diff --git a/book/_toc.yml b/book/_toc.yml index f51092e..d301a60 100644 --- a/book/_toc.yml +++ b/book/_toc.yml @@ -57,6 +57,7 @@ parts: - file: tutorials/dask_for_geoscientists - file: tutorials/ARCOdata_writingZarrs - file: tutorials/GrIMP/GrIMP_tutorial_AGU23 + - file: tutorials/ITS_LIVE_plot_point_timeseries - caption: Contributing chapters: - file: contributing/index diff --git a/book/tutorials/ITS_LIVE_plot_point_timeseries.ipynb b/book/tutorials/ITS_LIVE_plot_point_timeseries.ipynb new file mode 100644 index 0000000..fba27c3 --- /dev/null +++ b/book/tutorials/ITS_LIVE_plot_point_timeseries.ipynb @@ -0,0 +1,288 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "6636d5cd-6da2-4e63-92d8-afc7deb9c87d", + "metadata": {}, + "source": [ + "**ITS_LIVE Python Library Demo: Time Series of Ice Flow Speed at a Point**\n", + "\n", + "ITS_LIVE (Intermission Time Series of Land Ice Velocity and Elevation, http:itslive.jpl.nasa.gov) maintains an archive of ice flow speeds for glaciers and ice sheets.\n", + "These speeds are determined from pairs of satellite images by tracking how far features move from the first image in a pair to the second image in a pair.\n", + "\n", + "As a result, the time series of ice motion at a single location on a glacier consist of measurements of the average speed of the ice at that point over the time interval between the two images used. In the plot generated below, color represents the time separation of the two images used (also visible as the length of the line segment for each point), the vertical position of that line segment shows the average speed over that interval in meters per year, and dates of the two images determine the start and end points of the line segment." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "98368f4f-42cc-4dcb-94ce-388f482de2e0", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "# uses multicolor line solution from: \n", + "# https://stackoverflow.com/questions/44642966/how-to-plot-multi-color-line-if-x-axis-is-date-time-index-of-pandas\n", + "\n", + "import itslive\n", + "\n", + "# we need several matplotlib components to make this plot\n", + "from matplotlib import pyplot as plt\n", + "from matplotlib import collections as mc\n", + "from matplotlib import dates as mdates\n", + "from matplotlib import colors as mpl_colors\n", + "from matplotlib import cm as mpl_cm\n", + "from matplotlib import ticker as mpl_ticker\n", + "\n", + "import numpy as np\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "fe44b166-0b0f-404a-8e2d-1c6d4583a616", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "sample_point_longitude_latitude = (-140.51,60.07)\n", + "\n", + "\n", + "points_timeseries_list = itslive.velocity_cubes.get_time_series(points=[sample_point_longitude_latitude],variables = [ 'v', 'acquisition_date_img1', 'acquisition_date_img2', 'date_dt'])\n", + "\n", + "point_timeseries = points_timeseries_list[0] # we only specified one point so it is the first (only) one in the list of timeseries\n", + "\n", + "# each timeseries is returned as a dictionary containing the requested location and timeseries for each variable in a subdictionary\n", + "timeseries_dict = point_timeseries['time_series']\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "56813eea-50d4-4b2b-8f5e-5a3dbded0294", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# set up color mapping for coloring line segments by del_tdays\n", + "max_dt = 90\n", + "min_dt = 5\n", + "norm = mpl_colors.Normalize(vmin=min_dt, vmax=max_dt, clip=True)\n", + "mapper = mpl_cm.ScalarMappable(norm=norm, cmap=mpl_cm.jet)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "29c6833c-2b87-4e34-8f1f-b4e63a01e8ce", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# make list of tuples (del_tdays first(for sorting for plot, so that short inervals plot last), v, then [(time1,v), (time2,v)] line segment coordinates)\n", + "# exclude points with time intervals greater than max_dt or shorter than min_dt, and points where v is a nan (no data)\n", + "# times are converted using mdates from np.datetime64 values to a date format that works in LineCollection/pyplot to make x time axis \n", + "# (this is a hack needed for linecollection - np.datetime64 values work for fine for plt.plot...)\n", + "lines_tuples = [(del_tdays,v,[(t1,v),(t2,v)]) for t1,t2,v,del_tdays in zip(\n", + " mdates.date2num(timeseries_dict.acquisition_date_img1.values),\n", + " mdates.date2num(timeseries_dict.acquisition_date_img2.values),\n", + " timeseries_dict.v.values,\n", + " np.round(timeseries_dict.date_dt.values.astype('timedelta64[s]').astype(float)/(24.0*3600.0)).astype(int)\n", + " ) \n", + " if del_tdays<=max_dt and del_tdays>=min_dt and not np.isnan(v)]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "4b1ed81f-9d28-47af-88b3-a7b1200fa5b2", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# this sort puts the shorter del_t (pair time separation) line segments later in the list so they plot on top of the longer ones\n", + "lines_tuples.sort(reverse=True)\n", + "\n", + "# the next line returns vectors for each element in the tuples list (goes from one tuple per line segment to vectors of delt, v, and the two tuples per line)\n", + "delt,v,lines = zip(*lines_tuples)\n", + "\n", + "# make vector of colors for the line segments\n", + "dt_colors = mapper.to_rgba(delt)\n", + "\n", + "# make a matplotlib line collection from these segments\n", + "lc = mc.LineCollection(lines, color=dt_colors)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "8d310219-b4e4-4f54-9b3a-982117810b45", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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aqvXr1+vAgQM6deqUkpKSFB4ernLlyqlRo0aKjIx0ad8k/wAAAAAAKMYO+wW5OwQA+eDp6anmzZurefPmhdNfofQCAAAAAACuibdsMdbjGE1yYyQoMZj2W6Kw2y8AAAAAAMXYpWQvXUr2cncYAIoo8qYAAAAAABRjLz/+giTpyGtJUoibgwFQ5JD8AwAAAACgBIgqtUnGtHR3GCgJmPZbojDtFwAAAACAYuzCO5LauzsKAEUVeVMAAAAAAIqxAB/pQjcp4ewt7g4FQBFE8g8AAAAAgGIuwFMKCLG7OwyUEMZDMkXs7WSYu1pgJP8AAAAAACjG/jSp1uNwG1/zAWTm9KdCXFycDh48qJMnTyopKUnh4eGKiIhQjRo1ZLPZXBEjAAAAAADIQdnjyZIkm11KiyD5ByCzAn0qbNy4UfPmzdOyZcu0ffv2bMsEBwerdevWuvvuu/XAAw8oMDDQqUABAAAAAEBWZoWf5OshW8sEd4eCEiLNM+MoSpyNZ/PmzZo6daqWLVum48ePy8vLS+XLl9ctt9yiIUOGqGnTplnqrF+/XpMnT9bq1at1+vRplS1bVu3bt9eYMWNUvXp15wIqRPmaMf3ZZ5+pWbNmatq0qd5++21t27ZNxhhJUqlSpVSuXDl5e3vLGKNz585p8eLFGjJkiG644QYNGzZMf/zxxzV5EgAAAAAAFCcJCemua6z3YUnSTWW3uq5NoASJiYlR48aNNWPGDJ0+fVq1a9dWdHS0Tpw4oTlz5ui7777LUmfu3Llq3ry5FixYoNTUVNWrV0/x8fGaPXu26tevr2XLlhU4ngsXLuiFF15QkyZNVKpUKXl6esput2d7eHo6n4XNUwsbNmzQE088oZ9++knGGFWuXFldunRR8+bNdcstt6h8+fLy8Pgrj5iYmKjffvtNP/74o5YvX65vv/1W7777rmbPnq3Ro0frn//8p3x8fJwOHgAAAACA4igw8LCMqeSy9urf+6PsNhcmFIES4qWXXtLzzz+vsmXLatq0abrnnntkt/+1m8mWLVusgW0O27dv14ABA5SWlqZRo0bphRdekJeXlxITEzVw4EB99NFH6tGjh/bu3auwsLB8xXPq1Cm1bt1ae/fuzdJvdvJS5mrylPxr1qyZPDw81Lt3bz366KNq3bp1ruX9/f3VrFkzNWvWTE8++aROnz6tjz/+WG+++aZiYmIkSc8++6zTwQMAAAAAcL3rfeE7eXmm/e+nlm6NBSVDSZn2u23bNo0fP14+Pj76/vvvVa9evSxl6tevn+XchAkTlJqaqhYtWmjSpEnWeX9/f82cOVPr1q3TgQMHNGXKFL388sv5imncuHHas2ePIiIi9PTTT6t58+aKiIjINKjO1fJ063r06KHnn39eNWvWLFAnpUuX1uOPP64hQ4Zo5syZ1/QJAQAAAABQ1F24EO2ytnwDUpRq/jeSiX03Acsbb7yh1NRUPfLII9km/rKTmJioxYsXS5KGDBmS5bqPj4/69u2rmJgYffLJJ/lO/i1ZskR2u11ff/11tonHayFPyb/58+e7pDO73a6BAwe6pC0AAAAAAIqrgADXDYqpZXZoQtIESdIcf5c1CxRrxhgtWrRIktS1a1cdOHBAM2bM0JYtW5Samqpq1aqpa9euateuXaZ6mzdvVlJSkiTp1ltvzbbtNm3aSJIOHjyo48ePKzIyMs9xnTx5UlWqVCm0xJ9UwN1+JWnr1oyFRGvXru2SxQcBAAAAAED+ORJ/gKuk2m1KtRetYaSpdiPJKD4+PtN5Hx+fbPeV2Ldvn86cOSNJ2rt3r7p166bExETr+nfffaepU6eqa9eu+uijj+Tn5ydJ2r17tyTJ29tbUVFR2cZStWpV6/GuXbvylfwrU6aMAgMD81zeFQr8q4b69eurQ4cOmRZJBAAAAAAA7nHEr3ATCoA7REVFKSQkxDomTpyYbbljx45Zj//xj38oIiJCS5cuVWJiok6ePKnXX39dXl5eWrRokYYOHWqVPX36tCQpNDRUNlv2CdDSpUtbjx0Jxrzq0KGDduzYobNnz+arnjMKnPwLCQlRdHR0jjcCAAAAAABce1XSd6q63x55sNsvrgNHjhzRuXPnrGPMmDHZljt//rz1OD09XYsXL1bHjh3l5+enMmXK6KmnntILL7wgSZozZ4414s8x5dfb2zvHGHx9fa3Hl48mzIuYmBj5+/tr2LBhSktLu3oFFyjwfN1atWplyqICAAAAAIDCtzVomRqZdvqHZmuGhl69AnAVaZ6eSvMsWoO90jyNpBQFBwcrODj4quUd03gl6Z577lHt2rWzlBk+fLjGjx+vixcvaunSpapZs6ZV79KlSzm2ffHiReuxv3/+Ftr8/fffNX78eI0cOVIbN27UwIEDVbNmTQUEBORYJ6e1B/OqwMm/Pn366LHHHtN///tftW/f3qkgAAAAAABA/qUpY5RSPW11cyRA0XL51Nw6depkW8bPz09VqlTRjh079Pvvv0vKmO4rZUznNcZkO+PVMTX48vJ5ddttt1lt7tq1SyNGjMi1vM1mU2pqar76uFKBk3+DBg3S999/r7/97W+aOnWqevbsKQ8P1+1WBAAAAAAAcveTWuvLC/6yy7EePyP/AEmqWbOmPDw8lJ6enu2GIA6Oa44EW61atSRljPw7fPiwKlasmKXO/v37rceO8nnljiX0Cpz8u+OOO2RMxi4rDzzwgAYNGpTrMEWbzaYffvihwIECAAAAAICsQgIu6h96Q5LUyc2xoGRIs9uVVsR2+02zZ0z7zSt/f381aNBAGzdu1L59+7ItY4yxRvw5dvatX7++/Pz8lJSUpFWrVumhhx7KUm/lypWSpEqVKuVrp19JOnjwYL7Ku0KBk38rVqzI9HN8fLzWr1+fY3k2BgEAAAAAwLVu0Wr9n4a5OwygSHrggQe0ceNGLVq0SFOmTFF4eHim6/Pnz9e5c+ckyVrSLiAgQJ07d9bChQs1bdq0LMm/5ORkzZkzR5LUq1eva/8kXKDAyb/Zs2e7Mg4AAAAAAJBPdvnJSOqtef8709Kd4QBFypAhQ/Tmm2/q8OHDevDBB/Xhhx9aCcD169frqaeekiR16tRJTZo0serFxMToP//5j9auXavRo0frhRdekJeXlxITEzVo0CAdOHBAISEhGjlypFueV345teEHAAAAAABwH2MSdPxSpLx98j4dEriadNmVpqI1gzNdJt91/Pz8tHjxYrVt21bffvutKlSooLp16yohIUG7du2SJDVs2FBz587NVK9u3bqaNm2aBg4cqFdeeUUzZ85UxYoVtXfvXsXHx8vPz08LFizIMpIwvzZs2KAlS5Zo165dio+PV3BwsG688UZ17txZjRo1cqrtyxU4+QcAAAAAANwoLUGJqcF6+fE0jX9/tLujAYqkevXqaceOHXrllVf01Vdfafv27fL09FSTJk3097//XUOGDJGvr2+Wev3791fdunX16quvas2aNfrtt99UpkwZde3aVWPHjlWNGjUKHFNcXJz69u2rpUuXSspYe9DBZrNpwoQJuvvuuzVr1iyFhYUVuB+HAif/hg8froEDB6pu3bpOBwEAAAAAAPJpbaAuNcvYqXRI8jvyUqrkM8nNQQFFT5kyZfTaa6/ptddey1e9pk2bauHChS6NJTk5WXfddZc2b94sY4zq16+vm266SZGRkTp+/Lh+++03bd68WYsXL1aHDh20du1aeXt7O9WnR0ErvvPOO7r55pvVokULzZkzR0lJSU4FAgAAAAAA8uctnyc19p3n9J7P4/JaZ3d3OCghUmUvkkdJ8N5772nTpk0qX768vv32W23atElz5szRxIkTNWfOHG3cuFHfffedKlSooE2bNum9995zus8CJ/+6d+8uLy8v/fTTT3rkkUdUvnx5Pf744/r111+dDgoAAAAAAFxFywuSZK33F/RxgjujAZAH8+fPl81m03/+8x9rh+ErtWvXTp9//rmMMfr000+d7rPAyb8FCxbo6NGjevXVV1WjRg2dO3dO7733nho2bKhbbrlFs2bNUmJiotMBAgAAAACAbNgDNGbN63p63b/09Lp/SZLSxKw8oCjbtWuXqlevftUNPRo3bqwaNWpo586dTvdZ4OSfJIWHh2vkyJHauXOnVq5cqQceeEA+Pj765Zdf9OijjyoyMlJDhgzRpk2bnA4UAAAAAABk5t3oqDa1qKtNLerqy1fa6Se1dndIKAHSZFeaPIvYUTKm/V68eFFBQUF5KhsUFKTk5GSn+3Qq+Xe51q1ba968eTp27JjefPNN1alTR+fPn9f06dPVpEkTNW7cWO+//74SEhiGDAAAAACA0y4mKGFKJSUlZGwGcG/Y924OCMDV3HDDDdq5c6cuXLiQa7nz589rx44dKl++vNN9uiz551CqVCkNGzZMW7du1Ztvvim7PSMzu2nTJg0ePFg33HCDRo4cqbi4OFd3DQAAAADA9aN3oAKf26H2gZN1y5rNkpTxZxqDboCiqm3btkpKStKwYcNkjMm2jDFGjz/+uC5evJjjuoD54fLkX3x8vKZOnaoGDRroySefVGpqqmw2mzp06KB69eopPj5eb7zxhurWrasdO3a4unsAAAAAAK47dr90XVgdILtfurQl0N3hoJjLmPZb9I6S4Omnn5aPj48++OAD1alTR9OnT9ePP/6oAwcO6Mcff9T06dNVu3Ztffjhh/L19dXIkSOd7tPTBXFLkhXgggULlJSUJGOMIiIi1L9/fw0cOFAVK1a0yo0ZM0arVq3SP//5Ty1ZssRVIQAAAAAAcP346IIunLogHWonSQrwY9NNoKirVq2aPvnkE/Xu3Vu7du3SkCFDspQxxsjf318fffSRqlWr5nSfTiX/zpw5ow8++EDvv/++du7cKWOMbDabbr/9dg0ePFhdunSRp2fmLpo3b67vvvtO0dHRWrdunVPBAwAAAABwPUpzrKd/exUlvBcof13MdN3mhpgA5M19992nX3/9Va+88oqWLFmi48ePW9ciIyN199136+mnn1bVqlVd0l+Bk38PPvig/v3vfys5OVnGGIWFhalPnz4aNGiQqlevnmtdb29v1axZU2vWrClo9wAAAAAAXLd+CsyY2nvXyVNKKBuu2LhABQQkWdcD3BUYSoSMabYuXynOKWklLKVdtWpVTZ8+XVLG5h7x8fEKDg7O807A+VHg5N/HH38sSWrRooUGDx6snj17ysfHJ8/1O3XqpCpVqhS0ewAAAAAArmse/lJC2XBJUkTYNl246JpRQgAKV1BQ0DVJ+jkUOPn32GOPaciQIapTp06B6o8aNaqgXQMAAADXTEJyxp8Bef+9NgAUuoaxsUoPiZR8pW3HKqtu+eXynJaxIYJ3aor0DzcHCKDIyHPy7+uvv1a7du3k5eUlSXrnnXeuWVAAAACAuwSOyfjTvO7eOAAgN69GROiRuEBpUJrqTj6gsRee1aSAjIzfs7GDSsi+qHAXpv26xgcffCBJCgkJ0X333ZfpXH48/PDDTsWR5+Rf586dFRQUpM6dO6tLly7q1KmTAgPZPhwAAAAAAHeIChsp6SfpqZaSp02XTMZgnZ/KVVFLY9wbHAD17dtXNptNNWvWtJJ/jnP5UWjJv549e+qbb77Rp59+qvnz58vb21vt2rVTly5ddO+996pMmTJOBQIAAHKWkJbxZwC/xgeuuQsT3R0BAFzdmAsXND7wNUnS2InP6eXHX1Dgm39KkjrpRXeGBuB/br31VtlsNkVHR2c5V5jynPybP3++Ll26pB9++EH//ve/9dVXX2nJkiVaunSpBg8erBYtWqhr16667777VLly5WsZMwAA153AnzP+NC3cGwdwPWCtPwCFISHZuc8b74AAnT43RKWHhsmr3r1Smxesa8sktXQ+RFzH0mRXKtN+nbZixYo8nbvW8vVKent7q2PHjnr//fd1/PhxrVq1Sk888YSio6O1evVqjRgxQtWqVVPDhg31/PPPa+vWrdcqbgAAAAAAiq3Ax51vI3RvhLTLrilbdkuSDhtfHTa+GnXhgvONAygxCpzGtdlsatWqlV5//XXt379fW7Zs0XPPPae6detqy5YtGj9+vBo0aKCqVavqn//8p9auXevKuAEAuK5caJZxAAAAOCTY/CVJ6RclpaTL2z9AoQGB8g4IcG9gAHL0wQcf6Ntvv81T2e+++65AG4RcyWVjOG+66SaNHz9ev/76q/bv36/JkyerRYsWOnTokKZMmaJbb71V5cqV06BBg1zVJQAA140AO+v9AQBQklx4x/k2gm84Kc1PUOKocGnuYZVLinO+UQDXVN++ffXyyy/nqezEiRPVr18/p/u8JhO4K1eurBEjRmj16tU6fvy4pk2bprvuuktnz57VjBkzrkWXAAAAAAAUGy5bX3TLX6P8TLKL2sR1L02eRfIoKUwh78Z9zVdvLFOmjB599FEtXbpUf/75pz7++ONr3SUAAAAAACVbYoL22SSlSmovbTtSWglPh7s7KgAudObMGfn6+jrdTqGmTQMDA9WrV6/C7BIAAAAAgJKneqCqdMoYPRS7powCUhKl2xPcHBQAV0hOTtayZcu0bds21axZ0+n2nE7+JSQkaPny5dq3b58uXLig9PT0HMuOGzfO2e4AAAAAAMBlqm7cKUm6wPrAcJE0eShNResNlebuAApowoQJev755zOdW7t2rez2vN3f7t27Ox2DU8m/N998U88995wSEnL/7YIxRjabjeQfAAAAAACusPeC9IwyZUQCfKSEhHQFBFzzFb4A5MPla/zZbLY8rfkXEhKihx56SM8++6zT/Rc4+Tdr1iw99dRTkqTIyEjdfPPNKlu2rGw2m9NBAQCAzBIv+z97/yL2W1gAAOAG/gEKiPlTCe3DdcIvTJKUkCwFBh6WMZXcGxsAy5NPPqm+fftKykgCVqlSRU2aNNFnn32WbXmbzSZ/f3+Fh7tuDc8CJ//efPNN2Ww2jR07VjExMfL0LDm7rgAAUNQ01lbr8Q41cGMkAACgKEhTkmzeGY9TbX/KLj8FjQl0b1AoMdJkZ9qvi4SEhCgkJMT6uU+fPqpZs6YqVqxYaDEUOGO3Z88elSlTRi+88IIr4wEAAAAAAFfxk1rrP34++mblXXo14ZK8A1IlTZIej3Z3aAByMXv27ELvs8ALAYSGhio6mg8VAAAKwwbdZB0AAACS5GtLVqB/ol4OHCBJGjvxOV14jfX+AGRW4JF/LVu21A8//KDU1FSm/AIAcI2xzh8AALjcLVqtk39KfZWs8TqrwcnPKtTHW97uDgwlQqrsSi1i//+Z6u4AXCw5OVmLFy/Wxo0bFRcXp5SUlGzL2Ww2zZw506m+Cpy1GzNmjBYvXqyXXnpJMTExTgUBAAAAAADyzi4/lY+UlBor9YlWucc9dHp6smS7JFKAQNH23Xff6eGHH9apU6esc44dgC/fSNcY497kX8OGDfXpp5+qb9++Wr9+vQYOHKjq1asrICAgxzpMEwYAAAAAwHnnzUlJZTN+8MqY6huddF4j/V9TjCa5LzAAudq5c6e6dOmilJQU/f3vf9fq1at19OhRPffcc4qLi9O6deu0ZcsW+fn5aejQobnm2fLKqfm6N998s5o2baqvv/5aX3/9da5lbTabUlNL2iBNAAAKT0Jyxp8BPu6NAwAAuN9TtgVSjyHSp9EKePVPd4eDEiZdnkVut9902a5eqBh47bXXlJycrLfeektDhw5V69atdfToUU2YMMEq89///ld///vftWzZMq1du9bpPgu8EuiePXvUrFkzff/99zLGXPVIT093OlgAAK5ngWMyDgAAAEnSpwcleeh3v8ra7HuTdnlU1/Dkf7k5KAC5WbFihQICAvToo4/mWKZ9+/b6+OOPtWnTJr3yyitO91ng5N8zzzyjU6dOqUGDBlqyZIlOnDih9PT0XA8AAAAAAOC8l013Sce1P/6Awrx+U1WfLSrvc1SlvOPcHRqAXBw7dkwVK1aUt3fG2px2e8YIy0uXLmUqd+eddyo6OloLFixwus8CT/tduXKlfH199c033yg8PNzpQAAAQO4uTHR3BAAAwFVOnpMCAqSAAn4r72TbL0nq7n1C36TWU4CP5C0vNvuAS6TJXuSm/aa5OwAX8fX1la+vr/VzUFCQJOn48eOqWLFiprJlypTRrl27nO6zwCP/kpKSVKtWLRJ/AAAUkgAf1vsDAKCkiCglBX7pXBv1L0hbHm+uco8Haope1ESNc0lsAK6d8uXL68SJE9bPVatWlSStW7cuU7mkpCTt3bvXJX0WOPlXs2ZNnT9/3iVBAAAAAACAvDEmQQ9qnu4OWOruUADkU/369RUbG6uEhARJGdN7jTEaO3astm/fLikj8Td06FDFx8erYcOGTvdZ4Gm/AwYM0GOPPaZ169apRYsWTgcCAAAAAMD1IvZsxrTfgki8FKx7UssqRXb1njJXoT67FKBnlZLgKRWwTeByTPu9djp16qRPPvlE3377rbp166aOHTuqSZMmWr9+vW666SaFhobq/PnzSk1Nlc1m06hRo5zus8Aj/wYPHqyHHnpI3bt318KFC50OBAAAAACA60FCmqQAowSZArdR7dvjuvHbo5ro85wC//df6cATSjAFbxPAtdelSxd99dVXqlu3riTJZrNp8eLF6tixoyTp9OnTSklJUVhYmGbNmqVOnTo53WeBR/61bdvWCqpXr14qVaqUqlWrpoAcfnVhs9n0ww8/FLQ7AAAAAABKhMCfJckmSTIFmEjn7x1vPf7g8UH6ICVdyXNSJUnlkuJ03p+1+YGiKiAgQJ07d850rkyZMlqyZIlOnjyp33//Xf7+/qpTp461E7CzCpz8W7FiRaafz5w5o/Xr1+dY3mazFbQrAAAAAADwPyk2L6luxnph+jpAmntYE+f8n9TnZUmn3RobSoY0eRTBab8lY1Trl19m7PTToUMHeXtn3p27bNmyKlu2rMv7LHDyb/bs2a6MAwAA5CLhYsafAb7ujQMAADjvQjPp5EVHIiP/A2Umapw0eZIkaeQrE/TajD4ZF7w8dNyX/1kAirIuXbooKipKhw4dKrQ+C5z869OnjyvjAAAAuQjsn/Gn+di9cQAAABfwMKry5P+m/b7vXFOvhfXRkbgGCkhO0pAp7yoxSZL3CQV6sfMHUBSVLl1akZGRhdpngZN/AAAAAAAg/8olxUkq+Lp8Y/S8HplySedMsurOkGz+krdSJB+p9JKM6QKmm4uCxXUpVXalFrFpv6klZNpvvXr1tGvXrkLts8C7/QIAgMJzYVbGAQAASgbbuATZxiUUqK63vOXt56VmtmQFnAxQrfS9kqS3fJ78q1BiwdoGcG0NHjxYsbGx+uijjwqtzzwl/2bNmqX09HSXdLh//34tX77cJW0BAHC9CPBlvT8AAEqK4X5vyuYt2byvXjaLxAQpMUERX9mU8H24bAEZ04f9Gmd8Zx9773Mae+9zUvVAF0YMwFV69eqlJ598Uo8++qheeeUVnTp16pr3madpvwMGDNDkyZMVExOj7t27y8vLK98d7du3T5MnT9acOXP0zDPP6Pbbb893GwAAXO8SLpIEBACguPO2pWh02Un/++mF/FV2JPXe/msK5C6P6kra4KEx1V53TYC47qXJU2lFbKW4NHcH4CJVqlSRJKWkpGjs2LEaO3aswsPDFRCQ/TqdNptN+/fvd6rPPL2SL774oiZNmqTevXvr8ccf19/+9jd16dJFzZo1U1BQUI71du3apZUrV2revHn68ccfZYxRq1atdP/99zsVNAAA16vA/mz6AQBAcTdGzxdkk99Mtt1WWTYvI39boryUqkvy0lsn0nVBofK5eEHe6Ska7ZpwAbjQwYMHs5w7depUjiMAbTYnPyyUx+Tf2LFj1b9/f40dO1Yff/yxpk6dqvfee082m001a9bUDTfcoLCwMPn6+ur06dOKi4vTjh07dO7cOUmSMUY1a9bU888/r549ezodNAAAAAAAxZW3CjLfN0PallglpCSo7oTKCnj2VMa0XyON9H9NuiC9bLtHatxS6zY6nzAA4HruWAovz2M4y5Urp1mzZmnSpEmaNm2aPvzwQ+3du1c7d+7Uzp07s60TEBCgO++8U0OGDFG7du1cFjQAANcrNv0AAKD4S7psAqNfPndU/alshO46fUpaJyWUTVBgQvZr+zWPdCpEXOfSZVdaEdvtN72E7Pbbpk2bQu8z3xO4y5Ytq+eee07PPfecjh07ppUrV+rAgQM6deqUkpKSFB4ernLlyqlRo0Zq0qSJPD2L1hxxAACKM9b7AwCg+Gutn6zHG9QyX3U97FLC0+HWz/un3qiA/0uUl1KU4Oen8Q++pAvLs187DMD1yanMXPny5fX3v//dVbEAAAAAAFDipSV5KC3BJu/w/G9h0Lzr/x7Uk1QnWhG7Tyn5hwOy26Xo0kHSE3b5/rRNaVIRG7cFwF0YlgcAQBGXpqRMP9vl56ZIAACAK2y5tbm04aASTVT+KzeRzntkjOwL2p0gSVpfqYpadpM075QCXv1TaUNryjs5Rfq8ZEyTROFLK4LTftNKyLTfy23cuFEbN25UXFycUlJSciw3btw4p/oh+QcAQBH3k1pn+rmlNrgpEgAA4Er5Xe/PwTbsoiQpNjlIkrR3Rsb54X5vSn7SxI//oZjur7gkRgCu9+uvv+rhhx/Wtm3bci1njJHNZiP5BwAAAABAcRL7X0mp0UpIkgLyO6B/c8YfCQn+SvTLqHzLhRNKS06Qt+11q1ja+7FFbNwWAEk6evSo7rjjDp0+fVotWrTQvn37dOrUKT344IOKi4vT+vXrderUKfn5+al79+6y253/m0zyDwCAIu4WrXZ3CAAAwIUi/imZ9z1kayKZ9fmsPETyX5+uwNvPK/Dcn5Kk8wEBUkCAxuh5JSRIAQGSvbS36wPHdSNVHkotYunjVKW7OwSXmDx5sk6fPq1nn31Wzz//vFq3bq1Tp05p7ty5kqS0tDTNmjVLTzzxhOLi4rR48WKn+/RwugUAAHBN2eWX6QAAANe3xITM/z9wSZckSWdPe6p0oLe8ReIPKKq+++47+fn56emnn872ut1u16OPPqoZM2bom2++0VtvveV0nyT/AAAAAAAoRBfe+d+fqwpQ+RcpsMMOjYx9Xo/YpmuI77uaqIz1wCLCDrsuSADXxOHDh1WxYkUFBgZKkjw8MlJzqampmco98MADioiI0Lx585zuk2m/AAAUB5cSsp7zDij8OAAAgNMCfP73Z0EG9P9v5uNro8ZJKekaP2esJMmY//2/Qp+MxzYb/5+AgkuTp9KKWMqopOz2a7fbFRQUZP0cEJDxd/XkyZMqX758prIVKlTQ7t27ne6zaL2SAAAgey8FZj03oWT8DxAAANcTxxRdSQWanvvzBGm5X23drkRp7mHdvvwt3XLorBIv+en3Y2EKCEhS4qVEBfikuTJsAC5Svnx5xcbGWj9XqlRJkrR+/Xrdd9991vm0tDQdOHBAKSkpTvfJtF8AAAAAAArJRI2zjhQl57t+4xc91PqlZJ2rlTFy6NahSVYSsWzpOAX4JLo0XgCuVadOHZ04cUKXLmX8IuD222+XMUbjx49XXFycVW7cuHGKi4tT3bp1ne6TkX8AABQHz1xwdwQAAMDFpmuohmpGnstfSkjQlqcaSJLS5KH/9BugS3O95C3J3zs+06hCwBlpsiutiO32m1ZCdvvt2LGjFi1apGXLlqlDhw667777VK1aNW3dulXR0dG68cYbFRsbq2PHjslms2nYsGFO95mn5F/btm2d7shms+mHH35wuh0AAK5LrO8HAECJEKY/C1z39dBQtTWNJEnL1VbjR03S+PdHK0aSzRagSXrBKhujSc6GCuAa6Nq1q5KTkxUeHi5J8vb21uLFi9W9e3dt375dmzZtss6PHTtWDz30kNN95in5t2LFihyv2Ww2SZIxWdcduvya4zEAAMifRP21Zo9/EfsNLFCcObvuFgAUxE3aWuC6bSXVSt6uROOnC6lZdwu5lOwlSfL2cX6NMADXRlhYmIYOHZrpXI0aNbR161Zt2LBB+/fvl7+/v1q0aGElCJ2Vp+Tf7Nmzsz1/4MABTZw4UcYYde3aVXXq1FFERIRiY2O1fft2/ec//5HNZtOYMWOsBQwBAED+NL7sS8IONXBjJEDJMlHjrMeMkAFQWOxOTl381Ke3RidO0oWgC3rt4mMa9sAM6eOMz7CXH88Y+Zf8PtN/4Rym/RY+m82mJk2aqEmTJi5vO0/Jvz59+mQ598cff6hhw4Zq2LCh5s+fr+jo6CxlDh8+rF69eum9996zhi0CAAAAAHC9qpf8a+YTPnmv2+iPo9qiGOtnX59L8k7OOsqP0cwALlfgDT/Gjx+vM2fOaMGCBapQoUK2ZaKjo7VgwQJVqVJF48eP1/Tp0wscKAAA16sNusl6zDRFwHXG6Hl3hwAA+eLbpILq/dFEn/t11cXzPiqleOmXv67Hvp2xHFeCkQJYegso0uLj4zVjxgwtXrxYO3bs0Pnz5xUUFKTatWvr7rvv1oABAxQcHOySvgqc/Pvmm29Up06dHBN/DhUqVFCdOnX0zTffFLQrAACua5ev8zdBz1iPmaYIOIcEOgB3+M3n5kw/t8xn/XR5KC3dLi+/1IwpxJfNhKyaHpfxIEk67++atcJwfUqTXalM+71m1q1bp/vvv1/Hjx/PtIdGUlKSTp48qZUrV2rKlCmaP3++WrVq5XR/BU7+nTp1SqGhoXkqm5aWplOnThW0KwAAAAAASoQk42s99rNdzFfdlB1n9KE+0syfMzYLSKl/WNob5tL4AFxb+/bt01133aWEhASVKlVKjzzyiOrWraty5copNjZW27Zt08yZM3X8+HF17NhRmzZtUvXq1Z3qs8DJv3LlymnHjh3as2ePatSokWO5PXv2aPv27YqKiipoVwAA4H+evGydHwAAUPzcdfJb6/GlCI/8VfYPyPRjsr2yPH3SrJ9P+JEIBIq6CRMmKCEhQR06dND8+fMVFBSUpcy4cePUq1cvff3113r++ec1b948p/rM5yfNX7p06aL09HR16dJFGzZsyLbMxo0b1bVrV6s8AABwzt1aYx0AAKB48zDpMiYh7xVSEjQh+RntqV9eW26uogTjn+lygM1mHYAz0uRZJI+S4Pvvv5ePj4/mzZuXbeJPkgIDAzV37lx5e3vr+++/d7rPAt+5cePG6YsvvtCuXbvUrFkzNW/eXHXr1lVERIRiY2O1fft2rVu3TsYYVaxYUePGjXM6WAAAAAAAirP4sv5KSM5YxD/xUqIkKeCy0Xu58XonVDOeHiVJei1xpJQunb+iTEKy/temS8IF4GJnz55VnTp1FBaW+0jd8PBw1a1bV9u3b3e6zwIn/0qXLq1Vq1bpoYce0qpVq7Ru3Tr9+OOP1nXHgoWtW7fWvHnzVLp0aaeDBQDgercooa0CAq5eDgAAFE0BNptkS3RZe8YkyGb7638OAh//3/n3XdYFABe64YYblJSUlKeySUlJuuGGG5zus8DTfiUpKipKK1as0OrVqzV69Gjdd999atu2re677z6NHj1aq1at0v+zd+fxTZT5A8c/SZq0zYRyF1BOEUTlXFGQS8RFcHU9Fnbd1VVcRNQVURHFonIqBRRFZNcTBW9X0V3Fn4rghSIICnLJJSCI0HIUSyZt0ybz+2PSNGnTI8kkTdrv21denUxmnuehtknnO8/z/X7xxRe0bds26oEKIYQQApo3spCO/hBCCCFEcrLb8oMeNVV86y/+7fHpT/CTuQMud0YshijqOQ9mPFgS7BF+CGvx4sWYTKYqH5dddlml569bt46//OUvtGrVitTUVNq0acPo0aPZtWtXxN/bK664gu3bt7Nly5Yqj9uyZQs//vijIWn0DFkw3b9/f/r3D7dAuRBCCCGEEEIIUf8EztQLh3VDa7LMVtRz9SCIzVRc4RjnQlBVL1HO9RGiTsnIyKBbt24hXzv77LND7l+yZAk33ngjHo+HZs2a0a1bN3bt2sWLL77Im2++yfvvv8+QIUPCHsvUqVNZtmwZV155JS+99BL9+vWrcMzq1asZNWoUnTt3NiSNXt3IliiEEELUYSVqWSLwEwehxPc0Rdb/CiGEEEkr0tx8Nm8x1nUBO/o7g15XUsGRth9Nax/V+ISoS3r16sXnn39e4+O3bt3KmDFj8Hg8TJo0iZkzZ2K1WnG5XIwdO5ZXX32VkSNHsmvXrmpz95U3f/58/vCHP/Dvf/+bgQMH0rt3b7p27UrLli3Jyclhy5YtrFu3DqvVyq233sr8+fNDthNOUDDq4J/X6+Wdd95h5cqVHDhwgIKCAlauXOl//bvvvkNVVQYMGIDZLHcehBBCiHAtdTj824VpZVX9RhWEUR1QCCGEEAlB9eXHd4zTK/IWPefGhq1mJ9+gfwmq5bsn+GagPutPiOiULrVNJPEcz/Tp0ykpKaFfv37Mnj3bv99ut7No0SJWr17N3r17mTdvHrNmzQqr7WnTpmEymfy1MtatW8e6deuC9gG43W4WLFhQ4XxN0zCZTPEL/m3bto2RI0eyY8cO/wBN5UqKv/LKKyxYsIAVK1Zw4YUXRtOdEEIIUe/dsLIs4DeqFschRF3gxu3frvGFtxBCRKllwTHfVjMAspnCVGZXfkKA4g15WK3Wcu9fwRyO/TidkndfiEi5XC6WLVsGwK233lrh9dTUVG644QamTp3K66+/Hnbw7/rrr68QO4u1iIN/R44cYejQoRw6dIiePXtyxRVX8Oqrr/LTTz8FHXfttdfyxBNP8N5770nwTwghhIjACGfAcp4fam8cQtQ12ZTdMa/phbcQQhhl8sIHwz5HSwfNCtmmObjVFGxKScj3L0WRVXdCBNq/fz//+Mc/2L9/P2lpaXTs2JFLL72UYcOGVTh2w4YN/mq8gwYNCtneBRdcAMC+ffs4dOgQrVq1qvFYFi9eHP4/IEoRB//mzp3LoUOHuO6663jxxRcxm82sWLGiQvCvd+/eOBwOVq9eHfVghRBCiPooMLefs08tDkQIIYQQUdE0lUNpaQBYTRNwudJRUmseqCvWmlLsBjeTmeW4kWna00Gvly4pVjUNJc4zi0TdksjLfvPzgytkp6amkppadfLMvXv3snfv3qB9Tz75JAMGDODNN9/klFNO8e/fsWMHADabjTZt2oRsr2PHjv7t7du3hxX8qw0R3w5YtmwZqampPPnkk9Xm8jvttNM4ePBgpF0JIYQQ9ZdLDXooRSqKBZTE+ltMiKSUxQz/Qwgh4sHlzsBU3BCXsxW/Hj6DJo7DEaUdmDVuJkCF96+WBcdQcpWApcVC1D1t2rShYcOG/kd2dnalxzZq1Ihbb72Vzz77jIMHD1JUVMSePXuYPXs2drudr776iosvvhg1oMDe8ePHAWjcuHGly3ObNGni387LyzPoXxY7Ec/8+/nnn+nUqRMZGRnVHpuens7Ro0cj7UoIIYSovzo5Ku47qFXcJ4QIm+T5E0LUlhZ3n4Tn94V9ntV0DKvVCoD9gBLyfcykyIw/UbcdOHAgKBZV1ay/K6+8kiuvvDJoX4cOHZg0aRL9+/dn8ODBbN26lYULFzJp0iQA/5Jfm63yvxPSfDN4Qc8RGIndu3czf/58fwHdwsJCSkpK/K8vWrSIgwcPMmHCBByOENcEYYh45p/VaqWwsLBGx+bm5tKgQYNIuxJCCCGEEEIIIZKe/V9e7P8qq8brnHlWWOebTAomk54OxDW9eYXXD6c39T+EiIYHCyUJ9ihd9puRkRH0qG7Jb2UGDBjAiBEjAHjrrbf8+9PT0wG92m5lAuNhdrs97L7/85//0KNHD5566il27NiBy+UKqvQL+gzE6dOn89FHH4XdfnkRB/86duzIzz//7J8OWZldu3axd+9ezjorvDc1IYQQQgC7nKgbnbAr4CGEEEKIpGQq0R8Ue2FUWxRbQVTtBVb9BVBMJv9DCFG9/v37A7Bz507/vsaNGwP6ct7yAblSgbGw0uNravPmzVx33XUUFRXxz3/+k88++4xzzjmnwnF//vOf0TSN//3vf2G1H0rEwb9LL72U4uJi7r///kqP8Xg8jB8/HpPJVGGapRBCCCFqwK7gOEUBe8BDCCGEEMnpTqf+WLIfrGZ+HX+EE1rNVtSVylFV0qcfxT71SFDVciFE+EqX9hYXF/v3denSBdBn/u3fvz/keYHFbkuPr6m5c+dSUlLCI488wpNPPskFF1wQtIy4VPv27cnMzGTz5s1htR9KxMG/u+66i2bNmvHss88yYsQIli9fTlFREaBHQP/3v/8xYMAAPv74Y9q0acPYsWOjHqwQQgghhBBCCJGs3DYrbpues0+Ze5QzvNCmILxZ/S0fVCh4tBmuNmrI19Ui/SFENDykJOTDaKWBtcCqvj179vQv/f3yyy9DnvfFF18AeoAu3Eq/n3/+OQ0aNODOO++s9tg2bdrw66+/htV+KBEH/5o0acJ7771HkyZNePfdd7nkkkv47rvvAGjevDl/+tOfWLt2Lc2aNePdd99FUWSmghBCCBEJ54naHoEQQgghjJDNFLKZgn2vHVNkacqCjC+aX2GfY5z+EEJU7ZdffuGVV14B4JJLLvHvVxSFSy+9FIBnnnmmwnlFRUUsXrwYgKuvvjrsfnNzczn99NMrrSQcyGw2k5+fH3YfFdqJ5uS+ffuyadMm/vnPf9K8eXM0TfM/GjVqxJgxY9iwYQO9evWKeqBCCCFEfSX3z4QQQoi6xdXhN7a/cjbfLzqH/YtPQ9NCz+ILZf/MPPbPzOPYyQwa2Y7597tVFbeqVvpciPrmwIEDXH/99axZs6ZC7r6vv/6aiy66iPz8fBo2bMg999wT9PrUqVNJSUnh66+/5r777vMvC3a5XIwZM4a9e/fSsGFDJk6cGPa4GjRoQE5OTo2O3bdvH02bRl/AJ+o5k61atWLhwoUsXLiQQ4cOkZeXh8PhoHXr1pjNUcUWhRBCCCGEEEKIOiOLGfC4g2mkY/2ri84N1+Is7IjLnYGS6qlRG4+6nwagSePfmMps//5shwOrHaZa9Mqjj77motgFUyspWCBEVTwB1XUTRbjj8Xg8vPzyy7z88ss0aNCA0047jbS0NA4cOOBfSpuZmcnSpUtp3bp10Lldu3blmWeeYezYscyZM4dFixbRrl07du3aRX5+Punp6bz11ls0a9Ys7H9Ht27dWLVqFdu3b68yX+Bnn33GkSNH+OMf/xh2H+UZGp1r1aoVZ511Fm3btpXAnxBCCCGEEEIIEcCGDdtteQC0uPtkRG0suDiLBRdNwl1krfDaHcfN3HOkkHuOFHLHcbkmF/VbZmYms2fP5qqrrqJVq1bs37+f7777joKCAvr168fDDz/Mtm3bGDBgQMjzR48ezerVqxkxYgQWi4XNmzfToEEDRo0axcaNGxk6dGhE4/rrX/+K1+vllltu4eTJ0O8DBw8e5Oabb8ZkMvH3v/89on4CGZYtMScnhwMHDuByuRg0aJBRzQohhBBCCCGEEHWHTcHpzMJxJzCqLXZbBPm8Nuxn1riZPPxc2a4sp5NCGgUdluWMPleYEMnKbrczadKkqNo477zzePvttw0ake7GG2/k+eef58svv6RHjx789a9/JTc3F4ClS5fy1Vdf8eKLL5Kfn88FF1zAyJEjo+4z6uDfq6++SnZ2Nj/++CMAJpOJkpIS/+v33nsv69ev55VXXuGUU06JtjshhBBCCCEM4UJfYmdPsGVNQog6rFDPwadYwPmonkPMZAovue+e5RqnNam436YorKMHhZpeSSTNVET/VEkcLCLjwZyAy37rxmzWlJQUPvjgA/70pz+xevVq5syZ43/tL3/5CwCaptGvXz+WLl1ao8Ig1fYZzcl33nknTz75JJqmYbVaMZlM/iSIpbp27cq8efN47733uOWWW6IarBBCCCGEEEbpzSYAtiHF6YQQcXKtw7/pD8stDS8nX4fGJnKOta20INiVBf8D4CP78AgGKISIh8zMTFatWsXSpUv5z3/+ww8//OCvodG9e3f+8pe/8Le//c2QwB9EEfx77733WLBgAc2bN+epp57i8ssv58ILL2T16tVBx5UmJvzggw8k+CeEEEIIIYQQol7yqKph86gym4SeAdWXVYAasC2ESFQmk4mRI0casqy3OhEH/5566ilMJhMvvfQSw4YNq/S4xo0b065dO3bv3h1pV0IIIYQQQhhuPd1rewhCiHpkjcOB2Rf9y2vWFIDGR49xfhhtuHGjoc8UtGGr8LpZ83IoLc2/jTGThkQ9VIKFkgRb9pto40kmEQf/1q1bR2ZmZpWBv1KZmZn+nIBCCCGEEEIkAsn1J4SIt+JU/RL86j3bAfhIaR7W+bOts/zbM3m4wusud4Y/3ucClFRPROMUQtSOX3/9lVdffZWDBw9y7rnncu211xrSbsTBv5MnT9KtW7caHVtcXBxUBEQIIURsqSqV5oERScajBj11WdL82xK4EEIIIZJHX6eTp5U7KFKtQfvC8SF/wOPRl/zOlD8DhEhKL7zwAg888AD33Xcf48eP9+/fvHkzF154IXl5ef59S5cu5Z133om6z4iDf82aNWPfvn3VHldcXMyOHTuk0q8QQsSRoxFoxdUeJpLBRkfQ097nfO/fliIFQgghRPKw+Kbk3e2YxAznbGzpbiyF2WG3s3Gtb6Fwv4qv2W35UYxQiDIeUvBEVyPWcB7qxkzWDz/8kJycHIYPDy7Kc++993L8+HHatWtHz549WbFiBf/73/94/fXX+dvf/hZVnxHXSe7Tpw95eXl8+OGHVR730ksv4XK5GDBgQKRdCSGEEEIIIYQQya2Tg7GnLwFgyuBHmdD5KejkqOakYO+7fwdV3OA1mZSghxAi8WzevJlGjRrRuXNn/76jR4/yySef0KJFC3744Qfeffdd3nrrLTRN46WXXoq6z4iDf2PHjkXTNG655RY2bNgQ8pj333+fu+66C5PJJJV+hRAijpwnansEwjA9nUGP9XT3P4QQQgiRXKwFJdCrbdl2mFrneeEVMHVQ0TS10uNU1RvxGIUQsZWbm0vr1q2D9n355Zd4vV6uvvpqMjIyABg+fDitWrVi48aNUfcZ8RzO4cOHM2rUKJYsWUKfPn3o3bs3e/bsAeD222/nq6++YtOmTWiaxrhx4+jTp0/UgxVCCFEzku+vDrEE/8+019IwhBBCCGEQS8RzcPxMZr24R2UFPRyO/Wha+6j7EfWXFwueBMsv7U2w8UTK6XRitVqD9q1ZswaTycQFF1wQtL9169a1G/wDWLRoEa1ateKxxx5jzZo1/v3//ve/0TSNlJQU7r77bmbNmlVFK0IIIYQQQgghRB23y1fcYwBgAXXXSQDCuWd7qGFL9k87lWYZeaiaPaxzhRCJoVmzZhw4cCBo3+effw5Av37ByTzdbjeKATM7ogr+mc1mZs2axbhx4/jvf//LDz/8QF5eHg6Hg+7du3PVVVfRrl27qAcphBBCCCGEEEIkNbvvAn4DKEeP0tK3+4SqVwKx1OACv5H5AC1ab8WhngEanAxxTBHFHHO2oohiUrGGOEIIUZt+97vf8eGHH/L2228zcuRI1q1bx/r16znzzDNp0aJF0LF79uwxpICuIaVbTjnlFP75z38a0ZQQQgghhBCx5ymXK8si82eEEHEUsPJ3fSu96EeffK3a02pSxGNs0QuQAlZKeJ7bIh6iqN88CbjsN9HGE6lbbrmF//u//+Paa68lOzubnTt3YjKZGDNmTNBx3333HSdPnqR79+hzfSdW3WYhhBBCCCHiYWO5CpvnVH/RLYQQ0fCovpsOoxTUe5tx/B8NAWi8LLx2ck72QUmvPAjy0ribAbjxuX9FNE4hRGxddtllTJs2jYceeshfQPe6665j/PjxQce9/PLLAFx44YVR92lI8O+7777jgw8+YNu2bZw8eZIGDRpw1llncemll3LOOecY0YUQQgghhBBCVElVpeiVSFxrHL6bDmP0mw0L+t0KwNQv54TVTqajZpfx/2JsWO0KIeJnypQpjBs3jl27dtGuXTtatmxZ4Zg//vGPXHjhhQwcODDq/qIK/uXm5jJ69Gg+/PBDADSt7I6pyWRi+vTpDB8+nEWLFoX8hwghhBAifKqvsJ9SN1Y+CFE7ejprewQiBhyNQCuu7VEIUTmzHVa+qbDyyISynefmGNqHc6H+VfL9iWh4MCfcMlsP0VfKTiRNmjShT58+lb5+0UUXGdZXxMG//Px8LrjgAnbu3ImmaZxzzjl07dqVli1bkpOTw5YtW1i/fj0fffQRgwcP5ttvvyUjI8OwgQshhBD1lWOt/lXrV/VxQogqWBQK0CPp6Ql2cSOEqJv6Op0UpmQAhXRWF9K0ZI/+gtLY0H6UVEObE0LUAREH/2bNmsWOHTvo0KEDixcvDjkN8auvvuKGG25g165dzJo1i9mzZ0c1WCGEEEIIIYxyMZ8CsIqhtTwSYRTnidoegRCVsygKFOnbbZpuQNMiC/rpqQO9KErdmgUlhIidiN8t3n77bUwmE//9738rXX88YMAA3n33XTRN4+233454kEIIIYQo4+yjP4QQQgSTfH8i0dlt+dht+QC4y/1XU46G4HDsj9UQhQCgBEtCPkRkIp7598svv9ClSxe6detW5XHdunXjzDPPZM+ePZF2JYQQQogAkutPCGMsZ0htD0EIUc+YTHqEOudYOtlMDnptKlWvlDNbCjnuzANPJqAHD23Ygo4JDCKWf00IUX9FPPOvSZMmpKen1+jY9PR0Gjc2No+BEEIIIYQQ0UjHIvn+hBC1osWk8C/Fhwy9hpZN9MDfxJNLmK7NrHBMNlP8DyGEKBVx8G/w4MFs3bqV48ePV3ncsWPH2LJlCxdeeGGkXbF582Yefvhhhg0bxqmnnorNZqNBgwb07NmTrKwsDh06VOX569at4y9/+QutWrUiNTWVNm3aMHr0aHbt2lVt37V1rhBCCCGEEEKIukf15f0br01nvDadLGaQxYwan28/cJSnzbexoOCOGI1QCPCQkpAPEZmIg39TpkzBYrFw/fXX43Q6Qx6jqiqjRo3CarUyZUpkdx5++uknunfvzgMPPMDy5cvxer306NGDpk2bsmnTJmbPns1ZZ53FZ599FvL8JUuWcP755/PWW29RUlJCt27dyM/P58UXX6Rnz558+umnlfZdW+cKIYQQQgghhKibHFmAA9oWnKRtwUlsvv+q8+knr8EocE1vVukxpYHEcIKJQoi6L+LgX25uLlOnTuWTTz6hXbt2TJo0iZdffplPPvmEV155hfvuu4927dqxYsUKpk6dSk5ODl9++WWFR3U0TaNZs2ZMmTKFHTt2cOjQIdatW8e+ffvYuHEj3bt358SJE4wYMYIjR44Enbt161bGjBmDx+Nh0qRJ/Prrr6xfv55Dhw5x7bXX4nK5GDlyJMeOHavQb22dK4QQQgghhBCijjOFf4rXkwZWfftwelMOpzetcIwt4D8hhCgV8ZzJwYMHYzLp71h5eXk8+uijFY7RNA2TycSkSZNCtmEymSgpKamyn9atW7Nv3z6UEKW7unfvzrvvvssZZ5xBXl4er7/+OuPHj/e/Pn36dEpKSujXrx+zZ5clT7Xb7SxatIjVq1ezd+9e5s2bx6xZs4Larq1zhRBCCCGEEELUXc5s34atYvCuOr885sZqtaKYKo8enkT1bzdASmCLyHix4EmwvLjeBBuPEdavX8/KlSs5cOAABQUFLFq0yP/aoUOHKC4upm3btlH3E/HMv7Zt2/of7dq1C3pe3f7SR5s2bartJy0tLWTgr9Rpp53GmWeeCcCPP/7o3+9yuVi2bBkAt956a4XzUlNTueGGGwB4/fXXg16rrXOFEEIIIYQQQtRRHhU8KkqK7+F1VRnEC+WMwnw6eqteQXYXi/0PIURiOnz4MEOHDqVPnz5MnjyZf//73yxevDjomAceeIAOHTqwdu3aqPuLeObfvn37ou7cKIWFhQBBQcINGzZQUFAAwKBBg0Ked8EFFwD6v+XQoUO0atWqVs8VQgghhBBCCFFHfe2ouK/TnrLtVAV81Xwro57SDMdvR9E0fXafySQz+4RINk6nkyFDhrB9+3ZOOeUUhg4dysqVKzl48GDQcaNGjeLFF1/kvffeo0+fPlH1mfSlUtauXeuvnlsaVAPYsWMHADabrdIZhh07dvRvb9++3R+Eq61zhRBCCCGEEELUXarZ7t9WvC4Yd1rwAUu1qhvQPPxk7oDL7dLbSPUEvez25DGHK8t21L1VkiJOPAm47DfRxhOpxx9/nO3btzNs2DDeeustHA4HAwcOrBD869+/P2lpaXz++edR95nUwb/CwkJuueUWAHr27Mmll17qf+348eMANG7c2J+bsLwmTZr4t/Py8mr93PKKioooKiryP8/Pz6/0WCGEEEIIIYQQCay/k5ZFBf6nJ//RPPw2PGtQi+yo2MlMO1rh5WzLnKDnU5ld4RghRO1aunQpKSkpvPjiizgcIWYE+1gsFjp27Mgvv/wSdZ8RB/9UVeXgwYM0atSIzMzgqckffvghCxcu5ODBg5x33nnMnDmTFi1aRD3YQJqmcdNNN7Fx40bS09N55ZVXMJvLUhiWLr212SqvcpSWlubfdrlctX5uednZ2UyfPr3S14UQQgghhBBCJAmLApQF/9yzN2DTrGWvp9ornhPCaRNzACh8tvKJJEKIxLV7925OP/10WrZsWe2xDRo0YPfu3VH3GXHw74knnuDBBx9k4cKFQYUt/vvf/zJixAhAD9Bt3ryZL7/8ku+//x67vWZvZjVxxx138Morr2Cz2Xjrrbc4++yzg15PT08HwO12V9pGaa5AIGhstXVueVlZWUyYMMH/PD8/v0ZFUoQQQgghhBBCJJ7D6U2ZxRTcRVayO7iYemrwTD0OVr7s12PxYN97Oq6H9eezTXMqzOzL8kziqOYt25HUa/1EbSrBgjnBltmWJNh4IlXZKtFQjh075o8zRSPiar+fffYZJpOJP//5z0H7p0yZgqZpXHnllTz++ON07tyZXbt2sXDhwqgHW+quu+7iySefxGaz8fbbbwct9y3VuHFjQF9Wq2mh30BLl+gGHl+b55aXmppKRkZG0EMIIYQQQgghRHJ79PYpYZ+z+bJvcXUoYPyj2Yx/NDvkMTZLY9ocS6P1/lTaHEsLeYwQona1bduWvXv3VrkSFODXX39l9+7ddO7cOeo+Iw7+/fTTT2RmZtKsWTP/vt27d7NlyxbOPvtsli5dyh133MF7772Hpmm8++67UQ8W9MDf/PnzsVqtvPXWW/zxj38MeVyXLl0AfQbe/v37K/03lD++Ns8VQgghhBBCCFF3ZeS6mJ17HwBZrkmwyxn8qIEFE7NYMDGLLGZUeozWsWI+QCFEYrj44otxu93MmTOnyuOysrIA+MMf/hB1nxEH/3Jzczn11FOD9q1atQqAkSNH+vd16tSJ008/ne3bt0fald+ECROCAn+XX355pcf27NnTPzXyyy+/DHnMF198AUD79u2DKu7W1rlCCCGEECI+vLj8DyGEiDfTFBWbvTHYleBHFbotO489h8sm39gInWc+JzM16KsQkdCr/aYk2KNuLPu9++67sdvtPPTQQ0yYMIGdO3cGvf7DDz8wcuRIXn75ZRo3bsxtt90WdZ8RB/88Hk+FvHZr1qzBZDIxcODAoP1NmzZFVdVIuwJg4sSJPP744/7A3xVXXFHl8Yqi+JcDP/PMMxVeLyoqYvHixQBcffXVCXGuEEIIIYSIj52c5X8IIUS85Gfayc+0c7K1HU1Tgx7VsXgsnPaAXhnUWUVWrWamFJzOtjQzScI/IRJR69atefXVV0lNTeWJJ57gzDPPZPXq1QBkZGTwu9/9jnfeeYf09HRee+01mjZtGnWfEQf/TjnlFPbu3UtRUZF/34oVK7BYLPTp0yfo2Pz8/Cpz21UnKyuLefPm+XP8VRf4KzV16lRSUlL4+uuvue+++yguLgb0Crtjxoxh7969NGzYkIkTJybMuUIIIQRAiaqGfAghhBAieSkmk//hcmfwm7uJ/xEWW+WFQVRNA7tJ/yqESEiXX345a9as4ZJLLsFsNqNpGpqm4XQ6MZlM/P73v+frr7/m4osvNqS/iG8FDBw4kJdffpmpU6dy//338/LLL7N3714GDRqEopRNV3a73ezevZszzzwzon6++eYbZs/WKxhlZGQwd+5c5s6dG/LYP/zhD0yePNn/vGvXrjzzzDOMHTuWOXPmsGjRItq1a8euXbvIz88nPT2dt956KyhvYW2fK4QQQgAsdThC7r9a/pAXwhCd2VbbQxBC1EN5JfrqOcV3Jf5q6nX+12qysO+Xh4o4w3aSlgVw0h7ietKt0rKkwP/0ZEo62KpeTixEKPqy38RaZpto44lW9+7dWbZsGSdPnmTLli3k5eXhcDg4++yzDZntFyjimX/33HMPNpuNRx55hEaNGnH77bdjMpmYMGFC0HGffvopxcXFFWYD1lTgzMKjR4/y9ddfV/oov04aYPTo0axevZoRI0ZgsVjYvHkzDRo0YNSoUWzcuJGhQ4dW2ndtnSuEEEIIIWLLjN3/EEKIeGnyno0m79nIZgp2Wz5FqjWs81u3PAQlVdwInO+o+rkQIuE0aNCA888/nz/84Q8MGjTI8MAfRDHz7+yzz+b999/nnnvuYfv27bRr145JkyZVKMLx/PPPAzBkyJCI+hk8eDBalLMczjvvPN5+++2kOlcIIUT9NsJZs4p/QgghhEhOJpPC3Y5JuLXwikCqmSpOb7tKXz/8dOWvCSHqp6gygP7+979nw4YNVR7z4osvsmjRIho0aBBNV0IIIUS9kqLIEh0hYkVVQX7FhBC14fjlvmW/zPDvs1Lzqrx5ea1o3PgQiskU+oA7ncjbmzCCLPuNjy1btrB7926cTider7fS466//vqo+ol5+R8J+gkhhBBCiETiaARacW2PQghRH9lT9KBd6do2p7NtWOcrirnqcyS/nxBJ4d133+Xuu+/m559/rtHxCR/8EyKRFOABIL0O3jEQQgghhBBCJLbbeNa//Ty3QUr4afgVJeLU/UKIBPD+++8zcuRINE0jNTWVDh06kJmZiamyGb0GkOCfqFcu5lMAViEFV4QQyUv11cJSar5KSAgRwHmitkcghKiviov0S3BragmqpuEYZ8L5rFb5Mt4IqL6c+Ua2KeofbwIu+/Um2Hgi9dBDD6FpGtdffz2PPfYYTZo0iXmfEvwTQgghkowjS/+qPVa74xAiWUm+PyFEbSimiJfG3QzAyeectCw4BjSjZcExTtqb1agNVdOwalUHC/V2qXGbQoj42rJlC40bN2bRokVYLPEJaMp8YVGvLGcIy4ms8rQQQgghhBBCROpZbvNvL+FOAJS5R8Nqo01Jvj+4J4RIToqi0LFjx7gF/kBm/ol6RnL9CSHqAmd2bY9ACCGEEJGYt/CfuDUrbs3K4fSmkF7zcwvNNZu7czi9aYSjE6JMCRZMCXb9XJJg44nUOeecw4YNG+Lap8z8E0IIIZKMkir5/oQQQohklJrq5mHvg0wpmIliMvkfNTHmovMB0IqqPi6cNoUQ8Xfvvfdy9OhRnn322eoPNogE/4QQQgghhBBCiFrgLFRxFqpomv6oCfWu2BcHEELEzoUXXsiCBQu48847GTduHJs2baKgoCCmfUa87DcvL4/GjRsbORYhhBBCCCGEEKJOGsV8XJrGpWkajUw2ABrcrlcgci7UlzMqqZ5Kz39+5TcMGzaMxkv2w+L2MR+vqN88WDAnWKa4RKs+HI1rrrmGFStW8NRTT/HUU09VeazJZKKkpCSq/iL+P9m8eXN69uzJkCFDuOiiixg4cCB2uz2qwQghhBBCCCGEEHXRnSzhzYKrAThpzwj7/DSvV5bzClEHHDp0iAsuuICffvoJTdOqPb4mx1Qn4uCfpml8//33bNiwgXnz5mG1WjnvvPO46KKLuOiii+jbty8pKYkVJRZCCCGEEEIIIRLFySf1pb52W36Nz3E628ZqOEKIOHjggQfYvXs37du355577uGcc84hMzMTUwyD+xFH544fP87nn3/OypUr+fTTT9m2bRtfffUVX3/9NTNmzMButzNgwAB/MLBXr15GjlsIIYQQQgghhEgaC7iO7HR9Bo+HAiykY0rVV8+5oMpZfZqmYrYUUqTlYbVbcaNgwxaPYYt6Sl/2m1jLbOvKst+PPvoIq9XKihUrOO200+LSZ8TBv4YNG3LFFVdwxRVXAJCTk8PKlSv9j/379/Pxxx+zfPlyAJo0acKRI0eMGbUQQgghhBBCCJFENjAEAuJ7/VlPy4Jj/ucn7c0qPbdYa8qQoTBLmwwuDZtSwlRmx3K4QogYOXHiBGeccUbcAn9gYLXfFi1acM0117Bo0SL27dvH5s2b+fOf/wzoS4SPHz9uVFdCCCGEEEIIIUS9onrszBo3k1mOMVUeV1o5OJwKwkKI+OnQoUPUBTzCZVhSPk3TWLdunX/m3+rVqykqKkLTNEwmE927dzeqKyGEEEIIIYQQIql0K/oheEcqHE5vWqNzraZjtNjYyP98fNF8SA0988/lDi4mUlUFYSEqI8t+Y+faa6/lgQce4Mcff+TMM8+MS59RBf+2bdvmD/Z98cUX5Ofn+6uQnHbaaf58f0OGDKFZs8qnMAshhBBCCCGEEHWZBW+FfTWt3msyKfrG3+Hk481QbMcqPfakpvi3G5hk5p8Qieaee+5h5cqVXHXVVbz88suce+65Me8z4uDfKaecQk5ODqDP+mvZsiWXXnqpP+DXtq1UIBJCCCGEEEIIIYzwxpFlDBs2DEeao8rjOnn3oPlWFJ5skB6HkQkhwjF27FhatWrFqlWr6Nu3Lz169KBTp04oihLyeJPJxKJFi6LqM+Lg3+HDhzGZTLRu3ZoHH3yQf/zjH1gsdWMKphBCCCGEEEIIYSS7LR837sjPt6jYzSqaZgUCZgOGoK7QV96Z/hRxd6KeK8GCKcGW2ZYk2HgitXjxYkwmk3/l7MaNG9m4cWOlx9dq8O/0009n9+7dHDhwgJtvvpm7776bwYMHc9FFF3HhhRfSrVu3qAYmhBBCCFCLQEmt7VGIZFBAWU6n9Dryx7EQQtQlJpPCbGbiLrJiSy0Ou1pvn0FjOFEIiuYCKs/ldzDdTsOoRyuEiJWpU6fGvc+Ig387d+7k4MGD/px/n332Ge+//z7vv/8+JpOJZs2aMWTIEP8y4A4dOhg5biGEEKJecGSB9lhtj0Ikg4v51L+9iqG1OJIkUFQuB1Zq5bNnhBDCKCXaUTDBrHEzmfbcfWGf3+LukwA4F1Z9gyfDZMd5eURDFELEQVIF/wBOPfVUrr/+eq6//npADwgGFgB58803+c9//gNAu3bt2LNnT/QjFkIIIYQQIhp3lsuX9ZRWO+MQQtQfHpW1luGcr+k5+Kqq1lsduy2/2mOUqK70hQAvKXiiCxkZzptg40kmZiMb69y5M7feeitvvfUWH3zwAX/+858BvSDIzz//bGRXQgghRL3gzK7tEYhksZwh/ocQQogE87V+0+Gqn99BmXsUG8VhN/HG8GXkPV6MyaRUme9PCCHKMyxsumPHDv+sv88//5wTJ04A+BMYSvVfIYQQInyS70/UlOT5C8N8Z22PQAhRD/VZvQFXfxWH6sC+zgsDwjvfmurGmurGjYYNW6XHFVPkzxlsRf6QEKI27d+/HwCr1UqrVq2C9oUj2phaxMG/wHx/K1eu5NChQ0BZsK958+ZceOGFXHTRRQwZMoSOHTtGNVAhhBBCCCEMITn+hBDx1t/pu/g+wmFbGqbz9ZsQeVoRAIrJVGVAD2DzZd+ymW8BqiwW8iy3MW7c8yx8bgy38bwRoxf1kCcBq/16Emw8NVFa/6JLly5s3bo1aF9NmUwmSkpKohpHxMG/0qhjabAvIyODQYMG+YN9Uu1XCCGEEEIIIYQALPpNh5ycdJSUsuxbbU7oRTzuafxo5QE9l4q7WCWohK9LBXv1NzI0TZUlwkLUotKYmdfrrbAv3DaiEXHwz2az0b9/f3+w79xzz8VsNjSFoBBCCCGEEEIIkfw8KqoHaKihlugz/bAoqPc2Aw/wQhXndnLw6MFJFfZxMHRA4Nqil7ly3lKUIhcuXkRJ9Rj1rxBChCkw6FfVvliLOPj322+/YbNVPS1ZCCGEEEIIIYSo77RvHDjMerDO0fMoJ9c3h0G+4N1myGKGYX1ZKaFRavUVgYWoigdzAi77lQlnkYr4OyeBPyGESFxqUW2PQAghhIg/1aM/hEg0rnPN4EV/BHAu1L9Wme9vl5OJv02osK8ydlt+0EMIkVj2799Pbm5ujY7Nzc2NqEBIeYZU+z106BDLly9n+/bt5Ofnk5GRwZlnnsnFF19My5YtjehCCCFEGBxZoD1W26MQQggh4suxVv+q9avdcQgRku9af7u5E/TXg3dKKji/rOY8u4Kt2Ea3ZecxbNgwrFYr2CsPFkqOPyESW/v27Rk4cCBffPFFtcdeffXVrFq1qvYKfgAUFRUxceJEnnvuOYqLiyu8brVaufnmm5k7dy6pqVJiXAghhBBCCCFE/WO35UMhYIXn025mKmUBOiW9Zm1YPBZs2LBijc0ghQhQggUSbNlvSYKNJxrhFPGo1YIfXq+XK664gk8++QRN02jevDlnnnkmrVq14tChQ2zfvp3c3FwWLlzIrl27+OCDDzCZTFEPWAghRPWc2bU9AiGEECL+nH1qewRChGYyKXAtcBfw58jaKDSbUTWNRgaOK1y5uYVkZqbV4giEqF9cLpc+2zdKEef8e+mll1i+fDkNGjTgmWee4eDBg3z++ee8/vrrfP755/zyyy88++yzZGRk8PHHH/PSSy9FPVghhBA1o8hkayGEEPWQYtEfQiQsLbi4h6apQY+qjLnofNqUVJ/Dr5ATQQ8jtWgxx9D2hBCVy83NZdu2bYak04t45t+SJUswmUz85z//4eKLL67YcEoKY8aMoW3btgwfPpzFixczatSoqAYrhBBCCCGEEEIkox25bs6YFJyrz+XOCHqupIauWKOGsexvERODnt/G8zU+V4hSHlIwGVMmwjAeg8azf/9+unbtysmTJwH47LPPGDx4cMhj161bxyOPPMKqVas4fvw4mZmZDB06lKysLDp16lSj/pYsWcKSJUuC9m3evJkhQ4ZUek5BQQFbt27F5XLx5z9HOF04QMTfuU2bNtGuXbuQgb9AF198Me3bt2fTpk2RdiWEEEIIIYQQQiS1M7JtsBmymcJUZod1bk1m/MVDTs6k2h6CEFG76aab/IG/qixZsoQbb7wRj8dDs2bN6NatG7t27eLFF1/kzTff5P33368ygFdq3759fP755/7nJpOJ3377LWhfZbp168ZDDz1U7XHViTj4p6oqp59+eo2Obd68Ob/++mukXQkhhBBCCCGEEMmrUAUU8HjLnqcpeiGQGtJUDZNSfR79G3k0wkFWT/L9iWT3/PPPs3z5cv70pz/xzjvvVHrc1q1bGTNmDB6Ph0mTJjFz5kysVisul4uxY8fy6quvMnLkSHbt2kXTpk2r7PPKK6+kffv2gF68Y/To0XTu3JmsrKyQx5tMJux2O6effjo9e/aM9J8aJOLgX2ZmJjt37qS4uLjK5INut5sdO3aQmZkZaVdCCCGEEEIIIUTyutZBt5fXsFlpQdY1j0HRHFiq6YVAauBASgaNM38lr+iUao9Nq9WSIKKu8GLBk2DVdb1RjueXX37h7rvvpkOHDsycObPK4N/06dMpKSmhX79+zJ5dNlPXbrezaNEiVq9ezd69e5k3bx6zZs2qst8ePXrQo0cP//Np06bRo0ePuKbGi7jgx6BBg8jPz2fq1KlVHjd16lTy8/O54IILIu1KCCFEJdwB/wmRqNRC/SGEEELUa745M7ai4qDdRRRTRHGIE8rYcfm/VlcYRAgR2tixY8nPz+fZZ5/FbrdXepzL5WLZsmUA3HrrrRVeT01N5YYbbgDg9ddfD3sc+/bt48033wz7vGhEHPy7++67MZlMzJkzh2HDhrF8+XIOHTqE1+vl0KFDLF++nIsvvpi5c+disViYMGGCkeMWQgiBnjOm9CFEpNQYX0M4RusPIYQQot561cnm9/vAq23hVaf+8LmNZ7mNZ6s8vVhryp5fz6NYa1qhSIgQonovvvgiH374If/4xz/4/e9/X+WxGzZsoKCgANAnvoVSOsFt3759HDp0yNjBxkDEy3579erFk08+ye23386KFStYsWJFhWM0TcNsNrNgwQJ69eoV1UCFEEIIERuORqBVPeFAiDqjJES0O0Wp2bI7kVxUtQRFSaxKlaIeS/O9z6SZy7bDdNqUXJwLa7DssTDEXb0I+xT1l77kN7GW/Ua6DPnXX39lwoQJtGjRgnnz5lV7/I4dOwCw2Wy0adMm5DEdO3b0b2/fvp1WrVpFNLZ4ierT8NZbb6Vbt27MmDGDzz//nJKSkrKGU1K48MILmTJlCv379496oEIIISrKYkZtD0GIajlfqO0RCFFmqcNRYd/VmmZ4P6pH/6ok1nVTveJwLEXTrq7tYQjht+cyX7GPcgvw/sVY1CIgtfJzraZj/q9V5dwH4NqK73MsNf59Tojakp8fXCgnNTWV1NTKf4FuvvlmTpw4wVtvvUXjxo2rbf/48eMANG7cGJMpdJGdJk2a+Lfz8vJqMuxaFfWtsAEDBrB8+XIKCgrYvXs3+fn5ZGRkcPrpp5Oenm7EGIUQQlTChq22hyDqAOeJ2LavSGFAUQ851upftX61Ow4hRGLQinLp7tGDfvmaF1NqWUHMVKykjQPtucrPN5kU3hi+DJNpGCZTNcE/Ieq48rPxpk6dyrRp00Ie+/LLL7Ns2TKuvPJKRo4cWaP2S5f82myVX2ulpZX9getyuWrUbm0ybB58eno63bp1M6o5IYQQQsSJrHgU9cmvtT0AETdO54jaHoIQfi5a4c37BXNjKy5aoeAJu420lBqeE5BP0GiqKn831BeJvOz3wIEDZGSU5b6sbNbf4cOHueOOO2jYsCH/+te/atxP6UQ2t7vyooqFhWXV7KoqHpIoJAmGEEIIIYSoN+K18M3ZJ04diUpJvj+RaFytn+WXgvm4sVI+fuZcWPW5mqZithSiaSqaZsVkqiICF8P8fg4HxCBTghBhycjICAr+VWbcuHHk5eXx7LPPcsopp9S4/dKlwXl5eWiaFnLpb+nS4MDjE1mNPhG//PJLQzqrrEqKEELUdXKXVAghEsPtztjNiAkkuf6EEIHsHAKe4vm0m3GrKTxcbqKSqnpRUs0hzwW92u+QoVCsQbEblNSqZwGqRfpXpYo8gkLUdevXrwfggQce4MEHHwx6zeMp+x3605/+hM1m4+qrr+aJJ56gS5cugD7zb//+/bRr165C2z/99JN/u/T4RFaj4N/gwYMrTXJYUyaTKaggiBBC1CdSTVUIIRKDVe7ECCFqgSk1k4nH9OvhWY4xPFxu9lyLpvvRtPaG9ecYp3+tKo9gJOJ0/0QkgBLMaAm37LfyAHlVcnNzq3y9tGDHb7/9BkDPnj1JT0+noKCAL7/8kuuuu67COV988QUA7du3D7vSb+PGjWnYsCE7duyoslCJkWoU/Gvbtm3UwT8hhBBCCCHqC5l1I4QIVEQxU5rcB8A0joR9vtV0jI+Xf8ywi4dVX+03huT+iUgm+/btq/K1Dh06APDZZ58xePBg/2uKonDppZfy9ttv88wzz1QI/hUVFbF48WIArr46/KrybrebzMzMuAX+oIbBv6q+YUIIIaoX62qqAL9R4N9OxyKVgJNdkRr8PFX+2hYiGai+VUSOLP2r9ljtjaU+clOWnF0+B0XCcKncZl8MQHFRCjkHrgWXCvayz/acY22rbMJkUvB60jCZlBpV+60uh2C4VLUEMKMokc28EiLZTJ06lf/+9798/fXX3HfffcycOROr1YrL5eLmm29m7969NGzYkIkTJ4bddtu2bXHGeRptjXP+NWzYkB49esR6PEIIUSfF4y7pZXzl3/49K5nK7Nh3KmLnTkfw86cku7YQycCxtrZHUL9lM8W/LZ+DImF0csDBhZRoFl4adzMvAdr/meCg/tmuloCSYWxQzehZxw7HUqCPoUuTRWLzkEKi1Yj1xHE8Xbt25ZlnnmHs2LHMmTOHRYsW0a5dO3bt2kV+fj7p6em89dZbNGvWLOy2r7zySh555BF2797N6aefHoPRV1Sjd5jBgwczfvz4oH2jR49m9mz5QBVCCCGEEKK8nGngzK7tUQghEsnSgpEh9zve0R+V8qjgVbGYCsGr6s+rUYCHAqouChI+r8HtCZHYRo8ezerVqxkxYgQWi4XNmzfToEEDRo0axcaNGxk6dGhE7U6ePJnTTjuNq6++mgMHDhg86tBqHDbVytXzXrx4MQMGDOC+++4zfFBCCCHCl+2Z5N9uZPkNZMZDcpsvGbWFSEbOPvpXx3WgvVa7Y6mPsphR20MQoqJdTv7lKuZNSrA/dFTf90TA5/wnvq9/qeT8jQ6swGWnAlt8+86pekVAv6JvAdiQen6Egw7mdI7A4VgLnGZIe0LUtvbt21eIc4Vy3nnn8fbbbxva9+OPP87w4cN56qmn6NSpE7///e85++yzUapYLjZlypRKX6uJGgX/HA4HOTk5UXUkhBAitgau/d6/7ennqsWRCENIjj8hkpKSWIUR6x3J8ycSkl3Bi4cthRrtH/BdgldShVdVvYbk1ds47vwq+wmXoujjVgtASTemTZHYPFgg4ar9JtZ4IjVt2jRMJhOapuHxePi///s/Pvzww5DHapqGyWSKT/Dv7LPP5ttvv2Xu3Llcfvnl2O12QK9wsn///hp31rZt1UlMhRBCGMOMvbaHIISfK2DZkb2O/NEmkp+qxiYfq8dXfOm3F8ADWJCrZCEEDGQN391yPoSo1RFYnMPh2F8xr15PJ8UlxXz88ccMGzYMa0otVfvt1RfHINDW1U73QtQV119/PSaTKa591ij4N378eK699lqysrLIysry71+/fr2/NHJ1TCYTJSUlkY1SCCFERe7gfC/OPjJTTCSm3mzyb2+jVy2ORIgyjkagFRvf7hoGAlBAGhTC79O+quYMYSQPZTPfVRUyFLkZJmqfW1VBAZbsp2fhIT5Vu+NWwea7A6GkgqppqJWtQLQo4C3Go6WBWQFL/Kv96uOQG3hCGGHx4sVx77NGwb+//e1vaJrG448/zrZt2ygoKPBPUaypcI4VQghRAw8HV4NVpsv7rBBCJIqho/Wgn+T9i69N9PZv/67RtpgEeIUIV7bDwSX2NL5jK5c1GcICVyEAU33XyHlaEW0LTgLgdFa+Wq6wxIJaBI1qMPHP6Gq/ANwMPBODdkVC8ibgsl9vgo0nmdS44Mc111zDNddc439uNpsZMGAAX375ZUwGJoQQQoi6YT3da3sIQlTgPBGbdvuyKjYNCyGSWgoe4JDva7DSwB+A3V6APk2wor9+dBl8BJpBefzCdhMExNeFEEmkxsE/IYQQkfMSXIDDkJx890s1WJEcJM+fSESxyPcHZTn+nC/Epn1Rte6s92//dsIFkgNXJIAsp5NsZSaYwO2cxETXJBQq5vvqlL4Tl3sgSmrFAGG4iiib9poaKtFgpO42rikhRPxEHPzzer1GjkMIIeq0nZwV9LwL+6Jv1CY5/oQxVN81hlQpFSJ6btwAWNOk8mxtsPiCfWoRWGSag0gQ/tx+uZ1YUHAGC0yFnLQ3879+mnk3llQvZlPVKVzeGL6MYcOGEbJqSDm38ax/+3lui2zgAVRNY8uvgNcNxGJNsUg0JVgwJ9gN3GRc9mvx5crs0qULW7duDdpXU0bU0JCPRCGEEKKec6zVv2r9anccQtQF2Uzxb09ldi2OpP5y48YxTg+81trySCHKGV8yg0dS80O+tumW89g77ySZTUyk20IfA5CW4qlZLj+PGpyqzaPqRUOikJHr0uN+7TfiLOkvNwyFqKHS+heBdTDCrYlhRA0NCf4JIUQcdGZbbQ9BiFqjFsUo8TjgoSDoeemSSyFqm7vIijvVLbP/aoEegJXAq0gcHlWlyccK0Izjw45iIS34gCX76bAEirRTKIbo3zW+dvAvc0Ar3nEwKLrggeYGHtMDiI61csNQiJrau3cvAFartcK+eJLgnxBCxEFJubdboy4FAwMfEvQQkXL2iW37jizQHotN22sYGPS8f0C+LyFqQxYzyGYKs7JmQvaDPJw6s7aHVC9NXvigb0u+/6L2rXE4YKkGJfBdypWkp31N/xAzeUpnDhsxazjV6466jUDa4wqs8sD75xrarkhcHixoCRYySsZlv+3atavRvlhLrP+TQghRRwUuAwPjloIFBj4k6CEiZbaUJhZPvj+ohEg0gTP9ZmXN5OEYBb5F5bKYgSpXOSLBfHL5AIbe+hVDP/mKr8oV+7AfMDiPc/8YFYXbsIZuw1P4wtQL425lCyHiQT4WhRBCiHruYj4FYBVDjWvUrfo3nTNAPQlYFZS0yk+JRF9WGdugEAbIYgbTansQ9Vi+x0LztfrNDFmaKBJBX6cTV9Fh//Nezl+CXs89tZleLEibru+oWAgYgMJCc806jDK/X0i99BuFF5WsYEHau5LTVIgkI8E/IYSIgwt9wRWjSeCj7vLi8m+bfdUrYyX6FMIhPOzwb1qtVlK36cuPtNcM7MOtVpyrKBMRRAKwYcOZXdujqL9KA39CJAqLojBbW8zEJ63YTMU8klocHDxzaTRWUnHkHcWUCiftFRPlOnHy179247jbSWMax3H0UEwRXL8eXurL/Mn9mfbYfXHtX9QOfdlvYr2fJuOy3+p89913fPfddxw7dozi4uJKj5syZUqlr9WEBP+EECJGAvPx9eWjmOTkC2rTo4Y4IAZ3fkVc7OQs/3YX9sW0r+M0i2n72Q9MgGti0HBAgNFvekxCmUlL9a3olqqM8eXCgykV7HXwIiWZnNHnB6BHbQ9DCAAWFNwBwET7oxVeczj2o2ntUe9qguPfx0Ofb50D3MIC65y4z7p7ltuAf8DgQtigkMWMuPYvRF30ww8/cP3117Nly5Yqj9M0DZPJJME/IYRIVHEvRLAxRCDkHAmEiKoVcyw2Dd8fmG9oJpNfkOT7tcGxVv8qSx/jqzebANhGr1oeSf10Rp8f8BaaoRhJZSoSzn3aJH0j1NLeJfs5/GK5QgAu381dO0x2Pl+2zx7nG7yWvnQ/dR3aLBM2YlwpTIg67pdffuGiiy7i+PHj9OvXj927d3PkyBH+/ve/c+zYMdatW8eRI0dIT09nxIgRWCzRf5hFHfzzer288847rFy5kgMHDlBQUMDKlSv9r3/33XeoqsqAAQMwm2uYo0AIIYSo5zqzLS79fMswFvrXyq42rmFb2UVJFjPA4Fx/QLkAoxCJ5zcKaCiV2OPue0tXlJt8F0pGphoQ9YqqulEU43JJHE5vCkCqqWLUz+ls699Wyr/eyYE73cr4JgEfpAfnwMH43eAdy78Yt7mQLUe60avFxrj1K2qXLPuNnUceeYTjx4/zwAMPMGPGDAYOHMiRI0dYsmQJAB6PhxdeeIE77riDY8eOsWzZsqj7jCr4t23bNkaOHMmOHTvQfKXKTeXerF555RUWLFjAihUruPDCC6PpTgghDKcWYngBglJxz8fXUwIhcecut9TaZtxd+Fjn+SvlwUwKJYa368bt37ZhQy3ybVdMYxQ5A7/fdU1p2oEz+uz07ZGlj/HUhKMAXMZXxhbSEVXz6u/JdoASRdY4iag4HNlo2lTD2qsQ1At8TTGjFgUHAQNl754Q9HzqqXMMG1dNuPDC9QosU3lQnY6qLEGhVVzHIERdsnz5ctLT07n33ntDvm6xWLjppptQFIXrrruOBQsWcMcdd0TVZ8RT8Y4cOcLQoUPZvn07PXr0YOrUqZx++ukVjrv22mvRNI333nsvqoEKIUQsOEbHrm0L6UGPmLMoFR8ith52BD+S0MeFw/i4cBifMcTQdrOZ4n8U4MGRBY4sQ7sQVfhMHcpn6lDMFi9mizd0TlAREx4KMFFpsU4RSzsdZY93wXmffA6K5OEYB6SY/TfL/HaFuLkbal8MXcT3AJytbOFKx3IW82DZcmQhRNj2799Pu3btcDj064fSVbIlJcE35K+55hpatGjByy+/HHWfEd8Pmzt3LocOHeK6667jxRdfxGw2s2LFCn766aeg43r37o3D4WD1agOXEgkhhBDCELNG6zn4pr0Wu8p9F/MpyOynuBra6CsAPiy+AICCTd+S3qugqlOEQdYwkHsLG5KeVsi5rKjt4dRris1V/UFCVMLpNPaOVfkZ8aE4xulftecCdtoVxhfNDz7QHt+CHwBnvvEdmxvouf6KSUE734HpB8ktXZd5vBY0b2Its/Um2HgiZbFYaNCggf+5oug3q3JzcznllFOCjm3dujU7duyIus+Ig3/Lli0jNTWVJ598stpcfqeddhoHDx6MtCshhIgZ5wu1PQKR1GKUc65YrXg33arEdgaL0ZX77lEn+bdXKOs5P7s0H/BFhvbjJfjiPl7LpZPFwzygf+1FvBMRJDS1CBQjl6CXc/nolXz1Wm/J91cDLjz+7airI3d24l2tX0zl/58D71ET5uJcsGZG166ol4zM96dpKtmmsoJXWcwICgCqqhfnQrM/+FdeI9sxiouL+Xj5xwy7eJhh46qpbmxicZdb9e2Ta1mijeKmb59D5tYKEZlTTjmFnJwc//P27dsDsG7dOq644gr/fo/Hw969eykuLo66z4iDfz///DOdOnUiIyOj2mPT09M5evRopF0JIUTMxCrfn6gnYpRz7klHxSXEE7TY3F0vDYBXNgshUu87mvi3b7YH/KKpBs0+8y032mk/O2h3F/YZ036Scx5T8eLiD7U9kATlyALtsdi0XZrvNZZ5X1UVYnw/IG5KKyODAdWRi2HngOCcaV22t4AuMjtJ1C6XOwNS78GtpmBTSshmClMpm73ncOxH09qTM8eDolQMgptMCi7cuDQ7JlP8f/kteEEDusNWtSuoQKO4D0OIOuPss8/mgw8+wO12Y7PZuPDCC3n66aeZNm0aAwYMoGlTvUDQlClTOHbsGL179466z4iDf1arlcLCwhodm5ubGzSlUQghhBCJIR4BcKurZn8vhKWTA9VshwPNjW+7DlAyFLZzNvODZp79WGvjqU8spON8gZjmenU0Ai36SQAJwVukryAyp3qjb2yKA+a0w6WmY1P0JZZuk9XgWxtCRG6WYwzTtKdDvlak5dGi6Ta83p5Qbk6dpqm0KSmAi87nKi3+kbcztB/BA2wqW7psn+WF6XEdhogzT4kFb0liLbPVEmw8kbrkkkt49913+fTTTxk+fDhXXHEFp59+Ops2baJt27aceeaZ5OTk8Ouvv2Iymbj99tuj7jPi4F/Hjh3ZunUrx48fp0mTJpUet2vXLvbu3cvAgQMj7UoIIYSoV253Jn/l5hFx+Dc4Bqp4Ti+XemR3zLtNKu+oI7EpepTonFoeSyJxZse4gxKVgPReUpm6VLkK6aoKO2bqlajVxzyhzgiLepWdluuO0bjfSaYV+/KYngHG1WsVInI3FT3NNG5hfNF8lNT8oNcmO59ntqkE+CMudwZKavDvg8udAehLBIu1ptiI/vclHPflllYXzqZrc33ZsfdKU7QL9YWot6666iqKiopo1qwZADabjWXLljFixAi2bt3K999/798/efJkrrvuuqj7jDj4d+mll7Jx40buv/9+nnrqqZDHeDwexo8fj8lk4sorr4y0KyGESFqG5jIS9Uas8/sFyj0GmU2Nz4GWEvhvCKw061ENqURdvDEH7gDPN4eD9ledhbh+6cw2ZjWylwVBinz/H1IlEBWzfH++77FjikKOrTmZqb60N9ONXXbqPGFoc/FTriq6Y5YGvskMRnxGOhYEBxfdHisAxYVqXN9XhSgv1ZbDZeyk+8lDmK2/VEi1YVP0Cp+Tnf9X4Vy3qkIK/GTuELTPFuefadNPKlpH2HKkGwCbenWJdqG+EPVW06ZNue2224L2de7cmU2bNrF+/Xp++ukn7HY7/fr18wcIoxVx8O+uu+7imWee4dlnnyU3N5ebb76ZoiK9Lvnx48dZtWoVs2fPZu3atbRt25axY8caMmAhhEgmhuYyEiIGWrTUlw8anQMtsGiJdXu5HIbnRB8IeTKzBdMszXjy9eCcwrHKjZiMSoufZN3h+x/r9s3ceEq+RzFzp+9nPV2jxbwjeKb6lrQa3E0yx7G8VlPQ81jMwlx+oj8OnPRb+wMAHfqbGCPvDaIWrTUNZ5frIzBD60I4Wa42lVvTA9XYwU7wrMA5DgcpdoCyGfVul4OpVfxMu0MUDos4WOhRuTdzDieOpGPOT+FpX50tpxQ0qvM8JSmYSiIOGcWElmDjMZrJZOLcc8/l3HPPNbztiL9zTZo04b333uOPf/wj7777Lv/973/9rzVvruff0TSNZs2a8e677/pLFwshhBAiwXhUQCmboWfAzLzAoiUT1kfdXEjTTEeYh6n6A+sx5ygFm7uOJIdLdK6yi21ngYIDlW0P6DN1utbWmBLN/U522sqK9Hx315koqcblojzjBT3Yd0faQv7Bi4a1K0SsLSi4w7/9sD34M3gIUK6wPSuqaS87ROGwqoKFVfrawa/9nualFocxH55I90z9xvYSRiOJvYRIHlGFTfv27cumTZt4+OGHefvtt8nNzfW/1rhxY0aMGMHUqVM59dRTox6oEEIko/V0r+0hiCTlDkgYZnQl3kA5h4GNDpxX22Gj7+rCgJl5gRYMKNseb1AuwNudTu5uVDfyIxouIAilPLK3bL9dbsTGVCcHWEA12ylokMZdOQ+xlD8DEvzzK5f70K4YVP3bx5wWXDTEaVMoaLKVhvI+ISKgqqEr70aiL6vYif7ZqlQzYU5VvShK2XzhFN+fAAVaOukm/Xcm63h8f6Zfeu9mYDqaB3qaNsa1byHqsvz8fJ5//nmWLVvGtm3bOHnyJA0aNOCss87isssuY8yYMWRkZBjSV9RzJlu1asXChQtZuHAhhw4dIi8vD4fDQevWrTGbJfOOEKJ+C8xh5C1327Z0SZ4QoWQzxb89ldkx6yezKbAPlBRXdYfWmOqB0b85CXnNZMCsQtDzIjpPxDc/YtLoVHHGBwAHZdljzHnAMUAPvp6fupJhfFLLA0o8ndkWs7a/2TWQEpN+eZOuFWJ3FGH7XQesJ+RnX4TP4ViDpvU3pC2L28spF+ifV9rXKuXv6e1Pb1DWr3k/mtbe/7zPTNBSwHz3Nk4+cjaK2YWpms++LF/AW1UNSBPwLXAa8PcstDU2ZvwyA44CH2jw3W3VnCySmafEjCnBqutqJXUnxrR69Wr+8pe/cOjQIbSAmbkFBQXk5ubyxRdfMG/ePN58800GDBhQRUs1Y+iC6VatWtGqVSsjmxRCiDpjJ2cFPe/CvtoZiBDl9TR2BoFjLYCC1k9/7qFsdo+HAiwG5QmSuF/1VLMdxWtcYFdUYZfv92iM/uWbRhfx+beX6E96xS6An2xieeOroadinjMhEsJ8B/hm/jHfAfcGB6QXmKaW5f3jxgqnu24zw93QYIeKc6GF6j7+SvP7pTbS8/pGo+SmH/lpQTs6pv0MQNu7D/le2IeE1YWIzO7duxk2bBiqqtKoUSNuvPFGunbtSsuWLcnJyWHLli0sWrSIQ4cOcckll/D999/TqVOnqPqMOPinaRonT57EarWSnl75H/EFBQUUFxfToEEDTCbJyyOEEELURBYzYtq+vyBHwBJR/yw6g67NS6tdbyiXFag/MUoCKHS7yoK5jjEK2vMSEIkL37LqM174gR1re8BbYPP6rrpdqiy7joP3+lGhZnDBbzCyVkYjkp3T2dfYBrtV/fITJ/S8f0pucEjN/fc9wOkwqq2x46mhtQ3/zoCjP0M69Lz8GzZyfq2MQ4i6ZPr06aiqyvDhw3nzzTdp0KBBhWOmTJnC1VdfzYcffsiMGTN4+eWXo+oz4uDfiy++yE033cTMmTOZPHlypcc9/vjjPPjggyxevJjrrrsu0u6EECLpxXKpk6h7YpnnD8oKckw4JcSLUS4PdfaBc/iB3uj5t56LqjURtsqCTKWBXglCxYRapH/9Pq0rihX4CBjlezHfAftljkzgzQY/A38eL51gQrXody8UjwtLscaSuXZUD6HTEAhRBaPy/QFwpxNuC9guZ3zRfKbdq88QdjxxFI+qYvHdkMs+9TRSmllRdh4HYH5rC/cfqVm3zhPRDtxntf7FkuJlz+ntAMhcv7eKE0Rd4CmxJOCy38QaT6RWrFhBamoqL7/8csjAH4DD4WDJkiW0bt2aFSuqK/NTvYgXTL/zzjuYTCb+8Y9/VHncDTfcAMDSpUsj7UoIIZKPWw1+oC91CnwkgwI8/oeom1TN+J9FxQJmS1ni/b6sCnqIYGph7Np2rlL0HICBDxETjiz9YceC06ZwpHFTCl5Oo+DlNLi0tkeXIMr/LBr887jpgS40vNRJw0udbHqgCwA3fKT6UhEIUUtcKpRAzlQV51x9u7ztTYr82+906ciagGq9VhOUHJngfx64XR0j0mN0K9KraJf+KXjawz9z2sM/Y1bkhoYQkTpx4gRnn302TZs2rfK4Zs2a0bVrV06cOBF1nxHP/Nu6dSstWrSoNsffKaecQsuWLdm8eXOkXQkhRPJ5uNwFzfTk/APpYj71b69iaC2ORBittEqurZGC+9dcwNjiGYGVri2+hXiGJB73OeLRr0KaW5L/DrBjNGivGdtmaUBR8v3FXwEezBYvV/V6w79vFRfX4ojqr+Lb9sD9QNVzFYQIybBqv74gd4tfNbwdTXqevF1OTKayD0SvCyYvfBCA1am38nvTHP9rk9vDdEC9t5m+I87T6S14oQvwim+HLwg4kDWsx5iCKELUN6eeeioFBTWreF9QUMCpp54adZ8RB/8OHz5M9+7dqz8QaN26NVu2bIm0KyGEEEIYzKyUTf63Ns80tO0SVQ1atFwCpCgKjkbRJx4vlblWvyDTesZ2GWEyUj16QBFA22VsMRdROWc2DGUlF+OFXu8Fvzjf+P8PRgbT4ybGP4+dftjLYfRZFM025GHp1QHQUxEIES4jq/2WOvK9AyXVBe4MlNSyVRV9nU7+z6Yv+3WrKfR1BvyuLIasrx5jGvrrWV89BgPiVETIpfJBJy/8qj+98/Tfc93lvoDFn+MzBFF7SkosmIoT6yZrXVn2e8UVVzB//ny2bNlC165dKz1uy5Yt/Pjjj0yYUPMZv5WJOPiXnp7O8ePHa3RsXl4eVqu1+gOFEKKuuL9uXHAvZ0htD0HEyBpfEY5PTqQBXxna9lJHxaV8V2sxmv0aatlglDkL4835grHtyRLH6qm+a24jU3opqb4ZMj4X8lnZi6nGzZwuHbuRwfR4KFFDF56J+GIkRPuX9CgLuq767mJKVBXnQkXy/YnatcuJGzf8E1rcfRLnwoo/kBZFYYFLL/jhdDh5WKsY2T9+TSMgoJBQHKgdm3NVhu+39AO4+q4SJIu/ENGbOnUqy5Yt48orr+Sll16iX79+FY5ZvXo1o0aNonPnzkyZMiXqPiP+vO3SpQtr165l586ddO7cudLjdu7cye7duznnnHMi7UoIIZKPLdmmY4SWXqFuoqhr0pVCKCp3UZ5q/M+vCw+5J8CFnhMtWrl96k4eSiUtBo3e7PtaB4KjsVAaINUq/q0dlcAbJhYuMLZxH8daIImCfqVC3RQA424M/NfhAG25//m7A8BT6OCSwuT7eVfVEhTFqLCoiJRh1X7tCtnMBOtsKPZit+WHd/4NkL2nbNbP1NPmwB5jhlYdx+FtLDz0EKwE0uHZHaPAN5SPtD5gis84hKhr5s+fzx/+8Af+/e9/M3DgQHr37k3Xrl1p2bIlOTk5bNmyhXXr1mG1Wrn11luZP39+yHbCCQpG/Knyxz/+kTVr1nDTTTfx4YcfYrdXTBheWFjI2LFjMZlMXH755ZF2JYQQScuN278d6+qtQoQjqPDGxHKf4U9Gd7E8wllx5mt3NoEvpriNXlG1DwG5/mRZawWyxLH2+G+YVAioG/z+/4yBVTzriCsawsCOf/E/b5IKpIJtHGhJVnLc4ViKpl1d28Oo9wyr9luoQpqe029W2o2Ynm4OaRVvsh1O9yX+dzYJfqGIqp/HmAczprMC3tPO179kHi7C20qC1HWZ5klB8yTY/+NEG0+Epk2bhslkQvPdAFu3bh3r1q0L2gfgdrtZsGBBhfM1TcNkMsUn+Hfbbbfx73//m6+++oqePXsyYcIE+vXrR6NGjThx4gRff/018+fPZ9euXZxyyimMHz8+0q5EHZaU+WqECEM2ZW/IU4lTfhajeMpdvFrkl7UusZBe9uQGY9tOicMbu3/ZZj3P7xeKyeJB9V0cKr7gaGDF7vRQJ9UzMQ+Q3qnPciuw+aZ1PuGMeiZ16d9Mzj7gWJh8fz+FuilgtEt/Wubf/qbRgLIXXGq9zwUqatG1DrJS9RRYs7gRrnXA0oo32ey4SjfQNPwFQb45BOOL5vuP++aQP/4WU25V5RPO4g0e4a+N9QJG3dgEvnqf2rY0/7YQIjzXX389JlN8p85GHPzLyMjgvffe49JLL2X37t3cdtttFY7RNI0WLVrwv//9j4YNG0Y1UFE3JVu+GiHqlY3llmidk3xLp0TVSgNC8QgGBVb/NULpss3iHpXkEUu2yIiBerOJH7P02ZXaY/r34WI+8b9e3yt3xyLfX2UufqI0B92nUX/fS/9mUizG54mMh1j/Tr5Z7q3AmgF4wPmxAp1cSbXc3ekcUdtDEAazeYtRS+w4R5wV+gq8UMVlygjaVVoQ5LyTTgrJQFXTUZQCeh3Pi8OIYY7Dwe99sYnXJ98IwLhnx0Lp6vrfrwGDC6IIUV8sXrw47n1GNWeyV69e/PDDD8ydO5elS5eyb98+/2vt27dn5MiR3HPPPTRv3jzacQohRFLKYkZtD0GISl3MpwCsOjsn5n0ZkecvlFjnEUtGXtWs54QrrbXmUZH0nWVKA8fOPgYHAANmS6szc1AaKMBqAzsoE5M8kUnu72Ng+B16miEFF1wBfODbTrJVYpLvr3apalnhHkUxR9/gt8B/wdFbxfmNUvbeHOhaB7wWui+LomDX8nGkHeG999cyfFh8bm4NAc5vBWd2m8yiofpEn34NveR1VWm8sf7eYKtXSiz6I5Ek2niSSNSfLM2bN+eRRx7hkUcewel0kp+fT0ZGBo5K/hgXIpDkqxF1XVLn+espudTqjbRMY9uLQwGRnN7618+qPqxe2tGoBwC5Tg9ggY0OlpsDokW9CmpnYAnGsdbYgh+eTWWzdhzneVCLPfyPwQCkE30AQf5mql5zyzEAtAITjAFuALXAjpLuqtVxieTicOz3b2ta++gb3JIDu1vobS9S0W4JvdTP/g9v8I7Xyjb1JcBH8HrCi/wbkWJp0Gcf0rPBN/qTN6FRhgJLgf8ZVBBFCOGXm5tLYWEhbdu2NbxtQ28rORwOCfqJsNTjVVl1UjyXUok4kBx/ddoxzwle53cx+X313Bu8dMnyhLGVed24abFeD6wXxyGPWLJqnlr2PzfdW1iLI0ksx/u4abLW+Bszn3U+X6+e7dObTf5tI4rcJPvfTMVq6CX6VqP+YR8AV5SANQX3p1ZsY/S8Mo4LVbQ1UpJU1FChWvF5iOIcYXmmBZ5UM4zSn7q/smI7p9wxrzoxQVm+1tSKzeTlteKLL34Iq2uHQ88fGIm+Tieew/vY3PwEPb0mLCYvni+3UKiWwOoU+LclKSuPC5HIRowYwTfffENJSYnhbcucciESULIG0UqXUhk5k0IIERvN1jYCYFq/+wwvRrPmieBAh5EZgVQVZivTgYeB+p3brzLOE+AJKPFhWVzugPIXnfXMAssUJvcpXXc307B2hzb6ii+KzwPgkxMDGM+ThrVdFzxZyQSBCQYs0S9RVfguBzKXMvG3HWQ/NoH7c24mpZlvVrPMZK+zVNVrzNLcUtc6cF6ejuOAEzYA11pCFucI15o7ejH+0CwcTQrITp3A1PIH+AKMjtv1p0EVqgtVNFTslmKs3hNohblgPTXqMVXHYgLu6wp8xabc7tzpmIfl3qk43nkDeks16npBlv3WCi1GqWtqFPx76aWXAGjYsCFXXHFF0L5wXH/99WGfI0R9JEG0uuNooX753Syt7n9QCQH4qmrGrnlHIzizeCRn9Cmd/dAjdp3FWFUzPKKhKPA1A/3P+xt/8zjp2Syxma7yia+oxzTlAdbHKO2D6ptcKHn/ypTl/nyDR++ewrTn7mNpy9O4WtP05dIyk73Ocjj2G7M0N4CSUgAWMwZM2NXd6QQuYMEpf2Wa9mz451/rwPWaGWxwwR/0yXY2ajajPqrJ8Z0caPcAM7oB8Jjjeub9SQ9bbnnTQ/Om8retEMmkRsG/G264AZPJxBlnnOEP/pXuC4cE/4So25x9ansEiaf5aP0PI+21ag4UIk5KfEvvDnfNR/WaUPLvgIxqTgpHJwd9l5WbhWHUBVQAs8Vb/UEJzpGlf9Uei3FH82XWU6DSQkyqChgYEzrjxA8sZSQAM0nHTtlMfiMLrjhGAyWg/ce4NuPh9ngs0R+lV8ntrJT9UsnkYBEO7VVfAaxJvh1zDPi5tSn0ZRXwPfeShYX0Sg/NmRf83K2q2CKZ2OjSP+sVE1Ca8tIe5i+DGVy3mjEds6CVvpet16tROxxrcDrPhWTObS1EPVOj4N+gQYMwmUxBSQdL9wkhjJesQbRkW6YsRH0UWB33r1/rywq0fuClLCG+OcqpexZv7AJzzhOg0YlC36yHmOcRS0IFeOjB5wCkY4HUyi8066PSQkypjUAzcAKgWan4cx+zmfzvGtxeHMTyd3KEL7B4oqgI1VVE5vy8mPUlEovTaWxSfJeplW/LF+2KNt+fT2nAL52GVR7X4m79a+my32yHg6lzIOWZsj+yn3igmHvzq+mwk/5Zr3rTUcy+Ik8Hw1xKeJ5vLJ8rYAY2e+E0J4pdDyE4HNloWoUFzKIu8ZigJMFiPp4EG08SqVHw7/PPP6/RPiGEMSSIVncceSEG0z5Ejbhx+7eTuupynOzkLP92F/ZF3tAuJ3jLBeQ8IQJ0ES7DUxTYTlf/85ccP4c8zog8YrHmzI5NuxfzqX97lW8Zqvw+lHERm/fl9XQ3tL3KOF8Ax1ux7yeZfmZKc382VKDR6aAdr+UBibgxNN9foNWxaLRVla+6cUNxClgr/ptmj59Q9uSOOTXu0XF4G9opHWp8fEjXAr2B9cdwO5tjA3Jy+tKixYro2hVCVBCrfH8gBT+EECKmJNdf7clmin/b6IIWyWxEwNK7Ex6VYpdKsaoELX8sVtXIZ+nYFSqspfwuxF3acxI/OBdrRuf6q4r8PpQprcJ7xgkzRuaMTMHjz+OolVhittxUSYOcnNi0HWh64UxsafrUSCN+ZnLz9TyXHZpH3ZQQMWPf6qXY7LtE9njRp7wZpeq2spkCS25hcuEi3DyIDRtZTifuYhUoW8o+Ma8GM1t3+T7rlSNl22Ga9zHcUvrEd88k2+FgqqaRmWnB6cyKqF0hROWWLl1KYWFhTNqW4J8QQghRjwRWx20IPNZQXxpksZsoStGX+6bkOyKeOVcQkIQ8PUYzXjuzzb/d0SlBxPIu5LOAZ0P9WyUyAzlIqGW60chmCtOyfEGyJ41dUlxei4dinyty1uiZTHvtPsPaa+GLIsQ6B67zQNl2Ms1eFIlhFx14rcuf4TYv/GM/0N7Q9nO9XjLNVQcBbanFZDOFqczGpihQLg5gq8mdBV9+P6czHeyRBTDv/j/47Xu7nrd3k5tjK3rw5O/LXlcU+Z2q80p8j0SSaOMxWIsWLWLWtgT/hBBC1EmlSf2hLOm+LKmvnMelMekufXbAvMcjz6cSaskpPY1N9B+Yk9CcpKn9jnrKgqTNLMb+YD7AtAr7sphBd8+PAMysx78HXlyM4O2APTGoRhMgp3dMm4+JwGXRge+jia40b2m6Avp8LbvMeBVhO+OpPfrG8/sMac9dLi9tx8LjHNPSQwbwspjBNH6t2Mi1Dlg6qeL+GohmWbRmhianHYYlKnR/lCcvupUs54MA5B6FzGYRNy2ECHD48GG++OILDhw4gMvlYsqUKdWfFAEJ/gkhhKiTAmd5pMYq6X4yKswNehpYgfPuByvui4Ybt/7/IcL8fiGVzx9oZNtx1HxtWQTO6J/LUDOcbNjYsda3xLUe/x7s5CxS+GtM2s5iBuOz9Zlmtpn6/4PMGE2MiVW+SChbFp3/whnYoiz+E+RGIFazId0qO21nB+2KKnepqN9K49+joi8mku1wYLWDO92OPWcfmla2dLY8m0f/Bcny+AJ9vo8JpyWd+/4RMNX32ZlRj6smjp1rhxPAi2Wfs6VByxbNIQlS6wqR0FRV5c4772TJkiV4Am4KBwb//vKXv/DOO+/w/fff0717dLmFJfgnkpIs4xBCiAhtDV5OYA3IvVcaULCmRh5QW84QstGjiNmsNH62zUZH8HPJHShqW5EekLb5HgDEeDlcPPJFHkw7K2iJfbRVwEn3PWLhYQdMb4fLo3dgt+jVTZNp5qJIDNvPPY0uz+0B2oYsvBEuM3DHcTMZJ3JBA5xVZP772oHzo3RsX/uq8w7S8KgqDd7aRk5BN/9hGaqKtVGjGvWvqt6IZ/8NT11O98xNbOR8ALIKJ0FaRE2JZCXLfmPG7XYzbNgwvvnmG9LT0zn33HPZtm0bR48eDTpu9OjRvP3227z33nsS/BP1kyzjEEJUq6hshpizZ+lWcs4SixcjAgrpWLBgbC61UNQSPRCRrP9Hj/TxBDyLzzpcZ5+4dJPQOrONSQE3EI3gvrcxAAW2VGxu/aokZVbZH++BaQciLqQTR68FzIzcFLAsuic7omo31j9/p64+Qgb6+74n3Qy95AaxCF/TUTnwHGzY2YlmLfKA6EpHD6nhvlJKekHQ8zUOB7CXjt69/n0fNW5M/xpOu3M49qNp7Wt0bCieAjNcCFyYhe3aVFiq95tzJOImhRDAU089xerVq+nduzdLly6lTZs2DBw4sELwb8iQIVitVlauXMkDDzwQVZ8S/BNCRK6OLL8TddSdZTPE/D+ZT8ksMc6OfZnQWM628XT7mQK8NLivPQBakga0jM7zF0gtCh3IjTTnZTyKuMSLGTsa+jfHqH9L9hMTAFjBRf59V5n0958ii53JH6lgh3n9TREX0okXVYXuygZAXyJ9DW/4X9tW2Uk1FNOcq/c7yUg9Al/rT81nHo5hZ6KucnqdXFS8gu5frKGX8hKTCz/iYQPata/z8psp0//8h8oO7B865cbK9LO4gv0GjCQ8H4y9kpYbjsB6YFRw2CCzGahqCYoi4QQhIvHaa69hNpt59dVXadOmTaXH2Ww2OnbsyP790b8HyG+rSEqyjCNByPK7xFKkVtwXxfJNUUelZVZ/TJRiOdtmje1P3Ec2FLcHa8y6SWqOLGMrwYYs4hJjsUzvUfrvice/ZfJfVHgBGGdcm6oKsZpA6GgEWrE+q1Zf8hvdbL+4sSnAkbLZhZbYv8+JuqdVYSHOBq1QjjuAHcwaN5OHn4uuzd/l5FDoVYNuNfwup5Jf4BA30fv6cvAe1DSKi4tZsWIF5+TlVdtvaaGR4znNgoqO1KhSsE9LR8D0viX7oCA4OOlwLEXTrq5xeyIJybLfmNm+fTvt27enU6dO1R7bqFEjNm7cGHWfEvwTSUmWcSQOt7ns6lv+r9SyOx0V99XnmW7zja0wK6Ljxh20/DHq9/Gn4XznSgiYbSXAQwF408kvLEBJA0vMkqzFVjKl9yi9IXknHv/PdYrvgv3um/Rj8rqqKAYV0tEDdIY0VSUzdtYTXX6heHI620pFd2EI9d5mcE1jQ9qa26IF2K247WXvxbaj+SELfgComoZaBJlpJgAsvmBdBlBcXEya1ebfV5VsR4i/CaHSfivVD854+Tt2nFkIaaeFd64QolLFxcUoNQzG5+fnY7NFf6UdfRZTISKkhpikJJJMTyfZvSb4H0IklFSl4sMoLrXiQ1Qpmyk0WWujyVpbUGAnHGoRnP3ba1zIZwD8PnWlkUOsVUZ9Jq5hIORCw9Hp+rYBljPE/6gVblV/GMTof4vN919D0knHQjoWrIqi5/fLBJpDowwlKfL9OU8EP7dj8T8SWpGKNeU33EV5uIvyQs+EF6IKblVlfPoT2H/2/Z6+ZsGwycHqBBb8/JP/UZWWBcdocbvJoI4j41ZV8nKdcD5wPuw4s2mFY1TVi9M5Iv6DE6KOOPXUU9mzZ09Qld9Q8vLy2LFjBx06dIi6T5n5J2pNvO5cixiSHH+JRWa6xU+nEHfUD9bjWZYBYrokMQugM5sfe5PLTryHnQJgVmw6i7NE/kysjTx/E9VJWB/3VaYunqN/nW7M71g8/z3OOTFo84TxbZaKZXyyslyUhrjTQfZTk/xPp946p37PfK/DVNWDEoMpnnMcDoY3sDLrjJnc8eUsnnh+MkbUrspyOslmZoV9sVbah+pbIhlOar7HGjdmCnvpWbwZgI1/awX0DTom2kIiIkmUAIn2t0kdWfZ74YUXsmjRIp566inGjas8N8isWbPwer0MHRr93QiZ+SeEiEoWM/wPUctiOdNNiBpyNAq9P4sZHO/j5ngfd9TvFyl4yFCcpFD13dL6qC+r+O2FAn57oYC+rKrt4UTsGUcTbMXF2IqL9WLIFvQiU+ULTUUoLqsPPCpKiv4wcuxJMIEwiAsPLjy+4H1sOY/YQ+5X1TpytShwONbEpN0hwMChepRjkTYW+69HYW707doUhSxm8KOtAT/aGrA/vUGVefcOpzcl58mKgWtV01DDWLJrUxRsikKTlfqj9HlNXOwLFFpSvFhSvLzb+YIa9yuEqJm77roLi8XCPffcw4IFC1DL/WFy/Phx7r77bubNm0daWlqVAcKakpl/otbE8s61iJ+6kn/RFRBESPjlTXGgFoKSVtujSGC7ZJZluGzYsEX5q+X8r4LXYaI0DZniccHW6MeWCAz5THTrSeUzSm/tuknqZKwLsvWv47/x7SgtMhVpcamApaCORgqaU43tTZLyRbHAsMJYpZ9ZyfB51ZtNvq1eFOCJzczL+U7uLCqgUWYzThQehfkP+l8qwGN4YYLA/KWibjD7VtrmtG5OR37E3BDYYEzbNmy0+Vbf1vpVfaxiMoX8+6tlwTEAXjFmSFXqcyU4S87C/Hf9/Sq9eyHsXAP0x+MLUPyW08y/XZMchEKIYGeeeSZPPvkk//znP7nrrru45557sFj0D5Vu3bqxY8cOPB4PZrOZp59+mrZt20bdpwT/RK2RzwmRSMouTmAbvWpxJInBMRq012p7FAnMLm9glYnpksTrXACYjmtgBa1B7eZFMpIhn4mzHbitwSWQbVnuSg5ObLcHLovbHjpxfdiCiiJp+vMkWhrqocC/3ZvtQHJ9Xp2R/QMXkxubKsupCpexGhjKZakbgvoYiPEzxRxr9a/VBXKE8ZzOvtUfFIHz2wM/QIsLj+DgqPEdGLCEWCsK/xzn5RH0cz7YKSC3pCFKajEUAW/ruQDXhSgk0j/cIiIieXh8j0SSaOOJws0330y7du2455572Lp1K8XF+uzjrVv1O9udO3fm8ccf55JLLjGkPwn+CSGEEMIwcbmx8zRwe+iXjMw5GMv8hTFxKWSfE1x8aWotDSVaQcUxeho/09Y5Kg7/Yw0ed3ABl+cMbTuWSisGX5z6acz6yC8swIOZ83I/C/l6T+cpMetbxFcs8v0B8BYUWawwX4/SaarG1pxjQMViFxHJBU64YUBk07EPpzfFcYcJLgvvvHBy/ZU6MloP8LVsfBfmwxPxLHHgzO1GtsPB78NvTghRheHDhzN8+HC2bdvGDz/8QF5eHg6Hg+7du9OzZ09D+5Lgn4gbL66g52ZC52URojaUXpwInfOF2h6BiNWyslDtlviW7pR/LSVBIl8Fpbd57/+N9IcbAuB0hB6bkYUzYlmEI5mWbdY6o4pLBRRFistPdgyLYi3ktqTJ6Vj6M/5JDKtFNxydDlzEp6+d79tTNvNvFX0N/x/u7FOaR1AupeqSGWdOgiX7Gf/iImYpN/IWHZhq5Ky2G7NhdPi3ZNy4sZogXnkcWgw96duarvc/NgerVf89DhXC7x+XUQlRt5111lmcddZZMe1DPrFE3Owk+Ie5C/tqZyAiqamF+lej89HF4gI86WYNBZB8f7UvVsvKAtst/Rld6lvG89ev9YucN/rry2mvTpClPBeXXm7YYNX9Tpx3qihKbu0OKkqlqQYMXbbZ00mWp9wy3xjHFt2U9ZfwOWCTvAhS+WCfJckCxyfzLfpnYgyHbQtRltLoHIOqb+lli4bG5hEUtexxmJU+E9iHzWT8XZ+el3/DxgjPzWYKAJMXWuGj3oaNqXrX8HHmMB6zf83JwnSmOp1BuVNFPVBC4lXXTbTxJBEJ/omYKw3WIMEEYQDHaP1rouejy1WhRaPYzRoSwgilM9ss5VLnlX8eLrUIlNTo2qiUTUGpIsZkZM7BpCtMZVGwxWdOm3+W6KOWKf59U5kdl77rKwvptT2EqLRoCnwRmzx56184E9DzlMWaI/qCiyIBabcAz3thVFsG8TlYZnHjj4fBpUad57eYIiwpXrrlDKGYIqyE/wHpLrJWf5BBPvlyAAAFJ1NJNxVy+yo7jnO38rCiwPUhcrAuTYwbhUIkk/3799f4WIvFQkZGBg0aNIiqTwn+iZgrDdZ4XttWuwMRogoFAdljjZgl0OKmqJsQ9ZyzT/zaHdnK99rf9QscpVV0fTiyQHssujYCLQ9YLljdcmgjZ9vGcuZusqcaKJ1BOk0KHlQrNx8yM2p7FHVb55TvgDgt5/ZxOkfErO2Y3kCJg9LZkcn0b3Cda4aB+3nTNY7Dv2WCyUybzgVop7SEg9EFt57lNv5OCkUNbTzLEm7j+UqPVQNm3Cumsjtxs8bNBOC/l/0vqrHURHqzb+j7FaT8zkPJ9xZS3B6QFVtCGKpDhw5hn9OkSRMGDx7M7bffzqBBg8I+X4J/Im4kx58wQqxy0V0ckMXEsEqEHxnTjIiM0QHdeItVTvPAdsvPbFOKgnOzJorA/3+m0mXLfXxLj2KUVy1WKQZKg5cUWpI2LUCg8YUzki5NQKzyaVamxS2JP1s9UKzyUeYci11APeNTOxSCFljZ1BVieaIBldqdC/WArupJiVmw0TEOtOSp6VJB6ezIWP8bYhFkHF24GPXeZnAtsMS4dr1FZu4bt4CFz42p/CCXSsuA2asnSY/6Z7YoYCl8KjWbPXjOwWNYshsDYHnDC1cAK9rqL77qhGIVVdVQlCiXCYjEJ8t+Y0aLILXOsWPHWLp0Ke+88w5Tpkxh6tTwcohK8E/EnBQOEEYy8iKzWA24MDD4L/hOz23GnOYFehjbsKixmAR065jSC/HijTkhX490kZEzO8ITa6IASAc2+pYenROb5UaxSjFQOmOOC4xPC+Apt+SxdJlo0HtdAGsUkZjSGaSO62xJFdiC2OXTrMCfG0sp244i76Ar4IZGLAvFxCQfJXGY/TgCglL+dQqxPDHKGVygB5pOm6xvJ3OALtmpRcYGGe099CW/6r1mfYcVJh5bgpaWQ7QhrrH8C9t9qf7tSnVywK4jwc8PamQxg7kPHdX3rQmv79t4lmJVw6qYeJ7banSORVFghhPnJBUUJ06PWvbelabAAgeOSXvR5vhmLt0ry36FCJfX6+Wpp57irrvu4qqrrmLs2LH06tWLBg0acPLkSTZu3Mizzz7LO++8w+OPP87111/Pjz/+yDPPPMOiRYuYMWMGF1xwAYMHD65xnxL8EzGXbDMCRP2x0FF2YXC5PeAHVY0+Z9BGJbbVmoQwkrV5pqHtxXSp13A4sOoU3GY9NJngJSbiplhV+Va5IGjfeeoXWBWFJx0hgiDAhCgKulgtpYU+kuP/QHAAVPHviyYAWq079e97TkYzuNN34f5U5N/z0qAcwBbOMHZFReAsOV+z+WoBGYqxeQZDLmc1YIaecwiE/ilPTs6FtT2C6MRj/EbmXizIzSV9DLBDD/zZHzqK64FmTFaycTEDJSDwHgkrqeAM2K7Cz31Or7DPhg3XA830J5eF3/9LjmPcqDWr8fGqpuEuTkNpbAaTKa7L6YWoLz7++GPGjRvHzJkzmTx5ctBrjRo1YvDgwQwePJjZs2czbtw4OnTowPDhw+nduzetW7dm+vTp/Pvf/5bgnxCibihdthmrJZunAG5f0M/mKqz64DDFclZGPMRq2Vc8BeaJE3VLmwW/Mu21+wAIb8FDzcVq1ro/5+IJY9t90uGgj3YORb5gXCpunnQ4ogrwVaW0+uTEJ+3AlKoPTgCBAdBZaXp068lCV8y+P4EyTUcNb3MnZ9HFyBxcAbPkFh48H4CGjVZTogaP3WKreQChVOAS+pD5QA2YoaekhCjQs8sZVhs1paol5MyL7SVUMuXKCyVu4y/24nzGHHUz37doQf8vwH6d/vNubgDK3KMhq0fH1C4n99oX+58+77oh6ib/xVgWMYt/MbbG5zTNK8bb8ldMPzWjqIU+79F/o8Slwk17cF6jgbKnbJ8BS+pFApJlvzHzyCOP0KRJE+67774qj7v33nuZN28ejz76KMOHD/fvmzNnDqtXrw6rTwn+ifgJVRo+iuUvou4rXbYZyyWb2ar+pjnV9LuY9ZGMYrXsK56SMc9fbSmpZFloSiImpbsqPt3Eata6P89cDL6165QNPKuuB2Cs0tu//3ZnbIIgAI+2nMIjSVTVvMSehsfi+59bGOMcl/ON/b6/xl8pKPTNxDP459OVXtZgKm7/9hrb8KDj+rM+7LZjtYS+PBWgRA8EAjELRjgcS9G0q2PStqi5nCc1WqTvhxfbQdQLc3Wls+vWXtWdY3f9ivbjb0FFNyJVTBHK3JO+Z1UE0Mv/zPqeO51OwMHxx07w1Rfh3axOxUpOTlaN8/0BaL6JjlrHoyyhA0Updm4r9v2d0MkB75X7CLscQ5bUC1GfbNiwgU6dOmE2V30Dw2w207FjR77//nv/vvT0dLp06cK2beEVVJXgn4ifO0Pc2Y1i+YsQ0RrhdDKdnf5tIeqyqgJ8SytZFnp1BLOiYlJMIeDm0ZHnPbhx04wZBnaQ/EoDfM/63tNuy833vxaLpa1Zvu//NMNbjo3S788QZTVfXaPfUHI/F/p3wjAG3+DszgYso/VZi57XjA1c9t5dNntgs6sNAL9lNWAzZxjWhwsPudlA+RszBszQU4ugxZ3AH8sV/RBxV5o5xeAV4xV09B4DoGXBMU7aw5+RGuh3+/dQ4C6b5drn0vdwqA4oLIy6bdCr/ZpSZ6MVVX2cW1V5nGvLnushbRo0OApjHNhsTRkyFCC8AGCLFjZq8nFerKpohYVoaxR4NR2u3Q/AuBvUGmYLFELUVFFREQcPHqzRsb/88gtutzton9frJS0tvDuBEvwTsRcql4sQNVC6bNMdMAvBZmB+qRRFYT3dfdsySyxQ6fdF1B3/bVwxwOcpjizAV5XqiimoavgVP133ll18XT5rGRbFm/RFXCL5PlTF6pucst51etnzGC7DKn0vrrDUMkGFCoDGNN9fDATm+DM03x96JVJzqhcAiy/YkfHAYfq6y+XAjeAjuHQJfW82QWqIGeUG/Jw6snwbVwDl3tKMviHhdI4wpqE6yjFI/+r83IuiRL8ktzxV9aAoFry5XpRcY36H0yechnY+pM88gskGrufLXvOoql4AIwolmJmSPpV77/gXVFGcJNt3I86dov9+20pKg/x7yZnXIKox1MRrjfUKvyy9GtLMzHPOCZ1MUy7t6g8PibfMNroUnAnjzDPP5Pvvv+fVV1/l2muvrfS4V199lV9//ZVzzjknaP+ePXvIzAwvZ7cE/0TsleZyKf9HV4xysYi6o3TZ5nTu9++bymxD+0jmnHaxJN+XumdkVsV9b/omzxk+87WKmjmORuFXue39RNmspB+tvRhQ/Elk4wrDb3n61Y1SLthh1FLoSL4PVerkwJ1uLfvDrqA4psuwSisLp6Wp4AmY4mNJ7IDacoagvlB65ZB873OxykW5I6sH6mPlrqhsChYD1qfHrfBbJRU/jK7urChy+VQTDsd+NK29/7mqlhjyvXM41qBp/XF1cOH0tou6PQC1Rzru27wUjGuG+SGVWw++wJ+7TAdgXYGLvkeiey/dTI+wVibPukH//Jn2vH7S4aPNaN7gMMXFxXy8/GOGDwuv/3A/4p+4vSkAqW49+BhYwEVdvQfl59OCjlc/2yJFQURC++CDD/j444/57rvvOHDgAEePHkXTNFq1asX555/PLbfcwsCBAys9f926dTzyyCOsWrWK48ePk5mZydChQ8nKyqJTp04Rjenmm29m7NixjB49mp07dzJ27FhOPfVU/+u//vorzz33HNnZ2ZhMJm655Rb/a99//z1Op9OfA7Cm5NNLxE/5KL3k+xP1QEyWQAphkF99X43M7efsA440iGWe9P/N+QtMyotdB0Cjmfr35I3Hg6/YjJ4paaTs3RP821NPnRPTvtbg+yPZAv2/+86/v6SLMzFzRfqkY8HrMXbWZbwU4MHsD6QZ/6ES65s+sZxRvu8BD1hBeQiSMahbl+T47s20aBy8Pxa5Eo3IxwfgeHAb0x542v/84aZTsO0q/RAzbvbi9QufAW6u9PUsX5Ru2p3Bz1PvVCh6zk2xCbye8KPpNX2/uyYvj+Uff8wPV2/w75usPog1oICL0q4D3Fuu/ZKusDRxPxuFePzxx1m5ciVms5kWLVpw1llnkZ+fz88//8xrr73Ga6+9xt13382jjz5a4dwlS5Zw44034vF4aNasGd26dWPXrl28+OKLvPnmm7z//vsMGRJ+kcExY8bw+eef89prr/HQQw/x0EMP0aRJEzIyMsjPz+f48eMAaJrG3//+d2688Ub/uZ9++il9+vThr3/9a1h9SvBPxF4dn+Fn9NItUVFWEuf2MnrGgYiOJ2BKmoUYJyRKMMV35lTYN+7egDcvg4oyVRfoDnuZqFdlBG8DsJSRnHHiBwYonxJeiuPE4zyh51cKJaLlqFtygIAyqnH47C0IcRG61OGILkDqDvE9sRn7IWv4rMs4KS2CBcYXwjqSXfbuGKtiSbEMLrZvYaHniW+wKF7W0z/oNX+F7SSiFiVvxd8W9+hfnc62MWnf6ewLQE5Oa8PbnvjkDGypxdjcxr5BPM4N+kY1/09tvvd+0xQ16DnAdG0mNmsxPTnf0LEFsioKpnI5xEJ+HiXaMlARO3Wk2u/111/PxIkTGTBgAI6APNfHjx/n/vvv5+mnn2bevHn079+fq64qqyy3detWxowZg8fjYdKkScycOROr1YrL5WLs2LG8+uqrjBw5kl27dtG0adOwx/XKK68waNAg5s6dy549ezh27BjHjh3zv37aaacxadIkbrrppqDzJk6cyMSJE8PuT4J/IvbqeOn3ZL2ISCZG5vmrywwNJNQ1vtyja+wX+HdFUrUymVkbV5MXxMCiTFUF+ML9cbRuacyDZr1K4dJeIzEr3iqPz1X1ZYbRzrY98aBv2e9MY4NopTlMrQo8aQq9TnFCJMGzyS3IsgVUc3zC2BQJ5fVlFSlr9QD6WxcZM/sGgIdDfE8mhfh/EMHfFl5K82fZ8eIyPG9eMrsqNXaBxXjZ2OZ8zjn+dYX9yTjz3jEOtCpywyW84or5/ozLlWhC01SaNwfNV0HDZIru7xxny7NI6VYWUUhJ8/JVblkQ7IKfo2qeBmEuijUF/NmraSrK3AIWFNzBRHvFWUmxcOuJB2nUqIrqwK/W7Ykdou65/vrrQ+5v0qQJ//73v/niiy/48ccfefPNN4OCf9OnT6ekpIR+/foxe3bZ31V2u51FixaxevVq9u7dy7x585g1a1ZEYxs7dixjx45lx44d7Nixg5MnT9KgQQPOOOMMzjjDuKJbIME/IYSIqXjOOHiykoqtEQUS6prS3KMHz6n6uAQRqyI38WJ0vNnm1e+wNPToSyAslsoDgC1uAsZFP9u2YWPfP8JjbGbzbKb4t41O3270bJWqFAX8XF55NMYXgp1CvLdFkM9wJ2cB8N2JdHZSQBf2RTmw0GK1IqC0CFaslVYGT+Tl2+UdOeGheRsLq+gb8748uIJSelhiEUSuIm9qots3x0P7pgdgcfug/UblSnQ49uMs7IhaZEdJ1QP6Smp0FQCUn474t79xOCixW7nbucK/L6pbhR614md6NblRDzW0+2d+utwZmFL1mfvji+bzZTgz/0IVXazmxklhoZkWzZUqJzZoqcErKVJM0VdEFqK2mEwmzjzzTH788UfUgIkULpeLZcuWAXDrrbdWOC81NZUbbriBqVOn8vrrr0cc/CsVi2BfeRL8EyJKyVLpUNSOZJxxUJf1Pb0sjw