{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Seasonal-Trend decomposition using LOESS (STL)\n", "\n", "This note book illustrates the use of `STL` to decompose a time series into three components: trend, season(al) and residual. STL uses LOESS (locally estimated scatterplot smoothing) to extract smooths estimates of the three components. The key inputs into `STL` are:\n", "\n", "* `season` - The length of the seasonal smoother. Must be odd.\n", "* `trend` - The length of the trend smoother, usually around 150% of `season`. Must be odd and larger than `season`.\n", "* `low_pass` - The length of the low-pass estimation window, usually the smallest odd number larger than the periodicity of the data.\n", "\n", "First we import the required packages, prepare the graphics environment, and prepare the data. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from pandas.plotting import register_matplotlib_converters\n", "register_matplotlib_converters()\n", "sns.set_style('darkgrid')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "plt.rc('figure',figsize=(16,12))\n", "plt.rc('font',size=13)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Atmospheric CO2\n", "\n", "The example in Cleveland, Cleveland, McRae, and Terpenning (1990) uses CO2 data, which is in the list below. This monthly data (January 1959 to December 1987) has a clear trend and seasonality across the sample. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 348.000000\n", "mean 330.123879\n", "std 10.059747\n", "min 313.550000\n", "25% 321.302500\n", "50% 328.820000\n", "75% 338.002500\n", "max 351.340000\n", "Name: CO2, dtype: float64" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "co2 = [315.58, 316.39, 316.79, 317.82, 318.39, 318.22, 316.68, 315.01, 314.02, 313.55, \n", " 315.02, 315.75, 316.52, 317.10, 317.79, 319.22, 320.08, 319.70, 318.27, 315.99, \n", " 314.24, 314.05, 315.05, 316.23, 316.92, 317.76, 318.54, 319.49, 320.64, 319.85, \n", " 318.70, 316.96, 315.17, 315.47, 316.19, 317.17, 318.12, 318.72, 319.79, 320.68, \n", " 321.28, 320.89, 319.79, 317.56, 316.46, 315.59, 316.85, 317.87, 318.87, 319.25, \n", " 320.13, 321.49, 322.34, 321.62, 319.85, 317.87, 316.36, 316.24, 317.13, 318.46, \n", " 319.57, 320.23, 320.89, 321.54, 322.20, 321.90, 320.42, 318.60, 316.73, 317.15, \n", " 317.94, 318.91, 319.73, 320.78, 321.23, 322.49, 322.59, 322.35, 321.61, 319.24, \n", " 318.23, 317.76, 319.36, 319.50, 320.35, 321.40, 322.22, 323.45, 323.80, 323.50, \n", " 322.16, 320.09, 318.26, 317.66, 319.47, 320.70, 322.06, 322.23, 322.78, 324.10, \n", " 324.63, 323.79, 322.34, 320.73, 319.00, 318.99, 320.41, 321.68, 322.30, 322.89, \n", " 323.59, 324.65, 325.30, 325.15, 323.88, 321.80, 319.99, 319.86, 320.88, 322.36, \n", " 323.59, 324.23, 325.34, 326.33, 327.03, 326.24, 325.39, 323.16, 321.87, 321.31, \n", " 322.34, 323.74, 324.61, 325.58, 326.55, 327.81, 327.82, 327.53, 326.29, 324.66, \n", " 323.12, 323.09, 324.01, 325.10, 326.12, 326.62, 327.16, 327.94, 329.15, 328.79, \n", " 327.53, 325.65, 323.60, 323.78, 325.13, 326.26, 326.93, 327.84, 327.96, 329.93, \n", " 330.25, 329.24, 328.13, 326.42, 324.97, 325.29, 326.56, 327.73, 328.73, 329.70, \n", " 330.46, 331.70, 332.66, 332.22, 331.02, 329.39, 327.58, 327.27, 328.30, 328.81, \n", " 329.44, 330.89, 331.62, 332.85, 333.29, 332.44, 331.35, 329.58, 327.58, 327.55, \n", " 328.56, 329.73, 330.45, 330.98, 331.63, 332.88, 333.63, 333.53, 331.90, 330.08, \n", " 328.59, 328.31, 329.44, 330.64, 331.62, 332.45, 333.36, 334.46, 334.84, 334.29, \n", " 333.04, 330.88, 329.23, 328.83, 330.18, 331.50, 332.80, 333.22, 334.54, 335.82, \n", " 336.45, 335.97, 334.65, 332.40, 331.28, 330.73, 332.05, 333.54, 334.65, 335.06, \n", " 336.32, 337.39, 337.66, 337.56, 336.24, 334.39, 332.43, 332.22, 333.61, 334.78, \n", " 335.88, 336.43, 337.61, 338.53, 339.06, 338.92, 337.39, 335.72, 333.64, 333.65, \n", " 335.07, 336.53, 337.82, 338.19, 339.89, 340.56, 341.22, 340.92, 339.26, 337.27, \n", " 335.66, 335.54, 336.71, 337.79, 338.79, 340.06, 340.93, 342.02, 342.65, 341.80, \n", " 340.01, 337.94, 336.17, 336.28, 337.76, 339.05, 340.18, 341.04, 342.16, 343.01, \n", " 343.64, 342.91, 341.72, 339.52, 337.75, 337.68, 339.14, 340.37, 341.32, 342.45, \n", " 343.05, 344.91, 345.77, 345.30, 343.98, 342.41, 339.89, 340.03, 341.19, 342.87, \n", " 343.74, 344.55, 345.28, 347.00, 347.37, 346.74, 345.36, 343.19, 340.97, 341.20, \n", " 342.76, 343.96, 344.82, 345.82, 347.24, 348.09, 348.66, 347.90, 346.27, 344.21, \n", " 342.88, 342.58, 343.99, 345.31, 345.98, 346.72, 347.63, 349.24, 349.83, 349.10, \n", " 347.52, 345.43, 344.48, 343.89, 345.29, 346.54, 347.66, 348.07, 349.12, 350.55, \n", " 351.34, 350.80, 349.10, 347.54, 346.20, 346.20, 347.44, 348.67]\n", "co2 = pd.Series(co2, index=pd.date_range('1-1-1959', periods=len(co2), freq='M'), name = 'CO2')\n", "co2.