTSkTETxZ7fbsXHjRrhcLiiKAq/Xq1ZVD20a0GKfIdqan0Tj+9WygQMH4qc//SlWrVoFv9+P9evXY+DAgVHbtTqhISKitlNWVga32x121l0gEMClS5fQu3fvhK+xiLTVmDdoN4bvV/NWrlyJ5557Dl6vF126dMHVq1exbNmyqO2Y0BARaci5c+cgSVKT0W+fz5fwNRasnUXtITMzEytXrgRwLcGPVasTGq6hISJqW5IkQZZl+Hw+NbFRFCXhayy41Zjaw9ixY5vNLQ4cOBCxXasTmsmTJ7f2RxAR0f/Xo0cPnD17FjqdDrIsw+/3A7i2pTfRmwZE2mrMKrzi2rhxo/p1XV0d7HY7Tpw4EbVdxIQmWrLy7rvvYvbs2TGGSERE0cyaNQsbNmxAfX09AoEADAYDMjIy8OMf/zjhf5BFqZ3FqTGxDRo0KOzx8OHDMXHixKjtIiY0sZxuSUREbScvLw8//vGPNbn7xWq1orS0FB6PBwaDAV6vN+HTYM3h1FjyKS4ujvqciAnNiBEj1K9dLhfq6+uhKAoCgQAqKipaHyERETUR2v1it9uxbds2rF69GgDQs2dPFBYWJuyPsihbjUWaGqPYfO9734v6nJjW0GzYsAGvvPIKAECv18Pn86Fv37549913WxchERE1y263Y8OGDbh69Sp0Oh0URcGZM2ewceNGLFy4MKFJjdYSmOuJMjVGbSumSsG7d+/GRx99hPHjx+P3v/891qxZg759+8Y7NiKilGWz2VBfXw+dTgedTge9Xg+dToe6ujrYbLZEh6dprMKbmmJKaDp37ozc3FzceuutOH78OKZMmRLTimMiIro5DocDgUAgrB6NTqeD3+/n1EkUPFYmeYRmh0L/jSSmKSdZllFRUYFbb70Vdrsdd999d5NDtYiIqO1YLBZcuXIFwWBQTWqCwSBkWebUSQxEmBqj6Pbt24e5c+fivffew9y5cyM+N6YRmqKiIixfvhyjR4/GBx98gNGjR2PkyJFtEiwREYWz2+24evUqGhoa4PP54PP5EAgEEAwG0aFDB06dEDUjphGa22+/XS0/vGvXLpw+fRo6XasP6iYious0rqFisVhw8eJFtbhenz59ErrLSWQstJf8IiY0LpcLADBnzhy8+eabainirl274pFHHkF5eXn8IyQiSiHX11Dp2LEjPB4PzGazun2bbgwL7aWGiAnN448/jk8++QQAcOedd/6zkSxj/Pjx8Y2MiCgFsYZK22OhPXFdf0hrJBETmq1btwIAlixZgjVr1rQuKiIiiqpxDZXa2lq4XC40NDTAaDTCbrfzD/BNYJIorm3btoX9N5KY1tCsWbMGR48excGDB+Hz+XD33Xdj+PDhrYmRiIiaETpeoLq6Wp32lyQJRqNRM9MkIq1HsdvtqK2txaVLl5Ceng6TyYTMzEwW2hNEp06dwv4bSUwre3ft2oWFCxfiypUrqK2txU9+8hO8/fbbrYuSiIiaCNVQ8Xg8AID09HTk5OTAbDZDluWEF9ULrUeprq4OW49it9sTGldzQrEajUZIkoSGhgZUVVWhurqahfaSUEwjNNu2bcOOHTvUbHbOnDmYPXs2HnroobgGR0SUqhoaGpqsH9DCNIlI61FCsXbs2BHp6enq9J3H48H8+fM1Fy+1TkwJTTAYDBuas1gs3LZNRNTGQodRnjlzBoqiQJIk+P1+OJ1OANfO0kv0NIlI61Eax5qZmYnMzEwoioKamhomM4LaunUrZs+e3ez3YspKTCYT9u/frz7ev39/TPNZREQUm9D0SGVlpXpuUzAYRCAQgN/vx4ULF1BVVYUhQ4YkNE6LxdKkUrxW16OIFCtF5nQ6MXv2bGzfvr3F58SU0CxYsADPPfccRo0ahVGjRmHt2rVYtmxZmwVKRJTqQtMjofObZFlWk5qQrKwsHDhwIKHrVUQ6+FGkWKllf/jDHzBlyhR0794de/bsafF5MRXWe/bZZ7Fjxw589dVXkCQJPXv2xKxZs1hYj4iojYSmR9LS0uD3+yFJklrMNC0tDbIsw2w2J3y9Suh1bTYbqqqqkJubq9ldTiLFSv+0efNm9eszZ87gyJEjWL16NUaNGhWxXcyF9fLz8wEAiqKwsB4RURsL1Z8xmUxwOp0IBoNqQqMoCkwmEwBtrFcR6eBHkWKla0KDKQBQXV2Nf/3Xf8WAAQOitmNhPSIiDQjVn5FlGV27dkV1dTWAa5XZc3JykJmZCYBrQCj5Xb+kZceOHXjwwQexePFiPPDAAy22i2kNDZMZIqL4CtWfkWUZly5dQjAYRE5ODrKysqDX67kGhFLW97//fbz++ut4+eWXsWjRohafF9O2bSIiah8ejwcWiwUGgwFerxc+nw+yLKOmpkaza0BEqhxMYurfvz927tyJFStWtPgcJjRERBrRXNE64Nrupk2bNiUytBbxJGuKh0uXLuEvf/kLdDodvvOd78BkMsFoNOL5559vsQ0TGkp6vHskUVRUVMDr9cLv9yMtLQ0mkwkdOnRI+CLgSESqHExiOHz4MH784x/jtttuw9///nfk5ORg1apVGDZsWMR2cS33u3nzZkycOBETJ05Us6pDhw5h8uTJGDduHNavXx/PlycS6twZSm12ux11dXXw+XzQ6XRoaGjAhQsX8M0336Cmpkazv7MOhwMGgyHsmhZ2YpG4fvGLX2DLli34zW9+gz59+mDbtm34xS9+EbVd3BKaQ4cO4X//93+xc+dO7Nq1C8eOHcPevXtRUlKCl156Cfv27cMXX3yBjz/+OF4hEIXdPYZOLNbCAX9E17PZbMjOzoYkSQgEAggEAur3QidtazGpYTVeamsNDQ34zne+A+BayYJu3bqph7VGEreEJicnB0899RTS09ORlpaG2267DadOncItt9yC3r17Q5ZlTJ48mcX5WmC321FSUoLZs2ejpKREkx2ZCHj3SKJwOBwwmUzIyclR688AgE6n08xJ281hNV6Kh2PHjqlfOxwO6PX6qG3itoamX79+6tenTp3Ce++9h0ceeQQ5OTnq9dzcXDgcjiZt3W433G532LXKysp4hao5XGTXdkLFykLz+wDvHkWSSn1B6Hc1MzMTOp0OaWlpCAaDkOVr3bRWE3FW46W2tmjRIjzyyCMoLy+H2+3GQw89hJUrV0ZtF/dFwf/4xz9QVFSEJ554Anq9HqdOnVK/FzpN9nplZWVhpY9TTVlZGaqrqxEIBNSFgaG7M3YSNyZUrMzj8ajbYHn3KI5U6gsa/67KsgyfzwdJktQKwVpOxFmNl9rSmDFjUF5ejq5du2LlypXo168fLBZL1HZxTWj+9Kc/YeHChSgpKcHEiRNx5MgROJ1O9ftOp7PZD2hhYSEKCgrCrlVWVmL69OnxDFcT7HY7KneCXfAAACAASURBVCoqoNPpoNfr4ff74XQ60bVrV03enWkd7x7Flkp9QePf1ZqaGgSDQWRlZaFDhw6cxqGUUlVVhbKyMjzxxBPIysrC22+/jYcffjhqQh+3hObChQv40Y9+hPXr16vnQH3729/GyZMncfr0afTq1Qt79+7Fgw8+2KRtdnY2srOz4xWaptlsNnWoGYB62m51dTX69++f4OjExLtHcaVaX9D4dzVUboCJOKWap556CkOGDEFdXR3mzZuHiRMn4sknn8Svf/3riO3iltBs3boVXq8Xa9euVa9NmzYNa9euxYIFC+D1ejFq1ChMmDAhXiEIyeFwwGw24+LFiwgGg+qUnNbuzljbhSi+mIhTqnI6nSguLsb+/fvxrW99C8uWLYvp71/cEpply5Y1OWAqZM+ePfF6WeGFFgbm5OTA5XLB5/NBr9ejR48emuncuGiZiIjiJS0tDcC1Anv5+fmoq6uLqR0rBWtM4xN3e/TooS5inTVrVqJDU7EyKBE1JtKIrUixpqpBgwZh+vTpOHnyJN555x0sXboU9957b9R2TGg0RoRFrA6HA1lZWWHXtLqllCgZaPmPsEgjtiLFmsqefvpplJeXo2/fvujevTtWrVqFDh06RG3HhEaDtD53ztouRPHVOIHp0KEDXC4XOnbsqMk/wiKN2IoUayqTZRmTJk1SH8eSzABxPsuJkhMrgxLFz/Xnj509exYulwvnz5/H+fPnEQgENFU1WKRq3CLFSjeOCQ3dsLy8PBQVFcFsNqOmpgZmsxlFRUW8wyFqA41HEerq6uD3+wFcK0Qaqkvl9/s180dYpLOcRIqVbhynnOimaH1ajEhUjdeouVwuSJIERVGgKIom61KJVI1bpFjpxjGhISLSkNAatUAgoE7rNqYoCnw+n2b+CIuwkSFEpFjpxjGh0SAt72ggoviyWq3YuHEj3G53k2TG5/MhLS0NvXr10lSfINKIrUix0o1hQqMRoSTmzJkzqKurQ1ZWFkwmk6Z2NDDRIoq/vLw8ZGdnq8XEQhXD9Xo9dDodzGYzCgsLExwlkfZwUbAGNN7VUFtbi4aGBly6dAlnzpzRzI6G63dehBItu92e0LiIklF9fT169eqF3NxcpKWlqdNMfr+fC/CJWsCERgNCuxpqa2vh8/nU6w0NDZrZ0dB454UkSTAajZpItIiSkcVigcvlgtPphKIoSE9Ph16vh16vT3RoRJrFKScNcDgc0Ol0cLlcTb6nKIomdjSwOjBR+7Db7XC73bh06RIAqLucJElCRkaGporAcRqatIQjNBoQ2tVw/QJAAAgEAvB6vRgyZEgCIvsn1m8gir/Q1G4gEFCvNe4XPB4PKioqEhFaE5yGJq1hQqMBVqsVPp8PkiQ1+31ZlnHgwIGEdhSsDkwUf42nn68XKqwXKrSXaJyGJq1hQqMBeXl56N27d4vz4zk5OQnvKFgdmCj+HA4H/H5/s9PPWsNjBEhruIZGI2bNmoXS0lL4fD5cvnxZnTM3mUzIzMyEoigJ7yhYv4EoviwWC7788stmp5+1hofUktZwhEYjQiMgPXr0gCzLMBgM6NatG7p06QKAHQVRKhgyZEjEKSVJkiDL2rgP5TQ0aY02PhkE4J8jIKHFdnq9Hoqi8LwRohTx+eefQ5blFpOa0Doau92e8NFSHiNAWsOERoPYURClJofDga5du+LixYsIBALNTj3p9XrNVA/nNDRpCRMajWJHQZR6QutScnJy4HK5wg6nlCQJOp0OdXV1SEtL01Q9GiIt4BoaIiKNsFqtqK2txeXLl9HQ0KBel2UZ6enpkGUZkiShtrY24ZsEiLSGIzQJxkqbRNRY4xGZ0NeNp550Oh18Ph83CRBdhwlNAoUW/8qyDJ1OhxMnTmDlypUwGAwwGAzo06cPExyiFGKz2dCxY0dkZGTA5XKp62gCgQB0Oh0kSVK/5iYBonBMaBIoVGkzEAjg4sWLUBQlbPvj+fPnNbP4j4jiL3Su28WLFyFJEvR6fdiOp0AgAL1ej6lTp7JPILoOE5oEqqiogNfrhdfrVQvpNT6Irq6uDh06dMC6deuQmZnJKSmiJGexWHDixAl1ATAAdYTG7/dDlmX06NED/fr1S3CkRNrDRcEJYrfbUVdXB5/PFzZP3vjrhoYGdacDD38jSn6hc90CgQAaGhrg9XrVgyolSUKfPn3g9/vZDxA1gwlNgthsNmRnZ7d4IKXf70cwGAQApKen8/A3ohSQl5eHrl27IhgMNqlBEwwGUVdXx36AqAVMaBLE4XDAZDIhJyenxec0Ps8phIe/ESW3Dh06qF9ff8MTOrSS/QBRU1xDkyChAlqZmZnQ6XTqaMz1OnXqhMzMTPUxz3QiSk6hEg4VFRUAwrdth/h8PgDsB4iawxGaBGl8sFtjaWlpMBgM0Ov1MBqNSEtL4+FvREkuVMKhuroa6enpAK6N0KalpSEtLU19nizL7AeIWsCEJkFCp2ubzWb1Lkyv14eN1hiNRvU5NTU1MJvNKCoq4i4noiQTKuFgNBphNpuh1+sBXBuRCY3KhNbRsR8gah6nnBIodF5TSUkJzp8/r+56SktLQ4cOHdCjRw+e6USUAkL1Z86dOxe28zFElmVkZWVh4cKF7A+IWsARGg2wWq1IS0tDly5dcMstt6BLly5IS0vjkDJRisjIyIDT6YTf74dOp1MTGlmWkZGRAQCoq6tDWVlZIsMk0jSO0GhA6I7LZrOhqqoKubm5LKBHlEJCC4D9fn/Y6Izf71crBgcCAVRUVMBut7NvIGoGExqN4NQSUeoKbcduTuMkJ1R/hn0FUVNMaIiIEszn80GSJHVHU+ioAwBNRmy+/vrrhMRIpHVMaDQoVI/C4XDw/CaiFCDLMiRJQjAYVM90a0l9fT2nnYiaEfdFwTU1NZg0aRLOnj0LADh06BAmT56McePGYf369fF+eWHY7XaUlJRgxowZWLNmDc6fP8/zm4hSRJ8+fdCpUyfIsoxgMKgmOCGNkxxJknjsAVEz4prQHD16FP/5n/+JU6dOAQA8Hg9KSkrw0ksvYd++ffjiiy/w8ccfxzMEITQuquXxeBAIBHDlyhWe20KUIlra6RhKZBrXqkpPT+exB0TNiGtC8/bbb+Ppp59WS3R/9tlnuOWWW9C7d2/IsozJkyejvLy8STu3242zZ8+G/a+ysjKeoSZU46Jafr9fvTvjuS2U6lKlL2hcaDNURHPq1KlNjj9QFAWZmZk89oCoGXFdQ7Nq1aqwx1VVVWGHMebm5sLhcDRpV1ZWhs2bN8czNE1xOBzIysoCcO3og9BWTZ7bQqkulfqC63c62u12ZGRkoLa2FsA/D6sNBAKsUUXUjHZdFBxa8BYS+oBer7CwEAUFBWHXKisrMX369LjHmAihgyqNRiNMJhOcTieCwaB6jhPPbaFUlWp9QWM2mw1msxnZ2dlwuVzw+XzQ6/UwmUxcEEzUjHZNaLp16wan06k+djqdzY48ZGdnIzs7uz1DSyir1YrS0lJ4PB506NABnTp1gtvthsFggNls5i4nSlmp1hc0Fhq5lSQJmZmZAK7dBNbU1CQ4MiJtateE5tvf/jZOnjyJ06dPo1evXti7dy8efPDB9gxBk66vFNyjRw/Mnz+fSQxRCms8chvC6WeilrVrQmMwGLB27VosWLAAXq8Xo0aNwoQJE+L6mqLUdGGlYCJqrPHIrcFggNfr5fQzUQTtktAcOHBA/To/Px979uxpj5dVt0OHTqoN1XQBwOSBiDSNZ7wR3ZikrhTceDs0ABiNRng8Hp6FQkRC4MgtUeySOqFpvB06hDVdiEg0okydEyVS3I8+SCSLxQKv1xt2jYvqiEgkjSuJ8zgUopYldUJjtVrh9/vh8XigKApruhCRcBpPnUuSxONQiFqQ1FNOXFRHRCKINKXEqXOi2CR1QgNwUR0RaVu03ZisR0MUm6SeciIi0rpoU0qcOieKTdKP0BARaVm0KSVOnRPFhgkNEVECxTKlxKlzoug45URElECcUiJqGxyhISJKoOunlDIyMqDX67FlyxYW0SO6AUxoiIgSLDSlxPPniG4ep5yIiDSCRfSIbh4TGiIijXA4HDAYDGHXWESPKDZMaIiINILnzxHdPCY0REQawR1PRDePi4KJiDSCRfSIbh4TGiIiDWERPaKbwyknIiIiEh4TGiIiIhIeExoiIiISHhMaIiIiEh4XBRNRyrLb7bDZbHA4HDw3iUhwTGiIKCXx3CSi5MIpJyJKSTw3iSi5MKEhopTEc5OIkgsTGiJKSTw3iSi5MKEhopTEc5OIkgsXBRNRSuK5SUTJhQkNEaUsnptElDw45URERETCY0JDREREwmNCQ0RERMJjQkNERETCY0JDREREwmNCQ0RERMJjQkNERETCY0JDREREwhOmsF4gEAAAVFZWJjgSIrpZ3bp1gyy3rtthX0AkvrboC64nTELjdDoBANOnT09wJER0sz788EP06tWrVT+DfQGR+NqiL7iepCiK0qY/MU48Hg+++OIL5OTkQK/X39TPqKysxPTp0/HWW2+hW7dubRxh2xAhRoBxtiURYgTaJs62uCtLlb4AECNOEWIExIhThBgB7fQF1xNmhMZoNLbZmSvdunVr88ywrYkQI8A425IIMQKJjzPV+gJAjDhFiBEQI04RYgS0FycXBRMREZHwmNAQERGR8JjQEBERkfD0zzzzzDOJDqI9GQwG3HnnnTAYDIkOpUUixAgwzrYkQoyAOHHGQpR/iwhxihAjIEacIsQIaDNOYXY5EREREbWEU05EREQkPCY0REREJDwmNERERCQ8JjREREQkPCY0REREJDwmNERERCQ8JjREREQkPCY0REREJDwmNERERCQ8YRIav9+Ps2fPwu/3JzoUIkog9gVE1BxhEprKykqMHTsWlZWViQ6FiBKIfQERNUeYhIaIiIioJUxoiIiISHhMaIiIiEh4TGiIiIhIeExoiIiISHhMaIiIiEh4TGiIiIhIeExoiIiISHhMaIiIiEh4TGiIiIhIeExoiIiISHhMaIiIiEh4TGiIiIhIeHI8f/iMGTNw+fJlyPK1l1m5ciUqKiqwZcsW+P1+FBYWYvr06fEMgYiIiFJA3BIaRVFw6tQpfPTRR2pC43A4UFxcDJvNhvT0dEybNg133nkn+vbtG68wiIiIKAXELaH55ptvAACPPfYYXC4XHnroIWRmZmLkyJEwmUwAgPHjx6O8vBzz588Pa+t2u+F2u8OuVVZWxitUItIo9gVEFKu4JTRutxv5+flYvnw5fD4fZs6cifvuuw85OTnqc3Jzc/HZZ581aVtWVobNmzfHKzQiEgT7AiKKVdwSmqFDh2Lo0KHq46lTp2LNmjX44Q9/qF5TFAWSJDVpW1hYiIKCgrBrlZWVXG9DlGLYFxBRrOKW0Njtdvh8PuTn5wO4lrz07NkTTqdTfY7T6URubm6TttnZ2cjOzo5XaEQkCPYFRBSruG3bvnr1Kp5//nl4vV7U1NRg586deOGFF/Dpp5/i8uXLqK+vx+9//3vcc8898QqBiIiIUkTcRmjGjBmDo0ePYsqUKQgGg/jBD36AYcOGobi4GDNnzoTP58PUqVPxrW99K14hEBERUYqIax2aRYsWYdGiRWHXJk+ejMmTJ8fzZYmIKIXZ7XbYbDY4HA5YLBZYrVYAaHItLy8vwZGKp7n3VivvY1wTGiIiovZkt9tRWloKWZaRlZWF6upqbNiwAZIkITMzU71WWloKAJr5YyyC5t5bLb2PPPqAiIiShs1mgyzLMBqNkCQJRqMR9fX1qKurC7smyzJsNluiwxVKc++tlt5HJjRERJQ0HA4HDAZD2LVAIAC/3x92zWAwoKqqqj1DE15z762W3kcmNERElDQsFgu8Xm/YNb1erx7BE+L1epstG0Ita+691dL7yISGiIiShtVqhd/vh8fjgaIo8Hg8yMjIQIcOHcKu+f1+dbEwxaa591ZL7yMXBRMRUdIILU612WyoqqpCbm4uZs+e3eSalnbniKK591ZL7yMTGiIiSip5eXnN/pHVyh9ekbX03moBp5yIiIhIeExoiIiISHhMaIiIiEh4TGiIiIhIeExoiIiISHhMaIiIiEh4TGiIiIhIeExoiIiISHhMaIiIiEh4TGiIiIhIeExoiIiISHhMaIiIiEh4TGiIiIhIeExoiIiISHhMaIiIiEh4TGiIiIhIeExoiIiISHhMaIiIiEh4TGiIiIhIeExoiIiISHhMaIiIiEh4TGiIiIhIeExoiIiISHhMaIiIiEh4cqIDIEpFdrsdNpsNDocDFosFVqsVeXl5iQ6LiEhYTGiI2pndbkdpaSlkWUZWVhaqq6tRWloKAExqiIhuEqeciNqZzWaDLMswGo2QJAlGoxGyLMNmsyU6NCIiYTGhIWpnDocDBoMh7JrBYEBVVVWCIiIiEh8TGqJ2ZrFY4PV6w655vV7k5uYmKCIiIvHFPaF57rnn8NRTTwEAvvzyS1itVowfPx5Lly6F3++P98sTaY7VaoXf74fH44GiKPB4PPD7/bBarYkOjYhIWHFNaD799FPs3LlTfbx48WKsWLEC77//PhRFwdtvvx3PlyfSpLy8PBQVFcFsNqOmpgZmsxlFRUVcEExE1Apx2+Xkcrmwfv16zJs3D8ePH8e5c+fg8Xhwxx13ALh2l7px40b84Ac/aNLW7XbD7XaHXausrIxXqETtLi8vjwlMDNgXEFGs4pbQrFixAsXFxbhw4QIAoKqqCjk5Oer3c3Jy4HA4mm1bVlaGzZs3xys0IhIE+wJqS6z/lNziktDs2LED3bt3R35+vroVNRgMQpIk9TmKooQ9bqywsBAFBQVh1yorKzF9+vR4hEtEGsW+gNoK6z8lv7gkNPv27YPT6cQDDzyAK1euoK6uDpIkwel0qs+5ePFii7s6srOzkZ2dHY/QiEgg7AuorTSu/wQARqMRHo8HNpuNCU2SiEtC8+tf/1r92maz4ciRI1izZg0mTZqEP/3pTxg2bBh2796Ne+65Jx4vT0REFMbhcCArKyvsGus/JZd2Pfpg3bp1WLZsGWpqajBo0CDMnDmzPV+eiIhSlMViQXV1tTpCA7D+U7KJe0JjtVrV+hoDBgzA7373u3i/JBERURir1YrS0lJ4PB4YDAZ4vV7Wf0oyPJySiIhiJupOoVCMNpsNVVVVyM3NFSZ2ig0TGiIiionoO4VY/ym58SwnIiKKCU+KJy1jQkNERDHhSfGkZUxoiIgoJjwpnrSMCQ0REcWEJ8WTlnFRMBERxYQ7hUjLmNAQEVHMuFOItIpTTkRERCQ8JjREREQkPE45ERFRmxC1ijAlByY0RETUaqJXESbxccqJiIhajVWEKdE4QkNERK3mcDiQlZUVdk1rVYQ5JZbcOEJDREStpvUqwqEpserq6rApMbvdnujQqI1whIZSAu/MiOLLarWitLQUHo8HBoMBXq83YVWEm/u8N54SAwCj0QiPxwObzca+IEkwoaGkx8WKRPGnlSrCLX3e6+vr0bVr17Dnam1KjFqHCQ0lPd6ZtQ2OclE0Wqgi3NLn3e/3w+v1qtcBbU2JUetxDQ0lPYfDAYPBEHaNd2Y3husPSBQtfd7T0tJ4sGaSY0JDSU/rixVFwC25JIqWPu+9e/dGUVERzGYzampqYDabUVRUlPARJWo7nHKipKelxYqiEmFLLhEQ+fOuhSkxih+O0FDSy8vL451ZK3GUi0TBz7v46uvrsX37dgDA2bNnsXv3btTV1UVtxxEaSgm8M2sdjnKRSPh5F9vSpUshSRKmTp2KGTNmoG/fvjhw4AA2bNgQsR0TGiKKSitbcoko+R0/fhz79u3DJ598gl69euHVV19FQUFB1HZMaIgoJrzrJaL2ENpaf/jwYdx1110IBoOQJClqO66hISIiIs3o2bMnlixZgp07d+Lf//3f8cwzz2Dw4MFR23GEhoiIkh4LQ4pj9erVeOONN/Dzn/8ct912G+bMmYPevXtHbceEhoiIkhqPPxHLl19+ieHDhwMAjhw5AgC4cOECRowYEbEdExoiIkpqPP5ELM8++6z6dUNDA86dO4fBgwfjt7/9bcR2TGiIiChp2e12HD9+HIqiIC0tDSaTCZmZmSwMqWHvvvtu2OPjx4+rI2qRMKEhIqKkFJpq0ul0CAQC8Pv9cDqdAAC9Xs/CkIIYMGAATp48GfV5TGiIiChmIi2uDU01de7cWU1kJEnC5cuXYTabWRhSoxpPOQFARUUFMjIyorZjQkNERDERbXFt6AyyUA0Tl8uFhoYGAOBxCBpmNpvVr/1+P2pqajB37tyo7ZjQEBFRTERbXGuxWFBdXQ2j0YjMzExkZmbC4/HAbDZrMl66Zv78+WGPA4EA5syZgzFjxkRsx8J6REQUE4fDAYPBEHZNy4trrVYr/H4/PB4PFEWBx+PhGWQCcrvdOHXqVNTnRRyhGTp0aLPlhhVFgSRJ+POf/3zTARIRkVgaj3iEaPnU9dAoTFlZGSoqKgAAPXr0SGRIFIP8/Hw1zwCAq1evYvr06VHbRUxo9u7d26qgNmzYgPfff189NfPRRx/FoUOHsGbNGni9Xtx3330oLi5u1WsQEVH7EPXUdY/HA4vFosas5XU/BLz55pthjzt16oScnJyo7SImNMeOHYvYuGfPni1+78iRIzh8+DD27NkDv9+P+++/H/n5+SgpKcGbb76J7t27o6ioCB9//DFGjRoVNVAiSjyRdrhQ2xPt1HW73Y5169bB4/EgPT1drUGjtXU//FyF69u3Lw4dOoSDBw9Cp9Ph7rvvbn1Cc32W1JgkSRg3blyL3x8xYgTeeOMNyLIMh8OBQCAAt9uNW265RT2TYfLkySgvL2dCQyQA0Xa4UHyIcup66PfV4/FAr9eH1aDp0KGDZtb98HPV1G9+8xuUlZXh/vvvh6IoeOaZZ/DYY4/h4YcfjtjuphOaWKSlpWHjxo14/fXXMWHCBFRVVYVlWbm5uXA4HE3aud1uuN3usGuVlZWtioWIWicRO1zYF9DNCv2+pqenw+/3Q6fTIRgMwuVyaaqonmg7x9rD9u3bsX37dnTu3BkAMGvWLMyYMaN1Cc2qVauwdOlSzJs3r9nvv/zyy1EDW7hwIebMmYN58+bh1KlTYYuMGy/6aaysrAybN2+O+rOJqP2Eano0Fu8dLuwL6GaFfl9NJhOcTieCwSAkSUJDQ4Om1v0k4nMlglAyAwAmkwl6vT5qm4gJTX5+PgBg/PjxNxzM119/jYaGBgwcOBAZGRkYN24cysvLw4JyOp3NZsmFhYUoKCgIu1ZZWRnTKmciio9E7HBhX6AtIq31CP2+ZmZmAvhnUT2j0aiponqi7RxrD2azGe+88w4efPBBAMDOnTvRpUuXqO0i1qG59957AQAFBQUYPXo0TCYTunbtirFjxzbpZK539uxZLFu2DA0NDWhoaMCHH36IadOm4eTJkzh9+jQCgQD27t2Le+65p0nb7Oxs9OrVK+x/3bp1i/qPIaL4SURND/YF2hFa61FdXR221sNutyc6tGY1/n3t0KEDunTpgpycHPz0pz/VTDIDsFZOc55++mls2bIFw4YNw/Dhw/Haa69hxYoVUdvFVCn4D3/4A5588kn069cPgUAAZ86cwfr16zF8+PAW24waNQqfffYZpkyZAr1ej3HjxmHixIno3LkzFixYAK/Xi1GjRmHChAmx/yuJKGFE2+FCbev6tR6BQADV1dVYvXo1BgwYoLnfBVF+X0WJsz3ddttt2L9/P06fPg1ZliPuqG5MUhRFifakgoICPP/88+jXrx+Aa9u5ly9fDpvN1rqob8DZs2cxduxYfPjhh+jVq1e7vS4RaQv7gsSYPXu2ei5SbW2tumMIALp16wa/36+pqRwS15IlSyJ+f82aNc1ej+noA0mS1GQGAAYNGoQY8iAiIkoSFosFXq8XwLX1KJIkQZIkpKWlwWg0Qpbldr3JpeTVv39/9O/fHw0NDTh48CD69u2rXuvfv3+L7SJOOblcLgDA4MGDsXXrVkybNg06nQ42mw0jR45s238BERFpVuMqwQ0NDdDpdFAUBSaTCQB35lDbefTRRwEAb731FsrLy3H+/HksX748aruICc3IkSMhSZI6GvPCCy+ojyVJwpNPPtkGoRMRkdY1XuvhcDig0+nQuXNndRdRqu/MobZz/vx5LF26FFeuXMGuXbuwadMmrF69GiUlJRHbRUxojh8/HvWF9+7di0mTJt1YtEREJJxQleDQjie9Xg9FUYQ504nEUFBQgGnTpmHhwoXQ6/V48cUXMWfOnKjtYtrlFMnWrVuZ0JAQRKqhQaRl3JlD8VRaWoo77rhDfSzLMl566aWo7Vqd0HBxMImA56XcHCaB1BJRznQi8dx+++1Yv349Dh48CL1ej9GjR2Pu3LlR28W0yymS5o4uINKaxjU0JEnirowYiFZIjag5drsdJSUlmD17NkpKSvj7K4C1a9fi73//O4qLi3H16lXU1dVh3bp1Udu1eoSGSAQ8L+XG8dA8Eh1HZsV05MgR7Ny5Uy0JsHjx4pjWZzGhoZTA81JuHJNA7eDU381hUi6mYDDY5DDKYDAYtV2rp5y4hoZEwPNSblzjQmohTALbH6f+bp7D4YDBYAi7xqRc+wYOHIif/vSnqK+vh9/vx/r16zFw4MCo7Vqd0EyePLm1P4Io7vLy8lBUVASz2YyamhqYzWaWaY+CSaA2cP3XzWNSLqaVK1eiY8eO8Hq96NKlC65evYply5ZFbRdxyilasvLuu+9i9uzZNxYpUYJwV8aN4dZcbdDa1J9I01+NqxsbDAbWyxFEZmYmVq5cCQAoKyuLuV3EhCaWUsNElLyYBCaeltZ/ibbItrmkfMiQIbDZbNiyZYvmE7JUNXbs2GaXsxw4cCBiu4gJzYgRI9SvXS4X6uvroSgKAoEAKioqbjJUIiKKlZZGGUReZKsoCtxuN9577z1kZmYKkZClqo0bgpZihQAAIABJREFUN6pf19XVwW6348SJE1HbxbTLacOGDXjllVcAAHq9Hj6fD3379sW77757k+ESEVEstDT1p7Xpr2hCI0o+nw+1tbVhcRqNRqESslQyaNCgsMfDhw/HxIkTo7aLKaHZvXs3PvroI6xduxZPPPEEDh8+jI8//vjmIqWYiTRXTUTxo5WpPy1Nf8XCZrPB5/PhypUrYUVgQ/+GzMxMTSdk9E/FxcVRnxPTLqfOnTsjNzcXt956K44fP44pU6bENPxDN49bNYlIayLtfNNiRd4zZ86guroafr8ffr8/7HuXLl0CoO2EjP7pe9/7XtTnxJTQyLKMiooK3HrrrbDb7fD7/U22wlHb4lZNItKalsofANDcDZjdbkddXZ1akO36RaYNDQ1qssNdT8khpimnoqIiLF++HFu2bMGGDRuwa9cujB49Os6hpTbR5qq1gtN0RPHV3PRXSUkJZFlGIBDA+fPn4fP5oNfrUVZWlrDPn81mQ1ZWFi5fvtxiAViPx4P58+ezj0gSMSU0t99+u7oXfNeuXTh9+jR0ulbX5KMIRJur1gLRtpQSNUfEpNzhcECn0+HixYuQJAl6vV7dDWu32xO2gNlkMiEYDKK6ujrse7Iso2vXrlAURfPvbap75ZVXMHfuXPW/kUTMSlwuF1wuF+bMmYMrV67A5XLB6/Wia9euWLhwYZsGTeFYpfXGcZqORNfc2rmNGzdi/vz5mlqbcr3QDZgkSerNriRJSEtLS9jnL1QluEuXLkhLS1MXBet0OuTk5ECWZd4gCmDfvn0AgPfeey/qcyMmNI8//jhGjhyJEydO4M4778TIkSMxcuRIjB49usm2KmpbLNV/43huC4nu+qQ8EAjA7XajsrJSM2tTmmO1WuHz+QBcW6sSDAahKArMZnPCPn+Nbwq7dOkCnU4HvV6P3Nxc6PV63iAmoYhTTlu3bgUALFmyBGvWrGmXgOiftLJVUxScpiPRXb92zuVyqYlNaNRRi3VT8vLy0Lt3b1RWViIQCCAtLQ0mkwl6vR5mszlhMQH/rN/Tq1cvSJKE+vp6mM1mIaby6MbEtIZmzZo1OHr0KA4ePAifz4e7774bw4cPj3dsRDdESxVViW7G9Um5z+eDJEmQ5X921VoddZw1a5a6hk0rnz/eFKaWmBKaXbt2Yf369Rg3bhwURcFPfvITLFiwAA899FC840tJWlwUqMWYrqeliqpENyOUlFdXV6O2tlatndKxY0f1OVoddeTnj+KhcUHEaGJKaLZt24YdO3aoH6I5c+Zg9uzZTGjiQIs7dbQYU0t4R0Yiy8vLwz/+8Q/87ne/QyAQQHp6Onw+H9xuNwwGA2RZTvioRyT8/FFb27ZtW9h/I4lp73UwGAy7I7BYLNy2HSda3KmjxZiIktXnn3+OrKwspKenIxgMqjt0Ll26xM0BlHI6deoU9t9IYhqhMZlM2L9/v1p6eP/+/TH9cLpxWiyop8WYiJJNaFr3iy++gKIo0Ov1kGVZ3THUsWNHrF69OtFhEmlWTAnNggULUFJSgmeffRYAkJaWhl/96ldxDSxVaXGnjhZjIkomjad1JUmCoigIBALQ6XTQ6XQIBoPqtmgial7EhMblcgEAnn32WezYsQNfffUVJElCz549MWvWLJSXl7dLkKlEizt1tBgTUTJpfCp06Owh4Noup9CUU+OdTkTUVMRPyOOPP45PPvkEAJCfnw/gWtEkWZYxfvz4+EeXgrS4U0CLMRElkzNnzuDq1avQ6XTqCE1IIBCAoijw+/0JO0ZAVCLszqSmBg4cGPYZuP4zcfz48WbbsbCeBmlxp4AWYyJKFqHppFA129B2bQDqcQJGo1Gzuwu1SKTdmRTu008/bXJt9+7d+OUvf4lHH320xXYxF9aj9sE7CqLUE1o7EwwGw9bNAEB6ejpMJhMyMzM1USVYlD6q8e5MAJqtskxNmUwm9euamhr87Gc/g91ux6uvvhrx/zvuvdaQ5g6m0+K5LUTUtvr06YNOnTqpdWZCdDqdmszU1tbi4sWLOHbsWMIOqRSpj+LZbuI7evQoCgoK0NDQgD179kRNRLnKTEN4R0GUmkIL7zt06ACfzxe2XsDpdMLj8eDq1atQFAXp6ekJmz5pqY/atm2b5kZtGu/OrK2thcvlQkNDA4xGoxBrkUQZCYsHRVHw8ssv4/XXX8cTTzyB73//+zG14wiNhvCOgv5fe/ce29R9/g/8bR87TuI4xKSOA4RLWzFpZYxVtYYYoIxdGG1gQGAqgZWwphpobdN1F8oiWHcpLEVIURhq1aqsMNaxwRRGhQobIipqG0YbtEEQW1UxkhCSOCHESRzfzznfP/idMztXfsTOOSd5v6RKiePET6L64Tmf83meD01OHo8HW7duVY87kCQpoYW7p6cHsizDZDLB6XRqNtxyqBwVi8XQ0tKiu1Ub5bTt7u5utLe3IxgMQhRFhMNhVFdXax7fSIy0EpYKmzdvxuuvv46ysjJkZ2fjb3/7W8J/w0npCs2BAwdw+vRpAEBhYSG2b9+Ouro6/OY3v0E4HMbjjz+OF198MZUhGMrAeS/9/f24c+cOJElCRUXFpKrQiSajSCQCi8UCQRAgSZL6HwC1mLHb7QC0udhxu91obW1FIBBQW8qj0aguV5aV166srFRXvJQisa+vD4cOHdJtPp3sq/Vmsxlf+tKXUFdXh7q6uoSvybI8bJd1ygqauro6fPjhhzhx4gRMJhOeeeYZnDp1Cvv27cORI0cwbdo0bN26FefPn0dhYWGqwjCU+HkvsVgMnZ2dAACXy8Ud+kQTXE1NDaxWa8IcGuVjpZ1bOdPJbrdrMtxy/vz5uHbtGgBAEAREIhGIophweCagn5Vlj8ejHh8x8Lie1tZWjaIa3WSfzn748OH7+r6UFTQulws7duxAWloaAODhhx9GY2MjZs+ejZkzZwIAVq1ahTNnzrCg+X/i57385z//gcViwdSpU9UrsslUoRNNNs3NzaNOBJZlGd3d3Wpr93gPt2xoaEBOTo66QqMcnhkMBhOep4dJ4soeFOXvGV/UKLfv9GqyT2cPh8N47bXX8MEHH0AQBCxduhQ/+MEPRh0umbKCZu7cuerHjY2NOH36NL773e/C5XKpj+fl5cHr9Q763t7eXvT29iY81t7enqpQdUWZ91JWVgaHw5HwpptMFToRMHlywdGjR9Hb25uwGTieIAgQRREWiwWRSAROp1OTW9Berxc5OTlwOp3qY36/Hx0dHbqaJB4/gyYtLQ2RSES9NabsSyooKNAsvtFM9unse/fuRWdnJ376058CuPv+qKysxM6dO0f8vpR3OX322WfYunUrtm/fDkEQ0NjYqH5tuCr58OHDOHDgQKpD07XJXqETAZMjF9TX1+P48eODpqEq4lcWTCYT5s2bp9khlUPlJYvFglmzZsHhcOhmknj8HpTc3Fx0dHRAFEXEYjHYbDZkZWWhtLRUs/hGM9mns1+8eBF//etf1RWZhQsXYtWqVaN+X0oLmkuXLqG8vBwVFRUoKirCxx9/rO4LAe62Iw71D3RpaSnWrl2b8Fh7ezs2bdqUynDH3UhteZO9QicCJkcuqKmpUfd5SJKEWCw2qLBRPtc6BwyXl8rKynT1j238HhS73Y68vDx0d3cjEongc5/7nCGKg8k8nV05mFWhTNAeTcoKmra2Njz77LOoqqpSz4FasGABbty4gaamJhQUFODUqVNYt27doO/Nzs5GdnZ2qkLThdHGck/2Cp0ImBy5wOv1wmq1qkk8LS0N4XAYwN3VGQDqbJqBLdPjzSh5aeBKkt1uhyAIcDqdmq1u0b374he/iJ07d2Ljxo0QBAFHjhzBggULRv2+lBU0Bw8eRDgcRmVlpfrYhg0bUFlZieeffx7hcBiFhYVYsWJFqkLQtXtpy9NzhT6Zhz4RJZPb7YYoiupJ2/FHH9hsNoRCIfVqNSsrS/Nux/i8pOSB119/XVd5gCvcxrZr1y7s3r1b3Qi8dOlSvPTSS6N+n0kebheazrS0tODrX/86zp07p+vNXPdqqE2/sizD7/fjrbfe0jCy0cWvLsUni61bt+oimdHENtFygfJ+ikaj6O/vRzQahdlsxuLFi/HJJ58gFAqpy+2SJEEQBEybNg2//e1vdRG3XvOAUmx1dHQgIyMDsiwjGAwiIyMDJpMJgUBAV0UYjR0nBWvE7Xary8rA3SF6TU1N6OjoQHFxMZ577jndToWMX10ymUyaTS0lmgiUKcHTp0+HzWZDeno67HY7urq6YLVa4XK5IEkSZFlWu52am5s1zw96zwMejwd79uzBtm3bEAqF1Ft6LS0tuHnzJsxm86SbwDvRsaDRiDKWOxQKwe/3w+v1IhaLqSs2LS0tuh3PzSMaiJLL4/GguLgYZrMZsVgMvb29uHr1Knw+H9rb2yHLckKnk9Vq1bxwMEoeiC+8enp61Ft6PT09uivCaGxY0GhEuSpzOp3o6upSr76UFk2z2YxgMKjLN9rA1SWALeVEY3X48GH4fD6Ew2F1RUahnEEUDocRjUaRkZGheeFglDwQX3gpm6tjsRiCwSBu3bqFWCym+d+SkoMFjYaUJVGn06mONo9EIuq96Gg0qss3WvzqkizL6lEN3HBHdP+ampqGHaynMJlMMJvN6OvrQ0ZGxjhFNrT4wx9bWlpw48YNdHR0YP78+ZrGNVB84aWsgCkz0JQjZrT+W1JypHywHo3O7Xbj9u3bEEVRfUyWZciynDDASi+M0rpJZBT19fWjFjMDadXPEd/haDKZ0N3drd4Gs9vtqK2txdy5c3WTD+I7nuL/ZvFzTQzSG0OjYEGjA/Pnz0dDQ8Ogx00mk27PG9FzSzmR0dzrrWXlQiczMxOhUCjFUQ0W39lkNpsTjqEQBAFpaWkQBEFXZ87FX4C1trbCarXCZDJBkiRYLBZMmTJFk78lJR8LGh1oaGhQ507Es1gsgw59I6KJx+v1qmcOjUQ5HiEQCGiyV0XZYCuKYsLUdwCIRCJoa2uD1WqF3+8f99hGolyAVVRUDDq6IRQKJZxNRcbFPTQ64PV6E04RNZlMsFgskCRJdxvsiCj53G43HA7HiOPdB67WanGbRNlg6/P5Bl2AKaLRKAKBgC47NLn/b2JjQaMDGRkZ6hH3ANRd+KIo6m6DHRElX3FxMaxWK3JycpCeng5BEGCxWNSjD5RiRili0tLSNLlNomywVbqFhuNwOHTZoQncncru9XrR3NwMQRB0MwiQxo4FjQ4onQsDCYKA2tpaXV7pEFHyxA/XmzJlCgoKCuBwONRzrJS9M0qh43A4NFm9VVY4RmO1WnXXoans/4nFYpg1a9aQbedkbCxodCAQCMDlciUMzgLuzp5ob29HZWWlboua+vp6VFRUoKysDBUVFbqNk0jvlDEOb731FrKzs2G32+F0OuF0OhNWaKZMmQKr1arJbRKl8BqtWcHr9equFVrvk41p7FjQ6IDb7Va7BiwWy6Cl3HA4rMupwcoVT3d3d8KJ4XqLk8holMnht27dQl9fH6xWq3r7afr06ZrfJhFFccT9PsqKkp4YZbIx3T8WNDqgLOMKgpCwnKtcBZlMJl1ODeYVD1HyxK929vT0oKOjQ80LsixDkiTMmjULe/bs0bSYqampUSeaD8dsNuuuFdook43p/rGg0QFlGTc/Pz/hceUKx2w2QxRF3V1J8IqHKDkGrnaKoghJkgYdgaCHVQ+v1wun06lO242nrCRZrVbdFQrscJr4WNDohMfjwYEDBzB79uyElRnlVpQgCLpLELziIUqO+Pkura2t6kqtUtQoG4FbW1s136+m3CJ3uVwJ4yYUkiQhIyNDd4VC/Pl5fr8fTqdT81t3lFwcrKczW7Zswf79+9Hb26tOCpYkCXa7XXcJIn6kuM1mU8+g0lucRHrn9XoRiUTg8/kSHpdlGQ6HA/39/fD5fGpHpLJfDcC4/4OsvO8tFgtmzZoFn8+Hnp4edfWooKAAW7Zs0WWhwAnnExsLGp3xeDwoLy/H4cOHcevWLQD6TRA804koOTIzM4e9Vdvd3a1+bDKZcPv2bXV1RIsjBga+76dPn47nnnuO73vSHAsaHVKuIuIPgVM22uotafCKh2js7uWUbUEQIAgCJEmCz+fD9OnTNduvxvc96RELGp1Ripjm5mb09fWpnQQ9PT2orq7GCy+8wERCNMEEg0H1nKaBzGYzbDabuq/GZDIhGo1yvxrRANwUrCPxnQ6BQACSJCVsDuzr68OhQ4e0DZKIks7tdic0A8R3D0mShGAwqBYx8SMeuF+N6H9Y0OhI/FyX+KsxURRhNpthNpvR2tqqcZRElGzFxcVqRyMw8i0oSZJgs9nYoUM0AAsaHRlqrosycTMSiUAURY0iI6JU8ng8WL9+PQRBgNlsHvVogWAwOE6RERkHCxodiZ/rMnCsuDIpdOrUqVqERkQpVlJSgu985ztIT08fdZOwJEmcyE00ADcF64CyEfjmzZsIBAJwOBxDXqEpxwsQ0cRTX1+P2tpapKeno7+/f8Tnms1mTuQmGoAFjcaUjcAWiwW5ubkQBAG9vb2IRqMJz1MKnJ6eHi3CJKIUU/bQ9fT0QBCEEW8xi6Kou9OsibTGgkZj8RuBAcDpdCIjIwOtra3q0QeKWCw2qNAhoonh+vXrCIVCkCRp1OcO1+JNNJmxoNGY1+tNGG0ejUZhsVggyzLMZjNisVjClRqTGNHEc/ToUQQCgXt+vsPh0N1p1kRa46ZgjWVmZqKpqQltbW1qglJWYZSpoMD/ZlNEo1HNDqUjotQ4efKk2rI9GkEQ0NfXx1tORAOwoNFQfX09fD6fOnNGlmV1RcZsNiMcDqtTQi0WCwRBQHZ2NrsbiCaYYDAIi8UCq9U6asv2vcyqIZqMWNBoqKamBllZWUNemSm3mWRZhiiKsFgscLlcyMnJYXcD0QSTkZGhXsikpaWNWNQouYC3nIgSsaDRkDJIz2azDUpgyueSJMHlcmHGjBmw2+08v4VoAlq9ejWAuxv/lWGaAIbMCzk5ObBYLMwDRAOwoNGQ2+2Gz+eDKIqDlo+VTcEAcOfOHciyjFAoxPNbiCagkpISPPnkk+qxJyaTCXa7PaHLEbibFzo6OuD3+5kHiAZgQaOh+fPnqwXNQMq9dJPJhHA4jObmZgiCwPNbiCaokpIS/OlPf8LJkyfxhS98AU6nU91XE58PLBYLcnJymAeIBmDbtoYaGhqQk5ODQCCAcDicMH9CkiSIoqhOB37ggQfUYxGIaGIaODU8Go3CarVClmUIggCXy4XMzEz4/X6tQyXSHa7QaMjr9SInJwczZszAQw89hKysLPVryqqNIAhwOp1IT0+HxWJhhxPRBKVMDe/u7kZubi4cDgcAqLOpXC4X99ERjYArNBpyu93o7u5Wz24JhULqvpn41ZrOzk74fD5MmTKFHU5EE9RQU8Oj0Sj6+voQiUTQ3d2NSCQCq9Wqm/0z9fX1OHToEFpbWwEAM2bMQGlpKW+HkSZSvkLj9/uxcuVKtLS0AADq6uqwatUqLF++HFVVVal+eV0rLi5GLBZDKBRCd3e3uhHY7XbDarUCuNv1oEwM7uzs5OGURBOU0vWo6O/vh9/vV0c3hEIhdHV1jXjG03iqr69HdXW1mttlWcbNmzexf/9+Dv8kTaS0oLl8+TJKSkrQ2NgIAAiFQqioqMBrr72G9957D1evXsX58+dT8tr19fWoqKhAWVkZKioqdPkG83g82Lp1K5xOp3rlpSwrx7drDvcxEU0cbrc7YZ9cV1fXkOc63b59G9XV1ZrntJqaGgSDQZjNZpjNZgiCALPZjEAgwFvjpImUFjTHjh3Dyy+/rN7vvXLlCmbPno2ZM2fCYrFg1apVOHPmTNJfN/5etMPhQHd3N9544w3NE8BQPB4PiouLkZGRgWg0Cp/Ph/7+fkiSpCaK+MF6wWBQ65CJKAXiV2xlWUYkEhnyebIso6+vD4cOHRrfAAfwer1q44JCWU3mrXHSQkr30OzevTvh846ODrhcLvXzvLw8eL3eQd/X29uL3t7ehMfa29vv+XUH3otOT09HKBRCTU2N7u7tKsWXEmMkEkFnZyeAu6sxeXl5sNvtAO6ucDmdTi3DJRpXY80FRqLkppqamlELArPZrO5b0Yrb7UZPTw8kSUoYBMqhf6SVcd0UHP8/PnD3SmOoWyiHDx/GgQMH7vt1lBOs49lsNl1eNSjFV1ZWFtLS0uDz+RCJRGCxWJCZmQlBECDLMsLhMIfq0aQz1lxgNB6PBx6PB/X19fjlL3857POGy53jqbi4GNXV1ejr61NjkmUZWVlZzFOkiXEtaPLz89XVB+Bu985QlXxpaSnWrl2b8Fh7ezs2bdp0T68T3z2k0GurY3zxZbfbYbfbIcsy/H4/tm3bpl6t5eXlobi4WHcrTESpNNZcYFSj7UGRZRkFBQXjFM3QPB4PXnjhBbXLyWQyoaCggF1OpJlxLWgWLFiAGzduoKmpCQUFBTh16hTWrVs36HnZ2dnIzs6+79cpLi7GG2+8gVAoBJvNpuvVjZGKL+VqjWiyGmsuMCqv1wur1YpoNDrk17Ozs1FaWjrOUQ3GHEV6Mq4Fjc1mQ2VlJZ5//nmEw2EUFhZixYoVSX+dgfei9by6YaTii4hSS5kUrIxxUG4rxZ/1NmfOHK6CEA1hXAqa2tpa9eNFixbh3XffTflrGunKwWazoaWlBZIkQRAEzJgxA8D/kpvX64Xb7dZtUUZEY6c0CFgsFuTm5qq3561WK0RRhCAIWL9+PUpKSjSOlEifOClYQ0oCi0ajMJlMMJvN6v6Z6upq9cTd+NZzACxqiCaggd2ZJpMJd+7cgSRJeOSRR3hBQzQKFjQaUhJYT08PTCYTBEGAJEkIBALqQK3c3FwA+m49J6KxG9idabfb1YMo9+zZo2FkRMbAwyk1pIw6V1ZogLvzJaLRKERRRCwWS3i+XlvPiWjsBk4KBvTbnUmkRyxoNOR2u+Hz+SBJEiKRCCKRCKLRKKxWKwRBgMlkwq1bt9DY2Ihbt27B5/MxuRFNUAMnBYdCITYIEP1/4C0nDc2fPx/Xrl1TP1cGUynFTDQaRSQSgSAIasHzrW99S8OIiSYWPW28N1J3JpEesaDRUENDA3JychAIBBCJRNTWTFmWkZeXh76+PgQCAUSjUaSlpSEzMxMNDQ3sciBKgviuIr1svDdSdyaR3rCg0ZDX60VOTk7C+UxKl1MgEBjya9xDQ5QcRjrzjYhGxz00GhppEyA3CBKllrIpPx433hMZFwsaDY20CZAbBIlSixcNRBMLbzlp6F42AXKDIFFq8NgRoomFBY3GRtoEyA2CRKnDriKiiYUFDRFNWrxoIJo4uIeGiIiIDI8FDRERERkeCxoiIiIyPBY0REREZHgsaIiIiMjwWNAQERGR4bGgISIiIsNjQUNERESGx4KGiIiIDI8FDRERERkeCxoiIiIyPBY0REREZHgsaIiIiMjwWNAQERGR4bGgISIiIsNjQUNERESGx4KGiIiIDI8FDRERERkeCxoiIiIyPBY0REREZHgsaIiIiMjwWNAQERGR4bGgISIiIsNjQUNERESGx4KGiIiIDI8FDRERERmeResA7pUoigCA9vZ2jSMhovuVn58Pi2VsaYe5gMj4kpELBjJMQdPZ2QkA2LRpk8aRENH9OnfuHAoKCsb0M5gLiIwvGblgIJMsy3JSf2KKhEIhXL16FS6XC4Ig3NfPaG9vx6ZNm/DOO+8gPz8/yREmhxFiBBhnMhkhRiA5cSbjqmyy5ALAGHEaIUbAGHEaIUZAP7lgIMOs0KSnp8Pj8STlZ+Xn5ye9Mkw2I8QIMM5kMkKMgPZxTrZcABgjTiPECBgjTiPECOgvTm4KJiIiIsNjQUNERESGx4KGiIiIDE/4xS9+8QutgxhPNpsNCxcuhM1m0zqUYRkhRoBxJpMRYgSME+e9MMrvYoQ4jRAjYIw4jRAjoM84DdPlRERERDQc3nIiIiIiw2NBQ0RERIY3qQoav9+PlStXoqWlRetQhnXgwAEUFRWhqKgIe/fu1TqcIVVXV+OJJ55AUVER3n77ba3DGdWrr76KHTt2aB3GsJ566ikUFRVh9erVWL16NS5fvqx1SIPU1taiuLgYjz/+OF555RWtwxkz5oLkMVI+YC4YO13nAnmS+Ne//iWvXLlSnjdvnnzz5k2twxnSRx99JD/55JNyOByWI5GIvHnzZvnvf/+71mEluHjxorxhwwY5Go3KwWBQXrZsmXz9+nWtwxpWXV2dvHDhQvmll17SOpQhSZIkL1myRI5Go1qHMqzm5mZ5yZIlcltbmxyJROSSkhL5/fff1zqs+8ZckDxGygfMBWOn91wwaVZojh07hpdffhl5eXlahzIsl8uFHTt2IC0tDVarFQ8//DBaW1u1DivBl7/8Zfz+97+HxWJBV1cXRFFEZmam1mENyefzoaqqCtu2bdM6lGH997//BQA8/fTT+Pa3v40//OEPGkc02NmzZ/HEE08gPz8fVqsVVVVVWLBggdZh3TfmguQxSj5gLkgOvecCwxx9MFa7d+/WOoRRzZ07V/24sbERp0+fxtGjRzWMaGhWqxX79+/H7373O6xYsQJut1vrkIb085//HC+++CLa2tq0DmVYvb29WLRoEXbt2oVoNIrNmzfjwQcfxOLFi7UOTdXU1ASr1Ypt27ahra0NX/3qV/HDH/5Q67DuG3NBchkhHzAXJIfec8GkWaExks8++wxPP/00tm/fjjlz5mgdzpDKy8tx4cIFtLW14dixY1qHM8jx48cxbdo0LFq0SOtQRvToo49i7969cDgcmDp1KtavX4/z589rHVYCURRx4cIF7NmzB3/+859x5coVnDhxQuuwJgUj5AJA3/mAuSB59J4LWNDozKVLl7Blyxb8+Mc/xtq1a7UOZ5Dr16/j3//+NwAgIyMDy5cvx6effqpxVIO99957+Oijj7B69Wrs378ftbW1OJjFAAADnklEQVS12LNnj9ZhDVJfX48LFy6on8uynPQTaMfqgQcewKJFizB16lSkp6fjG9/4Bq5cuaJ1WBOe3nMBYIx8wFyQPHrPBSxodKStrQ3PPvss9u3bh6KiIq3DGVJLSwt27tyJSCSCSCSCc+fO4bHHHtM6rEHefvttnDp1CidPnkR5eTm+9rWvoaKiQuuwBunr68PevXsRDofh9/tx4sQJfPOb39Q6rATLli3Dhx9+iN7eXoiiiA8++ADz5s3TOqwJzQi5ADBGPmAuSB695wJ9lX+T3MGDBxEOh1FZWak+tmHDBpSUlGgYVaLCwkJcuXIFa9asgSAIWL58ua4Trt4tW7YMly9fxpo1ayBJEjZu3IhHH31U67ASLFiwAM888ww2btyIaDSKxYsXY926dVqHNaEZIRcAzAfJxFwwdjz6gIiIiAyPt5yIiIjI8FjQEBERkeGxoCEiIiLDY0FDREREhseChoiIiAyPBQ1poqGhAeXl5VqHQUQaYy6gZGHbNhERERkeB+tRyvX39+NnP/sZmpqaYDabMW/ePBQVFWH37t04deoUysrKcPv2bQBAIBDAzZs3cebMGUyfPh379u3DJ598AlEU8cgjj2Dnzp3IysrS+DciovvBXECpxFtOlHJnz55Ff38/Tp48ib/85S8A7o5MVxw8eBAnT57E8ePH4Xa78aMf/Qhz5szBm2++CUEQUFNTg3fffRd5eXnYt2+fVr8GEY0RcwGlEldoKOUee+wxVFVV4amnnsJXvvIVlJaW4s6dOwnPkSQJP/nJT/DQQw/h+9//PgDg/fffR19fH+rq6gAA0WgUubm54x4/ESUHcwGlEgsaSrmZM2fi7NmzuHjxIv7xj3/ge9/7Hn71q18lPGf37t0IBoOoqqpSH5MkCRUVFSgsLARwd7k6HA6Pa+xElDzMBZRKLGgo5f74xz/i0qVL2LdvH5YuXYquri5cu3ZN/fqbb76Jf/7znzhy5AgEQVAfX7JkCd555x0sWrQIFosFu3btQmZmJl555RUtfg0iGiPmAkoldjlRygUCAVRUVODTTz9FRkYGpk2bhjVr1qC6uhoHDx5EYWEhHnzwQaSnp0OSJABAeXk5Fi9ejFdffRUff/wxRFHE5z//efz617/mRkAig2IuoFRiQUNERESGxy4nIiIiMjwWNERERGR4LGiIiIjI8FjQEBERkeGxoCEiIiLDY0FDREREhseChoiIiAyPBQ0REREZ3v8BGIJgRL80UQAAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(tips, row='smoker', col='time', margin_titles=True, height=4)\n", "g.map(sns.regplot, 'size', 'total_bill', color='.3', fit_reg=False, x_jitter=.1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(tips, row='day', row_order=['Thur', 'Fri', 'Sat', 'Sun'], height=1.7, aspect=4,)\n", "g.map(sns.distplot, 'total_bill', hist=False, rug=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# To vary stuff across the hue, pass a dictionary to `hue_kws`\n", "g = sns.FacetGrid(tips, hue='sex', height=5, hue_kws={\"marker\": [\"^\", \"v\"]})\n", "g.map(plt.scatter, 'total_bill', 'tip', s=100, linewidth=.5, edgecolor='white')\n", "g.add_legend();" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# If you have many levels of one variabel, you can pass in along the columns but 'wrap' them so that they span multiple rows.\n", "# 'row' cannot be used in this case.\n", "attend = sns.load_dataset('attention').query('subject <= 12')\n", "g = sns.FacetGrid(attend, col='subject', col_wrap=4, height=2, ylim=(0,10))\n", "g.map(sns.pointplot, 'solutions', 'score', order=[1, 2, 3], color='.3', ci=None)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Use FacetGrid.set()\n", "g = sns.FacetGrid(tips, row='sex', col='smoker', margin_titles=True, height=2.5)\n", "g.map(plt.scatter, 'total_bill', 'tip', color='#334488', edgecolor='white', lw=.5)\n", "g.set_axis_labels('Total bill (US Dollars)', 'Tip')\n", "g.set(xticks=[10, 40, 50], yticks=[2, 6, 10])\n", "g.fig.subplots_adjust(wspace=.02, hspace=.02)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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27Fh69OhhsSGWQgjHlJSUxIIFC9izZw+1atVi8eLF1KtXz9ZhSUIjhLjn999/Z+7cuTRu3JiJEycSEhJi65CEEHbogw8+YN++fQwdOpSIiAhcXFxsHRIgCY0QZVpOTg6nT5+mYcOG1K9fnw8//JBGjRpJrYwQwkR8fDxarZbQ0FCGDRtGz549qVmzpq3DMiF9aIQooy5evMjgwYN54403uHbtGgBPPPGEJDNCCCNFUfj666/p0aMHM2fOBMDX19fukhmQGhohyhydTseaNWtYvXo1Hh4eTJ8+ndDQUFuHJYSwM9evX2fWrFkcO3aMRo0aMXny5EK31+sVomOTbDappiQ0QpQhOp2OQYMGcfbsWZ577jnGjRuHn59MgCeEMHXq1ClGjBiBSqUiMjKS7t27o1YX3Kij1yscOHKBKXN3otVmG5c9adm0ltWSGklohCgDdDodzs7OODs707FjRwYNGkSrVq1sHZYQws4Yyoo6deoYy4rirI8WHZtkTGYAtNpspszdyYYPBlpt1nDpQyNEKXfy5El69eplXEyyT58+kswIIUwYmqL79OlDeno6Go2GiRMnFnux14TEu8ZkxkCrzSYh8a4lws2XJDRClFLp6eksXLiQ119/naysLDQaja1DEkLYofPnzzNw4ECioqKoXr06WVlZJT6Gv58nGo3p8G2NxgV/P09zhVkkaXISohT65ZdfmDFjBjdu3LDZuipCCPum0+n46KOP+OSTT/Dx8WHevHm0bdv2gY4VWsmXmZGd8/ShCa3ka+aoCyYJjRCl0PXr13F2dmbVqlU0bNjQ1uEIIeyQWq3mxIkTdOjQgbfffpvy5cs/xLFUtGxaiw0fDJRRTkKIh3Pw4EHS0tJ4/vnneeGFF+jQoQNubm62DksIYUe0Wi2rV6+mV69eBAQEsHTpUrOVE2q1iqohflbrBJzn/W3yrkIIs0lKSmLSpEm8/fbbbNmyxbiYpCQzQojcjh8/Tu/evfnkk0/44YcfAEpVOSE1NEI4KEVR2LNnDwsWLCAtLY033niDgQMHyky/QggTaWlpLF26lC1bthASEsKKFSt48sknbR2W2UlCI4SD+vPPP5k0aRJhYWG88847djkVuRDC9j744AO2bt1K3759GTZsWKkd8SgJjRAORFEU/vjjD+rVq0fdunV5//33ady4Mc7OcisLIf6RkpLCnTt3CAkJ4fXXX6dDhw7Ur1/f1mFZlPShEcJBxMbGMmLECAYOHMjFixcBaNasmSQzQggTe/fupWfPnrzzzjsoioKPj0+pT2ZAamiEsHt6vZ7NmzezbNkyVCoV48aNo3r16rYOSwhhZ27fvs38+fPZt28fdevWJTIyskz1qZOERgg7ptfrGT58OD///DPNmjUr0VTkQoiy49y5cwwfPhytVsuIESPo169fmau9tcnZbtu2jZUrVwLwzDPPMH78eFuEIYTd0uv1qNVq1Go1zZs3p1OnTnTq1KlMPW0JIYpmKCtq1KhBeHg4gwYNolq1arYOyyas3ocmIyODWbNmsX79erZt28Yvv/zC4cOHrR2GEHbr/PnzDBgwwDhPRL9+/ejcubMkM0III71ez5dffskrr7xCeno6bm5uzJgxo8wmM2CDGpqcnBz0ej0ZGRl4eHig0+lK1cQ+QjyorKwsPv74Yz755JOHmoJcCFG6RUdHM3PmTE6cOEHjxo1JT0+XtdqwQULj5eXFqFGj6NixI+7u7jz11FM0atTIZJvU1FRSU1NNXouLi7NmmEJY1ZkzZ5gxYwaXLl2iY8eOjBkzBh8fH1uHZfekrBBlSU5ODp999hkffPABLi4uTJ48ma5du0rt7d+sntD88ccfbNmyhf/7v/+jXLlyjB07ltWrV/Paa68Zt1m7di1RUVHWDk0Im7l06RJ3795lyZIlhIeH2zochyFlhShLVCoVBw8epHHjxkyYMIHAwEBbh2RXVIqiKNZ8w48++oiEhARjR+D9+/ezceNGYydhKPipq2/fvuzdu5eQkBBrhiyERRw/fpz4+Hg6dOiAoijGZlhRfFJWiNJOp9Oxfv16OnfuTIUKFbh79y4eHh5SK5MPq9fQ1K1blwULFpCeno67uzv79u3LM+GPt7c33t7e1g5NCKtIS0sjKiqKL7/8ktq1a9OuXTvUarUkMw9AygpRmp07d44ZM2Zw4cIFXF1d6du3L56enrYOy25ZPaEJDw/n7NmzdO/eHRcXF+rXr8+QIUOsHYYQNnHo0CFmz57NrVu3eOWVVxg2bBhqtUzYLYT4h1arZdWqVXz66af4+vqyYMFCatRqwInfovH38yS0ki9qtdTQ3M8m89AMGTJEkhhR5ly8eJFRo0ZRvXp1Vq9eTYMGDWwdkhDCDn344YesX7+eF154gZEjR/Hr7zfpO2wNWm02Go0LMyM707JpLUlq7lO2phEUwgYuXbpEjRo1eOSRR1iwYAHNmzfH1dXV1mEJIexIeno6KSkpBAcHExERQZMmTXj66ae5GpPIlLk70WqzAdBqs5kydycbPhhI1RA/G0dtX6SuWwgLMXR+79OnD+fPnwegdevWkswIIUwcPXqU3r17ExkZaVxM8umnnwYgIfGuMZkx0GqzSUi8a4tQ7ZrU0AhhZoqisGvXLt59913S09MZOnQoNWrUsHVYQgg7c+fOHZYsWcK2bduoUqUKb731Vp7RS/5+nmg0LiZJjUbjgr+fdA6+nyQ0QpiRoiiMGzeO/fv306BBA6ZMmSIrYwsh8rh48SIjRowgISGBiIgIXn/9dTQaTZ7tQiv5MjOys7HZydCHJrSSrw2itm+S0AhhBoqioFKpUKlUNGjQgCeeeIKePXvi5ORk69CEEHbEUFaEhITQoEEDIiIiCAsLK3B7tVpFy6a12PDBQBIS78oop0JIHxohHlJMTAxDhw7l4MGDAAwYMIA+ffpIMiOEMFIUhd27dxMREWFcTHLevHmFJjMGarWKqiF+NGoQStUQP0lmClDsGpqUlBScnJzw8vKyZDxCOIzc66o4OzuTnp5u65CEEHYoPj6eOXPmcPDgQcLCwkhJSZGJNC2gyITm0qVLjBs3jnPnzqFSqXj88ceZP38+lSpVskZ8QtilS5cuMWPGDM6cOUOLFi2IjIykYsWKtg5LCGFHFEVh27ZtLFmyhOzsbEaPHi21txZUZJPThAkT6NGjB6dOneLXX3+lffv2TJo0yRqxCWG3zp49S3R0NP/973959913JZkRQuShKArffvsttWvX5vPPP6dfv36SzFhQkTU0GRkZ9O7d2/h7//792bx5s0WDEsIe/fHHH8TExPDss8/SqVMnWrRoQfny5W0dlhDCjuj1er788ktatWpFYGAgCxYswMvLS5Y4sYIiP+EaNWpw4sQJ4+/nz5+XFWxFmZKZmUlUVBQREREsX74cnU6HSqWSZEYIYeLKlSu8/vrrzJ8/n+3btwP3FlCVZMY6iqyhiY2NpX///tSpUwdnZ2fOnj1LhQoV6NKlCwA7duyweJBC2MrJkyeZOXMmV69e5YUXXmD06NE4O8tsB0KIf+h0Oj799FNWrlyJRqNh2rRpdOrUydZhWZVerxAdm2TToeVFlsxjx461RhxC2J3o6GiGDBlCxYoViYqKMk5FLoQQua1atYrVq1fT6Imm/HvEKBo8+kieGX9LM71e4cCRC3km/7P2ApoF1oNdvHgRAE9Pz3x/GjduTOPGja0WqBDWcv36dQBCQ0OZOXMmmzZtkmRGCGEiKyuLW7duodcrhD7SGBefFpy4FMKIids5cOQCer1i6xCtJjo2Kd8FNKNjk6waR4E1NPPnz+fDDz+kR48eBAcHoyj//OdkZGRw5MgRqwQohLWkpaWxZMkSduzYwdq1a6lbty7t27e3dVhCCDtz5swZZsyYgZubGzNmLWbu0gNkq4KAsrkadmELaFrzMygwoZk3bx7Jyck88sgjrF+/3jhdc3Z2Nv369bNagMJxWLoN1ZLHP3jwIHPmzCEhIYH+/ftTrVo1sxxXCFF6aLVaVqxYwcaNG6lQoQIjR44kKTnDLr7MbcleFtAsMKEZM2YMhw4dQqVS0bRpU+PrTk5O8tQq8rB0G6qljq8oCjNmzGDHjh3UrFmTRYsWFWsqciFE2RIdHc3IkSOJjo7mpZde4s0338TLy4urMYl28WVuS/aygKZKyd2WlI8JEyYwZ84ca8VToJiYGNq2bcvevXtl2LgduhqTSN9ha/Lc1OaqdrXk8desWUN2djYDBw7ExcXlYUMVNiZlhbCEzMxMIiMj6du3L08++aTxdXvpEGtrDjHKyR6SGWH/LN2Gas7jx8fHM3fuXF544QVatmzJwIEDHzo+IUTpc+jQIdasWcOSJUvw9PRk8eLFebaR1bDvMSygactmNplQQ5iFpdtQzXF8RVHYvn07ixcvJjs7m/DwcLPEJoQoXVJSUli0aBG7du2ievXqJCQk4OlZcFljD1/mohgzBQtRHIY2VI3mXpONudtQH/b4sbGxjBgxgpkzZ1K7dm0+++wzunXrZpbYhBClx//+9z969OjB7t27GTx4MBs2bKBKlSq2DksUg9TQCLOwdLXrwx7/xIkTnD59msjISLp37y5TkQsh8lAUhS+//JLAwECioqKoXbu2rUMSJWCThGbfvn1ERUWRkZFB8+bNmTx5si3CEGZm6WrXkh7/ypUrXL58mdatW9OpUyeefvppAgICLBKbEMIxKYrCrl27eOqppwgMDGTu3Ll4eXkZlzixh86uonisntBER0czdepUvvjiC/z9/YmIiODAgQO0bNnS2qGIUir3uiq+vr6Eh4fj4uIiyYwQwkRcXByzZ8/m8OHDDBw4kBEjRuDj42P8u4xgcixWT2i+//57nn/+eYKC7s2quHjxYtzc3Ey2SU1NJTU11eS1uLg4q8UoHNeFCxeYMWMG586do3Xr1owfP16GYpdiUlaIouRXwwIKX331FUuXLiUnJ4exY8fSo0ePPPsWNKV/WZoF2JFYPaG5evUqLi4uDB06lBs3btCqVStGjx5tss3atWuJioqydmjCwcXFxdG/f3+8vb2ZO3cubdu2LVMLxJVFUlaUPuZs4imohuXK+UMsW7aMxo0bM3HixALnK7KXKf1F8Vg9ocnJyeGXX35h/fr1eHh4MGzYMLZu3Ur37t2N20REROQZgRIXF0ffvn2tHa5wAPHx8VSoUIGgoCAmTZpEixYtTKqNReklZUXpYu4mHpMaFkVBm36HKXN3smJ+d6YGBNC5c+dCH3rsZUp/UTxWH+oREBBA06ZN8fPzQ6PR8Oyzz/Lbb7+ZbOPt7U1ISIjJj6GJSggDrVbLkiVL6NKlC7///jsAXbp0kWSmDJGyonQx96rNxhqWnBS4sw/SfkCbkUlWthNdunQpsgbX0tNRCPOyeg2NoV9Damoqnp6e/PDDD7Rt29baYQgLsdaIgOPHj/Pf//6X6OhounXrRtWqVc3+HkII6zJ3E095bzecs/9Al3YGVC7g8ThuGldjDUtR5ZXMAuxYrJ7QPPbYY7z22mu88sorZGdn07x5c1566SVrhyEswFojAhYtWsRnn31G5cqVWbFihcm6KkIIx2XOJp64uDgmRb6FLu0Cak0V9G6PofEoZ6xhKW55JbMAO44iF6e0F7LgnP2z9AKVBmvWrCExMZFhw4bh7u5utuOK0kHKCsdlzoeirKwsRo8eTY8ePalRq0GeGhZrlVfCemSmYGE2lhoRkJKSwrvvvkvr1q1p1aqVLCYpRCn1sE08J0+eZNWqVcyfPx9PT0+WL19u/Nv9ZZCMYCp9JKERZmOJEQF79+5l/vz5JCcnU6tWLXOEKYSwYw/SxJOens6yZcvYvHkzQUFB3Lhxg5o1axa6j4xgKn1kQRthNuYcEZCQkMD48eMZP348AQEBrFu3jn79+pk7ZCGEgzt69Ci9e/dm8+bN9OzZk02bNhWZzICMYCqNpIZGmI05RwQcO3aMH374geHDh9O/f3/juipCCGGgKApr167F2dmZVatW0bBhw2LvKyOYSh/5liiCLExWMiWtLs79+So5d0lLvUnLli3p0KEDDRs2JDg42MIRCyEczcGDB6lTpw4VK1Zk5syZeHp6otFoSnwcc49g0un0nL90k9sJaQT4e1G7RpYgLFoAACAASURBVEWcnaUhxFokoSmELExmWYbPd/KcHWSm/gkZv+Hl6cGuXd/g4eEuyYwQwkRSUhILFy5k9+7d9O7dm7Fjx+Lv71+iY1jqIVWn07PnwDlmL9lt/L6YOLo97VrWk6TGSuRTLoS5Z60UpqJjk5j038/IvP0/SD8BTn5kubciPjHD1qEJIeyIoijs3r2bHj16sHfvXoYOHcqoUaNKfBy9XuHA4Qv0HbaGIWM20nfYGg4cvoBe//Czl5y/dNOYzMC974vZS3Zz/tLNhz62KB5JaApR2LA+8eD0eoWrMYmcPvMXWfG7QJcEHk+A1zNk6dys+vkaYjnxWzRXYxLNUrBZW2k4B+HYCrsGzXF9btq0iUmTJlG5cmU+/fRTXnvtNVxcXEp87OjriUyZd99D6rydRF9PfOhYbyek5ft9cev2HYvfk/ZQBthDDNLkVAgZ1md+er3Cru+PMzfqIP1fboyzdyN0qoqgvjdBnjU/39LQpFgazkE4tsKuQeCBr09FUUhJScHHx4eOHTsC0KNHD5ycnIp834KOHRuXkm/SEXszhdDKfg91LwX4e+X7faHPuRenpe5JeygD7CEGkBqaQsmwPvPS6XQsXhLFtEnD0abdZMee0wwf9ioaD2/A+p9vaWhSLA3nIBxbYdfgg16fsbGxjBgxguHDh6PT6Shfvjy9e/c2JjNFvW9B3N1djOW5gUbjgrvG5aHvpdo1KjJxdHuT74vxI55j3RdHLXpP2kMZYA8xgNTQFEqG9ZnPH3/8wYwZMzh//jy4hILag7hbqWz6+jj9X25MvdoVqRrqb9XPtzTMFFoazkE4tqKa5ktyfer1ejZv3syyZctQqVSMHDkStTr/5+4Hufb9fb0YGhHOirU/GmsShkaE4+/rRXwBTUbFvZecndW0a1mPShW9ibmRgrubM+u/PMaZczeM8VrinrSHMsAeYgBJaIokC5M9vJUrV7J69Wp8fX0ZP2Ea7605b7z4426lsv7LYzZZP8XemhQfZPSFvZ2DKHuKugaLe33evn2byMhITp48SbNmzZg4cSKBgRULvCce5NqvHOxD9Sr+RPRqgqKASgXVq/hTOdgHvaI89L3k7KzG18eTERO+sNo9aQ9lgD3EANLkJKzA2dmZTp06sXnzZl7q1slumvHsqUnR0AZtMvriSNGjL+zpHETZVNg1WJLr09vbG5VKxbRp03jvvfcIDKxY6D3xINe+Wq2i6ZM1aNeqHk8+VoV2rerR9MkaqNUqs91L9x+nSogv787ozu3ENIt0lrWHMsAeYgBZbVtYQEZGBsuXL+eJJ56gVatWKIqCSvVPTYM9TVZoL7E8zMq/9nIO9kLKCusr7Bos7G8XLlxgxYoVTJ8+HS8vL5Oyojj3hLmvfXMdz3CclJQMbt6+w/SFuyzaWdYeygB7iEGanIRZHTt2jFmzZnH9+nW8vLxo1aqVSTID9tWMZy+xPEwbtL2cgyi7CrsG8/tbVlYWH3/8MZ988gnly5fn2rVrhIWFmZQVxbknzH3tG44XWsmX6NgkTp6JeaAvZ8NxrpLIvyM35eksa+4mdnsoA+whBklohFmkpaWxZMkSvv76a6pUqcKqVat4/PHHbR2Ww7CXNmghLO3MmTPMmDGDS5cu0bFjR8aMGYOPj0+e7Wx1T5hzCLK9dJYtK6QPjTCLQ4cOsX37dgYMGMDGjRslmSkhe2mDFsLSVqxYwd27d1myZAkzZ87MN5kB290T5hyCbEjKcpMHFcuRGppSxNptmElJSZw7d45mzZrRrl076tSpQ7Vq1Sz2fqWZTBEgSpvc5VFc7EUef6wOwcHBTJ06FXd3d7y8vArd33BPfLbiVRKS0sjIyKZSUHmLx23OWhVDUnZ/bY88qFiGJDSlhDVnalQUhT179rBgwQJycnLYuXMnnp6exU5m7KHzmD2yhzZoIczBuPDs7K1kJh2HrEs0adqape/Np0KFCiU61l9X4q06A605m7rkQcW6pMmplDBHNWlx1uKIj49nzJgxTJo0iUqVKrFq1So8PYt/oz/o8GQhhOOIjk1i4rSVZN7aCVmXwK0WJy9VKHGzjSVmoC2qnDN3U5fhQaVRg1CqhvhJMmNBUkNTSjxsNWlxaniSk5Pp1asXmZmZjBo1ij59+uDsXLJLqKACyhYT6wkhLGPb19vITtoP6nLg1Qac/cnMUkrcbGPuTrXFKeekVsVx2bSGZt68eURGRtoyhFLjYTufFZRo/HY2hnPno9HrFXx8fBgyZAifffYZ/fv3L3EyA7KCuRD27kFXTdbrFc6dj+bEb9E0bRZO+YpPgvdz4OwPPFizjbk71Ra3xkdqVRyTzWpojhw5wtatW2nVqpWtQjA7S/UNKc5xDdWkSz/aT9cODQjw86SCfznUf+9///b3HzMlJSNPolG+nIbt27by3TebGTXmHV7q+iy9e/d+qDiL2z4t/WyEsL7cNRg+3u507diAR6oG8Ei1AEIrF/zFfutWPOMnTOXM7xdQvNqgcXdj4ttv8tGnh7gWk/TQs+4u/Wg/7VuF4eSspkFYJSoH/TMyqiRlhb0Po5Zy7+HYJKFJTk5m8eLFDB06lD/++MMWIZidpTrlFve4arWKFk1qotPpTWalHBoRTvUq/sbpvQs65tSxz1MlxJdrMfeeVAJ89DilH2D71ovgXJH3Vx/FL6AKbVvUyfd8ihtncXr928tS9EKUNYYaDB9vd3q9+AQfrvux0HtQURS++eYbFi5cRFraXdCEAfeShNlLdhM1pwcZ2mwqVSxfaEJUkILKNUMsQInKCnue70nKvYdnkyand955h7feegtvb+98/56amkpMTIzJT1xcnJWjLBlLLZ9ekuNej0s23vSGbVes/ZGz5+NMts/vmNMX7iJyZLt71bva8yRd20bs9Wvg8RR4tSAz25XpC3cVeD4lqco1tE+vXPQKGz4YmOeGtZel6IX9c8Sywp4ZajC6tKtvTGYg/3swOTmZUaNGMW3aNCoGVb7XvOReD1Rq4z7Hfr3GuOlfc+lawgPHlF+5ZoilpGWFPc/3JOXew7N6Dc0XX3xBcHAwTZs25auvvsp3m7Vr1xIVFWXlyB6OpaoyS3LcgrZVFNOl6wvaztnJiQ0fDGTNmk/464IT52Iqgdq9WOdTkjiLGp5s79XCwn44Yllhzww1GCq1qsh70NPTk9TUVMaOHUvjpm0ZMGJ9npoPRa88dMf/ovrdlaSssOcOv1LuPTyrJzS7du0iPj6erl27kpKSQnp6OrNnz2bixInGbSIiIujWrZvJfnFxcfTt29fa4RabpaoyS3LcgrZVqTBur9craDTOptspOTjpzvPX+V9p9PILTIoczfHfrjFm6tZin485z9+eq4WFfXHEssLWCuunYajB+OtyPFVCfGnfKgyVWoWiV9i9/yxZmclMmrSCCRMm4OXlxccff4xarUavV/I0Jb8xIJxNXx8HSv7FnDtGjcbZpDkcTMuDkpYV9jrfk5R7D89p2rRp06z5hi+++CKvvPIKffr0wdvbG1dXV6ZPn26yjZubG97e3iY/er2edevWERERUWBTlS15e2moUS2AH366iE6nN1ZlNgirnGdxRksd19tLQ42qAfxw9J9th0aEU7tGII/WqYSi3Gtvnvv+Hvq93JhTv19Hp72NKv0Qem00oSGVaNasGWq1mqAK5aka6sehY5eKdT7mPH9LfZYPSq9XuHY9iUtXbpOVnYO3l8YmcYi8HLGssCVDP40REzazddcptu8+TY1qAVQN8UOlUqFS3fuyD6rgTaXg8iz75CBHj1/h9z9jeapeJiuXLyQmJobGjRsTHBxsvA8M+z3bsi4tnn6ESkHl2bLzJHG3UoF7X8z9ejTGx9u9sPDyjfHbfWcZNaQ1F6/Ek5KqNSkPypdzt6uy4mHYW7nniFSKothsRrOvvvqKY8eOMXfu3CK3jYmJoW3btuzdu5eQkBArRFdythzlZLLt9URib6bgrnHB39eLysE+qNUqrsYk0nfYGrTabCoGeBDodY0zJ/fj4+vHlMmTeeaZFg91PuY8f3vp7S8d9RyPI5QVtpK7DDDQaFzyNAeZbJeTAnd/gZxEnniyCTOmv0PFihULfI8HuWcM9/vtxDRcnZ0YNn5TnhhXLuqDVqvLUx7YS1lhDqXpXGzBphPrde/ene7du9syBLOyVFVmSY6rVquoGupP1VD/PH/L3UZ7M/Y8N+8eAdcaTJ0xg/Cn6z7U+z7I9tY61sOQiQBFaVLcfhom26X/Bvo08GzCkGHjC01moOT9VO5PgIYObJFvjFqtjkYNQvN9P3soK8yhNJ2LLchMwXbIUlm6l7uazm0CqRRSG32Onq07Armb5UloSOADx1LanyhuJ6aVmo56pf3/ShQtv34aVUJ88fRw5cy562Rm5ZCVpSM5MZZKgS7E3soGzycANRqPcgT4eXI1JrHI8iAlJQNnFzUKisnr+e2X+6EhKNCb6qF+DB3Yghydnh17ThN3K1X6kohikYTGzliqiePQoUNMnTqD5JQU8O6ExsOToRHtqV7Fv8Ahi0XFYu5Y7fEL113jkm9HPY3GsW4daTpzPJa4H3LPA2WYa6ZKiC9XohOIT0jjgzUHyEw+Bdo/eaxRU5xD/sW1mL+HN4/vTMyNZMbP3FZoebD0o/10e76hyRw2E0e3zzPJnmE/Q21QUKA3vV58gqkL/plv5o0B4WzddZI3X2tlF0OrhX2zaR+akigr7eLFbeMurpSUFBYvXszOnTtROXujuD9pMhX5huUR+TZPFScWc8Zqr1+4v/1+nVNnr5sUzm8MCOexsMo0eLSyzeIqKXNfV/asNJQVlrwf9HqF6zeSOfvnDWYu/o7+LzdG7aTik/U7yUr6CfR3wLUabr5PsmpxhLHfilqlos/QT/K9hkIr+fLHX3Ec/vky1UP9jElJ7u36v9yYVZ8eMtkvdznS/+XGrP/yWJ79PpjXi0frVpLEWxRJVtu2M+Zc6ygtLY1evXrx7bff8nznl1G8njUmM8bjJqU/cCzmjNVeJ5UqX96drbtO0v/lxgwZEE7/lxuzdddJypcverSGPZE1tByLJe8HtVqFXlGYufg7tNpsVGoVF/44QVbC90AOeLUAz6fIzFKRkpJh3C8pOb3Aa+jAkQsMGfMZK9b8wOXoxHy3U6lVBAV683q/5gzo2YSk5LvodHrUKhVT3uqAk7M63/2ydXpJZkSxOFa9eRnwsHMR6PUKf12+QdrdHPz9POnbty+NGzdG41mBfcfzPqEXdNx856u5bx9zzptgr5NKhVby5c3XWhW6VIMjkDkuHMvD3g9FNVcZj6/oUPQKVarVxckzjByXOqC697Wg0bhw5s8bfLj2x3yXRzFso9E4M3LSP8lXzt9Dju+/1txcnUyWU1i3+Z+mqKysHN4e2kauUfFQpIbGzjzI1NyG1XFPnYlh4ZLVvNKnB0NGLaXvsDWE1GhCrVq1S3RcQ3X35Dk7eGNAeIH7mHMa8QJX1fX1KPGxClPSlYSLs1SDI7DnKd9FXg+zyrTh/u07bA1Dxmyk77A1HDhyweRa17gqOGlPwJ3/Y/vuUwQHBfDmmyPQuLsb32toRDjbvv0NyGd5FO51Jl44tRsJiXd5vV8zggLvzfmzY8/pPOXGxNHtcXFxyrOcwuwlu2nfKoy4W6m8u2IfQyMKLm/yO88HWRVclF7Sh8YOlXTemQNHLjB51iYC3S8QffUsOPmD51PgVM6kjfv6jWQSktKKXCwud3+LoEBvurSrj5OzmmZPVaduzSCLjHLS6xUOHL7AlHn/1ITkt7Dmw3x2BfVLaNGkJtfjku2qM7Il2GOna0soDWVFSfvQ3D+z7uQ5O/LUpBj6rBw8eJA5c+Zw+/Zt1B71yHGpS5XQACaN6kBaeiZ30rR4erqxaPle48R4BisXvYK/rwfRN5JISExnwbL/GeP796vPsHHLz8TdSqVKiC/Tx3UiW6fH38+TykE+/PzrFd6c+EWe2IcMCGfluh8BCAr05r8TOqPXU+g1aq997oRtSZOTHSrOXASGjn1JyXf58eD3kLKbm8kK5QKbcCcrFP6eWVKrzSb2RjIXL8dz8epttn37G8mpGfeefCr7mRzPUCCq1eDj7U6cNpu4W6ns2HOaLu3qczshjWiPJJNCxlzzJqjVKmpWr0BEryYoCih6hc+3Hic5NcOYkOX+Mq4c5JMnCYHCV97Nr1/C0o/2F7iSr7kKxtyfbQV/L/R6PQlJ6QUW2JZKPGSOC8dRkrlcco8uat8qDCdnNSNfb832707RqH4VgoPKk5GRReyNeD5cvpA9e/YQElKNOfPewa9CCGfOxVI5qDznL9+iUsXyfLnzV1o3r01y6r3+M7kfajQaZ5ycnMjKzDEmM4a/p2dkMW74s1yPSyaogjfe5TQmD02Vgn3ybVJSctWsJKdm4OvjWeQ1KvNDifxIQuOA9HqFI79c4tr1JJZ9fBBt8mnUSnkiBg0nODiYjzf+ZDLleO52cMP6Krlv/vyedoZGhPP51nvrsORu97bkk1B8Qhofrv0xz+spKRlcunrbJL78hoHWqOJfaCGXX7+E9q3C8l3J11wFY+7P1sfbnd7dnmDF2oI/S3nyFAbFTUCjY5PyHSo9aXR7MrRZTJ3/DVptNqGVvMlJPo+zV31i0mozbfERhg96Bk8PV5Oh0uNHPIeLi5qhEeF89c1Jk+Ou+fwnJoxqR+odrclQ69zvOzQinHdX7DM+OBmu3cpBPkwc3Z7ZS3Ybt50wsh3bvjsFlKwZ1F773Anbkj40DuhK9G0+//wz3l++4d5N7VYHvUcLPtv2BwlJ6XTt2ADIvx38w3U/0qVdfZMRLvk97axY+yNdOzagS7v6edq9p8zdyfUbyWZvvy6o34CzizpPfIa299wxxcalFDqSJ7/jFzSywlyjf3J/tl3a1TcmM7njzj1yxV5Hewn7lZB4l/atwvLcp7OW7OZa9A20CUdAyaZDm/ok5DyNzqUuqO5d98s+PkhirtFLWm0286K+Jzo2mc+3Hmf4q8/kOe6c9/YQ6O+FRuOSb/mwYu0/ZUzua/d6XDIffXrIZMTg6o2HGf1GGz5e0o+Vi/rgXU5DdGxSkeXJw/QxEqWX1NA4mEuXLhE5YTKXLp4H12rgGWTSvKQoUOeRQFYuegW1GibP2WnSDm4YPpn75i/oaedfdYPJzs7J8zcfb3fjHBbmrEXIPelX7uNmaLMLHAaa+3d39/wnwTOcZ37HbxBWyaIjK3J/tiq1qsinSnnyFCXl7+eZNzFXFLQp59m8bitkZYJrKCq1iszMHJN9DWVGfq/F3Url4tWEfK/H6Nhk3hgQjqIohd6bua/dhMS7XItJMs5FY6DL1pOQfLdEtZIFlRXSyb1sk4TGQeh0OtasWcPq1avRaNxp06E/h07qyMzUGbfRaFxQqaBaqB9VQ/25GpNobAe/f5vcN39BQ3orBfkY/537b107NjAmM2C+ZpqC+g1ExyYV2fau+XshzsIKufyOXznIx6IFY+7PVtErRSZPMrxaFFfuBR0b1Q/5Z0h1zl1IPw66m/hXfoQbd2qBU7kCrz+V6p9+Miq1CpUKPD1cAQrcJzNTx5Hjl3i9X/NC783iTPOQXw1sUeVJSdeLEmWDNDk5iEOHDrFixQpatWrFF198QdcXOjNicEuTIY5DI8IJqx1k7Oyb31DdKW91oEPrMJOnn8KG9Ob3t0eqBlismcbQb6BRg1CqhtzrUJhfDBNHt2f3/rMm8VYO9ilyiPX9x3d2Vlt0WHbu2HfsOV3ksFQZXi2Kw9CPbs/+cxw/Fc3x36IZPqglVUJ8IeMk5CTQ5cUBDHztP2g875UHu/efZeLo9qbX1vjOPFo3mL4vP8X6L4+xct2PrN10FD8fD6qE+OZ7zRruvaZP1GDRB3vzDNEeN/xZduw5XexpHgqqgS2qPMmvrBBlmwzbtmOZmZmcO3eOhg0boigKp06domHDhsA/o5wSk+9yJ02Ll6cb/r5eVA72eaBh1UUNd879NxSFvv9em+dJy5IjDO6PIb9RTvZaoNnLKKeywtHKigf5/46+nsSBIxeMfbJcnTMYNrAVTz8VxtVr1/Ep707D+rW5cTPFZKqGysG+ee6bazGJ9Bue935etegVEpLS8PR0w8XJicwsHQH+XsZ77/LV24ydttWkdkfRKzT8V2VcXJyLvZhtdGxSmVmWQ1iWJDR26tSpU8ycOZO4uDh27NiBr6/9PKHbciSOfNmLojhSWfGg99LJM9GMmPAF2oxMyDwPGb+j1oTw/pJFNG5UrUT3xJGfL+U7P8yi6d1p8XTNAo9ljOG+RCRqTg8a/iu02O+v0+n5v0PnLTp1gigbpA+NlRX1hZyens6yZcvYvHkzfn4BjBv/DuXL+xTr2DqdnvOXbnI7IY0Afy9q16iIs7P5WxVt1X4tQ5qLTxI/x1DS+VSysnL486+4eyOT0uIh/RfISQKXyujdHuPMnzdwcXHCyUmVb42tQe7rw9U1/yVOcvR6/vzrJhna7HyvIX9fL4ZGhJtMQzA0Ihx/X69in79er/DD0b/4YM1B+r/cGCdnNQ3CKtGofhW5XkWJSUJjRUV9Iaenp9OnTx+uX7+Ok0ctEnIeZcHKM3j7VSvyS1un07PnwDmTOR4mjm5Pu5b1LJbUWHuSNplMq3gk8XMcJRnVlpWVw/cHzjHn/T20aOQOd/4HKlfwbAquIfeSEJ2e479Fs27z0QJn2r7/+nh7WJt8E5PYGylkZGQzdf43+V5DlYN9qF7Fn4heTXBxdqJKZV9cXZ3Q6/Xo9UqxrrXc93R+K3ELURLSKdiKCvpCvnT1FgAeHh60at0OV/9nyXFrCCqXYs9Dcv7STWMyYzj27CW7OX/ppmVPyopkxejikblsHEdJ5lP58684Zr/3LVptNqf+zOSxRs/gFtjZmMy8MSCc3fvPougV43wwZ8/H5fl/v//62LjlFzzcXYjo1YQhA8KJ6NUEd40LX+06aYwtv2tIrVbR9MkadGgdRnCgN+/M/4bRk7fQ999r86wdVRC5p4U5SUJjRfnevKlXGfZGBL/9dm/yu5ZtXiBLb9pfpjg3+O2EtHwLhtsJaWaI3D7IZFrFI18SjqOoUW2GBRiP/PwXn3y8gsz43aDouZWQyc27NRnQswXT/9OJ/i83Zuuue7P67thzGvhnPpn7/98TEu/i4+3O6/2aM2RAOF3a1Wf77tPUrxuMWq1Cn6OwYcvPdO/UkBtxKQQFevN6v+YM6NmEpOS7JomKWq1Cryj5TuNQnARa7mlhTtLkZEUm8zDoMyH9V8iOplxAdVxcXLkak4hanXfel+Lc4AF/z9x5/34B/sVvz7Z3MplW8chcNo6jsP5ohqahSdNXk5X8E+jv4uRRkxz0gJq4W6ms//IYy+b2xM/XA7WTik1fHzdZ9kSlwvj/bhgZ6eqizrMEh2FotqIoqNQqOrZ9FA93F7bvPm2ytMG6zXmbngwJUpeXGxtHOu3Yc7pYk0HKPS3MSUY5WZGhgJo4dTnZKccAHZ06v8zznV9CpXZi7vt7yMrKKXK9n/xYuw+NrUhn16KV9T40paGsAPjzr+sMGDSGnPS/QO1JtXrtiHjlBeZFfW/8f50wsh3P/X2P57dafeVgH2pWq0BwxfIcPXGZy9cSUBRMliuAe8nPp8siSE5N59iv13BzdcLL043E5HTWbjpa6JDq+4eQG967ZdNahFY2TUzyu38BuaeFWUgNjRUZnsZ6vVCHQz/c5IWXBvHhhtN88+OXJgtHfr71OBG9mvCvusFUCvIp1lwOzs5q2rWsR7VQP4uPcrIlWTG6aDKLaumQkppJTuZtcKsF7v/iSqwzW775laWze5Cckk6Anxd1agbh6uoEQMtmtdiwPILYuBScnNX8dTmeRcv3kpyawdSxzxOfcIcVa39kQM8m+TZJJibfmxtp3eZ7CUxQoDdDI8KL7LSs1+vzrFG2Yu2PtGjyiMl+hSXack8Lc7DJt11UVBSdOnWiU6dOzJ8/3xYhWJWiKGzbto39+/ejVqsY8e/XmbfwfT7ccNqkEDAsHBl3K5UP1/6Im6tLnhkwDYVC32FreGfeTvbsP8f+Q+e5Gp2AWq0irHYwzzStRVjtYLtIZgx9AMy5iKUomsyi6phSUlJYtGgRaWlpVAz0wa1Ce/BoCKp7z55/Xb6Nn68nrcPrUD+ssjGZgb//z0P9qRTsw9vvfMW7H+wj7lYqWm020xfuomIFb3y83Xmkqn+B/VZy9+mJu5XKjVuphfZx0euVgheFTUo3ec3andWl7Cl7rF5Dc/jwYX788Ue2bt2KSqXitdde4/vvv+e5556zdigWpdcrRF9P5PTvF9i0cRXnzp6icZPm+FWoRfny7iSlZBS6qJtG44K7xoUjP1/C3d2FAL9y5OTkEBuXwl+X46lZPYC2Leoaq44NyxqE1QnOd+4JSzbVFHRsnU7PidPX+O1sLDk6Pbv3n+XN11oVq+njQeLNvbaNu8YFXbae8uXdpXZCWE1B121xZuLes+d/bNq4ijt3UmnU6Alq1KzPzPEvcPHqbQ4du0jzxo9Qo4o/6RlZ/P7HDZyd1aRnZHE3PROf8h44OalJTk7HxcWJOZO6cO16MmlpmezYc5q4W6koisKgV57mzl0tC6d1IyExDY3GlZvxqVQN8TPGlLt2r4K/FzWrVTBpypoZ2ZnKQT5cjU7g4pXbQPH6/RVniLq5yqmy3uxaVlk9oalQoQKRkZG4ut5b/OyRRx4hNjbW2mGYRWGF1//9+CeTpi1Gl3oSVCpat+vF003bcOHyLTZs+ZnIke0KXNTN0AZ97XoiSz86QHJqBuNHPMcnnx/hWsy9hRr/O6ELk+fsMHnambn4OyJ6NaFm9QomN64lb+6Cjt2iSc08s3++MSCcpR/tp0bVgEKrlx8k3vz2eWNAOFt3nSx2EiXEwyjsXvjh6F/5Xs8AO3b/zKxZc9Bro1E5+zLqrZm4eoYaUYIG0wAAGLZJREFUlxepEuLLoFeaMff9Pcb9p47pyO2kuyz7+CA+3u75dvJ117iwZeev9HrxCbbuOkmAnyepdzLI0OoYO22ryba53d+sWznYJ8+CrrnPp0qIL+NHPGfStye/jr1FdVY3Zzklc1aVTVZvk6hVq5ZxPaIrV67w7bff0rJlS5NtUlNTiYmJMfmJi4uzdqiFyt30M2TMRvoOW2OceyE6NonJMz9Cl3ocnAOgXDuOnHYiMUVLYnI67VuFMff9PUwd+3yeRd28vNzo/3JjPt96nJnvfkeXdvXRarOZF/U97VuFAfduzr8ux+f7tKMo5KnGtWRVb0HHPn/ppjGZMbz+4bofad8qrMjhww8Sb377GN5P5mApveyprCjsXijoeo6+nsisWXPRa6+D5l8oXm1YseEMZ8/HGbc3lBe5978Sk8iyjw+i1WbTpV39fPuwGMqaD9f9yMjXW5OSqiUhKd24X+5t85uvxuD+5svrcckm53MtJolPPj/C9HHPM2RAOFFzeuSbhBQ1RN2c5ZRMXVA22axT8IULF3jjjTf4z3/+Q7Vq1Uz+tnbtWqKiomwTWDHld/NNnrOdGWOa4+sfQrYSAF4twLkiqFTGZANApVZxLSaJigHl2PDBQGLjksnQZhvbvHMzNEHlbo4CyNHpC6zhub8atySzkZZUQccuaF4cJ2d1kcOHHyTegvZRqVVmO1dhf+yprCjRvZCewuXL0ejRoHerD671wMnbuE/usaeGazg3RcH4Wn5/NxzD8Lcr1xII8PM02e/+bQ33SFHNPvmd57WYJC5eTWDd5qO0b10v3xqVojqrm7OckqkLyiab9Bo9fvw4AwcOZMyYMXTr1i3P3yMiIti7d6/Jz4YNG2wQacHy3Hy6ZDLjdzN50hhUaNG4u4JLEKj+6ROjUt371dCspM3KJrSSL00aVcfTw43k1AyT9zAkKPf/G2D3/rNMebuDydPOGwPC2bHndJ4b15KTVxV0bMO8OPe/3iCsUpFzTDxIvAXtY/ispSArneyprCjWvaAokHkRUnfz+caPABg6qD2vR3QkKNDbuI8qVz5guIZzU6kwvpbf3w3HMPwtM1NHQtJdk/3u39bfz7PQmueizlOlosg5ZArrrG7Ocqqo2iBROjlNmzZtmjXf8MaNGwwYMIB3332XNm3a5LuNm5sb3t7eJj96vZ5169YRERGBt7e3NUPOV1Z2Dtt3n0aXrQPtWUg/BiqFt94aR5tWTXmkagA/HL2I7u+alKER4ZQvp8Fd48LWb0/R7+XGfPTpIZo+VQPf8h4E+pcjtLIPh3+5bLLPV9+cRJejZ/yI5/hy56+kpGrRaFyIfLMddWsF0Tq8Fs0b16BqiB9bdp4kOTWDmZGdaRBWGdXfpaK3l4Ya1QL44ad/4rl/mwdV0LEb1a/CI9VNX5869nmaPVkDJ6fC8+gHiTe/fd4YEM7O708TObKdWc5V2B97KiuKuhcO/HiSnNRDkHmR2nXCaNfxFeYvP8hPv1zm7Pk4Ino9zY2bKYwe0pqQSj7sP3wBnU4PKIwb/hxVQ/15/F+h3E5Mo0mjajzxWBV+PR3DtZhEBvZ+mpO/XzcpO7y9NGz99hT9ezTmq29O8tfleDq0DSOsdjC/no4x2bZ2jUAerVOJ6NgkRkzYbHxY0+n0/PDTRZ5tWRcfb/cCz3PKWx1o+mQN6ter/MB91cxZTqlU9xKnZ1vW5dln6tKvR2MahD14bMIxWH1ivf/+979s2bKFKlWqGF/r3bs3ffr0KXQ/e5ssS69X+N/B35kUORpFl4zavRrvTJnA8882+mdUw/VEYuNScHFxQu2kBgWuxiRwKz7NOPJg5aJXaNQgFPhnteyU1Ay8PNxIu5uJq6szbq5O+JT3JCcnh4SkdPx9PYi5kcz4mduMnfIiR7bD2cmpwJEBthjl9DDv+TCjnBIS76LROMsopzLKlmVFQdftkSM/MWbMGNROTrw66A3atm1Pv+Hr8jSJzPhPJzQaF6pU8iVHUUhJyeDm7VSmL/zW2FF23PBn2brrJABDB4Rz5s84NK7OuLk5ERjgjXc5DR7urmRm6ijvrcHJyYnbiXfIyMgmJNjnXvNS8l3u3NXi6e5GoL8Xlf+O88Rv0QwZszHPeeUupwo7T0t9fkIUh8wU/ABycnJwcnJCr1d4d/FSAgJDad26Zb4T4OU38mbvD3/Q9IkauLu78Pi/QlAUjF+8QJE9/a/GJNJ32Brj5Fdd2tXHyVlNs6eqU7dmkBQAokyzp7IiO1tH7M1UomNusX3ret5+ayRBQRULTBwWTutGcmoG1UL9yNEruGtcGDLmszyJT/+XG6N2UhU5i29JRw7lLltMjrk8AlT/396dRzV5r3kA/0bColZFKxrXLlK9Yt1GBwVxZRqsIQLqXHFBHGy1U1uUTqvYeq2jeLS4gOtVT3u0dam1rcvBo2Cv1S4uMFqFW8fxeFUQRBARRASSQH7zh5dYTMIiSV7e+P38R/y9eZ8gefLktyqaRKHBooes4U7BDWA0CiT/8BM2b0xA9PwP8caYAHz4X9FW21uaOHzw6CVETh6K1Zv/ZnF58avdX6xzuWH1/B1Vh9Y1zlnZue8c91ogklD1h23+3Qf45dQRnD79K/J1g6HTGeHh8SLeuFqE9u298GLbFmaTVrt3bQsoFHB3U+J/Lt3C4WMZCB3X3+rk+pe6tqtzEm1Dly9bPFtpYXCNHmEp93Th/jJUG+m3kpWJhw9LMS9mEZZ88iHy7xbjv1cfNZss9zRLs/aDRvmYihnAfHmx1V03/7DcsHrynFbdt8aZLPbeeZOIrKv+sJ3y1jq8+59v4eu9X8KjhSfavPB4z62Kisc79v7291vIL3iIBXP/zTRptXvXtviPcD8sXpmEv6w6gi+/ScXk0EHwcFNanCj7Srd2yKtjF1+g4cuX/7gSafvaqdizJRKdVW1w5Vo+Iib5QtWhtaR5xtG7DZO8sKCph3PnzuHf//xnnD39t8fnqrRWQ2/0rPONZGnWvouyWa3Li5s3d60zSVV/i7L2XNxrgcjxbmTlI/bjOOjvpQBGHdDSH7eKeyHkzUGmNhUVBmT8by6uXr+Ltp7NETl5CGbPCEDs+2rTxnTV7bZ99SuqjEbMmRFgtpoxYdtJfHPoAv4SU3Ol49MreZ5l5VD1SqQBr3fFjVuFmBWzB1t3/oJd36VhcuggU1EjRZ7h/jJUGxY09XD16lW4Kt2AVmNqnKtS1xvJ0tLBfj6da19e3PaFOpcbVn+L8v/XV+y2HJuIGuZ+URmqKm4Dbi8BrYMAty5m+0d5eLjCVdkM7du1RMK2k2jn2QIKBfDgYbmpB6RaRYUBOn0VDh69hL9+NhnvzByOiEm++ObQBeTdLUFxSTl8enV60pvy15lmQy+NWb5sbbNKrbqvZHnGnltQkPxxDo0VP/74I5RKJUaMGIFp06Zh2IggzIze26CNmixtJNVF5Wk2Rl09h2Z5bDC6dPI022rc0qS3Zs0U+JO3yny8m3stNAgnGFJjlJWVYefOnYiIiHh8mGT7IOj0T4ah/7inTPUS6RbNXVH0oAx6fRV0+irTxN7qXFBdsFRf+/5bo9C7ZyfcK3pk9l6vPrfN2sZzjTl53VpviIuymWR5xuIcH+Y8+ieucnpKYWEh4uPjceLECfj5+WHjxo0AbDsZzdry4i4qT9zOK37mpcr8QG4YTjB0To7KFampqVixYgVyc3OxYsUKvPGG2uzv6dMPx6Gg8CFKH+khjAJJx/+O4pJyvD3dHxUVldj1XZrFFUy7vkvD4vlB6POnzqaixdHvdWsrnravnSLpakrmPLKGBc0/CSFw7NgxrF27FmVlZZg9ezYiIiKgVD7pxLL3Xi78cHUsq0tUeYCdrNk7Vzx8+BCJiYk4fPgwunfvjiVLlpjOp3s6Rzx4UI6o+bvNnuOdmcNhNAps/+pXs39bukCD27nF8Bv8Cvr16WLz+OuLOYnkximHnBpaeBiNAkdTTmLpkiXo1csHy5YtRY8er5q1e/oUWlvG+3//yMP1zHuImORr2nSPp8Palz3PuCLntXr1aiQnJyMyMhJvv/02PDw8AFjOOwAsninUz6cz0i/ftvhvt3OLseu7NIwN9HHI67GWLxszXEUkBacraBryrUIIgWvX/oHbBQIrN18EWvoj80F33MqrxCuvCIe8ca1tvlc9js4PV/vhAXZUX8XFxTAYDPDy8sK7776L8PBw+Pg8KTis5Z3hQ7wtzvn4l77d0alDG3Tv3BbLE5ItzqdzxLyQuvKlvb7EEdmD0w051XcYIScnB3FxccjIyIDC803oDG61trcXa/FWj6Ozh8Z+2KXunGw55CSEwA8//IDVq1fj9ddfR0JCgsV2teWdbp3bWu0xlvq4Dg67kjNxuh6auoYRqqqqsG/fPmzZsgVKpRKTp76FXYfuAgrL7aWKV8qVBM8LdqlTbQoKCrBq1Sr89NNP8PHxwdy5c622rSvvWOvlkLoHhMOu5EycrqCpbRjBYDBgzpw5yMjIwPDhwxEbG4sKgyu+TTH/huKoYQdr8fJcJseQ+gOFmqZLly5h/vz5MBgMmDdvHqZMmVJjgcDT5Dp8Kde4iSxxuo31LG0ktWyhBt06t4Wrqyt8fX0RFxeHdevWoWPHjo3aeMpe8S6PDWYxQySB6hF4b29v+Pn54euvvzZb7WiJ1HnkWck1biJLnG4ODVBzXPpBUS4+374BH330kWlpZW3tpRh2kPr+RM7kWebQGI1G7N+/H8ePH8e2bdvg6upa90VmzyHP97Fc4yZ6mtMNOQGPhxFUXi2RdGgvdu3aBU9PT1RUVNTaXsphB6nvT/Q8y8zMxPLly5Geng4/Pz88evQInp6eDX4eub6P5Ro30dOcsqBJT0/HsmXLkJWVBa1Wi5iYGLRu3bruC4nouVFZWYndu3dj+/bt8PDwwNKlS6HRaKBQsHeCSI6ctqDR6/XYtGkThg4dKnU4RNREpaSkYNiwYVi4cCHat28vdThE1AhOU9CkpaVBr9cjICAAU6dOxcSJE9GyJWfqE9ETer0ee/fuxcSJE9GqVSts374drVq1kjosIrIB2Rc0paWlSExMxKFDh9C/f38MGzYMSqWyzlUJRPR8+f3337Fs2TLcuHEDnp6eCA0NZTFD5ERk/an/888/Y+XKlSgsLERERATmzJnD8W8iqqGiogJbt27F3r170b59eyQmJiIgIEDqsIjIxmRb0GRkZOCDDz5Ajx49sGbNGvTp00fqkIioCVq7di0OHjyIsLAwzJs3Dy+88ILUIRGRHciuoMnNzUXXrl3Rt29fxMXFITAw8Jn2jCAi51ZUVISuXbti1qxZCAoKwuDBg6UOiYjsSJKdgpOSkjBu3Dio1Wrs2bOnQddGR0cjJycHCoUCY8eOZTFDRBZt2LABAKBSqVjMED0HHN5Dk5+fj4SEBBw4cABubm4IDw/HkCFD4O3tXa/rp06dCpVKZecoiUjuwsPDpQ6BiBzI4QXNmTNnMHToUNNOnEFBQUhOTsZ7771nalNSUoKSkpIa192+fRsA4O/vj7y8PMcFTEQOo1KpGrRCsbZc0aZNG+Tk5Ng0PiKSnrU84fCC5u7du/Dy8jL93KFDB2RkZNRo8+WXX2LTpk0Wr582bZpd4yMi6TTk/CWAuYLoeWQtTzi8oDEajTWWVgshzJZaR0ZGIiwsrMZjer0e2dnZePnll+Hi4uKQWBsjLy8P06ZNw549e2Q3RMbYpcHY0eBrmSukxdil8bzHbu06hxc0KpUK58+fN/1cUFCADh061GjTunVri2cvvfrqq3aPz9ZUKlWDvnE2JYxdGoy9/pgrmgbGLg3GXpPDVzn5+/vj7NmzuH//PsrLy3H8+HGMGDHC0WEQERGRE3F4D03Hjh0RExODGTNmwGAwYNKkSejXr5+jwyAiIiInIsnGelqtFlqtVopbExERkRNyWbp06VKpg3BW7u7uGDJkCNzd3aUOpcEYuzQY+/NJzr87xi4Nxm5OIYQQNn1GIiIiIgeT5OgDIiIiIltiQUNERESyx4LGhkpLSxEcHGzabv3MmTPQarVQq9VISEiQODrrNm3aBI1GA41Gg/j4eADyiX39+vUYN24cNBoNduzYAUA+sVf77LPPEBsbCwC4cuUKJkyYgKCgIHzyySeorKyUODrLIiIioNFoEBISgpCQEKSnpzfq0NnnDXOF4zFXSMOhuUKQTVy6dEkEBweLPn36iOzsbFFeXi5Gjhwpbt26JQwGg4iKihKnTp2SOkwzp0+fFpMnTxY6nU7o9XoxY8YMkZSUJIvYU1NTRXh4uDAYDKK8vFyMHj1aXLlyRRaxVztz5owYMmSIWLhwoRBCCI1GIy5evCiEEGLRokViz549UoZnkdFoFAEBAcJgMJgey8vLE6NHjxZFRUXi0aNHQqvVimvXrkkYZdPFXOF4zBXScHSuYA+Njezfvx+ffvqpadfjjIwMvPTSS+jWrRuUSiW0Wi2Sk5MljtKcl5cXYmNj4ebmBldXV/To0QOZmZmyiN3X1xdfffUVlEolCgsLUVVVhZKSElnEDgDFxcVISEjAO++8A+DxoYoVFRUYMGAAAGDChAlNMvYbN24AAKKiojB+/Hjs3r27xqGzLVq0MB06S+aYKxyPuUIajs4VLGhsZMWKFRg8eLDpZ0uHcObn50sRWq1ee+0105siMzMTx44dg0KhkEXsAODq6ooNGzZAo9HAz89PNr93AFiyZAliYmJMW/c/HbuXl1eTjL2kpAR+fn7YvHkzdu7ciX379iE3N1c2v3epMVdIg7nC8RydK1jQ2El9DuFsSq5du4aoqCgsWLAA3bp1k1Xs0dHROHv2LO7cuYPMzExZxP7tt9+iU6dO8PPzMz0ml7+ZgQMHIj4+Hq1atUK7du0wadIkbNiwQRaxN0Vy+X+vxlzhWMwV9SfJTsHPA5VKhYKCAtPPlg7hbCouXLiA6OhofPzxx9BoNEhLS5NF7NevX4der0fv3r3RvHlzqNVqJCcn1zhhuanGfvToURQUFCAkJAQPHjxAWVkZFApFjd/7vXv3mmTs58+fh8FgMCVYIQS6dOkii7+Zpoi5wv6YK6Th6FzBHho76d+/P27evImsrCxUVVXhyJEjTfIQzjt37mDu3LlYs2YNNBoNAPnEnpOTg8WLF0Ov10Ov1+PEiRMIDw+XRew7duzAkSNHcPjwYURHR2PMmDFYuXIl3N3dceHCBQDA4cOHm2TsDx8+RHx8PHQ6HUpLS3Hw4EGsXr2ah84+I7m835grpMFcUX/sobETd3d3rFq1Cu+//z50Oh1GjhyJsWPHSh2WmS+++AI6nQ6rVq0yPRYeHi6L2EeOHImMjAyEhobCxcUFarUaGo0G7dq1a/KxW7NmzRosXrwYpaWl6NOnD2bMmCF1SGZGjx6N9PR0hIaGwmg0YurUqRg0aBAPnX1GzBX2x1whDUfnCh59QERERLLHISciIiKSPRY0REREJHssaIiIiEj2WNAQERGR7LGgISIiItljQUNERESyx4KGbCIqKgr3799vdJvU1FQEBwfXeb9evXpZfK4TJ04gLi4OwONj65OTk5GTk4OBAwfW+ZxEZH/MFWQv3FiPbOL06dM2adNYgYGBCAwMtPt9iOjZMFeQvbCHhhpt0aJFAIDIyEikpaUhIiICWq0W48ePx6FDh8za3LlzBydPnkR4eDgmTJiAUaNGITExscH3TUxMRFhYGEJCQnDy5EkAwIEDBzBnzhwbvTIisiXmCrIrQWQDPXv2FIWFhSIwMFCkpKQIIYTIy8sTw4cPF7/99luNNkajUUyfPl3cvHnT1K53796isLBQnDt3Tmg0mnrdb9u2bUIIIa5evSp8fX1FYWGh+P7778Xs2bOFEEJMnz5dHDt2TGRnZ4sBAwbY4VUTUUMxV5C9cMiJbOb69evQ6XRQq9UAgI4dO0KtVuOXX36pMS6tUCiwdetWnDp1CkeOHMH169chhEB5eXmD7jdlyhQAQM+ePdGjRw9cvHjRdi+GiOyGuYLsgUNOZDMKhQIKhaLGY0IIVFZW1nisrKwMYWFhuHz5Mnx8fLBgwQIolUqIBh4r1qzZkz9fo9EIpZL1OZEcMFeQPbCgIZtwcXFBly5doFQqcfz4cQBAfn4+UlJS4O/vb2pTWVmJrKwslJaWYv78+RgzZgxSU1Oh1+thNBobdM+DBw8CAC5fvoxbt26hf//+tn1RRGRzzBVkLyxTySbGjh2LmTNnYsuWLYiLi8PGjRtRVVWFuXPnYujQoaY2ERERWL9+PUaNGoU333wTbm5u6NmzJ7y9vZGVlQU3N7d63zM7OxuhoaFQKBRYt24dPD097fXyiMhGmCvIXhSioX13RERERE0Me2ioSfr888+RlJRk8d9mzZqF8ePHOzgiImqKmCuoGntoiIiISPY4KZiIiIhkjwUNERERyR4LGiIiIpI9FjREREQkeyxoiIiISPb+HwgD0aXaJjbBAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Matplotlib fig, ax are made availble as `fig` and `axes`\n", "g = sns.FacetGrid(tips, col='smoker', margin_titles=True, height=4)\n", "g.map(plt.scatter, 'total_bill', 'tip', color='#334488', edgecolor='white', lw=.5)\n", "\n", "for ax in g.axes.flat:\n", " ax.plot((0,50), (0, .2*50), c=\".2\", ls=\"--\")\n", "g.set(xlim=(0.60), ylim=(0,14))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting pairwise data relationships\n", "`PairGrid` to visualize relationship between all pairs of variables, scatterplot being the most common." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AZn10XHOdyc9aNDaTkS0LF6Q1BYg6Mg1zU6t1Lb4sxnV4qatorGX7nl5emtY/s7GUTXKtTWM9ffr0tG1XXnmlruaJR7GaVNdUj7O/M8QyKvpoGSLPU5n27tW3DwvbaGoTP/j3HGhKa1uGE76khOjAbNzJdNWA2MnAzM86k9ZadgyuKZDfyDTMxiJas2eFnV7qKhpr2b6vvn04rR9mYykbcn5jfdVVV+HVV19Fa2srRowYkdgejUYxZMiQXJsnPoaaau+iS39m9DyVkY13qLHtSySaUCd8SQnRQTbjLgRYttxLbstMay0iWb9N8hOV+V81lnV4qevQWKs8L7LVY+ecWP/0pz/F0aNHMX/+fPzwhz/8oOGCAvTp0yfX5olHqVu1nW8KfYyKVi0bjBq2UEj+87NV3PQlJUQHZhrWptYOYQKt6k+dPIZlx8v0PRJ8RDpjHfEia0M2f6vEnQ6NtawfsuNlQ85SkK5du6KyshL33nsvQqFQ4r9oNIpjx47l2jzxIHWrtmPtC7tMgzPCXMfTzJ40GEWFqZZ2uvSVcY3dwSMtiOFUQiBLqsuKxLZ6Ik3+xDH9hPvKthPiNWQ+7Cea24XzaXxMisZrJBxCgWGiNY5h0fdEUFudX4jm6NqVO3B6ealwf+PLC7N4kT1bJo7pl/MzR+W5pdIPK2NJBW0LxHzpS1/CgQMHUFZWhnA4jOPHjyMSiaBnz5544IEHUmQixN9kelMdCQFP/ogyEC8T/8lXVxV0MmZaUSOlpV0wsKo0zRVEpMmPFyiu37ybriDEl8h0n6J/d4o0z6pOBsnjPPntXSgEdCkI42R7lCsu5iEyHbSsFqasuADFRQWWnhVmz5bBZ5Tn9MxReW6p9sNqu1bQllifffbZGDNmDC699FIAwNNPP43nnnsOV1xxBb7//e9j5cqVug5FXMbsTTV11f7Bqj5aFVXNnMjHWkb1jGFMpIlvURkbRs2zbLxmGsN2jXPiX1T1x6o+1maxmmssqrSh2g9d40RbYl1fX5+isb7wwgvx85//HP/zP/+D9vb0deaJv7hq4TrhEtPJUOuaf9il05O1zQSB+BndY+PgkZaEZrSPxBPbzC+bYys/UdUfq/pYy1CJu3gdl5VfJ70Wz9rs9jo6OvDmm28m/n7zzTcRjUbR1taGjo4OXYchLmAlqQaodc03ZDq90YMqLOk6AaC4UDwFydp+dtsefSdAiMOIdJ+yFxIyPXby2ABSva3jY8Rs/HBsERX9cUEkhObWjpzjRSXujHVc8TUL6lZtz6ldp9CWWH/nO9/Bl7/8ZVx55ZWYOXMmrr76atxyyy348Y9/jPPPP1/XYYgLWHlTPXlsf/5En2fIdHpb6g9Y9qDec6BJqe1sfUUJ8QIi7/eyYvEPxzI9tlkNg5kntpXPSH4gW4OgesawtO0lRQXoVPCxlqESd7I6LtF2L8azNinIOeecg6effhpbt25FJBLBiBEjcNppp2HIkCHo2rWrrsMQh5j+3adw0sLqL9RU5wein9p0eWHb2TYhXsEY59+eeaqgf7HEazrbMWAmNTH7jGOLAOn64ymS9QNU40W2/8EjLWkyE5nWOxqNpY0jWUy/d6TFNYmItsS6paUFf/3rX3Hs2DHEYjH85z//AQBcffXVug5BHMJqUk3yA9kSteEw0BlN3z8cRtr+Zqi03UUiHSHEy4jG0AN/eNnU213VJzhX6GOdP8jmdCC9gK9raWFiOXPjdhVk7cSPn9wP2boHoZD1Z0uXwrDlc9SNtsT6u9/9Lvbt24czzzwToRCL2PyM1aS6V7cuNveEeAHZT20yOqNAZ9Sa3V5BJKTU9skOQbZNiMcRjSHjEsrJZPIJTk4YdEAf6/zCTD7hdhFrW3snigrDaGtPn+u7FIQtx/3Jjmhacu7UOWpLrN944w2sXbsWBQXamiQeple3Lli2cJLb3SAOYNdPxEMHluOVJP9qK+S6eiMhbqA6hoz+1cnIvKlV6dOzxDMuCsRZVGRGJyRvmWXbZajsf7I9islj+6e5gqx7YZflNmTPCickT9qy4L59++pqirjAlJtWCxcpMEJNtbexw85I10/PfXqWpHlWX1PzjHLbU29+Kq3PXrNbIiQZlTEUDoewZPlLeGTdTsyeNBg73zmUGKdxur3/M3wI4sVlrBwjeSw+u22PFjs14g90LA3eu2eJ0ryrajUpWrNgS/0BpXEkW0Jd1G/AgwvEnHnmmZg9ezY+97nPobi4OLGdGmvvYzWp7sJ1yj2Nim4ubmcUJ25nBCBtMhs9qCJl3zi9unUROsbItovsw0Q/axcVRjCof4+U1RiTMVow7Tt4AvW7jrqipSPECiryjWT7vCXLXxLOzTKtajKyxAIAPtL7g6WrVeYNEgxkc7pojj69vFSYzBYraphl7cj6J0I0jiLhEEKhVGlVUWEEE0ZVYuPWvWnPltGDKqT1Dp0G60rZuWRCWyVQU1MT+vfvj927d+PNN99M/Ee8j9Wk+o/3TbG9LyR77LIzktl+HW0SP9xl20XtyGyfaqrHYfLY/gmPX7PFh3a8dchzdkuEJBOPc7M4Fn2W7dvoyWP748Yrhkv32fdec+L/e9GujNiLbE4XbZctc77nQJNS3MjaUemf6HlxwxXD8a0vDrdkHTj38qHYUn9AWO+gw1IwjrY31vFVFxsbG9G9e3ddzRKXofTDP6jo5szsjKy2q9KGWTuy5WWNPwVeIrF9kkH7MOIlxo+swhKJtV4Ip5Ywz4UQgKcM87XMyi95jNLaMv/Q8axQbVulHbPYU1mOXLSvbAyq9sMMbYn1O++8g+uvvx7Hjx/HqlWr8JWvfAW1tbX42Mc+pusQRCPXLdogXZyDeB+VpcRFujnZz8Sit2aqy9+aadtyweynbRG0DyNe4tltexAKh4QJdAyn4juX5Doe78lzg4zkca4yb5BgoONZYda2CJV2dMWeynNSZz+0SUHuuusu3HbbbSgvL8eHPvQhXHnllbjjjjt0NU80YjWppqLam6gsJS6z0ZItPy/aLlv+dsiAXsI2kvWbych0c1aR9bmqosyW4xGii/iYNUssVN8MJhMf58a5QUbyWJKNb9rvBRfZ3CjaLpvnqyrKlOJG1o7RnVlX7Kk8JwsiIUQML5Vy6Ye2xPro0aP47Gc/m/h71qxZOHHihK7miUasJtXGnxWJN1BZSlxm21U9Y1iahlm2LL1MB73/UHPavkCqfjMZmW7OKrI+twr8TnUcjxBdmC1DbsRMhx2nW2khupUWpo3zTMcRjXPZ+GbhYnBR0VjL5vnW9qhS3Mja6VpSaEvsqTwnv/XF4bjhinSdtuuuIADQ1taWWBzm4MGDiEa5mIPfoKba+5jp42T6MxEiOyMZKlo1VY21CqI+r9O05C4hdqESi7FoTGqjl+mFh+w4mb6nMm8Q/6Oisdb1vJG1c6K5HcvvmmypDRWy6beuMaAtsZ45cya++tWv4tChQ1i8eDH+7//+D1/72td0NU80cMX8P6GpTd9qXcQd7NZEWvUmVdVedykMCz2oc4UaUeIVZGNHRddpJuEIhUN4dtseZa/gUDiEKTetpkd1HqJaj7OgblOK1WkkfGo1XdG+Kjg9T7v5XNAmBZkxYwa+9a1v4ZJLLkFHRwfuuusuzJw5U1fzJEesJNUyrSrxFnZqImW6tGe37Unb9/RysZa6R1mhcHtbezTNg7pu1fac+0yNKPECZmNHFKMiXWcmotGYdDwC4rEQ/16m8UyChywmZXN3Z0dn2voBoqQ6m/lVRdetAzefCzm/sT569Gji/3/84x/Hxz/+8ZTPevTokeshiAasJNUP3nK+Q70huZC8pLHuldLMPG2N7ct8SUWLw8hYv3l3zm+t7bwehFjFbOzEVzkUrfa2dMXLSoWLsvEIpI+FkODXI7Pvk2Ahi8ls5u4+PUtyml/NdN3VSi1Zw83nQs6J9Wc+8xmEQiHE3l+YPa6xjsViCIVC2LmTJvNeh7pq/2GXJtJOf1MROtoAqBEl7pNp7MhiVMVXN9OxjMeZwvqDvEaHp3Sc+D8OdffFzlh067mQc2JdX1+fcZ8//elPuPjii4Wf/eUvf0FtbS1aWlrw2c9+FgsWLMi1S+R9qKkOLnWrtmP95t2O6ZW7lhbimppnUv7lr+pvKsKKA4IVrOrCCbGLbDSddau2Z7W6IkLAzNvX4kRze1Z1EKw/8Dd21cGYIaqPUXkO5VMsatNYm/HQQw8Jt+/Zswff//738eCDD+Kpp57C66+/jr/97W9OdCnwWE2qy4rS9XjE29St2o61L+xyTK9cEAmhubUjTadn5m9qFVkbKqjowgmxC1UNaXwcZ0MsBhxvbs8Y76w/CB4q853s/k8c00+43WzuNj5vrlu0Qek55LTG2k202u3JiMtEjPz5z3/G5MmT0bdvXwDA0qVLUVRUlLJPY2MjGhsbU7Y1NDTY09EAYTWpXnGP+JcEkh1OxOv6zbul2+3QK7e2deB4c3vKfm3tndh/qBmTx/ZPe2Oh4h8t8zZVQUUXTtLhHKsHVQ2pbBxngyzeg1h/kO/xqjLfmd3/wWeUC7cbXUFkyNbDkD2HnNZYu4kjiXXIuLTO++zatQuFhYWYM2cO3n33XYwfPx433HBDyj7Lli1DbW2tE93MG6iptg8n4lX2E55demUznaaKr7SsjVxxQ7sXJDjH6kE1Ds3Gq8zHOpvjB63+IN/jVTXOzDybRdtrqsel/H2JwnwOqK9jEMR52pHEWkZnZye2bt2KRx99FKWlpaiursYTTzyBadOmJfa56qqrcNlll6V8r6GhAbNmzXK6u57H6r80iX04Ea8yfZwuvbIRVW2cimevmb4uVx1hELV7dsA5Vg8q9QnjR1aZjuPy04otj6Hk4+cD+R6vTs93qnps2XMon+ZpRzTWMnr37o2xY8eiV69eKC4uxvnnn49XXnklZZ/u3bujsrIy5b+4dIR8gNWkmppqe3EiXieO6ae0PVdUdZoyL10RMj9VHTpC6kitwTlWDyr1Cc9u22M6jrPRnQZRqyoi3+PV6flOVgfTq1sX4XZZXMvmetl2P+NIYi3TWJ977rnYtGkTGhsb0dnZiX/84x/45Cc/6USXAofVpJqaav9TPWMYJo/tn3gzEA6HMHlsfy2uICLGj6zC3MuHok/PEoRwys907uVDpT8vi/aXqMGkfqpmOsJc+0eIHYjisKSoAJ0SH2mzcSzTo5r9KqVS20D8i9PznawOJlIQUXoOyeZ62XY/44gU5JJLLhFuHzp0KL72ta9h5syZaG9vx2c/+1lMnz7diS7lFdRUBw+RttlOVHWaxv1lOj1deryg6UiJP1GpTwDk41gW57FoTKq/DqJWlYhxcr4zm4tVnkN21wZ5iZwTa1nSHGfNmjX46le/Kv18xowZmDFjRq7dyEumf/cpnOwMXlASdxFpmx/b8EZKFXh8pU6rOmhVXbhf9Xj57KfNc9+Jg0daErEeDoekBYiZ4jhT/PtxbHgVP8atSp9zXfNA11xsptUWeWTbid33POfE+vbbb9fRD6KI1aR66MByB3pDgkJc2xyXYRw80oLFgpXh9hxowlUL16GptTNl39qVOwAgbZKaOKaf0LNXpsebPWlwSj8A7+umRddOdj2CBs/9g3NP9vUVYSWOzeL/sQ1vCL9TXOhqyZQv8WPcqvTZ6JUe95oGYDl51TUXy54B8X5l2z9VnLjnOY/Es846K/HfmWeeiaqqKlRWVuLDH/4w2tvbMzdAssJqUm20ziHEDJG2Wcbh4yct66BVdeF+1E2r6MKDBs/d2pixGsdm8S/zD5ZtJ3L8GLcqfTZb88AquuZi0TNAhk6PdyNO3HNtGusHHngAv/jFLwAAkUgE7e3tGDhwINasWaPrEMQi1FSTbLHTV1pVF+433XQ++bQa4blnJgTg4QUXWG7Xb/HvR/wYtyp91qVr1hWLxmeAau2NDpy459oS69WrV+Ovf/0r7r33Xnz3u9/FP//5Ty5PrplLv7MalFQTXYh0Zioe1DJ69ywRtg34cwU4r/hpe1kLmunc/RwPma671TETwyktabKGVOWexvcl+lD1HvfCGFSZZ8xqW4wWvW78wm3WP7uutRP1O9pEWb169UJFRQUGDBiA+vp6XHrppXjzzTd1NZ/3WHglpncAACAASURBVE2qu0TsWSSEBAuZT7SKp6gs1ooLw2ltP/CHl3H/ipct+VJ7Ca/4aav0ww3Mzl3U9/tXvIwH/uD9eLBy3VV82+Ma0rpV25XuafK+MlhPo47o3kXCIbS0pXuP163a7okxKPMrF22XeVCXFIbTLHp3vHUIC+o25d5BBWQ1NkMG9LLtWjvhA64tsS4oKMDu3bsxYMAAbN26FR0dHWhra9PVfN5jNan+431T7O8M8T0ynZnMU9SYQldVlKFDEpN7DjSltd3RGZP6+XoZr/hpe10Lanbuor53RmPo6PR+PFi57snnbpX1m3cr3dNMOm7W02SHKG5LiwuEsbl+825PjEGZX7lou8yDuqlNHEtOr9wsq73Zf6jZtmvtRP2ONinIN77xDdx+++2oq6vD/fffjyeffBLjx4/X1TwxgZpqoopMT2ambTPGmUwfp6MfXsErftp+0ILKzl2lj146H8D6dU8+9yk3rZba7MWJRmNK91S2bwjAU5z/c8Kq97iq575d6IgbLyGqvVmXwf89V+yuX9CWWJ977rk499xzAZzSW+/atQuf+MQndDWft1wx/0/Sf10Ski0ynZlM8ybSHJr5kqr0w8t4xU/bK/3IBhXdvtfOR9b30Psa0PjDOVkPGgqHEMswLsLhEMpPK7Z0T5/dtkfapteuVxBQnRu9NBcYdcldSwtxvDl3dzanteV+nu8AjVKQpqYm3HfffZgyZQpmzpyJP//5z7TbyxErSTUl1SQbZDq9IQN6WdYcfqS3WI/dq1sXy/1Q0XS7gRN6PD/1IxtkOtYCw+TlxfOR6aej0VhC82nUSlv5x+aQAb0saWXjbYva9OL1CgKysTZxTD9PjEFZ/0YPqkjTJTe3dgjHmaw+pqwoPdbdqO9Q0ZF7EW2J9YIFC/Df//4X3/ve93DzzTfj3//+N2pqanQ1n5dYSaqf/BF/BiTqyHR6+w81W9Yc7ntPrN872mT9H9QyTbdX8Iqftlf6kQ2ivt9wxXB864vDPX8+8b6LPHfjmk8VH+s4+w81W9LKytoOh0OevF5BQDbWqmcM88QYlPVvS/0BYS1DSVFB2r6ydTBEOYcb9R0qOnIvok0K8vrrr+Ppp59O/P2Zz3wGF110ka7miQHqqkkumOn0ctUcqshD7PQr1YVX/IS90o9skPXdD+czfmQVlghWHwWy13yafS/5M9l+sWjMF9fOr5jFqxeuu6gfshg90dyO5XdNTtkmWk1Xhhv1HX6oKTFDW2JdUVGBw4cPo1evU/Yuzc3N6Nmzp67m8warS5UTIkKkhdv5ziGs37wb0WgM4XAIE8f006LTM/MgtZowm62+pQMv+M6a4fX+ZUv8vA4eaUnEQx8fn59svGQ7U4dMxkiyjtTvWlM/ULdqe9r8aNdy2rpQWYNAVB+jghsx6Pe41yYF6du3L6ZPn45FixbhRz/6ES6//HJEIhHU1NRQEmIRq0m1SAdFiEgLt2T5S1j7wq7EQzzuo1tcKB76p5eXWtbpyTSHou2y9FnmY6oDr3s/e71/2WL0XI7Hnp/PT8Wr2gqypNqo2fWztt4P1K3aLpwf61Ztd7lnclTXIGhqTa+PkeUQovoYN2LQ73Gv7Y11//790b9//8TflIGoYzWpXnHPxQ70hvgNkRZOFlF7DjQJt7/69uG0h35nNIZupYUoLipIe7M6+Ixy4RtX0XbRm3M73wyZaQO98NbU6/3LFjPNsV/PL97fpStezkq+1K20ECea203fVIve6Mf/fxB/1fAC6zfvlm736ltr1TUIjPHW1t4J2QojovoYN2LQ73GvLbGeO3cuWltbsWvXLnz84x9HW1sbSkr88dreD1BTTTKhQ38me+iLdHqAmhZx/MgqRx9WXtfpeb1/2ZKp/349PzOtdSbiY0dWrxAC8PCCC6TH9UtC4Td01Ik4TTZrEFhF1oYbMejnuNeWWO/YsQPXX389CgoKsGLFCkydOhV1dXUYMWKErkMEEvpUE12o+AXLsNOr1U49sUgnqarTU+1frtpMv+sIZWSKwxiQ+Kndb9rWbMZYch2BmVb7mppnfPVWLgiY1YmIWFC3KWV1QjdWvFT12VZBdt5BrQWxC20a60WLFuE3v/kNevTogb59++K+++7D3Xffrav5QGI1qZZ5ThKSjEiXJoucoQPLHfVqtVNPLNNJnl5eavlcVPunQ5vpdx2hDCtes2tf2OU7bStgrrUOSQZbch2B2ff9rEH3KzIvftF2Y1INnFoCfEHdJlv6JkPFZ1vmFz90YLmwbVHNS1BrQexEW2Ld2tqKgQMHJv4+55xz0NnJN7FmWE2q/3jfFAd6Q/yOyN/02zNHYPLY/ok3EeFwCJPH9kdN9ThHvVrt9EKV6SRfffuw5XNR7Z+ZNtMqfvamNiMXr1mV6+cGyfcM+OANX5+eJfj2l8RjLfktvPH7Ruz2ByapyLz4RduNSXWm7Xah4rMt84uvqR6XMVbjuOFj7Xe0SUEKCgpw7NgxhN7/Z/vbb7+tq+m8hJpqkg0q2mYnvVrt1BOb6SStnotq/3RpM/2sI5SRyz31srY1jtk9s1JHEP/+lJtWC4uL/apB9yN+1FgD6nO3aFv1jGGWpFdBrQWxE22J9Zw5c3DllVfivffew7e//W0899xzuPPOO3U1HxiStUqE5At26olVdZIiVPun45hBJRetfz5dv6Bq7P0Ex3FmGKfqaJOCnHfeeaitrcW8efMwYsQIfPnLX8bZZ5+tq/lAYNQqyaBPNQkaduqJZV7YKh7ZMl2wbLuOYwaVXDyf8+n6BVVj7yeGDOhlebtMlyzbHhQYp+poS6zvuOMOPPTQQzjrrLPws5/9DPv27cP8+fN1NR8IzPxd49CnmgQRO/XE1TOGWdYLypDpgmXbdRwzqBjvteztX3GXSF5fv6Bq7P3E/kNijbVoe031uLQk2g1XEKdhnKqjTQry2muvYdWqVfjFL36Byy67DDfddBOmTZumq/lAIJN/hAA8RU01CTh26omt6gVlZKMjzPWYQSb5Xsu8m9tOdub9vBdEjb2fUB33QU+iZTBO1dCWWMdiMYTDYTz33HOYM2cOgFNOIQS4btEG6Up3ALVKxPt43cdU1j+r/bZbR+j162cXz27bg1A4hJhN3uheIV/vr58Q3SPqh9NhLOeOtsS6X79+uPbaa7F3716cddZZuOmmmzBo0CBdzfuWTEk1tUrE68RrA+IypriPKSCuNncaWf92vnMIG7futdTv2ZMGp7QB6BubXr9+dhE/b5nDwunlYg9hv5Gv99dPyO5RRc9i4f5BiU1VGMt60Kax/uEPf4iLL74Yjz76KAoLCzFq1CguEAOYJtXUKhE/4HUfU1n/1m/ebbnfduoIvX797CJTTcmrbx92sDf2ka/310/I7pHs+RyU2FSFsawHbW+sS0tLMXXqB3q5L33pS7qaDiwPL7jA7S4QkhGv+5iqek3L9rdLR+j162cXmc7P617BVsnX++snVO9FUGJTFcayHrQl1uQDZMb/hHgJr+iPVVDRSco8amX9ll0P41LGqk4AXrp+TmLFz3rqzU8hGo2hz/vXG4Dt+k7dGtJ8vb9+Ihtv9XhshsMhTBzTD9UzhqFu1Xas37w7bbtXdMm59oOxrAdtUhByCqtJdVVFme19IUSG0VM9rqV7dtuetH294mMq67NMD9mjrFC4XbS/rO3rFm1IW7J4x1uHsKBuk+V+e+X6OY0VnWr8Hz4Hj7Tg/hUv44E/vGwpJrNFJe6tkq/310/I7pHZmhHx2IxGY1j7wi5ct2gD1r6wK237grpN2mMqG3TENmNZD0ysNWM1qX7wlvNt7wshMlS0dF7xMZX1WaaHPHz8pHC7aH9VDaYx2TbDK9fPaVR1qp3RGDo6U2dQ3fpOOzSk+Xp//YTsHjW1ma8rkYzZXOAFXbKO2GYs68F1KciXv/xlHD58GAUFp7py5513YujQoS73yh7W5LlnK/EOqlo6L/iYqmqpZYj2t1tD6IXr5zS6dKo6741dGtJ8vL9+Q3SPFi9/ybbjOa1L1hXbjOXccTWxjsVi+M9//oO//vWvicTaj1wiWQCBEBV06PS8rJtWPT/j/l1LC3G8uT1tP5mWWkY4HLLcNrFO8jXtWiqW4WSDzpjMFPeiGAXs132T4NG1tBDX1DxjS9yItN7UR3sHV6Ugb7/9NgDgmmuuwZQpU/Db3/7Wze5khdWkWryoLyGn0KGP87JuWvX8RPufaBEnvjItdZeIeNT1KCtMa7u5tQMFhv2LCiPSWgjj0sb5jvF+ZfOPlEg4JLwHOmPSLO5FMffAH17G/Svs1X0T95BMEUJkeuyqirK0mIqEQ2hp67AlbupWbRdqvU8vL6U+2iO4+pq4sbERY8eOxe2334729nbMnj0bZ5xxBj772c+m7NPY2JjyvYaGBqe7mhNcsjx/yDZezfRxVt9yqLQR/9upN3Gq5yfaPyZ5KS3TUp/sFH9BtH9nNIZupYUoLirQ7gridXTMsZk8q61wwxXDE23ZFZNmcX9NzTNp52DUfAPq45LoRWdOIJkihLS0R4XbW9ujmHv50JSYam3rSPvHpa64Wb95t3D7q28fxo1XDOevKx7A1cR6+PDhGD58eOLvGTNm4G9/+1tKYr1s2TLU1ta60b2coaY6/8g2XnXo47ysm1btmxu+qSea27H8rslp24OURIvQMcfquF/xWLQ7JmVxr2OsEftxKycw88U3xtQUyS/ZOuJG1o9oNEZ9tEdwNbHeunUr2tvbMXbsWACnNNdGrfVVV12Fyy67LGVbQ0MDZs2a5Vg/jVwx/09K1cQkf8g2XnXo42RtyLR+Tnqvmp2fil7QTvJVi6hjjnXjfulG5Rx0xYpX/I/9RLbxKppnVFDxxbdT7yzrRzjsHcFpvse1qxrr48eP47777kNbWxtOnDiBJ554Al/4whdS9unevTsqKytT/uvbt69LPWZSTczJNl51aJ5FbRREQmhuTdf61a3a7qj36uhBFcLtxYVhy3pBmQZXpneW6aNl22V9DDo65lhR7KngBc267P6HDPmKLt2qHZ7a+UA28SrTJVtNRYsKI5g4pp/lOdrOGpYhA3opbXcaxrXLifW5556Lc845B5deeimmT5+O6dOnp0hDvIjVpJoyEKKCDv9QURslRQXojKZ7A6/fvNtR79Ut9QeE22XesK++fTjtXG64Yji+9cXhadeopnocJo/tn3hjEw6HMHlsfzx4y/nC7a0SraSsjyQzxtjrpuAK4hXNuuz+dy0ptMXX1w5PbSJGpks2k1gb73n1jGGW52g7/aD3H2pW2u40jGsP+FjfcMMNuOGGG9zuhhaYTJNc0KGPs6r1M9ML2oFqu2Z6QdG26hnDUD1jmKXt62zUP+YzxvtlxTHJS3Om7P7LtPd2HY9xqJ9sPNUfXnBB2jaVOdouvbPX48br/XMC1xNrP3DVwnVS5wFCvIxM66eiF7SzHzJU9YIi/aQo0TbrS75qrO3Cir/41JufSrlXbmoznY4LxqFzqHrdA7DNgzpXvB43Xu+fE3BJ8wxYTaplHpeEuIlM66eiF9TB6eWlwu2ycaOiF5TpJ+tWbRfu77SHd77ykd7ie55M8r1yW5vpdFwwDp1DNp+Y+Vh7VSPs9bjxev+cgG+sM2A1qV5xz8UO9IYQNcx8ewefUe7Y28FX3z4s3C6rWVDRC8r0k+s37xa+tXbawztf2fee2j3cUn8gZy/3XHA6LhiHziGbT6z6WHvJu9zrceP1/jkBE+sc8JI+kBAZZlplpyY71Z9hVfR4Zr6uMuj3aj8q9zwajXlCm+l0XDAOnUFHDHlJI+z1uPF6/+yGibWEuGaTEJI7qhpHmb+16A20H3xd8w3Vn83D4RDKTyvOe20msQcdPuuMQ2IVaqwFGDWbInp16+JgjwjxN7LFGIYOLBfq8U4vL7Wsm5a1rboABNFDXCutwpABvajNJLYhiy2rtVGMQ6ICE2sBmd5U9+rWBcsWTnKoN4T4n+oZw4Se0jXV44R+rzJNtmhsytqWuYIQexH52MYpKhQ/cvYfarbV+5fkN7LYapF42gPpPtaMQ2IVSkEEmL2ppq6akOyQeU2L9HiLl78kbEM2NmVtE+eRaVFDAE5KEpn4d/Jdm0nsQ2WeAcQ+1oRYgYn1+1y3aIN0Fbg41GwSoh+Rd7GqblrV/9hNv+SgILuGMj2rmcKe+lXiBrJ5JhTyro818T6UgsBaUg1Qs0mIbmTexTIPZJEfrar/sdt+yUHA7BqK9KxmUL9K3KJHWaFweyzmXR9r4n2YWAOW3lRTs0mIfkR63Lb2TqkHssiPVtbGI+t2Kh1Ttj9Jx+waxvWsVqB+lbiJ1RWVOT8QFSgFyQA11YTYh0yPK9NSi/ZX9T/2gl+y38l0DcePrDLVrwKnNNfUsRK/wPmBWCVvE+tkfSAhQcFv2mGZHlemfRRpcWVtyHS7qvuTdDJdQys/m/N6Ez/BeCVWyUspiFEfKKOqosyxPhGSK37UDsv8ZSeO6WfZ01jV/5h+ybljdg2t+FjzehMvMHRgueV9Rw+qsLEnJEjkZWJt5rMap6qiDA/ecr5DPSIkd/yoHZb5y1bPGGbZ01jV/5h+ybljdg0zza+83sQr1FSPS0uuCyJi56Et9Qec6BIJAHkpBTHzWX2KmmriU/yqHZZ5F6t4Gqv6H9MvOXdk15DzK/ETNdXjUv6ectNq4X5en0eJd8ibxHpB3SbseOuQ6T7UUBE/4yXtsEjrDYBe03mALA5D4RCe3baH95B4CmNuUBAJoaPTWn0HISLyIrG2klRT80f8zuxJg1G7ckfKz/BuxHVcYxvvx8EjLbh/xcsIhZB4YMX13wCEiZaoDbP9iXc4vbxUmFhHozHeQ+IpRLmBKKlmfkBUyAuNtVlSTY0lCQpe0Q6LNLad0VjaA4te08Hk1bcPSz/jPSRewiw3cHseJf4lsG+srdrpUfNHgoQXtMMqWkR6Tfsfo2RH5kEeh/eQuIFMniaDHuskWwKZWBt/RiaEOIdMYyuia6l4SWEv6cWJHJFkJxO8h8RpzKRlhOgmkFIQK3Z6gJqHJSHEGiKPYx1tUOfoPazOtXF4D4kbyKRlEUkGxNyA5EIgE2srPzUOHVieZrNDCMkdkdZbxonmdsttUOfoPczm2nA41Q+Y95C4hSxOo9H0JJq5AcmVQEpBZD8j9+lZQt0UIQ5g1HpfU/OMsrTDC3pxYg7nWuIHzKRlTKKJbgL5xpo/IxPiLTgmgwnvK/EDjFPiJIF8Yx1/y8XFJQjxBhyTwYT3lfgBxilxkkAm1gB/RibEa3BMBhPeV+IHGKfEKQIpBSGEEEIIIcRpmFgTQgghhBCiASbWhBBCCCGEaICJNSGEEEIIIRpgYk0IIYQQQogGfOkK0tl5amnShoYGl3tC8o2+ffuioEBt2DBeiVtkE68AY5a4A+OV+A1RzPoysT548CAAYNasWS73hOQbGzduRGVlpdJ3GK/ELbKJV4AxS9yB8Ur8hihmQ7FYLOZSf7KmtbUVr732Gvr06YNIJJL5C3lMQ0MDZs2ahd/97nfo27ev293xPJmuVzZvVFTiNej3K+jnB3jrHLN9A+iFOdZL11EF9jt7dMWrF87FbniO3iAwb6yLi4sxatQot7vhK/r27ZvVm4B8Ref1yiZeg36/gn5+gL/P0UtzrF+vI/vtHLJ49eO5qMJz9B4sXiSEEEIIIUQDTKwJIYQQQgjRABNrQgghhBBCNBBZuHDhQrc7QeylqKgIY8aMQVFRkdtd8QVuXy+3j283QT8/ID/O0Qn8eh3Zb/cJ0rnI4Dl6E1+6ghBCCCGEEOI1KAUhhBBCCCFEA75MrDs6OrB37150dHS43RVCMsJ4JX6DMUv8BOOVeAlfJtYNDQ2YMGECly8lvoDxSvwGY5b4CcYr8RKOLBCzaNEiHDlyBPfee2/K9ieeeAKLFy9GeXk5AGD8+PG48cYbnegSIYQQQgghWrE9sX7hhRfwxBNPYPz48Wmfvfbaa7j11ltx8cUX290NQgghhBBCbMXWxPro0aNYunQp5syZg/r6+rTPX331VfznP//Bz3/+c3ziE5/A7bffjtNOOy1ln8bGRjQ2NqZs4889xKswXonfYMwSP8F4JV7H1sT6jjvuwI033oh3331X+HmfPn1wzTXXYMSIEViyZAnuvPNOLF68OGWfZcuWoba21s5uEqINxivxG4xZ4icYr8Tr2OZjvXLlSrz11lv43ve+h8cffxwvvvhimsY6mWPHjuELX/gCXnzxxZTtsn+dzpo1Cxs3bkRlZaUd3SckKxivxG8wZomfYLwSr2PbG+u1a9fi4MGDmDp1Ko4dO4bm5mbcc889mD9/PgDg+PHj+OMf/4ivfOUrAIBYLIZIJJLWTvfu3dG9e3e7ukmIVhivxG8wZomfYLwSr2NbYv3rX/868f/jb6zjSTUAlJaW4le/+hWGDx+OoUOH4re//S2+8IUv2NWdQPDstj14ZN1OvHekBb17lmD2pMEYP7LK7W4RQhzAz+Pfz30nJA7jmFjBEbu9ZG677Tacd955mDBhAu6//34sXLgQra2t+OhHP4r77rvP6e74hme37UHtyh1oa+8EABw80oLalTsAgAObkIDj5/Hv574TEodxTKziSGI9bdo0TJs2DQBw9913J7aPGjUKTzzxhBNd8D2PrNuZGNBx2to78ci6nRzUhAQcP49/P/edkDiMY2IVX668mI+8d6RFaTshJDj4efz7ue+ExGEcE6swsfYJvXuWKG0nhAQHP49/P/edkDiMY2IVJtY+YfakwSgqTHVNKSqMYPakwS71iBDiFH4e/37uOyFxGMfEKo4XL5LsiGu4WJFMSP7h5/Hv574TEodxTKzCxNpHjB9ZxUFMSJ7i5/Hv574TEodxTKxAKQghhBBCCCEaYGJNCCGEEEKIBphYE0IIIYQQogEm1oQQQgghhGiAxYse49lte1h1TEieEPTxHvTzI/6HMUp0w8TaQzy7bQ9qV+5ILJt68EgLalfuAAAOdEICRtDHe9DPj/gfxiixA0pBPMQj63YmBnictvZOPLJup0s9IoTYRdDHe9DPj/gfxiixAybWHuK9Iy1K2wkh/iXo4z3o50f8D2OU2AETaw/Ru2eJ0nZCiH8J+ngP+vkR/8MYJXbAxNpDzJ40GEWFkZRtRYURzJ402KUeEULsIujjPejnR/wPY5TYAYsXHcBq1XF8GyuUCQkWZnNAUMd78vkdPNKCcDiUol8NynkSf5CPY5C4AxNrm1GtOh4/soqDmpAAkWkOCPJ4j58bnReIm+TzGCTOQymIzbDqmJD8Jt/ngHw/f+I+jEHiJEysbYZVx4TkN/k+B+T7+RP3YQwSJ2FibTOsOiYkv8n3OSDfz5+4D2OQOIntifWiRYtw6623pm3fv38/Zs2ahYkTJ6K6uhpNTU12d8UVWHVMSH6T73NAvp8/cR/GIHESW4sXX3jhBTzxxBMYP3582mc/+MEPMHPmTFx00UX46U9/igcffBA333yznd1xBTurjq26jRBCnCGfnQdk554v50+8i1kM8jlKdGNbYn306FEsXboUc+bMQX19fcpn7e3t2LJlC376058CAKZNm4Yrr7wykIk1YE/VsarbCCHEXvLZecDKuQf5/In3EcUgn6PEDmxLrO+44w7ceOONePfdd9M+O3LkCLp27YqCglOH79OnD/773/8K22lsbERjY2PKtoaGBv0d9hlmVc6cENyD8Zq/+HVM6ohZv5478R8651jGLbEDWxLrlStX4sMf/jDGjh2Lxx9/PO3zWCyGUCiUss34d5xly5ahtrbWjm76GlY5exPGa/7i1zGpI2b9eu7Ef+icYxm3xA5sSazXrl2LgwcPYurUqTh27Biam5txzz33YP78+QCAXr164fjx4+js7EQkEsHBgwdRUVEhbOuqq67CZZddlrKtoaEBs2bNsqPrvqF3zxIcFAx+Vjm7C+M1f/HrmNQRs349d+I/dM6xjFtiB7Yk1r/+9a8T///xxx/Hiy++mEiqAaCwsBCjRo3C2rVrcckll+DJJ5/E5z//eWFb3bt3R/fu3e3opq+ZPWlwijYMYJWzF2C85i9+HZM6Ytav5078h845lnFL7MDRJc1vu+02nHfeeZgwYQK+//3v49Zbb0VdXR0+/OEPY8mSJU52xTPUrdqO9Zt3IxqNIRwOYeKYfqieMSzj91hpT4i7iMbu3MuH5uWYNM5HXUsLAQBLlr+ER9btFF4HujEQt1F9jmb7vCb5he2J9bRp0zBt2jQAwN13353Y/pGPfASPPvqo3Yf3NHWrtmPtC7sSf0ejscTfVpNrPogIcR6zsfvwggvc6parxOcjK04LdGMgXsHqczTX5zXJH7jyoous37xbaTshxBtw7Moxc1pQ2YcQL8ExT6zCxNpFotGY0nZCiDfg2JVjxWmBbgzEb3DME6swsXaRcFhsMSjbTgjxBhy7cmSOCsnbrexDiJfgmCdWYWLtIhPH9FPaTgjxBhy7cmZPGoyiwkjKNqPTgpV9CPESHPPEKo66guQLC+o2YcdbhxJ/Dx1YjprqcWn7xQserFYZs4pejUzXi9eTWOGK+X9CU9sHeuCyoghW3HMxAOtjN58QOS2MHlSBR9btxJLlLyUcQ5I11uFwCBNGVQIArql5hmPSo5jNmX6dT0X93vnOIeHY3nfwRNqznWPeHlTiyWuxF4rFYr4TCO3duxcTJkzAxo0bUVlZ6XZ3UjAm1XFkybVVjFX0wKk3PHMvH+qLyctpMl0vJ6+nl+OVmGNMquMkJ9dBRGfMisaaiEg4hFAI6Oj84JHEOc47mM2ZAFx9PmUbr6JzCodDQt300IHlqN91lM9gB1B5PnsxN6IURDOipNpsu1VYRa9GpuvF60msIEqqzbaTdERjTURnNJaSVAMck17CbM7063wq6resGHHHW4d8eY5+RCWevBh7lIL4BFbRq5HpevF6EuIMuY4prIDuawAAIABJREFUjklvkM2c6fV7p6N/Xj9HP6ISa158lvONtU9gFb0ama4XrychzpDrmOKY9AZmc6Zf51Md/fP6OfoRlXjyYuwxsdbM0IHlStutwip6NTJdL15PYoWyoojSdpKOaKyJiIRDKIikWpdxTHoHsznTr/OpqN8y+7yhA8t9eY5+RCWevBh7lIJopqZ6HK5btAF7DjQltlVVlCUKF43Vq6MHVWBL/YGM1ayiSnu3K1+9TKbrxetJjIjcfFbcc7GpKwjJzPiRVXhswxspc2I4BERjHxSK9Xl//AEck17Fypzpt3s3fmQVNry4K2XcDxnQCx/p01XoClK3anvK9gmjKj1/jn5E5fnsxWc5E2vNPLttDw4caU3ZduBIK57dtgdAauX0wSMtWPvCrsR+B4+0oHblDgCQBhAHsXUyXS9eTxJH5Oaz461DWFC3iUl0jiyo25SSVAOnkmqZUxLHpHcxmzP9OJ/WrdouHPcf6dMVq/93Ssr2Z7ftwcatexPFjdFoDBu37sXgM8p9d95+QCWevBZ7lIJoRrVy2ojb1ayE5CN2ufkQXlviXdZv3m15uxfdJ4g3sfzGetu2bTh8+DCSba8vuOACWzrlZ3RUqLLKmBBCCLEXmbWeaLsX3SeIN7GUWN922234+9//jo9+9KOJbaFQiIm1gN49S3BQMNDiFaqiz2T7EkIIIcQeZIvBiAoYMz3bCYljKbF+4YUX8Oc//xnFxcV298f3zJ40WLgKULwwJ9MKZG5XsxKSjwwdWC5dMZXkBq8t8SoTx/RLqXNK3m4k07OdkDiWEuvevXsHPqnOZV16o7PHhFGVpk4f2biC5Asq94GQbBE59xgTQFlxHTmFlbFat2o7Xn37cNp3eW29S1DnYNF5Vc8Yhlf//V7aXFA9Y1ja973oPkH0oTPuTRPrZ555BgDw0Y9+FHPnzsXkyZNRUPDBV4IiBTGuNW/mziHa1+jssXHrXuk69aLq1WqtZ+NfVO4DIdliTKoBJP5es3iqG13yHVbGat2q7cK3gZPH9hcmLsR9gjoHy85rw4u7hHNB3art0uTaz9eBiNEd96auII8++igeffRRvPvuuzh27Bh+//vfJ7b99re/zaL73iTXdemNsFI4O1h1TZzA+CDNtJ2kY2WsqjguEG8Q1DlYdl4yZxrGaH6hO+5N31g/+uijAIBXXnkFn/70p1M+e/7557M6oBfRsS59tvuRD2DVNSH+wMpYVXFcIN4gqHOwav8Zo/mF7rg3fWP9+uuv41//+hduueWWxP//17/+hR07dmDhwoVZHdCL6FiXPtv9yAeo3AdCiHtYGauypaFl24n7BHUOVu0/YzS/0B33pon173//e8ybNw979uzB3LlzMW/ePMybNw8333wzvvCFL2Rs/IEHHsDkyZNx0UUX4de//nXa57W1tTj33HMxdepUTJ06Fb/73e+yOolcyXVdeiOsFM4OlftASLZUVZQpbSfpWBmrImcFs+3EfYI6B8vOS+ZMwxjNL3THvakU5K677gIALF26FDfeeKNSwy+++CL++c9/4qmnnkJHRwcmT56Mc845BwMGDEjs89prr2HJkiUYPnx4Fl3XR67r0hcXhlP0mWXFESxd8TIWL38J4XAIQwb0wv5DzVk5juRT1TGrrolurpj/JzS1faCdKyuKYMU9FwtdQR685Xw3uuhLMo3VulXbpTrVf+zYj3/s2I8Tze0c4x4jqHOw2XldtXAdDh8/mdi3V7cuAICpNz+FaDSGcDiEiWP6KRfc5vOz3G/ojvtQLHkpRQNbtmwx/fLo0aNNP29vb0dhYSH27duHmTNn4g9/+AP69u2b+HzcuHH41Kc+hX379mH06NG45ZZbUFRUlLHTe/fuxYQJE7Bx40ZUVlZm3N9OZJXvZhQVRoSuIcbKVLN9iX/wUrzmE8akOk48uSZycolZ1TmRcxzJlWzjdUHdJmkBoxEVNxs+y/Mb0zfWd955JwCgpaUF+/fvx8CBA1FQUIA333wTH/vYx7B69WrTxgsLC/HjH/8YDz/8MCZOnIgPfehDic+ampowePBg3Hzzzejfvz9uvfVWPPjgg2lvxhsbG9HY2JiyraGhQekk7SSb6uF4talxgJlVpnIw+gOvx2s+IUqqzbbnK7pjVnVO5BxHVNAZr1aTauBUXFtNrPksz29ME+s1a9YAAG644Qbcd999GDFiBADgX//6F372s59ZOsA3v/lNXHvttZgzZw4ee+wxfPGLXwQAlJWV4Ze//GViv2uuuQbz589PS6yXLVuG2tpa62fkMNlWD6s4jvi9Ijuf8Hq8EmJEd8xmMydyjiNWcWuOVYlrPsvzG0srL77zzjuJpBoAPvnJT2LXLvOf+v7973/j5MmTGDx4MEpKSnDBBRfgjTfeSHy+f/9+PP/885gxYwYAIBaLpSw+E+eqq67CZZddlrKtoaEBs2bNstJ12wmHQ1k9SGSOIwcFA8/vFdn5hNfjlRAjumM2mzmRcxyxiltzrIpTCJ/l+Y2pK0ic4uJiPP744+js7ERHRwd+//vfo3v37qbf2bt3LxYsWICTJ0/i5MmT2LhxI0aOHJnS5v/+7/9iz549iMVi+N3vfid0GunevTsqKytT/kvWabtNNtXDKo4jQajIzie8Hq/5RFmR2L1Htj1f0R2zqnMi5ziigs54lbmCiFCJaz7L8xtLb6zvvvtu3HzzzViwYAFCoRA++clPYvHixabfOeecc/DKK6/g0ksvRSQSwQUXXICLLroI1157Lb75zW9iyJAhuPPOO1FdXY329naMGDECV199tZaTygazCt54hbuoQrh6xjC8+u/3UhwGukRCONn5wRubXt264GhTe+L7E0ZVSttWcRDJ5ZyMn40eVIEt9QdYwUx8ySU3pdd7rFk8VeoKQuwjPjfG57VMGFc4yycnBTucIzi3W6emehym3LQayVEaAvDpgeUp+uuhA8tRPWOYaS6QTFDdVYx43flE1j+7+23qCmLk6NGjAIAePXpo60A26HZZMKvg3fnOIWGFe7xCOBdXkExt54LZOQFI+0zWRy8NEr9CVxB7ESXVcdYsnupgT4KDjphVnRsj4RBCIaAj6aVEkOchO5wjRG0aCeI1zTZeZc5BRooKIxjUv4ew2FHH89qPeN35RNa/CaMqsXHrXlv7bSoFufvuuwEAc+bMwZw5c3Drrbfi1ltvTfwdFMwqeGUV7vHtubiCZGo7F8zOSfSZrI+EEJINqvNYZzSWklQDwZ6HzOZonW0aCfI1VcWqQ1Bbe6fUQUTH89qP2BG/OpH1b/3m3bb321QKMnbsWADAhRdeqO2AXsSsglf2Oj/+E2curiCZ2s4FHVXJrGAmhGSLjnkMCO48ZIdzhNXvBvWauoGuOPcbXnc+kfVDdr909ts0sT7vvPMAAH//+99x4YUX4pxzzkFJSfCqWs0qeA8daxXeiHiFcC6uIJnazoVMVcmiz2T7EkKIKtnOjUaCOg/Z4Rwha1PnMUgqOp7XfsTrziey/snmJZ39tuQKcu6552L9+vU4//zzMW/ePKxZswYnTpzQ1gm3MavglVUCx7fn4gqSqe1cMDsn0WeyPhJCSDaozmORcAgFkdQkJcjzkB3OEZzb1bDqEFRUGJE6iOh4XvsRrzufyPo3cUw/2/ttyRVkypQpmDJlCtrb27F+/XosWbIEt912G1555RVtHXETswre+GdmriD7Dp5I0V8ZXUBkTh+Z2rbrnOIkf1ZcGE5xNhnUv4dlIb/VSmlCckXk8rFm8VSpKwhxD9HcKCMcDuHCMf0w+IxyT7sM6EQ0R48eVIFH1u3EkuUvZXX+sja31B9IvL1ra+/E0hUvY+c7hxLztNfdHexixT0XY/p3n0px8eoSCWHeF4cLr4fsWZeP12/8yCrsfOdQyvVIdjyzC6vX2iwHEs0zO985hKUrXtaSx1hyBXnxxRfx3HPP4fnnn8eBAwfwmc98BuPGjcMll1yS1UFzxUsuC0GowpZV71upds7lu/mCl+LVz8gq+Gmhpx8dMavqTOT1edJu7HRZMJunB59R7vt7kW286rjmXnfHsAs3ztuuY+rOYyxJQWbPno3HH38cl112GTZu3IhFixa5llR7jSBUYefiTmKnswkhycgq+K1W9hNnUXUm8vo8aTd2XhOzeTqf74WOc8/X6+fGedt1TN15jCUpyN///nf84x//wKZNm/DQQw/hzDPPxLhx47hMM4JRhS0rMLJSeJTLdwkhwSUb1wAvz5N2Y6fLgtk87XV3Bzux0z0r6NfPjfO265i68xhLb6wrKiowffp03H777bj++uuxa9cu3H///VkdMGhYrST1SqWsCFlVs5Vq51y+SwgJLrI5r3fPEtPP8hU7r4nZPJ3P90LHuefr9XPjvO06pu48xtIb6wceeAD/+Mc/0NDQgHPPPRe33HILzj777KwO6BaZBO/Gz08vL8Wrbx/OKGSfPWkwHvjDy2kLGyTjVKVstgUUE8f0E+qLotEYLrlptWkBpuy7hZEQpty0WrikrtkSu/lYBELEmK2omIzVyn5iL8ljt0thGG3t0bR9CiIhjB5UgX/s2J/2mZccBZwi+Zp1LS0UWoEdPNKCa2qeMZ0nMy1bLpunhwzohbf3N6Ztj4RDeXEvZk8ajMXLXxJuV2lDpPv16/UTPYOB9CLAbM5bxehA1A/VYy6o25S2NH1N9bi0/WTjI1vHF0uJdVNTE2699VaMHDkSoVBqBv+nP/0JF1/s7cIho+D94JEW1K7cAQCJdeONnyf7H0ajscRFFwWBsfwzFAK6lhTiRHO7Y8lhpnM0I35O8YA3Eo3GUoIzuW3jd+PhEX+oHjzSkhKwor/jbQHI+hxIsFBJqlm46D7G+UeUVAOnVld8evNudBrmmW6lhfj6pUPyapwbr9nx5nbpvpnmSdmcGr+eg88ox7oXdqUtSvavdw4LXwqF8uQHx1+veU263WosWnHg8guiPOL+FS8jFEIiTuLxNffyoZh7+VDL520sEDTLq2T5jMoxjUk1AOx46xAW1G1KS66NeUyuriCWEuv58+dLP3vooYc8n1ibCd7Hj6yyVIAInLroxgv9yLqdaQ+JWAwoLirA8rsm5955i2Q6x0xUzxiWOLepNz+VUVuU3Hbyd6+pecbSAgWituL/P9tzIPkBbfS8h9U5NBYDOgVGVMVFBXk3xq1eszhm86Rs3+SkTzSjy35p7eiM5cW8e/j4SaXtMpLtc/2MKCaN+Q3wQXw9vOACy+dtViAoyqtkuYDVY8psPmXbk/OYXLGUWJthwa3PdTIJ3q0K30XJplcKF3T2w6pgX9R2tufNgiZC/EuuYzQfx3g255xtUZ3dxyLBQEfRpgyVAkGv5FXZYql40QyjNMSLZBK8WxW+i4TsXilc0NkPq4J9UdvZnjcLmgjxL7mO0Xwc49mcs9k8adZ+tsci+YWOok0ZKgWCfs8Fck6s/UCmpTetLAMLiIXsXlnWU2c/rAj2ZW1bvZaitrxyLQkhalgd9wWRECLh/Fm23AzVudJsnpTta3Ys0RLysu8HlV7duihtDzpW4ySb+JDlFXblVbIl6GXbdZKzFMQPZCouEC3N+ZHepdj3XnPiZ4riLhGse2EXttQfSHMMkTlmeOkcVRAtRVxVUYbW9qiwbWORgHHfzo7OFM1ar25dECmIWFpq3a9FIMQ6suXIuUy5fzDOP10KwzjZEU0r7DZqep1aBtlLGJ1AuhSGE4Xuyc+WUAjoUnDKXSUcDiU0prMnDcaEUZUpz6vkZ1DX0kIAwOLlL6Us0Zz8v30Mbg8Hj7SkfRa0eyJymVi2cBIu/c5qJIdlJAQsWzjJvY66iCgXunBMv7R8YFD/HsrxIcorhg4sF+qazfIZq85hNdXjcN2iDdhzoCmxraqiDDXV42x3H7O0pLkZl156KZ588kld/bGE7iWiVZfeFRGkJbxVlg0VVd4CH9jaZPo8H+CS5nLM3D+YRLuHzpiVzQFx8mH55ziqz5qCSOhUwWeSDjUSDqW4NGRqw0gQr3emeJVd94qexSmJV5x8ej4lI7pOoVC68xmgnvM4vXy8bN8JoyqxceteW5diz1kKEoSlzVWX3hURpCW8VZYNzVR5q1qZSwgJFpnGej4s/xxH9VnT0RlLc2XojMbS3vyrPK/y6XrHkV13UVIN5O/zSXSdZK9eVXMep5ePl+27fvNu25diN5WCZEqa16xZg69+9avaOuMWOipQg7SEt98rcgkh/iJf5hY751Y7HR38Tr6db7bYmfM4vXy8bF9Zv3XGiGliffvtt2s7kJfp3bNE6L0cr0C14sscpCW8M10PQgjRSb7MLTqeNWZtW20jX653HNl1J6moXCfVnEdHXqHShmxf0eqmqv3IhKkU5Kyzzkr8d+aZZ6KqqgqVlZX48Ic/jPZ2+SpRfsOsAjUXxxC/olKRm6ny1s3KXEKI+2Qa6/niQAGoP2tELipmLg3ZOIbkA7LrXlVRJtw/X59Pouskc1RWzXl0OH2otCHbd+KYfra7j1lyBXnggQfwi1/8AgAQiUTQ3t6OgQMHYs2aNRm/9/TTTyMUCmHGjBm4+uqrUz7fuXMnbrvtNjQ1NWHUqFH4wQ9+gIICPUYlxqrP0YMqsKX+gNQVBJC7UWx4cVeK5qqsKIKmtg80OlUVZdhSfwDrblqtXGGaqTq1btX2lKXGi7tE0HayM+O+IrcSo5uJbMlO0fUoLgxj8fKXsHj5S4lzjjt/GCkrimD/oWZMef96VFWUpWjZjIUhxip5AFkvB6+zLaIXun8EE9EcBnzgNmFGUF1Bkq9JskOKyHGqrb0zMa8CH7xR6/b+/GVc6rwzGkNRYRid0VhC/9rW3omlK17GxDH9Eks+i6593PFj5zuHEo4hxs8A685Mdrsr6GL8yKq05/ig/j1QUz0OV8z/U8rzvKwogvPP6o9rap7x/HlZQXaPZNuN1+nTHyvHnv8eT3P2qp4xTLntX695LUXfXFYcUY6txza8kZJPVPQsBgDh/RLd8+oZwzD4jHL3XUHOO+88rFixAvfeey+++93v4p///Cf+9re/YenSpdLvvPjii1i6dCkeffRRdHR0YPLkyfjVr36FAQMGJPa5+OKLUVNTg2HDhmH+/Pn41Kc+hZkzZ2bsdDYVwEasVoEa17e3gtW2M1W4Zjq2yr4yrFT2Zqrqz4TZ9ch0r1SqdXW2pRO6gtD9w29YjVnRmBO5VpgRNJcKK8+fTKhew2Qmj+0PAMLngdlnsuOqui54cY6VPR97desiXL7c6ITh1xhVdcYY1L+H5Wd9VUUZDhxptdx2WXFEeK2rKsrw4C3nW+q3zMXFiNm5OOHgZskVpFevXqioqMCAAQNQX1+PSy+9FG+++abpd8466yw88sgjKCgowKFDh9DZ2YnS0tLE5/v27UNrayuGDTt1gtOmTcP69evT2mlsbMTevXtT/mtoaDA9ts7K6GzcPqy2nanCNdOxVfaVYeV7uVZIm12PTPdKpVpXZ1vZkk28EuImucSsaMyJXCvMCJpLhVUnKTNUr2Ey6zfvls7rZp/JjqvquuDFOVZ2zqJED0h3wvBrjKo6Y6g86/ccaFJqW3atRYmyqouLEbNzccLBzZLuoqCgALt378aAAQOwdetWjBs3Dm1tbRm/V1hYiB//+Md4+OGHMXHiRHzoQx9KfHbgwAH06dMn8XefPn3w3//+N62NZcuWoba21ko3E1it7rSyX7ZuH1bazlThauXYKvuKcMrNJJeKYJ330+7q8GzilRA3ySVmdY2nILk2uH0uZnO6zueZW+5R2cSrjuec2/c1G1SdMXTg9WvtRM5jKbH+xje+gdtvvx11dXW4//778eSTT2L8+PGWDvDNb34T1157LebMmYPHHnsMX/ziFwEA0WgUoSRVfCwWS/k7zlVXXYXLLrssZVtDQwNmzZolPabVylYrVaCyClIdbWeqcLVybJV9RTjlZiK7HlbuldVqXZ1tZUs28UqIm+QSs7rcFoLkUuG2A0V8Thc9D8w+M0PFdcGLc2y2z8dk/Bijqs4YOtB1re0aQ07kPJakIOeeey6WLVuG0tJSrF69Gr/61a9w1113mX7n3//+N3buPPXTSUlJCS644AK88cYbic/79u2LgwcPJv5+7733UFFRkdZO9+7dUVlZmfJf3759TY+tszI6G7cPq21nqnDNdGyVfWVY+V6uFdJm1yPTvVKp1tXZVrZkE6+EuEkuMSsacyLXCjOC5lJh1UnKDNVrmMzEMf2k87rZZ7LjqroueHGOlZ1zr25dhNuN7/j8GqOqzhgqz/qqijKltmXXWuTMouriYsTsXJxwcLP0xrqpqQk//elPsWnTJkQiEZx33nkYMGAAunQRXyjgVDHBj3/8Y/z+978HAGzcuBHTp09PfP6Rj3wERUVF2LZtG0aOHInVq1fj85//fI6ncwqRq4XREcNqJXpc5G7mtmHmOKLaz+TvVs8Yhn0HTwi1QsZzEPUzufo8HA6hR1lhis6pIBLCuhd2YUv9gbRzMP5tdPbo1a0Ljja1p/3LVHR9zK6H8RoYnTxGD6rAI+t2Ysnyl3Juy8+V3X7DrFgxGRYu+hvZHBbfZnzrVFVRhv/v/E/4wknCiFUHDOM1CYeBzqi4zYjks06DK0j8LaCZY4jI6SnZUQoAttQfSNwf42cyVxDZHJzp+eUlRM/H+LW6btGGlGebn2PUiNk9+ttLe5Es6C0IAzXV49LMCoYOLMfhxta0a/TgLedLx4TMdUPkwGIsXMzUb1H/zj+rv3Bfo1OazAlNN5ZcQW688UaEw2HMmDEDsVgMjz32GLp3744777zT9Hs/+clPsG7dOkQiEVxwwQWYN28err32Wnzzm9/EkCFDUF9fjwULFuDEiRP45Cc/iR/+8IemyXocVZcFL1Uvq5CLy4WOynTZsZy6nn69b0byzRWEDiD+R0fMBmX8AtmfS6Z52Og+YSTX65XrPfDLPcw2Xv1yfrq5auE6YTFhWVEEHVFkdPnJ5hrJnFmccOlwGktSkNdffx2LFy/G2LFjcfbZZ2PJkiXYsmVLxu/NmzcPa9euxZo1azBv3jwAwC9/+UsMGTIEADBo0CCsWrUK69evx+LFiy0l1dngVvVyruTicqGjMl12LKeup1/vGyEkWOM323PJNA9neq2V6/XK9R4E6R6KCPr5yZA5dDS1dVpy+cnmGpk51QQNS4l1RUUFDh8+nPi7ubkZPXv2tK1TunGrejlXdDiL6CTeplPH9Ot9I4QEa/xmey46zjWXNnK9B0G6hyKCfn52onqNZAWNTjmTOYmlxLpv376YPn06Fi1ahB/96Ee4/PLLEYlEUFNTg5qaGrv7mDNmjhRexqqzSLbfVSXeplPH9Ot9I4QEa/xmey46zjWXNnK9B0G6hyKCfn52onqNZG4cTjmTOYmlxLp///6YPn06ysrKUFxcjIsuughjxoxBjx490KNHD7v7mDNuVS/nSi4uFzoq02XHcup6+vW+EUKCNX6zPZdM87DAYVb5GKrHz9Vpya/3UETQz0+GzKGjrChiyeUnm2tk5lQTNCy5gsydOxetra3YtWsXPv7xj6OtrQ0lJf75F52fqpeTGT+yCjvfOZRWvR2nomex1DFDdM7FhWHhykVWHESMx5owqlLqhGK1et7K+RvPQcUlRFc/iBxRoeKaxVOl20n+4Nd5V4TVc4nPOQePtKQ4eHQpDAsdPIB0d45k2to7sXj5S1i8/CUAHzh3JD8XzNwOxo+swoYXd6W4KAzq3yNjwWXyeZrN9Wbf88O9DlKMyhDdl2ULJ+HS76xGsnQ6EgJW3HNxmpPGhWP6pbmTZYohESKXs6EDyzH4jHJcU/OMZUcP0fkAavfQ7li15AqyY8cOXH/99SgoKMCKFSswdepU1NXVYcSIEdo6okK+uCyoOnuYVerKKnKzRXYsO6usVdr2UrV3UOOV7h/BJagxaydm87Vo7snWuUnmJCJyV1B1YtDpfuLkfMt4FSO7LxU9i4Uv2aoqynDgSGvK/irxptoXmePIoP49hDbDQweWo37X0ZxcS5yIVUtSkEWLFuE3v/kNevTogb59++K+++7D3XffraUDRI6qs4dZpa7uylvZseysslZpO1+rvQkh7mA2X4vmnmydm2SvwkRzvKoTg073E8637iO7L6KkGgD2HGhK218l3lT7InMcESXVALDjrUM5u5Y4EauWEuvW1lYMHDgw8fc555yDzk59Vm5ETDaVybLv2FF5KzqWnVXWKm2z2psQ4iSqDiG65yLRHK/qxKDb/YTzrbvYef1VcwqnY0E1JnX2z1JiXVBQgGPHjiH0fqXF22+/ra0DRE42lcmy79hReSs6lp1V1ipts9qbEOIkqg4huuci0Ryv6sSg2/2E86272Hn9VXMKp2NBNSZ19s9SYj1nzhxceeWVaGhowLe//W186UtfQnV1tbZOEDGqzh5mlbq6K29lx7Kzylql7Xyt9iaEuIPZfC2ae7J1bpI5iYjmeFUnBp3uJ5xv3Ud2X6oqyoT7V1WUpe2vEm+qfZE5jgwdWC5sY+jA8pxdS5yIVUuuIOeddx4+9rGP4bnnnkM0GsWAAQNw9tlna+tE0Mm2AtXMFSQcDqEgBJxM0haVFUfSimOSjzt0YDlefftwoq3iLhG0nexE754lOL28NPGZyBWkqqIMre3RjOdgZ5W1Stv5UO3tJFNuWo3kCAyB7h+ExEl2MDByKjGJYcnyl/DIup2JeSh5jkp2EYn/b1FhGCc7oika17g7wj9fezdlfi4rimBL/QGsu2l1ylwXLy6z4iACZD9vcr51Fqs5hTGHCIdDmDCqEtUzhuG6RRtStNZVFWV48JbzhW4cgDiGVHIbUV8uHNMPr/77vZR+VPQsRk31ONtcQZyIVUuuIHfccQcAYPbs2fjKV76Cz33uczhx4gR+8pOfaOuICn6qAM6lAtXsu49teENa1fvgLefn7KBhxC1HjSDgp3iOQ87eAAAgAElEQVQVYUyq44QAPMUkOpD4PWadRNVxSWUuzdY5JN/m63yKVx3uWBNGVWLj1r2Wt+tw3lKJ5aEDy1FTPS7jfl7FkhTktddew8KFC7FhwwZcdtll+OEPf4h9+/bZ3bdA8P+zd//hUVT3/sDfs5tNIIFcISSlGkAUbslVbrCAlG+5BS/+4IcVsaEXpULlsdWIcrVUsJhaatOqVeDqzSO97bUttKitPxC9j6EIXPqUYqlGxB8N/rgKJEJKiGj4lZBk9/tH3GV3ds7snN0zOzM779fz+EhmZ2fP7n7mzNmZ8/lMJhmoZs81y+qVfV0r2enM8PYv0S/v3LsRLZE82eoIMn1pupVD2F/nLhXVsTbtOiC1XEXlLZlYFlUF8QpLA+tIJIJAIIA///nP+NKXvgSgt1IIpZZJBmq2nms1G5YZ3kREidKpuJSNPpf9dW5ScWxXUS3GyaobbmdpYD106FB861vfQnNzMy6++GIsWbIEo0aNsrttOSGTDNRsPddqNiwzvImIEqVTcSkbfS7769yk4tiuolqMk1U33M7SwPq+++7DlVdeid/85jcIhUIYN24cbxBjUSYZqGbPNcvqlX1dK9npzPD2L9GwQX0BRyLvka2OINOXpls5hP117lJRHWvahKFSy1VU3pKJZVFVEK+wVBWksLAQs2adSVK69tprbWtQrpHNQNVnvE4dV45X9h7GkaOn0K8wBABY9fhrGDSgL4oKgjjReWbO0sD++Xh02aXC1x0/qgzr6htjzzfKTo9fN/q6Xs3wTrcai98tWFGfUHFgYP98HD12OqkqCBMXyQ9S9SP6yhtR0eoe/T/rt4+f7DLth42Ijh9b/ro/YR6qWdUmp/pB9r/2EFX6EFUF0cfKqGFnobpqDCqGlwi/H6vbBjKvxqFvn8rERadi0FJVELfJ1QxgsyxbABlV7sikOokXuen9eile9YPqqIH987F2xXQHWkRO8FLM2klFBYb4dbPdLznVD2b7df0UrzKfrahizYyJwwxLLrrpuJkpJ9+LpakglB1mWbaZVu7IpDqJF/nt/apiNKg2W06Uy1RUYIhfN9v9klP9IPtf+8h8tqKKNaLlufS9OfleLE0FoexQkU3LTN1efnu/RKSeigoM8cuz3S851Q+y/7WPzGerovqH2XI3c/K98Iy1i5hl02aaRe63TF2/vV8iUk9FBYb45dnul5zqB9n/2kfms1VR/cNsuZs5+V5sHVjX1dVh5syZmDlzJn76058aPn7JJZdg1qxZmDVrFtavX29nc1zPLMs208odmVQn8SK/vV9VBvbPl1pOlMtUVGCIXzfb/ZJT/SD7X/vIfLaiijWi5bn0vTn5XmybCrJz507s2LEDGzZsgKZpuPHGG/HSSy/hsssui63z1ltvYdWqVbjooovsaoYtUmWappuJapTtO2rYWbFt5YcC0DQgEun9xTn6vIE42HYyo4zc6PI1T7+e8LrTJgw1TG5I5/NwgmzGsh9d/d2N6Im7IhjUgOcemmVYFYSJi5QrZPorq/1IdJvxczqNKirotxdf6WldfaPptlvjLmFb7aNF7QeAhbWbbesb2f/ax+yzNTqOz5g4zPDYbrYfZBovom0bLRe9l0zHFU7GoG1VQd577z2cOHECY8b07vj33nsvhg0bhgULFsTWmTRpEi688EJ89NFHGD9+PJYtW4aCgoKU23YyAzhVpmkmmahGzzWjKsNVNnM4Xi5lEdvFjRnr+kF1VHRwTf7mxphVwY7+yqzfzrRSU6pjgpU+Op3X9ZpcjVcZMsdx1dVurKw/dVw5tr7anLA8GNCgaUB33MFItK6XYtS2qSAjR46MDar37duH+vp6TJ48Ofb4iRMnUFFRgTvvvBMbNmxAe3s7Hn300aTttLe3o7m5OeG/lpYWu5qdUqpM00wyUa1U/khnu6nIZg7Hy6UsYhXcFq8iRoNqs+WUu7wSsyrY0V+Z9duZVmpKdUyw0ken87pu5qd4lSFzHFdd7cbK+pt2HUha3hOOJAyqzdb1UozaXhXkvffew0033YSlS5fi3HPPjS0vKirCL37xi9jfCxcuxPLly3HHHXckPH/t2rWoq6uzu5mWpco0zSQTNZ1sVRUZrrKZw1Ze34tZxCq4LV6JUvFTzNrRX6V6biaVmlJt20ofnWl73MZP8SpD5jiuutqNleUysSpbtcRtbB1YNzQ0YPHixVi+fDlmzpyZ8NjBgwexc+dOVFVVAQAikQjy8pKbs2DBAsyePTthWUtLC+bNm2dfw00MGtA3Ya5b/HIrj6ez7VTPyVT0DmFGy628frrvNxe5LV6JUvFTzNrRX6Xqt82qE6RqS6ptW+mj03ldN/NTvMqQOY7LxIBsvIjWF7XPiGhdr8SobVNBDh06hEWLFuGhhx5KGlQDQJ8+ffDggw+iqakJkUgE69evT0hsjCouLkZ5eXnCf4MHD7ar2SmlyjTNJBPVSuWPdLabimzmcLxcyiJWwW3xKhIUHI9Fyyl3eSVmVbCjvzLrtzOt1JTqmGClj07ndd3MT/EqQ+Y4rrrajZX1p00YmrQ8GNCQpzvoiNb1Uozadsb6scceQ2dnJ+6///7Ysrlz52Lbtm1YvHgxRo8ejXvvvRfV1dXo6urCF7/4Rdxwww12NUcZo8od8ZnfmWSiThk7BFv+uh973m+LLRtSVoSOrnBCBvnxk11KM1yjiQ3pVAVh9rf71azZkRBTlSNK8NxDs4RVQYhyVar+ykolgvgqHdEza/0LQ8gPBXDsZFdsWamCiiPx66RTFSTd1yV3E1Xx+qj1eFJfbxQjMjEgGy9m61cML7FcFcRoXa/EqG1VQezk5qogmcikOge5l5Pxqh9UR1WOKEFt9aSstoW8w49VFjKt0uGlqgW5xk/xKhonVI4owd79n3i2kkYu4Z0XJdmZUZ1JdQ4iI0aDarPlRH6VaZUOL1UtIO8SjQf2vN/m6UoauYQDa0l2ZlRnUp2DiIjSp6JKh1eqFpB3yY4HGJPZx4G1JDvvPy/K8E4n85uIiKyz0ren6ue9UrWAvEt2PMCYzD4OrCXZmVGdSXUOIiOVI0qklhP5VaZVOrxUtYC8SzQeqBxR4ulKGrnE9hvEuFW696E3yngdP6oM6+obserx1zLKXpXJ6lUt3c+D3OWWB7ag6fCJ2N9DyopQOaIkKaaYuEh28mJ/kqriU3QdAElVQUrjKhwsrN1sqaqIlz4bv3HzdyQaJ9RWT5Jqt6iyCGXOlwNrfWZ369FTqHtqDwBYHlyLssRlt6Vv1979nyQs27v/E2xvaLJ1p1b5Hsg5+kE1gNjfL6xkGT3KDq/2J9sbmrD11ebYHNZwOIKtrzajYnhJ0uDa6H1Yed9e/Wz8xO3fUapxgpU26iuLhMOR2N8cXGfOl1NBVFb2cOu2vPC6pJZ+UJ1qOZEdvNqfZNrudKuKeOGz8RO3f0cq2scKZPby5cBaZWUPt27LC69LRLnHq/1Jpu3OpKqI2z8bP3H7d6SifaxAZi9fDqxVVvZw67a88LpElHu82p9k2u5Mqoq4/bPxE7d/Ryraxwpk9vLlwFplZQ+3bssLr0tqDSkrklpOZAev9ieZtjvdqiJe+Gz8xO3fkYr2sQKZvXyZvGh2L/tc2RZgnvWrzx6eOq4cr+w97MosaEqmv1V55YgSPLrsUsOqII8uu9SJJpJPqe7HsiXTdstWFTly9BT6FYYAAKsefw3r6htNX8/NlSpyidvj10qcpRIdB1itCsIKInK0SCTiuUk1zc3NmDp1KrZu3Yry8nKnm+NK+qzfqBkTh6FieElC1jPQ+4v31jmVruk8conqeNUPqqNYRo9UYR8rT19NAjDvV2XWl9223/gpXrMdC2ZjCQ6ujflyKogfmGX9uj3rmcwZDarNlhOR/WT7VZn12WdTVLZjgRVE5HFgnaPMsn7dnvVMROQ1sv2qzHL22RSV7VhgBRF5HFjnKLOsX7dnPRMReY1svyqznH02RWU7FlhBRB4H1jnKLOvX7VnPZK5yRInUciKyn2y/KrM++2yKynYssIKIPF9WBfEDK1m/bs16JnO11ZMMq4IwcZHIObLVJGTWd3ulCsqebMeCbAURYlUQItsxXslrGLPkJYxXchNOBSEiIiIiUoADayIiIiIiBTiwJiIiIiJSwNaBdV1dHWbOnImZM2fipz/9adLjjY2NuOaaa3DFFVfg7rvvRnd3t53NISIiIiKyjW1VQXbu3IkdO3Zgw4YN0DQNN954I1566SVcdtllsXXuvPNO1NbWYsyYMVi+fDl+//vf47rrrrOrSbbZ3tDEbG3KGOOIyH24X5LbMCbdzbYz1qWlpbjrrruQn5+PUCiE888/HwcPHow9/tFHH6GjowNjxvSWbLnmmmuwadMmu5pjm+0NTah7ag9aj55CBEDr0VOoe2oPtjc0Od008hDGEZH7cL8kt2FMup9tZ6xHjhwZ+/e+fftQX1+PJ554Irbs8OHDKC0tjf1dWlqKv//970nbaW9vR3t7e8KylpYWG1qcnnX1jejs6klY1tnVg3X1jfwF6UPpxivjiJzi9j7WSdwv3cfv8cqYdD/bbxDz3nvv4aabbsLSpUtx7rnnxpaHw2Fo2plbYkYikYS/o9auXYu6ujq7m5m2I0dPSS2n3JZuvDKOyClu72OdxP3Sffwer4xJ97N1YN3Q0IDFixdj+fLlmDlzZsJjgwcPRmtra+zvI0eOoKysLGkbCxYswOzZsxOWtbS0YN68efY0WtKgAX3RahDQgwb0daA15LR045VxRE5xex/rJO6X7uP3eGVMup9tA+tDhw5h0aJFWL16NSZOnJj0+DnnnIOCggI0NDRg7Nix2LhxI77yla8krVdcXIzi4mK7mpmx+dMrUPfUnoRLMwWhIOZPr3CwVeSUdOOVcUROcXsf6yTul+7j93hlTLqfbQPrxx57DJ2dnbj//vtjy+bOnYtt27Zh8eLFGD16NB566CHU1NTg+PHjuOCCCzB//ny7mmOb6JwmZuhSJhhHRO7D/ZLchjHpflokEok43QhZzc3NmDp1KrZu3Yry8nKnm0NkivFKXsOYJS9hvJKb8M6LREREREQKcGBNRERERKQAB9ZERERERApwYE1EREREpIDtN4ixQ09Pb5kZP91tidxh8ODByMuT220Yr+SUdOIVYMySMxiv5DVGMevJgXX0xjJ+KQhP7pFO1jnjlZySbpUExiw5gfFKXmMUs54st9fR0YG33noLpaWlCAaDTjfH1aJ3pFq/fj0GDx7sdHNcL9Xnlc4ZFZl4zfXvK9ffH+Cu95juGUA39LFu+hxlsN3pUxWvbngvduN7dIecOWPdp08fjBs3zulmeMrgwYNZ31OCys8rnXjN9e8r198f4O336KY+1qufI9udPaJ49eJ7kcX36D5MXiQiIiIiUoADayIiIiIiBTiwJiIiIiJSILhixYoVTjeC7FVQUIAJEyagoKDA6aZ4gtOfl9Ovb7dcf3+AP95jNnj1c2S7nZdL70WE79GdPFkVhIiIiIjIbTgVhIiIiIhIAU8OrLu7u9Hc3Izu7m6nm0KUEuOVvIYxS17CeCU38eTAuqWlBVOnTuXtS8kTGK/kNYxZ8hLGK7mJJwfWRERERERuw4E1EREREZECHFgTERERESmQ5+SLP/XUU/jtb38b+7u5uRmzZs3CPffc42CriIiIiIjkOTqwnjNnDubMmQMAeO+997Bo0SLceuutTjaJiIiIiCgtrpkKsmLFCtxxxx0YOHCg000hIiIiIpLm6BnrqJ07d6KjowPTp09Peqy9vR3t7e0Jy1hSh6zY3tCEdfWNOHL0FAYN6Iv50yswZewQW18zF+LVic+NnJMLMUvuY1c/wnglq5w6lrliYP3kk0/ihhtuMHxs7dq1qKury3KLyOu2NzSh7qk96OzqAQC0Hj2Fuqf2AICtO5bX49Wpz42c4/WYJfexsx9hvJIVTh7LtEgkErH1FVI4ffo0Jk+ejK1bt6KwsDDpcdGv03nz5mHr1q0oLy/PVlPJQxbWbkbr0VNJy0sH9MUvay637XW9Hq9OfW7kHK/HLLmPnf0I45WscPJY5vgZ63feeQfnnnuu4aAaAIqLi1FcXJzlVpHXHTHYocyWq+L1eHXqcyPneD1myX3s7EcYr2SFk8cyx5MXm5qaMHjwYKebQTlm0IC+UsupFz83IsoU+xFympMx6PgZ6xkzZmDGjBlON4NyzPzpFVj1xGuIn+ikab3LSWz+9IqEeWkAUBAKCj83PyQ6+uE9EmVqzdOvY9OuAwiHI9C03v42vv8160eI9GT6XaN1ZY9lKjl+xprIDo0ftkGfPRCJ9C4nsSljh+DWOZUoHdAXGnrno906p9KwQ4smh7QePYUIziSHbG9oynq77eKH90iUqTVPv44XX96PcLi3041Eev8rCAVS9iNEejL9rmhdAJaPZao5fsaayA6bdh0QLq+uGpPl1njLlLFDLHU+6+obE84GAEBnVw/W1TfmzAHUD++RKFOi/rarJ4LnV87KcmvI62T6XbN1f1lzuSP9NAfWlFOil4SiZ070RMtJnmxyiBenVDCZk0iM/S3Zwazf1R9HjCp/mG0jGzgVhHJG/CUhkUBAy2KLcptMcohXp1QwCYvIGPtbsouof+1XGEo6jshuIxs4sKacYXRJSG/ahKFZak3umz+9AgWhYMIyUXKI2eU6N5N5j0R+wv6W7CLqdwGkjLnouk720RxYU84wu/QTCGiYMXEY51crJJPo6NUpFTLvkchP2N+SXUT97vGTXcLnuKmP5hxryhmi+VaiOy15cc6v21hNdBR9N5xSQeQd8X2mFtAQMZhDzbu0kl1kj/FO4Rlryhkyl+29OufXq7w6pYJxQtRLvy8YJSZ6YZ8m9xP1u+NHlXniOMKBNeUMmcv2Xp3z61VenVLBOCHqJZpTHQhontqnyf1E/e4rew974jjCqSDkarLTNaxOTfDqnF+vEH1vbusAU2GckN9F92VRBYZImLWqyRqrx3OzftcLxxGesSbXsvMyPMuo2SeXpk8wTsjPrJTU475AVsgcF7ze73JgTa5l52V4r8759YJcmj7BOCE/S1VSj/sCWSVzXPB6v8upIORadl6Gj15KYlUQ9XJp+gTjhPzMbJ8t5b5AEmSOC17vdzmwJteyu0SbF+ZqeVGuldZjnJBfeaW8Gbmf7HHBy/0uB9bkKvHJDf0KQwgGNPTElXUKBjR0dHbjqiUbU/6KZZ1q+xl9xvOnV6DuqT0Jl/0KQkGMH1WGhbWbXfF9MDaIjNWs2YE977cJH/fSJXlyDyeOCzL9vMpjAudYk2vokxuOneyCpgH9C0PQ8Nn/td7lqZIfcimBzq1EnzGApJJIU8eVY+urza74PhgbRMZEg+pgAK4ub0buZ1Ry1c7jgkw/r/qY4PgZ623btqGurg6nTp3Cl7/8ZdTU1DjdJF9ywxk8o+SG7p4I+hTk4fEfzcDC2s04prulaTT5Qd9Ws0QJHhTUMPuMf1lzecLnvLB2s/T3YRST0dfNJE4ZG0SJ1jz9OjbtOmB40xcA6AkDL7CkHin2pz0HbeuLZfp51ccERwfWTU1N+MEPfoCnnnoKJSUlWLBgAf74xz9i8uTJTjbLd6K/1qKBFX/mMZsDDVFJp+hymeSHXEqgcys7vw+jmHz4d7sRiSA2NSjdOGVsEJ2x5unX8eLL+51uBuU4oz5dREVfLNPPpxp7yHJ0YP3SSy9hxowZGDx4MABg9erVKCgoSFinvb0d7e3tCctaWlqy1kY/cMsZvEBAMzxjEghoAOSSH5xKoPNTvNr5fYiuXuilE6e5llyZKT/FLCXbtOuA002Qwnj1plSlG+Op6Itl+vlUYw9Zjg6s9+/fj1AohJtvvhmHDh3ClClTcPvttyess3btWtTV1TnUQn9QfQZPdlpJdH3RZcjoclHyg1Eijcy6KvkpXmW/j4d/tzthcJwX1ITfh0zsycapU7HhVn6KWUq05unXhf1uvMoRJVlojTWMV2+y2k+n6outji/mT6/Afzy5O6n4gdG2U409ZDk6sO7p6cGrr76K3/zmNygsLER1dTU2bNiAa665JrbOggULMHv27ITntbS0YN68edlubs5SeQZPdlqJfn0jpZ+1Q6a2pVN1MP0Ur7KfcSRi/ne8foWhpPn0IrJx6vUaqar5KWbpDKtTQCpHlKC2elIWWmQN49WbROOM/oUh9CnIs1y5Q2Z8oWnmf0eVmpSVTIejA+tBgwZh4sSJGDhwIADg0ksvxRtvvJEwsC4uLkZxcbFTTfQFK2fwzH4lxj+mGVxSMbtcn+rykP4XpkxtSyfqYHopXlUkrFr9jNfVNyacOQB650pnOt0o3TPNXq6RqpqXYpbUSFVSDwBmTByG6qoxWWqRdYxX95A5hoiuWn776tGW+2LRtNWfP/dmUjvW1TcmTR/s7jE+5qi+iunowPqSSy7BsmXL0N7ejqKiIvzpT3/C1KlTnWySL6U6g2f2KxFAwmMRwaWTdKebiH5hUmaynbAqmxxy3ORsdemAvjzTTJQmLw+qyT3SOYbIXLU0IhovHDvZFbvCGW2H6IRdNu706OjAurKyEjfeeCOuu+46dHV14ctf/jK+9rWvOdkk3zI7g2eW3Bj9dypaQDO8qYvo8lCU6BcmZcYtCasiorgoCAXQ9mkHIgDaPu1A44dtrmgvkdtZGVADvQlbHFRTKrLHEBVXLVONF+LbIUpIzEaSuuN1rKuqqlBVVeV0M8iE2dlmqz84w4ISaUaXYKy+PqXP7SXnxo8qM5z/2dkVjv07HI7E1uFAgEjM6qAaAKZNGGpzaygXyB5DVBxzRMcFI6LEw/GjypKWqb6CyzsvUkqiX3ipfvlpMC5XE3+2O/5uTLKvT+lL9ztNl6hskWj5K3sPW96218qFEWWb1UE1p4CQVbLHEBXHHJnjgsyxJdVVeVmOn7Gm7DFLNIi/81YgoOGcQYX46MhJhMMRaFrvIDn+9190Yv/Kx18Tvt7zK2fhqiUbDR+L/5UanYZiVCHEz2XQ7GSWrCGTkKKPm2kThqK6akzSNkafN9Dw4D5twlDD15M5ixEOR1xx51AiN5q7/H8srVc5ooSDapIqZydzvJYtuWrE6nEhGNCSpp3Eb0N/3BKd3U73Ci4H1j5hdqmj8cO2hMsr4XAETYdPxP6OJhgUhAI43RVO2NlWPfGaYQJCNOlQppQfy6Blj+izBmD5kpi+XFd0asZHrcexd/8nCdtoP34alSNK8OYHHycMwiuGlxi+nky5PU2z3mYiP5m7/H9wojN1DozbSuqRM2SmRKRzvM40edHqcUHTesv4Ga2bHwokHbdE0r2Cy4G1T5hd6mj7tMPSNjq7wtBfXMnPCyTMe42KRICrlmxEv8IQ8oJawq9Us1+1LIOWPUaf9cLazZYTUkRTMIzOTHd29WDv/qNJy0VxmR8KoCAUTHhMf9UkqjcG3ZuISeSEmjU7Ug6qOaCmeLIJiTLHa7tKrhqJjjf0x5CCUBCnu63d/TGTq+WcY+0TZokDMncXiuDMr9jtDU04bTCojl/32MkuRCK9vx419JZKu3VOJQc8LiWTYCJ7V6rOrnDsOdGz26IM72Mnu2Jz76Nx853rvogZE4fF5s4FAhpmTBwmjEG3JGISZZuVZEUOqknPzqR22ZKrRqxexQR6S7bqjyG3zqk0PUuuX9eT5fYoe8ymZLR92pHGIKn3V6yV8jc94Qj6FOTh8R/NkHoNyj6ZqTtmc9MyFQhohmdDpowdkjQP9JW9h5XdOZQoF1hJVuSgmvRU3oXZDjLHnEED+hoeQ1Y/udtwG4GAhl/WXK6mnUq2Qq43f3oFCkLBpOWtR08hPy+9MDhy9JRwu0avc9WSjVhYuxnbG5rSej2yn9H3KbokJirLVTmixFJMmJEZsM+fXoGgLgNcf8dOIr9Y8/TrKdcpKshs/6TcJNP/O8HqcSE+EX9h7eaEsYfouKWyzCQH1j5hVtau43SPsDSNmegvwvjLLWbb0U8jIffRf59ml8Sqq8YYTs2orZ6UtA3ZO2j2LwxJra/fPu/YSX6kTyg2UlQQxJM/uTJLLSIvken/ZcmWXDUiOi4UhAJJbQZ6k9pbP7vfRnTsUTG8xPC4pbIiDqeC+Ej0ssjC2s1Jl3vC4QhKB/TFL2sux/aGJuHlkqj4X7Hxl1uMSubpMbHM3Ywun4lKMFVXjTHskPTbEB3wQ3kBdHUbz5G2WvZpXX1jQnIswDt2kr/Elw8zw3nVlIpdBQSmTRhqeAwYfd5ALKzdnFElsPxQMGkah1ki/i9rLre1tCQH1j6UKkGh8cM2ww66T34Qnad7TINfX4JH1M0zscw7VNyVKtqJ6Wte1wvOrh072WX5Nd1+F0kiO1k5Sw1wUE3OMjoGjD5vYFJpVrNjy3FB8qLRchXJkuniwNqHUiUoiMqodZzuSSq3BxifWYz+ejQ6Ox7/WuR+siWYZIhiMRDQLL+m2xNuiOxidVAdCGgcVJPj9Fc4zc4qA8k1slUk16cz7VUW51j7UKoEBbPLifp50tGzmfp5TNE51G5PhqDUVJwRjg4A9OX2zi4pNIwPmTthMcbIj6wOqgG1iVlEqoiOIdFxhH5cMX5UmeW+XnQMsauSVTwOrH0oVYKClV900V+VZmczrbwWuZ/ozK/MGWHRVZA3P/jYMD6MkmxFr8kYIz8S7VPx7EjMIlJFdAwRXbF8Ze9hy329imTJdHEqiIfpbwIwpKwIHV3h2KWT8aPK8Mrew4ZJAfoEhWhZmiNHT6EgP4iO06nvTmR2xpLzW3PH/OkVWPn4a4bL45OmovOmjQ7ismcP5k+vwMO/252QlJgXFJfQ4x07yU+u/u5GpDrxxgE1qSJKJLeaYC7azvhRZaj/y/6Em7Zomvi4cOToKct9vdkxR7bdspQNrDs6OrB582Z8/PHHiMR9SjfccIOql6A4RnfWajp8Ivbv1qOnEi4TmiUF6JPTouX3UmacYrYAACAASURBVF0y6VcYQp+CPNM5TyoS38hZW/5qfLn5Vy+8hY+PnY79HZ3eAUDqgG4UH1PHlSfdIcvsjllEfnH1dzeih4NqyhLRMbzxwzZsfbXZ8rHdaDubdh0w7OdF1aL6SZRh7V8YMrxTY5/8oO1jEmUD6yVLluDQoUP4x3/8R2gSRWSvv/56fPzxx8jL623Kvffei8rKSlXNyinxv7LSGWOIkr+MpnPEl9+77vsvCm8lmurMop2Jb36m4he31bPNoru4xQ+q423adSBpO31MroIYxYdR6bCeMEvokX/d8sCWhJMnIhxUk0qiY7hRH22WeCgaZxgRlWBVweg4pHpMomxg/e677+IPf/gDAgHr07YjkQj27duH//3f/40NrMmYlfrQVhidXU5VliZViRuzM4sshaaeiqsA+sSndM82GzHqLK1MLUq1DYBxQ/7EQTU5RTQ+EPXR0eOR/viU6dgFgPAEnxHRuEVE5bFF2Wi2pKQE3d3dyM/Pt/ycDz74AACwcOFCfPLJJ/j617+Ob3zjGwnrtLe3o729PWFZS0tL5g32GKNfe+kwmrifqiyNWYmbdfWN6DE5s+i3UmjZiFcVVwFEiU9GZ5tlycSY2TaM1s/VuHES+1j3szKoBjL/UewFjNfsSqfvNjo+yW5HtG2rzEq52n1syXhg/atf/QoAUFpaiuuvvx5Tp05FKHRmHozZHOv29nZMnDgR3//+99HV1YX58+dj+PDh+PKXvxxbZ+3atairq8u0mZ4VveSvqqh5OBzBVUs2JkwfSJVYNn96RdIvzmiJm1UGSW3AmV9/skloXpeNeFVxFUAmmbByRInhdJCB/fMNp4MYlfYy61DzglpSfFx+8dCE+XsAS+jZxe99rNstWFFvab2g/cUOXIHxml2p7sCs76NFJwCjUw4zGVzLPFc0bpk6rtz2Y0vGA+t3330XANCvXz/069cPH374oeXnXnTRRbjoootif1dVVeGPf/xjwsB6wYIFmD17dsLzWlpaMG/evAxb7n6y0z/iq4JoJgEcXxcSEM9/7ZPfWy9SfzfF+EG5aNAf/+vPT0lo2YhXFVcBNM34ezBKj7j04mGGA+svXfh5w4zuiuElSeuKEkkKQoGk25FHIr3bqBheYmvmNvXycx/rdgtW1AtzGeIFNeC5h2ZloUXOY7xml9n4YFFVpeFcaqPjU0EogM4ua3OnRcen/hLJi2bjFruPLRkPrO+77z4AwJYtW3DppZcmPPbcc8+ZPvfVV19FV1cXJk6cCKB3zrV+rnVxcTGKi4szbaYnpZr+URAKJtRwjJ7dBoCiPnk4fqrLdBDb2dVjWEYtKn5nEpW4MfpVmBfU0NHZjauWbDQc4OdyElo24tXsCoJV+XnGnVx+XnKORDSm9EQZ3TLf7enucNI2ovHBs9PZ4ec+1s1ueWBLykH1kLIiPLrsUtN1cg3j1V76xHhRfkzH6R7huMDo+HS629oJwt4bwEQsD8LNiNpnd3nWjAfW27ZtQ3d3N376058iEonESu11d3fjP//zP3H11VcLn3vs2DE88sgjePLJJ9HV1YUNGzbghz/8YaZNyhlml/ZLdb+y9Ge3ZSb5Z0L/q7BfYQgnO7pjrx9hEppyZr/ErTot6LSMlou+K7PkFT1RPIp++IkSYACWaaTcZyVZ0Y+DarKXUWK8LNHxyewkXumAvgnriqaYyiYkOiXjgXVjYyP+8pe/oK2tDevWrTuz4bw8fPOb3zR97iWXXII9e/bg6quvRjgcxnXXXZcwNcTvRJf8o2Xw4qlKboyXzh2KTnR0W5oHpQW0pLneZF2mv7hlppOI1jWjP+shurQnIkqA+flzb3J6COUsq1M/AHBQTZbIlGaVGUcEAppw20bHJ7OBtdF4xstFDzIeWC9atAiLFi3C+vXr05rjdPvtt+P222/PtBk5SeaSvx1ngEefNzDlOvpfuKIz1HrRwTfPRDpDJrZE65p1wJme9RD9ODt2sit29puxQ7lEZlA9sL/16lvkX7KlWWX66nMGFdp2VVHFdEcnKSu3d/To0YRMXU3T0LdvX4wcORL/8i//ouplfEXmkn86ZxVTOdh2MuU6Vn/hBgIaIuGI4Zxr3jAm+2RiK51LezJnPTLJEmfsUK6QGVSvXTHd5tZQLrDzBm0fHTlp27FcxXRHJym9Qczu3btxxRVXIBgM4qWXXsI555yD+vp6vPHGG1i0aJGql/IVq5f8jX7hZSr+LLj+ks/4UWV4Ze9hS4P5+CTLq5ZsTPlalB0y00lkL+1ZoS+zly7GDnldzZodltbjvGqSYVaa1WgahwzZm3iJyrZWjkiuIgXYn2BoJ+u3SUyhra0Nzz77LGpqavC9730PzzzzDDRNw/r167Fp0yZVL0MCU8YOwa1zKlE6oC809M7DnjFxWOxvM6K51NH5TNHLSa2f3Uq99egpvPjyftNBdSCgxdoRX7lENEfKK3On6AyZ0kdGIhHxNmRvBEDkVTVrdhgOOPQ4qCZZor6xX2Eo6ZgencZhlVFpVrPXrK2elDSIrhxRgtrqSVKv6wXKzlh/8sknKC0tjf09YMAAfPLJJ8jPz8+525XLJANkuq34x/t9Ngg5frLLcF39L7w1T7+Otk87kOqcYFGfPJzs6E64g2Kqknlm9GUA43l97pRbqIhBlXGcjmi8Gd1kYOq4cvxh14GEmNQABHVnuaOx4/R7IUrH1d/diFQXbTj1g9IlOt4CydP1ZK925+f13oMgvo8OBjTT/jgXB9FGlJ2xHjJkCFauXImmpiY0NTVh9erVGDp0KPbs2YNAQNnLOM7o7G3dU3uwvaFJ+bb0j0cTt6y87pqnX8eLL++3NCA+drILmtZ79lBD7/8jEcReS2ZQrT9DrWd0Zt1sfUqmIgZVbENFScdjJ7sM46FieEnSGZHgZ3dk1K8LQNk+SZQtHFST3UTHWxV9d2dXOKmP1jSg8cM23/fHyk4l/+QnP0FtbS1mz56NYDCISy65BLW1tXjxxRexbNkyVS/jOJXJAKm2lSox0Ox1N+06INWW7p4I+hTk4fEfzcDC2s1p7XhGZQCNeHnulBuoiEEV28g08TDKKB4W1m5Omn/d3RPBK3sPJ8XYwtrNtiXoENnFSnoBB9WUKaP+dfWTu5X03UZ99KZdB3xfoEDZwHrgwIFYtWpV0vLrrrtO1Uu4glkygKpttR49hauWbEw5hcNsG+nsNDKvK3r+wtrNvAxvM9mEFKPvQsU2VHTMgPGUFJn9TOU+SWQ3Kzd/AcRJXUQyjPpXs7470xMmskmNuUjZwHr37t1YtWoVPv3009jdFwHghRdeUPUSriBzY410twXA8uBW9Lrp7hxmz4iWzOtXGBLeCIa1he0niptoQoqVuqIqtlEq2IZs7Bm9Xr/CkOFVE5kb2DCpkdxGZlDtl/moZB9RHeuCUMDwluHBABLmTKdD1P/7qT9WNvn5nnvuwb/+67/i7rvvxve///3Yf7lm/vSK2OT/qHST74y2JcPsdadNGGq4fMbEYVhy3RcRlLyrYjCg4Y65F+H5lbPQpyDPdOAUvexD9hDFIGCckGL0Xdi5jWkThgozxo2Ikmis7mcq90kiu6x5+nVLg+qgBg6qSQnRlL/T3cmDagDoMV5sqKggKOz//d4fKztjnZeXhxtuuEHV5lxLZeFy/bbMfidqQMqqIPGqq8YAQGy+UyCgYdqEoaiuGoPtDU1SAx8gsbSOlUs6frrsk22iGFwlqCtt9F3YuY3GD9ukbl9u5PjJLnznui9mdAMbXjEht4gmk6cS1IDnHpqVhRaRH4iOw5n2z9GkWtG0wYrhJb7uj5UNrEeOHIl33nkHX/jCF1Rt0rVUJt/Fb2th7WbDS9pWkwL1qqvGxAbY8dbVN0rfmKO7JxJLPrByl0c/XfZxglEMrqtvlJoSYdc2Vj+527Tt8cwuG2Z6Axsit7CSTP7CSg6oSS1Vd2QOBDRsfPCqpOWiftfv/bGygXVTUxO+9rWv4eyzz0ZBQUFsea7NsbaTUc3JYOBMPen8UACnu8OIRJBwBjoq08S1VKLPS3WXR79d9nELFTXCRdsYP6oMC2s3WzoDYXV+tab1Tlna+moz65pTzrrlgS0p94khZUVZag35yfzpFfiPJ3cn1ZqWnUc9+ryBlvt/UjiwvuOOO1Rtyrf0l7T7FYZwqrM7lsQVn2wQDkdilxaj0zsyTVyLJieKbggTPWtp1E7A2hQVso+KKRFG2xg/qixh8JsqQVXTrF1qjK5z65xKX182pNxlJVmRd1QkOxnVmjYzY+KwhCmko88biL37P7Hc/5PCgfXFF1+MN954A3/7299wzTXX4O2338ZFF12kavO+oZ8akqqe9Isv70f9y/sNB8Oi2pGis5LRG7XoB+nRx+PPIvr9Uo9bqfhe9NswqxMNJA/k8/OMM86NbNp1ANVVYxhLlFOs3qZ8xsRhhtP1iMxYvTptNO0z1TRQ/RRS3idAnrKB9bPPPovHHnsMnZ2duOyyy3DLLbfgjjvuwNe//nVVL+E7VudGRQBEJGpHpjqzyWQwiieKw+iZC/2ZDKuDakBdLWwit+Cgmuwkc3VaRREB3idAnrKB9W9+8xv87ne/wze+8Q2UlJTg2WefxY033mh5YP3AAw/g6NGjuP/++1U1yZPWPP264Z2L0qUFNFy1ZGPskv4rew9bGizzjLS7ic5YWD2TIbMNs6kdRmcyVN2RkchrFqyox8fHTltal4NqSofMXXNVJC/yPgHylA2sA4EA+vXrF/v785//PIJBazWaX375ZWzYsAFTpkxR1RxPslqSSUZ0gNN69FTCtjlPyrtEZywaP2yzPBdaZhuywuEICkJBYXIrUS6SGVQzWZHSZXYFUW/8qLKMxxQqkuL9RtnA+qyzzkJjYyO0z2bGP//88/iHf/iHlM/75JNPsHr1atx8883Yu3dv0uPt7e1ob29PWNbS0qKm0S5jpSSTFRogTECMx3lS6mUjXkVnLIyudIi+Y5ltyAoEtKSExI64JNx4pTzr4Tg/9bF2khlUM1kxfX6PV9EVwYDBTd9e2Xs449fj1FB5ygbWy5cvx7//+7/jwIEDmDRpEgoKCvDoo4+mfN4999yDO+64A4cOHTJ8fO3atairq1PVTEdYvTyv6vL58ytn4aolGy2ty3lSamUjXkXfmSh+jNaX3Yae2fSQcDiSNJXISkIsOSMX+lin1azZkXId3qZcDb/Hq6iPDocjSWONdK44isYrHEhbp2xgff7552Pjxo3Yt28fenp6MHz4cIRCIdPnPPXUU/j85z+PiRMn4tlnnzVcZ8GCBZg9e3bCspaWFsybN09V020lk2ggMzdVNLDp/1npO6s7FedJqZWNeDUrl2hWJjFev8KQ4RlkmVJ5BSHj6h9GZ6F51sO9vN7HOs1KsiIH1er4PV5LBf1//8JQ0lgjHVbHKySW8cD6V7/6leHyP//5zwBgepvzF198Ea2trZg1axY+/fRTnDx5Ej/5yU+wfPny2DrFxcUoLi7OtJmOkUk0mDZhqKX5UKUml9ajUt3EBeAZQztkI15Fc96mjis3vNmK0c1dRPLzAgA0S/OjT3eHk+ZSm8UUz3q4k9f7WKdEz+ylGsAM7J/PQbVCfo9XUf8PJCeTi4hOoAQDxgnpnDIqJ+OB9bvvvpv2c+MH5c8++yz++te/Jgyqc4FMqZqK4SWo/8v+lGcMzaZvHP9ssC260YfVqiDkXmZnfyuGl1i6uYuoAz7dFcZ3rvuipcuJkQhv7kL+ZDS1ycjA/vlYu2J6llpFfiDq/1c+/pr1jUR6r6LEX2mpHFGCNwRXXjhlVE7GA+v77rsv5Trf+c53sGrVqkxfypNkStWsq2+0dBk++txU2zU6Q1idevPkAaKzv1Zv7mI2bUS/jVl3Pi9MluFZaPIjoyuRRjioJjsY9burn9xteSrpoAF9Da+iLKzdzNJ6CgSy8SIffvhhynWuueaanKxhPX96RewyTZTocrmVX4XR58psl/zLLEnRavxMmzDUcBui5US5bHtDk6X5q5UjSrLQGvKj7Q1NWFi7GVct2YiFtZuxvaHJ8qDabJzAcYUaypIXyZhM0pYooQzoLaFn9FxehiczopjqXxjCt68ebSl+ojeyiJbiCwQ0TJswlDe4IN+JTgFJhcmKZBdRQYT+Jn19n4I8yzeGAziuyBQH1lmQ6eVyTUPvfcsVb5f8TSZ+qqvGSA2kZe4ASeQF2xuaTC+3F4SCuHVOJeOcbCUqiJAfChgmk3/76tGGMWlWVo8xnJmsTAUha44LzlZHIr3j6ugv0+0NTdltGHmWKKZEy1WInlFpPXqKcUs5IRrTZpfbOaimbBBN7zt+sgu3zqlE6YC+0NBbPUwUk+yj7cUz1gqoOjtnpfZ0Z1cPVj7+GtbVN/IsYI6x4yyvTPKsqnbIlJgkcrs1T7+esgxq6WdJv0R2M+vTrZ5tZh9tr6ycsY5YKXXhUSp/+RklDojwF2ZusesMgmwyiop2yJSYJHIzK4NqJndRNp1dUii13Aj7aHtlfMb67bffNn38ggsuwOrVqzN9GddS+ctPnzigpbgTI39h5g67ziDIJqOoaEc6Z8mJ3GjTrgOmjwcCGqeAUFa9+cHHUsuNsI+2V8YD69tuu034mKZp2Lp1K4YPH57py7iW6l9+8ZdyrNyEgL8wc4OdZxBkklFUtEN0ZzCe1SOvMTuxwWRFcoIoJq2W2wPYR9st44H1tm3bVLTDs+z85Rd/tlE095q/MHODW84gqGgHSzZRrhDdSAlgsiI5QxSTgYBmeRvso+2lLHnx448/xvPPP48TJ04gEokgHA5j//79WLlypaqXcI345K5+hSFoGhLumBgMaMp++UXPNhqdveYvzNyh6gyCUeIhYL0DVdUOlmwiL1rz9OsJ9drPGVSIpsMnktabMXEY45scMW3CUMN5/7I37GIfbR9lA+vbb78dffr0wfvvv4//9//+H3bu3ImxY8eq2rxr6Ae4RgXZNes/HC3jL8zcpuL7NbpxwMO/241IBOj57AxHNBkx/jVVt4PIi/SJiuFwBE2HT2BIWRE+OnKSN0ciIkuUDawPHjyILVu2YMWKFZg7dy5uu+023HLLLao27xpGyV163T0RW5IK+Qszt2X6/RrFZndP8iXDVMmIjDPyI1Gi4kdHTmLjg1dluTVExkRxumnXAf7gcwll5fYGDRoEADj33HPx7rvv4nOf+xy6u7tVbd41rCZxMamQsk0m5hifRIlUJIUR2Y1x6n7KBtYlJSX47//+b1x44YV45plnsG3bNnR0dKjavGtYTeJiUiFlm0zMMT6JEomSv2SSwojsxjh1P2UD63vvvRf5+fkYN24cLrzwQjzyyCO48847VW3eNazcxIVJheQEo9jMC2oI6jpcxidRMlHyl2xSGJGdGKfup2xg/Yc//AHz588HANx555147rnn8MEHH6javGtMGTsEt86pROmAvtDQeyvbGROHJfzNMkzkBKPY/Pd/uwi3z72I8UmUQnXVGMyYOCx25i8Q0DBj4jDOWyVXYZy6X8bJi0888QQ6Ojrw61//Gp2dnbHlXV1dePLJJ/Htb3/b9PkPP/ww/vCHP0DTNFRVVeGGG27ItEm2M0ruqo779/aGJiys3cyqCpR1osRDo2VGpfkYp5TrzOK+umoMByjkeqI4ZZ/uDhkPrPPy8vDuu++io6MD7777bmx5MBjEXXfdZfrcv/71r/jLX/6C559/Ht3d3ZgxYwYmT56M8847L9NmOcao5JlZeTMiJzBOyY8Y95SrGNvukfHAes6cOZgzZw62bNmCSy+9VOq5F198MdatW4e8vDz8/e9/R09PDwoLCxPWaW9vR3t7e8KylpaWTJttG6OSZ6nKm1Hu8Eq8Mk4pyisxqwLj3vv8FK8yGNvuoayO9Ze+9CX88Ic/xAcffICHH34Yq1atwrJly1BUVGT6vFAohEceeQS//OUvMW3aNHzuc59LeHzt2rWoq6tT1UzbicqYsbyZP3glXhmnFOWVmFWBce99fopXGYxt91A2sP7xj3+MsrIytLW1oaCgAMePH8c999xj6Zbmixcvxre+9S3cfPPN+P3vf49/+7d/iz22YMECzJ49O2H9lpYWzJs3T1XTlRo0oC9aDQKZ5c38wSvxyjilKK/ErAqMe+/zU7zKYGy7h7KBdWNjI+677z788Y9/RN++ffHQQw/hyiuvNH3O//3f/+H06dOoqKhA3759cfnll+Odd95JWKe4uBjFxcWqmmm7+dMrEuY5ASxv5ideiVfGKUV5JWZVYNx7n5/iVQZj2z2UldsLBBI31dPTk7RMr7m5GTU1NTh9+jROnz6NrVu3YuzYsaqa5Aijkmcsb0ZuwzglP2LcU65ibLuHsjPW48ePx4MPPoiOjg786U9/wm9/+1tMmDDB9DmTJ0/GG2+8gauvvhrBYBCXX345Zs6cqapJjhGVPCNyE8Yp+RHjnnIVY9sdlA2sv/vd7+LnP/85IpEIfvSjH2H69Om45ZZbUj7vtttuw2233aaqGUREREREjlA2sG5qasK2bdvQ1NQEAGhoaEBbWxvOPvtsVS9BRERERORayuZYf+9738OcOXOwZ88evP7667jiiitw9913q9o8EREREZGrKRtYnzp1CnPnzkUoFEJ+fj6uv/56HDlyRNXmiYiIiIhcTdnA+rzzzsNrr70W+/vdd99FeXm5qs0TEREREbmasjnWBw8exPXXX48vfOELyMvLw9/+9jeUlpbiq1/9KgDghRdeUPVSRERERESuo7QqCBERERGRXykbWF988cWqNkVERERE5DnK5lgTEREREfkZB9ZERERERApwYE1EREREpAAH1kRERERECnBgTURERESkAAfWREREREQKcGBNRERERKQAB9ZERERERAoou0FMuurq6lBfXw8AmDx5MpYuXepwi4iIiIiI5Dl6xnrnzp3YsWMHNmzYgOeeew5vv/02XnrpJSebRERERESUFkfPWJeWluKuu+5Cfn4+AOD888/HwYMHnWwSEREREVFaHB1Yjxw5Mvbvffv2ob6+Hk888UTCOu3t7Whvb09Y1tLSkpX2RW1vaMK6+kYcOXoKgwb0xfzpFZgydoiy9Sl3uCFe/cjOfS7X92c3xeyap1/Hpl0HEA5HEAhomDZhKKqrxjjSFnIn1fEqs3/nel9Aajg+xxoA3nvvPdx0001YunQpzj333ITH1q5di7q6Omcaht4dqe6pPejs6gEAtB49hbqn9gCA4Q4luz7lFqfj1Y/s3Of8sD+7JWbXPP06Xnx5f+zvcDgS+5uDa4pSGa8y+7cf+gJSQ4tEIhEnG9DQ0IDFixdj+fLlmDlzZtLjol+n8+bNw9atW1FeXm5r+xbWbkbr0VNJy0sH9MUvay7PeH3KLU7Hqx/Zuc/5YX92S8zOuvN5hMPJh6NAQMPGB6/KShvI/VTGq8z+7Ye+gNRw9Iz1oUOHsGjRIqxevRoTJ040XKe4uBjFxcVZbtkZRwx2JJXLKbc4Ha9+ZOc+54f92S0xazSoNltO/qQyXmX2bz/0BaSGo1VBHnvsMXR2duL+++/HrFmzMGvWrKQ51k4bNKCvrcuJKDN27nPcn7MnENCklhNlSmb/Zl9AVjl6xrqmpgY1NTVONiGl+dMrEuZVAUBBKIj50yuE6z/8u93o7jlzliUvqAnXl0nWYeIE+Z3RPiC7z8kw2zb3x8zc8sAWNB0+Efu7qCCIE509SetNmzA0m80iHxHt3+NHlWFh7WbL/Qz7AorniuRFN4vuHDI7jX7WumgWu0yyDhMnyO9E+8DUceWW97l0GG278cM2bH21mftjmvSDagA40dmDooIgTnWFWRWEska/f/eEI/jDrgPo+WwKUqp+hn0B6XFgLRD/CzQ/FMDp7jAiANo+7UDjh20JO0zNmh3Y836bcFs94QjW1Tcm7WSbdh0wXH/TrgNJB5N19Y0JZ80BoLOrx3C7RG4kOqtjdXlHZ7fhPhC94hMvus8Bcj+K9dbVN8YOsPHbNnpN7o/WfG3p8zjdY/zL50RnD15YOSvLLSK/Mtq/IxGgJ5K8b4v6GVFf8PPn3uRZbJ/iwNqA/sxYZ1c49pj+rHKqQXWUUTaxTLIOEyfIy0Rnm0Vne4yWi4j2o+i2MjmTJHpd0WtyfzRnNqgmyjazfkVPNrn22MkuHDvZFXsdnsX2D0eTF93K6OywXvRss5VBNWCcgCOTrMPECfIy0RWXTbsOWF6eDtFVHqtkE+e4P5rjoJr8SrbvIe/iGevPxF92ttL1h8MRfHXJRsvbj1+/T34Qnad7UJAfRMdpa8k6diZoEdlNdCY30xJrBaGg9ABc1Bb91afKESWm7dC/tllSs4rkJi8nSFntK4eUFdncEvIro0IBVgUDWtKUkXhW+yFe0fIHnrHGmcvUrRYH1ZnqON2DyGf/l2FnghaRnVSdye1fGELpgL7Q0HtjhlvnVEpvo19hKGmZ0ZSuPe+3QXTCun9hCLfOqUxqi9ndWKP9S/Sy8PaGJsttVrENp8gMqh9ddqnNrSE/ihYKiP5Qjp/SaYWmQdgX5AW1pL6gv0EfA/CKll/45oy12dkeK1M/sunFl/ej/uX9Ce0UJVExWYrcSL+/jR9VJnUgA5LPEgUDGv6l8my8svdwxu3Tn70Snjk3+fE6ZewQS/ueWeJx9PFUZ6G9mrxsdVCdH9Q4qCbbiAoFWNVtMoWpuyeS1Bfoc0oA8ytalFt8MbBOVapOJoEhW+LPSgFMXiTvMNrfZAfVQO9ZonjhSASb/3ogdpCL3z9kHDvZlVTmUtbxz5KSrBDtozLJlV7c/2UG1c/8lLcsJ/tk++6d6ZTppdzhi4G16GzP6id3Y9XjrznUKmuiZ6UGDehr+AOAl5Yonhvm4aq6AqQ/SxSJJC9z6krToAF9LX/Won03ENAsn4X22v7/taXPW1qPpfUoV1m9okW5xxdzrM1KZnlhmnLr0VOYP70CHeHFggAAIABJREFUBaFgwnJeWqJ4bpmH6+azqLKGlBUZ7nfjR5VZ/qxF+65MyT4v7f8sqUd+woRb0vPFwNqtrJbyCgQ0TBk7xHKyFPlTqrm82SJ7FrVyRInp306pHFGCR5ddarjfvbL3sOXPWrTvlkqU0PTS/m91UM2z1ZQtsmUzZXTE3eeCCPDJVBC3KQgFceucSsvTUKJntowSJBbWbuYcLgLgnnm486dXJCXumKmtnpS0zOr83IJQEKOGnWW5nryZGROHGd4+2+iSrmjfbT16ynCfFF0Wlklwcvul5WhCqBUcVFM2TZswNK08Dyty6QodqeGLM9Yqf60GAhqGlBVJnW2uHFFieKbJ6pk9ozNbbrnsT+7hlpsIGZ1dFZWfEp211Scu6p8Tvy/VVk/CjInDYvtkIKAl/K2nfzz6t9GgWsTsM7W6T3rpLHQq+nJmZjiopmyrrhpjuM+r4NY8B3JOzp6xjk8syg8F0Jmiw4+eRZ4ydoiwVI7RQe+6778Yu21pvP6FITz+oxmmr2nlzJ7oDJZXy2+RfYziyal5uEZXV2RucJSfF0CnwSXWglAAv6y5PGl5ddUYw4Gx0VmqaROGCte3yupZ+VT7pNvPQluxvaHJ0tlAVv8gJ1UML8Erew/jyNFTKPmHPqgYXiJ1FrtyRAn27v/EFf0ruVtODqz1A+POrjA0ANB6KwsEAhpGnzcQB9tOGk6jkCmVIyq7ZaUcl9HrjB9VFtv5zV7XLZf9yT3cXuJJ5gZHpwXzFkXLjUQHzvq7rWUyoI4y+qxFSdK5vE9G+9pUOKgmJ5mV3BWJ1reP7zfcUHWJ3M8VA+vjx49j7ty5+NnPfoby8vKMt2d0NjcCoPSsvoZnu4xYPZOUaRkso9eptvA8r5Xfouxw6xlQ2RscqYrvTM9Mm9F/1gtrN/tun0xVWjEQ0LDxQQ6oyVmiK7wiorh1a/9K7uL4HOs9e/bg2muvxb59+5RtM52zudFEwKuWbMTC2s2W5yo7VQbLS+W3iGT3SbvjO9393Yzf9sntDU0pb641bcLQLLWGSEz2qhHjljLh+MD697//PX7wgx+grKxM2TZlk7gySQR0KgEplxKfKPfJ7pN2xrddib9+2ietTAGRTQglsouon+lfGEpKlNa03vnYROlyfCrIj3/8Y9PH29vb0d7enrCspaXF9DmySVyZJgI6dXmIl6XcJ5149YN0Eivtim87E3+9uE+mE7NmU0BEid5EKqgcEwDGuR8sAkCZcHxgncratWtRV1cn9RzZJC4mApIq6cSrH7gpsZL7e6J0Ytbss+Kgmuykckwgqkfv176A1HD9wHrBggWYPXt2wrKWlhbMmzfP9HkyZ46YCEiqpBuvfuCWs7nc3xOlE7Oiz7B0QF9XfMeUu1SOCdbVN7IvIOVcP7AuLi5GcXGxra/hpvq/5G3ZiFfKDPf3ROnELD9DcorKPpZxTHZw/cA6G9x0mZqI7MX9PXP8DCkXMI7JDq4ZWG/bts3R13fLZWoish/398zxM6RcwDgm1Rwvt0dERERElAs4sCYiIiIiUoADayIiIiIiBTiwJiIiIiJSwDXJizJ6enpL4/COdpRtgwcPRl6e3G7DeCWnpBOvAGOWnMF4Ja8xillPDqxbW1sBgDfdoKzbunUrysvLpZ7DeCWnpBOvAGOWnMF4Ja8xilktEolEHGpP2jo6OvDWW2+htLQUwWDQ6ea4WvSOVOvXr8fgwYOdbo7rpfq80jmjIhOvuf595fr7A9z1HtM9A+iGPtZNn6MMtjt9quLVDe/FbnyP7pAzZ6z79OmDcePGOd0MTxk8eHBaZwL8SuXnlU685vr3levvD/D2e3RTH+vVz5Htzh5RvHrxvcjie3QfJi8SERERESnAgTURERERkQIcWBMRERERKRBcsWLFCqcbQfYqKCjAhAkTUFBQ4HRTPMHpz8vp17dbrr8/wB/vMRu8+jmy3c7LpfciwvfoTp6sCkJERERE5DacCkJEREREpIAnB9bd3d1obm5Gd3e3000hSonxSl7DmCUvYbySm3hyYN3S0oKpU6fy9qXkCYxX8hrGLHkJ45XcxJMDayIiIiIit+HAmoiIiIhIAQ6siYiIiIgU4MCaiIiIiEgBDqyJiIiIiBTgwJqIiIiISIE8OzdeV1eH+vp6AMDkyZOxdOnSpMefeeYZFBcXAwC+/vWvY968eXY2iYiIiIjIFrYNrHfu3IkdO3Zgw4YN0DQNN954I1566SVcdtllsXXeeustrFq1ChdddJFdzSCLtjc0YV19I44cPYVBA/pi/vQKTBk7xPbn2rktyj1rnn4dm3YdQDgcQSCgYdqEoaiuGiO9HcYZ+Y1ZzMc/1q8wBAA4frKL+wb5Rs2aHdjzflvs78oRJaitnpTWtmwbWJeWluKuu+5Cfn4+AOD888/HwYMHE9Z566238F//9V/46KOPMH78eCxbtgwFBQV2NYkEtjc0oe6pPejs6gEAtB49hbqn9gBAyg41k+fauS3KPWuefh0vvrw/9nc4HIn9LTO4ZpyR35jFPICEx46d7Iot575BfqAfVAPAnvfbULNmR1qDa9vmWI8cORJjxvQe7Pbt24f6+npMnjw59viJEydQUVGBO++8Exs2bEB7ezseffTRpO20t7ejubk54T/eXUmtdfWNsU41qrOrB+vqG219rp3bcgrj1T6bdh2QWi6SC3GmEmM295nFvNFjRuu5BeOVVNMPqlMtT8XWOdYA8N577+Gmm27C0qVLce6558aWFxUV4Re/+EXs74ULF2L58uW44447Ep6/du1a1NXV2d1MXzty9JTUclXPtXNbTmG82iccjkgtF8mFOFOJMZv7Mo15N+0bjFdyO1sH1g0NDVi8eDGWL1+OmTNnJjx28OBB7Ny5E1VVVQCASCSCvLzk5ixYsACzZ89OWNbS0sIkR4UGDeiLVoOOc9CAvrY+185tOYXxap9AQDMcRAcCmtR2ciHOVGLM5r5UMW/0mNF6bsB4JbezbWB96NAhLFq0CKtXr8bEiROTHu/Tpw8efPBBTJgwAeXl5Vi/fn1CYmNUcXFxrGoIJVKVgDV/egX+48nd6IkbtAQDGuZPr7D03Id/txvdPWeemxe09lyjbcXP9QOAglAwrW05xW/xqiIGrW5j2oShCXOs45fLtCMX4kwlv8VsLpCJ9zVPv244cI6Pef3+IFrPDRivlCn9nOqigiBOdCbHf+WIkrS2b9vA+rHHHkNnZyfuv//+2LK5c+di27ZtWLx4MUaPHo17770X1dXV6Orqwhe/+EXccMMNdjUn56hOwNI087/NRCLmf1sVbTerNXiDihiU2UY0QVFfFaRieIlUOxhn5GUy+4w+4TeqT34Qi6oqE9ZnVRDyA6NExROdPUmDa1dWBampqUFNTU3S8muvvTb27yuuuAJXXHGFXU3IaWbJKLKd4Lr6xoQzzgDQ3ROxtK119Y0JZ7oBoCds7blGpowdwk7cI1TEoOw2qqvGJFUAWVi7WbodjDPyKpl9RpTYe7o7nLAu9wfyC1FC4onOHrywcpaS1+CdFz3KLUmDTATzLxXfvVu2QeQVMvGuKuGXiKzjwNqjRMkk6SYNprstle0gb1Hx3btlG0ReIRPvosRe2YRfIrKOA2uPmj+9AgWhYMKydJNMMtmWynaQt6j47t2yDSKvkIn3aROGGm5DtJwo14kSEtNNVDRiex1rskemCVj6rPKp48rxyt7Dsb/HjyrDuvpGrHr8NdNtTxk7BI0ftiUklI0adlbCc88uKcSbH3yc8W2oZam6/bXfWK04IBuDou9DHz9Tx5Vjytghlm8xaxSD0W0Q5Rp9vAO9c6xXP7kbKx9/Df11yYeVI0pi/W/UK3sPo6KhCUDy/mu0LJ19SVXVKqJ0Xf3djYhPHwtqwHMPzVJ6+3IjWiSSbg0H5zQ3N2Pq1KnYunUrysvLnW6O5+izyoHeMx63zunNEk/1eKptWTFj4jBbB7mibHi7X9eIl+JV5ruXIfo+KkeUYO/+T5Jer2xAHzQdPmG4vr4DtKvNfualmPUb2T63IBTE1HHl2Ppqc8JzggENmoakUqmRCBIS0tPZl7K9TzJeSU8/qI6KDq7txKkgPpTqls4yt3xOdTtcEdnbUKvavt2v63V23e5b9Lnveb/N8PWMBtXR9fV4i3LyE9k+t7OrB5t2HUh6Tk84YlgNSl/lKZ19ifskOc1oUG22XCUOrH0oVVa5TNZ5upUX7M5KZzZ8euyqsGHn586qIOQn6cR1pvuf7GtynyQ/48Dah1JllctknadbecHurHRmw6fHrgobdn7urApCfpJOXGe6/8m+JvdJ8jMOrH0oVVa5TNa50bpW2J2Vzmz49NhVYUP0uVeOKDF8vSFlRcL19VgVhPxEts8tCAUxbcLQpOcEAxrygokD7ryghqBuEJ7OvsR9kpwWFPyWFC1XiVVBfChVNQcrlT6i6xtta/yosoQKI05UBamuGoOPWo8nZf6yKog52UofVjP/Rd9HbfUk4TZkqoLItFkWqxuQm8THe+vRUwgEtFjfGg5HkqqCRPvjzq6epHWOneyKLSvNsCpIqkpT3G/ILkbHiucemiWsCmI3VgWhJFayzt1edcFNlSJyNV4zrR7j9hgCvNvuTOVqzPqNUfyqqvyR6nWyuZ8wXv1LP6iOUl1CTwanglASK1nnbs/wZla6/TKtHuOF78Or7SYCjONXVeWPVK/D/YSywWhQbbY8GziwpiRWM7fdnOHNrHT7qage4/bvw6vtJgLk4jSTmOZ+QnQGB9aUxGrmtpszvJmVbj8V1WPc/n14td1EgFycZhLT3E+IzuDAmpJYyTp3e4Y3s9Ltl2n1GC98H15tNxFgHL+qKn+keh3uJ5QNRpWizJZnA6uCUBKjqiCjzxuIg20nDTO89dng+qog+r/12eEqqy7Eb6tfYQj5oUAsO55Z6WoZxcnUceWGn/GUsUPw+y3vJNxRsWxAH0wZO0Tq+892hQ67K44QqRbdR+IrhsTr7kmuChI/H1r21uXsbymb5i7/H5zoPDOfv6ggiMoRJZYqSGULB9aUZHtDE7a+2hzrkMPhCPbu/8RStYfWo6fw4sv7Y48b/V331B4AiA2q9M+Pf1y23fHbOnayCwWhIL5z3RfZwdvAKE62vtqMiuElSZ93zZodSbcpbzp8Arc8sAWHj3ZY+v5VxoqM+LKSRG6m30dEd1w8drIrduY6msgouz+xv6Vs0w+qAeBEZw/eb/oEL6y0v4yeVZwKQkkyrfaQSvy2VGaTMzM9u2Q+b1GGdtPhEzlfWYQoW2T640yrg3B/pGzTD6pTLXcKB9aUREW1B6uvoTKbnJnp2WXn551LlUWIssWufU9mPe6P5HccWFMSFdUerL6GymxyZqZnl52fdy5VFiHKFrv2PZn1uD+S33FgTUkyrfaQSvy2VGaTMzM9u2Q+b1GG9pCyopyvLEKULTL9cabVQbg/UrYVFRjHtmi5U2xNXqyrq0N9fT0AYPLkyVi6dGnC442Njbj77rtx4sQJjBs3Dj/84Q+Rl8d8ynj6rGsAtmddG1VCOLukEKuf3I2Vj7+GQEDDtAlDUV01xnBdmaogKqsu6LcV/bxWPf4a1tU32lqNxIsyff9Txg7Blr/uT5g/PWrYWYbbqK2ehFse2JKQwDikrAiPLrtU2A6j5bfOqcz6d+b3OCFnGVX50Ff1CIcjKNXtI/Hr6/8fXReQ63v1+8LUceWxvj1Vf0skw6j6x5M/uVK43E20SCRinDacoZ07d+KRRx7BunXroGkabrzxRnzjG9/AZZddFlvnyiuvRG1tLcaMGYPly5fjwgsvxHXXXZdy283NzZg6dSq2bt2K8vJyO5rvCvqsa72CUNCwUodqa55+PaGyR9SMicNQXTXG1tdOl9FnF/95pXpcJTfGq4r3LxMXsq+Xze/HjFvakW1ujFk/SnUM0LMzNs32BQCO7ieM19xiVP0DcOcg2ohtU0FKS0tx1113IT8/H6FQCOeffz4OHjwYe/yjjz5CR0cHxozpPQBfc8012LRpU9J22tvb0dzcnPBfS0uLXc12lVQZ3tnKwN6064DUcjdIlbFuV0a7V+JVxfuXiQvZ13NLxQG3tMNOXolZP5KtumRnbJrtC9ncTxivuc8r1T9EbJt3MXLkyNi/9+3bh/r6ejzxxBOxZYcPH0ZpaWns79LSUvz9739P2s7atWtRV1dnVzNdzUp2dTYysEW1UEXL3SBVxrpdGe1eiVcV718mLmRfzy0VB9zSDjt5JWb9SGV1pEylsy/Y0RbGK7md7ROa33vvPdx0001YunQpzj333NjycDgMTTuTOBGJRBL+jlqwYAFmz56dsKylpQXz5s2zrc1uMWhAX7Sm6JiykYFtdPeu6HK3En128dVIzB5Pl1fiVcX7l4kL2dez6/uR5ZZ22MkrMetHVo4BRs/JZluir5et/YTxSm5na1WQhoYGfPOb38SSJUuSdoTBgwejtbU19veRI0dQVlaWtI3i4mKUl5cn/Dd48GA7m+0aqTK8s5WBPW3CUKnlbpAqY92ujHavxKuK9y8TF7Kv55aKA25ph528ErN+JFt1yc7YNNsXsrmfMF5zn1eqf4jYdsb60KFDWLRoEVavXo2JEycmPX7OOeegoKAADQ0NGDt2LDZu3IivfOUrdjXHk0RVLqJVQUSVOtKhz/bWV/KoHFGCNz/4OJZZnslrZcJqhYZU1UZUViPxoiljh6DxwzZs2nUg9p1OHVcufP81a3YkVP+oHFGC2upJ+Kj1eNJyo7iQ/bzd8v24pR3kT/Hxl+rMdSCgJcxrTjdGRX2slX2B+wnJWrCiHh8fOx37e2D/fM9U/xCxrSpIbW0tnnnmGQwdeubs1dy5c7Ft2zYsXrwYo0ePxt69e1FTU4Pjx4/jggsuwH333Yf8/PyU22YGsNpKHVYyz91QCcGrFRrcGK8yn6V+UB01pKwIh492eO77oNTcGLN+lq3qIOxjKZv0g+qogf3zsXbFdAdapIZtZ6xrampQU1OTtPzaa6+N/XvUqFF4+umn7WpCTjOryCA7sLaSeR49E+Jk52qWee7mTt+NZD5Lo0E1gISa1Km2QUTpS7c6iOx+yD6WssloUG223Ct450WPUlmpw2rmttOVEPxQoSFb7Pws+X0QqZWt6iDsY4kyx4G1R4kqcqRTqcNq5rbTlRDMKkiQHDs/S34fRGqls0+pfA73aSLrOLD2KJWVOqxknruhEoIfKjRki8xnWTmixHAbQ8qK+H0QZUG2qoOwj6VsGtjfOKdOtNwrbK9jTfaIzqOOr+pwzqBCbNp1AC++vB+BgIbR5w3EwbaThpU+9BVGygb0SZgzO7B/Pj450RXb9qhhZ2FdfSNWPf5aUsa31UodVqSqTjJ1XHnC38w8T49MVZDa6km45YEtCfExpKwIjy67FGueft1wG/rl0yYMxZv/d8RwG6L4MdqGE5VoiJwgShoGgLyghu6eM9P+hpQVoaMrnLAPNX7YhtVP7k6YHlj62WMAhP1sv8IQ8kOB2LFh/KgyYd9PJOOrSzYmLRvYPz+pKoiXExcBG6uC2IkZwMlEVULsEs0UB6Asi9wr1UlkuTFeZbL/RetOHVeOra82Jy0fNews4YBAb2D/fJzo6LG8jXSq3pA8N8asn5gNqoHkmzPp912z40EwoEHTkDAw17Ojf7cT49X9jAbVUS+snJXFltiPU0FyhKhKiF2imeJmWeSyZKqTUGZkvjfRupt2HTBcbnVQDfRmf8tsI9txTuSEVPuQPkldv++a7Sc94YjpoDp+eyr7dyK/4FSQHJFONZBMmWWK25nFzgz1zMlk/4vWdSLmnHhNIi+I309V7Ceq+3civ+AZ6xyRTjWQTA0a0FdpFrlXqpPkApnvTbSuEzHnxGsSeUH8fqpiP1HdvxP5haWB9QcffICamhpUV1fj5ptvjv1H7pFONZBMRDPFVWaRe6U6SS6Q+d5E606bMNRwuaiKiJGB/fOltpHtOCdyQqp9SD9w1u+7ZvtJMKAhL2g+8LajfyfyC0tTQb773e9i7NixuOyyy6BpPGOksgqGKkZVQmSqgpxdUog3P/jY0nP179lqdYlUos8xqwrihs86F8hUBTH6XqLfQ8XwEssVPf7y1iHD7G9WBSG/EsV+bfUk0wTGoj69h+5o/63vF/XHgygrVUGMtue24x25m1Hf/cLKWYYJjLmWuAhYrAry1a9+FS+88EI22mOJkxnAMtUU/ICfR2puzFjP9vfGOPEWN8ZsrlFRmYf7Ty/Gq3uIKtL4qaKTpakgZ599NpqamuxuiycwSzoRPw9vyvb3xjghSqSiMg/3H3IbUUUaP1V0Mp0KEp1H3draiqqqKowePRp5eWee8rOf/cze1rmQTDUFP+Dn4U3Z/t4YJ0SJVFTm4f5DbiOqSOOnik6mA+srrrgiW+3wjEED+qLVoDPza5Y0Pw9vyvb3xjghSiSzT3D/Ia/Q37wofrlfmE4FmT17NmbPno39+/fH/h397+23385WG12FWdKJ+Hl4U7a/N8YJUSIVlXm4/5DbiCrS+Kmik+kZ60ceeQTt7e148cUXcfz48djyrq4u7NixAzU1NbY30G3MKiS4jUxVhXQrnaj+PNxYcSUXyX5vmX4vMlVIzIjawbghrzHaJ0YNOwvr6hux6vHXEuJYv79Gqzqtevw1rKtvlI537i+kwi0PbEHT4ROxv4eUFeHRZZcCgK8rOpkOrCsrK/Hmm28iEAjgrLPOii0PBoN46KGHbG+cW8V3dG6lz8wNhyOxv/UBrs84bz16CnVP7QEAy4NrFZ9Hpu0gOVa/NxXfy/aGJmx9tTl2iTAcjmDrq82oGF4itQ2jdjR+2IatrzYzbshTjPaJ+PJ6+jiO/pfp/sh+llTQD6oBoOnwCdzywBY8uuxSXw2k9UwH1pMnT8bkyZPxla98Bf/8z/+crTaRAmaZufqAN8s4z2ZH65Z2UCIV34ud29DX6k1n20TZZhTPekZxnOm+xH6WVNAPqlMt9xPTgfX3vve92L+feOKJpMfvu+8+9S0iJWQyc92Sce6WdlAiFd+LndsQxTrjhtzManzq18t0X2I/S2Qv0+TFkSNHYuTIkTh27BjeeecdfOELX8A//dM/Yd++fejpMf+lTc4SZeAaLRdllmc749wt7aBEKr4XO7chinXGDbmZ1fjUr5fpvsR+lshepgPrhQsXYuHChWhra8P69evxzW9+E9dffz1+/etfY//+5DvrGDl+/DiuvPJKNDc3Jz1WV1eHSy65BLNmzcKsWbOwfv369N4FJZHJzHVLxrlb2kGJVHwvdm5j2oShjBvyHKN41jOK40z3JfazpMKQsiKp5X5iOhUkqq2tDfn5+bG/NU3D0aNHUz5vz549qKmpwb59+wwff+utt7Bq1SpcdNFF1lqbg1JlZ8tkb+vXHdg/Hx8fOx17fEhZUWx+tX7dsgF9EuZGlQ3ok5CdPn5UGV7Ze9iwHareg5cqrjhNpuKLiIrvRdQOo20bxZjsNm6dU2nYjorhJYwbciXRfjZl7BD87Jk96BQ8L1o5p/HDNqx+cnfClKeCUACaBkQikK6ww36WZH11ycakZS+snGVaFcTPtEgkkvJ2OD/4wQ9w4MABXHnllYhEIti4cSMuuOAC3HXXXabPu/vuuzF79mwsXboU69atQ3l5ecLjkyZNwoUXXoiPPvoI48ePx7Jly1BQUJCy0c3NzZg6dSq2bt2atE0v0WdnA71nDm6dU2mY/a1/PNW2jMyYOAwVw0ssrWsm2g4Ayt5DrlIdr/qKL1EzJg6zPLhW8b2I2lE5ogR7939iKb70P/7MtuG3uHFSrvSxTjPbz371wluGsR9PdLMNPb/vG4xX+xgNqqNeWDkriy3xDktnrL///e9j/fr1eOmllwAA06dPx9y5c1M+78c//rHwsRMnTqCiogJ33nknhg0bhrvuuguPPvoo7rjjjoT12tvb0d7enrCspaXFSrNdL1V2tkz2tpUMc6C3Ksgrew9nNKiOb0f03yreQy7IRrzKVHwRUfG9iNoRXzIsFdHAwmgbuRw3TsrlPtZpZvtZqkE1YP020H7aNxiv5HamA+vjx4+jX79+OH78eGwedFR7e3tCbWtZRUVF+MUvfhH7e+HChVi+fHnSwHrt2rWoq6tL+3XcLFV2tkz2ttWM7nA4oiz722w76byHXJCNeJWp+CKi4nuReT1VcjVunJTLfazTstn/+WXfYLyS25kOrK+//nps2LABX/rSl6BpZzLvI5EINE1DY2Nj2i988OBB7Ny5E1VVVbFt5uUlN2fBggWYPXt2wrKWlhbMmzcv7dd2i0ED+qLVoDOMZmenetzKtvQCAQ0l/9DH0rqpRNuh6j3kgmzEq+jysKg6hhEV34vVy9Qq5WrcOCmX+1inme1nKvpg/Tb9gPFKbmdaFWTDhg0AgFdffRWNjY2x//bu3ZvRoBoA+vTpgwcffBBNTU2IRCJYv349LrvssqT1iouLUV5envDf4MGDM3ptt0iVnS2TvW0lwxz4/+3deXgUVbo/8G93J52ETSAkMAgCsiUia0BWEQHZEQLhiiDJiKLmN4igIqCIyDaCLApckTswinMBZY8oexAGDASDCrKDQAhrQgLGAFn7/P7I7Z50d1WnOumlqvv7eZ55xq6qVJ2ues/JoVLvW8VVQZRu64i5Ha78Dr7AE/HqTMUXOa64LnLHa9koVHF8Va9slFwutQ9fjhtv8uUx1tsc9TO52C9J6T+W/alvMF5J7RQ9Y92jRw+0atUKvXr1Qs+ePfHQQw+V+YBjxozBuHHj0Lx5c8yYMQPx8fEoKChAmzZt8OKLL5Z5v2rmKCsckM/OdiZ7W2rb2qEV8NvFLEu1haoVA7HtUKol4cygB0wmSG7b/NHquJ5537Iv26og7SLCLccy2mSoR9SralVRpEfbOpI/a17PjHTnmJ+jLk9VEEexJRWvUtvGx7TCtYyYFxUqAAAgAElEQVQcq+ehWzYKxaz4LpKVPg6fuGH1XGn1ykasmt4XU5cdVLQPZyofEHmSM2N87dAKdlU+5Oh1gElieeUKgQCAnPsFTleL4nhLjgx+OwFFJULToIPVZzMmLspTVBUkPz8fhw4dQmJiIg4ePIj69eujd+/eeO655zzRRjtaygBWS1UM28mLmXkS4wylFUjM/L1KiNbjNcCggxBAkVW5LwN6tK2DxJSrdtdSarkOgNRAI1f9Q27fvhwnaqKlmPU2Z8Y0uUo6Sh6rKkv8+8t4y3h1DdtJtZlBB2yZz4m0Ug4fBTEzGo146qmnEBsbi9jYWFy6dAlz5851d9t8gqOscE+Sq9TgTAUHM6UVSMxKfl+1nA+SJnV9CouE1aQaKL5mO5KvSF5LqeVyU4ZjFzIV74NxQmrkzJgmV0lHyd3rssQ/x1tyhtSk2tFykqboUZDJkycjOTkZ1atXR+fOnfH3v/8dUVFR7m6bT/DFqhhlabu/VgnRGldUBXFFQqPcPhgnpDbOjGnl7RvOxj/HWyLPU3THOiMjAzqdDk2bNkVERASaNm2KwMBAd7fNJ8hlams5g7ssbS9ZJcRV+yTXc7YqiDPLnSG3D8YJqY0zY1p5+4az8c/xlsjzFE2sV65cie3bt6NPnz44fvw4hg8fjqFDh7q7bT5BLVUxWjYKdWq5I85WFfHnKiFaI3V9Agw6GGwmBEGBBvRp/4jktZRaLjedkKv+IbdvxgmpjTNjmlwlHSUT7rLEP8dbcoZBJgzllpM0RY+CAEBaWhrOnz+PU6dOIT8/H82aNXNnu3yGM5U9ANhVQqhaMVD2DV3OJB7Oiu+C/zd3D9LS71mW6XXA8QuZGD1rl2TVj5KfbauVnL6UaWmnTgcYA/TILzAp+llnzgc5R6oah1y1EEfVAmyXl7ze5god8TGt8Nvvt61iKrxaMOJjWmH/z1eRV+JYFYIMaFS3qmT1D7l2RDYIZZyQaiip/GGuTZ1XUIQFa37GgjU/l7pfgx52OQxmwUYD8vKLyhz/HG9JjtSryrcuGCRZFYSJi85RVBWkW7duCAwMRM+ePdGzZ0+0adPG6oUxnuarGcByGeOOKJ1cO1vJw5a/V/YoD0/Fq1z89OtYz25y7cw1lNs2vFqw1aTaTK48ky3GjHr56hhbVkr6i1zlpbJg33AO49U5UpNqM5bRKz9Fj4J8/vnn2L17NyZNmoSoqCirSfWbb77ptsb5G7mMcUeUDuTOVvKwxcoe6icXP1LLnbmGcttKTaoB5RnkjBnSCiX9xVWTaql9E5F2KJpYR0REyK67dOmSyxrj79z5emhXZIGzsoe6OVOlw5lr6M7rypghLfDGmMe+QaRNiibW5BmuqKYgxxVZ4KzsoW7OVOlw5hq687oyZkgLvDHmsW8QaRMn1ioilzHuiNKqHs5W8rDFyh7qJxc/UsuduYZy29YNryh5PKUZ5IwZ0gol/aUsFZbksG8QaZfiqiDkfvExrXAtI8fqWb2KQQbcy5N+NrpikAG/XczCwLcSSq0AYVvJA7DOOHe2KgjATHO1MV97JVVBHF1DqcoiPdrWkawKYltppm54RXw2qSfipm+3qmZTvbIRHR7/i90+GDOkBaWNefuOpuF65n2n92uuqJRXYLK81lyv11k9Y80+QuUhNRZvXTBItioIlR8n1iqy72gazqTetVpWaALeGtEGAOyy0ktOuE0mYakIITWR2nc0DYkpV62etxUCeHNEG8vAHW/zM7afSypZZorUIz6mlew/rmxJXUPbyiLmuNLhP68lN5kEElOuAgDS7+Ra/Xz6nVzsO5qGVdP7Wi03V1Uwx595H5ENQhlHpAlyY56jiksGvQ46HVAok9FbXJNLJznGZ9x5gKXrj1mOTeQs20k1AGT9mY+46ds5iXajcj8KoqBaHynkKPNcaVUPucoQrORBSsjFj20vzysowo7kK+WuLML4I61zNDYXmYTspNrM0RjPPkLlIfcODLnl5BoO71ifPHnS4Q83a9YMixYtcmmD/JkrMs/lKkOwkgcp4UxlGmdijfFHvsqVFZfctX8i8hyHE+vXX39ddp1Op0NiYiIaNGjg8kb5qxrVQixv7rJdDkBynS25yhCl7ZsIgOU5z/JsK1dZhPFHvkgutp3dByA9xrOPEGmLw4n13r17PdUOQnHmudTbvczZ4UrenChXGaK0fRMBxfEj9fbGks9YA8Wx06NtHSSmXFUUU4w/8lVSsW1W2jPWgOMxnn2EyqN6ZaPkYx/VKxu90Br/oSh5MSsrC99++y3u3bsHIQRMJhNSU1OxYMECd7dPk/YdTStTxQzbyh16vQ4R9apa9lWpQiCMgXrk3C9AjWohqB1aAb9dzCq1AoR53wArefgjuXiUqv4hV1kkskGo5D7kltti/JFalHV8drQfY6AeOp05GbFY2P/tG7COe0cVl2y3ZR8hZ0xddtCqqlhxCcg/7aqC2CaXk2spmliPHz8ewcHBuHDhAjp16oSkpCRERUW5u22aZJsh7kxmt23lDpNJWHWSP+8XICjQYFXJwxms5OF/5OJxz5FUq9iyrSrjqESf7TKlMcX4I28rz/jsaD95BSar9eY7zbYlSs3kKi6xj1BZ2U6qAeDYhUy0bBSKVdO7eKlV/klRVZDr16/jf/7nf9C1a1e88MILWLt2LS5evOjutmlSeTK7lVT+YJY4OUMuHm0HYDO5qiBEvsBVlTdKG6s5TpOnyY3pcsvJfRRNrGvUqAEAqF+/Ps6dO4eaNWuisLDQrQ3TqvJUP1Ca/c0scVLK2VhxpioIkda4qjqNK8dzIvItiibWoaGhWLFiBR5//HFs3LgRe/fuRW5ubuk/6IfkMriVZHYrzf5mljgp5WysyFWVIfIF5Rmfnd2e4zSRf1L0jPWMGTPw/fffo23btnj88cexePFiTJw4UdEBcnJyMHz4cHz++eeoU6eO1brTp0/jvffew71799C2bVt8+OGHCAhQ/8sgbZNfSiYRAvZlyJRmdsf2jcQnX/+ColLuGmbceYDRs3aVmgTjqiQd8gxnrpfctrbL20WEY/vhVKukKp0OaNEwVPJPhH3aPyK5b4BJVaR9pVWnkUroBayTeZs/Wh25eaX/xTbjzgMMfCvBksTI/kKuMvSdb5FfotKM0aBDy0bSY3pxAiN5kqI71jt37kRsbCwAYOLEidiyZYuiZ6yPHTuG559/HpcvX5ZcP3HiREybNg07d+6EEALr1q1T3nIvMSetZNx5AIHiwfPYhUyribTJJBBsNECH4szwscNaKh5UdTY3DPV6HSpXCLTbLuPOA2w7lGrVjqXrj2Hf0TTZdpZcT+rizPWS23bZhl/tlu9IvgLbl6MKATwcVgn9Otaz3KHW63Xo17EeIhuE2u3j029+wSdf/8JYIs3rFlUXY4e1RFi1ELvxedmGX7HtUKpV8vi2Q6l2y45dyMSf9wus9hsUqEdQoPSvU/YXciXbSTUA5BcJnL6UZTeJbtkoFLPimbjoaQ5vD69duxa5ubn48ssvkZeXZ1leUFCAr7/+Gq+88orDna9btw4ffPAB3nnnHbt1165dQ25uLlq1Kq4+MGTIECxevBgjRoyw2i47OxvZ2dlWy27evOn4W7mR0leL5xea8O2CQU7v27beqckkEBwUgOCggFJfQmBOmOkWVddhkg7vnLhPWePVmeslt635rlpJcs9M70i+goSPn7Wr/jF61i67fUvV4GUs+Q61jbHuJld5ozyJu1UqBQGQf4kX+4vr+Fu82rKdVJdczkm0OjicWAcEBODcuXPIzc3FuXPnLMsNBgMmT55c6s5nz54tuy49PR1hYWGWz2FhYbh165bddqtWrcLSpUtLPZanKE1IKUsSmCsSa8zb8hXS3lHWeHXmeslt667XkcthLPkGtY2x3lKexF0mM3oO45XUzuHEetiwYRg2bBj27NmDnj17uvTAJpMJuhLPPQghrD6bxcXFITo62mrZzZs3MXLkSJe2Rymlr68tSxKYK15pbt6Wr5D2jrLGqzPXS25bZ19H7kw75LYl7VPbGOstzvQfW0rGaPYX12C8ktopesa6Q4cO+PDDDxEXF4e7d+9i2rRpuHfvXrkOXKtWLWRkZFg+3759G+Hh4XbbValSBXXq1LH6X61atcp17PKI7RuJoEBDqdvJvVrc2X2bE2uUHLdkEo6jfZH7lDVenblectv2af+I3XK5CbRcfErtO8Cgg8FmP4wl36G2MdZbyjJmA8rGaPYX1/H3eDUapMd0ueXkeYom1rNnz0aVKlWQmZmJoKAg5OTkYNq0aeU68MMPP4ygoCAcPXoUAJCQkICuXbuWa5+eIJX80rJRqF0SmNyrxZ3dtzmxRmpdv471JLctbV+kPs5cL7lt42Na2S2fMLy1ZJKiXHxK7fuN51pj/PDWjCXyafExrST7iu2ylo1CSx2jzdsC7C/kWhvnPWs3iTYadNg471kvtYhs6YSwrRlgb/DgwdiyZYvl/00mEwYMGIBt27YpOkj37t3x1VdfoU6dOhgzZgzGjRuH5s2b48yZM5g6dSpycnLQrFkz/P3vf4fRaCx1f1evXkWPHj2QmJhoV8KPSG0Yr6Q1jFnSEsYrqYmiotF6vfWN7aKiIrtljuzdu9fy3//4xz8s/x0REYENGzYo3g8RERERkVopmli3a9cOH3/8MXJzc3HgwAH87//+L9q3b+/uthERERERaYai285vv/02KlSoACEEZs6ciYiICMna1ERERERE/krRHeu0tDTs3bsXaWnFb446evQoMjMzUbt2bbc2joiIiIhIKxTdsZ4yZQqGDRuGY8eO4ddff0Xv3r3x3nvvubttRERERESaoWhi/eDBAwwfPhyBgYEwGo0YNWoUbt++7e62ERERERFphqKJ9aOPPoqff/7Z8vncuXMsaUNEREREVIKiZ6yvX7+OUaNGoWnTpggICMCpU6cQFhaGgQMHAgC2bt3q1kYSEREREamdoon122+/7e52EBERERFpmqKJ9RNPPOHudhARERERaZry1ycSEREREZEsTqyJiIiIiFyAE2siIiIiIhfgxJqIiIiIyAU4sSYiIiIicgFOrImIiIiIXEBRuT1ybN/RNHy1/TRu33mAGtVCENs3Et2i6nq7WUR+j31TfXhNyB8wzv0XJ9bltO9oGpauP4a8giIAQMadB1i6/hgAsBMReRH7pvrwmpA/YJz7Nz4KUk5fbT9t6TxmeQVF+Gr7aS+1iIgA9k014jUhf8A492+cWJfT7TsPnFpORJ7Bvqk+vCbkDxjn/o0T63KqUS3EqeVE5Bnsm+rDa0L+gHHu3zixLqfYvpEICjRYLQsKNCC2b6SXWkREAPumGvGakD9gnPs3tyYvbt26FcuWLUNhYSHi4uIwcuRIq/VLly7Fxo0bUaVKFQDAf/3Xf9lto3bmRISS2b/tIsLx1fbTWLjmZ2YDE7mQM5n2Un2TfdG7Sl6TjDsPoNfrrJ495bUhLZIal8YOa8mxx0+5bWJ969YtLFq0CJs2bYLRaMTw4cPRvn17NGrUyLLNiRMnsHDhQrRu3dpdzfCIblF1LR2G2cBE7lGWvlWyb5I6mK8Hx0nyBXLj0thhLfHPqb283DryBrdNrJOSktChQwdUrVoVANC7d2/s2LEDY8eOtWxz4sQJLF++HNeuXUO7du0wadIkBAUFWe0nOzsb2dnZVstu3rzprmaXm6NsYP7C8H1ai1ctYd9yD2/ELK8llZXaxljGMtly28Q6PT0dYWFhls/h4eE4fvy45fO9e/cQGRmJiRMnol69epg8eTI+++wzTJgwwWo/q1atwtKlS93VTJdjNrB/01q8agn7lnt4I2Z5Lams1DbGMpbJltsm1iaTCTqdzvJZCGH1uWLFivjHP/5h+Tx69Gi8++67dhPruLg4REdHWy27efOmap/FrlEtBBkSHYrZwP5Ba/GqJexb7uGNmOW1pLJS2xjLWCZbbptY16pVCykpKZbPGRkZCA8Pt3y+fv06kpKSEBMTA6B44h0QYN+cKlWqWJIbtSC2b6TV81YAs4H9idbiVUvYt9zDGzHLa0llpbYxlrFMttw2se7UqROWLFmCrKwshISEYNeuXZg5c6ZlfXBwMD7++GO0b98ederUwerVq/HMM8+4qzluZZsRHF4tGGnp9yzrI+pVlX3Wauqygzh2IdPyuWWjUMyK76LoOMwyJn/iqMrHsg2/YkfyFZhMAnq9Dn3aP4L4mFZO7V+uf8ktd8UxXdE+NbJta3Cg3mpMDDDoUFgkLJ/1eh16tK0DABg9a5cmviP5n6HvfIv8EnFrNOiwcd6zAFh9iP7DbRPrmjVrYsKECYiNjUVBQQFiYmLQokULjBkzBuPGjUPz5s0xY8YMxMfHo6CgAG3atMGLL77orua4jVRGsK1jFzKxbMOvdr90bSfV5m2nLjtoN7lmtREi6Sofyzb8im2HUi2fTSZh+ax0oivXv05fykRiylW75XuOpFr13bIc0xla6v9KxsSSk2qg+PztTL6CXUeuWNap+TuS/7GdVANAfpHA0He+xcZ5zzJGycKtdawHDhyIgQMHWi0r+Vx179690bt3b3c2we2kMoKl7Ei+YvcL13ZS7Wg5M4+JpO1IviK7XOkkV65/me9I2y6X67vOHNMZWur/SsdEW0U25xlQ73ck/2M7qS5tOfkvvnmxnJRm/tr+cnbVcZh5TP5Orm850+fk+pGz/ba8/VyOlvq/q9ukxu9IRCSHE+tyUpr5q9frSt+oDMdh5jH5O7m+5Uyfk+tHzvbb8vZzOVrq/65ukxq/IxGRHE6syym2bySCAg2lbten/SN2y1o2CpXcVmq51HGYeUwk3bccLZci17/6tH9Ecrlc33XmmM7QUv9XOibaMuh1CDBY/8NErd+R/I/RIP2PZrnl5L/c+oy1mtlmrbeLCMdPZ9Ils3odZeN3i6qL05cyraoDhATqcS/vP88Y1g2vKPnc5az4Loqrgkgdp0fbOnz2kKyouXKEu9oWH9MK1zJy7PpRfEwrxZU7HFUcsd13RL2qmBXfxaNVQRy1T226RdW1S+60pdcBJZ+a0et16N3+EUQ2CNXEdyTfJlf9w1FVECIzv5xYS2Wtl6wqUDIbHYDDbPx9R9OQmHLV8mylySSsJtUAkJZ+T7IqCADZ0npSbbY9TmLKVUQ2COUvHgKg7soR7mzbvqNpOJN612rZmdS7dv9oLa1yh1zFEanKPeb+7M7yekrap0ZS58yWXq+DTvwnYbHkePbPqb080UwiSaVV/yAqjV8+CqIka92cje4oG1/pvgD5ygVKldYOIjXHiDvbJrdvR5U7lHJUcYSkKTk3hUXCrgqIWmKV/Burf1B5+eUda6VZ5o62M69jVRBSCzXHiDvb5uw+nOmLrqg44m/Kc27UEKtEROXhl3eslWaZ16gWUmo2PquCkFqoOUbc2TZn9+FMX3RFxRF/U55zo4ZYJSIqD7+cWCvJWjdno5eWjV+eqiDO0FJVAPIONceIO9smt29XVO5wRcURf6Pk3AQYdDDoWQGE1IfVP6i8/OZRENtEprrhFZFbYLJknxcVFiHrz3zL+gA9sOjrXyT/rGlet2DNz/+XhOP4T59Ggw47kq9YEqeCjQbk5RehRrUQ1A6tgN8uZlkqCzxcowKu3b5vV2lAqipAu4hwfLX9NBau+ZkZ9KSqyhFSFUDCqwUjLf2eZZvwasHoFlVXtjJO3PTtVn2yemUjXhz4uOT3W/LNL1bHFyaT7D7kqoUAkKzyIVdxROn3dnT+1VzFpTS2bS85lpXG9pXm5ipHADB61i5Nng/SpoFvJdgtMxp0rP5BZaYTopRZoQpdvXoVPXr0QGJiIurUqVPq9ra/uM3Mv8Dl1qtFv4717H6R21ZZAIrv+Iwd1pK/iFTG2XjVOqnYlFMxyGBXRQcADDpASa5QUKABwmSSTCzSAZDaRfXKRqvJtiMtG4XiTOpdRf3M2T6p5j5cWsw6c42VMuh10OmsJ91qOR+kbmUdY6Um1WZbFwxyRdPID/nFoyByk2bzcjVPqgHpLHs1V4Ag/6a0Ug4AyUk1oGxSDRTHvFy2vtwulE6qgeKxQWk/c7ZParkPO3ONlSoyCbs72Vo5H0REZn4xsdY6qT+tqrkCBPk3f4hBqe/obJ/Uch/2ZBu1cD6IiMw4sdYAqSx7NVeAIP/mDzEo9R2d7ZNa7sOebKMWzgcRkZlfTKzlqgOYl8utVwupLHs1V4Ag/6a0Ug5Q/Iy1FKUJ+EGBBtlsfbldVK9sVLZzFI8NSvuZs31Sy33YmWuslEGvQ4CBlUKISNt8dmK972gaRs/ahWffSsD1zPuoG17Rar05cREofq247eS6emWjbD1W29/jtlvZrredPAQG6KEDEFYtBC0bhVqOo9frUDe8otVnqcRFoLgCxNhhLRFWLcSyLyb5kBpIxeZbI9rYTWirVzbi6zkD7Ppm3fCK2DJ/kOT2b41oYxfzG+c9a9fHKgYZ8O2CQXb9umWjUKya3ldyeb+O9ez63qz4Lor7maM+WXI8Gj1rF/YdTdN0Hy7ZdqD8db3DqoVg/PDWeOO51po8H6R+cdO3Y+BbCZb/xU3fLpugyMRFKg+frAriymx7pdnvchNgNWf+k2f4W1UQKcs2/GopN1mSM1U3XMXTfVKLY4DSmHX03U5fypS85mZyYyaRs0qLV9uym2bVKxuxanpfTzSR/IhP3rF2Zba90ux3qcodrm4LkVbJ9Q9nqm64iqf7pC+PAY6+m9w1NyttPZGryFUCcqZCEJFSPvmCGFdm2yv9GbmXImg585/IVZS8NKQkd/YPT/dJXx4DHH230q64szFBRKQFPnnH2pXZ9kp/Ru4ZQy1n/hO5irPP4Lqzf3i6T/ryGODou5V2zcv7XDYRkRq5dWK9detW9OvXD7169cLq1avt1p8+fRpDhgxB79698d5776GwsNAlx3Vltr3S7Hepyh2ubguRVsn1D2eqbriKp/ukL48Bjr6b3DU3K209kavIVQJypkIQkVJum1jfunULixYtwpo1a7BlyxZ88803uHDhgtU2EydOxLRp07Bz504IIbBu3TqXHNuV2fZS+7Kt5OEoCUfLmf9ErhIf06rcVTdcxdN90pfHAEffzfaam5U2ZhK52qrpfSWrDDFxkdzBbVVBNm/ejJ9++glz5swBAPz3f/83hBAYO3YsAODatWuIi4vDnj17AAApKSlYvHgxvvrqq1L3zSoLpCWMV9IaxixpCeOV1MRtyYvp6ekICwuzfA4PD8fx48dl14eFheHWrVt2+8nOzkZ2drbVsps3b7qhxUTlx3glrWHMkpYwXknt3DaxNplM0On+8ydAIYTV59LWm61atQpLly51VzOJXIrxSlrDmCUtYbyS2rltYl2rVi2kpKRYPmdkZCA8PNxqfUZGhuXz7du3rdabxcXFITo62mrZzZs3MXLkSDe0mqh8GK+kNYxZ0hLGK6md2ybWnTp1wpIlS5CVlYWQkBDs2rULM2fOtKx/+OGHERQUhKNHjyIqKgoJCQno2rWr3X6qVKmCKlWquKuZRC7FeCWtYcySljBeSe3cNrGuWbMmJkyYgNjYWBQUFCAmJgYtWrTAmDFjMG7cODRv3hzz58/H1KlTkZOTg2bNmiE2NlbRvouKit/0xeeqyNNq1aqFgADnug3jlbylLPEKMGbJOxivpDVSMeu2qiDulJKSwj/7kFeUJeuc8UreUtYqCYxZ8gbGK2mNVMxqcmKdm5uLEydOICwsDAZD6S9v8WfmZ89Wr16NWrVqebs5qlfa+SrLHRVn4tXXr5evfz9AXd+xrHcA1TDGquk8OoPtLjtXxasavou78Tuqg1TMuu1REHcKDg5G27Ztvd0MTalVqxbrezrBleerLPHq69fL178foO3vqKYxVqvnke32HLl41eJ3cRa/o/q49ZXmRERERET+ghNrIiIiIiIX4MSaiIiIiMgFDNOnT5/u7UaQewUFBaF9+/YICgrydlM0wdvny9vHdzdf/36Af3xHT9DqeWS7vc+Xvoscfkd10mRVECIiIiIiteGjIERERERELsCJNRERERGRC3Bi7cP27t2LIUOGoG/fvpg1a5a3m6N6CQkJ6N+/P/r374+5c+d6/PhLly61HH/evHkeP74nfPrpp+jXrx/69++PL774wtvNcZu5c+di8uTJ3m6GZmm9L2jx+vvS74utW7eiX79+6NWrF1avXu3t5rhFTk4OBgwYgKtXr3q7KW6h5TGAE2sflZaWhg8++ACfffYZvv32W5w6dQr79+/3drNU68GDB5g9ezb+9a9/ISEhASkpKUhKSvLY8ZOSknDw4EFs3rwZW7ZswcmTJ7F7926PHd8Tjhw5gsOHD+Pbb7/Fxo0b8a9//QsXL170drNc7tChQ9i8ebO3m6FZWu8LWrz+vvT74tatW1i0aBHWrFmDLVu24JtvvsGFCxe83SyXOnbsGJ5//nlcvnzZ201xC62PAZxY+6jdu3ejX79+qFWrFgIDA7Fo0SK0bNnS281SraKiIphMJjx48ACFhYUoLCz0aBZyWFgYJk+eDKPRiMDAQDRs2BDXr1/32PE94YknnsBXX32FgIAAZGZmoqioCBUqVPB2s1zq7t27WLRoEV577TVvN0WztNwXtHr9fen3RVJSEjp06ICqVauiQoUK6N27N3bs2OHtZrnUunXr8MEHHyA8PNzbTXELLY8BgEZfaU6lS01NRWBgIF577TXcuHED3bp1w/jx473dLNWqVKkS3njjDfTt2xchISFo164d2rRp47HjN27c2PLfly9fxvbt27F27VqPHd9TAgMDsXjxYvzzn/9Enz59ULNmTW83yaWmTZuGCRMm4MaNG95uimZpuS9o9fr70u+L9PR0hIWFWT6Hh4fj+PHjXmyR682ePdvbTXArLY8BAO9Y+6yioiIcOnQIc+bMwTfffIPjx49r7s+TnnTmzBls3LgRP7/8ud8AAA8wSURBVPzwAw4cOAC9Xo+VK1d6vB3nz5/H6NGj8c4776B+/foeP74njBs3DocOHcKNGzewbt06bzfHZdavX4+//OUv6Nixo7eb4hO01he0fP196feFyWSCTqezfBZCWH0m7dDaGGDGibWPqlGjBjp27Ijq1asjODgYPXv29Ll/tbvSwYMH0bFjR4SGhsJoNGLIkCE4cuSIR9tw9OhR/PWvf8Vbb72F6Ohojx7bE37//XecPn0aABASEoJevXrh7NmzXm6V62zbtg0//vgjBg0ahMWLF2Pv3r2YM2eOt5ulSVrsC1q+/r70+6JWrVrIyMiwfM7IyPDZRyZ8mRbHADNOrH3U008/jYMHDyI7OxtFRUU4cOAAmjVr5u1mqVZERASSkpJw//59CCGwd+9eNG/e3GPHv3HjBv72t79h/vz56N+/v8eO60lXr17F1KlTkZ+fj/z8fCQmJiIqKsrbzXKZL774At999x0SEhIwbtw4dO/eHe+++663m6U5Wu0LWr7+vvT7olOnTjh06BCysrLw4MED7Nq1C127dvV2s8gJWh0DzPiMtY9q2bIlXn75ZYwYMQIFBQXo3Lkzhg4d6u1mqVaXLl1w6tQpDBkyBIGBgWjevDleeeUVjx1/5cqVyMvLw0cffWRZNnz4cDz//PMea4O7PfXUUzh+/DgGDx4Mg8GAXr16aXLQJPfyh76gNr70+6JmzZqYMGECYmNjUVBQgJiYGLRo0cLbzSInaH0M4CvNiYiIiIhcgI+CEBERERG5ACfWREREREQuwIk1EREREZELcGJNREREROQCnFgTEREREbkAJ9Y+Jjk5GQMGDCh1u6ZNmyIrK8vlx//zzz8RGxvr9uOQ71Eau6VJTEzErFmzJNcNGDAAycnJAICpU6fixIkTAIBRo0Zhx44d5T42adP69euxevXqUrfr3r07fvvtN4fbTJ482W1vbV26dCn27Nnj9uOQdrgydpUYNGgQsrOz7ZavXLkSkydPBgDs27cPn376KQBg06ZNePXVV8t9XC3hxJpc6o8//nBJ5yUqqx49emDq1KmlbpeUlARWGyWg+C1vubm53m5GqZKTk1FYWOjtZpCKeDp2ExISUKVKFYfb/Pbbb/jjjz881CL14QtiPOjevXuYMmUKUlNTodfr0axZM8yYMQP79u3DsmXLUFBQgODgYEyaNAmtW7fGkiVLkJqaips3byIjIwMRERGYPXs2KlWqhB9++AHLly9Hfn4+srKyMHjwYIwfP75M7Vq/fj3Wrl0Lk8mEqlWr4v3330fDhg0xefJkVKpUCWfPnsXNmzfRtGlTzJ07FxUrVsT+/fsxf/586PV6REZGIikpCWvWrMGUKVOQm5uLQYMGYdOmTQCAJUuW4NixY7h79y5eeukljBw50pWnlTxALbE7e/ZsVKxYEePHj0d6ejqefPJJrFq1Ch06dEBCQgJ++OEHdO3aFTt37sTy5ctx4cIFvPvuu3jw4AEeffRR3L9/HwCwaNEipKen4+2338a8efMAFN/pXrlyJW7fvo2OHTti1qxZ0Ot570FrkpOTMX/+fNSuXRsXL15EcHAwPvroI9StWxfz58/HTz/9hKKiIjz22GOYOnUqDh06hL179+LHH39EcHAwevfujWnTpiEzMxMZGRl4+OGH8cknnyA0NNTptvz++++YPXs27t69i6KiIowaNQoxMTFITk7GokWLULduXZw/fx6FhYX48MMPERUVhaysLEyZMgVXrlxB1apVERYWhsaNG6N69eo4ceIE5s2bB4PBAAD45ZdfMHz4cNy+fRuNGzfGggULUKFCBVefUvIQb8bu6dOn8dprr2H//v0AgJdeegk1atTA3LlzkZ+fjyeffBJ79uxB27ZtcejQIVSuXBmzZs1CUlISQkNDERoaisqVK+PYsWP4+uuvUVRUhMqVK6NevXrIyMjAK6+8ghs3bsBgMGDBggVo2LChu0+n9wjymM2bN4vRo0cLIYQoLCwU7733nrh06ZIYMGCAyMrKEkIIce7cOdG5c2dx7949sXjxYtG1a1eRkZEhioqKxJtvvik++ugjYTKZxAsvvCAuXbokhBDi5s2bIjIyUmRmZorDhw+L/v37l9qWJk2aiMzMTJGcnCxGjBgh7t+/L4QQ4sCBA6JPnz5CCCEmTZoknnvuOZGXlyfy8/PF4MGDxYYNG0RWVpZ44oknxOnTp4UQQmzatEk0adJEpKWlibS0NNGqVSur46xcuVIIIcTJkyfF448/LvLz811zQslj1BK7R44cEdHR0UIIITZs2CA6d+4sFixYIIQQYty4ceL7778XGzduFK+88ooQQohBgwaJdevWCSGESElJEU2bNhWHDx8WQgjx9NNPi+PHjwshhHjhhRdEfHy8KCwsFPfv3xedO3cWP/30kwvPIHnK4cOHRUREhOX6rVmzRkRHR4slS5ZYYlAIIRYsWCA++OADIUTxWLdixQohhBBffvmlWL58uRBCCJPJJF5++WXLGFYyZuSY91VQUCD69esnTpw4IYQQIjs7W/Tt21f88ssv4vDhwyIyMlKcOnVKCCHEypUrxciRI4UQQkyYMEHMmzdPCCHErVu3ROfOncXixYuFEMVxun37dstxYmJixP3790VhYaGIjo4WmzdvLv8JJK/xdux2795dnD17Vjx48EB069ZNdO3aVQghxL59+8TLL78shPjP3OHLL78UsbGxIi8vT9y7d09ER0eLSZMmCSGEWLx4sfjwww+FEEJs3LhRtG3bVly+fFkIIcTMmTPFlClTXHK+1Ip3rD0oKioKixYtwqhRo9CpUyfExcXhxx9/RHp6Ov76179attPpdLhy5QoAoE+fPqhRowYAICYmBnPmzMGkSZPw+eefY9++ffjuu+/w+++/QwiBBw8eON2mffv2ITU1FcOHD7csy87Oxt27dwEATz75JIxGIwCgSZMm+OOPP5CSkoKGDRsiIiICABAdHS37TCsAy3OzkZGRyM/PR05ODqpVq+Z0W8l71BK7UVFRuHXrFm7fvo0DBw4gPj4emzZtwtixY/HTTz9hzpw52LlzJwDgzp07OHv2LAYPHmz52caNG8vuu1+/fjAYDAgJCUH9+vWRmZlZllNFKhAREYG2bdsCAIYOHYoZM2YgJycHOp0OSUlJAICCggLJO3lxcXFISUnBF198gcuXL+P8+fNo2bKl0224fPkyrly5gnfffdeyLDc3F6dOnULDhg1Ru3ZtREZGAgAee+wxbN68GQCwf/9+y3+Hh4ejT58+ssfo2bMnQkJCAACNGzdmPosP8GbsPvPMM/j3v/+Nxo0bo0OHDjh79izOnz+PxMRE9OrVy2rbQ4cOYcCAATAajTAajRg4cCDOnj0rud8WLVqgXr16AIrnAbt371bcJi3ixNqD6tati927dyM5ORmHDx/Giy++iFdffRUdO3bEJ598Ytnuxo0bCA8Px+7duy1/8gMAk8kEvV6P+/fvIzo6Gj179kTbtm0xdOhQ7Nmzp0zPi5pMJgwaNAgTJ060fE5PT8dDDz0EAAgODrZsq9PpIISAwWCwO5ajP5kHBARYfh4An2vVILXErl6vR7du3bB//34cP34c8+bNw/Lly7Fjxw60bt0aFStWtPuZkvs2x6KUkuvMsU7aVDL2zEwmE95//3089dRTAIofb8rLy7Pb7uOPP8bx48cxdOhQtG/fHoWFhWWKBfOfwhMSEizLbt++jcqVK+PXX3+VHFuB4jgseTwlY6vtPki7vBm7PXv2xKeffor09HR07twZoaGhOHjwIP79739jwoQJTrfbzN/ilA8QepD5GeQuXbpg4sSJ6NKlC/744w/8+OOP+P333wEU36149tlnLckIiYmJ+PPPP2EymbBu3To8/fTTSE1NRU5ODsaPH4/u3bsjOTkZ+fn5MJlMTrepS5cu+P7775Geng4AWLt2LeLi4hz+TJs2bXD58mWcOXMGALBz505kZ2dDp9MhICAARUVFPt9x/I2aYrdXr15YsWIFmjRpAqPRiA4dOmDhwoV2d1SqVauGZs2aYf369QCAkydP4ty5c5b1BoOBiWA+6syZM5bx6ZtvvkHr1q3Rr18/rF692hJv77//PhYuXAjAOhYOHjyIuLg4DB48GKGhoUhKSkJRUZHTbWjQoAGCg4MtE+sbN25gwIABlko0cp566ils2LABQPFfXfbs2WO5KcGY9X3ejN02bdogLS0N+/btQ6dOndC5c2esWrUK9evXt/sr85NPPoktW7YgLy8PeXl52LZtm2Wdv8cp71h70ODBg3HkyBH069cPISEh+Mtf/oJRo0ahYcOGePPNNyGEQEBAAJYtW2a581ajRg2MGTMGd+7cQbt27fDaa6/BaDSiW7du6Nu3L4xGI5o0aYJGjRohNTXV8tiGUl26dMGYMWMwevRo6HQ6VKpUCUuXLrUM5FKqVq2KhQsXYtKkSdDr9Xj88ccREBCAkJAQPPTQQ2jRogX69++vqAQQaYOaYrdjx45IT0/H888/D6A4hrdt24bu3bvbbbtw4UJMmTIFX3/9NR555BE8+uijlnXPPPMMJk6ciOnTp5f/BJGq1KhRA5988gmuXbuG6tWrY968eZZErOjoaBQVFSEyMtJSHqxr16746KOPAAB/+9vfMG/ePHz66acIDAxEmzZtLI83OcNoNOKzzz7D7NmzsWLFChQWFuKNN95AVFSUpeSjlClTpmDq1KkYOHAgqlatitq1a1vubnfv3h0LFy5EQUFBGc4KaYE3Y1ev16Nr16747bffUL16dURFReGPP/6wu2kBAMOHD8eVK1cwYMAAVK1a1fKoBwB06NABb7/9NmbOnIlmzZqV84xoj07w1qJqLVmyBHfu3MG0adO83RQrOTk5+Oyzz/D6668jJCQEJ0+exKuvvooDBw44nJCT/1Br7JLvS05OxsyZM/Hdd995uyllsnr1ajz22GNo3bo18vPzMWLECLz++uuWxwDId2k9dqkY71j7qBUrVmDr1q2S61566SU8++yzZd53pUqVEBgYiJiYGAQEBCAgIACffPIJJ9XkEu6MXaLyunjxouzzpg0aNLDKOSiLRo0aYebMmTCZTCgoKECfPn04qSaXcHfsUjHesSYiIiIicgEmLxIRERERuQAn1kRERERELsCJNRERERGRC3BiTURERETkApxYExERERG5ACfWREREREQu8P8BGf/SuYBZwQkAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "iris = sns.load_dataset('iris')\n", "g = sns.PairGrid(iris)\n", "g.map(plt.scatter)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# It is possible to plot a different function on the diagonal to show the univariate distribution of the variable in each column\n", "# Note the axis ticks will not correpsond to the density or count.\n", "g = sns.PairGrid(iris)\n", "g.map_diag(plt.hist)\n", "g.map_offdiag(plt.scatter)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Now further we can color all the categorical variables with different colors\n", "g = sns.PairGrid(iris, hue='species', height=3)\n", "g.map_diag(plt.hist)\n", "g.map_offdiag(plt.scatter)\n", "g.add_legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# If you want to focus on particular variables only\n", "g = sns.PairGrid(iris, vars=['sepal_length', 'sepal_width'], hue='species')\n", "g.map(plt.scatter);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# It is also possible to use diffeent functions in the upper and lower triangles\n", "g = sns.PairGrid(iris, height=3)\n", "g.map_diag(sns.kdeplot, lw=3, legend=False)\n", "g.map_upper(plt.scatter)\n", "g.map_lower(sns.kdeplot)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# To plot relationship between given x and y\n", "g = sns.PairGrid(tips, y_vars=['tip'], x_vars=[\"total_bill\", \"size\"], height=4)\n", "g.map(sns.regplot, color=\".3\")\n", "g.set(ylim=(-1, 11), yticks=[0,5,10])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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L8ejrgJuNfRJC0qdWi0smLoKe1cVNaH8y7ga8sG87PEEvlkxchAcvW46wJFB4DykYfRlXwrKAZz5+Me7YLyQ0VpLu6P94lkWTmG29JDFHWYx6eANhyHIqFz0TQrKtr6FVyUI8+iob+ySEpE+tFjfsfAoNfnfctic//B2uHn157HFFUSi8hxSUdMcVX8iPDSrHfiGNQzRWku7oTJtlzV2TXUvXPXR7YzXrIMsK2jvC2ewWIaSPUg3nyEaIBwWDEFIYtGrRwOsTtln0ptjfqVZJoUl3XCmGcagY+khyhya7WeZui0x2Halextx1r11KZCakMKUazpGNEA8KBiGkMGjVYkgMJ2zzhztif6daJYUm3XGlGMahYugjyR2a7GZZsycIHc/CZEitwGKTXUpkJqQg2QwWLJm4KDaQRtcr9QzniIZbdW/X30CabOyTEJI+tVq8a8KtqDCXx237ybgbsP3g21SrpGClO65kchySFRmeoA/uQAs8QR9kRe77D5KlPpLiRx9xZJnbE0RZircdAgBr1+XOzd5g9jpFCOkXPavDzRfMjiVR6tnEZQpq4Vb9DaTJxj4JIemLr0UBsiJjy6cvw9vZjpsvmI0h1goY+BKwDIv/Gn8L1SopWOmOK5kah7IZIkVjJemOJrtZ5m7rgNNugJLibNfS9c1uq5e+2SWkEPlC/ljaapTL5MTaqcvgMNri2kbDrTIpG/skhKQvWoueoA8r330odk5Yv/OJ2DnBbrDmuZeE9C7dcSUT45BWiJTaWNoXNFaSKPqII8uaPUGUWlNbrwsAJToOeh2HVrqMmZCCRMEXhJDu6JxASPqobkiuZO2b3W3btuG5556L/buurg5XX3017r333ti2AwcOYOXKlQgEArjwwguxatUq8PzA+bJZkmS0+kJwpDHZBSKXMtNkl5DCFA2+6PnNLgVfEDI40TmBkPRR3ZBcydo3u7NmzcL27duxfft2bNy4EWVlZbj99tvj2ixZsgT33nsv3nrrLSiKgpdeeilb3cmLFl8IsgLYLelOdvXwUBozIQUpneALRZEh+tsgeN0Q/W1QMhS+QQhRl4+aozAcUogKffyhuiG5kpOPT+6//37ceeedcDpPxIAfO3YMoVAI5557LgDg2muvxeOPP445c+bkoks5Eb3tkM2k76VlPKtJF3suIaSwpBp8oSgywk1H0bhtPUSvG7zdhcpZy6GvGAGGQjIIybh81RyF4ZBCUwzjD9UNyZWsT3b37NmDUCiE6dOnx21vamqCy+WK/dvlcqGxsTHh+T6fDz6fL25bQ0NDdjqbYW5PZMJqMSUmtSZjMenxRa0nG10ig0wx108hSyX4Qgp4Y280AED0utG4bT2qb1wH3lKai26SDKAaKh75rDkKw1FH9ZMfxTL+UN2QXMj6ZPf3v/89brrppoTtsiyDYZjYvxVFift31JYtW7Bp06as9jFbmrsmuzZzet/s2kx6hMISQp0iDCW0doH0XTHXT7FTJDH2RiNK9LqhSBS+UUyohooH1VzhofrJD6oFQk7I6kwqHA7jo48+wvr16xMeq6qqgtt9ohCbm5tRUVGR0G7evHm45ppr4rY1NDRg7ty5me9whrnbOmA28NDreMhyqnfajazZBYC29k4Mocku6Ydirp9iI0oCPKF2iLIEnuVg0xtgPO07YM6bDMVoBRNsh/Lp+2A4quliQjVUPBiOB293xb3J5+0uMLw+smZREsFwPDizHQoitz4RZAE6Vhd3+aSsyJqPpfI4OYHqJz80a4HjoSgypIA3rh7ydWlzOrUkyiI8QR9ERQLPcHAYbeApzIqkIKtHyaFDh3DSSSfBZDIlPDZ06FCUlJTg448/xgUXXIDt27fj4osvTmhns9lgsxXnJQ7NnhDK7EYoqd5kt4vVHLnsudUXwpBycza6RgaJYq6fYiJKAo566/HI7l/B3dEKl8mJxTULYZ72Y6z+8y9i25ZMWQDGRPfdLCZUQ8WDM9tROWt5/DrF2fdA8rfFbauYfS8aOTl2j89oMM5wezUAoNZbr/oYy7CQFTnp4yQe1U9+qNbCrOVgTdaCWcubTi2Jsoijnno8sntz3Bg7wlFNE17Sq6we2bW1taiqqorbNn/+fHz22WcAgI0bN2LdunWYNm0aOjo6cMMNN2SzOznn9nTAaTcgzbkuLF3f7NLthwgpDp5Qe2yiC0TuFfjI7s0QFSlu24bdv0J7Z0c+u0rIgMUwLPQVI1B94zoMv/2XqL5xHbgSU8LaRa+vKfYGG4jU5sM7n4Iv5Icv5Nd8DECvjxNSCNRqQV8xAnJHu+paXingzXkf06klT9AXm+hG2z6yezM8QV9CW0J6yurHITNmzMCMGTPitj399NOxv48ePRovv/xyNruQV+62IE4akv4nmtHLmFu8NNklpBiIshR3r0AgMhgzYBK2CTKtmSIkWxiGjQvgEbzuhLWLst6gWq+R2lSSPAYIspD0cUIKRc9aAAprLW86tdT9g+PubSVFymofycBA19xkSbBThD8owG5JL5wKAEwGHizLoNVHtx8ipBjwLBe7V2CUy+SEAiVhm44uuSIkZ6JrF7tjwyHVetWxPHSsTvMxAL0+TkghU6uH6FreXEunlnhGfYzlGC6rfSQDA52ds+REEnNJ2s9lGQYWow6t9M0uITmVanBHz1ANe4kFi2sWJKzZNXB6LJ94Gwy8HiExjCqLCzaDJQ8/GSGDj6LIAICqOfdBaK2HZ+c2SAEP7LYKLJ24KGGtYLQ2ez5214RbISsSPEEfLCUm1edaSkzwBH0UWkUKhtp4prWWlzPbc94/m8GCJRMXYUO3WlrSrQ67cxhtWH7x7XAHWmLjqctcRrctIimhyW6WRO+xazOl/80uELmUua29M5NdIoQkoShySsEdmqEatiFYNXkxJFkCx3Kwl1hwzN+EZz5+MW4gJ4Rkn2o9z1wKzloGzmTFcABrpy6DIIvQsXzc5HS4vbrrMQGyImPLpy9jb/2+WK0PtVXFPddSYsIxXwOFVpGCkWw8i67lLYQ0Zj2rw80XzI5NYPWsTrUdy7CQFClhPKX6IqmgoyRL3G2Rya6lz5NdHTw02SUkZ6SAN6XgDq1QjYAQQrnZiUqrC+VmJwJCKPaJdbTdBgqyISQnVOv55YcBRQbDsGAZFg6jDS6zEw6jLe5Nc/QxHavD6h2/wN76fQBO1Lq/syPuuf7ODgqtIgUl2XgWXcurs7vAW0rzNtH1hfxY+8HjWL/zCdy/4zGs3/kE1n7wuGrd+EJ+Gk9Jn9FkN0vcbR1gGMBmUv+UqjdWsx4eP012CcmVVIM7Ug3VoCAbQvInE0E8VOukWBVSEJWWdOqGaoz0B012s6SxtQNlNgNYlum9sQqrUY/2QBiSJGe4Z4QQNakGd6QaqkFBNoTkTyaCeKjWSbEqpCAqLenUDdUY6Q86SrKksbUD5Q4j5DTvsRtlNeugAPD4O1FmN2a0b4QMZD3Do1INikk1uMNmsGDlJXegwe+OC54y6wxo87dAUCToGA4Wg1UzBEeURXiCPoiKBJ7h4DDawNOgTUhKkgXJdX9syNz70fzObxH84qNIPc++B0DkdkTR5ymA5vnCZrDEathhtOO6M2dgiLUCDAO0dLRCkCVwDAc9x+OuCbdi465fqgZeEZJrycazVIMYAe1a6+s4253WWKpWN8naavUlE30kA0PK764kSYLf74einJi9ORyOrHRqIGhsDeDMk8v6/PzovXbbfDTZJSRVmuFRKQTFMAybUnCHosgIi53xQRkTbkVToAUP/mXTiW01CzDUNiQhBEdWZBz11OOR3ZvjkptHOKppwktIL5IF7wBQCaVaBnb6AjAsB8nfhvoXfx57rGL2vWjkZM3zBcuwGG6vxoOXLUdr0IONu34Jh9GOOd++Gk9++LvYc35WswCHmr7EvZP+CyzD0htrUhh4HcqmzQerM0AWQgCvg6LIENx1vQYxAtq1xruGoS5DgWxhWUg5xFGtrazIquFwQ21VFBpHYlL6P/7888/jvPPOw0UXXYTx48fH/kvUdQoSWn2dcNoMfd5HdLLb2k63HyIkVVrhUamGWKQS3OEL+rCha6IafY0Nu36JxkBL/Lbdv4I/1J4QguMJ+mIT3WjbR3Zvhifoy8SvgJABLVnwjnoo1UNgGAZQ5ITHvL6mXs8XLMNCUZTYt7ZXj748NtGNPufR3b/Ct4ecgdU7fgEdq0sIvCIk16SAF40vPoDGrQ/i+HP3onHrg2h88QFI7Z6Ughhj+1Bp6wv6MhLIlk7olFZbj0ZftLZToNXglNLXCL/+9a+xdetWnHHGGdnuz4DQ1NoBAHBY+5bEDJyY7Ebv10sI6V0uQiwEWVJ9DQOvT9gmKlLC80VF/fmSSltCSLzegnfSeUzWG9IOoLLoTarPYRmWAnNIwdCqE8ipB1dp7UNrDEz32M9EQJWkMZ5qjbNUn4NTSh892u12muimobFrsms3l/R5H5auFOdWL32zS0iqchFioWM51dcIieGEbTzDJTyfZ9Sfz6m0JYTESxa8k+5jbDiUdgCVP9yh+hxZkSkwhxQMrVoAm3pwldY+tMbAdI/9TARUcRrjqdY4S/U5OCWd7Ho8Hng8Hpx77rn47W9/i+bm5tg2j8eTqz4WncaWAADAbun7Zcw8x8Jk4NHio8kuIamKBspEB7lMBMUoigzR3wbB64bob4PVYMWSmgVxr7GkZiEqzWU9ti2A1WhL2J/DaMPimoVxbRfXLIRDpS0hJB5ntqNy9j2ovH4FhvxwNSqvX4HK2feANVkBhkXlzKWxN+jdQ3migT3dH7PbKlI6X3Q/r2w/+DZ+Mu6GuOf8rGYBdny1h0KpSF70HKMURdasE87qSKgDtSBGAKo1UzlrOWxGW0bG2XTGa622Do2+aG2n+hycGKV74lQPo0ePBsMwUGvCMAwOHDiQ1c5pqaurw5QpU/Dee+9h2LBheelDMs/8YT/+tPtrPLBgfJ/TmAHg8Zc+xZAyM1Yv/G7mOkcGvUKvn/46kcB4IhSqr+vnVAM6Zt8DhdMhoIiQWBacLMPM8OAtDrSH2mMJy1ajDTynfp/taBqzpETSXCmNubgM9BoqZFqhOeB1aHzxAXBmBxwTZ0HvrAajN2gmNSemMSc/X3Q/r+g5HqIsQpQlsAwHHcsBYCiUKkVUP5mjVQ861zDNICoAGUxj7t84m85+tNqmu50MPknfXR08eBAAIMsyWDb+AKFvdrU1tnagorT/Ccp2Swla6DJmQtLCMmzGviVVC+gQ2xrQ8ubTcWuZAnYXqm9ch1JLagnsPMuj3OzsvSEhJI5WaE7ZtPmR+vS60bj1QfBdNdn9TXw0gK47BkjpfJHJ8wohmaJVD0N+tEZ1e/WN68BbShPqQItazQCZq4d09qPVNt3tZPBJ6SOO6667LmHbD3/4w4x3ZqBobOlAucPUr291gciaX7qMmZD8UQvoYHWGlAM+CCGZpRWaw+oMCduoJslAl4kgKkIGuqTf7M6bNw+fffYZQqEQzj///Nh2WZYxZsyYXnf+/vvvY9OmTQgGg6ipqcHdd98d9/imTZvwyiuvwGaLfPLygx/8AHPnzu3Lz1EwFEVBQ2sAJ1f3/9Mkh0WPQFBAKCzCoKdLHAnJtWhAR/c3DbIQStimFfBBCMkstZrk7a7IfUS7oZokg4FWPUSDqGicIqSXye4TTzwBj8eDFStWYN26dSeexPNwuVxJngnU1tbivvvuw7Zt21BWVoZ58+bhgw8+wCWXXBJrs3//fjz66KM477zz+vljFA5/UEBHSESpre9JzFF2S2QfzZ4ghlVY+70/QkhyPdcnsSYrKmctj1v3xJdWoeKGtWhnFUiKDI5hYZUZ1YCPE2uGBOhYHa0ZIqSfoqE5amt2o2/uk4XuREVrU1YkyIoCBYpqjSarYapvkm9a9RANokrYbrZrrsNNR7rHfjSnIpppkSynguqKZFrSya7FYoHFYsH69evjtsuyDK/Xi9JS7Wv+33nnHcyYMQNVVVUAgMceewwlJfETwP3792Pz5s04duwYxo4di2XLliW0KTaNLV23HbJkYLJrpckuIbmSLOij+sZ1sTcGisGMWl8DHtm9Ge6O1lia8nDZBh0X/ya51lsfu7F9NA1yuL2aBm5C+qF73MIAACAASURBVIhhWOgrRsTVJGuyQmhrRNm0+WB1hsi3vLx6OBxwoja3fvY6pp82Cb/8+7OqNZqshgFQfZO8U6uH6ORVbTsA1XFOXzEi5QlvumObKIs46qlPGDNHOKoTJrw0bpJsSOnImT17NqZMmYL/+I//wPe//31MnjwZEydOxMSJE/HJJ5+oPufIkSOQJAm33norrr76arzwwguw2098yhoIBHDGGWdgyZIlePXVV+Hz+fDkk08m7Mfn86Guri7uT0NDQx9/3OyL3mPXZtb3e1+OrglzU1uw3/sig1Ox1U8+aQV9yB3t4C2l0Nld4C2l8HT6Y4M2ELlR/SO7N8MTao/bny/kjw3Y0XYP73wKvpA/tz8Y6ReqocITDc2J1qTc0Y7GFx9A49YHcfy5e9G49UE0vvgApIBX9fnR2rz05PGxiS6QWKPJapjqOzVUP9nXsx6ik1a17VrjnFatqEn32PcEfepjZtDX730TkoqULt7/7ne/i3HjxuH73/8+AOCtt97C7t278Z//+Z+xS5V7kiQJe/fuxbPPPguTyYRFixbh1VdfxbXXXgsAMJvNePrpp2Ptf/zjH2PFihW488474/azZcsWbNq0qc8/YK41dN1jt9Ta/292oxPmpq4JNCHpKrb6ySetoI+egR6SLMUG4ih3RyskWYrbJsiCajtBpoCQYkI1VPhSrd2oaG1a9KakNZq8hhWq7xRQ/RSWdGtFTbpjm6hojJmKlNCWxk2SDSlNdg8ePBi3ZveKK67A5s2bceaZZ0IQBNXnlJeXY/z48XA6I7fXmDp1Kvbt2xeb7NbX12PPnj2YOXMmgEiwE88ndmfevHm45ppr4rY1NDQUbJBVfXMAdrMeeh0PuZ9xzDzHwmLUwU3f7JI+Krb6ySetoI+egR4cy8FlcsYNyC6TExzLxbXTsTrVdjq6n25RoRoqfKnWblS0Nv3hjqQ12lsNU333juqnsKRbK2rSHdt4RmPMZLiEtjRukmxI6egRRRGHDx/GaaedBgA4fPgwZFlGZ2cnRFH905ZJkyZh2bJl8Pl8MJvN2LlzJ6ZMmRJ73GAwYMOGDRg3bhyGDRuG559/HpdddlnCfmw2WyytuRgcc/tRWWaG0t/7DnWxW0rQ7KXJLumbYqufXOoZgmE1WVHxw9VohwSJZcDJCqzgwJqsEP1tsXVPDoMFi2sWJqw/spdY4An6YvuzlJiw8pI70OB3w8DrERLDqLK4YDNY8v2jkzRQDRUGtVAdILL8QFEUVM5chsaXH0opoMpmsGDpxEXY+tnruPU7P4pbs3vXhFshyCKaA62wG6yxGnYYbLDoTWAYFqIswm6wYunERQlrC6m+41H9ZF86gVOagVZJwtx6shksmmObWriUw2hTHTMdRltC+2TjJgVXkb5KabJ711134Uc/+hFOPfVUyLKMI0eOYOPGjXj88ccxdepU1eecc845uOWWWzBnzhwIgoCamhpcd911mD9/Pu644w6MGTMGq1evxqJFiyAIAs4//3zcdNNNGf3h8qHe7cfZp5QhM1NdwG7R02SXkAxTC8G4b9Kd8MuhhAG52teKpufujXtjMLysGvdPXgxJlsCxHOwlFhz3N8Xtb8nERdAxHJ75+MUT22oWQlFkgAZoQlKmFR4HXofGFx+A6HXDeOpYDJl7P8Byvb7hZxkWw+3VWHDhXMiKjFWTF0OBAkmW8bt/vIy99fvgMjmx/OLbIclSXA3f+p0f4X8P78DMs67EcPsQrJ26DIIsQsfy9Oab5JxWbSQNnOJ1KYe5aQnLQvzYNnERZEXGMV+DarjUCEc1Vk1eDEmRwHWlMbMMmzAOr7zkjrT3TTVHesMoipLSvMzj8WDv3r3gOA7nn38+7HY7/H4/LJbcf4pZV1eHKVOm4L333sOwYcNy/vpaOkICrl/5Bq659BSMPaMqI/v8466v8PHBJmxbdyUYhkn7+bIYRvDfn0Bsb0XJkFNQMvS0Pu2HDByFWj+55An6sPLdh+IulXps+n148IP/Sbh86v6Jt6P9idtj23i7C9U3rgNvKU26P5fJiZsvmI31O5+I27Zm8mKUmp3Z+tFIDlAN5Zbob0P9b3+ecOll2bT5aNz6YNy2nrWZquZAK+57/5G4Gl4+8bbYm+4ol8mJeefNwpZPt2HV5MUop1pOG9VP5mjVhlYdpNtejdZ4t2ry4oQacpmcWDt1GRzGxG/31fajVXPp7puQ7lL6ZjcYDGLHjh3weiOXC33zzTcAMCC+ic2kencknKrMZsjYPp02AzoFCR5/J0qt6e23s+FrNL6yAaKnMbbNcNIYVHzv/4C3lWWsj4QUG7UQDAaMeogGG//hkFqYh1aohoHXJ2wT5cRQDkKINq1QHVZnSNiWTtBO3HNVQnQMvF61rqPBVmoBO4TkUrqBU9kMqJI0gqi0wqXU9qNVc+num5DuUvruf+nSpXj22Wdx8OBBHD58OPaHxDvmjkSj2zOQxBxVZo8M5g3N6SUyC631OP7CKiiSiLJpC1Bx3VLYvnMVOo8dxrHfLIPQWp+xPhJSbKIhGN0pUBK2uUxOcD3W36uFeajtz2VyIiSGE7bxbGIoByFEWzRUpzve7opcgtljWzpBO3HP7QrR6S4khlXrOhpspRawQ0guadWGVh2k216N1njHqdRQsnAptf1o1Vy6+yaku5SOkkOHDuGNN95QTUsmJ9S7/WAYwJnmN7DJOLu+Ja5v9uOMk1O7XEqRJTS9vglQZJRPmw+2xAgAMJ82FnrXcLS+9yyOv7AaQ296KK1QAkLyKdUQDkkW4Qv6IMgSdCwHm9EGrseAqBawYeD0WH7x7XAHWmLbXOYyWBk95Dn3QNYbwIZDsNsqEuomGnijtmY3miwZWbO7ADajTbWPDMNS+AYhKnqG6hhPHYvyy26MBFNdvwKendsgBTyonLU8IVCOM9sjwTZBH2QACiIfbPEsD5ZhEZbC0LE62A3WhBAdl7kMSyYuwoZudf2zmgUQRAHLL75d9fJJCtEhucSZ7aicfQ/EtobYGly+tErzvR1ntqPih6sRUERILAtOlmFmeNW60VrzazNYEupiycRFcBhtaYUyqo2bVRZXwr6Xdu1bKxBOq+aoFklUSrPXqqrMrD8d6I65Ayi3G8GxLOTUlkL3qtRmAIMT3xqnon3fDnTWHYJz8o9iE90oXWkVSi+dg5Z3fo2m1zeh6voVfV7D2xr04C/ffAhZkTFu2HkYaqPjhGRHqiEckiyi1nMMG3b/Km6COdwxNGHC2zMEY8UldySE0SyZsAitnIi1+7fFh2IA6F410cCbnmE1iiJjzeTFEGUJfNekFkBCH1dcfDsERUoY4Cl8gxCAYVjoK0ag+sZ1UBQFcsCL48/ff+JcMHMpOGsZWKMZgrsu7jxR8cPVaJCDeOlfb2D6aZPikpd/Mu4GvLBvOzxBb1e9DVEN0VkzdSlCYieOtzfh159shSfoxV0Tbk3op1rwHdUxyTpRQMubT8eHt2mQFRkNcjBhjKxSCWLUCrmSFRkcw+HmC2bHJrUcw0FRFNVwKS1a4yYA1eA3rbZqNTfUVkWBViQmpf/jp512Gm644QY89dRT+M1vfhP7Q+Ida/aj0mnK2EQXiNxr124twfHmQErtFUmEZ9cr0FeNgn7oqapt9OVDYTvvMgS//AS+vf/bp379rfYT3PnGKryw7zX8/rM/4K43H8AfDr7dp30R0hsp4I29gQUia4wat62HFPDGtfMFfbFBHIis6dmw+1fwBX3x7UL+2MQy2q7R78aGXfHbNux6Cg1+d9y2h3c+BV8o8cMnlmHhMNrgMjtjb5I5lkep2QmX1YVSsxMcy6v2sTHQktAfrdchZDBiGBa8pRQMw8RuMQR0nQtefhhQZMgd7QnniYAiYsPuX+HSk8fHJrpApMae/PB3uHr05bF6C4SDKDc7UWlxodzsjH37K8kS1vz5v7F+5xP4ouVruDtasXHXL+FROa88THVMcijVsTFKa4wMKGLK+/AEfVj/l01Yv/MJ3L/jMazf+QTW/2UTPKH2hHFsQy/Hv9q4qbZNq61WzXmCPqpFEpPSN7uBQAAjR47E0aNHs92foiXLCmob23HxudUZ33eZzYCGltQmu/7Pd0H0NqHsoqvBJJl0m04fh87jX6LlvS0wnvxt6MtTT0T8d8s3+J+//QbD7dW47szpAMPgfw/vwHP/fBUmnRFTT5mY8r4ISUWqoRqCrB5i0TMUKp1gDLWQqf6EYqj1Ueu1KXyDkHi9nQt6PiaxbFyoVHfR7dG/a9WbWniVWkCVVnAP1THJlnQDp7TGSImN/+4r2T4060Fj39k8/jMVlkUGtpQmu+vWrQMA+Hw+ujm4hqa2DnSGJbhKTRnft9NmwMEjrb03BOD75B3wpVXQVYwAFFmzHcMwsI+/Gu4/bELzm7/CkLmrUrqcWZAE/Pdfn4HdYMN/jvkP6LjI/dm+f8YV6JTCeObjrRhd/i0Msw9J7YcjREXP9bnRUI2et0tIDIo6sUY2Si0UKhqM0b1dNBij53PVQqb6E4qh1seQGMaF1d/GpSePh0Vvgj/cgT9//VcK3yCkS/ScAFmOrdPtrP8CALoCdxgwvC7uPKGrPhUsx2P15Ltg0ZtU69sf7oj9PVpvPdf66VXOF2oBVWrnFQrRIdnEcDyMp46F7ZxJYA0WyCE/fP/coRk4pTVGcnL8+8VkoVU8w6mOV5zGvjN1/KutwdWqOY7Jbl9IcUnpMuavv/4aM2bMwJVXXonGxkZMnz4dX375Zbb7VlSONrQDAMrtxl5apq/MbkB7h4COkJC0Xdh9FJ11B2EePR5MkoluFGewwHrOZISO/AuBA3tS6subX3yAxkAzrjtzemyiCwAcy+Hq0ZdDz+uwee/zkFN4fULURNfn1v/256jddCvqf/tzSJ0dqJy1PJYiGV1TlBAUZbRhSc2CWGpj91CouHZdwRjd2w2zVWFxzcK4bYtrFmKotTJhf9aSvn+opdbHodZKzDzrSmz5dBvu3/EYtny6DTPPuhKWfrwOIQNF3DnhyZ+g5c2n4Zz0Q5RUnwre7oLryp+g+a3/C8nfhsrZ94C3u6CrPhXCtBtx347HcO/7G/HCvtfwsx5195NxN2D7wbcTwm5qvfVY+e5DuO2Pd2Pluw/BF/Zj+cW3J5wbegZUqZ1XovslJBtYkxXOiT9Ayzu/wfHn7kXLO7+Bc+IPwJqsqu2tBqvqGGnm9L2Or1F2g1V1vLKXZO/4V6vLWm89LCUm1deMBlpRLRIAYBSl9wWmP/7xj3HzzTdjw4YNeO211/D888/jjTfewPPPP5+LPiYoxBuSb3vvMH73xgGsXjAePJfZxe/7v2zGC28fwi/uvASnDHNotmvd8Rw8f92Oyh/8HKxOr9muO0WW0fy/v4IihDB80f+A1WtP1juEIG57fSVOLh2BWWdfpTqh/aR+P14/9A7u/O4tGD/8gpT6QHKrEOunO82b3t/0EKDIKacxdw+F6hlOBXT/lDgSdqFAwdN7X0j4tPrGky+FHPJDMVrBBNuhfPo+XNMXgLeU9vln7NlHsBzufvfhhE+h105dppr4SvKr0GtooNE6J1TNuQ+C+yg8e15FZ/0XkfPEjZEr0doh4+4dj8bV1IXV38ZN518PxKUxC3EhOJ6gDyvffSihFtdMXQpJluLCq/gUziuUAJuI6idzNMfLG9epjlGivw2tf/sDuAumQmI5cLIE6eN34bzoPwAgpTRmrRpZO3UZbAZLVo7/vrwm1SKJSun7fI/Hg5qaGmzYsAEAMHfuXLz00ktZ7VixOXK8HeV2A/Q6DrKcuYAqACh3RCagdU1+zcmuoijwf74HhhFngNWVIHKDhd4xLAv72BloefsZeD58Hc6JP9Bs++ev/4qAEMSkk8drfnN77pAz8dfaj7Ft/x8xbth5dGIhadNcgySGoetxf0A10VCo3kTDLqLcgRbsrd+HvfX74tr9aNQkBLeuj+/j5T/udf/p9NEdaKH1RYRo0DonSO2tkXCqbtsUSYTO7oKoUlN76/fhpvOvh8tcpvlaWmsARVmCqw/nFUKyKd01u4okwv/hH4AP/xC3vXTsjJTGVyD52vRsHf99eU2qRRKV8kyks7MztqbT7XZDluky1e6ONvowtMKa8YkuEJnssgzw9XH1ZDwACDd8BdHTCONJ5yDViW6UvmIESoafAe/ftmum78mKjDe/+DNOcY5EeZI3CizD4uKTxqHO14C/1/0jrX4QAmTmpvd9oXaDe5fJCTYcynpftF6b1hcRon1OkAXt2uxrTVEtkmKS7niZifE1HzVCdUn6I6XJ7pw5c3DzzTejpaUFjzzyCK6//nrMnj07230rGpIko7bRjyHl2Vlfx3MsyuxGHD3ertkmcPgjgGFQUjWqT69hPXcKFKETbbtfUX18X8MBNPjd+O7wC3tdj3tWxWlwGh14/dC7feoLGdw4sz2l9bnpkBUZnqAP7kALPEGf6jFsM1iwpMcanyUTFsFuq0joC4wWtAVa0dTuRlugFVI/v4GltX6ERNbmiv42CF43RH8blK461Ton8KVVsW3GU8diyNz7oYgCBK8bJlHEkgm3wmVy4tSyk7F84m24+9KfQoGSdAzTqkVLianXcwgh2aRWH8nGS1ES0OZvQVN7E9r8LRAlISPjq81gwcpL7sDyibfh/kl3YvnE27DykjuyOl7RGEn6I6WPRGbOnImRI0fiz3/+M0RRxAMPPICampps961o1DcHIEoyKrKQxBzlKjWirkn7/mDBr/4BfdUoMHo90If7/OrsLhhHnQffJ2/BMe57CZ/8ffDN32DRmzDKOaLXfbEMi7FDz8Fb//4AX7UewSjnyLT7QwYvhmGhrxiB6hvXpbR+qDfRYIteby6vyKgSgHvPngVZbwAbDsEuAkyJHmXT5oPVGSALIShGC+q89bF7FUYDPoY7hqquDU4Fy7AYbq/G2qnLaH0RGZSiIVTRe4ZG34TrK0ZonhMARLYpCuSAF8efvz/2XNeVP4Hpy0+xdtLP0CZ0YOOuXyav/y5qtWgpMeGYr6H3cwghWaJVHzrXMIDXxY1R4HWQJBF1vuMJ49Qwe3VGxtewLOCZj188se+Ji7L0k0fQGEn6I+lR4vF4Yn9OPfVUzJ8/HwsXLsRZZ50Fj8eTqz4WvKON0SRmQ9Zeo9JpQmNrBwRRSnhMCraj8/iXMAw9rU8T3Sjrty8FFAVte/5f3PagEMJHx/6J84eMSXlf5w45C3pOhzcO7+hzf8jgxTAseEspdHYXeEtpnye6ADRvOt/z5vJSuwdNW9cg8MIDCP52JQIvPICmrWvAhENo3Pogjj93Lxq3PoiAFI69gYjub8PuX8EX9PX9B8aJ9UUusxMOo40GcTKoSAFv7I08EFl32LhtfWxpjdo5IbqNYRg0vvxQ3HPdf3oS5uGj0emujU10Ae36765nLfo7O1I6hxCSLZr10e5B44sPxI1RjS8+gPZQu+o41R709Xt89YX82NCjHjbkoB5ojCR9lfRriIsuuggMwyAa2Bxds6soChiGwYEDB7LfwyJw9LgPDBO5RVC2VJSaICsK6pr8OLk6/nKT4DefAYoMfeVJ/XoNzmyHadR5aP/n+yidMAu8NXK5yId1nyIsCTi78vSU92XgS3B25Wj8re4T3Cz8J4y67P1uCEkmWbBFHFk96AM97j8tsaxmgA0hpG/SDdpJ5bmswQKZ5/od/pbyOYSQLNE6xrXGLUGR1Mcppf/jFNUDKTZJPxY5ePAgDhw4gIMHD8b+Hv13dKL7xz/+MScdLWRHGtpRWWoCx3K9N+6jCmfkEuno/Xy7C375DzAlJvClVf1+HfNZNYAsw/PX12Lb/lr7CcpNTlSay9Pa17lVZyIsCfhr7Sf97hchfZVysAWrHtzR82oJTpZV98dnsf4JGej6E5yjGWAV8oMNh/odbEPhOCTftI5xrXFLx3Dq4xTT/3GK6oEUm34fmc888wyuuuoq1cfef/99bNq0CcFgEDU1Nbj77rvjHj9w4ABWrlyJQCCACy+8EKtWrQLPF1+xfF3vxdAKC+R+XELcm3K7EUxXIvMlOHFfOkVR0PHVP2AYdgaYJM9PFW91wnjyt9H+6TsorbkOnTo9Pms8iEtOughyminPw2xDUGYqxftf7cbkUd/NQO/IYBG9D60gS9AluVduKqLBFj3X21lLTJGQj651S6zFjsrrlqLxlYdPrIm6bikUvQGV16+IrYfiOD1WXHw7GgMtMPB6hMQwKs1lsPXzFgeKIkMKeDOyTpmQYhMNzum5JjFZcI4si5DaPQAUVM5cFruUObpmt/3LT6EbNwN3X/pTHG9vwiufvwFP0Iu7JtwKhgGEgBcQw73Wm9Y5hMJxSH+kc87XrA+rQ327wYolNQsS1uxajTbV8ZVBZCkPZBFgeXBWB1iNMTcaUNXgd8fGwCqLi+qBFKx+zywVjQlebW0t7rvvPmzbtg1lZWWYN28ePvjgA1xyySWxNkuWLMGaNWtw7rnnYsWKFXjppZcwZ86c/nYpp/wdYdQ3BzDu7P5/q5qMjmdRbjfim/r4dYFCcx2k9haUnDc1Y69lOWsCgl/9E54P/4ADp4yGKIs4rezktPfDMAzOqToT73+1Gw3tTaiyVmSsj2TgkmQRtZ5jGQuAUgu2sJaYILrrEt4g8BXDMeRHa2IDPmuxQ2w+hpY3n461q5h9LwRWTgjn6M/EtLdwHkIGBZWgHS2yLEJoPBr7cMp46lgMmXM/wLIAw0BhOXQ4SrHhz7+I1eldExaiUwjj/378IjxBLxZf+CPo3vwtlIAnab1ROA7JtHTP+cmCG7W2D7NXY82kn0FUJPAMB6vRBoZhVMbXhaiSWDRtXRP3Qa+ucoTmhDfXAVWE9Ee/z9QMo/594jvvvIMZM2agqqoKOp0Ojz32GM4555zY48eOHUMoFMK5554LALj22mvx5ptvJuzH5/Ohrq4u7k9DQ0N/u50xX9RGgrqqy81Zf60h5WZ8czx+shv8Zh8AQO/KXOIxb3fBMPIs+D5+Ex8e+Qj2EisqLandbLync6rOBAMGO77+a8b6R1JX6PWjxhf0ZTwAqmewhdLRrhr2oQT90NnLoSutgs5eDiXoT2jn9TVhw67MhnP0Fs5D8qcYa6gYSQGvatCOVg1I7Z7YRBcAgl98hOMv3A8wLHR2Fzp4Hht6BFNt3LUZvrAfX7R8DXdHKx7Z+yx0E69Lqd4oHKdvqH7U9eWcrxUspbWd53QotZTBZa1AqaUMPKfTGF83w+tvju/LKw93XTWRKF8BVYT0VdauGT5y5Ah0Oh1uvfVWHD9+HJdeein+67/+K/Z4U1MTXK4TEyiXy4XGxsaE/WzZsgWbNm3KVjf77XBtGwCg0pmbye6+fzfD3xGGxaQHAITqDoGzOsGZrEAG7/tnOXsi/Ef24x8Nn2Ps8POhpHkJc5StxIJRzhH44Ju/4fox36M3CDlW6PWjRpA1gjUyGACVahiOWjtZb8h4OEd/wnlIdhVjDRWjtGtAK1Cuqw61QnQselPcvxWjtffXIn1G9aMuX+d8rfFV1seHiHavpcR9UEAVKS5Zm+xKkoS9e/fi2WefhclkwqJFi/Dqq6/i2muvBQDIshz3rXA04bmnefPm4Zprronb1tDQgLlz52ar62n54qgHQ11m6HUcZDl7a3YBYEhZZEL9db0PY74VCYvqrDuEkqpRGZ3oAoCutAr1w05Cp9KBUxzD+7Wvc6rOxP/7/H/xedMXaSU6k/4r9PpRo2MjwRrdB9NMB0BFwz66v9lQC8NRaxcNvOnZv/6Ec6TaH5J7xVhDxSjtGmDV26OrDqMhOj3r1B/uiPs3E2zv/bVIn1H9qMvXOV9rfGXDobh23WspcR/qtUUBVaRQZW3Nbnl5OcaPHw+nM5LYNnXqVOzbty822a2qqoLbfaLIm5ubUVGRuKbTZrPBZutf8Eu2KIqCQ0fbcPaosqxPdIHIN7sA8O86D8Z8qxyirwWirxnmsydm5fX+XVEBzvs1RrgbgbK+XyZ9evkp0LE8dh35iCa7OVbI9aPFZrSpBmv0NwCqu1TDcNTa2W0VWHHJHWhMIZwj1QCSvoTzkNwoxhoqRlo1wJqscUFy0RrirA7VQDnO6gCgHiq1uGYhXv7XnwAAF1Z/Gzeccw2UoB/mOffAbqugessCqh91+Trnq4+vC2GXWHR2Tb571lLCPiigihSZfk92v/e976lunzRpEpYtWwafzwez2YydO3diypQpsceHDh2KkpISfPzxx7jggguwfft2XHzxxf3tTk41e0LwtHdiRJU1J69nNelhMerwZV1kHUXo2GEAgK50SFZe71+CDycLDIyf7Ubn6WMT7jeaKj2nw2nlo/D3Y//AfHl2Vm/RRIofx/IY7hiKNZMXQ5Ql8P1MY1aTLNSjt3YwWiB4j8eHc9QshKLIQLfnpxNAkmp/CBmo1GqANVkhqATJ6SsiwTm6yhFxgXLdE2QZAJUSi3vPngVZbwAbDsHOGrDgwjm4RZkNb2c7Hvjgf+LSlYd3PY+QbMvXOZ9lWFSxRqyecBsklgUnyzAzPHT2Us1a6klRZITFzl7HQEIKRdJ3j1oT2ajXX38dN998s+pj55xzDm655RbMmTMHgiCgpqYG1113HebPn4877rgDY8aMwcaNG3H33XfD7/fjrLPOwg033ND3nyQPout1h+QgnCqqe0hV57FDYHgdeEffwqOSaelsx7FgK650DAd79GOwdV9AHn5an/d3VsXp+FfTYexvOoRzqs7MYE/JQMSxPErNzt4b9kM01CPddm2BSKBHz4CPNZMXx/VZK4Ck+sZ1qq+ban8IGah61oDob0taQyzLg7Wr3/9dCnjR9OLquMtEO+0uVN+4Dn6Ow8Ye4VUP73wKa6cugyODV5AQkkw+zvlSwIum5+6Nq4tAV13oNGqpp0jIVe9jICGFIulk95577unXzmfOnImZM2fGbXv66adjfx89O0D+TgAAIABJREFUejRefvnlfr1GPn1xtA08x6DcbkQWb7EbZ0iZGbv31UMQZYTqDkNfcVJWPgnc5zkCABg59EzIhw6A3/cXhPsx2T3VeRJKOD12Hvk7TXZJUUs1QItCpwjpn/7UULLnCoxMATtkUMrEuJSLEElCMinpZPc73/lO7O8ejwfBYBCKokCSJBw9ejTrnSt0h496MLIqct8yrbXLmTak3AxJVlB7vBVo+BLWMZdm5XX2eY6irMQKu86MzpPPhvHg38G0HIdS1rdLpnmOx+nlp2DvsX9ClETwFARCilSqAVoUOkVI//SnhpI9V6uGKWCHDHSZGJdyESJJSCal9JXgf//3f6OmpgZTp07FtGnTcPnll2P9+vXZ7ltBk2QF/65rw8nV9pyEU0VFL5muO/AvQBKhc1Zn/DUEWcLn3jqcbh8eWZsx8gwoHA9+31/6td+zKk5DhxDCvsYDGeopIalRFBmivw2C1x0Ju1FkCGIYzYEWNLS70RxogSCGISsyPEEf3IEWeII+yCop59GAD5cpcrmWVoBWNICEt0eWGRRq6JQsK2hrD6GprQNt7aGcns8GM/q9R8TVZsAb+7vgbYaiKBgy934YTx0LIL0aSlZ/NoMFSyYsiq/hCYsoYKdIFWstqY1LyciyCMHbDKGtAYK3GXIfrkTIxLiUbAwUZRHNgVY0+N1oDrRCzMHVEqmM22RwS+mjnO3bt2PHjh1Yv349li5dir/97W/44IMPst23gnasqR3BTgnDq3I7OJbbjdDxLAJHIhNGvo/ftCZzuL0eIVnAKEslAEDRlyA84nTov9oH4TvTAXPf1jSd4hwJI2/AziN/x/nVYzLZZUI0qQVFVfxwNerlEB7pWnfkMjlx14SF0LMlePAvj8eH1tir4+4PnWqAVjGETsmygiMNPqz59YdoaguiotSIu388DiOrbGBZiurJFvq9R3SvTc7sgHPSD+H+46ZYnbqu/Ak8H70B58XXg52+AAzDpFxDyepPlARwLIebL5gdS5PlWA6SLIHlCqc+Se+KtZbSCTAEuia6jUcT0sd1lSM0g6TUZGJc0hoDFQBHPfVx4+rimoUY4agGn6WrJmRFRq23Pi51XW3cJoNbSkeC0+lERUUFRo0ahYMHD+L73/8+Dh8+nO2+FbTDRyOJyNF73+YKyzKodJqga/0anM0FriTzr7/PcxQ8w6LaeCI4ofPkMYCsgN+/q8/75VgOp7tOwcf1nyEsCZnoKiG9UguKaocUG5CByHqjjbs2ozHgTgit8YX8CfuMBmi5rC6Ump2aSdHRABKd3QXeUlpQE10A8AY6Y28SAaCpLYg1v/4Q3kBnnns2sNHvPaJ7bTq+e01sogtE6tT9pydhO2cSGl9+CAzDpF1DWvXnCbVj/V82Yf3OJ3D/jsewfucTWP+XTfCE2rPyc5LsKdZa0gowlAJe9fbtnthEN9b+lYchtXvSfu1MjEtqY6An6EsYVx/ZvRmeoC/t/afKF/LHJrrR19Qat8ngldIRzvM8jh49ilGjRmHv3r0QRRGdnYV9Ism2w7VtMBl42MwlOX/tIU4TysL10FeeBCDzl+vs8xzBt2xDwXVbhyybbRCGnAT+4EeA0Pf/92dXnI6Q2Il/HP9XJrpKSK/UAjkkllEN2DDw+oRtAzm0RhDl2JvEqKa2IASRLgPLJvq9R3SvTdZgUQ3OiW7PZLCbpBGwI1HATtEp1lpKOyhKVm+PAhqfREWjrpTs1ZUgCxQ2R3qV0mR34cKFuOeee3DppZfi7bffxqWXXoqLLroo230raF8cbcOoans25pq9Oskuws52IGzN/Hrd5k4f6oNt+JatOiF0q/OUc8CEQ+AO7u3z/k92DIdZZ8TOI3/vb1cJSUk0kKM7TlZi642iXCYnQmI4YdtADq3R8SwqSo1x2ypKI0slSPbQ7z2ie23KIX9CnfJ2V2x7JoPduK6Ane5cJifdA74IFWstqY1LSY9zVr09Cmh84hmNumKyV1c6Vqf6mgN53CbpS+lomDRpEiZNmgQgsn73yJEjOP3007PasUIWFiR8Xe/D9PEnQc7VPYe6OYmPfLp3XHaiIsP73ueJpGyPNCXeb00qrYDorAK/fxeksy4C+vDGgGVZjHadik+P70dI7ISBz/0342RgkxUZvpAfgixAx+pgNVlROWt53NooKzgsrlmoumY3mjLpMjmxZOIiWEtMkfCQbuubgMhlaIW6FheIrGXzBjohiDJ0PAu7uSRhDZvdXIK7fzwuYb2bvR9XrKTyuoNdb793td8hgKL6vSqK3GuNRMNyGreth2fPq3BddTvcf9wEzuyAY+Is6EqrIAthDLlhLRShE4K3GZzVEVujmMprdBc9N+jYxPpfXLMQDoM1q78TknlatWQ16tHWHkqol0I5P3FmOypn3wOxrQGszgBZCIEvrdIMiuKsDlRevxKit+lEe3sFOKsDkiRA9nsAWQJYDqzFAY7T5fgnAhxGm3pdGW0J47LNYMnImlqbwYKlExclrNmlsDnSXUqT3UAggCeeeAK7du0Cx3GYPHkyRo0aBb1e3/uTB6Cv6r2QZAXDKvNTTOXhY+hUeBxst+CcDO/7n54jKCuxwc4ZIKtcetI56tsw730b3Nf/gnTKt/v0GmdXnIaP6/fhk/r9+O6IC/rbZUJitMIqKktMKJs2P/YmgZEEDLdXYtXkn0GSZXAsC1uJGXJbM+49exZkvQFsOAS7CIhtjWh88YG4EBHwuoRtWsEi+ZBqaAvLMhhZZcPGn16ckTd/xRoWk2vJfu9qv8NVC8ZDEOWi+b2mGr6TEJbD61F900OQ2lvQ+PKJIB7XVbejdcdzkAKeWCgPw7DpBfz0ODd877SpuG/yzyDLMjiWg8NghS4PEwTSP2q1ZDXqUdvUnlAvwyusqtvzVkeigJY3n44fWzQwDAvIUkJ7WZYhuWvR+MqGbsFVS4CKETmf8PIsjxGOaqyavBiSIoFjODiMNrAMm7UQKZZhMdxejbVTl0GQRehYPmMTaTJwpHQ03H333WhsbMTPf/5zLFmyBF9++SXWrFmT7b4VrMNH2wAAFaWmvLy+ru0bNMCFb9zh3hunQZAlHPDW4QzHcNWJLgAIVSMgme3g9v0F6OO32iMcQ2HRm7GLLmUmGaYVVuFtq0fj1gdx/Ll70bj1QTS++ACYUAfKzWWotLpQbi4DE/CjaesaBF54AMHfrkTghQfQ9Ps1ENsaEkJE1LZpBYvkQzqhLSzLoNRqQEWpCaVWQ7/e9BVrWEw+aP3e1X6HDS2Bovq9phO+ExeWY7YDihyb6Eaf6/7jJji+e01cKE+6AT89zw2vH34Xq95/FAa+BC6zkya6RaxnLbUHw6r10tYeKpg6SjugSqO9EvDGJrqx7a9siHzTmwc8y6Pc7ESlxYVysxM8y2c9RIplWDiMNrjMztjkmpDuUvpm9/PPP8dbb70V+/dFF12EK6/8/+zdd3xb9b038M8ZGpYtyfKQZccjA2eHbCchgYTZBwhNw2ohjMAFCqW9tH1omoTNJQQoLfSW0JbLLaGFp1CGy4VLoU1YSQhxAhk4e3jE8bZlWR4aZzx/OJIt68iWbB1Jlr/v14sXztFZks73SD+d8/v8rlRtpxLd8eo2ZJh0SEvRQBBjfBuz4AFrr0abbhaqW6Lb2D3mrIVbEvxDDiliWLjHz4Dh2+1g6ysh5Y6LeDssw2KqtRh7a8vR5e2GQZMy+EKEhCFUWIWk1QdMUwwCCREAwmqCl1WaFs0AneGKV2jLSA2LSSRKr6Fey4+o1zXi8J0wlmXP3pboC+WRIUe0DQqyGT1CnYcESU6YOoq0RkLND0kMOT1RUO2ReAvr5w+r1YrW1t4DtaurCxaLZYAlktuxajvGjzFDjMPA5ay9CowsQTDlockpossdvZP0fnsVeIZDrn7g99aTPxGSVt9zdXeIplsnwSsJ2HPmwJDXQUh/ocIqWI8rYJpiEEiIABDJG7ys0rRoBugMV7xCW0ZqWEwiUXoNXR5hRL2uEYfvhLGsdPYqkC+UJ9JtUJDN6BHqPMSzTMLUUaTHb6j5wXIhpycKqj0Sb2FVuM1mwzXXXIOnn34azz77LK677jpwHIcnnnhi1N3O7OzyoLa5E0U201Dv4h0WrvkUAECXlQsAqG6J3u03B9qqUWzOAzvYE+N5eMZOBV99BExb08DzhpBvyoVFb8bnFV8NaXlClPjCKnwfrL6QKbPJ6v9C4OvrxBqMEDrs8DqaIHTYwaaZYf3+g0i98SGkrN6A1BsfgvUHD4K32IKWVZoWKlgkHnyhLb4vdtEInkrk7SYTpdfQlpk6ol5XX/BUQI1c+0vIstwT9ib3/kgry1JgHZ4NlOu7bPbyH6Pty9Kz/RHXgDOm+wN+cr6/Hrk3PY6c769Hzg0PKdahJEuQIePBZfdh7fn3ojhzHAXZJLFQ5yGLUZ8wdaRYI2c/R/rXhCxLIednUs3IuWZN4PRr1oBNSw+5baX1q8mkT8MDS/8da8+/F49e+DOsPf9ePLD036n2SMyE9bNKUVERioqK/P8e1bcwn+7pB5GblRqX7bMtJyEbs5FlSQPgxskGNybnDf824CZXO+pcdsy3TgrrxOceOw26E/vBfbsNwvlXR7w9hmEwPWcStlftRpurHel601B2m5AADIAckQ0MmRJZaC3W3hAcjgdrMMLbVBMQbmO94WHU88Cvyt/qTWNecg9sjCYg3AopaYC7O3Aay0GWpYQJqIp28FSibzeZhHoNAYyY17V/8BQkEc3/2ozu47sDgqQABIdM3fAQwPfUHJdiBGswA5CR/d2fALIMmdf01lkYAT9KoXX3L7kbGSnpMOpSqX9fEhroPJQo56egcLY+Sf+hgteU5pckEdClwPaDBwGG6amRAa7qhhseF20eyYv//vqvASMdEBIrYTV2f/zjH8PlcqGqqgrFxcVwu91ISRmd/SyP+8KpMuIQTiXL4JpPgbFNhEkHGLQMKhqjc2X3QFsVAOUhhxR3RZcCT34xtMf3Qph3WU8DIEIzciZjW1UZvqzagysmXRTx8oT0J3Y60PjXxwP6MLnN2chbvRF8Wu/t+UKHPSjsw9He6G/oAj19in61/fd4ePp16HzzSf+y+T/8Lerf3BCwDd6cjdybnwBrDq9+YsEX2jJatptMQr2GI+l19QVPCR121P7loaBgnbzVGwEgqA4Fe72/AZtz7Ro0lv4mqNZCLetbb99aVwrHeXb7H7Dhkl9SQzeJhaqhRDo/+WqkL6XPpr7Hdf/5pY4WNPy/xxQ+j/4DXL/bm4HQQVf96yaa2l0d+FW/GvzVtt9jwyW/RHoKXegg6gvrTL9//35ccskl+OEPf4jGxkYsW7YM33zzjdr7lpCOVbchLzsVWj72/SGYzmYwbick8xgwDIM8Mx+125gPtFUjS2eCkQv/Q8A9/lwwogC+fMeQtpmdmglbWja+qNo1pOUJ6S/c0A+l+SStPqxwKzBMiEAQCtsgpL+BalLpMVaj909j9WkRLatU6xSOQ0aSiMPdIgyoGk543FBRDZJ4C6ux+/TTT2Pz5s1IT0+HzWbDM888gw0bNgy63M0334wrr7wSK1aswIoVK7B///6Ax9etW4fLLrvM//i//vWvoT2LGJFlGcdO2zEuzwwpHuFUZ/vrSkYrACA3nUdNq3fYQVkeScCh9hpMtRRBiuDkIxnT4ckdB/7gTsDdPfgCCmbkTMYpezXqnY1DWp6QvsIN/VCaj/W4wgq3giyHCAShsA1C+huoJpUek7wu/zTJ1RHRskq1TuE4ZCSJONwtwoCq4YTHDRXVIIm3sI40l8uFc845x//vpUuX4rnnnhtwGVmWUVlZiU8//RQ8r7yZ8vJyvPbaa7BarRHscvw0tXWjzelGQU58OtVzLSch83pIKemAKCHXzEGQgFq7FwWZ2iGv92h7LTySgHEDDTkUgqt4DrR1FeDKd0Cce0nEy0+3TsKWk9uwraoM101fHvHyZPSQZQlipyOgv5IsSxCdbT1XVVkebFpPaI1gr/f3p+UtNn8YVd8+uznXrQ3ot2Q2WbHm/HuCBr43iyzc5mz/fDKvQc41a9DwzjO9fZ7OhuZEmyTJcHS6496/LNH2JZn0fV15jgXHAm5v8rzGvmCdhreeApeajvTzr4MmI6/nQYaF7cZH4G2tRdu2t8CmpkOble+f1nn4K2Qv/zGaPnghoH8hazBC6nIGLCt2tikGxflC6/rXNYXjJA9BkGB3uiCIMniu5zZlPkGTyvtS+kzzBa/1/wzzf971m59NS1f8PAoVUNW3HvvWlJoBi1SDJN7CauzyPA+HwwGG6fnQPXXq1KDL+Oa5/fbb0dbWhuuvvx433XST//Hu7m7U1tZi/fr1aGhowKWXXoof//jHYNnEPUEdrz4bTpURp3Cq5lNgMgv9V3Lz0nvevopG17AauwfaqnuGHNKZIx6bTTJnwmsbC035DogzlgD9b/kchElvRFF6PrZVleHaaVf6jzFC+lIM1bjpMaC7M/BD/vsPAJIYGFpzw0NBYVQ5162FJjs/KOyjAMCGS34JryRAw/Iw6dPAAEHzyaZM5N78hL+RzRnTwUb5V2pJklFV344n/rQLjfZuf3Jokc0U8wZQIu1LMlF6Xe/7wWz8+X8Pw+50JcVr7A/iue1piM4WNLzdW6/Zy3+M1k9f62mo/uABQPCi7rVHeuv02jXgTFmDhsvlXLsGnDETnMEYFLLDMiwKzHlBdU39dZODIEiorG/Hxs1l/hpat7oEY22mhG7whgqK0mTnKwavybKk+DnGZ40BNP1CFDWakN+lQgVjqRlORTVI4i2sI+3uu+/GTTfdhPr6evz85z/HDTfcgHvuGThJrb29HYsWLcKmTZuwefNmvPHGG9ixo7dvZ3NzMxYuXIgnn3wSf/vb37Bnzx68/fbbiuupqakJ+K++vj7Cpxkdx6rt4DkG2ZY4hHN5XWAdZyBb8uEb8yjbyIFjgVPDDKk60FaFieYxYIY4lpKreDYYjwvcwZ1DWn5GzmTUdzThlL16SMuT0BKpfoZDKVSDEbz+hq5vmuBoVAy8UQrkkLqc4NMs0JizwadZwDAsWIZFeooJ2akZSE8xgWVYf4hIwHwsD405CxqLDRpzVtQbugDg6HT7G0EA0GjvxhN/2gVHZ/SGGxuJ+xJrataQ0uv62zf24pqLipPqNWYYFpAlf0MX6KnDpg9eQPp5K3vqtK0x6PGGt5+B7PUE1J/U5Qyu57efAQZIQ1eqaxIban8G2Z0uf0MX6KmhjZvLYHe6BlkyvkIFRYnOtoimSx1taHhjAxrefBJ1rz2MhjefRMMbG3rueApB6TNNbVSDJJ7C+oZ20UUXYcKECdixYwckScL48eNx3nnnDbjM7NmzMXv2bP+/r732Wnz++edYvHgxAKCgoACbNm3yP37zzTfj73//O66//vqA9bz66qt44YUXwn5Cajp22o5CmwkMw8R8jF22tQqMLEE02vzTOJaBzcShqtkz5PU2uhyod7VhgXXKkMdaE9Oz4c0phObANojTzgO0kY1ZNyW7GB8e+xRfVO7ChIyiwRcgYUuk+hkOpVANpaCovuE2A01TO5AjGryC5P8C59No74ZXUHdMxETfl1hTs4ZCva5Gg8b/d7K8xqGCcdiztzKGqtP+wW/xCNghQ6f2Z5Agyoo1JMQhVyUSoY5jSJFODxVQRfVAiE9Yjd2HH34YAHDLLbdg9erVOP/887F+/Xr87ne/C7nMnj174PV6sWjRIgA9fXj79t09evQoKisr8Z3vfEfxcZ9bb70VK1euDJhWX1+PVatWhbPrUSNKMk7WtGHRjLyYN3SBnv66ACClBQYL2Mw8jjV4IMvykG4B3mevBAAUhjnkUCiu4jkwbv87uEM7Ic5aFtGyKRo9ijPH4svqPbhl1jXgBhgjjkQmUepnuHyhGgEf6meDovpO84XbDDZtuIEcSn2nhvvreP9+ZzzHwmpJCfgiZ7WkQKNwa164/WmH2rdNw4e/L8lGzRoK9bo6u7z+v4Ge9w3AiOyX6KNUw7w5G5KrA0DoOu0f/BZqPQCTUGNdkx5qfwbxHKNYQ3yIW/+9XhH2DjdEUQLHsbCk6aDRxGF0jVDHMRvpdC6suulLjc8vQhJZWEd3eXk5Hn30UWzZsgUrV67Exo0bcebMmQGXcTqdeOaZZ+B2u9HR0YHS0lJceuml/sdlWcaTTz4Jh8MBr9eLN998M+BxH5PJhPz8/ID/bDZb0Hxqq2l0otstIj87Ph3q2eaTkE02SGxg39y8dB5OlwR7Z2R9bX322iuQm2KBkYvsamx/osUKr7UAmv1fAP3Ta8Mw0zYNDrcTe+vKh7UfJFCi1M9w+UI1fCmSfYOi+k7jzdag+XiLLWjacAI5fH2tajevw+kX7kbt5nXwNFYP+c4IoLff2dpN23HXxi1Yu2k7Oro9ePD2Bf4Gj6+frDk1sFZ9/T7v/+0X+Lcn/oX7f/sFqurbgxLjlbZRWd/ub0gNxJyqC2tfkpGaNWRM0WLd6pKA1/W+H8zGO58ch9WSgn///my8VHoAVfXtqGvpGNJ7lyiUajh7+Y/R9mVpb51eG1jPSsFviuu58kdo/vjlYdchiT61P4PMqcE1tG51CcypwTkmXq+IqgYn1m3ajrs2bsW6TdtR1eCE1zu070/DoXQc51y3FpwxPaLpvoCqwerGR43PL0ISHSPLg1+nXLlyJUpLS3HzzTfj7rvvxuLFi3HFFVfgww8/HHC5559/Hh9//DEkScKNN96IW2+9FStWrMBLL72EnJwcvP7663j99dchCAIuu+wy3H///WHtdE1NDS6++GJs3boV+fn54T3TYdpSVoXfvrkPa26ai/RYD0guSzCU/hxMwUx0FwXePn6qyYuXvnBg7XdtmDM2suCsTsGFH+/5Ey7Mm4X55uHfPsy1NcG4rRSeuZdAnHNxRMtKkoTnd76MCRlFWL/0J8PeFxJaPOonGsJJY+aM6WAYNmg+AFH7JVvosKN287qgX9LzVm8En2YZ0jqb7F1Yu2l70NWJX/3kfDAsM+AVW7vThft/+0XQss/edwEsfc5Vobbx1L1LkG0xDLqPlMbcK1o1ZHe6sOmtfbh4fhGMBg0EUUJOZirs7S44Ojx455PjOFpth9WSgnuuORePvdw7Jnkk712i6F/DYFjIgmfAelbqDy/LEoT2VojtzRC7HGj7shTu2uPDrkMSG9H8DGqyd+H9bSdxSclYcCwgSsCWskpcdf6EoNpotHdhncI5cOO9S2CNQx2FusIa6XRJEsKqG0Cdzy9CEl1Y9/EVFhbizjvvRE1NDUpKSvB//+//xeTJkwdd7qc//Sl++tOfBkx77733/H+vWrVqxNxOeex0G1J0PCwmfcxvY2YcdWC83ZDMY4Iey0vvuf2motEdcWN3f1sVJMg4ZwhDDikR07PhtRX19t3VhR/kxbIsZuVOx/aqMjR3tiIrNWPwhcio4gvV6D+NNQffgq/0oR2tD3I1+gyG6nfmFiTkZg5c1+H2px1u3zaWZQIaz2T4vIKEXQcbsOtgg3/axh8txroXdwTM12jvhl7LB01L9H6J/SnVcP/HlepZaT5ARu2fHwiYTn13Rx9BlFH6+SmUfh44Ssjli8cHzSuKyudKUYxPHYWqh0insywfVt0A1OedjE5hXdrYuHEjli9fjr/85S/QaDSYN28eNmzYoPa+JZSTNW0oyjUC8eiv23wCACAZgxuleg2LjFQWFUNIZP6mtQJmjQFZmujdmt09cR4Yrxv8t9siXnZO7jQAMrae2jHovITEi6+vVV/D7QPs63fW10D9zvry9fvsv2z//rTD2QZRh9J75/IIiu+TyyMETRvN750adUhGnkjOaxynfK7kuNFTR1Q3ZDQK6+g2GAxYsWKF/9833HCDajuUiARRQkVtOy6cmx+Pti64phOQU8yQtKmAGNy3xGbmUdUSWSKzVxLxbVs15mQVQ4xiap9kzoQndxw05TsgTF8M6MO/2pyeYsaEjLH4pGIHrp12BQVVkYTk62vVf7zDofYBBgCLUY91q0uCxooM50qqOVWHx+5ahPqWTui1PFweAbbM1KD+tMPZBlGHry9033F2bZmpePTOhWho7fK/nzkZPbdY+oJ46L1Tpw7JyGMx6vHInQvR2KderBkGxdqwpOmUz4FpyZ894EN1Q0Yj+iknDNX1TngFCblZkd0mHC1s8wkwWeMgKjR0ASDPzONwbRdcXgl6TXj9EA+318AleXGOKTeauwoAcE2aC01dBfj9n0NYcEVEy87Jm4G/lb+PvXUHMW/MuVHfN0KGi2FYaK2FyFu9MWppljzPYqzNhKfuXQJBksGzkaXtegUJv3/ngP8L3IO3L4j6Nkj0sSyDIpsJz953gb8vtDFFi9ONzqD3Mz87jd67PtSoQzLysCwDUZSD6kUpT0Cj4VCUY8TGe5dAFGVwHBO3NOZ4obohoxEd3WE4UdMzOHfOIH3n1MB0tYLtaoVkCR3ikJvOQQZQHcF4u9+0VkDHapCnU07sGw7JmAHvmHPAH/wK6HJGtOzEzHEw6dLwwdEtUd8vQqLF13dKY84Gn2aJyhcFnmeRbTEgNzMV2RZD2A0ZR6fbf2UQ6OmD9sSfdsHRGdy1YajbIOrx9YW2WnquRjm7PYrvZ4fLS+9dP2rUIRlZIjn/AT0NXqvFgNysVFgthlHV0PWhuiGjDR3hYThxNpwqPQ63urDNPePrysbQUf155p4L9BVN4fXblWQZe+0VmJxeAEjqxM27Js4BRAH8vs8iWo5jOSzIn4NDTcdxsrVKlX0jJJmEG1BFRgZ6PwkJH9ULIWQw1NgNw4maNozNNcUnnKrxGGReD1Ef+gpsuoFFioZBRWN449uecNahzduFKeYCqPWkpLR0ePOLwR8pAzrbI1p2bt506Dgt3jv8sSr7RkgyCTegiowM9H4SEj6qF0LIYOhsMAiv0BNOVWgzxmX7XMOro87FAAAgAElEQVQRMNYJEAcY74hhGOSaOVSGeRvz7taT4BkOhYbMaO2mItfEOYAkgd/7SUTL6Xgd5o05F7tq9qG+o2nwBQgZAlmWIHTY4XU0QeiwQ5bjeyVAkmTYnS402rtgd7ogSbLitP58IUe+L3y+Pmv9A6qGuy9EfZIkg2WAB24rier7mcgSrQ5J4lI6L6lx/ksWVFuE9KCAqkFU17dDEOMTTsV0toDtaIQ8rgSDDe6bm85jd6W758vSAMNRSLKMPa2nMCW9AJwsq3qxWko1wVMwEdqjeyDOWgY5Lfz+wQvyZ+Or03vx/pF/4c55N6q4l2Q0kmUJnsbqoERKrbUwLv2XJElGVX17QCrvg7cvgIZn8chLOwOmFdlMATWuFHJkTtUNeB4Yyr703y6JLt/r/vpHh3HdJRNxzzXn+tNlOY4Z9Nw+EiVaHZLEFeq8lJ+dBo5jRkW9RIJqi5BedMQP4kSNAwD8Qz/EEtdwBAAgpY8ZdN5cMw+PIKPe4R1wvlMdDWj1dGBaehHkQRrQ0eAqngNABvfN1oiWM+rScK5tCj6r2InmrlZ1do6MWmKnw/8lAAAERxMa3noKYqcjLvsTKmSlvqUzrOCV/iFHw/mSF2ngC4kO3+t+8fwiPPPnPXjs5V1Y9+IOPPbyLjz2X1/B7gyvm8pIkmh1SBJXqPOSvcONx/7rq1FRL5Gg2iKkFzV2B1FZ64hbOBXXcASy3gRRZxp03tz0syFVjQN/Id3degI8w6IwVd1bmH1kQxo8hZPBH/sGTHtkjdYLikogyTLeOPA/Ku0dGa1kUfB/CfARHE2QxeiNOR2JUCErei0fNE3t4BUKfIkP3+tuNGgUX38hCW8lT7Q6JIkr1HlJFOVRUy+RoNoipBc1dgdRUdeOfGta7MOpZBls4xEw1uKQ4+v2lWPkwDLAqQFCqmRZxu6Wk5icXgguht9bXefMBhgG3DeRDSeUnmLGgvxZ2FZVhkp7jUp7R0YjhuPBm7MDpvHmbDBcfHp2hApZcXmEoGlqB69Q4Et8+F53Z5dX8fXnk/CWzESrQ5K4Qp2XOI4ZNfUSCaotQnrRUT8AWZZRWetAyTRbzNu6jKMWrKsdcmZhWPPzHINcM4/j9aGv7FZ0NqLF04GLx8yJaVCBnJIKd9EU6E7sgzjrQsjp2YMvdNaSohLsrT+IP+97Gw8tuw8MM7o/wMjgZFmC2OmALApgOB5cqjmojxKXakbOdWuD+jNxqeaY7KMkyXB0uv19bI0pWjx21yLUt3T6+53Zzo7rbbWkBPRRUwpe6b8+c6oOoijB3uGGKErgOBaWNF1YY0r6Al/6942jwBd1+V731z86jDW3zIOz0wO9lgfLAhmmFEgy0GTvAssyYFnG/370f9/V6qcYTl1FKt51SEaOUOclS5oOT9xzHgShJ9xNkgGeZ2BO1aLJ3gVBlMFzPd08eJ6FIEiwO11B05XOofHq8xuNWqPaIqQXNXYH0NTWjU6XEKf+uocBAKIpL+xlCjN4fFMdOqRqd8tJcAyLIkOWauPrhuIungVd9RHwez+F98Lrw14uRaPHBUUL8PGJz7G37iDm5E1XcS/JSBduKAfDsNBaC5G3emNUv7yHQylo5bG7FsErSPj9Owd6v8jdtgB6PTdo8IrS+jb8aDE6urzYuLnMP23d6hIU5RgHbfBGO/CKhEeSZHAcg1WXT4Ekyfj9OwdgMepxy5VT8MDvd/jfx3///my8v+0kVi+fBq8gxSRITK2wm3jWIRlZQp2XRFFCZ7cQdK4DXHjw918GTCu0pqG6sUPxvFjT1JEQoXzRqjWqLUJ60VE/gMranvFhs9JTBpkz+vi6cshGK0RN+A3twkwebkFGTWvwEESyLGN360lMNheAj0NXFllngKdgIrhTB4AuZ0TLzh8zE9mGDLy053V0eboHX4CMWpGEcjAMCz7NAo05G3yaJWZfApSCVupbOoPDV17ZhTONHYMGryitz+uV/F/ofNM2bi6DvSO8kKloBl6R8NidLjz2X18hRcvjyVd63rtrLirGb9/YG/A+/uebe3Hx/CLlY0alIDE1w27iVYdk5FE6L9k73IrnOkGQg6a1dXpCnhcTJZQvmrVGtUVIDzryB1BR13Ny6d8fRHWeLrCNR8HkTYUURn9dnwKLBgBwtC64325VVzOa3O2Yml4Yt7HW3ONmAJII/uCXES3HsRxWTPkO7N0ObN77lkp7R5LBSAjlUApa0Wv5sAOq+gevKK2PZRAyzIUkJuFs0I4s935JDxVWZTRoQh4zagSJjYS6IqOTKCoHV/X/fa7n/BdZyFU8Qvmo1giJPlUbuzfffDOuvPJKrFixAitWrMD+/fsDHv/yyy9x1VVX4bLLLsNzzz2n5q4MSWVt+9lglsH7uUUTV1cORpYgZoyPaLnMNBYGLYOjdcFXP8taToAFg6LUrGjtZsSkNDOEnELwh8sAYeAhkvobY7JhSVEJPqvciT1nDqi0h2SkGwmhHEpBKy6PEHZAVf/gFaX1SXLwj3S+MBeSmPizQTsM0xu4EyqsytnlDXnMqBEkNhLqioxOHKccXNU/jLnn/BdZyFU8Qvmo1giJPtWqR5ZlVFZW4tNPPwXPB2/G5XJh/fr1+Mtf/oLc3Fz88Ic/xOeff46lS5eqtUsRq6htR77ViBgMRxuAP7Mfst4IMS0TEMK/ssswDAoygkOqZFnGntaTmJSeD43MQI553FYv9/hzodn5AdjjeyFNKYlo2aVjF+B4yyn8Yfdf8IzlAWQY0lXaS6KW4QRvJFLwVLhhJkrzmVN1QWFU+TlGPHjbAjzxSp8+Y7ctQGoqjxfXXBQQvJKepoPd6QoIt+of3KLRsFi3uiSob5olDkOoEWW+Y0OS5J7/ZGDjvYvR7RLx+A/PQ11zB3bsr8XPb5yL3/y/r/3v4y9umoe3PzmG1cunxSxILJy66l+frMEIqctJ/QWJqixpOjxy50I0tnb5z6fWDAN0OhaP3LEgYFp6qhbrV5fgyT7nxfVnz4uhaknN4CpJEiA62wBJAFgenDGdgqUIUYFqjd1Tp04BAG6//Xa0tbXh+uuvx0033eR//MCBAygqKkJBQQEA4KqrrsJHH32UMI1dl0dAXXMHZk8KPzk4KkQBXH05mPyZECNo6PqMy9Lgo/IuOLoEmA09b+/prhY0uBxYYpsRt1uYfYTMXAimTGjKt8M9eT4QQboyx3K4eurlePnrN/DM9j/g8Yt+Di2vVXFvSTQNJ3gjkYKnlAKhlMJMQs1XYDWGFUaVmsqjvSM4ZIphXHjgxR1B6+wf3JJplLDx3iUQxZ7go3DTmIn6fMfG6x8dxlXnT8B/vrnXH0bl66NrtaRg/W0lMOj5gOPCkMLjvu/PQmpKT6M2FkFig9WVYn1eswat2/6G7uO7oxZoRUh/kiTD6w08n66/rQQMwwSeY29fAJZlodMGnmd1Wg4cxyqGXwEI61w/tP0W4G2oRsM7zwTUjCankIKlCIky1aqnvb0dixYtwqZNm7B582a88cYb2LFjh//xxsZGZGf3NiStVisaGhoU11NTUxPwX319vVq77Vdd71S8FVBtXNMxMF4XpOwJQ1p+fHZPv92DNb39dstae25hHhvHW5j9GAbu8TPAtjWBPXM84sWzUzOxcsp3UGGvwvM7/xuiFPkPAqNJvOpHyXCCNxIpeEopEEopzCTUfHanK6wwKrdbOWTK65WC1uns9gQFt2g0HKwWA3KzUmG1GKihO0Rq1JDv2Lh4fhH+8829IcOonnylTDGkrNsj+YcgilWQ2EB1pVif7zwD08wLe/8dpUArMrKo/Rnk6PL4r9QCvXXT0NKpeO595KWdAfX0yEs74eh0K9ZSuOf6oRCdbf6GLtBbM6KzjYKlCIky1a7szp49G7Nnz/b/+9prr8Xnn3+OxYsXAwAkSQoYM1WWZcUxVF999VW88MILau1mSJV1PUnM2emxHXaIq9kLmdNCNNqAIVyEHZPOQ8cz+La6C+dNTOtJYW45iWLzGGhlFvJQVhpl3jETIB0uA1e+A1L+xIiXn5x9Di4vvggfHv8E//nVK/jJgtXgqT+LonjVj5LhBG8kUmiHUiCUUphJqPmEEGEo/cOoQoVMKQWvxCNIZbRQo4Z8x0bfAKpQYVRKIWWJFjQWqj5ZfVrAvylkZ/RR+zMoVOhUqHC/SIKowj3XD4mkXDOQqEYIiTbVWgh79uyB1+vFokWLAPQ0Zvv23bXZbGhq6i30pqYmWK3WoPXceuutWLlyZcC0+vp6rFq1SqU971FZ1w6dlkO6URe7PruiF/zpPWDGTIcgM8AQ+tZyLINxWTwOnuk5QVd3NaPe1YbzcqbF/RZmP5aDp3ASdCf2Qehog5wWed/b+fkzIcgC/nniC3R6uvDT8/4NadpUFXZ2ZItX/SjxBW/0/YAPN3hjOMtGmy8Qqu+XIKUwk1Dz+YKI+k/vH0blu7Ok/3xKwSvxCFIZLdSoId+x4QugarR3B/ztEyqkLNGCxkLVp+TqCPg3heyMPmp/BvlCp8KpG55VPveGOn+Ge64fEla5ZsBSjRASbap9Q3I6nXjmmWfgdrvR0dGB0tJSXHrppf7HZ86ciYqKClRVVUEURXzwwQe44IILgtZjMpmQn58f8J/NZlNrt/0qah0osKYNpb05ZFzdt2A8XZDypmE4Lezx2RrUOwS0dgjYdTaFeXxa8A8J8eQpnATIMrgjZUNex6KCufju5MtwsPEY1v3zKRxtPhnFPUwO8aofJb7gDV/SZCTBG6GWZQ1GCB12eB1NEDrskGUJkiyhrbsdTZ0taOtuhxTlH3nMqT1hJr4uDr5+XGl6DZrsXahr7kSTvQtpeo3ifBajXnG6NcMQMI3nGaxbXRIwbd3qEuj1HB65YwE2/mgxHrljAR67a5EqoUSkhxo15DuGtu6uwr9/fzaslhS888lx3PeD2QHv9wO3lSCn33GRiEFjivV5zRq07/+0999qBMWpXOtk+KJZP4IgBZxjBUGC2aANOk+uX10CW2Zq2OfeUOfPUOf6aJxvOWM6cq5ZE1QznDGxgjepxkgyYGRZveuWzz//PD7++GNIkoQbb7wRt956K1asWIGXXnoJOTk52LlzJzZu3Ai3242lS5di3bp1ircy91dTU4OLL74YW7duRX5+ftT3W5Zl3PjQPzB3shXfWTg26usPRbf9RXCtlfAuvgtiBOPr9lfnEPDbLW2468JMfCS8j6wUM76XNz9xruyelfrVh+A6HXDf8EuAHXp/wtOOWvz98MewdzuwbNwiXDP1cljTEqB/coJSu34GEs00ZtZghLepJiAUx3rDw2jgJDyz7fdo6mpFtiEDa86/BwXmPLBR6vckSTJqmzsC0pSL8kxwOD1BYVJFOUZ0uLxBAUJKCZ+SJMPudEGQZPBn+48BCJiWnqZDTVOHKoEpJHzRqKH+acyyDICR0dDSDYbpCUk0pmqxY98ZXH7eOIBhwLGJGTQmyxI8rXUQ7PVgNXpIXhf4rHxwvFa9oDhZwmlHraq1TtQxlPoRBAmV9e1B59hCaxpaOlwQvHJvar2GQZYxJexz70DnTrXSmGVZgsfRBEbw9gR1yjJkXgOtOTth+uhSjZFkoWpjVy1qf1lvbuvGbf/xT3z/komYWRyjNGZ3Bwzv/QLMxAvQnTdnWKuSZRlP/8OO3DFdqMz4DNeNPR8TUjKjtKPRo6mrQOqef8F92S2QiqYMa11uwYNtVWXYVfMNREnCrNypuHj8EszOnQYNp4nSHieHeDZ2o0nosKN287qA28BSb3wIj5e/haauVv+0bEMGNlzyS6SnmKKyXbvThft/+0XArW0vrrkIj/7XzqDb3Z66dwmyLdHr96+0baslBc/ed4G/cUzUp0YNNdm7sHbT9qD39o4VM/Dye99G/ViKJqVa5M3ZyFu9EXyaRZVttnW344EtT6ta60QdQ6mfUPWx8d4lWKcwPZHrBYhPzUSKaowkC+ocoKA3nCp2Scx89W4wsgTROmnY62IYBpNztdjrPQwNw2JsajYgJdZVXQDw5hRB0hnAHf5q2I1dHa/FJROWoGTMTOyvP4Sva7/F3ro/wqBJwfwxM3Fe4VzMsE6mIKskohSKI2n1AR/MANDU1QpvFEM/lEJLQoVJCf072KqwbQqoSg6hgst8wVXRPpaiKR4Bcl7Jq3qtk8QRqj5CBVQlcr0AiRW6GArVGEkWdB+CAn9jN1a/CsoyNCe+gGwpgKCLzq9lk20aIL0OY7R54BP1nM+y8BRMBFdzHExHW1RWadIbcf7YBfjJwttw08yrMTW7GGU1+7Dxi02494MH8cHRrRBouKKk4AvF6Yv1uJBtyAiYlm3IgCaKoR++0JK+lIYp8wWiRJPStimgKjn4gsv66htiFe1jKZqUalHtQCoNq1G91kniCFUfvoCq/tMTuV6A+NRMpKjGSLKgb0gKKmvbkWXWQ6eNTb8otvEo2PZaYFwJpGH01e1Ll+4Aq3OBcdgSrq9uX56iycMOqlLCsRwmZBThykkX4+eL78SNM76HTIMFf973Nn758QZUt52J6vZI7CmF4phNVqw5/x7/B7Svj5GpzxAow2VO1WHDjxbjxTUX4Q+/vAgvrrkIqQYe6xVCUiK5tVgpfEVp22oFppD4shj1ePTOhQHhY2tumYetu6uwfnUJZCDouPD18260d8HudEGK09Ws4YTPDZVJn6Z6rZPEYTHqFc+x6alarL+t3/TbSpCepkuI2gglHjUTKaoxkizo5xkFlXUO5FuNMTs5ao5/ClmXBiFjPBClxu4RVxUYmcWZU+mQZymPYZwIJIMJQnY+uGNfQ5hzCcBG//cXnuVRnDUOxVnjcLylAu8f3YIHt/4KPz/vLszKnRr17ZHYYBgWWmsh8lZvDAjBKQCw4ZJfwisJ0LA8TPq0qIZpSJKMji5vQFDK+tUlSDVocM815/pDq3RaLuwgk1DhK2NtJvB9rtqyLIMimwnP3ndB1ANTSPx5vBJ+/86B3uPqthLctXIGXir9FrsONgQcFyzLoKq+PSHCykLVoppBOyzDosCcp2qtk8TBsgx0Wi7oHAv03PHSd7pBz6OmsQNPvBL/2gglHjUTKaoxkiyosduPV5BQ09iBaeNjE+jEdDaDq90PZtJFEKLU0JVkCYe6qmFlclHZwaOuVUZeZmKc4JV4Cicj9estYM+cgFQwUdVtFWeOwx1zb8AbB97Dr7b/Aesu+BGm50xWdZtEPQzDBoV5MICq4Rl2p8vfKAV6+oc9ubkM91xzLh57eZd/vkiCo5TWuXFzmWLICtsnqZkkD7vThSf7H1ev9BxXuw42+Kf5jgueZ/0NXd9jT/xpV9zCypRqUW0sw1JQzijh6HTjkZeCQwA33rsEj/3XVwHTH7ljgf9HIyD+tRFKPGomUlRjJBnQzzP91DQ6IUoyrBmxCafSHP8MAAPBFr0rjNXuJnRI3ZhhKQQDGYerEruPqjenCJJWH/VbmUMx6dJw08yrYUkx49kdL6G+o2nwhQg5K1RQil7LB00LNzgq1DoTPWSFRE8kx5UgyRRWRkaVUMe7UkCVXstTbRBC/Kix248vnCrLHIPGrrsT/MkvwBTMgsBqo7bag11V0DAcClMssGUAh6sTu7ELjoMnvxhc9WGguyMmmzRoU/CDGd+FLMv49fY/wit6Y7JdMvKFCkpxeYSgaTzHDtoPd6B1JnrIChk+X79bLpLjimUorIyMKqGOd6WAKpdHoNoghPhR5fdTVdcOnmORYVL/VhfN8U/ACG6IRfMRreGOJVnCoe4qFKcVQBYEjLNJaHIALe2J/Yump3ASGEkCd3xvzLZpSTHje1O+gyrHGbxz8B8x2y4Z2SxGPdYpBKXYMlODgqM6uj1Yu2k77tq4BWs3bUdlfbtig1dpnesiDLgiI48kyaiqb8f9v/0Cf/34CNbeOj/ouLJmGIKOi/Q0HYWVkVEl1PFuStEGnTutGQY8cBvVBiGkB/XZ7aeirh1jslPBMAyi1P5U5nVBc/wTyGOmw6s1Rm0c3Ep3A7okN8Yb8iBJEsbmAF8eAg5XiVgyI3F/25CMGRAsOeCPlEGcsQSIUaDWxKzxmGWbir8f+RgLC+ZgrCW8Ae7J6MXzLMbaTHjq3iUQJBn82T60LMsEBEfJkoxf/G5bWP1wQ62TpysRSc3R6fb3u92y+zQA4NE7F4HnWPAcA42GxQt/24c7VsyA0aCBs8uLN/55BPdeNwsWo57CysioESqcr8XRjTf+eSSgRv78v4fwo2tmUm0QQgBQYzdIZW07Jo+1qNvQBaA58TkYTxekcYsgR6mhCwDlXVXQMjysnBmi5IXJAGSZZByqFrFkhiZq21GDp3ASDPu/ANtYDSmnKGbbveycpTjWUoFX9r6JRy/8ecImV5PEwfOs4jjcfa/E1jV3RtQPN9Q6SfLq3w9xy+7T2LL7NP77wUuRbTGg0d6FXQcb/AFVPnet7PnMoLAyMpooHe+CKCvWyL+tkJCbmRrL3SOEJCi6bNBHe6cHre0u5GapfIL0uqA5+k/Itsnw6tKjtlpBFnG4uxrFaYWQhN5+XmNtEs40A87uxA678eRNgMxrwB2OTVCVT4pGjwvHLcLhphMoO7MvptsmyYv64ZLBDNbvlvrlEjIwOs8SQgZDV3b7qDobTmVNVzecSnNsKxh3B6RzzockRS886nj3GbgkD4oNYyD3uXo0LkfGnmPAkWoR8ycl8FvOa+DJmwDtqW/hPe8qQBu7KxZz8mag7Mx+/PXAe5ifNxOsCuP9kuQmSTIcnW7/bXPpaTo8cudCNLZ2+cd/tGYYQl6J6798qNvuwp2PJI5Q75mvH6LvVuaVS8dj+ZIJcLlFNApd0GlYPHBbCTa80jv+MvU9JKSXxajHo3cuREOf82xOhgHpaTrYnS46TxJCqLHbV0WdAwCQla7irYTuzp6rumNmwKszR62vLgAc6KpAGpeCTDYNgtSbLpxhBEwGGYeqEryxi54xd3XVR8CdOgBxcknMtssyLJaOXYi3D/4vvjy9B0uKYrdtMvL5goZ8jRarJQWP3bUIoiD7x3v0NVRCNWD7L//g7QtQZDMFzB/ufCRxDPae+fohAkCLw4V1L273z7f21vk4XNGCDfcsBns2gZm+tBPSS5ZleLxSwHl2/eoStDhdeODFHXSeJITQbcx9VdU5YTRoYdCr1yDUHPkY8LohT1gCKYoN3W7RjWPdZzDVNA6CEDiMDsP0XN2trJfh8iT2rcxiejZEoyXmtzIDwNTsYuSkZuFv5R9AjOIVd5L8+gYNAT19c+tbOvHEK4HTnvjTLjg63WEtrzRvuPORxDHYe+brhygIEjZuLguY76lXd2PWxBw88Psd0PCsPwiNENLD3uHGk/3q5snNZfB6JTpPEkIAUGM3wKlaBwpy0lQLp2K6HT3DDRXNgUcT3X7B5d1VkCBhvD5X8fGxNgmSDByrSfBGHMPAUzgZXPMZMK31Md40g6XjFqK+owk7qvfEdNtkZOsfNAQAei2vGFDlVRh6SGl5pXnDnY8kjnDfM0GUFefjWHqPCQlFFJXrq/9vQlRDhIxe1Ng9yytIqKxtR0GOUbVtaA7/A5BEiFFOYAaAA52nkK1Nh0FWTlzOsQApup5bmROdZ0wxZJYFdyT2V3cnZ50DW1o2/lb+Pl3dJWFTChJyeYSww4XCDSKiwKKRJ9z3LFTQjijRe0xIKBynXF/9Q++phggZvWJS+U8//TTWrl0bNL20tBRLlizBihUrsGLFCjz33HOx2B1F1fXtEEQJednqJDEzna3gT24DM7YEXja64SKtghM1nmZMNY2DKAqK87AMMNYq40StDK+Y2Lcyyzo9vLax4I/vA/rdkq02hmGwdOxCNHa20NXdBCNJMuxOFxrtXbA7XZBCDOETD76gId+XLqslBbbM1KBpocKFlJZXmjfc+UjiGOw98x3XLMtg/eqSgPnW3jofW8oq6T0mJARLmg7r+tXNutUl0Os5PHLHAmz80WI8cscCPHbXIqohQkYp1dOKdu7cidLSUixbtizosfLycqxduxbLly9XezcGdaKmJ5zKqtI4l5qDHwAAxLElkKN8n/TejhNgwKBQmw14Q18xHmeTcfg0UFEnYWI+F9V9iDZP4WRoa0+BqzoEccLMmG57UtYEWFMz8e6hf2BJ0XywDP0aHG+JHszUN2iob/ongKBpSvsbavn+84Y7H0kcA71n/Y/rBdNy8MTd54FhGH8g1coLi+k9JiQEjYZDUY4RG+9dAlGUwXEM0lO1ONPcGRQOSAgZnVRt7La1teG5557D3XffjSNHjgQ9/u2336KyshJ//OMfMWnSJDz00EMwm80B87S3t6O9vT1gWn199Ptynqhpg0HPw5KmC7r9ZbgYRy34yi/BnHM+vIwG0ewULMoi9naeRHFaPngRGOjm6DGZMjScjMNVYsI3doWsMRANRnCHvop5Y5dhGCwpKsG7h/6B3Wf2Y0H+7JhuP5piVT9qCxXy8+x9F4QcyifWfEFD/YW7f6GWH+p8JDqiUUOh3rP+x/Wugw2oqG1PqOOakOGIxWeQRsMFXKiwO10J/3lBCIkdVRu7Dz/8MH72s5+hrq5O8fHs7GzcfvvtmDNnDn7zm9/g8ccfx69//euAeV599VW88MILau4mgJ7G7thckyrhVNoD7wK8HkLh3IDxb6PhcPdpdEouTEsbB0kcuB8wxwEF2TKO1kiQZBksk8BXChgGnqIpSDlcBqalDnKmcvCWWqZlT8RnKTvxdvmHKBkzC0wiv1YDiFX9qI2CmUi8qFlDdFyTZBePzyCqK0JIX6o1dt966y3k5uZi0aJFePfddxXn2bRpk//vO+64A5deemnQPLfeeitWrlwZMK2+vh6rVq2K2r76wqkunl+AaLd12caj4Gu/BWZcAa8U/QbTno5jsGiMyGTS4IVn0PnH5sg4VQ/UNsvIz07sBpyncDL0x74B/+12eJddF9NtsyyLxYXz8TShGcUAACAASURBVP7Rf2Ff/UHMzp0e0+1HSyzqJxZ8IT99v8BQ4AiJBTVriI5rkuzi8RlEdUUI6Uu1xu6HH36IpqYmrFixAg6HA11dXXjyySexfv16AIDT6cQ777yD1atXA+gZGJzjgm+tNZlMMJlMau0mAODUmTYIooQx0Q6nkiVo970D2WCBkDMVGOTKa6QavW2ocjfiwqw58AqDN3QBoChHBsP03Mqcn53YJ35Zq4cnfyK0J/fDu+ByICUtptufaZuCLyq/wtsHP8Qs27QReXU3FvUTC76Qn/59dmMROCJJMhyd7qC+uP2nKfWpVFqW+l6OLGrWkDlVh8fuWoT6lk7otTxcHgE5mQZ/aBUdL2Ski8VnkNcrwt7hhihK4DgW6anauH1eEEISj2qN3VdeecX/97vvvouysjJ/QxcADAYDXn75ZcyePRszZ87Ea6+9pnhlNxYOVbQCAMZYozvsEHf6a3D2KsjzrocQ5YYuAOzpOA4OLIq0Vshe5RTm/nQaIC9DxuHTIi6dpzxMUSJxj5sOXdUhcIe/gjjnkphum2M5nFc4D/84/ikONR3HNOvEmG6f9IpXMJNSMNZjdy2CV5AGDctK9FAtEn+SJMPtEQOCdNatLsG7nxzGgRPNdLwQMgivV0RVgxMbN5cF1FChNY2C/AghAOIwzu4DDzyArVu3guM4PP/883j00Udx+eWX4+DBg/jFL34R690BAByqaIEt04BUfRQbf6IX2gN/h5w+Bl5LUfTWe1a35Mb+zpOYahoHJsJ+KGNzZLS0Ay3tid9/RTKmw2stAF++E/CGd/U6mmbnTkea1oB3Dn4Y822TQL6QH6vFAItRH5MvLkrBWPUtnYrhJ45O96DLKs1HRi+704Unz35JB3qOkY2by7ByWTEdL4SEwd7h9jd0gd4aauv0xPzzghCSmFQfeggArr76alx99dUAgA0bNvinz5s3D6WlpbHYhZBkWcbhylbMOCcrquN28ie/ANvZDHnhLRAFMWrr9SlzHoVHFjA9bRykAYYbUjI2R8aOQ8DhahFLpif2rcwA4CqeDeOO/wF3eBfEc8+P6bY1HI+FBXOx5eQ2nGipxDmZY2O6fRJfSkEnei0fVvgJhaSQwQiirHiMcGzv33S8EBKaKCqfZ0UxccZhJ4TEV+K3dFRW29wJR4cHRbYo9ilxOaEt/wByzkR4Uq3RW+9ZHsmLXR1HUZyajxQx8iGEjAYg0yTjSPXI+BIlZtjgzRoDfv/ngOCN+fbn5Z2LFF6Ptw/+b8y3TeLLF3TSl8sjBE1TCj9RWpZCUkhfPMcoHiO+Xi90vBAyMI5TPs9yHF3JJYT0GPWfouUnWwAAY7KiF06lPVAKCC7Iky+BJEW/QbnTeRjdkhuzTRMhSkO7ajw2R0ZNs4xO18j49dM1cQ5YVye4I2Ux37aO12JB/mx8U1eOY82nYr59Ej++YCzflymrJQW2zNSgaUrhJ0rLUkjK6OYLnmq0d8HudCE9TYd1q0sCjpG1t85H6WfH6XghpJ/+9SNJMiwKNbRudQksaVQ3hJAeMbmNOZF9faQBmWY9Mkx6ROMuZralApqKHcDEZXBzKYj2wL1dogtfOg9jUloh0iQNRAy1sSvh6+MsjpwWMbc48Q8DMTMXQmYuNHs/hThxLqCN7cDwiwrmYE/tAWze+xY2XLJmRCYzk8gpBWMZU7Sob+3EPdec60/QVbr6Fq9QLZKYQgaW5Rjx1L1LIEgyeJaBTsvihu9Mxi1X0vFCiM9AgX9FOUZsvHcJRFEGxzGwpOmg0UR+1xshJDklfitHRV5Bwr5jTVgw3RaVhi4kEdo9r0NOMUMsmAM5in2AfbY49kGQBcwzTYLoHXpf4CwTYDLI+PbUyGjsAkD31IVI21YK/putEBZeGdNta3ktLhp/Hv7nyL/w5ek9WFw4P6bbJ/HjC8bysTtdeOSlnUFjOD573wUB8yktS0avUIFlz953AbIthoB5TVEeBY+QkW6g+vEFURFCiJJRfRvzoYoWdLsFTCq0RGV9mkMfgms7DZy7HBFmRoWlyt2IvZ0nUGKZCq0wvF/7GQYoHiOjol6Go3Nk3MospmfDUzgJfPmXYNqaYr79mbapsKVZ8dq+UnjCHNeYJB8KniJDQccNIUNH9UMIGapR3djdc7gBPMeiIArj67L209Ac+hBy0Vx4jHlR2LtALsmDv7fsQDqfhqkpRZDk4Z/gJ47pWceBU+GN0ZsIXJPnAxwPzY73on6L+GBYhsVl51yAlm473jvyr5humyQOCp4iQ0HHDSFDR/VDCBmqUXuWECUZ2/fXYtr4jOGn9nld0H31J0CXBvGcCyCJ0R1qSJIllLbsQLvYhf9jXQAxSuPNmlMBm0XGN8dFSDFuOA6VrDOge/J8cLUnwR3aGfPtj7MUYLp1Et499A9Ut52J+fZJ/FHwFBkKOm4IGTqqH0LIUI2Mzpoq2H+sCc1t3fje0gnDu0Aoy9Dt/jMYZx2waDW8UnTDRCRZwvutX+GY6wwuzZ4PvcBCRvQaptOKJGzdx+HEGQkT80dGoINn7FRomk5D89WHkHInQM7Iien2/0/xMlTYT+N3u17BhovXQMtrY7p9El8UPEWGgo4bQoaO6ocQMlSj9sruP8uqYDRoMD7PPKz1aI7+E/zpr8FMvwLulMwo7V2PTtGFvzZ/hn1dp3B+xkwUcBmQo3wFdnyujFS9jB3lI+dWZjAMumZeAFmjhXbr64CrK6abT9Ua8N3Jl6Kq7Qz+9M3fYrptkhh8wVNWiwEWo56+cJGw0HFDyNBR/RBChmJUNnZbHN3YVV6PhTNyh7Ue/uQX0O5/F3LBLHhypkIOMaZut+RGo7cNp1x1ONFdi0pXPc64m9HibUe36A5owMqyjGavA5859uN3de/hlKsO37GWoFibCzHKt0cDAMcCM8ZKqGyQUdUwcoIeZJ0BXXMuBtPeCu3HrwIxDoyamDUeSwpL8EnFDrx/ZEtMt00IIYQQQggZ3Ki8jfntT45DkmWUTB367a/8iS+g+/p1yHnTIEy6JKAh6pI8ONx1GpXuelS7G9Emdg64LgYM9KwWWoZHl+SGVxbAADgnNR8l5inQCIAoqnfldVqRjPJKGf+7y4O7l4+c24KErDx0zb4Qhq+3QPvP1+C55MaYjr970fjz0OZqw1/2vwMdr8Fl5yyN2bYJIYQQQgghAxt1jd2KWgc+/LISS2ePQZpeG3nvV9EL7d6/QXPyC8i5UyFMvQKCKMIrCTjmOoPyrkoc7z4DERJSuRQUpFgxU1sMPaeFDhqwYCDKIgRI8MoiPBDgkbxwS154ZQE6VosM3ogcTTo0EgvJK0axh64yDQ8snCJhy14OXx4SsWT6yDksvHnj0S0uRcr+L6B770V4LrsFsjkrJttmGAYrpnwHXknEy1+/geYuO34w/btg2VF5wwQhhBBCCCEJZeS0aqKgo9uLX722ByaDFhfOLYi4Eck2HIF271vgHDXA5IvQlTcLxzsqcairGke6T8MjC0jjUjAnfSKK9DaYoYegdEWW6fd/pbaRIENC9G9bDmVCroyTdTK2fCMgJ51B8QgJqwIAT8EkSClGGL7eAt27v4Mw5yII0xcDnPqHN8/yuG7alfjH8c/w98Mf40jTCdw570YUmKM//BQhhBBCCCEkfKOmsVvb3IGnX92DuuZO3HvtLPBcmFffRC+42gPQnNwGruEw2o0ZqJh9KQ5KThw9/SbcshcprBZTTeMwTp8LC2PoueVYBASMnNAnhgEuminivZ0c/vqpF1cskDG3mAPDjJxbmjvOX4mUQ19BU/YRuENfQZyyAMLEOYDBpOq2OZbD8kkXo8ich49OfI77P3oC5xXOxYXjzsM060Rw7Mj54YAQQgghhJBkkbSNXa8gornNhdONTuw+1IBP9pyGlmdx98pzYcsw9F7VlWVA9AKiB/B0Q+xqgdDRgM7OOnS2n0ZXRz1aWQkNKSmoKy5As+wGnPuRwmoxxTQW41JykcmmQhAEyJIMcQQ1cPvT8MDyBSK27uPw/k4Bu4+KmDWBQ6GVhSmVQaoeYBO48SsZjOicdyn4ptPQnyqHZvfH0Oz+GFKGDZJtLCRLDmRzFmR9KmS9AdClACwPROm24xm2KZiQMRZf1XyDspp92FG9B0ZtKmbkTEZRej4K08cgIyUdZr0RaRoDNJxmxPyYQAghhBBCyEgzIhu7vjCo+vr6kPM8/ueDqGtxAQA0HIO5kzKxYEomeNaFpuZu/3yWPX/EH82dsGs4SP0bHikAUgw98/FpyNSYMUlrQRZnQhq0ELwC5A4R7WiP7hOMs2XTgcoGLQ6e1uCj3b03e587VsQls0dAYrMuHZiyBNpxThhaaqG3N0Bz7Gvwgldxdo/FhoZlq6K2+XNNkzBt8jmo7WrAqfYaHG48gS9Pf604b5rGgJ/MuBXZKRkDrtNms4Hno1Ou4dQPIckkmvUDUA2R0Yc+gwgZumh/BpHIMHK0B26NgT179mDVqoEbJykpKTh35mwwLA/m7JU7QQi+6qrRaDBz+hRkW7PBoKchxzKAzMqQAUiSDPnsdWBZlqM+zm2i813JlSEDkoTa2jNx3qOh4frcti7JPRf0JfT8X5aAiqpKuD1uVbbNslxvwrUMyJIM2bcTMlBxsgKNjY0DrmPr1q3Iz8+Pyv6EUz+EJJNo1g9ANURGH/oMImToov0ZRCIzIhu7LpcL5eXlyM7OBseF1x+yvr4eq1atwuuvvw6bzabyHo489PqElgivTTR/FRxK/URTIrye0ZAszwNInucS6nlE+1f1eNdQKMnwPtJzSAz9n0OsP4OS4TUMx2h5nsDoea5Kz5Ou7MbXiHzl9Xo95s2bN6RlbTYb/boyAHp9QkuW12Y49RNNyfJ6JsvzAJLnuaj9PBKlhkJJhveRnkNiUOM5RFI/yfAahmO0PE9g9DzX0fI8RwIaEJQQQgghhBBCSNKhxi4hhBBCCCGEkKRDjV1CCCGEEEIIIUmHe/TRRx+N907Eik6nw4IFC6DT6eK9KwmJXp/Q6LWJrmR5PZPleQDJ81yS5XkMVTI8f3oOiSHezyHe24+V0fI8gdHzXEfL8xwpRmQaMyGEEEIIIYQQMhC6jZkQQgghhBBCSNIZkY1dQRBQU1MDQRDivSuEjDhUP4QMD9UQIUNH9UMIiaUR2ditr6/HxRdfjPr6+njvCiEjDtUPIcNDNUTI0FH9EEJiiY/FRp5++mnY7XY89dRTAdNLS0vx61//GpmZmQCAZcuW4Wc/+1ksdokQQgghhBBCSBJTvbG7c+dOlJaWYtmyZUGPlZeXY+3atVi+fLnau0EIIYQQQgghZBRR9TbmtrY2PPfcc7j77rsVH//2229RWlqKq666Cvfffz8cDoeau0MIIYQQQgghZJRQ9cruww8/jJ/97Geoq6tTfDw7Oxu333475syZg9/85jd4/PHH8etf/zpgnvb2drS3twdMo34ehISH6oeQ4aEaImToqH4IIfGmWmP3rbfeQm5uLhYtWoR3331XcZ5Nmzb5/77jjjtw6aWXBs3z6quv4oUXXlBrNwlJalQ/hAwP1RAhQ0f1QwiJN0aWZVmNFd92221oamoCx3FwOBzo6urC9773Paxfvx4A4HQ68c4772D16tUAem55vvzyy7Fz586A9YT6VXDVqlXYunUr8vPz1dh9QpIC1Q8hw0M1RMjQUf0QQuJNtSu7r7zyiv/vd999F2VlZf6GLgAYDAa8/PLLmD17NmbOnInXXntN8cquyWSCyWRSazcJSWpUP4QMD9UQIUNH9UMIibeYj7P7wAMPYOvWreA4Ds8//zweffRRXH755Th48CB+8YtfxHp3CCEkYoIk4lDjcTR3tsZ7VwghhBBCSAgxGWf36quvxtVXXw0A2LBhg3/6vHnzUFpaGotdGHUkSYaj0w2vIEHDszCn6sCyTLx3i5ARzy148Ognv8FJexV0nBY/Pe8OzM2bEe/dIkmEzt+EqINqi5DRJyaNXRJbkiSjqr4dT/xpFxrt3bBaUvDg7QtQZDPRSZ2QYXp139s4Za/GtdOuwI6qPfhD2V/wu+X/AT2vi/eukSRA529C1EG1RcjoFPPbmIn6HJ1u/8kcABrt3XjiT7vg6HTHec8IGdkaO1vwyakdWDZuIaZbJ+PyiRfC4XbiH8c+jfeukSRB529C1EG1RcjoRI3dJOQVJP/J3KfR3g2vIMVpjwhJDh8c2QIGDErGzIIMGQXmPBSlj8FnlTuhUrA9GWXo/E2IOqi2CBmdqLGbhDQ8C6slJWCa1ZICDU9vNyFD5RW92FZdhrl5M5Ci6a2vadZJqHM24rSjNo57R5IFnb8JUQfVFiGjE1V4EjKn6vDg7Qv8J3VfvxRzKvUpJGSo9tUfQqenCzNyJkNG71XcqdnFYMDgy9Nfx3HvSLKg8zch6qDaImR0ooCqJMSyDIpsJjx73wWUOEhIlHxZvQdGbSryTbkB01O1BuQZc/BtwxH8YMZ347R3JFnQ+ZsQdVBtETI6UWM3SbEsA4tRH+/dICQpCJKIfXUHMdM2FVD4XlSUPga7avbBLXig47Wx30GSVOj8TYg6qLYIGX3oNmZCCBnEseaT6PT+f/bOPLyN6tz/39m0b15kO87ibJQlbGEJhBBCAg1cUtrLcgu3LUvbC4QWQltuKAW6AoVCoQ3lwi303svyo1AKBEppKW2AAkkgAUKABJKQ3Xa8xJYty9pm+/0hS5asGWlkjWxJfj/P4+exzpw5c5zoPe85M2e+3wgOqZuheXx6zVTIqowdPbvGuGcEQRAEQRCEHrTYJQiCyMP7B7aAYzhM9U7WPD7N2wwGDD7u3DbGPSMIgiAIgiD0oMUuQRBEHrZ0bsOs2hbwLKd53MpbUe+sxWe9e8e4ZwRBEARBEIQetNglCILIQTgewa6+fZhZMy1DhXkkze4G7OnbT367BEEQBEEQZQItdgmCIHKwZfcGqKqKKXu2gQn26tab5G5EMBZCINI/hr0jCIIgCIIg9KDFLkEQhA7SQC82vvX/wKkqpu7cCstf/geIRTTrNrsbAQC7ArSVmSAIgiAIohygxS5BEIQOB19+CDsFoMXZAPHkc8CE+sC/+4pm3SaXHwyAHT17xrSPBEEQBEEQhDa02K1gFEVFYCCKrkAYgYEoFIXeFSQIs4h17EJgx7tos/KY6ZsCydeI+JTZ4Le9C0QHs+oLnIBauw/7+9vHobdENUBjOkEUDsUNQRC54Me7A8ToUBQVezuCuO1/30FXIIKGGjtu+cZJaGnygGWZ8e4eQVQ8/e+8iL1uJxQAU+y1AIDYrKNh3b8d3LZ3IR+zKOscv7MercEDY9xTohqgMZ0gCofihiCIfNCT3QqlfzCWGtwBoCsQwW3/+w76B2Pj3DOCqHyUWBiDn76NtklTwTEsGmzeRLm7FpK3HtyujzTPa3DWoWuwB3FZHMvuElUAjekEUTgUNwRB5IMWuxWKKCmpwT1JVyACUVLGqUcEUT0Mfvo2VCmOfVYOzY46cGm74sSm6eAOtgGD2arLfmcdFFVBe7BzDHtLVAM0phNE4VDcEASRD1rsVigCz6Khxp5R1lBjh8DTfylBFMvgp2+D8fixJ9aHaS4/VHV44iROmgEAYPd9mnVeg6sOALCvv3VsOkpUDTSmE0ThUNwQBJEPGg0qFK/Tilu+cVJqkE++p+J1Wse5ZwRR2SjxKCJ7PsJAyyGIyHFMGnpfN3Xc5YNidYBr+yzr3Dp7DRgwaO3vGKvuElUCjekEUTgUNwRB5IMEqioUlmXQ0uTBL687DaKkQOBZeJ1WEmQgiCKJ7N4MVYqjzeMFIkCD1Z1ZgWEg1U0C37EHUFWAGY45juXgs3nQPkDbmInCoDGdIAqH4oYgiHzQYrfMUBQV/YMxQ4M2yzKocdvGuIcEUd1Edn8IRrBijxqFnbPAxzuhKFJGHam+GZb2nWD6D0L1+TOO1Tlq0BHqHssuE1VCckxP5oGD/RGavBPEEHrzI5oLEQSRC1rslhEkoU8Q409k78ewNh+CXaFOTHM1QFHkrDpSbRMAgOncm7XYrbX7sLljK1RVBcNQ3BKFQXmAILKhuCAIYrTQO7tlBEnoE8T4IoUCEA+2gmmcjv3hHkxx1ANQs+opLi9UTgDbtT/rWJ2jBjE5jv5ocAx6TFQblAcIIhuKC4IgRgstdssIktAniPEluncLAKDd5YQCFZPsPu2KDAvZVw+2O1t1uXbonPaBrpL1k6heKA8QRDYUFwRBjBZa7JYRJKFPEONLZO/HYCx27GPiAAC/1aNbV/L5wQY6ATnzfd46Rw0AoC14oHQdJaoWygMEkQ3FBUEQo4VGiTKCJPQJYnyJDr2vu3ewGz6LE3bWoltX9vnBKDKYQOYTXK/NDY7h0EaKzMQooDxAENlQXBAEMVpIoKqMIAl9ghg/pGAPxN4DcBx6EvaGPsUUpz9LhTkd2Z3w32V6O6DWN6fKWYZFjd2LA7TYJUYB5QGCyIbigiCI0VLyxe4vfvELBAIB3HnnnRnl7e3tWLlyJXp6ejBjxgz88pe/hNPpLHV3yp5SSegXYmlEEBORaOunAAC1bhLau9fj8JqWnPUVpxcqw4Lpzd6uXOeoQWfoYEn6SVQHucZkslIhiGz04oLmNwRB5KKk25jXr1+P1atXax776U9/iq985St4+eWXceSRR+KBBx4oZVcmNEnJ/v9c9Qa+edvf8Z+r3sDejiAUJVtlliAmKtG27WB4AQc4QIWKBpv++7oAAJaF4vKC7c1+gltr96FrsAeKQuIpRDY0JhOEOVAsEQSRj5Itdvv6+vCrX/0Ky5cvzzomiiI2btyIs846CwBw/vnn4+WXX9ZsJxgMorW1NeOno6OjVN2uSkiyf+JC8WOcWNsOWBpasHcw8US2zpJnsQtAdteA7ctWXa5z1EBSJByMBEzvJzG2lCKGaEwmJgqlzkEUSwRB5KNk25h/9KMf4bvf/S4OHMje4hcIBOByucDzicv7/X50dmq/3/boo4/i/vvvL1U3JwQk2T9xofgxhiqLiHfsgvPI07A33A0Hb4WbtUBR5Zznye5aWNp3AWIcEIbFrOqG7IcODHSiwVlX0r4TpaUUMURjMjFRKHUOolgiCCIfJVns/vGPf8SkSZMwf/58PPfcc1nHVVUFw2S+TzHyc5LLLrsM5513XkZZR0cHvvrVr5rX4SonKdmfnhBIsn9iQPFjjHjnXqiyCEvdZOzteQ9TnX4oav7JkuJO2AwxfV1Q/VNS5TWpxW4Xjmk6ojSdJsaEUsQQjcnERKHUOYhiiSCIfJRksfuXv/wF3d3d+NKXvoT+/n6Ew2H8/Oc/x0033QQAqK2txcDAAGRZBsdx6O7uRkNDg2ZbHo8HHk/+7YSEPknJ/uRWH5LsnzhQ/Bgj2rY98YvPj9b9PTi16UgA+d/5kpOL3d4DGYtdt9UJjuHQEeouRXeJMaQUMURjMjFRKHUOolgiCCIfJVns/t///V/q9+eeew4bNmxILXQBQBAEnHDCCfjLX/6Cc889F88//zxOO+20UnSFAEn2E0Q+Yu07wDm96FBFSKqCRpvX0HmKwwOV5cD0ZL6DxjIsvDY3ukiRmdCAxmSCMAeKJYIg8jGmPrs333wzlixZgjPOOAM//vGPceONN+LBBx/EpEmTcO+9945lVyoSSVIQGIhCklXwXEKCnze4VYesLAhCn1j7DlgaZ2B7OPEkts7iMnYiy0Jx+cAGOjHy7d4amxfd4V7DfYjGJbR2hmCzcpjS4DZ8HlGZJMfkpG3Kwf5Izok62asQhDaFzG+KmUcRBFGZlHyxe/755+P8888HANx+++2p8smTJ+Pxxx8v9eWrBklSsKcjiDse2ZDaqvODy+dhepOHBmqCKAI5PACx9wDsh5yA/eGDEFgOXt4BVcktTpU6310DPpCtyOyze/Bp92eG2ti0rQv3Pvk++gYSCqKnHTsZ1150LGyWMb0fSYwxSduUkVswW5o8GQtZo/UIgtCH5lEEMTGh6K4QAgPR1AANJNQG73hkAwID0XHuGUFUNrH2HQAAS+0k7A/3osleC6jGPRpllw9sOJhQZE6jxubFoBhBWIzonJng/W1d+MnD6+G2C/jGuXNw5olT8eYHbVj11CaoBfSDqDyM2qaQvQpBFA/NowhiYkKL3QpBklVNeX2JjNMJoiii7TsAMOB8jWgN92CSoxaqASXmJIor8X4vM5C5ZdlnT5R3hXp0z+3sDePux9/FlEY3lp9/NGZP8WHJCdNw1vwWvLW5Ha+8s7fwP4ioGIzappC9CkEUD82jCGJiQovdCoHnGDTU2DPKGmrs4GkLG0EURaxtB4S6ZoRUCf1iGH6D4lRJFMfQYrc/U4yqxpZQIO0c1Fdkfmj1R5BkBZf+y+EZ9msLj5mMliY3nnj5U8REY9upicojaZuSjpZtitF6BEHoQ/MogpiYUKasEGrcNvzg8nmpgTr5rgmJThHE6FFVNSVO1TqYWKzWWQoTh5KdiUUt05f53m7yyW7HQPb7vACwYWsHNmztwBdOnQGHTcg4xjAMPn9SCwIDMbz01q6C+kNUDknblPRxXcs2xWg9giD0oXkUQUxMSP2kQuB5FtObPLjz26dCUlTwLKkIEkSxiL0HoERDsNRPRms4sd24TnAW1ohggWKxgenP3K5s522wchZ0aNgPKYqKx17aikn1Thx3qLbH+MxmL2Y2e/Hntbvxr4tmkxBRFWLUNoXsVQiieGgeRRATE1rsVhA8z8Jf4xjvbhBE1RBr3w4A4H1N2N/9AVy8DTZWgKoWtnVYcXrBBDMXuwzDwGf3onswe7G79sN27O0YwDfOnQNAf8Fy4hGN+MM/tmPzjm7M1VkUE5WNUdsUso8jiOKheRRBTDxosVsGiKKMQCgGWVbAcSxqXFYIAldUm+TJqI+iKghGQxAVEQIrwGNzgWVYw8eJ6iHWtgOMYAPnqcP+vT1odtYVJE6VRHF6wPd2ZpXXL6H5EAAAIABJREFU2DzoHswUrlJVFX/4+zZM9rtwyBQfckmjHDGjDg4rj7+u30OL3QlE+vhtFVjISsI2hWESi16WZVJbmGmcr0xy5RnKQYWhNd9RFFXTT5fmRuNDId9p+v4TZkOL3XFGFGXs7RzI8n1raXSPesFLnoz6KKqC/f3tuOvNB9Ed7oXfUYsbFl6Nqd5msAyb9zhRXSTe150OVZXRFunFSQ2HATmXn9rITg8srTsASQT44fdvfTYvdgX2QVXVlADV+9u6sLdjAJcvOyLvlQSexTGf82Pj1k6Eo2LWu71E9ZE+fte4bbh02eFY9dSm1Fi+4qK5ePHNnbj8C3MgSgqN8xVIrjwDgHJQAejNdziOwU8ffjtrXtXaHaKYGWMKmVfRHIwoBfTNGWcCoZi271to9P6J5MmoTzAaSg2iANAd7sVdbz6IYDRk6DhRPShiDLHOPbA0tKArGkRckeC3ekbXlkPbfqjG7kVcFtEfG0iVrX79M9R4rPjcNJ+hto+cWQdJVvDeJ9pCV0R1kT5+X7DkkNRCF0iM5ff9YRPOOLEFHT2DNM5XKLnyDOWgwtCb73T1hjXnVRQzY08h32n6/hOlgBa744wsa/snyvLofd/Ik1EfURFTg2iS7nAvREUydJyoHuKduwFFhlA7CW2RxP95rcU1qraUpCLzCJEq35D9UNeQSNXejiA27ziIxcdPRa53ddNpafLAZRfwxgeto+obUVmkj99uh6A5lrsdAmwWnsb5CiVXnqEcVBh68x2bhc8q05tvUcyUlkK+0/T9J0oBLXbHGY7T9k/kuNFvqSFPRn0EVoDfUZtR5nfUQmB5Q8eJ6iHatgMAwNc0on1osVtTqBLzEMnFLkbYD9Uk7YdCCa/dv67bA4FncfTsesNtsyyDI2bUYtO2bvLcnQCkj98DYVFzLB8Ii4jGJRrnK5RceYZyUGHozXeicSmrTG++RTFTWgr5TtP3nygFFOHjTI3Lqu375hq9fyJ5Murjsblww8KrU4Np8n0Qj81l6DhRPcTad4Bz14GzudAeCaDG4oIwyneCVIsNimAFG9R+stsR6kYkJuHVd/fjxCMaYeULex//iBl1iIkytuzsyV+ZqGjSx+9nX92B6y6emzGWr7hoLtZs3IumOieN8xVKrjxDOagw9OY7DbUOzXkVxczYU8h3mr7/RClgVFUd/X7ZcaK1tRVnnHEG1qxZgylTpox3d4pmWI1ZBccxpMZcYoaV/iQILJ9DjVn7eKVTbfEzWvbdvxwWfwu8J5+LH330NOyCDf866fhRt+d6czVgc0E898qM8nvWPoS5k+bgEHUx/uuZzfjOxceioaawJ8iiJOPW/92As05uwfLzjx51HwlzKHUMaaoxywoYkBpztZArz1AOKoycaswj/HRpbjQ+FPKdrvbvPzH20L6AMoDj2KFtNInBl+PSFl5pAzPPseBYICbmH6TJk1EflmHhs+sLEeU7TlQ+0kAvpP5uOOcshKKqOBAJ4CT3YUW1qTg94PuzPXV9Ng+6B3vw2Qd7MK3RjcYaZ8F6zwLPYUazB+9vI5GqiYAsKxAlBbKsIAbkvAFK43xlkivPUA4qDEVRIUkKZFkFAwWKopKfbplRyHeavv+E2dBid5zJZRMEIOvYdRfPxWMvfYLAQJQk8wlilETbtgEALHXN6IkNIK5IqLe4i2pTsbvBtCdEr8AOL0xq7F7sDRxAZ3s/vnLWoaMwNkrwuWk1eGntbnT0DKKpbnTvFhPlTyns6AiiWpEkBXs6glnxMr3JA37Eu7hky0gQExPaFzDO5LIJ0jq26qlNuGDJISSZTxBFEGvdBoYXwHnq0R4JAAB8oxSnSqI43GBUBUx4IKPcZ/MiGAvCZmFw2PRanbPzc8jUhFXRJnq6W9WUwo6OIKqVwEBUO14Goll1yZaRICYmtNgdZ3LZBOkdczuEjHoEQRRGtHUbLI0zwLDssBKzpfjFLpDttesW3ACj4ugjXODZ0Q+5fp8dboeAzZ9lb5UmqodS2NERRLUiyapmvEhKdryQLSNBTExosTvO5LIJ0js2EBYz6hEEYRxFiiN2YBcsjdMBVUV7JAC3YIetSGuD5GIXIxSZ+3oSN6emTituCyrDMJjR7MWWXT2oQF1BwiClsKMjiGqF5xjNeOE1tiWTLSNBTEwowseZXDZBWseuu3gunn11B0nmE8QoiR/YBSgSLHUJFdD2SACN9hooSnEetorNBRUA05/5ZHf3Z4mFKW/P3lZXKDOavegbiOHAwcGi2yLKk1LY0RFEtVLjtmnHi4ZwG9kyEsTEhASqxhmWZdDS5MEvrztNUwo//VhSjfmGS08gyXyCGCXR1k8BAHzNJKhDT3aPrZtVfMMcB9XmBBMKpIqCAyJ271Jgq2UQiBXvkTuzOSFct/mzg2j2k+9gNSIIHFoa3bjj26eaakdHENUIz7OY3uTBnd8+NctmaCT55lsEQVQntNgtgkL82vJZCOnZR5CFUCbD/msiBFYg/zWiYKKt28D7GsFabeiLDSAsx1BnLU6JOYnicIMdGF7sfrA1CFVl4eCd6Iv1Fd1+ffK93e3d+Jf504tujxgbjOYKSVIS3qCyCp5j4PfZNSftRGVA+cpc8saRgbc7aE41caD4I5LQYneUFCJhr1WXLIQKR1EV7O9vx11vPojucC/8jlrcsPBqTPU20wBGGEJVVcTatsE29QhAVVJKzMWKUyVR7C7wgWG15Pe39GNykxUWixuBWCDHmcZIvre7dXfivV2GoTGj3DGaKwqxUCHKH8pX5qIXR1P8Lk2rLoqbiQ3FH5EO/Y+PkkIk7MlCyByC0VBq4AKA7nAv7nrzQQSjoXHuGVEpSH2dkAf7ITRMAwC0JZWYi7QdSqI43GAiA4Aio+tgDB3dMRw62wmn4DLlyS4AzGj2IDAQw4Eeem+3EjCaKwqxUCHKH8pX5qIXR7pWXRQ3ExqKPyIdw09233vvPfT29maogC5durQknaoECpGwJwshcxAVMTVwJekO90JUpHHqEVFpJN/XFWomAQAORAKwcxY4WAtUtTiBKiDptauCCfXj4+2JmJ7SZEF40I2dwR2QVQkcU9yGmhnNXgDAhzsOorme3tstd4zmikIsVIjyh/KVuejFkUxxQ2hA8UekY2jWdfPNN+ONN97A9OnTU2UMw0zoxW5Swj59kNWTsNerSxZChSGwAvyO2owBzO+ohVCkZQwxcYi2bgNjsYNz1wJQ0RYJoMleA1U152bTsNduAFt2sJjcZIXdxsIVTyxK++N9qLXWF3UNv88Ol13A5h3dOJve2y17jOaKpIXKyHpaFipE+UP5ylz04oijuCE0oPgj0jG0wlq/fj3+/ve/4/HHH0/9PPbYY6XuW1lTiIQ9WQiZg8fmwg0Lr4bfUQsAqXcwPDZ6ukUYI7r3Y1ibDwEzpGRyIBJAg70GhpRNDKDYE4vdcGcn2jqimNXigArAJSTK+0Wz3tv1YOvuXvLbrQCM5opCLFSI8ofylbnoxZGuVRfFzYSG4o9Ix9Atjvr6ethsNHCkU4iE/ci6ZCE0OliGxVRvM24/8/sQFQkCy5O6HmEYaaAXYk87HJ87CQAQkqLoF8OmKTEDCYEqFQx693cBqMHUZguA4cVuIBbADBNy7fRJXny0swddgQgaax3FN0iUDKO5ohALFaL8oXxlLrniiOKGGAnFH5FOzsXuK6+8AgCYPn06rrnmGpxzzjng+eFT8m1jXrVqFf72t7+BYRhceOGF+PrXv55x/P7778ezzz4LjyfhHfnlL38ZX/3qV0f1h4wHhUjYk9y9ObAMC5/dM97dICqQ6N4tAACLfyoApJSYay0m3ullWah2J+I9PWios8Dl5KACsHN2cAyHQLR4r10AmD4pEQNbdh1EY+00U9okSofR8Z/nWfhr6OZFtUD5ylz04ojihtCC4o9IknOx+/jjj2d8fvLJJ1O/53tnd8OGDXj77bfxpz/9CZIk4ZxzzsGiRYswc+bMVJ2PP/4Y9957L+bOnTva/lckI70UvU4L+gfjkGQVVoEFGAaSXJh3Lz0hJojcRPZ+DNbqAOepB6CifehdHp/F3EmSaHXDEgxi9ufsqc3RDMPAKbhMsR8CgMZaB2wWDh99dhBLTqDFbiUzMh8IPIt4UrxKBawWFrICQzmBICYioigjEIpBlhVwHIsalxUMw2TE1Wif9tI8iyAqH0OL3Q8//BBHH310xrF169blbHjevHl47LHHwPM8Ojs7IcsyHI7MSeXHH3+M3/72t2hra8OJJ56I73//+7Baq/vdVT0vxTfe34+tuwO4dNnhWPXUplF595JfL0HoE9n7MayTP4dkdLRHAomtTZwdiokKjT2KE7VsO6ZNzhzLXLwLfXFz7IeSW/q27u7NX5koW7TywY2XzQPPM7jtf95BjdtmOCcQxEREFOUsn90fX3EyRFHBz4v03qV5FkFUBzmjfuvWrdiyZQu+//3vp37fsmULNm/ejJ/85Cd5GxcEAffddx+WLVuG+fPno7GxMXVscHAQhx9+OFauXInVq1cjGAzigQceyGojGAyitbU146ejo6Pwv7RM0PNSPHPedFyw5JDUpCZ5rBDvXvLrJUZSbfEzWqTgQUiBDlibZiEpRtVushJzkvaIE142jJoRu6NdghuBqDlPdgGgZZIH7QcH0R+imC8lpYwhrXxw56MbwLMsugKRgnICQZQjpc5BWj67Xb3h1EI3WTYa712aZxFEdZDzye6TTz6JtWvXoqurC9dcc83wSTyPz3/+84YusGLFClxxxRVYvnw5nn76aVx00UUAAKfTiYcffjhV7xvf+AZuuukmfPe73804/9FHH8X9999v+A8qd/S8FDkWcDuEor17ya+XSKfa4me0RPZ8DACw+KekytojvZjumWTqYldWVOwMunCCHeBjA5DtNaljLsGFqByFqMQgsMXvYEm+t/vJnl6cfOSkotsjtCllDOnlg+RDo0JyAkGUI6XOQbKcPReyWXhTvHdpnkUQ1UHOxe6tt94KAPjVr36VtQjNx86dOxGPx3H44YfDbrdj6dKl2LZtW+p4e3s71q1bhwsvvBAAoKpqhvhVkssuuwznnXdeRllHR0dFCVmlo+elKCvAQFgs2ruX/HqJdKotfkZLZNcHYB0esJ46QFURlePoiYdwos1c8YrWbhWdohOwA9ZIP2IZi92EInNfvA9+W6NeE4aZ0uACzzH46LODtNgtIaWMIb18kJyTF5ITCKIcKXUO4rjsuVA0LpnivUvzLIKoDnJG7MaNG7Fx40aceuqpqd/Tf3LR2tqKW265BfF4HPF4HGvWrMHxxx+fOm6z2XD33Xdj//79UFUVTzzxhObTYo/HgylTpmT8NDU1jfLPHX/0vBT/sWEPnn11B667eO6ovXvJr5cYSbXFz2hQFRnhXR/ANm0OGDXpr5t4d9ZUJWYAO9tlBNREm5bBzPdzU167cXO2MvMciykNbmzZZY7CM6FNKWNIKx/ceNk8SIqChhp7QTmBIMqRUucgLZ/dhloHbjLBe5fmWQRRHeR8svuzn/0MABCJRNDe3o7Zs2eD53ls374ds2bNwgsvvKB77qJFi/Dhhx/iX//1X8FxHJYuXYply5bhiiuuwIoVK3DUUUfhZz/7Ga6++mqIoojjjjsuy5qoGtHyUvQ6LTh34Sz8ywIVVp7F3StOy6u8WYjPL0FMZGIHdkGJDMDWPDtV1hYZUmIWnKZea+cBBXavAyrDQAhnLnadQmIR3BszT1SqpcmDtza3IRqTYLMask0nygitfCDwLOKygju+fWpKjdlITiCIiYggcGhpdOOOb58KWVbBcUxKjblY712aZxFEdZBzdvTiiy8CAL7zne/grrvuwnHHHQcA2LJlC/77v/87b+PXXnstrr322oyy9Pd0zzrrLJx11lkFd7pcyCVJP9JOQnOgHdqqxjAMeJ6FKikAw4BjAUnOvp5Wm2Z496qqAnmwH6osgeF4cE4vmCHjbUVVEIyGICoiBFaAy+pAKBZOfSaTbqLciezcBICB4G9JlbVHAuAYFl7eDlXRCLZREBNVtB9UceKhLMR+J4Rw5hNcK2uFwAoImLjYnT7Jg39uasW2fQEcc4jftHaJsSPdIzQ5xvMcA0lWISsKYiJg4Vkoigpx6DjLMqmnSxPZFiVX7iqGkXnPY0vcqBpZRrmvPJDl5Lu4KgAGsqzCYmFT8yqeZwubm6Vh1CO70ilVLJmJVlyyDKtbThBJDD0K2L17d2qhCwBz5szB3r17S9apSiCXJL2iqJr2QtObEu8Hph87aU4jLl56WEbd6y6ei8de+gSBgaihNkfjHZdEVRXEu/ah8493QurvBu/1o/HfboSlYRpUAPv723HXmw+iO9wLv6MW1y+4Cs9seQnvtn8Iv6MWNyy8GlO9zTSwEGVLeOf7sDTNBGuxAkNiVAciAfhtXjBq6p5T0ezvUqCoQFOtCjHqBB8NZhxnGAYuE712AaClyQ0GwMc7D9Jit8JJ2hC98f5+LJw7BXc+ujHNjuhE/GXtbnz42UGsuGguXnxzJy7/whyIkjJhbVFy5a5iJumKqmTlvZULr4aFFXD7P+9LlVHuKw+iUQmtB0NZcyN/jQ3/ueqNjNiY4ndl2RSZMY+qdEoVS2aiFZc3LLwakz1NaAt2ZJVTbBLpGPom2Gw2PPfcc5BlGZIk4cknn4THY66wS6WRS5Jez14oMBDNOnbGiS1ZdVc9tQkXLDnEcJvFIA/2pwY4AJD6u9H5xzshD/YjGA2lBhAA6A734p61v8XpM+anPt/15oMIRkNF9YEgSoUcHkCs/TPYph6WWugCiSe7jfYaKKo5T3UBYE+nApYBGrwKRKsTQjiYVcfJu9EfM8drFwBsVh5NdU58vJPe2610kmP8mfOmpxa6QNKOaCPOOz2RE+77wyaccWILOnoGJ7QtSq7cVQxaee/uNx9ER6g7o4xyX3kQjMQ150axmJIVG1o2RWbMoyqdUsWSmWjF5V1vPoi+SFCznGKTSMfQYvf222/H448/jqOOOgrHHHMMVq9ejTvuuKPUfStrcknS69lJSIqadUzPWsLtEAy3WQyqLKUGuCRSfzdUWYKoiKkBJEl3uBcuiyPjs6hIRfWBIEpFeOd7AFRYm2akyiRFRle0H36b19Rr7elQ0FQLcKwK0eYEHxsEJ2fGhktwoS/WB6hmPU9O+O1u3x+AJJMdRiWTHOM5Frr2dMnf3Q5B115lotii5MpdxaCX92y8JauMct/4o2U91BWIQFaU7DKdusXOoyqdUsWSmejFpazKmuUUm0Q6hha7s2fPxurVq7Fu3TqsXbsWTz/9NKZOnVrqvpU1SUn6dJKS9Ek7iZHHeJbJOpa0lhhZdyAsGm6zGBiOB+/N3P7Ie/1gOB4CK8DvqM045nfUIhQPZ3wWWBLGIcqTwU/Wg3PXgfMNW/10RPugQEWd1W3adURJRXuPiin1ic9xa+IdP2HEVmaX4EZciSMqR0Y2MWqmT/IgLirY1VY+d+GJwkmO8bICzbE+eS8jmR+S9ioj600UW5RcuasY9PJeVIpnlVHuG3+S1kPpNNTYwbFsdplO3WLnUZVOqWLJTPTikmM4zXKKTSKdnFnx9ttvBwAsX74cy5cvx4033ogbb7wx9Xkik0uSXs9eKCkolX5szca9WXWvu3gunn11h+E2i4FzetH4bzemBrrkuxqc0wuPzYUbFl6dGkiS7+y+vnt96vMNC69OiXcQRDmhRAcR3vUBHLPmghmxhRkAvLxD79SCae9RE4sUX+IJgWhNqDxbopkLUNeQInOfaN57u9MnJRbtW2grc0WTHOP/sWEPbrzsxBF2RCdi9euJnLDiorlYs3EvmuqcE9oWJVfuKgatvLdy4dVocvkzyij3lQceu0VzbmS1slmxoWVTZMY8qtIpVSyZiVZc3rDwavjsHs1yik0iHUZV9ffTvfrqq1iyZAlWr16teXykUfhY0draijPOOANr1qzBlClTxqUPgEE1Zg3Z+5HHfC4rQlERoqSA51hwLBATC2uzGIypMUsQWD5NjTnxmVTvKo9yiZ9SM/DRP9H9p/tQf+4KCN66VPnzrRvxfOsG3DDnfDCKOVs+3/pYwt/fk3D5UgU2QQEfG8Qh77+AzqPOxsGpx6bqBWK9+PPe5/Hl2RfjUO8cU64NAL984j3MmuzFj/7jZNPaJPQpVQwlx3guqcY8ZKVi4VlE4zJYlgHHMqTGPETp1ZiH8xyArDLKfaPD7PiJRiUEI/FUvHjsFlgsnGZslGoeVelUlhpzZgzqlRNEkpzP+ZcsWQIAeOONN3DWWWdh0aJFsNvtuU6ZUOSSpE+3k9A6L10Sn2GGJycMA7gdVng1Jiy52iwGhmHBu2q0+8qw8NmHxchkRYKqSFAVGSoSAyQMDCqSIqEvEoSkyuAZDj67BzxtMyFKSGILcy14nz9LnKrW6gEHBma93bi/S0GNC7ALKlQAksUOlWHAj7AfcgmJp7C90R7AxJvm0yd58OneXqiqmjGeEJVFMjckJ+j13uHFa/rN1WTZRLFF0UMrd5kxaR+Z95IkyyRFQm+4TzOfkQ3K2GOxcBBEFkAibiwWTjc29OZRuR5eEKWjkHjRi0u9cpp3EkkM/a8vXrwYL7/8Mm699VYcd9xxWLp0KRYvXgyXi7YJFIqWZdEPLp+Hp175FO9s6Sxr+whZkbC/rw13r31o2JJhwZWY6psMLscAIikS9vW14561v82wMJrma6aBhygJSiyMyK4P4DpqUcYWZgA4EOlFo90HxaSnuqqqorVbQUsjoKbMs1mIVics4cxtzAIrwMpZEYibt40ZSCx239/WhdauEKY2mvcuMjF25LKzA6B7rNzyxHgyFhYqufIZy7Ca9ihkg1I6csWN0dgwo41KZrysh/TshMyIF5p3EukY+jZ98YtfxK9//Wu8/vrrWLp0Ke69916ccsoppe5bVaJlWXTHIxtwxoktqc/lah8RjARTC11gyJJh7UMIRrItVtLpiwRTA07yvHvW/hZ9ec4jiNEyuONdqLII27TMrcKKquBApA8Ndh/MctjtC6kIRYHGEZsjRIsTQiRbNMrFu9FnotcukFjsAsCWXfTebqWSy84u1zFimLGwUMmVz/TsUcgGpXSYERsTPb7Gy3qolPFC804iHUO3NzZs2IC1a9di3bp16Orqwsknn4xTTz211H2rSvQsi5JWQ8nP5WgfISraEu+SkturVNKRhpdN9DgliHQGP1kHzlULzlcPpD3B7Y4NQFRl1FnM8wlv60ksmus9mTEr2lyw9h/Iqu8UXAiYvNit89rgsgv4aOdBnD1/uqltE2NDLju75O96x4gEY2GhkiufqYpKNihjTL64Gas2Kpnxsh7SsxMyI15o3kmkY+jJ7qWXXornnnsO5513HtasWYNf/OIXOPfcc0vdt6pEz7IoaTWU/FyO9hECqy3xzrNczvN4HWl4jsl9HkGMBiUWRmTnB3DMPi5LgOrAkBKzz+I07XrtBxVwLFDjznxSHLc6wcfC4GQxo9wluNEf6894j7hYGIZBS5MHn+zpzV+ZKEty2dnlOkYMMxYWKrnymZ49CtmglA4zYmOix9d4WQ+VMl5o3kmkYyiS33jjDXznO9/Bxo0bcdZZZ+Hqq6/GE088Ueq+VSValkU/uHwe1mzcm/pcrvYRHrsHKxdcmWnJsOBKeDSEAdLx2T24fsFVWRZGWoICBFEsw1uYj8g61h5JLAZrBHNthxp8ADNiW3TSfijba9cFWZURkgdN6wOQ2MrcHYigp988D19i7MhlZ5frGDHMWFio5MpnevYoZINSOsyIjYkeX+NlPVTKeKF5J5FOTuuhkfT29uL111/H7373O3R3d2Pjxo2l7JsulW6dMlL1z223YCASrwgVQFmREIwEISkyeJaDx+7JKU6VJKmKJ6syOFLFG1cqPX7y0fHHOxFr3wn/+d/NerL7u51rsLlvH6499BzIJmzRUlQVdz4Zw+HTgJMPy2zPHuzC9C3/wP55FyFYPyNV3ja4H6+2/R3fPPwKNDumFd2HJK1dA3jg2Q+x8mvH47S51ff/Wk6UKoZyKcKSWqwxxsJCJVc+IxuU/JgdP2bExkSPr/GyHiplvNC8k0hi6H991apVePPNN9HR0YHFixfj+9///oQRqDI6+eA5FlBVxEQFPFeYd9tY20cUM6hxLI8aZ+JOWXLhKyoyBJaD2+ZGKB7RlJDnWR71Q+eNlJof9u4VIbA8nAoAKa7ZN7J1IHKR3MLsPOo0TQ/d9kgAjfYaKHneMzdKb1BFTAT8GjfARWvi7rQl0pdRnrQfCsQCpi52J9W7YBE4fPTZQVrsVgDJ/KEoKmRFhaKosPBswn9Oo96wHZF9Qk3Cc6GVyzJgWAMe8sO5BICh/MIyLHiWh6qo4Fl+hNenCAYMOLIAGzNEUYYoKZBlJfXZai1sUVONNl56cz29cj0LSi1Gzv/yPfjQm7vp2QZpIcoi+qIDkBUZHMvBZ3ND4ATd+unzTmJiY2g0GBwcxI033ojjjz8+y8Pxz3/+M77whS+UpHPjTaFWENddPBePvfQJAgNR/ODyeZje5Mla8I63xL1ZEvNaNkTXL7gSz2z5C95t/1BXQl5Lav76BVfhmS0vpc67/oRLILz8CNTBvoy+lVKmnqgOwjveS2xhnpq9hVlVVRyIBHBc/SEoYENLTtqHxKlq3dkLa8lig8qwEEZ67fKJSXUgZq5yMscymNboxtbd9N5uuZPMA0+8/AnOXTgL9/1hE2rcNly67HCsempTRm4QeBY/fmj9hLREyYVeLgMvoPPJW8E5fahd/DV0//n+rFynAlm55OZFKxBXRNydJ79o5SGtc5fPuwR/3f4aLjrqXMpRJSQWk7C/O4Q7HtmQYec41e8qeMFbTejFh+CfArG7tag5YKE2lGbM3URZxP7+A1lWQlO9k3IueAkCMPjO7k033YQTTjgha6ELAP/zP/+boZUhAAAgAElEQVRjeqfKhUKtIFY9tQkXLDkkZScUGIgW1OZYYJbEvJYN0T1rH8LpM+anPmtJyGtJzd+z9rcZ593z7uMQFl6Q1TeydSDyEfpkHThXDXifP+tYnxhGWI6jzmreOzsdvQlxKp9TY/E85LUrjPDa5Vgedt5huiIzkHhvd3/nAEIRMX9lYtxI5oEzTmzBfX9ILG4vWHJIaqELDOeGjp7BCWuJkgu9XCYFOiD1d8N3ynmphW76cXmwXzOXdIS6U4vVZJnRHKZ17n9veBynz5hPOarE9IfjqYUuMGzn2B+Oj3PPxhfdud5AX9FzwEJtKM2Yu/VFB7SthKIDhtsgJi5F32o06wlJOZJLjj6fhVBXIAJJyf63GW+Je7Mk5vVsiFwWR8bnkRLyelLzI89T7e6svpVSpp6ofJRYBJGdm2CfdRwYjXEpKU5Va6ISc2dARb0XYBjtcVC06nntmm8/BAAtk9xQAXyym/x2y5lkHnA7hFQ+SP89SVcgApuFzyqbKJYoudDLZayQ2IrK2ly6uU4rl9h4i6H8Usi5LouDclSJkWXtOZUsV+/c1Ah68QGl+DlgoTaUZszdZJ1ryia9kkRUN0UvdrWe9lYLo7GCSFoINdTYwWtsMxtviXuzJOb1bIhC8XDG55ES8npS8yPPYyIDWX0jWwciF+HPhlSYpx6mebx9yHbIK5i52FU039dNErc6wYez73Y7BRf6Yn0aZxTH1AY3OJbBRzsPmt42YR7JPDAQFlP5IP33JA01dkTjUlbZRLFEyYVeLlPExI4qJRrSzXVauSQqxQ3ll0LODcXDlKNKDMdpz6k4rnrnpkbQiw+wxc8BC7WhNGPuxulck8tjfUkQgAmL3WqmUCuI6y6ei2df3ZF6Z0RL7GC8Je7NkpjXsiG6fsGVeH33+tRnLQl5Lan56xdclXHe9SdcAvHNZ7P6RrYORC5Cn6xPbGGuadQ8fiASgJ2zwMGa837PYFTFQASodevXEa1O8HFtr91gPAgV5t6Vtggcmv0ubNlFT3bLmWQeWLNxL1ZcNBcNNXY8++oOXHfx3Kzc0FTnnLCWKLnQy2V8TRN4rx9961bD/4VrNHOdVi5pcvmx0kB+MXru8nmX4PXd6ylHlRivw4IfXD4vy87R67CMc8/GF925nttX9BywUBtKM+ZuPptb20rIliMBE8QQBVkPaXHeeedh9erVZvXHEGNpnVKwGrOkgGdzqzGPt8S9WRLzI22IhtWYc0vIj5SaH1ZjliCwnEE1ZrJ1GC3VaD2kxCPY+6tvwHnEqXAfvUizzp1bn0dEkfDv0xZAVYvfBrrrgIxHXxHxxZMVNNdpt+fp3o3Jn63HzkVXIOqsS5Xv6N+OtzvfwnVHfw8ewbgCphH+un4P1n/Ujj/cvgwWge56lwIzYiiXGrMkD+cGABPaEiUXemrMqTLeAqhKHjXm4VwCwFB+yX1uQo05qTRLOSobs3NQLCahPxyHLKvgOAZeh2VCi1MlKVSNuRAKtaE0Y+5WqBozQSQpejSo5nd2gdxy9KOVqh9viftCJeb1SLchSuKz5x94tKTmjUrPFyJTT0wcwjvegyrFYZt2uG6d9kgvDvO1mLLQBRLv6wJArUd/DBy2H+rPWOy6hER5X7zP9MXu9CY33vxAxbZ9ARw1q97UtgnzKCQPVJslilno5TIj+U0vlxjJL8WcS5iP1cqjgRa3WejFhxlzQK35Xy7MmLsJnAA/WQkRo6Do0eHcc881ox8VidGnvgLPwmUT0BeKQZLVgn14y5VCPG8lWcRAJAhRlSEwHNx2D/ihO3LS0N265B1Cn82dOkYQRhj8dD04py+xhVnjBtygFEW/GEG9zbzJaGdAhcMG2AVAb7krWhPvB1vCel67vZjmnGFanwBgerMXDIDN27tpsVuhiKKMQCgGWU7sGhIEFnGRnuwmyfVkKu/T3qEyFfqeuum5LemjKysSFFWFCpU83scJvTlXerxwHIsalxUC7WrRjRNFkSAP9AGKBLA8OLcPbIHvlRcy/zOrHb26ZvWFqF5yfrvzLWRffPFFfPOb3zS1Q5VCIR68J81pxMVLD8vygdPy4a0UCvFNk2QRrf3tWZ5sU7zNAIB9/e24Z4Rf7zRvMy14CUMoYgzhnZvgPGy+pgozMCxOZa4Sc0KcStVd6gKSxT7ktZu52HXyTjBgEIiZ74lrt/KY5Hfiw89IpKoSEUUZezsHMvJFuof7RPfZzeUVDyCn926yrOHff4ROTtHMX0C2B+/3FlyBmCTiv955hDzexwm9Odfkeif2dWX77LY0uif0glcvTvj6yZC69qPz2buGyy+4AULjNMMLXjN8cwttR6/uZE8T2oIdRfeFqG5yfhN++MMf5vyZyBTiwXvGiS2aPnBaPryVQiG+aQM6nmwDkeCQd1q2Xy95pxFGiezaDFWMwTrlUN06w0rMDt06haAoKrr6VNTne1DMMEP2Q5mLXZZh4eCdJVnsAsDMZi927A8gJpItQ6URCMWy8kW6h/tE99nN5RWfz3s3WdYf7NLNX1q5rT8aSi10R9Ynxga9OVffoLbPbiA0cWME0I8TJdSXWuimyp+9K/Gk1yBm+OYW2o5e3b5I0JS+ENVNzts48+bNS/3e19eHSCQCVVUhyzL27dtX8s6VM/n8ctOP6fknavnwVgqF+KaJqo4nmypDVhnyTiOKYnD7O2CtDgh1zbp12iMB8AwHN2eHaoLnZe+ACkkGat35YzhudULQsB9ylch+CABmTvbirc3t+HRPL445xJ//BKJs0PMNTfdwn8g+u/m84nN57yZRLLYc+UsdtQcvUTr05lzks6uNvs+urOu/axQzfHMLbUevrqwzv6TYJNIx9Ix/1apVWLBgAc4880ycffbZWLp0Ke68885S962sKcSDV88/UcuHt1IoxDdNYHQ82RgOPHmnEUWgKjLCO96FbfpRyBVNByIBNNlrAJPFqWpc+SdUotUJPtKf1T+X4EYgFjClPyOZPskDlgE+2N6dvzJRVuj5hqZ7uE9kn91cXvH5vHeTsPGobv4qxoOXKB16cy7y2dVG32eX0/XfNYoZvrmFtqNXl9OZX1JsEukYypgvvPACXnvtNZx11ll45ZVXcMcdd2D27Nml7ltZU4gH75qNezV94CpZYbMQ3zS3jieb2+4Z8k7L9usl7zTCCNF9W6FEQrBN0VdhBoC2SC8a7D7TlJg7AgoYBvA5jSx2XeDjEbAjvHbdghuD4iAkRdQ5c/TYLDwm+1303m4FUuOyZuWLdA/3ie6zm8srPp/3brLM62nQzV9auc1rc+HbJ11OHu/jiN6cy+fU9tmtcU3cGAH044R1+dB4wQ2Z5RfcAM7tM9y2Gb65hbajV9dn95jSF6K6MeSze+GFF+KZZ57B/fffjyOPPBKnn346li1bhpdeeinneatWrcLf/vY3MAyDCy+8EF//+tczjn/yySe4+eabMTg4iBNOOAE//elPwfP578aUi0/oqNSYFTWvD2+lUIhvWlKNWVLlxHZSDTXmdO80EqcqHeUSP2Zw8G+/w8AH/0DDv/0ALKe9GyAqx3HVxodx9uTjcaxnqinX/f2rcfT0K7hwYf6tUp7uPZj82TrsXPQfiDqH1ZH3DOzCmwdex9VHXoN6a6Mp/Urn5bf3YO3mdjx12zmwkS2HqZQ6hobVZRPq/aTGnIm5aszZ+Ss9t/EsN6TGLENRFVJjNoHRxk9+NeaEzy6pMScYGzXm0fvmFtqOXl2z+kJUL4a+3TzPY9++fZg5cybeffddnHrqqYjFcr/8v2HDBrz99tv405/+BEmScM4552DRokWYOXNmqs7KlStx22234dhjj8VNN92Ep59+Gl/5yleK+4uKZORg6rZbMBCJay5oc/kkKooKSVIgyyoYJJ4m8TwLVVJgEVgEw3FIcmGTl3xG4BkDGG8BwzCadZNm4KIiQ2A5uG1uhOKRYZsFVUVMFiHkMQof6ZsmyiJ6on2pRauHFcDGo2A4HrC7AIaBqjIAw2BQjCAeDaYmDfU63mkjJeVdVgdCsXDBEvPp7Vg4CxRVgaRINGmpYFRVxeC2DbBNm6O70AXSlJit5u0W6AyoaDJoUyjaEgrQ1kh/xmLXLSRiJxDtLclid2azF29sasPWPb047tAG09snCkdrsg4gVWYRWIiiAmnIQqXeawPHsRNOkCoj1/EWqLIIyMMT81TeY7nEu4l9XVk5j/fUQQXQPzTuMwwDVuDBqCqcoT4wLDe0t02FqEjoCfeBQcIrl2f5VG6TFAl9aTdqa+xe8EM5ceQxC2dBTI6l8gqgb2+kBVmo5GbkvEpR1BFzJxWA9gOHarhJpDcHzFWuyjKgyFDBQFWVoXIVw4Z5KlRV1f3u6bUtyRJERUrpq0iyBAtv0e27XvuyIme0IysywGrHTXLeJqsyGCXRJsuwpnj4EtWNocXuVVddhR/+8Id48MEH8etf/xrPP/88Tj/99JznzJs3D4899hh4nkdnZydkWYbDMayE2tbWhmg0imOPPRYAcP755+O+++4b18XuSGl7LcsgI7YPkqRgT0cwSwr/jff3Y+vuAC5ddjhWPbWpoDZz2S0k79SJnfvQ+exd4Jw+1C7+Grr/fH9WXUVVsL+vLcMG6PoFV+KZLX/Bu+0fwu+oxbdOuhS///AF9EX6sXLBlZjqm6y74E0iyiL29x/APWt/m9Gua8sGIBZG+LjTM66Zfg2jUvMnNB+NC+csy7iGEYn59HZ8di++cvSX8MA7j5FMfYUTO7AT8kAPbMefnbNe25B4RY3FHCXmmKiiL6RiToux+nFrYtJrCfUC9bNS5e4hr92e2EEcYkrPMmmZlBhTNm/vpsVuGaBlnfLTK+dDlBTc9r/voMZty8oNN10+D1YLhx8/tL6gfFHJpOc6zVx24Q2AYEXvmsfhO/EcdL/0gGY9LXuh5fMuwV+3v4Z/P/QsSKqEX254NOvYhXOWYZqvGTzLQ1Ik7OtrH5HXrsI035Bt3ohj31twJV757A183Pkpbl60AnFFxN0GLVHMsnOpVvTmVVP9LuzvzrQe+vEVJ0OWVNz2f9nWkJUaN3pzQME/BWJ3q2GLIc4/GXJ3KzqfvXs4Vi66GR08g7vfyvzuTfE0QdJom6mbhNZgZ1ZcTPE0aS549b7bk1wNaA12ZLXjtDjws9d+lVG32d2oMce8KhWrBJELQyPo4sWL8eijj8LhcOCFF17A7373O9x66615zxMEAffddx+WLVuG+fPno7Fx+OlFV1cX/P7hl+T9fj86Ozuz2ggGg2htbc346ejoMNLtgjFiGWTE9iEwENWUwj9z3nRcsOSQ1GSmkDZz2S0AgDwwLCfvO+W8VNIfWTeoYQN0z9qHcPqM+anPD7zzGL502NKURVAwkq0kO5KEhdBvs9pl5i4Gd/yZWddMv4ZRqfnTZ8zPuoYRifn0dr502NLUQreQNiqVsYyfsSa8YyPAMLA0zshZrzXSC57h4OXMWez2BBN3xL0OY2qfsmCDwvIQwpliVBbOCitnQ0+0NO/VWgUOUxtc+PAzEqkqBrNiSMs6paNnMFWmlRt+/sgGdPQMFpwvKpn0XKeZy565C1KgA55jFqP7pQd062nZC/33hsdx+oz56JbCqYXuyGP3rP0t+oZyXl8kqJHXEse1jt279iGce+iZ6A73oiPUnVroJo/nyjVm2bmUG2bFj968qj+cbT3U1RtOLXSTZZUeN7pzwIG+giyG1MFgaqGbLO8P9aQWukDady8S1Gy7PzaoGRf9scK+2/2xkGY7kiJlWwxpzjGHY5UgcmHodsjg4CD+67/+C2+99RY4jsOSJUswc+ZMWCz6WxaSrFixAldccQWWL1+Op59+GhdddBEAQFEUMMzwHTZVVTM+J3n00Udx//33G/17imKktL2eZVA+2wdJVjXP49jRt5nPbgHK8HHW5tKtK7LQlGl3pT31Sv/cHe6FZMAGSFa05d9lVYHKcjmvaVRq3mVxjEpiPr2d0bZRqYxl/Iw1kZ0fwNI0C6zFAuSQHmgL96LJXmOaOFV339Bi14A4FQCAYRC3uWAZzFZe9ghu9JbIaxcAZgxtZQ5HRThs9B78aDArhrSsU2wWPlWmlxtsFj6rrJqth9JznV4uYwUbICBnPT17ofS8o3UsaWcCAJKOrYmsylB12kg+hS3UrsgsO5dyw6z40ZtXaVkPpcdVet1Kjht9K6FCLYayy/ViRdJpQ3e+pzNX1LUN0mmHGeFdkKtuMlYJIheGnuzecsst6OzsxA9+8AOsXLkSO3fuxG233ZbznJ07d+KTTz4BANjtdixduhTbtm1LHW9qakJ393AQHTx4EA0N2VvtLrvsMqxZsybj54knnjD0xxWKUcugfLYPPMdonicro28zl90CAIAdPq5EQ7p1BR2rn1A8rPnZ76gFb8AGiNOzEGJYcIqc85pGpeZD8fCoJObT2xltG5XKWMbPWCKHg4gd2AnblENzLnSBhBJzk6PWvMVuvwKWATwGn+wCQNzmghDO9tR1CR70Rku32J052QtFVbF1d+muUe2YFUNa1inRuJQq08sN0biUVVbN1kPpuU4vlyliNOOYVj09e6FQPKxrJZTMDxyTyHm8jq0Jx3C6x5ShcaZQuyKz7FzKDbPiR29epWU9lB5X6XUrOW70rYQKtRjKLteLFV6nDd35ns5cUdc2SKcdFarhuslYJYhcGIr8rVu34p577sH8+fNxyimn4N5778XGjRtzntPa2opbbrkF8Xgc8Xgca9aswfHHH586PnnyZFitVrz33nsAEvZGp512WlY7Ho8HU6ZMyfhpamoq5G80jBHLICO2DzVum6YU/j827MGzr+7AdRfPLbjNXHYLAMC5h+Xk+9athv8L12jW9WjYAF2/4Eq8vnt96vO3TroUL3z6SsoiyGPgxf+EhdBVWe2qm16D/N4/sq6Zfg2jUvOv716fdQ0jEvPp7bzw6Sv41kmXThiZ+rGMn7EksnszABXWxum560lx9MZD8Nu8pl27u09FjRtgGOOLXdHqBh8JghmxMHdbPAjGg5BV8+2HAGBaoxscy2DT9q6StD8RMCuGtKxTmuqcqTKt3HDT5fPQVOcsOF9UMum5TjOXXXgD+JomBDe/Bv+yb+nW07IXWj7vEry+ez38vAP/Oe8yzWPXL7gqJXbjs3s08lriuNax7y24Ei9u+wf8jlo0ufxYWYAlill2LuWGWfGjN6/yOrKthxpqHbjl69rWkJWK7hzQ7SvIYohxetB4wcrMWHHVYeWpGt89u0ezba/VqRkXXmth322v1aXZDs/y2RZDmnPMq0iYijCEIeuhSy65BKtWrUJt7dDTsVAIV155JX7/+9/nPO83v/kN/vrXv4LjOCxduhTXXnstrrjiCqxYsQJHHXUUPv30U9xyyy0IhUKYM2cO7rjjDkNbo0tp+1CIGnMuJElBYCCashryuawIRUWIkgKrwEJWMO5qzJIig89QYx6yWVBVxGURfB415pGIIyyERqoxD0QHUtdkOR5xuXCp+WE15sIk5tPbsXDCkKqfPCFl6qvBeqjrxd8gvP1dNFx4AxjoD2GfDXTg1i3P4mszF2OK1ZwF732rY6hzq1hyrPHthb6OHZi0eyN2LPkW4rbh5LwruBNrO/6Jbx+5ArVWf44WRs9Dz38EhgHuu35xSdqfiJhpnQJoqTEPW6gk1ZirSVU2H0bUmOXB/oSqrCIDigLwQlbOG7YXEsGAAcswCTVmBWBYDoMshrYJD2+cTKoxJ0kqLsuqDI7hMo6PPJZQY46n8gqgb2+kxUSxUBlt/IycVyUtHLWsh6oxbgpVY9azGJJlEUqoLxE7LAfW5QPDcprfPb2241Ic/bFQar7ntboMqjFntj9y3uizucHp9CVXLBJELgx9S5qamnDBBRfg7LPPBsdxWLNmDerr61NbmW+55RbN86699lpce+21GWUPP/xw6vfDDjsMzzzzzGj7XhJG2gkpivGnN+nwPAt/TaYgTk2Rvm8Mw4J36fudMAwLhuOgQk3YKuhs2+RYHjVpVj+qqsAly1BlGQzHAAwLhwIwTGICIIUCqYGOcbgxkLL+4eFUAEjxxBYbpxf+oXZTA2TqmlzGNY2iJSmf/FyITQNJ01cPqqoismszbFMPy7nQBRLiVADgM0mJWZJVBAZUHNJc2Hni0MTXGu7LWOwmFZkD8d6SLXZnNnvx2vv7EYqIcNnpvd3xRM+uLlmWXAyrSEzQOY7NaXFXKeS7UTuS9FyXOpdhAUWG3H8we9ELKaH5wbBDdkQypGAPGI6HN8e1fAb6zrM86p21qXwTiPSn8k3yWC7S846iKuiLBHVzFuWp3GjNqwCA49ihLcrVFTcj0ZsDyrKY0G9REu+Sy7IInrdmzgk5LhUHLMtB5fiEURPHg2UTx7S+e3rXZFk2cYOISZg9sWzumzJ6322BE1LzxnS06hqJN4LQwtBit6WlBS0twz4by5YtK1mHygktq4hyla/Pa9eQZlOkd16yrv8L16D3tf8H1ulD7cIvpxT97J+bh9gZF2faFp1wCYSXH4E62Je6BoCcNklmQDYNE5d4117IoQCszfkNe9rCvbCwPDycHYoJQi89QRWKWoA41RBxW2JRawkHgNppqXKPJZHQe6I9mGWeDXAGMyd78ep7+7Fl50GcdOSk0lyEKJpKyjeFkM82z8i5vf98KmUzNNKCqPPJW4dz1xevA8Px6Fp9j6m5x4x8QzmrNFRr3BhFkmJZVkKNF6wE/JMh93QYtioqJEZyWXLRk1aiHDH0zb7mmmvwH//xH/j85z+Pb33rW/jmN7+Ja665JvVTrWhZRZSrfH1eu4Y0myK985J1u/98P3ynnAfPMYszpOuZuUuybYvefRzCwgsyrpHPJskMqtWmgchPZNcHAACLf1qemkPiVCYqMR/sL1CJeQjR6oDKMBAGM4WiLKwVFtZSMvshAJja6AbPMfhgO1kQlTOVlG8KoZh8kDw33WYo1caQBVFG7vrTKsiRoOm5x4x8QzmrNFRr3BhFy0qo89m7oQ4OFGRVVEiM5LLkIohyxNBid/PmzTjzzDNx1VVXoaurC6effjref//9Uvdt3NGyiihX+Xojdg0pmyKd89LrsjZXVjuq3a0p/a7a3RnXyGuTZALVatNA5Ce86wMIdVPA2p1567aFzVVi7hqyHfK5Cny9gWEhWl2JJ7vpxQwDt+BBoIT2QwLPYlqTBx/uLN2CmiieSso3hVBMPkiem9OCyEBZsbnHjHxDOas0VGvcGKYAi6FcVkWFxEguSy6CKEcMLXZ/8Ytf4JFHHoHP50NTUxPuuusu3H777aXu27ijZRVRrvL1RuwaUjZFOuel11Wioax2mMiApvQ7ExnIuEZemyQTqFabBiI3SjyK6P5PYJt6WF7LoUEpij5xEPU2896BO9ivwOcCuAKUmJPErS4Igxr2QxZ3Se2HgMR7u/s6BhAcjJf0OsToqaR8UwjF5IPkubksiIyUFZt7zMg3lLNKQ7XGjWEKsBjKZVVUSIzksuQiiHLE0GgQjUYxe/bs1OdFixZBlqv/Do6WVUS5ytfntWtIsynSOy9Z1/+Fa9C3bjWCm1/LkK5XN72abVt0wiUQ33w24xr5bJLMoFptGojcRPd/AsgSLE0z89ZtG7rzXG8x72XY7n4VdW7kkcXSJuG124+Rb5G5BQ/6Yn1QSnhXfNbkROx9RE93y5ZKyjeFUEw+SJ6bbjOUamPIgigjd33xOnB2j+m5x4x8QzmrNFRr3BhFy0qo8YKVYJzugqyKComRXJZcBFGOGLIe+vKXv4yHH34Yl19+OVavXo1du3bhe9/7Hp5//vmx6GMWY2mdomUVUa6iByPtGqAqhtQvRyplgmGhDikssw43lPCAhhqzBIHlMtSY069RqPrmaJgoNg1mU8nWQ72vPYG+t19A40W3gOVy/1+/1vkxHtn9T6w47Fw4TLjjrCgqbn8ihmNnAyccUvjWw9r2T9C4dxO2ff46SMLwk4id/TuwrvNNXHvUd+GzlEZpUpYV3Pp/G7D4uMm45stzS3KNiUSpYqiS8k0hFJMPUuem2wyxXKYac3ruStaBamruMSPfUM5KYHb8VGvcGEWSYlAHgykrIcbpAc9bC7YqKuiaZANEVBCGvpnLly/H1772NRw8eBDf+973sHbtWvzsZz8rdd/KgkqSr89nTTTa89gRx4zcvRttXwqBbBomHpF9W2FpaAHLccj3fLUt0gsrK8DFWU1RYg6EVEgKUFPo+7pDJBWZreFeSN7JqXL30JPnQKy3ZItdjmMxs9mDzTvoyW45U0n5phCKyQf5zi11nkliRr6hnFUaqjVujMLzVsCbbV2nFztmzM/IBoioJAwtdpcsWYJZs2Zh7dq1UBQFM2fOxCmnnFLqvhEFku47y7M8nJIMRooDLA/G5UUoHsnrSTvShHzkeS6rA6Ehn12e5aGqKuKKCJ5JmIEjEsp7t7BUT32N+u4W4s9LlA+KGEOs/TO4jz4dRjYSt4Z7MclEcaruIXEqr2OUi92hSa51sBeD6YtdIVHeGzuIGe7ZmueawazJPry0bje6esNoqDXHd5ggzCTzKW7+p7Oau5LSnuxCsCKkShAVGSzLgWUYsAwHj82V8ryVVDmRv/I8mUo+yTJaHxh9rqEcRWihN3eSZRFKqC/1ZJd1+cBxgn59RUIwEoSoyBBYDh67B1yBT2X1vqN65Xrxo1UfQEHff4oXIh+Gvt0/+tGPAACXXnopLr/8cixcuBA33XQTfvOb35S0c4RxtDz8kh64vKsmyx9Xy99PUSSInft0fXVPaD4aF85ZluGt9q2TLsXvP3wBfZF+XL/gSrje/ydC77yg691WjOdioX+/5t9IXocVS6x9B6BIhiyHgMST3SN8LeYtdpO2Q6N9smt1QQUDy0BPRrmNs4NnePTESvvUddaUxDtZH+zoxtKTWvLUJoixJaenrsFc0nD+f0IVY+h+8TewTiA3XR0AACAASURBVD8KkfnLcPe6h1Nj/fJ5l+Cv21/DV485H3E5hl++ZcwndDS+oqPNNZSjCC305k5cXTPk7v1ZPruqfyrknvbs+vWT0drfnjEfXLngSkz1TTa84NX7jk72NKEt2JFV3uxuxP7+A1nxM9U7Ce0DnRn1b160AnFFxN0Gv/8UL4QRDH0TPv74Y/zkJz/BP/7xD5x33nm444470NbWVuq+EQWg5eGX9MDV8sfV8veTB/py+uqePmN+lrfaA+88hi8dtnTIZ+0h4PgzAeh7t5XKg9eohyF5HVYu0X1bATDg6yblrTsgRhAUI6i3mSeK9v/Zu/P4qMqz8f+fc2bPMpOFhBAS9k0UpKKColIE5VGwCNVWtK61VauPPhZ3edyKS8WW/iq1tdtTa/utVkURdwW0iooLAgLKIgQSICGQPZlJZuac3x8hIyEzyUzmzJrr/Xr1VTlzlvvAuec695z7XNfBeo0sB1h7+1qSquK1Z2Fr7jzYVRSFbKuTGndsMzL3z8sgy2Fh3ddVMT2OEL3RbU3dMGOJv6We6hWPt9/cTzk/MNCF9u/6P3zyNN8degpVTdWBgW7HZ93VCe1NXdHexhqJUSKYUPdOenN9iDq7wddvdDd0uR9cvOaPNERQIzfUNVrnbgi+3NMYvP94GrusX9lUHRjoHrmPUNe/9BcRjrAGu7quo6oqa9asYfLkyUB7hmaRPELV8NMd2SHr43ap73dU/bWjt8uyZgTdT5Y1I/Df2hFJg4LVbotVDd5waxhKrcPU5dmzBUtBKaq55yybew8PHPOtxmU6ra7XyXcqhJHTL6RWRzaW5touy7MtTg56YvtkV1EURpTksHHHITSt9+cgRCz0VFM3nFiiWuyBZX7VFDJe2c3WiOqE9qauaG9jjcQoEUyoe6dI6+x6Q1zLPi38agChrtGQ/UQLf3movhnq+pf+IsIR1mB30KBB/OQnP6GiooKTTz6ZBQsWMGbMmFi3TUQgVA0/xd0Ysj5ul/p+R9VfO3q7praWoPtpamsJ/Lfq/3bKaLDabbGqwRtuDUOpdZiadL8XT8VWbEXDCOd93Y6yQzmWTGOOr+scrNfJy45ukNhmd2JprkM5asDssrqoa63Dr8c2QA8vcdHY0sbuyvB/xRciHnqqqRtOLNG8nsAyk+YPGa88vraI6oT2pq5ob2ONxCgRTKh7p0jr7FpCXMtmNfyKBaGu0ZD9RA1/eai+Ger6l/4iwhHWYPfhhx9m9uzZPP3001gsFk488UQefPDBWLdNRCBYDb+OGrjB6uMGq+9nys7ptq7uu7s+6lJb7WeTLmP5128dfgfjp/D5O0Do2m2xqsEbbg1DqXWYmlord6H72rAWlIa1foW7BofJSqbJasjxG1qg1Qu5UV4mbQ4nqubD0tp5sOm05qCjU9fW9amvkYaX5ACwflt1D2sKEV/d1tQNM5aYMlwUnPffmF0F+Na8xK2n/qTTd/21J1/Ku7s+on9WAbecFn6d0N7UFe1trJEYJYIJde+kZLpC1NkNvn62w9nlfvDWKT/FGUGW8FDXaI7DGXy5PTt4/7Fnd1m/KKuAWyO4/qW/iHCEVWc32aRyndBYOrKGn1k1hcjG3H19v9DZmNu3+zYbc/sxdF3Hq3nb66wlTTbmHs6xj9c6TMX+U/fRS9SseprCC+/EZOu5xMRDm1/Ei8YPS081JEHVN/v8/P1tL3NP1emfG/50r6Nl1FcxeMtK9ky6iMb8IYHlhzwHeW3Py1w08mJGOo+Jur3d+fW/1lFamMUD10hG/d5KxT6UCmKVjdmn+VFCZGMOt05ob+qK9jbWpHuMkv7TO0ZnY/ZpfsxRZ2PufI2GWh6q/wRbH4jo+k/3/iKiJ8/5k0w0A0EFyPL70f1+FJOCKSsnsK3X14ZP8+LXNBR0/H4fqtka9JhmZ16nY+Y4LIH/1gIDh/bfSEyqCb/ux6ya20s7hFG7LVY1eMOtYSi1DlOPZ88WzLkDMNkc9DSNWdd19rprGJc31PhMzJlRTmMOlB861Gmw67S2P7U64K6K+WB3+EAX67dV4/VpWMxyQyAS6+gfWE3Z7XGrIyZxxH8fHRPDiSW5dC5NonZMPT78O7+u0x48db3bEia9qSva21gjMapvMOqHf1U1oZvM6LRPd1Z7mJJsUs3kHnUt974tnWOiX/Pj1Xz4D78D7Nf8qCY1ZP8Jda1Hcv1LfxE9kcFuEommLE932/r8Psob9vOrI1LNL5jyU0qdAzCbzGEfM1iK9yNLD0m6dxELuubHU/4VjuEnEM77ug1eN00+DwU244JfdZ2O3QoOqx5GC0LzWexoJjO2ps4ZmS2qhQxzJgfdsZ9ePKIkh7WbK9m2p5Zjh+XH/HhChHJ0uTuzq4D+F9wGFhtV//oFpswc8qb9iOpXlva6VF2wuHXX1Bu7lB665bRrsJpsPPTeb6WEiYi5SO/3Qq1vKSjBW10R9vJg+4+0LaHK/QzIKqSioTJoiSGLydJlP0LEi3yDJ5FoyvJ0t219a2NgoAsdad//SH1rY0THDJbi/cjSQ5LuXcRC24E9aK0tWAvDr68LkGcz7p2dg/Ua+U6IbqgLKAqtdifWowa70J6kKtYZmQGGDXShKLDu6wMxP5YQ3Tm63J2vvpqq5x/FV1uJr76anFPnBga6gc8jLFUXLG4FKz302AdPUtVULSVMRFxEer8Xcv3GusiWB9l/pG0JVe6nvrUpZIkhIRJJBrtJJJqyPN1t69O0EGnftYiOGSrF+5GlhyTduzCap3wLAJZ+A8Nav6KlfSCZa1AmZmifxpyXbcy+2uzByw85rS4OeQ4FplfGisNmZmBBFl9sk8GuSDAtePxRLe3v5Ydbhqg7weJWqPImdrO1yzKJaSIWIr3fC116KLLlwfYfaVtC3Qt2V2JIiESSwW4SiaYsT3fbmlU1RNp3NaJjhkrxfmTpIUn3Lozm2bMFk7MfJkd4o8297hoyzXYcqjHTplpadZo90Wdi7tDmcGJ2N2Dyezstd1ldtPpbafY3G3OgbowoyeGbinqa3N6eVxYiVtTg8UfzegDCLkPUnWBxK1R5E4+vrcsyiWkiFiK93wtdeiiy5cH2H2lbQt0LdldiSIhEksFuEommLE9327ps2Sw4KtX8gik/xWXLjuiYwVK8H1l6SNK9C6Ppuo57zxbsxSPCfuJZ0VJDcUaeYcmpDh5OTpUTZXKqDq0ZLhTak1QdyWltLwtU0xr7qcwjS3PQdJ0N26UEkUico8vddbyza84twuwqoO7DFymYfUNUpeqCxa1gpYduOe0a+mcVSAkTEReR3u+FXD87J7LlQfYfaVtClftx2bJClhgSIpGk9FCSiSY7X3fben1t7e/oahomVcVly8YSIhtzd8c8uryRqqi0+b2S7j2FpFL/aTtYQcWTN5Fz+g9xDB7b4/qarnPdp3/ipMLRTMkdYUgbPt/m4+WPfFw6XSPTHv0A2uquZ/j6V9k/YRY1xeMCy1u8zbyw61lmDTmPE/JPjvo43fH7NRb97RNOG1/M/8w/IabHSkep1IeSXU/ZmBWzFXQtqoy1wUqTaJqfOk8jfs2PSW0vnaeqJilhEgfSf9pFer8Xav1IlxvRllDlfrx+b5d+JcmpRKLJ/JwkE0lZnmBfTh3bdvksI5scXUXXNBRFxXTE9JQjj6npGvUhSi9AeqR47668hEgunj3t7+taw3xf92BrAx7NS6Et/Cc/Pamu1zGbIMsedXoqoP2dXU1RsTUcgOJvlzvMGZhVC9Xu2L9LazKpjCjJYd3WA+i6jqIoMT+m6FvCvXlWVTOqq1/QbczOfENqtQeLW6pJDVoKJVR8S3TcSPTxReLpuobu94PmR0dB19vv50LdN+pAk8mEV9GwqCactFfZCibSkpCh7gUtJgsFEZboCpf0AdFbMthNUd2ligc6feYYeRJ5p/+gc3mHIGnlQ6WTT6fSC33hHNOJp/wrTJku1Mwcwik7VH44OVWe1bjkVAfrdfKzDcjE3EFRaXM4sTV2nq6sKAouqysug12AUaU5bN55iD2VjQwekNo/YInk0psyeuFuE02Jvt5KdNxI9PGF8SIu9xOsTNf3b8PSfxBqkPfK0+2aSbfzEfElV0iK6i5V/NGfOY+f1rW8Q5C08qHSyadT6YW+cI7pQtd13Ls3YyseiRLmQLO85RAKkGs17j276nqdPKexTz5bHS6sTV3fzc2x5nIgXoPdQe2/4n/6VVVcjif6jt6U0Qt3m2hK9PVWouNGoo8vjBdx6aFgZbpeeLT9FYAg0u2aSbfzEfElg90U1V2q+KM/C7d8Q6h08ulUeqEvnGO68NVX4288hLX/kLC3KW85RIE9B3PIyVqRafPp1Dfp5GUZm9qgNcOFxd2I6ajsrzm2XJq9zbjjkJHZlWWjf14Gn8lgVxisN2X0wt0mmhJ9vZXouJHo4wvjRXwdd1NiKJh0u2bS7XxEfMlgN0V1lyr+6M/CLd8QKp18OpVe6AvnmC463te15If3vi5AectBijPy0Qyq63eovn3ysisGg10Ae3Pnp7u5tvZrM55Tmb8uq6HFIyWIhHF6U0Yv3G2iKdHXW4mOG4k+vjBexNdxNyWGgkm3aybdzkfElwx2U1R3qeKP/qxhw+qu5R2CpJUPlU4+nUov9IVzTBeePVtQ7VmYnPlhrd/q93LAU09/R45