diff --git a/Book/Jupyter_Notebooks/.ipynb_checkpoints/MatplotLib-checkpoint.ipynb b/Book/Jupyter_Notebooks/.ipynb_checkpoints/MatplotLib-checkpoint.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..fc0905ff7fbc73747a07813adef807c8cc7d1857 --- /dev/null +++ b/Book/Jupyter_Notebooks/.ipynb_checkpoints/MatplotLib-checkpoint.ipynb @@ -0,0 +1,651 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<table>\n", + "<table border = 5 align = center bgcolor=\"white\" cellspacing=\"10px\">\n", + "\n", + "<tr>\n", + "<td><a href=\"https://drive.google.com/file/d/14zSOmdu6bdqw-uaDRTpgRnSfsDi90DbU/view?usp=sharing\"> <img alt=\"Colaboratory logo\" width=\"150px\" src=\"https://miro.medium.com/max/986/1*S2AyJcdw8EPcn7gwDVSBCA.png\" align=\"left\" hspace=\"10px\" vspace=\"0px\" /> </a> </td>\n", + " \n", + " \n", + " \n", + "<td></td>\n", + " \n", + "<td><a href=\"https://mybinder.org/v2/git/https%3A%2F%2Fgitmilab.redclara.net%2FhalleyUIS%2Fmoncora.git/4d1344cb6f0df9a23bce6fe9d70812719aeb0fe5?urlpath=lab%2Ftree%2FBook%2FJupyter_Notebooks%2FDatosII.ipynb\"><img src=\"https://mybinder.org/static/images/logo_social.png\" alt=\"Alternative text\" width=\"150px\" /></a>\n", + "</td>\n", + "\n", + "</tr>\n", + "\n", + "</table>\n", + " \n", + "<br>\n", + "\n", + "# <strong>Visualización de datos: Introducción básica</strong>\n", + "---\n", + "\n", + "En este notebook vamos a aprender como usar la libreria ```matplotlib```. Como toda librerÃa de Python lo primero es importarla y definirla:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "La estructura básica en `matplotlib.pyplot` es `plt.figure()`. Las `figures` son como los lienzos en blancos en donde vamos a hacer nuestras pinturas de visualización de datos. Son el background o fondo donde vamos a dibujar los trazos" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<Figure size 640x480 with 0 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "fig = plt.figure()\n", + "ax = fig.gca() # gca() significa: Get the current axes -> Obten los ejes actuales\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "En un lienzo de python podemos graficar puntos, lÃneas y sombreados." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Generamos set de datos con numpy\n", + "import numpy as np\n", + "x = np.linspace(0,10,20)\n", + "y = np.random.random(20)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Figura\n", + "fig = plt.figure()\n", + "\n", + "plt.plot(x,y)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Por defecto, matplotlib dibuja lineas que unen los puntos, pero podemos personalizar nuestros graficos. Mira lo siguientes ejemplos:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Figura\n", + "fig = plt.figure()\n", + "plt.plot(x,y,'o')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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swVKRUlRkSRh3Jx9+COHgQQgXLgDffKP0aLTFuiS1LDEH1Tp9qw61JzgaK2LbQ6ipseTeECmMwY3atKAM3KZap8dGc7LlCvNu5GVdkvo+rWerPygudd7ThD3BUZYr7jR7U10NTJ9+8fqCBcqNRYtqb7ngBJ9kWROLZ8/mzDEpjsGNmhw/brkA2BUc06JDMKlYAeXlEK0dWluzl1Rj3HJp6uuvgZ07UWYtqReXLQNKSpQdk1YcOABs2IAaCFiWlOOUQ/7QpjtKjD7A3r1AQYFTjknUUgxu1MS6JHUgIALnPVu2Twt3CFfAokUQSkpwxDcEq2MyJDmF2yUViyLw4osAgHe6XI/dQVEQKiuBn35SeGAaYa1q+isqDWe8/J1yyHIPI75qd7XlCjsWk8IY3KhJK5KJbWzBjbhuHVBR4YxRUVOse0l9l94ToiDNr5TbBTe//AKsWoULBk982Ok6FKR0tdzOpSnnsC9JtbxKqj7zrEtT4ldf2WehiZTA4EZNWtCZ+FL7A804bfKDUFEBbNjgrJFRQ0pLIVoTXZ1dJVWbfRuGwkLgwgXJzqMaL78MAPi8fR+c9Am8GNx8/70lF4da7sIFiNZlo5ZsudCYwvAkrDenWmbZ/vtfpx6bqDkY3KhJK5KJ7QTh4iaazLuR3nffQSgrw/6AiItLghI44hdqCVqrq+0/J5q1aRPw3XeogYB3ul4PAFgdnWHJ5zhxwlLCTC23dCmEsjIc8Q3BFtuMoBPNz7KUhePdd7nPHSmGwY2aOGHmBgDWm9nMTzbWJamFba8EBEG68wiC+yxNWSukfkjrjn1BliqxKr0BS22Jr1yaap3aXYkl+Jn9tm0vSxJ4YSHwxx9OPz6RIxjcqMXp08CRIwBaOXMDYH1UrR3CSTolJRCtHxRSLknZuEVwc/AgxLlzAQBv5Q6vc9f/mHfTeqLYql3AHXHO6I2F6daqQSYWk0IY3KiFtVLqsF8ozhm9W3WoDWZrUvGWLZaGfiSNb76BUF6OncExF0u1JeQWwc2rr0KoqsLyuA7YcMky39KkzqgSdJYZzt27FRqgi9u2DdizB+V6A36Pz5LsNLbNNMVPPwWKiyU7D1FDGNyohTPybayO+wbhsF8oBFEE1q5t9fGoAdbGfQvaXiXtkpTVlnDrBprr1mkzl+HMGYhvvw0AeKvr8MvuLjH5Xiy1X7hQzpFph3XWZkVsB5R5ekl2mrXR6dgeEgehrMz+e0IkJwY3auGkfBsbe3Irl6akceoURGvPlYUSNe671M6QWFTq9MCZM5YmbFrz1lsQzp7F1tD4i/k1lyhI5tJUq0hUAn4ZQbiYWMzNNEkBDG7Uwgk9bmrbwB3CpfXllxCqqrAlPBG7nPRv1pQKg8fFmT2tLU2Vl0N89VUAwNu5wxqcCbOVhLNbcQsUF0P89VcAMgQ3AL5s1xsVOgOwZg3w11+Sn4+oNgY3auHkmZt1nLmRVu0lKRlpNu/mo48gFBXhsF9oo+/p7pCYi92Kf/xRxgFqwOLFEKqqsCs4BvuDIiU/3WnvAPzUppvlyuzZkp+PqDYGN2pQUmJfZnBGzg0AbDKnWP5n7152CnW2o0ch/vwzAFysCpGJPXF53TpZzyupmhp7077ZnYegUu/R6MPtDf2Yd9M8Tt4o0xG2zTTFjz4CyspkOy8Rgxs12LoVAHDMJwjFXn5OOeRZow922jbf5OyNc33+OYSaGqyLbIMDgWZZT70lwppUrKWZmwULgG3bUGL0sbfvbwy7FbdATY19Pyk5lqRs/ojPxIGACAjFxcAXX8h2XiIGN2pgX5Jybu7GenYqloZCS1JArW0Ydu0Czp2T/fySsM7a/LfjAJQ60AZhdXQGitmtuHnWrAGOHcNZTy/JNnetjyjoMD/zWssV9rwhGTG4UQN7MrFz8m1sNnCHcOc7cAD47TfUQMDC9J6yn/6UdwCO+gZbyvw3bpT9/E73++/A77+jQm/A+zmDHHpKld6AZexW3DzWJalfEzo2ueznbJ91yEO1oLNshrptm6znJvfF4EYNrA38nJVvY1OnHFyLfVGU8NlnAIBVMRk46heqyBDseTdaWJqyztp80e4aHPcNdvhp7FbcTLW3XJDZUb9Q/GwLRplYTDJhcKMGtgZ+Tl6WKgxPtPRFOX4c2LfPqcd2WwouSdnYK6ZcPal461bgm2+sG2QOa9ZT2a24GYqKgNWrAQBLk+TLt6ltvi2x+IMPgIoKRcZA7oXBjdLKyiDu2QPA+ctS5QbPix+EzLtpvV27gFWrUC3o8ENaD8WGsUUr5eDWDTIXp+Zid0hMs57KbsXN8MMPAIAN5hQc9w1SZAhLkrtYllOPHeO/F8mCwY3Stm2DIIo45eWPk94BTj/8BjOTip3GugP4H3GZOOkTqNgw7NswbNxoqYJxRUeOQPzvfwFcvkGmo7g05SDbkpRCszYAUK3T4/P2fSxX2LGYZMDgRmm1OxNLsD/RenYqdh5rcKPkkhQA7A2OwgWDJ1BaaplNckWvvQahogIrYzKwNrptiw5RkJILQOXdik+eBKZMAbZvV+b8FRX2bULk7G9Tn/mZlu0YxB9/BPbvV3QspH0MbpQmUb6NjT2peM0a9gRpjS1bgA0bUKEz4Edb11WFVOv02BYab7niiktTJSUQ33wTAPB2PRtkOmpPcLT6uxU/+ijwwgsQ8/KAY8fkP/9vv0E4exbHvQMvbsmikP1Bkfg9PtNS6ffee4qOhbSPwY3SJCoDt9kZEotSD5OlJ4q1WSC1gHXW5pfEjk5rtNgaW1w5qfiddyAUF2NncAwKUlq3VFKg5qWp06ftS2/CgQPADTfIn0xrXZJalpQDUVD+z/38TGuTxtmz+WWLJKX8T7u7c/KeUpeq0ekvbsXAvJuWEUV7ldRChZekbFx2j6mKCuD//g8A8FbusFZ/4Kq6W/GcORDKyrA3MBJnjd7Ar78C994r7xjk2gXcQT+26YbTJj9Lv6jFi5UeDmkYgxsllZdD3LkTgPN2A6/PejPzblpl7Vpg+3ZcMHhisTXPQ2kuG9x88glw6BCO+gbjm4zerT6cvVvxyZPq6lZcXQ288QYA4D9X3Ih7Bj2IGgjArFmWixx27QK2bUOlTo9fEzvKc84mlBs88VU76787OxaThBjcKGn7dgg1NSgx+uBYMxqYNdd67hDeOp98AgD4X0quQ9sDyGGrLbg5cAA4dUrZwThKFO1N++Z0HowKQ+s75VbpDViaZE2UVdPS1MKFwN69OG3ywzcZvfBzche83Gs0AEC8+27LLI7UrHtJrY7JwFmjj/Tnc9D8LGti8TffAEePKjwa0ioGN0qSuFLKxlYxJa5fD5SXS3YeTaqutgc332T0UngwF501+uBAQITliqvM3vzwA7B5M856euHj7P5OO6w9b0dNwc1rrwEAPsnuh3IPIwDgzdwbsCD9SghVVRCHD5e+Ysi2JKVgCXh9toUl4K/INAhVVcCHHyo9HNIoWYKbmTNnIiEhASaTCbm5uVjZyPLI+++/D0EQ6lxMJlOdx4iiiKlTpyIyMhJeXl7Iy8vDjh07pH4Zzidxvo3NwYAInPLyt1SVuMoHoVr8+itw+DCKjT5Ylpij9GjqcLlmfi+9BAD4OLu/U2cSVNetePNmYMkSVAs6fNRxwMXbBQEPDrgXmyKSIRw/DgwdCpSVSTOG0lKIS5cCUE++TW3zrLM3ePddbg1DkpA8uJk/fz4mT56MJ554AmvXrkVWVhb69euHY42URfr7++PIkSP2y75Ltg546aWX8Nprr2HWrFlYsWIFfHx80K9fP1y4cEHql+NctWdupCQI3CG8pT7+GADwfVoPpyyjOJNL5d2sWAEsW4YKnQHv5Qx26qFV16349dcBAD+mXoHD/uF17rrgYcKEYY/ihHcA8NdfwLhx0ny4FxRAKC/H/oAI7Gpm92c5LGh7Fc55eln6/8ixREduR/LgZsaMGRg/fjzGjh2LjIwMzJo1C97e3pgzZ06DzxEEAWaz2X6JiIiw3yeKIl599VU89thjGDJkCDIzM/Hhhx/i8OHD+Prrr6V+Oc5l73Ej7cwNAGwwc4fwZisvh/j55wCAb1W0JGXjUsGNNdfmm4yrUeTv/A1HVdOtuFb59/ud6w/iDvuH4x9Dp1j2fZs3zz6j5VS1q6QkXPJuqTJPLyxIv9JyZeJEyzKeGmbdSDMkDW4qKiqwZs0a5OXlXTyhToe8vDwsX768weedO3cO8fHxiI2NxZAhQ7B582b7fXv27EFRUVGdYwYEBCA3N7fBY5aXl6OkpKTORXGVlRCtXUt3SNTAr7Z1UUwqbrYff4Rw+jSO+gZjRWx7pUdzGds2DOLmzUBlpcKjacSOHRC//BIA8HbX6yU5hWq6FVvLvwvDErAypl2DD1sZ2x5P5t0BABCnTLEn/zqFKNqP97MKl6RsPsgZhDIPI7Bpk6VEPjkZyMgAHnrIMptTVaX0EMmFSRrcnDhxAtXV1XVmXgAgIiICRUVF9T4nLS0Nc+bMwTfffIOPPvoINTU16N69Ow4ePAgA9uc155jTpk1DQECA/RIbK30w0aSdOyFUVeGcpxcO+4VJfjrbHlPi1q3qbVWvNtYlqQXpV6JGp1d4MJc7GBCOEk9vCBUV6m7Q+MorEEQR/0vugh1h8ZKcYk9wNHYFRyvbrbhW+fd7OYObnDGZ23EA5mbnQxBFiDffDGzb5pxxbNgAHDyI8wYj/lRhUG6zNTwRfW+fiWd6j8MfcZmWvKnCQsss31VXQQwPB0aNsiT0nz6t9HDJxaiuWqpbt24YPXo0srOz0atXL3z55ZcICwvDW2+91eJjTpkyBcXFxfbLgQMHnDjiFrItSYXEyDJtfNInEAf9wyytz9eskfx8Lu/cOYjffgvAspSiRqKgw9bwBMsVtS5NHT0K8f33AQBvt3CDTEfZE2eVWpq6pPzbEU/m3YGVMRkQSkqAwYOBM2daPw7rktTv8Zn2Si21Ohhoxuyu1+NvNz+PTvd8jEmDH8KX7XrjtMkPwunTli8Yf/sbxLAwoFcvy07yW7cyCZmaJGlwExoaCr1ej6OX9DI4evQozGazQ8fw8PBAx44dsdPa7M72vOYc02g0wt/fv85FcdbgZpfUycS1sN9NM3zzDYTz57E7KAobbR2eVUj1eTdvvAGhvBx/RaY1ukzjDIp3K7aWf8/L6udwUFGp98A/hk7BIb8wS3LtqFGtH7ttF3AVL0nVp8Tki4Vtr8Lk6+5Hzt0fYfiol/CfK27AttA4CNXVwC+/AA8+CLRtC6SmAvfdB/zvf/JvaUEuQdLgxtPTEzk5OSgoKLDfVlNTg4KCAnTr5tjmg9XV1di4cSMiIyMBAImJiTCbzXWOWVJSghUrVjh8TFUoLAQg3Z5S9dnAHcIdZ12S+jajlyoTMm0Kw1Qc3Jw7B3HmTADArNzhkr+PinYrrlX+/d9OA5p+fC0nfIIwYdijlp3ev/8eeOyxlo/j5EmI1tf+s8K7gLdGjU6PNTEZeKnXGPQb9x/0vONdTM27A8sSO6Fcb7B0X/73v4Frr4UYGgrceCPwwQfKbE5KqiT5stTkyZPxzjvv4IMPPkBhYSHuuusulJaWYuzYsQCA0aNHY8qUKfbHP/300/jpp5+we/durF27Frfccgv27duHv//97wAslVT33Xcfnn32WXz77bfYuHEjRo8ejaioKAwdOlTql+M89h43nLlRnePHIVrzNr5tq74qqdoKa2+gqbap+tmzIZw+jd1BUVicKv22FYp2K26k/NsRm80peKi/dd+pF16wN45stkWLINTUoDAsoUXjUKuDgWZ8mDMIt930NDre8wnuuP5fmN/hWhz3CYRw9izw+efAmDEQzWagWzfg+ectuUdq+50g2RikPsGIESNw/PhxTJ06FUVFRcjOzsaiRYvsCcH79++HTncxxjp9+jTGjx+PoqIiBAUFIScnB3/88QcyMjLsj3nooYdQWlqKCRMm4MyZM+jZsycWLVp0WbM/1aquhrh1KwTIO3OzMSIFNRCg27/f0vb8kqRssvr8cwjV1dgYkYzdKuwRUtu2sHhUCzrojx8HiooA6wyn4iorgRkzAADvdB0mW0J2QUpXDClcZgluXnhBlnPayr8FNFz+7YhvM3oh49hu3LniC4jjxkFISwM6dWreQexLUq47a9OUMk8v/NimO35s0x2CWIMORTvRZ+cqXLNrJToc3WWZtfvzT+DRR4GEBOCjj4AePZQeNslMEEX3C21LSkoQEBCA4uJiZfJvdu4EUlNxweCJjH9+JmslzuJ370LqyQOWP/7XXSfbeV3KlVcCv/2GZ3vfjne7DlN6NE363zt3IuXUQcv2Bvn5Sg/HYu5c4JZbcNw7ED3vmoNyg6csp/W/cA5rX/sbDGKNZekiKUn6k77yCvDAAygMS0D/sa+3avlNV1ONOZ8/jav3rIEYGwth9Wog3MEZmKoqy2NPn8YNo17EaolznNQo4uwJXLNrNa7ZtRI9966HV1W55X3ctAlQQ64ltZqjn9+qq5ZyC7Zk4uAY2UuM7UtTzLup3759wG+/oQYCFqZfpfRoHKK6pOJaG2S+nzNItsAGuKRbsRxLU80s/25KjU6PewY/iN1BURAOHABuuMHxhNk//wROn8YZky/+ikpv1Thc1VG/UHySnY/xw6ei86T/Yl+g2fI+1kp9IPfA4EYJCuTb2HAbhibMmwcAWBHXXpJOulJQXXCzeDGwfj1KPUx191aSib1bsRxbMbSg/LspJSZfjB/+OM4avS3N7O6917EnWpekliXmoFqFfZnkVmr0xiP5d1uu/Oc/lmorchsMbpRg31NKvnwbmzpJxe63Itk02w7gKk8krm1L7aRiNbBuJzAvqx+KvfxkP72s3YpbUP7tiF0hsbj3ugdQAwGYNctyaYp9ywXt5ts01/L4LHyc1c9y5e9/B86fV3ZAJBsGN0qw7ykl/8zN1rBEVOgMlnLZPXtkP7+qbd4MrF+PCp0BP6S5TgKifRuGbduU/+O9Zg1QUIAqQYfZXYYoMgTZuhW3ovzbEUtSumL6VbcCAMS77258g8kDB4CNG1Et6LAsSV271yttWu/bUeQbDOzYATz5pNLDIZkwuJFbTY0iPW5sKgwe2BJh/abPpam6rLM2y5JyFJlxaKljvsE46eUPoabG8oGrJGuuzbcZvRQtRS5IlmEjzVaWfzviP1fciAXpV0KoqoI4fDiwf3/9D7TuJfVXVBrOeDFxtrazRh882m8iAECcPh1YvVrhEbmwigrg+HFLoLh6taWJ4hdfALNnW6ojn3jCsow6ZgwwdCjwzTeKDVXyUnC6xP79QFkZKnQG7AtSpmx3g7kNso/ssCQVjxihyBhURxQvNu5r6xqJxHaCgMLwRPTct96Sd9NZoWWJ3bshfvYZBABvK1xltiSlCyas+upit2K9k3NQapV/f5AzyLnHrk0Q8FD/e5F06hDaHdtt+cD47TfA27vu42rvAk6XKUjJxbdtr8Lgwl+AceMsX+w85Ut0V6Xt2y2XM2eA4uLL/1vfbc2dGe7aFRiizAwugxu5WZekdgdHK5b0tyEyFfgLnLmpbcUKYM8elHqY8L8U6RvOOVud4EYp//d/EGpqsCyxE7ba8oAUYutWHGDrVuzsPie1dv+Wesf4854mTBj2GL794D6E/PWX5cP5448vVmZduACxoAACtN3fprWezLsDPfeuQ/CGDZa8sNZ0gnZ1771n6aXUwrzLs55eKDH64qzRG2eNPigx+eCs0dt+W4nJB706p6D7wIFOHrjjGNzIzZ5vI/+SlM06a1KxuGYNhKoqwMAfA9uszU+pV+C8p4s0g6zFlnejWFLxiRMQZ8+GAOtWCwqzdSu2N/RzZnDj5PJvRxwKCMc/hk7BR/Mfg8e8eUB2NvDww5Y7ly6FUFaGw36hF7fjoMuc8g7Ak3kT8NqC6RCfeQbCsGFAreawbmPzZogTJ0IQRWwNjcdxnyBrQGINTIw+tQIWnzrXS4w+OOfp5VALk8hBGeiepdzPIz/V5GavlJI/mdhmd3A0znl6wbeszJL/06GDYmNRhaoqYP58AHBaOa/c7OXgtpbzcu+HNXMmhPPnscGcguVxmfKeuwGSdSuWoPzbESviOuCpvDvw7E//gThlCoQOHYABA+xLUkuTOqt6HzQ1+LZtLwzesgx5u1ZZZsB++835S5ZqVlYG3HQThPPn8UtCR9x201MQBW2m3mrzVamZvceNcjM3NTr9xZ2uuTQFLFkCHDuGU17++C2ho9KjaZFdITGWKrjiYksjQjmVlUG0Jte+1VX6DTIdtTQpB1WCzvI7t3u38w4sUfm3Iz7K7o+Ps/IhiCLEm28Gtm51iy0XnEYQ8FjfiZYeQn/+aU8Kdxv33gts2YJjPkGYfN1kzQY2AIMbeYmiKmZuAGC9mTuE21mrpL5L74kqvWtOZlbqPS62FpA772b2bAgnT2JfoBmL0rrLe+5GlJh8sSrWugWBs6qmJC7/bpIg4Ilr78Cq6AwIJSVAXh6wZw/K9Qb8Hp8l/3hcUJF/KJ6/+nYAgPjoo84NfNXsk0+Ad99FDQTcd939OOETpPSIJMXgRk6HDgFnz6JK0GFvcJSiQ9nAHcItzp+H+MUXAFx3ScqmUIlmfvv2QbQmZr7TdZjqOuMW2KqHnBXcyFD+3ZRKvQfuun4KDvuFWv6mAFgR2wFlnl6KjMcVzcvqi+VxHSCUlQETJmi/oenOnRAnTAAAvNHtJvyRkK3seGTA4EZO1lmbfUFRqNR7KDoUW6diccMG4MIFRceiqO+/h3D2LA76h2FNdFulR9Mq9qRiuWZuqquB226DUFKCNVHp+MTWCVZFnNqt+PRpiB9+CEDi8m8HnPAJwoRhj+GCdd8uloA3jyjo8Ej+3ThvMAIFBcCcOUoPSTrl5cCIERDOncOKmHb4d8+/KT0iWTC4kZOCe0pd6pB/GE54B1iqpdTStl8J1iqphW2vcvn15y1y7zE1YwawbBnOeXrhn9fdr7pZG6BWt+KqqtZ3K549G8L587KUfztikzkF44ZPxYcdB2J+Zl+lh+Ny9gVF4ZUrRwEAxPvvBw4fVnhEEnn4YWDtWpzy8se9gx5U5e+pFFz7r7mrUbAz8WUEoe4+U+7ozBmI1mRMV1+SAmotS+3eLf2eSuvWWfIVADzVZzz2K9SQ0hFO6VZcXQ3MnAlAvvJvR/yekI2pfe9yyfYFajCn8xCsi2wDobgYuOsu7S1PffMN8O9/AwAeGHCfy2wG7AwMbuSkopkbANjg7knFX30Fobwc20PiNNEf5IyXP474hliubNwo3YnOnwduuQVCZSV+TL0Cn3W4VrpzOUGBbZdwW7fillCo/JukVaPT46H+91gqDb/9Fvj0U6WH5Dz790McOxYA8G7nIVhi+z1wEwxu5CKK9n1/dqph5gbgzI11SeqbjF6q+SbeWlsiZGjmN2UKsHkzjvsEYkr+3ap/79ZEt0Wx0ceyWezy5S07iILl3ySt7WEJ+E+3GwFYNyg9cULhETlBZSVw880QTp/GenMqXrx6jNIjkh2DG7kcOwacPo0aCNgVHK30aAAA6yOtMzfbtln2DnEnRUUQlywBYNnkUSsKpc67WbzYPs39YP/7cMo7QJrzOJGtWzEAywxMcyld/k2Sm9ntJmwNjYdw/Dhw331KD6f1nngC+OMPnDV6Y9KQhxUvYFECgxu5WJek9geaVfPN77R3AA4ERFiurFmj7GDk9umnEGpqsDYqDQcCzUqPxmnsy2tSBDenTkEcMwYA8GHHgVjqQk3j7EtTLcm7UUH5N0mrUu+Bh/vfg2pBB8yda2+M6JIWL4Zo7cj9SL+7NfX3rTkY3MhFZfk2NvalKXfLu7EvSV2t7DiczD5zs3Fjy/NL6iOKwJ13Qjh8GLuCY/B877HOO7YMWtytWEXl3ySt9VFpmN3ZsoO1eOed0iflS6GoCOItt0AQRczNzsd3ba9UekSKYXAjF9uGmSrJt7Gxdyp2p7ybXbuAFStQLejwXXpPpUfjVHuDIi29O86fB3bscN6BP/oI+OwzVOr0uO+6+3HBw7Wqc1rcrVhl5d8krRlXjsLewEgIBw9e3JjUVVRXWxL9jx1DYVgCnr5mvNIjUhSDG7modeYmyg2Tiq3bLfwen6W5FuQ1Oj22hiVYrjhraWrvXogTJwIAXu3xN2y05Wq5mP81tyRcpeXfJJ0LHiZLkjwAzJoFLF2q6Hia5YUXgIIClHkYMWnww6pJf1AKgxu52PeUUtfMzaaIZMs688GDwJEjSg9HeqJoWVOHthKJa3NqUnF1NTB6NISzZ7EqOgNvXnFD64+pEFsprLhsmWWD0aaw/NstLY/PxMdZ+ZYr48dbdtJWu99+gzh1KgBg6rV3YZfKvkQrgcGNHE6csFRLwbJ7s5qUeXphp21M7jB7s349sHUryvUe+LFNN6VHIwmndiqePh349VdrF+LJqHHh7qZ1uhX/9FPTT2D5t9ua1nuspWfUzp2WyiM1O3kS4s03Q6ipwZfteuPz9n2UHpEqMLiRg7Uz8UH/cFVubudWScXWROKC5C44a/RReDDScNrMzV9/QXz8cQDAU30m4KAGqi4c7lbM8m+3dtbog0f7WZZixRkz1PvFTxSBMWMgHDyI3UFRePzau7h8asXgRg4qzbexcZsdwmtqgHnzAGivSqo2e87NoUMtb0h2/jwwahSEykr80KY7PuuQ57TxKcnhbsXW8u+fWP7ttpakdMXXGb0g1NQA48YBFRVKD+ly//43sHAhyvUemDTkEZQavZUekWowuJGDSvNtbNbVDm60trdKbb//Dhw4gBJPb5fq0dJcpUZv7A207vXU0tmbRx4BCgtxzCcI/+o3UTPfBlfHZOCMybfxbsW1yr/fZ/m3W3u6zwSc9PK3tFaYNk3p4dS1ejXEhx4CADx7zbiL3ckJAIMbeah85mZbWDzK9Qbg9GlLmbRWWZekfmzTHeUGT4UHI61WLU399JM93+TBAffhtAt0IXZUtU6PpUk5lisNLU2x/JusTnkH4Mm8OwAA4nPPAZs2KTwiq+JiYMQICJWVWNSmG/7bcaDSI1IdBjdyUGmPG5tKvQe2hCdbrmh1aaqiAqJ1Uzx3qHxpcXBz8qS9C/H7na7DMlsgoCFLbHk39W3FwPJvusSCtldhcUpXCJWVluUpZzbHbAlRBO64A9i9Gwf9w/FQ/3v5c1oPBjdSO3MGOHwYALBTpTM3QK19prSaVLx4MYRTp3DcJxDL4zOVHo3k7MFNczbQtP7RFI4cwc7gGLyg0c32Gu1WzPJvupQg4LG+/8BZo7fl76N1bzXFvPsuMH8+KnV63D34IZSYfJUdj0oxuJGatVKqyDdY1dU5GyI13qnYuiS1MP1KVLtwObOjtoRb1t/FwkLHEyE//BD44gtU6vS4d9ADLteF2FGNditm+TfV46hfKJ67+nYAgPjYY5YScSVs3AjxnnsAANOvuhV/RacrMw4XwOBGaipPJraxlYOLq1cDW7cqPBonKy2F+PXXALRdJVXbIf8wFBt9LFPp1gC7UXv2QLzb0pn1/3qOwmZzisQjVFa93YpZ/k2NmJfVD3/EZUI4f97S3E/u4ovSUkuezYULWJqYg7e7DpP3/C6GwY3UrB8sal6SAoBdwTFYFZ0BobwcYn6+fSlNExYsgFBWhn2B5ouVYVonCNjqaN5NdTVw660Qzp7FypgMzModLv34FFZQX7diln9TYwQBj+Tfbdm7belS4J135D3/PfcAhYU46huMyddNhijw47sxfHekZq+UUvfMDQQBdwx7FLuDoiDs2wcMGOBYi3pXYNsBvG0vt0q8c7hT8UsvAb//jrOeXpg80LW7EDtq76Xdiln+TQ7YHxSJ6VfdCgAQH3zQsm2NHObOBebMQQ0E3HfdAziloQpGqTC4kZp9WUrdMzeApezxtpuexnGfQMsH4rBhQHm50sNqnZMnIf7wAwD3WZKyKQxzIKl4zRr7njRP5t2piS7EjqrTrZjl3+Sg93IGYV1kGwglJZblqb/+kvaL4I4dEO+8EwDwWo+RblEQ4QwMbqR07hywbx8AF5i5sToQaMaYG57EOU8vYMkSYMwYS2dfV/XFFxCqqrAlPNHtNpOzN/Vav77+/ICyMuCWWyBUVeH7Nt3xRftr5B2gwup0K7aWf7+fM8itZveo+Wp0ejzY/15U6AzAokVAp05AYCAQGgp07QrcfDPw6KPAnDmW5av9+1tePn7hAnDTTRDOncOfse3xWveRznwpmiZLcDNz5kwkJCTAZDIhNzcXKxspN37nnXdw5ZVXIigoCEFBQcjLy7vs8WPGjIEgCHUu+fn5Ur+M5rMm5h73DsQZL3+FB+O4zeYU3Dn0X6jU6S3bFTz4oNJDajnbkpQblvXuCI2zlDyfPFl/DtXDDwNbt+KobzD+lT/J7T7U63QrZvk3NcOOsHjcM/hBrI1Kw3HvQMuNJ09aqk3nzQOef97SE6d3byA+HvD2BtLSLMv9kyYB//d/wDffWJoClpY2fKIHHwTWrcNJL3/cO+gBt1gydhaD1CeYP38+Jk+ejFmzZiE3Nxevvvoq+vXrh23btiE8/PKkvaVLl+Lmm29G9+7dYTKZ8OKLL6Jv377YvHkzoqOj7Y/Lz8/He++9Z79uNKqwbNPWvM8FZwx+S+yIBwfch1cXvgLMmAFERwOTJys9rOY5cADiL79AgKURl7spN3hid3AM2pzcb5m9qfX7g0WLgDfeAAA8MOA+lwq+ncXWrXjolmUALNUwWi1/J+dblNYDi9J6AAB8yssQW3wU8WeOIPZMEeLPFCHuTBHizhxBTPExeFRUANu3Wy71iYgAkpOBpKSL/y0utv+O3j/wnzjqFyrXS9MEyYObGTNmYPz48Rg7diwAYNasWfjuu+8wZ84cPPLII5c9fu7cuXWuv/vuu/jiiy9QUFCA0aNH2283Go0wm1WeH+AiZeAN+bpdb0ScO4kpS98H7r8fiIy0TLm6ivnzIYgiVsS0c9vql8LwxIvBzQBrefOJExDHjoUAS/7Ar4mdFB2jkgqSu2LolmUs/6ZWKTV6Y2t44sUKxVp0NdWIOnvCEvScPoK44iLEnTmKuDNHEHemCIEXzgFHj1ouf/xx2fPf6joMS5O7yPEyNEXS4KaiogJr1qzBlClT7LfpdDrk5eVheUOb1l2irKwMlZWVCA4OrnP70qVLER4ejqCgIFxzzTV49tlnERISUu8xysvLUV4rMbakpKQFr6YFVL6nlCPe6joc5rMnMXbNAoi33QYhPBzo00fpYTnGuiT1rRsvNWyJSMSQwmUXk4pFEZgwAUJREXaExOKFXmOUHJ7ifkq9At+l9cBGc6rbBsAkrRqdHgcDInAwIALL47Muu9//wjnE1Q58agVAheGJ9uosah5Jg5sTJ06guroaERERdW6PiIjAVgcbxT388MOIiopCXl6e/bb8/HwMGzYMiYmJ2LVrF/71r3+hf//+WL58OfT6y9ckp02bhqeeeqp1L6YlVL6nlEMEAU/3GY+wc6dx3bbfIF5/PYRffgGys5UeWeO2bgX++guVOj2+t04duyN7xZStHPz994GvvkKFzoD7Bj3g9l14yz2MmDh0StMPJJJIickXm8wp2KTxxplyk3xZqjVeeOEFzJs3D0uXLoXJdHEtfOTIixnjHTp0QGZmJpKTk7F06VL0qWdWYcqUKZhcK1+kpKQEsbESz6acPw9x924IcO2ZGwAQBR3uv24yQsvO4IoDmyD27w/hjz+AxMunYFXjk08AAL8kdtLUrtbNVWjbhmHHDgibNkG85x4IAP7vylHYHJGs7OCIiCQiabVUaGgo9Ho9jh49Wuf2o0ePNpkvM336dLzwwgv46aefkJnZeF1/UlISQkNDsbOB/T6MRiP8/f3rXCS3bRsEUcRpkx9O2LLpXVi5wRMThj2GwrAECEVFQH4+cOKE0sOqnyheXJJyw0Ti2o77BuG4dyCEmhqgf38I585hRUw7vMXW7USkYZIGN56ensjJyUFBQYH9tpqaGhQUFKBbt24NPu+ll17CM888g0WLFqFz585NnufgwYM4efIkIiMjnTJup6idb6OREtsSky/G3PgkDvmFWbL+Bw2y9EpRm9WrgZ07cd5gxOLUK5QejeLsO4QfPIiznl64/zr36EJMRO5L8j43kydPxjvvvIMPPvgAhYWFuOuuu1BaWmqvnho9enSdhOMXX3wRjz/+OObMmYOEhAQUFRWhqKgI586dAwCcO3cODz74IP7880/s3bsXBQUFGDJkCFJSUtCvXz+pX47jtJBvU4+jfqG47aanLP1B/vwTGDECqKpSelh1WWdtFqfmoszTS+HBKG9LrQqOJ669EwcDIhp5NBGR65M8uBkxYgSmT5+OqVOnIjs7G+vWrcOiRYvsScb79+/HkSNH7I9/8803UVFRgRtuuAGRkZH2y/Tp0wEAer0eGzZswODBg9GmTRuMGzcOOTk5+PXXX9XV60YDlVIN2Rkah3HDp+KCwRNYuBC46y75d8htSHW1pYkW3LNxX32WJVlmP79s1xtftnOvLsRE5J4EUVTLp5J8SkpKEBAQgOLiYunyb9LTgW3bcOtNT2u2j0jf7cvx5tfToBdrgCeeAJ58UukhAQUFQF4ezph80WXSf1Gp91B6RKoQWnrakvulkSVSIlK3JwdlYEwP5xedOPr5zb2lpFBeDtGa3OyqDfwc8VObbph6rWVDNzz1FPD228oOCLBXSX2f1pOBTS0nfIIY2BCR22BwI4UdOyBUV+OspxeK/OpvLKgVczsOwGvdRgAAxLvuAr79VrnBlJdD/PxzAFySIiJyZwxupFA7mdgNvi3PuPIWzO9wLYSaGogjRwIOdp92uh9+gFBcjCO+IVgZ206ZMRARkeIY3EihsBCANpOJ6yUIeLTfRCxJ6gzh/HmI111n3xFdVtYqqQVtr4Io8EebiMhd8RNACi6+YWZLVOkNmDjkEayLbAPh1CmI+fnA4cPyDaCkBOKCBQC4JEVE5O4Y3EhBw2XgjTnvacLtNzyB3UFREPbts+xCXVws7UkPHQK++gqYNAnChQvYFRzDbQWIiNycqveWcklVVRC3bYMASz8Yd3PKOwC33fQ0vvzoAYStXw8MGwZ8/z3gjB5EJSWW7sMrV1ouK1ZcNjv0ZbvebpHnREREDWNw42y7dkGorESZhxGH/MOUHo0iDgSaMeaGJzH/kynwXbIEGDMGmDsX0DVjorCiAti4sU4gI27dCuGStkxVgg7bw+KxLrIN1ka3xbdtuSRFROTuGNw4m71SKtatk1o3m1Nw59B/4b3Pn4THvHlAVBTwyiv1P1gUgV276gYyf/0Foby8zsMEAAcCIrA+sg3+imyD9VFtsDk8Gec9TfUfl4iI3BKDG2ezJxO7V75NfX5L7IgHB9yHVxe+AsyYAURHA5MnA8eOAatWWZaVbAHN6dN1nisAOGPyxfrINlgX2QbrotKwwZyKkz6BirwWIiJyHQxunM02c+OG+Tb1+bpdb0ScO4kpS98H7r8feO01YN++yx5XrvfA5ogky6xMVBrWR7bBvsBI5s8QEVGzMbhxNjcsA2/KW12Hw3z2JMauWWAPbHaExNaZldkWFs/tEoiIyCkY3DhTdbW9eZ27lYE3ShDwdJ/xWB6XiXOeXtgYmYqzRh+lR0VERBrF4MaZ9u4FLlxAud4DBwIilB6NqoiCDj+16ab0MIiIyA24bzmPFKxLUrtCYlCj0ys8GCIiIvfE4MaZmG9DRESkOAY3znT8OERBwM6QGKVHQkRE5LYY3DjT9OmY9d16vNd5iNIjISIiclsMbpys2mjCOaO30sMgIiJyWwxuiIiISFMY3BAREZGmMLghIiIiTWFwQ0RERJrC4IaIiIg0hcENERERaQqDGyIiItIUBjdERESkKQxuiIiISFMY3BAREZGmMLghIiIiTWFwQ0RERJrC4IaIiIg0hcENERERaQqDGyIiItIUBjdERESkKQxuiIiISFNkCW5mzpyJhIQEmEwm5ObmYuXKlY0+/rPPPkN6ejpMJhM6dOiA77//vs79oihi6tSpiIyMhJeXF/Ly8rBjxw4pXwIRERG5CMmDm/nz52Py5Ml44oknsHbtWmRlZaFfv344duxYvY//448/cPPNN2PcuHH466+/MHToUAwdOhSbNm2yP+all17Ca6+9hlmzZmHFihXw8fFBv379cOHCBalfDhEREamcIIqiKOUJcnNz0aVLF7zxxhsAgJqaGsTGxuLuu+/GI488ctnjR4wYgdLSUixcuNB+2xVXXIHs7GzMmjULoigiKioK999/Px544AEAQHFxMSIiIvD+++9j5MiRTY6ppKQEAQEBKC4uhr+/v5NeqcUbS3Zg+k/bnXpMIiIiV/LkoAyM6ZHo9OM6+vkt6cxNRUUF1qxZg7y8vIsn1OmQl5eH5cuX1/uc5cuX13k8APTr18/++D179qCoqKjOYwICApCbm9vgMYmIiMh9GKQ8+IkTJ1BdXY2IiIg6t0dERGDr1q31PqeoqKjexxcVFdnvt93W0GMuVV5ejvLycvv1kpKS5r0QIiIichluUS01bdo0BAQE2C+xsbFKD4mIiIgkImlwExoaCr1ej6NHj9a5/ejRozCbzfU+x2w2N/p423+bc8wpU6aguLjYfjlw4ECLXg8RERGpn6TBjaenJ3JyclBQUGC/raamBgUFBejWrVu9z+nWrVudxwPA4sWL7Y9PTEyE2Wyu85iSkhKsWLGiwWMajUb4+/vXuRAREZE2SZpzAwCTJ0/Gbbfdhs6dO6Nr16549dVXUVpairFjxwIARo8ejejoaEybNg0AcO+996JXr1545ZVXMHDgQMybNw+rV6/G22+/DQAQBAH33Xcfnn32WaSmpiIxMRGPP/44oqKiMHToUKlfDhEREamc5MHNiBEjcPz4cUydOhVFRUXIzs7GokWL7AnB+/fvh053cQKpe/fu+Pjjj/HYY4/hX//6F1JTU/H111+jffv29sc89NBDKC0txYQJE3DmzBn07NkTixYtgslkkvrlEBERkcpJ3udGjdjnhoiISDqa7nNDREREJDcGN0RERKQpDG6IiIhIUxjcEBERkaYwuCEiIiJNYXBDREREmsLghoiIiDSFwQ0RERFpCoMbIiIi0hQGN0RERKQpDG6IiIhIUxjcEBERkaYwuCFSga6JwfDQC0oPg4hIExjcuBh+AGrTsI7RSAn3U3oYRESawODGxfRJj1B6CORkBp2A/PZmtI1kcENE5AwMblyIn9GAvu0Y3GjNVW3CEOjtiYxIf6WHQkSkCQxuXEhKhC+yYgOVHgY52XWZkQCAtgxuiIicgsGNC0kN90ViiA/8jAalh0JO4mnQ4doMy2wcgxsiIudgcONCUsP9oNMJyIwNUHoo5CTXpIXDz+QBAAj28YTZ36TwiIiIXB+DGxeSEuELAMiMCVR2IOQ0g7Ki6lxnUjERUesxuHEhqeGW4CaLwY0meHvqcU16eJ3buDRFRNR6DG5chLenHlEBXgCALC5LaUJe2wh4eerr3Mbghoio9RjcuIiUcF/odJYGfmZ/E8L8jAqPiFrr0iUpAMiIYnBDRNRaDG5cRIp1SQoABEHg0pSL8zMZcFWb0MtuTwjxgcmDv5ZERK3Bv6IuIvWS1vxZMVyacmX92plhNOgvu12vE5Bm5uwNEVFrMLhxEam1Zm4AsJmfi6tvScomgxVTREStwuDGRaRG1A1uMjlz47KCfTzRPTmkwfuZVExE1DoMblyA0aBDTJB3ndsCvT2REOLdwDNIzfLbm+Ghb/hXj3tMkVqE+hrRjknu5IIY3LiApDBf6K2VUrWxmZ9rGpTZ8JIUAKQzuCGV6J0WhpFd45QeBlGzMbhxAZfm29hwacr1hPsZ0TUxuNHH+BoNiAvmrBwp75r0cAzJjmIFH7kc/sS6gIaCm2wmFbucgZmR9c7CXYrbMJDSDDoBPVJD4W/ywMAOjc82EqkNgxsXcGkysU27qACHPihJPa5rYknKJiOSs3KkrC4JwfC3buo6smuswqMhah4GNy4gJbz+b/Fennq0ieA3fFcRHeiFTnGBDj2WMzektNr7nnWOD0JSmI+CoyFqHgY3KuehFxDfSFUUm/m5juuyIiEIjs20sRyclNa7VnAjCAJGduHsDbkOBjcqlxjq02jZMJv5uY6mqqRqiwnygp/JIOFoiBoWF+yN5EtmaoZ1ioGHnsvg5BoY3KjcpdsuXIoVU64hMdSnWf1CBEFAW27DQAq5Jj38slnGUF8jrs2IUGhERM3D4EblUhqolLJpE+EHo4H/jGo3KNPxJSkb7hBOSqm9JFXbiC7seUOuQbJPxVOnTmHUqFHw9/dHYGAgxo0bh3PnzjX6+LvvvhtpaWnw8vJCXFwc7rnnHhQXF9d5nCAIl13mzZsn1ctQXEOVUjYeeh3aR3P2Ru0a20uqIUwqJiV4eeiR20AvpitTQhEd6CXziIiaT7LgZtSoUdi8eTMWL16MhQsX4pdffsGECRMafPzhw4dx+PBhTJ8+HZs2bcL777+PRYsWYdy4cZc99r333sORI0fsl6FDh0r1MhTX1LIUwKUptUuL8ENqC6ramFRMSuiREgqTx+U71gOATifgps5MLCb1kyRjsbCwEIsWLcKqVavQuXNnAMDrr7+OAQMGYPr06YiKuvxbbPv27fHFF1/YrycnJ+O5557DLbfcgqqqKhgMF4caGBgIs9ksxdBVRa8TkBDadKdaNvNTt0FZkS16XpsIP+gEoEZ08oCIGnFNA0tSNjd2jsG/C7bz55JUTZKZm+XLlyMwMNAe2ABAXl4edDodVqxY4fBxiouL4e/vXyewAYCJEyciNDQUXbt2xZw5cyCKjf+WlZeXo6SkpM7FFcSHeMNoqP8bVG3cY0rdHG3cdymThx5JYY0vSxI5W+/0sEbvjwr0Qq82jT+GSGmSBDdFRUUID68b/RsMBgQHB6OoqMihY5w4cQLPPPPMZUtZTz/9ND799FMsXrwYw4cPxz/+8Q+8/vrrjR5r2rRpCAgIsF9iY11jWrWhbRculRDiDX+WDatSZkwAEkJb3vyMO4STnNpG+iMyoOmcGiYWk9o1K7h55JFH6k3orX3ZunVrqwdVUlKCgQMHIiMjA08++WSd+x5//HH06NEDHTt2xMMPP4yHHnoIL7/8cqPHmzJlCoqLi+2XAwcOtHqMcnAk3wawJFmz3406XZfZsiUpG+bdkJyuaWLWxqZP23CE+npKPBqilmvW1/37778fY8aMafQxSUlJMJvNOHbsWJ3bq6qqcOrUqSZzZc6ePYv8/Hz4+fnhq6++goeHR6OPz83NxTPPPIPy8nIYjcZ6H2M0Ghu8T82aqpSqLTMmAL/uOCHhaKglBrZwScqGFVMkp6bybWw89DoMz4nBW8t2SzwiopZpVnATFhaGsLCmI/tu3brhzJkzWLNmDXJycgAAS5YsQU1NDXJzcxt8XklJCfr16wej0Yhvv/0WJpOpyXOtW7cOQUFBLhm8NCW5GfkWWcy7UZ3O8UGtLpvlshTJJcjbA9mxQQ4/fmSXOAY3pFqS5Ny0bdsW+fn5GD9+PFauXInff/8dkyZNwsiRI+2VUocOHUJ6ejpWrlwJwBLY9O3bF6WlpZg9ezZKSkpQVFSEoqIiVFdXAwAWLFiAd999F5s2bcLOnTvx5ptv4vnnn8fdd98txctQlCA0M7jhspTqtKS3zaXC/Iyc/idZ9GoTBr3O8UaTiaE+DfbDIVKaZFmoc+fOxaRJk9CnTx/odDoMHz4cr732mv3+yspKbNu2DWVlZQCAtWvX2iupUlJS6hxrz549SEhIgIeHB2bOnIl//vOfEEURKSkpmDFjBsaPHy/Vy1BMbJA3vDybrpSyifA3wexvQlHJBQlHRY7SCUD/Dq1vVyAIAtpG+nPJkSTXUFfixozsGosVe05JMBqi1pEsuAkODsbHH3/c4P0JCQl1SrivvvrqJku68/PzkZ+f77QxqpmjlVK1ZcYEoGgLgxs1uCIpBOF+TS+rOoLBDUlNJ6BF5d3920fiiW82o+RClQSjImo5bkqkUinNSCa24dKUejhjScqGScUktU5xQQj0bv7yp8lDj+s7RkswIqLWYXCjUo6WgdfGpGJ1MOgE5LdzXgdtloOT1FqyJGXDnjekRgxuVKoly1IduMeUKvRMDUWQj/OSgJPDfOGp568qScfREvD6ZET5c387Uh3+xVSp5BYENwFeHkhqRTdcco5BrextcykPva5ZPY+ImiMywIR0c+uWPkdy9oZUhsGNCkUHesHX2LJcb36DUpanQYdr20U4/bhcmiKp9E4PhyA4XgJen0FZkfBqYCdxIiUwuFGhlBbM2thwE01lXd0mDP6mxrtqtwSDG5LKNWktX5Ky8TN5tHqrESJnYnCjQi3Jt7FhxZSynFklVRsrpkgKngYduqeEOOVYI7tyaYrUg8GNCrUmv6JdlD8MzegySs7j5aFHn7at/xZcH3fehsHfZEBSGHPJpNAtKQTens5pd9YpLrBVX8yInInBjQqltKAM3MbkoUdaK5MDqWXyMiKc9kFxqUBvT0QFOKcpoKu5tVs8BrTnkocUWlMldSlBEDCiS6zTjkfUGgxuVKg1OTcA826UInXOgTvm3XgadLite4JkM2LuzpnBDQAM6xTDtgWkCvwpVJkIfyMCvFqXkJody4opufkZDS1qX98c7hjcDO8Ug3A/E7JiArmBqJOlhPsiNtjbqccM9vFEXwmqBYmai8GNyrSkM/GlOHMjv77tzDBJXAqbEeVewY0gAOOvTAQA6HQCejuhqocucvasjQ173pAaMLhRmdYuSQGWaiuTB/9p5XRdlvQ5Ie42c9Mvw4yksIu/D33ackbAmaQKFrsnhyA22EuSYxM5ip+AKuOM4Mag16FDNJem5BLo7YGeKaGSnyc+2Bvenu7TKO2OXkl1rl+ZGsp8DifxMxnQOSFIkmPrdAJGdGZiMSmLfylUxlmllFyakk//9pHwkOFDV6cT3KYSrmtCMDrG1f3w9TEa0C3ZOT1Z3N1VqWGS/szekBMLdqQgJTG4UZnUCOd8eLGZn3wGybAkZeMuS1OXztrY5LFqyilaswu4I8wBJuZIkaIY3KhIiI8ngp20m3QW95iSRZifEbmJ8s0muEMzv9Rw3wY/GK9h3k2rCQJwdZq0lX0AOxaTshjcqIgz8m1s4oK9Eejt/D2OqK6BHSKhl3H+3R1mbiZclQRdA+9pdKBXq3ewdneZMYEI9TVKfp7eaWEI95P+PET1YXCjIq3ZduFSgiAw70YGci5JAUC62Q+t3MBZ1SL8jRiSHd3oY/I4e9MqvWWYtQEshQ035MTIci6iSzG4URFn9LipjUtT0ooO9ELHWGkqThriYzQg3smN19RkXM9EeBoa/7PEbsWtI1V/m/pwOwZSCoMbFXH2pnNZnLmR1MDMyAaXT6Sk1aUpP6MBNzuQp5El07KKFoX6GtE+Sr4vPfEhPujOCjdSAIMbFUlx4rIUAGRyGwZJDcqMUuS8Wk0q/tsVcfAzNZ0nptMJuCZdnqUVremdFiZ7QM7ZG1ICgxuVCPDyQJiTv42G+5ncdidpqSWEeKN9tDJBhhZnbjz0Am7vkejw49mtuGXkXJKy6dfOzOIGkh2DG5VIDfeFIEGmKJOKpXFdZpQk/16OaKvBPaau7xiNCH/HA/GeKexW3FweegE9U6XvpH0pk4ce13dsPEmcyNn410ElnFkpVRuXpqQxKEuZJSkAiAowwd9kUOz8UphwVf1N+xrCbsXN1yUh2KFlPylwaYrkxuBGJVKcXCllk82ZG6drE+Gr6DYIgiBoaofwvLYRLfr5Z7fi5lFiScom3eyPbHZNJxkxuFEJZ1dK2bRnObjTKZVIXJuW8m7ubGCrhaawW3HzSL3lQlNu7srZG5IPgxuVkGpZyt/kgeQwH0mO7a6uU3BJykYrwU2nuEB0Tghu0XOjA7008z5ILT7EG0mhyv4duC4zCj5utKs9KYvBjQr4Gg0wNyOZsrnY78Z52kf7I1HhDwlAO+Xgd/RKbtXz+yg8G+EqeqeFK5YAb+NjNCiaq0buhcGNCiRLVCllk8mlKadRw5IUYNmHTM49raSQFOqDa1u5tMRuxY5RMt+mNiYWk1wY3KiAVPk2NllM5HOagZny7iXVEJOHHilh0v7cSK2xDTIdxW7FTfP21CM3qWVLf86WHRvIjU9JFgxuVEDq4KZtpD8MLv4tXw06xQUiJkg9+zq1jXTdD4kwPyOGOqH3iSt0K356SDtEKthMs0dKKIwGdeS6CILA2RuSBYMbFZAqmdjG5KFn4qUTqC1fwJX/Tcf2SIDJwzkfuGruVhwZYMLfusbhrVtzYGxiQ1CpqGVJyub6jtFNbo5K1Fr8CVMBZ+8GXh/m3bSOIAADO6hjScrGVYMbH089RuXGO+14PVNCVfthecsV8TDodciMCcSLwzMVGUPvNHUFN4Henujf3qz0MEjj1PkXwY2YPHSIDvSS/DzMu2md7skhCJewoq0lXDW4ublrHAK8nNcp18doQLck9XUr9jTo6uxyPrRjNO5oZifm1sqI9IdZhfvLcWmKpMbgRmEp4b6y7NLLcvDWGZKlvr1xwvyMCPNzrWRag07A7T0d3yDTUWrsVjwkKwrBPp51bnsoPx292siXI9RbpflIVySGID5EPflrpD2SBTenTp3CqFGj4O/vj8DAQIwbNw7nzp1r9DlXX301BEGoc7nzzjvrPGb//v0YOHAgvL29ER4ejgcffBBVVVVSvQzJybEkBViCKG820GoRT70O/VQ6je5qszeDs6MQJcFMpRq7Fd/WPeGy2/Q6Aa+N7ChbryS15dvY6HRMLCZpSRbcjBo1Cps3b8bixYuxcOFC/PLLL5gwYUKTzxs/fjyOHDliv7z00kv2+6qrqzFw4EBUVFTgjz/+wAcffID3338fU6dOleplSC5F4kopG71OQPto5t20RO/0MKcuoziTq1VMNXeDTEeprVtx14TgBn/fArw98M7oHPgapd38NMjbA9mxQZKeozVu6BTj8r2aSL0kCW4KCwuxaNEivPvuu8jNzUXPnj3x+uuvY968eTh8+HCjz/X29obZbLZf/P0v/sH66aefsGXLFnz00UfIzs5G//798cwzz2DmzJmoqKiQ4qVITuoy8NqymFTcIkOy1bckZeNKnYp7p4Uh3SzdeNW0NDWmR0Kj96eE++HVEdmQsmlwrzZhqg4ewv1Nqp1ZItcnSXCzfPlyBAYGonPnzvbb8vLyoNPpsGLFikafO3fuXISGhqJ9+/aYMmUKysrK6hy3Q4cOiIi4OAXdr18/lJSUYPPmzQ0es7y8HCUlJXUuapEaId83byYVN5+v0aDqP8CuFNxMuKp1Wy00RS0l4ZEBJvTNaHoseRkRuP/aNpKNQ+mNMh0xrmciYoOlL6gg9yPJvGhRURHCw+v+YhkMBgQHB6OoqKjB5/3tb39DfHw8oqKisGHDBjz88MPYtm0bvvzyS/txawc2AOzXGzvutGnT8NRTT7X05UjG06BDbJB8v9hMKm6+vu0inNaPRQqJoT7wNOhQUVWj9FAalRUTgCsk7pKbGR2AUF8jTpwrl/Q8TbGVfztiYu8UFB45i+82HnHqGHQCZE1cbqkrkkLwy4O9sfPYORRsPYYlhcewet8p1IhKj4xcXbOCm0ceeQQvvvhio48pLCxs8WBq5+R06NABkZGR6NOnD3bt2oXk5JZ/65syZQomT55sv15SUoLYWOWT2ZJCfRz+I+gMMUFeCPL2wOmyStnO6erUvCQFAAa9DmkRfth4qFjpoTTqjl7Jkm/caOtW/Onqg5KepzGXln83RRAEvHxjJnYdP4etRWedNo6c+CAEens2/UAVEAQBqRF+SI3ww529knG6tALLth9HwdZjWLrtGM5ecN2CEVJOs4Kb+++/H2PGjGn0MUlJSTCbzTh27Fid26uqqnDq1CmYzY5XneTm5gIAdu7cieTkZJjNZqxcubLOY44ePQoAjR7XaDTCaFRfyaycS1KA5Y9IVmwglm47Lut5XVWIjyd6JKuvf8ql2kaqO7iJD/FGv3byVJv1aRuhaHBTX/l3U7w9DXhndGcMfuM3p33xcIUlqYYE+XhiaMdoDO0YjcrqGqzeexpLth5FwdZj2H28VOnhkYtoVnATFhaGsLCmpzq7deuGM2fOYM2aNcjJyQEALFmyBDU1NfaAxRHr1q0DAERGRtqP+9xzz+HYsWP2Za/FixfD398fGRkZzXkpqiBnMrFNZgyDG0ddlxkp68xaS6mpSqg+469Mki2x9crUUEWX6eor/3ZEbLA3/jMqB7fMXoFqJ6zJqDlPrDk89Dp0Sw5Bt+QQPDowA3tOlGLJ1mMoKDyKlXtOoYrrV9QASf5yt23bFvn5+Rg/fjxWrlyJ33//HZMmTcLIkSMRFWXZn+fQoUNIT0+3z8Ts2rULzzzzDNasWYO9e/fi22+/xejRo3HVVVchM9PStrxv377IyMjArbfeivXr1+PHH3/EY489hokTJ6pyZqYpSgQ32bGsmHLUYJUvSdmoOak4xMcTN+TEyHY+b08Duis029ZY+bcjuiWH4IlBrf+SFhVgQprMs8JySQz1wbieifh4/BVYO/VazPxbJwzrFN3s2TLSPskaLcydOxeTJk1Cnz59oNPpMHz4cLz22mv2+ysrK7Ft2zZ7NZSnpyf+97//4dVXX0VpaSliY2MxfPhwPPbYY/bn6PV6LFy4EHfddRe6desGHx8f3HbbbXj66aelehmSkqvHTW2ZTCp2SEyQFzrFBSo9DIekqzi4ua278zbIdFSfthGKzE42Vf7tiFuviMeWwyWYt+pAi4/ROz1c8vwmNfA3eWBgZiQGZkaiukbEugOnUVB4DEu2HnNq/hK5JsmCm+DgYHz88ccN3p+QkABRvDilGBsbi2XLljV53Pj4eHz//fdOGaOSDDoB8SHydCmtLdTXiOhALxw6c172c7uSIdlRLvMBEeDlocp/Uy8PPW69wnkbZDrqmvRwPC7zOR0t/26KIAh4akg77Dh2Dmv2nW7RMbSyJNUcep2AnPhg5MQH46H8dBw8XYaftx7Dp6sPqjofjaSj/oQCjUqwlvAqIYtLU00arMK9pBqjxrybEV1iEaTAcoES3YqbU/7dFKNBjzdv6QRzCzZqNRp06J4c6pRxuLKYIG/c2i0BH9zelUtWborBjUKUyLex4dJU49LNfkgzu1bOQobKtmHQ6wSMk2CDTEfJ2a24ueXfjgj3M+Ht0TkwNvMLULfkEHhxDzm7YB9PPDm4ndLDIAUwuFGIksENm/k1bnB2lNJDaLaMKHXN3FyXGYnYYOV2fZazW3FLyr8dkRkTiBeGd2jWc9xxSaopgzIjkaeS7tUkHwY3CklRsJqhQ0yApHvauLpBma4X3KhtWUqqDTIdlRkdgDA/eSooW1r+7YjrO8Y0673sncbg5lKCIOC569vDzyTtRqWkLgxuFKLkzI2v0YCUMOXOr2ad44MUnXFoqdggb/ioZDniytRQtItSNq9LpxNwjQwf9K0t/3bEw/npuDK16Tya1HBfl/zZlUOEvwmPDmir9DBIRgxuFKATLP0alMS8m/oNccElKcDyYa6WkvA7JN4g01HXyJB344zy76bodQLeuLkTEkIaD1y4JNW4EV1iFeuB5E50AhDo7QFvo7IzZZynU0B8iI/imzFmxQbgi7XKtalXI71OwIAOkUoPo8UyIv1bXD7sLO2i/NEjRR0fIFJ3K3ZW+bcjArw98M7ozrj+P3/gXHn9ey1dzSWpRgmCgBeGZaLfq7/gfGW10sNRLW9PPfxMBvibPCz/9fKAn8kD/iaD5b9eBvt1/zrXLY/39tSroo0GgxsFKNG871JMKr7clamhCPF1vU7XNmrIu5Fjg0xH2boVS9XQz5nl345IjfDDqyOyMf6/qyFesuuAn8mAzglBso3FVcWFeOOBfml4ZuEWpYeiuBGdYzGkY5QlQLEGJr4mAzxcYMsZR2jjVbgYJfNtbNIj/eChV8eHkFoMznLNJSmbtgqXg8cEeWFAe3k2yHSUVFVTUpR/OyIvIwL3X9vmstuvSg3TzIeS1MZ0T0BHF+k+LpWsmAA8M7Q9uieHon10AOJCvBHk46mpnyHtvBIXkhqhfHBjNOhVvSeR3IwGHfrKtHO1VNLMfopWwY2/Mkl1G432kSgPRaryb0dM7J2CgZcsn7ryLuBy0+sEvDQ8E54q+1mVi5/RgNdv7qRYE1m5aPvVqVRquDoarjGp+KK8jAj4KpwA11rengYkKrClB2BJILyxs3wbZDoqSqJuxVKWfzdFEAS8fGMm0q2NJgUBuDotTLHxuKLUCD9MuiZF6WEo4oXhmYhrIjldCxjcyEwQgGSVlGFnxQYqPQTVGOLiS1I2bRVq5ndbtwR4e6ozOHR2t2I5yr+b4u1pwDujOyPI2wOZMYEIdeFcMaXc2SvZHiC6i1G5cRiY6bpFE83B4EZmMUFeqmmPnhXDPaYAwN9kQC+NfPNVYqkxJdwXd12tjvLv+jg770aO8m9HxAZ74z+jcmSr2NIaT4MOL92QCZ2bpB6mm/3w+HUZSg9DNgxuZKaWJSkASArzVU3jNyUN6BAJo0Eb74PcScUeegGvjshWvLVBY5zZrVjO8m9HdEsOwR0Kd4N2ZZkxgRjvBu+fl4ceb/ytk6p/T52NwY3M1FAGbqPXCejA2RuX3EuqIXKXg//z2jaKL9E0xZndiuUu/3aE2sbjav6Z10bxpqpSe2Zoe1V99siBvxUyU9sPmLv3u4nwNyI3UR1N55zB7G9CoLeHLOfqmhCsmm7ETenjhLwbpcq/SVomDz1eGNa8DUpdybCO0bghR33J/lJjcCMzNfS4qc3dk4qvy4yCXkOL7oIgyJJ342s04JWbslzmvetp7VbcGkqWf5O0cpNCcMsV2gtck0J98MzQ9koPQxEMbmSmtpmbTDdflnLVvaQaI8fS1FOD27nUJo22bsWtoWT5N0nv4fx0RAWYlB6G03gadHj9bx3h4+ItLlqKwY2MIgNM8DPJs2TgqOhAL4T6uue30cRQH3RQeb5IS0gd3AzoYMawTtGSnkMKramaUkP5N0nLz+SB5zS0PPX4wLZoF+W+P7MMbmSktlkbwLKM4a7N/AZnRalmHyRnkrJiKsLfiOeGdnDJ96013YrVUv5N0uqdFo5hHV0vcL9U//Zm3HJFvNLDUBSDGxmpqQy8NnddmtJSlVRtqeHS7Rs2/cYsBLlo3klUoFeL8pHUVv5N0nr8ugyXns2OCfLCC8MzXfILiDMxuJGRGvaUqo87JhV3iA5QTadoZ/M06CR5bWN7JODKVNdudtiSbsVqLP8m6QT5eOKpwa6ZhGvQCXj95o4I8FJX+oMS+BsrI7VVStm4Yzm4FhOJa3N2xVRquC8ezk936jGVcE0z825Y/u2eBnQwu+Rs3UP5aegYF6T0MFSBwY2M1JhzAwDBPp6IDfZSehiyEQRLCbiWOTOp2EMv4NWR6u5C7Kjmditm+bd7EgQBzw5tDz+T61QaXZ0Whr/31H63ZUcxuJFJmJ8Rgd7q/SPpTknFuYnBMGuo5LM+zgxu7u+bppmqi+Z2K2b5t/sK9zfh8YGusRdThL8Rr9yYBZ2L9J2SA4Mbmah1ScrGnTbRHJLt+tUQTXFWxVTXxGCMv1Jb3wYd7VbM8m+6sXMMeqaEKj2MRukE4N8jOyKEO8PXweBGJuoPbgKVHoIsPPQC+rc3Kz0MyYX4GhHh37o/dn5GA2a4UBdiRznarZjl3yQIAqYN6wAvFS/J3tMnFVckaWcLGWdhcCOTlAh1loHbtI8OgMY+w+rVq024qpcHnam1S1NPD22HmCDX6ULsKG9PA3o00a2Y5d9kExvsjYfy05QeRr2uSArG3dekKj0MVWJwIxO1z9z4GA2q7cPjTFqvkqqtNcHNwMxIDNXw8l1TVVMs/6baRndLQKe4QKWHUUewjyf+PbKj5mZWnYW/vTJRe3ADaL+Zn7enHnmtaMHvaloa3Jj9TXhuaHtNNwFrrFsxy7/pUnqdgJduyISnigLeGTdlIcJf24URraGefykNC/L2cIlkL6038+vXzgwvT/WunTtbS3vdvHJTluaX7hrrVszyb6pPSrgf7umTovQwAAB39ErC1c2o+nNHDG5k4CrLPVpPKh6c5T5LUoBlY1CTR/N+xW/vkYgeKq8OcZaGuhWz/JsackevZMk3pm1Kx7hAPNBXnTlAasLgRgYpKt124VJpZj+kqTzxuaWCvD3QM9U9PrRt9DqhWf+ebSJ8VZs4KYX6dgln+Tc1xkOvw8s3ZCqW5+JvMuC1kR3hoaLlMbXiOyQDV8i3ASy5Bu/f3gWRGmxwNzAz0i3/IDj6LdNTr8OrIzpqoguxozrU062Y5d/UlPbRAZhwlTK9n166IROxwdqrYJSC+/21V4CrLEsBQGSAFz64vSv8XajtuCPcoXFffTKiHAtuHujXxuHHasWl3YpZ/k2OurdPKpJCfWQ95+hu8chvHynrOV0ZgxsZqHU38Ia0ifDD7DFdHGp05gqiA72Q46abyTkyc3NFUrDb7klTu1sxy7/JUSYPPV68IVO282VE+uNfA9rKdj4t0NbXcxXyMxkQ3oyN+tSiS0IwXhuZjbvmroUoKj2a1hmUFeW2e66kmxufNfQzGfDKTdlu+/7U7lbM8m9qji4JwfhmYg/sPHYO+06V4cCpMuw7WYr9p87jxLlyp53H21OPN/7mXkvGziBZcHPq1CncfffdWLBgAXQ6HYYPH45///vf8PWtfxZj7969SExMrPe+Tz/9FDfeeCMA1Nt745NPPsHIkSOdN3gnSg33ddl+IfntI/H04HZ4/JvNSg+lVdypcd+l/EweiA32woFT5+u9/9mh7REd6D47wl/K1q041NfI8m9qtqzYwHpbaJSWV+HA6TLsP1mG/acsl30nLQHQgdNlqKx2/Bvjc9e3R1KYa83+q4Fkwc2oUaNw5MgRLF68GJWVlRg7diwmTJiAjz/+uN7Hx8bG4siRI3Vue/vtt/Hyyy+jf//+dW5/7733kJ+fb78eGBjo9PE7iyvl29Tn1m4JKCq5gJk/71J6KC3SJsK3ydkLrWtr9q83uBmUFeW2uUi19WkbgWyN93giefkYDUg3+yPdfPmycHWNiKKSC9h3shQHLgl89p0qw5mySvtjb8yJwfUdY+QcumZIEtwUFhZi0aJFWLVqFTp37gwAeP311zFgwABMnz4dUVGXf5PW6/Uwm+tuaPjVV1/hpptuumy2JzAw8LLHqpWr5dvU54G+aThaUo7P1xxUeijNNjgrymVnzpwlI8ofP205Wue2yAATnh3SXqERqcvwTjFu1dyRlKXXCYgO9LLMmCZffn/x+Up70HN1Wpj8A9QISbLnli9fjsDAQHtgAwB5eXnQ6XRYsWKFQ8dYs2YN1q1bh3Hjxl1238SJExEaGoquXbtizpw5EJtICikvL0dJSUmdi1xSXKQMvDG2nXFd8RdtcBZnJupLKn7lxiwEeHsoMBr1YWBDahLg5YH20QEY0CES3p5Mi20pSYKboqIihIfX7f5pMBgQHByMoqIih44xe/ZstG3bFt27d69z+9NPP41PP/0UixcvxvDhw/GPf/wDr7/+eqPHmjZtGgICAuyX2NjY5r2gVkjVSFM8D70O/xnVCVkutP9Ux7hAxIWwJ8Sl2wz8vWciurtJF2Iick/NCm4eeeQRCILQ6GXr1q2tHtT58+fx8ccf1ztr8/jjj6NHjx7o2LEjHn74YTz00EN4+eWXGz3elClTUFxcbL8cOHCg1WN0hI+nHlEaaojn7WnAnDFdkOAiAcMQN9tuoSExQV7wM1q+Aaab/fBAP/fpQkxE7qlZc173338/xowZ0+hjkpKSYDabcezYsTq3V1VV4dSpUw7lynz++ecoKyvD6NGjm3xsbm4unnnmGZSXl8NorL/k2mg0NniflFJcuFKqISG+Rnx4ey6Gvfk7TpyrUHo4DdIJwMBMBjeAZVkxPdIP6w8U49WR2SwpJSLNa1ZwExYWhrCwpvMuunXrhjNnzmDNmjXIyckBACxZsgQ1NTXIzc1t8vmzZ8/G4MGDHTrXunXrEBQUpEjw0pQUF6+UakhciDfeG9MVI99ejtKKaqWHU68eKaGXtdZ3ZxmR/uibYa63eoOISGskyblp27Yt8vPzMX78eKxcuRK///47Jk2ahJEjR9orpQ4dOoT09HSsXLmyznN37tyJX375BX//+98vO+6CBQvw7rvvYtOmTdi5cyfefPNNPP/887j77ruleBmtpoVKqYZ0iAnAm7fkwKDS5m8sca5rRJc4jOtZfx8pIiKtkazX+Ny5c5Geno4+ffpgwIAB6NmzJ95++237/ZWVldi2bRvKysrqPG/OnDmIiYlB3759Lzumh4cHZs6ciW7duiE7OxtvvfUWZsyYgSeeeEKql9EqrrJhZktd1SYML8nYgtxRngYd+rXjHkG1ZUT5u20XYiJyP4LYVB21BpWUlCAgIADFxcXw93fuNP0bS3Zg+k/bAQDLHrwa8SHybq6mhDeX7sKLi1qfSO4s/dub8eYtOUoPg4iInMzRz2/uEicRo0GHmCDXqCpqrTt7JWFM9wSlh2HnztstEBERgxvJJIf5Qu8mywCCIODx6zIwoIPyXaP9jAZcnRbe9AOJiEizGNxIRMvJxPXR6wTMuCkbuYnBio4jv72Zpc5ERG6OwY1EtJ5MXB+Thx5vj+6MNAW7MrNKioiIGNxIRKs9bpoS4OWB92/vokhn5lBfI7olh8h+XiIiUhcGNxJxt2Wp2iIDvPDB7V0R4CXfxoyCANzUOcZt8pyIiKhh3HJUAh56AfHB7lEp1ZDUCD+8e1tn3PLuCpRX1Tj9+GZ/E7JjA5EVG4is2AB0iA6An4m7XBMREYMbSSSF+sKg56RYl4Rg/HtkR/xj7hrUtKKbkq/RgMyYgIvBTEwgzBrakJSIiJyLwY0EUtx4SepS+e3NeGpIezz+9SaHHm/QCWgb6Y+s2ABkxwYhOzYASaG+7K5LREQOY3AjAXeslGrMrVfE42jxBbzx887L7ksI8bbPxmTHBSIj0p+l3ERE1CoMbiSQ6qaVUo25v28blFyoxMHT5+2BTGZ0AIJ8PJUeGhERaQyDGwm4c6VUQwRBwNND2is9DCIicgPMenUyvU6HBDfYLJOIiEitGNw4WWKoNzwNfFuJiIiUwk9hJ3PXzsRERERqweDGyeJD3Lt5HxERkdIY3DiZB5v3ERERKYqfxERERKQpDG6IiIhIUxjcEBERkaYwuCEiIiJNYXBDREREmsLghoiIiDSFwQ0RERFpCoMbIiIi0hQGN0RERKQpDG6IiIhIUxjcEBERkaYwuCEiIiJNYXBDREREmsLghoiIiDTFoPQAlCCKIgCgpKRE4ZEQERGRo2yf27bP8Ya4ZXBz9uxZAEBsbKzCIyEiIqLmOnv2LAICAhq8XxCbCn80qKamBocPH4afnx8EQXDqsUtKShAbG4sDBw7A39/fqcemi/g+y4Pvszz4PsuD77M8pHyfRVHE2bNnERUVBZ2u4cwat5y50el0iImJkfQc/v7+/OWRAd9nefB9lgffZ3nwfZaHVO9zYzM2NkwoJiIiIk1hcENERESawuDGyYxGI5544gkYjUalh6JpfJ/lwfdZHnyf5cH3WR5qeJ/dMqGYiIiItIszN0RERKQpDG6IiIhIUxjcEBERkaYwuCEiIiJNYXDjRDNnzkRCQgJMJhNyc3OxcuVKpYekKdOmTUOXLl3g5+eH8PBwDB06FNu2bVN6WJr3wgsvQBAE3HfffUoPRZMOHTqEW265BSEhIfDy8kKHDh2wevVqpYelKdXV1Xj88ceRmJgILy8vJCcn45lnnmlyfyJq3C+//IJBgwYhKioKgiDg66+/rnO/KIqYOnUqIiMj4eXlhby8POzYsUOWsTG4cZL58+dj8uTJeOKJJ7B27VpkZWWhX79+OHbsmNJD04xly5Zh4sSJ+PPPP7F48WJUVlaib9++KC0tVXpomrVq1Sq89dZbyMzMVHoomnT69Gn06NEDHh4e+OGHH7Blyxa88sorCAoKUnpomvLiiy/izTffxBtvvIHCwkK8+OKLeOmll/D6668rPTSXVlpaiqysLMycObPe+1966SW89tprmDVrFlasWAEfHx/069cPFy5ckH5wIjlF165dxYkTJ9qvV1dXi1FRUeK0adMUHJW2HTt2TAQgLlu2TOmhaNLZs2fF1NRUcfHixWKvXr3Ee++9V+khac7DDz8s9uzZU+lhaN7AgQPF22+/vc5tw4YNE0eNGqXQiLQHgPjVV1/Zr9fU1Ihms1l8+eWX7bedOXNGNBqN4ieffCL5eDhz4wQVFRVYs2YN8vLy7LfpdDrk5eVh+fLlCo5M24qLiwEAwcHBCo9EmyZOnIiBAwfW+bkm5/r222/RuXNn3HjjjQgPD0fHjh3xzjvvKD0szenevTsKCgqwfft2AMD69evx22+/oX///gqPTLv27NmDoqKiOn8/AgICkJubK8vnoltunOlsJ06cQHV1NSIiIurcHhERga1btyo0Km2rqanBfffdhx49eqB9+/ZKD0dz5s2bh7Vr12LVqlVKD0XTdu/ejTfffBOTJ0/Gv/71L6xatQr33HMPPD09cdtttyk9PM145JFHUFJSgvT0dOj1elRXV+O5557DqFGjlB6aZhUVFQFAvZ+LtvukxOCGXNLEiROxadMm/Pbbb0oPRXMOHDiAe++9F4sXL4bJZFJ6OJpWU1ODzp074/nnnwcAdOzYEZs2bcKsWbMY3DjRp59+irlz5+Ljjz9Gu3btsG7dOtx3332Iiori+6xRXJZygtDQUOj1ehw9erTO7UePHoXZbFZoVNo1adIkLFy4ED///DNiYmKUHo7mrFmzBseOHUOnTp1gMBhgMBiwbNkyvPbaazAYDKiurlZ6iJoRGRmJjIyMOre1bdsW+/fvV2hE2vTggw/ikUcewciRI9GhQwfceuut+Oc//4lp06YpPTTNsn32KfW5yODGCTw9PZGTk4OCggL7bTU1NSgoKEC3bt0UHJm2iKKISZMm4auvvsKSJUuQmJio9JA0qU+fPti4cSPWrVtnv3Tu3BmjRo3CunXroNfrlR6iZvTo0eOydgbbt29HfHy8QiPSprKyMuh0dT/u9Ho9ampqFBqR9iUmJsJsNtf5XCwpKcGKFStk+VzkspSTTJ48Gbfddhs6d+6Mrl274tVXX0VpaSnGjh2r9NA0Y+LEifj444/xzTffwM/Pz75uGxAQAC8vL4VHpx1+fn6X5TH5+PggJCSE+U1O9s9//hPdu3fH888/j5tuugkrV67E22+/jbffflvpoWnKoEGD8NxzzyEuLg7t2rXDX3/9hRkzZuD2229Xemgu7dy5c9i5c6f9+p49e7Bu3ToEBwcjLi4O9913H5599lmkpqYiMTERjz/+OKKiojB06FDpByd5PZYbef3118W4uDjR09NT7Nq1q/jnn38qPSRNAVDv5b333lN6aJrHUnDpLFiwQGzfvr1oNBrF9PR08e2331Z6SJpTUlIi3nvvvWJcXJxoMpnEpKQk8dFHHxXLy8uVHppL+/nnn+v9m3zbbbeJomgpB3/88cfFiIgI0Wg0in369BG3bdsmy9gEUWSLRiIiItIO5twQERGRpjC4ISIiIk1hcENERESawuCGiIiINIXBDREREWkKgxsiIiLSFAY3REREpCkMboiIiEhTGNwQERGRpjC4ISIiIk1hcENERESawuCGiIiINOX/AexcjhX9AyzdAAAAAElFTkSuQmCC", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Figura\n", + "fig = plt.figure()\n", + "plt.plot(x,y,'-',color='red')\n", + "plt.fill_between(x,y,y-1)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Atributos de `plt.plot`**\n", + "\n", + "Mira la anatomia de una figura:\n", + "\n", + "<img width=\"400px\" src=\"../images/figure.webp\" align=\"center\"> \n", + "\n", + "```Matplotlib``` nos permite cambiar cada uno de estos parametros. Revisemos con detalle la funcion ```plt.plot()```" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "plt.plot(x, # Datos eje x\n", + " y, # Datos eje y\n", + " '-or', # Formato corto: 'linea-marcadores-color'\n", + " markerfacecolor = 'cyan', # Color marcador # mfc\n", + " label = 'Datos', # Etiquetas\n", + " alpha = 0.5, # Transparencia\n", + " markersize = 8, # Marker size -> tamaño marcadores # ms\n", + " linewidth = 2) # Linewidth -> grosor de lÃnea # lw\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[<matplotlib.lines.Line2D at 0x7f8ef336d6d0>]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x,y,color='red',linestyle=':',marker='^')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Estilos de lÃnea (ver más [aquÃ](https://matplotlib.org/stable/api/_as_gen/matplotlib.lines.Line2D.html#matplotlib.lines.Line2D.set_linestyle))\n", + "|Estilo de lÃnea|Significado|\n", + "|--|--|\n", + "|`-`|sólido|\n", + "|`--`|segmentado|\n", + "|`-.`|lÃnea segmento-punto|\n", + "|`:`|lÃnea punteada|\n", + "|` `|no lÃnea|\n", + "\n", + "- Estilos de marcadores (ver más [aquÃ](https://matplotlib.org/stable/api/_as_gen/matplotlib.markers.MarkerStyle.html#matplotlib.markers.MarkerStyle))\n", + "|Marcador|Significado|\n", + "|--|--|\n", + "|`.`|punto|\n", + "|`,`|pixel|\n", + "|`o`|cÃrculo|\n", + "|`v`|triángulo abajo|\n", + "|`^`|triángulo arriba|\n", + "|`<`|triángulo izquierda|\n", + "|`>`|triángulo derecha|\n", + "|`*`|estrella|\n", + "|`h`|hexágono|\n", + "|`p`|pentágono|\n", + "\n", + "- Estilos de colores (ver más [aquÃ](https://matplotlib.org/stable/gallery/color/named_colors.html))\n", + "|Denominacion|Color [inglés]|Color [español]|\n", + "|--|--|--|\n", + "|`b`|blue|azúl|\n", + "|`r`|red|rojo|\n", + "|`g`|green|verde|\n", + "|`c`|cyan|celeste|\n", + "|`m`|magenta|magenta|\n", + "|`y`|yellow|amarillo|\n", + "|`k`|black|negro|\n", + "|`w`|white|blanco|\n", + "|`p`|pink|rosado|\n", + "|`violet`|violet|violeta|\n", + "\n", + "En `matplotlib` también se puede usar el nombre del color (`green`) o su formato hexadécimal (`#008000`). Por ejemplo, valla a este [enlace](https://htmlcolorcodes.com/) para probar con diferentes colores en formato hexadécimal.\n", + "\n", + "Aquà puedes consutlar la documentación completa de [`plt.plot`](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.plot.html)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "La función ```plt.figure()``` también nos permite personalizar nuestros gráficos. Por ejemplo, podemos cambiar el tamaño de nuestras figuras con ```figsize```." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 300x300 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(3,3))\n", + "ax = fig.gca()\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Otros parametros que le podemos pasar a la función ```plt.figure()``` son:\n", + "\n", + "-```figsize``` : Dimensiones de la figura: (ancho,largo)\n", + "\n", + "-```dpi``` : numero de puntos por pulgada \n", + "\n", + "-```facecolor``` : define el color de fondo \n", + "\n", + "-```edgecolor``` : define el color del marco de la figura\n", + "\n", + "-```linewidth``` : define el grosor del marco de la figura.\n", + "\n", + "-```frameon```: Sun valos son True or False. Define si la figura tiene marco\n", + "\n", + "\n", + "Puedes explorar como funcionan cada uno de ellos.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Sub-gráficas**\n", + "\n", + "Podemos crear subplots dentro de una misma figura para poder dividir la información. Para eso usaremos ```plt.subplots()```. El primer argumento debe ser un entero que hace referencia al número de filas y el segundo será otro entero que dicta el número de columnas:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1000x1000 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,10))\n", + "plt.subplot(221)\n", + "#plt.plot(x,y)\n", + "\n", + "plt.subplot(222)\n", + "#plt.plot(x,y,'--*r')\n", + "\n", + "plt.subplot(223)\n", + "#plt.plot(x,y,'.g',ms=10)\n", + "\n", + "plt.subplot(224)\n", + "#plt.plot(x,y**2,'-.',ms=10)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, + "source": [ + "**Ahora probemos con los datos!**" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "#!pip install APIMakeSens\n", + "from MakeSens import MakeSens\n", + "\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "estacion = 'mE1_00008' # Nombre estacion miniEva\n", + "start = '2023-08-06 00:00:00' # Fecha de inicio: año-mes-dÃa hora:minuto:segundo\n", + "end = '2023-08-10 00:00:00' # Fecha de fin: año-mes-dÃa hora:minuto:segundo\n", + "frec = '1T'\n", + "\n", + "data = MakeSens.download_data(estacion, start, end,frec) # Descargar los datos\n", + "\n", + "temp = data[[\"ts\",\"temperatura\", \"temperatura2\"]].copy()\n", + "temp.columns = [\"ts\",\"T1\", \"T2\"] #renombramos las columnas \n", + "temp = temp.set_index('ts')\n", + "temp.index = temp.index.strftime('%Y-%m-%d %H:%M:%S')\n", + "temp.index = pd.to_datetime(temp.index) #Convertimos el indice a formato fecha\n", + "\n", + "temp_mean = temp.mean(axis=1) \n", + "temp_mean_h = temp_mean.resample('h').mean()\n", + "temp_mean_d = temp_mean.resample('d').mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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222/xv//7v3j66afT+rKXWAcCgbQ2DRo0KO19//nPf3DDDTdgxYoVLv+Prp65DRs2AKAkwQmfz5c2phT6G3nx5Zdf4uOPP8aZZ56Jb775xjp+yCGH4K677kJ7e7vV7zZs2OBasDFMmjQpY/uZuZfB7/djwoQJ1uvjx4/H5ZdfjltvvRVLlizBQQcdhOOPPx5nnHFGl2PFjh07EIvF0j4DoBGZhmFg48aNmDFjRs7rVDI4OSkSGIaBhoaGrI5e3s4tSVLG87IdJx5H175oU6YV9Zo1azBv3jxMnToVt956K0aPHg2/34/nnnsOt912W9ZVqRPZBkuvg19ft6MrTJ06FQDNO3LQQQd1eX4gEICqqiCEpH1HYkYZFRIF4/f7sc8++2CfffbB5MmTcc455+Dxxx/HNddcU9gXyYFCop66+4yye3HGGWfgrLPOynjuzJkzu2zXb37zG/zqV7/Cj3/8Y1x//fUYPHgwRFHEpZde2uX9DgaDeOONN/Dqq6/i2WefxQsvvIDHHnsMc+fOxUsvvQRJkmAYBnbbbTfceuutGa/hJR3d/T10Xcfhhx+O5uZmXHnllZg6dSrC4TA2b96Ms88+O+27ZLueE2+++SaOP/54HHzwwbj77rsxfPhw+Hw+PPjgg3jkkUe6fH++KPQ38uJvf/sbAOCyyy7DZZddlvb6k08+iXPOOafnDc2CP/zhDzj77LPx73//Gy+99BIuueQS3HTTTXjvvfcwatSoPvtcDk5OigYTJ07E0qVLccABB/RL+K1hGFi7dq21QgZgJQhj0nNvtOmZZ56Bqqp4+umnXSvHTHJuNhLCHE5bW1tdigRb4fR2O7qL+fPn46abbsLf/va3vMjJ2LFjoWka1qxZk7a6++abb6DrOsaOHduttuy9994AgK1bt3Z57pYtWxCNRl3qifdZ6E/U19ejqqoKuq7jsMMO6/Z1nnjiCRx66KFYvHix63hra2vOcHAGURQxb948zJs3D7feeit+85vf4Je//CVeffVVHHbYYZg4cSI++eQTzJs3r09zbqxcuRJff/01HnroIZx55pnW8Zdffrnb13zyyScRCATw4osvuhxGH3zwwS7fy57J1atXW+YZAEilUli3bh12331361hPfiNCCB555BEceuihloO/E9dffz2WLFlikZOxY8e61BUG7zHW/lWrVrmUnmQyiXXr1qU9c7vttht22203XH311XjnnXdwwAEH4N5778UNN9wAIPO4VV9fj1AohFWrVqW99tVXX0EUxS6JWaWD+5wUCU455RTouo7rr78+7TVN09JC3HoDd955p7VNCMGdd94Jn8+HefPm9Vqb2CrOqdy0tbVlHATD4XDGazLv9zfeeMM6xsL38kUh7eguZs+ejaOOOgp//vOfM0YhJJNJ/PznP7f2jz76aADu+8Bw1113uc7JhldffTWjKvbcc88BSJeuM0HTNCvcmrXzvvvuQ319PWbNmtXl+3sbkiThxBNPxJNPPonPPvss7fUdO3bkfR3vb/P4449j8+bNXb7XG5UFwPJlYCaQU045BZs3b8af/vSntHPj8Tii0Whe7ewKmZ5dQgjuuOOOHl1TEASX+rh+/fq8omf23ntv1NfX495773UlFPzLX/6S1n978hu9/fbbWL9+Pc455xycdNJJaX8/+MEP8Oqrr2LLli0AgCOPPBLvvvsuVqxYYV2jubk5Tfk97LDD4Pf78cc//tH1my5evBhtbW1WpFJ7ezs0TXO9d7fddoMoii4zWKZxS5IkHHHEEfj3v//tCmHevn07HnnkERx44IGWOYojM7hyUiSYM2cOFixYgJtuugkrVqzAEUccAZ/Ph9WrV+Pxxx/HHXfcgZNOOqnXPi8QCOCFF17AWWedhf322w/PP/88nn32WVx11VWWuaY32nTEEUfA7/dj/vz5WLBgATo7O/GnP/0JDQ0Naav6WbNm4Z577sENN9yASZMmoaGhAXPnzsURRxyBMWPG4Nxzz8X/+3//D5Ik4YEHHkB9fT2+/fbbvL5vIe3oCf7617/iiCOOwPe//33Mnz8f8+bNQzgcxurVq/Hoo49i69atVq6TPfbYAz/5yU9wxx13YPXq1Tj88MMB0BXxc889h5/85CeuVWgmLFy4ELFYDN/73vcwdepUJJNJvPPOO3jssccwbty4vCTvESNG4Le//S3Wr1+PyZMn47HHHsOKFStw//33u0LF+xM333wzXn31Vey3334477zzMH36dDQ3N+Ojjz7C0qVLM5IHL4477jhcd911OOecc7D//vtj5cqVWLJkSZpfRCZcd911eOONN3Dsscdi7NixaGxsxN13341Ro0bhwAMPBEBDxv/xj3/g/PPPx6uvvooDDjgAuq7jq6++wj/+8Q8r105PMXXqVEycOBE///nPsXnzZlRXV+PJJ59M8yEpBMceeyxuvfVWHHXUUTj99NPR2NiIu+66C5MmTcKnn36a870+nw833HADFixYgLlz5+IHP/gB1q1bhwcffDDtt+3Jb7RkyRJIkpQ1rPn444/HL3/5Szz66KO4/PLLccUVV+Bvf/sbDj/8cCxcuNAKJR4zZgyam5sthaO+vh6LFi3Cr3/9axx11FE4/vjjsWrVKtx9993YZ599rMSYr7zyCi6++GKcfPLJmDx5MjRNw8MPP2yRZ4ZZs2Zh6dKluPXWWzFixAiMHz8e++23H2644QYrV86FF14IWZZx3333QVVV/O53v8v7XlUs+j0+iIMQkh5KzHD//feTWbNmkWAwSKqqqshuu+1GrrjiCrJlyxbrnLFjx5Jjjz027b0AyEUXXeQ6tm7dOgKA/P73v7eOsRDWNWvWkCOOOIKEQiEydOhQcs0116SFXva0TYQQ8vTTT5OZM2eSQCBAxo0bR37729+SBx54IC1cctu2beTYY48lVVVVaSGJy5cvJ/vttx/x+/1kzJgx5NZbb80aStzTdmQCCyXOFVrKEIvFyC233EL22WcfEolEiN/vJ7vssgtZuHAh+eabb1zn6rpO7rjjDrL77ruTQCBAAoEA2X333ckf//jHtHuRKZT4+eefJz/+8Y/J1KlTrc+aNGkSWbhwIdm+fXuXbZ0zZw6ZMWMG+fDDD8ns2bNJIBAgY8eOJXfeeWeXn+19zRtKPGPGjLRzC3l2t2/fTi666CIyevRo4vP5yLBhw8i8efPI/fffn1e7EokE+dnPfkaGDx9OgsEgOeCAA8i7775L5syZkzFk3Yn//ve/5IQTTiAjRowgfr+fjBgxgpx22mnk66+/dp2XTCbJb3/7WzJjxgyiKAoZNGgQmTVrFvn1r39N2tracn6/TH0z23f64osvyGGHHUYikQgZMmQIOe+888gnn3ySFoKdLTw9Uzj+4sWLyS677EIURSFTp04lDz74YNaw/Uy4++67yfjx44miKGTvvfcmb7zxRsbfNt/fyPueuro6ctBBB+Vsw/jx48mee+5p7X/88cfkoIMOIoqikFGjRpGbbrqJ/PGPfyQAyLZt21zvvfPOO8nUqVOJz+cjQ4cOJRdccIErDcDatWvJj3/8YzJx4kQSCATI4MGDyaGHHkqWLl3qus5XX31FDj74YBIMBgkAV1jxRx99RI488kgSiURIKBQihx56qCsFBEd2CIR0w1OSo6Rx9tln44knnkBnZ+dAN4VjgHHIIYdg586dGc0nHBzlgEsvvRT33XcfOjs783IW5igOcJ8TDg4ODo6ygDedf1NTEx5++GEceOCBnJiUGLjPCQcHBwdHWWD27Nk45JBDMG3aNGzfvh2LFy9Ge3s7fvWrXw100zgKBCcnHBwcHBxlgWOOOQZPPPEE7r//fgiCgL322guLFy/GwQcfPNBN4ygQ3OeEg4ODg4ODo6jAfU44ODg4ODg4igqcnHBwcHBwcHAUFYrO58QwDGzZsgVVVVV9mhKag4ODg4ODo/dACEFHRwdGjBjhqvjcHRQdOdmyZQuvOcDBwcHBwVGi2LhxY48LIxYdOamqqgJAvxyvPcDBwcHBwVEaaG9vx+jRo615vCcoOnLCTDnV1dWcnHBwcHBwcJQYesMlgzvEcnBwcHBwcBQVODnh4ODg4ODgKCpwcsLBwcHBwcFRVODkhIODg4ODg6OowMkJBwcHBwcHR1GBkxMODg4ODg6OogInJxwcHBwcHBxFBU5OODg4ODg4OIoKnJxwcHBwcHBwFBU4OeHg4ODg4OAoKnBywsHBwcHBwVFU4OSEg4ODg4ODo6jAyQkHBwcHR35ItAFv3Qa0fjvQLeEoc3BywsHB0fd47grgqfMBQga6JRw9wfO/AJZeCzx47EC3hKPMwckJBwdH30JLAu/fB3zyd6Bl/UC3hqMn+OZl+r+NKyccfQtOTjg4OPoWyU7HDldOShoCnzI4+gf8SePg4OhbOMnJ306kPgscpQlBGugWcFQIODnh4ODoWySj9nbzWuqzEGsesOZw9ABcOeHoJ/AnjYODo2/hJCcM/72u/9vB0XM4yYmhD1w7OMoenJxwcHD0LdSO9GMdW/u/HRw9hyDY24m2gWsHR9mDkxMODo6+RSblRA70fzs4eg7nvUzFBq4dHGUPTk44ODj6FmxCm3AocNKDdLuzceDaw9E9EAIkWu19PTVgTeEof3BywsHB0bdg0Tr+MBAZSrc7tw1cezi6h2QUMDR737nNwdHL4OSEg4Ojb2GRkwhQNYxud2wfuPZwdA9eHxM9OTDt4KgIcHLCwcHRt2BmHX8YCA6i26koNwuUGpwmHYDfP44+BScnHBwcfQtGTpQIoFTZxzNF8XAUL7zKCTfrcPQhODnh4ODoWzjNOpLPPv75PwemPRzdQ7zVvc/NOhx9CE5OODg4+hZOs44Tz/4M2LGq/9vD0T2k+Zxwsw5H34GTEw4Ojr6F6ojW8eKf5/VvWzi6D6/PicHJCUffgZMTDg6OvsXXz9P//kj6a7GW/m0LR/eRZtbh5KQkEd1Jc9YUOXpETm6++WYIgoBLL73UOpZIJHDRRRehrq4OkUgEJ554IrZv52GDHBwVD9GsaPujp+xj/tDAtIWjcHCzTunjwweA308E3v/TQLekS3SbnHzwwQe47777MHPmTNfxyy67DM888wwef/xxvP7669iyZQu+//3v97ihHBwcJY6Rs+j/QePsYzyNfemAm3VKH/+5jP5feu2ANiMfdIucdHZ24oc//CH+9Kc/YdCgQdbxtrY2LF68GLfeeivmzp2LWbNm4cEHH8Q777yD9957r9cazcHBUSIwDHvbZ6okctBxLAiOIkcyBmxaDsQ9JjiunJQuUtGiL9zYLXJy0UUX4dhjj8Vhhx3mOr58+XKkUinX8alTp2LMmDF49913M15LVVW0t7e7/jg4LBBSEvZRjizQVXtbVuh/n0MtEeX+bQ9H4Xjpl8Cf5wJfv+g+zslJaeN3E4BY80C3IisKJiePPvooPvroI9x0001pr23btg1+vx+1tbWu40OHDsW2bZlradx0002oqamx/kaPHl1okzjKFYQAD38P+NNcQOcJn0oSmoOcSCY5cSonzA+Fo3jxxb/NDXOR4DcT6fE8JwWjMdaIV799FQYxuj65rxGoBUKDB7oVWVEQOdm4cSP+53/+B0uWLEEg0Du24kWLFqGtrc3627hxY69cl6N3EU1F8cyaZ9Ce7EdlS08Ca18FtnwEbP+s/z6Xo/fgIidmAjanclLDFyNFD5c5RwCG7Uo3U7EBaU4pY/5T83HJq5fguXXPDXRTgJMeGOgW5ERB5GT58uVobGzEXnvtBVmWIcsyXn/9dfzxj3+ELMsYOnQokskkWltbXe/bvn07hg0blvGaiqKgurra9cdRfPjft/8XV711Fa5686r++1Dn4Oe1d3OUBphZRw4AgmAfP+xa+t/Q+71JHAWAEICt8i9eDlz8AdAwje6z5HoceSOm0THt/a3v9/+HOxcKAFA7pv/bUAAKMvjOmzcPK1eudB0755xzMHXqVFx55ZUYPXo0fD4f/vvf/+LEE08EAKxatQrffvstZs+e3Xut5uh3vLThJQDA65te778PTTrISXRH/30uR+9BM6V/ZtJhEE0VhddnKW44yWNoMP1j+Wp4baRuo8pf1fVJvQ1nnho5YFcIL1IURE6qqqqw6667uo6Fw2HU1dVZx88991xcfvnlGDx4MKqrq7Fw4ULMnj0b3/nOd3qv1RyVgVTc3mb1WThKC1qC/pf97uPMxMPDUYsbTvLInJdZ8UbeJwsCcTj2Dww5cajPP/lv0UfK9bqr/G233QZRFHHiiSdCVVUceeSRuPvuu3v7YzgqAU6zDlvBaUlAEAGJR3mUBJxmHSfYRMcjPooaX21txVS2w+4Zc6Js/HIgmlSy6EzZZG5AycngCbbfUBGjxyP8a6+95toPBAK46667cNddd/X00hxFCAFC1yf1FpzKiaFTm+kfpgJVw4EL3+m/dnB0H5ZZJ5tyws06xYxHl63DtWxHlPB50+e4csMTuCQcxhEblwEt691J9TiyolVttbYlYQCi1Bg5CQ7KfV6RgNfW4SgIitd3oC+RcjjcER3YthKINwONn/PcJ6UCSznx+pxw5aQUEFcdTpSijP99+3+xIboZP2uoo8fWvTkwDStBtDoy7OpkABzBOTnhKGco3kmmL+FSTjS3jZtHeZQGtGzkhPuclAK0lOP+CCI6kh4n2PWcnOSLFtX2+bj5/ZsR1+I5zu4DMHLEyQlHOUIRB4qc6O7oHW4OKA1s+Zj+TzPrMOWE38diRsokJzpEQBAQ8PoOrXuTq5h5wmnWAYC7V/SzLyZTTgK1/fu53QQnJxxdwpnNsF+VE2ceBUP3KCd8UisJvGZmkt64zH2ckRWeZbSokdIoOdFAfSQCkk1OVMkPdGwBmtcOSNtKDS0Jd66mv3z+l/5tADfrcJQbog7fj/71OXEoJ8RDTgbCZsvRe2C5Mng4alGDmXV0IkI3iMtXoq1hCt3YuXogmlZyuHX5rQPbgBIjJzwek6NLdA7UBOINJXYmfeI+J6WNgJkJOsELfRYztBRVKDWI6IyqbqdOlieD5bLhyIkBr6fDyQlHueHzps+t7VR/OjA6lZP2zcCKJfY+N+sUPRo7EmjI9mKghv4v8rLtlQ5NZz4nEra3JVxOnRoLB+emudJAiZETbtbhyInGWCMue+0yaz/ZnwORUzlxEhOAKyclgDe/3pn9RcUkJ6kod4otYugOh9hNba2uxYnOsv5y5aRbGKT0M0lg6euDtf37ud0EJyccOfFV81eu/QEjJ15w5aTokdDcBNKZvtsy6wCAyk07xQpdt8nJ+pbt7teYcuItKMeREbLoNlQkjX5WnLhywlFO2Bl3r34HzKzjBScnRY9Eym1jf/HzbfaO5AN8IfPE1v5rVInhrhV3DagjpabRfqZDxOaOJtdrusiUE05OuoJu6NA8Y1aqvxMQskWAUp37vCIBJyccOfFt+7eu/f4lJ7mUE27WKXYkUvY9SgK47j+fIJZ0DNDM72TzR/3bsCLDzvhOLPlyCS5/7XLctcIu+xFNRXHvJ/fiwc8eRHOiud/bRQiBzsgJkbC9071Q0a1cNZycdAU1w2+UNJJuNbEvYegAc8jtz3QQPQB3iOXIih2xHVj82WLXsX416yRzkJOB9nzn6BKqSU4IgMPGjES7sAj/8+xqHLfbGMyfOB9izSigYyvw9h3AbicNbGMHEAteXoCvW74GALy84WXsM3QfbOrchP1H7G+d02+TmAOqZkAE7WcaROyIuQkSN+vkj2zZYDWiwSf4+r4BznFb6ofP6wVw5YQjK5765qm0YzrRoedQLTqTnbhnxT1Y17au5w3IZdbheU6KHqpGJ7a4IKBFkiCIGt5rvx9Xv301nl37LHDoVfTE7ZVdK4kRE4ZzXzoX17xzDZZvX24dG4gwVDVlQAbtZwZEtKhucqJxcpI3mHLiF/148vgnreP9ZtpxkRN/9vOKCJyccGRFtgExlyPXTe/fhLs/uRunPXtazxuQq/YEV06KHmqSDrwxMb2S9eLPFgNjZtMd4slhwwEA2Brdam0PRKE4VdMhCUw5kdCRcmc4bTVVFU5OugarSRSQA5hQM8E63m9mcicJErlywlHiEJA+qQC5O9TTa54G4M4q223kWlVwn5OiRzJJSWxUSB9moqoG+IK2c17rhv5sWknAaQrwOlP2BxIpA5JJQAyIiButrtfXG2YIMfc56RLLttLyDdMGT4MsyhDNPtF/5MRcUIoyIJbGtF8areQYEGTrONn8TnrdHyUXAeFmnaJHylxRRzMoJ9viJhkZsQf9v+nDfmpV6cDpBDsg5ETTLbOOBhGQ3OqWyBxiuXLSJTZ1bgIA7Fa/GwDAZ6oX/ebDxxZ6JWLSATg54ciBbOabbHbS+z69z9oWM6yWC0auAZmbdYoeGlNOcq3URu5N/2/m5MSL5rhNTgbCrJNI6ZZDbKtPgqg0AgBGRkYCAJKCSTp5ErYuwXxOgjJN+c/ISb+bdUrEGRbg5IQjB5ys/szpZyLsC9PjWUjLu1vetbZHV43ueQNydVyDk5Nih6bR5yQmZDYPaoYGDJ1Bd5p4ZVsvmhJ2XpGBMuvI0LFRlnDNCA2i3IFq32Ds1bAXAMDSS7hy0iUSJoFTBBloWQ9JpFWecwUX9Cossw4nJxwliLgWxyWvXIInv6be5E5yokgK/AKVcbMpJwndXkH1iXISqAEGjafbXDkpemgp+vx0OlZrV+/+kLV98jMnYwPMe1zBWWKz+XY5zToDpZxIMHDnoFrskAmMZB1+NO73GBSgGUZV1mxOTroEU04CHz4A3LE7ZHNx1e8+J9ysw1GKeGr1U3h146u49t1rAbjJyVkxDYEYXcnFtMz5R+KO0F9JkHreIO+qYtp8gJEe7nNS9GB1WTrNVeIhow7B9CHjrNe/af0Gi775O92p4AKATOr3wkVOBsABXNWoQ+xXfjqhJbYdDy0xCIpEk3glYYZ/c4fYLsHIiWIqhLJJ6DTST4oYN+twlDK8pIORkyv2uQI1S3+NWt20P6utGd/fmers3QYx5eTgK4BZ5wBH/w6bJQE7JJErJyWAZIrev5hEyUnIF8LIQRHXOTuSpmKS7OVnp0RACMlK9p0Rb/02iTlAlRMdG31UMTWS9WjsUOE3V9/W0oUrJ13CUk7MfD6yOfX2m7mOKyccpQznCu6DbR9YviVspTRIp6u3lkRL+pthO3l5r9VdELPjkhnfB+bfjnboOCqSxNwxo3gocQlAM6sNM4fYsC+MQSH3yi0gB+hGshdCz0sQ2Yi+F/lOYmvb1uLad67F5s7NPWgVBXWI1ZFiPkOGH43tqjUeqDzPSd5Qzd9IMcmJTxgYcrJNlvHrd3+NNa1r+udzewBOTjgsBKSAtf3vb/5tKSeMdNSadtKr374aKxpXAHCbfpzKycqdK3vUFlXT0RGL44Kh9Tj13UWIpWKurLMGL/xX9GBmHSc5EQQBSvQw6xyLnOhJ4PFzgLWv93s7BxL5hpLm63Ny/svn48nVT+KyVy/rSbMAAAnNgCjYn0uIiO0dCQwODAYAbE2apjhOTroE88dj5EQyyUn/OcTSvnhZIIEnvn4CZ71wVv98bg/AyQmHhfe3vW9t1yg1lnLCZNxBum1KufTVS7GicQX2//v+uPn9m5HSU2n1I3rS8ba3qUhBx1uhIL5oW4Nn1z2LmKMQoM7JSdEjZSptMZOchMwqxMPkPa1zFDlkv+HzfwJ/PR7w1HApZ+TrEJlvX2JZZb9s/rLbbWJQUzokwdnPJDS2q5gyeAoAYFV0M/U64T4nXcLyOTFMs47ph9XfyslnIn2O2tQ2fNX8Vf98djfByQkHAJpe+bl1z1n7k2onWas6JuO2O/JVNCWa8Ncv/gpVV7HkyyUZM8L2xAelU9WQdAQx6Ibuss3rOicnxY6UWdGWhRKHZRqKPjRSZ50T8GUw/7Vv6fvGFQkYOan2V+OUyadkPW+gonUEOD6XiNjRoWJC9QTIgox2LYbtksSVkzzAFlYh01dONsfUfvMlykCCF725qH8+u5vg5IQDQHrxMVVXLXLClJNaz+rNWQY8Uydj9SS6g2hSgyraSg0BcSknxgA4CHLkD0IINI2ZdUxyYubJGVVdb52XMaqrc1vfN7BI4DSdnr/7+ZheNz3jed0JOX1h3Qs9apvqMeuAiEjqBqIqMDwyHACwySdzctIF4locO+I7AAAR0zQut24E0D+hxMvWNuHrLelq5Pr29X3+2T0BJyccAID1betd+wktYZl1mM/JoTG32UZ0PD4vrn/R2q4P0smnR8pJIgXVMW8ZxPDUGumn/AAc3UJKJxDMVWLM4XMCAKNrbOWkVqlNf3NnY5+3r1jAZH2f5EN9qB6PHfcYjptwXNp53TGR3v7R7T1qWyKlQ3CQk5oQXe03dqgYFRkFANgkc3LSFS57zfb/iTCzjul70h9mnSuf/BR/ei3dhDMQif0KQWWRk7bNwIu/BFp4kTEvGLNn2B7bnqacyN6y9g6zy+KVi63tKn8VAKC9B4m1YomEq2Ccbuhu5YRH6xQ1VE23isZFzeeE+ZwMrwlB3XkogCzKScfW9GNlCrZydka6ZUpg2JVZ5/2t7+P+T+93HWNksLtIpAyIZpI8CcCwKmqCa+xIYGQVTWG/SZa5z0kXeHvz29Y2CyowqxL1C0FQNQM+pD8/R4w9AsQ7phcR5K5PKSP8/VRg26fAxveBn7w80K0pKiQ89TE2dmxM8zmRPc+xUzlxqhojIiOwtm0tPmv6DPsO37db7YknVFfBOJ24fU64clLcoBMbfWAsnxNzshxWEwDR6HbGwbmjcsw6jJz4RTv/hCymD8ve34kQgoWvLMTrm17H6KrR2NixMe09IaezcTeQSOkICnQylSCgoVrBqu0d2N5uKyebfTJ1tjSMkql2298YHh5uOSqzEY0t9PrDlyiR0uGDBi8NuWXOLRCylJYoBlTW07TtU/p/0/u5z6tAeAe/FrUlLZRY8jzeBmyfEKcJZ/f63QGkm4oKQSyRdBWM04mOTkeiLh6tU9xwFo1jyomTnNC1uDk5X7gMOPx6YO7V5psrJ1us1cekwpSTpkQTXt9Ew64zERMAGBIc0qO2JTQDMM06MkTUVzGzjkc5AewkXxxpmFAzAQBw/Q67VlJ/KieJlAEftLQaV8VMTIBKIycMobquz6kwsBXctMHTAACdqoq4aUv2f/gXAIDkod5OM4sTLF9KTzpePKEi7ug8BjFcDrYGT19f1HCadeLMrGOu5BuqFIBQchJLJYGGqcABlwCm2aeSEuxlMutkMnV5fU7ykeOZGa27oATTNOsIAoZW037d2K5idIQW9twsm23llYmzwpsdFug/nxNCCBKaDj80tEilNd2XVmt7iu9cRP8Pnjiw7ShCsE7CMruu3dmGaNJMHPT+fQDYWtdGtmgctgrsETlR1XTlxKHOFLszV6UjkTIgCgQEAJu2WMI1nyQi4qer8FjSseJmk3IFEc98yYn3ec/n+feaaguFqhmAyHwkBEoqQZWTUVXUrLNDlukigisnWWEFFmQgJ30drZPSCQgBfNDQIvZCvbN+RGWRk5G01DdkZWDbUYRgocBstWUQzZJ0/cw+6lEBs0XjyKx6cQ86XkL1+JwYuls54eSkqKFq1KyjATDM28h8lwCgNkiJSizlmNTY4FlBykkms46UYRLxhuqzCS8X1B46qjrznMiCiIYqWzmp9lcj4qN1krbIEldOsuDhd9fji600jNfvJCfm/75eZCU0ev98gls5uePQO/r0c3sDlUVOmKNZBQ1++cKrnEBMQhDMOhCM5XtKu2etsWMOtD0mJ4JbOXGSE507xBY1Eila0VZ1mOasVPUAakN0O+4kJ1bF6cop6sj6iNy8AeikEXP5mHXySXv/+qbXexSNoTpCiSWIGFpthxILgoCREep3skWWAY0rJ5nwrxVboLKoR8e9kMxto4+f9UTKXGBCQ4tZgPOAEQdg7pi5ffq5vYGCyMk999yDmTNnorq6GtXV1Zg9ezaef/556/Vt27bhRz/6EYYNG4ZwOIy99toLTz75ZK83utuwVmZ81e0FGyTVJCVwgmivuvxmnxqiuwfITMrJbkN2s6INerIqSKhJxBzKyesb33Sl5NYqSPovRdCKtgYSDnLijEgZbJKThFbZyomVObR5LXDLJOCjv2YkJ02dW3Di0yfigc8eAAA89c1TWa/pLLrZkxpXiZQBsGgdQbCUk+3tCRBCMCgwCADQKopcOcmCqKpZBE/JoJz0dbSOmqL3TxENtJhm8tpAbZ9+Zm+hIHIyatQo3HzzzVi+fDk+/PBDzJ07FyeccAI+//xzAMCZZ56JVatW4emnn8bKlSvx/e9/H6eccgo+/vjjPml8wWDKCZ/YXHh94+t4fh0lmZua6G8jSPakwZSTYbqOe7Y1YrAyKON1BAj461EPwddGK6J+1fwVjnziSCz5cknBbVKTScQcysnq1lWu1w2evr6okUgZEECgmgRTkRRXdEB9uAYAEHeEh1eizwkj+FVm/gs8vTBjtM4DXy3B1y1f47blt4EQgoe/eDjrNfceure17Qy/LxQJjVYlBmgV3QZTOVE1A+0JDTUKvYdtPIV9VnSqGiCYfkWMnOxznqWc9LVZRzXNOkFRt8w6g7KM38WGgsjJ/Pnzccwxx2CXXXbB5MmTceONNyISieC9994DALzzzjtYuHAh9t13X0yYMAFXX301amtrsXz58j5pfMGwzDp8YnPi4lcutrbXbmdbDgnSce6B8QQOGLZPxuscMPIAyMv/At/SXwOg4Y5boltw8/s3F9ymZDLp8jnxYiBqjXDkD6acMLOO098EAEZW04i5TrLJrstUgcoJIydhw5b3ZZPcZ0NXpoCAHMDkQZMB5BfVkw2JlA5iKSciAj4J1QE6hja2J1DjN8mJKPJEbFkQS+oO3z3z4EGXW2NqX49jCUs50S2zDlO8ih3d9jnRdR2PPvoootEoZs+eDQDYf//98dhjj6G5uRmGYeDRRx9FIpHAIYcckvU6qqqivb3d9ddnqMDBr1AkEunhh16KUJUl8+R1+18HvHVbWrK27kBNuqN1vODkpLihaobLrMPCyxnG1Ng5OK555xq6UYHKSTRJiVmVg5yInzyS8z2ZyMmw8DBre0R4hGUa6kk/UTXD4XNCr9fAwok7VEs5aZW4WScbOlUNglnZ2U8Izecj+uwkbP2knARE3TLrlC05WblyJSKRCBRFwfnnn4+nnnoK06fTYlX/+Mc/kEqlUFdXB0VRsGDBAjz11FOYNGlS1uvddNNNqKmpsf5Gjx7d/W/TFbhy0iWI3nXK6yo5/Zxzdz0X9UQE2jdDTstFWDhSyaQrz4kX3ak1wtF/YEnYLOXEEyE3oc4mJ1ZdpgpcPHSkqJM3q7kCpGdi9iJTpI4zG2xtoNby++pJP6HOlLbPCQCHU2zCKlMREwTuEJsBKd1AUjMAk5wohAByAJBkSznR9L517LeUE8GhnJSjWQcApkyZghUrVmDZsmW44IILcNZZZ+GLL74AAPzqV79Ca2srli5dig8//BCXX345TjnlFKxcmd0pa9GiRWhra7P+Nm7MnO2wV8DJSZfIh5xUZ1BOzpxxJvDK9QCA3vA/T6ZSSOYkJ/weFjOovwKxlBOvWWfc4AyJECswWoeZtCIO5cSbidmLl9a/lHaMEQWARvsw5SRTtfB8QAhxOcT6zOvZTrGqRYhi3CE2I6KqBsCAIJp+O4TQNBaiz/I50fucnJjOuI5Q4lJRTgqureP3+y0lZNasWfjggw9wxx134IorrsCdd96Jzz77DDNmzAAA7L777njzzTdx11134d577814PUVRoCj9lHdEqLyVWaHYa9RopNevdKPKU7Pjj3P+jMGBwcAO+k49A6l47KvH8IOpP8irDYZBkEwm0/KqNAQbUK124BsjDr2bgy5H/4CFEv+tphpAuuNfVcDn2ieEQKhA5YSVZHCSE9HBTWp1Ha2SO3qnPZlu+nauhiVBsnKldFc5UTWzPQ6fEwB2IrZ2FSNH0XEgKvIkbJlAnWHt399vKSc+2+ckj3w1PQG7j35Bt5Kwla1y4oVhGFBVFbEY9QoXPX4CkiTBMIpkJcTznKTBm4vkpN2nZDyvndjhiRGP/8B1T69CaywJKHQiynS3b1h2Q95tiqV0yDCgeUiOJEqQzEeW+5wUN1TTrPNGiD4369vX5zx/c+fmivQ5YWadsNOs41BO6vX03yLTs+8MD5VEyUqE2N1+wkJQLZ8TwetzkrCVE4ErJ5kQVXU3OQGBJvpNnxN6rCeV2/MBU058SKHTDDBwqmzFjILIyaJFi/DGG29g/fr1WLlyJRYtWoTXXnsNP/zhDzF16lRMmjQJCxYswPvvv481a9bgD3/4A15++WV897vf7aPmFwie5yQNO2I7XPvzd3On9ldMYnlC8gYkRTrREMNNGjY0qTj7wQ+gmef2dGqJqhokQU9L+iaLMkTzGPc5KW4wh9hc2CX1v9Z2Z6qz4syunclOrGtdDwAYodnf2amcRDIs7DI5xLLIGYBmaGbKSXdDVVlmURa1J4vMrGMrJ0EfHQ9iosBDiTPA6QwL0GidrVECiHY997e3920RWuZzIgo6iLnY80v+XG8pGhRk1mlsbMSZZ56JrVu3oqamBjNnzsSLL76Iww8/HADw3HPP4Re/+AXmz5+Pzs5OTJo0CQ899BCOOeaYPml8waiwwS8f/PjFH7v2Q34/ZFG2BrW/bd2Or8edjnVfDUeKCPADeOKDja744iolgBUbW/F5TQt2BzAx1TM7aqeqQQRBymPWUSQFstnBuHJS3EikdIhCbnIyvnoyvmqth6TsoNl/JVbhtjL654b2b6GRFAbrOsY5yInTiBMy0v1PMpETRhQAU2HsYbSOpZyYtXWYYumsrxOSqXmAKiecnHgRVTXLGVYmNOpxbYuG0QCGmAu8wQ5S2Rdg0TpwkCSv/1exoiBysnjx4pyv77LLLsWVEdYLTk7SsLnTk1Nh3Zuu1daEZArakFoIApAyBEAAvtjSBjiCqn5/0ixc9rdvEY3FAAmYmNKwqwZ8VrBHE0VU1SCAIOUx69T4a6ELVOnhyklxI5HSoXTh2DmsRgGaqZmgM9kJsOJ3FVKa4JmV6wAA1bqbbEiO3CShDHlKMpETZ6i2tOFdy6m2uyUkmHLCSlgw5WSoI5SYmXXiosDznGSAk5yw1PXftOiYA2A3je43q6192gamnLjMSyWinFRmbR2+6s6Oh46zNkUAfgChUBh7jq6FYZpUBOImDTNHDsafztob1WLcOnaQV/YA8Py657GicUWXTeg0yYnX5yQoRWyzTgVFdJQimENsLgyrDoDoJjlJdQJs0KwA58qmThWPfLAaABDxPMtu5SQ/s46zbpH0yd+hbP8MAK3Bs65tHS7670V4e/PbebeP+Sow5YT5sLAssbGkDhBzW+BmnUzoVDUIoklOzGNfN9Fne5A59balOvq0vg67jwbMGk6CmDEDcTGiNFrZW6jAaICuMCRYn/W1caIZlSMpOHz6MOjm43LM9GGu8/ydO7H/xCEYW+uorJqhv13xxhX40fM/6rJNUZWGoXrXfD6hCrLAHGK5+lXMSJhViRkOGHFA2jlDqwMgOjVH7IjvAFhl3gow69zy0irENBpGbDnDhhsAuAvEZTLrZDLV7Gh3F5Xzt1JFNKWncNF/L8Ibm97A7R/dnnf77BU3vS7zYQn5ZUQUSlSiCXosIYrQU9wh1guaHdaR4wTAlzuSMAyCQZbDsuEqaNrbYNE6hCk4oi/X6UWFCiUn5T/45YukI85e9jigjhPN1Zjsx4l7jYRoKk+H73TX9fD9/VQAQJXffpzkHINVVym1aX6AdLNORBrKlZMSgZoyIMJA0Fz5L9pvUdo5w2uC0BO0su2KxhU2OakAs87LXzRCEGkfCRsGDTGdfSEAd4G4UIbnPFOEx59f32RtS7AJjqqr2NhBc0d91dxVkgAbbMVNGDlxFCOsCdL7lEzadts4K0HAYcEZSszuR2tKwvqmKHyiD36TeLLijwxxLY4vm75Eb8BWTsx2cHJSpOA+J2lQTTm2Sp2Hp4cf63ptd8F0spMDaKgOoG74WLrbvNZ1nr/NTJwXb7WORbTsg9X/ffx/2NiePdkeNevoMExyMsI4EVrHNMyIHGPlW+A+J8WNhEZr62hZkrABwNAaBUacPlNfNn1p+5yUuVmHEIK2eBIwK39HDIMm5zIJgNKFctKUaEo7lnDwOZkQazLMlE02H1hmHeZz4iAnTDlJpiRI5mIhpsfB4UbUmbreJOkq8eGzLe2AJCNoEs+45