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The decomposition requires 1 input, the data series. If the data series does not have a frequency, then you must also specify `period`. The default value for `seasonal` is 7, and so should also be changed in most applications." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from statsmodels.tsa.seasonal import STL\n", "stl = STL(co2, seasonal=13)\n", "res = stl.fit()\n", "fig = res.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Robust Fitting\n", "Setting `robust` uses a data-dependent weighting function that re-weights data when estimating the LOESS (and so is using LOWESS). Using robust estimation allows the model to tolerate larger errors that are visible on the bottom plot.\n", "\n", "Here we use a series the measures the production of electrical equipment in the EU." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from statsmodels.datasets import elec_equip as ds\n", "elec_equip = ds.load(as_pandas=True).data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we estimate the model with and without robust weighting. The difference is minor and is most pronounced during the financial crisis of 2008. The non-robust estimate places equal weights on all observations and so produces smaller errors, on average. The weights vary between 0 and 1." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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H8WXe2C0mWMwmLGnwwO+w4L3OKN5qD8Ni4rSATiEWvAklKgeW2PZ3RVIQJdnQdm3tjOD53QO648v190PUtmtenQt7Bih4QwghREXBG0IIqSI24vWMOQHEeBFHo2lDr6MgDyHkeEgIEtw2C2wWE+bXuYomTr3VPoxljR4EPXbtawGnFRyMl02xDB2jjYEHY+rzljZ60BNNIWMgUBIXRC0zyGzisHZOAFs7I3irfRhrZvu1xwrVu7PBGwOBJbZdoqyg2+C5vXdEfV67wWydeDZ702O34JQmL3b3xejzgRBCCAAK3hBCSFWxzJu1cwIAgN39o2WfnxQk/OsrB/Dpn28xvBAihJBqYZk3ALAo6M6bODWcELCrL4bzCqY0mU0cAk7ruMumhhOCoXHhLJByxuwAJAXoMRAoSfAiPNn9AIB1bTUIxQV0RlJYP794yhTDgjdGyqYGcoJPhw2Wc/WOqtt+eMjY8xM55V+nNHkRSWXQH5te07AIIYQcHxS8IYSQKmJNM1c0++CwmMo2m9zZO4rrH9mGZ3f2YzQtotPgSFxFUfCV//cxXtsfqso2E0JOXglBhDsb9Fgc9CAUF7QJR38+HIYC/RHbtW7rOBoWq8EbSTGWrcN645yRDYJ3RioHPuK8lJdds64toP373AX6/W4AwGI2odZlNVg2NfacI8Olx6rnYpk3hw0+X8u8samZNwD1vSGEEKKi4A0hhFRRbs+bpY0e7O4rvugWZQX//U4Hbvn1dkiygtsvWAjAeAlCKiNja1cUW7uM9VAghJBSkoIEl3Us8waA1vfmrcPDaPTasTj79Vy1LpvhnjfRVAbm7KCnQQMZLqG4AJuZw8pmtYmykcC2WjY1lnnT6ndidsCB+XUutPqdZV9b77YZyrwZjAmocVrR4rMbblrMgjdG++SwnjduuxmL6t2wmjkK3hBCCAFAwRtCCKkqNm3Knb1reiAUL7pgv39LJ365pQsXLWvA4xvX4FOL6wEYb/4ZHWfzT0IIKSWRUza1OOgBABwMJZDOSHi3I4LzFtSB44pHbNe6rIikjJ2DRlIZzKl1AQBCBkqAQnEeQY8dXocFtS6rwcwbsaivzb9etgx3Xrq04muDHrvWJLmcwTiPBq8d8+rcOGwgeCPJCvpGeTR4bBBlBV3RykGoRE7mjc1iwqKgh4I3hBBCAFDwhhBCqoo1LHbZzFje5AUvymjP6XUwksrg1x/24IJF9fiXS5bCY7cg4LTCxAHDRpt/UvCGEFIlSUHSyqYCLisaPDYcGIzjg6NRpEUZ60uUHNW6bAgbDjiLWvaOkcybwbiAhuwUqLZal7HMm4KyKQA4pcmLJQ2eiq+t99gMnU8HYmogZl6dC53hJMQK/XtCcR6irGhlZ0b63oxl3qj7ckqjB3sH4pCpaTEhhJz0KHhDCCFVFBdEOK0mmE2c1q8gt2nxrz/sQUKQcMvZbdrXWPPPsIE7vwAQHefkFkLIySOdkRBLi4afn8xIcNnGgh6Lgh4cDCXwVnsYLqsZa2YFdF9X67IimZGQzkhlvz8vykhmJMyrU0eRGzlvscwbAJhb60SHgebAcV6Ex6Y/UaqSercN4aRQMRgzGGOZNy4IkqKVRJXSk3387Lm14GCs702cF+GwmGAxqdlOpzR5kRAkwz3RCCGEnLgoeEMIIVXExu4CQKvfAb/DojUtjqVF/PqjHvzFonosLOghUee2ITzOyS3hZMbQCF1CyMnjJ28cxt/+Zoeh5yqKkj1njfWKWRR040g4iTfah3H2vBrYLPqXirXZKU2VzlvsfFXrsqHebasYvFEUBaG4oAVv2mpcGEmL2vfRI0oy0qKc1/NmPIIeG2QFWqNmPbwoYyQtotFrx/w6tQSsUtNiFtyZX+dCa8BhqNQqUZBBtLxZv2lxpUATIYSQEw8FbwghpIoS/NhCiOPU7Jvd2YvuX3/UgzgvYdNZc4peV+eyYdhg5k0kZxFjpE8DIeTk0T6UQPtQAoJYObArSAokWdF63gDA4gYPJFnBcEIoO2K71mUFULnROgu6BJxqSValsqnRtAhelNHgZWVTarPhzjLZN9qEJvtEM2/UQFG50ikWdGrwqJk3ACoGY3pH0uAANPnsmF/nNlQ2lShovNxW44LLasae/hhkRcGfD4dx21M7sf4nb1MvHEIIOclQ8IYQQqooIYharwIAWN7kxeHhBIbiPJ7Y1oPzFtTp9mAYz9jdSM6d7kEDzT8JISePvlEesgIcNdQcN9tfpSDzBgBMHHDOvNIjtmtdanClUqP13OBN0GOvmHnDAii5mTcA0BkpvT+sT8xkMm9yf7aegey5NuixwW2zoNFbeeJU72gaDV47rGYT5te50BVNVcyWLOzdYzZxWNroweuHhvBXD36A//30LhwaSsBi4vDbHb1Gd5EQQsgJgII3hBBSRYUlCKc0eSErwJ0vH0CMF3Hz2cVZN0C2+WcyA8VAU8pozoQXalpMCGFEWdGCI+WCHUxSGGuwzswOOGG3mHBqiw+BbHaNHpZ5U67UCFCbtAMseFO5MfCgluGiBlSa/Q5YTFzZni+sUfxEe96w4M1QonRgSdsurxpUmlfnqhy8GUmjxe8AAMyvd0GSlYrvS1wQ8z5DAGD1LD8G4wLcdgvuunQpnrtlHT6zNIhX94e095AQQsiJj4I3hBBSRYmCC2/WtHhLRwTnzq/Fskav7uvq3DbwoqyNiS0nmhK1hU2IyqYIIVlDcR5SNv5brsyISWjBm/xMj299ehG+sn5e2dfWuMbX8ybgtKDBY0dCkLSMH/19yM+8sZg4zA440VVmXHhcYJk3Ewve1LhsMHHlg+GDMfWxhux2za9z4Ug4WXYKVF7wpk7NaDo8VL5Pjt7I8xvXzcZvbjgDD123Ghcva4DVbMKVK5qQysh47UCo8g4SQgg5IVDwhhBCqqiw2WSd24Zmn3qxf7NOrxuG3cU20vcmksxgTq0LVjOHEJVNEXLCCicF/MNze7TslUr6R8fOB+PJvHFb8zM9LlveiFNb/WVfa7eY4LGbK5Z7RpIZcAB8DiuC2T42oViZIEk2w6U+2xAZUPvelJs4NdmyKYuJQ63LpgWOdLcrxsNrt2hZSvNqXeBFGX2j+hOnBFFGKC6g1acGb+bWumDiKvfJSQhSUQaRw2rGvDoXOI7TvraqxYc5NU48v6vf0D4SQgiZ+Sh4QwghVVRYNgUAlyxrwJUrGrG82VfydXUG72IDatlUrdOKoNumLXQIISee7T2j+NPBIWzvGTH0/P5sMLfObUOXgdHSWvBmgkEPVu5ZTjSVgc9hgdnEaVkr5c5bobiAgNOaN+WqrdaF7mi65ISlGD+5zBtALZ0q1wB+MM5rTZQBaE2LS5VO9Y2moQBoDajBG7vFhFkBZ8XgTZwXDb0fHMfhyhVN2N4zaijLihBCyMxHwRtCCKkSdexufsNiALj13Hn47kVLyr62zs2af1bOvImmxJzmn1Q2RcjxICsKfvbWkSltGs76yfSM6Gd3FGJZIGe2BcqWGTGsfMllm2jwpnKjdXa+AsZKocqWJ8V5rQcN01bjhCgr2ujtQvFJ9rwBUHGM+WDO+HJgrAyqVPCmN/tetGQzb9TXuMqWTYmyglRGNrwfl53SADMHPL97wNDzCSGEzGwUvCGEkCpJizJkBfBMYCFU6zY2dleUZMR4EQGXscktTM9ICt99cR/SGWpuSUg1dEfTeGjrUWzeM3ULZ5bV0hM1FrwZiPHwOyxY0uDBSFpEtEJWjNbzxjqJzJtK06bSGS14w3p1Vcq8acgJkgBq5g1Quo/PZMumADWwVDbzJsajMWe7vA4Lgh4b2ksEb9h7xnreAMD8eje6o6mSY9yTbPqXwf2o99hx9rxabN49UDIriRBCyImDgjeEEFIlCb547K5RfocVZg4YNtj8s8ZpRYPXhsG4YGhC1Z8PR/D7vYM4ECrfLDPXA+924sevHzb8fEJOJixgcGAwXvI5r+wbxIPvdU04aBphwZtxZN40+RyYU+MEAHRWyL7RyqYmmLFiJPNmJDUWvHFYzfDaLWUzb0IlMm+A0n184rwEu8UEi3nil7X1HrUETNQZ5S1KMoYTQl7ZFKD2vSmZeTOShs3MoT5nXxbUuSAppd8XLYNoHOVfV61owlBCwLsdYcOvIYQQMjMd8+DN5s2bcd111+H000/HKaeckvfYG2+8gY0bN+LMM8/E2rVrcd111+GDDz7Ie05nZyduuOEGrF69Gueddx7+53/+51huPiGElBSfxELIbOIQcNkqlk1FU+qCkZVN8aKsXfCXMxBTF3+lyg70vHMkgpf2Ujo+IXpYydH+MsGbX/y5Az9/uwPXPrxtQotrFrwxetz2j/Jo9tnRVsMyVcr3vWHBG+eEy6ZsGEmLugEPJpoTvAGQHReun3mTkWSEk5mizBu/04qA01qyaXFcKJ7QNF5BNxsXXnwOHkoIUICi7VLHhSd0A+i92UCaKafJ8NjEqUoZRMb35dz5tah1WfHcLjpXE0LIie6YB298Ph+uu+46fPvb3y56bGRkBBs2bMCrr76KLVu24PLLL8ctt9yCvr4+AIAkSfjSl76EBQsWYMuWLfjFL36BX/7yl3jxxReP9W4QQkiRxKSbf1oRrhC8iaTUx2tcVkMlCAybQlNqMoqeWFpEOJnR+m4QQsawoOnRaFpbdOeKJAV0R9P4zJIgzCYOt/12F77zwt6ypTlF3yN7vPeOpsuOpAbUnlv9ozwavXY0+x2wmLiKmTcJIZuxYuLKPq8UVu4ZKTENS1EURJIZ+HOCNw0eOwZLZN6w301h5g2gZt90lQjeJHhxQuWquViGjN77M5Dta9TgzQ/ezK9zIZWRtcdz5Y4JZ+bUOGHmgMNlglDA+LI3LWYTLlnWiDfbh+lcTQghJ7hjHrxZv349Lr/8csyePbvosSuvvBIXXnghfD4fLBYLrrvuOtjtduzatQsA8P7776O3txdf//rX4XQ6sXz5cnz+85/HE088cax3gxBCioyVTU3sDnCdu/LkFnYnnmXeADDU94ZNoTFafgEAo9n9qTQdhZCTEcu8AYCDOuWIu/piAIDPrm7BExvX4Itnt+FPh4bw9ad3Gf4Z7HzAi3LFrLwYLyKZkdDsUwM3swNOdFUYF57MiBMq82RqK0zJSwgSRFlBjctY5g1r/hwsCJIA6qjtcmVTk8+8Kd1MmX2tMHgzj2XS6Jwje0fSaC0I3tgsJsyucZZsWpyYQNkUAFy8LAhJVvBeZ3RcryOEEDKzTO6Tbort27cP0WgUixYt0v5/7ty5cLvd2nOWL1+Oxx9/3ND3M5s5BAKuKdnWY8lsNp0Q+0HIVDiux0evulhrqnNPaBuaA050HQmXfS0P9Q55W5NPy/SJy6j489id7lAiY3jb2PjdnkQGn6JzzgmDPkOqQzKN3f/qivH4i4Lf6aFID8wmDmctboDTZsbtly4DZzHhgT93wOtzwmwg2yWaymBWjRPdkRRGJWBRmfetr28UADC/yYdAwIWFjR4cHkqUfa8zCgevwzrhv4c5DV4AgMDpX1+NZjNMWnLOibPrPdi8ZwAer6OoR02yW92HBc3+ou+3pNWPZ3f1w2S3wpeTyQMAKUlGwG2b1N/1AosaxErIStExEpPUrKdFrYG8LKLV2UB9fzL/vBpLixhJi5jf6C3ejyYfDgzEdLdVtqjBl5Z6z7j2ZZFV3Q7RdGJc55LpjT5DCClvKo+RaRu8GR4ext/93d/h5ptvxty5cwEAiUQCXq8373lerxfxeOl681ySpCAanfl3kAMB1wmxH4RMheN5fAxG1LupspCZ0DZ4LCYMxXlEIglwnP7Cri+cvWMriLBn+0x0DsbK/jxRkjGY7XnTFU4Y2jZelLWJKLuORhBdGhzPrpBpjD5DqmNoRM0C8Tss2N4ZwVXLGvIe/+DIMBbWu8EnefDZX3et3QxRVnCoJ4pGneySXKKsIJrMYO3sALojKezviWKBv/RrDvaOAAB8ZiAaTaLZY8Of9ocwFE6ULIuKJng4LKYJ/z3YZPUc0TUYRzToLnr86IAajLEpsvYzfFYOsgIc7h0pymQ5kn2+I+f5TI1VDfTs745gUdCT99hIUkDQZZ3U37VJUWDmgK5QHJKU//M7BmNwWEyQ0wKi/FiWEfnNw4kAACAASURBVAe13HVP90je81kT61qbuWibZvvseHXvAAaG4rBb8oNXg9kyN4kf32eIlD1Xh6IpOrbJlKPPEELKm+wxEgx6Sz42LadNDQwMYOPGjTjnnHPwjW98Q/u62+1GLBbLe24sFoPH4yn8FoQQcsyxlPfJlE0JklK2AXEkmYHfYYHFxMFhNcPvKD+5BQBCCQGyok6o6h/lIRkYKRtLjy1Q2ks01yTkZJbITjha1uQtalosyQp298ewojn/AqzJp5bR9BkoXxxJZaAAWNbkBYfK48L7s/2s2M9oq3FBlJWyPyshSHBNpmwq2/Om1MSp3AbrTLlyz1BcgM3Mwe8oPocGtR5fxT8rzktwT7JsysRxqHPbMKTz/QdjAhq8dt2g+vw6F9qH88ugWIPp1oCj+Pn1bsiK/thzrWHxON8Tm8UEq5nTsjEJIYScmKZd8Ka7uxvXX389zjvvPPzTP/1T3gfl0qVL0dHRgWRy7ANvz549WLJkyfHYVEIIyaM1LJ7o5JbsQmi4TNPJ4skt9orBG9as+LRZfoiyYqhHDut343dY0D6kP02FkJMZm3C0pMGDw8NJLVMNADrCSSQECSubfXmvaWHBm1jl4A3rb9XktSPosaFnpHz/mv5RHjYzp/WXaautPC48KUiT6nnjsppht5hK9ryJpsZ6dDENZYIw6phw/SAJy9IJ6TQHjvMiPBMMmucKeuwI6fQWGozzRVlCzOmzAtjdF8ubhNWbDaSx9zvXvDo1lV5vclZCkGAxcUUZOUa4bRbdxtmEEEJOHMc8eCNJEnieRyaTbcLH8+B5HoqioL29Hddddx0uu+wy3HHHHUWvXbt2LVpaWvCjH/0I6XQae/fuxZNPPolrr732WO8GIeQk8c6RML70mx0QDWSrJAQRdosJVvPETq1jzT/HE7wp3fyT6c8uFE+f5QdgrGlxLK0uAla3+pEQJN1pKoSczBK8GvhY0uCBJCs4nJN9sTvbrHh5UeaNGgDoG6l8PLHzQI3LitaAs+K48L5RPm80NRsXXq5pcVIQ4bJOPHjDcZw6Ja/EOSuiE7wpl3kzGBe04E6h+uwo78JgtSjJSIsyPBOc8pcr6CmVecOjscR2XbO6GTaLCY++3619rXckDbfNDJ9OBlFTNgikd06N82pAsFTZbDkeu5kybwgh5AR3zIM3zz77LFatWoVNmzZBkiSsWrUKq1atQk9PD+6//34MDAzgV7/6FU477TTtv+eeew4AYDab8V//9V84ePAgzjzzTNxyyy3YtGkTLrvssmO9G4SQk8S7HRFsOzqCDgMTlxKTvItdl12cDCdKT5yKpDJ5k1vKjd1lcjNvAGPjwkdZ8Cb7mvYpmji1s3cU3dHyGQWETEdxQdSCNwDySqd29o3C57BgTo0z7zUOqxk1TquhY5Bl3tS6bGjxOyoGXQdi6bw+OgGXFX6HBZ3h0sfXZMum2PaFS5yzoqkMLCYu77xY47LCYuLKZt7osZpNqHVZMVAQ9IkLE5vQpKfeXRwMlxUFoYRQMvOm1mXDFcsb8eLeAe21Pdkx4XpBGLfNDKfVpDuSPM5PfPqX22bRJh4SQgg5MR3zhsVXX301rr76at3Hvv/97+P73/9+2de3tbXh4YcfnopNI4SQImyRtX8wjoU6DTlzTebCGwDqskGZcJmRwJFkJq8Uo95jQzghQJTkosktzECMR8BpxdxaFzig4h18YGzS1Gmt6s9qDyVwzrxao7ti2Hc278XKZh/+7fJlVf/ehEylRHY89ayAA26bGfsHxzJvdvXFsLzJq2XB5Gr2O7SAajksa6XGZUWr34HNcQG8KJcsqemP8TirrSbva3NqXAbKpiZ3KVjjsmojvguxTMHcIIaJ43SDJIqiIBQXEFxQuilzg8de9DqtT0xVMm/sGEmL4HNK4MLJDCRZKRlUAoDrz5iF333ch19/2IPbzpuPnpE02goCdwzHcQh67BiMFZ/nE8LER567bZR5QwghJ7pp1/OGEEKmE7bI2jdYeapdYpILIb/TCjNXumxKURSMFJRNNXhsUADdu7hM/yiPJq8dNosJQY/NWPAmm3nT4negwWMrashZSm7fj0oURcFQQjCUhTAZsbRoaJ8JGQ+WeWPiOCwKurXMm4Qg4vBwoqjfDdPss2s9UcqJJAWYOcDnsKDVn+2VU+J1GUnGUFxAc0GPlTm1zpKZN6KsIC3Kkwo4A0Cdy1ay503h+YoJ6mQMjmaDJg1e