27a28c1QkMEBld5KZS8xPzTn5x1zysKfoMhDVr9YsWV7/YlnpzBSSptW8sF3g6x7hg+u1GFlqJ8/+/3mzijD5mvqMHKUYW+bg/xL/j+UoqOUTIrsQ2shKrFQGxWo4LMKrdNf7tpfuPAomd37I8r80Cv4/t96jUJnrzu7V64oHv+51Fr1gkIXgTeMX4ZuOhfYv4/OHT4u6TOBca1JddQfX9vJ998iSP68kjjfG1g+nnPOBf8vvw6odgUNW/Wy1uNwXN/PzJ3AEAW7jJdCO4cfLXv3arNkLgcmewM7UsSBGT3wGRGOrIst+qFBQUsH69HuI/77zz/Ps3bNhAQYH+98KgQYNCnnvBBfqKon379nHo0CFatWpl7OAMJsE/UW8ZdWc+iW6MizrO0EBCHfP2odKtshljI2tlJAnMoxcUKBWPi+iqlKgqWmEhJcdUTNbS5UcKlEC6q7DS2Qs5z0VfXbQ3m/zbRl/SBOYwtZYvJRyNOBfR8hbpS/qUVINnqobK72dQ/sLOtXiBquqrEw3L41ZSSZqHSGfrPfbzcv/2DPPvImqjNrVYB6TEJ1degVrFcsh6Tv8MscCHscn3Vyrdesj/Ndolv6VaFvjybJlgvJrCJcr/BbzaP+Q5NTWr0Uw9oAs8lPlQOIV/AVBMruoPMlDekWJAfs5FYsvPzw96npqaSmpqzT8Ajh8/zqZNm5g+fTr79+/n7LPP5s477/S/vmPHDgBsNhtt2rQJ2UbHjh3929u3b484+KdpGrt27eLYsWMUF1ce5K8sCFlTEvwT9Zbk6kt8oXLY1ZX8dbFYFlZXvjex4EmeCSxALRW56eTg4oNlAYBVp14c0dJKo7zXWC8Vaelo9Ydsj9vsNBl+Av7mqHRsmUb/GvQ0NqiejMu4Q9mR1UPfeCwOM1UNyh0crxx/oVYEOLL0r9pjFV+LxNJK0jwYMVtvZGJPXKicPT658vo7JvNbiW+5aYxyx+7ZD6on+VYPDGQNfNQf3jDD8Nj1c7T4NPbMs/NbcT5Kar7h76qzHGOYpj1d/YE18W3wU9e55mozADoXlm1rmh7gUFLxBQW+qHnfvhsnqm+mVE1WXr/xxmYU5dQqj7Hb8ummBcygNjDtqxA1VT4gN3XqVKZNm1blOStWrGDo0OC8thkZGUyZMoWJEyfSoEFZQpbSaruNGzfGVEll8SZNmvi38/Lywhk+AE6nk8mTJ/PSSy9x8uTJKo81mUyUlEQ37VGCf0KIhBUqh11dyV8nwef4GpFksyJjESDylEsilSzVjrN3T/Bvu1UrPAiq2R5m+vTw33tR4AAA1n1JREFUrKd72ROLsVffx33LtprIrIpaYfQMvFCS8T7MN90uqP6gBJZzLrR4MX79WS36D5AlRjOkT9sLbANn3xLDcuXFS8/B37DxjfNRNQ2lkgvmaD2VOi6gcu6UqG46uH03msfbn/Dvm8WNFY6xRfqLPd5J91vWsLvw9KBCHlUJfH9qcLver/YcmExh/uHou3HieEd/qv2p+lPS0qouqgV6gZWUmH4Ki4RR7HskEt94Dhw4QEZGhn93TWb9NWrUiP79+6NpGocPH+bAgQPk5+fz1ltvcc4553D55Zf7jy1d8muzVf6LmxZQHdvlCm+GrsvlYtCgQfzwww+kpKRgs9koKiqiTZs25OXl4fRdu6SmptKyZcuw2q5Mcn2aCGEgydUnRP2RTInrITbLb9cwMOh5hWrHu5wsd3mCntemy/Py+Pjjj4GyPI2zGs3EeUTFcVgllrcB7DFc8jyALQBso1fM+oiH87NX+rYuittM1WgDdwV4cGTp/2+NmoFXU85sY9sz+oZGw7WHqj8ogWVag2dLxVJP5yn6DDdgfZTLQQN5CLxwtMNwcJQsRdOuNqyPQLFYgfCRpy9DfVPdWhYc46Q9BoUgehm7pDjbd6O5pVYW8Juc3gOal0U8so/OYWqEN5+9KSp7Sk7HNasZe+fswZ6SX+XxlX3+5+ZD40jv2RUCUabDCOJWg24oWkgPnbJBiBjKyMgICv7VRO/evfnqq6/8z48fP87s2bN55JFHuPLKK3n77bf505/0KHl6uv4L53a7Q7YFUFhY6N+228NbXfDkk0+yceNG/vjHP/L6668zbNgwVq9ezc8/6+XFN23axJw5c3jjjTe4+eabue+++8JqPxQJ/ol6KxliAcle8TNadTmHnQSfRVUu5lP/9iqGVnGkcYo1SAm40CgGUNVaW06eoiiY0tKYWPwgVl/Ov2mA0ig+44lH7rBktjJ1sH87Xp9P0S6d1X+v4vP7VMrrC+ik+3+WjFl6bPgNDYOWVtcW1aP/zmaWvw4sX63bgOI0FsUcdRuhbKK3f7tb1+fYbGBgMZRYrEBo/pUFylWjVVWDZy9azAzic30TL335qurja+hw8//4t22ufwa/aJoTcbsFxa2AHCiGbsUZnLRW/TNYGlgGPbjsXKgvZ29xN7j/HeEgRoEzjDpHquqlUaMqDpjvYM295/if9p/7HdxbN1bmiPqlSZMmzJ07lxMnTvDcc89x3333+YN/jX3pZ/Ly8tA0LeTS39KlwYHH19Q777yDxWJh4cKFIQOH3bt359VXX+XUU0/l/vvvp1u3blx66aVh9VGeBP+ESGC1UvEzgdRW0CEeQddkCD6LuqUvq6p8PdQye6j9pfY2bFh9S2SdJ0AtBOcLse/XkWXs7DCPW6+g+hn6H4dejmC2NTeugzir7YIwkQqcsRgPOzkr6HkX9hnXeFGIoh8RFn5JpGI/kXCsBS4IEcyKQbXuVfSNuo3qbG74C0ecHtIZEfO+DOWrULxx/i80sZko9B7E4fjK0NmL733ye2wB5T6j/Tsty3ejuampAE0FkwITeRS3VpaaYaoRN6MXAhHEEFNseeD73NC00IV+aiKc+GvjxofQtPaVH1A+/h2beLhIBB7fI5HEYDyXX345zz33HLt27SI/P5+MjAy6dOkC6DP/9u/fT7t27Sqc99NPP/m3S4+vqR07dtCuXTt/7sLS4KLH48ESkHJm5syZPP300yxYsECCf0KIui/eFyVTKFufNZupMe8vUrFYsiMSw3KGGN5msuT4q4qigOka0F6LbT9qIYGFoQ2xxhac/T6Po8YGggBXwHtlLJcu15aols4WqSynT9DzeFdINtydIQL2T0UW3KqN2cbJKh0LaumvmoG/Zt2DUjG8j6JAegwv1WK5AqHf0TTMzWGi/VEwOMXB5RNWcKKf/rtrKymBW6Jrz5/Lz1WAekozHL8dJYsZNC0oW577cBR/bKWbf6KTbScbaEan9J1A1UuhyweXZ5vmMHmhFXeRlWJtOvBO2GNwnjD4b8bzoO9XG4KeC5HMAivsejz6G3zPnj1JT0+noKCAL7/8kuuuu67CeV98oRfgad++fdiVfouKimjWrOz9oHSZ8W+//RZUSCQ1NZUuXbrw/fffh9V+KBL8EyKB1UrFzwQkFyWhSdGQuqs2Zt4k2jJ7N248Fg9u3P6Zf/HiGB3X7ozhUelt2el/Grecgu4QM1FilPspqmXYdzoqhr8jDJSFozPbYt6HAGcfUI+FeMHgat2lHGv1r1o/49q0BCwJL80raGROwfJicfPQ+bGCusVMi6Yncfymz3bOOfYPwMC8hZth/gu3A9BA/Y0J1RxeU4fTm+LwfbUZWL7W/E0HzIO+oqfzG8ym6t9zLEHTmiz6DEQb2GzFUHnqsWo5HFDTify/HK4+iGHxGnyHTIha9J//6Mv+O3To4F++qygKl156KW+//TbPPPNMheBfUVERixcvBuDqq8N/j2vZsmXQsuHS4OHWrVsZODA4T/eRI0eqrQZcExL8EyKB1cc8f4lgBlm1PQQh4q62ltlX5lHrTLgMNvNtUNqDWC/51ZOYp/u3jZox2df9EQBeX5J0C2kY+ha/0QHnRH9XuFqucsG+OSFmn02X3E+lzAbl+AtpvnGBrQv5LOBZ8t1kUyyghMr7bkCOv0BlaUFi8/dZ6UqHWOUVjDXF4yKlv36zZtvVZ9Pwt5OkfnHQuA5cKgRUmb3bMYkJ+bnQIDPqphWTCecJYlKh+BL+L2DYVQd0y6f8WVBwR9nzlLuBL8Luv5KsHpVq/UAq2nNVHNA/sW4WihjyQMAq+8QQ5rLf9evX8+677/L3v/+dM888M+i1nJwcZsyYwRtvvAHAvffeG/T61KlT+e9//8vXX3/Nfffdx8yZM7FarbhcLm6++Wb27t1Lw4YNmThxYtj/jI4dO/Ltt9/6n5933nm89NJLLFiwgAEDBviXAb/33nv8/PPPnH766WH3UZ4E/4QQCS8WSyCrkixBVykaIpJRtBVblbTYLnlfw0C4cb1/u0JV5AhZSvQgYlAw0cC3Gq/ZxLc/6BeVZq8GvcLI7h6OTuWuIsfEphvDGRgoSxgGLlt+gGmGtZVoAqvoWqIMxpYGZib3KZ2NPDOq9soLLPYQ69yChhfiAI5u+Y1H7I9x528P83TzsQDYTHOMy1vdycHxCQ1ZELjW96kWhhSbOO49DumQoplINYWXuL8qnv5HmOwJmLIXxcR+kyny3/kEm9wvRNw4nU5mzZrFrFmzaNKkCW3btiUtLY2jR4+yZ88evF4vZrOZrKwsbrklOI9A165deeaZZxg7dixz5sxh0aJFtGvXzp8bMD09nbfeeito+W5NDR06lM8++4x169Zx7rnncvXVV3P//ffzzjvv0LdvXwYOHMihQ4d4++23MZlM/O1vf4v6eyHBPyFEwkvG5OPxkGATtYSokZpWbJ1Y/CAff/wxw4YNo/yq35gvef/A99XImhDlg2YAB42bIbezV1v/dhfPVsParaB80HYxsCsJripTlagDz3WVPsO17gqsotvLoGXYNovvDai06EoM8kfG+m8fh2OpoYU4AJrfmwFMo9ezq9l5ojOUaNzTfJ6hfdhMxeR5GmA1lXD3ySVozxL1Il1NU2lzVF/Gem/mo0xlNofTm6IaUPBqjWU4x4sbAdDEeqLaG0rlU/4cTm9Ky4JQa9prRlW9OJ3msP5mzHu8mAofvIHKF9IBQ4rpCBELPXr0YOHChXz55Zds2rSJn3/+mfz8fBwOB927d2fQoEHceOONdO/ePeT5o0ePpmvXrsydO5evvvqKzZs307x5c6666iomT55M586dIxrXn/70J9avX8/hw4cBaNq0KYsXL+Zvf/sb69atY/369Wi+96AhQ4Zw//33R/YNCCDBPyGEEKIOK1FVTFYr3oDZLwA2Jc6VZv254ZSy51XkhrNhw+KxxH0mbg8+929XVyE5EbkK0yEthncG3gp+qrZ1osQox5+RvLhwZOmzvjyPuWK7HDdeDMq3uIbg3EJGzXatiyaqkwCwPtxC3+H2lW991JjAR+lsv98o4DdfioCGSVKsSV8Srb9f7yrojHpvM3h+HxgYE1rzGwy95Wc0Xy0OUypMv20G0b4DudwZuO73rSX0LXdNMZWQUjphLzW6ZdiXv78CCuGra3pXe2z5zzzFZEIr0v+tkXA49ldduTcEuUEi/EpIvGW/YY6ncePG3Hbbbdx2220Rd3neeefx9ttvR3x+KJ06deKtt4L/qLriiivYsWMHb7zxBj/99BN2u53Bgwfzxz/+0b8MOBoS/BNCCCHqsPd8iYt7aO2C9htdabZaD+szBZwOX9DlYVfEueFiueT9Er7h/Gz9Qs9i5NS/HTnBz80Bl6ueckGcCPKUnVqoz2jKGG2PeTXkQI5TlKQoPLSTs8D3M7+Ts+L/82+QoCXvDxuXb7HAkwZAuqUwwpElru4GBjNfd+gVGMfcbViTQUpn+w3kBzxFZiyp3pgU/VCLIOfYCEPbzGYK9y5M41+ucUH73WoKUUfnfE476gAvemARcDxx1JiGSxXD+KL5kDqb23iWReP0YEGV+e+q0a3oByj0wrVmuo34oeLs6RpQ722G81kNShIkCuMrpKOqGopifI5EIeqzNm3acM8998SkbQn+CSGEECJuFJOr+oOqayPGE83MqTGoYrijRfDzwCVS5ZdQRbB8KmN0nGaylV70hZlwOxF8l31m9QfFgJE5KmOx5L0vq0hZq88uK+kXo1yRdcziJ4Kf3/BodO0V5+UG72gMG8edzznPfR1dw5VwjANIiSqoFYo9tZA7bPo35/8W/gHma8xyjGGaUzWkqFRH796g57enP4H9Wi+e51QsUbSfbj3EoUdyadU4k4Yv7I92mEEa2E7AtfuB9vp2dcrN6NWXHjtQTCYi+dV3OttWf1C4fDeoHA33hT2rUAhReyT4J4Sot0ovXpVyaXVcAWWk7HU6E5KoD371fc1Rgi9ouoRYMRhT94eRF86jgrcYi6kQvCrQyP9SZb+3RlnOEM5hU2warwtKL/rW6k+TpfBQGzb7Z9zEO49szHJUhvM7VYXAIjRGVbdOJIbl/CtSGXU8B1X1oJS+ARm05N2/jNjHM321Ie1WyvfzqBYZt8RzfNF8HuUenLnpNGmTjyXVS7Gmf59eyXTwD9W49b/KXH3GX6qpmOIUK+scDvpHkZ+voLgVDdIBinEWn4qSms8CriN7Yb7vd6KK/Hc1HXPuUajJ79f84JtBLccdQZlbCIRfUABAiVHlaE1Tg75GU4xEJLA6sOxXlJHgnxCi3iq9eNX6Be/vzSa8JfofS9tTesR5VEIYq/RyqMRVy8m4w7hI9mzKwAxc0gYsW7xBM+Eq+701SswCQz2rCNRU9VoNOV+IuomIJEvhoeFBVVSHxr3/At9NpWh/voKCrQbmWnT2Maypuut+B1ag8bw30O7+q77PoFx/5W1sdD777m1D5uSjMCsGszF9NYEc46Jb0hqooXU/s27OhOf3MU17GoBNt/eFUV7+8owxAajXTX/hnfw/kZGRjy1Vj2BmvzSB3788J/JGXSpYQC2xA/vZnNoDGIgHM6TC+VHmfnW5M9iS0xo0cLl/QUkNf9p0pPn+wqWqNZ/17nJnkHMsHZdb//mM5N8lRH2Xn5/P448/zvvvv8/u3btxOp3+Ih/lmUwmSqJc+i/BPyGECGHHp76g38W1O45Iqb60TUpa7Y6jrkqmqqG35OVhtUY/ayGe1vTq5d/u/913ceu3tCjKt3QyvvGq8vhFkOOvvHj/rkuwqObOP7GSi9EvqqMNPMYq2BqrmbSJwMicf7FSfH8O2iOtg/a1v/gAzveSJLqOPnvu/9m78zinyuvx458kk2SSe4EZlgFUFkUUFRAKCoJ7q9at/VWs2qrFKlqtCKh8wcEimzCyudK6oFVa16qtVduv+HUHXCoKggsWFcQFh21Y7s1Mkknu74+bZJKZzEyWm0kynDevvCa5uXnuM0Mmk5x7nnOIWzmxhGs5jrXgtKMb3qzL/gV0nXMnvRa7PXPpTQT8TlzuICO1LE6g9FfxekBdsA/iaoGuZ3Dk67Vcy4OZjw8M3PA1nLSZXXUDWv85vJ/VobJSXr6V555LfX9FkTIBQmTq22+/5YQTTmDLli3NBvzipbJPayT4J4TYbzX34bUzFheQzgP1cvNrWxb+35+oleZX4/b8ziMVTkVJOfhndmts0NaddpMJDqxJWHCVy6CT2RSiQbE1hcj1kuh48ccIkfgBsBCXjr7MqXk7tkPJQQ1JkaA2LujUOLvSYVVn57lmgEmbVg/2SAMfX1z9BG/m4S1neQWz5t3QsOHHwKOgolvZLLfBUfDxXOib2UrSlv26N9f4l/C1++DY8tx+4U3sy3LYKlWFcQ0/jYDhZN74OcxcelNW9f4AbNGXsMd6M/LQNfCFxlquy2rMKMPYC/8wr9/tnsSM1h4QBt1tPmcVv48fxvWBxzR0PYwr/3+SATMQW8LWxG31Oq5iSQUXqZNlvzkzdepUvv76a3r37s2UKVMYPnw4FRUVlnT1bY4E/4QQ+63mPiD/H6einxr9INGO0yGEaKSKWxJuz+C2tp9EQGckLxEMBnnllVfgJyR0R2zPGUrZyvWS6Oa8ywkJt0cXYKZVW9f5i5fPwKNVrGxakgun05ARlrNl3W7zB6C4gQOTfDj7zrow3bSTpzPvyTmWjdfY3nu3xTLXw2Gw2yuyHtM7JxLk9tq51212/LV8ueppwP+ZNf/urp0IwE1v3w6jMvtbFdJ1jLVmE5Hv9m1G8drgtK048HAVf8xqqroeRlHsdLgu8otjP6jlB0Q9ptEjbEYj99k9ZqagzYZN/ZpA4MCs5tQqR2/go1Z3q1KTdBoHZliQmSTE/uLll1/G6XTy6quv0q9fvzY5pgT/hBCiEQ8OPEX+6piv+l/7C60q+fagnryLhhVdDvcbc1UcmGH3cwA+BGa1zQeKw7JpBlDofEmem1lkKonU5TPwaJWcNS1pI5YEL306ul6PopTk5LxgpW9qwu2JM/TInK3/PbXbe1Ib9/9pRb022y9ACyoYNlgcyZqb4LmLgD+au31L8w9OQaWmMWuPjnFsQ1BRWbADe+hzqNOhNP2f07uqypA6OwGcHFixgV11h/NuqZ/RukaIPbH9SijB5k0eII0G+RpT1S2JnXDD31LJ7FbnFCq1E6lAQajUnvNM6qCuo+sGimIDm4JRV0dQ13GWleX0uELs73w+H4cffnibBf5Agn9CCNEuSa2/3Gqu1t89zZwNv6FIzoan8sGkPbMHzP+nhuWzuqVNFVpiRXCixSXR/ZM8Ny3KVBqZZUF8IbLVUnZlgABqmQt/MJByKQNdhyaxj2Eq6oYn0Q67HOUS0ANelGiUJlshHZc7cW7dD1aKLuCqOM2fR+Wa22GoRpXtFuZdZ2YwLsyysUiwRIGQjj0uFmZzQ+BXA3GW+ODZzF/P7nZPAmCR4384i1uhv8r475bE7r/LPwGF5AHSJkG+RhYsGc+U35ljpfL8e5cTeM7jjlz3xzKpNa03NDOHbCxTVa5kE0s5mCV42XGRj8eBcS28b6nMpsaiKC4hCm+ZbTvpLdOvX7+sG3ikKze9v4UQQhS1ZhLYRDvnavQvL27W4GaN4JQaXjz6SYJTatru2HNVmKuirlFQ1yjm7TailmX3eN1vLonOx7Joh5kvHbsUKnldy1xCl+ECFP8MbCxazqBxWYOWlHdLUif1UfOL+pUOY0C9y8In1Fq16SWHPM6tCRdLDNHQB5kX1+AaHNQzhZusGZtIZ+LZCjdV3MYEz11M8NzFD+P6oD6f+f/DSE2jpH4TAcMJy3oz7/k5Cc1Dgv4Sgv7McmXMYB187j4ClsGvdr6S8mNLbX5KbX5C2KnxB6jxB1p/UDMMQ49dWuNOMZjtUpSkFyFE6i699FI+//xzPv207VadSOafEEKIJop9iVe+XCdnw7MXzbSzBQk5Stss865e1xveFNUA5W1yWMuola00oNmY3XOzvpnIWYmiFE33a3ldy1yxf66ftnu6NQM5xiTcfOSuhuuXLbLmEFG5CLg2/K5mX+MvJtTw2qCuNp8oxihYF2mg9MK8nniUOmCVZYd02cxfZOXP2+AJ4LHMXt8cisK7nMRd+kuwwg5nmtvq125i8fYdlE0bDsAD806CbsnHiAb5Gmu8FNjb2Z/SnEaGXopdv9WxiJPGR07EPbg5o5p/vkDHhjklWd49VtM4XzdQFI1gMMjLy5dz+hlnpH0cIUR6rr/+ev71r39x3nnn8de//pVjjjkm58csiuDfDz/8wKuvvsoHH3zAhx9+yIcffsi+fWbPqFRaHr///vssXLiQFStWsGvXLioqKjjttNOorKykf//+BflYIYQQxceq2n66v/ADKe3Ns6qKwwl1Di/Uw189Cs/Uwfmz2ub4Oc+syrK+37ORJe2OromZVedvry+q7tdi/1PJ7LTL5tVsDwKJ2X+hf9n4ftoBsevaRAXXLGtO+IR+k9hAxFFroH8MhKzN5lXNPhwYWS7BTRDJUqwJdYLg7oQf2z6/yrkHvApvgv+w73B1zbxhxbQl07nLN5G7aycy2bvI/H8tdaFpZFTvL16tFslYjsRE/R378bF7KESW3K7udkmzjYyS1fuLd2v9ZUzbrdONy1Kai2NVN4zokMdPbXFfKzgVhbLojy8YxFZaKnWKRQPp9pszJSUlvPzyy/zqV79i5MiRHH300fTv3x+lmd8/m83GQw89lN0xs3p0G3nyySe5/vrrM3rssmXLuOKKKwiFQnTt2pVBgwaxceNGHn74YZ566ileeOEFTj01eZ2QfD1WCCHyrdCXeLV3rWZxiZwIBeHS83V4Gpz7fG1aVibren/NNKGxWs/tQ9rmQDkgr2vJFUon32TZpSUWTCyTEgbJDvv+LYM57u21AHw46kiGTv7Msh/cuk8GJNweeuBndJ8I/DY33bujdU3tDvOKFU1pOi/dDcC0+6YT1G+i34yv6bSn4f+0qus9WXWQd7mD2CLzvtr/B4K4CLoM8AIk6b6cIrNmaRhu0LCV2bCqwUog8nzuudwcb+Z5N1GpT09peazvGDP6N8F/J1csfgAA1/wAZlp6eryuva0cLO73LhjE4a8zt3Uqa/4x/iSZ4O4CeBERosjcfPPNvPDCCxiGwdq1a1m7dm2z++43wb+OHTty6qmn8qMf/Yhhw4YRDAb5zW9+0+rjPvnkE8aNG0coFGLq1KnMmTMHp9OJz+fjqquu4rHHHuP8889n48aNdOnSpSAeK4QQhaAQPgiKdijU6AODo3CeaGOiS7avBH4BYx6O3C6SLrkpZYoGGn0vaS6pdjTzrrGtAo/Zkte15AplOfSzSRomXVggzZKCus545Y+J226uJkllQGt8VA2V1g+7a4lZO059zwyIDhv1LgCrGZ35oEM0HlFVuMS86XIEY00kGAeTd87GpWT/BKtkNnppFSHs9PiduYxbvWsnAPu8XTMe14GHHRV+OvfYys5wTwDc9VsZXl/HzvnfmMfRX0o7JlilquB1wsMB0EKxbTNae07/EYhr3qS4zTp8LndmP0ObrZWJxzWDcgLnRG+01BDq5iQ1KRcVxu+qEMViyZIlLF68GIBjjjmGYcOGUVFRgc2W+cmM1hRF8O/yyy/n8ssvj91euXJlSo+bNWsW9fX1jBo1ittuazjT5PV6eeihh3j77bfZtGkTixcvZt68eQXxWCFEAQjpBGgoruxyFFnxL1H08hVMCVGbcNvy5g2Ni9gPy82HhUwymaIZRtqfI7ejy8gOTPImLIMuuQVRF69xA5NZqX8fJ368iZ5LDib4P2sT71goS9RFgWucpZRBhtIyVQVjJUNGvAPA+i4b+GBX9xY7oqZj8KEbqPWUNmzY1Z3qjYblv1t3u6NNTzLPwGvCoVBfBwufOQB3yIf78YamEd90OYCK23Y07Dsv8+Ma2Li37trk9xl660Gu5sY1dMoi18uoB9yUKBWUYEEym36DeULpwXfRLvCQUhuXZRreSHOORaUNSwBuMaaTk8agyZ5jqZUnRHd4AVBCFnW9FoUnCBYkBlurAE5WWeHee+/FZrOxdOnShFhXLhVF8C8TPp+PF198EYBrrrmmyf1ut5vLLruMGTNm8MQTTyQE4fL1WCFEgVirUjWsoc5KNstUhMhEvoIp73JCwu3mahwVuowymSIZfrHPej4szfBTIy8pxp2WDdmmDhjSF2McOLXcLobW68yvSmnL+wnrFMpy6DG5apjUKEspOEvLqKbZFcpPYtcDPgO710Yorjuqw1x/mragruMMGJz8xf8R0u04lDCrex9PRWbDJT/G9m3mlUjTimkjpvNvzrJs/LGahmuSQs2d5v+hgo0rr/XQa+f3GEus6Yp8LQ8AFyZs+9J+MAC+gC9pM4tURBtifLWlC77Aztg4wUYRMGfSKFnzKjWNKubEbi/qMBa/NrnVxxluiK85Eah14vIEI8HNHEQ9nm66KXhoTctZrXPN/2f1g0iDl2HSSl2IdG3atIkDDjigzQJ/0I6Df2vWrKG21sxgOPHEE5Puc9JJJwGwefNmtm7dSs+ePfP6WCGEEKJdG1LA3ZAjS590dySTwe8zM/yy7JIbs63lu+MrDHpzdZr95uy+l7sfbLptwr1ZDdmEGnkPbDxu7biiedE4WK4Dr61l5FpR3y8Vy1Q17Yy9sduqAdAjiwIUF3zc7WTWMTy2z1A+zXg+v5pgvu6sLTuOYcFVcEFGQyXn13EO6w5ApachpLP8859adohoMPUgXy02xWYuw40eyqJacPWGg7ND/8SmwG2XzcQzaDeKLfuMM133QImNQw7ZhqY1vPY+gJll6K914fYEuJYkL4AtcABT9KnMukXHeND8rJdSvb+47rwTQk46n1iH//1AC4/IgdZOfDWKswZCAVwWnzATor0rKytr8zhQuw3+ff755wC4XC569eqVdJ9+/frFrm/YsCH2w8/XY4UQBWKIRmUo7o1WoaW7t1PRAuRWdjYU6TELn+dQG9X4yyaTSX3UzGAwfhlZ7ttGH2aGsy52/VOG5uYgadb4i1fznY6iaO3i97QtG1wka2IBbRfoSkeuA6/5qi34yF3Zj+EcYgbPys8yg4bGv23w3RHZDxyh/knHp3jwUsuKaT9p/QHpuFmNBRNd0cyxJ+DVQWfy4/X/m/XwQV0Hn46ywI7eWUfVVYLbt6EtqcAwdOLjrJkuzQV4tvZ8tI4aqq7yROk4jA7myQy9FpQsKlR07/IxjOsLBuiGN6G0nwHceOKfuOf9cWmNqfthdXkF1Bs8eWAFF479KqO5BQ1n7KsrV2XA4k7KBeuDLF++nDMGt/KYyMky22rzsVXe+cw4cH5GJTFEgQvRJNibd4U2nwz9+Mc/5rnnnsPn8+H1Wpjq3YJ2G/zbtWsXAOXl5c0WTezcuXPsek1NQ/ekfD22Mb/fj9/fkHK+d28r3ZqEENZwKLgs6vYmUqe+Z37NRWdDkRpHKNxoi56Xphy6Dq70G3TGZBRXiWb4rW102yLRWoLFqqzC/KGWv23eztXvaVv8nNoyCJWsiQUUTiOL/cHFuy34XW4c7HaYdfp2fWG+j/dgz3josZrGlWXgCdSh/V7BE6jLfJ7NCDWKHDkw8L72BS/Hqt1lbpmqMu4AqPZ4UfmEHwb3wVnrw/mdge7viC8Auu5FUTJfmtu4Hq3efx9KJJDY4SQw3s/624AQ9AtvYh9mHcCx3Mpi250A7KT5hiK6HkZREv//y693wmU6PLgZvgOcqT8/vK69seZYPQJ2lJd20KM2u6YmLXIoDd9DOEjISD3115b5016I/d6sWbN44YUXuOGGG2L1/3Kt3Qb/oktvXS18eigtbXhx8/ka0sbz9djGqqqqmDVrVrP3i/1LW2YqiPZBnjMibY0bckDOmnK0RC2DQFvXD/cqBAiwa0Qk69fioGdrSylX01qqRZ7Fuh4ribctzoyUWn/5k+vAa75qC2ZS36+JSOacZiix247Z+zgzdrYg8465zhLQvt4MylcNpx1LKzKdaVNzNda5j0nYNPQP7+P0KpzOKiDLbr8R33fpztqys3DuToys11JK9+772K4pGZ9WfZcTGOMZx7JfX8UYzwOo9p9iGCm1z2iRbhgwtDdv/2Y4ox5sqHHrC3Rksft/AJj21vQWx1DVLRhG35YPFAyz+7ZvgD6tzslmU6Ak8pMK7MBmcd+txnQ9nNr3EC9ycmyHYf69VHxTYWPLPychRKJvv/2WmTNnMnXqVN555x2uuOIK+vfvj9LC36zmysqlqt0G/zwe85UyEGi+RkJdXcOZtfhUy3w9trHKykpuuOGG2O29e/c2u5S4vWkPy4qslq/lMqJ4FfRzpnH3RUAbIZFKYQat88KnU+WdE8vwmeGb3qb1i3JW588qkWVe1dHsE1+kg2eRLPOKf1/RlkGonDWxyIFcB17bw8mohBpzVr0+3Kyi/KrRNitPuiSpuRc0iJwhzH7432jVBHw+DpvWF4CZS29i2vYbcAIe51ZOsm8E4Kful7NqIdXH9jU8bqfPY1+bG/w6umFQ/TLgj2TMpFlfsEftTnB0ZdRfVsNY+GFDH/hR4h8hlyfIBP+d4E69+VvNHUEC4c4w32C7rwsDe71Jyf39SHe94g+eLmntnwlV3QLAtm31lJen+KDIc79cVsm0f/WRSyEptPlk6OSTT45l+3388cdcf/31Le5vs9moz7Lld7sN/pVHXr1qamowDCNpGmV0iW78/vl8bGNutxu3O08tH/NMlv8J0c5NbnrGXpkf9yFZikbnR6T2Tz6zRtWyPGUIHaHC11Mb3S6OwFZb6n7udgCMp3K/PMVK8e8r2vK5XYi1/UQG/pZk2yJ4kaMB8GQZvA/ZGy/LtdbgNRsSbj/8I/Nv8Aoj+0/RwZKe0BHiA1vObmbmYm2wJ7jfYsjud7I6xkhW8AqzgBB2DDStN9zsoMfs7eCGfTdH2hgvyuA1exRmd3fCKJoZ3PW69jLB3wXdMJM0XLbmz6RqWu8m2xQ3OMM+thldGfiLr4HNaU3JMMwApMfQ0XUDm03BUGxAFvUwWqBpvVHVLQQCB+ZkfCFEU717926Tpb7x2m3wb8CAAYCZgbdlyxb69GmaZv3ll1822T+fjxWiJflaLiOKV0E/Zy5Lsq1/XECwSLKJ2p3IUle1S56zRvORBHcZTJhzHxDJ7rmsbQ9fG/fBOdtAQk5EayD+odFtizSu6eUgx2vd2kiwmVRWS5aiirbTTMLW/dwauz6D1DPDEiRblpvZSM1yhA30oBfFmVhPwarXGt3w8s6CgXhstRzBZ02PrzSuJ5u+67mBmbzL9dzQpMZepn74sA+fX9CXXfVlnHbyYxBpemOzKZS5dtI10qW9voVV2M3NxWts5ZDJ5gOVbQreT8Lwo9TmtTvQkPHXueMGoBatrh8uu/X1IDWtt2U/TyFE6jZv3tzmx2y3wb8hQ4bg8Xiora3lrbfe4tJLL22yz5tvvglA3759Ezru5uuxooE2It8zKDzyOUGkq62eM3qd1OkqZHoAnGEzE6FV/ri6btHraS6jytovzK6jgWVte9iQ007nXbsB2NtdwRVs2+jn6bwWu76C09r02CmJZONqVZHbFj8v3uWEhNujs1og2FS+3lfc00zDjxuk4UfRCOo64bWb2UNDSZ9yOuG0YGzdD0rkd6nWbwa8Pe7alh6SkeBh1ag3VKDd/h0AY7Uyy8b2uvbSfXctNjfs9XiwxWWneV17gbWE/HYc7swDgA2vD3exnrPM14e5Gj9Ef4/mZnYyQhnwMcNeOzhyazMcmVlX3mSCpWXmlQFgU2zY0viVv9s9CYCA34pnWcuigb/q6oMw+xsLESdE4S2zbSfdfvOh3Yb5FUXh7LPPBuD+++9vcr/f7+eRRx4B4MILLyyIx4oGikPq/QlRLNTLM3jQEK3hcni1edmoNVyEZcqnO1ErU9x5kgqTVLSxSux6m8vTacl3/zAUIvG+EVNXws3yPExGcacYSC4w+X5f4ceLn+brPIvCtUxV+bTbmZzVbVvssqyiOwCVzI5dMqGON78ODr3F6PEfMHr8BwwOvWXV1GOcHcwMtEUd7mFRh3twKopl2ac2m4I+pWvseuP7VjCSteOPYwUjWxxH11sODu7SVP7yzaKGDW4FpVRFKVXNkxEZnJDQBx0F/wf8G36jvQRHHxK7b1+gjG87HcC3nQ5gX6As7bGruIWJd8+DR+Ga0j+iH70v7THmjZ8DY3vD2N6RQGruVFS025wgIUREu/4tnzFjBs899xyrVq3ipptuYs6cOTidTnw+H7/73e/YtGkTnTp1YvLkyQXzWCGE2C/Ed1JVJa210DReGtaWct1xtEX3Aa+aV0Mue5suvn2ZU9vwaBkINVq+anE35JGssHS8QnFdpOGHq8z8eQV256ujTXGILn8vyKXvSbgsqsHmcHRNet1K05Y07caq+82vVgT0m2tOETbsDV9bKG/VUs25kaygpMPzMO5C6pfWouthS5aqqj98al55DBZ/NTXhvrXuhsXXDsIZ9UN+ULsSgHvrruVe6thXktoJtZsMcy4zAZx2tCXRwGqhdnETQhSDogj+ffPNNwwd2vACHN/lpGvXhj+Qo0eP5p///Gfs9sCBA7n//vu56qqrmD9/Pg899BB9+vRh48aN7N27F4/Hw9NPP50wRr4fK4QQxSavwRrRqpo5QZwlKS4dujP/2W7RJeRtvOo2Fnz6++ifUkod76JZvvS0JQUf7FirErA3PI9cQwMt7Jy+9lLjr7HG2VVS669l0eXvhbT0faymsW+bRkj5Kla7bqxFXZy1JebXED72xK6Dw59k+WUWS+1D+PiD+8Ym26OZh8bSjIcGv462GKihoXtw3Fx71O5EWQA9amGfN7PPPvGvDyEcqOoWDKNvxlNO5o9vXWN2eY94Pe6EzE94JaMx9Qod7yZoMeqZhNtmNoSMPj8KLds6Wsu0ca1aeX1rh+rJTx3mlhTaMuQUnHqq+XrSp08fHn744YRtqbLZbLz66qtZzaMogn+hUIidO3cmvS9++549e5rcf/nllzNw4EAWLFjAypUrWb9+Pd26deMXv/gF06ZN47DDDmv2uPl6rBBCZEuPvB9ri2VuUu+vsCkucKZaNqit6/sVEEcozP/tPp4JjnsAWMqVeZ5RYQnZ7VQNvSF2e0Ye51KMCroB034gm7+JzhLo0v0NKLmQYcFV5jaLghxKSAcfrPMeA3EBnqE3N22akVEn24h1DE+4PZRPMx4rgU8ncGs5TsC9MIAxMRLkajRXWwrBK7NrbvPFvCbv+wRKZlOFD7gagACBWHf6dLMwa7dt4/sv/RywGjgBAoaTWk3H4236fzsy9FLaAZAu7ADAd7DOD76uqKXpP2cKLegXtSxSy/Q+Y2Vs29W24xkntUyFSOqNN94AEpu9RrelyorOwEUR/Ovbty9GFi8mxx57LM8880xRPVYIIbKhvmd+NUbldx6iuNQ305m0pC3O5vsaHTsYxOG3vrNhs9aqnGK3x9psttdlqJlaNXRYvqdQ1CQhJjW5Wv6e1d/Em1XgSTDqeXXGmea2WRbVX4t2uf/uCGvGSyag01xcLJpZlrH+KlXfRZbLLqTFANmX4eTLgqMUxU4wmDz4FyCAqgbQdjmgNBooNOvqzVRvY6ZxU9rdlj/s3p21xhV4ym7D5oC7aydyVvdujI585qxkNoZh/l2y29MLLIZ0HVsZVO27ncoON9BjgppddqUQoqhFs/06derUZFtbKorgnxBCCCHS4NMbgmc+3Uz9S5LN0NizzXQmvbAtzub3Tzy2EzgHCP6i6fLSaKaH1RzhMKvXmNEBx1DrO24Ws9dzXJMwTGKdSbs0x9gvFeryd23CWNS7oaQuN20mBx+6IXHDJ5ol9fiCuo7zjyqDnY0yRq7PfuwmLgb9XDeKx5+wOVoLUHXZMDIs5zCXGYCNRV3G4jcOwJVivb/W/lbUGS5q3+iKfbSO15n4mu/ChR4wlxvXA4o79f/7D8rLOaSXuXSXsXem/Lh44fC2hNt2e0VG4+RCdNn7BXrcsl+LlsKLAhOk8FrEFmHpy7Fjx6a0Ldck+CeEEHkQouFNZi5qXWkjLB9SFJP+aix4FvNd+1mOo5aR8YfI5gSG7ALMN0ZWFfEXqfsvRybcHsDm/EwkR6xsrCDSl9XfxLmaWcru7hdRf25mgln2ahrpbt8k5OlWLKnHt0xVGTcfHMHEGQeTZHmnu5Q5oOuwtpobtwdxfXswE35/H+qIZRirL0oc1xaMPP8zf139joPwG2b9ivjX55uMqcz8NVyn/Q+GojfpNtzS34ofVVdz4raG/Tfu20mn6uqGHUI6tZSiB7woLp+5RDvFRkcOBS7Y8F8MP3gDu3jxsD6wNL1mP7XBnuiGF113oyh+KkrT7xacK9HnSiBSe02RiIIQRUF+VYUQIg/e5YTY9Vw0FWiLWn+i/RmTzzP3GxOPHQwGWb58OWe00eGrHPNj19NdPrY/mMxE6gjnexpFS600vxq353ce+ytL/ia+MsbyjJO9RvLuxqmWaU3Fo02b/FI3tWmWd7r12qriMsWdpQCR2utDEl/Lq7iFmeNvg4vTGr5BnQ6l8PftvwC6RG6bwaf6QFf4W4guj29Aqzsxrew8T0UFVOvYRppBuR7dD0/cYa3K6T9axZrKUQy7fRWrP1BhWGo/o0E77RACfYrZ4OTYbZmVsOgX3oTW9XNU/XCyCf35I09ct6XPLFCfN7/Wn+fDIdnaQljio48+Ys+ePZx44omWjy3BPyGEaKd0v2SZFKusl7Vu1BqCZ2ecgTPFjh9tUtuvOY2XJQeDhNzJu8m0++YJ/kYZIhY1Yskm22ct53ITVbHbKzjQkjlFHWZVAwJR3HL03M/KzZEg13kGREs0nWTN0Kcq6wnpYa5VEz/kjTOM7OvxRVySpMHuvbvN11anz5q6qsHIMNMYC45mxsw07nSxyh/dLh564mygG1yswrOpBeFa/FsR0NlRFuBUV2TJdWAwuBKfb//dl1mDxgBO1tuP4GC2Z/R4AI9zK4ZFXU2v5QEAHuRaawYEs5ZkpL3zOoYzNPB+k5+faAdCtNSHJz8KbT4WGz9+PO+88w719da3NZbgnxBC5EFbNBNQKyXLpFhlvazVqzQEz7xKGu1+i0MuYpSVzLZ+0ExNapSVc681iwzvSVLT8YZUsn1aaBhglXZd48+no90SvR75mkINzv1S4+f+Yq0ofla6Xo+S4drHter3TTf6dJRwJBAa/Vugpl/zLcnIADykvwLAO/qQtMeMqmyUKb5tr4GiJNYW1PUwlcpsZgbD4LSj62GUFOv1xXP7zdqvti91+J+G7V7XXr7cqgED8bqaNmFp8W/FnSq+8m78JVRGZ8duqNkOU+JeD4do6P9U4DhYERrUJKOxJXe7JwEwbcl0An4n3tDWlB8bZbdXUKvp2L4cxBZPAZ7JvVNl1Q0/SritXxvM+PdACNEgm2a3LZHfTiGEyINc1PkTQmRud8CMblVIub+m5qoMcqg8U/IrFEckejXV1/JjRIP+Kk1iEO2oBmdO9Vfz/7OaawZ9hpS8Q2iIHYcjDByXsIuqPothXJj20K/pg+jEt1yqNcoQ66/C86DXxjXQSHHJabwSGyz8ofn7063zF88Veawe+ZDaS/0aVvVN6KisqluoC3eCZXtgXF9UdQuG0Te9Az1m/vw9233YlNrYbQCbTaHfPPN6Jic7f37lP/jAOZorgn9k6e3jSQhdRoOuDvAEHbHrqQoYTgKGk0U33sLCLOo22hQHd9tmZFWO4o9clfkEWjDinjUJtzP9PRBCtA0J/gkhRDulVbW+jyhM7X5ZawHqHim9qY8K4c13x9E7c1N78bosajp22mBWnNKPlBMX6ajX9Zy+2U62lBuyC+rk1b/yPYEk3AoaGg7COLzW1r3sqHRE08bwqTI4YfvQyFf1hKYNNNIxrWfy7eMZmfGYjfWo3dlwo7aexh8vb7PNB67O/AClCoahUzu7GwDGA3pikM4AbMke2IpJGrA2dtN3rT0xSH+xiuaIZCQ/FjnZkeJy4yn33EnFFd+iTUyy5joNN3RanNXjo6yu9QfAJK3pX8qpL1p/HJFfIcx214WknS/7zSUJ/gkhRDtVbPX+ct0BuZgU6+f29mA46/g09tE7T3JU5yzjgFBlNVxuXh3+h7cBiq5CX9Z1NDP0rKriSBKYON+i8ZMt5YYUl3MXog25CXzrkQ+LqTb+qCVEPXazEYdfZ7H7VuBcAE5jOTA6YX9NG5Px3JRSf5NtwXe+AsMHfEyw68eAtU1AGjcYsUL1nt507/Q0xGV+aVpvFgGTdy7DpdQzcf4dQHr/x/p2je1qP8DsxOsLdExs7KFB9T0ZRABdCoNYx6HV/2UgHyXdRQllluH89vhhRN/SKAt2AOkHAQMEWHSdWS/AvzSQ0TxyKkl9v2x+D4QQuSfBPyGEEAUh1x2Q9ycBAgQJEnIUz+nR+OCvqW3fovQfvr5Nj1dUPumONsHLsCFv53smGcu6jmYWQkUah8uLHNX3U98zv8YvSW3Jqc4PAFjNaLPhx6KpnMm/AShJknaSaZ0zPQSsqWCww3z9iy7zdZxzCABaDzfOUZHgYCbLnzfmJpiaTEXHprX8FMXOTcZUKDdvu1w3pT2uWrED+w9fNb9DEJSS9AJ/IV3HcNbjUMI8NfW39LvzS9xshfiTpo9l/rP7f7X/BCKBv/rMXgBm6bOBWwFwZVN01ZckO9irJN/uTP04IV0nQENQ0oULs42MhBeEyIZhGFLzTwghhBCpqeIWM03kHDg3eG6+p5OS+OAvwLG8k9E4YRoyNdJpInGf63dxt4o3yJUritPHh5/FLRUc2jhYm510M7OKxZgsllqnIpul3CJ1p/NS7PqwaZ/CvEj9teYCKykyg5I6htsMXnUa/UjCMl/F3jQrMC25bJbS6HsP+Xagbftpk93ctnJLD+s9KgxfxG14DNSfgXFe6mN8UF5OyDiGA/kxAPPUcZxFd0bHf+BOvy+J+bC4bsc2N2iddTC6pT3OPHUc0+qmR27NyWwyYNaPbOw7I/n2zalnGP6nq8qLvj/Ebp/jvZVwHYk/Q1H86sn4dyFnCm0ZssVWrlyZs7El+CeEECJjVn5gb4sOyKL9+y9Hxq4PYHPKjzuJV3Mwm3Yi0uUyk368qS63TTczK135qqNZkuO1xkVb26+NaSPS2/+14DACdic6oMzVONZfy7a95nPZNSOuLEVzgZV0xTrJvghDNIJrmwYVC6lne1DXcQ42g3rLvzbLJKyz1TG0/2eWNmgJ6Dq7NnkY3+0JHlfHmcd+pxoX8fUuI41H9BpcuFL+nXidU6k3SlAW7EB/MMkOdyb5v53S+vd26mm/ZrbLbLDh97uo5PqU5pPMDPf01nfKk+OWw/HbGjI55y6/lVUn5XFCQhSZv//97/z85z/H4Wi7s54S/BNCCJExKz+w7+91/qxUyWyCwSDLly+HM/I9m9Q0Dv5aW1a/dfL8a54eVNBDoJSmH+jP53LbeBIjKw7JGphYEeBM93nrwUGn98wHBQbp1BLmgAN6wJsQGLQNp0V1OWNBSYc5nqaNAUcJzm7WjK/r9RkvSW7J4+XljLsRsxOurSHTjWZqDX+r6ShKCYrNltYS1ipVJeD10sfrhD+Zwb+qiu7MMAyWRepdTvhuLmpFLYtKghxom8+4FDLPhtXU8Aq3cXftRGxuULYpjPQ2zaL1xy2DdQdTy4oL4OSSwF8AqLhOZ9++DLNzx/bGZUXKVXNLv3OwJHykZCILkbLzzz+fHj16cNlllzFu3DgOOeSQnB9Tgn9CCCFEO+PChQ0bjlDxrKFsHHwLk1nE6LCia0VR+NRIsw/G5zAzL83MLNE+JWtgko/mJWYtMzPXzvnf7hw3bCXQI3abYZE5ZRhA0XUoK2salLQ6UKeqz+I3fhG7HQu8+RPrteFWMqorF7rIxmHrv6KGjgAEnnUmHaVXhxdR9R8z2buIGdyW1jHu3v61eeXDZu4/8NfMNO5La0yHC07hNRYxGYAnPb/EobyRuNP7cNXf7o7dXHZBah2L73ZPAiCgm/+XajNNeVqj3W9Hjzz3FVsm7YwjvAq6HkZR7E22NxFM4+/u0Gr2GnrC7WTNjUSRC5JZN+1cKoATilbo0aMHP/zwA/Pnz2fBggWceuqpXHXVVfy///f/KCnJTZhOgn9CCCEyJh/YC0dtXBH6XHRyLBbp1PkTuZfqctv2VutPZMdfav4eu+sy67aardn2hUwa7oS6ethobhu08z0cShjWxu2YQU09R6iO8m5ODK0hcKKjoDSTNZetKm6JXY8F3m5WqVo0NWG/dIJyv66pIRiq4eMuZ/M8P2Pm2+ZjZ466iRnZTzmmUtNY6K/FMIjVHauMZJeNjXy9Ut3OZN38XlyauUy2tYxH55JyRjvtfFdyMACdJrxEkxjzXzUe3dZwc9lfL0lr7vPUcXy+7SDg27QeF6W4oYNvJwD7vOl3C46nqlswjL5ZjdHEgO4ogO7wJnZFtnDZtxDt2TfffMO//vUvHnjgAZYvX84rr7zCq6++Srdu3WLZgIceeqilx5TgnxBCiIxl+oG9cYc4kb3TeS12fQWnWTauXmcu92zvfJHgqXc/Dpw2p/8966EU7KVh4Oi0HpuL5bap1hEsKKFGy1kdxfYNtI1oAxPXR+bPJ3B0koYabWDBezPNK6Of4o5DYYXnJ+j2yIkFnVhAMBPnvH0RcKHZRThC3WNgLM18zOZo2hgWscbycZ2KgnNdOfVdBqa0/zf7zkHxlKAwO63juBQFfVLkd+UPemxbdA4AmuZpktWmqs9iGBe2OLbdCNMh2HzmptE4GFva+u+s7oejXxnM+z/9DIDD/2cLxiOtPiyp+PdJAQIF+15JPUPH+HehpYYJUfgcDgc/+9nP+NnPfsZ3333HQw89xMMPP8zXX3/NwoULWbhwIaeccgpXXnkl5513Hk5n9pVfJfgnhBCizd3KTAAchNNeAiTalno5GI/nexa5N5x1AHzK0DzPpPBs7DGII4LWBxAyVSh1BNOyttHSv2GSHZNM4/p+BdHQ5OcQNux022tmYRmdMg906DqUAdrvI00qHC1kKu/blni7Q0Xax1OUEiqTBdzmalT6A4SIdO12Z5Yx/W/Oph4HQ0aY3dmTHqtO56AS2LYnSNANQV8ApUsGS2FnKOZK7EZBUqdSHwuTpRogC46vQXP0iN2uvux0zKhuA1+gIx61Om5L68/F8uudPHeOwt21E2FsZ1i2BR7pm9KcGqviFiZ4nJHrwazeK2la7+RLf7OxUUve8Ea0L6HIpZAU2nwscOCBB3LLLbcwffp0Xn75ZR544AFefPFFXnvtNV5//XW6dOnC2LFjufLKKznssMMyPo4E/4QQQrS51zkFgJ+0cYfV+iTF5HPdjbOtvMyp+Z5CaiQDqii96R+cs2WJQjSW75IS3/+ojsDuAC94r2KvR6HTN5ol7XbLuzl54aknOfPDXxHChnqW+XqoDUuy86zuibcXZRYwThoQcyu4UFjD6NimoWnUSw0QQBu0i0Dodl7Qz8bVMdT8sS42A0TdOxuod+1A66phGM0HjerqmglQLQPGNd2cbFmzpo1pdnyHvw78OneXT4ptm8zCpPvGl9oLRd4/OFJ8z6DcsQt9WUq7Ni9g1g50dc7ubIei2LHZNlu79NergANQIZYw3w6DMkK0JZvNxhlnnMEZZ5zBtm3buO+++7j11lvZuXMnt99+O7fffjsnn3wy119/Peecc07a40vwTwghRHp8SZZhZVD3CJrJEsihZ5MU3r4wD8XkcyFXdf60P1s8YIFmQK1mcL6nULiuhopKB8bt+Z6IKdU6ggVliHTBTIfVNSDTLTXR1eHA1asjRq+92M404CTgFVg1chjB3V+lHAdMVnsu5Chl3a0DzBtvm1+SBtbbugKBX4cUuxgvcs4x6/zVzoCffMsw4zvAmuWpF100iEAzjXUn3zMb4oJ9zWmp3t8511+E8QJQPpWA34nLHcR7VBi+SNxvXecwbDev/7NPH97dYda1G93oPYPub/j/q7kjyIo36rja/icCdieunQHIsApiJbNxV7rgjs34jQMyGiMVWWUEXgCaocAFkduz5XVOCCt8+umnLF26lL/+9a/U19cDUFZWhq7rvP7667zxxhuceuqpPP3005SVlaU8rgT/hBBCpCfZMo80CzxHs9RcUl+t4OW83p9Pzzh4bCWp9dcCCzKerFSUybqS4ZpXSZtetMSnA2XwNOCPbHOCx12Lc+EhKWfhNa49t23zbla9uYt6HNTj4M0RxzLoo/8Cu5s8NnRR4vLiXLxCDZ62oeFGQE0vuzAI/ORZYARn8m8Aqnihyc83uNRcOvttYBtKHbDFQ1DXU17SPW3JdLQ6L3cHK3GFmkYFK5mddh1Q31F2JvjvpPNNdey6rRRbbdN9wj54rlsfANy+5hvPqL8LYzxiBs8UNww98Rp+dt2u2P0LM6zlGDQaXnitqPenab2Tbs+6GUgJ6ESafhTA33JhsXpizXYKRn2+J5AbdXV1PPXUUyxdupR33nkHI3Ki4bjjjuPqq6/mggsuYO/evTz44IPccccdvPbaa0ydOpX7778/5WNI8E8IIUSby1c32jGanJXOu182uu1XpTtggdOq8j0DIdqWMaqCXYO8BOxOhox4B/8mOyWdGwXLMvDPg8r5zpjKR5xtbnDA6z86NWlu2LqhAxJu56IaqSOQ2Wvv5OB0Zj4aub5nGSUtrPdc1sVcvuzHg5uGKNu4ZrLun3xyPXCgecOnc4Z3OSdV/gfKzQ66c+MeFs3o7Ky68BuJgUE9cijFkzj+i3c8ySn8mqDuhB3gIoi+dleTin4jI+8XdN1AUVqo8xhX189v1NDrxl3N75uGHrU7Kb0B3pqUPGiXLkvr/UXN1VA/MH9yxrD8NOcRoth99NFHLF26lMcee4y9e/diGAYdO3bkkksu4eqrr2bgwIbGSt26daOyspJLL72UI444ghdeeEGCf0IIIXInsLHhjW2hdp9rTnup79dW9MjnOUuX4Plb30UUFqn1J4pduiUmqj65IXb91fU/pcvgB2DchdTN+AqlW7eUx2mp9lxBmJvZCbFgKPK33zEGteMfqMfBZP6Q9MReSSRudqXxKQ/bDm517NLScMON/iqO74ZBMATOpmM3ZHTeRhW3JGQdqieaX433Ex8Tcpvp7N277ANq2bagC4cccDeGkRiCjdb266SmXitvset2iM4hGEa7P7uAW93tXTkWsi65EIz7w+sk8QW9uYzAlMQvE09xybgQwvTggw+ydOlSVq9eDYBhGAwbNozf/e53/PrXv8brbb4R00EHHcTgwYN599130zqmBP+EEEKkpco7P3ZdOvW2b+p75ldjlIWDbtRyE1QUQohmZHOialbfm2LX1Vl9MdJYxtm49tyva2p4+fF/cPIpp2CUgCu6pj5JPHHwmkZZhhmm/rW4JDbDgE35h064BHikhJ9vm8Fv1HX8r/dDVsc1EIm6rCcYHvjtlzD2EHNbsmW2zRkxaA18vIpPTr6cbj/aCdQ02WeaNt28EtLTXGK/gEMO+A9mN5EMjW0aPFMW7EDvrKFk2OnXag9wbez6tTyYcF9WGYF+HW1I9HrkqwQB25cQhbfMtp00lrnqqqsA8Hq9XHTRRVx99dUMHz485cf36tWL77//Pq1jSvBPCCGEEIliHXnNN/F7qKMTFhX/8yqokSL3saBiIMlyIVtxZZUKIYpXMNLJNRgMYtTVcRb/it137A3rwWHNp1+nomBTOqN0PZB6pxl0aa4MhmPwPkuOqZaBkV2z2OScwHMwtHs1jBvBsKWrmt3V94mdan0gvkigSTkk3Oy+CTZq+B0dofR1jurzBdr9iT+rSmbDGhU9GMmQccyPNZHS3mph6radZjB1jXlb0yqTTFpnD3Vs/FZlj29nw9/AxnXtnA3Bswn+O9Hu8eJyB5nHFal9j82Y4LmLmpmdcNqCQJL5FYJb1MTl0iEy7kotxP7myCOP5Oqrr+Y3v/kNHTt2TPvxTz75ZNqPkeCfEEKItLR1h16RB5GOvNNG/IFnOZ/jCPNpTipORcxN0kTmD820e2zH9EjmhCyzFaJtLVNVSuLOb5w71wZ+CHtscAxgK+G+l7ri2FkLS62pbXYC5nKtZNlyQEE3iVnyY4Wp275Gv6FrbNslXX4GO3c2+xhFqUX3e1HczTfPaMKrEPZH1g2vCxEmsfaeCxeEg7iX7gbAuLrh/sa1/uL58JodVN4aT/VR5cmz3/qr/Pi7lXzwh9EMu30V7x96vJmx2KhGrbYkfj5B1FLz+5umPQjcmuI32tQM23RIPx6Q1FX80ZqBGgldZEcPm4FXxe7D8ViKQV0hBB9//HGbH1OCf0IIkQfRItVQfHXzim2+In37Ssw383V1LuxKmLBup0k19CxoI6wbqz1Rp5pfjTvzOg0h2iXd33Jg/bKV8bcMHjkG7F6YsKKK4BwnP/QYRx/P/OYeXrC03daP6a7zUXVIPyb8vz2xZa/Xv7CTScl23qjhjWSTqzdWEL5rG2xs/Q+Kvm0bAF9UHAacAmve5Qv3YU1OQwWHxAUch7Rew9Dhr6NLTRCGO+DvXagYppPKHzjfJ/akGYvxz6kStnDE/73KSSecSElpdm3Sg4YTXQ+jKHZcLfQbSUXjOn9WeXfoUI7/u1mvbOV5wxl95Js5OY7Io1xkDWerEOeUgcsvv5zDDz+cqVOntrrv/Pnz+fzzz/nzn/+c1TEl+CeEEHnQUKRa6ua1Rq8DxaIVpyI1I442PwV/5hzKEcE1fF52tKVvtprU+rtZujADsC3fE7CWZDLmly9SGMmbp+7qhUYdD/VLzawsB4mF1MdqGmxIzEC+eGc1H5efzCb2QAdzW2KAMHN6CF6yj2yTuqct9rnyJclibLystRGHv45ff/ctCw+4h8l7Z7Po/Vta/kTpVbChUKPXARD0lqV0EvGJ7t0p9cAh+lD++tlCLj3ipqT7PeCYwuIl5niGfSGtxcnOuf4i+FCD+96FcaOhf/KO8/O2wt/9P2PHlM509e+KbZvWwtg+u5crRp8FYcAP+5qv19+qHrU70TpoqLrKPm/X1h/QAl0Pg9tOtASlrptBTMs7AGcZpBRif/LII49w/PHHpxT8e+mll3jrrbck+CeEEDmVwRtjYS31cjAez/csRE65kvxOBdvJqd39mBopU5Vtp0qRmeGsA8jtkv0isw6zmPpQPk3Y7lQU+Fvivs5Qd1h0BKf4XwPA464lZLdZEkot/9DMCmupmVK0DmFjzjS61re6yqB/kpILSQJh8c65/qLIflNRO/qYdvL0uHvnNPu4zuoPTKt7iCqCKZ/0vGQmdKh9GXoD7GXwHRvg+qb7ud3m9+nzd0Rxt94NYHDFOta2sk/QgIfdVzKz59XcYtyPW7mNYCvl7BaV3I6xewI2JfsomOFvfZ9UqeoWeLYvxnlxtyHlLsbNGXnHGvbYzMi4cocPgipMkZp/QlgtHA5js2X/uiLBPyGEaEkGb4xTIXXzRCF7b/7xAJy2+3lKCKNNVgBr6lyJ5mnZndAVBSxEYntTBy0UJLNIWLdjV6QGV9SqJcNa3iFJzGjwtA2UbDd/hh8uPZJ1QwdkF0oN6zhsdSntukxN8v4DGGek/h5kln8OLrd5IsWyVQaRTN7Ko24n4DE/Srp218MXzWdwRwOZ0blEb7cUyPxVdTU80j1uix1Ho+ibYehcHPgrut+bMLfGostnAV6840ne3Hs4Nd/YUZS9cFfyeVdqGlWRYOZ3HMSftiXfT6szvxfFDXftnoheYWbrZUuf0pUJPzyA6qmlpaBqVseI+7lkwhEM0xHJ3G/XQoDFCaJZayfdftPx3XffoTbzNyEdEvwTQog8kLp5qZOASNvr4DOXxr1+xzmEneBR/AT07biUbpYfqz7yIdBHQ5DCix1c+fkd0fVWlsnlUFstb8/5ctBIfS9tbnSDZEu/ywkJt0ezOufH/LzsaPTgfvgpqRkj3CtavP+Ru+CynpEbF5hfHAFrs5icH5dzzoGgGZdHtuT2pMq88XOYtmR6LOjWxMYMAjdPE8mArMdDPY6wAUdo0ML7GjOQuYmeipkGvMxn1k5sKZDpUhSCl33FR7v2mhu+MggqXxFfSc8X6IgTOOjGGgBC9yevnaCqW2JZbnXY8ZTacdhKUBRbs41VXIpCJbPZqD1CCDuuZv4wdLjO3K4tcaBPCQEaH9r9HOA+oNnvLVV395iG38i++ZWm9U4IjGqaWacx/ueSkUkS+BMiVVu2bGHz5s0J2/bs2cNbbzXfmry2tpbXXnuNr776ipEjR2Y9Bwn+CSFESzJ5YywsJfX+2t4zVeZXmzfAkbt7mdc5hgFstvxYz0bOZM4yPoxtm2H7EecF8tPtVy0Do52vOM75ctBIt+jYR+VhsgwsX6TeX4PGdf4aq6+nIaPkbzQES0YDThis/S94FKz4kSq21jvejtU0auNSXDwZHnje+Dn4lyZ/PQ0aTWtzptKm4q3DjsWj1OEmwNAPPkupHMoSjsTuS/3FNZr5eOX15uvHkDmruFY9vsWAYW2wZ6vLfn954THsWtWHzqM/4pu3R3LQcT8k3S8QOTG1QTkq4XZzQcCYsb05wOZEsWUXeNeWgPqgNSeLG2f3WVbrL1nJDiFEUg8//DCzZyeu/Pr444855ZRTUnr87373u6znIME/IYRoiVdJslxLiPbNcJp1RXruHsquyLYu7MjZ8WzeQltTIoS1Oufw96c5uejyWuz0SDymSaMNn86vN3/F3r17WfHWWxx3zDF0dhxn3jcShmjv4Ph4FHqtF+X4zLP1ggNrWL58OWeccQbOkpbDbE5F4ThWxW6vZnTGx20ugLRMVblynBlMW/qg+brf2rLiF797knNHXsiw4CqWcmVKHXbH7qpOMqn0Akdrk6x487r24gt0pHpxhxYfG810i+o8+iMAeo16l+a+3aroEjtjZcLtGY0esHv+NozI+0Rlgfl7rvu9WTc6UtygadkvzW1J459LJnI5P1EA6im8Ri71+Z5AZsrKyujdu+F3bsuWLbhcLnr06JF0f5vNhtfr5dBDD+U3v/kN5513XtZzkOCfEEK0Ih/LtYTIp357DwdgV6gU6sHjruMQ/f2crN4co2m84TiDhXU34ik1a2GdqGlkkysWzZbJJFNmfwiYrGZwRo9LeUl0CsGA/c3hvvcbbdFz3jwqX8vXrdBqo4o0hTAz7dT3zOy/Jo02+quxvMCzo9ueb7j71Q1nmY8/Rc88M9inm13T6yIXJ7SSjAhAKBQJrGRw5rF6cfqPaU3A3hC0HMxqah1uaOU113lb96Yb57f8Kn/J5q8AuPLtptuibDYF7ydhvPF1537UdKz44NTTT73PLy88Bsb2hmVbWpxDSVcn5/Y50/wevBBMkrD5Ua+DGLTLjo6Hjz1H4KSe7tftw1ja4tApURSw2bJcmguxUgwxkaXO2QbtgvhR1a0EDHO9vLO5oouYGaZ19XL6XOy/Jk6cyMSJE2O37XY7xxxzTIvLfq0mwT8hhBBCJBj23mcNN54B3+17QMlNgwI/CqddbmZWrHzc7MRZoigEs+j2ezpmd84VnJb2Y4s5YJKqTJeCprwkupkaWvsze/+KphstaB7VXlVxS+x6qo0qms3qo6HLL426/Lbol/DnPU6G7H6H05UXWR0akvpjk+mv4gTOid/WynNgBSPxvhf5hlroDNyc7jeaX5sLRI3VNM73RxpW3Jla0H79Of9hyu51uAjiYDQnpJKdeAHotW4UT/IWttGlx664WFTpqEPMK2eZP6MfjvwZpaN2NfmZ2Y7W2FZnZsql0mTX6XYBvcFpR9mmECCQNMBcqWlUKQ2NNib6F+Ks39tkv+XaVJZHb/gMXIo1aUl6Go1dWrWqUdrkidaM/QDXAn+IfIVrebDZfcuvN5/9gZ+187oaQqTo4Ycfpnv3JCdGckiCf0II0YqRtFwkXIj2bgFmEUDLukXSkJ2nljngl+a2fP6u6XVSX1KIYqa+Z35tktUX4cfFayNG4iYIfJB450aNoK4TDAZ59ZVXOGnUKOyuer7pvQxHtBmRQ2k2M9iK2nzJWDWW7ifpMlSnolCWQay+pCRE2G9vtrtuMuoJyzBWX5T8vvHm18Cfms8Om/KfuSw77JqmdzgUuk8CW6VG+JDWu2HaHXWAncn3zMblDlJFMOnftsa1/ULYUZKcHbq7diKGbmBTbGiqxkzjPnbM3Q2UtTqXlvSo3QlYszS31t7wx80Tbug2bcWS3XnVt1s6nigwsuw3Z8aOHdvmx5TgnxBCtMJBbjKehChU2oiG6/OGTc/JMaLZeXAa2v06egjqaiNZO1mu8nuZU9N+jHo5GI9nd9z2bn9YEp0z7aB5VK4CXMlUMrv1ndIwmNWMYA044L1kjW68Ck6vAsEg4U5lePr05f3wSAL+szjT/e/ITqObzQw+gXdj15vNftuoEQwGG2r+OVtvrREgwK7Y63EGL4yXAI+awTUrlqECDHrxWMb806w9NXepmZ3YqiEa8GJKJQEuesnMDgutNesE/tK7DIC/qD/lz9uqm33mGf12gNF68O/U037N5J2f47IFcdlazkI7hdeorTcDZ+vdRzdbdVGv0FF189iH/XskHU+zLvvZimDaCce/Ersen8Gabbffq0ILcHXfS6C+IwCuFsarucN87sMZGR9PCJEdCf4JIYQQIoHd0fAhf4rj5pweS5usoCzyoZ5hLkMylttgVnZLknIdmNhf7Q9LonMmx/X92kJDwD6zJfXpyKTOX/xJi8biO/0m7frrM09ABOuDBANB8OmMnmxmB05bMh2XO/2lik1qZEaCiyF3qXk9heBfFbfEav1llHmdSuveNDlCia+vKb3eOhSqd45Bry9JmoGoLWm6LRRpuPb0f8ZGMgw3E/IqTY8W0vHOr8X3oHk9WnagcRfjqJpQJxZNNZeVz1x6U4uBZgdhfvq8WY9r5XnDk+4zwXMX87gCww/ebxSu6nw85zc7Yup+8HSxYJTccq7qAmyKfAXY1Oy+ihtKS7LrgCxEsTr1VPOkdJ8+fXj44YcTtqXKZrPx6quvZjUPCf4JIYQoKLquJy6/lPphbS76IT/kt7Pb3Tm2/dNkGTMZimbneVxJKqjngfbnfM9A7A98key5TOsuiuYlq/UXr8UMtf4q6tORkw4Hno9xpC1Wa27e+Dls/uPuFhPvko0dq5Hpj2u2UB/EEaprsq/VwuEdhEJO9gwHfRB0dHW1ZNxo04aaO4IpZS7G6z7V/NgZfsD8edhsDX/bFXdDsO7Jn74InEGVqvITYxhMWQ2L4P+0i6lS327SbZdVKvbh21G2KWZtu0g9O7USCIYx7mnInDMMnV5rdyU8vKVA88jAS42u6wldiqN1+aZpDzLv2tngtKPeZU1nb8Vm3VrLFSt/0nAjXAfDNfAqliwp1l46EgC91gNkP54oMIW4xLYQ59SKN954A4ABAwY02ZYqmwWvCRL8E0IIUVDUKxWMG+P+wA2Tovj58k7ljzni9jU5GTuWLXKzuQxMi3YjHJ6f5ZFS789CPr3ptnaQ+WaF4awDrA2kt5VMltMXkrDuSCt7NZqNpo6HvqvLmq0lCK1kv93csBQ12vAjeG6g2d3jZbr8+VP3j80rkTIKPdNpdNKCaNOGfeduo8TpxDBcCUG8VGz390Cx+VDciVlg6niz5l/S7LBHgeOTf/A17PDFOwNQPLUY9kblyZZsgXv6xm4GjS5AyFwOnQLHnd3QbN7I9ciJqikN70nMunwTmeC9y+wcPK4vX9oPBnY1HSyP4uv8AdBfhe+M7JcUj9aI/u+rJdvR9tQC8lovRGPRbL9OnTo12daWJPgnhBBCiATRD/leYAzPxN2Tg4CFS6FGD8R9KM+y4J9oVXPL4SzTP0ndLelsW/Q8/iQZa+7i+aDfYrfqjRpaSCdYH+SVV14h+GlNw+9HioGixqyokZnJ8merJXu9WOwymzxM9i9sEsRrjrLAzIjrF97E944eze5XV+9A95vddjVdN7sc++C091bi15qeWPAdY6dH6Wp21Q1gN27KI9urZ0H3O5qO/82Qhmz2ikM1+KLl5dSK0Xp2+t21EwGNaUumo1AY2ewJxuVoXIdiLrWOkNIQQiSXrLmHNPwQQoj9hb/RG9gcfYBqUnOoCGhLdSgt/uL4xSyaxaJVwSJyX6Onc5mLmcGbAGs7Covk1Erzq3F7y/tZRTe8luaChBt9uLYnq+FWoFYzON9TyNykJEHde9tJUNeroADBYBCnyxnLVN2hh9h8XHSn9JZqx/72zm34exasjzT8SHWQxu8VIKX3C0f6X6WkJG5ZbharzKOdeI2lcN8yhS37bshoHFtc8HCD+wiObNQZNpppedFL58BLYNwX4HTHRoYs+JK1K83/hMYdeOPd7Z4EwORde1A6d6L7DGB874QOtN6jwhgef+wxrtpWajlOSv29iLJNweUOUrO3E90LrU9c4+DfeGveYwV0HdcG83VBW+GBtbUEBmgt/j+JIhOi8Lr9SunIjEnwTwiRcNYOkBprbWGSis9lrjP0Bupy9gGqxUyHAqUoiWeS4wt4i7aluK3vuin2A40626qdFKx8hfsvRybcHsBmC0fPLan1lz+ZZOJ1K3MwLLgKaKGLb2vig3X2ICFHGjUGbk4ScF3U+m+T3d4Vh8P6bh+/6+bDP3x+7LarNgxfpPbY5Z7TOX33ywD823s2xzbqDKu4IRj/fmWVCieuxOEOw5OgXaoATYOh3plhJlc/TMDvxOUOonZ5CcO40LzTaUdVN8eOU//+t/R0N0Qh94a1luMaLrPpSJSD5FG9CZ67iN7Va8IOAnftNRu6FGq5A4vmVaWqzFgduVFiQw96WaSqTesyCiEKggT/hBCwttGbS6mx1iaG3/U2AJ9e86M8z6QAyXOyYOR62dn2UIiNO4N0YyYesqw/JFKiVeX4AIX6gTeP4gMI0HwQIVs5XdJ9Z3FnZGeajBTSwziyrY1WxBp34nXvyuyM4gjbSvQpkSzdpU3v10MQDJkNP8444wz4EAZFamR+wOhml9PaymFR99Ph+tH4e7mYyV/NeUde59S4pb/Orw7COGS7+Tg3+Jz9UFpJI3rdMDtbe2x1jGZ1wn1X9zgCtl2Hyxb3M1m2Bef/HWxeL5RyB2lkMKZrYaSXyJTzzcDszIJLExOiMD3zzDNcddVV3Hjjjdx8883N7jd37lwWL17Mww8/zM9//vOsjinBPyGEyIc7NeC/cddz5OrcDS2EFSrecwAOjhi1piibIBSjnNX6a4YVtc/iHWZR84K29C4nJNxuHESwSk6XdBdRfT+rfPp9iCPV7xlmHJT1WLoOrnTPpcxtu4Brc2VC4l8vgp/WmMuWzzgj7W6/jrjl+ZXMZrKW+DFUfQ/AyXMlIfOY/4H71kxiR6icaYctoHZNKZ4TWz6GKxhEmzMWuBDFbXb33bevK4YR6TAM6FPMzscpdeX16ZyxbzkAb3U/yWxmFHdyY9GF2+E62Lq5C05bEPfWemZyNXrYg2KvbW7UlOh+0PUwFZ0tCDy7cvO7W6lpuDao6LUepixr2CbakULsrFuIc8rA3/72N/bs2cNFF13U4n4XXngh06dP56mnnpLgnxDCAkPkD3WbcysNtZ/cOVwGZv2qn7Yhz0kh2g2ryz8VU40/URiCepLaeYCzlSfnkdPMv88vhUZmVTcPzDIcgXR7QWQQcHXY6iCsQyjyBqClshlxnbnVMgVjj95y5q5XIeQuNfdJM/gXz4Wr9XhUGOpDJRx047sADDO+Sx4yn6ShXRkCpw6uhu6zuh+27T2Eio478EWaK7sG1iR+O46tLc+hvwofmu9HRh66BmrVpNl8/f/5OT84uuOq28nT//w/1LGfYujdWvkGW6aOBx5MXBpdaKK1/dQTPkV7R4lsS/67JkQ+rV+/nueff5633nqLjz/+mO3bt+N2u+nXrx9nnnkmEyZMoGfPns0+/v3332fhwoWsWLGCXbt2UVFRwWmnnUZlZSX9+/fPaE5r1qyha9eu9OvXr8X9Dj30ULp168bq1dmfNJTgnxBC6qnlSVvUfsr58r5ckedkXumRpp5KGqWpMrVthLnkSinmRggiqdq45XSe/bzW3Uj/S4226DnJpIt/zdf9bZ/lWaiWqUlq5wHjUqlN9soYur3nwBhl7ZxSacgVIBD7PeqU4lLxcw68CD6O25CkbEbsuZHQmdswbzcKbiXMM6DjCNVBQIew09LnsDbCbLjy5vLIoa75nI6+A+HG7S0/cPc2FECvs6EDitMLXZVIo5JqtCVxrz12hSd/+iLHn346ZZ4u2GytLFF1w95TKgBwhMPQ6PepenEHDgltAszGRkGPF2enSHpnIZU/8Onokf9WJfotWzW/IRqwHeWYbdaMJ4TFvvzySwYPbniP2aNHD44++mi2b9/OunXr+Oijj7jvvvv4+9//zimnnNLk8cuWLeOKK64gFArRtWtXBg0axMaNG3n44Yd56qmneOGFFzj11FPTntf333/PkUce2fqOQO/evdmwYUPax2hMgn9CCNGOyQc/kQn1cvOr8XgODxLpYhnLjZCAb7tzOq/Frq/gtDzOJP8ck5JkAeWg0VP8a75a2XYdnYtdADM1LEiQkKMhaF19F3Rfa83HpcbL31NpyFXFLbzAuUAWDUd8TbP51PFm996E+XVL/hocP0/njHLOAXg7cmek+YjeqHNvJhQHBMMNt9/tcAn4Xsf2ZVee6/5zTvv12/B4kqW0Gw6h1l6Kus28z7jOlhDA9DjN7D6bTaG+HpzuAGWlQZw2oLWato8AtQaKp+G40e81QICgq4Q1xmCc1NMvvAnCe3kUqKlpPoMoVdoS0Of3znocAPqrdIxkMIZ+FAn4WlSPMFQHe6q7EqqLbtFxSLff9qMQl9imOSfDMOjatSu///3vufjiiznssMNi961bt45LL72UdevWMWbMGD7//HO6dWv4e/3JJ58wbtw4QqEQU6dOZc6cOTidTnw+H1dddRWPPfYY559/Phs3bqRLly5pzcvpdKI3k5XemM+Xbtp4chL8E0IIIUSitnizN6lRJk6OOl6L9kmyCluW4ueJ/cbYVuqQVXGLecUJnAPnBs9FD5nBVG2ENXNQlEbdbHPll41u+5MvVQUSOnO3Fq4J6nqTSiLRQJiqprc81W/U4MKFzZb8qCFdZ33ZYG7tdDPuigDf2A7G438t6b4AJxz/Cvy96faPbz2Y2uAWABR3iAA668/5D+v5DwAzuK3Vuao//ZTACnNZnzNcj6puQavryyL3LSzct5Fk30K2gVBzvqC4C7/RzLtJsmpHS7dfUUAOOuggNm/ejJIkKD148GD+8Y9/cPjhh1NTU8MTTzzBhAkTYvfPmjWL+vp6Ro0axW23NbxeeL1eHnroId5++202bdrE4sWLmTdvXlrzOuSQQ1i3bh3ff/89BxxwQLP7ff/993z++ecpZwm2RIJ/QgghCo58sM+zf+R7AqI9eJn0l8GkquiyCtu4U65aBlJ3v0Frtf2SMRtQgHa09XUrIbVGOJW+qUwimg4Xiei2tlzTn8Kxox18U1j6GZ3nMlWlpNEnx98uTi/oN23JdABuswWZ7F+I4jb/1uuGASGdYCiIw1bHmp7lUHsF0667k8V3XmVGJv/TzKD9PgZ2M+Rn75i3j/sqdtfAjZvYdYxZv0IBFjnnABDQS3ApKZzlGm0uaX3g+LEAXBu6C9iOOh5mLgW9oiuqbjYO2VpaSn29izdT/mm0HWNjNXsiTU+MjdXYWg31CtF+lJa2XMPmkEMO4YgjjmD9+vV89tlnse0+n48XX3wRgGuuuabJ49xuN5dddhkzZszgiSeeSDv4d+aZZ7J27Vquu+46nnnmmWbLEEyYMAHDMDjzzDPTGj8ZCf4JIYQoOEX3wb4VeiSWqUgcs0EugyG+JGlPhVR/aT+Rs8B9QE9crRfQc9bN0jKtlBbLhf2x7ENLdfRaOqlUyWzArDm3fPlyOKPhvlSW52YilYCiq39nQmWRD661kXWVX7WcVfXPux/jJz/5CU6nE1czy1rTeW7Ez7O+mXiZpqWwPDWU+Hsbjvul6FG7M3Z934EXwUo4av0TjOdBblR/TN3aSyBMck8M5Igb7wcH1Osl8NgomGzAacA2mBesRFVrmRHZPWA4madewUzjvtbn7FBgqCfx9ljzdiWzmQlM8NxF0CjBF7gFl918ouh6mLKy1odvjVV1O/c5DkTXPShKLfuAjm7rntAjNQ1dD6Ao6bayFkWhHii0RM5Q67ukq67OfH2Nzw5cs2YNtbXmkv8TT0zeavykk04CYPPmzWzdurXFpiGNTZw4kXvvvZfnnnuOk046iWnTpjFq1Cg6duzI3r17WbVqFbfddhsrVqygU6dOTJo0KcPvroEE/4QQQogci2aQWF0wPldSyUjJWg6aHcT0T1Lc36L6RqIAzFV52Rl3Jj9YB7MK/P93bpLnZA7n3Ca/wwWopUDdCbwbu964fl40SGbDhiNkBgajy32TtwppOyd88goAqz84PqX9145Zx1rWAakta03VWE0jGAzy8vLlnH7GGTidTn4VaUKS0jLXtSq3HWSe9Hmz+4l84T6Moc3sqge93DBsQex2/YBw414bDU6B52rPw/CbmXhPvHuFuT3yKXdRh7FmoC+kM6H+TnqHvgU0JvjvBHfrP59vXwtSwR8bNpSb36sLF9O06bhsQe6uncjCiTbUu8yaf+XlWy3p0pusNmMm1ruP5vjSZ1hpnA+QafXIpByKQid1EYYxo/WdhShA7733Hhs3bgQagnkAn3/+OQAul4tevXolfWx8p94NGzakFfyrqKjgqaee4rzzzmPlypWcffbZTfYxDAOv18tTTz2V1tjNKfxCAkKIohaI+ydEql7m1NhFtD1Fyc0yNyGs4gnWxS6iqVz8/u5vdQQVB9gdIbbvzkGaSao2ts3a7T3UsofaFt+rORUFp6JgKy2NXc+0tt0k7k66/YcH+sDroD4U92QbOyalMfUpXRNuaz8D5SfmktzKNbfDWhUXZmRY2abErreoTufA0nqcdeaFOt3M4rWZdQtv8o7nBuP6lOa3v9D15lI0hbDW3r17Ey5+fwo1Dxqpq6vj6quvBmDIkCEJAbhdu3YBUF5e3uyS3M6dO8eu19TUpH380047jdWrVzNmzBjcbjeGYcQubreb888/n9WrV3P66aenPXYykvknhMipWBFtrD0DLYpba8tg21udP6sKxosUtdEHZpEnNxfh/28xzrmRXC1/tVJLGY8rGNn8naFIsCls1pyLOoF3Qcmi024cPQTBdOOIXoUVoUHm9SGpPYcGvXgsZ0Qy81L1Yz4E4FxeyN17tSEag+3rYjcHh94i+qf+h/v6AKDUN3S0vOPdKdz6m5n4gl6Mt0th47Zmxx1j/yvLuBouJvZz0v3w1X+PgJUGrrD5xHXadvLnN/6Pn/z4J3hde1uf88Uqus1rzs0w56Y9bqDrYW6zzY/tZvgn4711B9+UdORNrOn2C3G1GbM0khXs0QwUVlgzYCOaVhm7nm7zF1Hg8njuo1mROTXOxpsxYwYzZ85MeRjDMLjyyitZu3YtHo+HRx99FLu94YRGdMmvy9X8kvb4eoKZduQ9/PDDefrpp/H7/WzcuJG9e/fSsWNHDjvssBaPnQkJ/gkhhGhzxbYMNltS66+NSX2/9q3Q6/sl08Zz1utAabnGebvUUsZjsyeV/Dp8bC7udQLnHAjBdFcrhBqlRTqaTsT8u+fkufRGxuPomNb+jpADFy6cTXrzNi/kt+NwJ8/YsqruHA6FF4wfmdcNcDgaBnV+GCTgLmGbqzNOfz27jirjLyN/BcD4Kx80H3JK8+P24WtuWhI52eww6zd2nwScuR3tJ3qslfHukEE9ToI2Z7OdhhtTe5nZfsY3ZuaP4ga1dAsz41btR7MOlT9FMgst6PYbPZYVHHjwKP5Y2USr35Ikq/fXUv1NIazwzTff0LFjw+uj253eL8zEiRN59NFHcblcPP300xx11FEJ93s8ZlmDQKD5vwfRWoFgdgDOhtvtZuDAgVmN0RoJ/gkhcipaRFsIIdqrbD/kyIckYZXakJnNpF7eEf2v+/A6Olg2drutI3izCr9KfleL2YLx1jaqDDjMonqO6TYv8uk4/HXm46KZfymcDFk7/jh2L63FwzFN7rOq7hzAEbX7Ytf3eRs+qFc9egMBw8ndtRMxdIP/6baYDv5GmXl+PXmt2DqdzqU7iRYFNOq24XN3A2xQF0btomAEwTB0+vnr4OTjob6Ofa4Uqjk+psF1QAdo/KOZ4L8zdn1mJFuykJe8PsC1sevX8mDOjhNt/lIMmcKiuHXs2DEh+JeO66+/nnvuuQeXy8UzzzyTtN5eeXk5YC7nNQwj6dLf6NLg+P0zFQwG+eqrr2KZf4ccckhaGdypkOCfECKnmus0J/ZvsgxWtCfZfshpbx+S4uuGyd+AtnW6I5JWzWkMqdvMmtJBlmUet+sA9d8a3R5sfgn7Iz88d/ZBem2E+eHuzeVpPCjN5kXOI8s502ODaebKOEetkXKzo054Wt0nQICQI0SAQFqZhS0J6WZm3t21EyNNO3QCWgk3TvoTAC8tOZHjp30AN/tgUZLv5WKV9c8uIWiYH2t9tp503LYXbgYO3g4lfcGn43N0BKrTm1xp5D/8OGCTeTWg61TvbJqdoy0BtXQrzz2X3iHyIqSDQ0HXw5ZkKep6mFLFrLdm/shafy6JItEOu/1ef/313HnnnTidTp5++mnOPffcpPsNGDAAMDP/tmzZQp8+fZrs8+WXXzbZP13/+c9/mD17Nq+++mpClqHL5eK0005j+vTpHHNM0xMzmZDgnxBCiDYny2CFyKNAo2wii5ekNq71KpmNbe/wP3/E55cfbWZt7SflFVrlT5JF51ZgbkMtvWB9kOXLl3NG5LY63vxqLG0lSH9ko6BSkiw1xQHBTBLD0vx7ue6Lhg+gQw/8LKXHtFRbTltCLANxkXcOnAPr+U9GtQH/62lYFhcggAsX/+mgEth3M9iiy2c15qnjYBwQhJDLgWJrvpaWEcn4e3TbJRi6wZ8O/D0AtrCBAUyumY0+eD6BT5ystx8BgJN68H2bWomI0wAHLJweuV2pcuO+Tcxx35ewm1VLdHMioHPFZ39tuF3/EAwzLKvPp6pbYp2EAUazuv1mCouidsMNNyQE/n72s581u++QIUPweDzU1tby1ltvcemllzbZ58033wSgb9++GXXjXbp0Kddeey2hUAjDSIyy+v1+XnzxRV566SXuvfderrjiirTHb0yCf0IIIYQQWcj2Q06bf0ia2yibaFZuT+vnIrMxTGIwwE52tXbai5dDZlp1rTNMlzzPpeDcnCSLbpGRGKSzBwk5MiiWOL07IVfDkjBHwCA4S8OZbdR7owa3pLA8NSL4aQ0QF+1NsflRS4ErxQ0cGJnDd1NTnksyD9gSS8HM4DaGHeJklDqOL08cSr/DvmHfgCPpsOFTlAU70Dt35sI/Pc2+uc1nkvketjOYjwAw+u3gwR4GNwT7smjn+0zY+zj32X/Pfet+z2T3othjJvjvNLMqU8iK/HKBme1zcKS3gK0WdEc/4H9i+0xePBvdfws1NT15882PUvxptKE7VT6YMix2c/QHH+T8kHLCRxSayZMnc8cdd8QCfz//+c9b3F9RFM4++2yeeeYZ7r///ibBP7/fzyOPPALAhRdemPZ81q5dy+9//3tCoRCjRo1iypQpDB48mJ49e7J161bWr1/P/Pnzefvtt7nmmmsYNmwYQ4YMSfs48ST4J4QQ7VRtJC++vXXOFSLvGhX3V7L8lBN7eApNA4pBW9R6/S9HJtwewOacH7MYRJtDeIDqpftn0w8rxWfEtRakXzcvLuNu8mcsU1XGGVkG1tNtXuRV+ObFWZxxxumUOJ2QZQF6gKCuxxb4Vh56e8MdX1jTFbjqixvABv0O/hoA21o/1fpA+rk3A1sANXmtvzgOwiys+B9uZAonbh3Aib63QNH4s+OqpPvf7Z7EDOYnva+xfod/DV7QlpjvpZRDzPTN+Jp/nW+sYxEQ+JM1jT5yLvKnJlqfL1vVOwdS6vc3bCjkLEiRnnay7LeyspLFixfHmnu0lPEXb8aMGTz33HOsWrWKm266iTlz5uB0OvH5fPzud79j06ZNdOrUicmTJ6c9p8WLFxMKhZgwYQJ33nlnwn19+/alb9++nHvuubFsxTvuuINly5alfZx4EvwTQoh26nReA2AFp+V5JkK0Pcs6VCaTq+L+uRq3sZtTywbKVOM6f7L8q+344j4VVUh9hURzNXS/eWIs+toQzSdrbml6/GtIizH+uRrxHSHuv8uLg+aXquaSEXJhx4vDopp8y1SVcQeY11212aXwNntiYGxvWLYFxvXl+3B3vN5aPmEAfVjNJ/YBwI5mx/QeFeboLz4EG7ys/SoWp1C2mf9hX9oPpm77mzzcOA6aYlYkj2MuQY7Q36vGGyLnucZW1eMDYJLGsLc7N9ls1fjdytOspShEG3rnnXe47TbzZEXHjh1ZsGABCxYsSLrvWWedxbRp02K3Bw4cyP33389VV13F/Pnzeeihh+jTpw8bN25k7969eDwenn76abp27Zr2vN56663YfFpSVVXFn//8Z9544420j9GYBP+EEEII0e6olWDc3vp+hSw+kOO1MoPX4hp/rcnF8q/D+NT6QduB4ayLXf+UoXmcSQFyK7EafsOWrgJgNaOBlpemp3Qiwa1wpP5W7OaP6EpA02O18mLBxWDQ7Mabjrm5Ddan4pGtibcvrqlJO7TYbCMg5Xb4tfnBXFmwgx8Z68CAHxzdqd45EMVW2+K4tnUak1gbGQvuYiKf2AdwlLIhtk+f2T9i15KG5dB3dw6DnnrmonfuDrwus/uw/WcKxofm9miArqWaiZmyqh4fAC6Fh0Y1LFm8NnSXNeNG2GzFmaUu9g/+uKzUHTt2sGNH8ycTDj300CbbLr/8cgYOHMiCBQtYuXIl69evp1u3bvziF79g2rRpHHbYYRnNq7q6mqOPPhqXq+XGaG63m8MPP5yPPsq+pIAE/4QQIk/ia1blol7Vy5xq+ZhCCGBIjj6MNxo3V4GcXL/2tAUDW+s7CWEBdbzZ8KM17pLEunRORYEDzeepus3AqLDhBM4Bgr8INB2g2YFTDKz4dNj3PZ7aati1GZwl0PnglA+jRz4fNw50jtXiGqIEg7y8fHn6y5ExGwEFDDNkONc2J7a9clsNCwM7YJ6CLe7Y7rkG3qAO81p5vW00lxB2ziv9J9GXuX5hs02vz4j//0nS/KUZnk+24ZtbQfAus0EJ6yMjGGbDDC3cB8Vt/j8Hi6Vre5GWlBB5UA9k0qgol9Kcz8knn9ykmUa6jj32WJ555pmsxmhMURS2b9+e0r7bt2/Ha0EZBwn+CSFEnsTXrMpFvSqp9Sf2Z1pVDgfP1QenNvpAlvDa4/vEvJLBh/l8epcTEm6PZnWeZlJYVjM431MoaNqSyLJfRiZu323B4HENRbTfe0knwGSJ/irO5+H0/sC3kW2dU//AG82KjGaxRYOACU1LgkH8JQq6H8oyWFV8d+1EAGZ4zeCnCxcuRcFmqwW3jadKx3Bh3bMAvHTdKRw1/wsObiWrLKDrXKI0dLJdH/kd6O/5LxtrD8Pwmw05BoQ3xvaZrC9qMk5zao/aCMMrmMsMZgX+AChsC4c5pHYXAD1qd7LPm/6Sv9ZYVY8v6qpQ/NJC3fK/N5YuUxZiPzBo0CBWrFjBG2+8wcknn9zsfq+99hqbN2/mpJNOyvqY8hsqhBCioOkh8yJEOnJW7w8IUZtwyZXVDI5drOQLefCFIlkw/VXzUsRqdelqEVVCKHYRTSlu6Op24MGRcIKspaXpmSzpVJyRtLONGmzU0L7XYaNG8NMaXrzjyfQHbEPq+IZAIGA2IopewjoXvXQO5denH/mLr/dXxS3M0huy/37wdGGC5y5W1Z7ABM9dLPeczrkVr3LI1k3gbzmIWqWqlFCPgdmXIBDJbbHbDPp7/os+pSuLbrwFww+Gv8WhWvQdB8GdKrb/6vTcXkut5oGh1gbo4lkdSHOu6hK7sMr613xV3WJmn8ZfhBDNuvTSSzEMg1/+8pc88cQTTbITDcPg8ccf58ILL8RmszXpNpwJyfwTQog8kZpVqVHfM78ao1reT4i20iTrzP9m6kvz0mBpnb84w977DIDQb4r3HPBIVsSul5R5mq3Xtr+p4pbY9RlY0421PQk1asIR1hM/bAWDQYy6xJp8KZ9IaFSbT/eDEsmoVaKrtYJBQu4cBas3agT3fc/rr7/OKaecgtOZ+sc8PQTVd4HiaBT4g4RGRGbIL7Plcy5cfGk/mLvckwj4ncwrm8PcfTqUKig2Gy6CzFSvZqZxHyOmrTUf9PgWAn0OwzWv5WXSO+nKC5wbux02zGW4dlvDXPUpZnbevWf+m0vPnU6qRQttXw7CmBG3zrAEjADYXDB55a24PEFgTrOP3x+E9Eigr/GJpO8KrU2sSFuIwuv2W2jLkDP029/+lieeeILXXnuNSy65hClTpnDkkUfSo0cPfvjhBz799FO+//57DMPgxz/+MZdddlnWx5TgnxBC5Emx1toSQjQySYV7C+3dcevs6/blewoZc+BpfacCFJ8pWqzfQzFbx/CE2x+onyXfMZBGTb6oRicA1CtTqxVoGa8Czr7UerpD577gTD07L/4kW+NMxxo6AaDYfbjCQf5+6mOccu4FpBw9i6PYfEwOLKTz+EiA9WIVnjXQ9TCVymxm8j2V027HETDgEx2Ogqp5NzCjhTErNY0q5hAyzJMZDluYjbVmAf5rPffwQaSpS9Q1/3sWV5yb+tmCHef1octHa/jj+zdALRgbzf9n7507UL356eickdG5axzzrqqi9Wj99ayuXsrRCBFlt9t5/vnnmTRpEg8//DDfffcd3333XcI+DoeDK664gttvvx27PfsTthL8E0IIUdC0EfmegRCJRk5ck+8pZCX2O9VOir5bUq+tjUSzRgM4GclKwNr6rPFLK/c3zTWsiFere/AouVuq35xo6YqWezq2MkYK31+2agmhuBOfj52/3g3AzPNuonLN7Zw94LfY3BdkNL73t2EMl8OMG14Meo2HgF5HZ/UH/MYB1NT05OXX/srxJ5/BZNd8Aj+0niXpiqzZXrfNLI8wrfs8PudwAP5Yex2TF8+O/eAXXXdL0jFaYnvpc+jpw7biG7Nf8TRz++Oeiyhjb+z3uODl+vXeaWs1snDRS+cQ+JmkaQsR5fV6eeCBB5g+fTovvfQSGzZsYO/evXTs2JEBAwZw5plnctBBB1l2PAn+CSGEKGiKnCgWBcZ221eJG+zWF3vPpfb2O9VSvbZCdQuzgdcAWMFplo3ryiq8VNzUSvOrcXvz+4wu+4APgw0Nb35dXQ00NLWIdbONo+vZP8eimXWBY7IYI7IcNxfZhENGvAPACYRZHZcpF9R1wPzmA34nVUNvAGBahvEb2581eoZrUfw7AFA7fwrqD4C5ZH2aMoeQo5TyqWXw4FHsNn4WC47rej2Kkvyj6zX+JcxmOgA3+BdzJ9fH7lt04y1Me2A6LluQ6sUd4OhS4PuU59z57Qp4LMzcvh7svgBb9nTmiNDnXFz3JC95f1q0v3NWNugYqWmUTFIwLpUu7O1OPYXXJaKdLPuN16tXL6688sqcH0eCf0IIIYQQKQrqOl8qiR3X+umf4MxhNo7VollI7S0IWAwaahUWSbZQO7RG2RC7/oGvOwDjDANdB5cSxFaamG2mlpF2TclaQpCjmp3pailoFuVwJP80vUxVmRb8AwDzrpnDtPumZzeZUgV8tdjcYMR18pqmPZh095P9a1njPg4AVX0Ww7gw6X73usczuGIdACWB+tj2aIOPu2sn8qF9EDuCZfRU92Ywbzvf6bfTR5nA9A5zwQeGAQP8n0ARvfZH6brZoMMw+loyniMSHQ/ZE4N/jX8Dnvzpi8AZlhxTCJE+Cf6JgmTFWVYhhBDCakvLVU4MHBK7XUKIe8tVJgQsrPmXrEui17o/itJEJ3+idf5e5tQ8z6T90apa32dJvUK4vunvqh4yg3wBi0q4ncC7DFliB5+5FFUbFL0n8yyxTLoOQ8tBs9bsdZRBCFxuM/o57z2zscXMYzJfuvmDp4s5L+VvVO+8grvck3Ap9Qn71NwRpLxuDGvHl0CKmY62SFeC9a7B9Oe/AKyZOAplgZllOLR2PXpXDVVX2ZXGfMec9FcA6nQXJ+nDmL/vfPRd5u/x7QdNZm4aYxUCXQ+jqtancmlLYJ17QMK2oY32KS2RLuRC5JME/0RByuQsqxBCCJFrv78CZvHL2O3paxYwoNLigzTumAjSNbGdsbLOnzClUgvvKm1bk221hGIB8WQyrSnpcIfhQPN3ORq6D27OoJFIRC5r/a3wDYq7FTn54FW4MXQfjL8QfzcXE7reR2d2Z30sp63hDb6i1OJyNwT+ar77mrp6h/m9biiBIQ2P07QxzY55Fv9iUe1kAM7gZQ73fh67zxb5uZndftNvevHsTy81r6yG/saX6Ou7wsPmpnkXzWHuj9MeMq9UdQvQF03rbem4uXx+ijySZb+WOOSQQ1rfqRU2m40vv/wyqzEk+CeEEEIIkSF7OAdBuUhcqNbTsPzQyr6w0kRH7K+cSZaVHMcqYDS8lPwxmaxEuUL5CZf1TP9xudBS0CzK079T041xJxxcM2pwATX+3Sx/fSXZLN2sItJ0Y+yteI8KM+GTO2P3dZ57G3BorClEfLZjS0uXB/gTuzafwf8CcMqSV3C5zODiPOagbFN44I2VcNrZ6U06FCZpBORJoMiCf1FW1fuLN5jVlo8pRHuwefPmrMew2bKvqSnBP1GQiqlznxBCiP3IvGoqq+OKxR94Kdzc19JD+H5hBv3OuOv52LYVze2cAan1J4pFrsrANK57OWTEO6zkOEsySnQdnL46nvqq6X0XZz982lqr99eS6p1jUBQIuJ0AOO1QSuZLN3U9TIASc5mvswRbLbhoZqnPqNSzydRPQmy19QFg6ZDfsBczmBmfVags2AElNkrC9UnHaM5H/+rH0d1fBfpytf9PLBw0GaMK+nm/ZP3E4juTomm9UZMkl1vBgTc3AwtR5F5//fV8TwGQ4J8oUFLvrx0JNapd5ZD/XCFEESuvwEVFTg8x/K63AejCjtwcQF6X80LqGafP8jIwfvO5r35g/kcYR25jhctc8urxQtCC4J9aBgEt/eWl+RRcW910o67TpbMNCHArs81tThjCcRkfx1xyOg6/cQDXzK8hOK8a596GQovVN3/B6x9sQDdOh1CIbWEbFfbWM9RsBjhtZlDvtx8/Sshm56+/M+/bs+oaAK5x/pFF62ZwQefzCTQXcEziHxUNZR5udldxvusZQpGaeUcs+gy4LOWxCoGi2Cmyp6fIpyCy7NcCJ510Uus7tQEJ/gkhcmtto9OLw6RulRAi98I0fKC0W52N4E/SkMNtfVTnZX9cVomV9ZTkdTkvpJ5xAbg58tw/L/Kcv7U7nici91lYV9OpKARoqO/nijT6CAazeAI0DtqDZYH7xw7o3mRbfT0MM46I3PqZJceJcuHCXm5nD9DV1nAypbwsSOlHn9ClJgh/fJ+e04cQ6p7C97gYrn389tjN3/Iwx6wyrw+vvw5fqB+dO2yAV8iwhkLvWDmGElsIw2/jWd+YWD3BYpOPkxC1hAhI1rkQeSXBPyGEEEK0O//lyNj1AWy2dvBJSdZM3Wtd4GA1ZodQj1s+KYn06XXmV6W05f2KQa7KwGj/zF30IzrnWG07YAa3ZT2uvsYMkim2uJbEcYH7AAGCBAk50l+We+G0hi7EHt0MWj64GPyRoOVJvIabAD23/ZuPeD+T6QPEmkzofujr2w31Bju7leHGmfGYQEJjEIBQXKqS3V+GwhbABz+Fv/3jGeDnKQ994/F3MZPbwAYH8i0Bv5PbxpuZkOpdOcrObodOdX4A53Tl/8kJECGSqq6u5ptvvsHn83HiiSfm5BgS/BNC5NYQWVsgClN8ZhjkIDtMtEu63tC5M1e8ue4EG/e6rNcBde0jUFTo2qqesXq5+dV4vG2Ol0uWZyjN1QjV7qC01nz9DwGOm7qA17oDKQqE/DsSs3Vrt4Enu3IBasDM/DPcyYu+V3ELgbAT1zlBzg2em9bYC2ZdH7teOe12XIEgYzWN41gb234uLzDz5gN47pz05x6lKHYMQ8d+lQJ0hQc387vws9zBbymPS6PbWe7ku+3H0q1z6q+Ff7zjBgBWXj+M1zk1tv2/0QJ3r4Tgp+AKpRdoXLbyYrg4DE47dgxu+90MorHKD22Dge9bfPz+Rmdf7LpChzzORFgiDBTa4oBCm0+WHnvsMaqqqvjsM7Nxkc1mo76+oTbplClTWL16NY8++igHHHBAVseS4J8QIrekltR+o9jqWcVnhkEOssNEXh3GpzkZVy0DI8cFk2ojBfU9uQoCxr0uq1eaX9tDoKjQFdPrY7vlVljnPgbKGjYNPfAzS5f8Aqxzn8gpITPo5HHUwqfzrVtef2SS+nwR88bPYebSm7IavmreDczYd0PSzshW8AU6QlzTkGdrz+dZ9rHPGxctDdjoZnekVO8PgHvB7jELga28PnnGzJJzOnD6l7v5dE0Gk358M0w6hJL6Olj2Lk/WzuOi6/7Fj4x1caEuATAvtIBAwInLHmSue05s+2vBYSxfvjybRtFCtDuTJk3innvuwTAMnE4nNputSXmIgQMHsnjxYp5//nmuvvrqrI5XaOUbhRBCFCm1LN8zEKKBHW/sYjm30vRiodN5jdN5zdIxE/j1hotod7Q/mxeRXye99x9Oeu8/lGTRHTee9k/FXK48vXvDJU5lpCnHoBePTXvsKTPuSNwwyxz7tX39eG1fP17a15vJ+67j27nbMpt8M2xfdk24retmAK/8eifdu2xBN1IMmL5fzQOfjuWBT8cCENDN1LxTeI2xmsZYTeOqHds4rF/6y4sv9v8V2Ao2+MN/7gRgXHhZ2uO0d0FdJ6jrzHtvDotuvoV5lXMI6g1/Yzw4cFnzqyBEu/D8889z991307VrV5555hl0XeeYY45pst+555qZ3P/617+yPqZk/gkhhMhcQgHy4kpryVVmmGjf2mLpZigUOTebq9W/cTULtY7R4KgEAtsLWcLdssG+t2LXw9QS2ugBfDgsOlGg+2EwDccYXPu/cGRGXSYSKNFSFdHXhUaBFBcuau4I8uar6b9whHeXJAQAQy4bDsD5xcEAdAybhSRdgwPJHp4Wr2tv7LpNsfFlaT0lkdqC5eVbee65hn171O5kn7crrTq6O3x3BWB2Sb+u7EHeCw6ihFDWGYxOzOV3k+fOZtGaW2DsSIxADd65OzB0g2KrGKLXgpL907GJZapKiQ1Y2RCwfayDymXhdrZGc39TDySvNJA/7eQpde+992Kz2fjLX/7CGWc0nxJbXl5Onz59+OKLL7I+pgT/hBBCZC6ua6j2updiCiD44woy5Wx5pWh32mLp5jvv/di8Mir3x0poHiDEfsARF0z6kEGx68ew3pLx1fGgLfCgDTL/HjqMrtbUFLyg0e2BTcsPKBl2n1X/pPNh0CyFUes3I0OjgBOGvgLAm++eDoAr6aPTY7MpVN9jcJ8xBbVU52lbgMv8D4O7IZqpLNiBMSO9n9kY/1PRI3AdDzJ09CfwxqfgNAOy27aF4eLMFr1t3HEe/deYy609C2vQp3c16/7dsRmMbhmNmS/qiaC9EUZRrF8AeFlP2DhiOoGh5rLfy55q/TFC7K/ef/99KioqWgz8RVVUVMRqAmZDgn9CCCEsoXiKK4gQv6xyBaflcSZCtLE7pRFTe6ZHYiiKnNNo1b85O3a96WKrzKlTFIx/x6XLWFBTsNZupnR6Ill4VpcbiBo9/gMAjKUN29SHzEBmYJg1rVrLSoN0pqbJ9pqanrz55kd8q3TEWZbGEt2NGvfH1Zfb+VIZhruE4FvDqBmt0f06Gzy4Bcb1TXuuXtdejq6vhSDgjJRMvQ+4Lu2h0qLruQnQAajqFgyjr6VjjtU0OExlxuHzE7YHMLNFM+1ELUR7tW/fPgYNGtT6jkAwGExoApIpCf4JIYTInHRzFsJy2ogcHyBHQQORgkCS7GiXtf8f6nvmV6MNMkfbi4DutKxyhbZcQT3D/H/WHeaaUCuGjmXhBYaYG0LWBXi173VK45ZDA+DTOdP7bwA+YLQ1B8LMwpvNPFxus67glPA4vK67AGLBLsVmw2lLY61ho8zKe35sFsWfeeVt8GTDdnNZdHrztdkUfH9QwFeP997dDXccB9zR3KOyl4sAHYD2Fqg5WKrsVBTYqDXJDq3ilsgOwDmk3Yla5Jks+82Zrl27snnz5lb3CwaDfP7551l3+gUJ/gkhhMiGQyFEbcPNPE4lXS9zar6nIERSkrHVjs1Vm26b1U4+yRShaJMMd5mLudYktaFs2Ibm1+EuDXWiGZSy8n9YXd0Q6Aoc3RBMzqa2nfO4ckKAHnaj1ZtNN+jvo+S7qQBMWzI9suctGR8jSh0PMJNhS1cR8tsJ8+eErrCZ+h9jAoRqWViylIC/UdbgJcDZvXG6a5M+tlXBADz+PXW3d8PboRaWUVxveOIoHqiuPjAnYweSNZEqspqIQrSVESNG8M9//pP//d//5cwzz2x2v7/85S/4fD6OP/74rI8pwT8hhBBZeZcTYtdHszqPM0mP1PkTQrRHOc8cbUdcllSxa8SroOQg4LGCkebwcduWqQ3B5HGpdsZNouqLGwCYaRuKdvDlAOgl3lhwNFYi16IAKUDYsLF2/HGs5TjmLm19/9YYgV4AXLFXoddUs6lI9eIO4NrLPEcVTls98xxBjmV4+oMvqwLGYvhgTMUzLDj3EnP7vl7ZT7wZmtbb8jF3G3Xo9XBQ9w8wDOuyOaNcc7s33Xivk7P0w+M2ZB/oFaI9uOqqq3juuee4+uqree655xg6dGiTfV544QWuv/56bDYbV199ddbHlOCfEEIIIYQQbeHm3JdKkMzR1NVGWuZqu3PzQ9OWWDdW9ITVkh/nZtl+IGRmy6mPNmRvGY0yuYL27IOl2hLo7tvBxtrDIoOGMYxabLbE7yvTmne9uiyFceZ1xe1Dcdt4yHdV7P5HWZXZxN/vgnGYwoLgz6nokCSD12K5qPfXZVuI8Ko2LvvgC/Ij3qM+GGT58pcZ0npvA1FIgsiy3xz56U9/ytixY1m2bBkjRoxg+PDhfPXVVwBcd911rFy5knXr1mEYBuPHj2fEiOzP7EnwTwghRFZGsiLfUxBCiOJgcX0/kSGfGdQ6wbsWgNW2IVhW9C+OPdLBthbrss2v2rHNknHiVfqm4l5bDq8kFpQPzCoHwBWIpPxVBbI+luIGWwgMA7zzd+DrorH5rhEc3Kk6Yb90a9553w/jOyZSM3DBDnPbH8NwQ9ZTRtl2FXpVBwDuYQlzmIvub/h+is5jI3MybODm6ibZf5WahgMvYYIYoRxk2gpRxB566CF69uzJ7bffzrvvvhvb/qc//QnDMCgpKeHGG29k3rx5lhxPgn9CCCGy4sCT7ykIIUTR8dHQ+dIrZQjaVv9I5tZ3KxtuW9CRt7ETaPgwt9qiphnZ1PZrjstrBvnwlKBFAtTzht5A1SgzcjZj8vzmHpq2aNCsVou+d9A4ZHJ1QnfhTNiGVePxf83e78Pg2AyurtjGm5m2P3i6AGbh/DczGVtxQjAMV9v5X85iDqD+LgxOe9bzbks7Kxzo50a6RefgNcdVXtF0Ww6er0K0F3a7nXnz5jF+/Hiee+45PvroI2pqalBVlcGDB/OLX/yCPn36WHY8Cf4JIYQQQuyHauOCT1IDs+0NZ13s+qc0rfUjcm/FoT/J9xQKhjZc59HuFfzD7wPA5Ysr8PeHavBYE8RRx4N6V9yGsclr26Vd885Tgd1TQYeOTe9SIp2Dg+l0EI4zwXMX85ZcwUAtLuty2RYY1zej8fKlzFZKmbP1/bIyuzrpZj1JLxBRBELIst82cMABB/D73/8+58eR4J8QQgghxH7odF6LXV/BaXmciRBtbKOZEeYhkolm8dJNXQdFaWjS0VYyDbAEdR2bruPY7eOSA8xtS9jRsMNR3c3MyKA1HT8meO7ixdKzAQgvNvj4puOa7JNJzbsAgdjPPqi7sCrpbHJgIfO4gof0sQz0vld4wZBCsrpR048TzUhNeTcnzz2Th/kIUaC2b99Ot27d2vSY1lcSFUIIIYQoAHrIvAhRiFYzOHYRbcyrxC7qlMh1C6ll5lcPjtilLZR3yyyta5mq8nj37gS9pezo1JkdnToTCLmwYX2cS1sCLlsQpz2E0x7i465hpi2ZbsnYN/tuo3OZiypuif0fWCFoOOGx3ozo/r8YgcgS6V8faN0B2ohuGOhZdIXOiF9S/oRI5sADD+TnP/85f//73wladGKlNZL5J4QQQoh2SX3P/GqMyu88CtXLnJrvKezXpM6fyER0uX4uAooP6a/w+7cjtQnfg0f+n4sfgPk+G1MtOobihkpmcx0ad7CYDzgLl9uaD76LJt5iyTiN9QtvglIzZ0YPeM0mH4//B63OmjqObaXDJh2bYiPUPYd1+P7V6PbzKiwyqNke5M1MCi6K/GuHy2wLQX19PS+88AIvvvgi5eXl/OpXv+I3v/kNxxxzTM6OKZl/QgghhBD7oXDIQTjUdllJQhQibUkOxtxt/ZhRJ/BurJFICF/sAlCzPbMg2lhN49fVTWu1Dd52KKdvO5TTtQGZTzgJFy4605mpVPKDNpAb+YN1g78AE/yzSfLtZEX5ibkMuvu0PQ3biqzTr9FvB4ae40hOqNEF0LfrKDYdh7+uhQcKsX/5+OOPmTx5Mj179mTXrl386U9/YuTIkRx11FEsXLiQrVu3Wn5MCf4JIYQQol3SRpgXkZz6XkN2pBD7q1wEcNqqwek6hscu2RzXqSh4Kyp4lR8xZMQ7sUuuVRnzudu7iMXcat2gz0Ln8S66W5WqCGzxdGCDqsL43rBkCwCa1rb1HK1i9NvR+k7Z2Nz0oh6g4DyynHOuvyi3xxaiiBx55JEsWLCALVu28NJLL3HhhRdSWlrKZ599xk033UTv3r0566yzeOqpp/D7/ZYcU4J/QgghhGiXFId5ySXdmvdjQliullBCR2fRPqxgZG4aifh07mQWDkc4dgFilSlz4e7aidxdOzEnY1vpbtsM+mwPYZtSG7e1+DKm0+6gnIF3nmu48F7kIoRolt1u5/TTT+fxxx/nhx9+YOnSpYwePZpwOMxLL73Er3/9a3r06MHVV1+d/bEsmK8QQgghxH5Jrcz3DDInmZHt2+m8ltDRWbQP8Q1EBse1jclaf7XJpgGDvsSBFwfe7MePo+vhhNuVzLZkXGXBDpQFO9i1JGD5cm4jYH61fdkVALXpj6vgmR2UcxsADIdAD3kIh+Cd78xL9Tc6uz+u4cU7nszpsYUodh06dOCKK67grbfe4ssvv2TmzJkccsgh7Nmzh6VLl2Y9vgT/hBBCCCH2Q22RGSlEW9L1+tR2DOmJF4sF4v7lUjQwZ1VwrvLQ2wmF7IRC5kfEBeuvt2TcxlR1C7ph8GVpZ37wdMGFy5JxJ5bdxW/tD3BbyTzsbuuyXiuZjTFbwZimsKVvsffLzO3H/5Gaxml8ykhN49g91Rz1/Va6f6VQ/lkZlOb00EK0K6WlpXi9Xtxu62pTFPurlxBCCJGR+A9lVn3wEPsfrSrfMxDFKrpkPFdNA/bHbs6q+iyGcWHrO65tlLY1zNomCFU0dJ2dwW2Wjp0zGzVcAZ2171UA8IdRN+f0cD1qd2L4odrbFSz6HQjUOllSdhKsGs2ro1axGmu68cbeIzwKR9yvsc9bSnV1mGLLo9FroXp7bo/hUBRgu/n1A5VOw1fCqh4AnHPgRQRzHBAXopj5/X7+8Y9/sGzZMl555RXC4TCGYeD1evnFL36R9fgS/BNCCLFfKsoPZ6LgFFu3R1E4okvGjdtzM750cRZp8SpwiwrnmYHQ629dgidYB7Os//uobDM7k+hTuqICRvar2QBYNPEWYBXsCre6b7a6d9+CYfTN+XGspJ5ofjXez+1xGtcW1Fxt1AFHiCK1cuVKli1bxtNPP82+ffswDAObzcbxxx/P2LFjueCCC1AtqDUgwT8hhBBCCCFE0dO0MantOETL6TysqmGXD9Euv6eP+jdLuZKhOThGdddI3bwcjM3YkXDuFpYY1wJrrR3bAV/au1g7ZjtkVwyz2dA/Sqm+9lyUp30Ndw7O37yEKCSbNm3iL3/5C3/961/ZtGkThmGeeOnbty+/+c1vGDt2LAcffLClx5TgnxBCiP1SMX84E0IUP1kybj1FSfGjjSO3mUhFW0piTjUOx8bYzfocZY8qNhuA5U05vFU7APAtg2N429rBVcAG3a+zYSxtm865VtPeapvjnMC75pVbX+ED24EYN1obwBCiPTj00EMBMAwDVVU5//zzGTt2LCeddFLOjinBPyGEEPulov1wJoRoF2TJuCg4n3bnzGHTYjf/zdkck8PDWf07YPeC4QfoTZ0OipUxXhtwccNNs3NucVE8eTrwXI1gfZDly5dzRp6mIEShMQyDU089lbFjxzJmzBi8Xmu7qicjwT8hhBBCCCGEEJRgXZfcVOh6AEWx5mTcBM9dzPv9TMCOqm62tCZf9R9C6H6o6Cy1NFvzkv90fup+GYAh2vfg7gv2ICGHtPsVIurrr7+mV69ebXpMCf4JIYQQQgghxP5uiMYEf6Oadu7cNsRS1SoMY4YlY7lsQVj2LowdDcssGTKmexdzKathWNNBuD0roT523aFY20lbiPairQN/IME/IYQQQgghhBAOBVd9sM0Op/utHW+C/05mci4QhrHFV5OvvXjMfSmX8FcArjIWmEumRZEKRi6FpNDmUzwk+CeEEEIIIYTYb9TGLW315KipRbHyOra22bHU8aBplZaNV+baCeeFYNlmGHeIZeMCaNpIS8fLB10Pt1mtQmck+89r69gmxxNCtE6Cf0IIIYQQQoj9RqwbKbAaWcYZz1ZSAcC2vfVQUkJFjj8tWlXvD8BmU+Dvs4Cf4J3RAehm2diKUvxBYlXdYmkdxOZcxR9j1/XaPDYaEUIkKL42RUIIIYQQQgghcqZ7p2fpPjG3x6ieH7Z0vACB2HVfL93SsUXqnLhx4sZOCPVECOEjjC/f0xIZqS/Qi8iEZP4JIYQQQgjRhnQdFCXfs9h/raD4l3C2B927WJuJdrN2G1wwGf5WbdmY8XQ/KO6cDN0mNK1t6yCuYzjwqfnVCVDVpscXQiSSzD8hhBBCCCHakFpm1p2Lrz0n2k7Y7yDsd0i9vxZ8tW0MXy3I9yzSs6jDzdBRAexM3mdxu1/MGoXFrK3q/cVb9dawNj+mECI5yfwTQgghhBCijZ3OawCs4DRLx5WswtZFgzjG0twdQ4/EdYu1VNwh08yPibn8GVmfifYuHDsaPujNffZrWWjx6ATDSO5M6gazGh1QgPpgkC28kecZifRJt9/2RF69hBBCCCGEaEPH7X41Z2OrZTkbWqRBfc+8iKZ03azNl5NMtKuAKTn6iLtsS27GbacceOl0ohcHXux48z0dIfZ7kvknhBBCCCFEG3pVOTnfU9ivaUvyPYPCl8ufkapWYRgzAND1sHVBwGtGwr0w8Of/4d3SY2KbLT2GSJmum5mSegis6+kshMiUBP+EEEIIIYRoQ7msNaftztnQ7Uaumzboej3aiOL/mKXruf9ZqaqFTT/eN3+vPv7fY1HOs/4Ybd0wo9ip6hZ4rS/qexA4pvX9RSEqxO66hTaf4iGnQIQQQgghhGgnpN5f/qnqsyiO4q33B2ZdxO7dczO2plXmZmAAAjkbWbIHM1DE3ZGFaG/kFUwIIYQQQgghRJtQlIZFoJZm0w0CqEL7WeJmydjLE0dvtBGgjcj3RIQQIMt+hRBCCCGEEMIymjYm31PImrYE9Pm5P46l2XSRTEul0SdcydjLj+rdNvTaeirUErNRsihC9RRed11Z9pspeSUUQgghhBBCCIsojaNPRUhxQ0XnfM8iPdXzw8Cv8z0NEdFT99G9g7S8FqJQSPBPCCGEEEIIISyk+82LaDvdu2xB0/rlexqikR3+UL6nIIRAlv0KIYQQQgghhKXU8eZXY2l+57G/kSW+LdP1cJv9jAZXrGPt2JF0G+8g8CdZ91ucghTest9Cm0/xkFdHIYQQQgghhBBFTRp7tE5Vt7TZsRy2MDiLuOW1EO2MZP4JIYQQQggh0qLroCj5nkXh0pbkewbpK/b/U8n6Kyw/Nv6PE+55A5ctCNyc7+kIsd+T4J8QQgghhBAiLWoZGLL6qlmKO98zSJ/8n7Z/bZkduWjb/wBwS/c5slKzaNVTeN11C20+xUNOjwghhBBCCCGEEO1cPrIjJ+gz2/yYQoimJPNPCCGEEEIIkRZtd75nIKwm/6fCSnsrvACo9q8JBA7M82yEEBL8E0IIIYQQQqSlmGvDieTay/+p7je/FuPS63YlYJP/g6JXT+G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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# create the figure and axis for plot\n", + "fig,ax = plt.subplots(figsize=[16,10])\n", + "# plot the line collection that was created in the previous cell\n", + "ax.add_collection(lc)\n", + "\n", + "ax.set_title(f'Ice Flow Speed (m/yr) at point {sample_point_longitude_latitude}',fontsize='x-large')\n", + "\n", + "# the rest of this cell is to format the axes tickmarks and labels (date format, placement and size)\n", + "ax.xaxis.set_major_locator(mdates.YearLocator())\n", + "yearFmt = mdates.DateFormatter('%Y')\n", + "ax.xaxis.set_major_formatter(yearFmt)\n", + "plt.grid(visible=None, which='major', axis='x')\n", + "ax.autoscale_view()\n", + "cb2 = plt.colorbar(mapper,ax=ax,label='velocity-image-pair time separation (del_t) in days')\n", + "ax.set_xlabel('date')\n", + "ax.set_ylabel('ice flow speed (m/yr)')\n", + "\n", + "# make the axes labels and values larger\n", + "y_formatter = mpl_ticker.ScalarFormatter(useOffset=False)\n", + "ax.yaxis.set_major_formatter(y_formatter)\n", + "for item in ([ax.title, ax.xaxis.label, ax.yaxis.label, cb2.ax.get_yaxis().get_label()] +\n", + " ax.get_xticklabels() + ax.get_yticklabels() + cb2.ax.get_yticklabels()):\n", + " item.set_fontsize(17)\n", + "\n", + "# shift year labels so they are left justified against the start of the year - year number is then within the year it should be\n", + "for label in ax.get_xticklabels():\n", + " label.set_horizontalalignment('left')\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "ab32bd5b-9946-48ac-a4e5-f990737d3672", + "metadata": {}, + "source": [ + "*The time series is too long for this plot to show all the detail, so we replot it below but limit it to 2018-2023*" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "c74eeaa3-5ce7-4aa4-a352-237b66dccc7e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(17532.0, 19358.0)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# create the figure and axis for plot\n", + "lc1 = lc = mc.LineCollection(lines, color=dt_colors)\n", + "\n", + "fig1,ax1 = plt.subplots(figsize=[16,10])\n", + "# plot the line collection that was created in the previous cell\n", + "ax1.add_collection(lc1)\n", + "\n", + "ax1.set_title(f'Ice Flow Speed (m/yr) at point {sample_point_longitude_latitude}',fontsize='x-large')\n", + "\n", + "# the rest of this cell is to format the axes tickmarks and labels (date format, placement and size)\n", + "ax1.xaxis.set_major_locator(mdates.YearLocator())\n", + "yearFmt = mdates.DateFormatter('%Y')\n", + "ax1.xaxis.set_major_formatter(yearFmt)\n", + "plt.grid(visible=None, which='major', axis='x')\n", + "ax1.autoscale_view()\n", + "cb21 = plt.colorbar(mapper,ax=ax1,label='velocity-image-pair time separation (del_t) in days')\n", + "ax1.set_xlabel('date')\n", + "ax1.set_ylabel('ice flow speed (m/yr)')\n", + "\n", + "# make the axes labels and values larger\n", + "y_formatter1 = mpl_ticker.ScalarFormatter(useOffset=False)\n", + "ax1.yaxis.set_major_formatter(y_formatter1)\n", + "for item in ([ax1.title, ax1.xaxis.label, ax1.yaxis.label, cb21.ax.get_yaxis().get_label()] +\n", + " ax1.get_xticklabels() + ax1.get_yticklabels() + cb21.ax.get_yticklabels()):\n", + " item.set_fontsize(17)\n", + "\n", + "# shift year labels so they are left justified against the start of the year - year number is then within the year it should be\n", + "for label in ax1.get_xticklabels():\n", + " label.set_horizontalalignment('left')\n", + "\n", + "ax1.set_xlim(mdates.date2num(np.datetime64('2018-01-01')),mdates.date2num(np.datetime64('2023-01-01')))\n" + ] + }, + { + "cell_type": "markdown", + "id": "be588c60-9760-4ee5-960a-5de6f21bbf15", + "metadata": { + "tags": [] + }, + "source": [ + "Shorter (blue) line segments are from image pairs only separated in time by a few to a few tens of days. These shorter segments can reveal rapid transients in ice flow speed due to rain storms or strong melt events.\n", + "\n", + "Longer segments (red in this plot) average out these transients, but provide a less noisy picture of ice flow speed.\n", + "\n", + "Note that we have selected 90 days as the longest time interval shown in this plot (max_dt = 90 above) - ITS_LIVE processes image pairs out to 545 days time separation, which can provide longer-term average ice flow speed, but the ability to track features over longer times successfully is limited by changes in the surface of the ice, so the numer of longer time measurements is significantly smaller than the shorter intervals." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "f37560d4-e4c2-42b0-bee9-7ebf81fa8db0", + "metadata": {}, + "outputs": [], + "source": [ + "fig1.savefig(f'iceflowspeed_{sample_point_longitude_latitude[0]}_{sample_point_longitude_latitude[1]}.png')" + ] + } + ], + "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": "3.11.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/book/tutorials/NASA-Earthdata-Cloud-Access/3.earthaccess.ipynb b/book/tutorials/NASA-Earthdata-Cloud-Access/3.earthaccess.ipynb index 856d5d1..d893aa9 100644 --- a/book/tutorials/NASA-Earthdata-Cloud-Access/3.earthaccess.ipynb +++ b/book/tutorials/NASA-Earthdata-Cloud-Access/3.earthaccess.ipynb @@ -4,11 +4,9 @@ "cell_type": "markdown", "id": "7fd4844a-aee8-4a9c-b22a-02688a8067f9", "metadata": { - "tags": [], - "user_expressions": [] + "tags": [] }, "source": [ - "# NASA Earthdata Cloud and data access using earthaccess and icepyx\n", "# Part 1: Introduction to the `earthaccess` python library\n", "\n", "## Tutorial Overview\n", @@ -1915,7 +1913,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.11.8" } }, "nbformat": 4, diff --git a/book/tutorials/NASA-Earthdata-Cloud-Access/index.md b/book/tutorials/NASA-Earthdata-Cloud-Access/index.md index 3e0b821..6082944 100644 --- a/book/tutorials/NASA-Earthdata-Cloud-Access/index.md +++ b/book/tutorials/NASA-Earthdata-Cloud-Access/index.md @@ -3,7 +3,7 @@ The following series of tutorials provides background on how to search and access NASA Earthdata. In particular, we provide background on the NASA Earthdata Cloud evolution and general cloud computing considerations, followed by a focus on NASA's ICESat-2 Mission. This introduction is followed by tutorials on two valuable python packages: `earthaccess` and `icepyx`, offering complementary search, access, and subsetting capabilities. ## The following notebooks are included as part of this series: -* Introduction to NASA Earthdata Cloud and ICESat-2 -* Using NASA Earthdata Search to Discover Cloud-Hosted Data -* Introduction to the `earthaccess` python library -* Using the `icepyx` python library to access ICESat-2 data +* [Introduction to NASA Earthdata Cloud and ICESat-2](https://book.cryointhecloud.com/tutorials/NASA-Earthdata-Cloud-Access/1.Intro-Earthdata-Cloud.html) +* [Using NASA Earthdata Search to Discover Cloud-Hosted Data](https://book.cryointhecloud.com/tutorials/NASA-Earthdata-Cloud-Access/2.earthdata_search.html) +* [Introduction to the `earthaccess` python library](https://book.cryointhecloud.com/tutorials/NASA-Earthdata-Cloud-Access/3.earthaccess.html) +* [Using the `icepyx` python library to access ICESat-2 data](https://book.cryointhecloud.com/tutorials/NASA-Earthdata-Cloud-Access/4.icepyx.html) diff --git a/book/tutorials/index.md b/book/tutorials/index.md index 03cca81..5eae157 100644 --- a/book/tutorials/index.md +++ b/book/tutorials/index.md @@ -26,3 +26,4 @@ All live tutorial recordings available via CryoCloud YouTube. Or see the table b | [Analysis-ready, cloud-optimized data: writing zarr directories](https://book.cryointhecloud.com/tutorials/ARCOdata_writingZarrs.html) | [Recording](https://youtu.be/CkQW_3gcFaM) | [Determining ice sheet change using Greenland Ice Mapping Project (GrIMP) tools](https://book.cryointhecloud.com/tutorials/GrIMP/GrIMP_tutorial_AGU23.html) | [Recording](https://youtu.be/MSp7zke8ReE) | Publishing tools and storing data with Ghub | [Recording](https://youtu.be/wwezHsz1j9M) +| [ITS_LIVE Python Library Demo: Time Series of Ice Flow Speed at a Point](https://book.cryointhecloud.com/tutorials/ITS_LIVE_plot_point_timeseries.html) | Recording