v7tFr25CKf85xQs3bC0x21gDrE6JydFDk5O0pA06AA5JXAsRjetBwBct6MJRwdH4QzU0pOYL4D5X/KMlz62n2i1jvlzqCN/WvknnPPiOVlfp45k9opxWvhIxDedhdaoYJl1DO43VNSgZgFb/fJlGBSHhBWIhGYb3hbbhqNeX4iXQ8GyN+vEkjpSOoEg0b4XIgSQg4BJ8p3kJJxBOWFKyFDfrkg2z4baeJTrdclxjaSehJBWHatr2OYA0+dEtFWSsEKJSjSpI2Te12iq+9WPyxWZHGKTkPH5ljZA9CFoHvNWjv7vt/8FANy2/LYet4FFXengZp3ihuhIb1QsieEGECkjBWL6BYyrUoBVzwEAvtcZxe/GnwQ/W8EyZ7tGKjWKjigMmRD6EKXiViKmDUaDXR48C7bHtmd9LerJrNhQRSewHR2qZdbRODkpaqiOuiyAe3JjEEUBdaGItb853ojLh9ZDL3OzTlucfj9J8ign5gTflc8JM89s2l4NdfsJOKj+FDjLc0qEwAebnDB/ESA9r1E2pJl1HNcIM58TVUPQnOxiPAlbGjpV3V30D0A7wvh8czsg+ax761VOGDIpZIWCRV1pTDkpkUgdoMLIyeetq3HImJF4qLqqIuzaXUF1eNjPUFrdL/qCtrwumw/0/NsBuKMJLBKStNn/JnF4TuWkK3R6Mis2RKhj7o5O1ZKXuc9JcSOR0q1VN5BZOQGAhkgk7Vhjj9P4FTdaY3Ts8fvo/7BBaH8z+0zA0XeCOfrRCfoX+MfQv+KywycDjgg6GbZyouqqSzlZ3bo6rzYmLOWE+ZzY5LIqQLc7VQ1hkY4N3KyTjkzKiQ4Jn21pAxFli7pvi27rszYkLOWEm3WKGpe8tQjNkoRb6gZx0w6AhG6vdnYRd7pf1FQ7PJD5C1QNp7uO8dKqoLrJznSYCg2FvweFiVnBLIBmyxxabZKTDtX2OeHkpKihaoabnEiZB8Xh1dVpxzZKsCbqcgRTTnw+Sv7DTDkx3M6TAHIqkIcbq7Fv2wuY3vQSjvF9bB2XHD4nKSPlynUS8JSeyAaVKSemAuNzmnX8NjkJmWNDnOc5SUM0qQGiTU6IIEEWBbTGUkhBwno/7RNXvXVVl0EC3QXzOUmZ46W/RBKwARVGThrjDkmzzJ3u8oFqDijEkFGveMjaqufsehnMrGMOUM6qqdZAakbsAICvZrglKwOgRQELQGdSsyY2H4B6Myvlzg7VitHnGWKLG1Q5se+RLGTOyDeiJj1D5nnDGoA+rtY6kGiL07FHkk2zDjGoz4n5TCt5kpMGs+6O+M+f4CS8Yh33RusMDw+3XmuMNebVRsusYy4SJJfPiW3WCZlkJ9bHBexKEc709T5CIHz3buwylNa1iWoiBMe9zWba6Sls3y9OTkoHGu9MzTFaERXEh0F+z2S/+qV0s45pUnHW/vBlyAI6aJCbjNQohaVodvqc+CBY5GRHh+pwiOXKSTEjoRmWScAHAUKGStUATcTmhSEIZW12ZcqJIDLlhFDlhK1uHX4muQboBs3us85f1xWtoyddysktH96SVxstc4Dlc2KTk4iTnJgLlxhf7KUhzazjC2LXEVQpjKaAJzbb5hyvUyyAbjkye5FI6fBBt0qBcJ+TIkfQMLhyAmBjK82XIBAfgvD8HsP3SDfrmE5xTp+TTL4lDYNrXLlBa7LUj8hWlCwbOelQNYA7xBY9UroB3SB2pEeOQXZYTQDRNZdhSOp4HDJqDgDgoFi8rJUT5nMCZ54TXwiYdBgAt89JLgo+yBFO782mzMyqSV21FFLAzMSbB5g5gLmyOJWviOlz0uFSTsr3fnUXtCqxrQBDUjDDJCftSWByKoWISMe2aIY8MaSL8g/5QNUM+KBBZUX/5PzMesWAiiInd827CwAwLqVxcgJgUwslJ7KoAN6kaaJkkxPZS05yy86Dq6tc3SrsC2f8/EwdEqAOscwkIENAlSJDkU3FxCyY1Vc2Wo6ew2sS8OVIlz2sOgAjORRGy2FWFlmFkPImJ6ZyYghUyo8YBAgOAmaeCpz6CJRJR1jnaoKAGSrthxLcfjuKowt0OshJuyjaocTJDpfj+x4Ne+TVRqacMHIkZ4nWCfmoPxgnJ+mIJjUIzCxGqDq260i6UGs1b0nIVDLyJY2FgionGpJgFYk5OSlKsHBGTUBZD375Yms7JSd+UbH9S4ZMpv/1pF3MyyIn9PdzmnUyrYlFWaEDrolAFraeLW0zTV5krzgEwVZPWI007hDbfyCEFJT0juXIMKx7mFs5AYBtbQnLdKADFWHW0QntcyFiAKHBgCgCU4+FXD3SOlcHcMOOZvyuZhYu3PP8vK7vd5h1YmqHKxGbNxtpNjCCqWXIEBtheU5UHUGz+F+Ul5NIgzNfkw8AZAXThldDEICoRvtEhIVim/clm5rcXSRSBvzQrHxDfpn7nBQlWDijDoErJwC2dVC2HpAc5EQxoyd0zfbL8dgpncrJN36PDXPEXoCsYE9VxaGtPuwV/knWEt25yInBzDpmpxoSMcmJOUdyn5P+ASEEZ79wNk58+sS8K9yyiU2UmM9J9mGGVblVNQOqeXldKO/+2WaadTRCv2PQIECw1npdkGwTii4ImJRK4Wh/g6sf3bLbRa5rGg7lpFaagZEpOsl91fGt67y8yYnmVk6c5MQZrcPalOwFE0Q5QdVooj1mnpYIASQFYUXGhCFhaKZxPCzQOakzScfiZC8/96pmKieMnHCfk+IE62BcOaFY30GTOalopknUAECh3uTQk+nROmbH8WaIdeG42wBZgQDgjCYZSuMkBLLE1jtDmZ3oVLU0fwVbOaH7RhcVbzl6BzEtho8aP8KatjU5Sw44wUwCFjnJYdYJ+CTLwTKhsVwQKOsssVQ5MWDAURQu6HAidxABS68yUq5EdlWie5Jx9oZvExHsUjsRDZoG3dNPsplSvWAEU2c+Jw6zDvM5iaqaNdmluA+YC1HV/D0EZtaBpUDvNrIGKdDfkN3HjhRdqDnJSW+YrtWUAZ/g8DkROTkpSsiWbFzeK7N8sQlPAwCiegvQYXqOB0zlRFNtaZ1JgeaE4XSITUOw1nKgnSpsxP2Np0P55r8ZT01kyCqp6QZUzbBstaKHnGimuYgrJ/2DpridpTLfOi22ctK1QywABP1mYj1zJtQFlLVZpzWetKI4AEZOBtknOIjArqr5m6sd8H36uP0ez2+qO3ZbVQE6JCvU2IlMUSGZkE5O0qN1OlXNCk3lyokbNFcTIJsEXQaxxtFdR9YgZY6itSZZaEm0oD3ZjqijJllP0yXoBkFSN0pWOcmcfKBMwTpYSoDtT8FB8fXz9D9TTpIOBy32QFfTfAmig9E3aI4V7qyzgUHjALMwYLVAB8JA2xaglpKeGw+8EY999Rg+3flpRnJirTjMwY4VFqs3zTqaBkAGdO4Q2y9wTmb5lnZnkR5s6SPnUE4AIGSSE42RkzJfPLTFU4Boky8/IW7TqSjhlW83oVmSMJb1r5WPwxcJA/V1AIDAaze7rmk4yEoKMqIpgkAGiTNfsw7zG9JBAAhus46DnPhMVTXJlUwXOk1y4pcIdJjJKh3kZAOhv+Egk5ysa1uHA/5+gMt011P/k6R5D6nPCcz2lA45qSjlxDbrCBVv1mlPpJDqmA4A+G6Hg4gwnxNHET/LrFM9AjjrGUi7HGm9dEujmVn2vFeA+Xe4zzfhDI0My2HLQTaTWaczaaozptctG3KZcmIu6KxIEI6+hZNAtifb83oPKzYmimzV2IVy4qP9kt1bXUBZm3VaYykrOZdMCF0hTppnnyBIqNcNTEmmaHI2E7KjHylRd90V5xo7CRmdSeLqdwwJPZHXpMcyxLLrusw6jmgdnznZJfliwQWvciKBWIryjBHVls9JyKD/n1tH65o5w751ovfItMPULxk6N+sUO2yHWJT1yiwfbG6JA4R2jKlJx2/ByIkTztTj4w+GNHo/azdICCUlI2c5znd3AMVhgqlWqq3VQWblxMyoKNPOJHnMOtYExgfDfoFzsGxX8yMnrNiYZHISMUsCNoZgBSknukHQkfAk5xq5N62tw+AgAs7jTs8txWPWNBw/cRIy2lXiqsvjzNKcTzZSK5TYvK47WoeSE4MAgmD6nHCzjgu2cmKaNgmsZJZVAR9CQbpAk1X6A2e7Jz1RT1g/DIi6XR08SxmJYkRFkRM7lLh8B798saklbg2QznTZllnHCc/kIip2sTaBwA4/ZvCQDucKrkapya2cMHJijoXsAWXkxBRWqM/JhneAZy4FEvlNmhyFw0kg8zXrWA6x5s0Tu1BObLMO3dfK2Oek3coOS/8HCAEc/Ym+mIWcOPqRVxU5ctj+AIDvxONIwofOFKHJJk2EfWGrrk5LoqXLdtrVbCmcSdhCfskaEgzCyUkmMPO0X2J+esSlKNeYxUz1RG7yofUgRJv1w7BMrCR92QpwFiMqipywst8aUPFmnTVNO+Gr+hKAh5wEMignHsh+m8BUESNNKcGofV27zuvXKrUImlJ1TuXEHJ9Z2nPmc5I0IzoMEODBo4HlDwJLr+myzRzdg5NA5mvWsRxiLdNcV2Ydc9Gg0+EohfI1u7IcJyEzhaufkPQFQRblxAnFQ06GBAbj/fUbcf+2HYiEgtCJ5CIwiqSgIdQAANge295lOxNpZh2bnAiCYIUTG4ROdklBsAoXcjjHMdO0QmBn2gYwuIqSk0Qs93PeE+WE+X6FJAPsU5z3sdhRUeSEsf9yz6OQD57a+Htr2+cc5wK1Xb5X8Ifxq53NuKy5BSM0PZ2cyH5gxvetXc0xOdUoNbZZJ4NyYttq6b7XrGOY+bRdSdg2ftBlmzm6B6dZp1DlRLBMAnkqJ5rpe1LGPmEsO2wwQqPjFELSTalOB2IHOXEacgKGR6lQqhAkBAKAYYOqoUNwmXUChKAhWA8gv+J/dm0duu806wBA2EzE5iInZXrPugOmAMuiSU4EwZYSAYwSaBHaWbF3c16nR2Yd8x4GpNJUTkqHRvUCnGYdoqm9UFapdLEltdzadq3CHNkps0Ly4ZSODNE8TphprQEg4ZicFEmxzToZlJNOUw71mQ4LbNUd8EmoCsgghHZwl6NYvGuZmiMd7219Dyk9hYNGHZT1nO6YddiKTTLH4q6UE5uc0Dcky7jwX2uMLooStY8BADb4fF0oJ3Y/GuQw06RNMY5rjKirQesWyUVg/Ns/x9DqsQDyIyeqx6wjiW5yElFkbIcKzTAdYq17Vjrp0fsSsaQGiDFsAh1nJU9V7iEbqANsrqrTQE/JCb2HQdlASwmSk8pSThySlpZhYqxUuMhJjYeczP1V+hu80mAmJyvZJiwJ0TE5ffWcZftWM4RzM+VEMr3cnQ9ofZUCmOTElVyKk5OCoRkaznvpPFz43wvR6ozM8qA70TqWciKye5ifQ2ySmXXKOEkiM+u44M/lc2KTkz0TKg6OxXFy1eT0X9ThtzJiSA10iG6zDiFoaFwNoGtyQghJU05kz+TKnGKTujM9Q3nes+6gU9XhH7TM2pe84fT70VIEfUlOWDh4QHT4DnGzTnHCeWN0jec5YXBVFg4Ncb/oiMyx4FlFIVO9Bod99dhOmlth73gCePS0LpQTJoeaH+VQXajfiVkA0OmAl2fWSw4bTmLYGM8+WXXPrENXbOzWdRWtw5STlKmclHOof1s8BUFucx/MpZz47aKZEoC7tu/A/9bsnn5hR8hxXXUVIMkIOkyfikEw1AzP7srnhE1qQGafE8DOdZI0uM9JJtBFlj1GyR6zGGb+AADQRjIEIDjQG8pJQHJE65SQclI6NKoX4FJOsqROrwR4V28uciJ5Hona0ekXSFNOMph1HMrJaE3DWxs2IWIwGyglJyx8riPZgcUrF2P+xPkO5YR2Juequ75KwbcdJjnhocQ9gpN05ErM1S2HWNMkwASzLpUT0/s5aT6W5WzWaYuloDQ87z7oJSfOicyrqgBAvDX9mGOBIMp+BIJVtGYP+whC0GDel66UE5anBrDJiZSFnKScfkJles+6g6iqgej2vUt5F3TmPa8hSQAhZEOKdP83tciJaEbAobTISUUpJ06nLk2rXIfYzS3umHqv578L1aPSj3lXAZnIiafYX41hWGnvmXLCJsjr3r0Oiz9bjAuWXmA7xGYwCdRXKSCmQ2waOang+9kdqA7l8LWNr2U9r0dJ2IR8zTqy+T4WrYOydVhvjacghda6D+apnFjY9mn6MWfiQ9mPcFW1a9GhEGKls++KnDjJJZvUvA6xllmH+QmVcYRVd9CpaiCGTeiaJM+Yad7XKpJbwS+kGrgXlllHMizlhJt1ihQuclLB6es3tbhXytYgNmKv9JO9SgpQsHLiRUB0J2F7Yf0LAICt0a2WQ6yUIUfGEIdZJ63uhDPdPkeXcConiz9bnNd5hTrEMjO7kKdZRzVzbCcFAUQrz4muLZ6CnrD9us5rbcugnDiG5UzkZFOG6DSnaVXyo7am1iWLK4RgqHlfdsR25KxNZa24fXb98UwOsQCgJu17hh6mWy8nRJOaVfQPAJolTx8wFbEAcpOPHvmcmPdREQ0rYpIrJ0UKQRCsVNqVTU4yKCc/WAKc9bT7xEyqCZAfOZEy+KGYYGu8TFkRbbOO+VGOPt1QpdjROl4JWc1v4uSgeH3T69b2ng17Zj3PeY/iWhypPKR75kwJId2pORNscmLeW0GAnmeRwVJDaywFmBEuc1MiLmnJQE66Uk4Y6naxt50EUFIwZPAgd7p7QlCn6xAgQCMamhPNWS9rrbh9kuXbJXocOplZJ5F0OjGX5z3rDjpVHYJgE4/vGB5SYJITXxfW6d4IJVZEw6qtw5WTIgYrQqZVcEfa1BIHIfYA6CcEGH9w+iDpjdxhcA6egphZXcnkJGsi8M8FAOiqfGd8p+u1qKe2juh4REfUBq2aFLqXjHByUhCeWv2UtZ2r+qk3m2g+6omVhM0yCeQeZpjPScLRJVNlGk3XHk8B5qQ1WzWJXho5cfSnXOTk0EW03+55hlttkXwIR6pd1cMVQuADMCRIHd5zOcVayoksWjFxQppZh90zh3JSwWOqF1HVVk4ihoEjDE+ItSgCvnDWaJ2A6Z/XkwyxqpW+3rDznPD09cULmZkFKlo5iQEOJi8RuEIWLWTLeeIcPLNVucxR/TJgSsoJLYH/9/r/c73GonVEkTnE2hheE4BuVvM0vKYCTk4Kwsgq+96mcvgKeFfYah5RbmxyY8pJ13lO3KtwAEiWaTRdazxpkRMpZRIwr9Or038kk0MsQ3AwcNYzwAl3ucmJrAC+MCSPcgLAyhLbGM3ud2Il73KYdbIpJ3FzSW4IAo+AdIAqwPQ+HxSLQ8xECvxh+LKk/Q+Z96s3lBO/aNCsy0gPCS9mVB454coJNrbEQQyqbIxJpVAryJnVj3yUk2wkJJdyYna8hJ7AZzs/c73Waa4mLWdKx6A4vCaIlJl+Ks1izslJQdjSucXazpRvhqEp4a5+m8zD3OLNEJtvnpOYI0okVaaLB1qR2CwGx8Ygb4p6Z8bYXOQkUGNvu5QTP+AP0ZTp7JKMnMh0EZLLKZaRS8UnWf3MS06Yz0nMcZuSSR7Sz9CpahYJpanrM4yTSiSrchI2lZN8zKjZwO6jXzTsaB2unBQvJE5OqHJiFv27fftOCN7Bcc8f0VXZ/pdkvkBPlRMzxDGhJdJS2EdVum8XjbMR9EvwmY62aeQkT2dNDqA10YpvWr+x9pNZ+gIhBE1xNznJpbIwMDmZcZIuqxJbZh0DPrD+WZ7khIbxm5MWi8SQPZK/08zjzx5mmpuchCEjg3Ky+hUA+Zl1FJdZJzM5iav2vU1qnJwAtN/EkrpNQkGATI6ozWuz+pyEjJ4rJ8x3yC8QO1qHKyfFC5YMR6vQmPy2eAodCQ2CsyKx16Rz/P8BP18NRBoyX6RQ5cRTOyToUE686NQoyRCzZBcNBcxqntys0y00xZtw0GPudPXZ1JCOVIe1cqv203tYiEOskLdZx1ROkjr85iSYLENykkjpdMIQzaJw7AXv4sBZfDNL4T8A7n7lJSfVIyE5Jj4WkccidpZ8uSSrepKwHGJFELOfeSOumFmnU3WoXcns+XIqCapmQDeIQzkhmZVpZM8Qy8hkT0KJLeVE0O1onXJVTu655x7MnDkT1dXVqK6uxuzZs/H88+6EQu+++y7mzp2LcDiM6upqHHzwwYjH06MyBgoWOanQmHwWRiyYA6SfkPQBUBCydiYAbuUkW8iwM1onOMj1ktPnxIt4ij4rVgIvr607SMkJGxLX+GRslCWewj5PLHpzUdqxbGpIc5z6m4R9YVSZlajzIicslNhcuXflEMvISTylw2eemypDZZMlPxR99FkdppmrYm9km1M5yapACkBosGPX6XPiB4bNdCknzJTa4KdqS0yLpfl7MaiOUGI7Wsdb+M806yR1mAWWkcwQfVeJYH5zLrNOlhDebKMsu3c9cYhlJNNXCdE6o0aNws0334zly5fjww8/xNy5c3HCCSfg888/B0CJyVFHHYUjjjgC77//Pj744ANcfPHFEMXiEWiYz4leocoJDSM2rI6TUTnpCvmYdZz33ENOmGSZKUqEHRMymHUAoCpkkhMB+Mzvx3dHjcBZw4fCaFqTf/srBJlIx7tb06ugtqgt+PPKP6cdZ86wg5RBVn6EfMiJlWFUYP/y8zkhBPCZMSb5+LaUGlpjJjmR6HerMQxKTLzjo5OcZFs5R4Z6ykg4Q4lNnxO/fR2/2ecawkOtYx81fpTx0pZyItsOsYInz0lVwFROEhr8pqpSrhFWhYKlQ/CZ0pUMknmc/NFTEJBZPWH+Qr2R58QvGCVZlbgg1jB//nwcc8wx2GWXXTB58mTceOONiEQieO+99wAAl112GS655BL84he/wIwZMzBlyhSccsopUJTszpH9DasycRkOfvlgW1vCIiYAU076gJy46vUMdr0U9HTGEeERqAvU0R2B1WXJnF+hKkQdBA0IuK+Wyto7ZBk7cuRtqEQ8v+557PvIvnhp/UvWsc+bPs96/h0f3ZF2LKZRla3KX2XJwfmZdeg9JHnX1rGfJ7kClBO4TKoZqvg6SAWyTfgjPQkTPXlOAEAK1VmHmHIyNOWe7Na0ppN6WzkRQcCi5jJH60RVHX7zNa6cUDDlxGcyDOoQm0GxGD+HnpeRnPRCtI5JMmWiWeSkbJUTJ3Rdx6OPPopoNIrZs2ejsbERy5YtQ0NDA/bff38MHToUc+bMwVtvvZXzOqqqor293fXXl6h0s86ODtUaHIEsZp2u4JR4O7N4/Ts7XKDW9ZIIIOgo/z518FS70wg6dZAkmX1OaiO2WWeDz14FbEz17XNTarjijSugGRp+9vrPrGM3L7u5oGsws1tADtjKSV4OsW6fk66idSRRgN+s9Ogzn62UXn7ZRltjSQAEEOhvqBgk3RkWcE9k2eoejd7Xve9UWEwiKTsWDsznZFjK7cvz2KrH0i6dcJl1KLzqd8TPqhIb8Jn3l5MTiqiZ5doiJ9kcYkUJUNxlBhjYE9Abhf+c433ZKicAsHLlSkQiESiKgvPPPx9PPfUUpk+fjrVrab2Ia6+9Fueddx5eeOEF7LXXXpg3bx5Wr16d9Xo33XQTampqrL/RozMUmutFSJZyUn6DXz7Y0aG6MhfKQDeUEwc5yZYvwZkeO0MiqbCjKJlf8rvISViRYYDVZ3FPbIMj9Fq6AHQ4BsxvU9whtrfBssMGUgn4TGfH/EKJ2fPF1K/c5ASw/U4kZtYhZaqcOPqeQrKQEyfqdgHCpmP69BPs48N2c5/nHM9MZ3TJMREpZncLpeL47UG/tY6PrR6b9pFWZlFntE6acmKPASzCKsXznACwzTqyZPp8EGIRxjQEatKUk/Nb2izlpCehxNYiAfazUdbKyZQpU7BixQosW7YMF1xwAc466yx88cUXMMyV8IIFC3DOOedgzz33xG233YYpU6bggQceyHq9RYsWoa2tzfrbuHFj979NHpBFFq1ToeSkU7Udtdia1hkdkA/yecCrhtnbGZSZkIO8+CW/xegF6IgoEvQsykldmA7mBIDqmPQ+JTyMsSt4Iy7+dszfXPvEM0gycqJsWg5f41cAuh4sNd2Axoinleek62EmZIYTs3ONMlQ2KTmxv5eSS7W8cBnwwyeBYbsCF74H/PR1YMxs+3Wfh/A774upmDiVE4X1t1Qcx0w4BseMPwZA5mgQV20ddg89fV6WRAR89F4xU1yS+5wAsM06rHgpdYjNMmYGalzhxP9vyoW4qLWtV8w6qqWc2Pe4lJSTgmmU3+/HpEmTAACzZs3CBx98gDvuuAO/+MUvAADTp093nT9t2jR8++23Wa+nKEq/+qTIAr05FUtOOmxy4mOTVbi+sIvkQ05G7AEccwtQOxbYkG7acyonPtHnUE4MhBUZhGRWThg50SG4yElrhTo454NbPrgFZ+96tuvY3fPuxswhM13HUkYKfseExhxi6wwDqhk+1ZVZh9m5AYCwUOI8lJOAn5ETszxBD0IoixVt8RQE0f79ZADY8VXmkxum0j8ACNfRv80f2q97fVWcv5e5AJMzKCcwFTB2nzMpYWzFnSsJG0BznSRSSduJOUNqgEqEXR/Mkeckm29eqA6+lJ1LaO9XfkXfa+7nKi3RFSzfL4dy4q0uXczocRiNYRhQVRXjxo3DiBEjsGrVKtfrX3/9NcaOTZcOBwo+y6xTmZOZk5ywIog563dkgpOcHH5d9vP2PQ+YfITLbHRxciGWGVMRdCgnsijbjF7QEVFkO4TR84gGfOagKghIOqoCdnRR3bOS8dAXD+Hqt652TfgBOQBBEPDAkbaq+ceP/uh6347YDgBAvaZbq7uuSL1t0gEss04XPieAbdZhkT09CaEsVrTGUvDVvm/td/2reOCc4Lym2AykUXLkGkqZGaGRigKE5Iy+SjgcYrMlYQNsp1hWEqQcnZi7g06LnDgdYrMoFsNnusw6LFjA1xvKibVQYHl1xLwWCsWCgsjJokWL8MYbb2D9+vVYuXIlFi1ahNdeew0//OEPIQgC/t//+3/44x//iCeeeALffPMNfvWrX+Grr77Cueee21ftLxh+05M92QNGWqowDIKdnbbPiY/ZiAuV+pw+JzNP7fp8h3RdVVWNKAnk9DmJKLJV0t2rnPhFOkB3iu7j8Rwl4DmAt7e87VolB2V6T/YZto917KEvHkKb2mbtsyRd9bpuDZbZsskyWFkpZdEyE+Xlc+Kj919A+SZJbI27yUnBcJITr69Kht9LckyICcPsg8QA9KSlnKT0FN7Y9AY+3fGpfW6GUGJvnhMACJtOsZafUBkmzusOYkmz8KXoSMKWTW2un+Yy6wQN5kRL0RsOsUw5kbvIN1RsKMis09jYiDPPPBNbt25FTU0NZs6ciRdffBGHH344AODSSy9FIpHAZZddhubmZuy+++54+eWXMXHixD5pfHdgy5mVR05a4yloBoHozFwI5E64lgmCAJz9HI0kqBra9fmyTU7qGkYgtl5ByBGtU+Wrsn1OLIfYzNlFWUhrpyd6QE1PaM/hwbfttnk1JGd2gu5IdqBGoYm6dsRN5UTXrVof0S5SlLsr2mYOB88EluuErZfK1ayDLIXe8oJzgvP6qmRQTgRHcrekELI/Ohm1+tuG9g3408o/AQA+PfNTCILguYdmKLGYTk4iAS854coJYJt1WH0watbJsgD0mOeYomz7nPSktg69FiMnvhIy6QAFkpPFixd3ec4vfvELy/+kGOE3VxxqGcrGXWFHB13ZVAcE6IDN2HPUwcmKcQfkf66jAw4fOQaxdQEM1+zJpy5Yl+ZzwpQTCZmVk1bJ3dFUAYCWzJ6xlsPKWxKUgxhXMy7jOW3JNozCKABAe5KGZ9fqOk0YBlqXJxcSmbKLFmTWKV+H9bZYEoZUB9HniCwbuXf+F3A6LKcpJ+lkTnGcE/KH0BEPokqIA9GdVn/b2GEHIHSkOlDtr3bU1hFgsER6WXxOANtPiJt1KOzK6l0U/gMA0WcV5QPsBJUsCVs+ofuZQAixalwZppVALjFyUlo6Ty/AUk4q0KzDyElt2MwpwQa7vvbgdgycE8aNRxQBTEu6TQx2iBuN1jFI5lV3tlC4DT4fSLKzd9tdwlC8KdEdWHzEYtfv6gwnvfG9G63tTvP3jBgEtTolJ/9e8++cn8tWa05yko+d284SazrEluHioS2egh6lwQS7sOf/5L/kfwHnmOVVTiYeSv876u2E5SD+sH0Hbtu+A7X+ELYSMxli+2arH7Wqrdb526O0GKBq3UMxt1mHkRNSvll9uwOmnFiF/0iWPCcAIPmtujeAXW/JSl/fTcKX0gmY5VxnykkG9auYUXHkRDFD8JJEA1KV5V2+o5N+3+qQGQKIbpp1CoWDNEwfMwwxKC5yIgpi1jwn3onNn0Pl2dK6rhcbXdrIZUphZhuGK/e50tpeuXMlCCHoSHagRaU1YKoMAz7zWWlONFukJRNUZ0XbLAQzE6z6OmZ+k+1lSE5a4ykrIdZ+cXPsqR6Z/wWchf68ZoIhuwCXfAxc5sgCLCk4IhbHYbE4gsEgthIzY2z7Zqs67dboVut05mPEVtxBWXA4xKY3J6K41a5UGapd3UGnyrJcm3lOgOxjrCS7lBMG26zTPXKScCjTOldOSgN+s4OrggB0Zi8bXo5wmnUAh1mnr5UTh7xcE/LBF4xgrCONdjQVtQZLwXKINYvGec06OchJk2OgrXTk8tnQku5V90Gj3FWKH//6cRz15FHWfpVhYGLSlpe/7cieGkDVbOWEsMJ/eQwzQTPPybfGJgDAv+XyWoUbBkF7POWuBn7yQ+l1dXJh4qHAricB8/+Y+fXBE9w5ixwEJhIKYotJTpLNGzMqkIycWOqXLDiqEmd3iBUIyxZbXvesu7B8TgjNE5RTORF9Vmp5J6xQ4m6adVSrMrhDOeHkpLhhmXUEAUhVVrpli5wEPWYduY/zzOx5BjDlWGtQHVQzyPXgaYZml/L2OsR6Om6mJEJTNXruG1vf6/22lyiyheIayTr84aXciQ5vXX6r5W8CACFCcHDcVhmdfgpeuMJQSSFmHTrBjQQ1MY0oM6trh6pRmV10kBMlUthFfEHgpMXArLPyO9/RrxVFQbufZppt274uIznZHqOLNbbqVhyn5HKIFQz6P16GEVbdQTRpVnxXKdnLGUos+TMmQfD10CE24VAwNXOhInOzTnFiZ6eKu179Bp9upNEGSUEAKqwWBCMnkaBZBIqZdQrNc1IofEHgtEesQXVIXZ3rZU1PQo7upDuWQ2zmVTdziHWCOetpPEMlAMAghuVQ7EVs/fl46fNt1rPAcOS4I63taModkcOoxTzQydQZbuwFm9i66xA7EpMB0MRv5YR2s+ifLJlh/ASFl40oFA6VUZD88A2ijs7JpszKiUVOWDVbx1wmIgM5sXxO6OdEOTkBYDvEEtMkkzNaR/IhlkE9s6oSd1c5sQimZDmX+4TSSV0PVBA5aY2l8PsXV2H5euoprwpCBfqc0AkpbC6oLLOOv8AVXA8xqsFNToZt+hjy2tcBMLOO5PA58ZCTDGadQ80EU+3J7JNmJSGbvK4nhoHoVUjpBI8vd6sfv9i36wi7KnMF5lRVvLDrskgO5SR/nxNdp4N4oicht0WI1hidZHyyOWnkU1enp3D2FcmPmmHjAQBDmj9y5dZg8Jp1HMWiIWSYQJlDrKDT/tdBODkBbLOOZvqZyIRkV+klX1paBMDhENtdnxOHU3PK9DnxlVBdHaCCyAkrVJVM0a+sVrByEvCbEwgz6/QzORk9jKbLv2KLiB9O+QkOW/64tVIAdIT9tnLiXXVnMutUBwYBANqzFSGsMDiVjyXHLMFvDvgtkGpAYsupOGwalfYfWfYtDEcivBp/Tdp1vAiblYK9yooTlpzss/OcSPnkOfGxauH0/qrlRk7idJJxkZO+Vk6c5lrJh8GTD4BBBCgkAbllQ9rpNjkxJzOncpIjWofoZmLEMnRi7g5YVWJmrpEBoG1z5pNFH3ZV6bi8V8JeLLPx8OmN/8VVb15VcAFA1aFgauZCjzvEFilC5jJA103nLUEAkpVVLI6RE0Eyo3aYdF6o7buHCISo09534inMCJ4MMRW1okG8PifeiU0WZRddqZaHojpEyU57jkmzkhBL0XwmITmEmfUzkWybiY5vLsfQwDjc9oM9UB2QsakljjdW77De48siOx8fGGWfo9EBMlcOEtWVXbQQsw7tlylzoouXGTlp85h1/LmK/vUWXMqJD9PHj8BHZBcAAEmmZ3NtjDWa+TFM5cRFTtKniiqFjalUAeqswPQMXhBCLJ8THSxnCaG1kTJB8uMPjTvx05Y23Lp9p3VYduS0eWbtM3jl21cKaoezsnSKpcTnyklxImzlUTBlY0EA1I5cbykrJDUDLaa0TEQ6eVWbuSv6fAXnhZ9+XkhIoOPT/wBwdEbBcEXreJ0pBUFAxFGRdf/Q1aj2UXLVzguPIa7F8ev3fg0ACPvCIITgoXfXAwDO+M5YVAV8OHEWJRz/ffMt4K3bAZWGBl87+9q0610bnGRty2Z68lzkxOkQqxeQ54SZdZIaU07KC8ysI0r9qJx4zDpDqwPQJEqIOjpjaac3J5rRodp9yC/ZE6SQYWJjykkiVQUA2A6unMRTupUrjykWPgJg3wWZ3yDJGKHpWNja5vKzkj3kPJefVyY4kyFy5aTIIUsiFFkEDAc5SWS3nZcbmqJ0uJdFAapBSRnL+tnnKzgvTDNSCCr23XAfbQLjJqZyQswOlckkEHSQk+YOEdUBapJoN8ptSiscty2/Dcu2LgNAycnHG1vx6aY2+GURp+4zGgDww/3GQICB6zedAyy9BnjpagDAnNFzXNdqCDXA12GH27NaTLkkZmcSNivHXx5mnYBpQ0hodEJNlE59srzAlBPJrEo8EMoJAPiClEh0tGdWGTc77rdftm9CpntomcrjNFfLeglQK7y+TqeVgA3QGSnY4/Ts6nSW1AiyRzjM5eeVCU4FkysnJYCwIoOYnuUJUQDUyiEnzKQzJKKgI0nJSbVhALufBoSH9G9jzOigEBIYnKKDoeww60QUGTpTTjKYBAKS7Ui4vV1HtWL6nPBoAby+8XVrO+QL4aF31gMA5s8cgboI9UGY1FCFH4xqsd/0FVWvOj0uWAEpCGy3k3rJJpnNVznJVlk6E5hykkgxciJkTMleqmDkRBSo70m/kBNnKQfTVysYoUQ+lkE5AYDNHdsAAJIoQBLsGTKTzwmL1mlK2LlVohWepZn5m4T9MjRWJydXHqksr3nf0xRvKqgdTt8vjZmXuHJSvAj5JUs5+VxRKpKc1FcpaDNTVlcbBnDEDf3fGFPOVgQNgwVKlNhKwSck3RNbhhWb4nD029qaQnWApuVuh541hLZSsCW6xdr2CQE8t5Impjt7/3Gu865Sb7e2jVH7ojWWxIK/fuI6RyAK0GEntmN+QbmUE2cIo30P8zfrxFOmqUAQgDJK6tVmmnUE02ClEOKu7t0X8Jh1AKAmQhcGe7W9kPEtLQlqPqAZfm1ymKu2zo5kEEGTuMYSLWnnVRJYpE5YkWxSkIucZPH1kjyKSqHKiTNqLsXMS32dbLOXUVHkJOyXQQz7Bm2LVU50h5OctJv2yxpd7/twxkzIEB0UMEmFMOhDxLW47UyZYVB05jpp6kwhqNQCoEVXO1OVvXJzYmeHgZROsNeYWuw2yh2NUxW3owd2NDXhzAfex6ptbulET4muei5WMbJc5MQRwlhI+npWW6c9ZRbmFAWgjPLWsGgdOUVXwH5Ccp3eO5Dc0ToAMGLdEwCA9iyZaZ1RHsShXIm5fE7gR9D8PpVOTjotcuJUTnIUI81CTnye2lhM7c4X9n0UoRFGkrhyUrQIKRLgSCa0PrEz+8llhg2t2yDXLMfgsIB2UzGqNoyBISeyP03OjDjCWpd8ucQy62RadXvVkZhuk52vmr7qzZaWFFiUDsPWVkoizvKoJgAgOH7DrY078OmmNgwOKzh+3OnW8RRzHxB9QKDGkbUyh1knQxK2TKY5L1i0TjxFB+WEIADJzKaHUgQz6+hmLhClP8iJnK6cCDO+BwBIZVGzkma4eEC21Usgs3KiyCJkUYAGGWGDkZPW3mh5ycJSTvyyrZzIuZSTzMRFgJsM9kw5MX1OBK6cFC2oDOkoiJQqn8GvKzy1/ZcIjngcG/FPtJkPeg0R+r7oXzb43ZEKYUdn3BHfkbMuC/F4sjeq9nuvfffaXmxkaaHRowSqKRFDIgqO3nV4+skOk4kfGqoDMh4+d1/MHr2bdTyVMPtKcBAgKdaEmquGil2XRbKKxhVS+I+YdVo0QUCqjKLpWLSOaq6U+4WcZHCIxW6nAADmd0YxTaX3cff63TGjbgYAoDFGw8sDPgmGkdusIwiCpZ4Eza8TS1R2IkSmnIQU29dDyulzknn8FYn79y6cnDiUE3DlpOgR8kswkkOt/Y4Kct6KGtTRbVNyGTrNfCCRXHJjX8Nh2tlBqhGALWP6RJ/tEJthhad78ilsS9gdfLDpf1KJSIuUIBLmTq2HX/Z081Z34b6wmMLD5+6HGSNqXCYzQzXpRaAGkPyWKSKRI2Tb6YiXyzTnhSKLtPKtbj8HsURhToDFjDazInG7GW7rn3hY339oBrMOS8wWJgT/2LINK2sOwt+O+RsU89wl39wOwdcExWHWEQnJXJYYtt9JyFTHYhWepdlyiFXs38uXo1gpBCGjU6xguH/vQkOJnQU4uc9JCSDslwFDwUSJFhdr0isrQywAtGuNVmr4XBV++xyOej6byRDIDkuBX/LnnNjinlTQW+MSZiboxHzwqIP7oLGlAS9pIETG7IkZkj9F3ebMsdiC3TctAQBrkgIAHxsg/WFA9uepnNgOsXoBPieCICDkkwDICJmr8NZY+Zhd2+IpyNUrrH0l3ND3H+r0Z2B93WvGrR0DwH2P5MiXCPhEK5xfBLokJwHTXB4rI7WrO2BmnZDf/r1y+pwAmf1OdPfvXajPiavwn9UOHkpctAiZcfm1Is0o2lzhtSDkgfA3YXAkoGokg2Bodmf0i/6cYagdKXdH/TYqYlqSTphJrXLzLCS8DqREwuwJnjDxju3Anw5Nf/OLVwFwZ4q1nDZ9IUCyyUna5zhgr9gcykkePieA7RRbS+j5rfHyICdJzUAsqUMQ7d+t1tcPWZmd6esbv0o/BkCVq9LfR/zULGdG4OS6eyzXScA0Q8QKND+UG1h22KBDOZGzFf1jyPA68SgncS2OVAFFAJ2OzZbPCScnxYuw6XTnI3RgaEFlh516PcL7FQ6zTieCkHXbHiqLcs5Vt3cV8W2HaK/qKziFvdesU6MEMazGQUDXvQH8YXLOa7iUE9Y//G5yko9yQh1iKfIp/AfY5KSa0P9tiea83lfsYM6wgqkuHBKNwdcfiQ+dyqipkHhzGm1voX3JGeVGDNk0y5nKSQ73mLBHOYlWWEkQL2zlxD4md6VQe8wt92rHQdfT+0wuc6oXzqi5lOVzwslJ0YJ1JNGgq4XmCiEnrMN4MaDKicOsEyUBDNFscvLpzk9zmnVmDpkJABjkp9L4hjYdfnO1naogJ2cvvIrGYcJHwPYv7AOvdJ3Txulz0hE0lQulGpBth9hcWUCdGWJz5arJhJCP9s+IOdEVamcvVrSZYcQBhf6v7a8oOeekOOVo+r96FDBmtnV4exslE61m7iMAEETNVE5Mn5McdY6qAvSeKaZDe6zCQ/k7VUbO6b5ASFrOkjQ4Xl930C24WTs9IzkpJPtuwpFviI3+3OekiMEiAgSDTozNuZYEZQSW48QLaUDJiW3WIf4IkpBxQIz6kry28TWrLkum9PW/O/h3OGPaGbhhv7sAAFvbVfjNjpesYHLiHbyGqJuAx892HOnavOL0Q2oO0FV1LDLGpZzkGiSd+RUKqUoM2MpJwJzo4mXisM6UE3+Akq3hmp5mXukTOM0FTKkRReCc57FyGA0p3tFKf2MnERSkqJmnht7LnGYdS402yYlWuf0PsBeCCnPxAbJG5FhwRExGGsYBALQMFpxc5tS0c7lyUlpgyomu0XTLzWVWvyMbdnSqIEaGB7O/a+o4ERlmbdbWDoIGCZtlu41JMw+HX0hv9/DIcFy575XYY8REAKazoTkQJyt4cExziAWAnavsA3lkag04CCurd7QBw13ROvkoJ4osOYo35qmcmOREMfMxePO2lCpYGLHgo9FHo7VU/ygnzsnIuXoXBAyqogu0pnZKTuKa7WQuyJ1mbSSHQ2wWsDHVxwilVnlBBk4wchJkwVH5ZAJ23JtBNbW0mxrp7ylEOcnsc8KVk6IFG/xSGvV3aM6SJbHcsKNDBdEzVEDtj9VbNgzZxd6sG4IUZFfWzKiZj8afg+1XB3xWtIAs0A6eLKOsooUi68rq8bOBRBvgJQk/WOLe1zXU+O1Msmx4XBWNALKCQIHKCbub+aSvB+z+6TMrh8fLhGhaPicSnbgH60b/9L3QYGD2xcD+lwDBWtdLdVV0PGiPJazcHAyCRMlJPsoJ63+SQftftMLJCfst/Sazlwmy1s+x4HhdDlShPqIApGc+J/YiwRmtw8lJ0YJJkPEk7Zgdkgjo5V/me0eHmvFhH5DssAw1o63NEQ1DkCISDovZk1ErMTt5F1LkcNPhUxCYclK5g6OXNFiTyudPATePcZOTHz4BTD3WfYFUDNWKXcQtbJKRz5sIIPngN2xyQjIkEdMNgpROjzuTsAl5DjNBPyOapnJSJvfSUk4E85kmpP/63pE3Akdcn3Y4GKDkKII41CWnu14T5A4oPtHKxJyPQ6xoEspYhVclZtE6iklOfCB5mHUcpMEfxvDaIASSnrtJLSAS0c43xJWTkgALJW5P2TfeqICV9o4OFRAyVHgdSHLisLOOjIjQBRkLWu0wxDZGTjKYdZwYXstMU0w5qdzBsUubdKcjg6w/TM08P33NPta2yeW8WmeGkq7cqQFKjSuraab6OmxABNwOsXn7nPjoeZKZkC9ewEqxmMGUEwiO1PUDqVoC1oR5ivQ66r590fWSIHdCkSUQwhxisyNiOsQKZrX3iicnKnNEpUsDatbpgpw4lUV/GMOrAwAk3L91O+4ZfTyGBGmEVSE+J1ZIv8MhlisnRQwmQbartj1PL5PVWS7s6FAhFBs5GbqrtelDClXhIEQAVQIdtFVzYlO66NgNVfR8H6H/N6rlk1W0ULTE3GGcgjfKwul/wojGiD3tY/fMdmWPHWvmjvm2Q0RUqrLMOkBmidlJThQ5d2XpTGD1dcQym+gYOYkRmhpe6U/lJBvMiSoopIeFi75WSJKaV56TiLngI2Zm31iOopCVAGbWeX+ng/B15XPizF/iD2NYTQA6JMxOqDgwNAoBiT4rhZl17EzN7Oq+gSpV0k1UFDlhg19H0v7aeqr8ycmmzi0Q5Az2+4FcvUUcGTLrJmG3MTQxXsThHOYjBOMDGTKcOjAkQr/DxBQND1+nNhdch6JcsKHFjrgYouk4oz1HVsnhMzMfv+s7ePjoh3H8hONw1U5K9DoRwFaVxtCwiSpTrpOExjIPixBFodt5TgTQwTiWI59KKaFT1SBI9r0IGf3kc5ILORKDCWISX0ZfsDJJ53SINcdUTTcJZYWTk6iqQa5aiRc20urPjbLctXLiJCeSH8NrAtCYx5ehQTGflYJCiVNO5cT0fxnIvFbdQEWRE5bNMJ6yV4CVQE5W6fdkfmEgo3UA4NylwDG3ALscAb+fdpwxftvnYa+EilAXHareVE6gKYiYK72meGWqJ5vaKDnZPXw6XtnciHo9Sx6fkx4EFEdm0OnftbdTUezRsAdurD/IMuvEEMD6mB8CbHKytnVt2mVVx2oNQEG1dQCY6esBYjpXJspkooslNUC0J5bRmu6uezMQ6GI1/2Xnf63aOvk4xOqaqZxUcNZtwyDA8DsRHOVxNO8yhNehcAoChtUEoBGbnFjKSUFmHdsxPWXeQE5OihhMOUk5UqVrFeBzosrpE0mDpg386m30PsC+51Gbq6mYnFdjV8X9TjyBrnJzMHLSqYmo02mHrFRy0thJFaNd6usg+DJEZzE4VSsAOPHP6ec8epq1qUHG1+207zC6c+5L56a9xZmADQBM/9m8yQlTTgzD9DkhGUyRJYioqkMQqdw/mP0ojiSEA4Iu/A8SeodllstJTkyfkwQz65TJPesOYikdUmhD+gsF5hcZXhOExqZmQ7PC+wsKJWbROg7fr5wFCIsQFUVOwn62WrC7m1HmPieG4fY7ePjoh3FxcAL+tmX7wNu9nTA78L7+esyom4EwRBzbGU0Pf/VgSIR2uLaUZJGT5jJJe14INrXErNDbaUPrc6+MA7Xufa/E37417S1bm7o2lSUcqzUA3fY50U3lpFzISSypAWakjmKRk36orZMLnglzVIoqHiF9KgAgaSTsPCd5ROvEUyY5gZExkqsS0JHIYoYsmJxQnxMAINGdUMyfM1/lRDcIkqZqGpAA3ZzvBJ6ErXghSyIUWQQgQjA7kF7myklLzN1h9mjYAwt8IzBc14uLnJisXjBSeODIB/CcPIm2sYscGcwhti0lImgO/IU4jpUL3l3TBME0HdQFqwEjR4h8oCb92I+esrefvdz1kiwK+DRR32UbrLo6sqmAmMfzJyf0fTpTTlAe5CSq6hDNBGyd7HH251C2+gMeQvqXrY24KjAJg+NnAAA0koRmplnIGa1jkpNOld4zA4Wt8MsJrfEsC92uHGLnXEn/Tz4KADC02vY5EZbdi/Bn/wSQ/6Irqdnm3IBErH4odVWAsMhQWlSqFxBWZKhaEhIEaCh/s876Fruy6//s9T90g33noiInZscxUgj5Qggxh7AuJrb6CP0OHZoEn0k4C6neWS54d02T5dcQ9AUBZ0i1HASYQlg1AogMTb/A2APs7VXPuV6aMqwKn2yZBEPIPbjZUjJTTijyzXPCzEEpzXSILZPaV7GkhuCovwMwcysBRWDWcQ/9Q3Udp6oGHkzaik7UVOJyVyWm10kaNtmKpqKuTMOVgrZElrmkK1Iw8xRgxF5A9QgAgF8W4ff5LFeUiUk6nm1oz2AyygBX1JxogBU4FnkocXGDrc4Yly33PCermzYBoPWEfrLbT+hBNnENtM+JE6wDM2JB7KktF6qDMvySCJX4wLpephwc5Y5l65ohiFQlC8shgEW6TJwHLFxOM4Ve8A6w8ENAzmB7dj4Lnolr5iiqtHw65JicbbCc8EzlpGCHWLNvqsx/IUfBuVJCNJlBAfIVFzkBAL1lExKaAGImbGTkJNfdC/kkCAKQQABB5kBdJpl9C0V7BnJy97bG/Mw6Qya51LSAYvfHBtNcvTOxM+1tmcDMq7IoQLZirjg5KXqw0DdGTspdOfnW9B9QhEH2QbaKHuhoHSdEDzlhE1MXZh1BEDAk4kcSPprwCJVHTgyDYGtb3FJOwlIA1u934p+BmpE0U+jQGblX7PPvMC/oMAmNPQAzRlBysqML9yyvQyybkgslJ4kUfS5jQFn4L8RUDal2mtfnfBbuPdA5JzJMmEL7JqhJHTB9fjpTNG9OrrsnigLCfhkJ4kfcLAdyx0d39HpzSwGZyMlB8UTBPicAEAzYC4hCHf1VZz80NMvnRCwxs05B5OSee+7BzJkzUV1djerqasyePRvPP/982nmEEBx99NEQBAH/+te/equtvQKWJdZH6A1LlTk52Rml+RUCojkpff4UsOYVul1UyonZGZm9mk1KeUxs9VUKVPgss46Wy9+iDNGR0GAQWD4nIWe3LoSAjp+TfuzURzBlGA073h4X8D/NrQCAhmBD2qmWz0maQ2wXNncTLFonmqImAUMoff8hwyCIpXQrdf1wrUiezQwTpqQnoKTaIUj0N/+8bQ2ArmtZhxUJCdiT6YvrX8xxdvmiQzWfVSLgjGln4C+NJhHtyuckA6qCtllsCFNO4jvzIutMOVFkETB0mFMdpHJ2iB01ahRuvvlmLF++HB9++CHmzp2LE044AZ9//rnrvNtvvx1CnsW++hvMgUsxu1wiFc11esmj2cwaGmBE5PGz7ReLyS7MJM2kKQnnadYBaCI2Sk7ofqUpJ9Tp2Q5XDTsJXSH32Bt+HKoDgrWY3EDJSZMq4kDT6Y9kMLk463nQcyjyL/xnOlcm7TZHS7x/xlM65dmmyS1ICDBst9xv6g9kmTAHaXaJg8c2vkxP7eJSYUVGHKUVptoX6FDp4kASgrhy3ysxiykp3SAF1VV2vqc6M/JG1dW8+kMiTTmhyDcZYrGgoNbOnz8fxxxzDHbZZRdMnjwZN954IyKRCN577z3rnBUrVuAPf/gDHnjggV5vbG+AScd+k06We4nvtgSd7IO+DJNUMZETlhTMSp+en1kHoMpJJwlCNt+TKXtpOaMllnQl+QoxViAH8vr9LHhVFpOs1IR8GFqtQCU+q3J0pogMliGWRsSh4AyxrG+2JUWaRRVAvMSTJLJCcMwfKGgQYNQ+A9kkCseEufmg3+ILYywAYJCRHhHS1d2rUmTESRGpsAMEppxILM6EKbjdISdDbKf1ACGWP10+2a9dyRANDYa5wJPyVDCLBd2mUrqu49FHH0U0GsXs2bMBALFYDKeffjruuusuDBs2LK/rqKqK9vZ2119fgvmcKOZXT5S581a7Sgf3cLGTE5b3YeN7wLbPADM7Zb5mndVkFMIV6pDXGktZk59P9MH36k30hUJ9irzKieP9k4dWIQG/RU4yqVOqNwlboYX/mM8J8SNkhoVHU50FfIHiQ8wsBCdK9PcKEgNwVH4eMDiUk4Y9jkJKYL546c67XZt1ZJdZp1LREqNjrST6qFma5enpBjmpr7ND9wUA1eZiOh9yYi8SqHJiR+uUsXICACtXrkQkEoGiKDj//PPx1FNPYfr06QCAyy67DPvvvz9OOOGEvK930003oaamxvobPXp0oU0qCLbPiUlOSnxl1hU6THJSiyTw3BXuF4vJ58Q5YC+7pyCfkyERBa0kgipzQmtX27p4R3mhJZa0/E3CEIDPaF0PyAWSE0l2E1YHOdmlgZITxaGceO3fCS1LnpM8be5Bk9So8CFsmvWiJX4vmXIiOs06ztIBAwVHuL0vUoeAj67NRRDEt5zsOlXsgp4wcvKrnVR1GRvp2zG8WMHIiU+U3U7l3fA5iYTcfbfaGtvyICdO3y9Dt/thicW/FNzaKVOmYMWKFVi2bBkuuOACnHXWWfjiiy/w9NNP45VXXsHtt99e0PUWLVqEtrY262/jxo2FNqkgMOXEZ9YuiJe5Q2w0STvM8I1Lgffvc79YTNE6zgGbwPY5yaNj11cpaEMY1aZy0pFo6YMGFi9aYik7UsfpcJlJLesKh/3a8X5bSZkyLIIE8VmJ7gxiYE3rGvzstZ/hnc3vAMjkEEuRb54TnyTCJwlIwFZOYmpr4d+hiBBjYcSiqZwYpDiUk6RDkfJHEFQYOTFAOvZG2BHq3JVyElFkqPBhipmPQ6swny+GtgQjJz4POemGI6on7Ldao79pXmYdzS7654rWKTGfk4J/Nb/fj0mTJgEAZs2ahQ8++AB33HEHgsEg1qxZg9raWtf5J554Ig466CC89tprGa+nKAoUpf9W8CxpkA8sp0L5kpOkZiCuqVAABEiGhFZFpZw40nmLkk1O8lROkvBBMei5zbGdaFPbUKNkyIRahmiLJR0+DQ5ZvlDlBHATGqdyMrQKb8CPECEQCEAE4Pr3rsdHjR/hpQ0v4cMzPkwLJbYdYvMfFIM+Ce26YfmcRPNYKRYzoqo5SQlmgjxiFIdyojrIiSAgFPADUeA+/+3Yw/gb6oP1lvNlPuQEECCYpp2UUVk+XwxtiQQQAvyS30NOuhHC6wk1X2uqkfd+ci8OG3tYzrcmvD4nLFqnUnxOGAzDgKqq+MUvfoFPP/0UK1assP4A4LbbbsODDz7Y04/pNVhJ2AzTvl3GqZZbY0krgkPJFIJWTD4nziFQ8hVETljxP9FM3rWi5UvMeWwO3t78dq+3shjREkvZZh29h8qJ0+/Esb1LQwQJ+CDCNB0B+KjxI+v1J79+0nLEY8qJXmASNoBF7AgImZ8RL3FyQpUTA0RwKCcDnR0WAOonu3bDiu0zcqL0FupDts9DPtE6ABAy6EJPK/F71l20mw6xAbn3lROWWXhVy6ou36o6y0gYWsFlJIoFBf1qixYtwtFHH40xY8ago6MDjzzyCF577TW8+OKLGDZsWEYn2DFjxmD8+PG91uCegnUkiTByUr7KSXtCA8xBMSM5yVW5tr9RN9HeNvRukROi25OxTnSs3LkSB4w8INvbygbOaB0XOemOcuIkrI7tqoAPkXAVkKLPUqdnOR3TYpacrMhe5ST/FRtbPARMB8BYsrQdYqOq3QcB0+ekGJJhTTgU+P6faWI+AAG/PRXUinEMCQ6x9rvyOYmYfnxWEkStMpWTDjUBCWbaBr1nPifeZ0QmBFqekXe2gsl8TkrTrFNQaxsbG3HmmWdiypQpmDdvHj744AO8+OKLOPzww/uqfb0ONviJpnISL+Ow045Eykr+lJGcFMMKjsEXBOb8gm53bCuInIT9EgI+EcRwT8aVUoDMGa0Tdt7nHisn7t+zYTA1k8kZHqW/fv5XJFI65KrPsGTj5VjVvMrhEFuAWYeRExZNV+J5TmJJ3bo3AA0LzeeZ7nMIAjDzZGAoDWYQHGZfQfK5kuzlE60DAD6TjqaKM8VVnyKR0pE0/UKCPj/A/G5EX2Hh/Awe5eSXTXaI91ub38r5VtVKwkaVk6T58b5iIMUFoCDlZPHixQVdvBhTTzOHWFhmnXImJ5rliGeVanei2B5WZmf9+nlg+B50O4+BXBAE1FcpEGIKAFsJ+/PKP9vFDssYzmgdVt8EQPccnrP4nADAiCGDgO2AzzAAyX1fWtQWxDUVwVF/w9YEcPeKuwt2iAUceYhMn7B4iZOTaNLugwHDoL9EVX5pFvoVCdsU45MEVDnMOoEuhnGW2JKR1lSRJuDsSzRFk4DAzCl+u7ZVd8dYj89JyDF+X7D0Aqw8a2XWtzqVE6KnoJqLA0UqIh/DPFAEFL5/wVg+DPo/UcbOWx0JDYIpKQdK4cFs/MretvKc5DfQ1UcUyEY61y73JHsAVU4gmWYdJwntllnH8R6Pw/SIelqfyZ9l0bFBeMja1ohmm3UKUk7ceYjiqdLOWRNT7dT1LIMxhu8+cA3KhoQdsl0vx1AftMnJENKVWYfesydDPwIA6IIAI5MDfhmjuTMJwSQnftFvh2p3l5w4oqVUIlulOfKBHTUnIWnY6nFAKiYfw65RgeTEtIfrpnJSxnVYOhIpwBwY/cHBA9yaPHDoVfZ23AwHztNfYUhEAUj6QFAJ5KQlloRgRoOEnZNCt8w6DnKy42vXS2Mb6DPkzzLxtMt2pujOZKdd+A/529yDpjOt3xR14yWeUC+a1Ow+SAhQP3WAW5QFDnIyd6zscoit72JeZAu+b8gY61il1bdqiqqAGXzgk3wOctLN5HQ1o6zNraTOJrYmPtv5Wda3qo5MzQnNJidKMUVn5oGKIyesfkfKNOtopHw7kcuso5fA96ybCPjNMMvoDvo/T/t8fZWCVAYrZbmTE1XTaUSIqZyEeqqcOMnJancBtzHDKDlR8lgVt6qtDuWkEIdYeg/9zGG9xPMQxVTdkvv9IMUVvu+EI9ldLTpRF6yzX+rKITZA71k0ZffVSqtv1Ryl9a0AQBZl26zTnTBigNYaO+d5PD7jLuxADeKi+x6c9uxpaMuSoNBZ40o12yERM/9KCaHiyAlTTjSTnKSM9HTN5QLqEGsOjB1b3S9WDR+AFuWBsDkoMmfWAsiJBgk/amvHeJ+d3yRW4maBrtAao5MAy0AachIHuRurNqdDrGfVFwrQ17KZdZxoSbTYabMLyXNi+pz4mHJS4tF00aRm90FCgK2fDHCL8kCsCWOrxlq7P0nmJpdDq6lC1xS1n4tKU06ao7ZZxyf6em7WAYCx+8O/y6GIEwUHxuIYr9S5Xt4Z35nxbSx9fcAnQTXdFoqUEudExZETtjLTTf8EjZQvOaGhxGaHcb6gVAPnvjwgbeoSAU/itDwntiERBUki44rmVjw96rsYGRkJoPzr7NCKxIDPRwdDl89Jd5Iu+R3kxKuQmKHFeZETtQVxUzsppBpqyEzgJpkmulLP4BxL6pZZpxC/gQFFrBmSKGHlnHuwct23GEpy37+hVQpEAVB1CQKpzOKb1CHWvM+iz47W6WHQwcT6CKIIoIoQPD3xDNdr2QJOrMJ/smgFfATyqO5ebKg4chI2V2aGSU5SZUxOOpzkhD3IFy4DFm0Eaou0/kVkqHu/O2YdPYmQqQCUu3LSEqWDoCybyokzWqc7Iauu3DeeAc00SeQ7yRoCq4ZaeLSOyMhJiYeD0zwnDp+TUsC2T4GX/zfv+layJGJodQA6ZBDznt+6/Na+bmVRobnTjtahygmL1ulZQcQJ9WHETN0j1tnheq0x1pjR7JlROSmRR8+JiiMnsiRCkUXo5uCnlbFXeUciBcm7auuO1N+f2PNH7v0ClBOrMmoqjpBskpMyV07a4nTwEaUMeU66k/zJ+Z4T/5z2miHI8K4FuzLbFOJzwqJ1WCr0eIlH09E8J4ycDHBjCsEnjzpyDXW96h5RG4TmcHz+z9r/9FXLihLOUGK/5Af+dSF9QesZuQ75ZYhmPqqWtlb85sDfWK8tWLoA+/99//QCnI5MzUw5UbhyUhoIKzIMYionKGdyokE0Q4ktb29/JPsbigHjDnTv50lOGqoUxM0VBknGbHJS7spJjCV7YqHEjue5u+Hj/9sCXPoZMOO7aS+JRHMpALIgo4o5MQPQOqZiVsN+rvd0J8+JYJjkpMTNAzRax+FzMuGQgW1Qvki0wc7xWzg5qTQ0R1Xb5+Sb/wLtm80X1vT42kqI9q/29jbMnzgf46rHWa+ljBR+/+HvXec7C//ppmVA5uSkNBDyS9DN9V9Zm3VUO0MsSy2N0JAc7ygChAYDwUH2fgHKSZTQyTiV6LDMOuUercN8TghYEjZntE43yYko5jT7OclJUA66kjul2meixlPYrqA8Jz5mdjXJCSntqA+nWcdHCLD7aQPcoixg5rzRJrHUEnYK9ryUk0CFkxOHWWf7F7167XCEVrGOdtLonJCn7MjDXzzs2lcdhf9YvpnSoyYVSk7Cftlh1iklrbUw0CRszCGWAGc+TSeeYkfYzrGQb3uDfgm6TOXPZKwDQTOMttyVExato5uZccPEoCHEY/YH9jqzTz7TS06CkqN6cX0DoprbNi4UkufEVE50gzrfxks86sOZhM1PSJEV23TgvFeB2RcDp/zVPsZCVfNYIIysDULvwnG2nNEUTUIw0zb0tm9RVRUlJ2qU9qsvmnKTH2cSNmbyKcU7U4pt7jFCigTdMJUTlDc5IYycjNwbmDBngFuUJ5wZNAtIWiUFqMlKi3dUjM9JSzQJwIAOR4bYAy8Ffvw8EKztk890OsQGfUHEk/YwcvHBu2JnzB3iKBWU54SF+lPlJFHCyiYhxDTrOCat7pQU6A80TAWOvJGm1mf5cazEbHkoJzXBtDxDlZIlNqkZ1IQuUpXWZVrtBdQOoiHEeqKjizMpnGYdYvafroo3FiMqkpxEFBkaKW9yQghBRyIFw/Sp8ZVS6uID/geY+QPgwvcKGsx9QWpOMNTOCjLrpABHYbkQMfp8de7MVikLCra32YPx1KHDcPnel7vOL6QqMVNOkhr9DkkY0Es0F5GqGTAIEBhGnUOjoli8SdicCNCVukVO8pjXhtcGoEPE0m83W8c6kvlNpqUOZloVRapeRnpZOakbQpVkOdVuqSJeNCfswoAJp1mHhfP3aov6BxVJTkJ+CRqhKzOtTMmJqhlI6QaIQL+fXKwrtkwYthvw/fuBhmkFvY05jiEZrRiH2FZH0T8ZZkSIxybd23BWnd3WCui6TT6q/dXYpXYX1/kF5Tkxo3VUzZ7ES5VgRlW3SeqtULB7WXv7G53b6f83bzMPdD21jawNIgUJQ3XdUg5aEi191MDiQlOnmWvIDOd3KSd7ndXj61fXUj/BasSwvilzIcw5j83Bh9s+BOAo/CdLINznpLQQ9ssWOSlX5aQ9kQJgWE+lr48nrGJAMEITuAmpqJ3npNzNOg5yEmLibV8S0bpd8O+IHfHV1inCmVm7yl+V5rBXSIZYZtbp1P0QzRVoqZKTWDLDKrc79Y4GCpbPSddTW03QB7+fjqmDdPq9W9XWvmpZUYGmrgcMPyV1ESc5Oeb3md5SEIRALQCgGlGsaYxizihqnvemo3/gswdACIGq6QAIrUrMfE5KsFJ0RZKTkCJBA1NOyhPOBGwA4CuFFVsPETG92mUtVlEOsVJoHQAgxKrH9iU5OXUJjojav2kdohhZaysnATlgqVYMophe8ygbWLROp+5D0BxYS7W+TjSZYXQphX4YbnDv50EuBUFAfQ0lrYN0Ojk7TQ3ljKaoCghJGCJTTgg1S5/+eO+Y8UzfsWohhjU7OnHjgTfi6v2uxisnv+KKlBsRGYGUTiBWfYTI5Gvx2uYXeLROqSHsl5EymHJSnkgjJxWgnESqqXLiM+IVoZwQQtCmbUFg+FMAgDATAfvyXvvDuLLZlutnC1/hJ4QqN9MGUzOcz5OyuzvKSbvmQ8AMiy7VexhV6QqW4fBorDSUkx887DmQ39Q2tNYkJ6ZyUEnKiag0WvsTBIWapScf0TsfYJb0qEIMa7a3o0apwQ+m/gC1gVrUKHa5j/pgPRKajsCIJyFIKu5d+UcYJewQm/+SpowQVhxmHQGAYZRGiG0BoEX/7JWbXAorth6ipobmRwmQBEJm+GqpTmz5oD2hAYEN1r7CHPH6UjnxhSxFAwB2SaZw8tdvof7Uxdh93NyMbykkWoc5xCbgR5AYAKQSNuu4FwiLmpoBTw6YokTDdPd+niaB4bUhYCNQa5p1KkU5aY7aptUJyRRCBSiFeUGhirAkEGxp3OF6aeaQmVj67VIAgEY0qCnDSh+xI74DhDvElhZCfgkpM2GXJgh2HYQyglM58RsEgr/8lZNBg+zkbcH//AxAeZt12mJu3S/Ksh33pXJiDpR3b2vEj1vbcHZbOwQAh274GIMDg63TfnPgbyARgv9pboVPzL9kQkA2yQnxWySoVMlJVLWL/gFAlUEAfwmQk0C1O9dQnlPb8NoQUkTCYNOs05po7f22FSGcqesVQnpcTycNvgAMM9qyuWkHDEeiRb/js1RdxeaObdb+IGWQw6xTevSkIslJWJGRZNlEBQGkRG3audCRSAFmUiClmJM/9SLqamyJMxSlK4xSndjyQUssCUGyvfc7hH5QTiQZ8IVxUDyBy1raYA2NHhI4f+J8rNjSip+0tee98gYAURQQ9ElIQLGy3ZbqPYwlNZd66ZcU+vuVAuom2dt53r8RtUHoEFFrhn63qJURrdPcmYRglQnpA3ICQNTpHHUZHs4asZPUk1jV/JW1L4mSpZyU4kRfim3uMahyYj9AMSvZUPmAZod1ZKYspVDibqKuynYOCzF/hTJWTlpiSYhyp7VvTeF97V+USYXLWMeHVbUtbNUW8ktIwIeAqZwkS1TZjCZ1a0UtEwKxu7WOBgKDJ9rbeZopRtQGkIJsOcRWSiixM3W9nxBA8pbG7D0cJy3Df79szPiaqqtodqhVnclOENP/h0frlAjCfhmE2A/Qk2ufHsDW9A3aE3ZND6VCyIki274NIVPOLNVVdz5ojaUgyHaiqwQbf1gSrb5CJhUuU7VrK0NoYQNj0C8hThQrDbiq96yy60Ah5q2r04eTVq+jzkFO8lRdR5rKSZU5IUZTmVf45YamqAp/3esAgE5RBMS+vc8vfr4t4/GknkSLg5wk9AQSBlV0So+aVCo5UWTAUQeirQy9yqlDrCNtdgU4xALAu/I+AGzlJKEnSjbDaFegZh1bORmlmSYEpY/JSSbZevNH9P/KJ4CvnqPbpCfKid9STtQSJZjRpKeuTh/I/X0Gp1knT3IyrCaAFCQaSgugM9XZxTvKA83RJKQgzYz7leLvm/vsVEM3vocdHZSwC46+peoq2lS3FeBX39KFN/c5KRGEFQlwFCMbLEeyn1yi6EhogGTWWyFGaaTN7gXcWf9rHKjebiknQPmqJy0O5USEiNu376Srtr6+15kmq3gL0LYJePJc4NHTgG+WwjbrFDbMBP0y4vDbykmyNFfgTuWEkpMS8TcBPMpJfs+TIksggowIqRzlRDcIWuOehBR9oZAd/Ttr8wn/r7H0y+1pp6i6irZka8a3l+JEX4pt7jFoimwBQ800v0oJ2uO6QkciZYW3RYzKcIgFgMHVIWwmQyATEZI5uZVrjY/WWBKC6XPyj/1vwuRUipp0+vp5zmTCUTuAbZ/Z+5s+tJWTQs06PhEJ+BEyzQMdJeq74PQ58ROUlnISGWZvF9JuUbIypFaCctISS8JZSmdBS1vfkBOPWZ6ZdpyKSEpPoSPZnvHtXDkpEVDlBJiWoJ0oVoYMvyOhWeQkaBilZe/uAeojCghEJOQa6OYkfcSTR5RsltFcaIomrGidOqYE9rVJB8hMdFNxoNFRyj26w/Y5KdisI4NAxFDz7duiW7vZ0IFFLKlBEJ0+JyVETpwEtIB2NyujbLNOstNKn16uYKnrkaJh9AfH431znz3j9zvfNKEjkcLEWlvhenvL2/iy7b2Mby/FJGwVSU5YcTG/QW9YuZITCGZFYqBizDr1ZsTOZv8E1/EPtn0wEM3pUzTFmyEIBAJEDGJzQH8k+co0+KbiwH9/be/vXA07O2rhDrEAECZmKvssq8FihzPPSV9HcfQ6nAS0AAfrdfVzMUjXoRABOtHx7Lpn+6BxxQNW9E8U+/g+eyKmfif+Ea991Ygzp5+JyYMmW8dTZrbmmbgR39/l+9bx0qMmFUpOwubg5zMHv/IkJykAdhhj5lDP8sOQCJ04m4nbj+iNTW8MRHP6FM2JnQCAsFwNSTVNV4GaHO/oJWRSTryms+2fdd8h1qyvoxA6IJeq70LU6XOCElNOnJNhAc+Ur3Yk/ABO7qTvX7xyMXbGd5atgmIpJ6IzlLgP7rMnAui70jtYvuIj+CU/fjbrZ67XiOFDjTwS1X6bVPJQ4hKBLIlQZBGyQb9+OebCaHdkiC25MMYegCknTXoQ+8ZtU47c2ymliwBtZpKrQUod9fkA+kc5yeRz4kWsCTDrehTqEMvq6wTM6hqdJUpOaBK2Pp60+grOyawAchKpGw4A+F4r9Tf5pvUbHPqPQ/GbZb/p1eYVC5qjZpi7MwlbX4w1Gfrc8nU7oGq6K0ssABBDQdAno8qRjZj7nJQQwooM2aAP0WON75UVsyeEmKHE1KwjAxVn1mlK+fGnbY04JjAKAFwdtVwQ1VsBAIODgwHVNH0MlM9JztcLNevQfumjBknESjTaijrElqhZBwCGzaT/p5+Q91tq62l/G6O1YFKtHY786KpH8eG2D3u1ecWAJlM5IWD3GX1DQsfsD+x5husQSUbxzpomV2ViACB6EAGf6FZOer9FfY5SbHOvIOSXIBo2w12+ffkAtqZ3oWoGUjpxZacsqVVbD1AfoR21OeWDCGCI+Yg7E3m1qW044V8n4NYPbx2IJvYKkpoB1aCr07rgIFs56esEbIDbROglQ8FBwLDd3Me6kecEAHxmosRoiZITGkrM1EuUXh885zng598A1SPyfkvdMEpOAkhir7qZrteueeeakk2olw3UrGOAmHWt+kwhk/3ACXcBe9gE5Q7fXUi8+of0qt9EgiJLXDkpVYT9MkRik5Odpv2+HNCeMLMCWuQEpTcwdhODw374JRGdhK7eFTMBmzMF+r+++RfWtq3Fg58/OCBt7A20xpMQJDppDwnWAgmmnPSHWcdBTnwhd4K/XU8CgoM9byg0lJiSE8msfxXVSzPSiiZhc5pWS6wPKlVApL7r8xyoqx2EqHnfJvtGu177tuNbfLbzs0xvK1nQon92/SSlrxWyuVdbmxPFrTh6272A5smzQiTURfwuciJxn5PSQViRoDoSsfmEEpNcc6AjYUqMMjVVySAVY9aRJRF7jKlFFJSc+HX6WzgTse2I2WXHS3Ul1xpLQZCor1SNUjNwZh1f0J2DITIUCHnIScFJ2Gi/FMxJLqYnS9LsGkt60te3bhjgFvU9RFFAq0irg49KpvuqlJt/X3Onm5z0uX9f9XBg/MGuQzveeBOh2OHW/uBwEOccMM5j1uHkpGQQVmQkHINm0ijN4mKZwMhJQKarNqmClBMA2H9iHaKmclJrkpNWR4mCbTG7NsXHjR/3a9t6Cy1RWzmh5GSAHGL9YQ85aQA6Pdkru2nWgUHvoQaj5Ehk0mNa9QHAtpUD2qb+QqePklOpLT35YakWccyGlljSUscEmP59fT3WevznDvniamzfMM/anzikGiG/2yFW4uSkdBDySwil7BVgOWUz7DDNOorEHGJLUFLuAWZPqEPMVE4Gp+hv0RRvsl5vjNlVPZduWNq/jesltMRSFjmp9lcDrLJ2f4cSe5WT2jGAv2flIBg50Qz7c0otnDiWpKSYOaX7CAHGHjCQTeo3JJU6AIDautWVawMoXaUyG5xmHT/TJ/ra8TnD9c+bZpt2WGRiRTnE3nPPPZg5cyaqq6tRXV2N2bNn4/nnnwcANDc3Y+HChZgyZQqCwSDGjBmDSy65BG1tbV1cdWAQ9ssYERtk7ZeT3GibdUo0O2UPsceYWqQkWiirJkH9FZoSNjlxlnIfXzO+fxvXS2iNJSGIJjlRqh3KSX84xDqeJV/Q7XMyaCxw6FXu8wtUTli0TsxQrBT2pdY/o0lTtZQcPifH/mEgm9RvMMINAAC9oxG/+s6v8J/v/QcHjTwIQHmRE0IIWqJJgCVgY0p8H1clxhf/Sjv0y3VnWduMnDiVk4RQembRggKyR40ahZtvvhm77LILCCF46KGHcMIJJ+Djjz8GIQRbtmzBLbfcgunTp2PDhg04//zzsWXLFjzxxBN91f5uI6RIUOHHD9o78Fh1VcmtzHKBKSc+MzGQDBEQS5E7dw+KLGHs8AagEQgnokCVz1Wt00lU2ks0+2iL0+fE7/Q56Y8MsY7B1xcGfI5oGl8oPZS4QJ+TkbX0/TtUEWHDQEwUEdVKq3/GVDphKZIOHWa0TtWwnO8pF0gRSk6E6A7Iooyx1WOtcNdyMuu0xzVoBoFo5jhJsnINA7QQrCICOgSCg0dRnxRniHHUUQi1VFAQOZk/f75r/8Ybb8Q999yD9957D+eeey6efPJJ67WJEyfixhtvxBlnnAFN0yDLxZUEK+yXoRI/wmVYpIopJ7K5apMFKdfpZYmpY4YDjUBAjQKotWrr0OJYti1c1UpzJdcaSwKZfE76I5R4xJ72tuQDnM+XL9jjPCfj6sJQZBHtmh9hg2AHSq94I1NOArKGKEzlRA7mflOZQBlEE7EpjghIlijsmbXPYGPHRly+9+XpIbAlhiYzAVtoCC2NoZrhxPCH+vaDL1wG3L0fcMD/AG/fYR1+MjANH+17Jo4cdyQAQHAoljGUHjnp9tOh6zoeffRRRKNRzJ49O+M5bW1tqK6uzklMVFVFe3u7668/EFZkJOCzilSVmmycC+2MnDDlRKw8cjJzIs23UK3TCTxpJKEbOnbG3SHjiRINU22Oqh6fk35UTsY4+jsxAKfq6AvRyLAx+9vHCjTryJKIKcOqEIOCep0+w9tj6SXiixlMOfFLZl+soIi5SB3NixJONVlRVmwV/8mOT/DQFw/hzU1vDlj7egssdb1Q9b77harhffvBDVOBa9uAw69zHR4eHoZjJxybMRt21CxlUkoomJysXLkSkUgEiqLg/PPPx1NPPYXp06ennbdz505cf/31+OlPf5rzejfddBNqamqsv9GjR+c8v7cQ8lOzTpiUo3JCZUaR5TkRiku16g9MHWeSE2KH+W3o2IAjnjzCdV6pViveGWu1nC0Hy2GA2fL7w+fESXYNDZhwCN32hW2Tz9RjHG8oPFJg6rAqxKFguEbv37boti7eUVxgyomPVSUWpIJJWqliUMNIAMBg0mYtlLwp1jd2bOz29bd2bsUFSy/AlW9cmbbY6E+w7LA1qTnuFyJDB6A1sJ3hVy8F/nwYsM4mgKVo1imYnEyZMgUrVqzAsmXLcMEFF+Css87CF1984Tqnvb0dxx57LKZPn45rr7025/UWLVqEtrY262/jxu4/tIUgrMhQHcpJefmc0AHBIidlWFemK8iBCHSINCmSOTne+fGdaefFtNJUzJoTzQCAgBSBb8Pb9gv9oZwAth/JlGOAQ38JHPQz4NyX7Nedq8duyPfThlcjAT9GaPQZ3tK5pSet7XewaB1ZMv2/KmiBEKilvjVDhDZsaaH9y5tivSeFOP++6u94a/NbeG7dc/jLZ3/p9nV6CqachH3UjHNahzmH1PbPAhsAsK9j8W8mnMTrNwObPgCWnGy9FCOlp5wU3GP8fj8mTaI1E2bNmoUPPvgAd9xxB+677z4AQEdHB4466ihUVVXhqaeegs+X23NZURQoSv/LnSG/BJX4ETF9TsqLnJjKSQWbdSAI0KUgJD0KifigC0ls7tycdlqpKietajMQAGqlMPDIKfSgP+JWNfoSC5cDXzwN7HYy9TOZ97/u152J2LqhGEwdVo0Pia2cbI1uBUBDwgcHBrvs6cWIqMpUS4dyUimoGg4NEoJCEs2bVwMj9k4jJ8u2LUNjrBENoYaCL789apv4tkQHjrQycuL36YAGBHSd+l8N6scIQMNWhqElaCXwTR+Y+7ajekWYdbwwDAOqSiXl9vZ2HHHEEfD7/Xj66acRCHRRIGwAEfZT5SRUxsoJzGJUchllvy0Eop86IBKDTgxfNH2Rds6rG19FSk+lHS92tKeog+ggp8mkv1QTABg8ATjw0uzOf6E6x07hRGLa8CrE4cdgnS4emhPNmP/UfBzyj0Nw2/LbCm9vP4MpJxIz6/R1eGkxwRfEBmUy3d7wDoB0s45BDLy9+W3vO/OCM/JuIB2lmzopOZF99B4HiQEokf413xkO0qElgO2O8gC+sLUZKUFyXBA5WbRoEd544w2sX78eK1euxKJFi/Daa6/hhz/8oUVMotEoFi9ejPb2dmzbtg3btm2Drhcfa2NmnYhpi+uI9dx22aa24euWrwFQB9u7VtyFTR2benzdQmGTE2b3Lr0HszcgmeRE1NO/v3PFttff9sKa1jX91q6eghCCWJKuioJOk10xDUCDJ9jb3TAr1ob8CIWrUGsOvl80fYH17esBAM+ufbY3WtinYMqJIDDn9Mox6wDAltpZAICqbe8CSDfrAN33O3Fmex7IVADUKb0D38RfBgAECEnL3trncJprUgmgZb29ryXwwIhjME1N4v+C6X6hxY6CyEljYyPOPPNMTJkyBfPmzcMHH3yAF198EYcffjg++ugjLFu2DCtXrsSkSZMwfPhw66+//EgKQViRUIUYhpo27Ua1FSmjZyvoq9+6Gic+fSKeX/c8Fn+2GPd+ci+O/ufRvdHcgsDMOsR0mJRLrVR7L0EwJ7Yakp5boS5Q59pf9OaifmlTb6BT1aCD3uOA6FilFVNoplIFXLwcWPgRIHVvYh5WNwg1Rrojn1gCOXuYctIMmo04VEnKCQCMp06io5veBtn8EfwZvv+fVv4JH277sOBLf970ubXdrg4cOWmKJhEc/VdrP2AQqpz0J7zKSazZ3ic69pGq8Y8t2zBT7gdH+V5GQaPG4sWLs752yCGHlFRxrpBfxloyHA26DpkQaIKBta1rMWXwlG5f87VNrwEArnjjCtfxdW3r+jUTKVNOCDPrVNrAyNBB7dHD0IEmuFduo6pG4cvmL639UgpVbY2lrHoeAefkXWyT9pBJPXr7yPrBGNRYelEGACWQAEErqAlC7SZBK1XsefBxaHs3jEFoA/50KJSph1qvDQsPs6KvrnzzSvz35P/mfd3n1z3v2t8R34GUnoJvABZgzdEkpBp74U2Vk34mJ7ueCHzyd7qtJYB4s/v1RCv9X+Q+WplQZKNZ/yGsSPicjIcAQDNv3EnPnIRPdnzSretpTsckD372+s+6dc3ugpETw0y8U7HkZOYPAABiBs58+NjDXfullLmyJZYEzKyUSgn6y+SLMcOGoMowIHgWPdui29CZLO7Q/1hSt+4RAEgV1gcjoRBW1R5k7Subllnb0wZPs7YLXdA+/MXDrn1VV9GitmQ5u2/BHGIZgoTQQpj9iUmHAQdcSrc11a2cAHb+I05OSgchs37H2/oMKI7V5xnPndGt6zkLy3mxumV1t67ZHSRSOpKmE6Fh2iPlCqqr48L3aASZ5uiYF+9xMf51wr9Qr7tX5KWU56bFoZz4nKQq0ZblHaWJCSOGQAIQMdInsGKvJh1VNQiinX34OGlwjrPLE1V7nmht+x330ElOCnUUlhx+VVU+6t8xEMEMhBArzwlDwCD9n+NEEIDR+9JtLQGsfc39ehvzeeTkpGQQNiufxuHHeW09t1uualnV42v0BphqIgiAzshJha3a/n975x0nRX3//9ds73u9w1GOXqV6AoqKolggGjGJQbAFFTURNYZEY76/qBiNGqLYeySiUbEkilIEFBAEEelIb1fg+t32nc/vj8/ULXe3d7u3e3ef5+PB43ZnZmc/w+x85jXvKsFxwIBp6OeTJ5G5I+aiL2fCiLd/lcSBtY9alw/QCJaTgGKC7ERu1dbQIycLAGCIcFwEqX2sLl8QEMSJleeh7ybVYZUMOOdK6bXy8Ujp4o4lzm9v9V78cPoHAMCjEx+FVbBSJEOcNPmC8AXUDzgmwtPqrR2N2C6i7gRQ/qN63RnhvsQsJ50HnVYDo04DN4xSIba28u7edzFv1byo63vae7Zr/7EgBsPaDDo08fTGFSlSvttgdOA8l1u97ON50AN4suK0tGhs3tiOHVc7qFG0aTf6Fcd2dfSYsM6IzkhvPlqFEDk7/2wA6oyNVKTJFwCnlcVJpDb3XR2NwYSjjjEAIBRDpDiNThg0VK4Mzx7eqn19dOAjXPOpXFRMp9HBqkueOKlqDO/JZSKkYyo0hyKKk4YyeVmWEDspuXmYOOlUWI06uIkx4pNZayGE4OFND0dct2AczQDpyBoHouXEZgLOBGl1xp76Dk5vSyVMDlzkcuOc00VwHbkVx6pcUnfYFEq8jYkalx866wEAgN4nFJGb9x3Qb0oSR5UAtHoEQ85SuikdAHCk7kgSBtR6XN6g5Nax8CRpnWqTDf/Ld3Gr73eqOdZpdOJPZ/8JQOstJw+uf1D1Xq/Rw6pPnjg5WuUCp1XXWDETQgsSdjT6CPXEhglCTkw1TqVMvlbS+UYcRywGLdwwQNsOceIOuKOuG58/HgBQ6a5s8/5jRRYnslI2dpNuqBExOsABuIpkIejuhU+2nwSs2QAAneK8d6ZMszq3H1oz9SWvNgmXsC07iSNKEByHoNakkidi4PnLO15OzphaSZMvILt1CN9txUnv/CxUFl2M8qD8+3QYHDALc1JbKzTrNXpYhLLxyRAnR6qaYOv/iGqZiSe08WVHE8kyPvYmdSFE5tbpXFgNOrhhbNd/QrRAypuG3iQV+mrwNTQrYuKJ5NZRiBO9NnUr9SYcQYgMttP//49+OAUiBI4qzzvfiRpjKQPxAuBokTNTWvIGlEj0ZqQpgpeVLQiUlUJTDZcvCE5LLZfOYPd064hcPboIHsjH7zQ6YRLmpNbMi5EqOOs1esnqsuLoijiNtPUcOB2eIWQkSRInFnXNJhgdtH1EntJlxsRJp8Jq1MJNjLSdeRsRVbvdYMeWX2/Bg2c/iFmDZ2HeWfNg09ukJ4TTrtPN7SZuiJYTq6BHNIRAq+/GMSdCE64CnIZBp8GBykbU19BzoVWc9gCJngqeapTVyhP6n89UA5asTvlk1Bq0RitGeGX//r1j7pVeX/3J1fjZxz/rMOEfC03egCRO0rppzInI5cML4FVUyLXqrTAL7o/WnLtInYctegtcfvr/+9Xxr+I00tZzqCp8TAZCordzSCSOfODXH8jvxe7E1ix5WSecH7q5ONEJbp22fZ4Qgvf2vQcAsOltMGqNmDlgJn4/9vfQa/TgOE4SJ2/veTtew26WesFyYhH0iJ6QyGa/7oKTihNtw0lcOJBasqqrqDjJUbRV6Ez9dU7WukAInWz6+33qSaiLoTXa8NvqWmTU9cE9w5/E2LyxGJ1LS6NXuCpwoPYAvq/4PsmjVBMI8vAGeEmcpAe7r1sHAJxmPYZrHSjx+TCIFEPDaWKynJx2hz/YlaSV4LI+lwEAdEno+HysVm05ucsFZPB8ciwnAK13IiJaUVW9tpg46VTQmBP1jVsTQ+DQuhPrJNFh1UcuviO2tn9n7zttHGVsiJYTsyhOgG49MUomT3cNpo/IBwB4Gug5KfH7McVEl3WWImyBII/KxiZwHFXUZp6Em3W7EtZM2AjByPLB0HhoM7k+zj6qTZLZXyUSLr/QV0dLrapOPtitLScAkJeehg9PlmPY0cHwBfiYYk7E89vX2ReDMgbhsj6XwWaw4aycswCgTZ2N20MgyKOsQS1ObmkQ4l6SJU6UiJYTZbVaFhDbubAadPDAAK/C5FVgLYi6vT/oxw3Lb8Dj3z0OAKpqskaNBZ/vKAMfkpaszNQ5Vn8sXkOPiihOLIIe0RMC6LqxODGn0b98AJP7WJFn8iGTlwvmzTZSy4qPl8XJ8YbjeGXHK0nteBqNygYveMhuDhMh8jF2RYSYoSyuHnvK6PkITc0XHwBSBZfQ9E+jpb8pazfO1hHJdNLA9IDPgy1HqyVx0hrLibiNw+jAe1e8h8cmPQYA0j5ONZ3q0ID2EzVuaOwh1joxpT8Z2ToiI4UCoucLfcKUac3MrdO5sBi1cBETPK08cetOrMOWii1SCWVPUFb9ZTU8blvyPV7fcET1mdemvia9/vrk1+0fdAuIAbEmpTjpzm4dvUXqimuq+AHfYg5yuFp5dYDe6JWWk2s+vQaLvl+E13e+3qFDbQ1ldW4pC8TEaWkmSzJqK3QUFuqyyuDqsaeMPkHbQvqXpJo4aRKa/um09K+JEKC7FkIU0Ajprkb4cKzKJVtOgp4WhYVbuPGbQ7IOle+/OPJFPIfbLIermgAuJIBeiH/p8PL1Sq58BrhnP9BrIn2vakLIxEmnQow58Sg6uzaXdx9qPlbe0Kob6H/lu98dU11sAzPkioEdUQxNcuvo6Rj0BN3bpMxxsg/2q0fDVkcSJ2KQ8+byzQkfXqycqvWAE3q2mMVS3qIZtysiWE4yUY995Q3geRJ2k6oVm5ulCKLlRCuIEyMh3fsaBKRCYUb4cbLWDZPwnid8i003P9p+GADg9qpr3ih/By/teEm1LpHZd0fPNIEEooiQZFpONBrAriifr4w5YZaTzoWYSqy0nDQXe6C0lBBCVNv6AtRUsb+iETtPyiJGvAiBjvGNNniFsuYGUZwQoBuWzlYhuj3qT4atMvjpOa3x1uCtXW+p1qVievGpWtlyYhEv365sORGCfbM1DXD7gzha7VJdUwBt/pZKiJYTjUqcdG+3jihObtN9iot23AtT1WFp1bv73m32owfO0PiOgxXCfHtsE/D6NJh3fyxtowxoX7p3KSa+MxE7Tu+I1+hVHKlyAVww8spUiDkRUYmTzner73wjjiNpFj08xIBRHnlyq/HW4OFvH46YveENyNv5eJ96UuSN0COAXFTj/a3HVZ8bkT0CQGx9JNqKaDkxCJYTHbq5WweQLSd1x8NWieIEAJ7Y8oRqXXOdppNFWZ0HnIZO0mbRQGfq+uKk0ECtWXvL6mHWqp9OxR5SqYJLFCcawa3DYk6kByQL58XwhnXQv3SetKqlh7Z6Lz33ZxqALUeqgR+WAEfXw/Tp3dI2eoVl6pFNj6DB34BffZaY/lmHzzSB4+S54beDZtMXOhOgSaG60yHuz85GtxYnvbOsqIID4z1ePHu6Vlr+7r538eOZH8O2V1pOvEEvdIrcfU7jwodZL2KT6Q7s/WE9vAF5whSDYjtUnOiYW0ciQsDoaUJv6Fpf9IC8jjhfsXKy1i2VRZfESZe2nFC3TjZHrZE7T9WFWU6CfGqJkyavWDJcsGISHtB2fLprShFyzkB4ZAki02GI/vv1BXi4xGBTXo8X1h4EGmnFbQ2AscacZvfR1gq00fjowEfY5XtVarx5y7BbcHOvy+nKZLp0IsECYjsvfbNtKCOZ4AmH8xrV8SSRftTKMsm+YIjlhAtiWON6AMDMwKf4aq9csl4UMetPrse3Zd/G8xDCEANiDTrqkmBuHUSsnlqjpTc9U+VO1fIL37tQeq3ltGjyNyWlPHY0yurc0FqOAAB6i16nLm05oefJQeqQjyqYd/8HppC6FqlWQE+0nIjixJSsyqGpRIT+L0M1NG5DnGsP1h7EnavuxO6q3dI2FfWypRDEgJV7KuGuk2NUbtPQ30eVW87AUxKtgndbeXD9g/CaN0Dv+AGAEEcoBsNGKSeRNFhAbOclz2GC3mBEBdLD1kV6alYGxHqDXlWqaZpZvvgmanZA/+UCoPY4QIhkOfnowEe45ctbElrwq16wnOiU4qS7m5QjWE6MDjqpGUISBZR9kI7UH8HZ/z4bl314WcrEn5TVesDp6O9ugFBPo0tbToQaLvpAE57SP4876v4O3aZXVJukquWESJYTJk7CLCcAjD4q+kWL9B2r7sCaE2vwq//J7hilOOmfQ38Lrmq5+25WgK4Tq8iuPLpS9R2Jqh4sdpw26UwKcZJqlhMWENtp0Wg49Mm24gShfu3fFspV9iIFxip7eXiDXpUqPz9vhvQ6l6vFhfXLgH8MBTYuVrl/xM8mAm8gCF9AuIlydPwmJk5CKiVSMgtpIS8zIZjREPnpSjxPVZ6quJuH24LHH6R9dYQ0Rp0YL9OVLScmp5QKXqqlT9QmRSAkkHoxJ01e+oBAwCwnEgrr7SGedgU3NtLKr+K1daKRNrNUns+yOg8giJPzSgqhRRAOn/wAkeml4qPR3whPwINHNqmb8Ykl7hOFVW8FBJGV1DTiSChjTgKdo8ikkm4tTgCgJNuGk4I4udlULHUSjmQ5UYmTgBceIUDWffJazOzbP/IXfPknVSE2QF3wK56I8SYAwAvixMLcOoDSUpVFz5Ptkr8gAHrT++uZalwdbL45YirEn5TV0UlcpwkRJ13ZcsJxYeZyk199/eyp2tORI2qRJh+9ufKg4zQSAli7cBXf1qCwnPxASgDQBwNAfgiIVGqhvE5One+blYHpvXnoFZkydm8DDBr68FXlqYJNrw4CdQXiJ04iWeioOBEebiI8BCUVZYmB44kNJ0gE3V6c9M22oYoIJ9FTK/3QX9/5Ot7Y+Ya0HU94bKnYIr33Br1o9NKbg5lLxzBjedTv0IW4BBLl1hHFic2ogzcoFC7iu3dfDwDqp9abVwL3/gTYc7Fl3FPS4owWOjenQnl7seGfUU9NtFrRmtOV65wAYeZyR1Btqq90V6LRF9/YgvZAY04IgqI44QmQ2S+5g0o2CnGyny8CIIg2yJaTSOJEaTkx68y4abB6PedtQJaZPlyecZ/B8OzhqvXxtJw0BcJjz6x6K+AVfnupZjnhOCBnCH1dPCG5Y2kDTJzk2OAV23kHvJKVY1/NPjy59UnUeGiO/Tcnv1F9zuV3oVHoljqsMAu6Y+ujfoe+cq/qfaKewsVgWLtJh22V2wAITyfdXZyU3g4UjQXO+wO9kdtohP/IfsXSJia+eXFS4w1vkd7RnBTEiUn4uUpJi13ZcgIAjWrhb4xQUbSlQl4dSZM3CChSTZlbBypxUgUH6nRZNMUacsyJKcIDQnm9W06drzuJwV/dBAA4wAttRupPIdNEYwbPuMI7BcczmL2yqTJsmUVnUbh1UjB1d85/gcueBM69L9kjiRkmTrJt8BI625Mz+8NcMGJcSWhAZL2vHi4/FSfji2zA2r+pP6eRbxjlNQdU6xInTuiEaDfpsOb4GjpOjYa5dczp1GIi9pwQMKUXSq9druYDxq7+5OqoGQEdhejWEdPEtYTQSb+b9U6KdKbEEvYrj67EvWvvTWqGlcsXkDJ1AMCoM9Pqnd0ZxRxUTez43DqDijYoLCcR5iml5cT07fPghNpDa/kR8EEHBH3IEdKIK92VYbFh8XTr7KkOdx+q3DqpZjkBAEsGMPbmTtl/q5tfMUBxpgV+jgoS7sBK6Ct3qdaL5uJQf+P/bfx/8Aki4xz9YYRhz5deHtGrA2ITbTmxmeTTWqfRMMtJNLL6oSmD2oldrpaj+lcdW5XoETXLKcFyIv6cdEDXt5oAgKJM+Tb7ZADA3+rTcOPQG6Xlz29/HreuuBV3r7kbXxz5Aq/ueLWjRynR5AuCEwqwaQmBPhVvWh2NwjVXQ+yocGtkcRKM7tahMSeC5aTmqLS83liAGkItFXl6GutR1lQWJkbi5dZZcXQF/vjNH8OWW7Um4IjQMy0VLSedmG4vTkx6LcwW2eRqCHHBiO6R0CDWRn+DVCUwq2Y3QrHk9MJDuBUAUB1SgKnem5gW72IascUkCyknizlpFsvE2wAA2pBqsE9NfipsWy7J6XinBMuJXmk56cqZOiJ9L5Be9uSoaX1a1Y+4+6y7cEmvSwAA35V/h/WnZNdqMt08Lm9AUYCNpOYTdUejtJzAjlNujeSeEytvW0JcX4Egj8oGr1TwzKzo+N6zqAC1ojjR0s+VN5VLYsQqBFHHy3Ly2KbHIi63fP8WcHgdfWNk4iSedHtxAgBOmxxlrQ/xZy/cvBBAlIBIIWpcv3+5vMyaDeit0Fz0f6jNGg0AmNqkfiovaypDIhDdOhrDaWmZmZBuZ/aPBU6YEDWc2pp1UfFF2DF7B+4dc28yhhURMSBWJwSbdPmOxCLnL6Bdfc+eB0P+IGmx98wRZJojZ8EkM72YWk6UacRMnCipgQMNQQPMgqtctJxYdLI4CfABnGn0IcgTRbsG2bU+qLgAtaBiIBd0fitvKpfqmohBsvGwnBBCVPWPlFi/flp+w0RoXOnmNZUp6U47IHRdDxUnIhHTf0Vx4q6l7/94iv5ACQE4Do5CHxpOm/HHM2cw/uxHsLb+AFYeW4lTjacScBSyW2df8HlpmZaw3jrNIpibNVwg4mpxkks2hBDJrSMGW+q6i+Ukbxhw/xHAYIWtoQzY9wEA4PCerchIz4j4kSN1RzpufCEoY06Y5URAMa1a7BlwNRppFhPkmBOlOGnwNaCsDgB4SegpLSf9ehbiG46KE66ezs3lTeWSa0iMHXx5x8u4a9Rd7Rr6wdqDEZfrNXrJNQWAuXXiDLOcAMh0yhO8PrI2wfGG8KZxHKeswmqUI/IF83//PCcOkELYCcEMbTr6p9MaG8sOLEtIUznRcqLTyJYSHQFz6zSHIE7MUU788Cw5NVGsQpkM6j0BoX4Gj3IX/S0WBILdw3ICUJM5x4FzFOB7Ie5k4Fe3IG3HsoibH2s41oGDU9PkDUq1OYw8karcdmsKzgIGTwcm3o3CdAs8MIbFnChZsmcJKuo9qqwnsS4KnD2hLx4Pk5M+OPjKaf2pSlelVDPlQK06CaE9HKo7FHF5hilDHZzNxElcYeIEQHa6XCciUpoiQOueRENPCM0ICYlJ6Jdrhw3C0+5HtyHfRoNkTzaexJNbnmznqMMRLSfFllHSslKPlzUdaw4h2NKok03G/5vxmfS6h6OH9Pr5H2SLFEAn0Nd2vpbgAVJEq0maowGugAsGToPefn/3sJyEoM8ZIL0ef3hzxG0SXRm0OVy+ACB2JCZMnACg2Uoz3wKm/AWF6Wa4iCxOxJgTpSvuxR9fpJk6CnFi0BqB+48Ct28E9CakFdDaMdqK49Lnxayt0KrcbYUQgnvW3hNxXZhLkcWcxBUmTgDkG+SJzBIh155EESwieoCmbIXQP9cOTmHPLLQWSK/f3vN27ANtAdlyQm+0g71eTPY1P/Zuj2A5MSmqTlbUqM3wF/akzQCVAbF+3o/HNj+Gp7c+jUpXZH90PCmro+LEnk6fCEt0DiFbp4sXYItAXlFv6XVxIIDFxVcj25yt2iZIgi1et4mA5wlcPoXlhJCIc0N3pjDNDBeMchE2wXIS2sCxvM4jZT1pCIHOmk1TYgURUNxvKAAgy3sKRmHeFi0nCyctlPbTnuzIUGtpwNVLep1hCjmvzH0XV5g4AWDrf5702hwyodn1dlXEtwbqOiiAwnISQobVgBd0v5be9zHnxmO4URHFiVZLxcn5Ljc45tJpHkGcTG9sgpUrhPfMedi4eTOw430aOwTg8j60JTpPeKl+hjJAuiOe0ndWHoSl9z9Qa/kPAMAtfn83tJxkZarjgM7lrBHjChLVw6o53GIzRmVArC2x131noyjdAjcxykXYhCDW0HINSsuJgZCwSsiWDPqwl4EGaKGuIlziLAEnOF2UbUdiYXfVbrz444uqZSQof0+4OGGWk3jCxAkAZPbFA+lPAAAsfvWE5gq4VMW3eF5djE1LCM2aiCBOAKCs4EK4CA3SyggmNoOgXnDraDSKWBiWqdM8gjix+T14dNyb8J2+FHftvhb44CZgzycA5LREANheuR2A+sbXER2LXz48F1qTXCl1okbIMOsuMScKuNBy/e5qOAzh/w/KxpwdRZOP3kzFIE4jIUBWNy9dH0JhOrWcSDEnQnd3ZRxeX2dfocYJXaYnCK+ya0oDAPTTnETAr57njDoj7AZ6jbRVnFz/+fV4d9+7qmX62suk147DIVXBmTiJK0ycCOhzBwIA7CEpw0ESxKkmObumOCR4S8ruiSJO+ufaUSOkvHHuGvRy9IrTiMOpcdGxazRCFhEBy9RpCXHCC3gwsW8m7CaFr/rQWgCRi0MpLSfJCL4czwvj7IaWk7AGa556FNmLwjZLRpVYl5dee0Y9FaxG1ngzDOrWMckxJ4IoUcacBEkQZfVuteUkpMeScs61+tTWS71GL4mTtv4OlA8gPSwD0LDnMfR0yjFo9qqQQFlDN29REGeYOBEoyqWmYjMf/hSszNR5uuIMpjXKP3YpyUMb7u4BqDhxESGOxd+ExyZFLuYTD2qb6NPat5UrAQgXdJRxMQQUPT8MB7/EJYMULgMpzVi+TM54qA9a+Zv4+sTXCR1ipEaRRr8QaN0NLSeh4iTo96DIFi5OElVPqDlEy4leR2+0Jp6ofmMMKk68kNNwAyDw836VW6fR34iKOq9UrsEYUZykyfvkG1SrdBqdZPFc9P0irDm+Bs9vf77tcUhC763embLVzh56r+ju/ZPiTEzi5Pnnn8fw4cPhcDjgcDhQWlqKzz//XFrv8Xgwb948ZGZmwmaz4eqrr0ZFReo05GqOXrnUf5gbwfVyvJ7eiPIbM9HP78fMetlcrBcDXr2RTcj9c+20BwQABH1wCgGMZp054vZtxR/k0eCl3VBFGllfnZYxWIH8EfT1+kX4WYnUTg+8kJJdaJN78Ig9i57aIleQTbT7IFIau9ErPCkyywmq6xvCqosCwM4zOztqRBIuH50/DHrxpsoqNIdiNmiRaTXCpHCHegNeVUBsvbcBviAvBcRGtJwo3CgaXv0QZtFZYNPT9ZvLN+PO1XfiuR+ew8ZTG1s1xtCim/U+WtW7d5b8nTalOLnwIcCaGjWRugoxiZOioiI89thj2Lp1K7Zs2YILLrgA06dPx65dtB/N3XffjU8//RT/+c9/sHbtWpw6dQpXXXVVQgYeb/rm0Amvtz+8/sjhOtrTwR6g/116hQDQiUo8d0jE/fbPtcEnBNE2uVwwCBNVpKfh9lDrovsTfd0AcGlTE5sYW4LjgKtepq/LtmNsmvwEdvoMzcLJtmRjWu9pdJNG+jS+s0q+8SW6IeDB2vA6CwaxEyqznKC8mp6zz676TBUfdNp1Gh1No1fImNMqAmLZA0IYRelmfB4oBafI2FFaTny8F+ACcFpoUKseETo7cxxwzp0AALNCJ3DgYD6+JWK7iSpP667Vo/VHVe+DfipKemXKvy+nUpxMmt+q/TJaT0zi5IorrsC0adPQr18/9O/fH4888ghsNhu+/fZb1NXV4dVXX8VTTz2FCy64AKNHj8brr7+ODRs24Ntvv03U+ONGUXp0S8bOSnpzyBbM++lB+UepE3XK2bdF/KzdpJcEQnl1nVS5MEACcQ2krBXiTewWeoFroaFFupg4aZnMfjQTIOCG/l+XS4u9J7ZLr6/pfw2AyFaSRBdn21cV3lgyyy2IqNDg0O5AiDipbWhErcuHHvYe2PjLjXio9CEAyYkFEq9D0XJiYhWaI1KYboabmOR04oAnrOUAp/Egw0rn3IiWEwAonggAyID8WQunAffWFXDXhF83+la6uUVLCQBkmbJRfXwqAGBAnh1X9r0SgywFmNiKZqGMttPmmJNgMIilS5eiqakJpaWl2Lp1K/x+P6ZMmSJtM3DgQPTs2RMbN0Y3pXm9XtTX16v+JQOdVoNqLg0AsKjiNG4vnIJBGbSPxxnvCQDAECt1z+QHZOtKrVYDXPZks09HeiP1V5ZX10uWEyC+3YlrBMuJ00LHZtUaaSIde2prGY2GCpQQ7E1HEfxpFVC2XW4kJqQNK7NDTrsT+4Re0ai+JrScFlkeYVl3tJyE3GD08OPjH2jQOsdx6GnvCSCyOyzR1AhxXzqdoggby5gLozDNDA8MclBs0BteNVvrliwnUcWJUEMmTdEbyypkXLoaw0MKxFL5LSE2Zx2WNQxXpD8PrzsLI3qkYUiBA49MfATv9ZsDdlYTS8ziZMeOHbDZbDAajbj11luxbNkyDB48GOXl5TAYDEhLS1Ntn5ubi/Ly8sg7A7Bw4UI4nU7pX48ePaJum2ie7PkcAOAClxu35U6QTcRCxPgIIchNWXvQpdG0GPBmNNKLqrq2FnrIMQ1L9iyJW6EoMVPHaqZjtYkl7CNd0IxwHAVhi9JRD+2Sq4AXz4VVePpt9DeCEKKyoNT76iM3howTNS51tgHHcfKvqDvGnISQhTq8t0UWIj0dVJycbDiZkDYRzSFaTiRxwjPLSSTCCrEFPGHnitN4FOIEUjVnFWYqTqxEvv4sQv0UlybcrdPoa118WJ2Pph/b9Ha89S118cw9t4/sKvI2RPsoI07ELE4GDBiAH374AZs2bcJtt92G2bNnY/fu3W0ewIIFC1BXVyf9O3684592RNILSrAqeBZ943ejulH943a4w606HGk5Gt9sphfVFcceh+6Dm6XlT299GiuOrmjnqCnipGgx0ScIm+A+YhHkrcRR2OxqqzjhBVxo9DeGueQSGXdS61GnSUqTuNbALGMAirkK7D9VjZ0n6Q0lx5IDgLpOPzn4SYeOpVq4DrUaFnPSHIVCITaxmZ8n6EEwxKrBad2wmVtnOTEq0n6twrWZEyG54W/f/S2s2FskxNooNQ161Lr8KM60YOqQPHkDn0KcdMMqzR1BzOLEYDCgpKQEo0ePxsKFCzFixAgsWrQIeXl58Pl8qK2tVW1fUVGBvLy8yDsDYDQapewf8V+y6JtjhUcIXj15pho/landLsaG8NRESysmH5tVDqLS7P1U1fdh7Ym17RmyhOjWMRsFywknPFszcdI6IlhOlFgVT3ViuXqdRoc8K/1tJzLupN4bpQJtd3TpiCjccHouiDyuCu9vPQH4XNCc+Ula99CGhzp0WOJ1qOHozZKJk8gUpZvhDrGclAvXkFQ7igvAJjz3UXESYS4zpwM6k6qbvPgg8cjpyA8M60+tx9wVc3Hn6jujxv2J4uRQBV1/86Q+0CotMaLlxOgEbk1sKYHuSrvrnPA8D6/Xi9GjR0Ov12PVqlXSun379uHYsWMoLS1t79d0CH2zbfCATiQff3cAwWBI1UFfeDGfYr+/RbOtzaK+qJTmyx9P/9jW4aoQ3ToGA/1r4wQBxNw6raOF/ifGqsNSOewTDTQGya63S7En7+1/L2FDa/TRwLsC00BoOS3+OmA2XdGdXTq3rAZu2wCk0z47uajBsm0nwb92CbB4HDKENFJlGnhHIFowIYgTIwuIjUihIE7EmJMvjnwBItz70wSLB8fxsBipOIhqOeE4IK0ndfsIWIQsmj7+AL4//+Wwj8xbNQ8bTm3AmuNrMOKtEThcFx44KwbENrj0yLAacM3okDo6YumI8b8B0otbe9iMGIhJnCxYsADr1q3DkSNHsGPHDixYsABr1qzBddddB6fTiZtuugnz58/HV199ha1bt+KGG25AaWkpzj777ESNP670ybbBTaggud3/FiZo1elkyo7Ft2eMgpkAD5+ubvHJSMdFjyuJV72TWikQj06KVrGZN7OctA6u+UuBO7MfREghf3TTowAAu8GO/TX7AQAfHfgoYUNr8lNz99k5F2PTdZswI502POvWlhOTg6bv22mn74HWJtS5/dCU0wyrhXp6wzjZeBKbyyJ3Lk4EYkAsDypSTOBowDVDhcOkB9GbJXGy7MAyAECJz4deUjmHIMyC6tBHs5wAQFqxynJiU7zW+93Y8usteHTio1HHsuj7RWHLxAJ+JODE9aXFMOm16g0ky0lItWJG3IjpqqmsrMT111+PAQMG4MILL8R3332HL774AhdddBEA4Omnn8bll1+Oq6++Gueeey7y8vLw4YcfJmTgicBm1EGrKEE8NrhPtT43IPsqb9v6ETbUa9HP72+5AuSpbVFXaVq4KbYW0XKiFcSJXXwMYZaT1tGCH7qxTP4tiO0MbAYb7h59t7R8/JLxmP35bMmy0l5ONJzARwc+gkdoPJlts9FS+kImQbe2nIjYqVtttmMr7tLKc81QjexKvenLmxJexVdEtJwQCL11OFahORoWi10SJyLOIA+tWEeK42EQSnDTCrFR5tn0YmpZEbAq6494G2DUGnFF3yuijiNSefsD1TT2UUcycH1pL3nF+n8C//4F4BJcRqyfTsLQtbyJzKuvvtrsepPJhMWLF2Px4sXtGlQySUtzAtX0tRj1DQCTHCXQQV03QRcQTLgt+ZTTegBn9kVctatqV5vHqkQswgYNfcq2ikNn4qR1hGZ1XPc+yIHVeHNPEHPqX0Tlvk3I7peD0+5KaRO73o6xuWOl966AC99Xfo8VR1fghqE3tHtIV3x0BXUBCnNyrl14SvMIjcy6s+VERLCc9Kteg/kKHeAIMVbevup2/Hj9j+A4Dn7ejyp3lRQvFE/EmJOgkD1i1MQ0xXYrbHYHakMbqUKuHWU1AgRihVhEn8vSilWFMZXzNlqRnVOSVqJ6TwhBedMpgAOm9h+MDKvCvb/iQfWH2TWYMJi9MYQLhvaUXlsVwVL9jEJMQkYfeWOh5kWLlpNLH8eR4p9jXXBYxNWH6sIrgMZKjeTrpuLELl6gzK3TOkLFSY/x4C5diIsvvxYA0Mf/Ey6x/VK1id1ghzGCMHUH4lOcKTS1MtsqPKVJlhOWJYC8oZGX+5rw59I/qxaJVT/vXH0nLnr/Imw/vT3SJ9uMxx+E208tcAEiWE5YEcSoOJ1pYZaTACdX3XZYtFKKftSAWABIL5Z7nEE9bzeX8mvS0nk79HrdcvwkeCFm6PZJo+UVkco+GJnlJFEwcRKC0Sz/2LSK32IvnaCQMxUq211D/7ZUZCmzL9yXPI2tfP+Iq//09Z/aMlQV4hNbAFQwWct+bN3YGJRQcSL4kgv6jYJXOPcHtqpT5m0GG5yGcIHQ2kJPsZJlFnp3dOcCbKEUjIq83NeIa/pfg2VXLpMWiRlV60/SVve//uzXcR2K5FrVcPALvyc9xywn0UhzOsPFCTjJnO80a+Hj6f+pPlpALBAWc2LlCeoJFTK8J7o46e2kwdShJe3f20ZFqx5O9M/JlFfURXDXspiThMHESSgKK8gYj3yTOceUS1+Y0gBwUT8TjT7ZVlRzkZ90K1zta45ICJF83QFCnwLs4tNDdXgkOiMCSnEy5Gc0CwAAOA6GYTMAAIO86knMbrAj15qLB8Y/oFruCSZYnLCYE5nsAUDe8LDFfg8155ekl2BENm3sKKaHKilvil4gMlbEYNh0i166qTLLSXQy09NUSQYA8PvqGslyYjNxsuUkUm8dkQgxJ2LWpearv0b9/mIHDZqu9lSrlu+rou77bFOI2+/gKoTBYk4SBhMnoSgugB6BIL4rb8T3v/4euWJNTr0Jys6/AFolTow6LXT2bADAhDj3ZGj0BhAQ3DhenlpObKJbJ04Bt12ewTPo36KxwDVvqFZxuYMBAMO0J0F4OWpfTCO+duC1eO7C56Tl8bCcRKocnGkWnuLENEb21EZF5K1fA4OuVC32NdZIr9ON6QCAGm8NQmltxdDWID4gpFkM8AqtKQwsjTgq2enpKsvJNE0aRnh9kovGZoLarRNtnjWlQa94YLTwPHI4xbmOUoW7h51WIw8toHiygQa8F9lD0tAV9XMk2DWYMNidK5QQ06FJq6fNokRTeqQLpJVFlkxZVKk/croK//LIIui0+3SrqhZGQwyGNeo0cAVo5LnUzrtn50jjTjppPYD7jwI3fhG+LnsAAGAK9x1A5CfhXEuuNPFNKpqEe8fcCyA+4sSrqHgpIjaNhLiuFaK42xBiPdG75MDlNFMaAKDWWyv1RhKJ1Lm2rYiu1TSLDn6hiZ2BWU6i0jM/m5b3FygkVPibBKuvyRBEnbcWAGDkm7GccBwMipIM1hAx4q4+CQCY3GOyarlYA0dpOalz+dHI099O/8yequ1RG6GRJLOcJAwmTkIJ9Wu6qmma6YZ/0veRou9b+XRk7kFL42fyPEaW7cXNw+RS9tM/no4NJze0aciiOEm3GKQnQRvPA7ZcYMC0Nu2zW2JOAzTa8OUW2e9sVsQQ5G54Hnj1YikNWezFFA+3TqTuxxJilhi78cmEBCYaeJdkYRItJ7WeWhysPajaTikCy5vKsfzw8jZ3CxdjTpxmeVo1MstJVGxWdSqxLUBfm4VlvKYB35ZtAgCM9HqbzTzU6+XUcSvPgz/vD9L7L7/bAQB4/NzHVZ8psNGq0O6AWxKt+ysbwOlrAQC9nIrCa3v+C+yJ0AqBBcQmDCZOQgm9AHg/UHVAfh/0q4NiNTpA27qgt3756ThN5DiBWYNnSa+P1h/F3JVzUdEUe/yJNClatNJTQHqQB4bPlGMnGG1H8XSUZZQFQd6JrcCJzUDNEQDyjSgelpMGXzONxSTLCbvxSfjDS/wH62k8iVPofVLjrUGDX/3/uv30dty56k78VPMTrv3vtbhv3X14f//7bRpCTRO9Dh0W+YZr0DLrVlR0Rih/wf5aet2I/XYON/4IH+9DoT+AQT5/s+LEoKhPZeEJNKOuBxFcPe9+vQvr9p+GWWdW1ZUamjVUumbFeXNfeQM0OvobEXs0IegH3r0uwrdyLBsygTBxEopCgUtUKrI0zr0PmK6o4xLDk9HwHmm43/8b6X2GKQMTCieottlSsaXV+xMRxYnd4kaABKADh+xgkJXNjheZfaWXbl6OF8oTi/IJdUcsOjpRNQXCizrFijIWwkQKsHDSQnllQBAnzHIiUzwhbNHx4zQY3CaUsncH3PAH1f2yHt30KNacWIOrPrlKukG1tRmn6NaxW+QHAj0TkNHhOJg5+Tds9gr9wQTL1YmmIwCA3n4/OK0xslVTQGk5sREeMFiAQprJZSEu3L7ke+w+VQ8tJ+/DbrAj00StomLGzv6KBkAjVNkW9/nN05G/1GBjD38JhImTUPLDI/9RIYiTwjGAPVetlmOYfArTzOAFU6LXTFV5nkUdES4GWcaC6NYxWehNMldjpOG7bGKMH+PmAgAG6mgAnNHrpE0fAcmyliG0b//x9I9SIF9bEZ/wg548XFf0DC7vc7m8MsAsJ2H0PBsYe7Nq0QlBnFiE63XnmZ0RY3lC+bbs2zY1DBQDYvV6KiwdwSA4do6axaiVK+elB+n1FJpe3MMfiF4dVkCjsG5aeQLoreCEVPuzcjg0egO48Y3voA1J7c4w0Wu22l2NL498ic+q74HWSGNOLHoL0FQFfPVI5C/Vsuq/iYSJk1C0ehoYOX8PkD2ILhMtJw5ajVIVoR1jUOKgHlSpB/10ksy15KrWiymISo7XH8ffNv8tatqjVF/BQMVJnvg0wibG+GGjmVb3GIpwz+h7MLNGEWhcTn3a2eZsadHot0fjN1/+Bld+dGVYNkBrEN06hDdhRFGaeqWYSsyC8dRc9iRw4xc44hwHAKg7RYsbihatsqYyvL3n7Vbt6sOfPoyYMdUc4nVYT2hWxwCfn12DLaDMZuqpp1YIVYVXAEWBQIvuE7/CrWOFhtZ3ElLtbxyThZIcG8rrPfCqDWdSBly1pxr3rL0HXs0paZ1ZZwYaQ+bcyxVWFObSSShMnETCnAY4CuROtRVCiXmhVLaqMmczpsZIDOlBb2Cc8GRtC7nBhJqdAVp6++09b+Ou1XdF3KdUul5bCwDIF8sYMbdO/LBREdnP3YQ5Q+fgyjxZRPLlOwEA2ZZs1Uc2lm3E4brDeGXHKzF/3ekmoSZH0IThRYrfGyHAGdpsUOwrw1DQ82zwhVScaKvp/5NZEauwrTJ6n6tQgiS2DDrRrcNp6YNHUSDArsEWCCjEW38rtUSYQy0ngUCLbTh6mbKRFQiit88vu3gEy4l55R/wxuyzkG03ounkTADAvaPvAyBbTkILsQGCqHUpl3PAaEVbil4TWz5ARpth4qQ5zDTKHzVCITN7BMtJjOb7EcX0Bqbl/fD4g5LPUyTU7MwTHkfqjwAA9lTvibhP8YktoKE+83wx2YDl4McPqxAc1yikGfrlc+E7SStKRsvMaEs5+wNnaDVTs86KTJtivz99Kb+25cS83+5AVh/qmr3Evwr1jY2S5SRW/Hz4g0JziG4djUaIneAJs5y0QEBRwdosiMFRHq9UiA0Q3TrNn0O90YEvjp/EspNl8rwnWhgBFHkP4bXZY6H3DkHD3v+HoXbqJlVaTkKhbp0z8oI/nlTHmIye3bqDZLQJJk6aQ6iPIOGg8SIqX2MES0dzFGXTfRq4APhnx+EiRwlmDZ4lRZGHunUe+OaB0F2EIT6xeQktPJTbJBQgEsUVo/0Ibh00nQYAaJrkOhombxWIkLYqPokpifUmBwBHauikmGUJsZp8/5b8PvT3yQAAOIqGSK9Pf/WCFHMSK37ej3Un1uG+tfe1qlhbtZCtIwZUmgnPGm+2QJZW8f8jXCc5wSAmuOWMt5xgy5YT6IwwgDYOlConK2qfYNvbGLbjUUwZkA0QA77+iV5fkuXEXQUDp/6dmDe/DLwvWEoGXQEYBIvMLauB694His+J5VAZMcLESXMYQia1SGb0GIunKQPkLHUHoF/7BH4/9veY0nMKAIQFUn566NMW9ym1aReb/jXSGyhyBsU0NkYzCG4dNFZSkeCuVa3etpfWz3jmgmfCPvrJwU+w4/SOmL6urI4+9eXbBXGy93/AYz1lywnLFIhOVj/ppefEjxEFY2tYsnsJ5q2ah+VHluOTgxFqXCgIBHnUe2gLBB+h8UJOnmeF8lpgjD4Dd1XXYlHPGUBQbiFhV3QrtvHNVIcVUa4Xe05dqOgg/N3LwKYX8PM02h3+G0GcKLN1/ERdAkC/SlH6XlHrCIWjgX4XtXBkjPbCxElzhD5x2QvCt4n1qTg0/VNoJiW6BB7b/BiO1B2J+FFNlFL0oluHB/1rEjt4pveKbWyM6FgFywnvp4X5hPThoNDW4L/fUvHR094z4sd/9dmvcLLxZKu/7nQTvcEVpgniZOVfqJlaFK8XR+8Z0u3RGfFDb5qyP6TiY2TpY8uAEyvxPrddbkmwcPNC7K/ZH/UzdW55HmjwU8tlZpBvMcuku8MZrLilrh4XuL1AvdxYj1OEnWiAloNPlQ1ORcuJs4hmWCqYvOV26BDAtuO1aPD4pZi/Gk8NCNTF91TS36J2vzMSDxMnzWEIqXmS0af9+wwRJ7yP1sRQlrl+7LvHIn402o2vVmg4FiQKcWJOZ0/W8URnlN0oZ/ZD7K8UTKe/icNHj+BAZQPSTGl44twncGXfK8N20VrrSWWDBy4/jVMpzkhXfKcCNlk2i3XgZOk1Obw2bH00oQ8o2gSEcP+6+6N+RqpxYtJJwZWZwSCznLSEKDo2v0j/mtKArP7gQvuXtejWUVpOFLF2haPDNp2UXoNh5Cf4Xr8S5kZqQYkUc6KCXW8dDhMnzaEUJyVT1JVgh11D/170/2LbZ0h2j8dHJzXlhLj+5HrwhMeJBnWL7ojxDEEeDV5qDvUT6us28UQ2bTLih2iJEl0rOhMMPWihp1LNbry4lqauXtL7Ejw84eGw89Vay8mPx+sAjVD112gBvBGqxbLJsll6jpqKXaQXAMCz9h+4e8iNqvXN1RPSR6lfcarxVMTlgOxaTbcYpNTxLCZOWibUdZ7VHzClITcY4i5v0XKiCDxWzn2jrg/bdHQPB5Ya/orMig0wf0jrF7UoTkI70TMSDhMnzaG8IDL6qtdd+jhw45fAuFva9RVuDxUUoQ3CVh5diZ9q1F0wI6U2imnEHAf4eOozNRFeNm0y4kff8+nfAyvpX1OaVJl0lOYn1G7/FGU1NHCS4zjcNPQm1cd3Ve1q1df8eKIWGj11G+VYcoCGCPVtmDhpFqNeh3fTqWvHfOIbDP36WdV6qTR5BKJZTporrCc3/dOiVmhWlxkMskJdLRFqESHUFXZjbT0udA7EE1kTI28XilIEKue+CHF3E9OrYeKEwpWtrWXDGqh2OEycNIfyB29OU6+zZAA9x7f7KzTCRJZmVO9/b/XesAZyAT6AUGqlZmN6qaeLiRB1LRZGfBCL8pX/SP+K9XAAjNHsx8u6J5C/qBAQgvl+3v/nuHbAtbh1xK0AgB1nWufW2X6iDhoDNTf3sPcAGsrCN2LipEV0fc7DUZ6KEK1HbX3qYe8R8TP/nvbvqOIkQAKoclfh6xNfhzUHFPvq2K1e8IQHByAtyLM6Jy0R2i6kz3mAzgwbIfhHzytwiUGI9WpJnCgf7pSWE40W+NV7qtiTEd/J7jlzS00eM/oCs5ZJpfAZHQcTJ82hfOpxFCbkK9KDVQg0nMbwbHXZ/Jd3vIwH19Noc3GyjCROahQdiUVxYmZuncQQmpptSotYS6bphw8A0DoJD5z9AKb1pp2hm/wt99zZX70f3/sfBqel57LIXhTZcsLSxFtkZHEGrvfT7rTakBiGLHNWxM8MzBwYVZwAwOT3JuP2Vbfj04OfYlfVLmyt2ApADko3m2isUDrR0FKIOtb/qFlCRceke+Vlfg8gxF7FZjkJeTDrPxW4ZZUUM8gp5lET34LlpOAsoO8FzW/DSAhMnDTHoCvkJ5+Rv0rY11RsfAfj8sYh35qvWi4WZLMb6A0wsjiROxKLNVKo5YSJk7hjDbFWmNMilpD/cftW1XuxCJjb75ZKole6KrHsp2VhroLbV94BmGjRv2xzNi2hHSpOTE7mLmgFZ/VIw1GShzISHqsVzXKi1+ibFSciq4+txi/++wvMWT4HNZ4a6SFBbxTq3YhTK7OcNI8y5uScO+l7SZy45G7TMQXERpn7qg+FLQqtRjsmcwoKrAX4S7pgaQm1mDM6DCZOmkNnBB6sBP5Sl9CbwanyCnAchzlD5kRcL3ZVjVTMS3LrKK5xE2GWk4SQPVD93pQmF+ZTsPtYBdw+OT5ILAIWIAHpHM5dMRd/3vBnvLrzVdVnK9yyC6enQ8jOEtKWJVhPnVZRlG5Gls2IWmLDQJ/62hmWNSxqxk60gFglu6vlTuWVrkpF0z96M80UvQWsc3TzKN06FsGaJQqNgMJyomtJnERIJW6BamILizn5v9KH8cXPv8DVWuFBhBU6TBpMnKQAYw89C3gbwEVJ/RUtKM25dexm2XdqZJaTxKC3QBW1b06jsUe/WQuc/yfwZ9Fy1pzfhf9sPS5vpphYXcKT4IFa2sn4s0OfAQAO1h7Eou8Xqb5OeroPrU7qqQejZTiOw1k901AHK0yEwAhZdGi9Ljw68dHIn2tFZoayCWeABCQLpkFPRal002NuneZRWkTEOCrJcuKW2kXAGtkNJ9Eay0kIR1EQdgMsShee8txClW1LuNWN0THoWt6E0RHwP62ERhdZK1a4KgA079axmQjgAUzg6AXHAmLjD8dRq4XQMViK+ygYCRSMhGbdE3QxvFi87hB+Na4ndFoNdBodjFojvEEvmgJNcBL53IhP77/636/gCrhUXyfVtfGGiBNfhNRiRkTG985A7U+CpSnASTOe5V8zYOl9L+4fswAjcobhcP1h9E/vD0C+3loLz/PSQ4JBR0WJQQy0ZG6d5lGWaxAFiChOAh6g9hh97YzshpNQphJHezCbvABYs1B622TvDTTuR1pQg1otPV8ajSBMxYZ/LPA8aTDLSTIQCgPxfc6XFp2q8+GiXhdBp9HBYXBErMMQIBGydYQCbDoDvWGZxac+IxMnCUE5mYa6dAT3TZrejxM1bvxvh+yisQrma5ffhUqX3JdHzPoIFSaA0nLCxEhb+fXZxSgppv+PVk6uMWQiBOfvX4jXP8tDVXUurux7JQZmULddqPu0JUtKgASkbB2jnp5PvVh+nVlOmkdlORHdOsIyXyNQL9QGSmtJnLTCcnKeuoieNbsXAGB0pLZJTJwkHSZOksGv/gPM+R80v1giLbKt/TPSTx/E+l+sx9e/+BoXFcu9G6b2mgogcsyJVLpeS4sI9eaFU8rcOolBGcAXmsEliJMBGfQm+NI6OQBPdO24Ai6UNcmipbkMnh4OYUIWLSe9JtG/lz3ZlpF3S0x6LUp6FgEAso2yW8cguF2c1dux/1+/w32vfoajVfRckJA4hMUXLm72O47VH5MsJzodFSVGsecWizlpHmUtKTHgXCz5X3MU4AOARid3hI+KQkBGm/tEy6dAzkBau+SWKh981aWYkf+QvG29UHAvUj81RofAxEkysGYCvSYCBiuOFtEy52m+cgRfuxR6jQkaTiP12gGA83tQC0vkOid0UtTqhAqVAWEbFhCbGMQnKoD27lAiTLQ9hPlv16l66YlaDIp1+V0qQeLn/TjecByR6HFiO/AXJ3BwFV0w7jfAfYeAsTfH4UC6EYL7zagQHeLrd8yP4ze6/+GJ47/EPxf9DTUvTEMw5Drr7ezd7O5rvbVSQOy+um0AAIMkTphbp1nSFC05xOaaohXkjFCE0lEQVlk7DOV6Q3h6v4wsYgp6lgAAsuGCt2I6pvaeTFf4mgAXrTPUojuJkTCYOEkyxYXy07eO+HHj65vR4PHDqPChii4Bd8CNo/VHVZ8XLSechtbFsAYF6wqLOUkMWf3l16GWEyNVJfpAI4ozqRjZdYoGr4rpxJHEybQPp4V9zSW9LoFj2W3qhZbM8HRmRsuI4oQPCRoHYORld9qTmkVIL18Pd0jxQ6PWiPOKzou6+2p3PQJCvQydELPgBwuIbRXWLBpQfvNq2WUqunoahaDj1giEzL7A+NuA8x9QtxkJRZF0wAlpwg7Q67F/nvBUITRjhdHJUomTCBMnySYkGrzp4EZc88JGeBTlL7LN2dLrmZ/OhC/ow8qjK1HrqZXMyT5C000zfDSzh7l1EsQFD9D0x0v+JokRCZtgAq4/haGFVBzuPEXPixRzElCLk9A6J0FXMT69Yh2eOO+J8O9mJua2IYiT9KAsTgytLVsO2lri6clPo196v4jrq900Jsio0+CMh8YTXdIguOKY5aRlCkYCRYoGfaE1TVprvbj0MeC8+5rfRpkRKTzAmTg/cs0E2TbhXIlBuC3FuTASChMnySak0udASx32ljfg/W1yX508q3xTcgVcuPqTq3H3mrsx6d1Jkjm5IUDdDTkBwXLC3DqJoc9k4E+ngLNvDV/nEPziDWW43v8fAMDOk1SciJaTJn9TmOVEKwRq+qpLUei+D70y1L8JCdHszYgN4ek3q0EORG7OSXBDtVf1Xq/RQ6/V4/Wpr+MP4/6AoZlDVesbvbQWR5pFj7JGGk9U5BdEJ4s5iZ3iier5K54i4Zo3AI0emPZ3wGAHEdw8d0/Kk0s5SOIkchd4RsfAxEmyCREn86eNQL7TBFdQLrwV2hTwSP0R6bVoTm4K0O0zg0EAHCvUlQyscjO58Yefw3ma7ZJbR3TTeYPesCBY0arirx2Lc/vLVrKwjrahlhpG6xCusczQTrdRuLuuAoED94AETTBwDpiE8+A0OnHdoOvCmgY2+qgbKM0WkPph5YqxX8ytEzv2XHVF7niKhL4XAAtO0IatGg04wcL8i+EKN3hr05cZCYWJk2QTkqqWZeQxdUgeSFCOYte1kMpo1GngClAzso3n6VOHhp3aDifE1/2m4W8oqV6Leo8fJi29wXmDXjT61bmL9T4qYEjALosTv4fWeWC0H0GcFPvDs90iwQFYn/svNP70J9Ttux8na9TnQadRn2eX3wsgCGL9XlomSRLm1mkbSmGQWRLffesj9OFRVmGuEwLUmVsnqbA7WLLpfR4w+Y/U1AgAfg/G9EqH7/RFMPtG4cWLXoRhtVzJso+zT8gOgki3GKQbnp3nWTBsMskLaeBoeArHflgtZV95Ah5JjCghRAM9Z8f43kIMkqc20SPtPgjiZIrLjasbGvHgmeoWP5JxZgsm9s1HIKjFi+sOqtbZQqySbr8XhqzVKNO9E74j1gOpbSgrwqY3ny3VLiRxUisvEwNiQ7PxGB0KEyfJRqMBJt9PO2cCQMCNsb0yQII2nD40E0MzxkL77WLcUkuVvd1gR4FVUfxL44fRuVdKR7XxrHR9Urnu/bBFQ5fPhPHgagA0ALbOWxe2DQnYML53Fkx6IRrCXaveYNg18R5p90EQE1oAfzlTjZkNkapuhTNvch8ABB9sOYrKetl6Eto00BPwwpCxIXwHeos6AJPRepQVX63Z0bdrL2LvHE8dQAitb9J0JvHfy2iRmMTJwoULMXbsWNjtduTk5GDGjBnYt2+fapvy8nLMmjULeXl5sFqtGDVqFD744IO4DrpLomgTnuswoWeGBYQA3x+lPR5GemiQXpAPquqdaIwVqLa9IL23i24dRnKw5QBnzQpbbKyk14kn6EGttzZsPfGn4dx+islQNDOn9wJu2whMfy4Bg+0mcBzteBsjZxfbscT5ItZr52Lpqm+l5QaNOo7EG/SB8LKFJNsgPI231A+GER2lK6e51OD2onTrbH4JeGoQUC1Yysysr04yiUmcrF27FvPmzcO3336LFStWwO/34+KLL0ZTkxzgd/3112Pfvn345JNPsGPHDlx11VWYOXMmtm3bFvfBdymkTpw08n9sL3phWNfQqoVidkGQBNEUkP+/tUa5ARkgxJwwy0ny4Dhg+rNA6R2qxWJdDW/QG9Fywvsy1cGwopnZlAbkDmaBle2l/6Uxf4TzNWGCdx0yuEaU/vAHVDfQazO0a7E36AOIfAO9OnsMfcGevNtO3jBgxgvA7E8T+z2iOHHXAl8+qF7Hmv4llZjEyfLlyzFnzhwMGTIEI0aMwBtvvIFjx45h69at0jYbNmzAnXfeiXHjxqFPnz544IEHkJaWptqGEQHRcrL6YaCpCmN7UT/5WWXvAQC0ws3Nz/ulzrYAAI067dFCCLOcpAJpxdLLD4MTVeJEdf4ELJpc9M9VxDKIbh1WBCo+tCWl9wk5vmsstwc73qexX3qNWpz4gz4QhThJE4u9MXHSPkb+Euh9bmK/Q+nWsYek6jPLSVJpV8xJXZ1Q+CtDPonnnHMO3n33XVRXV4PneSxduhQejweTJ0+OuA+v14v6+nrVv26JsvDQBzdijGA58QqTnmg5afQ3gkAuIMVp3ardsI7EKcLo2cDIX2OB9h4cJzmyOAl4Izb5G5TVR66zAKgtJ4z2E1rYK1pjTHM6ECU77pyji1Hv8YeLE+IHFG4dqYUEc+ukPkq3TjAkm4tZK5NKm8UJz/P43e9+hwkTJmDoULko0XvvvQe/34/MzEwYjUbMnTsXy5YtQ0lJ5HSwhQsXwul0Sv969Oim6VvKxlbHv0PfbCuKLEFYORqIpxNubqEuAZ1NHfMDgLl1UgGdEZixGBU9LsUWvr/KcuIWXHeFNrn8/cReA9WfZ5aT+BIqFHIGRt7uxi+iZtjoEcS/Nh4NqzsUJH615cQvBM8yy0nqoxQnnm76YJyitFmczJs3Dzt37sTSpUtVyx988EHU1tZi5cqV2LJlC+bPn4+ZM2dix44dEfezYMEC1NXVSf+OH4/cBK3Lo8zr9zeB2/YvXJ0jd6/VC8YS8cYmojWdCt8Xc+ukDEMLHDhBsiVx4g644Q1SV1y6Ub55XTZwmPqDXmGiZOcyPoTUE0LOoMjbmTOadQG9+s1h8Lx62gwSP0BkQeP0CDFhTJykPlLMSTXQTIdwRsfTpjDoO+64A//973+xbt06FBXJueAHDx7Es88+i507d2LIkCEAgBEjRuDrr7/G4sWL8cILL4Tty2g0wmhkhYpgU1edxCd34m7FW30MvUCY5SR1GFroxFvEBpNQybfWWyOtq3XJ8UI900Oe7Jk4iS9aPU3tFeN9CkYBW98I387koC4gX+R0Y31TOb47rK7cS+AHeHkqNYsuOQtz66Q8ojipO5nccTDCiMlyQgjBHXfcgWXLlmH16tXo3VtdHMflohe+JqQ6qVarBa/oCMqIQOGYqJOZB3oY0LI4+T2fRl+wmJOUYWihE/WwSo3maj1UnGjAwVC3N/oHvcLNkZWsjx9KoecsAq58NnwbnVHujhuBTaY7kPnjG6plHBdU1TPp1SQISxZzkvpI4kRhsTdnAJc+npzxMCRiEifz5s3D22+/jX//+9+w2+0oLy9HeXk53G7qahg4cCBKSkowd+5cbN68GQcPHsSTTz6JFStWYMaMGYkYf9dBowEueSziqjPE2aouqrO8wjbRgv0YHU6+04Q0qwkBnroKaoSYITMfxF01tBHd+YWXhX+wQXDpMddA/FCKdoMVGPFLoGhs+Haa5g3KZ/u+C9k+AL2WPnw9MvERaFgRr86D+JsIKOKEfn8IGD83eWNiAIhRnDz//POoq6vD5MmTkZ+fL/179913AQB6vR6fffYZsrOzccUVV2D48OF466238Oabb2LatGkJOYAuhSM/4uIq4mhRnPxh3B/kgC7m1kkZOI7DkAIH/DzNFhEzrSw8jwtdbrxZocFTFzys/pDPBVQdoK/j3VekO6O8LvQWWtzr5pXA7P+qt+MjNAjse6H80ZBrkeP80AniRA8t4KIdwpnlpBMQaiUz2llV3xQhppgT0oqn9379+rGKsG2leAJw6RNAVgmwbQmwk5ZCryIO9Grhv95pdLI4hRRlaKETnlMWAPJNzyxcS8OtFnUjufX/BFYoikFl9u2gUXYDlNeF8qbUexJw7dtA1gD6noSIkxnPU3Gy9JfAya0IhqYacwR+w090t7xf/nxoEC4j9QhLMWdzZ6rAeuukEhwHjP8NbeutqE54lOSGPa1lm/JU7wek9WeWkxRlaIETHt6iWmYWAmR1oaW5lcLElkef5BjxIdRyomTQFUB2f/o61HJSNI4W6Lrhc/h/8S58wejFuTKJUJHI6FT3h2GkJjp1cDO73lIHJk5SFcWT3QH0CHPr5JnlCqQaToN+1gL5iY0FxKYUQwsd8BD1zdBChABxpQk5NGicuXTii07xlGywRN9O0bsKgCxqdEboB16CHFMhHjxTjfnVNWEfHWEQhIuVWU06BaGWE3bNpQxMnKQqelmcGNMLoQOgUQgUDnIthnMKzpFdOpw2/KmQkVR6Zlig0aif0ETLCXyK2gr1IemMzKUTXzRa+bU+ekZOmDgJMfVnZaRjZkMj5tQ1gAuNPxHjTVgacedAa1BbTwrOSt5YGCqYOElVGuWGfo5eIwGoA/Ea3fITt06jU7t0WEBXSsFxHJwmtbnYIp5Lb4O88Mx+9QfZU1x8UVZ+ba7TrdKt87MXAb1aWDocVKxwQHigetNp+pdl6nQOOA5IV5TE6DE+eWNhqGDiJFVJ6ym9HNKbFrozKObBvWUe6bWO09EKhwBrVpWipNvVT9+S5SQgn0cmThJMCynCEkq36IhfhK3mFK4AQ2iguphGbGPipNOg7D6c1S9542CoYOIkVRlzEzD5j8BtGzCuH00x1isKsd2oWSm91moU6YssQyAl6Z2XBaMipkSKOQkIVWJ5HtjxH/WHmDiJL86ilrcBgGveADL7Ab94J/J6hUvITORzesuwW5jlpDOibK6pdP0xkkqbytczOgCjDZh8PwDAKZiOlSZko+K1lmPiJNXJy0yDsYZALFivspz4PcDCIoAP6Yqa3qsjh9j1GTUbKN8JDL26+e0KRwF3bom+XmE5KQoEUKmj0+i5RecCB56iK5g46TwUjQH2/S/Zo2CEwMRJZ4DjgKtehmHzn6VFSnHSy9ELqBfMyRbm1klJdGbVObMonrhxeJ0sTAZdSVPJ7fmsZXu8MacBV7/c/v0oAs57+wP4XghJMevMsluHFWDrPJTOAxorgf4XJ3skDAVMnHQW9BaV5cRECF4qq8CqyXfhhqE3AF8K9TFsuUkaIKNZ9CY4eR6C0V+2nADA8U30b89S4Np/dfjQGDGiSEPu7ZOtXSadSeHWyQn9FCNV0RmBSyO3DmEkDyZOOgs6I/SK+5mRJyj1eFE6bgH1k4q9WOyRS+AzkozegsJAEAcEY4hFmeVRc4T+7TGuw4fFaAMKt05BQE47dhgcLOaEwYgTLCC2s6DVh1lOAMgBlQ1C6rE9D4wURGdCoV++kSkDKVF7lP61sXPXKQhx64ik6ayAWyjMxsQJg9EumOWks6A1RA6IDXiombmxgr5nbp3URG9GoeIpW+XWqRHEiZ2du06BQpyU+P34i7YAGef+AZynVljKAeb0pAyNwegqMHHSWdAaVEXYTCSkToa3UVjB+uqkJDqTSpyo3DpNlfQvE5adg5AKzFcTK9DzfOAMbf4HowPQMKM0g9Ee2BXUWQhx60iWE7+b/hXLoIe2AGekBmGWEz58G+bW6RyE9mMJ+uhfl1AIkfW2YjDaDRMnnQWtEYri2wq3jhcI+oGgEHtisHX40BitQGdSBU9GhLl1OgehTQMDXqDuBPD6JfR9Ru/wzzAYjJhg4qSzEBoQKxXxcgPfvSpvxywnqYneDIciziQvEFRXptRbWbv2zkJoY82gF/hwLiAGOTP3HIPRbljMSWdBa5AFCRSWk4rdwPL7VdsxUhCh8+knJypQowHyg0EgLRsQgyiZ1aTzEOrWCfiA2l3ye3Nahw6HweiKMMtJZ0FrwFler/RWCoitO6HejnUkTk2EG1pvvxejxPOorCKaNzwJg2K0CX2IdTLoBbRG+b3SIsZgMNoEEyedBa0e57tc0luHGFAZ9Eb5ACOlECwnqvfKPkg9z+7Y8TDaTiTLiU4hTlgaMYPRbphbp7OgM8LBE7xxqgJNGg5pojgRMwQYqU3oDc1gU/dB6jG+Y8fDaDt6C5DeG6g5TN8HPOpzmV6cnHExGF0IJk46C0IsyWhviKXEzcRJp0CrBzgtQIL0vdGuFpZ5w5IzLkbsaDTArV8DVQeAlybTVGJlrFfukKQNjcHoKjC3TmdBE0VHMstJ50FpPTHa1FkdWn349ozUxWiX3XIBL5DWU17n7Bn5MwwGo9Uwy0lngePo05lY8Enk6Hr59W/WdOiQGDGiMwE+oZKv0QGcdz8tnjfmhuSOi9E2xCDYoBfghOe8y55i1WEZjDjAxElnIpI4UVJwVseNhRE7BgsgxjQb7TR9+KoXkzokRjvQKVw5ouhUBsYyGIw2wyR+Z6K5GibDr+24cTDahkWROswq+XZ+lOnD3gb6NzQri8FgtAkmTjoTzYmTSfd23DgYbcOWI79m1WA7P0orycmt9C8rgshgxAUmTjoTyolP1VyMA7L7d/hwGDFizZZfG5nlpNOj0dIMLCXOwuSMhcHoYjBx0plQZnQoK4oWn9PxY2HEjspy4kjeOBjxI9SNUzAqOeNgMLoYTJx0JpSWE2XRLubn7hwoLScs5qRroAyKLZ7I2kcwGHGCiZPOhHIidOTLr6PVQGGkFiq3Dos56RLoFLVrHAXJGweD0cVg4qQzobScGBQ3NyZOOgcsILbrYVK45zJLkjcOBqOLwcRJZ0KZumhQdEbVaMO3ZaQeVqU4YW6dLoEydohZThiMuMHESWdCmbposMivmeWkc6C0nLA4oa6BMmvOxIKcGYx4wcRJZ0LZm0WvtJwwcdIpMKXJr/lA0obBiCNKQcIysBiMuBGTOFm4cCHGjh0Lu92OnJwczJgxA/v27QvbbuPGjbjgggtgtVrhcDhw7rnnwu12x23Q3Rbl07bBCqQJrdmH/Cw542HEhkZDK/nmDgV6liZ7NIx4oBQkzHLCYMSNmB65165di3nz5mHs2LEIBAL44x//iIsvvhi7d++G1Uqf5Ddu3IhLLrkECxYswDPPPAOdToft27dDw5phtR+lCdlgoY3+Tu8Dep6dtCExYuSqlwBCWMppV0Hl1klL2jAYjK5GTOJk+fLlqvdvvPEGcnJysHXrVpx77rkAgLvvvht33XUX/vCHP0jbDRgwIA5DZWDsTcCWV6lLx5pDgyqL2RN4p4MJk66Dsl4Nc+swGHGjXeaMuro6AEBGRgYAoLKyEps2bUJOTg7OOecc5Obm4rzzzsM333wTdR9erxf19fWqf4wo5A4B5u8Bbv2aZXswGKmAibl1GIxE0GZxwvM8fve732HChAkYOnQoAODQoUMAgL/85S+45ZZbsHz5cowaNQoXXnghfvrpp4j7WbhwIZxOp/SvR48ebR1S98BRAGT2TfYoGAwGAPSaKL9WZtMxGIx20WZxMm/ePOzcuRNLly6VlvE8DwCYO3cubrjhBpx11ll4+umnMWDAALz22msR97NgwQLU1dVJ/44fP97WITEYDEbHkjsEmPkWMPvTZI+EwehStCkH9Y477sB///tfrFu3DkVFRdLy/HxaUn3w4MGq7QcNGoRjx45F3JfRaITRyJ44GAxGJ2Xw9GSPgMHocsRkOSGE4I477sCyZcuwevVq9O7dW7W+V69eKCgoCEsv3r9/P4qLi9s/WgaDwWAwGF2emCwn8+bNw7///W98/PHHsNvtKC8vBwA4nU6YzWZwHIf77rsPDz30EEaMGIGRI0fizTffxN69e/H+++8n5AAYDAaDwWB0LWISJ88//zwAYPLkyarlr7/+OubMmQMA+N3vfgePx4O7774b1dXVGDFiBFasWIG+fVkQJ4PBYDAYjJbhCCEk2YNQUl9fD6fTibq6OjgcLDWPwWAwGIzOQDzv36xsK4PBYDAYjJSCiRMGg8FgMBgpBRMnDAaDwWAwUgomThgMBoPBYKQUTJwwGAwGg8FIKZg4YTAYDAaDkVIwccJgMBgMBiOlYOKEwWAwGAxGSsHECYPBYDAYjJSiTV2JE4lYsLa+vj7JI2EwGAwGg9FaxPt2PArPp5w4aWhoAAD06NEjySNhMBgMBoMRKw0NDXA6ne3aR8r11uF5HqdOnYLdbgfHcXHdd319PXr06IHjx493yb49Xf34gK5/jOz4Oj9d/Ri7+vEBXf8YE3V8hBA0NDSgoKAAGk37okZSznKi0WhQVFSU0O9wOBxd8gcn0tWPD+j6x8iOr/PT1Y+xqx8f0PWPMRHH116LiQgLiGUwGAwGg5FSMHHCYDAYDAYjpehW4sRoNOKhhx6C0WhM9lASQlc/PqDrHyM7vs5PVz/Grn58QNc/xs5wfCkXEMtgMBgMBqN7060sJwwGg8FgMFIfJk4YDAaDwWCkFEycMBgMBoPBSCmYOGEwGAwGg5FSMHHCYDAYDAYjpUiqOFm8eDF69eoFk8mE8ePHY/Pmzar15eXlmDVrFvLy8mC1WjFq1Ch88MEHLe732LFjuOyyy2CxWJCTk4P77rsPgUBAtY3X68Wf/vQnFBcXw2g0olevXnjttdfavd81a9Zg1KhRMBqNyM7ORlZWVqc5vrvuugujR4+G0WjEyJEjw9avWbMG06dPR35+PqxWK0aOHIk5c+Yk5RzOmTMHHMeF/RsyZEiz+/3xxx8xadIkmEwm9OjRA48//njYNv/5z38wcOBAmEwmFBQUIDc3t1Mcn8fjwZw5czBs2DDodDrMmDEjbJsPP/wQF110EbKzs+FwONC7d++kHB8ALFmyBCNGjIDFYkF+fj5uvPFGVFVVtXu/ymuwpKQEs2bNSto805ZjjPU6LCoqQnZ2dlKOb/HixRg0aBDMZjMGDBiAt956Ky77TZV5tC3Hl0rzaEtjAVo3J4bSluvwjTfeaHG/KkiSWLp0KTEYDOS1114ju3btIrfccgtJS0sjFRUV0jYXXXQRGTt2LNm0aRM5ePAg+etf/0o0Gg35/vvvo+43EAiQoUOHkilTppBt27aRzz77jGRlZZEFCxaotrvyyivJ+PHjyYoVK8jhw4fJhg0byDfffNOu/R46dIhYLBYyf/588uSTTxKdTkc4jiMvvvhiyh8fIYTceeed5NlnnyWzZs0iI0aMCFv/yCOPkAceeICsX7+eHDhwgFx//fUEAPntb3/b4eewtraWlJWVSf+OHz9OMjIyyEMPPRR1v3V1dSQ3N5dcd911ZOfOneSdd94hZrOZvPjii9I269evJ1qtljz++OPkySef8oAoVgAACt1JREFUJFqtlmi1WvLRRx+l/PE1NjaSW2+9lbz00ktk6tSpZPr06WHb/Pa3vyV/+9vfyObNm8nTTz8tHd/777/focf3zTffEI1GQxYtWkQOHTpEvv76azJkyBDys5/9rF37VV6Du3fvJnPmzCEAyPz58zv8N9qWYyQktutw0aJFRKvVEo7jyOLFizv0+J577jlit9vJ0qVLycGDB8k777xDbDYb+eSTT9q131SZR9tyfISkzjzamrG0Zk5sy/9d6HX4zDPPEK1WS5YvX97seJUkTZyMGzeOzJs3T3ofDAZJQUEBWbhwobTMarWSt956S/W5jIwM8vLLL0fd72effUY0Gg0pLy+Xlj3//PPE4XAQr9dLCCHk888/J06nk1RVVbV6vK3Z7+9//3syZMgQ1fFde+21ZOrUqSl/fEoeeuihiD/kUMaNG0eKi4vJDTfcQAjp2HMYyrJlywjHceTIkSNR9/vcc8+R9PR01T7uv/9+MmDAAOn9zJkzyWWXXSYd37x588j48ePJ3LlzU/74lMyePTuiOFEiHt/gwYPJ//3f/3Xo8T3xxBOkT58+qs/985//JIWFhe3ar/IaFI+xpKSETJ06lRDSsb/RthyjktZch+I5nDZtGrnhhhs69PhKS0vJvffeq/rc/PnzyYQJE9q131SZR9tyfEqSPY+2ZiytmRNDact1SAiRzmFrSYpbx+fzYevWrZgyZYq0TKPRYMqUKdi4caO07JxzzsG7776L6upq8DyPpUuXwuPxYPLkyVH3vXHjRgwbNgy5ubnSsqlTp6K+vh67du0CAHzyyScYM2YMHn/8cRQWFqJ///6499574Xa727XfjRs3YsqUKarjmzp1KjZu3Jjyxxcr4jGazWZkZGQA6NhzGMqrr76KKVOmoLi4uNn9nnvuuTAYDKr97tu3DzU1NdI2qXAO23J8sSAe3wUXXICGhgZkZGR06PGVlpbi+PHj+Oyzz0AIQUVFBd5//31MmzatXfsVz5/yGC+55BLpmFL9GGNB+Rutq6vr8HPo9XphMplUnzObzdi8eTP8fn+b95sq12Bbji9WEjmPtobWzImRPhPLdajcRnlMLZEUcXLmzBkEg0HVwQFAbm4uysvLpffvvfce/H4/MjMzYTQaMXfuXCxbtgwlJSVR911eXh5xv+I6ADh06BC++eYb7Ny5E8uWLcM//vEPvP/++7j99tvbtV9xG+Xx5ebmor6+Hm63O6WPL1bEYzxw4ABuuOEG1Vg64hiVnDp1Cp9//jluvvnmZsfcnnMork/l44sF8fhWrVqFxsZGzJw5UxpHRxzfhAkTsGTJElx77bUwGAzIy8uD0+nE4sWL27Vf5TbiMfbq1Uu6BlP9GGNBPL6dO3fiu+++k67Djjq+qVOn4pVXXsHWrVtBCMGWLVvwyiuvwO/348yZM23eb6rMo205vlhJ5DzaGmKdi1r7mWjbKK/DlkjpbJ0HH3wQtbW1WLlyJbZs2YL58+dj5syZ2LFjBwDg0ksvhc1mg81mazEQUgnP8+A4DkuWLMG4ceMwbdo0PPXUU3jzzTfjal1oic58fOvXrwcALFiwoNmxJeoYlbz55ptIS0uLGACaaDr78b366qt47733kJOTE3F9oo5v9+7d+O1vf4s///nP2Lp1K5YvX44jR47g1ltvjctxxUJnP8aHH34YL7/8ctSxJer4HnzwQVx66aU4++yzodfrMX36dMyePRsAffrvKDrz8aXSPJpq6JLxpVlZWdBqtaioqFAtr6ioQF5eHgDg4MGDePbZZ7Fz507pP3vEiBH4+uuvsXjxYrzwwgt45ZVXpJutXq8HAOTl5YVFOovfI+47Pz8fhYWFcDqd0jaDBg0CIQQnTpxAv379wsbcmv3m5eWhoqJCdXw1NTVwOBwwm80pfXyxsHbtWsyZMwcajQajRo0KG0tHHKMIIQSvvfYaZs2apTJNRkI8P83tN9I5VB5TKh9fLKxevRoAcO+996rMrx11fAsXLsSECRNw3333AQCGDx8Oq9WKSZMm4eGHH0Z+fn7YmGO5BgF5njly5Ih0Dab6McbC7t27AQA33ngjrr/+etU4OuL4zGYzXnvtNbz44ouoqKhAfn4+XnrpJdjtdmRnZ0ccc2eaR9tyfLGQ6Hm0NbRmToz0mViuQ+U2yuuwJZJiOTEYDBg9ejRWrVolLeN5HqtWrUJpaSkAwOVy0QGGKFStVgue5wEAhYWFKCkpQUlJieSLLy0txY4dO1BZWSl9ZsWKFXA4HBg8eDAAam49deoUGhsbpW32798PjUaDoqKiiGNuzX5LS0uxatUq1fGtWLECpaWlKX98rWXNmjW47LLL8Pjjj2PMmDFJO4cia9euxYEDB3DTTTe1OPbS0lKsW7dO5S9esWIFBgwYgPT0dGmbVDiHbTm+1vLOO+/glltuQb9+/VBXVyct78jjc7lcEfcLUEEWiViuQUCeZ7744gvpmFL9GFvLmjVrMGPGDBQXF0v77OjjE9Hr9SgqKoJWq8XSpUtx+eWXR7UsdKZ5tC3H11o6Yh5tDa2ZEyN9JpbrULmNeEytotWhs3Fm6dKlxGg0kjfeeIPs3r2b/OY3vyFpaWlSBLDP5yMlJSVk0qRJZNOmTeTAgQPk73//O+E4jvzvf/+Lul8xzeniiy8mP/zwA1m+fDnJzs5WpTk1NDSQoqIi8vOf/5zs2rWLrF27lvTr14/cfPPN7dqvmD513333qVLgXnrppZQ/PkII+emnn8i2bdvI3LlzSf/+/cm2bdvItm3bpAjs1atXE4vFQhYsWEDKysrICy+8QIxGI3n22Wc7/ByK/PrXvybjx49v9rhEamtrSW5uLpk1axbZuXMnWbp0KbFYLGGpxDqdjvz9739XpRJ//PHHKX98hBCya9cusm3bNnLFFVeQyZMnS+dQZMmSJUSn05HFixdL52/RokVk06ZNHXp8r7/+OtHpdOS5554jBw8eJN988w0ZM2YMGTduXLv2q7wG9+zZQ2688UYCgNxzzz0d/httyzESEtt1qDyHGzZs6NDj27dvH/nXv/5F9u/fTzZt2kSuvfZakpGRQQ4fPhy3c5jMebQtxxfr+UvkPNqasbRmTmzvOdyzZw9ZvHhx50klJoSQZ555hvTs2ZMYDAYybtw48u2336rW79+/n1x11VUkJyeHWCwWMnz48LB0qkgcOXKEXHrppcRsNpOsrCxyzz33EL/fr9pmz549ZMqUKcRsNpOioiIyf/584nK52r3fr776iowcOZIYDAaSmZlJMjMzO83xnXfeeQRA2D/xYpw9e3bE9UajMSnHWFtbS8xmM3nppZda3J/I9u3bycSJE4nRaCSFhYXkscceC9vmvffeI/379ycGg4Hk5eWR7OzsTnN8xcXFEc+RSLRzrNFoOvz4/vnPf5LBgwcTs9lM8vPzyXXXXUdOnDjR7v0qr8E+ffqQ6667LmnzTFuOsa3XIcdxHXp8u3fvJiNHjiRms5k4HA4yffp0snfv3rj8v6XCPNrW40ulebSlsRDSujkx1v87QsKvw9dff73F/SrhCGmnfZHBYDAYDAYjjqR0tg6DwWAwGIzuBxMnDAaDwWAwUgomThgMBoPBYKQUTJwwGAwGg8FIKZg4YTAYDAaDkVIwccJgMBgMBiOlYOKEwWAwGAxGSsHECYPBYDAYjJSCiRMGg8FgMBgpBRMnDAaDwWAwUgomThgMBoPBYKQU/x+x4jg75CaRewAAAABJRU5ErkJggg==", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(temp_mean_h.index, temp_mean_h)\n", + "plt.plot(temp.index, temp['T1'])\n", + "plt.plot(temp.index, temp['T2'])\n", + "\n", + "plt.title('Temperatura FCUIS primera semana de Agosto')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Con ```Matplotlib```, podemos mejorar la grafica en al menos los siguientes aspectos:\n", + "* Color de lÃnea\n", + "* Tipo de lÃnea\n", + "* Marcas de puntos\n", + "\n", + ">¿Qué harias para mejorar la figura?\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Generación de gráficos**" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1500x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Generamos la figura\n", + "fig = plt.figure(figsize=(15, 5))\n", + "ax = fig.gca()\n", + "\n", + "#Graficamos los datos\n", + "plt.plot(temp_mean_h, '--r', label=\"Temperatura promedio\", ms=4, alpha=0.7)\n", + "plt.plot(temp_mean_d, '-o', label=\"Temperatura promedio por dÃa\", ms=5, lw=2, color=\"orange\")\n", + "plt.plot(temp['T1'], \"-g\", label=\"Temperatura 1\", alpha=0.5)\n", + "plt.plot(temp['T2'], \"-b\", label=\"Temperatura 2\", alpha=0.5)\n", + "plt.fill_between(temp_mean.index, y1 = temp.T1, y2 = temp.T2, alpha=0.3)\n", + "\n", + "plt.legend(loc=\"upper left\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "¿Que más podemos hacer para mejorar nuestro grafico?" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1200x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.dates as mdates\n", + "\n", + "#Generamos la figura\n", + "fig = plt.figure(figsize=(12, 5))\n", + "ax = fig.gca()\n", + "\n", + "#Graficamos los datos\n", + "plt.plot(temp_mean, '--r', label=\"Temperatura promedio\", alpha=0.7)\n", + "plt.plot(temp_mean_d, '-o', label=\"Temperatura promedio por dÃa\", ms=5, lw=2, color=\"orange\")\n", + "plt.plot(temp['T1'], \"-g\", label=\"Temperatura 1\", alpha=0.5)\n", + "plt.plot(temp['T2'], \"-b\", label=\"Temperatura 2\", alpha=0.5)\n", + "plt.fill_between(temp_mean.index, y1 = temp.T1, y2 = temp.T2, alpha=0.3)\n", + "\n", + "#Formateamos el eje de fechas para que se vea mejor\n", + "ax.tick_params(which='major', pad=10, length=8, labelsize=12, direction=\"inout\", width=1.5)\n", + "ax.tick_params(which='minor', length=4)\n", + "ax.xaxis.set_major_formatter(mdates.DateFormatter('%b/%d'))\n", + "ax.xaxis.set_major_locator(mdates.DayLocator())\n", + "ax.xaxis.set_minor_locator(mdates.HourLocator([0,6,12,18]))\n", + "\n", + "#Agregamos la leyenda y los titulos\n", + "plt.xlabel('Fecha')\n", + "plt.ylabel(\"Temperatura [°C]\")\n", + "plt.title(\"Temperatura FCUIS Primera semana de Agosto\")\n", + "plt.grid(True)\n", + "plt.legend()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **xaxis, Etiquetas y malla**" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1200x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(12, 5))\n", + "ax = fig.gca()\n", + "\n", + "plt.plot(temp_mean, '--r')\n", + "\n", + "#Malla\n", + "plt.grid(True, alpha=0.5, which='major')\n", + "\n", + "#Dimensiones Ticks \n", + "ax.tick_params(which='major', # Major ticks: subdividen los ejes en unidades mayores\n", + " pad=10, # Distancia entre etiquetas y ticks\n", + " width=1.5, # Ancho del tick\n", + " length=8, # Largo del tick \n", + " direction=\"inout\", # 'inout': ticks en la mitad de los ejes, 'in': ticks adentro de los ejes, 'out': ticks afuera de los ejes \n", + " labelsize=12) # Tamaño de letra de la etiqueta\n", + "\n", + "ax.tick_params(which='minor', # Minor ticks: subdividen las unidades mayores\n", + " length=10) # Largo del tick \n", + "\n", + "# Formato y posiciones de ticks\n", + "ax.xaxis.set_major_formatter(mdates.DateFormatter('%b-%d')) # Formato de fecha: %b: mes, %d: dÃa, %Y: año\n", + "ax.xaxis.set_major_locator(mdates.DayLocator()) # Posiciona ticks mayores en cada dÃa\n", + "ax.xaxis.set_minor_locator(mdates.HourLocator([0,6,12,18])) # Posiciona ticks menores en las horas 0.00 am, 6.00 am, 12.00 m, 6.00 pm\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> `mdates.DateFormatter` solo funciona si el eje x dentro de `plot()` es un `DatetimeIndex` o si está en formato de fecha." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Book/Jupyter_Notebooks/.ipynb_checkpoints/Pandas-checkpoint.ipynb b/Book/Jupyter_Notebooks/.ipynb_checkpoints/Pandas-checkpoint.ipynb index fdcaed37801ab290b52191914fa8d88ac2a800ea..d63a668705378d05902af35d7d9a7f998d5050a5 100644 --- a/Book/Jupyter_Notebooks/.ipynb_checkpoints/Pandas-checkpoint.ipynb +++ b/Book/Jupyter_Notebooks/.ipynb_checkpoints/Pandas-checkpoint.ipynb @@ -1637,7 +1637,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "<img width=\"150px\" src=\"https://raw.githubusercontent.com/AndresGuarin/Images/main/moncora_ejercicios_cartel.png\" align=\"left\">" + "<img width=\"150px\" src=\"https://raw.githubusercontent.com/AndresGuarin/Images/main/moncora_ejercicios_cartel.png\" align=\"center\">\n", + "\n", + "---" ] }, { @@ -1713,7 +1715,7 @@ "provenance": [] }, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1727,7 +1729,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.11.3" } }, "nbformat": 4, diff --git a/Book/Jupyter_Notebooks/MatplotLib.ipynb b/Book/Jupyter_Notebooks/MatplotLib.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..8ea361f60911de7d10dd078afbf8360620fa245e --- /dev/null +++ b/Book/Jupyter_Notebooks/MatplotLib.ipynb @@ -0,0 +1,651 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<table>\n", + "<table border = 5 align = center bgcolor=\"white\" cellspacing=\"10px\">\n", + "\n", + "<tr>\n", + "<td><a href=\"https://drive.google.com/file/d/14zSOmdu6bdqw-uaDRTpgRnSfsDi90DbU/view?usp=sharing\"> <img alt=\"Colaboratory logo\" width=\"150px\" src=\"https://miro.medium.com/max/986/1*S2AyJcdw8EPcn7gwDVSBCA.png\" align=\"left\" hspace=\"10px\" vspace=\"0px\" /> </a> </td>\n", + " \n", + " \n", + " \n", + "<td></td>\n", + " \n", + "<td><a href=\"https://mybinder.org/v2/git/https%3A%2F%2Fgitmilab.redclara.net%2FhalleyUIS%2Fmoncora.git/4d1344cb6f0df9a23bce6fe9d70812719aeb0fe5?urlpath=lab%2Ftree%2FBook%2FJupyter_Notebooks%2FDatosII.ipynb\"><img src=\"https://mybinder.org/static/images/logo_social.png\" alt=\"Alternative text\" width=\"150px\" /></a>\n", + "</td>\n", + "\n", + "</tr>\n", + "\n", + "</table>\n", + " \n", + "<br>\n", + "\n", + "# Visualización de datos: Introducción básica\n", + "---\n", + "\n", + "En este notebook vamos a aprender como usar la libreria ```matplotlib```. Como toda librerÃa de Python lo primero es importarla y definirla:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "La estructura básica en `matplotlib.pyplot` es `plt.figure()`. Las `figures` son como los lienzos en blancos en donde vamos a hacer nuestras pinturas de visualización de datos. Son el background o fondo donde vamos a dibujar los trazos" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<Figure size 640x480 with 0 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "fig = plt.figure()\n", + "ax = fig.gca() # gca() significa: Get the current axes -> Obten los ejes actuales\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "En un lienzo de python podemos graficar puntos, lÃneas y sombreados." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Generamos set de datos con numpy\n", + "import numpy as np\n", + "x = np.linspace(0,10,20)\n", + "y = np.random.random(20)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Figura\n", + "fig = plt.figure()\n", + "\n", + "plt.plot(x,y)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Por defecto, matplotlib dibuja lineas que unen los puntos, pero podemos personalizar nuestros graficos. Mira lo siguientes ejemplos:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Figura\n", + "fig = plt.figure()\n", + "plt.plot(x,y,'o')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Figura\n", + "fig = plt.figure()\n", + "plt.plot(x,y,'-',color='red')\n", + "plt.fill_between(x,y,y-1)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Atributos de `plt.plot`**\n", + "\n", + "Mira la anatomia de una figura:\n", + "\n", + "<img width=\"400px\" src=\"../images/figure.webp\" align=\"center\"> \n", + "\n", + "```Matplotlib``` nos permite cambiar cada uno de estos parametros. Revisemos con detalle la funcion ```plt.plot()```" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "plt.plot(x, # Datos eje x\n", + " y, # Datos eje y\n", + " '-or', # Formato corto: 'linea-marcadores-color'\n", + " markerfacecolor = 'cyan', # Color marcador # mfc\n", + " label = 'Datos', # Etiquetas\n", + " alpha = 0.5, # Transparencia\n", + " markersize = 8, # Marker size -> tamaño marcadores # ms\n", + " linewidth = 2) # Linewidth -> grosor de lÃnea # lw\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[<matplotlib.lines.Line2D at 0x7f8ef336d6d0>]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x,y,color='red',linestyle=':',marker='^')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Estilos de lÃnea (ver más [aquÃ](https://matplotlib.org/stable/api/_as_gen/matplotlib.lines.Line2D.html#matplotlib.lines.Line2D.set_linestyle))\n", + "|Estilo de lÃnea|Significado|\n", + "|--|--|\n", + "|`-`|sólido|\n", + "|`--`|segmentado|\n", + "|`-.`|lÃnea segmento-punto|\n", + "|`:`|lÃnea punteada|\n", + "|` `|no lÃnea|\n", + "\n", + "- Estilos de marcadores (ver más [aquÃ](https://matplotlib.org/stable/api/_as_gen/matplotlib.markers.MarkerStyle.html#matplotlib.markers.MarkerStyle))\n", + "|Marcador|Significado|\n", + "|--|--|\n", + "|`.`|punto|\n", + "|`,`|pixel|\n", + "|`o`|cÃrculo|\n", + "|`v`|triángulo abajo|\n", + "|`^`|triángulo arriba|\n", + "|`<`|triángulo izquierda|\n", + "|`>`|triángulo derecha|\n", + "|`*`|estrella|\n", + "|`h`|hexágono|\n", + "|`p`|pentágono|\n", + "\n", + "- Estilos de colores (ver más [aquÃ](https://matplotlib.org/stable/gallery/color/named_colors.html))\n", + "|Denominacion|Color [inglés]|Color [español]|\n", + "|--|--|--|\n", + "|`b`|blue|azúl|\n", + "|`r`|red|rojo|\n", + "|`g`|green|verde|\n", + "|`c`|cyan|celeste|\n", + "|`m`|magenta|magenta|\n", + "|`y`|yellow|amarillo|\n", + "|`k`|black|negro|\n", + "|`w`|white|blanco|\n", + "|`p`|pink|rosado|\n", + "|`violet`|violet|violeta|\n", + "\n", + "En `matplotlib` también se puede usar el nombre del color (`green`) o su formato hexadécimal (`#008000`). Por ejemplo, valla a este [enlace](https://htmlcolorcodes.com/) para probar con diferentes colores en formato hexadécimal.\n", + "\n", + "Aquà puedes consutlar la documentación completa de [`plt.plot`](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.plot.html)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "La función ```plt.figure()``` también nos permite personalizar nuestros gráficos. Por ejemplo, podemos cambiar el tamaño de nuestras figuras con ```figsize```." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 300x300 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(3,3))\n", + "ax = fig.gca()\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Otros parametros que le podemos pasar a la función ```plt.figure()``` son:\n", + "\n", + "-```figsize``` : Dimensiones de la figura: (ancho,largo)\n", + "\n", + "-```dpi``` : numero de puntos por pulgada \n", + "\n", + "-```facecolor``` : define el color de fondo \n", + "\n", + "-```edgecolor``` : define el color del marco de la figura\n", + "\n", + "-```linewidth``` : define el grosor del marco de la figura.\n", + "\n", + "-```frameon```: Sun valos son True or False. Define si la figura tiene marco\n", + "\n", + "\n", + "Puedes explorar como funcionan cada uno de ellos.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Sub-gráficas**\n", + "\n", + "Podemos crear subplots dentro de una misma figura para poder dividir la información. Para eso usaremos ```plt.subplots()```. El primer argumento debe ser un entero que hace referencia al número de filas y el segundo será otro entero que dicta el número de columnas:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1000x1000 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,10))\n", + "plt.subplot(221)\n", + "#plt.plot(x,y)\n", + "\n", + "plt.subplot(222)\n", + "#plt.plot(x,y,'--*r')\n", + "\n", + "plt.subplot(223)\n", + "#plt.plot(x,y,'.g',ms=10)\n", + "\n", + "plt.subplot(224)\n", + "#plt.plot(x,y**2,'-.',ms=10)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, + "source": [ + "**Ahora probemos con los datos!**" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "#!pip install APIMakeSens\n", + "from MakeSens import MakeSens\n", + "\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "estacion = 'mE1_00008' # Nombre estacion miniEva\n", + "start = '2023-08-06 00:00:00' # Fecha de inicio: año-mes-dÃa hora:minuto:segundo\n", + "end = '2023-08-10 00:00:00' # Fecha de fin: año-mes-dÃa hora:minuto:segundo\n", + "frec = '1T'\n", + "\n", + "data = MakeSens.download_data(estacion, start, end,frec) # Descargar los datos\n", + "\n", + "temp = data[[\"ts\",\"temperatura\", \"temperatura2\"]].copy()\n", + "temp.columns = [\"ts\",\"T1\", \"T2\"] #renombramos las columnas \n", + "temp = temp.set_index('ts')\n", + "temp.index = temp.index.strftime('%Y-%m-%d %H:%M:%S')\n", + "temp.index = pd.to_datetime(temp.index) #Convertimos el indice a formato fecha\n", + "\n", + "temp_mean = temp.mean(axis=1) \n", + "temp_mean_h = temp_mean.resample('h').mean()\n", + "temp_mean_d = temp_mean.resample('d').mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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222/xv//7v3j66afT+rKXWAcCgbQ2DRo0KO19//nPf3DDDTdgxYoVLv+Prp65DRs2AKAkwQmfz5c2phT6G3nx5Zdf4uOPP8aZZ56Jb775xjp+yCGH4K677kJ7e7vV7zZs2OBasDFMmjQpY/uZuZfB7/djwoQJ1uvjx4/H5ZdfjltvvRVLlizBQQcdhOOPPx5nnHFGl2PFjh07EIvF0j4DoBGZhmFg48aNmDFjRs7rVDI4OSkSGIaBhoaGrI5e3s4tSVLG87IdJx5H175oU6YV9Zo1azBv3jxMnToVt956K0aPHg2/34/nnnsOt912W9ZVqRPZBkuvg19ft6MrTJ06FQDNO3LQQQd1eX4gEICqqiCEpH1HYkYZFRIF4/f7sc8++2CfffbB5MmTcc455+Dxxx/HNddcU9gXyYFCop66+4yye3HGGWfgrLPOynjuzJkzu2zXb37zG/zqV7/Cj3/8Y1x//fUYPHgwRFHEpZde2uX9DgaDeOONN/Dqq6/i2WefxQsvvIDHHnsMc+fOxUsvvQRJkmAYBnbbbTfceuutGa/hJR3d/T10Xcfhhx+O5uZmXHnllZg6dSrC4TA2b96Ms88+O+27ZLueE2+++SaOP/54HHzwwbj77rsxfPhw+Hw+PPjgg3jkkUe6fH++KPQ38uJvf/sbAOCyyy7DZZddlvb6k08+iXPOOafnDc2CP/zhDzj77LPx73//Gy+99BIuueQS3HTTTXjvvfcwatSoPvtcDk5OigYTJ07E0qVLccABB/RL+K1hGFi7dq21QgZgJQhj0nNvtOmZZ56Bqqp4+umnXSvHTHJuNhLCHE5bW1tdigRb4fR2O7qL+fPn46abbsLf/va3vMjJ2LFjoWka1qxZk7a6++abb6DrOsaOHduttuy9994AgK1bt3Z57pYtWxCNRl3qifdZ6E/U19ejqqoKuq7jsMMO6/Z1nnjiCRx66KFYvHix63hra2vOcHAGURQxb948zJs3D7feeit+85vf4Je//CVeffVVHHbYYZg4cSI++eQTzJs3r09zbqxcuRJff/01HnroIZx55pnW8Zdffrnb13zyyScRCATw4osvuhxGH3zwwS7fy57J1atXW+YZAEilUli3bh12331361hPfiNCCB555BEceuihloO/E9dffz2WLFlikZOxY8e61BUG7zHW/lWrVrmUnmQyiXXr1qU9c7vttht22203XH311XjnnXdwwAEH4N5778UNN9wAIPO4VV9fj1AohFWrVqW99tVXX0EUxS6JWaWD+5wUCU455RTouo7rr78+7TVN09JC3HoDd955p7VNCMGdd94Jn8+HefPm9Vqb2CrOqdy0tbVlHATD4XDGazLv9zfeeMM6xsL38kUh7eguZs+ejaOOOgp//vOfM0YhJJNJ/PznP7f2jz76aADu+8Bw1113uc7JhldffTWjKvbcc88BSJeuM0HTNCvcmrXzvvvuQ319PWbNmtXl+3sbkiThxBNPxJNPPonPPvss7fUdO3bkfR3vb/P4449j8+bNXb7XG5UFwPJlYCaQU045BZs3b8af/vSntHPj8Tii0Whe7ewKmZ5dQgjuuOOOHl1TEASX+rh+/fq8omf23ntv1NfX495773UlFPzLX/6S1n978hu9/fbbWL9+Pc455xycdNJJaX8/+MEP8Oqrr2LLli0AgCOPPBLvvvsuVqxYYV2jubk5Tfk97LDD4Pf78cc//tH1my5evBhtbW1WpFJ7ezs0TXO9d7fddoMoii4zWKZxS5IkHHHEEfj3v//tCmHevn07HnnkERx44IGWOYojM7hyUiSYM2cOFixYgJtuugkrVqzAEUccAZ/Ph9WrV+Pxxx/HHXfcgZNOOqnXPi8QCOCFF17AWWedhf322w/PP/88nn32WVx11VWWuaY32nTEEUfA7/dj/vz5WLBgATo7O/GnP/0JDQ0Naav6WbNm4Z577sENN9yASZMmoaGhAXPnzsURRxyBMWPG4Nxzz8X/+3//D5Ik4YEHHkB9fT2+/fbbvL5vIe3oCf7617/iiCOOwPe//33Mnz8f8+bNQzgcxurVq/Hoo49i69atVq6TPfbYAz/5yU9wxx13YPXq1Tj88MMB0BXxc889h5/85CeuVWgmLFy4ELFYDN/73vcwdepUJJNJvPPOO3jssccwbty4vCTvESNG4Le//S3Wr1+PyZMn47HHHsOKFStw//33u0LF+xM333wzXn31Vey3334477zzMH36dDQ3N+Ojjz7C0qVLM5IHL4477jhcd911OOecc7D//vtj5cqVWLJkSZpfRCZcd911eOONN3Dsscdi7NixaGxsxN13341Ro0bhwAMPBEBDxv/xj3/g/PPPx6uvvooDDjgAuq7jq6++wj/+8Q8r105PMXXqVEycOBE///nPsXnzZlRXV+PJJ59M8yEpBMceeyxuvfVWHHXUUTj99NPR2NiIu+66C5MmTcKnn36a870+nw833HADFixYgLlz5+IHP/gB1q1bhwcffDDtt+3Jb7RkyRJIkpQ1rPn444/HL3/5Szz66KO4/PLLccUVV+Bvf/sbDj/8cCxcuNAKJR4zZgyam5sthaO+vh6LFi3Cr3/9axx11FE4/vjjsWrVKtx9993YZ599rMSYr7zyCi6++GKcfPLJmDx5MjRNw8MPP2yRZ4ZZs2Zh6dKluPXWWzFixAiMHz8e++23H2644QYrV86FF14IWZZx3333QVVV/O53v8v7XlUs+j0+iIMQkh5KzHD//feTWbNmkWAwSKqqqshuu+1GrrjiCrJlyxbrnLFjx5Jjjz027b0AyEUXXeQ6tm7dOgKA/P73v7eOsRDWNWvWkCOOOIKEQiEydOhQcs0116SFXva0TYQQ8vTTT5OZM2eSQCBAxo0bR37729+SBx54IC1cctu2beTYY48lVVVVaSGJy5cvJ/vttx/x+/1kzJgx5NZbb80aStzTdmQCCyXOFVrKEIvFyC233EL22WcfEolEiN/vJ7vssgtZuHAh+eabb1zn6rpO7rjjDrL77ruTQCBAAoEA2X333ckf//jHtHuRKZT4+eefJz/+8Y/J1KlTrc+aNGkSWbhwIdm+fXuXbZ0zZw6ZMWMG+fDDD8ns2bNJIBAgY8eOJXfeeWeXn+19zRtKPGPGjLRzC3l2t2/fTi666CIyevRo4vP5yLBhw8i8efPI/fffn1e7EokE+dnPfkaGDx9OgsEgOeCAA8i7775L5syZkzFk3Yn//ve/5IQTTiAjRowgfr+fjBgxgpx22mnk66+/dp2XTCbJb3/7WzJjxgyiKAoZNGgQmTVrFvn1r39N2tracn6/TH0z23f64osvyGGHHUYikQgZMmQIOe+888gnn3ySFoKdLTw9Uzj+4sWLyS677EIURSFTp04lDz74YNaw/Uy4++67yfjx44miKGTvvfcmb7zxRsbfNt/fyPueuro6ctBBB+Vsw/jx48mee+5p7X/88cfkoIMOIoqikFGjRpGbbrqJ/PGPfyQAyLZt21zvvfPOO8nUqVOJz+cjQ4cOJRdccIErDcDatWvJj3/8YzJx4kQSCATI4MGDyaGHHkqWLl3qus5XX31FDj74YBIMBgkAV1jxRx99RI488kgSiURIKBQihx56qCsFBEd2CIR0w1OSo6Rx9tln44knnkBnZ+dAN4VjgHHIIYdg586dGc0nHBzlgEsvvRT33XcfOjs783IW5igOcJ8TDg4ODo6ygDedf1NTEx5++GEceOCBnJiUGLjPCQcHBwdHWWD27Nk45JBDMG3aNGzfvh2LFy9Ge3s7fvWrXw100zgKBCcnHBwcHBxlgWOOOQZPPPEE7r//fgiCgL322guLFy/GwQcfPNBN4ygQ3OeEg4ODg4ODo6jAfU44ODg4ODg4igqcnHBwcHBwcHAUFYrO58QwDGzZsgVVVVV9mhKag4ODg4ODo/dACEFHRwdGjBjhqvjcHRQdOdmyZQuvOcDBwcHBwVGi2LhxY48LIxYdOamqqgJAvxyvPcDBwcHBwVEaaG9vx+jRo615vCcoOnLCTDnV1dWcnHBwcHBwcJQYesMlgzvEcnBwcHBwcBQVODnh4ODg4ODgKCpwcsLBwcHBwcFRVODkhIODg4ODg6OowMkJBwcHBwcHR1GBkxMODg4ODg6OogInJxwcHBwcHBxFBU5OODg4ODg4OIoKnJxwcHBwcHBwFBU4OeHg4ODg4OAoKnBywsHBwcHBwVFU4OSEg4ODg4ODo6jAyQkHBwcHR35ItAFv3Qa0fjvQLeEoc3BywsHB0fd47grgqfMBQga6JRw9