hbag+XHbImWHwYNfR3vdsjZ1/qc+xtk8trnTvN/R4oYwalItf09m4I/bljkTf0ZsyeuFuE02Jvt5KdNxI9PGF8SIuPRSsTNf3b8OUHTzepds1k27nI+JLfhJJUYqiYi0cRPEVDwfNSHn0Z2pGdsh1O6iKSqmrmAdn3J62pRf6wjmmC0/5FmzFI1DCrI62112DDvSzGVfTr7peQ1HAZVCN3Q5eexaaauoy2HWYHThMDipb4jPYHTzAic1i4uNN+5l83IC4HFOkv57iUzTb9Gbf0Up03Ej08YXxIr2OVdWMpf8gBly6qFOZrmDJqSD9rpl0Ox8RXzEd7C5dupTXX38dgKlTp3Lbbbd1+fyFF17A6WzPBPqDH/yASy65JJZNSivdpYoP9pkaRlr5dCgt1JO+cI6pztdYi7dmPxmjJ4e9TSwyMVfX6eRmgWpcLuZ2hzMy248a7EL7e7sHWuLzHq3ZpDJqcC6fbqnCr+mYVClBJIwRaSmTSLbpzb6jlei4kejjC+NFXO7niDJdYa2fZtdMup2PiJ+YDXY//PBDPvjgA1588UUUReHqq6/m7bff5qyzzgqss2nTJn7961/zne98J1bNSBrd1QeLtGZgh6O3UzOy0Voa2xMcmK00qxz+Bcy4emR+zUeDuwGv5m+v2+ZwYgrjnQmpjyYi4Sk/XF+3oCTsbcpbDmFTLThNDvwGJa04WK+T7wyn6FHkPBk5ZNV3HdTm2HLZXrcVXfejKKYYHLmzsUPy+HLHQbburmHs0PCmjIu+p7dxKqL9mq2ga2EfI9y40nEMv6LQiIZP92NWTOQ4nJijeOdP4pqIBU3ztWdZDuMJLkTeNyNZP9Q1btRyIeIhZoPdgoIC7rjjDqxWKwDDhw9n3759ndbZtGkTTz75JHv37uWkk07i9ttvx2azxapJCdNdfTAFelUzMGiNtu/fRs37/8bXXIf3v67gV589bWg9Mr/mo7xuL4vX/DGw31un/JTSnIHdDnilPpqIlGfPFhSLHZMz/F+xy1sOUZyRh6ZrhrTBr+kcatAZWmTI7rrwZOaSU70La2sTbbZv3zvKtebh033UttWSZwv//Htr9KBcTKrCR1/ul8GuCCpWtW2P3K8pM4e8aT+i+pWl4dUdDTOudByj/sv/0PSdqfzqw2/j14Ip1zAop7hXA16JayIWIq2nG2nfjGT9UNf4QGcRexsqo14ufUXES8yuspEjRzJhwgQAysrKeP3115k6dWrg8+bmZo455hhuvfVWXnzxRRoaGnjiiSe67KehoYGKiopO/6usrIxVs2Oiu/pgva0ZGHS7Fx7Fefw0LKd/PzDQPfp4UZ2HuyEw0O3Y7+I1f6TB3dDr8xexlar9x71nc/v7umGWENJ1nfKWgwzIyEc3aLBb06Cj6ZCbHYvnuuDJbE+0YW/o/HQ3kJHZE5+pzHabmWEDXXz05X70MN+P7ktStQ8ZKVa1bY/cb86pcwMD3XCOEW5c6TgGE2cEBrod6/9qzZPU9RC/QpG4Fh7pP5GJtJ5uxPV6I1g/1DVe524wZLn0FREvMU9QtX37dq655hpuu+02hgwZEliemZnJn/70p8Cfr7rqKu666y5uvvnmTts/9dRTLF26NNbNjKnu6oPpfn+vagaGqtGm2rPQzaaY1CPzav6g+/X1UOZF6qMlTir2H39zPd7qcjImn0C4E4hrvc00+1optBuXkbWqtv3YOQZnYu7QmtH+rpajvpKGguGB5S6rCwWFypZ9jHYdG5NjH+2YIXm8/P5OyqsaGVQk70QdKRX7kNFiVdv2yP2GWw++Q7hxpeMYmkkNur5f712ZMolr4ZH+E6EI6+lG2jcjWT/UNe7TQ9wLhljuD7Fc+oqIl5gOdj///HNuvPFG7rrrLmbNmtXps3379vHhhx9ywQUXAO1PZszmrs25/PLLmTt3bqdllZWVKZXIqqM+2JGdvaM+mGJSMLsKOn35hFMzsKNG29HbaZ4mFJMa8njRnYcp6H7NavfvFXZ3/iK2UrH/uPdsBsDarzTsbcqbDyenMjATc2WthqpAjsE1djtoZgtt9mxsDZ2fcphUMy5rDvua94XY0ngdg92PNlXKYPcoqdiHjBYq3kRb2/bI/XbUgw/3GOHGlY5jqH4t6PqmXr4XL3EtPNJ/IqQG72uh6ulG2jcjWT/UNW5WQtwLhlhuCrFc+oqIl5hNY96/fz/XX389jz32WJeBLoDdbmfx4sWUl5ej6zr//Oc/OyWv6uB0OikpKen0v6KiGL1EFyPd1Qfrbc3AoNt9/zYaNqzG+/4LLDjxUsPrkTkdTm6d8tNO+711yk9x9pAdT+qjJU4q9h9P2ab293VzCsLeprylvU5svsW4TMxVte3JqRQldlN7PRk52BsOdFmeb+/H3ua9cZtW7MqyUVKYxUcb4zfAThWp2IeMFqvatkfut+7DFymYfUPYxwg3rnQcg8/fYcGpnePXginX9Dq7q8S18Ej/iUyk9XQjrtcbwfqhrvEch9OQ5dJXRLwoeozuphYtWsQLL7zAoEGDAssuuugiVq1axY033si4ceN48803efzxx/F6vZxwwgncf//9gYRW3amoqGD69OmsXLmSkpLws7Um0reZ6LrWB4ttNma/ofXIOrIx+zQ/5l5lY5b6aImW7P2n/MmbMGXlknvahYQ7jXnptjfY1VzNT0echdbDtPpw/fp5DwPzFc4Y5zVkf8Hk791M4Z4NbD3rf/BZ7IHl2+u28vGBNfz3uJvJsebF7PhHeu+LCt78eDd/vHMGA/oZ96NBOkr2PhQLyZ2Nufu4cnQ2Zr/ux2RoNmaJa5Hoi/0nEsmZjbnzNW7UciHiIWZzCBYuXMjChQu7LJ8/f37gv2fOnMnMmTNj1YSkogBZfj+6349i6px2p7c1A3VdQ/f7QfOjH97jkfsJ/jtgdEyqmdzMyG++pT6aCIevqQ7vwQoyRp5IJAV/ypqrKc0qMGyg627VqW+G8cNi+2TV0/HebmMVjXmDA8v7Odp/dd/XUhG3we7xIwp48+PdrP68nItnjonLMUXq6ClOhXMDffQ6KCq6r619aqUzP+LBc7hxpaPtZsDIeg8S10Q0Qg1qFUVFMZnQ0VFMph77RaT3kJGsH+oaN2q5EPEgE+bjIBZlGyJNTy9EKvB0vK9bEP77uk0+D9WtDZxUMNqwdnQkp8qN0fu6HTyZ7Tcc9obOg12XNQezYqa8aTdjc8bHtA0dcrJtDC128u66CuafPRpFCS8TthDhxLhg6xTMvoGa1f/A31xnSCkjIVJFqHs4c2EpvoN7DS/zJURfJj0nDmJRtiHS9PRCpAL37k0oVkdE9XXLmtr7QH9DMzG3ly/Ki/Fg12914LU6sNft77RcVVT62QuoaKqI6fGPdvzIAvYfbOabiuhKyoi+JZwYF2yd6leWknPqXMNKGQmRKkLdw2lNdTEp8yVEXyaD3TiISdmGCNPTC5EKPLs3YyseGXZ9XYCy5vYET/lW4zIxV9XqOGzgsMY+QZQ7K7/LYBfak1RVtlTi12L3zvDRjhuWj0lVWP15edyOKVJfODGuu3J5wdYXIq2FvIfrXTlKIURoMtiNg45U70eKumyDGnyfodLTC5HsfI21eA/txTZgGJG8r7uruZoCuwtrL0uIBFNVq1HoUtAjaEdvubP6YW2pw9La0ml5P0chmq5R5akMsaXxMuwWRg/O5b0v9uLX4pMJWqS+cGJcqHU0T1PQ9YVIayHv4UzG3y8K0cfJYDcOYlG2IdL09EIkO8+eTUBk9XUBypoOUJpZgGbQrAZN16mq0+nnis9gz53dPmXb0dC57E8/e3vfrmiO71PW40cWUN/Uyobt1T2vLAThxbhg6xTMvoG6D180rJSREKki1D2cmpUTkzJfQvRl8lNRHCiKirVwEMVXPGxY2QZVNWPpP4gBly4KOz29EMmsZecGVHsmJlf47+s2et0cbGtkcsYxhrWjtlHH64M842ZFd8uTmYeuKGTUVtBQMCKwPMOcQZYlm7LGnZxccGp8GgOMGZxHhs3Ma2t2ccLowrgdV6SucGJcsHVQVArnLTC0lJEQqaC7ezjV4PtFIfo6GRlFQNN06ptb8fo0LGYVV6YNVQ3v3cIjU70bVa8w0vT0RohVrUXRt+m6jnvneuylYyN4W7e95BBAgc24kgbfZmLWDNtnd3STGU9GLo7avV0+K3IMYHfDbjRdi1tNQotZ5cRj+vP+hr1U17opyHXE5bh9VTRxJdUYUb4okvVE35UK/SrUPVykpYQircsrRF8jvSFMmqazu7KBRX9dy4FaN4W5DhZeNYnBRc6IvkCNKkMUi3JGyXhM0Te0HdiNv6kWW/HIiLbb0VSJAvSzZoNuzLTjyloNRYGcGGdiPpI7ux851btA1+CIvlSUMYAdDds44N5PUcbAuLVn0rFFvL9+L69/tIvLzh0bt+P2NUbFlUQzIjaEuw+JQ6InqdCvjLqOpQylED2TyBCm+ubWwBcnwIFaN4v+upb65taI9mNUGaJYlDNKxmOKvsG9cz0A1sJBEW23rWE/AzP7YTHwq2z/IZ28bDApcRzsZuWj+r04mg52Wl6UUQzAzsYdcWsLQK7Tzpghebz58W68Pn9cj92XGBVXEs2I2BDuPiQOiZ6kQr8y7F5QylAK0SMZ7IbJ69MCX5wdDtS68foim+poVBmimJQzSsJjir6hZed6LP1KUe2ZYW/j0/zsaKpkWPYANN2YAZmu6+w7qDEgN5J80NFzZ7cnI8mo6zyV2WF2kG/vx9a6r+PYmnaTjxtAQ3MbH2zY1/PKoleMiiuJZkRsCHcfEodET1KhXxl2HUsZSiF6JIPdMFnMKoVHvbtWmOvAYo7sr9CoMkQxKWeUhMcU6U9rc+PZ8xX20mPap/GGqay5mjbNR2lGvmFtaWiBJg8UxDmpudeWideaQebBsi6flWSWUtFUQbOvKa5tGl7iol+Og+XvfYNu0BRx0ZlRcSXRjIgN4e5D4pDoSSr0K8OuYylDKUSPkqfnJzlXpo2FV00KfIF2vAPiyrRFtB+jyhDFopxRMh5TpD/3ro2g+Q7X1w3f1sb2J45FduNGpnsPtg+2851xfgKgKDQ7C8k4tKfLu8clWe1Tu7fXx/fprqoonHZ8Md/srWfd1gNxPXZfYVRcSTQjYkO4+5A4JHqSCv3KsHtBKUMpRI/kp58wqarC4CInj910RlTZ/YwqQxSLckbJeEyR/pq3foJqz8ScNyCi7bY17Ke/Iwe7YsavGzNla+9BDVWFvOz4P8lscRWRc7AMR/NB3Fnf/lKfa83DaXWx8dB6JuSfGNc2nTC6kPfWVfCP17/ihNGFKEpyJHdJF0bFlUQzIjaEuw+JQ6InqdCvjLqOpQylED2T3hABVVXIzbZHvZ9I08rHej9+zUeDuwGv5seimnA6nJgOf1EGK/FgxDGFgPb3llq2f4pj6PiISg5pusa2xn1MyB+B38B3k/Ye1CnMATWOyak6NLv6A5B5aHenwa6iKAzNHs6GQ+uob6vDZY3fL/Zmk8q0iaUse3cHn35Vxclji+J27L7CqLiSaEbFo0iO1RGffA2HwhosaLpGg6cJr+bFolpw2rPiVtJLxFe69KtwqKoZNYL69N3d8wmRjuTq7uP8mo/yur0sXvNHqltqKMjI49YpP6U0ZyCqokqJBxFT7j2b0TzN2EsjK29T0VJDi7+N0szwA3xP/JrO3oMaYwcbtsuI+GyZtNmzyTxYxsHBnZ/gDnO2D3bXH/qMqQNmxLVd3xlVwLvrKvjn619x0jH95emuiIlIS7FEur6ma5TX7+PR938fiHW3nX4dpa5iGfCKuEtUCa3u7vlkwCvSlXzD93EN7obAlx5AdUsNi9f8kQZ3g5R4EDHXsvUTFLMVS0FJRNttaagAoMhu3Ht6B2p12nxQlGfYLiPW7CzEcWhPl0RdWZZsBmUN5tOqT2jzt8W1TSaTypkTS9m5r4E1GyUzs4iNSONNpOs3eJoCA11oj3WPvv97GjzxTfwmBCSuhFZ393xCpCsZ7PZxXs0f+NLrUN1Sg0/zS4kHEVO6rtG89RPsg49DUUwRbbuhdjfFjjwyVath7dl9oH2AWehKXHmKFld/TL42Mhoqu3x2TO5xuP1uPj/4SdzbdfyoAgbkZ/Ln5Ztwt0r/F8aLNN5Eur5X8waNdV4p0SISIFH3V93d8wmRrmSw28dZVBMFGZ0fZRVk5GFWTVLiQcSUp/wr/E01OAYfSyRVbd3+NrY27mNMziA0AwP0ngMazgzItCeuzE6zqwgdcB74pstnhY7+C8whAAAAIABJREFUlGSW8p99q2lsi++v8CZVYc4ZwzhU7+Ffb8a/5q9If5HGm0jXt6iWoLHOIlM3RQIk6v6qu3s+IdKVDHb7OKfDya1Tfhr48ut4f8PpcEqJBxFTTRvfQ7HasRRFVnJoU105fl1jaFahYW3RdZ09VRol/UhoTVm/xY47u4DMqu1BP59YMAlN11hW9m9DE3OFY1CRk5PH9mf5+zvZvV+mvAljRRpvIl3fac/ittOv6xTrbjv9Opz2rBicjRDdS9T9VXf3fEKkK/lJs48zqWZKcway6MwF+DQ/5qMy80mJBxELmreVpq8+JGP4CahqZNfTpzU7yLY46G/NNuzJbk2jTqMbBiTwfd0OjbkD6b9nPRZ3A96jbkCcVien9J/C+5Xv8a8dT3PekHm4rPH78ensSYPZvKuGx/+9nl/ecBomk3wXCGNEWool0vVVRaXUVcyDM27Hq/mwqGbJxiwSJlEltHq65xMiHcnVLTCpZnIzg9/lx7OchOg7WrZ9it7mxjFsQkTbtfq9fFFbxkkFowydwvzNvvb3dItyE/e+boemvPbBrqt6BwcHndDl8yHO4ejAR1Uf8LtNSxiQUYzDnIFJMeHX/aiKSq4tj5Gu0QzOGmJo9uQMu4XZU4by7DvbeObtbVzyX2MM27cQkcabSNdXFZUceYIlkkSi7q+6u+cTIh3JYFcIEXeNX76LyZmPOa8IIpg2vK52F22aj9HOyLI392Tnfg1XJmRnJG4Kc4c2u5M2ezZZVduCDnYBhjqHU+joz67G7VR7qmn01uPTfZgUE5qusaN+Gx9XrWFQ1mC+N+T75NqMu6E6fmQBOyrqePadrYwf2Y9xw40r/ySEEEIIYSQZ7Aoh4spbW4n7m/U4TzoXJcL3Y989sIV+NidFVieaQe+s+jWdnfs1RpdCJImyYkZRaMwdSF7lNkzeVvwWW9DVMi1ZHJf3nfZNUEABdB0d0HQ/uxq/4bMDn/DXr//AxSMvZ0BGsWFNnH3aMHZXNvLYPz7ntwu+iysreBuFEEIIIRJJXlYRQsRVw2evg6riGDo+ou32uWv5umEvJxeMNmygC7DvoE6rF0r6JcFA97CG/EEouobrwLaw1tfR0Q8PdAFUxcRw5yjOGXQeJsXEv7b/ndrWWsPaZ7OY+OGMUTQ0t/HwU5/i9SV++rcQQgghxNFksCuEiBut1U3DhlVkjJiIanNEtO3r+77AopoYa/AU5q/L/agKFOUmz2DXk5VPmz0bV8XGqPbjtLqYNvBsfLqPF3b+C79u3HvOAwuymPfd4WzeeYgnX9yY0CzWQgghhBDByGBXCBE3jRtXo7e2kDlmckTv6h5sbWDNwa1MLjgGs4FjKl3X2bJbY3B/Bas5iZ5OKgr1BUPIOFSO1V0f1a5cVheTC6ewv2U/ayrfM6iB7SaMKmTaxBLe/Hg3y//TtTawEEIIIUQiyWBXCBEXut9H/ScrsBYNC9QWDNfzez5GVRROyh+Oke/VVtXq1DTqDB+QfE8l6/sNBSBn3+ao9zUoewjDnSP4z7532ddSEfX+jjT9pEGMG57PX17ezMpP9xi6byGEEEKIaMR0sLt06VJmzZrFrFmzePTRR7t8/tVXXzFv3jxmzpzJ3Xffjc9n3Ht4Qojk0rhhFb66A2RPmAF6+E9Rv6rfy0eHtjNtwPFYdWO/srbsbp/WW1qQRE91D/Pas2hxFuKq+DKip+ChnFgwiQxzBq+UvWTodGZVUbhw+ihGlubw/z37BWs27DNs30IIIYQQ0YjZYPfDDz/kgw8+4MUXX+Sll15i8+bNvP32253WufXWW7nnnnt488030XWdf//737FqTlLRdQ1fUy3e+mp8TbXoEdz4C5GKNF8btR88j3XAcCwFpWFv1+zz8OedKym0u5iYOxQjn+pqms76b/wMKVKwWZKzD9YVDsPaXEv2oV1R78tqsnFiwSSq3FV8Vv2xAa37ltmkcsnMMQwucrL4n5/x2VdVhu5fpB6Jc0J0T/qIEPERs8FuQUEBd9xxB1arFYvFwvDhw9m379tf/Pfu3YvH42HChAkAzJs3jzfeeCNWzUkauq7RdmAP+/52J+VLr2Xf3+6k7cAe+ZITaa1x3Vv4Gw/hPGEmSpjXul/X+N32N6lta2bekCnofuOeRgJ8s1+jvhnGDkq+Kcwd6vMH47M6yN/5iSH7K80aTElmKav3rqS+Lbp3gY9mtZi47JxjGJCfyUN/+4SNO6oN3b9IHRLnhOie9BEh4idmg92RI0cGBrJlZWW8/vrrTJ06NfD5gQMHKCj49r29goICqqq6Pg1oaGigoqKi0/8qKytj1eyY8zfXU/XcI/jq228EffXVVD33CP5mY288hYDk6D++plpq/vMs9sHHYs4tCmsbXdf5Z9kHbK6v4MKhp5OrGl/H9fNtfjJsUFpg7CDaUKqJmqJRZB4sw95wIOrdKYrCiYWT0XWdtyteM6CBndltZi47dyz5Ljv3/elj1n0dfZsTLRn6UKqROCc6SP8JTvqIEPFjjvUBtm/fzjXXXMNtt93GkCFDAss1TUNRlMCfdV3v9OcOTz31FEuXLo11M+NG9/sCX24dfPXV6H55X1kYLxn6T83Kv6P72nCeNBsljGnIuq7z7z0fsbLqS84cMIFhjn5omrED0gN1Gl/v0Zh0DGG1KZFq+4+kX8VmCnatpfz486LeX7Ylm/H5E1h38DO2129lpGu0Aa38VpbDwlXnHcdTr27mF39dy+2Xncjk4wYYeox4SoY+lGokzokO0n+Ckz4iRPzEdLD7+eefc+ONN3LXXXcxa9asTp8VFRVRXf1tRz948CCFhYVd9nH55Zczd+7cTssqKyu55JJLYtPoGFNMZsyugk5fcmZXAYop5r87iD4o0f2nZecGmjb9B+dJszHZM+npnVtd13lmz4e8sX89p/c/jsl5I9A044P/fzb6MJthbGnyTxnTzFZqi0aSt3cz9qEn43H2j3qfY3KPZWfjN7xR/gpDsodiUa0GtPRbgQHva1t4+KlPWXDxCZzxHWPrI8dLovtQKpI4JzpI/wlO+ogQ8ROzXrV//36uv/56lixZwimnnNLl84EDB2Kz2fj888+ZOHEiy5cv54wzzuiyntPpxOl0xqqZcWfKdNH/wjsC01fMrgL6X3gHpkxXopsm0lAi+4+vqY7ql3+LJa+YjFEn0dNAV9N1/rX7A96q3MgZReM4LX90TAa65dUam3ZpnDwGrEmamOpoBwceS86BnQz4aiW7Tp4PQWbBRMKkmDipYDJvV7zOmsr/8N3iGQa19FsOm5krZ43l6Te+5rF/fk5jcxuzThtm+HFiLd1iUDxInBMdpP8EJ31EiPiJ2WD3L3/5C62trTzyyCOBZRdddBGrVq3ixhtvZNy4cTz22GMsXLiQpqYmjj32WC677LJYNSdpKIqKtXAQxVc8jO73oZjMmDJdKIqUPBbpQ9c1qlc8jtbaTP7Mq3scm/k0P3/duZo1B7fy3QHjOTVvVEwGuj6/zvI1XrIzYPyQ1BjoQvvT3erScRTt+gxn1XYaikZFvc+ijAGMcI1kTeX7HJs7ngJH15k10bJZzVx2zjE8u3Ibf3jxSw7Uurl81lhUNbrBukhuEueE6J70ESHiJ2aD3YULF7Jw4cIuy+fPnx/47zFjxvD888/HqglJS1FUzFm5iW6GEDFTs/Jp3DvXkzv1YkwZTrp7qtvq9/LE9rdYX1fGuaUncXz2oE4D3RaPzjf7NPbXajS26Pg1cFgVCnMUivupFOUpWEw9D540XeelNV6q63XOPxVMptQZ7ALU9h9BbtUOBmx+k+bcgfhtmVHvc0L+iZQ37eGN8lf40cgrg+ZNiJbVYuKSs8fw6oe7WPbuDiprmrnph98hw24x/FgieUicE6J70keEiA95OUAIYai6j1+mfu3LZB1/JrbSMXQ30G32tfKbra+yvXE/Fww5jVGZ/dE0Pz6/zpe7/Kzb7qe8WkfXwaRClqP9/92t8Flb+z4sJhherDKqVGV0iYksR9cBm6dNZ8VHXjaVaZwxTqEo1xujs48hRWXvyFMZ8uWblG54hbKTfhD1dGaH2cF38k/k4wNr+OzgWk4qmGxQYztTVYXZU4aSm23j9Y/KKK9s5K4rT6akMDsmxxNCCCGEABnsCiEMous6dR8uo/bd/0fGqJPIGv9dFD30QLfKU89vtr5KlaeeHw0/kxJbDk0tPj7d6ueTr300eaCfCyaNgdJ+GvnZOij64WNBS6tCdb3C/hqFXZUaX5drgI+SAoVhRSp5TgVFUais0di4009LK5wxTmFsaepmu2zNyKFq6IkM+GYtRV+vpnLMtKgHvCNco9jXUsGbe14j39aPYc4RBrW2M0VROO34gRT3y+SZt7fx89/8hx9/7zjOnjQoJk+UhRBCCGG8n/zkJzz++OPY7fZENyUsMtgVQkRN87Zy6K2/0rj+HTLGTMY58dxuB7obanfz5I63QVG4atTZmFpsvPJFK19s9+P1w7ABCjOGahTlagR7MqwokGnXybTrDOkPk8dAbZPCngMqu6rg/U1+Og6vKjCsWGHiCI3crNQd6HaoKxiGvaWO/F2fADqVY86MasCrKAqnFp3B2xWv8fzOZ7l01JUMyCg2rsFHGTYwh59dcDzLVm9n6XPr+WD9Xq6/8HiK8qOfli2EEEKI2PrTn/6U6CZERAa7QoioeCq+pvqV3+E9tA/nxHPIGHtKyIFui6+VZ/Z8yHsHtjAwI5/Tnaey+gM/m8taQYFjByuMH6qR7YhsUKookJetk5ftZ8Jw8PnB3aag6wrZGXrS19KNiKJQOfgEAPJ3fYq1uZa9486J6h1ei2rhjAHTebvidf6x7f+YO/QHjHCNNKrFXeRk2bhi9rF89lUVr39UxnW/XMlZkwbzwxmjyHc5YnZcIYQQoi/Zu3cvt9xyC01NTRQXF3PhhRfy7LPP0tLSQnV1NVdeeSXz58+nqamJu+++m/LychwOBw888ADDhw9n9erV/PrXv8bv9zN79mx+9rOfceaZZ7JixQp0XQ+6zS9+8Qs+++wzNE3jrrvuClqVJ55ksCuEiJiu+fHs3kzd2pdxf/MFpux8+s36GZa8Iggy0G3yelh9YDOv7/uCFn8bw9WxHNhYyv/VeLFa4MRRMHaQht1qTNIoswmyHTo9lTtKWYcHvG22LAr2rGfE+3/h4LBJ1A6agGa29WqXWZYszi45h/f2r+RfO/7O+PwJTCuegdMam1IYqqJw8tgiRg/K5f31e3nr4928vXYPJx/bn+knDuI7owuxmCUzqRBCCNFby5YtY968eVx44YX87W9/Y+vWrWzYsIFXX30Vu93O3LlzmTZtGk899RSzZs3i7LPPZvPmzdx777385S9/4f777+fZZ58lPz+fK6+8knnz5gX2/bvf/a7LNo888ghbtmxh+fLlbN++nddee00Gu0KI5KbrGv7GWrx1VXgP7cNT8TXunRvwN9Wg2rNwnTIX+9DxqKoKuo5P81PX1kxFcz1f1VaxtXEvZa170dFRGwtx7x7BphYnA/spzDhBZ0ihhjnFMiMnBUWhZsBoml39KdqzgaKvV1O4/QOa+g2hOX8IHmchbRk5+K0Z6KoprF1mWrI4u2QWX9Vt5MtDX7K55kuGOYczynUMRRlF5NnysZnshr5j68qyMfu0YZx2fDEfb6rki20H+HDjfmxWE2MG5zJ2aD6lhdkUF2SS57KT5bDKIFgIIYQIw8knn8zNN9/MunXr+K//+i/sdjs7duygoKAAgFNPPZUvvviCtWvX8sEHH/C73/0OgKamJrZt28bw4cPp378/AE8//XSnfQfbpn///jQ1NXH55Zdz9tlnc9VVV8XxbINLycGu3+8HoLKyMsEtESI+ioqKMJuN6a7h9B//xrfwf/Ue+NrA56XTE1JbJqb+Q7EcdyZK7gCaNZ3N2w7wROVbaLamQBKpDprHgb92CPbmYopsWRQP9VKY00SGRUPTNTxuQ06rz2rCzKGSiWQXjKRf3V6ctftwVm3vtI7PZMVrcbB57Cxa7c4e91mqDqNf/gD2tpVR0VzO9vptgc9GZo5mev5Mw88DYOKITL4zbAgVB91UVLspP9DMM9sPdnk+bzWrOGwmrGaVH55ZyrFDun/6bGT/AYlBou+JdwwSIp0YHYMiMWnSJF566SXeeecdfvOb3zB37txObdF1HZPJhN/v58knn6S4uD1nR1VVFTU1NZ32VVlZidP57T1EsG0sFgsvvPACa9as4c033+T555/nxRdfjMOZhpaSg93q6moALrnkkgS3RIj4WLlyJSUlJYbsK9z+c8qkSZhUC4piwaQomFQFs6qgAGzbg6aVdVp/4uAhDB4xDgAdHV0BXVEgQ4GM9i9UaGxf2QdeH4A8oTNKHTnUuXIg57jAMl0HTW9/Y1kH6vZW09hYFvY+LcAwdcDhnYGiAZrG01uXommxfxqvKAr5BA6PrvnRdX/7iekaPh2eXN/A5s2but2Pkf0HJAaJvicRMUiIdGF0DIrEo48+yujRo7n44ovJyspi6dKluN1uGhoagPanszfddBMnnHACzz33HDfddBOrVq3iz3/+M3/9618pKyujurqa3NxcbrzxRh566KHAvoNt87//+78sWbKEJ598klNOOYUzzzwTv9+PyRTeDLNYUHS9m5SpScrj8bBp0yYKCgrC/surrKzkkksu4Z///CdFRUUxbmHqkb+f0JLh78bIXwV703+MlAx/n0ZIl/OA9DmXUOdh9K/qie5DoaTDv6OcQ3I4+hziHYPS4e8wHH3lPKHvnGuw80zkk93y8nJuueUW2trayMrKYu7cufz973/HbrdTX1/Ptddey5w5c6itreWuu+6ioqICm83GI488wogRI3jvvfcCCarmzp3Lj3/840CCqra2tqDbPPDAA6xduxar1crll1/O+eefn5Bz75CST3btdjsnnnhir7YtKipK2K8rqUD+fkJLl7+baPqPkdLl7zNdzgPS51xifR7J0odCSYd/RzmH5BCLc4ik/6TD32E4+sp5Qt8512Q5z9LSUp599tnAn9euXcugQYP47W9/22m93Nxcfv/733fZfurUqUydOrXTslWrVgGQmZkZdJt77rnHiKYbRuYQCiGEEEIIIYRIOyn5ZFcIIYQQQgghRPgmTZrEpEmTEt2MuJInu0IIIYQQQggh0o7pvvvuuy/RjYgXm83GpEmTsNlsiW5KUpK/n9Dk78ZY6fL3mS7nAelzLulyHr2VDucv55AcEn0OiT5+vPSV84S+c6595TxTRUpmYxZCCCGEEEIIIboj05iFEEIIIYQQQqSdlBzs+nw+Kioq8Pl8iW6KEClH+o8Q0ZE+JETvSf8RInX9+9//5pVXXkl0MyKSkoPdyspKpk+fTmVlZaKbIkTKkf4jRHSkDwnRe9J/hEhd69ato62tLdHNiIiUHhJCCCGEEEKIJKZpOvXNrXh9GhaziivThqoqUe+3srKSW265hZaWFlRVZeHChaiqysMPP4zH4yE3N5f777+f8vJyVq1axccff0xBQQHHHHMMd999N/v27cNsNnPzzTdzxhln8NFHH7F48WIAXC4Xv/rVr8jLy2PJkiV89NFH1NfXU1hYyJIlS+jXr1/U7e+JDHaFEEIIIYQQIklpms7uygYW/XUtB2rdFOY6WHjVJAYXOaMe8D7//PN897vf5eqrr+Y///kPn376KStWrOAPf/gDxcXFvP/++/zv//4vf/vb3zjzzDM5+eSTOf3007npppuYPHkyV155JeXl5cyfP5+XXnqJJ554gvvuu4/x48fzpz/9iS1btlBaWsrOnTt55plnUFWV2267jZdffpmrrrrKoL+h0GSwK4QQQgghhBBJqr65NTDQBThQ62bRX9fy2E1nkJttj2rfp5xyCv/93//NV199xdSpU5k6dSpPPPEE1113XWCdpqamLtt9/PHHLFq0CIDS0lKOP/54NmzYwPTp07nhhhuYMWMG06dPZ8qUKQDcfvvtPPfcc+zatYv169czaNCgqNodLhnsCiGEEEIIIUSS8vq0wEC3w4FaN16fFvW+J06cyKuvvsq7777La6+9xnPPPUdJSQnLly8HwO/3c/DgwS7bHV29Vtd1/H4/V1xxBdOmTWP16tUsXryYjRs3cvrpp7NgwQKuuOIKZs6ciaqqXbaPlZRMUCWEEEIIIYQQfYHFrFKY6+i0rDDXgcUc/VDu0Ucf5eWXX2bu3Lncc889fP3119TX1/PZZ58B8MILL3DLLbcAYDKZ8Pv9AEyePJnnn38egPLyctatW8eECRO48MILaW5u5oorruCKK65gy5YtfPrpp5x88snMnz+fIUOG8O677wb2E2sJfbL73HPP8Y9//CPw54qKCubMmcM999yTwFYJIYQQQgghRHJwZdpYeNWkLu/sujJtUe/70ksvZcGCBSxbtgyTycTixYtxuVw8+OCDtLa2kpWVxS9/+UsATj31VH7961+TnZ3N3XffzT333MOyZcsAWLRoEYWFhfz85z/njjvuwGw2k5GRwaJFi3A4HNxwww2cd955ABx33HFUVFRE3fZwKHq8niH3YPv27Vx//fU888wz5OXldbtuRUUF06dPZ+XKlZSUlMSphUKkB+k/QkRH+pAQvSf9R4jeiVU25nSXNO/s3nfffdx8881dBroNDQ00NDR0Wia12YQIj/QfIaKTiD50oKYFs1klzxld0hEhEk1ikBDGUVUl6mRUfVFSDHY//PBDPB4P55xzTpfPnnrqKZYuXZqAVol0pekaDZ4mvJoXi2rBac9CVdLz9XXpP+360r+5MFa8+5DXp3Hdo6twZVn5y91noSjyq71IXRKDhFEkjoveSorB7jPPPMOVV14Z9LPLL7+cuXPndlpWWVnJJZdcEo+miTSj6Rrl9ft49P3fU91SQ0FGHredfh2lruK0/NKU/tP3/s2FseLdh8r219Pm9VNd6+ZgnYeCoxKSCJFKJAYJI0gcF9FI+GC3ra2NTz/9lEceeSTo506nE6fTGedWiXTV4GkKfFkCVLfU8Oj7v+fBGbeT40i/60z6T9/7NxfGincfOlDzbWmJvdWNMtgVKU1ikDCCxHERjYT/HLJ161aGDBlCRkZGopsi+gCv5g18WXaobqnBq/kS1CIRa/JvLlLJgdqWI/7b3c2aQgjRN0gcF9FI+GC3vLycoqKiRDdD9BEW1UJBRuckaAUZeVjUhE9yEDEi/+YilRyobaHjNd3aRk9iGyOEEElA4riIRsIHu+eeey5LlixJdDNEH+G0Z3Hb6dcFvjQ73vtw2rMS3DIRK/JvLlLJoXoPxf2ysJhV6hpbE90cIYRIOInjIhryk4joU1RFpTi7P/eduQC/5sekmsixZ0uCgzSmKiqlrmIenHE7Xs2HRTWHzOKYTtke0+lc+pJmt5dMh5lMj4X6JhnsCiFSXyTxKNS64cZxkXj/+te/AJg/f35E2y1btoxPPvkkZB6n3pLBruhTfJqP8vr9/GrNk4GMfgumXMOgnGLMMh0mbamK2mMSi3TK9phO59LXNLV4cWZayXL4qG9qS3RzhBAiKpHEo57WlWRUqSHSQW6syV2P6FPq3A2BgS60Jzj41ZonqXM39LClSHehsj02eJoS3LLIpdO59DVNHi8Ou4lMu4X6ZnmyK4RIbZHEI4ld3dN1DV9TLd76anxNtei6Zsh+b7jhBt58883An+fNm8fGjRu58sormTt3LvPnz2fLli0A3HHHHVx77bWcc845rFq1il/+8pd873vf4/zzzw/U1H788cd5/PHHAVixYgXnnnsus2bN4o477sDr9eJ2u1mwYAGzZ8/mvPPO46WXXurSpvXr13PhhRfyve99j8svv5zdu3cDcOmll3LDDTcwc+ZMvvrqq7DOTx5liT6hY1qMT/MHzejn1/0JaplIFpFke0z2KcKSuTJ1Nbe04bCZsdt8kqBKCJHyuotHR8dSiV2h6bpG24E9VD33CL76asyuAvpfeAfWwkEoUd5/zJkzhxUrVjBz5kzKyspobW3loYce4p577mHs2LHs2LGD66+/PjAgzsnJ4Q9/+AN79+7lV7/6Fa+++iput5s777yT1tZvf6Stqqri4YcfZtmyZRQVFXHrrbfy3nvvsW7dOnJzc3nllVeoqanhwgsvZMyYMYHt2tra+PnPf85vfvMbxo8fz+uvv87Pf/5zXnjhBQBGjx4dGFiHI3nuzoSIkY5pMXe/80t8mi9oRj+TYkpQ60SyCDfb45HX0/WvLOTud35Jef0+NIN+YTWCZK5MTX5Np9njw2E1Y7OYcbfKj3BCiNQWKh6ZVVOXWKrpmsSuEPzN9YGBLoCvvpqq5x7B31wf9b6nTp3KF198QVNTE6+88grnnnsumzZt4s4772TOnDksWLCAlpYWamtrARg/fjwA/fv3x2azcdFFF/H3v/+dW265BZvNFtjvF198wQknnBCourN48WJmzJjBxx9/zAUXXABAXl4e06dP55NPPglsV1ZWhtPpDBznnHPOYc+ePTQ2NnY6frhksCvS3pHTYlZsfYefT/lpp4x+C6ZcI++BiLCzPabCNCvJXJma3B4vAHabGZvVhKdNnmYIIVJbqHikKmqXWPrUF89zy2nXSuwKQvf7AgPdDr76anR/9HHCarUybdo0Vq1axRtvvMH555+P1Wpl+fLlgf8999xz5OTkAGC32wEwm80899xz3HTTTdTV1XHRRRexa9euwH7NZjNKRy09oKamhpqaGnRd73xuuo7f/+2Pu5rW9eHBket0HD9c8lOJSHtHTotZvetDAO484wbMqhmzaiLH4ZTkVCLsbI+pMM1KMlempib34cGu1YTNasLr0/D5Ncwm+XcTQqSmUPHoUEttl1j62b6NXD1xvsSuIBSTGbOroNOA1+wqQDEZc/86Z84cFi1aRE5ODgMHDmTIkCEsX76cOXPmsGbNGu655x7eeeedTtts2bJfcWEIAAAgAElEQVSFX/ziFzz99NOccsopbNmypdNgd9y4cdx///1UV1dTUFDAQw89xKRJk5g8eTLPP/88CxcupKamhpUrV/L444+zdetWAIYNG0ZdXR0bN25k/PjxvPbaaxQXFwcG25GSO3yR9jqm0Bw54N1U9TUPzrhdnuiKTsLJ9nj09QTJOc1KMlemHndr+w8mVrMJm8UUWJadYU1ks4QQIirB4lGoWCqxKzhTpov+F97R5Z1dU6bLkP1PnDiRxsbGQCblxYsXc9999/HnP/8Zi8XCkiVLOj2lBRg7diwTJkxg9uzZOBwOTjjhBM444ww2b94MtE9zvvvuu/nxj3+MpmlMmDCBefPm4Xa7ue+++zjvvPPw+/1ce+21HHvssYHBrtVqZcmSJfziF7/A7XbjcrlYsmRJr89N0Y9+lpwCKioqmD59OitXrqSkpCTRzRFJTsqwdCb9JzpyPYlY9aGtu2u45bfvc/X3jqW2sZUXVu/gL3efRWFehmHHECLRJAYJkFjaG7qu4W+uR/f7UExmTJmuqJNT9QXJ9ShCiBiIdEpnsmfaFYmVKlOE5TpOPW3e9veUTCY18GS3pTV5pscLIURvhIpHqRBLk4miqJizchPdjJQjg13RJ4Q7LUZ+aRThSPZpVnIdp6Y2X3vyDbNJxWY9PNg9nLRKCCFSUU/xKJljqUgPctcjxBFSIdOuED2R6zg1tXnbB7sWk4rN0v5bdItbBrtCiNQl8UgkmjzZFSkrFtM0UyHTroivVJwOLNdxamo9PI3ZbFaw6u3XmFumMQshkkwkcVHikUg0GeyKlBSraZqpkmlXxEeqTgeW6zg1eQ8/2TWrKljas156vP7uNhFCiLiKNC5KPBKJlrx3a0J0I1bTYkIVP5eC5n1Tqk6/kus4NXVMYzab1UBt3dY2GewKIZJHpHFR4pFINPlZRaSkWE2LkeyA4kipOv1KruPU1ObrmMasoirtVQE9bcl9rQkh+pZI46LEo9R09913c9FFFzFu3Liw1l+5ciWbNm3ipptuMmyfRpHBrkhJsZwWI9kBRYdUnn4l13HqCSSoUhU0pX0aszzZFUIkk97ERYlHqefBBx+MaP3p06czffp0Q/dpFPlZRaQkmRYj4kGuMxFPrV4/igKKqmAyqaiqIoNdIURSkbiYOJquUeduoLr5EHXuBjRdM2S/N9xwA2+++Wbgz/PmzWPixImsXbuWtWvXcsEFFzBv3jxuv/12Ghsbue6665g1axbXXnst559/PhUVFSxbtow77rgDgDPPPJPf/OY3XHDBBcyaNYtNmzYBcOmll7J27Vp0XWfx4sXMnDmTc889l6eeegqATz75hPnz5zN37lymT5/OO++8Y8j5Jf/jCSGOcGQGQKctm4fOuoM2vxeLaibLlhFWdsBUzK4r4iPYtRFs+hVAnbshIdeQXL/py+vTsFpMKCjogMWs4pHBrhAiiXQ3LTmW8SnSfadbrIxlwsw5c+awYsUKZs6cSVlZGa2trYwdOzbweVlZGatXryY7O5tHHnmEoUOH8vvf/54vv/ySH/7wh0H3mZOTw/PPP8/TTz/Nk08+yeOPPx747I033mDdunWsWLECr9fLxRdfzLnnnss//vEPFi1axPDhw/noo4946KGHmDFjRlTnBjLYFSmku44OhPUlkKrZdUXsdXdtHDn9KpHXkFy/6a3V68dqVtEP/9liUmmVbMxCiCQTbFpyLONTpPtOx1gZKjHYgzNuj3qK+NSpU3nggQdoamrilVde4Xvf+x4ffPBB4POhQ4eSnZ0NwJo1a3jssccAGDduHKNGjQq6z9NPPx2AkSNH8tZbb3X67NNPP+Wcc87BarVitVpZvnw5AIsXL2b16tW88cYbbNiwgebm5qjOq0PC/8VXrVrFvHnzOOecc1i0aFGimyOSWHcZAMPNDpiq2XVF7KXCNSTXb3rzejUsZlPgzxaLDHaFEKkhlvEp0n2nY6yMZcJMq9XKtGnTWLVqFW+88QazZ8/u9Lndbg/8t8lkQtf1o3fRhc1mA0A5nH/iSGazudPyiooKWlpauPjii9m4cSPHHXcc1157bW9Pp4uEDnbLy8u59957eeKJJ3j55ZfZsmUL7733XiKbJHoQq/cFwuHVvOQ4XNwy5Rrum3Yzt0y5hhyHC6/mC/tLIFWz64rYi8U1FKq/9LYfyfWb3tq8fizmb8OyxWQKJK0SQohkESyGxTI+RbrvdIyVHYnBjmRkwsw5c+bwf//3f+Tk5DBw4MCQ651yyimsWLECgK1bt7J9+/agA9runHTSSbz11lt4vV7cbjdXX301O3bsoKysjJtuuokzzjiDlStX4vcbE/8SOo357bff5txzz6WoqAiAJUuWBH4JEMkn0dNCrCYrF4+fwxNr/x44/s8mXYbVZEHX9bCyA6Zydl0RW+FeG+GuF6q/DHQWsbehslf9SK7f9NZ61GDXalElQZUQIqmEim1OW3bM4lOksc+smoOub1ZNQddPBR2Jwbr8vRuUGGzixIk0NjYyf/78bte7/vrrufPOOznvvPMYNGgQ/fr16/TkNxxnnXUWmzZtYt68eWiaxmWXXcb48eMDCa3MZjOTJ0/G4/HQ0tJCRkZGNKeGoofzLDpG7r33XiwWCxUVFezfv5/vfve7/M///E+nXwgaGhpoaGjotF1lZSWXXHIJK1eupKSkJN7N7rPq3A3c/c4vu3x5GPG+QDhq3fUsfOfRLsdfNOM2XPZseWc3COk/4Qv32gh3vVD95f4zF3Dvql/1qh/1tes3GcSzD937x4+oa/Rw9Zz2GoR/Wv4lNouJxTeeYdgxhIgniUHpJ1Rse+isO6jz1CfFO7v1nkYqGvZ1eThS4izGZc+Oqi2J9G3SrcTVK16+fDklJSVMnDiRffv28aMf/Yh33nkHVU3ee5CEPg7w+/189tlnPP3002RkZHDdddfx4osvMm/evMA6Tz31FEuXLk1gK0UHo6aFRJIh78h1NV0Penyf5g+7aHlfK24u/Sd8kVxDA51F3H/mAvy6H5NiIsfh7LJex7T7y79zIVnWDJraWlj+9Vv4dX+v+1Ffu36TQTz7UKvXj/nIacxmk7yzK1KaxKD0E+pesM3vjTg+hXs/eGTc9el+zCHiboc2fxv/b+PyTvH3/21czv+ccnV0J59gyVCveNiwYdx7771omoaqqjzwwANJPdCFBA92+/XrxymnnEJeXvsc9BkzZrBx48ZOg93LL7+cuXPndtqu41dBEV9GTKGM5Ne5o9e94/Truz1+uF8CyfBlES/SfyITzrWh6VpY05BDTbuPth/1pes3GcSzD3l9R7+zq9LsbjP8OELEi8Sg9NNdDIskPkV6PxjJ6z8W1UKdu57H1jzZpY0iOuPGjWPZsmWJbkZEEjoUnzZtGh988AENDQ34/X7ef/99jj322E7rOJ1OSkpKOv2v4x1fEV9GFBKPJEPe0eu+sOU1fjbpMilkHgHpP8YL9xrWdC0w0O1Y74m1f0dRlKj7kYifePahtqDZmOOXBFAIo0kMSj9G3AtCdPeDPWVXNqqNIj0k9CeO448/nquvvpqLL74Yr9fLlClT+P73v5/IJolu9DSFsrvpKB2fefytYU/hPHqqzPZD/z979x0eVZX/D/x920wmdUJIQgkgKopYWSkqKFZ2F1REYHVVilvUVXfVRVBsawf7Txf9un7dL6CuqAiIdW1YEKSIrLgUAQWkJYSQMikzc9vvj2Qmc+eeOyVzJ5OZ+byeJ88jk9vAe++5Z877fs5OfLlrLe5ti49Gi7GQ7JTsieRlTcYJ5QNx0bHng+d4aLqGd374xHQOK5piGbunKDJh8ckqRKG9ZoUk8lSNmRCSdPG0m7G+yhONVRw6UOk59FjifY2OXvkhoVI+nj9x4kRMnDgx1YdBYmQVUYkURwEQ/N3UwZNijnCGR2UGlPTHWUcMw71txX2oOA8J1xkFnJyCE6OPPguzv5wb3MdfR1wDp+AwLGdX1ItkD1lWDSO7DpGHX6HOLiEkeeJtN+ONFFthtZFDep2Eep8Hj3/1fMKVnqmdJQHUQyC2iBQxCf3dsq0f4bphk2OKloTHUCYMGmOKhab7JOHEXp0xkbxf9ePJlS8Y9vHkyhfgV43vVlKMisTLJ2uQBGOBKj/FmAkhSRRvu2lXO8tqI6cOnhjs6IZum+d4ak9Jh6V8ZJdkhsgRE90Q+wSAm0//Awpz8uEUnMh35jLjM+ExFE3XMm6ScGKvzphIXrGopqzqxhG4SFEvRVNQ19JgqCopUuGMrCcrKoSwGLOm6VBUDaJA300TQuwXb7tpVzvLqrDMc5xlped4o9PJfqWJpA96uiK2iBbZZMU+XaIL+c7ciPGZ0BhKXUtD0iYsJ5nBjorh0YicwNyHwBknq7eKevUqKMee+gN4YuU/gp9PH3Et+rp7UYc3i+m6Dr8cVo257b+9fhX5LnpII4TYL9520652ltVG3jryOgzpdRK+2b/RsG2HIMUVnaY56Uko+j9ObBEpshkp9hlPHIZioSSazjhH3K5CTB9xrWEf00dca3o3yOrcrvN6gh3dwOdPrPwH6loabDtGkn4UVYemwzCCG/hvKlJFCEmWeNvNZFZjfvyr5zF18ETTtjVdS0nUmmQGGkYgBtFiH6HxS4kXwYGDX5MhcgJ6FZQzK99Fin3qmh5zHIaq65ForM4RAKbqjqzzhhUv5jnedE30dfdixqlC96FZnfea1fVgrkBJ53b2kNsKUYV2dh1txaqos0sIiVesMd54n63srMbsdhVh6uBJyHfkotHfjGVbP4LEi4Zos9tViNqWestnRVa73RmvNJH0QZ1dEhQt9qFoCn6u22+IX14/fApe3bgMdS31llFMiWfHPkVegMCJccVhqLoeiSb8HIk1zsQ6v6ePuBb5jlzc99lTpnW753WLuA+rOJZgcT3o0HHnJ49Q5CpL+eRAZ7f9nV2xLcbso84uISQO8cZ443m2sqsas0Nw4IqTxgULj7a+4vZH1PsaTdWY3TlFzHbTKTiY7Xaxi708vfaWnegpigRFi33UtTSY4pfPrXkJ4waOjhjFFHkR1w+fYoilXD98CsS2bw8pmkySKdY4E+v8fmLlPyCHzJdrtW48cSx3ToEpBn3ryOvw0oY3KXKVxeS2qsuCYH5nl0Z2CSHxSGaM165ta7pmmmGj3tvIrMas6RrzWdGv+pnttq7r9GxJgugrDhIULfYRHkceUNIf4waORkVhT9w64los2/oRFE1FdVONITLjV2W8unGZIary6sZl+MtpV0PXgd6FPSiaTJIm1jiTVdyeA2f6DNBxqOlwMDalgx3H5zmeeW6Hx6B5jjOMAFsdI8lcgdFbVoEqn586u4SQ2CUzxitrsmGGDU3X8M4Pn8S9bSXki+SAHNHBPG5FU5lR64NNNRZ/T5leeyNB1NklQdEq7IVWoR1Q0h+Xn3gxnl/7siHSzHEcbnj3LkOsReIl1LXU4/GV/zBsd3fdPizYsIjimiSpYq0caVVlWYduWO6iY87H4ZZ6Q2zqnnNusYjqi8xomMiLhhg0VRonftn8zm77yC7NtUsIiV0yZyZwCk7mDBtOwRHXdkTe/BqbV/FHnNkjvD2NNDsCvfZGAqh3QYKiRYpDq9COGzg62NEF2iPNtS31wT8HYi2s7V43bDKWbf2I4pok6WKNyltVWZbaGuTAZ7865mxTbKq2uY4Z1Y/1CxyK8xNZae3QSqGdXSEw9RCN8BNCYpfMNiXSDBvx4Dne1G4W5eTj1pHXxXzcsc6OQLIbDRuQIFZFvnxnrqGaX5+inq1V8iwqymq6avizrCmG7fpUH3bX7cNr37+N7TU7AQBuV1Hre5Fh8WdC7BBrpUmRFy2rLIeu61V9pnNfg4Yvd63FrLNuNMS6Jh4/NuZjDFS3DK8ETbJDsEBVSIxZpBgzIaQDkjl7RaQZNuLhV/3MdvOyEy5iHjerurRVu01z1pNQdDYQg9DYR6Rqfg3eRmZ0pNHfbPhzIDIT2G5dSwMWbFgUXG9ASX9ccdI43Lv8CapCS5Im1jhTeLw4IHTdQ02HTec+Dx5nHTHMEOu6fvgUOAQppuOzq7olSV/MkV0xMLJLnV1CSHySFeONFB2Oh0NwMNtNgRdQlFNgWDbS86hVu01IAD1FEUuRKu6xIjLTR1yLz3d+HfwzK3oSvt6EQWNM1fgo1ky6MlZsqjjXbTqPn1vzEjQ9tnctk1k5k6QHH/OdXaHtdxRjJoR0DXZFh1nVmK3aTWojSSJoZJdYilTNj+d49Coox73nToeqqa3fxDnzcc2QK3G1dpllZCY8WqPpGk38TVKCFYmKZRSVFZuyqsYcmOw+2j6SWTmTpAc/I8ZMUw8RQrqaSNHheNpVVjXmQOXlcNRGkkRQZ5dYilTNT9EU7Kk/YJrIu6+7V9R3JUKjNVSFlqRCpEhUrB3eWKopa7qGOz95JOo+klk5k6SHQMVlkVGgit7ZJYR0JazocLztajztHqtyc+uMB/FFp0l2ohgzsRSpml9dSwNzIu+6lgbb9kFIstgdiWKdx7eOvA4LNrwZ0z7oOiCB0dvQd3Z5noPAc8GIMyGEdFXxtqvxtHusys3xzHhAshsNGxBLkar5sarxuV1FrXFORlVlq2hLMisGEmIl0UhUIJ4cWjk5/DzWdBXf7N8Y0z7oOiCyEogxc4bPJZGneXYJIV1epHbV6hkw1nbPqnJzrDMekOxGnV0SkVU1v/BqfO1VlZ80xVcARIy20MTfpLMlEhtWNAU/1+1nRvhDz+N4I/p0HWQ3X1uHVhDCIu4iTyO7hJAuz6pddQhSxGfAWNo9q8rNsc54QLIbdXazhKzKqPN6oGoqHIIEjgMUTYXESyhw5kJv9kBXFXCCCCGvCJzFiFLg2zkdOu4++2a89J838c3+jZZVlR86/zYAYEZbHjr/NrhdhR0uFERIRxXm5OOOUX9BVWM1ckQHvIof5fmlyHO4cKjpsGHENvwd9LqWBry56T1MHTwJ+Y5cNPqb8eam9/C7X1wGkReD53G+MxczzvwTHgtp4GdQNJlY8MsqhLbYsq63fy6KPL2zSwixDeuZiwOgNtXH9BxotQ2rdlXTtYjPgLEeM6ty84Pnz6RnSBIVdXazgKzKwWJSblcRrjhpXPCmUZrbDTNGXAPnp6+hZdtaiEWlKJ90OxxlfU03OlbxgVtHXoff/eIyqBaTjMuaHPxv8++UhAsFEdIRmqbCr/rwz/ULDedyZeMhzAn55phVdE0H8OtjzsHza18OLnfdsMnQAUMxqhln/gm5Yg5+f+pvgw2/g6dvoQmbX1EhSXzrCRbCIQrwK9TZJYQkzuqZq1zlcXDh/VDqqyM+B0baRq+Ccka7ei0kQYz4fBgL68rNCj1DkqjoTMgCdV5PMHI5buBo07djj618AdzgcwEASn01qhbNgdpUb9oOq/jA4189D5EXIbTFmkOV5nYDBy4YbQn/ncSLNHcaSYk6rwePf/UP07lc3VQTU9G1QEc3sNzza1+GHjKNVnXzYTy24n+wt6ESc1Y8i3s/ewpzVjyLh754hs5twuSXNThEIbyvC1HgaeohQogtrJ656hsOQqmvBhD5OTDSNtjt6j/AgbN8PoyV1TYAjp4hSVQpH9mdPHkyDh8+DFFsPZT7778fJ598coqPKv2FxjpUrf0hPN+Ry/x2DKUVcE17CFyLB/KKxdBVcxEdWZPhdhUZ4pvLtn4EWVMgcByuGzbZNNrFc3yw4l74N2+FOfmoaa6ludOISSKxJFbxqPAosqKxkwg5osP0maqHdzTYc+o2+ptj2h6d24TFL6vBeXVDUYEqQohdrIpIaY4cw2dKfTV0VYGua6Z4s9U2VE1lPiMCwA3Dp+HZNfODz4A3DJ8W18grb/GMycE6OUhIQEo7u7quY9euXfjss8+CnV2SuPCIyVO//luwaECjv5lZQGB/Uw3mfPVsa3TzV9OAsId0oLVAQHgEOlAgQNd1fLDtM8NN7oNtn+GaIVeCA1Cu8rjnhEnQHDng/V4UqTw40PyixCyRaHuk4lGhHV6RF5jnnVfxG7ZXmtsNAmecx0+ymO+vzttgWpe1PTq3CYtfVuEQzXNGUoEqQohdrOarFXRjpkQsKgUniPAf/BlVi+YY4s1SYbHlnLesZ0SB4+EUJcMrPU5RghDHHLk8JzCfMX/3i8voGZJEldIY808//QQA+N3vfoeLL74Yr7zyimmZhoYG7N271/BTWVnZ2YeaVsIjJm9v/Rh/HXENSnO7YdnWj5hzlS3e/D6AtujmNy+jiXFmWBUI0HQNhTn5uOzEi7BgwyLc+9lTWLBhES478SIU5uRDbarHwYX3o+nVB9Ay/040vfoADi68H2pTPc0vmmTpeP0kEm2Pdf5nd04BprddE0D7vLileSWGz6aPuNZUQCNPA6YPmWxcd9hUlOd1N3w248w/oUd+KZ3baa6zriG/rEG0HNmlzi5JT+nYBmUyq/lqHe4yiEWlABDs1ILjgx1doD3enKeB+dwmCSLzGVGHhidX/q/hlZ4nV/4vND32xIrVM6bbVUjPkCSqlH710dDQgNNPPx133303ZFnGlClT0L9/f4wYMSK4zIIFCzB37twUHmX6CEQ/vaoPUwdPwrKtH2F7zU58tnMVAODec/8KVdPgECQ8eP4MKJoGQMf/+/qf2F6zE0DrFELjBo6GV/WjrqXBEB+1LhCgRpwvTVWV4M0yIBCR4TkeFYU98OC506FoKkReQKGrkAoL2CQdr59E5sBlzf/MiiKLgoQ+hT1x77nToWoqBF6A25kPcJzxs5wCUwQaih+u9Z/ibyNvgCbw4FUN6sqlKBn1W9N5zHE8zZ2b5jrrGvIrKhyMzq4o8JAVijGT9JSObVAm86t+vLpxmWGE9NWNy3Dz6b9Hr2mzDXFlpaGG+ewGxY9eBeWmtrLO22D5jMiKNyta7F/iRXrGpDnqSTQp7ewOHjwYgwcPDv554sSJ+OKLLwyd3alTp2L8+PGG9SorK3HllVd22nGmA1b087phk/Ha929je81O/LdqK3574jiU5hlHqepaGlDX0lqEYEBJf1x+4sWGdyJC46NW8RexLYpiNV8aJ4gQi0oNN81AREbXNSjVe+EJicnkTrodvEUVQBKfdLx+Eom2h8//HFg3PIqs6Rr2Nx40XC8zzvwTHLyEh754JnJ8WnSg5dTz8MRXz7ZHpYdMBjQNngV3Gc5jR1lfmjs3zXXWNRT5nV0a2SXpKR3boEwm8iLqWurx+Mp/BD9rfY4TIbqKDMtaPbvpkhN722b4CH1dqNhVFFe8Od45cq2eMWmOehKNbb0Jr9eLt99+G/Pnz8e8efOCP5F88803+Prrr4N/1nXd9O5uYWEhKioqDD89evSw67AzBiv6+fzalzFu4OiIsY7QGPG4gaNNVWZD46O8rjPjL7weXj/USMgrQvmk200RGSGvCGpTPTMmY1UFkMQnHa+fRKLthZxoiidPH3ENCjnjfYV1vTy24n9Q2VgdNT7dxANPfGO8Tp745mXUearpPM5AnXUN+RXrGDO9s0vSVTq2QZksT1FNr+FMHzIZeYzpzaye3Rp0hfm6kK7rzLZb5Nnx5nhizIQkwraR3enTp+PAgQM45phjwHGxlRP3eDx45pln8Nprr0GWZSxduhT33XefXYeUVayin/3cvfHQ+bcZYh3h1fV6F5Tjvrb4ZWj8ObANn+pHdVMNoANf7lprjr8MvzrisXEcD0dZX0NEBhwPpaEGACDkuQ3fHAYiziQ7JRJL4mQfXKveNUWMuTN/Y1jO6nopyinArSOuNVUbN66rMCNZath9T6mvhq7rUBprDdEwSiwQFr+sojDXPNIhiQLFmAkhcWNVUuYUP6R/z8fdZ06A7iponYHj3/PBXXKzaX3Ws5uQVwSlqcZiZg6Z2XZbzboRT4yZkETY1tndtm0bPvzwQ/B87A9y55xzDr777jtccskl0DQNV1xxhSHWTGJnFf10Ck5DvEPXNUN1Pdcxw+A773I8tvIFZvy5NLcb9rXNFRoYyX1147JgZzg0xhwJx/EQ84tN+xeLSlF64Y04/Nkr8O3fDqA94kyyV0djSZwgQt71PVq+Wx78TCwqBXf2FYblWNfLkF4nAbqOBRsWhUWtjOeiVVVySQZaQpZzDRgKrakeVW8+Yqhk6aCIPmHwyypEgTGy2/bOrqbp4PnY56UkhGQv1rNW+aTbwecWQm+qQ/Prc4LLikWlgMVrQoFnt1BOQbKMJbPabpp1g6SabU9cJSUlUJT4R+NuvvlmfPDBB/jwww8xdepUuw4n68Qa/QyPDXODzw12dAFz/Dm8UvNza17ChEFjgvuYMeIaFMbRKWHFlqvfnQv3mZMAGCPOhMQrUmQ+FOt6mTJ4Ip5c9b/mqFVYysCqKjlfWGLYb/cLpgU7ugBFm0lkflmzfGcXaC1gRQghsbB6RYzjOJRPmGlsIyfMhFDgjnnbmmYxM4fGTqDQrBsk1RL+WiXwXm5paSkmT56M8847D5LUHsW6+urIEVdij1ijn3pYZWTdVcCOPxf1xr3n/BX/b3V7pebA73oXlOPZMfdB5AQUuAohxPDtXDBOI/tQcsHVqFu1NDiSq9RXw1FSgT43Pm+IOFPsk8TLKnYVfg6xrhe/4rOMWoVGkRVOY1d85jn0nPwgoCmt35LzvGUVcma8jM7zrNZaoIo9z27r7zXkmKc/J4RkiXjajfBnPaC9/RHL+qDn5AcATQV4AXy+GxzHx/zKjayxZz2wiiVTxWSSagl3drdt2wYAyM/PR35+Pnbu3BllDZIssUQ/w6vrcS0eZrxEr9oFTZCClZpDf4dD++B59YFgxVkhSiyTGV0eez0Of/4qfPu3t8ZMJQeEvCJm7IZinyQerNgVS/j1Utt0mF1JkuOwf/6s4DmZP+V+dsVnVcWBl+9pP3cn3gbXgKFo2b4uuFwgok/nOQnnVzQIgjmm3N7ZpZFdQrKVVSzZqp2BPw8AACAASURBVN2wnAVDdEA5tM+0HYgSqhY+ENO2Rd5i1oMIr7RRxWSSSgk/Wc2ePRuzZ8/GeeedF/zvwM/w4cPtOEZio/CYp75hOWaEV6899UrIKxbD//lrzKp9/s9fAxB7LJMZXX7vObjPGE+VmUmXkc+JmHHGHw3n+4wz/ghno8dwTvo+nIcZI68zLjfyOvg+nGc8d998BCXnTTHExUovvBG6rtN5Tgx0Xbecekikzi4hWS/e5yNd11F64Y3m9keRmdtRaitj3rY7p4A564E7p8DWvzMhdkl4ZHf58uVQFAWPPvoodF2H3jYNjaIo+Pvf/45LLrkk4YMk9mHFPLncgtZ4ieKFXluFPL8G/tzJ0LyNaFz/KR485xYoHA9R19G46DHIbfFjwFg52RCxER2ArrX+TtOYcRpHWT/0mjY7GJeJFLshJOlkH1xfv4f7R14PlRcgaCqUlW+BO/Fsw2It29aiYsy1eLCtgrnIC8gDj73b1hqWU+qroXkbUXLB1eBz8qF5G3H4s1dQdsnNdJ4Tg0C1ZasCVQBo+iFCslik5yNWvBmKH57vv0CPy+4EeB7QNNStfhvFIycwt8NLOcxts4iChL5FvXDfudOhaioEXoA7pwBinPPmEtJZEu7sbtmyBatXr0ZNTQ1eeuml9g2LIqZNm5bo5kkSsGKeblchZI8CReNQ/e5cQ6VkUech5XeD0lgLT1OdYb1ALDM0YiPkudHtnKuC2ym/7A52nEZyGo7DMnZDlZlJJ+AEEb5d36MprJKzNvA0w3KuAUOhe2rhCamynGsRWVZbPKh681HDZ+DpPCdG/kid3bb3eKmzS0j2ivR8xKy6nFeIghNHofL1hwzPcxAdzO1ostewv2htkihI6J7Xzf6/KCFJkHCM+YYbbsDLL7+MW2+9FS+//HLwZ968eZg8ebIdx0g6Cce1d3SB9krJgXmTI1W6DY3YuM8Yb9hO3YpFpjgNq0JurJV0CUkKjjedp2UTZkDILTJ8VnLeFHOV5TcfQfcLppnOXbG4h/l8LnDTeU4MAhFlidnZpRgzIdnO6vkIHM+MJUPTmM9z0DVzvPnimyC6y6lNIhnLtqGE2tpazJ07N/hnjuPgcrkwYMAAnHnmmXbtJm1puoYGbyNkTYbESx2qRBetEl/478Hx0BV/1Mp6mqZA9dQBmkVMRvZDrq8GJ4iQSisMEehA5eTQqDKfk2/Yjm//dhz+7JXW6n+A5fHEWkmXZL5EqhV39FrTGbEvTVfRsOY9w2e6v4V5nYAXTOeurmuGCs1CgRs8LzLPcwAxV8MkmSXQkY1coIo9rQchJPNZPR8pDTXs9sgi9gxVgeJtRs+rHgB0FeAEeCt3Iqekp6mt4jjelmdXQlLNts7utm3bsGHDBvzyl7+EIAj4+OOP0bt3b3zwwQfYuHEjbrjhBrt2lXY0XcOe+v14dMX/BCfgnnnmn9CnqFfMN41olfiYFY8vvBGHP3sFalOdZWU9TVMgV/2MqsWPouSCq5nxFn/NXlS9/rBhnwAM+wuNKmveRtN21Ka61hhOlCq5sVbSJZkr3qqToRK51jjRYYp99bjqfvNnV9xrGScLPXd1XYNcvdfy7xG+LFVozl6Bzi4rxhwoUOXz08guIdmM9XxkFW+2el0GggRHUQkOvHJ3e1tz2Z3QGmtRtegRQ/sjllZgb0NlQs+uhHQFtp2tNTU1WLJkCe666y7MmjULixcvBsdx+Ne//oV///vfdu0mLTV4G4M3C6B1PrJHV/wPGryNMW8jWiU+ZsXjd+fCfcb4iJX1VE8dqhY/CqW+GnWrlqJ07PWm6n11KxaZ9hm+v9Coct2qpTHFlglhSaQqd0LXmm6Ofalt11HoZ0pTLbvKZVtxvo78PagSeXYLvLMrMDq7jrbOboufCpgRQsIwXr8pvfBGcJLDIvbMoWrxY8Y2rf5gsKMb+Kxq0Rw0tDQk/OxKSFdg28huXV0dSktLg38uLi5GXV0dHA4HRDG7C6/ImsycgFvWYn94YVXiE/Lc0FUFctvnQp7bsIxSXw0+Jz/438zKeiHRZd/+7Tj8+asoueBqOMr6AbyAg0uegC+k+nJgn9BUlFxwNepWLYVv/3ZzVFlyGiIxfH5Rh2OpJLtYVp3U9agxX+trTY66Lmu/gX2H4jQNhz97hV1lOWQfuq7HXHWZKpFnt+A7u6yph9o6wH4a2SUkq7Fe72G9flO3+m0Un/UbiN17tz6TaSrAC+Dz3dAYsWdeymG2P7KmJvzsSkhXYFsvtE+fPnjiiSfwm9/8BgDw5ptvom/fvvjuu+/A89ndqZF4iTkBt8TH/s8fHlVx9hqAbudchQMvt0dRArHlQOdULCqF1vYNnGVlvbCoi2//dtR8PA89Jz8IThCghlRfZu5z7PU4/Pmr8O3fHowqC3lF5kjmhJk4vOINtGxfRxFNEhErluUaMBRaU32wMJTVOWR1rQmqiv0v3RlxXdZ+NdnL/ExtqmNUWRawf/6s9n1YVGhmXYdUiTy7xVKgyksju4RkLatXXYSCbsyqy5wjB8rBPcHkXuA5jM8tiKmdE4tKIfFCws+uhHQFtvU0Hn74Yezbtw/jx4/HxIkTUVVVhQcffBCbNm3CbbfdZtdu0lJhTj5mnvknwwTcM8/8EwrbRl1jEV6Jz33mJGalPfeZkwCERJBXLY0YIxYK3CifMNMYdZkwE0KBO7Z9vvcc3GeMt6zMHFiuavGjKDz5nPY/U0STWGBVnex+wTRzBWTGOcS61maMvA6+D+dFXZe1X7G4h/kzd3lr9cqw2JjaXB9ThWbmdUiVyLNa5KmHaJ5dQrKd1asuuuxnPgvqfm+woxtcfvGjgCihfMIMY5tWVMZsfwpdhQk/uxLSFdj29Uy3bt3w5JNPmj6/4oor7NpF2uI5Hn2KeuGh82+DrCmQeDHuinbhlfhCqx8HKPXVcJRUoM+NzwcrJZddOj1ibJjnRUjlfZkVYwFAKq1o/x3HM6PSjrJ+6Dn5wWD1PqtIJh9yg6SIJrHCqjoZa8yXda3lKgr2blsbdV2rapeaphqiYBAlHHpnrinG3O3cyaZ9sCo0s65DqkSe3dpjzOZqzIEOMHV2CcleVm0gNAVCntvQHtWtWgpoKnt5vxdCaYWhTePyCiEIErP9SfTZlZCuwLbO7oYNG/Dkk0+ivr7eUKjlnXfesWsXaY3neLhdhQltI7QSn9JYy449So64qxnzvAi+qLvpc1Y1WVZU2n9wN2o+ntceDbWIZGohRQ0ookkiCa86aXm+M86h8GstnnXD96tpijkKNnEm+Dy3KcasyV7DtlgVmuP5O5PsEZhWiDWyy3EcJJGneXYJyWKWVZdFB7qdc1VwdDfwnAbRYV2lWXQCRaWmfbDaHzueXQlJNdu+nrnnnntw7rnn4s4778Tdd98d/CHJ0RmxR8sKz6FR6bHXo27VUkM0lHlsE2ai4bvPknasJLMlcr4nsm5otXIgEE9+lBlPFot7UAyZdEikqYeA1nd5aeohQrKXVTvGmkWg+t25gK5ZvqJGSLaxbWhNFEVcffXVdm2ORMGKPfK5Be2V+iQndNnPjCazKvqx4pJWsRlHSQX6XP8s/Ad3B4tTBX6nq4rlsZWOuRa6+nuKaJK4JRLztVoXQNQKzaHVygOU+mqA40xVLvkYI8uEhItUjTnwua9t9JcQkn04jje+Vtb2XKfWH2K3Uapi+YparM+AhGQK2zq7AwYMwA8//IBjjz3Wrk2SKEJjj6GV+nL6nYjCIb/Cwba51ALf6EnlrdVnWRX9WJWRLSvESg4AQM3H8yyjoaxIJk8RTZKARGK+4etaVbY0XQdW0THAUJU8cH1RDJl0RKR5dgFApBgzIVmN9VpZ+aTbwbvM1ZXFolJAEJmvqMXc9hGSQWw7s/fs2YMJEyZg9OjRuOiii4I/pHOERo7dp10c7OgC7VX4VE+dZUU/VmXkSPFPqh5L0lms1wEnSCi98EZT5WXZc5h5fRHSEcEYc4SRXersEpK9rNoscByzjYJFxzWeZ0BCMoVtI7u33HKLXZsiHWCIHPO8RXU+BbqmoOSCq1G3aqkpfhwuWnSUqseSdGVZ3VnXDdFmXddx+LNXYqu8rFF1cdIxflmFKPDgwUGDbvq9JPBUjZmQDBNPnNiyGrPih+f7L9DjsjsBngc0DXWr30bxyAlxbYdmxyCZzLbO7rBhw7Bx40Zs3rwZl156KTZt2oTBgwfbtXkShSFyzPHM6nw6gL3P3RAsLBV43zZSZeRI0VGqHkvSFSui7xowFFpTfXA+39bKy7fFXHkZVF2cdJBf0eCQeOiMji4ASKIQrNhMCEl/8caJI1VjLjhxFCpff8hUjZnF8vU0ar9IBrNtGG7JkiWYNWsWXnzxRXg8Hlx//fV444037No8iYbjg1EWtamOWZ1Pbaxt//N7z8F9xniKH5PsFHK9AK2Nfcl5U4IdXSBQefkRc+XlibdByC0yxcY4QUrN34WkPb+swiEKlr+nGDMhmSXeOLF1NWbdshpzPNuhZ0CSyWz7Kufll1/G66+/jquuugolJSVYsmQJ/vCHP+A3v/lNTOs/8sgjqK2txZw5c+w6pIynaUrre4KaAnA8PN9/gZILroaQW8iMqQiuAvS86v5grNlR1g+9ps02VnEWHYCuUTSZpBQr3gUgtiriMazLiidr3kZ2TCysyrKu6zj45qOmaHPZpdOT/w9DMpJfVlsrMbMHdiGKPDwt/s49KEJI0sQbJ+5INWar7dAraCTb2NbZ5Xke+fn5wT/37NkTgmD9TXWor7/+GkuXLsXZZ59t1+FkPE1TIFf9HJwDNDC6dPizV4IjtuExFbmuClWvP9w+EuVwQcgtCEZphDy3Kf5MVfpIZ7OKd0GUULXwgYjnJnPd394NKLLxM0Y8uedV91vGu0Lj+kpjLdSmOlO0mWJgpKP8sgZJ4q36uq0juzTPLiEZI944sXU15nzLasyW+6ZX0EiWsa0H43a7sWXLFnAcBwB4++23UVQUPRZRV1eHp556Ctdddx3z9w0NDdi7d6/hp7Ky0q7DTluqpy7Y0QXaoyvuMyehbtVSZnW+uhWLDMuibQQsWMX5jPGmOAxV6Utv6Xj9WMW7lNrKqOcma12lttK8PUY8WXSXxVTVkmJg2aUzriG/okKymHYIaOvsKvTOLkk/6dgGdQrGqzQdqaIc73YIyUa2DUXccccduOmmm/Dzzz9j5MiRcDqdeO6556Kud8899+CWW27BgQMHmL9fsGAB5s6da9dhdnkxV+fT2BEYR0lvlF1yMyA6gjEVADi45Ilg9eXAsoHfBbbD5+RTlb4Mk47Xj1W8i5dyTJ+Fn5usdXkpxyKezKPn5AcATQV4AeB5ZuXl8HgyxcCyS2dcQ35ZhSRFeGdX4CErNLJL0k86tkGdQVf8lu0N6zkwUjVm5nYuuTmuas+EZDLbOrtHHXUUli1bhl27dkFVVfTv3x+SFLlgy6JFi9CzZ0+cfvrpWLJkCXOZqVOnYvz48YbPKisrceWVV9p16F1GXNX5eHYExl+zLxhVDqyrNtVDbTLOARoalwlsR/M2UpW+DJOO149VvItVATn83GStq8ledsxL1XDg1XtDos0zmZWXWec/xcCyR2dcQ35Zg8Nijl2gdWTXR9WYSRpKxzaoM3CCyH4dRnQwnwOFvCJ2O8YLzO2AF+Kq9kxIJkv4jJ83b17w56WXXsKXX36JlStX4pVXXsG8efMirvv+++9j5cqVGDduHJ555hksX74cDz/8sGGZwsJCVFRUGH569OiR6GF3SfFU5xMK3CifMDNiVDm4boSYS2gkkxV/pnhmekvH68cqJiwW94h+bjLOdSG3COUTbzNVVD70yfywaPOj5srLdP5nvc64hvxKW4EqC5IoQNN0qCp1eEl6Scc2qDNYV1fWmM+Buq4zn+M4yYnyCTOM25kwA5zkjKvaMyGZLOEhu23btnV43dDO8JIlS7B27VrccccdiR5S2oqnOh/PixDL+rTHMDkBtSvesIwqW8VlTJHMkPgzxV5IKljFhAEwP1MaayNWWa758EWUTZxprKisKmjZvs6w39Zrj6Pzn3Q6v6xCKnBa/j7QEfb6VeS56HwkJN1ZtXNKQw2EPLehDatbtdQ6rnzpdIhlfQ2v5PD5bmiNdfRaGiFtEu7szp49O+oyf/3rX/Hkk08muquMF091Pl3XoBzaZ4iolF54I+RDe4Id3tB1I1WPpUgm6WqszsnQz5ixf0aVZbGoFBzHGdaV6w9ZRsLoWiCdzS9rECMUqHK0vc/r9SvIc9F8zoRkAlY7x4kO06wYpRfeCFjFngURgiBBaBvZDdDjrPZMSCbrlK+Id+7cGXWZSy+9NOvn2I2nyisr8hyoxhy+LlWPJZmIGftnVFlmneus1wDKJ8yEUODu3L8EIQjMs2tdoMohtTbVPpp+iJDMpmumWTGq350LTpDieo6j5z5C2tFXPF1IPFVedVVhRl0cJRXoc+PzpnWpeizJNFbXAHgh6rnO8yKk8r7oOflBQFMAXoRQ4AbP0y2RdL7Wzi5n+Xtn28hui48iiIRkiniqLuuKP67nOJo1gJB29GTXxcQaKbaKunCOHIiMb+4oqkwyjeU1IDqY10A4nhfBF3XvhCMlJDK/EmuMmUZ2CckEVrNvCPnFlvHjeJ/j6LmPkFb0FU+6soi6QKdqnSRL0DVAMoCm6ZAVLWI1ZkewQBWN7BKSCaxm34CuUfyYEJvRyG6asoy6yH7I9dUUWSEZL57q5QnthxE1o+uK2EVum04olpHdZi91dgnJBJHar3jjx9RGERJZp3R2dV3vjN1kFavKzf6avah6/WGaQJxkvHiql3eUVdSMritiF7/cGk0WI43s0ju7hGSUSO1XPPFjaqMIiS7hK2HTpk0RfwDgqaeeSvhAiRGr0l7phTeibsUiADSBOMl8nVFt0ipqRtcVsUugsytFGtlt6whTZ5eQzGBX+0VtFCHRJTwE8uc//9nydxzH4dNPP0X//v0T3U1GsSNyEl5pDwAOLnkiOMeus9cAuM8YD132QWmspVgL6RLsjFvFVb28g/vtrKg0yV5+uTXGLAjW1ZhpZJeQzMJxPMTuvdFz8gOApgK8AD7fHXd7SG0UIdEl3Nldvny5HceRNeyMnIRGXZTGWqhNdQBaO7rdzr4C1e89R7EW0mUkI24VS9wrkf12RlSaZLfgyC5vPc+uJPLgQJ1dQjKFpilQDu5B1eJH29ulCTPBlfeNawo8aqMIic62ns/hw4cxf/58PPvss5g7dy6eeeYZTJ8+3a7NZ4xkRU5CIzHuM8YHO7p27oOQRKQqbpXIfjsjKk2ym19p7exGGtnlOA6SJMBH1ZgJyQiqpy7Y0QXa2qXFj0L11MW1HWqjCInOtq9+br75ZuTk5GDHjh0444wzsGrVKpx66ql2bT5jJCtyYoh0yj6KtZAuJ1Vxq0T2G09UmpCOiCXGDABOiUeLj+bZJSQjaOx2CVp87SG1UYREZ9vVsH//frzwwgs466yzcNVVV2HhwoX46aef7Np8xghETkLZFTkJRDo5yZm0fRDSUck895O538B1JRWVtl5f9BBBbOQLVGOOUKAKaH1v10sxZkIyA89ulxBHhDmA2ihCIrPtiujevTsA4IgjjsC2bdtQXl4ORaGGOVxnRE4o1kK6olSdl3Q9kK5MDryzG2HqIQBwiAK8Mo3sEpIJhAI3yifMNLZLE2ZCKHCn+MgIyTy2DamUlJTgxRdfxCmnnIK///3vyM/Ph9frtWvzaS+0GqxQ0A09Jz/YGlfhRQgF8Vfgi4RiLaQrSvS8ZFVUBhC1yjJdD6QrC8SYo4/s8jSyS0iG4HkRQmmFoRozl1cUV3EqQkhsbLuq7r//frz33nsYMmQITjjhBDzzzDOYMWOGXZtPa6HVYIU8N7qdcxWq352b1ErJ8UxKTkhn6eh5aVVRGaKEqoUPRL2W6HogXVWgQFVMMWY/jewSkgk0TYFavddUjZmPsxozISQ623pXH374IaZMmQIAmDFjBt566y16Z7dNaDVY9xnjgx1dgColExILq4rKSm0lXUskrfnjiDFTNWZCMoNd1ZgJIdEl/PXRwoUL4fV6MX/+fPh8vuDnsizjtddewzXXXJPoLtJeaDVYPiefKiUTEierisq8lGP6jK4lkk5iL1DF08guIZnCpmrMhJDoEu7siqKIbdu2wev1Ytu2bcHPBUHA7bffnujmM0LopN+at5EmACckTqHXUIBYVApNNtYFoGuJpBtfrCO7kgAfdXYJyQw8u03rSDVmQkhkCV9VkyZNwqRJk/DJJ5/g/PPPt+OYMk6gGmzVojmoW7UUpRfeaHpnlyrDEmIt9BoKf2c38MBA1xJJRz6/Cp7nwPMcdN16OYckBDvGhJD0FqjGHP7OLlVjJsR+tn2FdNppp+G+++7DTz/9hKeffhpPPvkkbrvtNuTl5dm1i7RlqgYrOqgyLCFxsKqoDICuJZLW/LIGh8iD4zjoEXq7DomHrGhQVQ1ClMgzIaRr43kRUnlf08wcVJyKEPvZdlU99NBDKCsrQ01NDZxOJxobG3HPPffgiSeesGsXaY2qwRKSGKtriK4rks78sgqHJAARRnWB1gJVAOD1q8hzUWeXkHTH8yL4ou6pPgxCMp5tLeaWLVtwyy23QBRFuFwuPP7449iyZUvU9Z5++mmMGTMGY8eOxbx58+w6HEIIIaTL87V1dvUovV2HFOjsUgEbQgghJFa2jezyvLHfrKqq6bNwa9euxerVq/H2229DURSMGTMGo0aNwpFHHmnXYaUFXdegNtVTFJMQG9D1RNKJT1bhiFKcCgCcUusyVJGZkMxGbRgh9rKtszt06FA89thj8Hq9WLFiBV555RUMHz484jrDhg3DSy+9BFEUUVVVBVVVkZuba9chpQVd1+A/+LOp8I6jrC/d3AiJE11PJN34/DHGmNtGdlt8NLJLSKaiNowQ+9l25dx6663Izc2Frut44IEHMHDgQMycOTPqepIk4ZlnnsHYsWNx+umno7y83PD7hoYG7N271/BTWVlp12GnnNpUH7ypAW0Tiy+aA7WpPsVHRjJBpl8/4eh6InZL9jXkbxvZjdLXDXZ2afohkk6yrQ1KFLVhhNjPtpHdPXv2YPny5dizZw8AYP369aipqUGvXr2irvuXv/wFf/zjH3HdddfhjTfewGWXXRb83YIFCzB37ly7DrPL0VX2xOK6St/ek8Rl+vUTjq4nYrdkX0PBAlVRBApU0cguSSfZ1gYlitowQuxnW2d31qxZmDRpEiZMmABd1/H666/jzjvvjFh06scff4Tf78dxxx0Hl8uF0aNH44cffjAsM3XqVIwfP97wWWVlJa688kq7Dj2lOIE9sTgnUPl5krhMv37C0fVE7Jbsa8gnq3A5o5+fjrZ3dpu99NBL0ke2tUGJojaMEPvZdvW0tLTg8ssvD/558uTJeOONNyKus3fvXjzzzDNYuHAhAODTTz/FhAkTDMsUFhaisLDQrsPscoS8IpRPut30fkZgDlFCEpHp1084up6I3ZJ9DcU8skvv7JI0lG1tUKKoDSPEfrZ1do888kh8++23+MUvfgEA2LZtGyoqKiKuM2rUKGzcuBGXXHIJBEHA6NGjMXbsWLsOKS1wHA9HWV/0mjabKu8RkiC6nki68flVSDFUY27v7MrJPiRCSIpQG0aI/Wzr7O7fvx+TJ0/GscceC1EUsXnzZpSWluKiiy4CALzzzjvM9f785z/jz3/+s12HkZY4joeYX5zqwyAkI9D1RNKJT9Zi6+y2LUMju4RkNmrDCLGXbZ3dW2+91a5NEUIIIVnBr8Q2siuJPDgAXursEkIIITGzrbM7bNgwuzZFCCGEZDxd12OOMXMcB4ckoMVHUw8RQgghsaKXAAghhJAUkBUNAGLq7AKA0yFQjJkQQgiJA3V2CSGEkBTwya2jtKIQY2dXos4uIYQQEg/q7BJCCCEp4G/r7MY6suugzi4hhBASF5qlmhBCCEmBwMiuRCO7cWvatg51q5ZCqa+Gq9/x6Hb+NIj57lQfFiGEkC6GRnYJIYSQFPD5Wzu7QqydXYcArz+7O7u6rqFm+cuoWjQHWosHzl5HoemH1di/4A6ozZ5UHx4hhJAuhjq7hBBCSAr4OzCy683iasy6rqPm4/mo//ot5J8wCiW/vgZFwy5Et/OmQGk4hEMfPJ/qQySEENLFUGeXEEIISYFAjJkXuJiWd0gCWrJ4ZLd+9TI0rHsPBaecj/xTzgPHtf67OUr7Iv+EUWjauhrePVtTfJSEEEK6EursEkIIISngl9umHhKEmJZ3OoRg9DnbNO/4FoeXv4LcY4Yh78SzwEE3/D5/0OngnC7UrV6WoiMkhBDSFVFnlxBCCEkBX5zVmJ2SAFnRoKpaMg+ry/HX7MfBt56CVNoXhUPHgNN10zKc6EDu0aeiefs6yHUHU3CUhBBCuiLq7BJCCCEpEBiljWeeXQBZVZFZ87egatEcgBfQ7ZwrgtFllrxjhgHg0LD+3513gIQQQro06uwSQgghKeBre//WKcVejRkAmrOos1vz0TzINfvR7bwp4B05EZcV8org7HU0Gjd9BZ0x+ksIIST7UGeXEEIISYHACK0kxvbOrqOtU5wtI7tNW1fD892nKDz1l5Dc5TGtk9N3EFRPDXwHfkzy0RFCCEkH1NklhBBCUqDZp4Dj2jux0WRTjFltqkf1+/8DR3l/5A48DUBsI7U5FQMBXkDTphXJPUBCCCFpgTq7hBBCSAp4fSpyHCIQ4T3UUI5AZ9eb+Z3dw5+/Cs3XAveICRHf0w3HO11w9jgSjVtXU5SZEEIIdXYJIYSQVGjxKa3v4cbYKQu8s5vpI7u+Az/C859PUXDyuRByC+Ne31lxLNSGQ5AP70/C0RFCCEknYqoPgBBCCMlGLT4FLocQY0C3Pcbc5JWTd1BdQO2Xr4N35SHvuDMQa3w5lLPX0QBa5+Z1mAKYGgAAIABJREFUlPSOeb29DQew+eB27GuoRL3PgyZ/MzRdRY6Ygz5FPXF82bE4oezYuEaaCSGEpBZ1dgkhhJAUaPEpyHGKMffnAp3d5gyOMfsO/IjmHetRNPxicHzHwmdifjGEwu5o3rEe7uEXRV3+2/3f418b38Ke+taR4BzRiSJnAVxSDgROwKHmWqzf/z2WbP43+rkrMPWUCTihfGCHjo0QQkjnos4uIYQQkgItPgVOKY6RXUfmv7Nbu3IxeGceco48JaHtOHsdjZbt66HJPvCSk7mMrMp4ft0rWLF7LXrkl2HioDHo5+6NAmcBAEAP+T8jqwq2VG/Hit1rcP/nT+MPp16O0UePSugYCSGEJB91dgkhhJAUaPEpKMxzxLy8KPDgOaDZl5kxZqWhBs3b1qFw8AXghdimY7Li7Hk0mreuhnfPVuQeebLp95qm4enV/4e1e/+DMQPOxZDeJwfrhOmMrx8kQcRJPY7DcaVHY8nmf+PF9a9B03X8asDZCR0nIYSQ5Ep5gaq5c+di7NixGDt2LB599NFUHw4hhBDSKbxtI7ux4jgODoeQsQWqGjZ8BOg6chid03g5yvoCHI+Wnd8xf//+9uVYu/c/mDDo1xhWcUqsBbEhCRImHj8GA7sfhXnfvoHNB7cnfKyEEEKSJ6Wd3VWrVuGrr77C0qVL8dZbb2HTpk34+OOPU3lIhBBCSKcIVmOOg1MSMzLGrKsKPBs+QU7/kyDk5Ce8PV5yQureGy27/2v63f6GSiz8/m2c0mMQTiw/jjmSG4nAC7jkuF+hm8uNp7/+Jxp8jQkfLyGEkORIaYy5tLQUt99+OxyO1hjXUUcdhf37jVMFNDQ0oKGhwfBZZWVlpx0jIemMrh9CEpPMa6glzpFdAHBKfEaO7Lbs+h5qUx3cR1+KjlRgZnGUHYGmLSuh+VvAO1zBz/93/UI4BQm/HnB23B3dAKfowMTjx+DF9Qvx0oY3ceNp02w55kxDbRAhJNVS2tkdMGBA8L937dqFDz74AAsXLjQss2DBAsydO7ezDy1hmqajvskHWdEgiTyK8pzgeXZOKp5lCYlHul4/2cju+wDdV+yRrGtI03R4/WoHOruZGWNu3LQCfE4epLK+tm3TWX4EmjataH1v96jBAIBNB7dh08FtmDBoDBwiu3BVrHoUlOH0Pqfiy91rcMHRZ+LY7kfZcdgZpTPaIHreIoRE0iUKVG3fvh3XXnstZs6ciSOOOMLwu6lTp2L8+PGGzyorK3HllVd24hHGR9N07K5swIP/twYHa1tQVuzCXb8bjn49Ck031XiWJSRe6Xj9ZCO77wN0X7FPsq4hr7+1wypJ8b1N5HQIaPGpCe27q9FkH5p+WIPcAUNsncNWantvt3nnxmBn981N76HIWYjjywZEWTs2Zx4xHBurtuLFbxbikV/eAZ5LeSmULiXZbRA9bxFCokn5XXn9+vWYNm0apk+fbrohAkBhYSEqKioMPz169EjBkcauvskXvJkCwMHaFjz4f2tQ3+RLaFlC4pWO1082svs+QPcV+yTrGgqMzjriHNl1SEKwo5wpmrd/A93vhavfCbZulxcdkLr3hrftvd2t1T9i08FtOO+oM8DZ1Cl1CBLOP2okdtfvw5q9G2zZZiZJdhtEz1uEkGhS2tk9cOAAbrjhBjz++OMYO3ZsKg/FVrKiBW+mAQdrWyArWkLLEkIyk933AbqvdH3NbUWmcijGjMZNKyDkF0Ps1tP2bTvL+8NftQuarwUf7fgCuZILJ5Qda+s+ji87BqV5JXj9+3egaXSNdSZ63iKERJPSzu4///lP+Hw+zJkzB+PGjcO4ceNM7+ymI0nkUVbsMnxWVuyCJJr/ueNZlhCSmey+D9B9pevzNPsBIO5qzK0ju5kTY1ZbGtG8YwNyjz4VyQiSOsqPAHQN1Ts3YPXeDRjW+2TbRnUDeI7HqCNOw35PFVbtWW/rtklk9LxFCIkmpVf4XXfdhQ0bNmDZsmXBn9/+9repPCRbFOU5cdfvhgdvqoH3QoryzMUw4lmWEJKZ7L4P0H2l62tskQEAOY74Smc4HQK8GTSy27R1NaApyOk7KCnbd5T2AXgBn2/7HIqm4OSexydlP4NKB6A8rzve+O87ULXM+TKiq6PnLUJINF2iQFWm4XkO/XoU4vGbzopa8Y/nOfQpK8CcG0ZC0XSIPIfighzmsoqiodbjhaLqEIXW5USLbySp4iAhXRfr+oz1PhALq/sKANR6vHRf6AIamzvY2ZUEqJoOWVEhifGNCndFjZtWQCzuCaGwO+yacigUJzoglvTCV417cVRpP3RzFUHTk7AfjsOo/qfjjf++g5U/f4Ozjhhu+z6IWbz3Oqv7LD0zEZK5qLObJHzIDTcSTdOx56AnanVARdGwq7IBs+evDS43a9owHNGj0NThpYqDhHRdVtenJPL42wtf21aNmXVfsXMfJDGNbTFmlzP+d3YBoMWX/p1dpaEG3t2bUDhsLLgkdHQDDpX1QpVvJ84qHZiUjm7AwO5HoSyvO5Zs/gAj+w2lysydIJ57XZ+yAuayVp/TvZGQzEB34hSLtTpgrccb7OgGlps9fy1qPd4Ob5MQ0vmsrs/KmqakV2O2cx8kMYnEmAFkRJGqxi0rAejIqRiY1P38J4cDr+sY4EtuISKO4zCy31Ds91Rh3b7vkrov0iqee12tx8tc1upzujcSkhloZNcm4RGY/BwJdY0+ZuRYllXUNvqgqhoEgcdl5w9AQV4OCnIleJplLF6+3VQdUFF1ZhVBRTN/S00VBwlJLlbkDUBMn1ldn+58J+6YNsxwH9A0vUOxY1nRUFyQgz+MO9GwvfCOFd0XUsfT7EdujgiO56Az7uNWHFIGdXb/uwKO8v4Q8ooAPTnnoa7rWO+txtEtMlz7f4LS397pjcIdX3YMPt/5NRZveh/Dep9i67zBxExWNFx2/gCcckw5VE2DwPP4z7Yq5r1O0XTmfdHq+UpWNIo3E5IBqLNrg/BY4vDjy3H56IHMyLGu69hd5Qn+jrXsTZcPhlMyDrqLAoeyYpfhhlxW7ILIuOkGKg6GL0sVBwlJHCuGfN81p0NWtJiidN0Knabrc/jx5dABvLjs++Cyt00dgvpGHx6at9awfizROqfEY8rY4/D0axsM9xU+7BZA94XU8TTJyHNJ0OOM1QZjzN707uz6q3+Gv/InuEdMSFpHFwB+ajqIap8Ho7g88Ad+Stp+AniOx4i+Q/HODx/ju8rNOCVJBbFIK5eDx5EVxZj13FeG5628XGPEv6zYBafIvi86JfYzk1Pi6ZUwQjIAPeXYIDxGc97QfpaR49pGn+F3rGWffm0D1LC2v7ggB7OmDTNUEZw1bRjzvWCqOEhI8rBic5U1TTFH6VQNpuvz9xefgDkL1hmWbWj0Bzu6oevHEq1TNQQf6ALrPv3aBpQUuei+0EXUNXpRlOdEvK+QZkqM2bPxc4AX4ExyhHnNoe0QOQFHF/aCUFsFeJuSuj8AOLnHcShyFuDNTe8nfV/ZrsWvMZ+3BAimex04jnlfBMcxn5lUDRRvJiQD0MhuAgLxFq9PNXwjWJArmSIxxQU50HRA07Soyx6sbYHPr6K6thnufCcavTJkRUO3Aice/fOZ8MsqBIGHO8/BrMYcT4VnQkh8WDHkHIcYc2xYUTVTtXafX8VJR3fH+LMHQOBbO6t+RWXeG1ix4/BXIwSeY67LcVxMVeITie5R7C82dR4fSopc0RcMExjZbfbKdh9Sp9E1FY3ffwHXESeBdzgRd48/RpquY+3hHTjO3QeCoycAgN//E7QjT0zK/gIEXsAZfYfgg+2fYfPB7RhUNiCp+8sWrBkpVJX9yoaq6a3PQCHLHvZ4LWLM5ntyUZ4Th+pb6JUwQjIAdXY7KDTK+IdxJxoiMJ5m2fDnY/sWY8rY43DHc19FXRZo/Vax6nAT3v3qJ2bE+aX3tqDW441YjZkqCxKSHKzXBHgeccWGw6u113m8GDOiP+57sT3y/OB1Z7BfXRCMG5Vl1fBqRFmxC3dMG4bhx5djzaYq07rRqsQnUs2dKsHHrtbjQ/9ehXGvF+jsNqVxZ7flx/9AbapD7tG/SFpHFwC2ew6g1t+E0b1PhepwQxck8Pt2JL2zCwCDe56AFbvXYvHm9zGo7Kak7y/TWc1I0a3QaRlNnvH3FYb7UHEBe1mHZL4nA/RKGCGZgq7YDgqNMi5evh1/uWxwMALz6brdhsjx5aOPCd5cWcvePnWoIT7T+pDMWUacJ5w7gKoxE5IirNcEuhW5mPG4bjHGhv2KZoox//Pt/+KOsFcXbrp8MML6uqZXIw7WtuDh+Wvx+4tPiLouSyL3D7r3xEZVNXia/cjPdcS9biDG3JzG7+x6Nn4GPrcQUnm/pO5nTc0OOHgR/VwlAM9DKekBYf+PSd1ngCSIOK1iML6v2oodNbs6ZZ+ZzGpGClXVmfdeVdNN9yFZ0ZjLyjJ7pJZeCSMkM9DIbhRWkTxZ0QyxQ4DDjMlDUJTvRI5DQK5DxOwbRkJVNfA8j5OO7o5hx/dEQa4Eh4PHfdecDoHnIPA8ln/zsyFW89J7WzDtwkGWEeeCXAlAezT6YG2z6dgoekOIPVj3gN7d84LXtyDw4Dgwrzme50xROp7nTNsEzNVA12yqwh8vOdF0b5g1bSiqa5uD21QtKonqOkzrzpwyJOrf1+r+EUtlaLr3xKau0QddB/JypLjXDVRjbval58iu4qlF07Z1KDhpFLgkjuqquoZ1h3fg+OJ+4Nt2o3TvBWnzGqCpAciLf1Q9XkN6n4yVP3+DxZs/wG1n/inp+8tkimpVSZkdY1Y03VTdXlHZ9ydFZZ+HPM8x482UUiEkvVBnN4JIkbwcB2+KHd4+dSjycgTkOh2muM3tU4fi9Y9/QJ3Hjyljj8MjC74xRZN/+LkWQOu3h55mOfjf4REaT7NsiEaHHxtFbwixB+se8ND1I9DYLEeNDQ8/vhyeJj8eDqum3KeswPSawR1Xs2PHiqLj4flrDdus8/jwcMi+reLOqmZcN9Z7AOv+Mfz48pgqQ9O9JzaH6lr/fQrz4h/ZFQUeksijqTk9O7sN6z8ANBW5R0f/4iURWxv2oUFuwaCiPgBaOzNKSW8AAL//R2gDBid1/wDgFB0YVnEKvti1Gj/X7UNfd++k7zNTOR1WlZQF5ueiwBmq27fGlQXm/UkQrDuvrHgzISS90BNIBJEieT6/OXY4Z8E6+PwaM24zZ8E6nDe0HyacO4AZo7l89DEA2uOGi5dvt4w4L16+3RCNDj82it4QYg/WPUCWzdU/WbHh3198QrCjG1juwf9bg1qP17TNh+eZ17996lA4nbzhs6svPCHY0Q2sy4o7z5o2DJLEd+gewLp//GHciTFVhqZ7T2wOHm7r7ObH39kFgFyniIZmv52H1Ck0vxcN334I11GDwbvykrqvNTU74OQlVLi6BT9Ti7pBc+SA3/NDUvcdanjFYDgECW9ueq/T9pmJVM06rmwVTQ7/TNd19qwW+XR/IiST0chuBKyosqfFD69PBcCOLbbGYdixwkD8mPW73qUFeGHWeag63AwAmHbhIHiaZby/cidm3zASACDyHHQA0688FQCY0R1Z0Sh6QzJSKqr8smK5vEVkGRzXFm3WIQgcdN36HsH6vMmr4G9/OD1YjXnp59sx4bwBeOhPI6DrOjiOY1ZoXrOpCtdeepJh38X5TggCb7oHAIgaRWbdP0IfHEOPOTyeTPee2FTVtt7nizowsgsAuS4Jnqb06+w2fPshtJZG5B03IqmFqWRNxbqaH3FSt/7gtJD9cDyU0gqIe7dD0TWAS/73/S4pB8MrfoEVu9dge81ODCjpn/R9ZiJFYd83raLJ4fNXt96vdPQtyzfcK915DkiScU5eQkhmoc5uBKyo8k2XD8YT/1qPy0cfw4zDyIoGjrOOH7uc7BhN1eEmtPjUYOwm9HdTxrY+MIbGKR+5cYRlBUKAojcks6Sqyi8rlstxHLtKMs+htDg3+NnhBq9FNWX2+nUeL+57cU3ws/GjjoTXp2L2/Pb7j1WVZehAWci+A0LvAfH8G4bfP2o97L8LK55M957oDh5uRr5LgkMSoWnxd/pynSIamtIrxqx6m1C3cglyjjgRUnEZoCfvPe7v63ajWfXheHdfBCLMAXJ5Xzj27QBXvRd6Wd+kHUOoEX2HYMOB/2L+hkV48LwZ4Dj68ideVvdNQWC/OhF+WZUVuyCKHPYdaqJq8YRkGYoxR8CKKgeqIb/20TbcdPlgQxzm9qlDsfTz7Vjy2XZT/HjWtGH4dN1u8DxnWi9Q+n7x8u2m3wUigOFxSr/MriqoUh0YkoFSVeWXFct1OHjmNSxJYbdTXWcvJ/LMqG9Zt1zDZ2NHHhlTXHrWtGExdS4T+TekeLK9fq7yoFdpHvQOdHSB1pHdxpb0Gtmt++pNaN4mFA4endSOLgCsOrQNBaILvXLcpt8ppRXQwUHYvSWpxxDKKTpwdv/TsL1mJ77ava7T9ptJigtymBFkSeRNz1u3Tx0GQYB5lguOo2rxhGQhGtmNwCpuWJAr4Yefa/HSe1sw+/qRUDUdsqJh6efb8cm6PcFlZ9/Q+juR51CU58C140+Comp44l/fmqqkTr/qVEy/6lQ4RR6P/eUsKKq5+nPosYgCbxnpYUlFBJQQu6Sqyq9VpPel97ZErXTss1hu+lWnMqO+mqa3Vm5uu2dY3X84jjMsV1yQY5prmyXSv2FHos10D+kYXdex60ADhg0qR0eDvLlOMVjEMB349u9A/dp3kXfCmRDyi5IaYW5R/PhP7S6cXj4Imqqafq87cqB2Kwf/8w/A0F8m7TjCDe55Av5zYDPmb3gDJ/cchEJnfqftOxOIIo8jehSa7n3Vdc14f+VO0ysgY0f0N997rzyVqsUTkoWosxuBVWwm8JBR6/FCknhIAO56fqVhuY07DmHKWB5lISMupQ4Rhxu8qPV4TVVSnZKAboXWozPhcUpPsxxzrDBVEVBC7JLKKr+sSC/rGg4/Fknk2MsJHDPqy4fFoKtrm9mxvbDlYmX1b6hpOm59+su4o82kY6prW9DUIqO8W/z/DwPyXBKaW2R4/Qoe+Oca5LkkzJo6tEvGYzW/FwffnQshrwgFJ52b1I4uAKyv/QmyruK4wgqER5gD5LI+cG1dBzQ3ALnJn4IIAHiOx0XHno8XvvkX/rn+Ndx8+u+75P+vrkwUedO9TxB4bNxxyDDQUFbswoiTe5nuvYLFMx1Viycks9EVHgErNhOohhwa44sn4ifwYEYbhSj/J8L38em63aZjs9pnqiKghNilK8VoYz0WUWTHnWMZhQWsY3sd7XCyjvvOq4cZ6gTQvSH5vv/xEACgorTjI3vdCnKgA/hg1S5s3HEIX39/ALsONNh0hPbRdR3V786FfGgfikddDq4TvlxddWgbujsLUSJZV3uWy1vf1eV/7ryqzABQlt8do444HV/vWY+Pf/yyU/edqZwSb7pP3jFtmOm1kEDV5a7SjhBCOg+N7IYJj/v2Ky8IxmYkgYMo8pg5ZYgpxhdrxM8q2hgegQzHihEWuBwx7TNVEVBC7NKVYrQ8z6FPWYEpThd+LP4OXusBVrG9WDvLrOMO/zfUNN1Q7Aqge0Oyrf7vARTmOVDidnV4kLO4sPXh/J2vfgp+tmVnDfr3KrLjEG1Tt3IxmrZ8DfeICZC69Uz6qO5hfyM21+/F+b0HQ9MUy+W0gm5Qcwsg/LQR2sChST2mcCP7DcWehv2Y9+0i9CnqheNKB3Tq/tMZ63WsZq+KbzZXGqrWf75+Dy44rR/z3tlV2hFCSOehzm6IROK+sUb8JJGPKQIZ6z5i3SdFd0i66yoxWk3TseegJ+p9IpFrPYAV20tEIlWWSeL2VTdizaZKXDiif0L9vpKi1v+H1bUtGHpcOTbtrMHW3bUYM8KmA7VBw7cfofaLhcg99jTkHHlK0otSAcAXBzdDh45BhRWRF+Q4yL2OhPPH7yF7m4Cc5M75a9w1h/HH/Qr/9+1rmP3ls7j77JtoOqIYWD2f5bskfLz2Z/zrw/ZR+rJiF84b2pd57+wq7QghpPN0iSeaxsZGXHjhhdi7d29Kj6Mz4r6piGN2pQgoIeku1vtEOlx36XCMmeStL36EKPAYdnyPhLZTkNs+P+/xR5WgZ0kedld6Ej0823i+/wKHPngBrv4no3DoGHCd0NFVdQ1fHNyMQe6+yOOkqMvLvY4Cp2vgd25K+rGFc0k5mHzKRORKLjzw+dNYt++7Tj+GdGN133U6zDHmRF73IIRknpSP7H733Xe46667sGvXrlQfStxx345UOE5FHLMrRUAJSXex3ieSdd3ZWVmd7g2dp9bjxafrfsbIk3tBFPiERnY5jsP4UUdh14EGDOhThK27avHd9upgjDOVmrauRvU7c+HsMxDuEZfCqkiU3b6r3YVafxMu6nsaNN1chTmcWlgCNa8Q4o4N8B83rBOO0KjQmY+pgydh0X/fxWNfPY8xx5yLy064CC6JOmksVvddr19Dv/KC1tkvVB2CwKE439nh1z0IIZkn5Z3dN954A3/7298wc+bMVB9KXHHfzog824miO4TYI577hN3XXTIqq9O9oXN8um4PZEXDaSf0tOXV1aGDemDooNYR4tJiF1p8Cmo9vohV/ZOtece3qFr6FJw9j0LxWZd36r4/qtyIYkceKpzFEd/XDeI4+CuOgeuHb8A1HIZe2C35Bxmm0JmPqadMxCc/rsAH2z7D6j3fYtrgSRheMTjlX1p0NVb3XafEY291I802QQixlPKvvh566CEMGWJdsKWhoQF79+41/FRWViblWOKJ9FGFY5IOOvP6yRapjP7Sfafz2XEN6bqO5d/swTF93SjMc0RfIU6l7tZzce/B1EWZW3b/F1WLH4OjtALFo65AZ/bVdngqsaVhH87scWJsHd02/j7HQAcHYeva6AsniSiI+NUx5+B3v7gMTtGBJ1f9L/62/AnsqNmVsmOyk11tkNV9V/3/7N17mBPl3T7wew7JnrO7wC4rrICKLYqIKAqIiorK23poqYeivIBSlWpbWqsgVWor1ddWPLT+qBVtq/attSqU+lq1VUGtitqCFotiPSGwwB5gD9nsbnYzh98f2WRzmCSTZCbH+3NdXJBkMvNkeb4z+2RmnlsD94lEFFfWz+wm8uijj2LNmjUZ2VYyl/RxhmPKB5msn2KRzUt/ud/JPCtqaP+BHuxp6ca8c75gy4TEgcHunuZuHDu+zvoNJOBt+g+an7gDck09hs1eCEHM7Pfo/7d3CyrlUv/EVKr5wa5eVgmlvhHSR+9AmXo2IEo2tjK+xupDcOXxl2Jb8wd4eedm3PTSzzBzzFTMP3YuRlRk/qyzVaw6BsXa7x7o6uM+kYjiyvnB7qJFizB37tyw55qbmzF//nxbtpfMrMqcxZRyXabrp1hk69Jf7ncyz4oa2v7ZQQDAmJFVlrYtwFXhhNMhYVdL5s/sepv+g/1/vA1SRTWGn3U5hAwPGD/1tGBb5y58ufHEpAa6Af1jj0blP/8G6bN/Qx1/nA0tNE8URUwZdQyOrv8C3trzDt7YvQVb9/0bC4+7CLMPn5mXlzZbeQwy2u9yn0hEieT8YNflcsHlcmW7GVECl9RE3ifCWUwpl+Rq/VBquN/JPCtqaPunB1Bd4URtVaktZ3YFQUB9TRmaWjzWrzwO754d/oFueTVG/NeVEOTEsyBbSdN1/H7n31HtKMekmjGAmnhiqkjKyDFQK2sh/esVqEdMRkavv46hRHZi1mHTMfmQo/GX/7yEB7c8hn/u/Re+Ne1yuEoqs928pNh9DOI+kYgSyfnBbq7iLKZElGnc7+Sn9z87iCPH1Noy0A0YUVuGPRmMH+rb+R6an/oZpMpajJjzjYwPdAHgjbYP8VlPKy49fBaEFAa6AABBgHf8ZFT86xWIuz+ENvYoaxuZhppSF+YfOxdb9r2HFz75O1a88D+4YeYSHD5sbLabljO4TySiRHLmOo9NmzahsTFBEHyOCVxSU19bjtqqUu5cich23O/kl9b2XrR29OHw0fZeYVFXU4aDbi/6+pO/lDdZ3ds2Yf8fb4NcPSJrA902rxt/2PUGjqg6BIeVpXefsm/0eKgVLjjefh7QUhw020QQBJw4ejIun3IxFE3FDzfehVd2vpntZuUU7hOJKJ6cGewSEREVmsD9uo319tyvGxCYpGpvm32XMuuaivZX/oC2v/wSpY0TMPyczF+6DACKpuJXn7wAHTq+MmZ6UjMwGxJF9B09HWJXG6QP3rKmkRYb7WrAlSdcikOrR+H+f/wOv97yOJQU7lEmIio2HOwSERHZZPunB1BR5ggORu1SV1sOAGhqtWewq3S3Y//jP0HnG+tRMfFU1MyaByELZ9A0XcODn76ETz0tuOiwU+G0aNJdZeRY+Ooa4fjn3yB0tlmzUotVOMsx/9i5mDnmRLzw6d/xo5fvQXtvZ7abRUSU0zjYJSIissm/Pz2ACWPtvV8XAIZXl0IQgN3NbkvXq+s6ej58G00PfR/9ez9C7enzUTXlbAh65qNdBjQFD37yEt4++AkuGDMdhzprAFj0gxUE9E6eBV2U4Nz4B2AgN3NaRVHEWUecgkuOOQ+7O/di+Qv/gy17t2W7WUREOYuDXSIiIhvsa/Og+WAvxjfW2L4tWRIxzFWKz/dbN9j1dTSj5ck70LL+TkiVtai74LsobfwCBKsGmEnY39eB29//E948+DHOPfQkHFM1Gppu7f21elkFeqecAaGjBc6/PQL4cnPACwBH1R2Jb5wwDxWOMtz5+gP4+eZfo7OvK9vNIiLKOZyNmYiIyAZ//9deAMCRh9o/2AWAcYe4sP3Tg8FZaVM10LYbnW/9Hzz/fhWC7ED1zAtRdtjkrAxyW71deKH5PWxq2Q6nKOPy8WfjEGcVNJsmklLqD0XvlDNR/u4mlGz4JQbOnAd9xChbtpWuuorh+MYJ8/Dmnq2K0vPnAAAgAElEQVR49fO3sHXfvzHnyFk4Z/ws1FcMz3bziIhyAge7REREFuvs7sdfXv8Mk44Yjooyh+2XMQPAMYcPx9YPW/HK1j04e5r5eBqtvw8DrZ+jb9f76PnPPzDQ/CkE2YGqyWei4ovTIDicsOxy4Th0XUe30ofdPQexs6cV73Xuwsfd+yFAwLT6CTilbgIkTYdu8yXUvtFHoKekFOXvvoySDWugHTYRyvjjoDWMA0orbN12siRRwiljT8LRdUfi9d3/xDMfvoRnPnwJXxhxOI4dOQET67+A0a4GuEqqIORAhjARUabl5WBXHczTa25uznJLiDKjoaEBsmxNubJ+qNhYWT9A4hr6YJcbD/3lUyiqjpMnDkNra2YmPKot0zFqeBnWrNuGErEPhx9SGfa61r4X6ra/AsoAoPgApR96TzvQ3xtcRhzeCOeULwN149AnSujrtPbS2E6lF88f/De8mg+KrkGFhn5NgUf1olvthxJyafKo0lrMqjsGR5aNhEPV0d3RYWlb4nJUQJxyDmr2fYKKpk9QsnM7AEAtrYBaUg7NUQrNUQL3kVMxMCw3zvzOGD4Fx7om4GP35/jc3YR17z+Lp95/FgBQKpWg0lGOMrkUZXIpHIIMURQxZcTROG7E0QnXzWMQUeqsPgZRcgRdz8T3zdbasmUL5s+fn+1mEGXMxo0bLcuhZv1QsbGyfgBzNXTMpEmoqqmDpgtQlMxmt5Y4HWjeuxOfffpJ1Gvjx4/HiOHDIECAIACSCMiiAIcowin5z/z199t7r+qw4SMwrC4kG1cAdGHwb1EABARnFPH5fBk5Kx6PKAKSJEPVAUXToGo6NN1/rru314u9e5uy20ADgiDA6XQCAHRVh65q/r81HdD9jff/XHX84+1/JFwfj0FEqbP6GETJycvBrtfrxfbt21FXVwdJkky9p7m5GfPnz8djjz2GhoYGm1uYf/jziS0XfjZWfiuYSv1YKRd+nlYolM8BFM5nifU5rP5WPds1FEsh/D/yM+SGyM+Q6WNQIfwMzSiWzwkUz2c1+pw8s5tdefmTLy0txdSpU1N6b0NDA79diYM/n9gK5WeTTv1YqVB+noXyOYDC+Sx2f45cqaFYCuH/kZ8hN9jxGZKpn0L4GZpRLJ8TKJ7PWiyfMx8weoiIiIiIiIgKDge7REREREREVHA42CUiIiIiIqKCI/34xz/+cbYbkSklJSWYNm0aSkpKst2UnMSfT2z82VirUH6ehfI5gML5LIXyOVJVCJ+fnyE3ZPszZHv7mVIsnxMons9aLJ8zX+TlbMxERERERERE8fAyZiIiIiIiIio4eTnYVRQFTU1NUBQl200hyjusH6L0sIaIUsf6IaJMysvBbnNzM2bPno3m5uZsN4Uo77B+iNLDGiJKHeuHiDIpLwe7RERERERERPFwsEtEREREREQFh4NdIiIiIiIiKjgc7BIREREREVHB4WCXiIiIiIiICg4Hu0RERERERFRwONglIiIiIiKigsPBLhERERHlrX6fCl3Xs90MIspBsp0rX7NmDZ5//nkAwKxZs7B8+fKo19evXw+XywUAuOSSSzB//nw7m0Rp0nQNbq8HPs0Hh+iAq7QSopD4O5NU32fXeoiySdEUdPa5oegqZEFCTZkLsmhud8waIMqueDUY+ppTckLTNSiawlq1UWt7L75x+4v47ten4KyTxmS7OUSUY2wb7G7evBmvv/46NmzYAEEQcOWVV+LFF1/E2WefHVxm+/btuOeeezBlyhS7mkEW0nQNe7r24c7XfoW23nbUlQ/D8lOvwaHVo+IewFN9n13rIcomRVOwu3Mf7n5jbbAfXz9zCcbUjEo44GUNEGVXvBoEEHytpqwalx37Fdz/9u9Yqzb7z+4OAMDf323iYJeIoti2x62rq8OKFSvgdDrhcDhwxBFHYN++fWHLbN++HWvXrsX555+PVatWob+/P2o9brcbTU1NYX+am5vtajbF4fZ6ggd4AGjrbcedr/0Kbq/HlvfZtZ5iwvrJPZ197uBAF/D347vfWIvOPnfC97IGMo81RKHi1WDoa1+ZcE5woBu5XDHJRP20tvcCABwyv0Qgomi2ndk98sgjg//+/PPP8fzzz+Pxxx8PPtfT04OjjjoKy5Ytw9ixY7FixQrcf//9uO6668LW8+ijj2LNmjV2NZOS4NN8wQN3QFtvO3yaYsv77FpPMWH95B5FVw37saqrCd/LGsg81hCFil+DevC1Smc5axWZqZ8erw8A0NdfXD9bIjLH1nt2AeDjjz/GkiVLsHz5cowbNy74fEVFBR566