/fIk9XW2orIp1ii+Gj1v6rOlUaGcnkQsMNVQJngzK+DEpxYH8dsdfYilRfRlM29KCXpsGEoUB7wSvDjhIJTbZqaeN4QQcoKj4A0hhJSRm3lTSUKQ4J7E3V8Tx6HGZStZNhXjRUgK8sqmxvpHlAnexNJar40WvwO9Bu76s4bFXrsFC+rdFSdOCaKMH/7xENb/9G3sH6j8uwLU31dGUtA/xf107nunAzc9sR0yNV2eNk6ERSbLvAGAJQ0eHAzFIckK9vbHISvF/W6YZp8DAzG+YhPwcDIDv9MKE8dpwZtSpVMDMR4KgEZffoChrcaJoYSg+/tOZbM0Jl025bYikhR0jy8186Y4qNLgtRU1HmbnsHIZLg1ee1GWT1xgmTfVaFicbaac8zPYvxvLBJUAYOPaWUgIEu5/txNpUdZtVjz2c/TLXeOCNOEglMduocwbQgg5wVHwhhAyY722P4T/+6f2Kfv+CUHESFqE2cThwGC84uJfLZua3AKi1mUtOW2K9cDIz7wp3fwTULNb+rONTIFs8MZg5o3LaobFbMKCejeODCdKjhjvjqZw86+348mPeiErwKEhY1k6bH+G4gIykvGMnfEKxQUMJwR0len9QY6d9qEELrj3HbxxaNjwa/YOxLBvIDaFWzV+LPMGABY3eJDKyDgaTWFn3ygAYHlTqeCNHbwol8xWYSLJjNbEXAvelBgXzjIEmwuDN7WlmxYnskGPavS8kZSxPlm5ChusM3pT8gbjLMOldJCkIVvWlM6MBSmqWjblVn9/27qixdtVoucNs7TRi3VzAnjyo14AKJ9547ZhKF4cwIvz4oRvAFDZFCGEnPgoeEMImbFe2juI3+3onbIx1n3ZBdGaWerEpVILJ2ayDYsBoNZdugRBb+xu0Ks/gYWJ8xISgqRNOGnxOTAY4ysGS0Z5Ed7spJQF9S4IkqLbWPgPB0L4wiMfojuaxp2XLslui7FMGtbTQ8HYAmkqsP49H/eOTtnPIMb1jqShALjnzcOGprhtOxrFLb/egR+8dmjqN84gRVGKMm8A4MBgHLv6YmirccKvE7QAoAVSK5ULhpNjzcnr3DbYLaaS48LZRLkmb37AgPVd0QveJLMBkEmfs1ivLp2gcySpH7xp8NiQzEh5GUFDBjJvWGZMbplonK9ew+J5dS6snRPAf7y8H09+2AMAGIgJsJo53f0otHHdbC3IXTZ447VDkBSMFAS8EpPIvHHb1VHhU/V5SAgh5Pij4A0hZMY6GklBkBTdO77V0J9dXJ2/sB5A5dKpxCQbFgPqIm24RP+aaE4DUybgLD25BchZ1GXvyDf7HVCAig1TY2kRXjsL3qiNmtsLMmr+dHAI//j8Xsyrc+HRDafjkmWNcNvMZfvv5IrkLPaMNHCdKLZA3NE7MmU/gxjHgmmdkRSe29lX9rkf947i75/eBV6Up9VUslRGhoKxwMf8OhcsJg77B+PY1TeKFS36/W4AaOU0fRX+5iMpQQuMcBxXNmuOHT+NBdkhswNOcAA6w8Vlj8lqlU1ls4MKJ05JsnpuLpV5A+QHnVkAl40E18MyDXODvVrmTRV63phNHO7+yxW4cFkDfvindvz3Ox0YjPMIum26zacLrZsT0AJ5lTJvAOSNJVcDghPveeOxmSHKCgSJgjeEEHKiouANIWRGkmQF3dm70OX6vUwGW1ydO78W5uzCrBRFUbI9bya3gKhzWRFOCrp3T1mZUU3OYsjEcdkmnvoLQbaoY5k3rPyiUsPUWDqjZd7My06pyu17oygKfrmlE3Nrnfjvz5+qLVTKBZ9K7Q+g9uyYKpR5M72wZtjz61z47y1dSGX0Sz32DcTwd7/biXq3DX99eitG0qJW6lOJKCuGy/eYtw8P4+3Dxkq5xkp11GPEmi0vfP3QMMLJDFaUKJkCxgKp/RWOwUgygxrXWCCjtcy48P5RHnVuG2wFk6hsFhOa/Q506pZNscybSZZ6uvUzb2JpEQpQIniT7S2Tc94KxQUEnNaifch7Hcs0zJnUNNbzZvJlUwBgt5jw08+vxhXLG/HLLV34w4FQxZIphuM43PGphfjbT7TBaS29PXr7n8rIkJSJZxCxzx6jxwipHlFW8K3n9+KR948ayiYkhJCJouANIWRGGojxyGTvMIZ0pnboyUgyvv3CXhwMGWuo2zeShtXMoclnx/w6V9mJU4KkQJSVKpQg2JCRFK0UIFdEp2wKAOrdxeNzGdYMuDGn5w1QeVz4KC/Cl10MOKxmzAo48iZOvdMRwcFQAhvXzoY1Z0S53jSYUtj+AFMcvEmLMHFARzilZS+dDBRFwbajUS1YMl2wYNodn16I4YSAxz7oLnpO+1ACX31qJzw2C37+uVVYmc1kMTo17LX9IVz/q20VAyS57vtzJ+5584ih544FPsaO9yUNbq08qdSkKUBdnHvtlrL7ks6o5Y61OVl2rdnMG73Abn8srQVoC7XVOKc288aZzbwpKPfUK/NkCnt1pTMSjoSTWlCjFP3MGwl2iwkWc/UuaS1mE7570WJcv2YWMpJSdtJUoZUtPtx8dlvZ57DMo9zMGxYQnOhnCHtdQuezg0ytD7oieO1ACD998whu+fV2dAyXb/CvZ1ffKB55/+gUbB0h5ERCwRtCyIx0NOdOstFgQXc0jVf3h/DinkFDz+8b5dHsc8DEcVja4MH+gXjJfgLsbudk72LXZdPp9bJXoqkMHBYTHAV3dBu8ttJlU6M8rGZOWwQGPXaYucqL4Fh6rOcNgOzEqbHgzcPvdaHRa8fFyxryXlfvto2jbCoDt82MgNM6ZWVTiqIgzotYlV387zxJsm9298ew6Ykd+NJvPsbj24qDI8dTjBfhtJpw+qwAPrmwDo+8361lbYiygic/7MGmJ7bDajbh559bhSafYyxjzGDwpmckBVlByTHZegbjPDrDSUPj7rWFdk6WBCuXsVtMWBB0l319s89edsqaViKZE/ho8TuQEKSiPikAO1eVCN7UutAVSRWdu8bOWZML3vicFpi54sybcsEbFqTZciSCf/79flz8X+/io+4RLM3+Dkvx2C1wWc1557s4L1al300hjuPwd+fPw52XLsHGdbOr+r1ZaVhuEIoFBCeceZP97IlT5s0x9+r+ENw2M/754iU4Gknh+ke24ZH3j5Zs8q/nmY/7ce9bRyBOYfP+8VIUBQ+914WX9xq7ZiKETD0K3hBCZqSuaG7wxtjCfyiboWN0Ad83OnY3e0mDB5FUpmSgKKE1zaxO80+9iVPRVCav3w2jTm7RHz08EEuj0WvX+jVYTBwafY6KzVJjvAhfQfDmaCQFXpSxo2cEH/WM4gtnzMrLugHU4NNQQr/sq1A4qZZJNHntWm+eamOlCOvaamA2cdhR4r0/PJyYEVk5lX6vQ3Ee//L7/bjhsY/QM5KCy2pG3xSPYlcUZVxNUnP7KX1l/TzwooQHtnRhR88I/ubRD/HDP7VjRbMXv7z2VMzONtxtqTAquxDrv3LUYJ8cITv9SVKAIzpZKoVY4MOTl3mjBh5OafLCYirfH6XZV37qG8tiyS+bUn8Xhb8DRVEwEOPR6NXvsdLidyAtyhhJ5S/qq5V5Y+I41LiKG62XC944rGb4HRa8sj+E1w8O4VOL6/Hzz63Edz6zuOLPKywTjfNi3vtQTRzH4ZJljdp7Wy02iwkBp7Wg8XJxQHA82GcPZd4cWxlJxuuHhnHegjpctrwRT95wBj4xrxY/ffMIHnyvy/D3GYzzkBWUDepOliDKeObjPsNBpUc/6MbP3u7A0xV6kxFCjp3q36oghJAJEGUF//bKAVx/xiwsrC9/1xpQM28cFhPsFpPhzBv2vL0DMWQkuSjwUKhvNI318+sAjC3M9g/GdfsfVOsudq1bvwQBKD+5JZWR1UklBRf+/aN8UTlFpXHhoiQjlZG1BTagBm8kRW18+tDWo/A7LLhqZVPRa4MedQxynJfyMnf0RFMZ1LqsqHPbdKfhVAMr0Qm6bVjS4NHte7OlI4yv/XaX+jyPDQvq3Vgc9GDDGbMQ0AmWHS8v7hnAfX/uwJM3nFGUfQWo2Vqff3gbUhkJG9fOxo1nzsZXn9qJ4SnqCcXc8usdWNXiw9fOn2/o+bGcSWZza124amUzntrRi99s70WDx4YfXLEMFyyqB5fTINbvsMBtMxvOvGFZIEaDN7kZEIdCiYqLdVbWmLvQXhT0wGLicGqZZsVMk8+O97uiUBQlbz+ZiE5z8tYAGxeeyhtDHk1lwItyycwbdvz3x9J5f88s08NVpjeLUTUuK8IFGXdamWeJY+hfLl2KdEbCufPrYC/T56ZQ0GvHYCx/2tRUZN5MtaDHhsGchXpcJyA4HqxhM/W8Oba2dkYxmhbx6SVBAOoNjP+48hT81UMf4EDIeN8tdn3SO5LGrIBzSrb1nSNh/NurB1HjsmqDGEp5db9aBsYhvz8dIeT4oswbQsi0MBBL44XdA3hln7H03KPRFGbXOBH02PP6BpTDnidICg5UmByVzkgIJzNo9qsLn0UNbnAoPXGqWs0/613ly6aMTm5h+mO81u+GafWVbnwKqP1uABRk3rgAAL/fO4i3D4dx7emtug05WTmAkdKpcDYY1ei1o39UP3OoUEc4iXN+/JbhZrSxnMayp7b4sKc/VjQm/YltPah32/C18+Zh3ZwAhhMCfvX+Ubx6IGToZxwrh0IJ9I7y+NOhId3HX9wzgNG0iAf+ejVuO28ePHYL6t02wz2hJkJWFOwZiOGDo1HDr4nxYl5g8JZPtGFhvRsb187C/7txLT61OFgU0GDTloxm3gxnFxvdUWPPz+25dNDAgksv88ZlM+PB61bjbwyU2LT4HUhmpJKT8tgkttyeN2xKVeHvgDVWbyoRvGETqAr7SiUFCWYO4wqclFJXJvPGXyKIe868WnxqcXDcP7/RY8vveSPk/z3NFEFPfolpQicgOB7ubOaNXr80MnVe3T8Ij92Ms9pqtK9xHIf6cVybAGMBZKMB6olgf2/vdZY/X2/vHsE/v7QPp7b4cMkpDTMiK5WQkwUFbwgh0wJL6TeycAKArkgKswNO9e6l4bIpAebsmvDjvljZ57LU5ebsgslts2B2jbNk8GbsTvzU9I8AypVNFfdPANRsplC8OPOm2W9HOJlBusSUH7agzL2bPSfghMXE4fFt3XBZzfir01p0X8u2ZchAwEDNvLGhyacuZI0sOvYPxCFICvb0l3//mHh2X7x2C1a1+MCLcl7griOcxJaOCK45tRkb1s7GP1+yFI984XSYOLUEaTphQbUXdxcHOBVFwfO7BnBqiw/LGseyMuo9tnEtIMZrOCEgIyk4PJw0PGUlt2wKUAN+j21cg9vOm1+2hKelQqlRLpYFMt7MG4/djENDlRuax3n9/iRLG72GskCatHHh+vujTZbLOd5dNjNqXdai3wE7VzWVKJsam25VHLxx2y26mT/jVeu2agEnJprKwGkt7tE1WUGPHUMJAXI22BufxHjt4ynosRf17gEo82Y6khUFUZ3sE15US6Y+ubC+aEpavduGYYOB83ROILdSSfNksPPKux3hks/pCCfxzWd3o8nnwA//13I0eu0YSWW0440QcnxR8IYQMi2MptWLikMGgjeirKBnJJ3NvDHeIDcUF9AacKLBY6vY94ZNqWnOyVpZ0uApk3lTnYbFJo5Drdum9ezIVapsKlgwuYUZytbQ65VNAWN37Aux6US5mTcWswlza12QFODqU5vhc+iXQrCGy5VK2RRFUffHZdUyA4z0vWEjzvsMLuK1zBuHBae2quUsuX1vntreC6uZw1+uata+ZjZxWu+e6YQt7rZ2RfLKLQBgV18MR8JJXLkiv5Qt6LFhJC2CN9CEdyLY3xAvynlNxMuJ82LFkjo9rYHS05YKsSyQnmjK0KKDleGc1VYzrsybifaLackGVEodg+FkBnaLqaikSW9cODtXlcq8qXFaYTNzRb00EhmpKiVT6s+wYTiZyXtvRkpkCk5W0GOHJCvaexznpQlnqxxPQbcN4YSgBT3jk2xYzP4WWRYoqZ5X94Vw8X3vYkfPSN7X3+2IICFIuDBbMpWrfhz933I/L41mFwLA1s7IuDJ1xspJ0+jWCWzLioJ/eG4PTByHn1y9AgGnFQGnFZKCaTe1kJCTFQVvCCHTArvr1B/jK14k9I2kIckK5gScqPfYMZwQDDXgG07wqHfbsKrFVzF4wxZVuX0kljZ40DfKY0QnhVhvdPBE1bpsRQ2L0xkJaVEu2fMGKA6Y9Jcop2DlF6Uu+ljAo7AUYWHQDauZw3VrWktue32ZaVm54rwEUVZQ67KO9eQwMHGK3ZXsNXh3Mndfgh47mn12re9NQhDxwu4BfHpxUAs65e7HdAvexNIigh4bZEUtX8v13K5+OK0mfGpJfh+DoFv93VZ6P5j3OiL49gt7DTcgzg2iHQxVzlgB1AyiiZS5tPjUxrt6/aByCaKMGC+iwWODIClFgS49AzEeXrsFK1t8CCczFX9fCUGC22bWGoGPV+XMGwE1TmtRVoxe6Vj/KA+n1ZQXbM3FcRwavfaisqkEL066WTFT57aCF2Ukc7L5oilxSoI3Y+c7dX/UhsUzMHjjtUPB2LEZ50VwmHhA0GYxwWbmqGxqCvRkrzm+99L+vMymV/cPwu+wYN2cQNFr6t3q+Yd9BpXDMv8sJq5kQLeQJCv4xjO7ce9bRwzuhRoUdlrVpd/WzkjR49t7RnBkOIn//cn5Wt8ddgxT6RQ5Gfzi7SP41vN7DD//wGAcl//3e4avf6qBgjeEkGkhd/ztwQplC2zS1JwaNYtGVvTLjAqFEgKCHhtWtvjQH+PLTqnqG03DzAH1nrHAR27T4kIJvjoNiwG1z0Xh4lFvdDDjsJrhtVuKFqmlyilaK0zuGcu8yf9Zt54zFz/77Cot00eP22aG02qqGPhg71fAadWCS4WLSz0s4GT0bmNcC96o78uqFh8+7h2FoijYvHsACUHC53VKwOrcNsONsI+VGC9icdCDVS0+vLBnQAuwpDISXt0fwqcXB4syv+oKFrqVvHV4GK/uDxnedxZ8MHPGSh5lRUGClyYWvDE4Lpz9ba1q8QMw1vdmMMajwWvDouyI70oZgHFenNSx7ndY4LSaymbe6JVItvodGBhN55Wo9cd4NPkcZcufGn0O/bKpKgVvarO9unIbm0ZTGfinIvMmG+wdjPEQJRlpUZ6ZZVOsP1j22EwIElyTCAgCauYnlU1VXzSVgZlTzz13v34YgHpD5a32MD65qB4WneEH4+n/xs63yxq9hj/bekfSSIsyth2NGg62R5ICljV60ei1412dvjebdw/AZTXjLxaN3QRg5yEK3pCTwUfdI3jtwBB6RipnEsuKgh+8dhADMR57+40Hbx54txM//OOhCW8jBW8IIdNCbjZLpYUTK8+YXeNEvbt0s95ciqIgFBdQ57ZhZbNaPlMu+6ZvlEej15438rds8EaQYDZx1Wn+6S5u/qk3fSaXXvkYK6doLMi8qXXbYDNzJe/6s94qhaUtLX4HTpvlL7vtHMepTXIrvB/sQpBNm7KYiss69LDFrtEL3NyGxYC6oA/FBfSOpvGbj3qxvMmL5c3F04HUfgXTL3jjsZtx2SkNODKcxL7s3+EfDwwhIUhFJVNAzgLR4L6wHhxGxmUDauDA77Bgbp3LUBPpOC9CQfHflhHGgzfq3xYrkzPS90YdtW3XJt0drLAvCWFypTocx6HZ59CO0UKRZEYLiORq9TshKWqDd0C9eOyJpopKIws1ee3aa5hkRqpq5g0A/NsrB/DingEkBBGRVEY32DxZjVqPL2HSpUbHU0M2CM6OObV3z+T2w2M3awFrUj3RVAaNPgc2rJ2NZ3f2441Dw3inI4JkRr9kClD7jQEw1HOM3XhZ3erDUEIwVObanj1HhZMZdIaNlawOZ88rZ82twftdkbwgcDoj4Q8HhnDB4vq8YQTsGJ7KiVN3v96O257aOWXfn5ycYmkR92/phCgZLxtnww4Ks5v1PLOzHzuz/TPHMxjizfYw/nBAf/CEERS8IYRMC6NpES6rGX6HpeId/KORFNzZ5p3BEiVDhRKCBF6UEfTYsaTBA6uZw8e9pZve9o2ktdIGhvVnKRW88djM1Wn+6bIhnMyvlWcXTqXKEGYFnNjTH8v7kGIL68KpUKbswrFk2VRav2zKKCMlR2yBXeO0wcRxaPDaSy5kGVlRtIyoUFyAYOACN5aW4LCYtLHwbEH/y3c60RlJlWy8XO+2IZLMGG7CeyzE0iJ8Dis+vSQIm5nD5t0DAIBnd/VjTo1T27dcwXEsIICxDJ1Og8GbvlH1OFkU9BjKvCkMpo0HyxirVDLHMm+WNarHuV5vh0KDcR4NHjtqXDbUu204VCEFuhqlOs0+R5nMG0F3xDYbF94RTuG5nf249uFtOBBKYFnO6HA9TV47QnEh7/ygZnpUJ+hx2qwAbjpzNnpG0vjeS/tx0S/eRf9oekrKpmpctuw5gB9r8jsDM2/qCz67qtF4Wc28obKpahtJZ+B3WPC3n2jDoqAb//bKAfx2ey9qnFasmV1cMgWM9X8zEjgfjPNw28xYmM38M9K0+PDw2Dl6W7exaX9qUNiKs9pqEOelvMb/rx8aRkKQcPnyxrzXHIuyqQ+PjmBbd3Rci2xCKvnjwRDue6dzXNMw2bX2i3sGy2a0hZMCfvbWEayZ7YfPYRlXpvZAjMdQQig5NKQSCt4QQqaF0XQGfqcFC4PuinfwSld4LAAAIABJREFUu6LqpCmO4wxPN2In1qDbBpvFhKUNXuzsK5d5k0azv3h6S6mmxQlBrFrTzDq3FZmCWnl24VRqMfSXq5owGBfw8r6x8dYD2XIKPS3+0sGb0bQIu8U04Swi1oeonMJMoiadnhyF2GSjU5q8UGDsArewOe6CejdcVjM27xlErcuKTy8ufddUwdjUouNNURR1X+xm+BxWnLegDi/vC+HwcAIfdY/giuWNuoFDv9MKs4lDyGjmTfY9ODJsNHjDo9lnx6J6NwZi+v2gcsXT6sWKbwLHisOqBmwrNfRkgcF6jw2tfkfFsikh20eHNc5eGHRXDESpmTeTW2g3+ey6f8OKoiCSyqBW51hnAaxvPrMbd71yABYTh3+5ZAluOWtO2Z/VmO2vkvt3UM2yKbvFhFvPnYdnb16H+689FVeuaEKT146VLcUBxcliDcUH44I2Xnsm9rypcWWPTda7R5Am3fDebTdrJbykelj/JpvFhDsvXYqEIGJrVxQXLK7Py87NZbT/G6BenwQ9Nm1AgpHPtvahBFp8djR4bNh2dKTi81kvsFq3FWvnBMBB7XHGbN4zgGafvSi7ll1zRKYoeKMoCroiKWQkBR0GM4jIyemZj/sMDTVhurJZ+jt6yve4ZDKSeoy0+h3oiqTKTjX96ZtHkBQk3PGpRWrmu8HgjSDK2jmhexzNxnNR8IYQMi2MZLMKFta7cSiUKDsh5mgkhdk1ajO9WpcNJg55I1f1sOAOu9u5ssWLfQMxZHTu9GQkGUMJAc06pQhLGzzoDKeQKoiYJ/jqLYTqsuUSuROnohXKps6ZV4sF9S786v2j2u+uf7R4TDjT4neUzGCI8ZkJZ90AyJZNlQ/ERAsyiZp89ooNi1mwid3pNNK0OFZQimAxcVjRrGYpXL2quWi8a+4+AMbLjaZaMiNBUsYyVi5b3ohoKoPvvbgfJk79fz2mbBmbkbHnkqxoFxUdBiZHKYqCvpE0mn0O7Y5xpcDrKK++7xMpmwL0py0VYgG3OpcNswLOimVTrFloQ/ZYWRx040g