wfO/AJZeCzx47EC3hKPMwckJBwdH30JLAu/fB3zyd6Bl/UC3hqMn+OZl+r+NKyccfQtOTjg4OPoWyU7HDldOShoCnzI4+gf8SePg4OhbOMnJ306kPgscpQlBGugWcFQIODnh4ODoWySj9nbzWuqzEGsesOZw9ABcOeHoJ/AnjYODo2/hJCcM/72u/9vB0XM4yYmhD1w7OMoenJxwcHD0LdSO9GMdW/u/HRw9hyDY24m2gWsHR9mDkxMODo6+RSblRA70fzs4eg7nvUzFBq4dHGUPTk44ODj6FmxCm3AocNKDdLuzceDaw9E9EAIkWu19PTVgTeEof3BywsHB0bdg0Tr+MBAZSrc7tw1cezi6h2QUMDR737nNwdHL4OSEg4Ojb2GRkwhQNYxud2wfuPZwdA9eHxM9OTDt4KgIcHLCwcHRt2BmHX8YCA6i26koNwuUGpwmHYDfP44+BScnHBwcfQtGTpQIoFTZxzNF8XAUL7zKCTfrcPQhODnh4ODoWzjNOpLPPv75PwemPRzdQ7zVvc/NOhx9CE5OODg4+hZOs44Tz/4M2LGq/9vD0T2k+Zxwsw5H34GTEw4Ojr6F6ojW8eKf5/VvWzi6D6/PicHJCUffgZMTDg6OvsXXz9P//kj6a7GW/m0LR/eRZtbh5KQkEd1Jc9YUOXpETm6++WYIgoBLL73UOpZIJHDRRRehrq4OkUgEJ554IrZv52GDHBwVD9GsaPujp+xj/tDAtIWjcHCzTunjwweA308E3v/TQLekS3SbnHzwwQe47777MHPmTNfxyy67DM888wwef/xxvP7669iyZQu+//3v97ihHBwcJY6Rs+j/QePsYzyNfemAm3VKH/+5jP5feu2ANiMfdIucdHZ24oc//CH+9Kc/YdCgQdbxtrY2LF68GLfeeivmzp2LWbNm4cEHH8Q777yD9957r9cazcHBUSIwDHvbZ6okctBxLAiOIkcyBmxaDsQ9JjiunJQuUtGiL9zYLXJy0UUX4dhjj8Vhhx3mOr58+XKkUinX8alTp2LMmDF49913M15LVVW0t7e7/jg4LBBSEvZRjizQVXtbVuh/n0MtEeX+bQ9H4Xjpl8Cf5wJfv+g+zslJaeN3E4BY80C3IisKJiePPvooPvroI9x0001pr23btg1+vx+1tbWu40OHDsW2bZlradx0002oqamx/kaPHl1okzjKFYQAD38P+NNcQOcJn0oSmoOcSCY5cSonzA+Fo3jxxb/NDXOR4DcT6fE8JwWjMdaIV799FQYxuj65rxGoBUKDB7oVWVEQOdm4cSP+53/+B0uWLEEg0Du24kWLFqGtrc3627hxY69cl6N3EU1F8cyaZ9Ce7EdlS08Ca18FtnwEbP+s/z6Xo/fgIidmAjanclLDFyNFD5c5RwCG7Uo3U7EBaU4pY/5T83HJq5fguXXPDXRTgJMeGOgW5ERB5GT58uVobGzEXnvtBVmWIcsyXn/9dfzxj3+ELMsYOnQokskkWltbXe/bvn07hg0blvGaiqKgurra9cdRfPjft/8XV711Fa5686r++1Dn4Oe1d3OUBphZRw4AgmAfP+xa+t/Q+71JHAWAEICt8i9eDlz8AdAwje6z5HoceSOm0THt/a3v9/+HOxcKAFA7pv/bUAAKMvjOmzcPK1eudB0755xzMHXqVFx55ZUYPXo0fD4f/vvf/+LEE08EAKxatQrffvstZs+e3Xut5uh3vLThJQDA65te778PTTrISXRH/30uR+9BM6V/ZtJhEE0VhddnKW44yWNoMP1j+Wp4baRuo8pf1fVJvQ1nnho5YFcIL1IURE6qqqqw6667uo6Fw2HU1dVZx88991xcfvnlGDx4MKqrq7Fw4ULMnj0b3/nOd3qv1RyVgVTc3mb1WThKC1qC/pf97uPMxMPDUYsbTvLInJdZ8UbeJwsCcTj2Dww5cajPP/lv0UfK9bqr/G233QZRFHHiiSdCVVUceeSRuPvuu3v7YzgqAU6zDlvBaUlAEAGJR3mUBJxmHSfYRMcjPooaX21txVS2w+4Zc6Js/HIgmlSy6EzZZG5AycngCbbfUBGjxyP8a6+95toPBAK46667cNddd/X00hxFCAFC1yf1FpzKiaFTm+kfpgJVw4EL3+m/dnB0H5ZZJ5tyws06xYxHl63DtWxHlPB50+e4csMTuCQcxhEblwEt691J9TiyolVttbYlYQCi1Bg5CQ7KfV6RgNfW4SgIitd3oC+RcjjcER3YthKINwONn/PcJ6UCSznx+pxw5aQUEFcdTpSijP99+3+xIboZP2uoo8fWvTkwDStBtDoy7OpkABzBOTnhKGco3kmmL+FSTjS3jZtHeZQGtGzkhPuclAK0lOP+CCI6kh4n2PWcnOSLFtX2+bj5/ZsR1+I5zu4DMHLEyQlHOUIRB4qc6O7oHW4OKA1s+Zj+TzPrMOWE38diRsokJzpEQBAQ8PoOrXuTq5h5wmnWAYC7V/SzLyZTTgK1/fu53QQnJxxdwpnNsF+VE2ceBUP3KCd8UisJvGZmkt64zH2ckRWeZbSokdIoOdFAfSQCkk1OVMkPdGwBmtcOSNtKDS0Jd66mv3z+l/5tADfrcJQbog7fj/71OXEoJ8RDTgbCZsvRe2C5Mng4alGDmXV0IkI3iMtXoq1hCt3YuXogmlZyuHX5rQPbgBIjJzwek6NLdA7UBOINJXYmfeI+J6WNgJkJOsELfRYztBRVKDWI6IyqbqdOlieD5bLhyIkBr6fDyQlHueHzps+t7VR/OjA6lZP2zcCKJfY+N+sUPRo7EmjI9mKghv4v8rLtlQ5NZz4nEra3JVxOnRoLB+emudJAiZETbtbhyInGWCMue+0yaz/ZnwORUzlxEhOAKyclgDe/3pn9RcUkJ6kod4otYugOh9hNba2uxYnOsv5y5aRbGKT0M0lg6euDtf37ud0EJyccOfFV81eu/QEjJ15w5aTokdDcBNKZvtsy6wCAyk07xQpdt8nJ+pbt7teYcuItKMeREbLoNlQkjX5WnLhywlFO2Bl3r34HzKzjBScnRY9Eym1jf/HzbfaO5AN8IfPE1v5rVInhrhV3DagjpabRfqZDxOaOJtdrusiUE05OuoJu6NA8Y1aqvxMQskWAUp37vCIBJyccOfFt+7eu/f4lJ7mUE27WKXYkUvY9SgK47j+fIJZ0DNDM72TzR/3bsCLDzvhOLPlyCS5/7XLctcIu+xFNRXHvJ/fiwc8eRHOiud/bRQiBzsgJkbC9071Q0a1cNZycdAU1w2+UNJJuNbEvYegAc8jtz3QQPQB3iOXIih2xHVj82WLXsX416yRzkJOB9nzn6BKqSU4IgMPGjES7sAj/8+xqHLfbGMyfOB9izSigYyvw9h3AbicNbGMHEAteXoCvW74GALy84WXsM3QfbOrchP1H7G+d02+TmAOqZkAE7WcaROyIuQkSN+vkj2zZYDWiwSf4+r4BznFb6ofP6wVw5YQjK5765qm0YzrRoedQLTqTnbhnxT1Y17au5w3IZdbheU6KHqpGJ7a4IKBFkiCIGt5rvx9Xv301nl37LHDoVfTE7ZVdK4kRE4ZzXzoX17xzDZZvX24dG4gwVDVlQAbtZwZEtKhucqJxcpI3mHLiF/148vgnreP9ZtpxkRN/9vOKCJyccGRFtgExlyPXTe/fhLs/uRunPXtazxuQq/YEV06KHmqSDrwxMb2S9eLPFgNjZtMd4slhwwEA2Brdam0PRKE4VdMhCUw5kdCRcmc4bTVVFU5OugarSRSQA5hQM8E63m9mcicJErlywlHiEJA+qQC5O9TTa54G4M4q223kWlVwn5OiRzJJSWxUSB9moqoG+IK2c17rhv5sWknAaQrwOlP2BxIpA5JJQAyIiButrtfXG2YIMfc56RLLttLyDdMGT4MsyhDNPtF/5MRcUIoyIJbGtF8areQYEGTrONn8TnrdHyUXAeFmnaJHylxRRzMoJ9viJhkZsQf9v+nDfmpV6cDpBDsg5ETTLbOOBhGQ3OqWyBxiuXLSJTZ1bgIA7Fa/GwDAZ6oX/ebDxxZ6JWLSATg54ciBbOabbHbS+z69z9oWM6yWC0auAZmbdYoeGlNOcq3URu5N/2/m5MSL5rhNTgbCrJNI6ZZDbKtPgqg0AgBGRkYCAJKCSTp5ErYuwXxOgjJN+c/ISb+bdUrEGRbg5IQjB5ys/szpZyLsC9PjWUjLu1vetbZHV43ueQNydVyDk5Nih6bR5yQmZDYPaoYGDJ1Bd5p4ZVsvmhJ2XpGBMuvI0LFRlnDNCA2i3IFq32Ds1bAXAMDSS7hy0iUSJoFTBBloWQ9JpFWecwUX9Cossw4nJxwliLgWxyWvXIInv6be5E5yokgK/AKVcbMpJwndXkH1iXISqAEGjafbXDkpemgp+vx0OlZrV+/+kLV98jMnYwPMe1zBWWKz+XY5zToDpZxIMHDnoFrskAmMZB1+NO73GBSgGUZV1mxOTroEU04CHz4A3LE7ZHNx1e8+J9ysw1GKeGr1U3h146u49t1rAbjJyVkxDYEYXcnFtMz5R+KO0F9JkHreIO+qYtp8gJEe7nNS9GB1WTrNVeIhow7B9CHjrNe/af0Gi775O92p4AKATOr3wkVOBsABXNWoQ+xXfjqhJbYdDy0xCIpEk3glYYZ/c4fYLsHIiWIqhLJJ6DTST4oYN+twlDK8pIORkyv2uQI1S3+NWt20P6utGd/fmers3QYx5eTgK4BZ5wBH/w6bJQE7JJErJyWAZIrev5hEyUnIF8LIQRHXOTuSpmKS7OVnp0RACMlK9p0Rb/02iTlAlRMdG31UMTWS9WjsUOE3V9/W0oUrJ13CUk7MfD6yOfX2m7mOKyccpQznCu6DbR9YviVspTRIp6u3lkRL+pthO3l5r9VdELPjkhnfB+bfjnboOCqSxNwxo3gocQlAM6sNM4fYsC+MQSH3yi0gB+hGshdCz0sQ2Yi+F/lOYmvb1uLad67F5s7NPWgVBXWI1ZFiPkOGH43tqjUeqDzPSd5Qzd9IMcmJTxgYcrJNlvHrd3+NNa1r+udzewBOTjgsBKSAtf3vb/5tKSeMdNSadtKr374aKxpXAHCbfpzKycqdK3vUFlXT0RGL44Kh9Tj13UWIpWKurLMGL/xX9GBmHSc5EQQBSvQw6xyLnOhJ4PFzgLWv93s7BxL5hpLm63Ny/svn48nVT+KyVy/rSbMAAAnNgCjYn0uIiO0dCQwODAYAbE2apjhOTroE88dj5EQyyUn/OcTSvnhZIIEnvn4CZ71wVv98bg/AyQmHhfe3vW9t1yg1lnLCZNxBum1KufTVS7GicQX2//v+uPn9m5HSU2n1I3rS8ba3qUhBx1uhIL5oW4Nn1z2LmKMQoM7JSdEjZSptMZOchMwqxMPkPa1zFDlkv+HzfwJ/PR7w1HApZ+TrEJlvX2JZZb9s/rLbbWJQUzokwdnPJDS2q5gyeAoAYFV0M/U64T4nXcLyOTFMs47ph9XfyslnIn2O2tQ2fNX8Vf98djfByQkHAJpe+bl1z1n7k2onWas6JuO2O/JVNCWa8Ncv/gpVV7HkyyUZM8L2xAelU9WQdAQx6Ibuss3rOicnxY6UWdGWhRKHZRqKPjRSZ50T8GUw/7Vv6fvGFQkYOan2V+OUyadkPW+gonUEOD6XiNjRoWJC9QTIgox2LYbtksSVkzzAFlYh01dONsfUfvMlykCCF725qH8+u5vg5IQDQHrxMVVXLXLClJNaz+rNWQY8Uydj9SS6g2hSgyraSg0BcSknxgA4CHLkD0IINI2ZdUxyYubJGVVdb52XMaqrc1vfN7BI4DSdnr/7+ZheNz3jed0JOX1h3Qs9apvqMeuAiEjqBqIqMDwyHACwySdzctIF4locO+I7AAAR0zQut24E0D+hxMvWNuHrLelq5Pr29X3+2T0BJyccAID1betd+wktYZl1mM/JoTG32UZ0PD4vrn/R2q4P0smnR8pJIgXVMW8ZxPDUGumn/AAc3UJKJxDMVWLM4XMCAKNrbOWkVqlNf3NnY5+3r1jAZH2f5EN9qB6PHfcYjptwXNp53TGR3v7R7T1qWyKlQ3CQk5oQXe03dqgYFRkFANgkc3LSFS57zfb/iTCzjul70h9mnSuf/BR/ei3dhDMQif0KQWWRk7bNwIu/BFp4kTEvGLNn2B7bnqacyN6y9g6zy+KVi63tKn8VAKC9B4m1YomEq2Ccbuhu5YRH6xQ1VE23isZFzeeE+ZwMrwlB3XkogCzKScfW9GNlCrZydka6ZUpg2JVZ5/2t7+P+T+93HWNksLtIpAyIZpI8CcCwKmqCa+xIYGQVTWG/SZa5z0kXeHvz29Y2CyowqxL1C0FQNQM+pD8/R4w9AsQ7phcR5K5PKSP8/VRg26fAxveBn7w80K0pKiQ89TE2dmxM8zmRPc+xUzlxqhojIiOwtm0tPmv6DPsO37db7YknVFfBOJ24fU64clLcoBMbfWAsnxNzshxWEwDR6HbGwbmjcsw6jJz4RTv/hCymD8ve34kQgoWvLMTrm17H6KrR2NixMe09IaezcTeQSOkICnQylSCgoVrBqu0d2N5uKyebfTJ1tjSMkql2298YHh5uOSqzEY0t9PrDlyiR0uGDBi8NuWXOLRCylJYoBlTW07TtU/p/0/u5z6tAeAe/FrUlLZRY8jzeBmyfEKcJZ/f63QGkm4oKQSyRdBWM04mOTkeiLh6tU9xwFo1jyomTnNC1uDk5X7gMOPx6YO7V5psrJ1us1cekwpSTpkQTXt9Ew64zERMAGBIc0qO2JTQDMM06MkTUVzGzjkc5AewkXxxpmFAzAQBw/Q67VlJ/KieJlAEftLQaV8VMTIBKIycMobquz6kwsBXctMHTAACdqoq4aUv2f/gXAIDkod5OM4sTLF9KTzpePKEi7ug8BjFcDrYGT19f1HCadeLMrGOu5BuqFIBQchJLJYGGqcABlwCm2aeSEuxlMutkMnV5fU7ykeOZGa27oATTNOsIAoZW037d2K5idIQW9twsm23llYmzwpsdFug/nxNCCBKaDj80tEilNd2XVmt7iu9cRP8Pnjiw7ShCsE7CMruu3dmGaNJMHPT+fQDYWtdGtmgctgrsETlR1XTlxKHOFLszV6UjkTIgCgQEAJu2WMI1nyQi4qer8FjSseJmk3IFEc98yYn3ec/n+feaaguFqhmAyHwkBEoqQZWTUVXUrLNDlukigisnWWEFFmQgJ30drZPSCQgBfNDQIvZCvbN+RGWRk5G01DdkZWDbUYRgocBstWUQzZJ0/cw+6lEBs0XjyKx6cQ86XkL1+JwYuls54eSkqKFq1KyjATDM28h8lwCgNkiJSizlmNTY4FlBykkms46UYRLxhuqzCS8X1B46qjrznMiCiIYqWzmp9lcj4qN1krbIEldOsuDhd9fji600jNfvJCfm/75eZCU0ev98gls5uePQO/r0c3sDlUVOmKNZBQ1++cKrnEBMQhDMOhCM5XtKu2etsWMOtD0mJ4JbOXGSE507xBY1Eila0VZ1mOasVPUAakN0O+4kJ1bF6cop6sj6iNy8AeikEXP5mHXySXv/+qbXexSNoTpCiSWIGFpthxILgoCREep3skWWAY0rJ5nwrxVboLKoR8e9kMxto4+f9UTKXGBCQ4tZgPOAEQdg7pi5ffq5vYGCyMk999yDmTNnorq6GtXV1Zg9ezaef/556/Vt27bhRz/6EYYNG4ZwOIy99toLTz75ZK83utuwVmZ81e0FGyTVJCVwgmivuvxmnxqiuwfITMrJbkN2s6INerIqSKhJxBzKyesb33Sl5NYqSPovRdCKtgYSDnLijEgZbJKThFbZyomVObR5LXDLJOCjv2YkJ02dW3Di0yfigc8eAAA89c1TWa/pLLrZkxpXiZQBsGgdQbCUk+3tCRBCMCgwCADQKopcOcmCqKpZBE/JoJz0dbSOmqL3TxENtJhm8tpAbZ9+Zm+hIHIyatQo3HzzzVi+fDk+/PBDzJ07FyeccAI+//xzAMCZZ56JVatW4emnn8bKlSvx/e9/H6eccgo+/vjjPml8wWDKCZ/YXHh94+t4fh0lmZua6G8jSPakwZSTYbqOe7Y1YrAyKON1BAj461EPwddGK6J+1fwVjnziSCz5cknBbVKTScQcysnq1lWu1w2evr6okUgZEECgmgRTkRRXdEB9uAYAEHeEh1eizwkj+FVm/gs8vTBjtM4DXy3B1y1f47blt4EQgoe/eDjrNfceure17Qy/LxQJjVYlBmgV3QZTOVE1A+0JDTUKvYdtPIV9VnSqGiCYfkWMnOxznqWc9LVZRzXNOkFRt8w6g7KM38WGgsjJ/Pnzccwxx2CXXXbB5MmTceONNyISieC9994DALzzzjtYuHAh9t13X0yYMAFXX301amtrsXz58j5pfMGwzDp8YnPi4lcutrbXbmdbDgnSce6B8QQOGLZPxuscMPIAyMv/At/SXwOg4Y5boltw8/s3F9ymZDLp8jnxYiBqjXDkD6acMLOO098EAEZW04i5TrLJrstUgcoJIydhw5b3ZZPcZ0NXpoCAHMDkQZMB5BfVkw2JlA5iKSciAj4J1QE6hja2J1DjN8mJKPJEbFkQS+oO3z3z4EGXW2NqX49jCUs50S2zDlO8ih3d9jnRdR2PPvoootEoZs+eDQDYf//98dhjj6G5uRmGYeDRRx9FIpHAIYcckvU6qqqivb3d9ddnqMDBr1AkEunhh16KUJUl8+R1+18HvHVbWrK27kBNuqN1vODkpLihaobLrMPCyxnG1Ng5OK555xq6UYHKSTRJiVmVg5yInzyS8z2ZyMmw8DBre0R4hGUa6kk/UTXD4XNCr9fAwok7VEs5aZW4WScbOlUNglnZ2U8Izecj+uwkbP2knARE3TLrlC05WblyJSKRCBRFwfnnn4+nnnoK06fTYlX/+Mc/kEqlUFdXB0VRsGDBAjz11FOYNGlS1uvddNNNqKmpsf5Gjx7d/W/TFbhy0iWI3nXK6yo5/Zxzdz0X9UQE2jdDTstFWDhSyaQrz4kX3ak1wtF/YEnYLOXEEyE3oc4mJ1ZdpgpcPHSkqJM3q7kCpGdi9iJTpI4zG2xtoNby++pJP6HOlLbPCQCHU2zCKlMREwTuEJsBKd1AUjMAk5wohAByAJBkSznR9L517LeUE8GhnJSjWQcApkyZghUrVmDZsmW44IILcNZZZ+GLL74AAPzqV79Ca2srli5dig8//BCXX345TjnlFKxcmd0pa9GiRWhra7P+Nm7MnO2wV8DJSZfIh5xUZ1BOzpxxJvDK9QCA3vA/T6ZSSOYkJ/weFjOovwKxlBOvWWfc4AyJECswWoeZtCIO5cSbidmLl9a/lHaMEQWARvsw5SRTtfB8QAhxOcT6zOvZTrGqRYhi3CE2I6KqBsCAIJp+O4TQNBaiz/I50fucnJjOuI5Q4lJRTgqureP3+y0lZNasWfjggw9wxx134IorrsCdd96Jzz77DDNmzAAA7L777njzzTdx11134d577814PUVRoCj9lHdEqLyVWaHYa9RopNevdKPKU7Pjj3P+jMGBwcAO+k49A6l47KvH8IOpP8irDYZBkEwm0/KqNAQbUK124BsjDr2bgy5H/4CFEv+tphpAuuNfVcDn2ieEQKhA5YSVZHCSE9HBTWp1Ha2SO3qnPZlu+nauhiVBsnKldFc5UTWzPQ6fEwB2IrZ2FSNH0XEgKvIkbJlAnWHt399vKSc+2+ckj3w1PQG7j35Bt5Kwla1y4oVhGFBVFbEY9QoXPX4CkiTBMIpkJcTznKTBm4vkpN2nZDyvndjhiRGP/8B1T69CaywJKHQiynS3b1h2Q95tiqV0yDCgeUiOJEqQzEeW+5wUN1TTrPNGiD4369vX5zx/c+fmivQ5YWadsNOs41BO6vX03yLTs+8MD5VEyUqE2N1+wkJQLZ8TwetzkrCVE4ErJ5kQVXU3OQGBJvpNnxN6rCeV2/MBU058SKHTDDBwqmzFjILIyaJFi/DGG29g/fr1WLlyJRYtWoTXXnsNP/zhDzF16lRMmjQJCxYswPvvv481a9bgD3/4A15++WV897vf7aPmFwie5yQNO2I7XPvzd3On9ldMYnlC8gYkRTrREMNNGjY0qTj7wQ+gmef2dGqJqhokQU9L+iaLMkTzGPc5KW4wh9hc2CX1v9Z2Z6qz4syunclOrGtdDwAYodnf2amcRDIs7DI5xLLIGYBmaGbKSXdDVVlmURa1J4vMrGMrJ0EfHQ9iosBDiTPA6QwL0GidrVECiHY997e3920RWuZzIgo6iLnY80v+XG8pGhRk1mlsbMSZZ56JrVu3oqamBjNnzsSLL76Iww8/HADw3HPP4Re/+AXmz5+Pzs5OTJo0CQ899BCOOeaYPml8waiwwS8f/PjFH7v2Q34/ZFG2BrW/bd2Or8edjnVfDUeKCPADeOKDja744iolgBUbW/F5TQt2BzAx1TM7aqeqQQRBymPWUSQFstnBuHJS3EikdIhCbnIyvnoyvmqth6TsoNl/JVbhtjL654b2b6GRFAbrOsY5yInTiBMy0v1PMpETRhQAU2HsYbSOpZyYtXWYYumsrxOSqXmAKiecnHgRVTXLGVYmNOpxbYuG0QCGmAu8wQ5S2Rdg0TpwkCSv/1exoiBysnjx4pyv77LLLsWVEdYLTk7SsLnTk1Nh3Zuu1daEZArakFoIApAyBEAAvtjSBjiCqn5/0ixc9rdvEY3FAAmYmNKwqwZ8VrBHE0VU1SCAIOUx69T4a6ELVOnhyklxI5HSoXTh2DmsRgGaqZmgM9kJsOJ3FVKa4JmV6wAA1bqbbEiO3CShDHlKMpETZ6i2tOFdy6m2uyUkmHLCSlgw5WSoI5SYmXXiosDznGSAk5yw1PXftOiYA2A3je43q6192gamnLjMSyWinFRmbR2+6s6Oh46zNkUAfgChUBh7jq6FYZpUBOImDTNHDsafztob1WLcOnaQV/YA8Py657GicUWXTeg0yYnX5yQoRWyzTgVFdJQimENsLgyrDoDoJjlJdQJs0KwA58qmThWPfLAaABDxPMtu5SQ/s46zbpH0yd+hbP8MAK3Bs65tHS7670V4e/PbebeP+Sow5YT5sLAssbGkDhBzW+BmnUzoVDUIoklOzGNfN9Fne5A59balOvq0vg67jwbMGk6CmDEDcTGiNFrZW6jAaICuMCRYn/W1caIZlSMpOHz6MOjm43LM9GGu8/ydO7H/xCEYW+uorJqhv13xxhX40fM/6rJNUZWGoXrXfD6hCrLAHGK5+lXMSJhViRkOGHFA2jlDqwMgOjVH7IjvAFhl3gow69zy0irENBpGbDnDhhsAuAvEZTLrZDLV7Gh3F5Xzt1JFNKWncNF/L8Ibm97A7R/dnnf77BU3vS7zYQn5ZUQUSlSiCXosIYrQU9wh1guaHdaR4wTAlzuSMAyCQZbDsuEqaNrbYNE6hCk4oi/X6UWFCiUn5T/45YukI85e9jigjhPN1Zjsx4l7jYRoKk+H73TX9fD9/VQAQJXffpzkHINVVym1aX6AdLNORBrKlZMSgZoyIMJA0Fz5L9pvUdo5w2uC0BO0su2KxhU2OakAs87LXzRCEGkfCRsGDTGdfSEAd4G4UIbnPFOEx59f32RtS7AJjqqr2NhBc0d91dxVkgAbbMVNGDlxFCOsCdL7lEzadts4K0HAYcEZSszuR2tKwvqmKHyiD36TeLLijwxxLY4vm75Eb8BWTsx2cHJSpOA+J2lQTTm2Sp2Hp4cf63ptd8F0spMDaKgOoG74WLrbvNZ1nr/NTJwXb7WORbTsg9X/ffx/2NiePdkeNevoMExyMsI4EVrHNMyIHGPlW+A+J8WNhEZr62hZkrABwNAaBUacPlNfNn1p+5yUuVmHEIK2eBIwK39HDIMm5zIJgNKFctKUaEo7lnDwOZkQazLMlE02H1hmHeZz4iAnTDlJpiRI5mIhpsfB4UbUmbreJOkq8eGzLe2AJCNoEs+45v7tFr25CKf85xQs3bC0x21gDrE6JydFDk5O0pA06AA5JXAsRjetBwBct6MJRwdH4QzU0pOYL4D5X/KMlz62n2i1jvlzqCN/WvknnPPiOVlfp45k9opxWvhIxDedhdaoYJl1DO43VNSgZgFb/fJlGBSHhBWIhGYb3hbbhqNeX4iXQ8GyN+vEkjpSOoEg0b4XIgSQg4BJ8p3kJJxBOWFKyFDfrkg2z4baeJTrdclxjaSehJBWHatr2OYA0+dEtFWSsEKJSjSpI2Te12iq+9WPyxWZHGKTkPH5ljZA9CFoHvNWjv7vt/8FANy2/LYet4FFXengZp3ihuhIb1QsieEGECkjBWL6BYyrUoBVzwEAvtcZxe/GnwQ/W8EyZ7tGKjWKjigMmRD6EKXiViKmDUaDXR48C7bHtmd9LerJrNhQRSewHR2qZdbRODkpaqiOuiyAe3JjEEUBdaGItb853ojLh9ZDL3OzTlucfj9J8ign5gTflc8JM89s2l4NdfsJOKj+FDjLc0qEwAebnDB/ESA9r1E2pJl1HNcIM58TVUPQnOxiPAlbGjpV3V30D0A7wvh8czsg+ax761VOGDIpZIWCRV1pTDkpkUgdoMLIyeetq3HImJF4qLqqIuzaXUF1eNjPUFrdL/qCtrwumw/0/NsBuKMJLBKStNn/JnF4TuWkK3R6Mis2RKhj7o5O1ZKXuc9JcSOR0q1VN5BZOQGAhkgk7Vhjj9P4FTdaY3Ts8fvo/7BBaH8z+0zA0XeCOfrRCfoX+MfQv+KywycDjgg6GbZyouqqSzlZ3bo6rzYmLOWE+ZzY5LIqQLc7VQ1hkY4N3KyTjkzKiQ4Jn21pAxFli7pvi27rszYkLOWEm3WKGpe8tQjNkoRb6gZx0w6AhG6vdnYRd7pf1FQ7PJD5C1QNp7uO8dKqoLrJznSYCg2FvweFiVnBLIBmyxxabZKTDtX2OeHkpKihaoabnEiZB8Xh1dVpxzZKsCbqcgRTTnw+Sv7DTDkx3M6TAHIqkIcbq7Fv2wuY3vQSjvF9bB2XHD4nKSPlynUS8JSeyAaVKSemAuNzmnX8NjkJmWNDnOc5SUM0qQGiTU6IIEEWBbTGUkhBwno/7RNXvXVVl0EC3QXzOUmZ46W/RBKwARVGThrjDkmzzJ3u8oFqDijEkFGveMjaqufsehnMrGMOUM6qqdZAakbsAICvZrglKwOgRQELQGdSsyY2H4B6Myvlzg7VitHnGWKLG1Q5se+RLGTOyDeiJj1D5nnDGoA+rtY6kGiL07FHkk2zDjGoz4n5TCt5kpMGs+6O+M+f4CS8Yh33RusMDw+3XmuMNebVRsusYy4SJJfPiW3WCZlkJ9bHBexKEc709T5CIHz3buwylNa1iWoiBMe9zWba6Sls3y9OTkoHGu9MzTFaERXEh0F+z2S/+qV0s45pUnHW/vBlyAI6aJCbjNQohaVodvqc+CBY5GRHh+pwiOXKSTEjoRmWScAHAUKGStUATcTmhSEIZW12ZcqJIDLlhFDlhK1uHX4muQboBs3us85f1xWtoyddysktH96SVxstc4Dlc2KTk4iTnJgLlxhf7KUhzazjC2LXEVQpjKaAJzbb5hyvUyyAbjkye5FI6fBBt0qBcJ+TIkfQMLhyAmBjK82XIBAfgvD8HsP3SDfrmE5xTp+TTL4lDYNrXLlBa7LUj8hWlCwbOelQNYA7xBY9UroB3SB2pEeOQXZYTQDRNZdhSOp4HDJqDgDgoFi8rJUT5nMCZ54TXwiYdBgAt89JLgo+yBFO782mzMyqSV21FFLAzMSbB5g5gLmyOJWviOlz0uFSTsr3fnUXtCqxrQBDUjDDJCftSWByKoWISMe2aIY8MaSL8g/5QNUM+KBBZUX/5PzMesWAiiInd827CwAwLqVxcgJgUwslJ7KoAN6kaaJkkxPZS05yy86Dq6tc3SrsC2f8/EwdEqAOscwkIENAlSJDkU3FxCyY1Vc2Wo6ew2sS8OVIlz2sOgAjORRGy2FWFlmFkPImJ6ZyYghUyo8YBAgOAmaeCpz6CJRJR1jnaoKAGSrthxLcfjuKowt0OshJuyjaocTJDpfj+x4Ne+TVRqacMHIkZ4nWCfmoPxgnJ+mIJjUIzCxGqDq260i6UGs1b0nIVDLyJY2FgionGpJgFYk5OSlKsHBGTUBZD375Yms7JSd+UbH9S4ZMpv/1pF3MyyIn9PdzmnUyrYlFWaEDrolAFraeLW0zTV5krzgEwVZPWI007hDbfyCEFJT0juXIMKx7mFs5AYBtbQnLdKADFWHW0QntcyFiAKHBgCgCU4+FXD3SOlcHcMOOZvyuZhYu3PP8vK7vd5h1YmqHKxGbNxtpNjCCqWXIEBtheU5UHUGz+F+Ul5NIgzNfkw8AZAXThldDEICoRvtEhIVim/clm5rcXSRSBvzQrHxDfpn7nBQlWDijDoErJwC2dVC2HpAc5EQxoyd0zfbL8dgpncrJN36PDXPEXoCsYE9VxaGtPuwV/knWEt25yInBzDpmpxoSMcmJOUdyn5P+ASEEZ79wNk58+sS8K9yyiU2UmM9J9mGGVblVNQOqeXldKO/+2WaadTRCv2PQIECw1npdkGwTii4ImJRK4Wh/g6sf3bLbRa5rGg7lpFaagZEpOsl91fGt67y8yYnmVk6c5MQZrcPalOwFE0Q5QdVooj1mnpYIASQFYUXGhCFhaKZxPCzQOakzScfiZC8/96pmKieMnHCfk+IE62BcOaFY30GTOalopknUAECh3uTQk+nROmbH8WaIdeG42wBZgQDgjCYZSuMkBLLE1jtDmZ3oVLU0fwVbOaH7RhcVbzl6BzEtho8aP8KatjU5Sw44wUwCFjnJYdYJ+CTLwTKhsVwQKOsssVQ5MWDAURQu6HAidxABS68yUq5EdlWie5Jx9oZvExHsUjsRDZoG3dNPsplSvWAEU2c+Jw6zDvM5iaqaNdmluA+YC1HV/D0EZtaBpUDvNrIGKdDfkN3HjhRdqDnJSW+YrtWUAZ/g8DkROTkpSsiWbFzeK7N8sQlPAwCiegvQYXqOB0zlRFNtaZ1JgeaE4XSITUOw1nKgnSpsxP2Np0P55r8ZT01kyCqp6QZUzbBstaKHnGimuYgrJ/2DpridpTLfOi22ctK1QywABP1mYj1zJtQFlLVZpzWetKI4AEZOBtknOIjArqr5m6sd8H36uP0ez2+qO3ZbVQE6JCvU2IlMUSGZkE5O0qN1OlXNCk3lyokbNFcTIJsEXQaxxtFdR9YgZY6itSZZaEm0oD3ZjqijJllP0yXoBkFSN0pWOcmcfKBMwTpYSoDtT8FB8fXz9D9TTpIOBy32QFfTfAmig9E3aI4V7qyzgUHjALMwYLVAB8JA2xaglpKeGw+8EY999Rg+3flpRnJirTjMwY4VFqs3zTqaBkAGdO4Q2y9wTmb5lnZnkR5s6SPnUE4AIGSSE42RkzJfPLTFU4Boky8/IW7TqSjhlW83oVmSMJb1r5WPwxcJA/V1AIDAaze7rmk4yEoKMqIpgkAGiTNfsw7zG9JBAAhus46DnPhMVTXJlUwXOk1y4pcIdJjJKh3kZAOhv+Egk5ysa1uHA/5+gMt011P/k6R5D6nPCcz2lA45qSjlxDbrCBVv1mlPpJDqmA4A+G6Hg4gwnxNHET/LrFM9AjjrGUi7HGm9dEujmVn2vFeA+Xe4zzfhDI0My2HLQTaTWaczaaozptctG3KZcmIu6KxIEI6+hZNAtifb83oPKzYmimzV2IVy4qP9kt1bXUBZm3VaYykrOZdMCF0hTppnnyBIqNcNTEmmaHI2E7KjHylRd90V5xo7CRmdSeLqdwwJPZHXpMcyxLLrusw6jmgdnznZJfliwQWvciKBWIryjBHVls9JyKD/n1tH65o5w751ovfItMPULxk6N+sUO2yHWJT1yiwfbG6JA4R2jKlJx2/ByIkTztTj4w+GNHo/azdICCUlI2c5znd3AMVhgqlWqq3VQWblxMyoKNPOJHnMOtYExgfDfoFzsGxX8yMnrNiYZHISMUsCNoZgBSknukHQkfAk5xq5N62tw+AgAs7jTs8txWPWNBw/cRIy2lXiqsvjzNKcTzZSK5TYvK47WoeSE4MAgmD6nHCzjgu2cmKaNgmsZJZVAR9CQbpAk1X6A2e7Jz1RT1g/DIi6XR08SxmJYkRFkRM7lLh8B798saklbg2QznTZllnHCc/kIip2sTaBwA4/ZvCQDucKrkapya2cMHJijoXsAWXkxBRWqM/JhneAZy4FEvlNmhyFw0kg8zXrWA6x5s0Tu1BObLMO3dfK2Oek3coOS/8HCAEc/Ym+mIWcOPqRVxU5ctj+AIDvxONIwofOFKHJJk2EfWGrrk5LoqXLdtrVbCmcSdhCfskaEgzCyUkmMPO0X2J+esSlKNeYxUz1RG7yofUgRJv1w7BMrCR92QpwFiMqipywst8aUPFmnTVNO+Gr+hKAh5wEMignHsh+m8BUESNNKcGofV27zuvXKrUImlJ1TuXEHJ9Z2nPmc5I0IzoMEODBo4HlDwJLr+myzRzdg5NA5mvWsRxiLdNcV2Ydc9Gg0+EohfI1u7IcJyEzhaufkPQFQRblxAnFQ06GBAbj/fUbcf+2HYiEgtCJ5CIwiqSgIdQAANge295lOxNpZh2bnAiCYIUTG4ROdklBsAoXcjjHMdO0QmBn2gYwuIqSk0Qs93PeE+WE+X6FJAPsU5z3sdhRUeSEsf9yz6OQD57a+Htr2+cc5wK1Xb5X8Ifxq53NuKy5BSM0PZ2cyH5gxvetXc0xOdUoNbZZJ4NyYttq6b7XrGOY+bRdSdg2ftBlmzm6B6dZp1DlRLBMAnkqJ5rpe1LGPmEsO2wwQqPjFELSTalOB2IHOXEacgKGR6lQqhAkBAKAYYOqoUNwmXUChKAhWA8gv+J/dm0duu806wBA2EzE5iInZXrPugOmAMuiSU4EwZYSAYwSaBHaWbF3c16nR2Yd8x4GpNJUTkqHRvUCnGYdoqm9UFapdLEltdzadq3CHNkps0Ly4ZSODNE8TphprQEg4ZicFEmxzToZlJNOUw71mQ4LbNUd8EmoCsgghHZwl6NYvGuZmiMd7219Dyk9hYNGHZT1nO6YddiKTTLH4q6UE5uc0Dcky7jwX2uMLooStY8BADb4fF0oJ3Y/GuQw06RNMY5rjKirQesWyUVg/Ns/x9DqsQDyIyeqx6wjiW5yElFkbIcKzTAdYq17Vjrp0fsSsaQGiDFsAh1nJU9V7iEbqANsrqrTQE/JCb2HQdlASwmSk8pSThySlpZhYqxUuMhJjYeczP1V+hu80mAmJyvZJiwJ0TE5ffWcZftWM4RzM+VEMr3cnQ9ofZUCmOTElVyKk5OCoRkaznvpPFz43wvR6ozM8qA70TqWciKye5ifQ2ySmXXKOEkiM+u44M/lc2KTkz0TKg6OxXFy1eT0X9ThtzJiSA10iG6zDiFoaFwNoGtyQghJU05kz+TKnGKTujM9Q3nes+6gU9XhH7TM2pe84fT70VIEfUlOWDh4QHT4DnGzTnHCeWN0jec5YXBVFg4Ncb/oiMyx4FlFIVO9Bod99dhOmlth73gCePS0LpQTJoeaH+VQXajfiVkA0OmAl2fWSw4bTmLYGM8+WXXPrENXbOzWdRWtw5STlKmclHOof1s8BUFucx/MpZz47aKZEoC7tu/A/9bsnn5hR8hxXXUVIMkIOkyfikEw1AzP7srnhE1qQGafE8DOdZI0uM9JJtBFlj1GyR6zGGb+AADQRjIEIDjQG8pJQHJE65SQclI6NKoX4FJOsqROrwR4V28uciJ5Hona0ekXSFNOMph1HMrJaE3DWxs2IWIwGyglJyx8riPZgcUrF2P+xPkO5YR2Juequ75KwbcdJjnhocQ9gpN05ErM1S2HWNMkwASzLpUT0/s5aT6W5WzWaYuloDQ87z7oJSfOicyrqgBAvDX9mGOBIMp+BIJVtGYP+whC0GDel66UE5anBrDJiZSFnKScfkJles+6g6iqgej2vUt5F3TmPa8hSQAhZEOKdP83tciJaEbAobTISUUpJ06nLk2rXIfYzS3umHqv578L1aPSj3lXAZnIiafYX41hWGnvmXLCJsjr3r0Oiz9bjAuWXmA7xGYwCdRXKSCmQ2waOang+9kdqA7l8LWNr2U9r0dJ2IR8zTqy+T4WrYOydVhvjacghda6D+apnFjY9mn6MWfiQ9mPcFW1a9GhEGKls++KnDjJJZvUvA6xllmH+QmVcYRVd9CpaiCGTeiaJM+Yad7XKpJbwS+kGrgXlllHMizlhJt1ihQuclLB6es3tbhXytYgNmKv9JO9SgpQsHLiRUB0J2F7Yf0LAICt0a2WQ6yUIUfGEIdZJ63uhDPdPkeXcConiz9bnNd5hTrEMjO7kKdZRzVzbCcFAUQrz4muLZ6CnrD9us5rbcugnDiG5UzkZFOG6DSnaVXyo7am1iWLK4RgqHlfdsR25KxNZa24fXb98UwOsQCgJu17hh6mWy8nRJOaVfQPAJolTx8wFbEAcpOPHvmcmPdREQ0rYpIrJ0UKQRCsVNqVTU4yKCc/WAKc9bT7xEyqCZAfOZEy+KGYYGu8TFkRbbOO+VGOPt1QpdjROl4JWc1v4uSgeH3T69b2ng17Zj3PeY/iWhypPKR75kwJId2pORNscmLeW0GAnmeRwVJDaywFmBEuc1MiLmnJQE66Uk4Y6naxt50EUFIwZPAgd7p7QlCn6xAgQCMamhPNWS9rrbh9kuXbJXocOplZJ5F0OjGX5z3rDjpVHYJgE4/vGB5SYJITXxfW6d4IJVZEw6qtw5WTIgYrQqZVcEfa1BIHIfYA6CcEGH9w+iDpjdxhcA6egphZXcnkJGsi8M8FAOiqfGd8p+u1qKe2juh4REfUBq2aFLqXjHByUhCeWv2UtZ2r+qk3m2g+6omVhM0yCeQeZpjPScLRJVNlGk3XHk8B5qQ1WzWJXho5cfSnXOTk0EW03+55hlttkXwIR6pd1cMVQuADMCRIHd5zOcVayoksWjFxQppZh90zh3JSwWOqF1HVVk4ihoEjDE+ItSgCvnDWaJ2A6Z/XkwyxqpW+3rDznPD09cULmZkFKlo5iQEOJi8RuEIWLWTLeeIcPLNVucxR/TJgSsoJLYH/9/r/c73GonVEkTnE2hheE4BuVvM0vKYCTk4Kwsgq+96mcvgKeFfYah5RbmxyY8pJ13lO3KtwAEiWaTRdazxpkRMpZRIwr9Or038kk0MsQ3AwcNYzwAl3ucmJrAC+MCSPcgLAyhLbGM3ud2Il73KYdbIpJ3FzSW4IAo+AdIAqwPQ+HxSLQ8xECvxh+LKk/Q+Z96s3lBO/aNCsy0gPCS9mVB454coJNrbEQQyqbIxJpVAryJnVj3yUk2wkJJdyYna8hJ7AZzs/c73Waa4mLWdKx6A4vCaIlJl+Ks1izslJQdjSucXazpRvhqEp4a5+m8zD3OLNEJtvnpOYI0okVaaLB1qR2CwGx8Ygb4p6Z8bYXOQkUGNvu5QTP+AP0ZTp7JKMnMh0EZLLKZaRS8UnWf3MS06Yz0nMcZuSSR7Sz9CpahYJpanrM4yTSiSrchI2lZN8zKjZwO6jXzTsaB2unBQvJE5OqHJiFv27fftOCN7Bcc8f0VXZ/pdkvkBPlRMzxDGhJdJS2EdVum8XjbMR9EvwmY62aeQkT2dNDqA10YpvWr+x9pNZ+gIhBE1xNznJpbIwMDmZcZIuqxJbZh0DPrD+WZ7khIbxm5MWi8SQPZK/08zjzx5mmpuchCEjg3Ky+hUA+Zl1FJdZJzM5iav2vU1qnJwAtN/EkrpNQkGATI6ozWuz+pyEjJ4rJ8x3yC8QO1qHKyfFC5YMR6vQmPy2eAodCQ2CsyKx16Rz/P8BP18NRBoyX6RQ5cRTOyToUE686NQoyRCzZBcNBcxqntys0y00xZtw0GPudPXZ1JCOVIe1cqv203tYiEOskLdZx1ROkjr85iSYLENykkjpdMIQzaJw7AXv4sBZfDNL4T8A7n7lJSfVIyE5Jj4WkccidpZ8uSSrepKwHGJFELOfeSOumFmnU3WoXcns+XIqCapmQDeIQzkhmZVpZM8Qy8hkT0KJLeVE0O1onXJVTu655x7MnDkT1dXVqK6uxuzZs/H88+6EQu+++y7mzp2LcDiM6upqHHzwwYjH06MyBgoWOanQmHwWRiyYA6SfkPQBUBCydiYAbuUkW8iwM1onOMj1ktPnxIt4ij4rVgIvr607SMkJGxLX+GRslCWewj5PLHpzUdqxbGpIc5z6m4R9YVSZlajzIicslNhcuXflEMvISTylw2eemypDZZMlPxR99FkdppmrYm9km1M5yapACkBosGPX6XPiB4bNdCknzJTa4KdqS0yLpfl7MaiOUGI7Wsdb+M806yR1mAWWkcwQfVeJYH5zLrNOlhDebKMsu3c9cYhlJNNXCdE6o0aNws0334zly5fjww8/xNy5c3HCCSfg888/B0CJyVFHHYUjjjgC77//Pj744ANcfPHFEMXiEWiYz4leocoJDSM2rI6TUTnpCvmYdZz33ENOmGSZKUqEHRMymHUAoCpkkhMB+Mzvx3dHjcBZw4fCaFqTf/srBJlIx7tb06ugtqgt+PPKP6cdZ86wg5RBVn6EfMiJlWFUYP/y8zkhBPCZMSb5+LaUGlpjJjmR6HerMQxKTLzjo5OcZFs5R4Z6ykg4Q4lNnxO/fR2/2ecawkOtYx81fpTx0pZyItsOsYInz0lVwFROEhr8pqpSrhFWhYKlQ/CZ0pUMknmc/NFTEJBZPWH+Qr2R58QvGCVZlbgg1jB//nwcc8wx2GWXXTB58mTceOONiEQieO+99wAAl112GS655BL84he/wIwZMzBlyhSccsopUJTszpH9DasycRkOfvlgW1vCIiYAU076gJy46vUMdr0U9HTGEeERqAvU0R2B1WXJnF+hKkQdBA0IuK+Wyto7ZBk7cuRtqEQ8v+557PvIvnhp/UvWsc+bPs96/h0f3ZF2LKZRla3KX2XJwfmZdeg9JHnX1rGfJ7kClBO4TKoZqvg6SAWyTfgjPQkTPXlOAEAK1VmHmHIyNOWe7Na0ppN6WzkRQcCi5jJH60RVHX7zNa6cUDDlxGcyDOoQm0GxGD+HnpeRnPRCtI5JMmWiWeSkbJUTJ3Rdx6OPPopoNIrZs2ejsbERy5YtQ0NDA/bff38MHToUc+bMwVtvvZXzOqqqor293fXXl6h0s86ODtUaHIEsZp2u4JR4O7N4/Ts7XKDW9ZIIIOgo/z518FS70wg6dZAkmX1OaiO2WWeDz14FbEz17XNTarjijSugGRp+9vrPrGM3L7u5oGsws1tADtjKSV4OsW6fk66idSRRgN+s9Ogzn62UXn7ZRltjSQAEEOhvqBgk3RkWcE9k2eoejd7Xve9UWEwiKTsWDsznZFjK7cvz2KrH0i6dcJl1KLzqd8TPqhIb8Jn3l5MTiqiZ5doiJ9kcYkUJUNxlBhjYE9Abhf+c433ZKicAsHLlSkQiESiKgvPPPx9PPfUUpk+fjrVrab2Ia6+9Fueddx5eeOEF7LXXXpg3bx5Wr16d9Xo33XQTampqrL/RozMUmutFSJZyUn6DXz7Y0aG6MhfKQDeUEwc5yZYvwZkeO0MiqbCjKJlf8rvISViRYYDVZ3FPbIMj9Fq6AHQ4BsxvU9whtrfBssMGUgn4TGfH/EKJ2fPF1K/c5ASw/U4kZtYhZaqcOPqeQrKQEyfqdgHCpmP69BPs48N2c5/nHM9MZ3TJMREpZncLpeL47UG/tY6PrR6b9pFWZlFntE6acmKPASzCKsXznACwzTqyZPp8EGIRxjQEatKUk/Nb2izlpCehxNYiAfazUdbKyZQpU7BixQosW7YMF1xwAc466yx88cUXMMyV8IIFC3DOOedgzz33xG233YYpU6bggQceyHq9RYsWoa2tzfrbuHFj979NHpBFFq1ToeSkU7Udtdia1hkdkA/yecCrhtnbGZSZkIO8+CW/xegF6IgoEvQsykldmA7mBIDqmPQ+JTyMsSt4Iy7+dszfXPvEM0gycqJsWg5f41cAuh4sNd2Axoinleek62EmZIYTs3ONMlQ2KTmxv5eSS7W8cBnwwyeBYbsCF74H/PR1YMxs+3Wfh/A774upmDiVE4X1t1Qcx0w4BseMPwZA5mgQV20ddg89fV6WRAR89F4xU1yS+5wAsM06rHgpdYjNMmYGalzhxP9vyoW4qLWtV8w6qqWc2Pe4lJSTgmmU3+/HpEmTAACzZs3CBx98gDvuuAO/+MUvAADTp093nT9t2jR8++23Wa+nKEq/+qTIAr05FUtOOmxy4mOTVbi+sIvkQ05G7AEccwtQOxbYkG7acyonPtHnUE4MhBUZhGRWThg50SG4yElrhTo454NbPrgFZ+96tuvY3fPuxswhM13HUkYKfseExhxi6wwDqhk+1ZVZh9m5AYCwUOI8lJOAn5ETszxBD0IoixVt8RQE0f79ZADY8VXmkxum0j8ACNfRv80f2q97fVWcv5e5AJMzKCcwFTB2nzMpYWzFnSsJG0BznSRSSduJOUNqgEqEXR/Mkeckm29eqA6+lJ1LaO9XfkXfa+7nKi3RFSzfL4dy4q0uXczocRiNYRhQVRXjxo3DiBEjsGrVKtfrX3/9NcaOTZcOBwo+y6xTmZOZk5ywIog563dkgpOcHH5d9vP2PQ+YfITLbHRxciGWGVMRdCgnsijbjF7QEVFkO4TR84gGfOagKghIOqoCdnRR3bOS8dAXD+Hqt652TfgBOQBBEPDAkbaq+ceP/uh6347YDgBAvaZbq7uuSL1t0gEss04XPieAbdZhkT09CaEsVrTGUvDVvm/td/2reOCc4Lym2AykUXLkGkqZGaGRigKE5Iy+SjgcYrMlYQNsp1hWEqQcnZi7g06LnDgdYrMoFsNnusw6LFjA1xvKibVQYHl1xLwWCsWCgsjJokWL8MYbb2D9+vVYuXIlFi1ahNdeew0//OEPIQgC/t//+3/44x//iCeeeALffPMNfvWrX+Grr77Cueee21ftLxh+05M92QNGWqowDIKdnbbPiY/ZiAuV+pw+JzNP7fp8h3RdVVWNKAnk9DmJKLJV0t2rnPhFOkB3iu7j8Rwl4DmAt7e87VolB2V6T/YZto917KEvHkKb2mbtsyRd9bpuDZbZsskyWFkpZdEyE+Xlc+Kj919A+SZJbI27yUnBcJITr69Kht9LckyICcPsg8QA9KSlnKT0FN7Y9AY+3fGpfW6GUGJvnhMACJtOsZafUBkmzusOYkmz8KXoSMKWTW2un+Yy6wQN5kRL0RsOsUw5kbvIN1RsKMis09jYiDPPPBNbt25FTU0NZs6ciRdffBGHH344AODSSy9FIpHAZZddhubmZuy+++54+eWXMXHixD5pfHdgy5mVR05a4yloBoHozFwI5E64lgmCAJz9HI0kqBra9fmyTU7qGkYgtl5ByBGtU+Wrsn1OLIfYzNlFWUhrpyd6QE1PaM/hwbfttnk1JGd2gu5IdqBGoYm6dsRN5UTXrVof0S5SlLsr2mYOB88EluuErZfK1ayDLIXe8oJzgvP6qmRQTgRHcrekELI/Ohm1+tuG9g3408o/AQA+PfNTCILguYdmKLGYTk4iAS854coJYJt1WH0watbJsgD0mOeYomz7nPSktg69FiMnvhIy6QAFkpPFixd3ec4vfvELy/+kGOE3VxxqGcrGXWFHB13ZVAcE6IDN2HPUwcmKcQfkf66jAw4fOQaxdQEM1+zJpy5Yl+ZzwpQTCZmVk1bJ3dFUAYCWzJ6xlsPKWxKUgxhXMy7jOW3JNozCKABAe5KGZ9fqOk0YBlqXJxcSmbKLFmTWKV+H9bZYEoZUB9HniCwbuXf+F3A6LKcpJ+lkTnGcE/KH0BEPokqIA9GdVn/b2GEHIHSkOlDtr3bU1hFgsER6WXxOANtPiJt1KOzK6l0U/gMA0WcV5QPsBJUsCVs+ofuZQAixalwZppVALjFyUlo6Ty/AUk4q0KzDyElt2MwpwQa7vvbgdgycE8aNRxQBTEu6TQx2iBuN1jFI5lV3tlC4DT4fSLKzd9tdwlC8KdEdWHzEYtfv6gwnvfG9G63tTvP3jBgEtTolJ/9e8++cn8tWa05yko+d284SazrEluHioS2egh6lwQS7sOf/5L/kfwHnmOVVTiYeSv876u2E5SD+sH0Hbtu+A7X+ELYSMxli+2arH7Wqrdb526O0GKBq3UMxt1mHkRNSvll9uwOmnFiF/0iWPCcAIPmtujeAXW/JSl/fTcKX0gmY5VxnykkG9auYUXHkRDFD8JJEA1KV5V2+o5N+3+qQGQKIbpp1CoWDNEwfMwwxKC5yIgpi1jwn3onNn0Pl2dK6rhcbXdrIZUphZhuGK/e50tpeuXMlCCHoSHagRaU1YKoMAz7zWWlONFukJRNUZ0XbLAQzE6z6OmZ+k+1lSE5a4ykrIdZ+cXPsqR6Z/wWchf68ZoIhuwCXfAxc5sgCLCk4IhbHYbE4gsEgthIzY2z7Zqs67dboVut05mPEVtxBWXA4xKY3J6K41a5UGapd3UGnyrJcm3lOgOxjrCS7lBMG26zTPXKScCjTOldOSgN+s4OrggB0Zi8bXo5wmnUAh1mnr5UTh7xcE/LBF4xgrCONdjQVtQZLwXKINYvGec06OchJk2OgrXTk8tnQku5V90Gj3FWKH//6cRz15FHWfpVhYGLSlpe/7cieGkDVbOWEsMJ/eQwzQTPPybfGJgDAv+XyWoUbBkF7POWuBn7yQ+l1dXJh4qHAricB8/+Y+fXBE9w5ixwEJhIKYotJTpLNGzMqkIycWOqXLDiqEmd3iBUIyxZbXvesu7B8TgjNE5RTORF9Vmp5J6xQ4m6adVSrMrhDOeHkpLhhmXUEAUhVVrpli5wEPWYduY/zzOx5BjDlWGtQHVQzyPXgaYZml/L2OsR6Om6mJEJTNXruG1vf6/22lyiyheIayTr84aXciQ5vXX6r5W8CACFCcHDcVhmdfgpeuMJQSSFmHTrBjQQ1MY0oM6trh6pRmV10kBMlUthFfEHgpMXArLPyO9/RrxVFQbufZppt274uIznZHqOLNbbqVhyn5HKIFQz6P16GEVbdQTRpVnxXKdnLGUos+TMmQfD10CE24VAwNXOhInOzTnFiZ6eKu179Bp9upNEGSUEAKqwWBCMnkaBZBIqZdQrNc1IofEHgtEesQXVIXZ3rZU1PQo7upDuWQ2zmVTdziHWCOetpPEMlAMAghuVQ7EVs/fl46fNt1rPAcOS4I63taModkcOoxTzQydQZbuwFm9i66xA7EpMB0MRv5YR2s+ifLJlh/ASFl40oFA6VUZD88A2ijs7JpszKiUVOWDVbx1wmIgM5sXxO6OdEOTkBYDvEEtMkkzNaR/IhlkE9s6oSd1c5sQimZDmX+4TSSV0PVBA5aY2l8PsXV2H5euoprwpCBfqc0AkpbC6oLLOOv8AVXA8xqsFNToZt+hjy2tcBMLOO5PA58ZCTDGadQ80EU+3J7JNmJSGbvK4nhoHoVUjpBI8vd6sfv9i36wi7KnMF5lRVvLDrskgO5SR/nxNdp4N4oicht0WI1hidZHyyOWnkU1enp3D2FcmPmmHjAQBDmj9y5dZg8Jp1HMWiIWSYQJlDrKDT/tdBODkBbLOOZvqZyIRkV+klX1paBMDhENtdnxOHU3PK9DnxlVBdHaCCyAkrVJVM0a+sVrByEvCbEwgz6/QzORk9jKbLv2KLiB9O+QkOW/64tVIAdIT9tnLiXXVnMutUBwYBANqzFSGsMDiVjyXHLMFvDvgtkGpAYsupOGwalfYfWfYtDEcivBp/Tdp1vAiblYK9yooTlpzss/OcSPnkOfGxauH0/qrlRk7idJJxkZO+Vk6c5lrJh8GTD4BBBCgkAbllQ9rpNjkxJzOncpIjWofoZmLEMnRi7g5YVWJmrpEBoG1z5pNFH3ZV6bi8V8JeLLPx8OmN/8VVb15VcAFA1aFgauZCjzvEFilC5jJA103nLUEAkpVVLI6RE0Eyo3aYdF6o7buHCISo09534inMCJ4MMRW1okG8PifeiU0WZRddqZaHojpEyU57jkmzkhBL0XwmITmEmfUzkWybiY5vLsfQwDjc9oM9UB2QsakljjdW77De48siOx8fGGWfo9EBMlcOEtWVXbQQsw7tlylzoouXGTlp85h1/LmK/vUWXMqJD9PHj8BHZBcAAEmmZ3NtjDWa+TFM5cRFTtKniiqFjalUAeqswPQMXhBCLJ8THSxnCaG1kTJB8uMPjTvx05Y23Lp9p3VYduS0eWbtM3jl21cKaoezsnSKpcTnyklxImzlUTBlY0EA1I5cbykrJDUDLaa0TEQ6eVWbuSv6fAXnhZ9+XkhIoOPT/wBwdEbBcEXreJ0pBUFAxFGRdf/Q1aj2UXLVzguPIa7F8ev3fg0ACPvCIITgoXfXAwDO+M5YVAV8OHEWJRz/ffMt4K3bAZWGBl87+9q0610bnGRty2Z68lzkxOkQqxeQ54SZdZIaU07KC8ysI0r9qJx4zDpDqwPQJEqIOjpjaac3J5rRodp9yC/ZE6SQYWJjykkiVQUA2A6unMRTupUrjykWPgJg3wWZ3yDJGKHpWNja5vKzkj3kPJefVyY4kyFy5aTIIUsiFFkEDAc5SWS3nZcbmqJ0uJdFAapBSRnL+tnnKzgvTDNSCCr23XAfbQLjJqZyQswOlckkEHSQk+YOEdUBapJoN8ptSiscty2/Dcu2LgNAycnHG1vx6aY2+GURp+4zGgDww/3GQICB6zedAyy9BnjpagDAnNFzXNdqCDXA12GH27NaTLkkZmcSNivHXx5mnYBpQ0hodEJNlE59srzAlBPJrEo8EMoJAPiClEh0tGdWGTc77rdftm9CpntomcrjNFfLeglQK7y+TqeVgA3QGSnY4/Ts6nSW1AiyRzjM5eeVCU4FkysnJYCwIoOYnuUJUQDUyiEnzKQzJKKgI0nJSbVhALufBoSH9G9jzOigEBIYnKKDoeww60QUGTpTTjKYBAKS7Ui4vV1HtWL6nPBoAby+8XVrO+QL4aF31gMA5s8cgboI9UGY1FCFH4xqsd/0FVWvOj0uWAEpCGy3k3rJJpnNVznJVlk6E5hykkgxciJkTMleqmDkRBSo70m/kBNnKQfTVysYoUQ+lkE5AYDNHdsAAJIoQBLsGTKTzwmL1mlK2LlVohWepZn5m4T9MjRWJydXHqksr3nf0xRvKqgdTt8vjZmXuHJSvAj5JUs5+VxRKpKc1FcpaDNTVlcbBnDEDf3fGFPOVgQNgwVKlNhKwSck3RNbhhWb4nD029qaQnWApuVuh541hLZSsCW6xdr2CQE8t5Impjt7/3Gu865Sb7e2jVH7ojWWxIK/fuI6RyAK0GEntmN+QbmUE2cIo30P8zfrxFOmqUAQgDJK6tVmmnUE02ClEOKu7t0X8Jh1AKAmQhcGe7W9kPEtLQlqPqAZfm1ymKu2zo5kEEGTuMYSLWnnVRJYpE5YkWxSkIucZPH1kjyKSqHKiTNqLsXMS32dbLOXUVHkJOyXQQz7Bm2LVU50h5OctJv2yxpd7/twxkzIEB0UMEmFMOhDxLW47UyZYVB05jpp6kwhqNQCoEVXO1OVvXJzYmeHgZROsNeYWuw2yh2NUxW3owd2NDXhzAfex6ptbulET4muei5WMbJc5MQRwlhI+npWW6c9ZRbmFAWgjPLWsGgdOUVXwH5Ccp3eO5Dc0ToAMGLdEwCA9iyZaZ1RHsShXIm5fE7gR9D8PpVOTjotcuJUTnIUI81CTnye2lhM7c4X9n0UoRFGkrhyUrQIKRLgSCa0PrEz+8llhg2t2yDXLMfgsIB2UzGqNoyBISeyP03OjDjCWpd8ucQy62RadXvVkZhuk52vmr7qzZaWFFiUDsPWVkoizvKoJgAgOH7DrY078OmmNgwOKzh+3OnW8RRzHxB9QKDGkbUyh1knQxK2TKY5L1i0TjxFB+WEIADJzKaHUgQz6+hmLhClP8iJnK6cCDO+BwBIZVGzkma4eEC21Usgs3KiyCJkUYAGGWGDkZPW3mh5ycJSTvyyrZzIuZSTzMRFgJsM9kw5MX1OBK6cFC2oDOkoiJQqn8GvKzy1/ZcIjngcG/FPtJkPeg0R+r7oXzb43ZEKYUdn3BHfkbMuC/F4sjeq9nuvfffaXmxkaaHRowSqKRFDIgqO3nV4+skOk4kfGqoDMh4+d1/MHr2bdTyVMPtKcBAgKdaEmquGil2XRbKKxhVS+I+YdVo0QUCqjKLpWLSOaq6U+4WcZHCIxW6nAADmd0YxTaX3cff63TGjbgYAoDFGw8sDPgmGkdusIwiCpZ4Eza8TS1R2IkSmnIQU29dDyulzknn8FYn79y6cnDiUE3DlpOgR8kswkkOt/Y4Kct6KGtTRbVNyGTrNfCCRXHJjX8Nh2tlBqhGALWP6RJ/tEJthhad78ilsS9gdfLDpf1KJSIuUIBLmTq2HX/Z081Z34b6wmMLD5+6HGSNqXCYzQzXpRaAGkPyWKSKRI2Tb6YiXyzTnhSKLtPKtbj8HsURhToDFjDazInG7GW7rn3hY339oBrMOS8wWJgT/2LINK2sOwt+O+RsU89wl39wOwdcExWHWEQnJXJYYtt9JyFTHYhWepdlyiFXs38uXo1gpBCGjU6xguH/vQkOJnQU4uc9JCSDslwFDwUSJFhdr0isrQywAtGuNVmr4XBV++xyOej6byRDIDkuBX/LnnNjinlTQW+MSZiboxHzwqIP7oLGlAS9pIETG7IkZkj9F3ebMsdiC3TctAQBrkgIAHxsg/WFA9uepnNgOsXoBPieCICDkkwDICJmr8NZY+Zhd2+IpyNUrrH0l3ND3H+r0Z2B93WvGrR0DwH2P5MiXCPhEK5xfBLokJwHTXB4rI7WrO2BmnZDf/r1y+pwAmf1OdPfvXajPiavwn9UOHkpctAiZcfm1Is0o2lzhtSDkgfA3YXAkoGokg2Bodmf0i/6cYagdKXdH/TYqYlqSTphJrXLzLCS8DqREwuwJnjDxju3Anw5Nf/OLVwFwZ4q1nDZ9IUCyyUna5zhgr9gcykkePieA7RRbS+j5rfHyICdJzUAsqUMQ7d+t1tcPWZmd6esbv0o/BkCVq9LfR/zULGdG4OS6eyzXScA0Q8QKND+UG1h22KBDOZGzFf1jyPA68SgncS2OVAFFAJ2OzZbPCScnxYuw6XTnI3RgaEFlh516PcL7FQ6zTieCkHXbHiqLcs5Vt3cV8W2HaK/qKziFvdesU6MEMazGQUDXvQH8YXLOa7iUE9Y//G5yko9yQh1iKfIp/AfY5KSa0P9tiea83lfsYM6wgqkuHBKNwdcfiQ+dyqipkHhzGm1voX3JGeVGDNk0y5nKSQ73mLBHOYlWWEkQL2zlxD4md6VQe8wt92rHQdfT+0wuc6oXzqi5lOVzwslJ0YJ1JNGgq4XmCiEnrMN4MaDKicOsEyUBDNFscvLpzk9zmnVmDpkJABjkp9L4hjYdfnO1naogJ2cvvIrGYcJHwPYv7AOvdJ3Txulz0hE0lQulGpBth9hcWUCdGWJz5arJhJCP9s+IOdEVamcvVrSZYcQBhf6v7a8oOeekOOVo+r96FDBmtnV4exslE61m7iMAEETNVE5Mn5McdY6qAvSeKaZDe6zCQ/k7VUbO6b5ASFrOkjQ4Xl930C24WTs9IzkpJPtuwpFviI3+3OekiMEiAgSDTozNuZYEZQSW48QLaUDJiW3WIf4IkpBxQIz6kry28TWrLkum9PW/O/h3OGPaGbhhv7sAAFvbVfjNjpesYHLiHbyGqJuAx892HOnavOL0Q2oO0FV1LDLGpZzkGiSd+RUKqUoM2MpJwJzo4mXisM6UE3+Akq3hmp5mXukTOM0FTKkRReCc57FyGA0p3tFKf2MnERSkqJmnht7LnGYdS402yYlWuf0PsBeCCnPxAbJG5FhwRExGGsYBALQMFpxc5tS0c7lyUlpgyomu0XTLzWVWvyMbdnSqIEaGB7O/a+o4ERlmbdbWDoIGCZtlu41JMw+HX0hv9/DIcFy575XYY8REAKazoTkQJyt4cExziAWAnavsA3lkag04CCurd7QBw13ROvkoJ4osOYo35qmcmOREMfMxePO2lCpYGLHgo9FHo7VU/ygnzsnIuXoXBAyqogu0pnZKTuKa7WQuyJ1mbSSHQ2wWsDHVxwilVnlBBk4wchJkwVH5ZAJ23JtBNbW0mxrp7ylEOcnsc8KVk6IFG/xSGvV3aM6SJbHcsKNDBdEzVEDtj9VbNgzZxd6sG4IUZFfWzKiZj8afg+1XB3xWtIAs0A6eLKOsooUi68rq8bOBRBvgJQk/WOLe1zXU+O1Msmx4XBWNALKCQIHKCbub+aSvB+z+6TMrh8fLhGhaPicSnbgH60b/9L3QYGD2xcD+lwDBWtdLdVV0PGiPJazcHAyCRMlJPsoJ63+SQftftMLJCfst/Sazlwmy1s+x4HhdDlShPqIApGc+J/YiwRmtw8lJ0YJJkPEk7Zgdkgjo5V/me0eHmvFhH5DssAw1o63NEQ1DkCISDovZk1ErMTt5F1LkcNPhUxCYclK5g6OXNFiTyudPATePcZOTHz4BTD3WfYFUDNWKXcQtbJKRz5sIIPngN2xyQjIkEdMNgpROjzuTsAl5DjNBPyOapnJSJvfSUk4E85kmpP/63pE3Akdcn3Y4GKDkKII41CWnu14T5A4oPtHKxJyPQ6xoEspYhVclZtE6iklOfCB5mHUcpMEfxvDaIASSnrtJLSAS0c43xJWTkgALJW5P2TfeqICV9o4OFRAyVHgdSHLisLOOjIjQBRkLWu0wxDZGTjKYdZwYXstMU0w5qdzBsUubdKcjg6w/TM08P33NPta2yeW8WmeGkq7cqQFKjSuraab6OmxABNwOsXn7nPjoeZKZkC9ewEqxmMGUEwiO1PUDqVoC1oR5ivQ66r590fWSIHdCkSUQwhxisyNiOsQKZrX3iicnKnNEpUsDatbpgpw4lUV/GMOrAwAk3L91O+4ZfTyGBGmEVSE+J1ZIv8MhlisnRQwmQbartj1PL5PVWS7s6FAhFBs5GbqrtelDClXhIEQAVQIdtFVzYlO66NgNVfR8H6H/N6rlk1W0ULTE3GGcgjfKwul/wojGiD3tY/fMdmWPHWvmjvm2Q0RUqrLMOkBmidlJThQ5d2XpTGD1dcQym+gYOYkRmhpe6U/lJBvMiSoopIeFi75WSJKaV56TiLngI2Zm31iOopCVAGbWeX+ng/B15XPizF/iD2NYTQA6JMxOqDgwNAoBiT4rhZl17EzN7Oq+gSpV0k1UFDlhg19H0v7aeqr8ycmmzi0Q5Az2+4FcvUUcGTLrJmG3MTQxXsThHOYjBOMDGTKcOjAkQr/DxBQND1+nNhdch6JcsKHFjrgYouk4oz1HVsnhMzMfv+s7ePjoh3H8hONw1U5K9DoRwFaVxtCwiSpTrpOExjIPixBFodt5TgTQwTiWI59KKaFT1SBI9r0IGf3kc5ILORKDCWISX0ZfsDJJ53SINcdUTTcJZYWTk6iqQa5aiRc20urPjbLctXLiJCeSH8NrAtCYx5ehQTGflYJCiVNO5cT0fxnIvFbdQEWRE5bNMJ6yV4CVQE5W6fdkfmEgo3UA4NylwDG3ALscAb+fdpwxftvnYa+EilAXHareVE6gKYiYK72meGWqJ5vaKDnZPXw6XtnciHo9Sx6fkx4EFEdm0OnftbdTUezRsAdurD/IMuvEEMD6mB8CbHKytnVt2mVVx2oNQEG1dQCY6esBYjpXJspkooslNUC0J5bRmu6uezMQ6GI1/2Xnf63aOvk4xOqaqZxUcNZtwyDA8DsRHOVxNO8yhNehcAoChtUEoBGbnFjKSUFmHdsxPWXeQE5OihhMOUk5UqVrFeBzosrpE0mDpg386m30PsC+51Gbq6mYnFdjV8X9TjyBrnJzMHLSqYmo02mHrFRy0thJFaNd6usg+DJEZzE4VSsAOPHP6ec8epq1qUHG1+207zC6c+5L56a9xZmADQBM/9m8yQlTTgzD9DkhGUyRJYioqkMQqdw/mP0ojiSEA4Iu/A8SeodllstJTkyfkwQz65TJPesOYikdUmhD+gsF5hcZXhOExqZmQ7PC+wsKJWbROg7fr5wFCIsQFUVOwn62WrC7m1HmPieG4fY7ePjoh3FxcAL+tmX7wNu9nTA78L7+esyom4EwRBzbGU0Pf/VgSIR2uLaUZJGT5jJJe14INrXErNDbaUPrc6+MA7Xufa/E37417S1bm7o2lSUcqzUA3fY50U3lpFzISSypAWakjmKRk36orZMLnglzVIoqHiF9KgAgaSTsPCd5ROvEUyY5gZExkqsS0JHIYoYsmJxQnxMAINGdUMyfM1/lRDcIkqZqGpAA3ZzvBJ6ErXghSyIUWQQgQjA7kF7myklLzN1h9mjYAwt8IzBc14uLnJisXjBSeODIB/CcPIm2sYscGcwhti0lImgO/IU4jpUL3l3TBME0HdQFqwEjR4h8oCb92I+esrefvdz1kiwK+DRR32UbrLo6sqmAmMfzJyf0fTpTTlAe5CSq6hDNBGyd7HH251C2+gMeQvqXrY24KjAJg+NnAAA0koRmplnIGa1jkpNOld4zA4Wt8MsJrfEsC92uHGLnXEn/Tz4KADC02vY5EZbdi/Bn/wSQ/6Irqdnm3IBErH4odVWAsMhQWlSqFxBWZKhaEhIEaCh/s876Fruy6//s9T90g33noiInZscxUgj5Qggxh7AuJrb6CP0OHZoEn0k4C6neWS54d02T5dcQ9AUBZ0i1HASYQlg1AogMTb/A2APs7VXPuV6aMqwKn2yZBEPIPbjZUjJTTijyzXPCzEEpzXSILZPaV7GkhuCovwMwcysBRWDWcQ/9Q3Udp6oGHkzaik7UVOJyVyWm10kaNtmKpqKuTMOVgrZElrmkK1Iw8xRgxF5A9QgAgF8W4ff5LFeUiUk6nm1oz2AyygBX1JxogBU4FnkocXGDrc4Yly33PCermzYBoPWEfrLbT+hBNnENtM+JE6wDM2JB7KktF6qDMvySCJX4wLpephwc5Y5l65ohiFQlC8shgEW6TJwHLFxOM4Ve8A6w8ENAzmB7dj4Lnolr5iiqtHw65JicbbCc8EzlpGCHWLNvqsx/IUfBuVJCNJlBAfIVFzkBAL1lExKaAGImbGTkJNfdC/kkCAKQQABB5kBdJpl9C0V7BnJy97bG/Mw6Qya51LSAYvfHBtNcvTOxM+1tmcDMq7IoQLZirjg5KXqw0DdGTspdOfnW9B9QhEH2QbaKHuhoHSdEDzlhE1MXZh1BEDAk4kcSPprwCJVHTgyDYGtb3FJOwlIA1u934p+BmpE0U+jQGblX7PPvMC/oMAmNPQAzRlBysqML9yyvQyybkgslJ4kUfS5jQFn4L8RUDal2mtfnfBbuPdA5JzJMmEL7JqhJHTB9fjpTNG9OrrsnigLCfhkJ4kfcLAdyx0d39HpzSwGZyMlB8UTBPicAEAzYC4hCHf1VZz80NMvnRCwxs05B5OSee+7BzJkzUV1djerqasyePRvPP/982nmEEBx99NEQBAH/+te/equtvQKWJdZH6A1LlTk52Rml+RUCojkpff4UsOYVul1UyonZGZm9mk1KeUxs9VUKVPgss46Wy9+iDNGR0GAQWD4nIWe3LoSAjp+TfuzURzBlGA073h4X8D/NrQCAhmBD2qmWz0maQ2wXNncTLFonmqImAUMoff8hwyCIpXQrdf1wrUiezQwTpqQnoKTaIUj0N/+8bQ2ArmtZhxUJCdiT6YvrX8xxdvmiQzWfVSLgjGln4C+NJhHtyuckA6qCtllsCFNO4jvzIutMOVFkETB0mFMdpHJ2iB01ahRuvvlmLF++HB9++CHmzp2LE044AZ9//rnrvNtvvx1CnsW++hvMgUsxu1wiFc11esmj2cwaGmBE5PGz7ReLyS7MJM2kKQnnadYBaCI2Sk7ofqUpJ9Tp2Q5XDTsJXSH32Bt+HKoDgrWY3EDJSZMq4kDT6Y9kMLk463nQcyjyL/xnOlcm7TZHS7x/xlM65dmmyS1ICDBst9xv6g9kmTAHaXaJg8c2vkxP7eJSYUVGHKUVptoX6FDp4kASgrhy3ysxiykp3SAF1VV2vqc6M/JG1dW8+kMiTTmhyDcZYrGgoNbOnz8fxxxzDHbZZRdMnjwZN954IyKRCN577z3rnBUrVuAPf/gDHnjggV5vbG+AScd+k06We4nvtgSd7IO+DJNUMZETlhTMSp+en1kHoMpJJwlCNt+TKXtpOaMllnQl+QoxViAH8vr9LHhVFpOs1IR8GFqtQCU+q3J0pogMliGWRsSh4AyxrG+2JUWaRRVAvMSTJLJCcMwfKGgQYNQ+A9kkCseEufmg3+ILYywAYJCRHhHS1d2rUmTESRGpsAMEppxILM6EKbjdISdDbKf1ACGWP10+2a9dyRANDYa5wJPyVDCLBd2mUrqu49FHH0U0GsXs2bMBALFYDKeffjruuusuDBs2LK/rqKqK9vZ2119fgvmcKOZXT5S581a7Sgf3cLGTE5b3YeN7wLbPADM7Zb5mndVkFMIV6pDXGktZk59P9MH36k30hUJ9irzKieP9k4dWIQG/RU4yqVOqNwlboYX/mM8J8SNkhoVHU50FfIHiQ8wsBCdK9PcKEgNwVH4eMDiUk4Y9jkJKYL546c67XZt1ZJdZp1LREqNjrST6qFma5enpBjmpr7ND9wUA1eZiOh9yYi8SqHJiR+uUsXICACtXrkQkEoGiKDj//PPx1FNPYfr06QCAyy67DPvvvz9OOOGEvK930003oaamxvobPXp0oU0qCLbPiUlOSnxl1hU6THJSiyTw3BXuF4vJ58Q5YC+7pyCfkyERBa0kgipzQmtX27p4R3mhJZa0/E3CEIDPaF0PyAWSE0l2E1YHOdmlgZITxaGceO3fCS1LnpM8be5Bk9So8CFsmvWiJX4vmXIiOs06ztIBAwVHuL0vUoeAj67NRRDEt5zsOlXsgp4wcvKrnVR1GRvp2zG8WMHIiU+U3U7l3fA5iYTcfbfaGtvyICdO3y9Dt/thicW/FNzaKVOmYMWKFVi2bBkuuOACnHXWWfjiiy/w9NNP45VXXsHtt99e0PUWLVqEtrY262/jxo2FNqkgMOXEZ9YuiJe5Q2w0STvM8I1Lgffvc79YTNE6zgGbwPY5yaNj11cpaEMY1aZy0pFo6YMGFi9aYik7UsfpcJlJLesKh/3a8X5bSZkyLIIE8VmJ7gxiYE3rGvzstZ/hnc3vAMjkEEuRb54TnyTCJwlIwFZOYmpr4d+hiBBjYcSiqZwYpDiUk6RDkfJHEFQYOTFAOvZG2BHq3JVyElFkqPBhipmPQ6swny+GtgQjJz4POemGI6on7Ldao79pXmYdzS7654rWKTGfk4J/Nb/fj0mTJgEAZs2ahQ8++AB33HEHgsEg1qxZg9raWtf5J554Ig466CC89tprGa+nKAoUpf9W8CxpkA8sp0L5kpOkZiCuqVAABEiGhFZFpZw40nmLkk1O8lROkvBBMei5zbGdaFPbUKNkyIRahmiLJR0+DQ5ZvlDlBHATGqdyMrQKb8CPECEQCEAE4Pr3rsdHjR/hpQ0v4cMzPkwLJbYdYvMfFIM+Ce26YfmcRPNYKRYzoqo5SQlmgjxiFIdyojrIiSAgFPADUeA+/+3Yw/gb6oP1lvNlPuQEECCYpp2UUVk+XwxtiQQQAvyS30NOuhHC6wk1X2uqkfd+ci8OG3tYzrcmvD4nLFqnUnxOGAzDgKqq+MUvfoFPP/0UK1assP4A4LbbbsODDz7Y04/pNVhJ2AzTvl3GqZZbY0krgkPJFIJWTD4nziFQ8hVETljxP9FM3rWi5UvMeWwO3t78dq+3shjREkvZZh29h8qJ0+/Esb1LQwQJ+CDCNB0B+KjxI+v1J79+0nLEY8qJXmASNoBF7AgImZ8RL3FyQpUTA0RwKCcDnR0WAOonu3bDiu0zcqL0FupDts9DPtE6ABAy6EJPK/F71l20mw6xAbn3lROWWXhVy6ou36o6y0gYWsFlJIoFBf1qixYtwtFHH40xY8ago6MDjzzyCF577TW8+OKLGDZsWEYn2DFjxmD8+PG91uCegnUkiTByUr7KSXtCA8xBMSM5yVW5tr9RN9HeNvRukROi25OxTnSs3LkSB4w8INvbygbOaB0XOemOcuIkrI7tqoAPkXAVkKLPUqdnOR3TYpacrMhe5ST/FRtbPARMB8BYsrQdYqOq3QcB0+ekGJJhTTgU+P6faWI+AAG/PRXUinEMCQ6x9rvyOYmYfnxWEkStMpWTDjUBCWbaBr1nPifeZ0QmBFqekXe2gsl8TkrTrFNQaxsbG3HmmWdiypQpmDdvHj744AO8+OKLOPzww/uqfb0ONviJpnISL+Ow045Eykr+lJGcFMMKjsEXBOb8gm53bCuInIT9EgI+EcRwT8aVUoDMGa0Tdt7nHisn7t+zYTA1k8kZHqW/fv5XJFI65KrPsGTj5VjVvMrhEFuAWYeRExZNV+J5TmJJ3bo3AA0LzeeZ7nMIAjDzZGAoDWYQHGZfQfK5kuzlE60DAD6TjqaKM8VVnyKR0pE0/UKCPj/A/G5EX2Hh/Awe5eSXTXaI91ub38r5VtVKwkaVk6T58b5iIMUFoCDlZPHixQVdvBhTTzOHWFhmnXImJ5rliGeVanei2B5WZmf9+nlg+B50O4+BXBAE1FcpEGIKAFsJ+/PKP9vFDssYzmgdVt8EQPccnrP4nADAiCGDgO2AzzAAyX1fWtQWxDUVwVF/w9YEcPeKuwt2iAUceYhMn7B4iZOTaNLugwHDoL9EVX5pFvoVCdsU45MEVDnMOoEuhnGW2JKR1lSRJuDsSzRFk4DAzCl+u7ZVd8dYj89JyDF+X7D0Aqw8a2XWtzqVE6KnoJqLA0UqIh/DPFAEFL5/wVg+DPo/UcbOWx0JDYIpKQdK4cFs/MretvKc5DfQ1UcUyEY61y73JHsAVU4gmWYdJwntllnH8R6Pw/SIelqfyZ9l0bFBeMja1ohmm3UKUk7ceYjiqdLOWRNT7dT1LIMxhu8+cA3KhoQdsl0vx1AftMnJENKVWYfesydDPwIA6IIAI5MDfhmjuTMJwSQnftFvh2p3l5w4oqVUIlulOfKBHTUnIWnY6nFAKiYfw65RgeTEtIfrpnJSxnVYOhIpwBwY/cHBA9yaPHDoVfZ23AwHztNfYUhEAUj6QFAJ5KQlloRgRoOEnZNCt8w6DnKy42vXS2Mb6DPkzzLxtMt2pujOZKdd+A/529yDpjOt3xR14yWeUC+a1Ow+SAhQP3WAW5QFDnIyd6zscoit72JeZAu+b8gY61il1bdqiqqAGXzgk3wOctLN5HQ1o6zNraTOJrYmPtv5Wda3qo5MzQnNJidKMUVn5oGKIyesfkfKNOtopHw7kcuso5fA96ybCPjNMMvoDvo/T/t8fZWCVAYrZbmTE1XTaUSIqZyEeqqcOMnJancBtzHDKDlR8lgVt6qtDuWkEIdYeg/9zGG9xPMQxVTdkvv9IMUVvu+EI9ldLTpRF6yzX+rKITZA71k0ZffVSqtv1Ryl9a0AQBZl26zTnTBigNYaO+d5PD7jLuxADeKi+x6c9uxpaMuSoNBZ40o12yERM/9KCaHiyAlTTjSTnKSM9HTN5QLqEGsOjB1b3S9WDR+AFuWBsDkoMmfWAsiJBgk/amvHeJ+d3yRW4maBrtAao5MAy0AachIHuRurNqdDrGfVFwrQ17KZdZxoSbTYabMLyXNi+pz4mHJS4tF00aRm90FCgK2fDHCL8kCsCWOrxlq7P0nmJpdDq6lC1xS1n4tKU06ao7ZZxyf6em7WAYCx+8O/y6GIEwUHxuIYr9S5Xt4Z35nxbSx9fcAnQTXdFoqUEudExZETtjLTTf8EjZQvOaGhxGaHcb6gVAPnvjwgbeoSAU/itDwntiERBUki44rmVjw96rsYGRkJoPzr7NCKxIDPRwdDl89Jd5Iu+R3kxKuQmKHFeZETtQVxUzsppBpqyEzgJpkmulLP4BxL6pZZpxC/gQFFrBmSKGHlnHuwct23GEpy37+hVQpEAVB1CQKpzOKb1CHWvM+iz47W6WHQwcT6CKIIoIoQPD3xDNdr2QJOrMJ/smgFfATyqO5ebKg4chI2V2aGSU5SZUxOOpzkhD3IFy4DFm0Eaou0/kVkqHu/O2YdPYmQqQCUu3LSEqWDoCybyokzWqc7Iauu3DeeAc00SeQ7yRoCq4ZaeLSOyMhJiYeD0zwnDp+TUsC2T4GX/zfv+layJGJodQA6ZBDznt+6/Na+bmVRobnTjtahygmL1ulZQcQJ9WHETN0j1tnheq0x1pjR7JlROSmRR8+JiiMnsiRCkUXo5uCnlbFXeUciBcm7auuO1N+f2PNH7v0ClBOrMmoqjpBskpMyV07a4nTwEaUMeU66k/zJ+Z4T/5z2miHI8K4FuzLbFOJzwqJ1WCr0eIlH09E8J4ycDHBjCsEnjzpyDXW96h5RG4TmcHz+z9r/9FXLihLOUGK/5Af+dSF9QesZuQ75ZYhmPqqWtlb85sDfWK8tWLoA+/99//QCnI5MzUw5UbhyUhoIKzIMYionKGdyokE0Q4ktb29/JPsbigHjDnTv50lOGqoUxM0VBknGbHJS7spJjCV7YqHEjue5u+Hj/9sCXPoZMOO7aS+JRHMpALIgo4o5MQPQOqZiVsN+rvd0J8+JYJjkpMTNAzRax+FzMuGQgW1Qvki0wc7xWzg5qTQ0R1Xb5+Sb/wLtm80X1vT42kqI9q/29jbMnzgf46rHWa+ljBR+/+HvXec7C//ppmVA5uSkNBDyS9DN9V9Zm3VUO0MsSy2N0JAc7ygChAYDwUH2fgHKSZTQyTiV6LDMOuUercN8TghYEjZntE43yYko5jT7OclJUA66kjul2meixlPYrqA8Jz5mdjXJCSntqA+nWcdHCLD7aQPcoixg5rzRJrHUEnYK9ryUk0CFkxOHWWf7F7167XCEVrGOdtLonJCn7MjDXzzs2lcdhf9YvpnSoyYVSk7Cftlh1iklrbUw0CRszCGWAGc+TSeeYkfYzrGQb3uDfgm6TOXPZKwDQTOMttyVExato5uZccPEoCHEY/YH9jqzTz7TS06CkqN6cX0DoprbNi4UkufEVE50gzrfxks86sOZhM1PSJEV23TgvFeB2RcDp/zVPsZCVfNYIIysDULvwnG2nNEUTUIw0zb0tm9RVRUlJ2qU9qsvmnKTH2cSNmbyKcU7U4pt7jFCigTdMJUTlDc5IYycjNwbmDBngFuUJ5wZNAtIWiUFqMlKi3dUjM9JSzQJwIAOR4bYAy8Ffvw8EKztk890OsQGfUHEk/YwcvHBu2JnzB3iKBWU54SF+lPlJFHCyiYhxDTrOCat7pQU6A80TAWOvJGm1mf5cazEbHkoJzXBtDxDlZIlNqkZ1IQuUpXWZVrtBdQOoiHEeqKjizMpnGYdYvafroo3FiMqkpxEFBkaKW9yQghBRyIFw/Sp8ZVS6uID/geY+QPgwvcKGsx9QWpOMNTOCjLrpABHYbkQMfp8de7MVikLCra32YPx1KHDcPnel7vOL6QqMVNOkhr9DkkY0Es0F5GqGTAIEBhGnUOjoli8SdicCNCVukVO8pjXhtcGoEPE0m83W8c6kvlNpqUOZloVRapeRnpZOakbQpVkOdVuqSJeNCfswoAJp1mHhfP3aov6BxVJTkJ+CRqhKzOtTMmJqhlI6QaIQL+fXKwrtkwYthvw/fuBhmkFvY05jiEZrRiH2FZH0T8ZZkSIxybd23BWnd3WCui6TT6q/dXYpXYX1/kF5Tkxo3VUzZ7ES5VgRlW3SeqtULB7WXv7G53b6f83bzMPdD21jawNIgUJQ3XdUg5aEi191MDiQlOnmWvIDOd3KSd7ndXj61fXUj/BasSwvilzIcw5j83Bh9s+BOAo/CdLINznpLQQ9ssWOSlX5aQ9kQJgWE+lr48nrGJAMEITuAmpqJ3npNzNOg5yEmLibV8S0bpd8O+IHfHV1inCmVm7yl+V5rBXSIZYZtbp1P0QzRVoqZKTWDLDKrc79Y4GCpbPSddTW03QB7+fjqmDdPq9W9XWvmpZUYGmrgcMPyV1ESc5Oeb3md5SEIRALQCgGlGsaYxizihqnvemo3/gswdACIGq6QAIrUrMfE5KsFJ0RZKTkCJBA1NOyhPOBGwA4CuFFVsPETG92mUtVlEOsVJoHQAgxKrH9iU5OXUJjojav2kdohhZaysnATlgqVYMophe8ygbWLROp+5D0BxYS7W+TjSZYXQphX4YbnDv50EuBUFAfQ0lrYN0Ojk7TQ3ljKaoCghJGCJTTgg1S5/+eO+Y8UzfsWohhjU7OnHjgTfi6v2uxisnv+KKlBsRGYGUTiBWfYTI5Gvx2uYXeLROqSHsl5EymHJSnkgjJxWgnESqqXLiM+IVoZwQQtCmbUFg+FMAgDATAfvyXvvDuLLZlutnC1/hJ4QqN9MGUzOcz5OyuzvKSbvmQ8AMiy7VexhV6QqW4fBorDSUkx887DmQ39Q2tNYkJ6ZyUEnKiag0WvsTBIWapScf0TsfYJb0qEIMa7a3o0apwQ+m/gC1gVrUKHa5j/pgPRKajsCIJyFIKu5d+UcYJewQm/+SpowQVhxmHQGAYZRGiG0BoEX/7JWbXAorth6ipobmRwmQBEJm+GqpTmz5oD2hAYEN1r7CHPH6UjnxhSxFAwB2SaZw8tdvof7Uxdh93NyMbykkWoc5xCbgR5AYAKQSNuu4FwiLmpoBTw6YokTDdPd+niaB4bUhYCNQa5p1KkU5aY7aptUJyRRCBSiFeUGhirAkEGxp3OF6aeaQmVj67VIAgEY0qCnDSh+xI74DhDvElhZCfgkpM2GXJgh2HYQyglM58RsEgr/8lZNBg+zkbcH//AxAeZt12mJu3S/Ksh33pXJiDpR3b2vEj1vbcHZbOwQAh274GIMDg63TfnPgbyARgv9pboVPzL9kQkA2yQnxWySoVMlJVLWL/gFAlUEAfwmQk0C1O9dQnlPb8NoQUkTCYNOs05po7f22FSGcqesVQnpcTycNvgAMM9qyuWkHDEeiRb/js1RdxeaObdb+IGWQw6xTevSkIslJWJGRZNlEBQGkRG3audCRSAFmUiClmJM/9SLqamyJMxSlK4xSndjyQUssCUGyvfc7hH5QTiQZ8IVxUDyBy1raYA2NHhI4f+J8rNjSip+0tee98gYAURQQ9ElIQLGy3ZbqPYwlNZd66ZcU+vuVAuom2dt53r8RtUHoEFFrhn63qJURrdPcmYRglQnpA3ICQNTpHHUZHs4asZPUk1jV/JW1L4mSpZyU4kRfim3uMahyYj9AMSvZUPmAZod1ZKYspVDibqKuynYOCzF/hTJWTlpiSYhyp7VvTeF97V+USYXLWMeHVbUtbNUW8ktIwIeAqZwkS1TZjCZ1a0UtEwKxu7WOBgKDJ9rbeZopRtQGkIJsOcRWSiixM3W9nxBA8pbG7D0cJy3Df79szPiaqqtodqhVnclOENP/h0frlAjCfhmE2A/Qk2ufHsDW9A3aE3ZND6VCyIki274NIVPOLNVVdz5ojaUgyHaiqwQbf1gSrb5CJhUuU7VrK0NoYQNj0C8hThQrDbiq96yy60Ah5q2r04eTVq+jzkFO8lRdR5rKSZU5IUZTmVf45YamqAp/3esAgE5RBMS+vc8vfr4t4/GknkSLg5wk9AQSBlV0So+aVCo5UWTAUQeirQy9yqlDrCNtdgU4xALAu/I+AGzlJKEnSjbDaFegZh1bORmlmSYEpY/JSSbZevNH9P/KJ4CvnqPbpCfKid9STtQSJZjRpKeuTh/I/X0Gp1knT3IyrCaAFCQaSgugM9XZxTvKA83RJKQgzYz7leLvm/vsVEM3vocdHZSwC46+peoq2lS3FeBX39KFN/c5KRGEFQlwFCMbLEeyn1yi6EhogGTWWyFGaaTN7gXcWf9rHKjebiknQPmqJy0O5USEiNu376Srtr6+15kmq3gL0LYJePJc4NHTgG+WwjbrFDbMBP0y4vDbykmyNFfgTuWEkpMS8TcBPMpJfs+TIksggowIqRzlRDcIWuOehBR9oZAd/Ttr8wn/r7H0y+1pp6i6irZka8a3l+JEX4pt7jFoimwBQ800v0oJ2uO6QkciZYW3RYzKcIgFgMHVIWwmQyATEZI5uZVrjY/WWBKC6XPyj/1vwuRUipp0+vp5zmTCUTuAbZ/Z+5s+tJWTQs06PhEJ+BEyzQMdJeq74PQ58ROUlnISGWZvF9JuUbIypFaCctISS8JZSmdBS1vfkBOPWZ6ZdpyKSEpPoSPZnvHtXDkpEVDlBJiWoJ0oVoYMvyOhWeQkaBilZe/uAeojCghEJOQa6OYkfcSTR5RsltFcaIomrGidOqYE9rVJB8hMdFNxoNFRyj26w/Y5KdisI4NAxFDz7duiW7vZ0IFFLKlBEJ0+JyVETpwEtIB2NyujbLNOstNKn16uYKnrkaJh9AfH431znz3j9zvfNKEjkcLEWlvhenvL2/iy7b2Mby/FJGwVSU5YcTG/QW9YuZITCGZFYqBizDr1ZsTOZv8E1/EPtn0wEM3pUzTFmyEIBAJEDGJzQH8k+co0+KbiwH9/be/vXA07O2rhDrEAECZmKvssq8FihzPPSV9HcfQ6nAS0AAfrdfVzMUjXoRABOtHx7Lpn+6BxxQNW9E8U+/g+eyKmfif+Ea991Ygzp5+JyYMmW8dTZrbmmbgR39/l+9bx0qMmFUpOwubg5zMHv/IkJykAdhhj5lDP8sOQCJ04m4nbj+iNTW8MRHP6FM2JnQCAsFwNSTVNV4GaHO/oJWRSTryms+2fdd8h1qyvoxA6IJeq70LU6XOCElNOnJNhAc+Ur3Yk/ABO7qTvX7xyMXbGd5atgmIpJ6IzlLgP7rMnAui70jtYvuIj+CU/fjbrZ67XiOFDjTwS1X6bVPJQ4hKBLIlQZBGyQb9+OebCaHdkiC25MMYegCknTXoQ+8ZtU47c2ymliwBtZpKrQUod9fkA+kc5yeRz4kWsCTDrehTqEMvq6wTM6hqdJUpOaBK2Pp60+grOyawAchKpGw4A+F4r9Tf5pvUbHPqPQ/GbZb/p1eYVC5qjZpi7MwlbX4w1Gfrc8nU7oGq6K0ssABBDQdAno8qRjZj7nJQQwooM2aAP0WON75UVsyeEmKHE1KwjAxVn1mlK+fGnbY04JjAKAFwdtVwQ1VsBAIODgwHVNH0MlM9JztcLNevQfumjBknESjTaijrElqhZBwCGzaT/p5+Q91tq62l/G6O1YFKtHY786KpH8eG2D3u1ecWAJlM5IWD3GX1DQsfsD+x5husQSUbxzpomV2ViACB6EAGf6FZOer9FfY5SbHOvIOSXIBo2w12+ffkAtqZ3oWoGUjpxZacsqVVbD1AfoR21OeWDCGCI+Yg7E3m1qW044V8n4NYPbx2IJvYKkpoB1aCr07rgIFs56esEbIDbROglQ8FBwLDd3Me6kecEAHxmosRoiZITGkrM1EuUXh885zng598A1SPyfkvdMEpOAkhir7qZrteueeeakk2olw3UrGOAmHWt+kwhk/3ACXcBe9gE5Q7fXUi8+of0qt9EgiJLXDkpVYT9MkRik5Odpv2+HNCeMLMCWuQEpTcwdhODw374JRGdhK7eFTMBmzMF+r+++RfWtq3Fg58/OCBt7A20xpMQJDppDwnWAgmmnPSHWcdBTnwhd4K/XU8CgoM9byg0lJiSE8msfxXVSzPSiiZhc5pWS6wPKlVApL7r8xyoqx2EqHnfJvtGu177tuNbfLbzs0xvK1nQon92/SSlrxWyuVdbmxPFrTh6272A5smzQiTURfwuciJxn5PSQViRoDoSsfmEEpNcc6AjYUqMMjVVySAVY9aRJRF7jKlFFJSc+HX6WzgTse2I2WXHS3Ul1xpLQZCor1SNUjNwZh1f0J2DITIUCHnIScFJ2Gi/FMxJLqYnS9LsGkt60te3bhjgFvU9RFFAq0irg49KpvuqlJt/X3Onm5z0uX9f9XBg/MGuQzveeBOh2OHW/uBwEOccMM5j1uHkpGQQVmQkHINm0ijN4mKZwMhJQKarNqmClBMA2H9iHaKmclJrkpNWR4mCbTG7NsXHjR/3a9t6Cy1RWzmh5GSAHGL9YQ85aQA6Pdkru2nWgUHvoQaj5Ehk0mNa9QHAtpUD2qb+QqePklOpLT35YakWccyGlljSUscEmP59fT3WevznDvniamzfMM/anzikGiG/2yFW4uSkdBDySwil7BVgOWUz7DDNOorEHGJLUFLuAWZPqEPMVE4Gp+hv0RRvsl5vjNlVPZduWNq/jesltMRSFjmp9lcDrLJ2f4cSe5WT2jGAv2flIBg50Qz7c0otnDiWpKSYOaX7CAHGHjCQTeo3JJU6AIDautWVawMoXaUyG5xmHT/TJ/ra8TnD9c+bZpt2WGRiRTnE3nPPPZg5cyaqq6tRXV2N2bNn4/nnnwcANDc3Y+HChZgyZQqCwSDGjBmDSy65BG1tbV1cdWAQ9ssYERtk7ZeT3GibdUo0O2UPsceYWqQkWiirJkH9FZoSNjlxlnIfXzO+fxvXS2iNJSGIJjlRqh3KSX84xDqeJV/Q7XMyaCxw6FXu8wtUTli0TsxQrBT2pdY/o0lTtZQcPifH/mEgm9RvMMINAAC9oxG/+s6v8J/v/QcHjTwIQHmRE0IIWqJJgCVgY0p8H1clxhf/Sjv0y3VnWduMnDiVk4RQembRggKyR40ahZtvvhm77LILCCF46KGHcMIJJ+Djjz8GIQRbtmzBLbfcgunTp2PDhg04//zzsWXLFjzxxBN91f5uI6RIUOHHD9o78Fh1VcmtzHKBKSc+MzGQDBEQS5E7dw+KLGHs8AagEQgnokCVz1Wt00lU2ks0+2iL0+fE7/Q56Y8MsY7B1xcGfI5oGl8oPZS4QJ+TkbX0/TtUEWHDQEwUEdVKq3/GVDphKZIOHWa0TtWwnO8pF0gRSk6E6A7Iooyx1WOtcNdyMuu0xzVoBoFo5jhJsnINA7QQrCICOgSCg0dRnxRniHHUUQi1VFAQOZk/f75r/8Ybb8Q999yD9957D+eeey6efPJJ67WJEyfixhtvxBlnnAFN0yDLxZUEK+yXoRI/wmVYpIopJ7K5apMFKdfpZYmpY4YDjUBAjQKotWrr0OJYti1c1UpzJdcaSwKZfE76I5R4xJ72tuQDnM+XL9jjPCfj6sJQZBHtmh9hg2AHSq94I1NOArKGKEzlRA7mflOZQBlEE7EpjghIlijsmbXPYGPHRly+9+XpIbAlhiYzAVtoCC2NoZrhxPCH+vaDL1wG3L0fcMD/AG/fYR1+MjANH+17Jo4cdyQAQHAoljGUHjnp9tOh6zoeffRRRKNRzJ49O+M5bW1tqK6uzklMVFVFe3u7668/EFZkJOCzilSVmmycC+2MnDDlRKw8cjJzIs23UK3TCTxpJKEbOnbG3SHjiRINU22Oqh6fk35UTsY4+jsxAKfq6AvRyLAx+9vHCjTryJKIKcOqEIOCep0+w9tj6SXiixlMOfFLZl+soIi5SB3NixJONVlRVmwV/8mOT/DQFw/hzU1vDlj7egssdb1Q9b77harhffvBDVOBa9uAw69zHR4eHoZjJxybMRt21CxlUkoomJysXLkSkUgEiqLg/PPPx1NPPYXp06ennbdz505cf/31+OlPf5rzejfddBNqamqsv9GjR+c8v7cQ8lOzTpiUo3JCZUaR5TkRiku16g9MHWeSE2KH+W3o2IAjnjzCdV6pViveGWu1nC0Hy2GA2fL7w+fESXYNDZhwCN32hW2Tz9RjHG8oPFJg6rAqxKFguEbv37boti7eUVxgyomPVSUWpIJJWqliUMNIAMBg0mYtlLwp1jd2bOz29bd2bsUFSy/AlW9cmbbY6E+w7LA1qTnuFyJDB6A1sJ3hVy8F/nwYsM4mgKVo1imYnEyZMgUrVqzAsmXLcMEFF+Css87CF1984Tqnvb0dxx57LKZPn45rr7025/UWLVqEtrY262/jxu4/tIUgrMhQHcpJefmc0AHBIidlWFemK8iBCHSINCmSOTne+fGdaefFtNJUzJoTzQCAgBSBb8Pb9gv9oZwAth/JlGOAQ38JHPQz4NyX7Nedq8duyPfThlcjAT9GaPQZ3tK5pSet7XewaB1ZMv2/KmiBEKilvjVDhDZsaaH9y5tivSeFOP++6u94a/NbeG7dc/jLZ3/p9nV6CqachH3UjHNahzmH1PbPAhsAsK9j8W8mnMTrNwObPgCWnGy9FCOlp5wU3GP8fj8mTaI1E2bNmoUPPvgAd9xxB+677z4AQEdHB4466ihUVVXhqaeegs+X23NZURQoSv/LnSG/BJX4ETF9TsqLnJjKSQWbdSAI0KUgJD0KifigC0ls7tycdlqpKietajMQAGqlMPDIKfSgP+JWNfoSC5cDXzwN7HYy9TOZ97/u152J2LqhGEwdVo0Pia2cbI1uBUBDwgcHBrvs6cWIqMpUS4dyUimoGg4NEoJCEs2bVwMj9k4jJ8u2LUNjrBENoYaCL789apv4tkQHjrQycuL36YAGBHSd+l8N6scIQMNWhqElaCXwTR+Y+7ajekWYdbwwDAOqSiXl9vZ2HHHEEfD7/Xj66acRCHRRIGwAEfZT5SRUxsoJzGJUchllvy0Eop86IBKDTgxfNH2Rds6rG19FSk+lHS92tKeog+ggp8mkv1QTABg8ATjw0uzOf6E6x07hRGLa8CrE4cdgnS4emhPNmP/UfBzyj0Nw2/LbCm9vP4MpJxIz6/R1eGkxwRfEBmUy3d7wDoB0s45BDLy9+W3vO/OCM/JuIB2lmzopOZF99B4HiQEokf413xkO0qElgO2O8gC+sLUZKUFyXBA5WbRoEd544w2sX78eK1euxKJFi/Daa6/hhz/8oUVMotEoFi9ejPb2dmzbtg3btm2Drhcfa2NmnYhpi+uI9dx22aa24euWrwFQB9u7VtyFTR2benzdQmGTE2b3Lr0HszcgmeRE1NO/v3PFttff9sKa1jX91q6eghCCWJKuioJOk10xDUCDJ9jb3TAr1ob8CIWrUGsOvl80fYH17esBAM+ufbY3WtinYMqJIDDn9Mox6wDAltpZAICqbe8CSDfrAN33O3Fmex7IVADUKb0D38RfBgAECEnL3trncJprUgmgZb29ryXwwIhjME1N4v+C6X6hxY6CyEljYyPOPPNMTJkyBfPmzcMHH3yAF198EYcffjg++ugjLFu2DCtXrsSkSZMwfPhw66+//EgKQViRUIUYhpo27Ua1FSmjZyvoq9+6Gic+fSKeX/c8Fn+2GPd+ci+O/ufRvdHcgsDMOsR0mJRLrVR7L0EwJ7Yakp5boS5Q59pf9OaifmlTb6BT1aCD3uOA6FilFVNoplIFXLwcWPgRIHVvYh5WNwg1Rrojn1gCOXuYctIMmo04VEnKCQCMp06io5veBtn8EfwZvv+fVv4JH277sOBLf970ubXdrg4cOWmKJhEc/VdrP2AQqpz0J7zKSazZ3ic69pGq8Y8t2zBT7gdH+V5GQaPG4sWLs752yCGHlFRxrpBfxloyHA26DpkQaIKBta1rMWXwlG5f87VNrwEArnjjCtfxdW3r+jUTKVNOCDPrVNrAyNBB7dHD0IEmuFduo6pG4cvmL639UgpVbY2lrHoeAefkXWyT9pBJPXr7yPrBGNRYelEGACWQAEErqAlC7SZBK1XsefBxaHs3jEFoA/50KJSph1qvDQsPs6KvrnzzSvz35P/mfd3n1z3v2t8R34GUnoJvABZgzdEkpBp74U2Vk34mJ7ueCHzyd7qtJYB4s/v1RCv9X+Q+WplQZKNZ/yGsSPicjIcAQDNv3EnPnIRPdnzSretpTsckD372+s+6dc3ugpETw0y8U7HkZOYPAABiBs58+NjDXfullLmyJZYEzKyUSgn6y+SLMcOGoMowIHgWPdui29CZLO7Q/1hSt+4RAEgV1gcjoRBW1R5k7Subllnb0wZPs7YLXdA+/MXDrn1VV9GitmQ5u2/BHGIZgoTQQpj9iUmHAQdcSrc11a2cAHb+I05OSgchs37H2/oMKI7V5xnPndGt6zkLy3mxumV1t67ZHSRSOpKmE6Fh2iPlCqqr48L3aASZ5uiYF+9xMf51wr9Qr7tX5KWU56bFoZz4nKQq0ZblHaWJCSOGQAIQMdInsGKvJh1VNQiinX34OGlwjrPLE1V7nmht+x330ElOCnUUlhx+VVU+6t8xEMEMhBArzwlDwCD9n+NEEIDR+9JtLQGsfc39ehvzeeTkpGQQNiufxuHHeW09t1uualnV42v0BphqIgiAzshJha3a/n975x0nRX3//9ds73u9w1GOXqV6AoqKolggGjGJQbAFFTURNYZEY76/qBiNGqLYeySiUbEkilIEFBAEEelIb1fg+t32nc/vj8/ULXe3d7u3e3ef5+PB43ZnZmc/w+x85jXvKsFxwIBp6OeTJ5G5I+aiL2fCiLd/lcSBtY9alw/QCJaTgGKC7ERu1dbQIycLAGCIcFwEqX2sLl8QEMSJleeh7ybVYZUMOOdK6bXy8Ujp4o4lzm9v9V78cPoHAMCjEx+FVbBSJEOcNPmC8AXUDzgmwtPqrR2N2C6i7gRQ/qN63RnhvsQsJ50HnVYDo04DN4xSIba28u7edzFv1byo63vae7Zr/7EgBsPaDDo08fTGFSlSvttgdOA8l1u97ON50AN4suK0tGhs3tiOHVc7qFG0aTf6Fcd2dfSYsM6IzkhvPlqFEDk7/2wA6oyNVKTJFwCnlcVJpDb3XR2NwYSjjjEAIBRDpDiNThg0VK4Mzx7eqn19dOAjXPOpXFRMp9HBqkueOKlqDO/JZSKkYyo0hyKKk4YyeVmWEDspuXmYOOlUWI06uIkx4pNZayGE4OFND0dct2AczQDpyBoHouXEZgLOBGl1xp76Dk5vSyVMDlzkcuOc00VwHbkVx6pcUnfYFEq8jYkalx866wEAgN4nFJGb9x3Qb0oSR5UAtHoEQ85SuikdAHCk7kgSBtR6XN6g5Nax8CRpnWqTDf/Ld3Gr73eqOdZpdOJPZ/8JQOstJw+uf1D1Xq/Rw6pPnjg5WuUCp1XXWDETQgsSdjT6CPXEhglCTkw1TqVMvlbS+UYcRywGLdwwQNsOceIOuKOuG58/HgBQ6a5s8/5jRRYnslI2dpNuqBExOsABuIpkIejuhU+2nwSs2QAAneK8d6ZMszq3H1oz9SWvNgmXsC07iSNKEByHoNakkidi4PnLO15OzphaSZMvILt1CN9txUnv/CxUFl2M8qD8+3QYHDALc1JbKzTrNXpYhLLxyRAnR6qaYOv/iGqZiSe08WVHE8kyPvYmdSFE5tbpXFgNOrhhbNd/QrRAypuG3iQV+mrwNTQrYuKJ5NZRiBO9NnUr9SYcQYgMttP//49+OAUiBI4qzzvfiRpjKQPxAuBokTNTWvIGlEj0ZqQpgpeVLQiUlUJTDZcvCE5LLZfOYPd064hcPboIHsjH7zQ6YRLmpNbMi5EqOOs1esnqsuLoijiNtPUcOB2eIWQkSRInFnXNJhgdtH1EntJlxsRJp8Jq1MJNjLSdeRsRVbvdYMeWX2/Bg2c/iFmDZ2HeWfNg09ukJ4TTrtPN7SZuiJYTq6BHNIRAq+/GMSdCE64CnIZBp8GBykbU19BzoVWc9gCJngqeapTVyhP6n89UA5asTvlk1Bq0RitGeGX//r1j7pVeX/3J1fjZxz/rMOEfC03egCRO0rppzInI5cML4FVUyLXqrTAL7o/WnLtInYctegtcfvr/+9Xxr+I00tZzqCp8TAZCordzSCSOfODXH8jvxe7E1ix5WSecH7q5ONEJbp22fZ4Qgvf2vQcAsOltMGqNmDlgJn4/9vfQa/TgOE4SJ2/veTtew26WesFyYhH0iJ6QyGa/7oKTihNtw0lcOJBasqqrqDjJUbRV6Ez9dU7WukAInWz6+33qSaiLoTXa8NvqWmTU9cE9w5/E2LyxGJ1LS6NXuCpwoPYAvq/4PsmjVBMI8vAGeEmcpAe7r1sHAJxmPYZrHSjx+TCIFEPDaWKynJx2hz/YlaSV4LI+lwEAdEno+HysVm05ucsFZPB8ciwnAK13IiJaUVW9tpg46VTQmBP1jVsTQ+DQuhPrJNFh1UcuviO2tn9n7zttHGVsiJYTsyhOgG49MUomT3cNpo/IBwB4Gug5KfH7McVEl3WWImyBII/KxiZwHFXUZp6Em3W7EtZM2AjByPLB0HhoM7k+zj6qTZLZXyUSLr/QV0dLrapOPtitLScAkJeehg9PlmPY0cHwBfiYYk7E89vX2ReDMgbhsj6XwWaw4aycswCgTZ2N20MgyKOsQS1ObmkQ4l6SJU6UiJYTZbVaFhDbubAadPDAAK/C5FVgLYi6vT/oxw3Lb8Dj3z0OAKpqskaNBZ/vKAMfkpaszNQ5Vn8sXkOPiihOLIIe0RMC6LqxODGn0b98AJP7WJFn8iGTlwvmzTZSy4qPl8XJ8YbjeGXHK0nteBqNygYveMhuDhMh8jF2RYSYoSyuHnvK6PkITc0XHwBSBZfQ9E+jpb8pazfO1hHJdNLA9IDPgy1HqyVx0hrLibiNw+jAe1e8h8cmPQYA0j5ONZ3q0ID2EzVuaOwh1joxpT8Z2ToiI4UCoucLfcKUac3MrdO5sBi1cBETPK08cetOrMOWii1SCWVPUFb9ZTU8blvyPV7fcET1mdemvia9/vrk1+0fdAuIAbEmpTjpzm4dvUXqimuq+AHfYg5yuFp5dYDe6JWWk2s+vQaLvl+E13e+3qFDbQ1ldW4pC8TEaWkmSzJqK3QUFuqyyuDqsaeMPkHbQvqXpJo4aRKa/um09K+JEKC7FkIU0Ajprkb4cKzKJVtOgp4WhYVbuPGbQ7IOle+/OPJFPIfbLIermgAuJIBeiH/p8PL1Sq58BrhnP9BrIn2vakLIxEmnQow58Sg6uzaXdx9qPlbe0Kob6H/lu98dU11sAzPkioEdUQxNcuvo6Rj0BN3bpMxxsg/2q0fDVkcSJ2KQ8+byzQkfXqycqvWAE3q2mMVS3qIZtysiWE4yUY995Q3geRJ2k6oVm5ulCKLlRCuIEyMh3fsaBKRCYUb4cbLWDZPwnid8i003P9p+GADg9qpr3ih/By/teEm1LpHZd0fPNIEEooiQZFpONBrAriifr4w5YZaTzoWYSqy0nDQXe6C0lBBCVNv6AtRUsb+iETtPyiJGvAiBjvGNNniFsuYGUZwQoBuWzlYhuj3qT4atMvjpOa3x1uCtXW+p1qVievGpWtlyYhEv365sORGCfbM1DXD7gzha7VJdUwBt/pZKiJYTjUqcdG+3jihObtN9iot23AtT1WFp1bv73m32owfO0PiOgxXCfHtsE/D6NJh3fyxtowxoX7p3KSa+MxE7Tu+I1+hVHKlyAVww8spUiDkRUYmTzner73wjjiNpFj08xIBRHnlyq/HW4OFvH46YveENyNv5eJ96UuSN0COAXFTj/a3HVZ8bkT0CQGx9JNqKaDkxCJYTHbq5WweQLSd1x8NWieIEAJ7Y8oRqXXOdppNFWZ0HnIZO0mbRQGfq+uKk0ECtWXvL6mHWqp9OxR5SqYJLFCcawa3DYk6kByQL58XwhnXQv3SetKqlh7Z6Lz33ZxqALUeqgR+WAEfXw/Tp3dI2eoVl6pFNj6DB34BffZaY/lmHzzSB4+S54beDZtMXOhOgSaG60yHuz85GtxYnvbOsqIID4z1ePHu6Vlr+7r538eOZH8O2V1pOvEEvdIrcfU7jwodZL2KT6Q7s/WE9vAF5whSDYjtUnOiYW0ciQsDoaUJv6Fpf9IC8jjhfsXKy1i2VRZfESZe2nFC3TjZHrZE7T9WFWU6CfGqJkyavWDJcsGISHtB2fLprShFyzkB4ZAki02GI/vv1BXi4xGBTXo8X1h4EGmnFbQ2AscacZvfR1gq00fjowEfY5XtVarx5y7BbcHOvy+nKZLp0IsECYjsvfbNtKCOZ4AmH8xrV8SSRftTKMsm+YIjlhAtiWON6AMDMwKf4aq9csl4UMetPrse3Zd/G8xDCEANiDTrqkmBuHUSsnlqjpTc9U+VO1fIL37tQeq3ltGjyNyWlPHY0yurc0FqOAAB6i16nLm05oefJQeqQjyqYd/8HppC6FqlWQE+0nIjixJSsyqGpRIT+L0M1NG5DnGsP1h7EnavuxO6q3dI2FfWypRDEgJV7KuGuk2NUbtPQ30eVW87AUxKtgndbeXD9g/CaN0Dv+AGAEEcoBsNGKSeRNFhAbOclz2GC3mBEBdLD1kV6alYGxHqDXlWqaZpZvvgmanZA/+UCoPY4QIhkOfnowEe45ctbElrwq16wnOiU4qS7m5QjWE6MDjqpGUISBZR9kI7UH8HZ/z4bl314WcrEn5TVesDp6O9ugFBPo0tbToQaLvpAE57SP4876v4O3aZXVJukquWESJYTJk7CLCcAjD4q+kWL9B2r7sCaE2vwq//J7hilOOmfQ38Lrmq5+25WgK4Tq8iuPLpS9R2Jqh4sdpw26UwKcZJqlhMWENtp0Wg49Mm24gShfu3fFspV9iIFxip7eXiDXpUqPz9vhvQ6l6vFhfXLgH8MBTYuVrl/xM8mAm8gCF9AuIlydPwmJk5CKiVSMgtpIS8zIZjREPnpSjxPVZ6quJuH24LHH6R9dYQ0Rp0YL9OVLScmp5QKXqqlT9QmRSAkkHoxJ01e+oBAwCwnEgrr7SGedgU3NtLKr+K1daKRNrNUns+yOg8giJPzSgqhRRAOn/wAkeml4qPR3whPwINHNqmb8Ykl7hOFVW8FBJGV1DTiSChjTgKdo8ikkm4tTgCgJNuGk4I4udlULHUSjmQ5UYmTgBceIUDWffJazOzbP/IXfPknVSE2QF3wK56I8SYAwAvixMLcOoDSUpVFz5Ptkr8gAHrT++uZalwdbL45YirEn5TV0UlcpwkRJ13ZcsJxYeZyk199/eyp2tORI2qRJh+9ufKg4zQSAli7cBXf1qCwnPxASgDQBwNAfgiIVGqhvE5One+blYHpvXnoFZkydm8DDBr68FXlqYJNrw4CdQXiJ04iWeioOBEebiI8BCUVZYmB44kNJ0gE3V6c9M22oYoIJ9FTK/3QX9/5Ot7Y+Ya0HU94bKnYIr33Br1o9NKbg5lLxzBjedTv0IW4BBLl1hHFic2ogzcoFC7iu3dfDwDqp9abVwL3/gTYc7Fl3FPS4owWOjenQnl7seGfUU9NtFrRmtOV65wAYeZyR1Btqq90V6LRF9/YgvZAY04IgqI44QmQ2S+5g0o2CnGyny8CIIg2yJaTSOJEaTkx68y4abB6PedtQJaZPlyecZ/B8OzhqvXxtJw0BcJjz6x6K+AVfnupZjnhOCBnCH1dPCG5Y2kDTJzk2OAV23kHvJKVY1/NPjy59UnUeGiO/Tcnv1F9zuV3oVHoljqsMAu6Y+ujfoe+cq/qfaKewsVgWLtJh22V2wAITyfdXZyU3g4UjQXO+wO9kdtohP/IfsXSJia+eXFS4w1vkd7RnBTEiUn4uUpJi13ZcgIAjWrhb4xQUbSlQl4dSZM3CChSTZlbBypxUgUH6nRZNMUacsyJKcIDQnm9W06drzuJwV/dBAA4wAttRupPIdNEYwbPuMI7BcczmL2yqTJsmUVnUbh1UjB1d85/gcueBM69L9kjiRkmTrJt8BI625Mz+8NcMGJcSWhAZL2vHi4/FSfji2zA2r+pP6eRbxjlNQdU6xInTuiEaDfpsOb4GjpOjYa5dczp1GIi9pwQMKUXSq9druYDxq7+5OqoGQEdhejWEdPEtYTQSb+b9U6KdKbEEvYrj67EvWvvTWqGlcsXkDJ1AMCoM9Pqnd0ZxRxUTez43DqDijYoLCcR5iml5cT07fPghNpDa/kR8EEHBH3IEdKIK92VYbFh8XTr7KkOdx+q3DqpZjkBAEsGMPbmTtl/q5tfMUBxpgV+jgoS7sBK6Ct3qdaL5uJQf+P/bfx/8Aki4xz9YYRhz5deHtGrA2ITbTmxmeTTWqfRMMtJNLL6oSmD2oldrpaj+lcdW5XoETXLKcFyIv6cdEDXt5oAgKJM+Tb7ZADA3+rTcOPQG6Xlz29/HreuuBV3r7kbXxz5Aq/ueLWjRynR5AuCEwqwaQmBPhVvWh2NwjVXQ+yocGtkcRKM7tahMSeC5aTmqLS83liAGkItFXl6GutR1lQWJkbi5dZZcXQF/vjNH8OWW7Um4IjQMy0VLSedmG4vTkx6LcwW2eRqCHHBiO6R0CDWRn+DVCUwq2Y3QrHk9MJDuBUAUB1SgKnem5gW72IascUkCyknizlpFsvE2wAA2pBqsE9NfipsWy7J6XinBMuJXmk56cqZOiJ9L5Be9uSoaX1a1Y+4+6y7cEmvSwAA35V/h/WnZNdqMt08Lm9AUYCNpOYTdUejtJzAjlNujeSeEytvW0JcX4Egj8oGr1TwzKzo+N6zqAC1ojjR0s+VN5VLYsQqBFHHy3Ly2KbHIi63fP8WcHgdfWNk4iSedHtxAgBOmxxlrQ/xZy/cvBBAlIBIIWpcv3+5vMyaDeit0Fz0f6jNGg0AmNqkfiovaypDIhDdOhrDaWmZmZBuZ/aPBU6YEDWc2pp1UfFF2DF7B+4dc28yhhURMSBWJwSbdPmOxCLnL6Bdfc+eB0P+IGmx98wRZJojZ8EkM72YWk6UacRMnCipgQMNQQPMgqtctJxYdLI4CfABnGn0IcgTRbsG2bU+qLgAtaBiIBd0fitvKpfqmohBsvGwnBBCVPWPlFi/flp+w0RoXOnmNZUp6U47IHRdDxUnIhHTf0Vx4q6l7/94iv5ACQE4Do5CHxpOm/HHM2cw/uxHsLb+AFYeW4lTjacScBSyW2df8HlpmZaw3jrNIpibNVwg4mpxkks2hBDJrSMGW+q6i+Ukbxhw/xHAYIWtoQzY9wEA4PCerchIz4j4kSN1RzpufCEoY06Y5URAMa1a7BlwNRppFhPkmBOlOGnwNaCsDgB4SegpLSf9ehbiG46KE66ezs3lTeWSa0iMHXx5x8u4a9Rd7Rr6wdqDEZfrNXrJNQWAuXXiDLOcAMh0yhO8PrI2wfGG8KZxHKeswmqUI/IF83//PCcOkELYCcEMbTr6p9MaG8sOLEtIUznRcqLTyJYSHQFz6zSHIE7MUU788Cw5NVGsQpkM6j0BoX4Gj3IX/S0WBILdw3ICUJM5x4FzFOB7Ie5k4Fe3IG3HsoibH2s41oGDU9PkDUq1OYw8karcdmsKzgIGTwcm3o3CdAs8MIbFnChZsmcJKuo9qqwnsS4KnD2hLx4Pk5M+OPjKaf2pSlelVDPlQK06CaE9HKo7FHF5hilDHZzNxElcYeIEQHa6XCciUpoiQOueRENPCM0ICYlJ6Jdrhw3C0+5HtyHfRoNkTzaexJNbnmznqMMRLSfFllHSslKPlzUdaw4h2NKok03G/5vxmfS6h6OH9Pr5H2SLFEAn0Nd2vpbgAVJEq0maowGugAsGToPefn/3sJyEoM8ZIL0ef3hzxG0SXRm0OVy+ACB2JCZMnACg2Uoz3wKm/AWF6Wa4iCxOxJgTpSvuxR9fpJk6CnFi0BqB+48Ct28E9CakFdDaMdqK49Lnxayt0KrcbYUQgnvW3hNxXZhLkcWcxBUmTgDkG+SJzBIh155EESwieoCmbIXQP9cOTmHPLLQWSK/f3vN27ANtAdlyQm+0g71eTPY1P/Zuj2A5MSmqTlbUqM3wF/akzQCVAbF+3o/HNj+Gp7c+jUpXZH90PCmro+LEnk6fCEt0DiFbp4sXYItAXlFv6XVxIIDFxVcj25yt2iZIgi1et4mA5wlcPoXlhJCIc0N3pjDNDBeMchE2wXIS2sCxvM4jZT1pCIHOmk1TYgURUNxvKAAgy3sKRmHeFi0nCyctlPbTnuzIUGtpwNVLep1hCjmvzH0XV5g4AWDrf5702hwyodn1dlXEtwbqOiiAwnISQobVgBd0v5be9zHnxmO4URHFiVZLxcn5Ljc45tJpHkGcTG9sgpUrhPfMedi4eTOw430aOwTg8j60JTpPeKl+hjJAuiOe0ndWHoSl9z9Qa/kPAMAtfn83tJxkZarjgM7lrBHjChLVw6o53GIzRmVArC2x131noyjdAjcxykXYhCDW0HINSsuJgZCwSsiWDPqwl4EGaKGuIlziLAEnOF2UbUdiYXfVbrz444uqZSQof0+4OGGWk3jCxAkAZPbFA+lPAAAsfvWE5gq4VMW3eF5djE1LCM2aiCBOAKCs4EK4CA3SyggmNoOgXnDraDSKWBiWqdM8gjix+T14dNyb8J2+FHftvhb44CZgzycA5LREANheuR2A+sbXER2LXz48F1qTXCl1okbIMOsuMScKuNBy/e5qOAzh/w/KxpwdRZOP3kzFIE4jIUBWNy9dH0JhOrWcSDEnQnd3ZRxeX2dfocYJXaYnCK+ya0oDAPTTnETAr57njDoj7AZ6jbRVnFz/+fV4d9+7qmX62suk147DIVXBmTiJK0ycCOhzBwIA7CEpw0ESxKkmObumOCR4S8ruiSJO+ufaUSOkvHHuGvRy9IrTiMOpcdGxazRCFhEBy9RpCXHCC3gwsW8m7CaFr/rQWgCRi0MpLSfJCL4czwvj7IaWk7AGa556FNmLwjZLRpVYl5dee0Y9FaxG1ngzDOrWMckxJ4IoUcacBEkQZfVuteUkpMeScs61+tTWS71GL4mTtv4OlA8gPSwD0LDnMfR0yjFo9qqQQFlDN29REGeYOBEoyqWmYjMf/hSszNR5uuIMpjXKP3YpyUMb7u4BqDhxESGOxd+ExyZFLuYTD2qb6NPat5UrAQgXdJRxMQQUPT8MB7/EJYMULgMpzVi+TM54qA9a+Zv4+sTXCR1ipEaRRr8QaN0NLSeh4iTo96DIFi5OElVPqDlEy4leR2+0Jp6ofmMMKk68kNNwAyDw836VW6fR34iKOq9UrsEYUZykyfvkG1SrdBqdZPFc9P0irDm+Bs9vf77tcUhC763embLVzh56r+ju/ZPiTEzi5Pnnn8fw4cPhcDjgcDhQWlqKzz//XFrv8Xgwb948ZGZmwmaz4eqrr0ZFReo05GqOXrnUf5gbwfVyvJ7eiPIbM9HP78fMetlcrBcDXr2RTcj9c+20BwQABH1wCgGMZp054vZtxR/k0eCl3VBFGllfnZYxWIH8EfT1+kX4WYnUTg+8kJJdaJN78Ig9i57aIleQTbT7IFIau9ErPCkyywmq6xvCqosCwM4zOztqRBIuH50/DHrxpsoqNIdiNmiRaTXCpHCHegNeVUBsvbcBviAvBcRGtJwo3CgaXv0QZtFZYNPT9ZvLN+PO1XfiuR+ew8ZTG1s1xtCim/U+WtW7d5b8nTalOLnwIcCaGjWRugoxiZOioiI89thj2Lp1K7Zs2YILLrgA06dPx65dtB/N3XffjU8//RT/+c9/sHbtWpw6dQpXXXVVQgYeb/rm0Amvtz+8/sjhOtrTwR6g/116hQDQiUo8d0jE/fbPtcEnBNE2uVwwCBNVpKfh9lDrovsTfd0AcGlTE5sYW4LjgKtepq/LtmNsmvwEdvoMzcLJtmRjWu9pdJNG+jS+s0q+8SW6IeDB2vA6CwaxEyqznKC8mp6zz676TBUfdNp1Gh1No1fImNMqAmLZA0IYRelmfB4oBafI2FFaTny8F+ACcFpoUKseETo7cxxwzp0AALNCJ3DgYD6+JWK7iSpP667Vo/VHVe+DfipKemXKvy+nUpxMmt+q/TJaT0zi5IorrsC0adPQr18/9O/fH4888ghsNhu+/fZb1NXV4dVXX8VTTz2FCy64AKNHj8brr7+ODRs24Ntvv03U+ONGUXp0S8bOSnpzyBbM++lB+UepE3XK2bdF/KzdpJcEQnl1nVS5MEACcQ2krBXiTewWeoFroaFFupg4aZnMfjQTIOCG/l+XS4u9J7ZLr6/pfw2AyFaSRBdn21cV3lgyyy2IqNDg0O5AiDipbWhErcuHHvYe2PjLjXio9CEAyYkFEq9D0XJiYhWaI1KYboabmOR04oAnrOUAp/Egw0rn3IiWEwAonggAyID8WQunAffWFXDXhF83+la6uUVLCQBkmbJRfXwqAGBAnh1X9r0SgywFmNiKZqGMttPmmJNgMIilS5eiqakJpaWl2Lp1K/x+P6ZMmSJtM3DgQPTs2RMbN0Y3pXm9XtTX16v+JQOdVoNqLg0AsKjiNG4vnIJBGbSPxxnvCQDAECt1z+QHZOtKrVYDXPZks09HeiP1V5ZX10uWEyC+3YlrBMuJ00LHZtUaaSIde2prGY2GCpQQ7E1HEfxpFVC2XW4kJqQNK7NDTrsT+4Re0ai+JrScFlkeYVl3tJyE3GD08OPjH2jQOsdx6GnvCSCyOyzR1AhxXzqdoggby5gLozDNDA8MclBs0BteNVvrliwnUcWJUEMmTdEbyypkXLoaw0MKxFL5LSE2Zx2WNQxXpD8PrzsLI3qkYUiBA49MfATv9ZsDdlYTS8ziZMeOHbDZbDAajbj11luxbNkyDB48GOXl5TAYDEhLS1Ntn5ubi/Ly8sg7A7Bw4UI4nU7pX48ePaJum2ie7PkcAOAClxu35U6QTcRCxPgIIchNWXvQpdG0GPBmNNKLqrq2FnrIMQ1L9iyJW6EoMVPHaqZjtYkl7CNd0IxwHAVhi9JRD+2Sq4AXz4VVePpt9DeCEKKyoNT76iM3howTNS51tgHHcfKvqDvGnISQhTq8t0UWIj0dVJycbDiZkDYRzSFaTiRxwjPLSSTCCrEFPGHnitN4FOIEUjVnFWYqTqxEvv4sQv0UlybcrdPoa118WJ2Pph/b9Ha89S118cw9t4/sKvI2RPsoI07ELE4GDBiAH374AZs2bcJtt92G2bNnY/fu3W0ewIIFC1BXVyf9O3684592RNILSrAqeBZ943ejulH943a4w606HGk5Gt9sphfVFcceh+6Dm6XlT299GiuOrmjnqCnipGgx0ScIm+A+YhHkrcRR2OxqqzjhBVxo9DeGueQSGXdS61GnSUqTuNbALGMAirkK7D9VjZ0n6Q0lx5IDgLpOPzn4SYeOpVq4DrUaFnPSHIVCITaxmZ8n6EEwxKrBad2wmVtnOTEq0n6twrWZEyG54W/f/S2s2FskxNooNQ161Lr8KM60YOqQPHkDn0KcdMMqzR1BzOLEYDCgpKQEo0ePxsKFCzFixAgsWrQIeXl58Pl8qK2tVW1fUVGBvLy8yDsDYDQapewf8V+y6JtjhUcIXj15pho/landLsaG8NRESysmH5tVDqLS7P1U1fdh7Ym17RmyhOjWMRsFywknPFszcdI6IlhOlFgVT3ViuXqdRoc8K/1tJzLupN4bpQJtd3TpiCjccHouiDyuCu9vPQH4XNCc+Ula99CGhzp0WOJ1qOHozZKJk8gUpZvhDrGclAvXkFQ7igvAJjz3UXESYS4zpwM6k6qbvPgg8cjpyA8M60+tx9wVc3Hn6jujxv2J4uRQBV1/86Q+0CotMaLlxOgEbk1sKYHuSrvrnPA8D6/Xi9GjR0Ov12PVqlXSun379uHYsWMoLS1t79d0CH2zbfCATiQff3cAwWBI1UFfeDGfYr+/RbOtzaK+qJTmyx9P/9jW4aoQ3ToGA/1r4wQBxNw6raOF/ifGqsNSOewTDTQGya63S7En7+1/L2FDa/TRwLsC00BoOS3+OmA2XdGdXTq3rAZu2wCk0z47uajBsm0nwb92CbB4HDKENFJlGnhHIFowIYgTIwuIjUihIE7EmJMvjnwBItz70wSLB8fxsBipOIhqOeE4IK0ndfsIWIQsmj7+AL4//+Wwj8xbNQ8bTm3AmuNrMOKtEThcFx44KwbENrj0yLAacM3okDo6YumI8b8B0otbe9iMGIhJnCxYsADr1q3DkSNHsGPHDixYsABr1qzBddddB6fTiZtuugnz58/HV199ha1bt+KGG25AaWkpzj777ESNP670ybbBTaggud3/FiZo1elkyo7Ft2eMgpkAD5+ubvHJSMdFjyuJV72TWikQj06KVrGZN7OctA6u+UuBO7MfREghf3TTowAAu8GO/TX7AQAfHfgoYUNr8lNz99k5F2PTdZswI502POvWlhOTg6bv22mn74HWJtS5/dCU0wyrhXp6wzjZeBKbyyJ3Lk4EYkAsDypSTOBowDVDhcOkB9GbJXGy7MAyAECJz4deUjmHIMyC6tBHs5wAQFqxynJiU7zW+93Y8usteHTio1HHsuj7RWHLxAJ+JODE9aXFMOm16g0ky0lItWJG3IjpqqmsrMT111+PAQMG4MILL8R3332HL774AhdddBEA4Omnn8bll1+Oq6++Gueeey7y8vLw4YcfJmTgicBm1EGrKEE8NrhPtT43IPsqb9v6ETbUa9HP72+5AuSpbVFXaVq4KbYW0XKiFcSJXXwMYZaT1tGCH7qxTP4tiO0MbAYb7h59t7R8/JLxmP35bMmy0l5ONJzARwc+gkdoPJlts9FS+kImQbe2nIjYqVtttmMr7tLKc81QjexKvenLmxJexVdEtJwQCL11OFahORoWi10SJyLOIA+tWEeK42EQSnDTCrFR5tn0YmpZEbAq6494G2DUGnFF3yuijiNSefsD1TT2UUcycH1pL3nF+n8C//4F4BJcRqyfTsLQtbyJzKuvvtrsepPJhMWLF2Px4sXtGlQySUtzAtX0tRj1DQCTHCXQQV03QRcQTLgt+ZTTegBn9kVctatqV5vHqkQswgYNfcq2ikNn4qR1hGZ1XPc+yIHVeHNPEHPqX0Tlvk3I7peD0+5KaRO73o6xuWOl966AC99Xfo8VR1fghqE3tHtIV3x0BXUBCnNyrl14SvMIjcy6s+VERLCc9Kteg/kKHeAIMVbevup2/Hj9j+A4Dn7ejyp3lRQvFE/EmJOgkD1i1MQ0xXYrbHYHakMbqUKuHWU1AgRihVhEn8vSilWFMZXzNlqRnVOSVqJ6TwhBedMpgAOm9h+MDKvCvb/iQfWH2TWYMJi9MYQLhvaUXlsVwVL9jEJMQkYfeWOh5kWLlpNLH8eR4p9jXXBYxNWH6sIrgMZKjeTrpuLELl6gzK3TOkLFSY/x4C5diIsvvxYA0Mf/Ey6x/VK1id1ghzGCMHUH4lOcKTS1MtsqPKVJlhOWJYC8oZGX+5rw59I/qxaJVT/vXH0nLnr/Imw/vT3SJ9uMxx+E208tcAEiWE5YEcSoOJ1pYZaTACdX3XZYtFKKftSAWABIL5Z7nEE9bzeX8mvS0nk79HrdcvwkeCFm6PZJo+UVkco+GJnlJFEwcRKC0Sz/2LSK32IvnaCQMxUq211D/7ZUZCmzL9yXPI2tfP+Iq//09Z/aMlQV4hNbAFQwWct+bN3YGJRQcSL4kgv6jYJXOPcHtqpT5m0GG5yGcIHQ2kJPsZJlFnp3dOcCbKEUjIq83NeIa/pfg2VXLpMWiRlV60/SVve//uzXcR2K5FrVcPALvyc9xywn0UhzOsPFCTjJnO80a+Hj6f+pPlpALBAWc2LlCeoJFTK8J7o46e2kwdShJe3f20ZFqx5O9M/JlFfURXDXspiThMHESSgKK8gYj3yTOceUS1+Y0gBwUT8TjT7ZVlRzkZ90K1zta45ICJF83QFCnwLs4tNDdXgkOiMCSnEy5Gc0CwAAOA6GYTMAAIO86knMbrAj15qLB8Y/oFruCSZYnLCYE5nsAUDe8LDFfg8155ekl2BENm3sKKaHKilvil4gMlbEYNh0i166qTLLSXQy09NUSQYA8PvqGslyYjNxsuUkUm8dkQgxJ2LWpearv0b9/mIHDZqu9lSrlu+rou77bFOI2+/gKoTBYk4SBhMnoSgugB6BIL4rb8T3v/4euWJNTr0Jys6/AFolTow6LXT2bADAhDj3ZGj0BhAQ3DhenlpObKJbJ04Bt12ewTPo36KxwDVvqFZxuYMBAMO0J0F4OWpfTCO+duC1eO7C56Tl8bCcRKocnGkWnuLENEb21EZF5K1fA4OuVC32NdZIr9ON6QCAGm8NQmltxdDWID4gpFkM8AqtKQwsjTgq2enpKsvJNE0aRnh9kovGZoLarRNtnjWlQa94YLTwPHI4xbmOUoW7h51WIw8toHiygQa8F9lD0tAV9XMk2DWYMNidK5QQ06FJq6fNokRTeqQLpJVFlkxZVKk/croK//LIIui0+3SrqhZGQwyGNeo0cAVo5LnUzrtn50jjTjppPYD7jwI3fhG+LnsAAGAK9x1A5CfhXEuuNPFNKpqEe8fcCyA+4sSrqHgpIjaNhLiuFaK42xBiPdG75MDlNFMaAKDWWyv1RhKJ1Lm2rYiu1TSLDn6hiZ2BWU6i0jM/m5b3FygkVPibBKuvyRBEnbcWAGDkm7GccBwMipIM1hAx4q4+CQCY3GOyarlYA0dpOalz+dHI099O/8yequ1RG6GRJLOcJAwmTkIJ9Wu6qmma6YZ/0veRou9b+XRk7kFL42fyPEaW7cXNw+RS9tM/no4NJze0aciiOEm3GKQnQRvPA7ZcYMC0Nu2zW2JOAzTa8OUW2e9sVsQQ5G54Hnj1YikNWezFFA+3TqTuxxJilhi78cmEBCYaeJdkYRItJ7WeWhysPajaTikCy5vKsfzw8jZ3CxdjTpxmeVo1MstJVGxWdSqxLUBfm4VlvKYB35ZtAgCM9HqbzTzU6+XUcSvPgz/vD9L7L7/bAQB4/NzHVZ8psNGq0O6AWxKt+ysbwOlrAQC9nIrCa3v+C+yJ0AqBBcQmDCZOQgm9AHg/UHVAfh/0q4NiNTpA27qgt3756ThN5DiBWYNnSa+P1h/F3JVzUdEUe/yJNClatNJTQHqQB4bPlGMnGG1H8XSUZZQFQd6JrcCJzUDNEQDyjSgelpMGXzONxSTLCbvxSfjDS/wH62k8iVPofVLjrUGDX/3/uv30dty56k78VPMTrv3vtbhv3X14f//7bRpCTRO9Dh0W+YZr0DLrVlR0Rih/wf5aet2I/XYON/4IH+9DoT+AQT5/s+LEoKhPZeEJNKOuBxFcPe9+vQvr9p+GWWdW1ZUamjVUumbFeXNfeQM0OvobEXs0IegH3r0uwrdyLBsygTBxEopCgUtUKrI0zr0PmK6o4xLDk9HwHmm43/8b6X2GKQMTCieottlSsaXV+xMRxYnd4kaABKADh+xgkJXNjheZfaWXbl6OF8oTi/IJdUcsOjpRNQXCizrFijIWwkQKsHDSQnllQBAnzHIiUzwhbNHx4zQY3CaUsncH3PAH1f2yHt30KNacWIOrPrlKukG1tRmn6NaxW+QHAj0TkNHhOJg5+Tds9gr9wQTL1YmmIwCA3n4/OK0xslVTQGk5sREeMFiAQprJZSEu3L7ke+w+VQ8tJ+/DbrAj00StomLGzv6KBkAjVNkW9/nN05G/1GBjD38JhImTUPLDI/9RIYiTwjGAPVetlmOYfArTzOAFU6LXTFV5nkUdES4GWcaC6NYxWehNMldjpOG7bGKMH+PmAgAG6mgAnNHrpE0fAcmyliG0b//x9I9SIF9bEZ/wg548XFf0DC7vc7m8MsAsJ2H0PBsYe7Nq0QlBnFiE63XnmZ0RY3lC+bbs2zY1DBQDYvV6KiwdwSA4do6axaiVK+elB+n1FJpe3MMfiF4dVkCjsG5aeQLoreCEVPuzcjg0egO48Y3voA1J7c4w0Wu22l2NL498ic+q74HWSGNOLHoL0FQFfPVI5C/Vsuq/iYSJk1C0ehoYOX8PkD2ILhMtJw5ajVIVoR1jUOKgHlSpB/10ksy15KrWiymISo7XH8ffNv8tatqjVF/BQMVJnvg0wibG+GGjmVb3GIpwz+h7MLNGEWhcTn3a2eZsadHot0fjN1/+Bld+dGVYNkBrEN06hDdhRFGaeqWYSsyC8dRc9iRw4xc44hwHAKg7RYsbihatsqYyvL3n7Vbt6sOfPoyYMdUc4nVYT2hWxwCfn12DLaDMZuqpp1YIVYVXAEWBQIvuE7/CrWOFhtZ3ElLtbxyThZIcG8rrPfCqDWdSBly1pxr3rL0HXs0paZ1ZZwYaQ+bcyxVWFObSSShMnETCnAY4CuROtRVCiXmhVLaqMmczpsZIDOlBb2Cc8GRtC7nBhJqdAVp6++09b+Ou1XdF3KdUul5bCwDIF8sYMbdO/LBREdnP3YQ5Q+fgyjxZRPLlOwEA2ZZs1Uc2lm3E4brDeGXHKzF/3ekmoSZH0IThRYrfGyHAGdpsUOwrw1DQ82zwhVScaKvp/5NZEauwrTJ6n6tQgiS2DDrRrcNp6YNHUSDArsEWCCjEW38rtUSYQy0ngUCLbTh6mbKRFQiit88vu3gEy4l55R/wxuyzkG03ounkTADAvaPvAyBbTkILsQGCqHUpl3PAaEVbil4TWz5ARpth4qQ5zDTKHzVCITN7BMtJjOb7EcX0Bqbl/fD4g5LPUyTU7MwTHkfqjwAA9lTvibhP8YktoKE+83wx2YDl4McPqxAc1yikGfrlc+E7SStKRsvMaEs5+wNnaDVTs86KTJtivz99Kb+25cS83+5AVh/qmr3Evwr1jY2S5SRW/Hz4g0JziG4djUaIneAJs5y0QEBRwdosiMFRHq9UiA0Q3TrNn0O90YEvjp/EspNl8rwnWhgBFHkP4bXZY6H3DkHD3v+HoXbqJlVaTkKhbp0z8oI/nlTHmIye3bqDZLQJJk6aQ6iPIOGg8SIqX2MES0dzFGXTfRq4APhnx+EiRwlmDZ4lRZGHunUe+OaB0F2EIT6xeQktPJTbJBQgEsUVo/0Ibh00nQYAaJrkOhombxWIkLYqPokpifUmBwBHauikmGUJsZp8/5b8PvT3yQAAOIqGSK9Pf/WCFHMSK37ej3Un1uG+tfe1qlhbtZCtIwZUmgnPGm+2QJZW8f8jXCc5wSAmuOWMt5xgy5YT6IwwgDYOlConK2qfYNvbGLbjUUwZkA0QA77+iV5fkuXEXQUDp/6dmDe/DLwvWEoGXQEYBIvMLauB694His+J5VAZMcLESXMYQia1SGb0GIunKQPkLHUHoF/7BH4/9veY0nMKAIQFUn566NMW9ym1aReb/jXSGyhyBsU0NkYzCG4dNFZSkeCuVa3etpfWz3jmgmfCPvrJwU+w4/SOmL6urI4+9eXbBXGy93/AYz1lywnLFIhOVj/ppefEjxEFY2tYsnsJ5q2ah+VHluOTgxFqXCgIBHnUe2gLBB+h8UJOnmeF8lpgjD4Dd1XXYlHPGUBQbiFhV3QrtvHNVIcVUa4Xe05dqOgg/N3LwKYX8PM02h3+G0GcKLN1/ERdAkC/SlH6XlHrCIWjgX4XtXBkjPbCxElzhD5x2QvCt4n1qTg0/VNoJiW6BB7b/BiO1B2J+FFNlFL0oluHB/1rEjt4pveKbWyM6FgFywnvp4X5hPThoNDW4L/fUvHR094z4sd/9dmvcLLxZKu/7nQTvcEVpgniZOVfqJlaFK8XR+8Z0u3RGfFDb5qyP6TiY2TpY8uAEyvxPrddbkmwcPNC7K/ZH/UzdW55HmjwU8tlZpBvMcuku8MZrLilrh4XuL1AvdxYj1OEnWiAloNPlQ1ORcuJs4hmWCqYvOV26BDAtuO1aPD4pZi/Gk8NCNTF91TS36J2vzMSDxMnzWEIqXmS0af9+wwRJ7yP1sRQlrl+7LvHIn402o2vVmg4FiQKcWJOZ0/W8URnlN0oZ/ZD7K8UTKe/icNHj+BAZQPSTGl44twncGXfK8N20VrrSWWDBy4/jVMpzkhXfKcCNlk2i3XgZOk1Obw2bH00oQ8o2gSEcP+6+6N+RqpxYtJJwZWZwSCznLSEKDo2v0j/mtKArP7gQvuXtejWUVpOFLF2haPDNp2UXoNh5Cf4Xr8S5kZqQYkUc6KCXW8dDhMnzaEUJyVT1JVgh11D/170/2LbZ0h2j8dHJzXlhLj+5HrwhMeJBnWL7ojxDEEeDV5qDvUT6us28UQ2bTLih2iJEl0rOhMMPWihp1LNbry4lqauXtL7Ejw84eGw89Vay8mPx+sAjVD112gBvBGqxbLJsll6jpqKXaQXAMCz9h+4e8iNqvXN1RPSR6lfcarxVMTlgOxaTbcYpNTxLCZOWibUdZ7VHzClITcY4i5v0XKiCDxWzn2jrg/bdHQPB5Ya/orMig0wf0jrF7UoTkI70TMSDhMnzaG8IDL6qtdd+jhw45fAuFva9RVuDxUUoQ3CVh5diZ9q1F0wI6U2imnEHAf4eOozNRFeNm0y4kff8+nfAyvpX1OaVJl0lOYn1G7/FGU1NHCS4zjcNPQm1cd3Ve1q1df8eKIWGj11G+VYcoCGCPVtmDhpFqNeh3fTqWvHfOIbDP36WdV6qTR5BKJZTporrCc3/dOiVmhWlxkMskJdLRFqESHUFXZjbT0udA7EE1kTI28XilIEKue+CHF3E9OrYeKEwpWtrWXDGqh2OEycNIfyB29OU6+zZAA9x7f7KzTCRJZmVO9/b/XesAZyAT6AUGqlZmN6qaeLiRB1LRZGfBCL8pX/SP+K9XAAjNHsx8u6J5C/qBAQgvl+3v/nuHbAtbh1xK0AgB1nWufW2X6iDhoDNTf3sPcAGsrCN2LipEV0fc7DUZ6KEK1HbX3qYe8R8TP/nvbvqOIkQAKoclfh6xNfhzUHFPvq2K1e8IQHByAtyLM6Jy0R2i6kz3mAzgwbIfhHzytwiUGI9WpJnCgf7pSWE40W+NV7qtiTEd/J7jlzS00eM/oCs5ZJpfAZHQcTJ82hfOpxFCbkK9KDVQg0nMbwbHXZ/Jd3vIwH19Noc3GyjCROahQdiUVxYmZuncQQmpptSotYS6bphw8A0DoJD5z9AKb1pp2hm/wt99zZX70f3/sfBqel57LIXhTZcsLSxFtkZHEGrvfT7rTakBiGLHNWxM8MzBwYVZwAwOT3JuP2Vbfj04OfYlfVLmyt2ApADko3m2isUDrR0FKIOtb/qFlCRceke+Vlfg8gxF7FZjkJeTDrPxW4ZZUUM8gp5lET34LlpOAsoO8FzW/DSAhMnDTHoCvkJ5+Rv0rY11RsfAfj8sYh35qvWi4WZLMb6A0wsjiROxKLNVKo5YSJk7hjDbFWmNMilpD/cftW1XuxCJjb75ZKole6KrHsp2VhroLbV94BmGjRv2xzNi2hHSpOTE7mLmgFZ/VIw1GShzISHqsVzXKi1+ibFSciq4+txi/++wvMWT4HNZ4a6SFBbxTq3YhTK7OcNI8y5uScO+l7SZy45G7TMQXERpn7qg+FLQqtRjsmcwoKrAX4S7pgaQm1mDM6DCZOmkNnBB6sBP5Sl9CbwanyCnAchzlD5kRcL3ZVjVTMS3LrKK5xE2GWk4SQPVD93pQmF+ZTsPtYBdw+OT5ILAIWIAHpHM5dMRd/3vBnvLrzVdVnK9yyC6enQ8jOEtKWJVhPnVZRlG5Gls2IWmLDQJ/62hmWNSxqxk60gFglu6vlTuWVrkpF0z96M80UvQWsc3TzKN06FsGaJQqNgMJyomtJnERIJW6BamILizn5v9KH8cXPv8DVWuFBhBU6TBpMnKQAYw89C3gbwEVJ/RUtKM25dexm2XdqZJaTxKC3QBW1b06jsUe/WQuc/yfwZ9Fy1pzfhf9sPS5vpphYXcKT4IFa2sn4s0OfAQAO1h7Eou8Xqb5OeroPrU7qqQejZTiOw1k901AHK0yEwAhZdGi9Ljw68dHIn2tFZoayCWeABCQLpkFPRal002NuneZRWkTEOCrJcuKW2kXAGtkNJ9Eay0kIR1EQdgMsShee8txClW1LuNWN0THoWt6E0RHwP62ERhdZK1a4KgA079axmQjgAUzg6AXHAmLjD8dRq4XQMViK+ygYCRSMhGbdE3QxvFi87hB+Na4ndFoNdBodjFojvEEvmgJNcBL53IhP77/636/gCrhUXyfVtfGGiBNfhNRiRkTG985A7U+CpSnASTOe5V8zYOl9L+4fswAjcobhcP1h9E/vD0C+3loLz/PSQ4JBR0WJQQy0ZG6d5lGWaxAFiChOAh6g9hh97YzshpNQphJHezCbvABYs1B622TvDTTuR1pQg1otPV8ajSBMxYZ/LPA8aTDLSTIQCgPxfc6XFp2q8+GiXhdBp9HBYXBErMMQIBGydYQCbDoDvWGZxac+IxMnCUE5mYa6dAT3TZrejxM1bvxvh+yisQrma5ffhUqX3JdHzPoIFSaA0nLCxEhb+fXZxSgppv+PVk6uMWQiBOfvX4jXP8tDVXUurux7JQZmULddqPu0JUtKgASkbB2jnp5PvVh+nVlOmkdlORHdOsIyXyNQL9QGSmtJnLTCcnKeuoieNbsXAGB0pLZJTJwkHSZOksGv/gPM+R80v1giLbKt/TPSTx/E+l+sx9e/+BoXFcu9G6b2mgogcsyJVLpeS4sI9eaFU8rcOolBGcAXmsEliJMBGfQm+NI6OQBPdO24Ai6UNcmipbkMnh4OYUIWLSe9JtG/lz3ZlpF3S0x6LUp6FgEAso2yW8cguF2c1dux/1+/w32vfoajVfRckJA4hMUXLm72O47VH5MsJzodFSVGsecWizlpHmUtKTHgXCz5X3MU4AOARid3hI+KQkBGm/tEy6dAzkBau+SWKh981aWYkf+QvG29UHAvUj81RofAxEkysGYCvSYCBiuOFtEy52m+cgRfuxR6jQkaTiP12gGA83tQC0vkOid0UtTqhAqVAWEbFhCbGMQnKoD27lAiTLQ9hPlv16l66YlaDIp1+V0qQeLn/TjecByR6HFiO/AXJ3BwFV0w7jfAfYeAsTfH4UC6EYL7zagQHeLrd8yP4ze6/+GJ47/EPxf9DTUvTEMw5Drr7ezd7O5rvbVSQOy+um0AAIMkTphbp1nSFC05xOaaohXkjFCE0lEQVlk7DOV6Q3h6v4wsYgp6lgAAsuGCt2I6pvaeTFf4mgAXrTPUojuJkTCYOEkyxYXy07eO+HHj65vR4PHDqPChii4Bd8CNo/VHVZ8XLSechtbFsAYF6wqLOUkMWf3l16GWEyNVJfpAI4ozqRjZdYoGr4rpxJHEybQPp4V9zSW9LoFj2W3qhZbM8HRmRsuI4oQPCRoHYORld9qTmkVIL18Pd0jxQ6PWiPOKzou6+2p3PQJCvQydELPgBwuIbRXWLBpQfvNq2WUqunoahaDj1giEzL7A+NuA8x9QtxkJRZF0wAlpwg7Q67F/nvBUITRjhdHJUomTCBMnySYkGrzp4EZc88JGeBTlL7LN2dLrmZ/OhC/ow8qjK1HrqZXMyT5C000zfDSzh7l1EsQFD9D0x0v+JokRCZtgAq4/haGFVBzuPEXPixRzElCLk9A6J0FXMT69Yh2eOO+J8O9mJua2IYiT9KAsTgytLVsO2lri6clPo196v4jrq900Jsio0+CMh8YTXdIguOKY5aRlCkYCRYoGfaE1TVprvbj0MeC8+5rfRpkRKTzAmTg/cs0E2TbhXIlBuC3FuTASChMnySak0udASx32ljfg/W1yX508q3xTcgVcuPqTq3H3mrsx6d1Jkjm5IUDdDTkBwXLC3DqJoc9k4E+ngLNvDV/nEPziDWW43v8fAMDOk1SciJaTJn9TmOVEKwRq+qpLUei+D70y1L8JCdHszYgN4ek3q0EORG7OSXBDtVf1Xq/RQ6/V4/Wpr+MP4/6AoZlDVesbvbQWR5pFj7JGGk9U5BdEJ4s5iZ3iier5K54i4Zo3AI0emPZ3wGAHEdw8d0/Kk0s5SOIkchd4RsfAxEmyCREn86eNQL7TBFdQLrwV2hTwSP0R6bVoTm4K0O0zg0EAHCvUlQyscjO58Yefw3ma7ZJbR3TTeYPesCBY0arirx2Lc/vLVrKwjrahlhpG6xCusczQTrdRuLuuAoED94AETTBwDpiE8+A0OnHdoOvCmgY2+qgbKM0WkPph5YqxX8ytEzv2XHVF7niKhL4XAAtO0IatGg04wcL8i+EKN3hr05cZCYWJk2QTkqqWZeQxdUgeSFCOYte1kMpo1GngClAzso3n6VOHhp3aDifE1/2m4W8oqV6Leo8fJi29wXmDXjT61bmL9T4qYEjALosTv4fWeWC0H0GcFPvDs90iwQFYn/svNP70J9Ttux8na9TnQadRn2eX3wsgCGL9XlomSRLm1mkbSmGQWRLffesj9OFRVmGuEwLUmVsnqbA7WLLpfR4w+Y/U1AgAfg/G9EqH7/RFMPtG4cWLXoRhtVzJso+zT8gOgki3GKQbnp3nWTBsMskLaeBoeArHflgtZV95Ah5JjCghRAM9Z8f43kIMkqc20SPtPgjiZIrLjasbGvHgmeoWP5JxZgsm9s1HIKjFi+sOqtbZQqySbr8XhqzVKNO9E74j1gOpbSgrwqY3ny3VLiRxUisvEwNiQ7PxGB0KEyfJRqMBJt9PO2cCQMCNsb0yQII2nD40E0MzxkL77WLcUkuVvd1gR4FVUfxL44fRuVdKR7XxrHR9Urnu/bBFQ5fPhPHgagA0ALbOWxe2DQnYML53Fkx6IRrCXaveYNg18R5p90EQE1oAfzlTjZkNkapuhTNvch8ABB9sOYrKetl6Eto00BPwwpCxIXwHeos6AJPRepQVX63Z0bdrL2LvHE8dQAitb9J0JvHfy2iRmMTJwoULMXbsWNjtduTk5GDGjBnYt2+fapvy8nLMmjULeXl5sFqtGDVqFD744IO4DrpLomgTnuswoWeGBYQA3x+lPR5GemiQXpAPquqdaIwVqLa9IL23i24dRnKw5QBnzQpbbKyk14kn6EGttzZsPfGn4dx+islQNDOn9wJu2whMfy4Bg+0mcBzteBsjZxfbscT5ItZr52Lpqm+l5QaNOo7EG/SB8LKFJNsgPI231A+GER2lK6e51OD2onTrbH4JeGoQUC1Yysysr04yiUmcrF27FvPmzcO3336LFStWwO/34+KLL0ZTkxzgd/3112Pfvn345JNPsGPHDlx11VWYOXMmtm3bFvfBdymkTpw08n9sL3phWNfQqoVidkGQBNEUkP+/tUa5ARkgxJwwy0ny4Dhg+rNA6R2qxWJdDW/QG9Fywvsy1cGwopnZlAbkDmaBle2l/6Uxf4TzNWGCdx0yuEaU/vAHVDfQazO0a7E36AOIfAO9OnsMfcGevNtO3jBgxgvA7E8T+z2iOHHXAl8+qF7Hmv4llZjEyfLlyzFnzhwMGTIEI0aMwBtvvIFjx45h69at0jYbNmzAnXfeiXHjxqFPnz544IEHkJaWptqGEQHRcrL6YaCpCmN7UT/5WWXvAQC0ws3Nz/ulzrYAAI067dFCCLOcpAJpxdLLD4MTVeJEdf4ELJpc9M9VxDKIbh1WBCo+tCWl9wk5vmsstwc73qexX3qNWpz4gz4QhThJE4u9MXHSPkb+Euh9bmK/Q+nWsYek6jPLSVJpV8xJXZ1Q+CtDPonnnHMO3n33XVRXV4PneSxduhQejweTJ0+OuA+v14v6+nrVv26JsvDQBzdijGA58QqTnmg5afQ3gkAuIMVp3ardsI7EKcLo2cDIX2OB9h4cJzmyOAl4Izb5G5TVR66zAKgtJ4z2E1rYK1pjTHM6ECU77pyji1Hv8YeLE+IHFG4dqYUEc+ukPkq3TjAkm4tZK5NKm8UJz/P43e9+hwkTJmDoULko0XvvvQe/34/MzEwYjUbMnTsXy5YtQ0lJ5HSwhQsXwul0Sv969Oim6VvKxlbHv0PfbCuKLEFYORqIpxNubqEuAZ1NHfMDgLl1UgGdEZixGBU9LsUWvr/KcuIWXHeFNrn8/cReA9WfZ5aT+BIqFHIGRt7uxi+iZtjoEcS/Nh4NqzsUJH615cQvBM8yy0nqoxQnnm76YJyitFmczJs3Dzt37sTSpUtVyx988EHU1tZi5cqV2LJlC+bPn4+ZM2dix44dEfezYMEC1NXVSf+OH4/cBK3Lo8zr9zeB2/YvXJ0jd6/VC8YS8cYmojWdCt8Xc+ukDEMLHDhBsiVx4g644Q1SV1y6Ub55XTZwmPqDXmGiZOcyPoTUE0LOoMjbmTOadQG9+s1h8Lx62gwSP0BkQeP0CDFhTJykPlLMSTXQTIdwRsfTpjDoO+64A//973+xbt06FBXJueAHDx7Es88+i507d2LIkCEAgBEjRuDrr7/G4sWL8cILL4Tty2g0wmhkhYpgU1edxCd34m7FW30MvUCY5SR1GFroxFvEBpNQybfWWyOtq3XJ8UI900Oe7Jk4iS9aPU3tFeN9CkYBW98I387koC4gX+R0Y31TOb47rK7cS+AHeHkqNYsuOQtz66Q8ojipO5nccTDCiMlyQgjBHXfcgWXLlmH16tXo3VtdHMflohe+JqQ6qVarBa/oCMqIQOGYqJOZB3oY0LI4+T2fRl+wmJOUYWihE/WwSo3maj1UnGjAwVC3N/oHvcLNkZWsjx9KoecsAq58NnwbnVHujhuBTaY7kPnjG6plHBdU1TPp1SQISxZzkvpI4kRhsTdnAJc+npzxMCRiEifz5s3D22+/jX//+9+w2+0oLy9HeXk53G7qahg4cCBKSkowd+5cbN68GQcPHsSTTz6JFStWYMaMGYkYf9dBowEueSziqjPE2aouqrO8wjbRgv0YHU6+04Q0qwkBnroKaoSYITMfxF01tBHd+YWXhX+wQXDpMddA/FCKdoMVGPFLoGhs+Haa5g3KZ/u+C9k+AL2WPnw9MvERaFgRr86D+JsIKOKEfn8IGD83eWNiAIhRnDz//POoq6vD5MmTkZ+fL/179913AQB6vR6fffYZsrOzccUVV2D48OF466238Oabb2LatGkJOYAuhSM/4uIq4mhRnPxh3B/kgC7m1kkZOI7DkAIH/DzNFhEzrSw8jwtdbrxZocFTFzys/pDPBVQdoK/j3VekO6O8LvQWWtzr5pXA7P+qt+MjNAjse6H80ZBrkeP80AniRA8t4KIdwpnlpBMQaiUz2llV3xQhppgT0oqn9379+rGKsG2leAJw6RNAVgmwbQmwk5ZCryIO9Grhv95pdLI4hRRlaKETnlMWAPJNzyxcS8OtFnUjufX/BFYoikFl9u2gUXYDlNeF8qbUexJw7dtA1gD6noSIkxnPU3Gy9JfAya0IhqYacwR+w090t7xf/nxoEC4j9QhLMWdzZ6rAeuukEhwHjP8NbeutqE54lOSGPa1lm/JU7wek9WeWkxRlaIETHt6iWmYWAmR1oaW5lcLElkef5BjxIdRyomTQFUB2f/o61HJSNI4W6Lrhc/h/8S58wejFuTKJUJHI6FT3h2GkJjp1cDO73lIHJk5SFcWT3QH0CHPr5JnlCqQaToN+1gL5iY0FxKYUQwsd8BD1zdBChABxpQk5NGicuXTii07xlGywRN9O0bsKgCxqdEboB16CHFMhHjxTjfnVNWEfHWEQhIuVWU06BaGWE3bNpQxMnKQqelmcGNMLoQOgUQgUDnIthnMKzpFdOpw2/KmQkVR6Zlig0aif0ETLCXyK2gr1IemMzKUTXzRa+bU+ekZOmDgJMfVnZaRjZkMj5tQ1gAuNPxHjTVgacedAa1BbTwrOSt5YGCqYOElVGuWGfo5eIwGoA/Ea3fITt06jU7t0WEBXSsFxHJwmtbnYIp5Lb4O88Mx+9QfZU1x8UVZ+ba7TrdKt87MXAb1aWDocVKxwQHigetNp+pdl6nQOOA5IV5TE6DE+eWNhqGDiJFVJ6ym9HNKbFrozKObBvWUe6bWO09EKhwBrVpWipNvVT9+S5SQgn0cmThJMCynCEkq36IhfhK3mFK4AQ2iguphGbGPipNOg7D6c1S9542CoYOIkVRlzEzD5j8BtGzCuH00x1isKsd2oWSm91moU6YssQyAl6Z2XBaMipkSKOQkIVWJ5HtjxH/WHmDiJL86ilrcBgGveADL7Ab94J/J6hUvITORzesuwW5jlpDOibK6pdP0xkkqbytczOgCjDZh8PwDAKZiOlSZko+K1lmPiJNXJy0yDsYZALFivspz4PcDCIoAP6Yqa3qsjh9j1GTUbKN8JDL26+e0KRwF3bom+XmE5KQoEUKmj0+i5RecCB56iK5g46TwUjQH2/S/Zo2CEwMRJZ4DjgKtehmHzn6VFSnHSy9ELqBfMyRbm1klJdGbVObMonrhxeJ0sTAZdSVPJ7fmsZXu8MacBV7/c/v0oAs57+wP4XghJMevMsluHFWDrPJTOAxorgf4XJ3skDAVMnHQW9BaV5cRECF4qq8CqyXfhhqE3AF8K9TFsuUkaIKNZ9CY4eR6C0V+2nADA8U30b89S4Np/dfjQGDGiSEPu7ZOtXSadSeHWyQn9FCNV0RmBSyO3DmEkDyZOOgs6I/SK+5mRJyj1eFE6bgH1k4q9WOyRS+AzkozegsJAEAcEY4hFmeVRc4T+7TGuw4fFaAMKt05BQE47dhgcLOaEwYgTLCC2s6DVh1lOAMgBlQ1C6rE9D4wURGdCoV++kSkDKVF7lP61sXPXKQhx64ik6ayAWyjMxsQJg9EumOWks6A1RA6IDXiombmxgr5nbp3URG9GoeIpW+XWqRHEiZ2du06BQpyU+P34i7YAGef+AZynVljKAeb0pAyNwegqMHHSWdAaVEXYTCSkToa3UVjB+uqkJDqTSpyo3DpNlfQvE5adg5AKzFcTK9DzfOAMbf4HowPQMKM0g9Ee2BXUWQhx60iWE7+b/hXLoIe2AGekBmGWEz58G+bW6RyE9mMJ+uhfl1AIkfW2YjDaDRMnnQWtEYri2wq3jhcI+oGgEHtisHX40BitQGdSBU9GhLl1OgehTQMDXqDuBPD6JfR9Ru/wzzAYjJhg4qSzEBoQKxXxcgPfvSpvxywnqYneDIciziQvEFRXptRbWbv2zkJoY82gF/hwLiAGOTP3HIPRbljMSWdBa5AFCRSWk4rdwPL7VdsxUhCh8+knJypQowHyg0EgLRsQgyiZ1aTzEOrWCfiA2l3ye3Nahw6HweiKMMtJZ0FrwFler/RWCoitO6HejnUkTk2EG1pvvxejxPOorCKaNzwJg2K0CX2IdTLoBbRG+b3SIsZgMNoEEyedBa0e57tc0luHGFAZ9Eb5ACOlECwnqvfKPkg9z+7Y8TDaTiTLiU4hTlgaMYPRbphbp7OgM8LBE7xxqgJNGg5pojgRMwQYqU3oDc1gU/dB6jG+Y8fDaDt6C5DeG6g5TN8HPOpzmV6cnHExGF0IJk46C0IsyWhviKXEzcRJp0CrBzgtQIL0vdGuFpZ5w5IzLkbsaDTArV8DVQeAlybTVGJlrFfukKQNjcHoKjC3TmdBE0VHMstJ50FpPTHa1FkdWn349ozUxWiX3XIBL5DWU17n7Bn5MwwGo9Uwy0lngePo05lY8Enk6Hr59W/WdOiQGDGiMwE+oZKv0QGcdz8tnjfmhuSOi9E2xCDYoBfghOe8y55i1WEZjDjAxElnIpI4UVJwVseNhRE7BgsgxjQb7TR9+KoXkzokRjvQKVw5ouhUBsYyGIw2wyR+Z6K5GibDr+24cTDahkWROswq+XZ+lOnD3gb6NzQri8FgtAkmTjoTzYmTSfd23DgYbcOWI79m1WA7P0orycmt9C8rgshgxAUmTjoTyolP1VyMA7L7d/hwGDFizZZfG5nlpNOj0dIMLCXOwuSMhcHoYjBx0plQZnQoK4oWn9PxY2HEjspy4kjeOBjxI9SNUzAqOeNgMLoYTJx0JpSWE2XRLubn7hwoLScs5qRroAyKLZ7I2kcwGHGCiZPOhHIidOTLr6PVQGGkFiq3Dos56RLoFLVrHAXJGweD0cVg4qQzobScGBQ3NyZOOgcsILbrYVK45zJLkjcOBqOLwcRJZ0KZumhQdEbVaMO3ZaQeVqU4YW6dLoEydohZThiMuMHESWdCmbposMivmeWkc6C0nLA4oa6BMmvOxIKcGYx4wcRJZ0LZm0WvtJwwcdIpMKXJr/lA0obBiCNKQcIysBiMuBGTOFm4cCHGjh0Lu92OnJwczJgxA/v27QvbbuPGjbjgggtgtVrhcDhw7rnnwu12x23Q3Rbl07bBCqQJrdmH/Cw542HEhkZDK/nmDgV6liZ7NIx4oBQkzHLCYMSNmB65165di3nz5mHs2LEIBAL44x//iIsvvhi7d++G1Uqf5Ddu3IhLLrkECxYswDPPPAOdToft27dDw5phtR+lCdlgoY3+Tu8Dep6dtCExYuSqlwBCWMppV0Hl1klL2jAYjK5GTOJk+fLlqvdvvPEGcnJysHXrVpx77rkAgLvvvht33XUX/vCHP0jbDRgwIA5DZWDsTcCWV6lLx5pDgyqL2RN4p4MJk66Dsl4Nc+swGHGjXeaMuro6AEBGRgYAoLKyEps2bUJOTg7OOecc5Obm4rzzzsM333wTdR9erxf19fWqf4wo5A4B5u8Bbv2aZXswGKmAibl1GIxE0GZxwvM8fve732HChAkYOnQoAODQoUMAgL/85S+45ZZbsHz5cowaNQoXXnghfvrpp4j7WbhwIZxOp/SvR48ebR1S98BRAGT2TfYoGAwGAPSaKL9WZtMxGIx20WZxMm/ePOzcuRNLly6VlvE8DwCYO3cubrjhBpx11ll4+umnMWDAALz22msR97NgwQLU1dVJ/44fP97WITEYDEbHkjsEmPkWMPvTZI+EwehStCkH9Y477sB///tfrFu3DkVFRdLy/HxaUn3w4MGq7QcNGoRjx45F3JfRaITRyJ44GAxGJ2Xw9GSPgMHocsRkOSGE4I477sCyZcuwevVq9O7dW7W+V69eKCgoCEsv3r9/P4qLi9s/WgaDwWAwGF2emCwn8+bNw7///W98/PHHsNvtKC8vBwA4nU6YzWZwHIf77rsPDz30EEaMGIGRI0fizTffxN69e/H+++8n5AAYDAaDwWB0LWISJ88//zwAYPLkyarlr7/+OubMmQMA+N3vfgePx4O7774b1dXVGDFiBFasWIG+fVkQJ4PBYDAYjJbhCCEk2YNQUl9fD6fTibq6OjgcLDWPwWAwGIzOQDzv36xsK4PBYDAYjJSCiRMGg8FgMBgpBRMnDAaDwWAwUgomThgMBoPBYKQUTJwwGAwGg8FIKZg4YTAYDAaDkVIwccJgMBgMBiOlYOKEwWAwGAxGSsHECYPBYDAYjJSiTV2JE4lYsLa+vj7JI2EwGAwGg9FaxPt2PArPp5w4aWhoAAD06NEjySNhMBgMBoMRKw0NDXA6ne3aR8r11uF5HqdOnYLdbgfHcXHdd319PXr06IHjx493yb49Xf34gK5/jOz4Oj9d/Ri7+vEBXf8YE3V8hBA0NDSgoKAAGk37okZSznKi0WhQVFSU0O9wOBxd8gcn0tWPD+j6x8iOr/PT1Y+xqx8f0PWPMRHH116LiQgLiGUwGAwGg5FSMHHCYDAYDAYjpehW4sRoNOKhhx6C0WhM9lASQlc/PqDrHyM7vs5PVz/Grn58QNc/xs5wfCkXEMtgMBgMBqN7060sJwwGg8FgMFIfJk4YDAaDwWCkFEycMBgMBoPBSCmYOGEwGAwGg5FSMHHCYDAYDAYjpUiqOFm8eDF69eoFk8mE8ePHY/Pmzar15eXlmDVrFvLy8mC1WjFq1Ch88MEHLe732LFjuOyyy2CxWJCTk4P77rsPgUBAtY3X68Wf/vQnFBcXw2g0olevXnjttdfavd81a9Zg1KhRMBqNyM7ORlZWVqc5vrvuugujR4+G0WjEyJEjw9avWbMG06dPR35+PqxWK0aOHIk5c+Yk5RzOmTMHHMeF/RsyZEiz+/3xxx8xadIkmEwm9OjRA48//njYNv/5z38wcOBAmEwmFBQUIDc3t1Mcn8fjwZw5czBs2DDodDrMmDEjbJsPP/wQF110EbKzs+FwONC7d++kHB8ALFmyBCNGjIDFYkF+fj5uvPFGVFVVtXu/ymuwpKQEs2bNSto805ZjjPU6LCoqQnZ2dlKOb/HixRg0aBDMZjMGDBiAt956Ky77TZV5tC3Hl0rzaEtjAVo3J4bSluvwjTfeaHG/KkiSWLp0KTEYDOS1114ju3btIrfccgtJS0sjFRUV0jYXXXQRGTt2LNm0aRM5ePAg+etf/0o0Gg35/vvvo+43EAiQoUOHkilTppBt27aRzz77jGRlZZEFCxaotrvyyivJ+PHjyYoVK8jhw4fJhg0byDfffNOu/R46dIhYLBYyf/588uSTTxKdTkc4jiMvvvhiyh8fIYTceeed5NlnnyWzZs0iI0aMCFv/yCOPkAceeICsX7+eHDhwgFx//fUEAPntb3/b4eewtraWlJWVSf+OHz9OMjIyyEMPPRR1v3V1dSQ3N5dcd911ZOfOneSdd94hZrOZvPjii9I269evJ1qtljz++OPkySef8oAoVgAACt1JREFUJFqtlmi1WvLRRx+l/PE1NjaSW2+9lbz00ktk6tSpZPr06WHb/Pa3vyV/+9vfyObNm8nTTz8tHd/777/focf3zTffEI1GQxYtWkQOHTpEvv76azJkyBDys5/9rF37VV6Du3fvJnPmzCEAyPz58zv8N9qWYyQktutw0aJFRKvVEo7jyOLFizv0+J577jlit9vJ0qVLycGDB8k777xDbDYb+eSTT9q131SZR9tyfISkzjzamrG0Zk5sy/9d6HX4zDPPEK1WS5YvX97seJUkTZyMGzeOzJs3T3ofDAZJQUEBWbhwobTMarWSt956S/W5jIwM8vLLL0fd72effUY0Gg0pLy+Xlj3//PPE4XAQr9dLCCHk888/J06nk1RVVbV6vK3Z7+9//3syZMgQ1fFde+21ZOrUqSl/fEoeeuihiD/kUMaNG0eKi4vJDTfcQAjp2HMYyrJlywjHceTIkSNR9/vcc8+R9PR01T7uv/9+MmDAAOn9zJkzyWWXXSYd37x588j48ePJ3LlzU/74lMyePTuiOFEiHt/gwYPJ//3f/3Xo8T3xxBOkT58+qs/985//JIWFhe3ar/IaFI+xpKSETJ06lRDSsb/RthyjktZch+I5nDZtGrnhhhs69PhKS0vJvffeq/rc/PnzyYQJE9q131SZR9tyfEqSPY+2ZiytmRNDact1SAiRzmFrSYpbx+fzYevWrZgyZYq0TKPRYMqUKdi4caO07JxzzsG7776L6upq8DyPpUuXwuPxYPLkyVH3vXHjRgwbNgy5ubnSsqlTp6K+vh67du0CAHzyyScYM2YMHn/8cRQWFqJ///6499574Xa727XfjRs3YsqUKarjmzp1KjZu3Jjyxxcr4jGazWZkZGQA6NhzGMqrr76KKVOmoLi4uNn9nnvuuTAYDKr97tu3DzU1NdI2qXAO23J8sSAe3wUXXICGhgZkZGR06PGVlpbi+PHj+Oyzz0AIQUVFBd5//31MmzatXfsVz5/yGC+55BLpmFL9GGNB+Rutq6vr8HPo9XphMplUnzObzdi8eTP8fn+b95sq12Bbji9WEjmPtobWzImRPhPLdajcRnlMLZEUcXLmzBkEg0HVwQFAbm4uysvLpffvvfce/H4/MjMzYTQaMXfuXCxbtgwlJSVR911eXh5xv+I6ADh06BC++eYb7Ny5E8uWLcM//vEPvP/++7j99tvbtV9xG+Xx5ebmor6+Hm63O6WPL1bEYzxw4ABuuOEG1Vg64hiVnDp1Cp9//jluvvnmZsfcnnMork/l44sF8fhWrVqFxsZGzJw5UxpHRxzfhAkTsGTJElx77bUwGAzIy8uD0+nE4sWL27Vf5TbiMfbq1Uu6BlP9GGNBPL6dO3fiu+++k67Djjq+qVOn4pVXXsHWrVtBCMGWLVvwyiuvwO/348yZM23eb6rMo205vlhJ5DzaGmKdi1r7mWjbKK/DlkjpbJ0HH3wQtbW1WLlyJbZs2YL58+dj5syZ2LFjBwDg0ksvhc1mg81mazEQUgnP8+A4DkuWLMG4ceMwbdo0PPXUU3jzzTfjal1oic58fOvXrwcALFiwoNmxJeoYlbz55ptIS0uLGACaaDr78b366qt47733kJOTE3F9oo5v9+7d+O1vf4s///nP2Lp1K5YvX44jR47g1ltvjctxxUJnP8aHH34YL7/8ctSxJer4HnzwQVx66aU4++yzodfrMX36dMyePRsAffrvKDrz8aXSPJpq6JLxpVlZWdBqtaioqFAtr6ioQF5eHgDg4MGDePbZZ7Fz507pP3vEiBH4+uuvsXjxYrzwwgt45ZVXpJutXq8HAOTl5YVFOovfI+47Pz8fhYWFcDqd0jaDBg0CIQQnTpxAv379wsbcmv3m5eWhoqJCdXw1NTVwOBwwm80pfXyxsHbtWsyZMwcajQajRo0KG0tHHKMIIQSvvfYaZs2apTJNRkI8P83tN9I5VB5TKh9fLKxevRoAcO+996rMrx11fAsXLsSECRNw3333AQCGDx8Oq9WKSZMm4eGHH0Z+fn7YmGO5BgF5njly5Ih0Dab6McbC7t27AQA33ngjrr/+etU4OuL4zGYzXnvtNbz44ouoqKhAfn4+XnrpJdjtdmRnZ0ccc2eaR9tyfLGQ6Hm0NbRmToz0mViuQ+U2yuuwJZJiOTEYDBg9ejRWrVolLeN5HqtWrUJpaSkAwOVy0QGGKFStVgue5wEAhYWFKCkpQUlJieSLLy0txY4dO1BZWSl9ZsWKFXA4HBg8eDAAam49deoUGhsbpW32798PjUaDoqKiiGNuzX5LS0uxatUq1fGtWLECpaWlKX98rWXNmjW47LLL8Pjjj2PMmDFJO4cia9euxYEDB3DTTTe1OPbS0lKsW7dO5S9esWIFBgwYgPT0dGmbVDiHbTm+1vLOO+/glltuQb9+/VBXVyct78jjc7lcEfcLUEEWiViuQUCeZ7744gvpmFL9GFvLmjVrMGPGDBQXF0v77OjjE9Hr9SgqKoJWq8XSpUtx+eWXR7UsdKZ5tC3H11o6Yh5tDa2ZEyN9JpbrULmNeEytotWhs3Fm6dKlxGg0kjfeeIPs3r2b/OY3vyFpaWlSBLDP5yMlJSVk0qRJZNOmTeTAgQPk73//O+E4jvzvf/+Lul8xzeniiy8mP/zwA1m+fDnJzs5WpTk1NDSQoqIi8vOf/5zs2rWLrF27lvTr14/cfPPN7dqvmD513333qVLgXnrppZQ/PkII+emnn8i2bdvI3LlzSf/+/cm2bdvItm3bpAjs1atXE4vFQhYsWEDKysrICy+8QIxGI3n22Wc7/ByK/PrXvybjx49v9rhEamtrSW5uLpk1axbZuXMnWbp0KbFYLGGpxDqdjvz9739XpRJ//PHHKX98hBCya9cusm3bNnLFFVeQyZMnS+dQZMmSJUSn05HFixdL52/RokVk06ZNHXp8r7/+OtHpdOS5554jBw8eJN988w0ZM2YMGTduXLv2q7wG9+zZQ2688UYCgNxzzz0d/httyzESEtt1qDyHGzZs6NDj27dvH/nXv/5F9u/fTzZt2kSuvfZakpGRQQ4fPhy3c5jMebQtxxfr+UvkPNqasbRmTmzvOdyzZw9ZvHhx50klJoSQZ555hvTs2ZMYDAYybtw48u2336rW79+/n1x11VUkJyeHWCwWMnz48LB0qkgcOXKEXHrppcRsNpOsrCxyzz33EL/fr9pmz549ZMqUKcRsNpOioiIyf/584nK52r3fr776iowcOZIYDAaSmZlJMjMzO83xnXfeeQRA2D/xYpw9e3bE9UajMSnHWFtbS8xmM3nppZda3J/I9u3bycSJE4nRaCSFhYXkscceC9vmvffeI/379ycGg4Hk5eWR7OzsTnN8xcXFEc+RSLRzrNFoOvz4/vnPf5LBgwcTs9lM8vPzyXXXXUdOnDjR7v0qr8E+ffqQ6667LmnzTFuOsa3XIcdxHXp8u3fvJiNHjiRms5k4HA4yffp0snfv3rj8v6XCPNrW40ulebSlsRDSujkx1v87QsKvw9dff73F/SrhCGmnfZHBYDAYDAYjjqR0tg6DwWAwGIzuBxMnDAaDwWAwUgomThgMBoPBYKQUTJwwGAwGg8FIKZg4YTAYDAaDkVIwccJgMBgMBiOlYOKEwWAwGAxGSsHECYPBYDAYjJSCiRMGg8FgMBgpBRMnDAaDwWAwUgomThgMBoPBYKQU/x+x4jg75CaRewAAAABJRU5ErkJggg==", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(temp_mean_h.index, temp_mean_h)\n", + "plt.plot(temp.index, temp['T1'])\n", + "plt.plot(temp.index, temp['T2'])\n", + "\n", + "plt.title('Temperatura FCUIS primera semana de Agosto')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Con ```Matplotlib```, podemos mejorar la grafica en al menos los siguientes aspectos:\n", + "* Color de lÃnea\n", + "* Tipo de lÃnea\n", + "* Marcas de puntos\n", + "\n", + ">¿Qué harias para mejorar la figura?\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Generación de gráficos**" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1500x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Generamos la figura\n", + "fig = plt.figure(figsize=(15, 5))\n", + "ax = fig.gca()\n", + "\n", + "#Graficamos los datos\n", + "plt.plot(temp_mean_h, '--r', label=\"Temperatura promedio\", ms=4, alpha=0.7)\n", + "plt.plot(temp_mean_d, '-o', label=\"Temperatura promedio por dÃa\", ms=5, lw=2, color=\"orange\")\n", + "plt.plot(temp['T1'], \"-g\", label=\"Temperatura 1\", alpha=0.5)\n", + "plt.plot(temp['T2'], \"-b\", label=\"Temperatura 2\", alpha=0.5)\n", + "plt.fill_between(temp_mean.index, y1 = temp.T1, y2 = temp.T2, alpha=0.3)\n", + "\n", + "plt.legend(loc=\"upper left\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "¿Que más podemos hacer para mejorar nuestro grafico?" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1200x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.dates as mdates\n", + "\n", + "#Generamos la figura\n", + "fig = plt.figure(figsize=(12, 5))\n", + "ax = fig.gca()\n", + "\n", + "#Graficamos los datos\n", + "plt.plot(temp_mean, '--r', label=\"Temperatura promedio\", alpha=0.7)\n", + "plt.plot(temp_mean_d, '-o', label=\"Temperatura promedio por dÃa\", ms=5, lw=2, color=\"orange\")\n", + "plt.plot(temp['T1'], \"-g\", label=\"Temperatura 1\", alpha=0.5)\n", + "plt.plot(temp['T2'], \"-b\", label=\"Temperatura 2\", alpha=0.5)\n", + "plt.fill_between(temp_mean.index, y1 = temp.T1, y2 = temp.T2, alpha=0.3)\n", + "\n", + "#Formateamos el eje de fechas para que se vea mejor\n", + "ax.tick_params(which='major', pad=10, length=8, labelsize=12, direction=\"inout\", width=1.5)\n", + "ax.tick_params(which='minor', length=4)\n", + "ax.xaxis.set_major_formatter(mdates.DateFormatter('%b/%d'))\n", + "ax.xaxis.set_major_locator(mdates.DayLocator())\n", + "ax.xaxis.set_minor_locator(mdates.HourLocator([0,6,12,18]))\n", + "\n", + "#Agregamos la leyenda y los titulos\n", + "plt.xlabel('Fecha')\n", + "plt.ylabel(\"Temperatura [°C]\")\n", + "plt.title(\"Temperatura FCUIS Primera semana de Agosto\")\n", + "plt.grid(True)\n", + "plt.legend()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **xaxis, Etiquetas y malla**" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1200x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(12, 5))\n", + "ax = fig.gca()\n", + "\n", + "plt.plot(temp_mean, '--r')\n", + "\n", + "#Malla\n", + "plt.grid(True, alpha=0.5, which='major')\n", + "\n", + "#Dimensiones Ticks \n", + "ax.tick_params(which='major', # Major ticks: subdividen los ejes en unidades mayores\n", + " pad=10, # Distancia entre etiquetas y ticks\n", + " width=1.5, # Ancho del tick\n", + " length=8, # Largo del tick \n", + " direction=\"inout\", # 'inout': ticks en la mitad de los ejes, 'in': ticks adentro de los ejes, 'out': ticks afuera de los ejes \n", + " labelsize=12) # Tamaño de letra de la etiqueta\n", + "\n", + "ax.tick_params(which='minor', # Minor ticks: subdividen las unidades mayores\n", + " length=10) # Largo del tick \n", + "\n", + "# Formato y posiciones de ticks\n", + "ax.xaxis.set_major_formatter(mdates.DateFormatter('%b-%d')) # Formato de fecha: %b: mes, %d: dÃa, %Y: año\n", + "ax.xaxis.set_major_locator(mdates.DayLocator()) # Posiciona ticks mayores en cada dÃa\n", + "ax.xaxis.set_minor_locator(mdates.HourLocator([0,6,12,18])) # Posiciona ticks menores en las horas 0.00 am, 6.00 am, 12.00 m, 6.00 pm\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> `mdates.DateFormatter` solo funciona si el eje x dentro de `plot()` es un `DatetimeIndex` o si está en formato de fecha." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Book/Jupyter_Notebooks/Pandas.ipynb b/Book/Jupyter_Notebooks/Pandas.ipynb index fdcaed37801ab290b52191914fa8d88ac2a800ea..d63a668705378d05902af35d7d9a7f998d5050a5 100644 --- a/Book/Jupyter_Notebooks/Pandas.ipynb +++ b/Book/Jupyter_Notebooks/Pandas.ipynb @@ -1637,7 +1637,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "<img width=\"150px\" src=\"https://raw.githubusercontent.com/AndresGuarin/Images/main/moncora_ejercicios_cartel.png\" align=\"left\">" + "<img width=\"150px\" src=\"https://raw.githubusercontent.com/AndresGuarin/Images/main/moncora_ejercicios_cartel.png\" align=\"center\">\n", + "\n", + "---" ] }, { @@ -1713,7 +1715,7 @@ "provenance": [] }, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1727,7 +1729,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.11.3" } }, "nbformat": 4, diff --git a/Book/_toc.yml b/Book/_toc.yml index c8cc15a76b67b035c161bc9e283e16ec2ffc0882..49ee7d5a181a83722c3f8eff56693869838a931c 100644 --- a/Book/_toc.yml +++ b/Book/_toc.yml @@ -31,7 +31,10 @@ parts: - file: Visualizacion sections: - file : Jupyter_Notebooks/Pandas - - file : Jupyter_Notebooks/apiMakeSens + sections: + - file : Jupyter_Notebooks/apiMakeSens - file : Jupyter_Notebooks/DatosII + sections: + - file : Jupyter_Notebooks/MatplotLib - file : Jupyter_Notebooks/DatosII_a - file : Jupyter_Notebooks/DatosIII diff --git a/Book/images/figure.webp b/Book/images/figure.webp new file mode 100644 index 0000000000000000000000000000000000000000..b2cc8c704c07c413c5c570176dda8c51c82c1f3f Binary files /dev/null and b/Book/images/figure.webp differ