KHg48WLF+Omm26KGuwuWrQIc+fODXuuubmZ9/ZmgUN0oK58WNgBvK58GBwJLr1M9X12raeYsH5yjyxIhv1YEqSE72UNZB5riEIlqsHAa56BXtYqMlM/vV7/ILevP/EXhkRUfGy95mPr1q24/PLLcf3110ft7Pbt24d169YFH+u6DlmOPgi4XC40NjaG/WloaLCz2RSDq7QSy0+9BnXlwwAgeA+Sq7TSlvfZtZ5iwvrJPTVlLlw/c0lYP75+5hLUlLkSvpc1kHmsIQoVrwZDX3v6wxdw7bSFRV+rmaif3sEzu94Bntklomi2fcW4f/9+fOtb38K9996LGTNmRL1eWlqK1atXY9q0aWhsbMRjjz0WNnkV5R5REHFo9SjcftaN8GkKHKJsanbJVN9n13qIskkWZYypGYVbz7weqq5CSmI2ZtYAUXYlqsHQ15ySA7edtRyKprJWbTR0ZpeDXSKKZttg9ze/+Q36+/vx05/+NPjcvHnzsGnTJixduhSTJk3CqlWrcM0118Dn8+H444/HFVdcYVdzip71cSWp5tmll4MnCqKpM2BEqUinTpJ5ryzKGFExLKX3swaI0pdsrZuNC2N9Zl5gsOsd4GXMRBTNtsHuypUrsXLlyqjnL7300uC/58yZgzlz5tjVBBqU7egfxqVQPkinn6bbx1kjRJmTbL2lExdG9uvrH7yMmWd2icgAf4sqAtmO/mFcCuWDdPppun2cNUKUOcnWWzpxYWS/fp8GAFA1HT6FZ3eJKBwHu0Ug29E/jEuhfJBOP023j7NGiDIn2XpLJy6M7Bc6wB0YHPgSEQVwsFsEAlEJodKJ/kl2PVZtn8hO6fTTdPs4a4Qoc5Ktt0BcWOTyZuLCyH4DvqHBrk/hYJeIwnGwWwSyHf3DuBTKB+n003T7OGuEKHOSrbd04sLIfv0+DU6H/9dZDnaJKBJPGxSBbEf/MC6F8kE6/TTdPs4aIcqcZOstnbgwst+AT0VFqQMDvn7es0tEUbinLhJWxSGkuh7GMVA+SKefptvHWSNEmZNsvRnFhVH2aZoOn6KhrERGp6efZ3aJKAoHuxRXvCzCZHIKQ5eVRRmiIGJAHYBDdKDCWYYub3fC/EKrmM1LpMJhdc60UR8SBTFqG6qmotPbDVVTIYkSakqr4JAcGWkjEcUWqDdNV6HpOnTowWOTqinB54xq0ahWAZh6LtWa5v7BmE/1D27LSv33Tw/wzC4RReBv+BRTvCxCAKZzCo3Wc+20hfjDe0+js68L189cgnXvP4st+96zPb+QeYnFx+oMW6M+dMMpS+CUSvA/r94XfO6mWUvRr/bj7tfD+9qh1YdEDXiZs0uUOYF6e+Lfz+BLXzgDD/zjf4N19/2ZV6Ff8eGXbz9iWItGtXrzrKUY0HxYHfLcslOvgVN04PaQfUKqNc39Q2yByanKS/z7VJ7ZJaJIxb2XpLjiZREmk1NotOz9b/8OX5lwTjCv8PTDZgRfszO/kHmJxcfqDFujPnTX62vR4mkLe67F0xYc6Aaeu/uNtej0dtveRiKKLVBvpx82IzjQBfx11+X1BAe6gedCa9GoVps9bcGBbuC51a/9Cs0R+4RUa5r7h9gCg93SEinsMRFRAE9lUUzxswh10zmFsdZT6SyP+nfgsV35hcxLLD5WZ9jG6kOlsjPsuVLZadzXtOi+xpxdoswJ1Fulszyq7mLVbaAWjWo11nsi9wmp1jT3D7EFzuSWOP2/zvYzZ5eIIvDMLsUUL4swmZzCWMt6Bnqj/h14bFd+IfMSi4/VGbax+pBXGQh7zqsMGPc1MbqvMWeXKHMC9eYZ6I2qu1h1G6hFo1qN9Z7IfUKqNc39Q2zK4D27pQ6e2SUiYxzsUkzxsgiTySk0WvbaaQvx9IcvBO9jfGXnm8HX7MwvZF5i8bE6w9aoD91wyhKMrKwLe25kZR2uP8Wgr5VW2d5GIootUG+v7HwT3zxpQVjdVZdW4lvTLo9Zi0a12lBZh2URzy079Ro0ROwTUq1p7h9iU1QdAFDi9A92GT1ERJEEXdf1bDciWU1NTZg9ezY2btyIxsbGbDenoA3NABmdRRjvtXjrkUVpcDZmHxyiHJyNOVP5hYGZdIs1L7EY6yeZvmqGUR8amo15aBupzcbMnN1cV4w1VGiGZmPWoOlaxGzMavC5+LMxD9UqAFPPpT8bc/7vH6ysn0/2dOK6n7+Kr846An9+9VN866LJ+K8Z46xpKBEVhOL5DZ9SYi6L0P99SbxohETryWR+oSiIkEUZujb0yw0VNrOZmmbjPYz6kNE2RElEncm+bXXOLqNKiGJLtt7ixQ0d7O2IWWOp1HSs2uUVSNEClzE7Hf6fO8/sElEkDnYpJUZRCJERQrkYjcAIB4rFbN/Ihz6UD20kyhdG9WRltFCibbF2Ywvk7JY4Apcxc4IqIgrHPSelxCgKITJCKBejERjhQLGY7Rv50IfyoY1E+cKonqyMFkq0LdZubKoaPhvzAM/sElEEDnYpJYnihAKPcy0agREOFIvZvpEPfSgf2kiUL2LVk1XRQma2xdo1FpygKnBml9FDRBSBg11KSaI4ocDjXItGYIQDxWK2b+RDH8qHNhLli1j1ZFW0kJltsXaNBS5bdkgiRIGXMRNRNA52KSVGUQiREUK5GI3ACAeKxWzfyIc+lA9tJMoXRvVkZbRQom2xdmMLTFAlSQJkScQAB7tEFIFfFVJKREHEodWjcPtZNwajECpLynH11Pm4Qvt6zkYjGLU7F9tJmWe2b+RDH8qHNhLli1j1BMDyGmPtJic42BUFSJLIM7tEFIWDXbKA/56ZeNEIoVEKgaiWAXUADtGBypJyePp7DSNSrIpPYQwLJSd+/LiqqfBpClRNDT6GCNN9LBP9kVElRKkxOl6pmgJN1wHo0KGju78neAwbXl4DwHz9m9luYL08TsWnDA5uRUmAQxYZPUREUTjYpZQkE49gtOy10xbiD+89jeqSKlw08Vzc/cbaqPUAsCSCgVEOZIbZfuJTfdjTtT+sz6447dtQNRWrX0+tHtgfiXKDUX1+e/oVcIgS7t3866hjWGdflyUxRNwvpCZ4ZlcQIUkCz+wSURTuQSklycQjGC17/9u/w1cmnIPTD5sRHDRErseqCAZGOZAZZvtJp7c7qs+29RwMDnTjvTeZ7RBR5hnV55q3Hoa7v8fwGGZVDBH3C6nxhd6zK/IyZiKKxjO7lJJk4hESxRTFXo9uSQQDoxzIDLP9RNXUqOVKZWfa9cD+SJR9ycQMhR7D0o0h4n4hNYriv+VEEgXIMge7RBSNZ3YpJcnEI8SLKfIM9MZcj1URDIxyIDPM9hNJlKKW8yoDadcD+yNR9iUTMxSI2rMihoj7hdSoWuDMrghJFIKXNRMRBXCwSylJJh7BaNlrpy3E0x++gFd2vonrZy4xXI9VEQyMciAzzPaTmtKqqD5bVzEcy05JvR7YH4lyg1F9fnv6FXCVVBgew6yKIeJ+ITXBCaoEAZIocrBLRFEEXdfjTzuag5qamjB79mxs3LgRjY2N2W5O0RqaOTJxPELosrIoDc7G7AtGFvlnY45eTzLbsKqthY71E5vZfuJTfej0dkPVVEiihJrSKkiilFI9FHt/zEesocJmdLxSNRWarkGHHpIo4AuLIUq3potlv2Bl/fzuuQ/wp5c/we3fnIkHn/43ZEnE3d89zaKWElEhsPX6mDVr1uD5558HAMyaNQvLly8Pe33Hjh24+eab0dPTg6lTp+LWW2+FLPOSnXyRTLRJomVjvWZVfApjWMgMs/3EITlQVzEs6nmr6oGIsifV+ky3prlfSJ6i6pAlEYAOmZcxE5EB20aWmzdvxuuvv44NGzZAEARceeWVePHFF3H22WcHl1m2bBluu+02HHfccbjpppvw5JNP4rLLLrOrSQUvXpZtJr4hVjQFnX1uKLoKWZBQU+aCnIP3GyXKOGUmb35L5//PbB82u41s9iX2YyK/0FoQIEAUBAiCGJafq0PPaJ3Eq0/WrnmKqkGSBOjw37fr9fmy3SQiyjG2jUTq6uqwYsUKOJ3+GQqPOOII7Nu3L/j63r174fV6cdxxxwEAvva1r+G+++7jYDdF8bJsO/u6bM/rUzQFuzv3hWWPXj9zCcbUjMqpAW+iLENmHea3dP7/zPZhs9vIZl9iPybyM6qFb560AM9/9DIunPgl9Cs+/PLtRzJaJ/HqE7AmX75YKIo2eGbXPyOzyjO7RBTBtj3nkUceGRzIfv7553j++ecxa9as4Outra2oq6sLPq6rq0NLS0vUetxuN5qamsL+NDc329XsvBUvyzYTeX2dfe6o7NG731iLzj63bdtMRaIsw0LLOiy2+knn/89sHza7jWz2pULrx9lUbDVUaIxq4YF//C9OP2wGurye4EA38Fom6iRefRZa7dpdP4o6ONjV/Vm7ipp309AQkc1sP+X28ccfY8mSJVi+fDnGjRsXfF7TNAiCEHys63rY44BHH30Ua9assbuZec9Mlq2deX2KHp092tbbDlVXbdtmKhJlGRZa1mGx1U86/39m+7DZbWSzLxVaP86mYquhQpN6znvm22RlvnyusLt+fIOXMQPgbMxEZMjWwe7WrVuxdOlS3HTTTTj33HPDXmtoaEBbW1vw8YEDB1BfXx+1jkWLFmHu3LlhzzU3N2P+/Pn2NDpPBTL6Qg+SkTmAdub1yYJkuH1JkGzbZipi/ZwCP5tEr+ebYqufdP7/zPZhs9vIZl8qtH6cTcVWQ4Um3rFRFuWs1Emi+iyk2rW7fhRFgyyKg/fscoIqIopm22XM+/fvx7e+9S3cddddUQNdABg9ejRKSkqwdetWAMDTTz+N006Lni7e5XKhsbEx7E9DQ4Ndzc5b8bJsM5HXV1PmisoevX7mkpybWTJRlmGhZR0WW/2k8/9ntg+b3UY2+1Kh9eNsKrYaKjRGtfDNkxbglZ1vorq0Et+adnnG6yRefRZa7dpdP/7LmIfO7Kq8jJmIItiWs3vbbbdh/fr1GDNmTPC5efPmYdOmTVi6dCkmTZqEDz/8ECtXroTH48HEiRNxxx13BCe0iocZh8biZdlmcjZmVVch5cVszMZZhoWedVjo9ZPO/5/ZPmx2G9nsS4Xej7Op0Guo0ETPxixCEISo/NzszMZsX758rrKyfm799Vs40NmHq786Cc9t3oktO1rw1B3nWdRSIioEto1EVq5ciZUrV0Y9f+mllwb/PWHCBKxbt86uJhSdeBl9iqagvbcz7VigRPFGIwyyRzPFbFxDoixDZh0Wivjf4/lUHzq93VA1FZIooaa0CpIoQRZl6Joe7N9GzPaRbPYl9mMiv0AthB2/BBmqpmJA80EWJNSWVUMUREsjf+Idk+LVJ2vXvOAEVQBEkRNUEVG03DvtRpazKhYo2/FGybaNcQ3Fx2w/8Kk+7OnaH14TpyxBiVSC/3n1PvYhogKT6Ph1wylL4LSw/nlMygwlbIIqf/RQrAlPiag4cY9bBKyKBcp2vFGybcvnuAZKjdl+0Ontjq6J19eixdPGPkRUgBIdv+6yuP55TMqMsJxdyT9Rlabx7C4RDeFgtwhYFQuU7XijeBi1QoD5fqBqxjVRKjujnmMfIsp/Zo5fVtY/j0mZETpBlSz6//ZxRmYiCsHBbhEIRKqESiUWKBCXELmeTMUbxROrbfka10CpMdsPJNG4JrzKQML3ElH+MXP8srL+eUzKDEXVIYmDZ3YH/+Z9u0QUioPdImBVLFC2442SbVs+xzVQasz2g5rSquiaOGUJRlbWsQ8RFaBEx68bLK5/HpMyw6dokAbP6Abu3VUUntkloiG2RQ/ZibEPybMqFijb8UZm25YL7clVhV4/ZvtBrNmY2YcokUKvoUIVefzSdR0+zRc8Jg7NxmxN/fOYZMzK+rny9hdx2CgXLjj1CPzzg2ZsePVTPPzDczCipsyi1hJRvuP1NEVCFuVgLJCqKXD3ueHTVDhECVWlVfAM9BnGCVWWlMPT3xuMTqhwlkHRFP+gWRehQUMg4iVezILZWKBEEkUfMa6BhsT/Hk8SpcFLCnU4RBmSGHpZ/9B7A18UhcZ2aZqGrn5PcKBcXVIJWZKj+riua2G15ipzQeJljEQZoQS+0NJViIKEwPy8tSEDW1EQg8cSo8if0PqXBAkOUQIgBM/QRta80XOhx8HOPrdl0UYUmI15aIKqwHNERAH8ravIqJqCPZ17sfqNB0NiiK7Guvefw5Z970XFMVw/cwnWvf9s8LXA467+blx27Fdw/9u/C4szCl02ELMAwJIIhlyOPqLcYDbuw2i5m2ctxYDmw+qQ55adeg0kQcJP/74m+Nyq2cvQ5XVHRXlVOMux6uV7w97rECT8T8h7l828GofWjOaAl8hmiurD7q59uDvkWPfNkxbg+Y9exqXHfhWqrobVutF+wii27/szr8bmXVsw+4hTovYXRvsQq4+DFE5V9eDEVIHLmX28jJmIQnAPW2Tcfe7gQBcIxBA9iNMPmxF8HBrHcPcba8NeCzz+yoRzggPdyNcCjwMxC1ZFMORy9BHlBrN9zWi5Zk9b8JfUwHOrX/sV2noOhj2n6aphlJeiKVHvbYl47+o3HoQ7ycgvIkqeP14s/Fj3wD/+F6cfNgNtPQejat0woswgtu+eNx7EGYefbLi/MHrO6uMghfOF5uwOntlVGT1ERCF4eqHI+GJErgTiFyIfJ3ot0Xr8MQu6JREMuRx9RLnBbNyH0XKlstNUHJGqaYbLCcGLJGO/t623HYqWXOQXESVPSXCsM7OfiBXbJwqi4f4i1j7EyuMghVNULTgLc+AMLyeoIqJQPLNbZBwxIlcC8QuRj2O95hnoNbUehyhbFsGQy9FHlBvM9jWj5bzKgKk4IkkUDZfTI+4RjhVlIovJRX4RUfLkOMe6WLUeuZ+IFdun6ZrhOuKtl1FE9lCU0DO7g4Nd3rNLRCE42C0yrjIXls28OiKG6Gq8svPN4OPQOIbrZy4Jey3w+OkPX8C10xZGxRmFLhuIWbAqgiGXo48oN5jta0bLNVTWYVnEc8tOvQZ1FcPDnhMFyTDKSxblqPeOjHjvsplXw8VJ1Ihs548XCz/WffOkBXhl55uoqxgeVeuGEWUGsX3fn3k1Xv5ss+H+wug5q4+DNETTdKhadM6uj4NdIgrB6KEiFJiNWdFUyGGzMUfHCQ3NxuyPTqhwlqFrcHZLh+iAIAhQNNVwWePZmNOLYMjl6KN8Uej1Y7avGS0HIOq5wAyqobFd8WdjHnpvYDbmQK1xNubCUOg1VChizcacTMxQaGyfGHM25vj7EKuPg/nOqvrxKSq+duNfcMFph2P6xEOwq9mNtRv+jVVXz8CUL9Zb2GIiymf8rasISaKM2orwy6lqyhwxl4+MYhgR8d54ywYYRTqkwqr1UOEy20diLRf5nCiI0X1eBOrk6DqIWp8gRtUaEWWGLDlSOl6FrSMkts/sOuw+DpJfYNZlSeBszEQUGwe7GWJVzmy+0nUNak8XdFWBIMmQKqohFNHnp8zJRK2xPxNlX7K1zrotLIrqvzAxeM9u4DJmDnaJKAQHuxlgNvuzUOm6hoHW3Wh56qdQutogV9dh5MUr4Kwfw180yFKZqDX2Z6LsS7bWWbeFJzARlShygioiio17+Awo9nw9tacr+AsGAChdbWh56qdQe7qy3DIqNJmoNfZnouxLttZZt4UnMKgNXL48dBkz492IaAgHuxlgNvuzUOmqEvwFI0DpaoOuFsfnp8zJRK2xPxNlX7K1zrotPEOD3cHZmKXAZcx5N+8qEdnI1GXMn332GX7729/i4MGDCJ28+YEHHrCtYYUkkK8XemAupnw9QZIhV9eF/aIhV9dBkIrj81PmZKLW2J+Jsi/ZWmfdFh5FiXFmV+WZXSIaYurM7g033ICysjKcffbZmDNnTvAPmVPs+XpSRTVGXrwCcnUdAATvlZIqqrPcMio0mag19mei7Eu21lm3hUfV/CdfAvfsyoNndhVOUEVEIUx9penz+XDzzTfb3ZaCJQoiDq0ehdvPurEo8/UEQYSzfgxGXX4HZ8EkW2Wi1tifibIv2Vpn3RaewKzLYkT0ECeoIqJQpga7o0aNwp49e3DooYfa3Z6Clcv5epqmQO3uBDQFEGVIVTUQY1wKlmp0gyCIkCtr029rkUc4UWJmay2dGBIdgEeS4BM0OEQJLgBCEm002jYAxqIQJUEAUKmq0FUVgiRAQPy6Dj0OWRFDxONRdgXv2ZUiL2PmYJeIhsQd7H7zm98EALS1teGiiy7CpEmTIMtDb+E9u/lP0xT4WnajZf2dQ3EMFy6HY+SYqAFvtqMbij3CiayTTl9Otx8abvvSHwKKj7EoRCbFqmHIDrQ8/pO4dWTFsYzHo+xT1fDLmAN/8zJmIgoVd48cuDd3wYIFWLFiBc4991zes1tg1O7O4EAXGIxjWH+n/0xv5LJZjm4o9ggnsk46fTndfmi0baWjmbEoREmIVcNKR3PCOrLiWMbjUfYFzuAGLmMWBAGSKHCwS0Rh4p7ZnTt3LgDg5z//Ob73ve+FvXbbbbcFX6c8phnHMcAgviHb0Q3FHuFE1kmnL6fbD422LTpKGYtClIRYNSw6SqOei6wjK45lPB5lX+Ay5sDEVIA/fsinMnqIiIbEHezed999cLvdeO655+DxDH1b6fP58JWziXUAACAASURBVPrrr2PlypW2N5BsJhrHMcDgnt1sRzcUe4QTWSedvpxuPzTatubzMhaFKAmxaljzecOWM6ojK45lPB5ln6qGRw8BgCwKnKCKiMLEvYx58uTJqKmpgSiKqKmpCf5paGjAXXfdlak2ko2kqhqMvHB5eBzDhcshVdVEL5vl6IZij3Ai66TTl9Pth0bblmsbGItClIRYNSzXNiSsIyuOZTweZZ+ihN+zC/gnq+JlzEQUKu5XkLNmzcKsWbNw2mmn4dhjj81UmyiDRFGGY+QYHLLgtoSzMWc7uqHYI5zIOun05XT7YaxtA2AsCpFJ6dSRFccyHo+yzxc8sxtyGbMo8swuEYWJO9j9wQ9+EPz3448/HvX6HXfckXADHo8H8+bNwwMPPIDGxsaw19asWYP169fD5fLHhFxyySWYP3++qYYXo0RRCWajFCKXQ1klPLIInybBIYpwJVi2W9DhEwGHoKOyzwP4+iFIMsTyKmi93Ybbj9e2ZCIgcjnCiayjagrcfW74NNUf7VPmgmTy8kCz/ckoDstou6IgRq1P11RUDPQDmgqIKnRnGTRBi4rwEgzeKwhizCguK+K5iApJvHpWVZ//PltNhQ5A7e+F7hsAtPDBTiBeTwfQIwlQBMApOaFJIhRBTCk+DODxKNvUiOihwL8V3rNLRCHi/vZ45JFHAgDeeecd7Nu3DxdccAEkScJzzz1nKnN327ZtWLlyJT7//HPD17dv34577rkHU6ZMSb7lRSZRVILZKIXI5SqnXYDe40/H6jceDMYnLJt5NQ6tGQ1REBMve/JVKHvzWWi93Rh26iXhEUaD2wcQs23xXuNZreKkagr2dO417JOJBrzpRIoYb3cJGnQZrY+vCo8JGugP7+tfvxlQFbSs+1lYhBfKKtDy+x+xbxOlIF49q6oPalsTWtavDqtDfcCL1g13h8cRiRLaX/kD+maej7u3PoaasmpcduxXcP/bv2NsUB5TDO7ZlXjPLhFFiLtXX7x4MRYvXoyDBw/isccew+WXX44FCxbgkUcewa5duxKu/Mknn8SPfvQj1NfXG76+fft2rF27Fueffz5WrVqF/v7+qGXcbjeamprC/jQ3N5v8eIUjUVSC2SiFyOWkE84K/nIP+GeTXP3Gg3D3uc0tu/khyDO/CtfkM6IjjAa3H69t2Y4zKnT5WD/uPnfMPplIWpFChttdiy53a3RMUERfV7pagwPd4HbX3wlB8bFv57l8rKFCEa+e9R53cKAbeE3pag0OdEOXV7paIUw5E3dvfQxtve34yoRzggNdgLFBdrKzfgJncMMHu7yMmYjCmbou8ODBg3A6ncHHgiCgo6Mj4ftuv/32mK/19PTgqKOOwrJlyzB27FisWLEC999/P6677rqw5R599FGsWbPGTDMLWqKoBLNRCpHLqaJkGJ+gaCp0DaaWVUUJYmll3O2n+hqlJx/rx6epMftkIulFChlvV3OGR5kYxQTFig6CIEQ9x76dX/KxhgpF3HrWVNN1KDpKoctDx69KZzljgzLEzvpRYl7GzMEuEQ0xNdidMWMGrrzySpx33nnQdR1PP/00zjzzzLQ2XFFRgYceeij4ePHixbjpppuiBruLFi2KyvNtbm4uunt7E0UlmI1SiFxO0lTD+ARZlCAIgqllJU2F5vXE3X6qr1F68rF+HKIUs08mkl6kkPF2xYHwKBOjmKBY0UHQw+8dY9/OP/lYQ4UiXj3riD52xKpDzeeF4NOC9e0Z6GVsUIbYWT+BQW3opef+y5h5zy4RDTF1c8oPf/hDnH766XjxxRfx0ksv4Utf+hKWL1+e1ob37duHdevWBR/rug5Zjj7QuFwuNDY2hv1paGhIa9v5KFFUgtkohcjl1K0vYdnMq8PiE5bNvNo/IZCZZU++Csobf4Z728vREUaD24/XtmzHGRW6fKwfV5krZp9MJK1IIcPtLkG1qz46Jiiir8vV9Rh50Y1REV667GDfznP5WEOFIl49CxUujLxwWVQd1s+9PjqOqLoe+rubcP0J81FXPgxPf/gCrp22kLFBGWBn/cS8jJnRQ0QUQtB1PeZXYB6PB5WVlejs7DR8vaYmOovVyJlnnonf/e53YbMxt7e340tf+hLWrVuHxsZG3HzzzRg7diyWLFmScH1NTU2YPXs2Nm7cGDXDcyGzczbmbm83FE2FHDHzbaJlKwU5o7MxU/ryoX4CsyIb9clE0ulPRts1mo1Z01Rons7B2ZgliJU1EATB9GzMlN/yoYYKRbx6VpR+6D3uYB0KJWUhszHrQ7On65rxbMy6BkVTGRuUYVbVz/8+vwNPbfwId1x7CjTN/6vsw395H5qm4+ffP92i1hJRvov72+OCBQuwYcMGTJ8+HULIvWe6rkMQBOzYsSPpDV511VVYunQpJk2ahFWrVuGaa66Bz+fD8ccfjyuuuCL5T1Bg4h3YY8WVBCR6Pd5ytRX+b7gV1Qd3bxd8ugqHIKGqzBVzWSPi4LKRn0MsrwppQPQAQI7xPg4OipMkynH7WTxG/VvTNbi9Hvg0HxyiA67SSghAVF8TBRFVugBd889NEOuXX//+MLBPFCAIgj9SSJKgQ4cgSey3RCYk2ucb1vNglFDwi6XqEcEvlqApCNSmruth65YrqlGbYl0a7UM4OM4uRdEgS+H/B5IoYMCXeH4HIioecQe7GzZsAABs2bIFlZWpX96zadOm4L9D79OdM2cO5syZk/J6C006sSlWUFQfmrr2RUW+NFaPgiw5TK/H8HNcuBztrz0JracTw874b7T9ZQ1jiCgjNF3Dnq59uPO1X4XFjIxUxehIIcUX1f8gO9Dy+E+GnvvvW4G+nvDooRgxQ1HvZX8mCkrlmKdpCnwtu6OjvzQ1bD11538HgqMErX+6K+36i7UPYVRRdimawWBX4mzMRBTO1F569uzZWLJkCdavX4+uLsZm2CXbMTzdMSJfuk1EvoQy/Bzr74Rr8hmoOXlucKAbfI0xRGQjt9cT/CUVGIoZMYwUMuh/Skdz2HOC4ouO2YoRMxT5XvZnoiGp7PPV7k7j6K+I9bQ98/+g9nZZUn+x9iGMKsouRdH8MzGH3IzHCaqIKJKpwe5rr72Gyy67DNu2bcPcuXOxePFiPPHEE3a3reikE5tiBZ8eI/JFT+6SoFifQyytjBtRlO3PT4XJp/lSjhQKxJaEEQTTMUOR72V/JhqS0j5fi36P2dpNtf5i7UMYVZRdiqoPntkdGtzKPLNLRBFMDXadTidmzZqFhQsXYuHChdi5cyd+9rOf2d22ohOIWQiVyagShyAFZ6cMqCsfBllIHPkSKtbn0LyeYERR5GuCJGf981NhcogOw34dK1IoVCC2JIyuGy5nFDMU+V72Z6IhKe3zxej3mK3dVOsv1j6EUUXZpaj+y5hD97z+M7sc7BLREFOD3RUrVuCMM87AjTfeiPb2dtxxxx14++237W5b0cl2DE9VjMiXKhORL6EMP8eFy+He9jI6N29A3XnfZgwRZYyrtBLLT70mKmbEMFLIoP/JtQ1hz+myIzpmK0bMUOR72Z+JhqSyz5eqaoyjvyLWU3f+dyCVV1tSf7H2IYwqyi5F1cJihwBAkgSovIyZiELEjR4K+MY3voGdO3di+vTpOOWUUzBjxgzU1iae9dcuhRz7kO3ZiBXVh+4+NxRdhRyYjTmJyakCjGZjDsYSyU5A1xhDlCWFXD+xDM2kqgRjRoxmY4bJ5wJRJolihozey/6c/4qxhuySyj4/ajbmsPrzIThTuihBEARL6s9oH8LJqVJjVf3c8eg/sGt/N7598eTghTXPvrETWz9swVN3nGdRa4ko35m6Buc3v/kN+vv78fbbb2Pz5s34xS9+gcrKSqxfv97u9hUds/FBdpElB2orh6e9HqPPIaYYi0SULlEQUWNwhYJRXzPznCCIEKtHpLw+IvJLZZ8virLp+rNKrH0IZY+q6pAjJ6iSOEEVEYUzfcPJnj178PHHH+ODDz7AwMAAJk6caGe7yITIb7eFiiroPW5AUwFnKaD4/P8WJYiVNZBMnKGNe0bW4DEEEboywDO0ZDujszmiwT1zZvue0XKapkLzdIbVja5rQ3UlShAqXJAkB/s3kUlma1JVff76C9BUYPA4A21wokRNAyQJguSArgwAEABRhCBKMa8YosLkUzVIBvfsqqoGXdcH89CJqNiZGuyefvrpcDgcOOuss/Dd734Xxx9/PHciWRaZNVh25IkYdurFaFm/GqVjJ8E19b/Qun51SA7oMqB+TNwBb2TmoX+dl0Tliba/9iT6Pv6n/76o876N9pd/D7Wnk3m5ZBvDbM0Ll8MxckzYgNdsbqfhcpf+EBjoD9/GRcsByYGWJ24PqyW1rDIqU5f9myia2ZpUVR+U1t1of+0p1Jz4ZbQ9e/9QZu4F34UgyWjdcPfQcyHHHiszdSl/qKoGOeqeXf/gV9N0fywRERU9U0eBBx54AC+++CJuvPFGnHDCCWED3e9///u2NY5ii8wadE0+Ay2Dg9ua6RcEB7pAIAd0dfg35kbrjMg89K8zOk/UNfmM4OO2v6xBzclzmZdLtjLK1mxZf6f/TG/ocib7ntFySkdz9DbW3QmlqzWqlowyddm/iaKZrUnN04mW9avhmnxGcKAbWL7t/34Btc8d/lzIscfKTF3KH4qqQ5LCf40NTFjl44zMRDTI1JndCRMmxHxt586dljWGkhCRNRiWXyuKxjmgWvy83MjMw1iZuGLIDJShj0MzDJmXS5YyyNb09+nwPmU2t9NouWSyOo0yddm/iaKZztLV1ODxxGwdhh57mGldfBRFg8NhPNjlfbtEFMDre/JVRNZgWH6tphnngIrx83IjMw9jZeJqXo/hY+blkm0MsjX9fTq8T5nte0bLJZPVaZSpy/5NFM308UCUgscTs3UYeuxhpnXxUTSj6CH/r7WKwjO7ROTHwW6eiswadG97GSMvXAa5ug6db/0f6gf/DQRyQJdBrKyJv86IzEP/OqPzRN3bXg4+rjvv2+jcvIF5uWQro2zNkRcuh1QV3qfN9j2j5eTahuhtXLQccnV9VC0ZZeqyfxNFM1uTYmUNRl64DO5tL6Pu3GvDM3Mv+C6kMlf4cyHHHiszdSl/KIoGOeIy5sA9vKrGwS4R+ZnK2Y1n7ty52LBhg1XtMYUZh36cjZlSka/1w9mYKVfkaw1li6WzMeuavw45G3Pesqp+vvnTlzC6rhJfnTU++Nw7H7Zi3csf46GbzkLD8AormktEeY7X+OQxQRAhSBJ06BAkCZLkgDD4zXbwlwsgeCmXr+tAwoGC0TaYl0u5IFa2ZiSjvmc0UDb6RVgUJeiSHKwbUZQgCA4g4rJKXedZAyKz4h0PwgbCshOCJA8NWF3+zPfQY1ngbG1g8ilBkgy/aFXcBznoLXCGE1RJgXt2uY8mIr+0B7tpnhimFMWLcwAMon8uXIb2154KRgalE9tClE9ixRahrCIqPgiyAy2P/yT52CLWCVHSQmtJqqjBsDP+G21/WRMeB6b4omotVp0CjL0rJopqcM8uJ6gioghx9/7vv/9+3D8AcO+992akoRQuXpyD4WuDkQ5Dj1OPbSHKJ7Fii4zig5SO5pRii1gnRMkLraWak+cGB7pASByYQa3FqlPWZnExHOxygioiihD3zO53vvOdmK8JgoCNGzfisMMOs7xRlFiiOAczkUGpxrYQ5ZVYsUUG8UFm4ktYJ0TWCK0lo8ihZOLAGHtXfBRVhyzFOrPLwS4R+cUd7G7atClT7aAkBeIcQg/soVELRq9FRgbFim2JtU6ivCQa92uj+CAz8SWsEyJrhNZSIHIotK4CcWBRx7I4dcraLB6KqkEUje/Z9XGwS0SDTN3E0t7ejkceeQS//OUvsWbNGtx33324/vrr7W4bxREvzsHwtcFIh6HHqce2EOWTWLFFRvFBcm1DSrFFrBOi5IXWUufmDag779vRcWAGtRarTlmbxUVRtODgNkAWeRkzEYUz9XXn9773PZSWluKTTz7BySefjM2bN+OEE06wu20UhyCIcNaPwajL7zCMWoh8TSirxIg5VwJnXx5zNuZE6yTKR6IowzFyDA5ZcFvUbMyRfR1Awv7POiGyRlQtyU5TNWn0XKxjH2uzMOm6DlXTDe7ZHTyzy8EuEQ0yNdjdt28fXnrpJfz4xz/GvHnz8J3vfAfXXnut3W0rGlZl0iZaj5RibAtRrjLq87quGebxGsUWGfV1M/2fdULFxurs9ND1+bNy/Tm5RutNpk5Zm8UhMNuyFHkZ8+BjDnaJKMDUYHfECP8viePGjcNHH32ECy64AIrCCR+skGqMieH7LlyO9teeHIoXYuQCFTDDGrj0h4CvHy3rwmOGImO2iMg8q+O2jNZXd+616Pzncxg2ax6PW5RQYAIqMcaZ3QFFzXibiCg3mTqaDB8+HL/+9a9xzDHHYP369di0aRO8Xm/iN1JCqUYlGMcL3RkeL8TIBSpgRjWgdDQHB7qB54xitojIPKsjfYzW1/bs/XBNPoPHLTJFHRzsRs7G7BiMHuof4GCXiPxMDXZXrVoFp9OJqVOn4phjjsF9992HZcuW2d22opBqjEms90XGCzFygQqVUQ3EiiqJjNkiIvOsjtuKd/zicYvMCMy2LEREyMmy/9faAR8Hu0TkZ2qw+7e//Q0LFy4EACxbtgx//vOf8dlnn9nasGIRiF4IZSYqIdb7IuOFGLlAhcqoBgJRJaGMYraIyLxUj1PJri8QP8TjFiXi88U4szs42O3nYJeIBsUd7D7++ON4+OGHsXbtWjz88MPBPw8++CD++Mc/ZqqNBS3VqATjeKHl4fFCjFygAmZUA3JtA0ZeFB0zFBmzRUTmWR3pY7S+unOvhXvbyzxukSm+4GXM4b/G8jJmIooU9+tTWZbx0Ucfwev14qOPPgo+L0kSVqxYYXvjikGqMSZG7xPLq1D35SXQ1W8wcoEKXqza0XUtKmaIk1MRpc7quK3I9flnYxZR9+UlPG6RKYHLlOXI2ZglEaLAy5iJaEjc3wAvvvhiXHzxxXjppZdw1llnpbQBj8eDefPm4YEHHkBjY2PYazt27MDNN9+Mnp4eTJ06Fbfeeitkufh+KU01KsHofSIjF6iIGNWAIIiGMUNElDqrI30YEUTpCEQLSRGXMQOALEu8jJmIgkx9fTp9+nTceuutWLRoETo7O3HLLbegp6cn4fu2bduGSy+9FJ9//rnh68uWLcMtt9yCv/3tb9B1HU8++WRSjc8nuq5B8XTA19UGpdcNX9cB+Dqa4es6AC3FyXPC1unpgK5rMV/TNMX0sqGvEVnJbF8zWs7oOU1TTNWS2fURUWoia1FRBqJqM1HNBV/vbve/l7VJMQTO3BoNdp2yyMEuEQWZOo16++23o76+HgcPHkRJSQk8Hg9uueUW3H333XHf9+STT+JHP/oRli9fHvXa3r174fV6cdxxxwEAvva1r+G+++7DZZddlsLHyG2hmYKlYyfBNfW/0Lp+dVo5oPFyDwGYzuA1XJb5vGQDs1mdMfNzFV/UeyFKaHni9ri1FGu7kB1oefwn7PdEadI0Bb6W3WhZH5pvvQztrz01dMz5+s2Apsas/0Cdtr/6R9Sc+GW0PXs/a5NiGjqzG90nZFnEgI9fkBCRn6kjx44dO3DddddBlmWUlZXhrrvuwo4dOxK+7/bbb8fUqVMNX2ttbUVd3dBsjHV1dWhpaYlazu12o6mpKexPc3OzmWbnjNBMwZrpFwQHukDqOaDxcg+TyeC1Oj+Rcksu1Y/ZvhYzP9fgvUpXa8JairVdpaOZ/Z4SyqUaylVqd2dwoAsEanF12DFH6WqNW/+BOnVNPiM40DVajvKLXfUTGOxG3rML+Cep4j27RBRg6lSiGLEzUVU16rlkaZoWlo+m63pUXhoAPProo1izZk1a28q2sExBUbQkBzRR7mEyGbxW5idSbsml+jGb1ZlMfq7oKI16LrKWYmZ6GryX/Z4i5VIN5Swtce57rBoO1FygTgNZu7GWo/xiV/0MKP7BbCBqKJRD5mCXiIaYGuyeeOKJWL16NbxeL1577TX8/ve/x7Rp09LacENDA9rahg5oBw4cQH19fdRyixYtwty5c8Oea25uxvz589PafiYFMgX9v4hrQ/8elEoOaNg6Q9YTyCc0ei1WBm+89VB+y6X6SdRn4y0XyM+N6tM+b9h7jWop1naN3st+T5FyqYZylhijxkKOObFqOFBzgToNZO3ymFQY7Kqf4GXMBideZN6zS0QhTJ2eveGGG1BeXg5d1/GTn/wEEyZMMLwPNxmjR49GSUkJtm7dCgB4+umncdppp0Ut53K50NjYGPanoaEhrW1nWmimYOdb/4f6C5elnQMaL/cwmQxeq/MTKbfkUv2Y7Wsx83MN3itX1yespVjblWsb2O8poVyqoVwlVdVg5IWR+dbLwo45cnV93PoP1Kl728uoO/da1maBsKt+AvfkykZndiXes0tEQ0x9Vbpnzx5s2rQJe/bsAQBs3boVBw8exKhRo5Le4FVXXYWlS5di0qRJuOuuu7By5Up4PB5MnDgRCxcuTHp9+SAqo9BRknYOaKLcw2QyeK3MTySKxWxWZ6zlAKSUqZvM+tjviZInijIcI8eE1aJQ4cKIOVcCZ18erE1BEGPWXKBO6768BLqu+9cFnbVJhnyDlzHLBrMxO2QRvf287J2I/EyNsH7wgx/g4osvxoUXXghd1/HEE0/g5ptvxsMPP2xqI5s2bQr++6GHHgr+e8KECVi3bl2STc5PdmQKxltnMhm8zDukTDHb12Itl2qmrtn1EVFqRFGOrkWD2oxXczwWkVnBM7sxBrsDHl7GTER+pr4q7evrw7x58+BwOOB0OrFgwQIcOHDA7rYREREREYXxqYNndo1mY5Yl+HgZMxENMjXYPfzww/HOO+8EH3/00UdobGy0rVFEREREREZ8Pg2CAIhi9JldWRKDszUTEZm6jHnfvn1YsGABvvjFL0KWZXzwwQeoq6vD+eefDwB45plnbG0kEREREREADCiaP3ZIEABdD3vNHz3EM7tE5GdqsHvDDTfY3Q4iIiIiooR8PhUOWQL06Nccsv/Mrq7rEIToM79EVFxMDXZPOukku9tBRERERJSQTx08s2sw2i11StB1wDugoqyE+cxExY5z+RMRERFR3hjwqXBIotGJXZQODnB7+nyZbRQR5SQOdomIiIgobwTv2TUQOJvr4WCXiMDBLhERERHlEZ/PP9jVDU7tljp5ZpeIhnCwS0RERER5w6eocc7sSgAAT+9AJptERDmKg10iIiIiyhtmLmPu7uWZXSLiYJeIiIiI8kifV0GJ03im5aHBLs/sEhEHu0RERESUR/oGFJQ4JMPXAoNgXsZMRAAHu0RERESUR/r6FZQ6jQe7kiigxCGhmxNUERE42CUiIiKiPOLtV+CMcWYXAEpLJHh4zy4RgYNdIiIiIsoTmqbDO6DGHexWljnR2e3NYKuIKFdxsEtEREREecE7oABAzHt2AaCmqgQHujjYJSIOdomIiIgoT3gHVACA0xH7V9iayhIc7OyDpumZahYR5SgOdomIiIgoL/T1+8/sxruMuWF4OQYUDXvbPJlqVtbpmorendvQvW0TBtp2Z7s5RDnDOKSMiIiIiCjHBAe7cuzzNY31VQCAj/d04tCRVRlpVzYp7oNoWfcz9O//NPhc5TGnYfg5iyGVFf7nJ4qHg10iIiIiygvewcGuI85gt66mDE6HhB07D+LMqYdmqmlZoQ14sf+Pt0HpakPtmQsgV49A3yf/guf9V9Hf/BkOuexHkKuGZbuZRFnDy5iJiIiIKC8EzuzKcuzLmEVRwNiGKmz/7GCmmpU17a/8Ab623Rh+1uUoHTUeckUNqiafjmGzF0HpasP+x34E1duT7WYSZQ0Hu1mgaTo6ur1o7ehFR7eXEygQkSHuK4h9gCict98/QVVJnAmqAOCI0dVoavWg3V24szL7Oprh3vpXVB5zGhzDDwl7rWTkONSefhl8HS1o/dPd0DU1S60kyi5expxhmqZjV7Mbt/32bbR29KG+tgwrF0/D2AYXRFHIdvOIKEdwX0HsA0TRek1cxgwAh4+uBgC8/+kBnDql0fZ2ZUPHa09CEEVUHH0KoEd/EVYychyqT/wyut5+Bl1vP4OaGV/NQiuJsotndjOsq6c/+IsLALR29OG2376Nrp7+LLeMiHIJ9xXEPkAUradvAABQVuKIu1zD8AqIAvBJU2cmmpVxSnc7PNtfQ+UxsyA6S2IuVzb+BJSOORrtr/wBA627MthCotzAwW6G+RQt+ItLQGtHH3yKlqUWEVEu4r6C2AeIorl7BuCQxYRndmVJRF1tOT7b5456TTc4C5pvPP9+FdA1lB1+XNzlBEFA9bTzITpK0PbXhwrisxMlg4PdDHPIIupry8Keq68tS7jTJqLiwn0FsQ8QRXP3DKCq3AEzF/I3DC/Hrubwwe7aDe/h+7/4O/p9+XsPq67r6N62CSWjjoRU7kq4vFhSjsrJZ6J/zw707NicgRYS5Q4eMTOsuqIEKxdPC/4CE7gHq7oi9iUoRFR8uK8g9gGiaO6eAVSWO41uUY0ysrYcHe7+4AzOXZ5+/OX1nfhkTyfe/U+rzS21T3/Tf+Br34ey8ScAMHemtnz8CZBrRqL9lcc5WRUVFVsnqHrmmWfwq1/9CoqiYNGiRZg/f37Y62vWrMH69evhcvm/lbrkkkuilik0/unwXbjru6fBp2hwyCKqK0o42QgRheG+gtgHiKJ1dHvhKneaGuINr/F/UbSvzYMjGmuw4/P24Gvvf3YQ0485JNZbc1r3tk0QHCUoGX2k6fcIoojKSbPQ+dqT6NnxJionnmJjC4lyh22D3ZaWFtx7773405/+BKfTiXnz5mHatGkYP358cJnt27fjnnvuwZQpU+xqRk4SRQG1VaXBx4FoCf4yQ1QcNE1HV09/wpqP3FdQ8Qn0gUCfUVedPAAAIABJREFUOdDVx+MEFbWDXV4cNW6YqWVHRAx2dzd3AwBcFU7sO+CxrY120ga88Ox4A+XjT4AoJfdrfOmYoyDX1KPj9adQcfRMCAL3IVT4bBvsbt68GdOnT0dNTQ0AYM6cOfjrX/+Kb3/728Fltm/fjrVr12Lv3r048cQTceONN6KkpLguz2K0BFFxYc1TsthniPxUVUOH24vqSqep5Ye7/F8W7mnxD2x3N3djRHUphrlK0RYx+Vu+6PnwTegDXpQddmzS7xUEERUTZqDrrafh3f0BysZOtKGFRLnFtnt2W1tbUVdXF3xcX1+PlpaW4OOenh4cddRRWLZsGTZs2AC32437778/aj1utxtNTU1hf5qbm+1qdsYxWoLsVOj1k49Y8/klF2qIfYbyldX109LRC00Hakxe8eJ0SKiudGJv2+Bgt8WNUXWVqKkqydvBbve2TZBrRkIeNiql95eNmwShpAxd//yLxS0jyk22ndnVNC3s8ghd18MeV1RU4KGHHgo+Xrx4MW666SZcd911Yet59NFHsWbNGruamXWMliA7FXr95CPWfH7JhRpin6F8ZXX97Nrvvwx5RLX52ztGVJdh3wEPVE1HU6sHZ5zQCAECPH0+9PUrKCuxdfoaS/na98O7+wNUn3Q+BJMTU0USZAfKD5+Cng/fguLpgFxZa3EriXKLbRXe0NCALVu2BB+3tbWhvr4++Hjfvn3YvHkzLrroIgD+wbAsRzdn0aJFmDt3bthzzc3NBTORVSBaIvQXGUZLkFUKvX7yEWs+v+RCDbHPUL6yun52t/hjhIZXlyVYcsjw6jK8v/MgWg72wKdoqKstg6L4B4qt7b0Ye0ji6J5c0f3ey4AgoDTNy4/Lxh+Pnh2b4Xn/ddRMO9+i1hHlJtuOlCeffDLefPNNtLe3o6+vDy+88AJOO+204OulpaVYvXo19uzZA13X8dhjj+Hss8+OWo/L5UJjY2PYn4aGBruanXGMliA7FXr95CPWfH7JhRpin6F8ZXX97N7fjbraMjgdkun3jKgpRU+fD+99csD/uLoM1ZX+2jno9qbclkzTNRXd772M0rHHQCwpT2tdjuo6yMNGwfPvVy1qHVHusu3M7siRI3Hddddh4cKF8Pl8uOiii3DsscfiqquuwtKlSzFp0iSsWrUK11xzDXw+H44//nhcccUVdjUnZzFagqi4sOYpWewzRH67W7oxuq4Smmb+Et4Rg2eBX323CbIkYOSwchzs8g9y27vy577dvp3vQe1uR/W0C2A2WzeessMmoXvr3zBwcC+cw0en30CiHGXrjQrnn38+zj8//PKI0Pt058yZgzlz5tjZhJwUGTtSWeqAomhQVR0CNGiabvhLjM+nosPTD1XVIEkiaitL4Ijx7abZaBMiyjyjSCFF0dDR7YWi6pAl/+uyyctUjeodQNRzgZizVLZhFvc9yTH6eamqFtzXy5IIh0PEwIAGQQCkkJ8lf9ZUTBRVQ1NrNyaMS+4e04bhFQCA7Z8exGGjXBAFAZXl/tmcD3Tlz5ld9zsvQCyrgnPkYZasr2zsJHS/8wI8772KYWdclvb6vEo/3mvegV2dTRAEAZXOCnxh+OEYV9sIUeAtF5Q9+XNXfoGIjJCYNnEk5p0zAXc88o9gpMQPLj8J4xpcYb+E+nwqdrV0Ry03dmRV1ICXMRVE+UVRNHze7E64HzBiVO+3Xj0DPkWL2gdIkoBbH3or6W2YxX1Pcox+XrdfOxOeXl9YX/juvCn43bM70NHtxdKvT8Ezr32Ky8+baPh/zJ81Far9B3qgqHrwcn6zqiudqCp3oLvXh3GHuKDpQIlDgtMhoSNPLmNW3AfR+/EWuKacDauicaXyKjgbDkf39r+j9vRLU87c1TQNf/3kFax7/zl4BnqiXq8uqcIZh5+Msw4/BfWVI9JtNlHS+FVLhkVGSMw+cWzwlxrAP8PmHY/8Ax3d4TvgDk+/8XKe6OgJxlQQ5ZeObq+p/YARo3pvPthjuA9obe9NaRtmcd+THKOfl8+nRfWFX/zxXVx45pFo7ejDfU+8i9knjo35f8yfNRWqXc2Dk1O5khvsCoKA048/FK4KJ048euh+4apyBzq686Ne3O++AOg6yo44ztL1lo2bBNXdhoH9n6b0fq/Sj9VvPIBH3n0KY2tGY8nU+bjl9O/hltO/h++ffDUumnguGqsPwdM7XsB3nr0FP/37L/Fe8w7oevqXYROZxTO7GRYZIVFV7jCMlFAi7kdRVePoCVWN3mEwpoIovyiqbmo/YMSo3kudsuH6Sp1y1HNmtmEW9z3JMfp5iQIMf4ZV5Q7Df0cux581FapAVu7wJGKHAmZMOgQnTzok7E7XyjJnXpzZ1fr74N7yV5QdPhliaQVg4UCxtPGL6BJEeHZsRsmo8Um9V9VU/Hzzr/Fu8/u4+JjzMLHuC9BDfsJVJRWYWP8FTKz/AtxHePCv5vexZe823PbqfTjUdQi+9IUzcdrYk+CUnZZ9HiIjPLObYYEIiYDuXl/UJTn1tWWQIy5DkyTRcDlJir7sJHIbgWUZU0GUm2RJMLUfMGJU794BxXB93gElpW2YxX1Pcox+XpoOw59hd68v7N+x/o/5s6ZCtf9AD2qrSiBL5mdiDhU5RKyqcKDT4Oq4XNO15XloXg8qJ82ydKALAGJJOUoaDkfPjs1JnW3VdR2/fecJvLN/Oy6ZeG7UQDeSq7QSp42bhqUzFuNrR/8XNOh4cMtjuOaZm/C//1qPz9p38Wwv2YZHxQyLjJDY+M9d+MHlJ4VFSvzg8pOiJq+prSwxXq4yOnqCMRVE+aW2qtTUfsCIUb03DK8w3AfUDytPaRtmcd+THKOfl8MhRvWF786bgvWbPkZ9bRmWfn0KNv5zV8z/Y/6sqVDtP9CD+mHl0CwaFFWVO9HlGbBkXXZRe7rQ9dbTKB03CbLLnvtdS8ceDaWrDQPNO02/543d/8SLn76GOeNn4agEA91Qsihj0sij8I3j52HxlK9jXG0jnvtoE1a8+FN859kf4jdb/4i39rwDd78n1Y9DFEXQ8/CrlKamJsyePRsbN25EY2NjtpuTNKPZmDs9/VA0HbIYe4bUodmYdUiSwNmYKSX5Xj+FKjgbc4L9gJGkZ2NOYRtmFcO+x8oaij8bs3/WbIdDxIBPgwD/TN6iKMT8Py60nzUVnlTrZ+GP/4qJhw/Hl0+2ZjbiV7buwQv/2I11Pz0PJUnk9mZSy5/vRc+Hb6H+q9dBKqu0ZRuatwct6+9C9fQLMPzMBQmXb+/rxPXPr0JDVT0WTP5a2iFIfT4vPj64E/858Ck+bd+FftX/BcSY6tGYNHICpo4+FhNGHAFJzM3/I8p9vGc3C4xiR+pqEweEOxwS6k0sF2sbRJS7ZFk0tR8wEqveI58TRSHlbaTbFjJm9PMSRfP7ev6sqRh4BxR0dPendL9uLIH4oQ63NxhPlEvc776InvdfR/W0CyCVVcGKbF0jYmkFnA2H4f+3d9/hUZVp48e/U9NDSEihCUiRgIAQegdpAkrd32KhrH2vtbFrAUXXAogsCiivrq5Y9hUFfUUQQbrUxFBUkI4gASSkQDpJppzz+yNmTJmElJk5k8n9uS4vmXMmz7lPeZ4zzynPnXc8gfAh91x3VOb3DnyKVbExof0ol0QUYPKnc0wsnWNiURSF5Nw0LmT9RlLmRTb9spP1p7YRZA5kUItejLnpViKDIlywVFGfSGe3GspegQ8JMJOTb3F6Vb2yuxsV3tl1Ye7L+nB3RdQv3nRMuyMWZ2XWJi9ubfL2Cs8puZ/8THrsiort96d3DHIXVwgArvyeD7dBkOsGMwr5vbObmVPodZ3dnMM7SP/2PfxbdiagbRzu6ugWC7ihA1mJ67CkJuEX3bLC7/2UfIwfLv3M+NiRBPm5/sKpXq+naWg0TUOj6d28GxablV8zz3Mi7Rc2/rKTTb/sZMxNw/hTxzH4ycBWooqks1tFzvIhzp7Rk5WbT5B4NKVUjkOgwlyTzuaVLae2uS8l16XwNd50TLsjlqrmW61q21CbvL3Cc0rup4Yh/kwbE8vSlT869llxTt27R8ViMur553sJmh//QmghPbNo5PGgQFd2dotGNXdl+rXaUqyFXNm0nJxD2/Br1p6wfhPxRA33ax4L+9aTe2xvhZ1dRVH430NfEhUUQefoWA9EBWajiZsateamRq0Z0qovu5IS+frEZvZd/JGn+/+VZg0aeyQOUbfJr54qcpYP8dWP9nFrjxaOz8U5DivLNVmVcmqb+1JyXQpf403HtDtiqWq+1aq2DbXJ2ys8p+R+mjS0raOjC5TKqTv3g0QuX8nziuNfCC1cySo69kMCXNfZLX6M+aqXpB+yXLnEpY9mkXNoG6E9xtBwyN3XfaTYVQz+QZijW1Y6KvP2X+O5kHWJUW0HeyyukkL9Qxh70zCm3zKZPMs1nt36Gj8lH/N4HKLukc5uFVWUP7L4ymDxZ6tNqTTXZFXLqU3uS8l1KXyNNx3T7oilOvlWq9I21CZvr/CckvupopzrxdOd5UiWNl3UF2m/39kNDTJd55tVFxRgQscfj0hrKf/8US59NBtbTgaNRv+VoPa90amerd/+N3TAlnEZa9r58vFZC1h1ZB1twltyY8MbPBpXWS0bNue+uDtpGNCAhXvelg6vuC7p7FZRRfkji3MfFn82GfWV5pqsajm1yX0puS6Fr/GmY9odsVQn32pV2oba5O0VnlNyP1WUc714urMcydKmi/riSmYBIYHmGufYdcag1xEUYNL8zm5h8lkur5yHITCUyNsfwRQeAx7u6AL43xALOh25x+LLzVt7YhNZBdmMajPIzW8PV00D/xCmdplEZGAE/9rzb46lntY6JOHF5ExZRc7yIc6e0ZNt+5Mcn4tzHFaWa7Iq5dQ296XkuhS+xpuOaXfEUtV8q1VtG2qTt1d4Tsn99OX20zw+pWupfVacU3fOvb2IiQjyiuNfCC2kZ+UTHupX4SO2NRUSaCYzR7vXAex5WVz+/FX0ASFEjLwXvVm7NtrgH+x4lLmk9GtXWXdyGz2adqGRF42EHGDy554uEwnzD2HR3ndJyU3TOiThpSTPbjW4fTRmF+a+9KaRa4V3qat5dr3pmPb4aMw1aBtqk7dXVM6VdajkfvIz/j4as6Ji0MtozMI31aT+PP76DkKCTPx52E0ujeXDb45ityss/ccQl5ZbVSlrFpN3PIGocU9gCArVJIaS8k7uI3v/epo9uBhzZNHjysu+/4iECweZ2ed+AswB1ynB865ey+T9g58REdiQecOeJsAkF3VFaTIa83VYrXYycgux2xUMBj0Ng/0w/Z583Gq1Y7Up2O0KOiAzt4BCi4LRoCM00OyYV/zd7GsWbHaVAH9DqXl2u1r0WIiqoqIjN99CfqEdo0FHWLAfuQVWrDYFo0EPqkqhtWgZDYLMZOVZnKYWKZu7sfhHs/xQEnWVVvlbnXVC7XalTB1WsNsp11YoikrWNYtjWoNAM35+RqdlWiz2UmVaLHYMBl2ptkFVVacphYBy0/R6HUajHtWmYDTqK6zvVe24e9PFhrqmsgsZRqPesY91eh1qifeq7YqCoujIzCmg0GrHYNDjb9bz+yEi+0TUG+lZ+TSPCXZ5uSGBZs4lZ7u83Kq4duZH8o7uIbTnWK/o6ELRo8zZ+zeQezyB8MgbOHM1iV1JiYxsM8grO7oA4YFhTO44hk8OrWb5wZU80nuG1iEJLyOd3UpYrXaSUnLKpe9oER0CUG7e41O68t/1xwkLMTNlRHvHvF4dox2fO7dpxOh+rVjw8f4KUw/Nmt6DDXt/JeeapVQ5JZfRoVVDBnZrXqXUIt6UtkWIuqSqKYGendETk0nPS//53jHt1Uf6kZ1bPnVQs0bBJF/NK1Xmc3/phdGoK/X3z87oidmk58US02bP6ElQgJE578Q7pr34QG8sVoX5ZeLxMxuum6qmqm2DtCE152zbvfRgHwotdo6eTafDjY0qPDcUpx66Y2Br/rv+OBk5Bcye0ZNLqTnc2CwMq02RfSJ8nsVqJzvPQoNg1z+2HxJoIiu3EEVRPVpvVFXh6vZPMIZFEdi2h8eWez2GgBDM0S3IO7aXhgP+H//96UtC/YLp0fQWrUOr1I3hNzCoZW92nEugU3R7BrXqrXVIwovIM22VyMgtdJ6+I7fQ6bylK39k0tC23NqjRal5JT9PGNzW8WOmZJklUw8t+Hg/EwaXL6fkMob1bFnl1CLelLZFiLqkqimB5n+0j9Sr10pNU+w4raPZ+ZZyZc77MLHc38//aB8pZaa9+tE+bDa11LSUq9ccHd2Sf1uVVDVVbRukDak5Z9vu8pU85n+0j54dG1d6bihOPVTc7hcfA+1bRnD5Sp7sE1EvpGcVj8TsurRDxYIDzdgVldx86/W/7EJ5x+KxpJ4jtNsoNMjiUyn/GzpgvfIbu49t4XjaaW5rOwSD3vu7CwNa9qRlWDPeP/gZl3JStA5HeBHvP3o1ZLc7TzFit6sVzgsJNJVLIVHys0HvPJ1I2dRDBn3lqSgqKsdZahFvStsiRF1SnZRAZVPDqKrz9D8VtR3OUss4m1b25oO/2Vjl8srW+aq2DdKG1JyzbVe8z0oeI5WdG0qeI1Iz8rErSoX7XfaJ8DVXMosu4ocEuC7tULHiepXhwRGZVVUlY+//YYpoirlpG48tt6r8m8dSqNOx4tgGbmjQlNjItlqHVCV6nZ4JsaMw6A0siX8fm912/T8S9YJ0dithMDhPMWIw6Cqcl3PNWi6FRMnPdsV5OpGyqYfsSuWpKCoqx1lqEW9K2yJEXVKdlEBlU8PodM7T/1TUdjhLLeNsWtnrWQUWW5XLK1vnq9o2SBtSc862XfE+K3mMVHZuKHmOiGoYgEGvr3C/yz4Rvqb4zm5IoOvv7BaX6eypOHfJ//UQ1rQLBHcajM4Lx4g1BIays1ljMpRC7rhpGKpXJBuqmlD/EO5oP5xzmRdZdWSd1uEILyFnxUo0DPZznr4j2M/pvMendOXL7afZtj+p1LySn7/acZpZ03tUmnpo1vQefLWjfDkll7F137kqpxbxprQtQtQlVU0J9OyMnkSFB5aapjfgtI6GBpjLlfncX3qV+/tnZ/Qkusy02TN6YjTqSk2LDg8sWn6Zv61Kqpqqtg3ShtScs20XExHEszN6su9ocqXnhuLUQ8XtfvExcOLcFWIigmSfiHohPdN9jzEXd3Y9mWs3K3EdhqAw/Jp65x3TX3NT2eFnIy47n6ir6VqHU203NWpNXJNOfH1iC0dTT2kdjvACknroOv4YjVnFYNCVG425eJ7RoMNg0BWNlKwvGo25aBTWor9rEGguGo1ZUQnwM2CxKo55oQFmsvP/+K7ZqCffYseor2A0ZlvRMhyjMVchtYiM2imK1dXUQ1qpaDTmsu0CUG7aH6Mx/9EOVDYac8l2IDTAjMGgK1emTqcrl1IIKDdNr9e5dJRlaUP+UN06VOlozCY91t/PB/5+v4/U/3vqIXSgU8GgLzq3GAw6x2jMko5I1FXVrT/vfHmIXT/+xpx7e6E4eVWrNgosNl5ensi00bH86dZ2Li3bGUvqeS7+ZyYNet1BYNs4ty+vuiyKjX/+/Dn5dguPnk3BHNkM66i/aB1WtVnsVv5zYAWKqrJo1ByCzUFahyQ0JKMxl+HsR0lUw0Cn3zWZDBXOUxT198fJispx/ABRwWpVCC/TMfX3N5ZavuH3tCEGg77SdCuR5qrtQq3StghR1zmrO4qio7hLoaPokWW9XleqzhsMekwmHVF+5euoszL9/Y2OdqCksm2MoqjlUgrp9ToinbRFVanzztfPecdW2pCaKd52xds1PSsfk1FPRIOAUp3T4rRSJY8tgNAgvwovZMo+Eb4uPbOA8FB/3HFvxs9kwM9s4HJ6nsvLdiZr3zp0RjMBLTt7ZHnVtTJpL5fyM7i/3Uj01qMYTv+ALSMFtWG01qFVi9lgYkLsKJb/sIr/HPiMJ/rch87bRgITHiOd3RJclV6jbDklUw9VliZI0nsI4f1sNoVzl7PL1efgQBPPvb3XrXXXE22EtEPucb3t6uy4Kk49NGVEe6dp5YSoD9Kz8mkY6oc7nkPU6XTEhAeSlJLj+sLLsOVmknNkF8Ed+qMzuX6wrdr6LuUo21KOMLTxLUQZgylsdTN+Zw9j/GE71lvv1Dq8amsSGsPgln3Y/ute4pp0YmDLXlqHJDQiZ84SXJVeo2w5zlIIOUsTJOk9hPB+GTkFTuuz1aq4ve56oo2Qdsg9rrddnR1XxamHKkorJ0R9kJ6ZT8MQ972LHh0eyIWUHLfcOS4p++BGsNsJauc9eXWLHcpI4n/P7aJjWAt6h7dBUe2ofv4UtuyA4def0WWkah1ijfRr0Z0Wv6cjSs2te+8fC9eQzm4JrkqvUbacilIIlU0TJOk9hPB+NrvzlEJlb3q6o+56oo2Qdsg9rrddKzquis8fztLKCeHrCiw2svMsNAh2Y2c3IohrBTbSM913QUmxFJB9cCMBN3ZBHxjituXUxA9Xf+XNUxtoGhjB7c26oyh/jORf2LoLGM2Y4r/GLbfW3Uyv0zM+diQAb37/ITbFrnFEQgvS2S3BVek1ypZTUQqhsmmCJL2HEN7PaHCeUqhsX8QdddcTbYS0Q+5xve1a0XFVfP5wllZOCF93+co1ABqGuu/d9BbRRZ3PH0+57+5lzk9bUfJzCL55oNd0GlVVZWPyT7x16luaBUVyV6tBYC/dGVT9Asi/KQ7DpTMYzv6sUaS1E+Yfyuh2Qzl15Syf/PSl1uEIDcivlxJclV6jbDnOUgg5SxMk6T2E8H4NQ/yd1meTSe/2uuuJNkLaIfe43nZ1dlwVpx6qKK2cEL4uOT0XgLBg16cdKta4URBhwX7sPfSbW8pXbVYyv1+LX/NYjA0i3bKM6rpamMubp77ls6S9dA6/kT+3HAB2m9PvWlp0wBYWiWnPV+hyMjwcqWt0im5P7+bd2HD6O3b8mqB1OMLDJPVQGa5Kr1G2nGB/E5m5hddNEyTpPYS7Seqh2iseNbcmqX5qyxNthLRDlatpHbredi0+ruyKil6vQ6cDVCpNKydEXVOd+vPl9tN8tP4YLz3Qx61Pl2zZl8R3By+y8JEBxLYKd2nZ2T9uJX3DOzQa/VdM4TEuLbu6bIqdrSk/89WFfdhRGN28Jx2Dm5Z6dNkZfV42Ibu+RAmLwjL2ATDVvYufiqKw4vBXnM+6xEtD/07biFZahyQ8xK2jMa9bt4533nkHm83G9OnTufvuu0vNP378OM899xx5eXl0796dl156CaNR2wGiXZVew1k5zlKDuGv5Qgj3MRr1NU71U1ueaCOkHXKP623Xio4rIeqrS+l5hAaZ8TMbXJ5jt6SBtzTlx1NpvPrxPhY9PrBUyrfsPAsBfgZMRkO1y1WshWTu+QJzzI0YI5qAqs3YB3ZVYW/aSb7+7QBphdl0atiC4U264ady3Y4ugBIUSl63oQTt34x58ydYRtxT5zq8er2eSR1H8/7Bz3ht99u8NPQfNA3V9uKD8Ay3XSZLSUlh8eLFfPrpp6xZs4ZVq1bxyy+/lPrOU089xQsvvMCmTZtQVZXPP//cXeEIIYQQQog65FxyFk0ig1DdPECbn9nI9NEdKLDYePE/35Obb8VqU3h39WHufuFb7pu7hXPJ2dUuN+v7r7Flp9Og+23oNOjo2lWFPWknmH3oU5af3U6A0Y8ZbYdze+PumBW1WiNQ26JbcK3LIPTJZ/Bb9x7kVX97aC3QFMDdnSegqCov71hCSm6a1iEJD3BbZzc+Pp7evXsTFhZGYGAgI0eOZOPGjY75v/32GwUFBdxyyy0ATJw4sdT8YtnZ2Vy8eLHUf5cvX3ZX2EL4FKk/QtSO1CEhaq429cdqU/j1UjYtY0LxxPt20eGB3DWyPZfScnnqzV08vWw33+z9lYFdm6KoKvM/2ofVVvXRfC1XLpGZ8BUBbeIwNvTsHURFVYhPP8mzhz7jP2e2YTaYmN5mOPe0HESMMQhFrdmoxNbm7cjrMRJdVhp+a5ahv3DSxZG7X0RgQ+7pMoFCm4Xnty3i14wLWock3MxtzwynpqYSGfnHi/hRUVEcPny4wvmRkZGkpKSUK+fjjz9m2bJl7gpTCJ8m9UeI2pE6JETN1ab+nL+cjdWm0CQyyMVRVax10zCmjY5l3Z6z5OVbue/2jrRtHsaNTRrw0fpjrN15hsm3trtuOardStraJegMJhrEjfLY48sWxcbu1BNsTP6R1MJsmgU2YlqbW2nu1xC7YqvSI8vXY4u+gZx+dxD04w78Nn6ErV0c1h4jwctSKlUmOjiSGV3/xKeH1/DP7a/zcI976HtDd63DEm7its6uoijodH8MvKGqaqnP15tfbPr06UyYMKHUtMuXL5d7/1cIUZ7UHyFqR+qQEDVXm/pz6HQ6ADERnuvsArRt3pC/3xmHXq9DUVQUFdrd0JDYluGs3HqKId2bE9EgoMK/VxU7qV+/RWHyGSJG3IfO5L6RpItdLcxlZ9oxtl0+Qo4tn5bB0Uxt1p3m/uEoig27Czq5JSmhEeT0H4f/6R/x++VHDL/+jK3LYGwd+4K5brzLGxkUwV+6/Zkvj25gScJyfkg+wj1dJhLmH6p1aMLF3NbZjYmJ4cCBA47PaWlpREVFlZqflvbHs/Lp6eml5hcLDQ0lNFQOPCFqQuqPELUjdUiImqtN/dl7+DdaNQklNNAPRYPEIWUHxBrdtyVLVv3Ih+uO8uQ9zu8C2gvySFu3jGun9hHWbyLm6BZuy6ubayvg58zzJKSf4nDmeVRUOoa1oG9ULJGmIBTF7pI7uRUyGClo3wNLs3YEnDyA6cBmjId3YYvtha1DHwhu4L5lu0ioXzDTbpnE7qR97E7ax/6LhxjdbijD2wwgPCBM6/CEi7its9u3b1/eeustrl69SkBAAJs3b+aVV15xzG/atCl+fn4cPHiQuLg41q5dy8BMzPVOAAAWgElEQVSBA90VjhBCCCGEqAP2H7vMqfOZ/HlYO006us5ENAhgYJemfPfDRTreGMFtff9IXWPLuUru0T1kfb8We34OYf3/RECrzi57fNmm2LliyeV8Xjq/5qVyOieZX3Iuo6ASZg5iWNOudAhtRpDOhKLaUZSavZNbE0pwA/LibsXQujP+Z49gPLwL46FdKDEtUVrEYm/cCjU8BgzaZlupiEFvYHCrPnSKjmXHr3tZfexb1hzfyM3RN9G18c20Dm9BiwZN8TdJhoK6ym1HXnR0NDNnzmTatGlYrVYmT55M586deeCBB3jsscfo1KkTixYtYs6cOeTm5tKxY0emTZtWpbLt9qJKLIOEiPoiJibGZWm5pP6I+saV9QekDon6x5PnoPSsQuZ/fJTG4QE0i9CXegpQa51aBnAuOYi3vzzMuu+OMsV/N810aZCfBYA+ujV+PSaS6x9Mbmr5cWjKyrMX8l3mCQoVGyoqiqqioFKo2ChQLOQrVnLthWTZ8lF/H6ZLj47G/g3p36gDzf3Daajzx2a3UpiVTaFb1/46dCZo3RVT03YEp18kMPU8psQNmAAVsAeEYAsMRTH5oRpNgA5UlZzWXbGEN9EycoeBUT25JawDp7N+5UzWeQ5dPg6ADmhgDiHEHEyIKQg/gxmT3kTT4GgGNO5x3XJdfQ4S1aNTqzPuuJc4cOCAvC8l6pVt27bRrFkzl5Ql9UfUN66sPyB1SNQ/nj4HNWvWjBvadCQ395pLlulqIcHBKLYCQoL8wXIN1WbF36RDp6pcy8urVlkNGoYTGVNitGbdH/9X0RXlTdEV/V/VF0232WxYrBZXrY6b6PDzM4NOj11RsCoqdqXoqW5VxTHCdn5hPhcuXNQ0Umd0Oh1BgUHo0KHYFbApKHYVVVEcK6AqcPjQIQoKCioty9XnIFE9dbKzW1BQwJEjR4iMjMRgqFqS7+IBEVasWEFMjCSRLku2T8W8Ydu48qpgTeqPK3nD9nQFX1kP8J11qWg9XH1VXes6VBFf2I+yDt6h7Dp4+hzkC9uwKurLekL9WVdn6yl3drVVJ7e8v78/3bvXbIjwmJgYubpSCdk+FfOVbVOb+uNKvrI9fWU9wHfWxd3r4S11qCK+sB9lHbyDO9ahOvXHF7ZhVdSX9YT6s671ZT3rAr3WAQghhBBCCCGEEK4mnV0hhBBCCCGEED5HOrtCCCGEEEIIIXyO4cUXX3xR6yA8xc/Pj169euHn56d1KF5Jtk/FZNu4lq9sT19ZD/CddfGV9agpX1h/WQfvoPU6aL18T6kv6wn1Z13ry3rWFXVyNGYhhBBCCCGEEKIy8hizEEIIIYQQQgifI51dIYQQQgghhBA+p151dl977TVmzZqldRheZ/v27UycOJHbbruNuXPnah2O11m7di1jxoxhzJgxvPbaa1qHU6ctW7bMsS0XLlyodTi1snTpUkaPHs2YMWP48MMPtQ6n1nyhfZw6dSpjxoxh3LhxjBs3jkOHDmkdksf4Ut2qy8eir5xPtTzvrVu3jtGjRzNixAhWrFjh0WV7Wm5uLmPHjuXixYtah+JWvtQ+XY+v/TbwCWo9ER8fr/bq1Ut95plntA7Fq5w/f17t37+/mpycrFosFvXOO+9Ud+zYoXVYXuPatWtqjx491CtXrqhWq1WdPHmyunfvXq3DqpP27t2r/vnPf1YLCwtVi8WiTps2Td28ebPWYdVIYmKiOmXKFNVqtar5+fnqkCFD1DNnzmgdVo35QvuoKIrav39/1Wq1ah2Kx/lS3arLx6KvnE+1PO9dvnxZHTJkiJqRkaHm5eWpt99+u3r69GmPLNvTfvrpJ3Xs2LFqx44d1QsXLmgdjtv4Uvt0Pb7228BX1Is7u5mZmSxevJiHH35Y61C8zpYtWxg9ejQxMTGYTCYWL15Mly5dtA7La9jtdhRFIT8/H5vNhs1mk9H1aigyMpJZs2ZhNpsxmUy0bt2aS5cuaR1WjfTs2ZP//ve/GI1Grly5gt1uJzAwUOuwasRX2sezZ88CcO+993LHHXfwySefaByR5/hK3arrx6KvnE+1PO/Fx8fTu3dvwsLCCAwMZOTIkWzcuNEjy/a0zz//nH/+859ERUVpHYpb+Ur7VBW+9NvAlxi1DsATXnjhBWbOnElycrLWoXidpKQkTCYTDz/8MMnJyQwePJgnnnhC67C8RnBwMI8//ji33XYbAQEB9OjRg27dumkdVp3Utm1bx7/PnTvHt99+y2effaZhRLVjMpl48803+eCDDxg1ahTR0dFah1QjvtI+Zmdn06dPH55//nmsVivTpk2jVatW9OvXT+vQ3M5X6lZdPxZ95Xyq5XkvNTWVyMhIx+eoqCgOHz7skWV72rx587QOwSN8pX2qKl/5beBLfP7O7hdffEHjxo3p06eP1qF4JbvdTkJCAvPnz2fVqlUcPnyYr776SuuwvMaJEyf48ssv+e6779i9ezd6vZ7ly5drHVaddvr0ae69916efvppWrZsqXU4tfLYY4+RkJBAcnIyn3/+udbhVJsvtY9du3Zl4cKFhISEEB4ezuTJk9m5c6fWYXlUXa5bvnAs+sr5VMvznqIo6HQ6x2dVVUt9FnVXXW6fqquu/zbwNT7f2d2wYQN79+5l3LhxvPnmm2zfvp358+drHZbXaNSoEX369CE8PBx/f3+GDRvms1dRa2LPnj306dOHiIgIzGYzEydOZN++fVqHVWcdPHiQGTNm8I9//IMJEyZoHU6NnTlzhuPHjwMQEBDAiBEjOHnypMZRVZ8vtY8HDhwgISHB8VlVVYzGevHwElD365YvHIu+cj7V8rwXExNDWlqa43NaWprPP+ZbH9T19qmqfOW3ga/x+c7uhx9+yDfffMPatWt57LHHGDp0KM8++6zWYXmNIUOGsGfPHrKzs7Hb7ezevZuOHTtqHZbXaN++PfHx8Vy7dg1VVdm+fTudOnXSOqw6KTk5mb/97W8sWrSIMWPGaB1OrVy8eJE5c+ZgsViwWCxs27aNuLg4rcOqNl9qH3Nycli4cCGFhYXk5uby1VdfMXz4cK3D8ghfqFu+cCz6yvlUy/Ne3759SUhI4OrVq+Tn57N582YGDhzokWUL9/CF9qmqfOW3ga+pP5e9hVNdunTh/vvv56677sJqtdKvXz8mTZqkdVheo3///hw7doyJEydiMpno1KkTDz74oNZh1UnLly+nsLCQBQsWOKZNmTKFO++8U8OoambQoEEcPnyY8ePHYzAYGDFihM+fxL3dkCFDOHToEOPHj0dRFO666y66du2qdVge4Ut1qy7zlfOplue96OhoZs6cybRp07BarUyePJnOnTt7ZNnCPepT+yS/DbyTTlVVVesghBBCCCGEEEIIV/L5x5iFEEIIIYQQQtQ/0tkVQgghhBBCCOFzpLMrhBBCCCGEEMLnSGdXCCGEEEIIIYTPkc6uEEIIIYQQQgifI51d4ZCYmMjYsWOv+72bbrqJq1evunz5OTk5TJs2ze3LEcLdqlqXrmfbtm3MnTvX6byxY8eSmJgIwJw5czhy5AgAU6dOZePGjbVethCu8MUXX7BixYrrfm/o0KH8/PPPlX5n1qxZLF++3FWhlbJs2TK2bt3q9uUIUVOurEtVMW7cOLKzs8tNX758ObNmzQJgx44dLF26FIDVq1fz0EMP1Xq5QriadHaF18jKynJJAy2Er7j11luZM2fOdb8XHx+PZJET3ujgwYMUFBRoHcZ1JSYmYrPZtA5DiAp5ui6tXbuW0NDQSr/z888/k5WV5aGIhKgZo9YBiKrJy8tj9uzZJCUlodfr6dixIy+//DI7duzgnXfewWq14u/vzzPPPEPXrl156623SEpK4vLly6SlpdG+fXvmzZtHcHAw3333He+++y4Wi4WrV68yfvx4nnjiiRrF9cUXX/DZZ5+hKAphYWE8//zztG7dmlmzZhEcHMzJkye5fPkyN910E6+99hpBQUHs3LmTRYsWodfriY2NJT4+nk8//ZTZs2dTUFDAuHHjWL16NQBvvfUWhw4dIjMzk/vuu4+7777blZtV1EPeUpfmzZtHUFAQTzzxBKmpqQwYMICPP/6Y3r17s3btWr777jsGDhzIpk2bePfdd/nll1949tlnyc/P58Ybb+TatWsALF68mNTUVJ588kkWLlwIFN0RXr58Oenp6fTp04e5c+ei18u1TVE7iYmJLFq0iCZNmnD27Fn8/f1ZsGABzZs3Z9GiRezfvx+73U6HDh2YM2cOCQkJbN++nb179+Lv78/IkSN54YUXuHLlCmlpaTRt2pQlS5YQERFR7VjOnDnDvHnzyMzMxG63M3XqVCZPnkxiYiKLFy+mefPmnD59GpvNxksvvURcXBxXr15l9uzZnD9/nrCwMCIjI2nbti3h4eEcOXKEhQsXYjAYAPjxxx+ZMmUK6enptG3bltdff53AwEBXb1JRT2lZl44fP87DDz/Mzp07Abjvvvto1KgRr732GhaLhQEDBrB161a6d+9OQkICISEhzJ07l/j4eCIiIoiIiCAkJIRDhw6xcuVK7HY7ISEhtGjRgrS0NB588EGSk5MxGAy8/vrrtG7d2t2bU4hKya+fOmLLli3k5eWxdu1a/u///g+A8+fPs3jxYt577z3WrFnDK6+8wqOPPur4Ebx//36WLFnCt99+i9Fo5H/+539QVZUPPviABQsWsHr1alatWsV7771Xo8eF9+3bx5o1a1ixYgVr1qzh/vvv55FHHnHMP3LkCMuXL2fDhg389ttvbNy4kYyMDJ5++mn+9a9/sXbtWnr16kVKSgoAr776Kv7+/qxdu9bxg6N58+asXr2aZcuWsWDBAqxWa203pajnvKUujRgxgl27dgGwe/duIiMjiY+PB2D79u2MGDGi1PeffPJJ/vSnP7Fu3TqmTZvGpUuXAJg5cyZRUVEsWrSILl26AEUd+pUrV7JhwwZ27drFDz/8UPsNJwRF7frUqVNZt24dEydO5KmnnuK9997DYDCwevVqvv76a8fxOHz4cIYOHcqMGTO4++67Wb9+PbfccgurVq1i27Ztjva+umw2G4899hj/+Mc/WL16NZ988gkffPABP/30EwCHDx/m3nvvZc2aNUycOJHFixcDMHfuXNq0acO3337L0qVLHfXi7rvv5uabb+bpp59m+PDhAKSkpPDhhx+yadMmUlJS2Lx5s4u2oBBFtKpLsbGxGI1GTp06RUFBAWfPnuX7778HICEhgc6dOxMSEuL4/qeffsq5c+dYv349H3zwAcnJyQB06dKFKVOmMHr0aGbOnAnAhQsXeO6551i3bh3du3eX1wGEV5A7u3VEXFwcixcvZurUqfTt25fp06ezd+9eUlNTmTFjhuN7Op2O8+fPAzBq1CgaNWoEwOTJk5k/fz7PPPMM//73v9mxYwfffPMNZ86cQVVV8vPzqx3Tjh07SEpKYsqUKY5p2dnZZGZmAjBgwADMZjMA7dq1IysriwMHDtC6dWvat28PwIQJEyp8JxFwvPcYGxuLxWIhNzeXhg0bVjtWIYp5S12Ki4sjJSWF9PR0du/ezV//+ldWr17NI488wv79+5k/fz6bNm0CICMjg5MnTzJ+/HjH37Zt27bCskePHo3BYCAgIICWLVty5cqVmmwqIcpp37493bt3B2DSpEm8/PLL5ObmotPpHBdrrFar0ztM06dP58CBA3z44YecO3eO06dPOy7QVMe5c+c4f/48zz77rGNaQUEBx44do3Xr1jRp0oTY2FgAOnTowFdffQXAzp07Hf+Oiopi1KhRFS5j2LBhBAQEANC2bVsZP0K4nJZ1afjw4ezatYu2bdvSu3dvTp48yenTp9m2bVu5C60JCQmMHTsWs9mM2Wzm9ttv5+TJk07L7dy5My1atACKfrdt2bKlyjEJ4S7S2a0jmjdvzpYtW0hMTOT777/nL3/5Cw899BB9+vRhyZIlju8lJycTFRXFli1bHHdHARRFQa/Xc+3aNSZMmMCwYcPo3r07kyZNYuvWrTV6309RFMaNG8dTTz3l+JyamkqDBg0A8Pf3d3xXp9OhqioGg6Hcsip7vNJoNDr+HpD3EkWteUtd0uv1DB48mJ07d3L48GEWLlzIu+++y8aNG+natStBQUHl/qZk2cV1w5mS84rrnhCuULIuFFMUheeff55BgwYBRU8WFBYWlvvev/71Lw4fPsykSZPo1asXNputRsdm8WOTJe9kpaenExISwk8//eT03ANF9aLk8qpy7ilbhhCuomVdGjZsGEuXLiU1NZV+/foRERHBnj172LVrl+MubXXiLib1RngjeYy5jih+p7V///489dRT9O/fn6ysLPbu3cuZM2eAoqvWd9xxh2MAg23btpGTk4OiKHz++ecMGTKEpKQkcnNzeeKJJxg6dCiJiYlYLBYURal2TP3792f9+vWkpqYC8NlnnzF9+vRK/6Zbt26cO3eOEydOALBp0yays7PR6XQYjUbsdrs0jsKtvKkujRgxgvfff5927dphNpvp3bs3b7zxRrkr6w0bNqRjx4588cUXABw9epRTp0455hsMBhlcR3jEiRMnHO33qlWr6Nq1K6NHj2bFihWO4//555/njTfeAEofm3v27GH69OmMHz+eiIgI4uPjsdvt1Y6hVatWpR7bTE5OZuzYsY4RySsyaNAgx6sLGRkZbN261XEhVeqQ8DQt61K3bt24cOECO3bsoG/fvvTr14+PP/6Yli1blnt6bsCAAaxZs4bCwkIKCwvZsGGDY57UG1EXyJ3dOmL8+PHs27eP0aNHExAQQOPGjZk6dSqtW7fm73//O6qqYjQaeeeddxx3hBo1asQDDzxARkYGPXr04OGHH8ZsNjN48GBuu+02zGYz7dq1o02bNiQlJTkeOa6q/v3788ADD3Dvvfei0+kIDg5m2bJljh8PzoSFhfHGG2/wzDPPoNfrufnmmzEajQQEBNCgQQM6d+7MmDFjqjS8vhA14U11qU+fPqSmpnLnnXcCRXVqw4YNDB06tNx333jjDWbPns3KlSu54YYbuPHGGx3zhg8fzlNPPcWLL75Y+w0kRCUaNWrEkiVL+O233wgPD2fhwoWOwW0mTJiA3W4nNjbWkZpk4MCBLFiwAIC//e1vLFy4kKVLl2IymejWrZvjVYHqMJvNvP3228ybN4/3338fm83G448/TlxcnCMdlzOzZ89mzpw53H777YSFhdGkSRPHXeChQ4fyxhtvyLgQwmO0rEt6vZ6BAwfy888/Ex4eTlxcHFlZWeUutAJMmTKF8+fPM3bsWMLCwhyPKQP07t2bJ598kldeeYWOHTvWcosI4R46VW6j+aS33nqLjIwMXnjhBa1DKSU3N5e3336bRx99lICAAI4ePcpDDz3E7t27K+0kC6EVb61LQnhaYmIir7zyCt98843WodTIihUr6NChA127dsVisXDXXXfx6KOPOh4ZFcJT6npdEqIukTu7opz333+fdevWOZ133333cccdd9S47ODgYEwmE5MnT8ZoNGI0GlmyZIl0dIVPcmddEsLXnD17tsL3BVu1alXqnfqaaNOmDa+88gqKomC1Whk1apR0dIVPcnddEqIukTu7QgghhBBCCCF8jgxQJYQQQgghhBDC50hnVwghhBBCCCGEz5HOrhBCCCGEEEIInyOdXSGEEEIIIYQQPkc6u0IIIYQQQgghfI50doUQQgghhBBC+Jz/DyU+e+sKS12KAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# To quickly look at a dataset PairGrid with uniform dist on diag is a good\n", "# To make the process easier we have a shortcut function\n", "sns.pairplot(iris, hue='species', height=3)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.PairGrid(iris, hue='species', height=3)\n", "g.map_diag(plt.hist)\n", "g.map_offdiag(plt.scatter)\n", "g.add_legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## (Tutorial) Visualizing statistical relationship" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Statistical analysis is a process of understanding how variables in a dataset relate to each other and how these relationships depend on other variables." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "sns.set(style='darkgrid')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Realting variables with scatter plots\n", "`scatterplot` function when both variables are numeric. Alos, it is the default in `relplot`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tips = sns.load_dataset('tips')\n", "sns.relplot(x='total_bill', y='tip', data=tips)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x='total_bill', y='tip', data=tips)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(x='total_bill', y='tip', hue='smoker', data=tips)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# To use different marker style for each class\n", "sns.relplot(x='total_bill', y='tip', hue='smoker', style='smoker', data=tips)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Emphasizing continuity with line plots\n", "When you want to understand changes in one variables as a function of time, or a similarly continous variable. `lineplot` function can be used or `relplot` with `kind=line`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pd.DataFrame(dict(time=np.arange(500), value=np.random.randn(500).cumsum()))\n", "g = sns.relplot(x='time', y='value', kind='line', data=df)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.relplot(x='time', y='value', kind='line', data=df)\n", "g.fig.autofmt_xdate()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lineplot by default assumes you are trying to draw y as a function of x and due to this reason it sorts the date by the x values before plotting." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# To diable sorting\n", "df = pd.DataFrame(np.random.randn(500, 2).cumsum(axis=0), columns=[\"x\", \"y\"])\n", "sns.relplot(data=df, x='x', y='y', sort=False, kind='line')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Aggregation\n", "For more complex datasets there will be multiple measurements for the same value of `x` variable. The default behaviour is to aggregate the multiple measuerments at each `x` value by plotting the mean and the 95% confidence interval around the mean." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fmri = sns.load_dataset('fmri')\n", "sns.relplot(x='timepoint', y='signal', kind='line', data=fmri)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The confidence intervals are computed using bootstrapping and can be time extensive\n", "# To disable them\n", "sns.relplot(x='timepoint', y='signal', kind='line', data=fmri, ci=None)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Also standard deviation can also be plotted instead of confidence intervals\n", "sns.relplot(x='timepoint', y='signal', kind='line', data=fmri, ci='sd')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# To disable aggregation\n", "sns.relplot(x='timepoint', y='signal', kind='line', data=fmri, estimator=None)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(x='timepoint', y='signal', hue='event', style='event', kind='line', data=fmri, )" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(x='timepoint', y='signal', hue='region', style='event', kind='line', data=fmri)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you are working with multiple measurements i.e. you have units that were smaples mutiple times, you can also plot each sampling unit separetley without distinguishing through semantics." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(x='timepoint', y='signal', hue='region', units='subject', estimator=None, kind='line', data=fmri.query(\"event == 'stim'\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also use the FaceGrid semantics in the relplot because relplot is based on FacetGrid." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## (Tutorial) Plotting with categorical data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`catplot()` is the higher level unified acess to all the functions.\n", "\n", "Categorical scatterplots:\n", "- stripplot (kind='strip') (default)\n", "- swarmplot (kind='swarm')\n", "\n", "Categorical distribution plots:\n", "- boxplot (kind='box')\n", "- violinplot (kind='violin')\n", "- boxenplot (kind='boxen')\n", "\n", "Categorical estimate plots\n", "- pointplot (kind='plot')\n", "- barplot (kind='bar')\n", "- countplot (kind='count')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "sns.set(style='ticks', color_codes=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# striplot() - is to adjust the positions of points on the categorical axis with a small amount of random jitter (along x-axis)\n", "tips = sns.load_dataset('tips')\n", "sns.catplot(x='day', y='total_bill', data=tips)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(x='day', y='total_bill', jitter=False, data=tips)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1Tgzi3WeuB6Cs2sC6PQVOXz9ZoJejLEG4qoVPmUxLaRkVGzej8fMl9r7ZBAwZjOFUDqWrVgMQNnkS/oMHETBkMJHTf4VktaI6Z88zVyIC9zIE+3sQ4u9ORW2zYyw1IVDGigTh6qRQqYh/+EHiH37QaTzugfvoNusOkCRU7u6OcaVGAxpNZ5fZbuKSwmVQKRU8f+8QesT44+mmZvSAKO6dmiJ3WYJwTVG5uTmFbVcgznAvU2KUH2896XrXiARBcF3iDFcQBKGTiMAVBKHLMenrsDQ1X/pAFyMuKQiCi2ixGPnu+BpyavJJCU5iWo9xqFXiR/RcVqORk2//nZrde1BqtUTdchPRt94sd1ntJv42L1NRRQMfLs+gsLyBwSmh3HtDL3QaldxlCV3Yv/Z8wq7CAwAcLsuktqWO+wfcJnNVrqVs9Vpqdtv7BttMJgr+9wUBQwbjGRsjc2XtIy4pXAZJkvjLR3vYd7yc8pomVmzL5bMfjstdltCFWawWdhcddBrbXrBPpmpcV1NBwQXGCmk4mU3d0WMXbH7jSsQZ7mUor2miuLLRaezAiQqujgZyghxUShV+bj7UNtc5xoLc/WWsyDUFDBpIxfqNjsdKrZbyDRuoO3QEAI/YGHq/+gpqL0+5SrwocYZ7GQJ93fDx1DqNxYZfe71LhStHoVBwX/9b0ajsk/bdNW7c3e8mmatyPYHpacTPeQjPuFh8UnsRfcetjrAFaMrLp3zdevkKvARxhnsZNGoV/3d7f/6x+BC1DUa6d/PjPtGqUfiF0qIHkBrSg4K6EuL8o3HXuObyVDk0FRWjcndHFxhA+JRJhE+ZBEDFxk1tjjXpXXeZvQjcyzQ4JYyFcyfQ2GwWXcKEK8ZL50lKSJLcZbgMa3MzmX+ZR/2xDFAqCZ8yifiHHsBqNFK7dx82ixW1lxeWRvslPoVKRfCo62Su+qeJwP0FVCqlCFtB6EBlq9fawxbAZqN0xSoChg7l9L//S3NREQC60BAC0oYiWa2ETRyPV3y8jBVfnAhcQRBcVktZWZuxyi1bHGELYCyvwHtmImGTJnRmaZdFBK4guIhKQzUf7P+SnJo8UkK68+CA26/ZrdLPCkxPo2z1Wsdjlbs7bqEhbY6zGls6s6zLJgJXEFzEuzs/4kT1aQB2FR7AJtn47fA5MlclL79+fenxu6cpW7MOlbs7UbfchC4okJLlK7HU1wOg9vYm+DrXvW57LhG4guACzFazI2zPyig/IVM1riVoxHCCRgx3Guv3tzcoX78RJInQ8WPRBnSNOcsicAXBBWhUGqJ9wimsL3WMxQd0k7Ei16YLDqbbHV1v2bNY+CAILuKxofcS6R0GQLx/Nx4ceKfMFXV99ZnHqd65G2uLa1zjFWe4guAi4gO6MX/KS7SYW3ATix5+lsKvllD83XJQKIiaOZ2om2eS9dqbVO/cBYA2MIA+r/8VXXCwrHV26BnuO++8w5QpU5g6dSoLFy4EYMeOHUybNo0JEyYwf/78jvz2guCyTFYzG3K28fmR7zhVnecYt0k2TFazfIV1QbUHD1Hw+ZdYm5qwGgzkf/o/Slb+4AhbAFN1DSXfr5SxSrsOO8Pds2cPu3btYvny5VgsFqZMmUJ6ejovvPACn376KeHh4cyZM4cff/yRUaNGdVQZguCS3tr2PofKMgFYlrWWZ0f8Gi+tB+/u+ogKQzXRPuE8NfwhonzCZa5UftaWFmoPHETj44Nvatsl9A0nTrYZM+TktBmzNDS2GetsFw3c/v37o1Ao2oxLkoRCoeDAgQM/+dwhQ4bwySefoFarKS8vx2q1Ul9fT0xMDNHR0QBMmzaN1atXd8nAbTFZ+GFH3pl+uGGk9xY/GEL7lNSXOcIW7D9Pq7M3UWGopsJQDUBhfSkf7PuCP415Wq4yXUJLRQVHn30RU00NAAFpQ0l+/veUb9hI8dJlgIT/4EFtnhc8ehT1GcdbF04olYSMG9OJlV/YRQN3xYoVv+jFNRoN7777Lh999BGTJk2ioqKC4HOuoYSEhFBeXt7mefX19dSfmWN3VtkFVpzI6fVP9rHvuL32dXsK+PXNfZmcHitvUUKXoFa2/bFTKVWUNDj/LOTri9ocd60pXbHKEbYANbt2U75+A6f+8S/HWHNRMeE3TKFq+w4UCiWRM6fj16c3vV/7C6WrVmOuqyfk+lH4JPeU4y04uWjgZmRkXPTJkZGRl/wGTz75JA899BCPPPIIeXl5TmfMZ8+Uz7do0SIWLFhwydeWS3VdsyNsz1q7K08ErtAuIV5BXBczhK359p0LNCoNN/acSLO5hczKbMdxfcNS5CrRZVgMhjZjdRmZbcY0vr4M+fhDpzGtvz8xs+7osNoux0UD99NPP/3JrykUCiZM+Om1yzk5OZhMJpKTk3F3d2fChAmsXr0alap1G5rKykpCQtou05s9ezYzZsxwGisrK2PWrFkXK7fT6LRq1ColFqvNMebprpGxIqGreWzobEbEDKaisZqBEb0J8gzgybT7WXhwsX1Ps5Ak7u1/i9xlyi503FgqNm4Gm/1nzS08jKD0NCo3bnY6zjM+rvOLuwyXHbiXUlRUxLvvvssXX3wBwIYNG7j99tt54403yM/PJyoqihUrVnDTTW2bLPv4+ODj47oNvb3cNdw6NonP19pXAum0Ku6YIP/HFaHrUCqU9A9PdRoL8PDjwYG3k68vJiEgBk+th0zVuQ6f5J70ee1VKjZtRuPjQ9iUSWj9/IicOZ3SFauQJInwqZMJGDRQ7lLb5aKB++qrr/Liiy/yyCOPXPDr77///k8+d9SoURw5coTp06ejUqmYMGECU6dOJSAggCeeeAKj0cioUaOYNGnSL3sHMrljYk/SeodTVN5I78Qg/LxFm8afUrv9G+r3r0apccN/1O14pQy/9JOuQdsL9vLP3Z9gsVnQqXX8bvgc+oQly12W7Lx7dMe7R3ensdjZd9PtjtuQJAmVruv87CkkSZJ+6osbN25kzJgxfPvttxf8+vkf+ztSUVERY8eOZcOGDURFRXXa9xV+mcbjO6lY+lbrgEJJ9CPvogkQszrOJUkSc5Y/h76l9WZxjF8Ub058UcaqhCvtome4Y8bYp1HMmDGD2tpaDh06hFqtpm/fvi79kV9wHS35x5wHJBvNBZkicM9jtVmpNzrPE61tdt2tYuRmrKyifP0GAELHjZF9BVl7tWvhw+bNm3n22WdJSkrCarVSWFjI/PnzGTx4cEfX57JyivS8v/QIhRWNDE4J5dGZffBwEzfOzqcLT2gz5haRKEMlrk2tUpMePcBpa/TrYobKWJHrMun1HHr6d472jKUrf6D/u/O7RMewdgXuO++8w2effUZSkn2vpYyMDObOncvSpUs7tDhXZbNJ/HXRXipqmgDYvL8ID52aR2/qK3Nlrser9yiMpTk0HNqAQqPFf+RtaENi5C5LdjbJxpGyLKqaqhkQ3psADz8eHXw3Ae5+HK88xYCIVGYkd837Gx2taus2R9gCWBoaqNy6jcgbp8lYVfu0K3AVCoUjbAF69erFRS79XvUqapscYXvW0ZxqmapxbQqliqBJDxE4/j5QKFAoVZd+0jVgwa6P2VawFwCdWsdLo/+P4voyVp7ciE2ykV9XTLx/DAMiUi/xStce5QVuknWVG2cXbV6j1+vR6/Wkpqby4YcfYjAYaG5u5n//+x9paWmdVaPLCfJzJ8DH+S+4ezc/marpGhQqtQjbM0obKhxhC2C0GFl+Yh2fHV6KTbLPNzVbzfzvyIVvVl/rgkaMwP2cG+fukREEjRwhY0Xtd9Ez3LS0NBQKheNs9s0333Q8VigUPPvss51SpKtRq5T89q5BLFh8iNJqA/27h3DfDW2bagjChZgv0A3MZDHRaHJeVVXf0tBZJXUpag93+v7tDWr27ANJImDo4C5zhnvRwM3KyrrkC6xYsYIbbrjhihXUVfROCOLfz4/DYrWhVok+7kL7dfOLpFdIdzIq7F2uFAoFk5Kux0vnyZa83Y7jRsWly1Wiy1PpdARf1/Xmc//i9owffvjhNRm4Z4mwvTSbsZmm7H0otG54JPRHoRJ975+77jF+zNtJhaGGtKj+JAbG0iskiW6+keTU5NMrJIlxCV1jY0Sh/X7xv/xr4ebZ4exKPlx+jCp9C6P6R/LAjamoVUqsVhsNTWaxyuwiLA21FC98FmuD/aaiLqoHEXe/cs1fz9WptUxIdG5LqlFp+FXP8T/5HJtk47vja9hZeIBgz0Du7H0jUb5iPnNX8osD90Ldvq4mTS1m/vrxHppaLACs2J5LoJ87MWHevLv4EPoGI0nRfjw/ewjB/u4yV+t6Gg6uc4QtgLHoBE05B/FMatvDVGjLZrOBwt57YeWJjXx5dDlgb92YW1vAgqmvoLpGf3mZ6+oAe6ewrkJ8truEnOI6R9iedSS7kqWbTtHQZAIgu1DPxysz+N1dIkTOZzO33bxPMhtlqKRrsUk2Pjn4NetOb0Or0nBrrxvYX3LE6Zjqplry9EUkBFxb85olm42cf/2b8g0bAQgZM5rExx5FoXT9y3uuX6HMYsN90GqczyAig70cYXtWXqlzw3TBzrvvGBSa1ksuat9gPBK7RmenjiJJEnuLD/N1xkpOVLXdCgZgW/5eVmVvwmw1YzA1sfDgYnzcvJ2O0SjVhHgGdkbJLqVm7z7K1623t2y02ahYv5Ga3Xsv/UQXIK7hXoK3h5an7xzAf787Sm2DkeF9Ipg9NZmDJysprmxd+z6gR9u+vgJog6KIvP8NGo5sQql1x7vfOJTaa3tH2kUHl7AqexMAi4+t4NdD7mF0XDrHyrM4WZ1Lz6AEp40lz+oeGEeloZqcmnzc1Dru7X8L3jqvTq5efs2FbXfCaCosJDDd9ZdC/+LAnTbN9ZfT/VLD+0QwrHc4VpvkmJUw94GhfLDsGEUV9j3N7p4s2uj9FG1QFIFj7pa7DJfQYjGyNmer09jyrHXoW+r5/Mh3jrFRsc4LixQKBQMienNDj3FUGKrx0Xnhpr42b9b6DxxA/v++cDQlR6nEf9AAeYtqp4u2Z7xUmH7//fdXvKCfItozClcDo8XE/d8+g9nWel8g2jeCmmY9BlPrcnFfNx8mJY5izakf0al13NrrBq6LHSJHyS6petduir9bDpJE5PQbu8TZLVziDHfu3LmdVYcgXBN0ai2Tu1/P8qx1AChQcGPPCSw88FWbY7sHxdNkbqabbyTDu4kbsucKTBtKYFrXCNlzXTRwhwxp/Y2q1+tpbm5GkiSsVisFBQUdXpwgXI3u6juT1JCe5OkL6RPak/iAGKqbavni6DLHMSnBibyy+R3H44zKk/x6yD1ylNtl1O4/QN2xDLy7d3fZM952t2f8z3/+A4BKpcJsNpOYmNiplxQE4WrSLzyFfuGtu/LOSJlEYmAs2Wdumn10YLHT8VvydjO7383X5D5nzaWllCz7HovBQOi4sfj17dPmmKKl35G/qHUPxqibZxJzt2tsOnuudk0LW7ZsGZs2bWLixImsXbuWefPmkZgomkgLwi9htpqdttTpHdqTmSmTSQnpjua85c8qhRKV4tqbxWlpaubosy9S9sMaqrZsI+NPr1CfeRwAY3UNxuoaAEqWr3B6XsmKVUg2W5vXk1u7znADAgIICQkhPj6erKwspk+fzn//+9+Ork0Qrlpb8/bw0cGvMJiaSA5O5JlhD6NT61ietZacmnyifMLJrS10tGuc2mMsbpprbzqd/uAhx4oywD7vdtNmytaup3LzjwAEj7oOpdo5yhQqFbjgKth2Ba5araagoID4+Hj27dvHiBEjMBrFaiFBuByNJgP/3vcZpjNtGo9XnmJJxkoajI3sKNzvOG5kzFCSAuPo5hdBcnDST73cVcfa0kLFph8x6/W4hYe1/XpTE1XbdjgeV27eQujECZSvWesYi77lJpdsO9CuwJ0zZw5z587lvffe45133uG7775j9OjRHVyaIFydyhurHGF7Vr6+mJPVp53GDpZl8HjavZ1YmfwkSeLY3D/ReDIbAIVGg1+/vugPHQbAPSoKt/C2DXt0wUH0nf8m9RmZeCUl4dOzR6fW3V7tCtyUlBQWLVoEwHfffUd+fj7KLrBu+UqSJIklG7JZv7cAX08td09Jpk9i19gpVF/XrFUAACAASURBVHAtMb6R+Lv7Utvc+lG5f3gvyhsrqW1pHQtwv/Z2EWnIOuEIWwDJbEbj70+/v7+NxWDAJ7knTYVFFH3zrdPCh4DBA/GMjcUrPt7xXEujgebSUjxjY1BqXGOD13ZtsfPQQw9RV1eHXq/HaDQSFBTEk08+2Vk1uoQNewv49IfjlFYZyMqv5eUPd1NvMF36iYJwHrVKzfPXPU7fsBTCvUOYmTKJX/Ucz+z+t6BR2s+B3NQ67ul3k8yVdj6F6gKdz2xW8v/3BRkvvczh3z2HZLGQ/OJz+PZOxSe1F3EP3EfB/77k8G+fpeT7lQBU/riVvfc9yJHfPsu+hx6l8XRuJ7+TC7voGe4zzzzD9u3bARg6tHVem1qtZuLEiR1bmYs5eKLS6bHRZCUzt5q0VNGPVPj5Yv2jeHHUE05jw7oNJDW0BwX6IuIDYvDQ2Nt9Zlfnkq8vIjWkB2HeV3fPDu/uSU6XEFTu7lgMTdTus1/bNuScJuuNtxj4/j8JGDQQq9HIvgcfcezi25h9CqVWS/6nn2Ez2U+IzLW15C/6lF5//qM8b+ocFw3cDz/8EIDnn3+eefPmdUpBrio2wocth4odj5UK0GlU7DhSQmpCED6eWhmrE7oifXMd1c164vyiHZfofHRepIb2dBzzdcYqFh+zz3dXKZQ8NewhhkT1k6XezpI89wVq9uzFXFtLQNpQjr3gHJTG8gpMtXp0gQE0HM9y2jId7Mt+LQ2NTmMt5eUdXnd7tOsa7rx58zh8+DBbt27FbDYzYsQIBg8e3NG1uZRfjUwgu1DPrmOluOvU9IoP5I//2QmAu07Fnx8aRnJcgMxVCl3FsuNr+fLoMqySjTCvYOaO/g02ycYH+7/gVE0+KcFJzO5/C8uOr3E8xyrZ+CZz1VUfuEq1mqBhrfu5effsTktZmeOxLiSYqu3baSkpxat7EiiVrddzAc/YGGwmE/XHMhxjQcOHdU7xl9CuwP3uu++YP38+EyZMQJIknn76aZ544gluvfXWjq7PZeg0Kl64dwiGZjNmi5X7/7LO8bVmo5XP12bxyhzX+EsVXJu+uc4RtgBljZV8k7GKwvpSsqvt1xr3Fh/GarM6NbkBMFna7vh7NbI0GlC5u6FQqYh74D6sTc3UHjiIR0w3lBoteR9+bD/whzUEjRhO9e49SGYz3j17EDlzOkgShV8uxpCXj/+A/kTOuFHW93NWuwL3448/ZsmSJYSE2K8fPfTQQzzwwAPXVOCe5emuobrOgtnivIrl/IbkgvBTqpv1jrA9q9xQ5Qjbs05U5TAqNo1Nua1zTicmOe+DdrUxVtdw4s23aTiehTYwgMTHf43/gP4kv/ic/euVVex7cI7zcyqrGPLxh1gMjbiFhjrG4x9+sFNrb492Ba7NZnOELUBoaOg1Ny3sXIG+7gzoGcKBrArH2Pgh19Y2J8Lli/OLJswrmLLG1huxw7sNosFooKCu9T5BfEAMDw+6k+TgRPJqC+kTlsKAiFQ5Su40+Ys+peF4FgCm6hqy//4ugz78j2Nal1KnRaFSIVmtjueo3N1Qe3mi9vLE0tQMSKg9XLPnRLsC18/Pj/Xr1zNu3DgA1q9fj28X2ritIzx3z2BWbDtNUUUjg1NCGdE3Uu6ShC5CqVQyd/Rv+CZjFZVN1aRHD2RcwnUkBsSxYPfHFNQVkxQYx8OD7kSlVDE6Lh3i0i/9wlcBQ67zWb65rh5TTQ02owm1txdaf38ibpxG8VJ7s3alVkvUrTcjSRK5Hy6k7Ic1IEmETZpA3EMPuNxqs4s2ID9r7969vPDCC5jOTLPQaDT885//pEePzlvNIRqQC9cKk9WMVuUaE/U72+kPPqL0zFxaAF1oKGofbwzZp0CpJGrmdGLunkXJ9yspW7MWtZcXUTfPBOD4K391eq2eLzxL4FDXatp+0TNcvV4PwCuvvMKSJUs4deoUCoWCyMhI7r33XlavXt0pRbqCytpmGppMxEX4uNxvTeHqcq2GLUDM3bOQzGZq9u7HIzoKXWhoa48Em42ir5fi1T2J3I8+dsxMOP7qa4RPmdzmtZryC7pW4J678CE93f6RRpKka27hw4fLj7FsSw6SBAlRvrz88DDqDUY+WHaMwopGhiSHcu+0Xug0F1glc41pzNxO3d6VKFRq/NJn4JHQX+6SrirHK7OpbqqlX1gvvHSecpdzxal0OhIenUPCo/bHJ97+e5tjqnfucpoGhs1mv6arUMDZD+wKBX79+nZCxT+PWPhwCXml9Xz3Y+tW1jlFdSzbksP2wyWOXXtXbM9FrVbywK+u7hsal9JSlEXFt/MB+z/6ssITRM+Zj8o7kObTh1Bo3XCP7Y3iGuzreiX8c/cifszbBYCnxp0/j3mGbn5X972DoGFpVG1p3XRT7e2NX7++VG760ek439698ElJpvjb70CCiOm/wru763VYa/fCh2tVRU1Tm7GCsnqnLdIBDpyo4IHOKspFNWXv52zYAmCz0Hh8Jw2HNmDR21f6uMX2JvyOuSiU4tPAxWRUnOTjA4upMFSTFj2AyUmjHWELYDA3s/zEOh4feq98RXaCwPQ0kn7zBOUbNqLx9SH61pvxiI5Gf+AQlVu2giQRNPI6AtOGolCpCB45Qu6SL+oXb5N+teudaF+2e26jmusHRpOZW+M0FhvuI0d5LkUT2PZsy1xd4ghbgJa8ozSfPoxHYtfY1rojSZJEdnUuWpWWWP/WG8FGi4m3tv/bsYvvufNwz9VsbumUOuUWMmY0IWNGO411f/o3ePVIonTlDzTl5VGxaTOh48bKUd7PIgL3Etx1aub9ejhLNmRT12hk/JAYhvWJQKtR8e5XB6ltMNK9mx/33dBL7lJl59VrBE05BzBk7gCFAp8BE+ACN4BsRoMM1bmWZnMLL2/+Ozk1+QAMiezH08MfQqlQUlhX4rRlOkBpQwUJ/jHk1NqPV6BgXIJrn811pMbTueT+9yPHNdtT//gX7pGR+CT3vMQz5SUCtx26hfnwzKyBTmODkkNZOHcCjc1mfL10MlXmWhQqNaEznsYy7j4USiUqT19MFfk07F+NdKbhtsorAI9EseX3ptwdjrAF2FN8iCNlx+kX3osonzDcNW5OZ7Ddg+KYmTyZtTlbqG6qZVi3gdfULhDnqzt8pPUG2Rn6g4dE4F7NVCqlCNsLUHv7O/5fGxJDxL3zaDi8EaXWDZ+Bk1Dq3GWszjXUNOvbjOXXFbMuZys5NfnE+UVTaaimulnP0Kj+3JwyBTeNG9OTr53ZQRfjGRd7yTFjVTXmujo84+NcZiqnCFyhw+nC4tCFXeu3FJ0Nix7EyhMbHD0VPDTu7Ck6SHZ1HmAP5PTogfwj/X6UYlaHg7GyioIvv6KltAzf3qnUZ52wryybOJ6AtNae3fmffe7YFcIjphu9Xn4JrZ/8O2iIwBUEGcQHdGPu6N+wNmcrWpWGSYmjeG7da07HHCnLFGF7DkmSyPjzKzQXFjnGut0zi4gpk1G5t35qai4poWjJN47HTfkFFH+7jLj7ZndqvRciAvcylVYZWLgig8LyBganhHH35J5o1GKqk9B+KSHdSQnp7ngc6RNGcX1r39dY/2g5ynJZzYWFTmELULt7H9E3zXQaM1Y4784C9qblrkAE7mWQJIlXPtpNYXkDAEUVp1Aq4F4xU6ENSbJRs/FT6vevQal1w3/k7fbZC0Ibjw2Zzbu7PqKssZIY30huSb2B77PWo1NrGREz2LHlztVKslrJ/XAh5es2oPL0JPaeu5ymg2kDAlBqtY6tcwDcwlrbMdosFmr3H8RqbEHj74+5ttbxtaARrtGrWgTuZaiobXaE7Vl7j5eLwL2AxmNbqdu1HACr2UjVD//BLToZbbA4eztfYmAs70z5MwZTE02WFp5bO49Gk30K3Q8nN/H6xBd+dp+FKkMNZpuF8C6wF1r5ug2UrvwBAJvJRPY//olPr2QsDY1UbN5iX/hwx20UfP4lktmMLjiY0PFjHccfee4PGHLsq0K1ISEEXTccS0MjwdePImjEcNne17lE4F4Gf28d3h4aGppau+93C/WmoqaJgvIGkmMD8HS/dhuQnMtYfPK8EYmW4pNXTeBuydvNV0eX02wxMj7hOm7v/avLviMuSRJN5ma8dJ6sOLnBEbYAxQ1l7C85Qnr0wIu8gvNrvb/3Mzbn7kRCom9YCr8b8YhLN8ZpOHHCecBmo2LzFoq+WuLof+seFcnAf/+T7HcWUHf4CMf+8BKB6WkEDBnsCFsAU0UF3r+aSsS0GzrzLVySCNzLoNWoeOLW/vxj8SFHB7Fuod489Nd12CTwcFPzpwfTxR5ngFt0MvX7z+0qp8At2rXnSrZXaUMF/9yziLMdTr89vppo33BGxPz8DlUnqnJYsOtjyg1VJPjHkBQY2+YYBT8d5IfLMlmauRqTxcTEpFEEuPs5rVA7XJbJj7m7GJ943c+urbP4pCRTsXFz64BSSVN+gVOz8eaiYspWr7HPwz2jeucuVF5ebV7P2ux6K/FE4P4MJwtq+XxNFnUGE+MGRbPopQnoG0x4e2q450+rsZ2Zh93UYuGz1cd59VHX+BgjJ8+U4fhVFlJ/YDVKjRv+o25He4ElwF3Riaoczm8nnVmZTb6+mM15u/DReTGrzwwGRKSyPmcr3x1fgyRJTOs5nklJox3PkSTJEbYAObX5uKl1eOu8aDDae3ZE+4QzIKI3YL9MsC5nK2abhTHxw9CqtLy+9T0sZ/Y/+9eeT5jSfUybessNbW8muZKQsWNoKiqmfN0G1F6exNx9Fw1ZWW2OO39HXgCNrw8aX1/MdXUAqDw8CB41ssNr/rk6NHAXLFjADz/Yr8mMGjWK3//+9+zYsYN58+ZhNBqZPHkyTz31VEeWcMUYms388d87MLTY/1GfKtTj5aFl1IAo6hqNNButTsfXNrjeb1c5KBQKAkbfQcDoO+Qu5YpLCoxDgQLpnIY9ZquFZTn2/q11LfW8vf3f/HbEHP6z73PHMR8d+Ipo3wh6nZmh0GRudoTtWSWN5bw98Q8syVjJiarTBHsGkFdbSIR3KM+vf526FvvW4OtytjK95wRH2J7VYjaiVWkwnVnhp0DBkEjX3u1XoVQSd99sp+lb3kkJVG3d7ghS/8EDCZ8ymfK16x1nvgqVipBR1xE+aQJla9YhWa2EjhuLW6jrXbfusMDdsWMH27Zt49tvv0WhUPDggw+yYsUK3nrrLT799FPCw8OZM2cOP/74I6NGuf7GeBm51Y6wPWtPRhlDU8MorTLQr3swh062nkFcP/DquEYp/LRInzAeHnQnXx77nhZzC+MTrqO6qdbpGLPNwo78/W2em1FxkhDPQEoayukeGE+8fzdO1xY4vt47tCc1zXo2nN6OTbJRUFfM0fIsbk29wRG2AEaLkfLGtmeuiYGxjI5LZ3nWWkxWM5OSRtE9KP4KvvvO4RYWxoD3/kHtvgNofH3w7dsHhUJBykt/oGTZ94BExK+m4dGtGwAxd90pb8GX0GGBGxwczHPPPYdWqwUgISGBvLw8YmJiiI62h9G0adNYvXp1m8Ctr6+nvr7eaazsnH3p5RAV3PYakVar4v5X1tLQZEarUTKibwQ2SWJgz1DGD+kmQ5VCZxubMIKx5zSRWZ61jp1FBxyPlQol/cJT+DF/l9PzapvreHzlXCRJwlPrwaOD7mZD7nZyavKJ8gljZvIkNuftwnbO7r4mq5mS+nLOF+0bya96jmflyY3YbDbSogcwOjYNtUpNz+BHO+Bdd66qrdsp+PxLrC0thE2eSOy99+DXtw9+ffvIXdrP1mGBm5TU2lgjLy+PH374gbvuuovg4GDHeEhICOXlbf8BLVq0iAULFnRUaT9bY5MJnVbFPVOS+WLtCcwWG30Sg8gtqXPMVDCZbWTm1rBw7gSUStdYty10vslJoymsK2Fb/h68tJ7M6juD4TGDKW2sYHnWOiRgYsJI1pz60XH912BqYm3OFoZ1G8ShsgwyK7P57ZpXGRPf9h7AwIg+FNaVkF2TB0CYVzDXx6XjpfNkevJELDYrfm5XT6vQpoICct77t+NxyXfL8YyLIzBtCNW79gAQmDYElZubXCX+LB1+0yw7O5s5c+bw+9//HpVKRV5enuNrkiRdcArN7NmzmTFjhtNYWVkZs2bN6uhy2/jsh+N8sykbi1ViSEoYH7w4HovVRoi/B3f/yXlPt9qGFixWG1rRXPuapVFpeGzobOYMvgulQuFYmntzr6nMTJ6MhES9sZHlJ9Y5PU/fUsfnR751hLDFZiGz/AS9Q3tytNx+42h4t0EMjOzNgIhUDpdlYrZZ6B+e6pjq5aW9+rbcaThx/rRCqM/IpPCrJbSUlABQGBFO37deR+3p+u+/QwN3//79PPnkk7zwwgtMnTqVPXv2UFnZer2psrKSkJC2F7Z9fHzw8ZH/t/SpIj1frW/9C9+TWUafQ0HcODKBukYj6anh/LAzz/H1ISlhaMW+ZgKgvsAvXaXSHr7+7r5OQQowPGYIi48udzq+wdzE30a/RFFdKWqlirCzixcUOGYsXO28k3s671UGINkcYQvQUlJK5ZZthE92/U5qHRa4paWlPPbYY8yfP9+xAWXfvn3Jzc0lPz+fqKgoVqxYwU033dRRJfxiReetJgP7Hmd/+Wg3uzPK0GqUDOwZgtliIzHKj9vGd7/AqwhCW88Me5jlJ9ZRVFfKgIhUxsQPp7ShnM25Ox3HXB9n/7mJ8g2Xq0zZeURFkfTkY2eu4RoJmzwRzQVOxs5d7uvKOixwP/zwQ4xGI6+91toB6fbbb+e1117jiSeewGg0MmrUKCZNmtRRJfwiVptE36RgtBoVJnPrlC+bTWJ3hv0Gnsls48CJCt5/diwRF7ipBmCx2tibWY6h2UxaahheHtpOqV9wbR5ad27v/SunsYcH3kmsXxSnavLpFZzE9fGusf5fbiFjridkzPWOxya9nqIl3zimiml8fVx+L7OzFNL5M7ddVFFREWPHjmXDhg1ERUVd+gmXqd5gYv4XB9ifVU54oCdTR8SxJ6MMQ4uFSWmxHMupYvMB545FL9w7hPTe4RRXNrJqRy4Ak9JiiQz24oX3tpNxuhoAP28dbz85kpAAjw6rX7g6FNWXsvDAYorqS+kfnsq9/W/BTS2a3Z9lrK6mYsMmkCRCxo5BFxQod0ntIlaanWfRykz2HbfPnCipMrBkQzYf/WECGrX9+ptWo3QKXDetil7xgVTXNfPM3390zNVdv6eAR2b2cYQtgL7ByKoduaLJjXBRkiTx5rb3KW2wtxTceHo7WqWG+wfeJnNlHUOyWqnZtx9TVTUBQ4e0Kzx1gYFE33pzJ1R3ZYnAPc/JAueJ6/oGI6eL9Rw6WUl9k4nrB0Zz/7RerNtTgAJIjguguq6Zw9lVTgsjmlosHD7ZdkK6yWJrMyZcPU5WnabCUE3fsGS8dRe+zHQ+fUs97+35hCNlx4n1i+bW1GmOsD3r3BtsP0dFYxWrsjdhtJgYGz+cxAv0aJBb1utvUrN7LwB5n3xG77++glfCL1ukUbNvP1XbdqALDiJi2g1ofLyvRKm/mAjc86TGB5JX2rroItDXjbf/t5/Savsuqqu25/L649dRXNnIml35FJQ3sG53PpOHxbV5re7d/MnKr6G40t71SatRiQURV7EP9n3B2pwtALhr3PjT9U8T144m4gsPLOZgaQZg76Ow6OASfN18nFaUnbuNensZTE28uP4N6oz2m7+b83Yyb9yzLtXY3JCX7whbAFtLCyXLvyd03FgKPv8Si8FA6PhxREyb+pOvIVmtNJ7KQRsQgC44iKpt2znx5t8cX6/df4C+b7/hEvuaicA9z91TkmlsMbMno4yoEC9G9Y/iv8uOOb5usUqs2HaaH8+5rGCT7L0VEqN8OVVkv5AfH+nLmEHRjOgXyfo9+TQ2m7l+YDTRoa7xm1a4sioN1azL2ep43Gxu4dvjq3lgwG1sPL0Do9XIqNj0C/alPVl12ulxSWM5zwx7iI8PfU11Uy09ghK4u9+lZ/PYbDa25u8hX19En7Bk6o2NjrAFsNqsbMnf41KBK1ksbcYshiYyX37VMfMg94OP0AYEEJg2hNr9B7C2GAkYPBCVuzvGqmqOzX2JlpJSUCqJunkmjadynF7PkHMaQ24uXvHyL20WgXseDzcNz9zZ2nP03GuwZ7lp2/6xKRTw1pMjOZRdiSRB/+7BqFRK3HQw8/prdzvra0WzucWpiQ3YzzBfWP8GlQb7v6FVJzfx2vjnqG2p55ODX1PVXMvw6EEkBcZRXdR6KSvSO4yh0QMYHNWPFrORwvoSPtj/JRarmUlJoxkQ0ZsDJcdYeHCxfcv06IE8POhOFh5cwobT2wBYcXIDExLadsvyaedljs7ilZiAT0oy9ZnHAXsjGq+EeGr37nM6rmbfPkqWf09Dlr1nri44iD5vvU7R10vtYQtgs1G05BsChgx2/iYKBRpv1zjREYF7CSlxAQzsGcL+LPs1NT9vHTeNScJitbFuj73ZiFIBM0YnolIpGdgzFKvVhkolNv+7lnTzi6RHYDwnqlvPVrv5Rjhde22xGFmfs42NuTtoMjcDsPrUZqb3nEj/8FSOlB8nzCuYUM9gFuz+mMlJ1+Or8+blze9gPtP163D5ceaO+g1/3/kBLRYjAFvydxPg7svmc/rfgv26b9+wFA6XZQL2IB97geXCckv501wqN/2IsbqaoOHpKJQqCr9c7HSMQqF0hC3Yd+8tX7seY5VzlzUkicD0NOqPZ2E5048l/Iap6M5pKXAuw5mVr56xsVfs/VyMCNxLUCgU/PGBNA5lV9JgMDE4JRQPNw2P39KPQcmhFJY3MDA5lMQoP3KK9Pz9y4PkldaTmhDI03cMJNj/6t6HSmj1/KjHWXdqKxWGKtKjB9BsMbLy5EanYwzmJkfYnpWrL+DFUU9S1lDBM2v+4thIclfhAaYnT3SELdhnMGw8vd0Rtmdl1+ShVqqxWlsXAOjUWl4c9QRZladosZhIDe1xwRVwcjHk5ZPzr/cx5OXjP6AfCb9+1HFzK+buWRR+tQSbyUTA0MH4pKRQscH5z9La3EzQiOFOZ8O6kBCCR44gMG0I+iPHcAsJxjMuFgBzQwMKpRK1pyc2s5msea9Tu/8gAH79+5H84nMoNR27I4YI3HZQKhUM6OF87e1Efi2frc6iuKKBkwV6fnN7f97+fD+F5fbmyMdyqnl/6RHmPjBUjpIFGXho3LkxuXWDTIvNSmJALKfONJoJcPdjWs/xbC/Y5+hTC5AQEAPArqKDTuFqspqpMjjPmgF768X9JUdptrT2XE4JTqJXSHcWH1sB2LuU3dRrCgA9gxOv3Ju8QiRJIuv1txxLdKt37kapc6P7U08CEHXzTMKnTsZmMqHx9cXS1EzBF19iOnNGq9TpMNXVUbv0W7x6dEep1eIeHkbUzTehUKlQubsTONR+aUGyWjm14D0qNv+IQqkkfOpkvBITHGELoD94iKrtOwkZ3bFNy0XgXgar1cbrn+6lus7+D35PZhkfLDvqCNuzzp9iJlxb1EoVL495hn0lRzBaTAyO6ouHxp0n0u5j4YHF1LbUkRQQy8mqXObv+IBuvhFtXiMlOAmLZGFL3m4A+oalMC7hOiJ9wvj4wBKqmmoY1m0QNyZPRKvS0Cc0mTx9EamhPYjwDm3zeq7CrNc79UMAqM88jmS1YsgvwC0kBLWXJyp3+ydEpUZNzD2zqM/IRO3pibGmhsoNmxzP9UpKJPGxC7eirNq2g4qN9mMlm42SZd8TOn5cm+NM51+e6AAicC9Dpb7ZEbZnnSqqIz7Cl9MldY6xXgldY/WL0HHUKjVp0QOcxoZG9WdIZD8Olh7jta3/cowfLs2gZ1ACWVX2u+wpwd05VnmC3UWHCPUMYkbKJEfLxr5hKcyf8lKb79c9KL5LNBrX+PriFhZKS1lre1b36Ej2P/I4xooKlFot8Y88ROjYMRirqzn6/B8wltvvowSPGknjeRtONmafwqTXo/XzA8Bc30DdkSO4RYTTVFDA+TR+vig0GiTzmR0xNBoC09M66u06iMC9DMH+HgT5uVOlb70W1ys+kBtHxvPPrw+TU6Snb1Iwj8xoX4Nks8XG7oxS6hpNpPcOJ8Cna/T2FC6fQqFgb/ERp7EmSwuTkq7nnn72FVSHyjJZfOx7AMotRhYd/Jq06AF4aLr+fQGFUkn33z7NqX/8k6aCQnszcZuEscIeqjaTidz/fkTQ8GGUfr/SEbYAlT9uwTs52SmsNb6+qM9sJNmQfYqMuX/C2mz/+Qy67rw+C0olwaNH4j9oICXLVwASEdNuwD2y7SeMK+2aD9yyagN///Igx3Or6RETwP/d0Z+IoItPnVEpFTw/ezD//PowRRUNDEkJY/bUFLzcNcz79cWbaFhtEodOVtBstDCoZyg6rYqX/rOTozn2jzOfrsrkzSdHivm614Bgz7a7OntqPWixGIn378aX57VrbLa0kK8vIjn46phm6J2USP935yPZbCiUSg7+5mmnr1ubmzHX1WOuq2/z3ODrR2Kpr6O5uAS1lxf+gwdSsXETwdeNoPCrJY6wBajavoO4hx+gYsMmlGo1kTfNxONMPxafnj069k2e55oP3He+OuiYa3s8r4Z3vjzIc7MH8+5Xhzh0spKESF8ev7UfseHOLeEqapsorzZgMtvIL6unwWDCy/3idzitNom57+9whGuwvzsP39jb8RjA0GJhxbbTPHpT3yv8TuVnqipCMhvRhScAYLOYaDy2BYu+Es+eaejC2q7Wu5q0mFvYUXgAo8VIereBTEoczf6So2RX56JAQZ+wZN7Y+i/MNgvuajcGRTp/QtKpdcT4dlzjJrkozvQJDkxPoykv3zHuGRdH46kcPOJiQKkEm31ZvC44iNAx1xM2YTz1mZkcf/V1KtZvpGL9RkpXrELlcV5zKJsN/wH9iZg6pdPe00+55gM3K6+mzeN/f3vU0cDmREEtsr2cHwAAIABJREFUb3y6j3/9vnXbaaPZyoIlhx29EwrLG1m0MpPnZp834fo8B09UOIVrZW0zO4+WtDnOausSDdzaTZIkKr6bjyFzOwC6qB6E3zGX8m/epPn0YQD0O5YSdvsf8Ii/+n7RgH3GwYvr36Cw3j5J/5vMVbw24XleHfd7CvTFuKvd+MOGNzGf2X232dJCnr6YkTFD2V64j0B3P+4bcBse2q5/OeGnRN9yE0qNhpq9+9AFBqA/cowTb7wFgE+vFHQhIZhqajGWl3Ho/54h6qYZNBeXYDUYHK/RlF9A+A1TaTjeOv/Zt3cq7uGu0VP4mg/clLhAjpxqDcHkuECO5zqHcGF5AxW1TRw9VYUkQWK0L4Zms9MxRRUNbDlYxJFTVSRE+jJhaAwqlb2z2JaDRQT5utMtrO1lAm9PLQlRvuScWRKsVSuZnB575d9oJ7I21VO/fw1Wgx6v1JHYTM2OsAUwFp2gdvs3jrAFQLJRv2/VVRu4+0uOOMIWoN7YyMbT27k1dRrd/CKxWC1Oy3DBvu3Ojcn3U9lUTb6+mC15u+kRFH9VbqUD9lVmUTfNIOqmGZz+z4eOhQtg31Yn8frRnFrQepMx+50FBJ/TJ/cs39Re+PXvS82uPbiFhxE22XV6bl/zgfvkbf1596uDZObWkBwbwJO39WPhigx2HGn94YgM9uIP7++gtMr+mzQ80JPoUG8Kz9kRwttDy5uftW6HnV2op09SMG//r3UsNMCDID83qvT2GQ5atZJxQ2KYNSmZTfsLqWswMnJAFJE/0cy8K5BsVko+nYu5yt5rov7A2v9v7z4DoyrTho//p08yaZNeCQkJaUCoSZDeAwpIkSKrLrt21/XVXZVni33Vx0dd64pli+tiAbEhgiABJHRCSUJLCAnpvfdp74chJwwDgq7MpNy/L3rOnJNcOSTXnLnPfV8Xnsnz7I4ztTTY7aMHTcr/uV2q6nSHsZNPj2+krKmSpNDhpISOYE9R9+/L+AFjeHn3u5Q0WRdC7C3KQH2+Z9rFDCYDB0sy6TR1MiYkEZ26d9dcNl5w19ql4fgJu30qT0+U7m4Ym6xTMl3DB6AfPRK5SoX36FF2xztbv0+4Ad6u/OUe2+WOdy0YRnuHiaO5VUQGezAyNoC1F/Q2K6tpYUVqLEUVTRRVNDEmPpC0Q7ZTT9IOFVHTaDt1rKK2lT+tTOZMcT1tHUamjQmTxobnXKLaWG/UXnhCSrYAWMwY6suRqV2wdJ5/kCGT4zFyFpbOdlpOWpejypRqvFLsE3NfMTp4KMHuAZQ2WYeq3NQ6jlfmcLbO+nuz69wBbh+5nGCPQM7UFBDjG8nkiLFsyt1u83VOVOWyNnsDm3N3olGouWnIDUwMT+KxbS+RV2cd/9S7ePLcjFV4u3g59of8GQXMmEbV97ukcVuXkGB8UpKo2r7D5jivxKEEz72e6vTdNGRn03jiFBl33UvYsiUEzpzhhMh/WL9PuJfi7aHlyTvHStsbdp21O8ZstqBRKVCrFKhVcnRaFdV0J1itWoG/l+14m0wGEcEeJA8JvHbBO5lcY/9xV6nzwu+Ge2nO+h7k1mSrDY5Cs+BBWodMxNhQhWv0aFRe9pW0+opWQxtPTn2I/cVHaDd2Eu0TweNpL9kck154gKmR4/g2dwfHyk9wpvYcvq7eVLd2D3HptR58evwbAJpp4e2D/6Hd2C4lW4C6tgbSzu5mccLlSxr2dJ5DEhj63DNU7diJysuLoNmzUHp4EHzjPMo2bkImk+E5dAidNTW4xwxGG+BPwT+sS3xNzZD35mrco6OlZb09hUi4V2HiiBDWbcuhrsm6ft3LXcOerFLOlVmHFE6fq2PC8GCKK5ulB143p8aSMiSIo7lVlNe0IpPBTdMG9/n2OpqgSHRxY2k5aW2GKHf1oL00l8YMa0t598Sp0jitTCZHN/iHHzT2dvVtDby4+x1yas7iptZx+6hlzIyaREN7IwqZHJOluyC9Vqnh7UNrMJmtPfQySjOZEjGWnJp8ShrLGeIfg5/Oh5yafOkcCxYK60vsvu+FS4d7K4/YGLtpWxErbyNk/jwyV/2RuozD1GUcpnjderxGjrQ7v/HkKZFweyNPNw2vPDSZtENFWCwWEqP8+N1r39scU1TRzDt/mM7xszUMCvFkQKB1qGD1o9PIKazH21NLQB9Ptl0CFv6etsLjmJrrMdSVU7fjQ+m1pmNpuA2bjMuA/tFm6OPsDeScryDW3NnC6oP/YUTQEHRqHdMHTeDbMzsB0KlcGBU8jKPltuOUjR3N/HX245yozKG4sdym1kKXaZHjyK48TeX5MpAuSi1TIvpuA8qa/QfoqOhe9NBeXoHZYH9d3GMGY+7spCH7OGpvb3QDwx0Z5iWJhHuVvD20LJ5qnXDe3mnEVauk9YKWOoE+rvjrXfEfZZtUFQo5cRH2E9z7uq6EWr3l73avGeuroJ80vii66O6z3djBnsIMPsn+ivr2Rnxc9NwQO01KkB9mfUGboXtoamhALJ9kbWD9CeswggwZSaHDySw/KY3hRvtG8uyMVWw/X+h84sAUAt0uXY6wL7CYTHb7dOFhhC5eSOnX3yBXqRiwfAlKNx0Zd/+GzhrrG1Hg7FQG3X2Ho8O1IYq2/gRatZK7FgxDq7Y+VQ/wduW26+OdHFXPpIsdC3S3NpGpXXAdNMJ5ATnY8CDbO3k/V28+O/EN9efb59S01XGg+BhqhZr9RUcYEZhAqEcQvq7e3Bg3i8kRY/nq9FbpfAsWalrq+PeiV3j3xheYGWWtbuWhcWN+3EyWDJnb55Jt44mTZP/5CY4+9Ajlm7fgN2EcKr1eel2l98Jr+HAaT5zE3N6OxWRCrtFQ8tkXUrIFKN+0mdZi++EXRxJ3uD/R1NFhJCcEUlXfRliAOwp5d1LpNJjIOFWJSilnRIy/zWv9jcuAeAKWrKIx41vkai1eYxeg0Hk6OyyHWRA/G4PZyP7iIwS6+bNkyA38z9bnbY4paSzjjX3/tJkSdn/ySiYMTKLV0CaN6XbpvKDmbV9naGjg+BNPY+6wPj/JeysPlZcnw195kfJvNmOxQNCcWRSv/1zqGmFqbSVv9bvW+gyX+HqEhjj0Z7iQSLj/BZ2LCt1Fy3mbWjv5/avfU3p+zm5suJ5n7x0vtVnvj3TRo9FFj3Z2GE6hlCu4ediN3DzsRmlfgv9gjld2TzMc4h/D3qLDNudtyt3OhIFJNLY32c3PTY22n+zfV9VnZkvJtkvtgYPUHsyQSi521tTQUWXbIdtiMOCREE/doe7rpg0OdnjthIuJhHuVzhTV8/cN2ZTXtDJuWDC3XR8vJdHSqmaq6tuIj/Bm6/5CKdkCnDpXx4Hj5YxLvPaViITe4YGxv+Y/Rz/jbF0hCf6DmR87k/3FRzBdsDpCIVfw1PZXyK48jQwZiYHxhHkEMTwogWGBcU6M3rFcw+xrR1gsFqq2bZO2K7el4T91ss0xKi8vgudej+uAMKp27kLtrSdk/jxkCucurhEJ9yoYjGae+vs+aVrYl9/noXNRsXxmDO9vPMGnabkA+HpqSR5iv2a7tb33T9ERfj5eWg9ujJtFduVpwr1C8NV5kxo9hY051iSikCsIcQ8kLd+6HNqChWPlJ1g6ZC5RPgOdGLnj6QaGE7Z8KcXr1mMxGtGPGok2wL6wuiYwkLDlS6nelY5ar2fgytuQq1R4DRtKQ1Y29UeOYqirJ/y2X6DxcV6dapFwr8K5skYp2XY5mlPJtDFhfLY9V9pX3dBOXWM7WrWC9k7ruJuXm4aUoT2jcIbQM+wtyuCVvX/Hcv6OdlH8HG4bsZg4vygOlWSSHDqcjLJsu/PKm6v6XcIF0I8aidrbG/eYwejCB9CSX0DRJ+ukVWjI5XiPGY3FZKJq+w4asrLJeemvxDzyeyq2fkfZ19YZHq3nCmkrKyPx/57/ge92bYmEexWC/XQ2SRQgMtiT+qYOLi7s1WEw8dIDE9myvxC1Sk5qykDcXdUOjljoyT47vklKtgAbTm8l3i+K1/f9kw5TJzsK9jJugO2Yt1ap6VdDCV3OvvcPyjZsBEDh4kLC00/gHh1F7KqHKf3iKywWCyE3zsMtMoIjv31QKkreVlJK3ltv01ln2+aqOScXQ0MDKk/nPLgVCfcquGpV/L/lI1m9PpP65g4GhXhS19zBrqMlBPvqbMZsJ48KY0CgB7+8IZ7ymha8Pftf9wZDbRkKnRdyTffSZmNjNTKFql/NULgc40WzDkxmE5+d+JaOC2Yf7Cs+wp2jbyb93EFcVFoWxc/BQ9N7ixr9FB01tZRt3CRtm9raKP70M+L+5xF8kpPwSU6SXrOYzbSes61n0lJwDs+EOJtuESovL6kzhDOIhHuVxg0LJiUhkL3ZZfzvvw+RV2KtduWvd2HuhEhqGtqYMDyE8YkhnMiv4fn3D1LX1IHeXcOq28YQH9H3+5sZG2so/+QvdFaeQ6bS4jNzJW5DJlK5/kVaz2SATI5n0vX4TP+ls0O9prac2cm3uTvRKDUsTpjDyOChNq/PHjyF9zI+kranRo6Tith0MZlNxPlFo3fxItDNjxCPy9ffMJlNHCs/idFsZERQAirFtW317SimtrbuYYPzjM3N5K1+l8q07ag8PRj4y1vxHXcdMrkcz8RhNBzrblukHzGcAb9YTltZOe2lZSjd3Yi6726nPjgTCfdHUCjkNmUbASrr2kgZEsiwqO7J5m+tz5TGfOuaOnhrfSav//7yU3nSDhWxL7uMYF8dC6dE46HrnUMQdd9/TGeltYiKxdBOzbd/x9TaZE22ABYzDfs3oIsdizbUudNzrpXDpVm8l/GxtP1/u9/m1TlP4q/rfsOdGTWRIHd/jpWfZKBXKNcNGMWO/L3k1XYXoIn1HcSft71Ic6f109Oi+DksHTrX7vsZTAYeT3tZasUe4h7IM9Mf7vXlGQFcQ0PwSIin8YKyjBo/X8o3WetydFRWkfPyq3jExWFsbkIXMRBjSwuGhgY8ExKI+PVKVB7ujPzb67SXV6Dx8Uaudu7fVr9NuAajiXe/yOb7oyX4eblw+7whJA6+8godz0skw+LKZtZty0Uul7FwchTFlc12r3d9z4+35nAsp4rIEE9WpMayO7OUt9Z3vytn59Xw4gMT/8ufzjk6a2y7V1iMnXRW5NsdZ6gp6bMJ9+JaCCazieyK04wISqC2rZ4IfRhymZyhAbEMDYiVjpsaOQ4PjTsZpVmEeARwvCJXSrYAX5zczOzoyXhobYvYHyg5KiVbgJKmcnYW7GPO4Kn0BXF/+gPlm7+lvbwcn5RkKrfZlqu0GI1Upm2n8KNPsBitS+09EuIZ/OBvpWNkMhkuQT2jQl+/Tbjrt59h094CAFraDDz7/gH++eeZuGov/XHMYrFw/GwNMeF69h0vlzr2jh0SxNufZ2E+//QsM7eKYVF+HD7dPW6UnGD9x/7n1yekUo+nC+soq26hvdNo831OF9ZRWtVMcC8sQq4bPIaO4u7WJkqvANyGTrHp9iBTqnGJHO6M8BxigKf9Kqa82gLeObQGs8VMkLs/f578AL6u3lgsFoxmozQEMDpkmNTH7EDxUZuvYbKYaTa04qF1p7mzhQPFR1Er1DZJuUuroc1uX2+ldHUhdGH3opG2klKq0y/8fVLSdDpHSrZg7Q7RfCYPt6hBDo31avTbhHs8r8Zmu7XdSH5pIwmR9mOtRpOZx97u7qw7MMiDO+YPIchXx96sMvZml11wrIWESG8CfVw5VVBH7EA9t86x1lnYm2l7B3g0t4ox8bZzCpUKOW69dFaDZ8o8LGYTLaf2odIH4D35ZlTewfjNf4DGjM3Wpb3jFqF077vFfCZHjOVU1Rl2FR5AJVcyK2oSG3PSMJ8vw1jWVMlnJzYzOngo72Z8RG1rPSODh/Cb5F/iqnLhYMkxztQWMMh7IKeq86SvO9gnkmD3AGrb6vmfLc9T1259hjDAIxgPjRuNHdZPUVqlhvHhSfaB9WKlG76mYst3KHQ6wpbeROCcVCrTdqDU6QhdvICmUzl25zh7gcPl9NuEGxOu52hu93JAjUrBoZMVvPnpMfz1Ltx2fTwRwdYn6vuyy2yaPxaUNVLb2M51w4LJL7Vv4Rwe6MGS6daPzMfP1vDRltME+bji7+1KdUN3JSi9u4YVs2LJKayjobkTmQxunhXTa8dwZTI5+nGL0I9bZLPffchE3Idcepik6VgazSd2o/T0Qz9uEUrP3l14RSlX8JuUX7Jy5BIUcgWF9SVsOP2dzTEVzVW8uu8fUlWwjNIs1mV/jVKh4qtTW6TjJg5MwWQ2EuTuLw0RpJ3dLSVbgMLGUm4ftZzq1lqMJiNTB43rU8VrqtN3k//eP6XtU8/+LyNXv4GxsYnq9N2cffs9PBOHItdopCXA+tGjelwd3C79NuEunhpNWU0L6cdK8fHUkhjlK60YK6poIr+0gff+OBOVUk5ji32xkNrGdr78Po9zZY3Ehus5dc4632/yqFDGxFuHEPZklvL8vw9K/axiw/X4eGqpaWjHVavk3sWJDAr14r0/zuBkfi1BvjoCffpmg8AuFqMB5HJkcgWNR7+jeuNb0mvt57IJvetVZH2gt1nXQ6tB3uEE6HypaOl+w47xHURWxSmb48/UnqOgvshm3/HK07w191mbfUaz7RAUgKvKxaZWQ19Sd9h2aMXc2UnJF1/ZDCs0HMsi8q7bsZjMaHx98E7quUXt+23C1WqUPPyL0Tx0swWFXMYf39pt83ptYwdnS+qJCfdm7NAg/v3NSalTr1op51RBnc1d761zYpk0Mgx/fffT4W/25Ns0Dzx1ro6/PTIFo8lCoI8OF4318mvVSkbE9K32MubOdtrPHUfp6YfafwAWs4nqTe/QlLkDuVqLftIyWnMO2pxjqC2jszwfTXCUk6L++SnkCv48+QHWn9hEdWst4waMZkJ4ElvPfG/TpTfBfzBFDaVA9zJwpcz2jae6tZYwj2BclFrajNa7Y3+djzTu2xe5hl9d4WRjSythNy268oFO1m8Tbpeu0okDAtxt2qWrlHKaWw1s3ltAYrQfL/52AhvT8zGYzIwbFsxj7+y1+Tp7Msu4aZrtk3eNyvbyymTgolHhe1Gvs76ms7qYsv88JnXm9Uyeh8o7iKaj1o/W5vZmar59D9fYFNsTZXIUfXB819/Nl3uSbrHZ9/D4u/nXkXVUtFSTHDqCRQlz0Co1fJT1pXTMgvjZ0v9/cfJbPsr6EovFgqfGnUkDk/HV+TA5YixapcZhP4ujBc2eRdPJU9Ts249crSZs6U14jxlN+cZNUiFymUKBT3LPvau9UL9PuF2WzYwhr6SBkwW1uGqVJET68MR7+wBrUv7DL5O4a6H1TqK5zYBSIcdo6p6UfeHsBqPJTMbJCqLCPDmaW0mnwXrcrJSBfT7ZAtTv+cymDXrD/g3o4u1bvriExdFZno+xvgJkcvQTl/bpB2oXGuwbybMzHrXZtyA+lTi/aPJqC4j3H0yEPgyAxvYmPsneIC0HbuhooqmzhV+NWubwuB1NrlYTu+phDI1NyNUqFFrrys34x/5IyZcbwGIheP5cXAf0jhYiIuGe5+mm4YX7J1DT0IZSIedXT3c/vDCZLXzy3WmSzk/vcnNRsWhqFJ9stT4dVasULJtpvbs1msysejOd0+fHdH08tdw4KYpBIZ4MjfJ18E/lHKaWix8kWlD7hdPCBcM2cgW6mGQ8Rs+moywPpbsPSo++vxqvsL6E9zI+oqixjBGBCdw+ajmu6u434Vi/QcT6DeKbnDRWH/wAL60nkwam2BUhr22rd3ToTqXysJ1/7DU8Ea/hiU6K5qcTCfciPp4uNLcZbO5eATo6bX/hf5Eax9ghQeQU1lFS1cy2g4UYjGY6Oo1SsgWoaWin02DqN8kWwD1xCm1nj0jbKr8wZGotroOT6CjNRe7ihvfE5dKMBG3IYGeF6lAWi4WXdr9DWbN1jnZ64UE0Sg13jVlhc9yO/L3868i681tF5FSfJcwz+PwYr9W4Ab3jI7RgSyTcS3BzUTF5VBhph7qfGg+L8uPzHWcYEePPwCBrR96IYE9e+fgIBWXWO7ptB4uYPzHS7utdvLihr3OLH4dMqabl5B5kGleaj++idus/AFD7DyBk5QvIlH1jvf+PUdtWLyXbLicqczhcmsXnJzZjMBuZHT2FQ6WZNse0GFq5PX4ZudX5lDdXkRw6gimRfbcrb18mEu5l/HbJcIYO8qGgrInKulY2pFtXiMm/Ps4jt4xhXGIwZ4rrpWTbpbiyGV9PrTTfVqtWMHV0mMPjdzbd4DHoBo+hdseHWNq7V0N1VhbSeuYwuthkJ0bnGCcqc9hdeAgfVz0zoyai13ri46Knpq37E1CwRwD/l74a0/mFEW8eeJ8JFy1ckMlkRPtEirvaPkAk3MtQKORMTwqntd3Aisc2S/vNFvg0LYdxicG4udrfpendtfx26Qi+3XeOjk4j05MGEOrvbndcv2Gx2O/CfIkD+5YjZdk8//3fsGD9+fcXH+H5Gf/DA2N/xVsHP6CsqZKhATFE+0SQUZplc66bWkecXzQnq3JRKVQsHTLXpvhNl8rmaswWM4HufWtKYV8mEu4VWCzYFIsG60O0jFMVnMivZVSsPxmnrB8Tvdw0LJoahbeHluUz+2Zxlh/Lffg0Gg9vwdxuXXqq8g3FNWqUk6O69r7LS5eSLUB+XRF5teeQy+TcMHg6cX6DCPUMJrvitN25kfoBrBy5hOqWWlzVLriqXKhsrkYhV+DjqsdsMfPGvn+RXmidxzw6eBgPXXcHSoX4c+7pxL/QFehcVMxIDmfz3gJpX4ifG0+8u0/aTk0JZ1RcAInRftJiBsFKpQ8k9I6XaT6+C7lai9uQiciVvXPp8o/hqrKf/rezYC/fnvkeAIVMzu/G3cXokGHcEDOdTbnbMVvMxPhEsrvwECerz7AwLhW1XMUL6as5VHIMGTImRaQwJjhRSrYAh0oz2V14iEkRKXbfU+hZRHa4CvcsHMbwaD/yyxoYGePPc/+yXSH1/dESfjE7jg+/PUVxZTPJCYHMSgmn02jmk62nyc6zVhlbPjPmstXI+jKlhw9eY/vm0tPLmR87k4zSLKma14TwJNLyuxfLmCxm1p/4htEhw7h1+CIWxc9mX9Fh3j60Rjoms/wkC+Nnc6jkGGBtJrkjfy8Kmf3S5wuXDvcG9ZlZlHbNo513A17DEzF3dlKdvofO+np8r0tBG/jTSyp21NTQcCwLl7BQ3KOtKxdr9h+kclsaKk8PQhYucErJxmuecJubm1m2bBmrV68mNDSUPXv28Nxzz9HR0cHs2bN58MEHr3UI/zW5XEZitC+ebmoGBnkgP786rYtCLuPpf+yXpoMdOllBe6eRwvImth6wVvI/WVBLVV0bq27rfw8+zIYO2vKOIlNrcYkYikwmd3ZI11yoZxCvX/8Ux8pP4OOqJ8wjmN2Fh2yO6TR2UttWT2VzNYO8w+0aR1a31nKyKpeLeWndUcqVUl0FuUxOUkjvmZPaWlzMiSefkUoq1h89RuJfX+Ts6ndoPHESgKKP1zL0uWdwG2Q/6+dK6jOzOPn0s5g7rTVQQm9ahEdcLKee7W4eWXswg1Fvv4lC49hVetc04R47dow//elPFBQUANDe3s4f/vAHPvjgA4KCgrjrrrvYuXMnkyZNupZh/Nf2ZpXy4prDdBpMuGiUTB8Txob07sLaqWMHsm6b7R/GzsPFNr3Our6O2WyxS9h9mamlgZJ/rcJYbx3n1oYPIejmx/pEgZor0aldue6CZpATwpPYWdA9FBXiGcR9G/6IyWJGr/Uk3t92PrIMGUmhw0kvPCg9R1DKlUyOGMvQgFi+Ov0dZrOJOYOnMlDfe2bC1B44ZFO/1mIyUbbxGynZApg7OijbuIkBK5ZRtXMXcpUKv8kTUblf+QF00SfrpGQLUPL5l7SV2nZqMdTV0ZCVjfdoxz5PuKYJd+3atTz++OM88sgjAGRmZhIeHk5YmPWXY+7cuWzevLnHJ9x3Ps+i02Bd+NDWYST7bA3P3TeOL3bkYcFCeKA7apVCOgasCyjMZjhb2r3E1d/btV8lW4DGI1ulZAvWimBtZ4/hGjXSiVE5x91jfkGC/2DO1ZcQ4xvJ6/v/JU0Hq2tvoMXQQpC7P2VNlchkMubHziQ5dAQPj7uLTbnbUcqVzIudSYCbHwFufnYJurfQBgTY7VN72y/pNnd0cPSB32Fsshb5Kft6I8NfeQmFy6WXx5sNBmRyubUX2gUsRiMqTw+74zW+jl/ZeE0T7l/+8heb7crKSvz8umt1+vv7U1FRYXdeY2MjjY2281vLy8uvTZBXYDKZqT3fn6xLdX0bn2/P48AJa0wHjlcwYXgwuzPLMJsteLlrWJEaS2u7kb/88wBNrZ3otEruWdh7Pvb9XMzt9h0JzB32+/oDhVzB5IixAJQ3VWIwGWxeb+5o5Y+T7mdf0WGG+McQ6R0OwOiQREb3oiGDK/FJScJn3FhqdlvHtL1TkgldvJCGY5nSXa5co0Hp5iYlW4D28gpq9u1H7eNDzd59aAMDCZw1A7lKRd5b71C5fQdyjQb9qBG05J2VzvNOSSZs6U00ZGbTVlwMQODsVHQDBzruhz7PoQ/NzGYzMln3HZ7FYrHZ7vL+++/zxhtvODK0y1Io5IwbFsyuoyXSvqSEQLYdtK1dWlbdwj/+NIPS6hZiBuhRq6wfmf/12EwKK5oI9XND2w9nMLgPm0zjoU1YzicXhZs3rlGjr3BW3xfo7s8gfTh5dd2NIwPcfPntxscxW8yo5Ep+N+5Ou46/fYFMoSD2kd/TXl6OxWLBJSgIgISnHqc6fTeG+gZ8rkuhaucuu3Obz+RR9srr0nbdoQx8x11HxVZrJTqT0Uj19+lE3nMnrQXncA0LJWDGdORqNSNee5mmnFxUnh64BAc75oe9iEMzQGBgIFVV3V0Wqqqq8Pe3n7R92223sWDBApt95eXlrFixwu5ZPXxMAAAOX0lEQVRYR/jt0uEE++nILaxnyCAfZiSFs/NwiV21MB9PF3w8bT/uqFUKokK9HB1yj6H2Dyd45fM0HduGXKXFY1Qqck3fr5h2NVZNvJfPT2ymrLmSUcFD+SRrg9SKx2A2sibziz6ZcLtcPAtBrlLhP2WytB0wfRpl32zGUGd9GO0SFkpLwTmbcxoys1BeYlxXoXVh0N132uyTKRR4xMXaHetIDk24iYmJ5Ofnc+7cOUJDQ/n6669ZtMi+aLCHhwceHvZjLs6iVSv5RWqczb7LVQsT7GkCBqKZ+Wtnh9HjeGo9+OXIJQAYzSb+eXitzeuN7U2XOq3fUHvrGfHaX6nevQe5WoXvdWPJ+eurtgfJ5XgkxFOze4+0S6ZQ4BHv3MR6OQ5NuBqNhueff57777+fjo4OJk2aRGpqqiND+Nl0VQsrqmwmMdoXvbvW2SEJvZhSrmD8RbMYusZ7+zOVhztBs2dJ26GLF1F/LAtzu7VWSWDqTIKvn42ppYXyzVtQ6lwZcPNytJf45NwTyCwXr1vtoYqLi5k2bRrbtm0jNDTU2eEIws/OaDKyKXeHVIB8+qDxyPvBnOUfq7O+gXP/+ZD6I0dRaNSELJhPwIzpzg7rqvS/pzg/ksFoYtfREmoarF16Q/zcLntsdl41Z0saGBbtJ5VwFKydeRszNiNTa9GPvwmXgX13XPK/oVQomRvbOxKHM3VUVFC5tbsT8pk33sIlLAyP2J4/rCcS7hU88e4+qdfZR1tO8+y94xgU4sXOw0WUVreQlBBIbLg3azaf4uOt1kIkchk8dPMoJo0Ud+KteUeo+vpNabu8OIewe9/sF90dhGujPjPLbl9DZpZIuL1dblGdTWNJg9HM17vy6TAY2ZdtnYP7aVouD68YzWc7zkjHmS2wbluOSLhA65kMm22LyUBb/jHcE6c6KSKht7vUcl9dZIQTIvnxxADRD7jUHOELky1Yyzdu3J2P2Ww7FH5xi57+SuVj/6aj8hVvRMJPpx85gpCFNyJXq5Gr1YQsvNHhS3R/KpFwf0BUqBcjBnevjFOrFMxMDufiPKxRK0hNCbfZN3/iIEeE2ON5DJ+Ga8z57g5yJV7XLeg3PcyuRqfJQHM/XXn33xh42y0kf/hvkte8z8DbbrnyCT2EGFK4gj//OoU9maVU1bcxKtafiGBPZiSFs2W/dQK2UiFn0dQohkT6Eh/pQ35pA4nRfiRG+13hK/cPMqWKwMWPYGyuQ6ZQoXC5/EPH/ubb3J18mPkFbcZ2RgUP5YGUX6FViemFV0uu6n2lTkXCvQKVUk5zayfrtuXwwTcnGDssmAeXjWDoIB82pJ+l02jiRH4tCRE+TBgewoThIc4OuUdSuumdHUKPUtVSwz+OfCJVAcsozeLrnDQWJ8xxcmTCtSQS7hWU17Tw9hdZUmuu3cdKGRzmxc4jJZwtsVYCKyg9hdFktluNJgiXU9RQZte6qbC+hMqWGs7WniPGdxB6F08nRdfzWUwmGrKPg8WC59AhyBS9o9ynSLhXkF/aaNcH8UR+rZRsu+zLKhMJV7hqMb6RuCi1tBnbpX0apZr7N/4Zi8WCUq7koetu71NVwn4upo4Osv/4OM251hrUbtFRDPnLUw4vJv5TiIdmVxAf4S1V/uoyOi4AV63te1XwDyyIEISL6dSurJp4L3F+UQS5+7N0yFwySrOku16j2ciHmV86OcqeqTp9t5RsAZpzz1C9K92JEV09cYd7BZ5uGh77VTIfbDpJY0sn05MGMCslHK1awd/WH6Otw0SQj47bro93dqhCLxPnF82TU38HWIvXfHp8o83rTZ1i9sKlGJua7fYZGntHoR+RcK9C4mA/EgfbzjqYPCqMpIRAquvbCPV373edHISfl1KuYMLAZHZc0GhyasR1Toyo5/IdN5aij9dKnR3kWi2+43vHtRIJ97/gqlUxILD3TU0ReqY7R69goFcoebXnSPAfLKqFXYbGz49hLzxH+eZvsVgsBM2e1WOrg11MJFxB6CGUcgVzBoslz1fDdUAYkXfe7uwwfjTx0EwQBMFBRMIVBEFwEDGkIFxzjYe32NTDdR00wtkhCYJTiDtc4ZpqPZNB9aa36aw8R0fxacrXPY+xoerKJwpCHyQSrnBNteYdsd1hMtJWYF9AWhD6A5FwhWtK7Rtmt0/lN8AJkQiC84mEK1xT7sOnoosfB8iQKVR4jb8JbXCUs8MSBKcQD82Ea0qmUBGw4CFMs+5AplAi17g4OyRBcBqRcAWHULi6OzsEQXA6MaQgCILgICLhCoIgOIhIuIIgCA4iEq4gCIKDiIQrCILgICLhCoIgOIhIuIIgCA4iEq4gCIKDiIUPgtBDtBva+fzkt+TVniPeP5p5MTNQKsSfaF8i/jUFoYf424EP2Fd8GIDMipPUtzXyq1FLnRyV8HMSQwqC0AMYTUb2l9iWstxddMhJ0QjXiki4gtADKOQK9FpPm32+rnonRSNcKyLhCkIPIJPJWDlyCWqFCgBXlQu3Dl/s5KiEn5sYwxWEHiI5dAQJ8wZT3FDGQK9QtCqts0MSfmYi4QpCD+Km1hHrJwq091ViSEEQBMFBRMIVBEFwEJFwBUEQHEQkXEEQBAcRCVcQBMFBRMIVBEFwEJFwBUEQHEQkXEEQBAcRCVcQBMFBRMIVBEFwkF6ztNdkMgFQXl7u5EgEQRB+WGBgIEqlfXrtNQm3qqoKgBUrVjg5EkEQhB+2bds2QkND7fbLLBaLxQnx/Gjt7e1kZ2fj5+eHQqFwdjiA9W57xYoVrFmzhsDAQGeH06OJa3V1xHW6ej35WvX6O1ytVsvo0aOdHcYlBQYGXvLdTLAnrtXVEdfp6vWmayUemgmCIDiISLiCIAgOIhKuIAiCgyieeOKJJ5wdRG+m0WhITk5Go9E4O5QeT1yrqyOu09Xrbdeq18xSEARB6O3EkIIgCIKDiIQrCILgIL1mHq4jPfnkkxw+fBiDwUBhYSGDBg0CoLGxkYULF3L//fc7OcKerbi4mNTUVOm6dVm9ejVBQUHS9h133MEzzzxDQECAo0PsETZv3sw777yD0WjEYrEwf/58br/99ssev3btWlxdXbnhhhscGKVz/dhr1ONZhMsqKiqyTJkyRdp+7bXXLK+99poTI+odLr5ugr3y8nLL5MmTLbW1tRaLxWJpbm62LFiwwPLdd99d9pxHH33Usn79ekeF6HQ/5Rr1dGJI4UfKzMxk2bJlTJkyhddffx2Azz77jFWrVknH3HLLLezfv5/9+/ezePFiFi5cyKOPPuqskHuMVatWcffddzN79mzS0tKYOnUqxcXFzg7LKerq6jAYDLS3twOg0+l4/vnniYqKYtOmTSxZsoR58+aRmprK4cOH2bNnD2lpabz22mvs2rXLydE7xg9dowt/d/bv388tt9wCWP/2XnjhBZYuXcqMGTPYuXOn0+K/FDGk8CPV1NTw8ccf09zczNSpU1m5cuUPHl9QUMD27dtxd3d3UIQ9Q2VlJfPnz5e2586dC4CXlxerV68G4JlnnnFKbD1BbGws06ZNY/r06cTFxZGcnMzcuXMJCwvjscceY/Xq1Xh7e/Ppp5/yzjvvsHr1aqZOnUpSUhITJkxwdvgOcblrFB4e/oPnGQwGPvnkE9LS0nj11VeZNGmSgyK+MpFwf6QJEyagVqvx9vZGr9fT0NDwg8dHRET0u2QL4O/vz5dffmmzb9WqVQwbNsxJEfU8Tz75JPfeey/p6emkp6ezZMkSXnzxRd58803S0tLIz8/nwIEDyOX994Po5a7RD+l6Q4qOjqa+vt4RYV41kXB/pAsrAMlkMiwWi/TfLgaDQfp/rVbr0Ph6OnE9rHbs2EFraytz5sxh0aJFLFq0iLVr17JmzRpefvll5s2bx5gxY4iJiWHNmjXODtcpLneNPv30UwDpb85oNNqc17UIQiaTOTbgq9B/3zp/Rnq9nry8PCwWC0VFRZw+fdrZIQk9nFar5aWXXpLGIS0WCydPnkStViOTybj77rtJTk5m69atUvF9hUIh/X9/cLlrFBcXh16v58yZM4C19mxvIe5wfwbXXXcd69evJzU1lYiICEaNGuXskIQeLiUlhd/85jfcfffd0ieiCRMm8Oabb7Jq1Spmz56NTCZj/PjxZGRkANbfs5dffhl3d3dSU1OdGb5DXO4a3XfffYwcOZKnn36aN954g/Hjxzs50qsnlvYKgiA4iBhSEARBcBCRcAVBEBxEJFxBEAQHEQlXEATBQUTCFQRBcBCRcIV+Y/PmzdKae0FwBpFwBUEQHEQkXKFPe/XVV5k+fTqLFy9m69atAOTn57Ny5UqWLFnClClTuOeee+jo6OCrr75i2bJl0rmlpaWMHz+ezs5OZ4Uv9DEi4Qp91nfffceWLVv44osvpApvYC3kfeONN7J27Vq2bNlCcXExO3bsIDU1lcLCQnJzcwFYt24dCxYsQK1WO/PHEPoQkXCFPmvv3r3MmDEDNzc3lEolixYtAuDhhx/G29ubd999lyeeeILKykpaW1tRq9XcdNNNrFu3DpPJxOeff86SJUuc/FMIfYmopSD0aReuXFcoFAA89NBDmEwmZs+ezeTJkykrK5OOW7ZsGYsXLyYpKYno6GjCwsKcErfQN4k7XKHPmjhxIps3b6axsRGz2SzV501PT+e+++5jzpw5ABw7dkyqwhUUFMTw4cN59tlnWb58udNiF/omcYcr9FmTJk3i9OnTLFq0CA8PD2JjY6mrq+PBBx/kvvvuw9XVFTc3N8aMGUNhYaF03sKFC3n66ad7VKcAoW8Q1cIE4QJms5mnnnqK4OBg7rzzTmeHI/QxYkhBEM5rbm4mOTmZsrIybr31VmeHI/RB4g5XEATBQcQdriAIgoOIhCsIguAgIuEKgiA4iEi4giAIDiISriAIgoOIhCsIguAg/x+IcaJd8HXm2QAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(x='day', y='total_bill', kind='swarm', data=tips)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(x='day', y='total_bill', hue='sex', kind='swarm', data=tips)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(x='day', y='total_bill', kind='swarm', data=tips, order=['Fri', 'Sat', 'Sun', 'Thur'])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# It is always better to plot the categorical variable on the y-axis\n", "sns.catplot(x='total_bill', y='day', kind='swarm', data=tips)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What to do if dataset is large?" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Boxplots :- whiskers extend to points that lie within 1.5 IQRs of the lower and upper quartile\n", "sns.catplot(x='day', y='total_bill', kind='box', data=tips)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(x='day', y='total_bill', hue='sex', kind='box', data=tips)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The above behavior is called dodging and is turned on by default\n", "sns.catplot(x='day', y='total_bill', hue='sex', kind='box', data=tips, dodge=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# boxenpot :- similar to boxplot but shows more information anout the shape of the distribution i.e. use for large datasets\n", "diamonds = sns.load_dataset('diamonds')\n", "sns.catplot(x='color', y='price', kind='boxen', data=diamonds.sort_values('color'))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# voilinplot :- combine boxplot with kernel density estimation\n", "sns.catplot(x='total_bill', y='day', hue='sex', kind='violin', data=tips)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# You can also split the violin into 2 parts when hue is 2 levels\n", "sns.catplot(x='total_bill', y='day', hue='sex', kind='violin', data=tips, split=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# SHow each indiviidual observation instead of the summary boxplot values\n", "sns.catplot(x='total_bill', y='day', hue='sex', kind='violin', data=tips, split=True, palette='pastel', inner='stick')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Combine swarmplot or striplot in the inside of the violin\n", "g = sns.catplot(x='total_bill', y='day', kind='violin', inner=None, data=tips)\n", "sns.swarmplot(x='total_bill', y='day', color='k', size=3, data=tips, ax=g.ax)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.catplot(x='total_bill', y='day', kind='violin', inner=None, data=tips)\n", "sns.swarmplot(x='total_bill', y='day', color='k', size=7, data=tips, ax=g.ax)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# barplot :- apply a function to all the variables (mean by default) or you can show the count of variables\n", "titanic = sns.load_dataset('titanic')\n", "sns.catplot(x='sex', y='survived', hue='class', kind='bar', data=titanic)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(x='deck', kind='count', data=titanic)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# pointplot : same as barplot but instead of showing the bar, only a line is drawn between center of different categoirs\n", "sns.catplot(x='sex', y='survived', hue='class', kind='point', data=titanic)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## (Tutorial) Visualizing the distribution of a dataset" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from scipy import stats" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sns.set(color_codes=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# displot is the most basic. It will draw a histogram and fit a kernel sensity estimate\n", "x = np.random.normal(size=100)\n", "sns.distplot(x);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# add rugplot i.e. ticks for each observation in data\n", "sns.distplot(x, bins=20, rug=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(x, hist=False, kde=True, rug=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How KDE is computed? First fit a normal gaussian plot at each value in the data and then sum all these graphs and then normalize to fit the data between 0 and 1." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# You can also fit a function to see how good it fits to the given data\n", "x = np.random.gamma(6, size=200)\n", "sns.distplot(x, kde=False, fit=stats.gamma)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting bivariate distributions" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# jointplot : creates a multi-panel figure that shows both the bivariate relationship between two variables\n", "# along with the univariate distribution of each on separate axes.\n", "mean, cov = [0, 1], [(1, .5), (.5, 1)]\n", "data = np.random.multivariate_normal(mean, cov, 200)\n", "df = pd.DataFrame(data, columns=[\"x\", \"y\"])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# scatterplot is the defautl\n", "sns.jointplot(x=\"x\", y=\"y\", data=df)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# hexbin: bivariate analog of a histogram\n", "x, y = np.random.multivariate_normal(mean, cov, 1000).T\n", "with sns.axes_style(\"white\"):\n", " sns.jointplot(x=x, y=y, kind=\"hex\", color=\"k\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# kde for bivariate distribution\n", "sns.jointplot(x='x', y='y', data=df, kind='kde')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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TZ06zb/8+Zs/6oNTHCS9GJAFBbWRlZbFi1TecO38e1/btWfTJp5iZmVV1WGWSnZPDL79u5c+jx3CqU4clny6gWZOS32Cys3O4fvsul67d5IH/I1JS055t09TUQF9PDz09PfLy8kjPUG1y1atZk/rOTri1b0PnDu2xs7Uu9lpaWloMGdgf13Zt+XTJUuZ/toT/TX2XYUMGlSrZWlhY8FqvXhw7fpxJEydV+loF6kYkAUEtxMTEMP/TTwj+e1LS2NFjSv10+6p44OfPiu++JzwykrfeGMrkCW9To4R1gH39H3Ho2F9cv3WX3Lw8LMzNcG3bigbOdWngXBdHB3v09fWefReWlkbExqaSnZ1DVEwsgcGhPAkK4cHDADZu283Gbbup5+RI317d6N+7B3rF9GPYWFvxw+pVfLXyO9Zt+IXQ8HA+mDGtVN/7yBFvcfKvvzhy9AhjR48p2xcllEm16xMQHcOV578S510vLz5f8jkyuZyli7+gg6trJUb3jxf9PjMzs9i0bTuHjh7H0sKCBR/Opk0rlyL3VyqV3LzjxV6PIzzwD8DIyBD3zh3p0bUTzZo0LPYmXFyMMbHxXL15m4tXb+D/6AnGRoYMHdSP1wf0wdio6DZnpVLJxi3b+H3/Qd4ZO5qJ48eW6nPPmPk/MjLS2bF1e5nifJW8CnGKPgFBbUmSxEGPg6xbvx4HB3uWf7WcOrVrV3VYpSZJEleuXWfthl9ITEzijSGDmPzO+GLb/v0DnrB+4zYCngRhbWnB+1Peoe9r3Yt9Yi8tG2tLhg8ZwPAhA3jwMIDfDxxmx579eBw5wfTJ43nNvfDRQJqamkydPJGU1DS279pDXUdH3Lt1KfF67t27s279D0RERLzQsFmhdKrdm8DLjg5qWNuEBWPLZwGOF/UqPB2URnWOMzc3l9Vr13Ds+HE6d+rE559+VqZJXBWhLN9nYFAwP23ajKfXPZzrOvHR7Jk0KaZwXHJKKlt27uXk2QuYm5kyadxIenbrVOYRSGX9Pw8KCWPdL1t44B+Aa9tWzJkxBQvzwvtZ8vJkzF2wkMeBQfzw7Tc0bFC/2HNHR0fz5uiRzJg2nTGjRr9UnFXlVYjzPzdEVDQHVZ7qGmdkZCSfLfmcgMePmfD2O0yaMPGVaP8vzfcZGhbOzj17OXvhIoYGBrwzbjRDBw0s8mYuSRJ/nb3IL1t/Iyc3lzcGD2DsW0PRL0VJC5lcTkxsAukZmaRnZJGZnY2djRkaGtqYmhhjbmpSqhnACoWSwydOsWXnXmrU0GXZoo9p3LDwG3xScjLTZs2lhq4umzesR1dXp9hzT5g8CUNDQ9avXafy8+r6u1kVRHOQoDYkSeLkXydZs24tWlparPjqa7p0LrnZoarJFQquXr/Bn0eO4eV9nxo1ajDqzeGMfnN4sSNjomPj+P6nX7nr7UvLZk2YPWMyte2LHpMvlyu46+PP/QeP8A8I4nFwGDKZvMj99WrWoHmTBrg0a0SbFo2p61h4k4yWlibDBvWjXeuWfLp0JfOXLGfFkk9oUkgiMDM15aMP/se8RYvZ/+chxrw1ophvBtq1bctBDw9yc3PFWsUVRCQB4T8hLS2NVau/4/yF87RycWHRwkXYWBc/lLEq5ebm4nnPm6vXb3Dt5i2Sk1OwtrLk3QlvM6BfH0xr1SryWKVSyeHjp9m883c0NTX5YPpkBvTuUeTbTkh4JKcv3OD8lVskp6ahra1Ng7p1GNzHHee6tTExMsTQUB8DvZro1NAkOCSGpORUgkIj8H7wiNtevgA0aVCPYQN70ql9q0LfEGrb2/Htss/4aNGXLCgmEbi2a0unDq7s+v0PBvTtTS0TkyI/a6tWrfj9j734+fvTupWoJ1QRql1zkJgxXHmqS5wP/O6x6PMvSUpO4t3JUxg9ctQrs2xhbm4uMXFxxMbGkZySgLfPI4KCgwkKCSUvLw99fT06tGtHrx7dcXNtX2LcEVHRrP5xEz4PHtK+jQuzp0/BytK80H2fBIex848j3PLyRUtLE9c2Lejd3Y22Lk3R1Sm8Gaaw//OEpBSu3rzLnyfOExOXgK21JTMmjqRdq2aFniMuPpGPFn1Jano6P367DAc72wL7hISGMWn6/xg5fBhTJ08s8vOmp6czYMggJk2YyMR3JhQb56voVYhT9Am8gkSc5SM1NZV163/gr9OnqOtUl08/WVjpq25JkkRScgqhYWGEhIURERFFXEI8cfEJxMcnkJySorJ/LRMT6tV1on69urRv24ZWLVugU8QN+d/kcjkHj5xg+5796GjrMG3SOPr26l7oaJzwyBi27z3E1Vv3MDTQZ/ig1+jXqwu1jEuedFXc/7lCqeTGnfvs+OMwYRHRjB7Wn7FvDkKrkDeQ2Lh4pn/4KXY2VqxdsRQtrYL7fLb0K3z9/Nn327ZiO7BHjRtDfef6LPtiaanifJW8CnGKPgHhP+nipYt8u2Y1aWlpvD/9PYYPewvdEiZOlZfklBTu3PXizl0vbnt6kZSc/Gybnp4e1laWWFla0rC+M9ZWVthYW2FtZUXLFg1AKnuMvv6PWLthCyFh4XRybcvMaZOwKGRRl5ycXPZ4nODA0dPo6uoydvhAhg3shYF++ax7oKWpSWfXVrRr1ZQNW/eyx+MEfgFBzJ85CdNaqmWqra0s+d+7E1i+ej2Hjv/FG4P7Fzhf/z6vcfnadW7e9qSzW4cir1vX0YmQ0JBy+QxCQdUuCbzsymKvwhBR4cWlp6ezeu0aTp85Q6OGjVjz7WrcOraq8KctpVLJ7bteeBw+ys3bd5AkCWNjY9q1bkWzJo1xcqyDY53amJuZFVkawdKibE+F8QmJ7NhzgJNnL2BpYc4Xn8ylU4d2he57w/M+G7buJS4hid7d3Zg0Zii1TEq/fkBZ1NDVZfbU8TRt5MyPm39n1sIVrP7yYyzNVRNTj65unLlwma27/qCrmyuWFqrNVq7t22FqWosTp08XmwScnJy4duM6crn8pYvuCQWJb1SoNrzve7P0q2UkxCcweeIkxo8dV+E3BUmSOHP+Ajt2/U54ZCRmpqaMHfkWXTu70cC5XoUMPU1ISmbvgcMcO3UOSVLy1tBBjBv5Bnp6BSd8paSls2HrXi5d98Spth2rFs+leZMGxZ5foVQSGh6D3+MQwqJiyc3NIzdXhkwup66jDbaWltSrY0ttO2u0tYvuo+jj3ol6jg58vGQ1q9ZvZflns1WahjQ0NJj53gQmzJjL4ROnmTx+lMrx2lpadOvcib/OnEOuUKBdRH+Ina0dCoWChMTEV7qzv7qqdklALC+pfiRJ4vc/9rLhl5+xtbFlw48/0rRJ0wq/bnRMDKvX/cjtu140rO/Movkf0b1L51K14b+I4JAwDp04zenzl1AolPTt2Y0xbw7F2sqywL6SJHHx+h02bP2DrKxs3n5rMG8O6VvkTVuhUHDn/iNOX7rNff9AsnPy1xA2NNBDv2ZNatTQQUtLi/v+geTk5gFgamLE4N6d6d+jI4YGhTcp1a9bh/cnj+K7n7az1+MkY4YPUNlua2NNx3ZtOHnmAuNHDS/QId2iWVMOHT1OcHAIDeoXvo6y6d9NX8nJSSIJVIBqlwTEQvPqJTc3l+Urv+HM2TO4d3dn4fwFpS6Z/KIkSeLAocP8unUHGpqafDBjGq8PGlAhT/2ZmVncuHOXY3+dw8fvIbq6OvTs1pkxI17H1qbwG158YjI/btnDTU8fGjk7MWfaeBxrFz4/IDU9k8OnrnDm8m2SUtIxNTHC3a01TRs40bShE5bmtVSar8zMDLj/IIQnIRGcu+rJjv0n2Xf0HP3cOzL2jT7UKGRyV6+uHbh7359d+4/i0rwRzRqp3swH9+/NtVueXLl2i57dO6tsa9EsP5n7+PkVmQTMTPOTQFJScqHbhZdT7ZKAoD6ysrJY8OkneN27x9R332PcmLEVUvf/3/LyZHy7dh2nzp7HrUN75vxvBlaWBZ/EX5QkSUTHxHHH6z7Xbt3B29cPuVyBrbUV700YQ9+e3TEuYhSPQqnk2KlLbPv9T5RKJVPGDWfogJ6Fjs7JzZNx+NQV9h87T05OHm1aNGLaeFfauzQutolHS0sTB1tLHGwtcXdrTVBoFAdPXOTPvy4THhXHwlnj0XmuCU5DQ4P3J43iwcMnbNyxj++XzVf5f2rj0hwbK0vOX7leIAlYW1lhalqLJ0+CiozJxCR/zkRaWmqR+wgvrtolAdEcpB5kMhkLP1uEt/d9Fn3yKX379Knwa6alp/PZ0q/w9vFl0tvjGD96ZLkkncSkZLx9/PB/HMD1m17ExicAYG9nwxuD+tOpYzuaNKxf7JuG/+Mgftm2j0eBIbRu0YSZU0Zja114M9Glm95s++M4CUmpuLZqwoS3+lPb7sWaUeo52vHRtNG0aFyP9dsO8t3Pv/Px9NEF5jMY6Ovx1ut9Wb95D34BQSpvA5qamri0aMr1W55IklTgO7WxtiY+IaHIGJ4mHblc8UKfQShelSSB9evXc+LECQC6d+/OvHnzSn2saA7671MqlSxb/jV3PO+wcP4nlZIAomNimLdoCTGxMSya/xGv9XB/4XPlyWR4+/px68497nr7EhYRCYCRkQEtmzXlzWGDaOPSHAc72xKTTHxiMlv3/Mn5K7cwMzXh4/cn0KNL4UtIRkTHs2GHB/f9A3F2tGfuuyNp0aTwJpay6uvegezcPDbvOUqNLTp8MPnNAkmrV9cObN51kFPnrxVoEmrWuCF/nb1IZFQMDvaqk8csLcwJDQsv8tpPO//liqJLXAgvrtKTwLVr17hy5QoeHh5oaGgwZcoUTp8+Te/evUt1vHgT+O/bues3zp47y/Sp0xjQv+D48vIWn5DA7HmfkJWVzXfLl9GyefMyn0OhUHL77j1On7/M7bveZOfkULNGDVo0a0y/17rTqkUzOrRvRlJSVuliSkzmwNHTnDx7BaUkMXJoP0YO7VtoSWiZTM6+o+fZd+w8NXR0mP72UPq6dyi0mehlDO3bleycXHZ7nMbZyYEhvVWbdmrWrEGXjm24fMOTWe+NVbn+04Jyj54EFpIELPC8e6/I6z5NNgqFeBOoCJWeBCwtLVmwYMGziT3Ozs5ERUWV+ngxT+C/LSgoiK3bt9GzR48C5YMrQkZmJgs+W0JaegZrVy4vsbzx89IzMjh55iJHTpwmOjYO01om9OzeGbf2bWjdspnKBLbSlLKIiIrl4LEznL54A6VSSc8urowdMRAbK4tC93/wKJj12w4QER1P946tmDx6EKYmFbcc46ghvfDyfcyxM9cY/FqnAm8kLZo04PSF60THxOFgZ/Ps55Z/l5dOTinYrq+ro4NMXvRTfl5e/milGrqigFxFqPQk0KDBP2OYQ0JCOHHiBHv27KnsMIRXkFKpZPmqbzA0NGTOB3MqpRP4s6VfERIWzjdfLilTAlAolBz96wzbdv1BRmYWLZo1ZvLbo+jcoV2Z5y7kyWRcu32PE2eucN8vAG1tbfq4u/HmkD5F3vwzMrPYtu8Ef124hZWFKUvmTqJty4ovmaGhoUE/9w6s2bQXn4dBtHyuualuHXsAgsMiVZKAgYE+mpqapGdkFnZSiqtek52d/9CnV4ry2ELZVVnH8OPHj5k6dSrz5s3Dycmp0q6rq6ONpWXVL1z9KsRQGpUZ5wGPQ/j7+7NyxTIaNijbCmBljVOSJD75/Cu8vO+zfOlC+vftVupjHz0OZvHX3/MwIIgO7VyY8/4kGjcsXT/T0zgVCiVe9x/y1/nrnLt8m9S0DOxsLJkx6U2G9O+OhVnhVUSVSiXHz97kx60epKZnMmZYL94dNwi9mqV7So6OS+JhYCRhkfGERcaTk5tHmxb16di6IfY25ioxFuX1/m5s3nOEize96NVNtbKnsUkDtDQ1iU2IL3AeE2NDZLLcAj830K+BJElFXjcmNv9hwNraVGUf8TdUPqokCXh6ejJr1iwWLlzIwIEDy3RsefQJVHW/QXXpu6jMOCVJ4tfN22lQvwFuHbqW6bovEufBQ0c4cvw0k8aPxc21U6mPP3XuEmt+2oSRoSGLPppFt84d0NDQKNXxZmYGXLjixZWbXly95UVScio1aujSsW1LXuvWkTYtm6CpqYmkKPx39ElIBL/8doiHT8JoXL8Oi+dOwnRxrOQAACAASURBVNnRnoz0PDLS84q8bnZOHtfv+nP2+n38Hoc9+7m5qRFamppcvPkAAFsrM+ZNG4bTv57gi9KisTO+/sGFxmlgoEdcXEqBbUqlRE6OrMDP4xOS0dfXL/I7DArK71jX0KjxbB/xN1R6r1wBuejoaN5//33WrFmDm5tbmY8XfQL/Tfd9fAgKDmb+R/MqvBnogZ8/P278lU4dXBk3emSpjpEkid37/mTb7n20cWnOpx/OLHI8//PHPQ4K48zF6/k3/pQ0dHV0aNeqGd07tcO1dXNqlvAUHxYZy26P01y944OJkQEfTH6Tnp3blDh5LSUtk8NnbnLykifZOXnYWpkxbqg7rZs6Y2dtRs0a+f0V0XFJeD0I5MTFu8xfsZ2F09/CpUndYs9tZ2PBDa8HKBSKAn0dGhoaKAtp3snKyka/kGJ2iUlJmJkWvX5CXFwckD+nQCh/lZ4ENm/eTG5uLitWrHj2s1GjRjF6dMV3AgIkpOZUynWEsvE49CeGBoa81qtXhV4nJSWVxV+vwNrKkk8+nluqWcAKhZIfftnCsVPneM29C3Pffw8dneL/dDKzsjl57iqnLlwjLCIaHR1turm1wbV1S9q3blaqhd9DI2LYf+wCF2/co2YNHUa93ouhfbuWWBU0JS0Tj1PXOXnRE7lcQae2Tejv3o4mzg6FJlhbKzNsrczo0r4ZS9ft4euf/uCzmaNo3tCxyGvYWpmjUCiJS0zB1kq1MJymhmaBNv48WX5tosKWvUxOTik2CcTGx6GlpYWZWeFrFwsvp9KTwKJFi1i0aFFlX/aZLi0KLnAhVK3c3FwuX7lM/379K7zz74efN5KamspP36/GyLDoV+SnJEli/aatHDt1jlHDhzBpXPETyNIzMjl04jyHTp4jIzObxg3qMnPKGLp2bEO9ujYlNg1IksR9/0AOnrjIXZ8AdHV1GNq3K8MHumNiZFDssTKZnKPnbrPvxBVy82R0c23OiH6dn7X1l8TYUJ/vl0xhyrz17PQ4zzfzJxS5by3j/O8uNS2jQBLIzcsrMCs5OTl/XQWTQt6eYuPjaePSsshrRUVGYm1t/cosFPRfU+1mDL+sKz7RYrLYK8b7vje5ubl07tSpQq9z5foNzl64yIRxY2jgXLrfAY8jJzl68ixvDRtcoArmvymUSjyOnWX3weNkZ+fg1s6FUcP609C56Kfpf0tOTef8tbucuXyH8Kg4ahkbMu6NvvTv2QFjw+Jv/pIkccPrEdsPniU2IYX2LRvwzvBe2FuX7ub/b6YmhvTr1pbtB88SGZtY5DnyZDKAZ01KT2VmZZOVnfNsSOhTYRH5w8BrO6jWOMrIzCQhIRHHOnWKjCkwOIh6dYtvnhJenNolAeHVc+PmTXR1dWnTqnWFXSM5JYVvv/+BBs7OjB35ZqmOuXnHi1+2/Ubnju2ZPL7ovoOwyGhWb9jBoychuLZpwYSRQ4pclP3fZDI5t70fcv7aXW57+6NQKGlS35EPJo+gW4dW6BZSrO15fo/D2H7wHAHBkdS2s2TxrNG0avpyDzndXJux0+McF2/6MmZI90L3ycktPAnEJSQBYGXxfBLI79yt42Cv8vOnM4WdikgCeXl5hIeF07VL1zJ+CqG01C4JiOagV8+t27do5eJCjRoVNxnohw0byczKYs3Hc0tVCjoyOoavV6/H2cmR+bOnF9l3cOLsFX7e9gc1a+oyf9Ykuru1K7a5SJIknoREcvrybS7f9CYjMxtTEyOG9O5C727tSl3j50loFL8fuYSnbyBmJobMGDeAnm4uhS7jWFZmtYxo7OzAPb+gIpNAZnZ+39rzQ1Nj4vJrAD2fBELCIjAyMizQHBQcEgKAk2PhSSA4JBiFUoFzXfH2XlHULgkIr5akpCRCQkPp17dfhV3Dy/s+5y5e4p2xo6nrVHLzTJ5MxrJV69DS0mLJJ3ML7cSVJImd+46y5+Bx2ro05cPp7xRYYvHfMjKzuXjzLgeOXiI4PBpdHW3c2janZ+c2uDRrUOoSD36Pw9h/4ipefkEY6tfk7WE9GdCjXaElnl+GoYEecQkpRW6PiolHX68Gxs/1UzwODEVTUxOnOqpP/A8DntC4gXOBBOnr9xATE2PsbAsflurr6wtA82aFL2ovvDyRBIQq5eWdXzOmdQU1Bcnlctb++DM21taMeWtEqY7ZsnMvT4JCWLrwQ6wsC87YVSiV/LTld46fuUzfHp2YOWVMkZ2WySnpHDp1hePnrpOdk4uzoz3T3x5Ktw6tilyo5XkymZzrXg85ccGTh0ERmBgZMH5YD/p1a4u+XsW8PWlqaqAoZhZvRHQ8DrZWBW7qAUGhODrYqjQTZWRkEhIWQffOHQuc54GfP82bNCny7em+ry+WFpZYi8VkKoxIAkKVunv3Lvr6+jRq2LBCzr/f4xAhYWEsW7yoVM1Nd719OHD4OIP798bNteB8EoVCwaoft3Hx2h3eHNKHiaOHFnoDy8jMYvefZzh5/iYKhYLO7VswaUx/LGqVfphjeHQC56/f5+x1b9LSs7C1NGXyW33o3aVVuT/5P09TQxOlUll0bFGxtGqmuoylUqnkcVAobu1cVH7uH/AEgKaNVfdPSUklPDKSfn1eK/I6vg98adGieYXPHVFnapcEHoaJ1YleFUqlkivXrtK+Xdnr7ZRGUEgIm3fspEunjnTuWPRC5k+lZ2Swat0v1Haw470JYwpslySJ9Zv3cPHaHSaNGcabQwqWuH5az//X3UdIS8+kV5e2jBjYAzsbi1LNHk1Jy+Sapx/nb/jwJDQaTU0N2rVoQP/ubWnZuC6ampVzM8zIysagiLeMxOQ0klLSqVdHdaRPaEQ0aemZNH2ujLTXfV90tLVp0kg1Cdz19gagVcsWhV4nITGB2NhY3hpRuo584cVUuyQgSkn/d/j5+5GYmEj3boV3Pr4MmUzG16tWY6BvwIez/leqJ8n1G7eRnJLKkk/mUrOQt4Y9B09w8txVRg/rX2gCiEtM5setB7nrG0CDug4s+TC/rENJ0jKyuOH1kKue/vg+CkUpSdStbc3EEa/RtX0zTE1Kns9Q3uKT0qjrUHgTTEBQfumJRs6qnbnevo8AaNW8scrPPe/50rRxwwJ9K3fu3sPQ0IBGDVWTw1MPHz4EoEnjJmX/AEKpVbskIBaV+e+4cPEi2tradOpY9vIhJdm+aw9PAoNYtngRprWKno361PnL1zh36Rpvjx5Bo/oFfz9OX7jOzn1H6NWtA+PfGlxg+33/QL75aRcymYz3xg5hQC+3Yjt7s3PyuH0/gEu3fPHyC0KplLC1MmN4/050btsUR/uqK5EgSVL+qmQuhTfRPQoMR1tLq8CbwL0HD7GzsVQZGZSckkpQSCgTx75V4BqeXl60cXFBu4j+lAf+/mhpalVYU6GQr9olAeG/ISMjg6PHj9HJzQ3DUszcLYvbnnfZtXcfA/r0potbwc7I54VHRrHmx19p2qgBY0a8XvB8Xr58v/E3WrdozAfvjVN5q5AkiUOnrrB173HsbSxYOPNtHGyLXpP4SWgUJy/e5codP3LzZFiYGvN67450bdcUJwfrV6LtOyklHZlcgZW5SaHbHwaGUreOrco8BoVCgY/fY7p3aqeyr5d3/uieNi6qC/WEhUcQGxfP2JGqyeHf/Pz8cHauV6FDhwU1TAKnboeLN4FXwP6DB8jIyOCd8W+X63njExL4auV3ONapzawZU0vcPzsnh6XffI+urg6LPp5VYJRPaHgUy9dtpm4dexbNnaqyyLpcruCHrfs5d/Uubm2bMXvKyEJH6yiUSq7e8ePERU8eBkZQQ1eHru2b0aNjCxo71660dv7SiorLn/BV2GxhmVzO4+AI+nV3Vfl5QFAoWdk5tG6h2hR05959jI0MC8zQvnn7DgAd2hdezFGhUOD/0J8+vSt+aVF1p3ZJQL+m2n3kV05GRga//7GXrp270Khh+S2EIpfL+eLrleTk5vLFp59Qs4QibZIksXbDFkLDI1m+eAGWFqo3vdS0DJas+gm9mjVY/PF09PX+OZ9MJmfVz7u57vmAMcN6M3JwzwITypRKiRteD/n96CXCoxNwcrDi3ZF96N6xBQZ6JReQqypRsUUngcCQSPLyZDRrpHpTv+eT337fsuk//5+SJOF5z4c2rVoUmMR2844nTnXqFFkZNDQsjKysLJo1bfpSn0UoWbW7I4qO4epNkiRWrf6OzMxMJk6YUK7n/W7denz9/Phs/sc41il5UZo/PI5y9uIV3hk9gratVEeo5OTksnjljyQmp7Jq8YdYmps+25aVncNX63Zw3z+Q98YOYfBza+0C+D8JZ+Oek4RExuFgY8FH777BkD7tSEwsZGWtFyCTK0hJzyI3V0auTI5MpqCWsT6WpkYvPWs4Oi4JXR1tzGoVLPb2ICAYgKYNnVR+7v0ggHpODpgY/9O0FxIaTlJySoHvNjc3l/u+vgwbPKjIGPwf+gPQrIlIAhWt2iUB0TFcvW3ZtpWz584y7b2pNGxQfh1+W3fu4sSpM7wzdjS9epQ82ujMhSv8umMP7l3dGPPmUJVtcrmCr9f+yuPAUD6d+x6N6js925aansnn3/5KaEQMc94dSc/ObVSOzczKYYfHOU5d9sLSzJjZE1+nS/umaGlqlqpstcq5snOJiEkiKi6F6IQUouNSiE9KJyE5ndSMwv8GtLQ0sTE3oWl9O0b274CJkX6ZrgkQm5iClXmtQpupHgWGY2tl/qyKKOR/Xw8fB9GvZxeVfb188herad1Cdbav/6MAZDI5rYqpHBoQEICenh4ODiXXYBJeTrVLAuJNoPr669Qptm7fxsABAxg7uuA4/Be13+MoO3b/zoC+fZgwruTz3vG6z7c//EKrFk35eNY0lZuzJEn88Otubnv5MnPKGDq1/2f5xPSMLD5buYnImHgWffAO7Vo+NxTS5wk/7jxKanoWg3u5Mnpwd/RqqhZYK0piSgaBYXE8CY8lJCKBsOhEElMynm3X1NTA2twYK3MTnOwtsDA1wtRYn5o1dKmhq42OthZJqRlExaUQGZfCuZv+XPN6wphBbrzm1qxM/Q5xCSlFdgo/CgyjRWPVh6gnwWHk5slo1lh1jeZ7Pn7Y2VhjbaXaUe7rl/+U37xp0UM/Ax4H0LBBgzInTqHsql0SEG8C1dPJU3+xYuU3tGndmo/mfFhuo2AuXrnK0uWrad+2DXNnvV/ieX39H7H0m+9xrG3PkgVz0f1XMTlJktiy+09OXbjG6GH9GfDaP5Urk1PTWfztZiKi4/ls9ju0bv7PW4xMrmDXoQscOn0DJ3srPn1/JM6OxRcqTErNwCcgAp+AcHwfRz674WtqalDbxoymznbUtjWnto0Z9tamWJoZFTmUsjARMUn8euAim/Zd4LZPEB9PHoBuCQvhPBWXmErDugXnNyQmp5KUkkbD5+YHPHgUCECzxv9MElMqlfg88KeLm2oHMoDvAz+c6tTB2KjwldmUSiWPnzxh8MCim4uE8lPtkoB4E6hecnNzWbt+HYePHKFN69YsW7qsVFU8S+PCpSssXbGSls2bsGThghJvkj4PHvLplysxNzPl68/nY2DwT1OJJEls33uY/UdOMeC1ripzAWLik/h81a8kpaQVSACRMYms3uxBUHgsfbu1YeKI14os6RCXmMaxC95c83rM49BYAIwMatK8gQON6tpSv44VTvaW1NB9+T9LBxszFs8Yyqmrvvy6/yJHL9zjjd7tSjwuN09GRlZOof0BIeExADg/Nz/gcVAoVhZmmNX65+0hKiaWjMwsmjYqOBEs4Ekg7du2KfDzp+Li48nJycHRsXRrMQgvp9olgZd9EzAzrsG3Mwp25AnlLywsjM++WExgYCDjxoxlyqTJ5VYe4mkCaNq4MRvXf0tWlqLY/e96+7L46++wsrRg5dKFmJuZqmzftf8Ye/88Sb+eXXh/0qhnbxRRMQl8unIjObl5LJv3Lo3r/3Njun3/Mas3/4mOthYLpo2gQ6uCI52USgkv/1COXfTGJ+Dv2vn2Fowe2JHWTRxxtLOosCGiGhoa9O3SAu9H4Xic8aRHhyaYGhe/QE1yan7HdWGrmIVG5ieBOvaqM4mfBIfhXFe1I/5xYH4HcgNn1cVgEpOSSUpOpkEhE/KeioiIAKC26A+oFNUuCbwssZ5AxZPL5Rw6fIifN21EV0eXVd+sxK1DyZO2Suv8pct8uWIVzZo05psvl2BgoE9WVtFvgDdu3+XLVWuxt7Xhmy8WYvqvJ1ZJkvht/1F2HzhOH/dOzJwy+lk7dGhkDJ+v2oxcoeDr+e9R9+8nYKVSwuPUdXYdOk/d2jZ8Mv1NLExVy0jnyeScu+HHicv3iYpLwczEgAlvdKF1Y0fsrFQTUEUbP6QTc5bvZt/J27z3lnux+yan5n+PpiaFJIGIWMxqGWFk+M8bVGZWNpHRcfTqqlqbKeBJMDo6OjjVUb2RPwkKAqB+vZKTgOgUrhxqlwREAbmK5XnXk7U/rCMoOJh2bduxcP4CrIoYC/4iDh46wg8/b6R50yZ88+US9PWLH/1y4vR5vt+wGee6jqxYvADjfy1qolQq+Xn7Po78dYE+7p344L2xzxKA76Mglq3dQQ1dbb6e/x6ODvn17jMys/l+22E8fZ7QpV1T/vf2IJXmH4VCyaU7D9l74haJKRk417Fi1vjeuLWqj61NrSpprrS1rEW39o247PmId4Z2LrYCaUpaFoDKjf6pyJj88tH/Fv7328Hz6weEhkfgWNu+wJtfWHj+Db6oRWQgv3CchoYGFuYFy3gL5a/aJQHRJ/BqiouLY92P67lw8QK2NjZ89eUyunXpWm4dwJIk8eu2Hezau48unTry2fyPiy0nIEkSu/7wYPue/bRt1YLF8+eg9+/JXnI5q3/azoVrdxg+6DUmj33jWazXPR+wasNurC1N+eLDyVhZ5D+5R8Um8fVPfxCbkMy7o/rSv3tblc/n/SiMrQcvExmbjHMdK94f04sWDUuer1AZurZtxPmb/ng+CKFT68ILtkH+CCgAo0LWOoiNT8K1leqInvCo/CRQ2051UZjwyCgaN1QdLQQQGRWFgb4+JsZFL8CTkpqKibGxWFi+klS7JCC8WmQyGfsPHmDLtq0oFAqmTJrM6JGjyrXei1wuZ/W6Hzl+6jSD+/dj9v+mF3uDUCgUrN+0jaMnz9K7R1fmvv+uyhNpdk4OX63ZhKe3HxNHD+Wt1/s+23bq4i1+3HaQBvVq8/mcCc8Web//MIRVGw+goaHBF7PH0rTBP0+yqRnZ7Dx0hYu3H2FracJHE/vj2rLeK1EH6Kmm9e0wNdbnyt3HxSaBtL+TgKG+6ozmrOxcUtIysLFSnUUcERWLtpYWNlb/PLXn5eURG5dAb/eC6wJHRcdgb2db7HeTlpaKsXHhQ1SF8lftksDLdgw3rG3CgrGF1ysRyuau111WfvctERERdOroxuwPPsDO1q7kA8sgLT2dJV8t5+69+7wzdjQTxo0p9gaSnZ3DV9/9wM07XowaPoRJ40aq7J+UnMrilT8SFBLB7PfG0bdn/iABpVLJbwdPse/oedo0b8gnM8dTs4YukiTx5+kb/OZxHnsbcxbOeAsbS9O/j5E4fc2XPcdukJMrY3ifdrzRu12ph2JWJi1NTVxbOnPhlj9KpVRkZ3Ta35PQDPVV3wRi/15A3sZSdVGcyOhYbKwt0Nb+JylHx8YjSRL2dgWXjIyJjS1yUfmnMjIyMTAsvgNbKD+v3m9rBWtcp3I75f6LMjIy+OmXDRw+cgQHe/ty7/h9KjQsnIVLlhIXH88nH82h72u9it0/KTmFRctWERgcwqxpkxjcT3XFqtDwKD7/5kfS0jNZPG8Grq3zK1vKZHK+37yPSzfu0be7K9PGD0VbW4s8mZwNvx3nwk0fOrVpwv/eHvRs8ld8Uho/7TmH7+MIWjR0YPLw7thbF/27JUkSsQlpePlFEB6TTFR8GumZOWRk55GRlQuAro4WujraGOrpYmdpgp2VCfbWJtR3UL3Jvqi69hb8lScnPikNa4vCn7RTUjMx1K9ZoPREfEJ+X9rTprGnYuISVd4CAOIS8hebty5kac6UlFTMXIr/G1QoFGWaEyG8nGqXBESfQNW6fecOX69YTmJSIqNHjmLyxEklFmp7EZeuXGP5d2uoWaMGa75ZXuzsUoCwiEg+XbqSlNQ0li78iA7tVNcs9n7wiC+/+wVdXR1WLZlL/br5T6MZmVl8tW4nvo+CeHtEP0YMdEdDQ4Pk1AxW/LyPgOAoRg/uxpsDuqChoYEkSVy45c/Wg5eRgKkje9CrY9NC306ycvLwfRLNvYeReAdEkpz2zxusuYk+JkZ6GOrXwMrMEA0gT6YgT64gNSMH/+BY8mT5w171a+rStqkDrs0dcWlo98IJoY5tflNOWHRikUkgNT0T40JKTcQl5i86/3wSiI1PoElD1WGg8X+/NTxfkE8ul5OWno6pafHrOyiVSjFTuBKVmARmzpzJ6NGj6dSpU2XEUyIxY7hqSJLErj27+WXTRhzr1OHrZcsqZMUnuULB5m072LPvAE0aNeSLRQsLXez93+77PmT2J1+gpanJt199VmBRmPNXbrF6ww7sbK1YOv99rC3zb04xcYl8sWYrMfFJfDRtNN075peICAyNZvmGfWRk5TDvveG4tckvD5GZlcvPe89xwzuQZvXtmTG6F1bmBTs4n4QncPr6Q27cD0EmV6JfU4eWDe1wdXHCzFCf2ja10KtR/IQ5pVIiMSWTkKgkPP3CueMXzuW7QTjZmfHxhJ6YGpe9JpC9TX5TTlRcSpH7JKVkYGxQ8NyxCflF5f5dMygjM4uMzOxn3+dT8QmJaGhoFJiLkZKaCkAtk+Lb+yVJiYaGSAKVpcQk0Lt3b3766Se++OIL3nrrLYYPH06tUqzU9KoS6wmUXXZ2NstXruDc+fP06tGTBfPmo6dXcPTIy4qOiWX5t6u57/uAIQP787+p76ksXFKYW573+HLVWsxq1WLFkgXY2vwzkUmSJPYfOc2W3R60aNKAzz6citHfbc0BQeEsXbMVhVLJ0o+mPKuHc83Tn7XbDmNipM/yj9+mbu38du1HwdGs3XGKpNRMxg3uxOAerVXa1ZVKJTd9Qjl22Y+giERq6mrj3q4BHVs60dDREi0tzTK9qWpqamBpZoilmSHtm9dBrlByyzeUTQeus/inE8yb2AsH67L9Her8/QZR3ALyMfHJNHAs2K8THZuIjZW5yhtPTFwiULDZJzEpGdNaJgWGh2Zk5E9EMyyhvV9LS5vc3Jxi9xHKT4lJYMiQIQwZMoTAwEAOHDjAiBEjaN26NePHj6dly6KrAL6q+rR/NYbsVRcpKSnMnfcRjx8/ZvrUaYwZNbrcR71IksSJU6dZ/8smABZ+/CF9evUo8bizF6+wat0v1K/nyJeffqwyCUypVLJx534OnThPN7e2fDjjnWd1gm56+bFyw25MTYxYMncSDraWSJLEvuNX2HPkEo3q2bNg2ghqGRsiSRKHz3ux++h1zGsZ8uWsN2jgZKNynRs+oXicvU9kXCp2liZMfN2VLm2cS3zaLwttLU06udTF1sKYVdvOsWTDCeaM70Ez54Kdr0V5evMv6v9PrlAQm5BCl3YFyzdHxSZgZ616s4+Nz2/7f37EUGJSMmaFNPlkZv6dBAyKTwK6ujqkZ4hm3cpSqj4BpVJJaGgoISEhKBQKzM3NWbJkCe7u7syaNauiY1Qh+gQqT0pKKrPmfEBEZCTffL2CTm7lvxZwQmIia9Zv4Or1G7Rq2YIFH87BxrrkyWWHj5/mh41bcWnelPXffU5O9j9Pt3K5gu9+2saFa3cY2r8n744f/qyN+cT5G/y840+cnez5bPYETE2MkMkV/LjzKBdv+uLeoQXTx+UXW8vOzWPDnnNcv/eEDi7OTB/ZEwP9f4a+BoTGscXjJmExyThY12LWmG64Nnes0JXC6tqb88WM/qzcepZvtpzhm9lDsLUsesz9vyn+/rspKr74xFSUSgkrc9UbuEKpJCYuqUDV1H/eBFSTQFJySqFJICMrf/ipQQlJQEdHB1merNh9hPJTYhJYs2YNBw8epHbt2owZM4a1a9eio6NDVlYWPXr0qPQkIPoEKkdubi4fzJ1HeEQEq1aspF3b8h1WK5fLOXjoCFt/241cLmfGu5MZMez1UnUIehw9yU+/7sDNtS2LPpqJkaEBOdn5yT9PJmPFus1cv+3NxNFDeXNIn2cduvuPXWDH/pO0c2nM/BljqVlDl8zsHFb+coD7D0MYM6Q7I/p3RkNDg+j4FFZtOU5ETDLjBndiSM/Wz56gM7Jy2fuXF2dvBmBuos/M0V3p0MKp0paJtDQ1ZO7bPfjw2z95EBhd6iQQGZs/wsfSrPD9n4RGA+DkoJqEo2LikcnlONVWfeuIiIrFyNDgWRPbU/EJiTRq4Mzznr4JGJQwy1tHRxe5Ql7sPkL5KTEJJCUlsWnTJho3Vn0K0NfX57vvvquwwCqKKBtRMoVCwZdfLcPzrhdffL64XBOAJEl4et1j/S+bCAkNo2P7dsycPhV7u9LVdDpw+Dg/b/mNzh3b8+mHM9H515j8vDwZX63ZyC0vX6ZPGMmQfu7Prrl93wkOHL+Iu1trPpj8JtraWiQmp7Fs/V7CoxOYNWEwPTrmN2/6BITz3daTaGpqsGjaEFo2+qcJ0dMvnF8PXictM5cBXZoyorcLNcux2ae0bMyNMNTXJTgysdTHBITkz+5t6FR4E5L/k3D0aupS10F1++Pg/FIPzk6qpSHCI6OpY2+j0ryUm5tHalp6gZFBAJmZpX0T0EYuE28ClaXEJPDll18Wua1Lly5Fbqsoojmo4m3bsZ0Lly6y4OO59OpZ/Nj8svB/9Iiff92Kt48vNtbWfLX4Mzp1dC11H8PTBNC1kysL5/5PpeMxTybjy+9+5o63HzOnjHm2FoBSqWTDjj85eeEmA3q6MXXcEDQ1NYmKLJa7UgAAIABJREFUTWLJ2l1kZOWw6H8jadU0/+3w7PUHbNx3AXtrUxZMGfRs9E9unpydR29z7tZjHG1NmT+xF072BW90lUVDQwMnO3OCI5NKfczjkBjMaxliXsuw0O0PgyJo1rBOgTkCDwPD0NerQe1/1Q2SJInQiGi6dlQtCR2fkJ+UrApNAk/7BEp4E9DWIU8kgUpT7eYJiFLSFetRwCO279xBv759mfDOOBISMko+qARx8Qls3r6Tv86cxdS0FrNmTGVQv34ljvz5t9PnLxWZAJRKJd/9tJ073n4qs4AlSWLT7iOcvHCTEQPdeXtEPzQ0NIiMTeTz1b8hVypZNnc89erYIEkSB07dYe+Jm7g0rsPcCf3Q/3tiWGRcCt//dpGo+FQGd2/Gm71blcvkrZelVCpRKIoe6fNvmVm5ePqF0KFlwWYayF9XODg8lj7dWqn8XJIkvHwCaFzfUaWpLjY+kYzMLOo+VzguKiZ/nQSb51YTg/zZ31paWiWOLNPQ1EAq4kFPKH9VlgQyMjIYNWoUP//8c6WWjE3NyKu0a1U3crmcld9+i2mtWnzwv1kvPQooKyuLPfsO8MfBP1EqFYx+czjjR48ssfLn827e8eLbHzbSxqU5C+a8X2Do4dpf9nDpuieTxgx7lgAAdv95mqNnrjG0b9dCE8DS2WNxtLdCkiS2eVzh+CVvurdvxLRRPZ/NWL3rH8GPv19GR0eLBZNeo0WDkstiKJUSGdl5pGflYVlLH12d8k8YKenZ+AfHMbRHi5J3Bk5d8yUnV8bA7i6Fbj9x0RMtTU3692iL9K/m+KCwKGLikxgxSHW0lo/fYwCaN1GtQxQSlr9mgmOdgn/T+R3GpiX+XsnlilciyaqLKkkC3t7eLFq0iJCQkEq/trN96TrR1NEBj4M8CnjE0iVfYFTE0n+lIUkSJ0+fZeOWbSSnpNDLvTtTJozH1qb0wxmfevAwgC9XrqV+PScWL5ijshwkgMfxs+zaf4Ih/dwZMbj3s58f+usyvx86S++u7Zg0amB+Z29cUoEEoFRKbNx3nrPX/RjQzYV3hnZBUzO/I/nopQf8fvIujnZmfPh2D8wLqbEP+eWjfQLjuOEbwcOQRFIzcp6NxNHR0qR+bTOaOFnQr2tDamqVzySomz6hSJKEm4tTifvK5AqOX/LGpVFt6joUfELPyc3j7DVv3No0xsLUWKVJ9eptHzQ1NenYRnWxeJ+HjzEyNMDRQbUvJyQsAnMzU4yNCjY5JSYlFZhAVhi5TIZ2Oa0+J5SsSpLAH3/8weLFi5k3b16lX/txeGqlX7M6SE9PZ/PWLbh17EiP7u4vfJ7MzCxWfb+OC5ev0LxpE5Z/8fn/2TvruKjS74+/6S5plFAQVDBARcTu7rVdV7927hrrrrm2rr22rrF2dycGICAgpdiUCtLdM/P7g5/oOEMpsrrO+/Xyn/s8994zw3jPfc5zzudQw8625BOlkJScwvxlazAwqMSSuTNQ/yiMEBz6jL/3naBVs4aMHtq38A3zfkAoOw6dx7WBAxOG90FOTo70jCwWbThMXr6ARVOHFK4Adp28w417j+jdrgEDOjcqzCTae+4+Vzwf41LHkjE/NJHa8jE/X8g1nxdc8XpJYmoWGqpK1LYxxkBXDV1NVTTUlImMSSE0PI6Ttx5zL+Q1f078/D2WpNRMzt0OwcJEr1QFYyeu+pKcmsnkIe2kjp+74UNmVg6dW4q3n8zLz8fN0586NauJdRoTCIX4B4XiUNNGIpvr+ctwqlpKr8WJi4+nsmnJCQA5uTkSzl7Gl+NfcQJLliz5N24LgIqybJkpjVNnTpOZmcnokaM/OQwUFh7BvEVLeR0dzdgRw+nXp9cna8AIBAKWrt5IRmYWKxbORldHfAWXnpHJyo27MTU2YMFvY8hIL9hIjIlLZPX2I1SzNGPq6AEoyMsjEAhZteMUcYkpLJr6I5aVCzY4T13344p7MN1aOTKwS4EAnkgkYv8FX654PqZTk5oM6dpA6vfx8GUcey8EEp2QTq2qBgzuWBtHWxMUFcU/b5O6BQ/ECx7POHLtIYkpWVTS+fRq65zcfFbvdSMjK5fpQ0suqAt6EsXJa/dp6VxDam+DN28TOXbRncZONahpIz5+w92P+MQUJg7rI37Nh09ISEym5Y8/iB1PTkklLCKKlk0l60ny8/N59foNjRtJNp7/mMTERCpVqlTiPBnlwze3Mfy52FTRxdDw00Md5cXXYMM7srOzOXHqBM2auuLaWFx4rbR2BgSFMHn6b6ioKLN72zoaOEmPPZeWNRt3EhD8kEVzpuD8UQWrSCRizdY9JCansmv9PNTVVFFXUyU3L48ZSw4hJwcr5o6himnBg2TD7vMEhobx+/g+NHMp0Du67vGQQxe8aNvEnin/61CY47/7pBeX3EPp2aYO4wc2lXAAqek5bDrqzR2/CEwNtFgwrjXODuKbo9JwdbTkyLWHvE3JxM7m0zqtCYUiFm+9QtjrBBZM7EzDelbFzo+OS+avfVewqmzIb2O6FCqgvkMkErF40xGUlRX5bVxvDCoV/K0NDbXIy8vnxMVb1LK1okNr8eY5d7180dJUp2tHV1SU31/TPzAAgNYtnCV+N89fhpOfn08dB9sSf1OJSYnUd3Iscd7X9H+oOL52O787JxAanvivp5F+bams5y9eICEhkb59+ovZVVo7X4aHM/6X6RjoV2L1ssUYGxl91ufz8Qtg76HT9OjcHpcGDSWudcvjPtdueTFsQA+M9AseqHFxaew6fIHQZ5HMnjwUFUVV4uLS8PAL5ch5d7q0akijOjWIi0sj7FUcy7edp5a1Gf/r1ZyEhIIMqCseoRy84Ecr5+r0bVtXIjMqMTWLpbvdSUzNonfLGnRuUh1lJYVSfVZ1RXnk5CDoSQw1LcqeWpqbl8/OU17c9X/JkC4NsKlsUOx9E1PSWbzlLPn5Qqb81IH0tBzS03LE5py/eR+/4OeMGdgRkUCOuLi0wr/5uWsexMQmMmZwD7HvITkllZt379OmuQupKTnA+2vevOONuroahvrGErb5+T8EQF+v+N+GQCAgNjYOTU3tYud9bf+HiuJrsFNeXg59felpwfAdOgHZxrAk12/cwNzcHMd69Uqe/BHZ2dksXLoCNTVV/lqxHH39z1vGCwRC/t5zkCpmpowZPkRiPDc3j92HTmNT1Zy+3dsXHn8dE8fZa+60a96wcBMzIzObHUeuYG1hwvAfCnoL5OUL2HjgOpoaqkz/X6dCUbXnUfHsv+CLU80qjOjpIrECSEnP5s89HqRm5DDzpyZUL+OD/LZ/BCIR1LAsuwOIS0pn3f7bhL1OoE/bunRqWrx6a3RcMou2nCEtI5vfRnbB1FBy3+CWdzA7j16lYZ3qtG8mnusfFvmG3Ucu4uRgS/06dmJj+46dJ18goFfn1mLHs7KyuePhTTNXZ6ld34KCH6Kqqkq1qlbF2h4ZFUVeXh5VraoWO09G+SHTa/3OSUpOxv+BP61atPykvYBN23YQHhnJ7F+nfbYDgIJ6gPDIV/xvSH+xauB3nL1yi9j4REYM7i2237Dz0AWUlZT4sc/7VpH7TruRmpbJuCGdCwugjl32ITI6gbH9Wxf20c3OzWPzkbvoaqkxtm8TCfmH9MxcVuz1JCEli2mDXcrsAHJy8zlz5wn17EyoU9245BM+IOR5NHM2XiAmPpVpQ1vRp23dYv9Oj19GM3vdcbJz8pg/oScO1SVTNX0Cn7Jhzzkc7CyZPqq32OfNyMxi+aYDaGmqM2W0eFe2iKg3XL7hTpd2zanyUdcwN/d7ZGVn06W9uHN4x4OgIGrb15JI7/2YZ88LUk/tqn9aMoGMsvOvrgRu3rz5b95eBnD7zm2EQiGtW0n/z1scDwKDOHfpMgP79qGBk2PJJ5RARmYmuw8cpUZ1a5o2bigxnp6RyZHTl2lQtxb1HN7LmPg8eMz9wFCG9euEnk5B/PVp2Guu3vWna2tnrC0KMlJeRsVy+oY/rRrVpL69VeH5hy758zYhjdkj26OpLt4bWSQSseGoDzEJ6UwZ5IKdZfG9DaRxxesFaZm5/Ni1+Af4hwiFIi66P+LQJX/MDLWZOrQVpgZFr2JFIhFu3qHsOH4bAz0tZo7uKnUF4BfynFV/n8TawpRZ4/qKtcIUCIUsXrefmLhElvw2Sqx3gEgkYvu+46irqzK4TxeJe5+/fB0riyrUtJPsX5yQmEREZFSJneEAwsLCUFBQwNxcpvZbUXx34aD4FJlO+Yf4+vpiYmyCdbWyi+qdu3gZHR1thv04uFxsuX7LncSkZP747RepD8u7Xv6kZ2QypG83seMHT12nkq423du9lzE5dfUemupqDOzW/P2x636oqynzU8/38+KT07np/ZS2jeyoJUWW+XlUIqHh8fzYqQ4O1mXf0A169paTbo9pWNOMWtVKt1fyNiGNbcc9eRz2lob2Fozt16RYWeqUtEy2H7uFT9BL7KtXZtqwjoWrnHeIRCJOXb3HgdO3sKxixNxJA1BTfe/wBEIhG3efwM3jASMGdMHBTvz3cOzsVfyDQhk/vL9EDcBtDy+evQhjyviRUv9uN9xuAeDi3EBi7GOCgoOwtrZGSZYiWmF8d07AQKf8WyF+q4hEIoJDgqnvVL/MoaDs7Gw8vX1o17qlWIbI59hy/vINqltXpVYN6aEAN3cfqpgZY2ttWXjsbVwi3v6h9O/eujB8FJeYgk/AU3q0dyl80MUlpuId9JLurR3RUHv/8LvkHooI6NZSvBjqHXcDIlFWUqBpvbK/mb56m8rGY/epYqzNqJ5OJZ8A3PF7we4z3sjLyTG2bxOaOVUr9m9zL+A5fx+7RVZ2LkO6u9KtpaNEOCsrO5eNe8/j6R9Kk/oFvZJVVd7/zfLy81m7/Qh3fYIYMagzPds3FzvfL/ARew6foXnj+nRt30L82lnZbN99AJtqVnRo01LCPpFIxLlLV7CvWYNqVlbFfvaMjAxCHj5k0ICBxc6TUb58d04g8u3na+H8V3jz5g0JiYnUqV325kBe933Jzs6mVfNm5WLLw8dPCY+MYsqEUVLH38YmEPL4OYN/6CL2ULxy2wc5OWjf/H3++ZU7/gB0bP5e/fTS3WDk5KBj0/cyC+mZOdz0eYZr3aoYSBFVy8nNxyvkNc61zMrcICY5LZs1B++hqqzI1IEuqKoU/18tN0/AvvP3ueH9lFrVjBnXryn6ukWrbaakZbLr5F08HzyjmrkhEwe1xdxUcq/idUwCK7af4FV0PEN7t6ZnO/FN76zsHJZv2o9/8FOG9evEqMFdxVYrYRGvWLLubyzNzfhlzBAJh7T/6CniEhKZ/etkCeE5gICgYKJeveL3aVOK/fwAfv7+CAQCnBuWXEsgo/z47pyAhXHRqVLfG6GPHwNgX0uyk1RJ+D0IQENDg7q1HcrFFg8vX5SUlGglpdAIwNM3AJFIRJtmjcTPux+Ms2NNDD9ohOLu+whHB2uM9As6jYlEItz9n9LAoSoGeu9zth88fkVObj4dm4jLpL8jOj6d7Nz8MoeBImNSWHPQi4ysXGYNb1ZicVhUTBIbD98lKiaZbi3s6dfeUeoDFQqyp664B3Pkkjc5efkM6NyIHm2cCrWOCucJhZy77sOhc7dRUVZi7qQBhUqp73gdE8fSDft49SaWicN606Gl+Hf75Hk4c5dvRF1NlQW/TUBNVXwV7e51n2Onz9OxbUvspazeRCIR+w4dRltLi5bNShZtdLvthqaGJg720ldlMr4M350TkO0JvCc8Ihx5eXksLS1LnvwRMW9jqWxmKjUd8JNsiYzC0rwyamrSw3VPn4djUEkPE6P3G7Op6Rm8eRtPz07vY/yJKWm8jU8Wk0BISE4nKSUDB5uP9PBjklFSlMfSVHpWk6mBJnJyBc6gtDx4Es3m476oqyox+3/NsDItXtbBMzCM7cc9UVVR4tdhrXGsUbSY4qMXr9l5/A6R0QnUsTNneK9mVDGRtD0qOp6Ne8/zNOw1jeraMmZQJ/R0xF9+bnr4sWXvaZSUFFkwfQT17MU3dB8Eh7Jw1TZ0dTRZMutnDPXFNX+ePHvB8jWbsKtuzcRRw6Tae8fDE/+AIH6ZMA5V1eLDsElJSdy6fZse3bvL9gMqmG/OCcj6CZQf4RERmJmaovwJMf23sbFYWViUny2Rr3CsU/Qb4OPn4djZWIkde/qiQLHSocb7409evgaghvX7h+mziAJ54+ofNVOJepuMmaFOkW/dKsqKVDHUJuxNyY2I8vIFnLn9hHN3n2JlpssvAxqhp130CkAoFHL0agBnb4VgZ2XEL4NboKMlfX5qehb7znpwy+cxhnpaTP9fJ5xrS+4V5OULOHXFk2OXPFBVUWbqiJ40bVBLbF5mVg5b9p7i1r0HONhVY/rYAejr6Yhd5+L1u2zefRhzMxMWz5yEfiVxR/Y2No65S1ahp6vDwlnTUFGR/P1kZWezeftOqllZ0bVzxxK/v/MXL5CXl0fP7j1KnCujfPnmnICsvWT5ERUViYVF2VcBUNAbuGE5pIUCZGZlEZ+QiEUV6fILGZlZxMTG06mNeBOjFxGvkZOTo4aNRaF20PPwaBQV5Kn6QSvEsNdxKMjLY2n2UaP0hFQsTIpXtaxWRQ+v4Fc8Do+nhpVkeqhQKMIzKIpTtx4Tl5xJ07rm/NSlrlTBucLPk5XLpsN3CXjymtbO1RnW3VmqdLJIJOKWz2P2nfUgMyuXXm3r06d9A1Sk9GF4+CySrQcu8SomnmYN7flf33boaovvKQQ+es6G3SeIi09icK929O3WGoUPai2yc3JZvHoHpy/eokE9e36fPAINdXHH9Do6htmLVpCbm8fKRbPR0xV3IO/s3rh1O29jY1m/6k+JUNXH5OTkcOr0KRzrOWJlaVXsXBnlzzfnBD6XC/ciZE7g/4l5+xZHx097kCvIKyAQlq6hSUnk5xUI2KuqqEgdT00rCMfo6Wp/dDwDdVUV1NVUC51AemYWGupqhZXAUPCglleQEzsGoKOpRkp68eHB7s1seRaZyNJ/3DE10KS2tRE25pWITcwg7E0yz18lkpKeg6WJDr8OcaV2CbpAbxPSWLXnJjHxqQzv2Yh2LnZS5yUkp7P18E0CHkdiV9WUUX1bSDgxgJS0DPacuImbVxBG+jrMmdCf+rVtxOZkZGax+8hFrtz2wdRYn6Uzx2BvK16R+yI8ipUbdxP5Oob+PTvyY9+uEqG+oIehzF++FjlgybwZWJpLD12dOHOWC5evMrh/X+o4lBzfP3HqJLFxccyeOavEuTLKn+/OCXRp/Glvvv81UtPSyMjIwNiobBWs71BXVyMr69NXZGUhK7tAn0b9o/2CzOwc1NTEHUduXr5EExdFBQXy8wWIRCKx0IilqR53/F4UOIkimsQb6mmweFwrrnm/JORFLG5+4Vz1fgmAcSUN7KsaUr+mGQ1qmpaYZhvyLJp5my8iFIqYOaKd1LoEkUjEnftP2HXyDgKhkBF9mtO+SW0J+4RCEdfcH7D/tBvZObn06ehK385NJVYJPg8esXnvKZKS0+jdqQWDerUTmyMQCjl+9ir7j51HS0uDDctnYC3lbfya2x3WbPobU2MjFs+ZgZmp9N+Nj68fm7fvpKmrCyN++rHY7wMKfod79++jkXMj6juVXy9rGaXnu3MCMgqIjn4DgFkp9N2loaamRmZm+ToBEdL3et7d5+PslKysHLGCJ4C8vHwJuQklRXlEIsgXCMVWA1aV9bl67wlRMUlYmhUteaGoIE8nVxs6udqQmyfgVWwqxpU00FAr/V6K+4OX/H3CE31dDX79qQ2mhpLVv1nZuWw5fJN7Ac+pUc2U8QPbSK36jXoTx6b9F3jy8jUOtpaMHtgRc1PxVUJSShrbD5zF3ScIi8rGzJo0FNtq4rUOr97EsHbrPh49fUkzFycmjhiIdTVTsX213Nxcduw9zKnzl6lX2555v/2MlmYRPYqfPGXBshVUtbJk1q/TSiUjvm//PtLT0xk7anSJc2V8Gb45JyDbGC4fYmNjATAy+jRZY2MjQ95ER5eLLerqasjLy5GSkip1/J3eTH5+vthxJSVFcvPEj2moq5KaLu6cTAwK4tbhr+LENofr2VVGTUWJAxf9mDmibakK5pSVFKhWueTuWO8QCIQcvuLPhTuPqGNnxsT+zSSkKQBev01i5a6LvIlNZnDXxnRr7SgWrwfIFwg4fdWLIxfuoqaizORh3WjZqLaY3SKRCDfPB+w4eI6snByG9G5P784tUPpAs0cgEHDi/HX2Hz+PirIyv04cTqsmDSU+f1h4JEvXbCI8MoqeXTswZtjgIrV/vO/78sfiZejp6bJ0/lyJBkDSCAoO5sixo3Tt3IXq1SXlJmRUDN+cE5A1mi8fEhISATA0kGw3WBqsq1bF70EgeXl5n53Sp6ioiJGBATGxcVLHdf5fwyYlVTxVU1dHk6TkVESi9y8FZsb6pGdkkZqeibZmQS/jOnbmyMlBwONIMSegq6XGgE5O7D7tzR2/F7RoIB5L/1zSM3PYcOgOwc+iadfYjqnDWpGUlCkx737wSzbsv4aiogJzx/Wgtq1krD0qOp6/dp/hRWQMrk41GTWgg8TGb1xCMpv2nMQv6Ak1bCyYNPwHLCqLh23CIl+zdus+nr2MwLVhPSaMGECljzZ3BQIhJ89dYvf+I2hqarBk7gyc6xetMHvp6nVWrluPddWqLF80v1QtJDMyMli0dDEmJiZMnjipxPkyvhzfnBP4XGSyEQXEJ8QjLy+Prm7J7QmlYV2tKvn5+YRHRlHd+vM32k2MjYiOiZU6pqNdUOCVnCq+yquko01uXj7pGe9fCiobF4R1XsckoG1T4AS0NNSwsTDmQWgEfTuKV6O2cbbFMyCM/Rd8qV3djEo66p/9WQCehMey5ag7iSmZjOrdmFbO1SUygEQiEWdu+HPg/D2szY2Y9r9OGOppScy5csef3cevo6KsxIzRfWjsVENyzm0fdh2+gFAoZNSgbnRp6yq2ksjLz+fIqcscPn0JTQ11Zv0ykqaNnCTe/l+GRzF74RpCnzzH1bk+UyaMkujq9g6BQMDeg4fZc+AQ9R3rsXDOLDQ0Sv7+RCIR69b/xdu3b9m0fgPq6uXzncv4NL47JyArFisgITERXR3dEqV9i8LOtmD5HvLwUbk4AfPKpty444FAIJTI21f7/wygmNh4sePGhgUP/IhXbzHWL4iJW1UpePN9/OKVWLtE59rVOHD+Hs/CY8RWA/Lycozs3Zg5Gy+waPsVxvZtgp3Vp4XIADKzczly+QHXvJ5goKvBnNEdsLWUXG0JhSL2nHbn4p1AmjhWZ9zANhJppbl5+Ww5cJFbXsE42ldj4tCuVNIRdxJp6Zls2H2ce34PqVPTmknD+2BiJC4fERH1hpWb/uFFeBStmjozZmjfwtXVO/Lz8zl2+gL7jpxAVVWVmVMm0Kq5a5Ehsti4eJasWEVgcAgd2rZh+s8TS70iPHr8GJeuXGb4T8Oo7VC75BNkfFG+OyeQmZ1f8qTvgKSkRPRKsWwvisqmppiZmuDj50ev7l0/256adtU5d/k6EVGvqGYlXoQmJyeHtZU5L8KjxI7XsCmYF/joBe2bFTgBAz1tbCxNuev7kF4d3ktQdGham/O3A9l3zpMFE3uJPdwqG+kwc0Q71h+8zYKtl2nZwIYBnZzQ1ij9qjE3Lx+PgDBOXA8kKTWTDq416N/BEVUpmkP5AgGbD93kru8TurSoy9AeTSWyf1LSMli+5TiPX75iQNdm9O3cTGLOw6dhrNp6iKSUNP7Xvws9OjQV24wVCoWcueTG7sOnUVdTZc7UMTRxlgzrPHsRxuqN23kRFkHblq6MHvaj1Pz/d9z1vMfKtevJzcvj92lT6NC2dakFCN1u3WLj5k20bN6C4T8NK9U5Mr4s350TaN9QplMOkJSUjJ7upzsBOTk5nBvU5/LV6+Tk5n62kqhDrYJ8+YehTyScAED1ahacv3oHgUBQmL9eSVcbUyN9gh69oP0HmkItGtVm59GrRLyOLWwqr6aqTL+Ozvx97BZegS9oXE88/m9raciqqT04eSOIS+6P8H0USWtnWxxrVMHG3EBqVbFAICQ6PpW7/i9wu/+M9MxcLE31+HlwC6pbSN9rycrOZfU/lwl8HMmgLi70bCup4BoVHc+STUdISknn11G9ca0v3klMKBRy4uJt9p+4grFhJVbMHi+R+ROfmMzqzf8QEPKERvVr88voIRJhndzcXPYdOcnRU+fR1dFm3m+/0Lt7myKTK5JTUti4dTvX3W5ja2PN3N9nYF5EgZ80gkOCWbRkMQ729sydPadU2UMyvjzfnBOQZQeVD0nJSZiZfVp66DtcGjbg9LkLPAgIxMVZsglMWTAxMkS/kh4BwY/o1qmdxLhNVQty8/IIi3yNTdX3TsLerio+Dx6Rl59fmAHTtEEt/jl+nYu3fBk3uHPh3DYutbjp9Ygth25QSUcDu6rin19VRYlBnevTvL41By/6ceHOQ87eCkFNRQkDPQ0q6WigoqyIgrwc0XGpvI5NJi9fiLy8HA1qmdPBtQY1qhoX+VackpbJgs2nCXsVx9gBrWnjIincF/bqLfPWHkBRQZ5FU4dgW1X8IZuXn8/6nce5de8BzZzrMHF4H4n6iaCHT1my7m9ycnOZPGowHVs3kbApIuoVS1ZtICwiio5tWjJ6+KAiUz9FIhG37rrz16atpGdkMGzIIAb371umhIDHT54wY+bvGBkbsWzxUlSKKAyUUfF8c05AJhtRPqSkpKCr82mbwu9wqlcPPT1dTp49/9lOQE5ODuf69bjt7kVuXh7KHz1g6toXrBT8g0LFnECTBrW5ftcXv6Anhb2FdbU16NDcict3/Oja2rkwh15BQZ5fR3Rm/sZTLNl6ljnjemBrJVmwVcVYlxnD25CRlUvI82gevogmMSWT5LQs4hLzyRcIMNbXor1rDcyN9bC3NilW9hkKKoCbWuhjAAAgAElEQVSX/32e12+TmP6/zjR0kOyhG/E6lj/WHkBFWZFFU3/E1FB8pZaVncOyjft4EPKMIb070K9bK4mH+/mrt9m65yhmJkbMnToG88rin08kEnHpmhubd+xFTU21xMyf2Lg4/tq0FQ8vb+yqV2fN1J9L7BP8Md4+PsyZNxcdHR3Wrlz9yckIMr4M35wTkPH55OXlkZGRgY5O0XHf0qCsrETv7t3YuWcfL8PDS2waUhKuzvW5dM2NwJBHNHSsKzZWSU8HK3MzAkIe06/H+z7C9eyro6ejiZunf6ETAOjXpSm3vILZd+oms8b3Kzyur6vJ/Im9+GPjKRZvPcvsMd0kVgTv0FBTplFtSxrV/rwq8ydh0az+5zLZOXnMHtMNeyl9f1/HJDD/r4MoKiqwaMoQCQeQlp7JH6t38iLiDT+P+IG2zcSdbn6+gG17j3L+6h0aOjrw26T/Sej+ZGRmsnbTDm57eOFU14EZP48rMp1TIBBw6tx5du7Zj1AoZOyI4fzQu2eJOkAfc+nyJZavXEG1qtVY+eefGOiXvT2njC+LLCj3HZKSmgKAtnbRPWtLS/cunVBVUeHgkeOffS3HOg6oqqhwz9tP6ng9hxqEPH5Odk5u4TFFRQXatWiAT0AoqekZhcd1tDTo08mV+0HPePDwhdh19HU1mT+hJ9qaaszfeIqjl7wlis7KA5FIxKU7gfyx4RTKigpsmDdEqgOIT0rlj3UHEIlg4ZTBmBqJVy9nZmUzZ8XfhEfFMGvSjxIOIDc3jwUrN3P+6h36dG3LH7+Okyr8NmH6HO7e82HEjwNY9sfvRTqAN9ExTJo2g41b/6a2fS3+2baJAX37lMkBCIVCdu/5hyXLl+FYz5GNf62XOYCvFJkT+A7J+P+HpZaWVgkzS0ZHW5te3bty3e0WT589/6xrqagoU79ebXz8AsQKwN7h7ORAXl4+foGPxI736NCU/HwB5695ih3v2tqZyib6bNp3gcRk8b0iAz0tlv7yA43qWnPsyn2m/XmIgNAIqff9FOKS0ljzz2V2nbxLvZoWLJ/WDxtLSb2dzKwclm4+SmZ2DvN/HkgVE/EHZX6+gOWb9hP+KobZk4fSyFF8HyEvP58la7fjG/iIyaMGM3JIH4lK40dPnvHzb3+QlpbOqkVzGNCne5GbshcuX2fkhElERL1izm/T+XPRfExNJENmxZGalsbvs2exc/cuOrTvwMrlf6KhUXy4TMa/x3fnBB5HlqwN/18nI7PACWiol89/zMED+qGjo83mv3d+9kO0gVNd3sbFE/X6jcRY7Zq2aGtp4O7tL3bc2soMFyd7zl7zIDPrfR2IspIi00b2IiMrh8WbjhQK0b1DW1ONX4Z2YM647gAs2XaOX1ce5op7MJnZuXwKSakZ7Dp5h8mL9+EbEsbgro2ZMaILmuqS6aZ5efks33qcyNdxTB/Vu7DG4R0ikYgte0/xIOQZE37qRf064oqjAoGAP9fvxOdBCJNGDpKQ2gbw9n3AjLlL0FBX568/F1DbXnoXtazsbJavXseM2YuoZlWVnZs30LZVyzL3nn7y9AkjRo/E574PUyb/zJyZs2RNYr5yZHsC3yEZGQXSBeX1dqapocGwwYP4a3PBBmLTxi6ffK0G9Qr6Hd/3D5ToL6CoqEDjBnW54+VPbm4eyh+oYfbv3hov/4ecv+5Jv26tC49XrWLM9FG9WLr5KCu3n2Tm+H4SktJ17SxY/dtAbvs85tq9h+w4fpt9Zz2pY2eOvbUZtWwqY2GmL/GG/Y6E5HSCnkQR+DgS34dh5OULaOVckz4dGkpUAL9DKBSxfs85gp+E8/Ow7jjZW0vMOXX5Dlfv3Kdv11a0byFe6SwSiVi9ZS8ePgGMGdqXzm0lez3fdvdi2dpNVLOyYMncGUXm/r9684Y58xcTERXFmBFD6du7bKGfd/YcP3mCLVu3oqurw8a/NsjaRH4jfHNOQJYi+vnk5BS8LZdnml63zh05c/4i6zZuxqFmTXSLKTYqDhNjQ8yrmOHjF0if7p0lxpu51OeKmyf3A0Jo4vy+F4KNVRUa1q3JiYu36NDCWawitr6DDeMGd2bTvgus3nGK6aN6STzklJUUadfEgbau9ryIiuWm1yOCnkRxP/hl4Rx9XU30tDXQ0lQlOyePjMwc0jKzSUopWFnpaKnT1MmWHm2cpKp/fsjBs7dw933Ej71a0dJFsmr28fMI9hy7TJMGtRnSu73E+Inz13Bz92Fov2707NxaYtw/MJjl6zZR09aGxXN/RaMIaYbHT57y+7wFCIVCVi5ZSKcOzcv8fygtLY1lK5Zz5+5dXBu7MvO339GTZQB9M3xzTkDG5yMQCAA+WTJCGoqKisyeMY3xU6azZOVq/lw0/5OLgVwaOHLq/GUys7Ik1CjrOdihp6vNjbveYk4AYHj/Tkycs44Dp68xfmgvsbG2TeqRlZ3LrmPXmLtmP9NG9sJAT3JjXE5ODhsLY2wsCkIzCcnpPHrxmpi4FN4mpJKcmkFyaiZqKkoYG+hgrWZEFRM96tawwMJUv1Thk/M373PisiftmtajV/vGEuMZmVms3HoIg0o6TPpfH4nvMeTxc3YfOkPTRk4M6NVJ4vznL8NZsHwd5pXNWDR7epEO4L6fP3MXLkFXV5cVixdgUUSTmOIIfRzKvAXziY2NZeL4CfTv26/MISQZ/y7fnBOQ1Ql8Pvn/7wTKq0n8O6rbWDNx7CjWbtjMwaPHGTKgX8knSaFRfUeOnb6Af2AITV3EM2EUFBRo6dqQc1dukZaegZbm+5CWuZkxnVu7cPHGPbq0boxlFfENzW5tnNHV1mDz/otMXbyDn4d3p75D8cqh+rqaNKsvvfvXp3Dyiif7TrnRqJ4dowd2lHhgikQiNu85RXxiCn/OGiuR5ZOcmsbyv3ZgYqTPL2OGSJwfn5jE3CWr0FBXY+m839DUlB7y8/T24Y/FS7EwN2fFogXo6xfdT0EaAoGAvfv38c+ePegb6LNp/QYc7B3KdA0ZXweyjeHvkXLKgJFG986daN2iObv27uee9/1PuoZ9TVs01NXx9n0gdbx1s0bkCwTc9fKXGBvYsy3q6qps2nNKavvLZg3tWTXzf+jrarF44xF2Hb0mpkL6pRCJRGw7cIV9p9xo1tCeX0f1lhp3v+sdyB3vQAb3akcNG8n6hE07D5OSlsHMn0dJOAihUMjyNZtIz8hg8dwZGBTxYA9++Ig/Fi+jmlVV1v65tMwOID09nd9m/c7O3bto3boV/+zcLXMA3zDfnROoYfHpejn/FVRVCx4e2dnl//CTk5Pj1ymTsalWlYXLVxARFVXySR+hqKiIUz0HfB8ESc02sraqQhUzY257+kqMaWtqMGpQN0KfhXPmyl2p169sos/y34bRobkT5918GDd3M6even2RWgGAjMxs1u85x76TbrRrWo+fh3eXqkUUn5jMln2nsa1mTp/OLSTGvXwDcff2Z1CfzthUldTAOnH2EoEhj5gw8iep+ktQsAk8e8FijI0MWbFkAdplTBOOehXFmPFjue/ry/Sp0/hjzrwyX0PG18V35wRkFLSGBL5Yj2A1VVWWzJ+LsrISC5f+SU5u2dMtGzrWJT4hkfDIVxJjcnJytGzSkODQZ8TGJ0qMt3J1opFjLfaduELE6xip11dRVmLsoE6smT2S6lXN2HPyBuPnbubg2dtEx0pe81O59+Axk+Zv5Y53CMP7tmHc4M5Ss4yEQiHrdhwjLy+faaMHSITqMrOy2bTrCFbmZvzQTVJbKSw8kt37j+DqXJ8ObSQdCEB6RgYz5y0EYPnCP9ApY7HgfV9fRo8bS3JyCmtXraFn9x5lOl/G14nMCXyHvGv8kf5BhW15Y2hgwO9Tp/AiLJzN23eU+fwGjgWpor4PgqSOt2nWqKCVoruPxJicnFyhsNq6v48WboRLw6qKMfMmDWTBL4MxNzPk+CV3xs/bwswVe7hyx5/YhJQy256XL+B+0FMWbzzMim0n0NPRZMXM4YwY0K7ITdNz1zwIfPScUYO6YWYiWVl74PgFEpKSmTx6sFirSChQM125fisaGur8Mn5kkfdYs34Tr9+8YeGcmVSpXHr1T4AbN28wfcavGBoY8Pe2bTg5OpZ8koxvgm9uY1jG5/OufD8uXno7x/KicaOG9O/TmyMnTlK3tgOtWzQv9bmGBvpUMTMl6GEofXt2kRg3MTLAzsYKD58AJo7qKzGuq63J2B97sGLzQc5ccae3lPDKh9SpYUWdGlYkJKXi5hXMbe8Qth68BEBlY33sbS2oYmKAmXElzIwqoaqijJKiAkpKiqRlZBEbn0xMfDJPw17j4RdKekYWWhpqDO3dmu5tGkkN/7wj4nUMe45dxrleTYl6AIDX0bGcvexG+5aNqVldMqnh6s3bPHsZzqxpE4usBbjt7sHN23f439Ah1KtTtkYut+/eYeHixTg42LNy+QpZJ7D/GN+dE5BtDEOlSpVQVlYmJkZ6qKQ8GTV8KA9DQ1n11waqW1uXSX++tn0N3O/5IBQKpaabNnF2ZNfBU8S8jUdBXrLmoWnDOtx2DGD/yavY2Vhgbyup3Pkx+nra/NCpCX06uvIqJoGARy958OgFnn6hpGeW3JVORVkJ57q2NHe2p16taiUWXWXn5LJm2xHU1VSYOLyP1Lf4nQdOoqSkyND+3SXGMrOy+OfgMWrZVadlU8l0UyjoA7Bu4xZsbawZ1O+HEj/Dh/j6+TF/4QJq1qwhcwD/Uf4VJ3Du3Dm2bNlCfn4+P/30E4MHD/43zPhukZOTw8TYhOjo6C9+L0VFRebNnMGIcZNYv2UbK5csLPW59jVsuXTNjajXb7CUksPu2rAeuw6e4paHH22auUqMy8nJMXnED8xYvJnFf+1h9dyJUkMt0pCTk8Pc1ABzUwO6tXFGJBKRmp7J67eJxMQlkZubR25ePnn5AjTUVDAx1MNIXxdDfR2JiuSiEAqFrPv7KGFR0cz7ZRh6OpIbrAEhj7nnG8jwgT0lGsIDHD15jsSkZP74fUqRYaCNW/8mLT2dVUsXlak25Omzp8ycM6sgjVTmAP6zVLgTePv2LWvXruXkyZMoKyszYMAAGjVqhI1N8fna75BVDJcPFhbmhIWHVci9jAwNGdy/L1t37ibkUSgOtWqWfBJga13w5v7iZYRUJ1DZ1IgqZsbc8w2S6gSgIFto/rQRTF2wgaUb97Fq7gRUVcreBU1OTg4dLQ10tDSoZVM+3el2H7mIh28w/+vfhQZ1JTV9hEIhuw6ewsigEj07SVYFJyWncOLcJVo0caGWXXWp9wh5FMp1t1sMHTQA62olr4TekZKSwqw5c9DS1GT1ylWyDKD/MBXuBDw9PXFxcSlsLNGhQwcuX77MxIkTS3W+rFisfKhhVwMPT08yMzMr5A2vR7cuHD5+kj37D7Jy6aJSnVOlshkKCgqERRadZlrX3g43dx/y8wUoFvEGbmJYieljBzJ/9S42/XOSqaP7/+tVrWeveXD6yl26tnWlZ0dJ3R8AN/f7PHsZyfTxw8R0kt5x5OQ5cnNz+WmQ9BCPSCRi287dVNLTY2AZwkAikYhFSxeTkJjA5g0bZRLQ/3EqPDsoNjYWQ8P3/VeNjIx4+/Zthd3fPfjLh0C+BexsbRGJRDx99rRC7qemqsqAvn247/+AkEehpTpHSUkR88qmUtNE31HX3pbMrGyehUUUey0nB1sG92rHrXsP2HXkAkIphWQVgUgk4sKNe+w4eI7G9e0ZOaibVIeUmZXNzoMnsbOxolVTya5t8QmJnLt8jbYtm2Fe2Uzqvbzv+xL88BE/DR6ImqqkimlRnDx9Ci9vbyaOG0/NGqVbtcn4dqnwlYBQKBT70YtEogp9K+vgYoWh4b+/tP23bWjapAEAYeHPaSdFgfId5WnniGH9OHL8BMdOnqRVi+WlOsfWxorQJy+KtKNlU0eWroOIV69o7lpX6px3jB/enezcHI6fv41AKOD3iYOKzdopb3Jy89h+8Aznr92jibMDS34biaqq9NDUuq3nSE5JY+2SaRgbS+4F7DpwCKFAyM/jfpT63YhEIvYcOIh5ZTN+GtIHJaXS/VePjIxiy7atNG/WhDGjf/rXV0zF8W//HyotX7udFe4ETExM8PV9X+kZFxeHkZFRhd0/IyPnX983+Dr2LpSwsrLirrsXvXpIDxV8CTt7devKrn0H8L4fXKp2lAb6BryO9iQ6OqmITU15jA0rERjynI6tSrZ1aJ9OKCoocvjMDVJTM5kyql+5ayhJ421cIqu3HyL0WST9u7dhUM+2pKXlkJaWIzE3POo1B09cpkOrJhjrG0n8DRKTkjlx5jJtWjZFWUlD6t/oruc9Qp884/dpU0hOLl34VCgUMnveQhQUFJgyeSrx8emf9mErgK/j/1DJfA12ysvLoa+vWeR4hTsBV1dXNmzYQGJiImpqaly9epVFi0oXIwbZxnB5Ut/RiQuXLpKXl1dhjT96dOvCwaPHOXL8JDOnTy1xfmVTE4RCITGxcVQxk94L2NbGkhfhpZOnkJOTY3Cv9igrKbH3+GWSUtL434AuWFuWrXiqtCQkpXL8ghtXbvmgpKTI7MlDxXohf4xIJGLTriNoqKsxbID0itzjZy6Qn5/PwB+kjwuFQv7Zf5Aqlc1o27plqW09e+4cPvd9+f3XGWIhWxn/bSrcCRgbGzNlyhSGDh1KXl4eP/zwA3Xq1Cn1+bKN4fLDydGRE6dO8vDRQ+rVrVch99TR1qZj+7ZcuHyFyePGFlYvF0VlswIl0NdvYop0AjVsrPDwCiA7J7fUmT99u7ZCW0uDf45e5Jc/1tPK1Ykf+3TAUP/zdfAFAgGPn0fi7hPElds+CIRC2jStz/jh3VGUK96+63e8CAl9xqSRg8R6IrwjOSWVc5ev07JpYyqbSm/76HHPixcvw5g1fWqpm8PEJ8SzedsWXBs3oktnyeI8Gf9d/pU6gW7dutGtW7d/49YyPqC+U30UFBS45+VVYU4AoFXzZpw+d4H7fv60bC7ZEvFDzEwKdP2jY2KLnGNdtQpCkYhXb95KFVYrig4tnGnSoDYnLt7izBV33Dz9qWFjQe0a1tSpaU0VU0N0tDUlZBo+RCgUEp+YwquYOF5Hx/H0ZRR+QU9Iy8hEQUGelo0dGdC9DSZG+iWuVF9Hx7Jl9xEcatjQsXUTqXOOnb5ATk4ug/v1kjouEonYf/gYlc1Mad2q+CrpD9mxcye5ubnMnzvrq94HkFH+fHcVwzLeo6mpSb26dfG8d49xY8ZW2H3ta9VEW1sbDy/vEp2Aro42qqoqvIkpOoPMplrBg/9lRFSZnACApoYaP/XtRKdWLtz1CeSe30NOXLzNsfNuhXO0NNTR1FBDXl4OObmCf1nZOWRmZZOVnSumdKqlqU79OnY4O9bEycFWQu65KHLz8li+fgcKCgrMmDhcaoV0UnIKZy9epVWzxhKtN98REBTMk2fPmDppQqlXAc9fvODCpYv0+6EvlpYWspDqd8Z35wRkshHiuDZ2ZcOmjbyJfoOZqfRUw/JGUUGBxs4N8PTyIT8/v9gqVjk5OcxMjIkuxglYVDZBVUWF52FRtG/5aTYZGejRp3NL+nRuSWZWDo9fRBAbn0RyShpJKelkZGYhFAoRCkWIEKGqooKGuirqaqoYVNKhsokhVUwM0dXR/KQ36Z0HTvI8LIo/po/F0EC6vv+x0+fJzctlSP/eRV7n0LET6Onq0qGtZHGZNEQiERs3b0JTU5OffhxaZrtlfPt8c05AtjFcvrg2bsyGTRvx8PSkb5+y6cp8Dk1cXLhy/SbBDx/hWLf4PaEqZqY8DwsvclxeXh6bahY8fV70nLKgrqaCk4NtuVyrNLi5+3D28i16dmqNSwPpaa6xcfGcvnCVNi2aFlkX8PTZc3x8/Rg5bGip+0ffdLuJr58vUyb/jHYZpaVl/DeQSUl/55hXMcfK0hJ3D48KvW/DBk4oKyvj7nmvxLmW5pWJeRtLTk7RfQlq2VbjeXjkJ/Uu+DfxC3zE2m37cKhhw4jBRb/h/3PwOADDBkkqpr5j/5GjaGho0LNb6TZ209PTWb9pI3a2dvTs0bNshsv4z/DNrQQ+NzvI1lyH3wfXL0eLvn2aNmnKoSOHSU1LqzCNGDVVVeo71sX9njcTx44uNoRiaV4FoVDEqzfRWFeVbLkIULN6VQQCIc9eROBQU7qOzteGX+AjFqzagrmZCXOnjSlS9uJFWATXb92lb8+uGBlKl3CIiIzirsc9Bvfvh6aG9L7CH7Nn314SExP5c8myCqmVkPF18t2tBGTtJSVp4uqKQCDgvu+n9QT+VJq5NuZtbCxPnj0vdl5Vq4LN3mcviha8q2Vnjby8PL6Bj8rVxi/FPd9A5q8scABLZ/+Mtpb0Yh6RSMSmHXvQ1NRgQJ+iM+r2HjyMiooKP/SUlJuWxpvoNxw/eYKO7TtQo4akeJ2M74fvzgnIkKRWzVpoaWnh7e1dofdt5uqKoqIibrel9wJ+RxUzU7Q0NXj05FmRc7S1NKlTqzruXv5S+xJ/LQiFQk5euM7iNduxtqzC8rm/SK0HeIfbHU+CHz5m5I8D0NKUPi8iMoqbt+/Qq3tXdItoKvMx27ZvR15enlEjRn7S55Dx3+GbCwfJNobLHwUFBZwbOnPP2wuBQFBhoQEtLU0aODniducuY0YMk5oWCQUbvzVsbQgtxgkANHOpz4YdBwmPfE1VS0np6X+buPgk5izbxIPgxzRuUJfpE4ahrla0sFtGZibb/jmAXfVqdGzbssh5+w8fRUVZmf69pdcOfEzIwxBuuN1k2NCfKlSyRcbXiWwlIAOA5k2bkpSURMjDkAq9b+sWzYmNiyPkUfFhHPuadoRHviIpueiev64N6yIvL88VN8/yNvOzEAgEXHHzpP/I33n09CWTRw1m7rQxxToAgI3b/yE5JYVJo6XXDQBEREVx49ZtunftXKpVgEAg4K8N69GvVIlBAwZ+0ueR8d9C5gRkAODc0BkFeQW8Kjok1KQxysrK3L5bfHaSS4OCxub3fPyKnKOro03b5i5cvHGXhMTkcrXzUxAIhdy8682YaQtZt20fVuZmbFw2i05tmpZYS3DjtjvXb7kzuG8v7KpbFzlv5559qKqqMKhv6dJ7z5w7S+jjx0wYP0HWKUwG8A2Gg2TZQV8GLS0tatd2wMvbmzGjRlfYfdVUVWlY34k7HveKzRKqZmWBmYkxd+/50Ll90YVQA3p15PodL/YfP8/Po4d8KbOLJTk1jZt3vbl4/S6vo2OpZlmFedPH0q1jk1Ipc0bHvGX91t3Y17QtUh4CIPTJE+64ezL8x8GlWgWkpaXx984d1Hdyol2btmX6TDL+u3xzTuBzkWUHFY1LIxe2bt9GfEJ8hXaTat6kMR73vHgU+hj7IlpPysnJ0dSlISfOXSI5JRVdHemFTabGhvTq3JoT569Tu2Z1Wjdr9CVNLyQ7Jxe/wIfc8vDFyzeQfIEAOxsrZv0yiibO9ZCXly9VJXFubi5LVm9ATk6OmVMmFLk/U9A17B90dXTo20u6mujH7D94gLS0NCaOnyjTB5JRyHfnBGQUjXPDhmzdvg0/P386tG9fYfdt2rgxqqpbOH/5SpFOAKBD2xYcPX2esxevMnRg0eGPof268+xlJKs370FeXp6WTSQ7c5UHGZlZ3A8IwcM7gPsBIeTk5KKjrUnX9i3o0NoVK/OyyVMLBEJW/LWVJ89eMv/3KRgbFS3nfPuuBwFBwUyZOL5UYZ3Xb95w9PgxOrTvQPVS9vOW8X0gcwIyCrGxtkFHWwdfP98KdQIaGuq0a9WSqzfdGD9qJFpF5MxbVKmMS0Mnzl66Rr/e3VAtQhpBWVmJBTPGM/fPTazcuBs5OTlauDYoF1uTklPx8gvC834AAcGPyRcI0NMt2Ito2siR2jWrf1J2lVAoZM2m7dz28GLUTwNp4lK048rKzmbT9h1YV6tKl04dSnX9zVs3o6CgwNgKDPXJ+DaQOQEZhcjLy1O/vhO+fn4VnmvfvUsnzl26zOVr1+nbu2gJg349uzJ19kKu3LhNj85FOypVVRUW/jaeucs2snz9Tnz8gxnQqxPmlaVr8BeFQCgkLOIV/kGh+PgH8+jpS0QiESZG+nTv2JLGDetR07YaCkVk75QGoVDIhu27uXrzDkMH9KFfr+Jl1vcdPExcfDzzZs4olVKo/4MH3L5zh5H/GyFrFiNDApkTkCFGg/oNuOnmRnhEBEZGtSvsvtVtrKnjYM/h4yfp1rkjqkU0RneoZUftWjXYe+g4LZu6oFOM6JmaqiqLZ03m0MmLnLl0EzeP+9SuWZ1WTRtiU9USS3NTsV4BIpGI2PhEIl9FE/HqDQ8fvyDk8TPSMwoSEapZVWFwn840bliPqhaVyyWunpOTy9rNf3Pjtgf9e3crViEUCjaDDx8/Saf2baltX6vE6+fl5bFm3RpMjE0Y2H/AZ9sr47/Hd+cEZFLSxePc0BkAbx9vnBtWnBMAGDnsRyZP/51T584zsIiURzk5OSaNHsa4abPZ/s9Bfp1cfB8EVRVlhg/sSa8ubTh7+Ra3PO7z1/YDACgqKqKno4VAKEQgEJCdkysmUmdmYkjTRk7UrmVL3Vq26Ff6/K5jHxL56jWLV64nLCKK4YP7MfCHHsU6lpycHJauXIuBvj4Txowq1T1OnDpJeEQEfy5dXmplURnfF9+dE5BRPCbGxlhZWeHl7c2kCRUrKVDHwYGG9Z04fPwkPbt1Ra2I1UBVKwv69erKoeNncGnoRO/ubUq8tq62FkP7dWPID12IfhvPs7AInr+MJCU1HUVFBeTl5VFRVqaKmTEWVUyxqGxSpJ7P5yISibh+6y7rt+1GRVmZpX/8RkNH6RLSH7J91z9EvXrF6mWLSyUSl5KSwj9799DIuRFNXF3Lw3QZ/0G+OScgk4348jRu5MKxE8dJSUkFKjaVcOigAUyaNoPDx04w/MfBRc77sX8f/N5TvCQAABmBSURBVAKCWfHXFqrbmGNiKL3/8MfIy8tT2dSIyqZGtHT9MllDxRH69Dk79hwi6GEote1rMGvqRAz0pTeR+ZCrN9w4ceYcfXp0o75j6VqBbtm2lazMLCaMHfe5Zsv4D/PNOQFZo/kvT/u27Th05DD7Dhyif99BFXrv2va1aNuqBQePHqNtq5aYF9FGUUlJkYWzpjFl5gImTZ/PqsXzsCxjSmZFEhH1ij//OsN1Nw90dbSZOHoYXTu0RUGh5A3lh49CWbnuL+rVqc24USNKdT//Bw84f/ECgwYMpFo12e9dRtHIib5myUUpJCSkf/MrgW/Bzjl/zMPHx5vDBw5RqVLJb6rlSUJiEkNHjaWGbXVWLV1UbJz8TfRbps5egLycPH8unFVk161/A4FAwL37/py5cJWA4IeoqanyQ/fO/NCzC+pqpes9HPM2lnE/T0VNTY0tf60udiP8HTk5Ofw0YjhCoZC9u/4pcpNdGt/CbxNkdpYFeXk59PWLDm1+c05gxOKr3/xK4Gv4YZREZFQUPw4bShNXVxYvWFSkgNmX4vS5C6zbtIXpP0+ka6eOxc5NTI5nzM9zyM3L4+exI2jd/N+LfwuFQh49fsptT2/ueHiTmJSMkaEBXTu0YciAbgjyS/89JiYlMfX32cTFxbN53WosLcxLdd7W7dvYf/AAa1etpmGDsoW8voXfJsjsLAslOYFvLhz0uciyg0qHhbk5M6b9wrIVq9m8dQsTx0+o0Pt369wR93te/LV5G9VtbLCrXnSVq131qmxcuYilazaxbM1G7vsHMHHUMDQ0KkYgLSs7m4Cgh3j7BeB135+ExCSUlJRwdqpL+9bNadTAEQUFBSrplf6BEB0Tw/RZc4lPSGTZgnmldgAhDx9y8PAhunTuXGYHIOP75LtzAjJKz09DB/P0WRiHjx5BSUmJYUN/qrA0QwUFBebMmM7oSb8wb9FStm9cV2woxNjIkDVL5nLg6CkOHDuFt18Afbp1omeXDuXuDIRCIS/DI/EPDMY/MISgh4/Jy8tDVVWF+vXq0Ny1ES4NHUsd8vmYl2Hh/Dp7Hrm5uaxZtrhYKY0PycnJYenyZRgYGDBp/MRPureM749vLhwk2xOoOAwNtYiJSWb5ij+5dOUyRoaG9OrZi04dO1aYwNzjJ0+ZNH0Gte3tWb5wPsrKSlLt/PD7fPr8JfuOnMTrvj8a6uq0btGE1s0aU9Pu0yQdcvPyeP4ynIehTwh59ISQ0CekphWogVqaV6Z+vTo0alAPh1o1UFaStK8oO6Xh6x/A/KXLUFVRYeWSRVS1kt5TWRp/bVjPsRPHPykMVBYbvwZkdpae/9yegMwJVBwf2vkgIICdu3cREBgAgImxCba21bGtbot1tWpUtaqKqanpF+lKduX6DZatWksz18b8Mft3CamEor7PZy/COHziLD7+AWRn56CpoY5T3dpUs7LAxNgQU2MjtLQ0kUMO5CA/X0BiUhLxCUnEJSQSGfWKl+GRRL56g1AoBMDM1BiHmnY41nGgXh17DCqVXpW2uL97Xl4eO/fs48iJU1iYV2H5wvmYmhiX+tput24xd/48+vTqzZSffyn1eWWx8WtCZmfpkTmBr5Bv2c6IiAjcPT14+uwZT589JSoqqnBMRUUF2+q2NHZxoXEjF2xsbMpNsvjYqTNs2vY3zZu6MmfGr2IrgpK+z/T0DPyDQvDxC8A/MIS4+IRS3dPQQB9rKwuqVbXEppoVDjXt0CtlD1+p1yvCzoioKJb8uYqnz1/QvUsnxo8aUaaMnoiICEaNG4OVpRUb/1qPsrJyudv4tSGzs/TInMBXyH/JzszMTMIjwnkZFkZYWBgBgYE8efoEACMjIwb2H0DXzl1Q+8T4+IccO3maTdt30NDJkQVzZhZKKJf1+8zJySUmNo7omLdkZmYhouD3JC8vTyU9PQz09aikp1tkxfKn8rGdGRmZ7D9ylOOnTqOmps6MKZNp2tilTNdMT09n9LixpKalsnP73xgblX71UBobv1Zkdpae/5wT+NwU0a+hs9jX8MMoDZ9qZ0JCAt4+Ply4dIHAoCC0tbXp1aMn/X7oi47Op79JA1y6eo2V6zZgaWHO0vlzMTUx+ea+z3yBgCvXbrBjz16SkpLp0LY1o4cPQ78UlcMfkpeXx/TffiUgMJB1q9fiWK90lcSlsfFrR2Zn6fnPOQHZSqDiKA87g4KDOXTkMO4e7ujo6DD1lym0btnqs675bvMUYPK4sQzq361UbRv/bdQ1FNh34BTHTp0h5u1bHGrVZOKYUdSwsy3ztYRCIYuWLuba9evMmTWbju1L11egJL6n32ZF8DXYKXMCXyHfo53PX7xg2Z/LefL0CS2bt2DKz7+gr6//ydd79eYNy1etJeRRKK1bNGXi2DFU0vs6W4dGREZx8co1Ll27RmpqGg61ajGgb2+auDT6pD0TkUjEhk0bOXr8GGNGjebHweXXS/l7/G1+Sb4GO2VO4Cvke7UzPz+fw0ePsGv3blRUVZg7aw6ujRt/8vUEAgHHTp1h1979qKqoMGRAP3p064LKZ2yMlheZmZm4e3px7tJl/q+9e4+Lol7YAP5wR6KCFDCtQERBRfN2SlNDjBBExAsGHhWyNy+8FYoee/GSfkwI84rIScvjidM5vhmWQoooR7Iy72BWhpGicQQRFLmju7g75w9j47KLLCw7u8zz/cud2Z15Zhh5mIH5zU8/58DMzAzjxo7G5ICJrf67f3UEQcAHO7bj08/2YPq0YES++ZZOnxcs1WOzoxhCTpaAAZJ6zvz8fKx+dw2u5F3B7Jmz8D9zXoO5edvvW6ysLsW778Uj6/z3cOjWDeEzQ+H3sk+7ltkWtXfv4uy5bHz17bc4fTYLcrkcPXs8iUB/P/j6jIN732fatT8FQUDi9r/is+RkTJsyFYsiF+r8gfFSPzZ1zRByGmwJxMfHw8zMDG+99ZZWn2MJ6E9H5pTJZIjfloADBw9g8LPP4t3Va9o8UF19zu9/+BE7P/4Hcn7Jhb29HXzHjYO/rw9cnJ/RcfoHBEFA/n+u41z2eZw+l4UfL15EXd192NvbYeyY0fB+cTQ8+/dXjbvUnv2pVCqRkLgNn+/7AsHTpmHhm5E6LwCAx6auGUJOgyuBqqoqxMXFIS0tDa+//jpLwIDpI+fhjCPYsGkj7OzsELtmLTw8PLReRsOcgiDgbFY2DqQfxqkz56BQKODq4oKxY0bh+ef+hD69Xds8GJ4gCCgsKsLPOZeQdf4Csr7/HmVl5QAAl2eewfN/Go4Rzw3HIM8Bam+aa+v+lMlkiIl7D8e+PoaQV17BmxFvdEgBADw2dc0QchpcCaSkpKCkpAS1tbU8EzBw+sr5S24uVqxaiTt37mBR5EJMmhio1Tc5TTnLysvx78xjOH7yFC7mXIIgCLC3s4N7Hzf0cnFGL2dndO/uBFvbR/CorS2sra1RV1cHmUyGu/fu4dbtUty8WYwbRTdxLT8fv+T+isqqB+uxe/xxDBsyGEMHP4uhg59t1d29bdmfVVVVWLZyBS78cAFvRPxvhz8nmMembhlCToMrgXrbtm0DAJaAAdNnzoqKCqyJWYuz587Cf7wflkQtbvVds63JWV5egbPZ55F1/jzyrl5D/vUC3L9/v1XLt7S0xNM9e8DDvS/6ufeFh3tfuLq4aH1Goe3+vFF0A8tWLEf+f/6D5dHL4Ovzslbrawsem7plCDlFK4H09HTExcU1mubq6oqkpCQAbS8B6rwUCgU+2LETf93+Efr2cUP85vVw7eXSIeuqq7uP/OsFKCm5haqqalRUVaG29i6sraxgbW0NaytLODh0w9NP9UC3rk/o/XkKJ06eRtSS/4NSUCJhywa8oOWdxEStZXRnAnyojP6IlfP0mTNYGxsDuVyOxYsWwW+8X4uXhzrT/hQEAV/s34dtiYlwcXHGe2tj0bOn/h6b2Zn2pSEwhJyd7qEyfNB85zfi+eeRtOvvWBOzFrHr4nD8xHdYuvgvsDfQm8F0pba2FvEJW3HocDpGjxqFVSveUY2PRNRRjK4E+KB5aXBwcMDWzVvw2d5k7Nz1N8x+NQx/WbwEY73Gih2tQ+T+movV765BYWEhXg0Lx2uvztH7JSiSJt4sJgLm1M7Va9cQG/eeasiJhW9FwsHBQTXfUHI+jLqcgiAg7VAaNsfHw87ucbyz4h2dDATXVsa8Lw2RIeR82OUg/qhBBs+1Vy98+MF2zJ87DydPn8LM8Nn4fN8XUCgUYkdrl7LycqxYtRLrNqzHwIGe+PvOXaIWAEkTS4CMgrm5OWbPnIV/fvwPeA4YgPiErZi7YB6ysrPFjtYmx787jrA54Th1+jQi5i/A5g2bYGdnJ3YskiCj+50ASVvPnj2xaf1GZH71FbZ/tAOLlkQh5csxmPvaPDg7t/55vGIpLy/H1sQE/PvoUfRx64P4TZvR27W32LFIwlgCZHRMTEzg89JLGDN6ND7f9wU++dc/cfz4q/D380PY7Nno8WQPsSM2IwgCDh3OwJq1caiursac8FcRNms2LFp4MD2RPhjdL4Z5n4D+GEtOU9M6bI7/AF8eOACFUoEJfv6Y9eeZev37+pZcvXoV2z/agVOnT6OfhweWvR0NV1fD/As1Y/maM2frdbr7BIia6tr1CSyKXIiZM/6Mf/3/bnx58AAOHkrD6FGjMXPGDHgO8BQl1+3S29i5629IP3wYNl1sEL10MfzGT9T7ENdELTG6MwH+iaj+GGvO27dvY1/KfqR8mYrKykoM9ByIoEmT4O01FlZWVh2e50bRDXyWnIyDh9KgUCgwbepUhM8KQ+/ePQ1+fxrr19xQGUJOgx1Arq1YAvpj7Dlra2txMO0g9qXsR0FhIWwfscXLL/vgJe9x8BzgqdOfyBUKBS78cAFfHjiAY998DVNTU/j6vIywWbPx1FNPtZjTkBhDRoA5tcHLQSRZNjY2eGX6KwieFowLP/yAg2kHkZZ2CPtTUvD4Y49j5MgRGD5sOIYOHgJHR0etl19bW4ufc37Gt98dx9fffIOysjI88sgjCA0JwfSpwY1uaCMyVEZXAhw2grRlamqKoUOGYOiQIVgStRhnzp3FiRMncPbsORw+cgQA4OTkhP79+qNnjx7o7tQdTt2dYNOlC0xNTWFiYgq5XIZbt27j1u1bKCoqQs6lS8i7mgelUgkrKyuMHDESL3mPw8gRI1o9BDaRIeDlIBEwp261Nef9+/dxJS8PP138CT9d/Am/5OaiuLj4oXci29rawsPdAwM9PTHQ0xOeAzxbNdCbMexPY8gIMKc2eDmISANzc3N4uLvDw90d06cFA3hwbb+0tBTFJcW4d08GQVBCoVTC0sICDt0c0K1bN47sSZ0KS4CoATMzMzg6OrbpdwRExohjBxERSRhLgIhIwlgCREQSxhIgIpIwlgARkYSxBIiIJIwlQEQkYSwBIiIJM7qbxTh2EBGR7hhdCayPeMHoxw4iIjIUvBxERCRhLAEiIgljCRARSRhLgIhIwlgCREQSxhIgIpIwlgARkYSxBIiIJIwlQEQkYXovgezsbAQHByMoKAjh4eEoLCzUdwQiIvqd3ktg6dKliImJQWpqKgIDAxETE6PvCERE9Du9loBcLsfChQvh4eEBAHB3d0dRUZE+IxARUQN6LQFLS0sEBQUBAJRKJRITE+Hj46PPCERE1ICJIAjqh+Rsp/T0dMTFxTWa5urqiqSkJMjlckRHR6OiogI7duyAhYVFR0QgIqKH6LAS0KSmpgYRERGws7PDxo0bYWlpqdXnS0urjX4oaebULebUHWPICDCnNkxNTdC1q63m+XrMAuDBL4adnZ0RHx+vdQEQEZFu6fWhMjk5OcjMzISbmxumTJkCAHB0dMTOnTv1GYOIiH6n1xLo378/cnNz9blKIiJqAe8YJiKSMJYAEZGEsQSIiCSMJUBEJGEsASIiCWMJEBFJGEuAiEjCWAJERBKm15vFpCjtagYCXH07bDm6Wn7D5QFQLbPp6y3Z2xE1LEL17772vZutP+1qBn4ty1O9r+kytMm/8sR7iBm1XO37065m4Ej+MXz6SmKjXEu+eQebvNZiS/Z21eeihkUg8tgyJHjHqfKV3itDzKjlqu2o92tZHgqqb2Dc02NU004VZSFm1HLVtpwqykKlvAq9HntGtZzIY8sw3tkbR/KPAQDGO3urtjvtagaOffsdBEHAuKfHqKbVLwsARj45vNH0+s/Wb0dB9Q10Me+CkU8Ox5H8Y6ptaZgbAErvlaGrtT2ihkU02n/12w0Afe1749eyPNV2nyrKQldrewx+qj8uFOSo5kcNi2i0f+qzNtwX6jLXa3qMNP36NX2/Jro+ztu73I7KIwaWQAc79NtRnRwsmpajq+U3XB7wx3/Mpq+vVFxTvfdKxTVcqbjWbP31n9G0zKbzWspfJivX+P6G62mY655C1mwaACgEhdp89duhLtvDpjX8nEJQNJrfcLubTm86TdP0AFffZtumbh1N1e+3hvtP3f5quOwyWbna6Q/bP+oyN/1sw6+ZpmOrJbo+ztu73I7KIwZeDiIikjCWABGRhLEEiIgkjCVARCRhLAEiIgljCRARSRhLgIhIwlgCREQSxhIgIpIwlgARkYSxBIiIJIwlQEQkYSwBIiIJM7pRRE1NTdo1X98cbJ5Qm0nbnJqWo2l6WznYPAHgj3zqXmua19plaJO/6Xx161c33dTUpNH8+teaprdGS+/Vdp6m92uT72HZG24zgFZvp7Y51WWu15bjRx11x4kujvu2/v/R5nNif0962PpNBEEQ9JSFiIgMDC8HERFJGEuAiEjCWAJERBLGEiAikjCWABGRhLEEiIgkjCVARCRhLAEiIgljCRARSVinLIGcnBx4enqKHUOjrKwsTJ06FYGBgViwYAEqKirEjqRWdnY2goODERQUhPDwcBQWFoodqUXx8fHYtm2b2DGaOXDgACZMmABfX1/s3r1b7Dgtqq6uxsSJE1FQUCB2FI0SExMREBCAgIAArF+/Xuw4Gm3duhUTJkxAQEAAPv74Y7HjaCZ0MrW1tUJoaKjQt29fsaNo5OPjI1y+fFkQBEHYsGGDsGnTJpETqeft7S1cunRJEARB2Lt3r7BgwQKRE6lXWVkpLFu2TBg0aJCQkJAgdpxGbt68KXh7ewtlZWVCTU2NEBgYqPraG5oLFy4IEydOFAYMGCBcv35d7DhqnThxQggJCRFkMpkgl8uFsLAwISMjQ+xYzZw5c0YIDQ0V6urqhLt37wre3t5CXl6e2LHU6nRnAuvWrUN4eLjYMVp06NAhuLm5oa6uDsXFxXjsscfEjtSMXC7HwoUL4eHhAQBwd3dHUVGRyKnUy8zMhIuLC+bMmSN2lGZOnjyJESNGwM7ODjY2Nhg/fjwOHz4sdiy1kpOTsXr1ajg6OoodRSMHBwdER0fD0tISFhYW6N27N27cuCF2rGaee+45fPLJJzA3N0dpaSkUCgVsbGzEjqVWpyqBzMxM3Lt3D35+fmJHaZGFhQVyc3Ph5eWFM2fOICAgQOxIzVhaWiIoKAgAoFQqkZiYCB8fH5FTqTd58mTMmzcPZmZmYkdppqSkBA4ODqrXjo6OKC4uFjGRZrGxsRg+fLjYMVrUp08fDB48GADw22+/IT09HV5eXiKnUs/CwgIJCQkICAjAyJEj4eTkJHYktYxuKGkASE9PR1xcXKNprq6uqK6uRlJSkjih1NCUMykpCe7u7jh58iT27NmDqKgo7NmzR6SULeeUy+WIjo7G/fv3MX/+fJESPtBSTkOlVCphYvLHUL6CIDR6TW1z+fJlzJ8/H2+//TZcXFzEjqNRZGQk5s6diwULFiA5ORkhISFiR2rGKEvA398f/v7+jabt3bsXH374IWbOnKmaFhQUhN27d8PW1lbfEQGozymTyXD06FHVT9WTJk3C+++/L0Y8FXU5AaCmpgYRERGws7PD9u3bYWFhIUK6P2jKaci6d++OrKws1etbt24Z9OUWY5CdnY3IyEgsX77cIM+iASAvLw9yuRz9+vVDly5d4Ovri9zcXLFjqdVpLgdNnz4dR48eRWpqKlJTUwEAqampohWAJubm5lizZg0uXrwI4MFPt0OHDhU5lXpLly6Fs7Mz4uPjYWlpKXYco/TCCy/g1KlTuHPnDu7evYuMjAy8+OKLYscyWkVFRXjjjTewceNGgy0AACgoKMDKlSshl8shl8uRmZmJYcOGiR1LLaM8EzBmZmZm2LJlC1atWgWFQgEnJyfExsaKHauZnJwcZGZmws3NDVOmTAHw4Hr2zp07RU5mXJycnBAVFYWwsDDU1dUhODgYgwYNEjuW0dq1axdkMhnWrVunmhYaGooZM2aImKo5Ly8v/Pjjj5g8eTLMzMzg6+trsKXFJ4sREUlYp7kcRERE2mMJEBFJGEuAiEjCWAJERBLGEiAikjCWABGRhLEEiIgkjCVA1A779++Hj48PampqUFtbC39/f6SkpIgdi6jVeLMYUTstWbIEjz76KORyOczMzLB27VqxIxG1GkuAqJ2qq6sRFBQEa2tr7Nu3D1ZWVmJHImo1Xg4iaqfS0lLIZDJUVlaipKRE7DhEWuGZAFE71NXVITQ0FKGhoVAqldi7dy8+/fRT0YfdJmotngkQtcPmzZvRrVs3TJ8+HSEhIbC3t8eWLVvEjkXUajwTICKSMJ4JEBFJGEuAiEjCWAJERBLGEiAikjCWABGRhLEEiIgkjCVARCRhLAEiIgn7L6z7ywBVliv3AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(6, 6))\n", "sns.kdeplot(df.x, df.y, ax=ax)\n", "sns.rugplot(df.x, color=\"g\", ax=ax)\n", "sns.rugplot(df.y, vertical=True, ax=ax);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# use n_levels to increase the continuity \n", "f, ax = plt.subplots(figsize=(6, 6))\n", "cmap = sns.cubehelix_palette(as_cmap=True, dark=0, light=1, reverse=True)\n", "sns.kdeplot(df.x, df.y, cmap=cmap, n_levels=60, shade=True);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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gfsfyCCh3YEkCzJyEjIwUDAw6h+43Sb522NeLIWh032c0JSEpiaEXTjEbSB//vwNwCkNb1gjChTfqC38akgxwOV0QMPTxxc/jwj5rQyEUzA95UpIBJrMR5gs/uMnJRljTLDBbjLBYkmAymy58LglGsxFmUxKMpqEf5szsVDgcQ5uQuuvCUN1qWq2NEZp2N5mSYNHp1fZ6rY11BcZbXRaLCRmZycMfYABgMGDo7X7o369r0IVBlwDBKcB54d+wyym4f7F0OV1wXvjYJf6C6brwy6ZTGHq80wXXwNCfvf2D6O7sx6DDicFBV1D7LxqNBhhNRphMBne9Blyo/cL3APGPC/cZDAZ8/4HZAb9WIjAInN8hIiId4AoiERHpAgOJiIh0gYFERES6wEAiIiJdYCAREZEuMJCIiEgXGEhERKQLDCQiItIFBhIREekCA4mIiHQhZveyA4DW1m7F/adycqxob+/RoCLfWFfg9Fob6woM6/KUl5fh/4skvL3XxSJf33tcjpD0eiQ36wqcXmtjXYFhXaRGXAYSERHFHs2n7P7lX/4FbW1tMJmGSvmP//gPXHrppRpXRURE0aZpIAmCgJMnT+Jvf/ubO5CIiCgxaTplV1NTAwD413/9V3zve9/D//zP/2hZDhERaUjTA/p27dqFt99+G//+7/+OgYEB3HvvvfjZz36Gq666SquSiIhII7o6MXb16tVoaGjAihUrVH29t1bIvLwMtLR0hbu8kLGuwOm1NtYVGNY1/HUDwbbvKNi+fTu+/vpr98eCIHAtiYgoQWkaSF1dXfjtb3+L/v5+dHd3Y926dbj++uu1LImIiDSi6XBk/vz52LNnD26++Wa4XC7cc889mDZtmpYlERGRRjSfH3vsscfw2GOPaV0GERFpjDs1EBGRLjCQiIhIFxhIRESkCwwkIiLSBQYSERHpAgOJiIh0gYFERES6wEAiIiJdYCAREZEuMJCIiEgXGEhERKQLDCQiItIFBhIREekCA4mIiHSBgUREpHvxcXy5PwwkIiKdc7kYSEREpAMuJwOJiIh0wMlAIiIiPeCUHRER6YJz0KV1CVHBQCIi0jnBxUAiIiIdSJAlJAYSEZHeuThlR0REesCmBiIi0gWn06l1CVHBQCIi0jnXIEdIRESkA4OcsiOieGO1WrQugYIgcIRERPEmLS1Z6xIoCIO8DomIiPTA5UyMQDJpXYDoueeeQ3t7O5599lmtSyGKK1arxWNklJeXAQCw2/vR0+PQqiwKAHf7jqKvv/4a69at07oMorjU0+NAS0sXWlq6AMB9m2EUO5wJMkLSPJDOnz+PF154Affff7/WpRAR6VKiXBir+ZTdz3/+czz++ONobGwM+LG5uelePydOS+gN6wqcXmuL1bq0qjtW/770wGwyxkSdodI0kN577z0UFhZi9uzZWLt2bcCPb23tVvzNIS8vwz09oSesK3B6rY11BYZ1DX/dQIjTrvHA1/euaSBt2LABLS0tWLJkCTo6OtDT04OVK1dixYoVWpZFRKQridLUoGkgrVq1yn177dq12Lp1K8OIiEgmUdaQNG9qICIi3xKly07zpgbRrbfeiltvvVXrMoiIdMfJnRqIiEgPuNs3ERHpgjNBmhoYSEREOufilB0REemBa5CBREREOuBk2zcREelBohw/wUAiItI5NjUQEZEuDA44tS4hKhhIREQ6N8BAIiIiPRgY4BoSERHpgHPQlRDXIjGQiIhigKM//qftGEhEMc5qtWhdAkUBA4mIdC8tLVnrEigKBhyDWpcQcQwkIqIY0Nc7oHUJEaeb85CISD2r1eIxMsrLy9CwGoqGnm6H1iVEHAOJKAb19DjQ0zP0BpWXl4GWli73bYpP9q5+rUuIOE7ZERHpnNFogL07/qfsGEhEMc5uj//fnBOdJcWEngT4/8xAIopx4tQdxa/kFDO6OxlIRESkMavVjM6OPq3LiDgGEhGRzqWkWdDT7Yj7Xb8ZSEREOme1mgEAXXE+bcdAIiLSudS0oe2hus73alxJZDGQiIh0zpo+FEitzXaNK4ksBhIRkc5ZzEakppnR0tStdSkRxUAiIooBmdmpaG3hCImIiDSWlZ2CjrYeDA7G70F9DCQiHeIZRySXmZ0KQQDaz8XvKImBRKRDPOOI5HJGWgEAjac7NK4kcjQPpJdeeglVVVVYtGgRVq1apXU5RES6lGq1IC3dgjN157UuJWI0PX5i69at+Oabb/Dhhx9icHAQVVVVmDdvHsaMGaNlWUSa8HbGkd3ez/3qCAAwIi8NjfUdEAQBBoNB63LCTtMR0qxZs/DGG2/AZDKhtbUVTqcTVqtVy5KINNPT40BLS5f7bCPxdqyFEde/IifXlo7+vsG4XUfSfMrObDbjD3/4AxYtWoTZs2cjPz9f65KIKARc/4qckfnpAID6OJ22MwiCIGhdBAD09vbi/vvvR1VVFZYuXap1OUREulF/ss3d7v3hmj3IyEzBsoev0riq8NN0DenEiRNwOByorKxEamoqFi5ciCNHjqh+fGtrN1yu4XkqPdJZT1hX4PRaWzTraqrvVP21k6cVa/L3JV//EonrX/z/OPx1A9HZ2QeHY2inb1tRJo4daELdyVZY02JvetTX967plF19fT2efvppOBwOOBwOVFdXY/r06VqWRKQLTfWd7v8CsX/XGY/HBvr4YMXL+lcsKCzJgiAAJ4+d07qUsNN0hDRv3jzs3bsXN998M4xGIxYuXIhFixZpWRKRpiIRINLnzC/JDPvz65HVaonbMMzMTkFaugUnDp/DxMuKtC4nrDQNJAB4+OGH8fDDD2tdBpHmojGakb9GJALKbtf+zJ60tOS4DSSDwYDCUVk4ceQcerod7p3A44HmXXZEiS6aU2veXjucrx+vQaAno8fkQnAJOLS3UetSwkrzERJRItMqiJTE+tReIl1YnJ6ZjLyCDBzY1YBpV45GUlJ8XCTLERKRRvQURnJajtqClWiNFWUVubB3OVB3olXrUsKGgUSkgVh5s4/FYEoU+UWZSLWasW/7Ga1LCRsGEsUtPW5hE6tv8LFWtx4aKyItKcmAsnG5OFN3Hufi5CRZBhLFLb1tYRNLb+jexEowxes0nVxZxUiYzEnYsaVO61LCgoFEFAWx8CYeiHj7fmKV2WLEmEvyUHPkXFyMkthlR3FFb51W4XzjPlXTFvRjR48ZEbY6RE31nTHZjRdvxkwYidpj5/DN5zW46c6pWpcTEgYSxZWeHoc7eLTcPy1cQRRKCHl7nnCGE0NJexaLCRUTbTi4uxH1J9tRUpajdUlBYyBRQgg0IIJ9k41EEFVU2nDsUHNYnlf+3JEYOVH0lV8yEiePt+LLT4/jjmXTYTTG5mpMbFZNpEJzY/C7EMg3KPX1POHc7eBUTduwUVHFxMDPCKuotAX9er7YCobv1Mz1JO0ZjUmYPK0I7ed6sH9H7LaBc4REcSlSb5Li84b7+cM1NSeqmJgf0KhKfH1/IyZbYSaazw6fBuXUnfbyizORX5SJbf+ow5jxecjIStG6pIAxkCiuhDsobAUZim/A4aQURhWVNo+RUdVtUwAAxw42hXX6zlstnMqLPQaDAVOmF+PvHx/B3zYcweK7psJgiK0thRhIFDciMSryNiIIB1+jomOHmt3BU3XbFGx4f9+wrzld2+7x8fQ5pZgxp9T9cSghdqqmzR1KtoIM2Aovjn4mTysGMDQlKv274ShJe9Z0CyZeVoS92+pxYFcDJl9erHVJAWEgUVzwF0bRGOkEIpgpOnkAye3YUue+QHL5j+fitee/8Pj8qPLAuq/EUGo+2+X+u5s8rRj7d8XuGkUiKB07AmfPdODrv9VgVPkIZOWkal2SamxqoJimtplA+hu+368tyMDkacXukYB4W2lBPxiBhNHp2nZs31LnN4zUsBVmBvw84V7bosgzGAy4dGYJDAYDPvvrYbhcgtYlqcZAopgVqcaF5rNd2L/rjHskIN4OdYQVSEfb6dp2d3gEsy3MdoXHiNN50udWQ1pzc6Pvv3N23OlDqtWCSdOKcLa+E7u/Pa11Oapxyo5ikqpRkcq1j2gIdFQUKjUhJr6Omqk86fQdxYZR5TloOduFrV/UoqA4E0Wjs7UuyS8GEsUctb+Fh2Ptw9+IwJ9Qgmj6nNKQN82UNzos//FcAEMjKPG5T9e2B7y+RPonTt11tPdi8/pDuONfp8Oapr8d8KUYSBRToj0lFOyIINC1F6VR0Qw/gVRX6/tgttLyXL+NDtLX9xdK0s47ig0msxHT55Tiy83H8OmHh3DT0qm6Pl2WgUQxIdQgCnWko1Y4gsgbfwHk6+tLy3NV1RKOkRLbv/UlKycVU2YUY/e39dixpQ4zry7TuiSvGEike+EYFWlxLZE/SmHkbYqt+q+HFANpQdWEoc9vOOzztepqW1H910OqavIVShwlxaZR5SPQ2mLH9i/rUFiSpdsNWBlICcxqtej6IDM9HQYXzvZnX6Mi+RTbiofW+XyuBYsqAfgPJOnXSEdLSutUXFOKP+IuDh1tvdj84SHcuWw60jL0dYAlwLbvhKa3E1WltAoisTVb/l+4qJmiq6ttDXh6LhDS55eOxqR81clrk2KTyTS0njTgcGLzh4d0eX0SR0ikK9EOomi9uapdK5IGkdIUmzhFJ46MRCtfucX9GG+jpQVVEzw+F8nQI33KyErB1Bkl2PXNKWz7x0lcMa9c65I8MJASjLcTVfUwfRfNMNJzEImUgmXBokqseGid+3NiEC279VUAQGFhodfXWLCoEtUbDmNB1QSPQFNqBRdrD3bqjo0N+jWqPAdt5+zY+fUpFJRkonSs/4aXaGEgJRilE1Xz8jIYRmEWye65xsZGVZ/zFk7VGw57BJq3VnBRuA8IJO1NnlaE8609+OwvR7D032bAmq6P65MYSKS5aIVRrAbRrLkluHnpTPfHq9Y+CAD4YM02fLBmm9fHNTY2YsnSmR6PVZraq6tt9dkWrnS2ErvtYpvRlITLZ4/GF58cxWd/PYxFd07RxVEVDKQEZrf3a11CXIRRMFv9jKvMUxVIjY2NWL+mEesvBM+qtQ+6p+fUWL9mG9av2YbCwkKsfOWWYV17/lrBw7GNEelTRlYKJk4rwr7tZ7Bv+xlMnVmidUkMpESWKNN04Q6jUN6kxRBa/uO5Plu1fU3LKVmydKY7tAJ5Pm+jpHCerUT6VTYuFy1nu/D132tQNDobI/PTNa1H80B6+eWXsXHjRgDAvHnz8JOf/ETjiigalMIoEmcWhRpG4vpJqCMFtdNzvoJoydKZXqfobvYTSAB8Tu/Jya+HUjogkGLf0H53o/D5x0fw6YeHcPuy6TCZtLsaSNPrkLZs2YIvv/wS69atwwcffIADBw5g8+bNWpZEUeBtZBTImUVqhBpGp2vbUTExP2xhtKBqAla+cot7HUe8LbZy+xsVqQkdX9av2aZq5DXdy7VJFJ+SU0y47IpRaG/tCXkz31BpOkLKy8vDk08+CYtlqMNj7NixaGho0LIkirBYmKYLx7qJtzZuaXebuJ6jFBL+puDEr/HW7ODvsfJrksSaS8tzh23qeuxgk8/nothnK8zEqDE52PXNaYybkIdcmzZTd5oGUkVFhfv2yZMnsXHjRrz99tsaVkTRFokzi4INIzGIFi+diqJRF8+O8XadjpJwtXCLoyF/oRNss4P0miR/2w5xzSgxTLqsCM0NXfj8k2O45Z8v06TrTvM1JAA4duwYli9fjp/85CcoKytT/bjcXO8pLl7wqTeJXJfSeUThOLNIuvYUTBjJR0RFo7Ld1+b4OrJBFMyOBx+onD4DLl70umrtg7hp3hMBv5ac9HXVXCwb7E7p8p+pRP7ZD1VmZgoGB10Rf53LrxyNr/9eg6b6Lky5vDjiryeneSDt2LEDjzzyCFasWIFFixYF9NjW1m7F/ZjECz71hnUFx1+zg60wM+jRVDg65gIhhsH6NRdDYYmf0RAA/N9X3/X5vG+t2oSW1lrk5XrfCsbbNUniKKl6w2GUlucOC+Fgd2uQ/kzp9WdMq7oCDcHOzj44HM4IVXPRyIJ0ZI9IxaYPDyC3IA1mszHsr+Hre9e0qaGxsREPPfQQnn/++YDDiOKPt9/E1TY7hHIW0fQ5pVj+47nukYF4uwBKjF0AACAASURBVOH0eY9FfnFj0lDCSE4MifVrtmHZra+6R0Tin2IYvbVqk9fnfmv1UDNQS2ut+74lS2diiSSAxOeXd9stWFTp0VwBhN7YwG2DYpPBYMCkaUWwdzlwYFf01/M1HSH9+c9/Rn9/P5599ln3fXfddRfuvvtuDauiSFDT5h3IKEdp7WnytGLV18nIR0a+TlZd/uO5WPvmTtW1yQVzTRFwcYT0l89/B8B3IEmJIyVp0EmtX7MNNy+diRUPrRt2sWxpeS62b6nze1otxa9cWzpshRnYueUUJl5aCEty9GJC00B6+umn8fTTT2tZAmnI11Sbv2YH+dpTINfJRHKfOZG/EPI2PffWqk34v6++i56edry1ejP+8vnvwrJuJOdrh4YdFwKJEtf4KQX4x6ZjOLCrAdOuHB2119V8DYlISTiaHUIxrjLPY5FfzfEOgPrRkLxDTh464hRcoH7z4v2YMm2sx31K7eDi9yANJm+NDdydIfHk5FqRV5CBPdvqMWVGSdQulmUgUVSFu837VE0bkgOYUvA1OpKenurtmiEloWzzI13zUaJ2mk40ZdpY3DTvCeTllruDyFc7uDRcqzccxvFDLQA8py2Vmhq4sWr8G1eZh6//VoNjB5pQean3Y03CiYFEESddPwpm5OOv7Vjtb+/+wmiGZP826YjIm0CDSHTz0pkeXXNqmhUCcc8Prsfmj44H/DhfO35T4hmZn46snFTs3VaPCVMLonJdEgOJdM/byCmQrjp/60Zr39yJGXNKFRf65YINIkB5RCQNnXt+cH3AIXTPD67HPcsWXvx42ULcs2whDu8/g8MHguuU2n5hpBhMyzc77OKDwWBAWUUu9mytR+PpDhSNzvb/oBAxkEgzwV5wGU7yXa3l1+YAF6e1Qgmi6xeP8wgNaeecRyAtWxhwIL21erP7MeLzBrJrgxJ22BEAlJTm4NDuRuzdfiYqgaTpdUgU/3ztXRfKzt7hGh3t2FKHFQ+tc4+IVjy0bljjQmNjY9Bh1NJai5bWWry1ejNumveEu3lB/DOY0ZC3+8UwAoYaGVatfdDjOiSRr2POiaSMpiSMHjsCJ4+dQ1dHX8RfjyMkijnhnKrztgkqcHFEpGajUyn5tJyvaTgxYNSMnsSvU3oucZQkTt+FOkLyhQ0NiaWsYiSOH27BgV0NuPKaMRF9LY6QKGHJw0jawCAdEd2sMMqQjzzEkZDSGpHH+s6FABJDR1zveWvVJo/R003zngiqocHXY5RGSyKlhoZgtwyi+GJNs6CoJAsHdjXA0T8Y0ddiIEWI1WrRugTNReKoiXCNjtSMjHy5eelMnyEUTuJ0nBhi4m1v03feuvaUgjXc2NAQn8ZOyIOj34nD+85G9HU4ZRchaWnJmh8RHm8iGUYi6TSdt2Mf/G10CgzvfPOYhlu1yeNzwMVRlFKYyJsW/O3c8NbqzT43WQ0Fp+sSU87INOTmpWHP1npMvrwYSUmRaQE3CIIwfLvsGKHn3b6VatBDXUoiUVe4R0fRDCM58awheaecSGmtR8pbiIghFcjWQGq3EhIDSR6sInnjhtopO3+B5G2ElEg/+2pfNxAH9zZEZbdvXxrrO7DtHydx/ZKJGFeZF/Tz+PreOUIKI6vVgrS0ZPfH4l+83d7P0ZLO+Zumu37xuIBHKv5IR0rNbTUAANsI34vGge7cIN+iSOn6Kq4fkRoFxZlIz0zGzi11GDthZEQulGUghVFPj8MdPHr9jTAaYm105CuMWlpr3cER7P5yb63a5A4cqRd//xrsve0en5N/nTygxE66YGshCpbBYMAlk/Kx8+tTOHG4BeMqbWF/DTY1UFjFWxgByp1r+3adGHbfPT+4Hs1tNcP+e/H3r3l9jdf/5Hs9SinIlKYNpTV4Wz+Sn4MUqGCn6yh+FJdmIzMnBd9+XgunM/wn2DKQIsRu79e6hKiLlzASO+d8dbdJd9QWg0cMivseuFN13WoohZI3Yg1KLd5bv6gPW02UmAwGAyZOLUTn+T7s3Rb+nycGUoQk0ppRU31nXIWRSGl3Ben1QWIQyd334FLVtau1ZOmMgFq/1bZ4c/2IAmUrykRBSSa2f1WH7s7w/uLNNSQKSaxdawSoCyMl8lburfveH/Y14n33PXCn3+m4QLz+p3exfs12AMMbKuR1iS3qge4wQaTW5GnF+NuGw/j846OoumNy2BocOEKioCVCGIkjkNdfXYMXf/8aZk25DbOm3AYA7tuzptyG119d4/G4+x5ciq373g/r9J23qTtxJCfvwLt56UysWvsgfvofS8JWAxEAWNMtmHhZEU7VtOHg7uA3HZZjIFHAIjFFBwQeRtO9HLMdSBj522nhnmUL0dxW43e0I35eHlbhHCWJvLV+i1OJ4j52y259FctufRUTJheHvQaisopc2IoysKX6BNpbe8LynAwkUi1SQQQENzKaoRBIgYaRN97Wh0TyEZG3+yLBV8t3oNcpqcUdGkjOYDDgspmjkGRMQvVHh8LSdcdAIlUiFUSANtN0vsJoydIZ2Lrvffd6kHhbOv2mNPIR7wslmPxN8fnruBPD6vD+M+4jKIChdaWVr9yCBVUTgq6NSC7FasbUmcVoOduNHV+FfoYWtw6KolisK5JBBADJyaaAjiCXH6gnkm+FAwS+XqT0Zr913/vuaThvWtq9h1tejvo95e574E7c9+BSv68nv1hWXOcSw0h+HVI4dmhQM0LydR1SLP7sR/p1A6GHrYN82b31NE7XtGHJP12GwpIsn18b0tZBjzzyCJ5//nlYLNy9OtFEY1RUddsUv4EkHRXt2FLnPs10+Y/n4rXnv1AcGYUjjBQf7yN81Hz9ihU/9bquFGy7uHtjVu7eQBqZPK0Irc3dqP7oMO781+mwJAfXwO13yi45ORl33303zp07F9QLUGyKhSk6QHmaLpAwUrNW1NJe6/4vVPc9uHTY89z3wJ0eLeRKU4ShCHWHBiJ/TGYjpl0xGt2dffjq0+NBP4/fQPrd736Ha6+9FnfccQcOHz7s78spxkWycQEYCqOKShuqbpuCqtumAID7doVsbyx/60XSA/VEgXTSyYNIHgAt7bVYufI5xdd/9EfLvdamhhhK4jSd3OuvrvHZoSffRQK4eLGsfJcGXotE0TAiLw0VE204vK8JJw63BPUcqteQNm7ciF/96lf4xS9+geuvvx5JSdr3Q3ANKTzEurQYFVXdNgUb3t837P5INy/4Wi+SjmAe/dFyvKSwF11t/U6Ul1zutUapR3+0HI8pBNiLv3/NoytOHCUFuoYkPcbC2z52hYWFw+7jGhLXkMLN5RLw5afH0Wt3YOm/zUBaRvKwr/H1vatOlcmTJ2PixIl49NFHMW3aNNx+++3493//d7z55pvBVU66opcpOkCbMHI/RjadphQkgXrp96+hvORyd4CJt1/6/WvDXi9areNEkZCUZMDlV47C4IAT/9gc+NSd30Davn07HnroISxevBj5+fn46KOP8Pbbb+Oee+5BSkoKPvnkk6AKp/h3qqbNbxgdO9jk8XGoYSROV6ldLxLXb8TRSW39TtTW71Scknv0R8vdn/f3tWrIH+dvmk7JPT+4/uIptF72tQsnW0Fgv9mHg9XKhqpYkp6ZgkumFKD26DnUHA1s6s5vIP3whz/E6NGj8cknn+CZZ55BRUUFJk6ciFtvvRVPPfUU3njjjaALJ33Yv+tMWJ5H+maldlQk7bALx8jo5qUzVa0XiVaufM5j9AIMTaU9diF8AHiEkLeRjhKloJIeRSEffQWzq4N4TtNbqzd7PZZCabouWLbC6B8xIT30kmLD2PF5yBqRii83HcfggPqpRr+B9Pe//x0//elPkZ+fH1KBpE/hnKqzFWaqGhUpCfdZRlLewki+ViR66fev4cUL02wAPG77I30etdN9St173jrs/J0oq5bS+hFRuCQlGTB5WhHs3Q7s39mg/nH+viAzM/K/EXV3d+Omm25CfT3Pa4mmcIZRMCEUKOkuA/JpOumuBNKjGdSGkTQ8aut34rEfLXeHy2OyPwF4PXTPXwg95mXaTwwg958+rknydk4TAPffgzh1qXQukjfeGhoqKm2YPK0Yk6cN7Ykn3o7k9J3VakFeXoZ7AVy8zem72JFrS4etMAM7vz4FR/+gqsdo3iq3Z88e3H333Th58qTWpVAQbAUZmDyt2G8Lty9qR0cLFlUCGD4yWr9mm+K5RfLQEN/s5SMSccpNOhUn3i8+R3Or8mOU+Ftnko62yksu99iEVc3Fsd7OaQIubqgqtnpLz0UKdtugY4easX/XGffUrni7+WzkutN6ehxoaelyd8CJtxPpnLF4cMnkfPT3DapuA9c8kN5991384he/gM0W/vPZybtARkfefhM+VdOG7VvqsOH9fe7WbfF2INsBeaP2ole1a0byi1KVmhTkf4ojHntvu/u+2vqd+F/33+n1eaRevBBq8jUpJWJgettDz9d0nbd2bykx0APFjVUpWDm5VqRnJuPw3rOqvl7zA/qeeeYZrUsgP2yFmcN+GxYvcFUbPErUhNGCqgkeb6TitNwHa7Zh/Zptw8LorVWblMNIYU3mpd+/hpd+/5o7INJSc7DiqZ9i5TPPuQMoLTUH9t52jz9FtgshID4P4Hl9khhoYuOD0vVItfU7sWPbfkyfOXlYfWq67qTXMYk7MixZOtNjZLTylVs8HhPK+lFzY2T3NlRit4f3VFKKHoPBgJKyHBzeexY9dgesab6nXHWzueq1116LN954AyUlJVqXEvcC7aqbPK3Y4zHSfeikF7UGElDBbAm08pVb3Gf9iOSBpNTWrTQN9qIsRAB4hE0ggSQlDSQxgKRTdOLnxT/lm6+KF+fKN3VV2lDV22aqosLCwmFhJNou2RNQFMpFseL6EkVG/ck2DA6GfryDFs6e6cCmDw/hnvtmYdwE3zNhmo+QQsGdGiLHVpDh0eIrvuHIrxuSCmW0JBXKVJ3c6396FytXPufRtg1cnGaTsve244svvsTcuVd73AcAK576KZ759bN+X+9FhZGQ/HXEj31ttCq9QFYpjMR2bzXEnb5XvnILVjy0LqAdGtTy93Ot15/9WNmpobOzLyZ2alBiNBsBACeOtiArNzW03b4pMTWf7XJP04kjJOk+dCLx9rGDTWFdN1pQNWHYcRLSTULV7k0nHx3V1u90j45e+v1raG6tHTbyEXm73xdx1KU0hSf9uLZ+p/KZSheCSPyc0rqR9Hojf2tH8v3+2O5N0Wa2GGFIMqC/z3+nneZNDRRdwbZ6i9N0xw41h9TEoJZ03UgcHfnaJFRp3Uh+0at4PZEYFtLGBNGKp34Ke2+7e2Qk3l7x1E89vk5puk4tX2ckSUNKaWQk30xV2uItJV4MKw11pc1oiaJCEGAw+P8y3QTSZ599xvWjBBCprjqRvHlBfsGrqLm1Fk89/eSwx6985jmkpea4R0ZpqTl45tfPYuUzyrt++yNtPV+xYijUfJ1EK/I2TScnNndIeduZ4fgh5dZbX9N17LCjUA0MOCEIgPnC1J0vugkkij2+1pOCsaBqAla+cot7IX7lK7d4HQFISUdH4hSd2N4truW8KAsjccTjbyQEYFhw+RodybcLErvraut3Dps+fP3VNR7XILmfX2GaTn7tEQCP641E4domKJDryIh8Od/aAwDIK/S/bsY1pAQS6LVH0qYGpbWiQKfp/HXWVW847J5iEhfg5SMkNY0MSsTRkbejIJRGQV988WXAr/OYwnEV4uangGcXndIakr+tgXytGfkKo9LyXEyfU6q6s65iYr7q/7++jp0gajtnBwAUFPv/OWEgkSJ5U4PSmUXhFMjJr1LNbTXDmhekp68CF7vaxGaGp54aGvFI27nlVjz1U8yde7XHCEr6HGr4XCuSHTPhL4iUpuyk12Rt/cL7tltiI8MMhUDyhdN1FCpBEHC6th35xZmqjjVnIJFPp2raQrrGJNiLZwNZgH/9T++6Rxtb972v2NXmyzO/fhZPPf2kxwhp5TPP4amnn/S4/sjbVJ23Nm+lC1vlXXSAug1TN390HJs/GjpfRgwi8ZosfyMjb+Sjo4pKGyomXtxEWfz/3tzYGdFtgih+tZztRk+3A7OvUbcpMNeQSJF0u6BQ1orENzh/03Vy8pZv4OJ0nfTcH2+7YqshTslJg0ipyw4AnnnG+zVI8gP4Zk25TXFtCPAMosd+tFzVFF2o03TLfzwXy388FwDct6+tGj/s6+UdlNHYs47ilyAIOLL/LFKsZoxTuSbJQCJF0vWjcLd0h0o6daXUKCDlbVduAO4pOWn4PPX0k3jm1896dNkFMk2nlm3EGK/nF4m8BdEHa7bhgzXbVI2Mdmypw2vPf4HXnv8CANy3w/X/lOtH5E3DqfNoP9eDWd8pQ5JRRc83OGVHESCf+hEbIpS2qwG8n3cUDHEE8uiF5gJ/QSIGj7eLYG255arCSFwv8ncEuZrpOX8Xu65XGUbe+NuVYfSYEZrsWUfxw+EYxIFdjcgZacXEy4pUP043e9kFg1sHqaemw07eWScKZBcGOXG/u1CvP5JvGKpEXLNpaa/1unbkrcsOwLB96h5V6JhT4qt5QXTfA3di/ZrtXq8nemvVJry1erPfMPLX1u0rjKbPKfUaNOJaXyCNDIGMjvhvcvjrBuLg3oaY2jpox5Y6NJw6j1v+ZRryizx/Trh1EKnibbsgPVi/Zht6etrx1urN+Mvnv3NfjyPuXCDdiNQXbztzP/qj5cOaFsIVRrYRY3Dfg0uxfs1293HjYu3i9+FvrQgIvnlB5GvUE0ibN5Ev9SfbcabuPKbPGT0sjPzhGhJFVDgvnr1n2UJ3Q4O0sUF03wN3Yuu+930ejueNr/Dx9ni1YeSPPIjkFwIXFhaGHEZqNk+N1OiIEkd7aw92bz0NW2EGZn6nLODHM5BIUbjWEML9W/c9yxbirVWbcM+yhR77um3d9z7ue3Cpe/cDAO7ON3nYPKqwe4P0fjmlKT41YfTYj5YrHjUuhukHa7YpjoqkU5OhTNEBQ0Hk62hy8YRfIDpHk1P86u0ZwNZ/1CI11YyqOybDoGbzOhlO2ZEicepu9JgRmkzbFRYWorGxUXHtSFyDuWneE2huqxl2dpA/Srsp+Lpfzl8YiaMib9NzwNCoyNdmsaEGEeB/VHTsULN73Uh+5pUvHB2R3OCgC1v/UQvngAtL7r4MqVbfB/F5w0CiqBhVnuO1saG0PNdrp534pq3U0CAdIcn563YDfAdQIBe7SgW79Y+3U16r/3po2DVZoXbRSQW6GwPDiOQEQcCub06ho60XC2+ZiFxbWtDPxUCioIR6fHk4iJ1pSsH0+p/eRV5OuXuTVW8B8/Z7/wdXzp4x7H7xqArxPjUjMF9h9NaqTT6bFtZLtv8R9/GTC9daETA8iNRM0TKMSMmR/U1oPN2BWXPLMHZ8XkjPxTUkCor0OqNIW79mG5bd+qr7gD5x6ku6juTtKAdxek3cTUG+biSGkXi//MwktfyNjDZ/dNznruWRXCuSUxoVcTcGCsaZunYc3d+EcZV5mD6nNOTnYyCRX3rZZFO65vLWqk0exzH42q4nL6fcI5iAi0eZyxsfxFGU+Ji8nPKQL3YVR0berqOSh1Ggp7xGcopOxNERybW39mDXt0MddQtumhCW52QgkWryrizxttqzcwJ54wSURw3iKElsFhBJQ8Hb/nb+Aka8X960oHbNSKkVPZhri8Q1o9Ly3LCF0egxIxhGFDa9PQ5s/aIWqdahjrokY3iihIFEqkXy+HI16yOA8jHm4llDYjjI97cTiUElri+9/uoa5OWUY8WKn3ocoOfrJFepYae6ynZgyMstx5KlM7Fq7YPuHbrF2//8b/MVw2hB1dBvmpGeolOLYURyg4NObP3iJJxOFxbdMSXojjolbGpIAIEczOeNVu3fSvJyyz0O6pOOlnxNn9334FKP0Y54Wzy+QjxHKdQGBrFGYChAxRBdtfZBLLv1VZ/rRQsWVXo9alwUjSACGEY0nCAI2P3taXS09+K7t01Cri09rM/PQKKghPv4cm/E65H8ke8RJ4aLvzbtQA0bFcleV2yy+EASRFKhHjHOMCIt1Rw5h4ZTHZj5nTKUV4wM+/Nzc9Uo0qqucIyQROEYJXm7HsnbtUjeAsnbcebSi1CXLJ2hOIUnBpX8tFn556X8jYr+8vnv3IfmKVmydKbiya4LqiZgwaLKYffLd0cP9/Y/SiIVRPw3Ofx1A6GHzVVbm7ux5bMTGDVmBBbdMRlA4DsxANxcNa5YrRb09Di0LiMivF0g622UJJ+6U7J+zXasX7Pd644O8tNmlabrvAXRPT+4flhzhS/ejhmv3nDYPU23/Mdz3WcXScVyGFHs6+sdwPav6pCemYLrv1eJYMPIHzY1xJi0tGRNX1/+pqe2wy5SlLrYxCYHKTFU1Gx2Kn2Mr6+XNzF8EORWQOHopGMYUaS4XAK2f1WHwQEXbrxtEizJkRvHMJAoYNI3v0heICt2nAG+39DloeRt1CLtxlP6761Vmzw+9kXe4u1rb7pAwmi77ABDhhFp7ci+s2hrsWPedyvC3sQgxym7GGC1WjxGRuIcrN3eH5PTd2r3tVuwqHLYPm7eqJm+8ze9pmb6LdAmhkBFc82IQUT+tJ2z49ihZlRMtGH8lIKIvx4DKQb09DjcwaPVIqytIMO9vYytIAOTpxW7PydeKBvKybJq+Ou4UxNKoRJ38BaDyFcTAxD8VB3DiLQ2OOjCrm9OIS3NgnnfrYjKazKQSBVbYaY7kOQny4oXyobD9DmlWP7jue6Pfe16rUScvgsmmPw1KfzmxfsxZdpYj/tWrX0wqBZvhhHp3bEDTbB3ObB46RSYLdGJCgZSjLHb+7UuISy8TdvtuNDqXFfbqrjrtdrrkoIJpnuWLfQaSPf84HpMmTYWN817Anm55e6dF/yNkCKBYUSR1tnRh+OHmjGu0oaS8ujtZclAijHRXDOyFWTAVnjxDUycpmtu7Lw4WgrTybKBUBtKQGgjJilx3eh/PXinxyapYjDJR0mRGh1xPzqKNEEQsH/HGZgtRlx9/Vj/DwgjBlICyC/JDOriWPnUnNKJos1nuyK2rZB81+tQSDvxpOHkrUlB2jou/bwYRof3n8GEycWKI6RQd2Mg0lJTQxfONXVjzrVjw7pPnRoMJPIgbV4IRLhDqbQ81+eakXSUtGTpzIA63KThtPmj49j80XEAF/eaE4mjHyXP/Xy9z897U1qei+lzSj266UQcHZHWBJeAg7sbkJGVgikziv0/IMw0vw7po48+QlVVFRYuXIg333xT63ISnnSKTioSU3P+3oCl1yEpEUci3s4ZCodlt76qOAoSw0h+6J6aqboZCgeZBXo0h1oMIwpEw+nz6O7sxxXzypGUFJndGHzRdITU1NSEF154AWvXroXFYsFdd92FK664AuPGjdOyLFKgZtQU7lGSmuuQwjk99sGabViydKbiGpH4+fVrtg0bSUWiFqmKShv6+wcDfhzDiAIhCAKOHWxGZnYKxlWGdhR5sDQNpC1btuDKK69EdnY2AOCGG27Axx9/jP/9v/+3lmUlHDXNC3oj35DUW3NBIMTHyY+LAPxPC/oLo1v/6XKPkZHY2r59S53f0WfFxHzF9TtfGEYUqKaGLnSe78M1N14CgyH6oyNA40Bqbm5GXt7FJLbZbNi7d6/qx+fmet/GItDddKNFq7p8NTWoaV5QK9RR0vQ5pR5v3N6uQ6recNj98cpXbol4+7U0jOR71qkZGe2Q7Nwt30A1EtN1evz512NNgH7rksrMTMHgoCtizy8IArZ8dgIZmcm4av44GMN0AmygNA0kl8vlkcSCIASUzDx+Qr1gO+2iTf7GLb8OyRt5K3igjQ5KvG2Wqra9WySuHXlrZlBSUWnz2CcwkFFrfkmm7n7++W9y+OsGorOzL6LHT7Q2d+NcUzeuWjAWbW32iL0O4Pt717SpoaCgAC0tF0/HbGlpgc2m7e7RiS4czQuhbvYZKLE9XBoO4Wh08Bdoga4ZiSO/7Sr2qxOPixdHq/t3ncH+XWf8hpF0SycitU4eb4XZYsSkadpesqDpCGnOnDn44x//iLa2NqSmpmLTpk341a9+pWVJCU/rNSO1U3ZS0vsDuWg2WIEEkdJFsGpHSZESz2dqUeD6+wfReLoDlZcWwGgyalqLpoGUn5+Pxx9/HPfeey8GBgZw++23Y+rUqVqWRFEm30JIaa3F20mycpFodJAKdEQkXnMUbDODONJUO2pV28iQlpbMQCK30zVtcLkETJ6u/eha8wtjFy9ejMWLF2tdRkIIZB0p2AtkRZHavcEXeaOD2vUnX0Jt5Q5HM4PWo1aKX4IgoO5EG2yFGRgxMk3rcrQPJNIn6e7e0eRtRKF2t29v/vnf5of0eLUWVE1A9YbDIZ8CG+g6nL/RUbydqUXh0dpih72rH7O+M/xibS0wkEhXQpmyk5LvgxfIYX/BEINowaJKHD/Uovg18tNgw0XNVJ0eztQi/am70MwQyZOfA6H51kEUXb7evMSD98ROLfG2rSC46zSi3W0nFY3RkJR07cobMWgjtWcdUSDEZoaKiTYYTfqIAo6QyC2cF8iGgziikB5rHgh5k0Ogh/0F8jrS55c2LkS6oy6YHRni5UwtCk19bftQM8PlRVqX4sZAIt0K9c08Ek0OUvLAE/kKIj2MjrhmRIIgoO54K/IK0pFr877jTbTpY5xGuhOu3b3VvMEGu3WOdDdwfzuDR0L1hsNY8dA6d9CJHXTBhlGguF8dBau12Y7urn5Mmqaf0RHAQEpIat7I9N5qLB+d+FvDCedhf1Kl5bkeHXWhNC5w7Yii5eTxc7AkG3HJJH3tjMNAopggb6NW00QgJV0zCtdoSimIODoivevrHRhqZpiUr/nODHJcQ6KIC/YiWaXNSL01Kkhv+2taCLUFPBLbAQUyOmIYUShO1bRBEICpGpwI6w8DKUHpbfdv+RZCTxD21QAAERdJREFUwNBmpNI3evmZQqLqvx7CgkWVYW9akJMHkdrduyN1GixRoATXUDND4agsZI+wal3OMAwkihk7ttRh7Zs7AVwcDYkh5G8KL5QWcG+7LsgDUymg1IQRR0cULY1nOtDbM4C5C/U3OgIYSBQm/va+UzNtN6o8B7bCTK+bke7YUudxTZK0UcFf04LYAi4PMm/8bf2jRB5QHBmRngiCgOMHm5GRmYzy8docUe4PA4nCIlx73/najFRUWp6reIKsN+K2Pv6oOUjP1+7dUmrDiKMjipbWZjvOt/Xi6uvHQaMTyv1iICUwva0jBeL4oRbVOzgsWFQ5bEpv5Su3oPqvhxT3nZOPdKTkgbl9Sx1mSEJKDKhjB5tw7FBzQN8TUSQdP9SM5FQTJl5aoHUpXjGQKGi2ggzYCi/+1u7vmG2103Zic4O3a3qkIxhxVOMvmMQpupWv3KI46gqWPKA2vL9P9WM5OqJo6WjvRXNjF2ZcVaq7Vm8pBhIFLVJ734mh5G2UojSCUeqAUzp51htfU3He6mg4fd7nc/rCi2Apmo4eaILJnISpM/XZzCBiIFFURevgPm9rUdMV2sZ9fb0vRaOy3bdHlefg2MGmUMtWxNERheJ8aw8aT3fg8tmjkZxi1rocnxhICS5c60jh2vtOJI6SxOm5QEYwvpoSwr37trR5Qe2akdLoyFuXIsOIQnVo71lYkk24fPYorUvxi4FEYRFIh53aUdKo8hz39FwgIxj5lF6g+8v5+np5MFbdNgWA+iYGb1N1Wp3QS/HtXHM3Ws52YdbcMpgt+n+713+FFHFanH0Urak7IPBRka+vb27sdDcuVN02JWJNDABHRxQaQRBwaE8jUq1mXDarROtyVGEgEQB9tYBXVNo8jlSWT88pjWCCaUoIhDg1J69N7QjJ2zRdIF2KRIFobuhC+7keXH3dOF131kkxkEgz3kZJxw41u9/clUYhSgETTFOCL94ubPVXmxJvIyNfXYocHVEoBEHAob2NSM9MxqTLC7UuRzUGUoKzWi3uP8U3wWiOlAKduhODQr4RazhEYqufYNq7GUYUqoZT59F5vg/zq8YjKSl2ThliICW4tLRk95/i0dbRDiZfoeStldpXMKltYgg1gPy1eQcSRuHuUqTE5XIJOLzvLLJHpGL8FP3uyqCEgUReKf2mHqmQ8jV954tSqDQ3dkZlY9NA14x8EafuODqiUJ2ubYO9y4Ebbp6o2z3rvGEgJSCr1eIeGUnl5WUAAOz2fvdoSU7+hhnOgIpm512khLIDA8OIQuV0unB0fxNybWkYM2Gk1uUELHYmFylsenocaGnpQkuLZyeXeJ+3MFKSX5IZ1jfSWN5Sh2FEWjtV04bengFcOa8cQIwNj8BAojAJZzDFWiiNHjOCYUSacw66cPRAE2yFGRg9Nrb+DYkYSAnObu/3+DNUiRRKoQYRUTidPN6K/t5BXHlNbI6OAK4hJbyeHodHh104hKtLT3yz19O6UrgDiKMjCofBQReOHWxGYUkWSspyIAhaVxQcXQTSiy++CKPRiIcffljrUiiMwrX7gx6CKRIjIYYRhUt9bRsc/YOY+Z3SmA0jQOMpu66uLqxYsQKrVq3SsgyKoHA3PERrikx8rUi9JsOIwkVwCThxpAW5tjQUl2b7f4COaTpCqq6uRllZGZYtW6ZlGRRhvkZK3o5d8EUaEOEcNUUr7BhGFE5nGzph73Jg9vyxiNW1I5FBELQf4P3xj38EAE7ZJQD5ruLh3mlcbUBp1YwgbqBKFIj6k20YHHQpfm7jugPo6x3Ao09diyRjbPepRWWEtHHjRvzmN7/xuG/MmDFYvXp1SM/b2toNl2t4nublZQy7xkYPWFfkdxX3FTTBjMbCRRwVRfrvmT9jgdGqLvEidLU6O/vgcDiH3d/e2oOWs12YPX8MWtvs4Sovonx971EJpBtvvBE33nhjNF6KYkD5JSM9doqI1rELWh2Cxyk6ipTTNW0wGpMw8bLY2dHbF1102VFi6elxoKfHgab6Tk0OB4wmhhFFitPpwpm68yiryIUlOT7eyuPju6CYFI03ay0PwWMYUSSdre/AwIAzbkZHgE4Cic0Mictu74/oupKvQ/AihUFE0XCqph3WdAtKymK71VsqtlsyKOZJz2AKxxu5rSCwxeJwYxhRNPT1DqClqQuXTMpHrLd6SzGQSFdCfUOXTs/JRfIQPFtBBsOIoqa5oRMQgIqJNq1LCSsGEulOuI+0EEVqzSi/JNNnEBKF29kznbCmWzAyP03rUsJKF2tIRErySzKRl5fhd92HjQuUSJyDLrSc7cL4yQWIp+k6gIFEMcDf7uFaNC5MnlYMu73f43oqNSfuEoWqpakbTqcQkyfC+sNAopgRrmMtlASyi4NYh3g9FaDfnQgo/jQ3dsJkSkLx6BytSwk7BhLFHF/BFGzjgppdHDg9R3rQ2tSN/OJMJBnja7oOYCBRDFMKpkisGakJonCduEvkS3/fALo6+1F5afxcDCvFQKKYJw2MQKbzfDVDGEyB/fbJNSOKhtbmoQ1US8rjb7oOYCBRnJGPZnwFlLwZQlwDCjSMiKKltbkbJlMS8jS+ADxSGEgU17juQ/GktcUOW2EGkpLi85cmXhhLBK4Bkf45B13o6uiDrSh+f8liIBGBa0Ckfx3tvRAEoKA4PqfrAAYSEVFMON/WAwAoKM7SuJLIYSAREcWA9tYepKaZYU23aF1KxDCQiIhiQGd7L0ba0iEIWlcSOQwkHbNa4/c3ISJSz+V0oburHyPy4mt3bzkGko5JN+4kosRl7xmAIAC5NgYSERFpyN41dFlCbpyPkHhhrM5YrRYeaUBEHuxd/TAYgJxcBhJFEY80ICK57q5+pGemwGiK70mt+P7uiIjigL2zHyNGWrUuI+IYSDrG7WyICAB67I64n64DGEi6xjUjIgIAQQCyRqRoXUbEMZCIiGJAVk6q1iVEHAOJiCgGMJCIiEhzBgOQlhH/F8ozkIiIdC41zQyDIT4P5ZNiIBER6Vyi7GvJQCIi0rkUBlLk7dixA7fffjuWLFmC73//+zhz5oyW5RAR6VKq1ax1CVGhaSA98cQT+PWvf43169dj8eLF+PWvf61lOUREumRNZyBFlMPhwKOPPooJEyYAAMaPH4/GxkatyiEi0q2UFAZSRFksFixZsgQA4HK58PLLL+O6667TqhwiIt1KTpBAMghC5A/E3bhxI37zm9943DdmzBisXr0aDocDTz75JDo6OvBf//VfMJsT4y+eiEitUydaMXpsrtZlRFxUAskbu92OBx54ANnZ2Xj++edhsQTWSdLa2g2Xa3j5ej22gXUFTq+1sa7AsK7hrxuI40eakTUiPnZq8PW9a97UUFpaihdffDHgMCIiShSWZKPWJUSFZgf0HTx4ENXV1Rg3bhxuueUWAIDNZsPrr7+uVUlERLpktiTGWaqafZcTJ07EkSNHtHp5IqKYYbYkQbvFlejhTg1ERDqXlBT/+9gBDCQiIt1LhNERwEAiIiKdYCAREZEuMJCIiEgXGEhERKQLDCQiItIFBhIREekCA4mIiHSBgURERLrAQCIiIl1gIBERkS4wkIiISBcYSEREpAsMJCIi0gUGEhER6QIDiYiIdIGBREREusBAIiIiXWAgERGRLjCQiIhIF0xaFxCKpCRDUJ/TEusKnF5rY12BYV3kj0EQBEHrIoiIiDhlR0REusBAIiIiXWAgERGRLjCQiIhIFxhIRESkCwwkIiLSBQYSERHpAgOJiIh0gYFERES6EPeBdPDgQUyePFnrMty2b9+OW2+9FYsXL8b999+Pjo4OrUsCAOzYsQO33347lixZgu9///s4c+aM1iV5ePHFF/HHP/5R6zLw0UcfoaqqCgsXLsSbb76pdTkeuru7cdNNN6G+vl7rUtxefvllLFq0CIsWLcJvf/tbrctxe+mll1BVVYVFixZh1apVWpdDIiGO9fT0CHfddZdwySWXaF2K23XXXSccO3ZMEARB+N3vfif853/+p8YVDZk/f75w6NAhQRAE4b333hPuv/9+jSsa0tnZKfzsZz8Tpk6dKvzhD3/QtJazZ88K8+fPF9rb2wW73S4sXrzY/f9Sa7t37xZuuukmYdKkScLp06e1LkcQBEH46quvhKVLlwr9/f2Cw+EQ7r33XmHTpk1alyV8++23wl133SUMDAwIvb29wvz584UTJ05oXRYJghDXI6Rnn30W3//+97Uuw8OGDRswbtw4DAwMoKmpCZmZmVqXBIfDgUcffRQTJkwAAIwfPx6NjY0aVzWkuroaZWVlWLZsmdalYMuWLbjyyiuRnZ0Nq9WKG264AR9//LHWZQEA3n33XfziF7+AzWbTuhS3vLw8PPnkk7BYLDCbzRg7diwaGhq0LguzZs3CG2+8AZPJhNbWVjidTlitVq3LIsTxlF11dTX6+vrw3e9+V+tSPJjNZhw5cgTz5s3Dt99+i0WLFmldEiwWC5YsWQIAcLlcePnll3HddddpXNWQm2++GT/84Q9hNBq1LgXNzc3Iy8tzf2yz2dDU1KRhRRc988wzmDFjhtZleKioqMBll10GADh58iQ2btyIefPmaVzVELPZjD/84Q9YtGgRZs+ejfz8fK1LIsT48RMAsHHjRvzmN7/xuG/MmDHo7u7G6tWrtSkK3utavXo1xo8fjy1btuCdd97B448/jnfeeUcXdTkcDjz55JMYHBzE8uXLo1aTv7r0wuVywWC4eFSBIAgeH5OyY8eOYfny5fjJT36CsrIyrctxe+SRR3Dffffh/vvvx7vvvoulS5dqXVLCi/lAuvHGG3HjjTd63Pfee+/htddewz/90z+571uyZAnefPNNpKena1ZXf38/Pv30U/fo43vf+x6ee+65qNTjqy4AsNvteOCBB5CdnY0//elPMJvNuqhLTwoKCrB9+3b3xy0tLbqaItOjHTt24JFHHsGKFSt0MRsAACdOnIDD4UBlZSVSU1OxcOFCHDlyROuyCHE6ZXfHHXfg008/xfr167F+/XoAwPr166MWRt6YTCb88pe/xP79+wEMjQouv/xyTWsSPfHEEygtLcWLL74Ii8WidTm6NGfOHHz99ddoa2tDb28vNm3ahLlz52pdlm41NjbioYcewvPPP6+bMAKA+vp6PP3003A4HHA4HKiursb06dO1LosQByOkWGI0GvHCCy/g5z//OZxOJ/Lz8/HMM89oXRYOHjyI6upqjBs3DrfccguAofWR119/XePK9CU/Px+PP/447r33XgwMDOD222/H1KlTtS5Lt/785z+jv78fzz77rPu+u+66C3fffbeGVQHz5s3D3r17cfPNN8NoNGLhwoW6CsxExhNjiYhIF+Jyyo6IiGIPA4mIiHSBgURERLrAQCIiIl1gIBERkS4wkIiISBcYSEREpAsMJKILTp06hcsuuwzNzc3u+z788ENcffXVutn9nCieMZCILhg9ejSuueYa/Pd//zcAYNeuXfjVr36FV199FYWFhRpXRxT/GEhEEvfddx/WrFmDo0eP4uGHH8Yvf/lLbg9EFCUMJCKJSZMmYerUqbjzzjtx1113oaqqSuuSiBIGA4lIwuVyISkpCQaDAT/84Q+1LocooTCQiCSeffZZdHV1oaysDB9++KHW5RAlFAYS0QXvvPMOPv30U7zyyiu477778Oc//xncDJ8oehhIRAC2bNmCF154AX/6058wcuRI3HDDDRgYGEB1dbXWpRElDAYSJbwTJ07g8ccfx29/+1uMHz8ewNBhisuWLeMhhURRxAP6iIhIFzhCIiIiXWAgERGRLjCQiIhIFxhIRESkCwwkIiLSBQYSERHpAgOJiIh0gYFERES68P8DTxBYd28gcJkAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.jointplot(x=\"x\", y=\"y\", data=df, kind=\"kde\", color=\"m\")\n", "g.plot_joint(plt.scatter, c=\"w\", s=30, linewidth=1, marker=\"+\")\n", "g.ax_joint.collections[0].set_alpha(0)\n", "g.set_axis_labels(\"$X$\", \"$Y$\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## (Tutorial) Visualizing linear relationships" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.regplot(x=\"total_bill\", y=\"tip\", data=tips);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"total_bill\", y=\"tip\", data=tips);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"size\", y=\"tip\", data=tips);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"size\", y=\"tip\", data=tips, x_jitter=.05);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# in the above case linear plot is not a good representation of the data. So instead\n", "# we can plot the linear relationship between the central tendency of the categories\n", "sns.lmplot(x=\"size\", y=\"tip\", data=tips, x_estimator=np.mean);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "anscombe = sns.load_dataset(\"anscombe\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'I'\"), ci=None, scatter_kws={\"s\": 80});" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'II'\"), ci=None, scatter_kws={\"s\": 80});" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# in the above two cases linear is not a good figure to use to represent the data\n", "# Use order to fit a higher degree polynomial\n", "sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'II'\"), order=2, ci=None, scatter_kws={\"s\": 80});" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The next problem is outlier problem\n", "sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'III'\"), ci=None, scatter_kws={\"s\": 80});" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# add routust=True which uses a different loss function to downweight relatively learge residuals\n", "sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'III'\"), robust=True, ci=None, scatter_kws={\"s\": 80});" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tips[\"big_tip\"] = (tips.tip / tips.total_bill) > .15\n", "sns.lmplot(x=\"total_bill\", y=\"big_tip\", data=tips,\n", " y_jitter=.03);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Use logistic instead of linear when y is binary\n", "sns.lmplot(x=\"total_bill\", y=\"big_tip\", data=tips, logistic=True, y_jitter=.03);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Use ci=None to turn the boostrapping off i.e. to not predict the confidence intervals" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Fit a nonparametric regression using a lowess smoother. This approach has fewest assumptions, but is very intensive\n", "sns.lmplot(x=\"total_bill\", y=\"tip\", data=tips,\n", " lowess=True);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# To check if simple regression techniques can be used, use residplot. If there is some relationship between the\n", "# residuals then it means that simple regression cannot be used.\n", "\n", "# Like in this case, these should be randomply distributed around y=0\n", "sns.residplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'I'\"),\n", " scatter_kws={\"s\": 80});" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.residplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'II'\"),\n", " scatter_kws={\"s\": 80});" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# the difference between regplot and lmplot is that lmplot combines regplot with Facetgrid\n", "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", data=tips,\n", " markers=[\"o\", \"x\"], palette=\"Set1\");\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 4 }