4WfYusJp5M7njvcXnwGhaLCpzSQgSMpKie6wHPXYsCrqxZrYf916zEo9tOB2XntKo23Mjl9648GoGbxiO43Bqqx//8KmFePaWM0uWlExWg9eOwRiPuDDxTK7jjR2bLKCWqELmjcdm0UrJSPVEcyanLax34yvr5wEALl7aUPI1bpsZDkvl/m+AmkUW9NgNl4YCQPtwAvPr3Th9dsBQ35uxGyY2+J1WnNLkxbvZpsWhOI+tnRFcckpjUc8lh1XtYzeezBs2PdSIoYSgNTo/cAybvpKZRZQVfP+1g3jiw27Dr9GCNxUGlDAs6+bqVc2wmTm8VKJ06sPuKDbvHsAXzpiFeXUuBN124zfIcq7FegxkBeuh4A0hZFoYSYnwOyxYHPQgLcroKXG3PCPJ6BtNa8EbbaxzhcUpy7xhi/JVLT4IkqKbRTMQU0dsN+tkrSxucENBcV+ehDD5xRxTm+0fkTtxKpJUGyaWWqRwHIeNa2fj8HASfz4cBsBKWkoEb0osHAEgxksTXlwD6u84lZHLNs4MJwW4bWYteKKWdfBly5RYickZLHhj4AI3pjPZ6Iw5AdgtJlx9anOJV401qjYavEkI4pQ2Ci0c335WWw1qXVbsG4zjE/NqyzaRDnqMNV8OJwVIitp8uMNA5s1ISkRalNHks2NxNnhTKWMlls2UmGhwsFzGGBNOZuCymuGwmjEr4ER3NFV2YcMyvnIzbzKSgs4yAazJ9rwB9AMqwNgFpF7PG7OJw+Mb1+Dez67CmXNrDJdpsqbl/dm+N4qiICFUb9rUsdbgsc/4silAnZwVio01LJ5sBpHbbqayqSkwUtB8+69Pb8XTm9ZidZkecBzHod7gHfmBGI8Grx1Bj9r/rdI5TpRkdIZTmF/nxppZfkN9b1g5aV02KHzm3Brs7htFLC3ipT2DkBXgslP0bwLUOK2Ggzc7ekbwmZ9v0RbOleQ+bzxZFeTkMpwQICsw3N8JGPvb2t0XM1QCzz5759Q4sX5BHV7ZFyq6iZORZPzgtUNo9tmxKZvxqh7nxnre5GaYGxmmoIeCN4SQaWE0nVEzb7RFoP4dmJ6RNGQFmJMdYwnAUINcdgGlZd5km9R+rBORZ4upZn/xgnhBtqHp4eHC4M3kF3MMW7TlnuQj2YvHcpNIPrMkiCavHb96/yjivIiEIGkL0kLl7vDF0pkJlbUwRho1RlNq7T3T6HNAUlD2A5Clkq9s8cFqrnyBC2TLpgr25QtnzMJTN55RNuBRXzAJppLvbt6H727eZ+i5ExEvCHpYzCZclL3re0WJrBvG6Nhzlr22vFltmlmp8WlfNhDQ7HOgzm1DwGmtPKUprd8M26gWnWlLhcJJQQuAzg44kMrIWhNCPexOWGP272FRvdqYvNy+THbaFICSJRJskVUqy24iWNPygey5jRdlyArgss7MoAcLSLLjYiZm3gBqkDiUyO15M8ngjc1CZVNVlpFkJAQJAefYe8NxnDZKuxwj516W8djgsWX70dnRO1L+c6crmoIoK1hQ79IyUSv1vdH6zGWvL85qq4GkAO8fjeKFPQNY2ezDnBr9ffI7rYYbFh8IJSAp6ghlI1iQvNZlNdQ3jXl+V3/RhE1y4mLvdbmbKrlkRUF3NIUGjw3JjIR2A39b4dTYZ+8lyxoRSWW07DRAvenx7384hCPDSXzzgoVwZD8/gx51wIVkIECUe11vZJiCHgreEEKmhZG0CL/Tgvl1LpjKjB3OnTTFqHdhK5VNCXBZzVpPgQavHY1eO3bqNC1m5Th6mTctfgfsFlNes0AgG7yp0l3sJp8dPocF//rKAfzrywfQMZzESEp/dHAui9mE68+Yhe09o3h532D2e5XueQPoB29G0+KkM2+A8lkr4WQGAedYZgELMpXre9M7kkatywqXzVy24XKumE4pgtVsKvl7YepcVnAV9iHX4eGkbhZXtbByo9zF3Ya1s/DFs9tw3oK6sq81GrxhGQDr5qiLgY4KTYtZJlSzzw6O47Ao6K44pUmbZDbBRWqrXw3ylbtoH86Z1MQWWN1lLvhYQIOVTbXVOmExcSX3RZIVpDLypBfarKdWYdPiscyb6gVvnNlm8P05WR4Aqtaw+Fhr8NiRECQt8DYTe94A2cybnFHhk/0McdvMiAuS4dHRJ6vDwwlDE52AsUmYE2m+beTcG8lmPLKbCeVKmpnDQ+q5eUGdG7MCDkN9b1g5KTuvrGz2wm0z45H3j+LIcBKXLy9dAlbjMp55w25+GV2YdoaTsFtMOHtujeGyqZFUBne+fAD/816XoeeT6efIcBL/8Nwew9Px2Lk+mspoZfflDMR4CJKiNeA2UjqVm/X6iXk18DsseHHPWOnUf/25A8/u7MdNZ87Ou+6qd9shKcb6QrFr3Pl1rpIVBpVQ8IYQctzJipLNvLHAYTVjdsBZsncGS4PMvUNU76ncYyUUF7SMEGZls0+3aXH/aBocoJu1YuI4zK9zaWM6GfVOfHUWEG6bBQ9ffxquWtGE3+8bxF899AG2dEQMXTxetbIJfocFv3i7AwBK97zxlZ7cE+NFrTxnIiaSedNkIHjTN5rWAmotvsq9TwC13GgigQKL2YSA02oo6KEoCgbjPEJxYyNeJyLGGv3mvC9Bjx23fKKtYr+ToMeO0bRYcbIBy7xZ22YseMOmg7FA2KKgG+1DibJ3n2K8CBOHCZfrGOkJEU4I2t/W7GzwptxCYjAuwGu3aNtkNZswr85VMvOGlcdNdqFd67LCZuaKM29S+XfIq6Uxpyl4Mhu8qXbPm2Ml6FV/NyyIPlPLpurdNsR5CbG0CF6cfEDQY7dAkpUpOw+dCOK8iC888iEe32asd0Y0pR7vEwne1LltFRsWs/NuQ/Zzs9nnQF+Fz7b2oQRMnBpo5jjOUN+bwnJMi9mEM2YHsKsvBpuZw6fL9KcaT9nUQDYj0+jCtCuSwpwaJxY3eBBOZgw1eGYl5W+2D5ftj0imJ1lR8K+vHMCfDg4ZvumVe23YGalc1t2VLa9a11aDoMeGj3srN/Uey06zwmo24cIlQbzZPow4L+LJD3vwP+8dxf9a2YQvnTM373VjUz0rZ4L1j/IIOK1YUO9G9whl3hBCZqikIEFWAL9DvThaVGbay9FoCj6HJe9CKuixYSQtlh0dPZzgtYwQZmWLFwOx/8/ee8dJchXWwqe6Ouc4Oc/ORmm1CisJlIVIWgwiyAQZjJHB4TkC/mHwx3u24T2bZ4P9DLZ4YDDJgPDDSCiYICQhhFDO2pxmZifPdE6Vur4/qm51dXelma7ZnZb6/Lc7naq7qu69557AtOziL+QZpIJupV66GRPJAE6sbp7yBpAUAx+7YQp3ffBS3Hr5CLxOB7bJli0j+Fw03nnhIHKyPaVfJ/Mm4nPC76L1lTdtLCJSAfO8mHSZa6hCJkSZUWix1GwkLd77Ix7dmmUCpaFpg0SU1byCTIUDJ4gQYS2HZyMotlGxTcg0dYaSFlaKDGgHhfP7w3A6KJxaM55YLOQZ+GVFByAFeTJ8zZAoKVYla4iR/c8IhLyZM5j0pMucUtPbH/aApmBYFy7lTTTeG7YlA7rWTaJaaXeh7aAo9IW9CglGkCG2KZtrtvvC3hbyppMzbwBp99bjdJgSmFsVRO11Km0PCUXGoG7ujT5Is9HTZ8wXc4BUEw7U5yfrQTLgRokVWgoO1FhpCkwfiHiRqXDKNaqFk2tlDEV9im3DSu7NWpmF1+louOYvG4sBAK6eTCBscHzrsU2Re4xV5Q0hb8j8xkruDSF4VoosDhk0AqnBCzXLNmhAUlh+4/HZTc2yA6Tw2+YxoBPx1GzWsJ1JjbtfXFIiC5Yt/ibLhfr8xWxjCZCshYC00XvBQNhS41S6xMJNU8p99MbdvWD4Gj7146P47AMncO22BD52w1RL1hwhb6xkCy4VpCKRoagXC3njnEc9dOZo10UXXbysQCZHRFUwlQpiLlfVHDRnMhVlN52AyI1XDOrCV0qscoMl2CvX2Darb6SgX31bzWTCj9USq+xE8UINDF9ruzpYCzG/G79zxRh+8vuvwkev32bpOTdfOACv0wGng0I8oL17T1GUZvirUBNRYoW2yJugh4bH6dAdyGqi2KK8CXqcCHnqtg6t5yzkqxiQc4gGwl5kTSa4Fa4GQdy4RSdhNSumIYBuc6pO27EbpSwooQBpEZEMSKTlcMxnbpvKSYHYZCKzPSVlxRjlFuTbzPXoDXlBU/okGV8TkVOdW07agf6IF7MGu8DLBaZFZTeVCmC5yGpWn9frqdu/3vvDrSRkpsw1hHnbhd5QvdGtxNmjHjpXIOTN6XS5Y/NugLrF9JScoWZHVTgAy1aEVyKIeveF+bwl1Ua2HduUhXvvkrwoVWxTFurCT6yWMJHwK/+2knuTKXMtVsyrJuKI+lx4x74Bo8NAzOdCla+ZqjeB+gaMlbGQF2qYy1Ul5Y08flixTq2pmjgfPL5m+viaKOKjdx7ELd982rKl8MWFPD7/i1P4uYXXbwd/dudB/N39Jzb1Pc4GPvOz4/jkvYdNv99shcM/PXQSu3ql33ulYM2avlxkMCjHFliplJ/JVOBzOZAMuHH+QBiLBcZQ2Q1Iqte4363Mac7rD2E46sX9x1axbyiCTx/YBaejdeOJ3MetNE4tFqroDXkwFPFBqIkbIu665E0XXXRxzpGrkCYduYpTDi1uVrcAjTXhBGaLU1EUsVJkld14gh09QbhpCs/ONZM3jK5iBWgNLS4pFoTNW0SsR6kQ9bnwvv3D2D8SNXyelreeTPrbybyhKLkBTIdMK1R5CDWxZTIs1YVrD2RrJRacINZtUxbsM4U21CoAkLIgeQfqk29g4wF0ZiBBvxtS3gSs7QotF1lFuj8W91vIvKk25EKNJfygKeC4weS7yPBthWE7HRR6DSxz2TILEY1NTaRxSg/LRUYhAwiMqs/JNWJHQHlf2KsRWNy6yLIDfSEPCozUikYIqE4lb8g9n+FrtrX8nQvUFUTS+WlHVTjQVd4YYUa2XJRYoSW7Tgt18mYDxLkFFSpRPJJr3mxsY/gazmQrmFApca3k3khB7o1zoL6wFz/9/Vcp5I8eSN6emXVKqIlYKTJw0RSWi6wp2TOXq0KoiRiN+RH1u5AKui2FFpNxeUdPED8/YU6ufP3xWfzyVBrpMmf52iC/mRV7NsFjpzP4Pz8/afnxLF9DvsrjkVNpy/Xqh5cK+Pv7j285u9haicVMpqJZAqLGF35xCkWGx39//Q4E3LRl5c1SQZqXD0fNN5YAea0QlWyFFwxKrXBmny1TZhuyJSmKwq2Xj+KK8Tg++5Y98OhsqJA51ppV5U3Yg8GorCLeQO5Nl7zpoosuzjnIoEUmR1M6jVMMX8NSgWlomgLqEyS9xWmJFcDwtZZ2IRftwBUTCdz5woKygBJqojxI6CtvyI4XCQ0sbcH8iA++ehT/9PbzDR/TH/ZgIcc07JQQwqOdzBvAmPggoW7NVci9IY+u8oZMZEnI66BinzEnbzaqvEnKDQJmkySym0NT6xuIHzy2amknE5COJeCmQWvs+phBuT5MiKiVIqNcI+NxH+ayFXCCvhVxUZ6EEHicDozG/YaT70KVR7DNc0tSjGmfJ6RVSr1IGY76MKtTF87yNaTLXKvyxkDCr9imbLjeB8JepMtcw3kgTSDtzbsB6tXkSwVGZZvqTNWK10Ur96h2iOZzDaLMOK3YpuxR3my21aOTMZ2uwCsvwswWc0B9cymykcwbsrFkQt4kA25lo6UeZK49lkynyxBESQFMYCX3Jl3mNmzFJBstZoGsqyUpfJmoms2Ij+YMw6lUQDfvUI012d5yYE8vTq2VDWvJn5zJ4ou/PF1fYFssISCbgeuxQt99cAnfevKMZeUb+T75mogHjq2aPr7I8PjYXYdw+zPzpiqSswlOkEgoALjrpSXdxz0/n8edLyzi3RcPYVsqoLQGWsFygUFPyIOxuM9SDf1MpoyRmHSN7EgF4HE6LJA3XMu89MCeXvzj284zHGectANxv8tQ/Q9Iv1+RkVpgreTx6aFL3nTRRRfnHOSmT5Q3fSEPAm66ZRF4JluBCLQob8gEWI/BJ4NDc+YNAHz42gkAwN/ed0xW6DAQaqKh8qZX/nwktFgJMO0w+f5AxIsyJyiTU6D+W4Q87e38Jw0GZeKdb55I9qkCVZtBrCUDzcobA8mpUku9UfIm4JYaBEy8/stFBk4HhYl1BNCdTpfxZz88iP94dt7S4/MaledWEfE54XRQFmxTdWvhWMIPQdSfWJRYHvkq30JyGuVVAe0dB8Fg2KubeUNqthOq3bOhqBdFpvE8J1huypsgINXnWo1TivLGBuJje49EEn3y3sNKLkamsjnKG3WuVInr7MwboK5a6dSmKUAia/wuup55065tiihvmM5V3izkq4b5de1iJlPBvqEIoj6XJfImW5FsjHoZeEaw0rwoKR7r95+E3wWP06FLfBC10ERTBp5Z7k26zOnaqM2gkDcmYyFRzhIlj5l1qpm82ZYM4tRa2XDTAJDyexIBN67dJjX+/Py4NvGxWmTwF/ccwkjMh4+9RrKdW22QJI9bD3lD2lCtVp5nVDl0Pz68Yvr4f3jwhPJ5rJIegGQRtLpRBEjn/P1HzT8PAQn69bkcuO/IimbGE18T8bf3HUNP0I0PvmoUgGQVNCsbAWRFV0m6TkbjfsxlK4b3CF6oYT5XxUhMmp84aQf29IXw3JxJI1vZvNVVD8mAORFF5re9IQ+SQTc8TgfOdJU3XXTRRSciW2lUe5Da4eZdb62acACIeJ1w0/qLU2Lfac68ASTZ8O9dOY5HTmXwk8Mril+b7H5pgaIoTCYDOCFPojrVgqCoV1QESKFqj/LGqCKV7DZF/c22KS/yVV5z13hBqW+XJrlRnws+l8OabWqjgcUWJt6AvCMUdGM46rM8EE/Li7UnZvQzCtQotlHfTlGU/HvoT5JKLI8SKyiLiLG4tGN1WsdWoK4JV2NbMoDFAqOcR81o1zYFSMRds1qFIF1qVXUZ7XCpJ1NqUBSFbTpEFDk/7Wg4umI8jg9fN4mHTqzht7/zLJYKDDJtTCCNoJA3KuVNp92z1CD3805tmiJIBt1Ku1C7uWnk9yx2qPLmTLaCt3/1CXz/+YVNeX1RFDGTqWA05sPegTBesEjebER1A0hzE5fB3AQgioL6/YqiKAyEW/PoCE6slkA7KIw2zYOMcm9qoohsmd0wKUyUgGa2KXI/vUQhb4zHw+lMGVGfS/l+t6cC4GsiTpnY2dIlKZS+P+zF9lRAM5eGr4n4i3sOo8wK+Ntf263MG60qb4hS1Sh7qBmErDpqsUGJzIX2j0iqKaNA5QePreKHLy7hyok4AOskVKbM4re/+yz+cx3X1A+eX8DH7jrU0qqqB7Jp8ta9/SixgqaK6LtPz+HYSgkfuX6bsmnQE3QrbWtmxyDURFl5I20sGW2UzeWqEEQoyhsAuGAwjKPLRd3wcFEUkWnjGkkFPaYbZIuq+YZDzp00Kl/QQ5e86aKLLs458kqbQ31Rty0pyWfVEmCy+Gq2TVEUhWTQo2sLMVLeAMCv7xvAnr4QPvvACRySB93+kD55AwCTST9Oyp+PTJQ7LXuBqCbUtaR5GzJvAOOWDbLb1DxIGtWFz+eqiPtdSruGXuCyGu3aphIWyZslWc47FJU+j1FVNgHZcXx2Lme6ywhIx9JWA5iJPJmEBpIK5lF50qMXDEjOmRblTY8UQqgnfc9X2wssBoxVV2QSGQ/Uzy0j8oYob3qDrUq78bhfIYzVKBKy1galHUVRePdFg/jcW8/DXK6K3/z3Z5CtcJtim0oGpeYtyTYlXRs+V2fds9QgRGOnKR6b0RN0g9wx2lXekGurU5U3X3l0BpwgYm6TssPWSizKnICRmB97B8KYyVSQNVGT5KrchsKKATn/ze/GmlGZQpFtsXQbtSmeXCtjJOZrUQINRb1IBd14RqNFK1/hIYitVmWrIJZ2q+TNVCqAsNdpagkhTVMEUz36WWNqrJVZJORjuXZbEs/P51tImS88dApPn8nh46+dwmQyYHkzRnkPebxcKjDgLYzRuQqntHxaV95I3+c7LxxETQR+elRHQVRi8T9/egw7e4L48xumpP+zmBUzm62iJsIyEQPU5ycPWcgTAuqbJtdPJTEY8eKuFxcb/n46XcYXf3kaV08mcJ2slgJkwsOKNV3+LXqCkm1Kek39c2tGY6N370AYggjdRqwSK4AVxA2Pvcmg29SaTq4PUogyFPF2lTdddNFFZyJflfI81HWvUz1BlFhBmcDwQg0HFwuI+VyaxEIq4NaVXxI2PKmhvAEA2kHhL143hTzD44sPnwaAhiwPLUwkAshVeayVOZXyprMWEVrBiAXS/NXmgsioZYNMWJonxL0G5E1zOC4Aw91JQBW+vMHdbKVi2zToVwq8HYz6wNdESwF8ZFJb4Wp4acG8XrNd8iYpT5L0oNiH5EWE302jN+RR7BzN0FPekKwYrZptlpda2ULe9giDQYNAz7USB4/TAb+KlBiIeEFBW8K/lNe2TQHSsRUYviW/oMTyoCkouRl24IrxOL7y7n3w0BRqov014YAU9pwKerCUr6LECvC5HBvKUNoqUJQ3HXbfbUZStXB/JVeFz2Yq+K+DUl6G1Vrq9WJaXtQR5Q0APL9grL7JVviGjaX1IhnUV6EWGR5lTlCC4gnMlDeTiUDL/1MUhR09Qc0Q5nRFe8PEKkIeJ2gHZcE2xSDooRH0ODEY8VqyTanJm5GYH26awtFlE/KmxCoE/dXbEhABPHyyTjT822Mz+PenzuDX9w3gxt29ACQ1sZumrGfeyI+ridDN4lODjOlOB2WpMQuon+cXDUUwlQrgJ4eXWx4jiiI+9eMjqHAC/vrGnUgF3aAp6yQUOY+sNDQRkN/NKnmzRuzKATfetKcXT87mFEWJUBPx1z86Co/TgY/fsK2hZjsV9ECoiYrtSg/LimLFrahppg1Ci2ezjXY8ADi/X7re9SrDyWfYsPIm4Ea6xBpWfy/lq6Cp+kbyUNSHuZx2Hp8RuuRNF110cc6Rr3ItNh2yCLz7pUX8zU+P4Q1ffBT3HV3Fnv6Q5mtI3lk92xQLv4s2JFemUkG895IhlDmhQeGhh8mkNICcWC2pMm86axc76HEi4nU2KBiUzBsblDeA9gQjU+YQ8jhbdg4JYbaoseM4n9Mgb2Tljd7ARxQSG1V6JC00hYiiqFRND8vtAVYqUmczFYzFfaAAPDFrbp1qN+g3FXAbSnrJtaPeAR6P+3UnSIv5Klx0axV9KuhGxOvU3HkkCrV285SM2ljSZRYJv6thguh2OtAb8mjWhS8XWYQ8Ts3sl36dyt4iIyDgcTa8hx2YTAbwtVsuxDsvHFCk8XaDhIKXWKFjw4oJCOHW6bYpsnD3OB0NGxgbgYt2wON0dGRg8Vcem4GTdmAk5kPaROGxUSgZK3EfdvUGQTso09ybbGXjyhvAOAtjRaUoUGMg4kWB4VvspxVOwFyuiomkH1oYiUlhrs1KBi076XpAURSiPpdpYPFigUGfrFo2sxGXWB4rRbZhge10UJhIBDTJfwK+JiJT5hTlzfZUAP1hj1IZ/r1n5vEvD5/GG3b14CPXTzYcQ8LAzt2M1RKrWNOs5N4QwuCy0RhOrJYMF/EEmQoHp4NC0EPjDTt78OJCoWX+8K0nz+CRUxn80dXjGE/44ZCPw2rmDfnsRmRH67FIJMOLCwVLCh9CiBHyhgJwjxxc/N2n5/DCQh4fuW6ygagG6vc+s9wbQt70hDzwu2n0BN2GjVMzmQoiXmfDdRvxuTAe9+te73qKcKtIyQrKtMH5tVSQSiHIpslQ1IsKV1OKFqyiS9500UWHY63E4u1ffUKpre5E5Kq8ElZMMJkMgALw5V/N4N6DS7h8LIbP3bQH//vNuzVfIxXUX5yuFFk5pNW9AAAgAElEQVRd1Y0at14+gpGYD6Nx7YlR8+cDCHnTmcobAC3WowIjwOmg2lYVkEFak7ypaGd6JIMeOKjWXa6aKGIhzyiLdvVnbw5cVqPA8PA6HRsKmgSkxVTY6zSc7GUrHFhBlG1T0kTPigx2JlPBnr4QdvQELeXetK+8caPA8LqhhXXlTf06GY1LlZxakuaFPIM+2betBsmD0tr9rROD7S22434XvDqBnlp1uAAwFNOuC19qyptQg6iKmputSiy/aRbJmN+Nj16/TTmX7EZf2KO0TXVy3g2gCizucNsUuVfa9XsE3LRCXHcKZmTVzdsv6MdEwm+4AGoH0+kKPDKZ63XR2NkTNCVvcm2SNwmD5kVy30013YP0rKEkC2Yy2aq8AYDRuF9p5VSD2EnbydKK+pzIWbBNkU2YoZgPC/mqri2YWFKb51tmjVPZMgsRdVszRVG4ZlsSj09n8P+encff3X8c10wm8D9ev71lfDL6LdTghBqyFQ4XDEpqDUvkTaYCCsC12xJgBVGppDcCqaamKAqv25kCAPz0SD0o+N+fPIN/eugUXrM9iZv3DTQcx3qVN7kqb2oRBIAyK2CtxOKGHdLneehk2vQ56TIHv4uGz0WjL+zF/pEo7n5pCafXyrhNtku9cVdPy/MIAb9cMFc3u2hKUaSOxf2GSqLpTKUlGxMA9g6G8fx8XnNOQ5Q3G7dNmbd6LsobfQTKnNFCe5YaXfKmiy46HCdWS5jJVPD4tLXg062InIYs2e+m8Zdv3IFP3bgTP/n9V+HTB3bhqsmE7kI8FXSjzAmaQalrJUY370YNr4vGv77rAvyvAztNHxv3uxHzuXBytYwiK4CClLTfaegPN5M3kgqqXVUB+b61dlQyZVbTFqK2daixWpSkqAORpt3JsHHjVIHZeMgvQcLAjgfUJx09IQ96gh44HZQpeVPlBCwXWQzHfNg/EjVtghBqIkqs0JaVzczvvyIrUNSKs/GEHxWupux6qbFYqCq+7Wb0R7xK64gaxH4UblN5Q1EU+nXyjtIaVZ8AMBzV9pYvN02m1CCh5c3HUmKFjs1Z6Q15sVRgUGL5BmtZJ4KQbu2Gq59r9CjBy/YcR9Dj7DjlzVcfnYaLduC9+4cR97vXZZu64/kF/MvDpyw9diZTxnDUpyzqzx8I4+BiQTfThBNqKLECIr727r25Kq/ZjqMoCpozbzTy6IB6bom6JlwNohRpViWQhWmijSytmM9lqW2K3E+HIl7UROhm9zQ3TRFM9QSRLnO6Y9WarCJKqOZ010xKhMlnfnYc+0ei+J9v2qWpYjMqUmh8D+kxu/tCoCnjVkv18fSFPYo63Mz6BUgqZDIX6gt7ccFAGD+WrVPfeHwW//jzk7hhexKfvnFni93Iqv1rLl8FeaaRWoWAbHJcsy2JgYgXD2mEQTcjrbKxAcCvndeHhTyD//b/noebbrVLEVhV3iwVJGs6eY0xWRWsp7qebbLjEVwwEEaB4TW/BzuUN4BxFpGa3ARU5M06Q4s7b6XRRRddNIAEpJml829lSLap1hvmjbt78YZdPZZCNYndY7nQOsiulFjNpiktxPzuFmmnHiaSfpxcK6HE8Ah4aNttFGcDAxEvFvJVZSeiUG2/yhmot2xoTTD0lDeAFFrcrLypN021Km8A/V2xItN+OG7SZKduiQTehiQprJX2ACKvHo76cMlIFHxNxLMGFZbFNluzAPXEQo+8YVquEaVxSmOiM5+rKuRZM3pDUr5Os2xcaf+yweYyGPFqKm/WStptEcNRH7IVroXcJZNCLcR8UmVv88S9yGye8maz0RvygBNEnMlWO7omHJBC7f/8hm24RhWA2YkgxKpd5E3ATXdU5s10uoz/OrSMt1/Qj2TAjZjfhWyFsxT8DgA/ObKC7z0zbyk3ojljZe9AGAxfwxGdgFmiNGnXNgXUc0HU0CtT0FPenFwrw01Tuso8omJprgvPlFnQFBBug4SK+tyGtqkqJyBX5RXyZlhRomqPh9NpSaky1KSo3Z7Sz00DgFVVvgrBvqEIeoJunN8fwt+/ZQ88OsrhhIl9WHkPeczvDXnQa5KtR3AmW8Vw1IexuB8umjK0fhE0z4Vet7MHJ1bL+PSPj+LzvziF1+1I4VMHWokoK7XUBPO5Ks6TCaX1kDcjUR+umUzgiZmM0k6oh3SZbdg0uXZbAkEPjeUii49e32qXIoj5pfwes5zA5SLbkEs3GvejJCuEmlHlBCwVGOX8U2N3n/Q9HF5q/W3SOlmMVpFSNiy1f5eaKGKpabOoPyypzdcbWnzWyZt77rkH73nPe3DRRRdh9+5W+8NDDz2EAwcOYO/evXjTm96Ehx9+uOHv09PTeP/73499+/bh6quvxle/+tWz9dG76GJLgkwuOt021c7OFlBfnDarBERRxEqRbRjo7cJkIoATsvKmEy1TgDRJZAVRGQTzVd6Wnex6PbV25o0ueRP2tHj2yQS2mSwwI2/sIKLMduqUqukgCaDzajYUqTGjhGb6ceFQBLSDwhMz+uRNoc3gZcBc0rtcZFtIDELenGpaCDB8Dekypxvq3RfyoCa27kAVbMpTAiTypjnvSKiJyFY4bduUxg4Xw9eQqXC6yhuKotAfbm196WTlDfnNzmQrHU/eUBSFt18w0LH3XgIlu8dW21TnKG+++tgMXLQD79s/DEBStYowbzYiWC2yKLGCaagsXxNxJldtIW8A6FqnsrIlty3yxoA4Xy4yiHidLRl7Ea8TfhfdMradWC1hLO7XDRpP+F0IuOmWfJO1Moeo391iI1oPYn6XoW1qUWnSqdumAAPyJlNGf9jTcuzbSOi9jnKlnq9S/02cDgrf+c2L8aV37TO8ryVkFZRZw6OaVBsIe1qss1qYzUpWHRftwHjcb115oyI9btiRBE0Bd764iDfs6sFf3bgTTo3fOhl0I1vhTI+Dr4lYyldx0XAUbppSAruNj0M65wajXlwjW8Aenc4YPmetzDVsmnhdNG69fBTvuKBf0y5FQDuk/B6zuvDlAtNi6Qa0Q5gJEaKlvBmOSjmDWnO0TFlSnW/UZh/zu+Gg9OdYmTIHThDRq2qyddEO9IU8lnIS1Tjr5E04HMZ73vMefOITn2j52+zsLP7wD/8QH/rQh/Dkk0/iQx/6EP7gD/4AZ86cAQAIgoDf/d3fxeTkJH71q1/htttuw5e//GXce++9Z/swuuhiyyCrkDf6EsKtjJooIl/l2mpzAOo7V82WmxIrgOFrLVWcdmAy6UeZE3BytdSx+RHNBIgdViMCrd2hmigiV+F023SunkxgpcjiF6qWg4Vc46SQQCtwWY12c2KAOnmjd20tFxjQDkqZgA1FfJgzCFEG6uTNUMwLn4vG+f0hPDGjPzmqt2a1v/urJ0/WUt7E/S6Evc6WhcCijhKKQK81rKDYpto/v7YlAyixQkM2Qq7KoSZKC5hmkF24o8v1HTfyXWg1TRH0h1stYEWG79jrvU8+1ppoX8ZKF+2BXJt2EYKSbaozlDcL+Sp+dGgZ77hgQNlgIYtAq9apFbmG+7hJPfNCrgqhJjYs6npDHvSGPHhBh7zJye2LEQ1lsFUYWVZXmhQFBBRFteTRAdI8b0In74Y8bzTub1mkZ5oW1xtB1OdErsrrBvGS5j5y/0/4XfC5HJpB8QBRQbXavyI+F3qCbhzTyb0heUjNFrCw16VJdKihqKBMLEfkt0oGPdLvYGKbylY45Ku8Ms5M9QQtNU6pbVOARFy+++IhvPuiQfzlG3boHo/V41guMBBESd00EvNbUt7MZiuI+10Iepy4YDCCsNeJh45rV5gTpEutG6S/cckQPnbDlKkivSfkwYoB8SqKUoOnepPFSBVMsoa0yBu304H+iFezwj5d1p+XWgEhovRsU4uFxuuDYDDq01QRG+GskzdXXXUV3vSmN2F4eLjlbz/4wQ+wZ88evOUtb4Hb7cab3/xm7N69G3fccQcA4IknnsD8/Dw+/OEPw+fzYc+ePXjnO9+J73znO2f7MLroYsuA2Kbycm31VsHTZ7L41WnzoLMyK6AmQtM2tR4QcmapaZdcT5ZsB0ho4NHlYsfu/jbnxuRtsk0B2vXU+SoPQdQPhbt+ewoDES++/vgZhQCZz1d1G8AGdOwzALFNtbdATQbd4ARRCdtthlQT7lZ2QgejXpRYwXDXeDZTQSLgVs6Z/SNRHFkuIl/Vfo4dQb9GNja+JimvUk2TCoqiMBrzt1gySRuYrvJGpzWMKG/ssIdcNZkABeD+o/VJpVGjynjCj4mEH9944oySb7GkM5lSozkTCpAI4U4NyVX/Zp16z3q5wUU7kAq6bauHD7hplDpEefOzo6uoicA79vUr/0dUmWkNm1EzKpyghDMbhdwCktIDaF3U7R0IGyhv7LNNaZE3y4VW0pygP+xpIA3SZRZLBUY374ZgNOZrIdwlW0u75I30OfXUN4uyZZ20TVGUZO/SUhWIothiYVNje09Q13a0VuYQcNOmjaBaWA9546Ak6+xAxIu1EmuYS0eOkYTkbk8FDHN7AMneU+aEFhXyH18zgQ9fN6mrrgJUNmiT4yBj10DEi7F463mhdyxEqep0ULhiPI6HT6Z1STteqCFX5Tecp2TUFAtAVhiJDcrgnqAbPpdDk7whxKVWYDEg2cFmNJQ3dlwjRna2pYL2vGlIJ4/PCFsq8+bw4cPYs2dPw//t3r0bhw8fVv4+NjaGQKDOOu/ZswdHjhw5q5+ziy62EtQD6alNsk7xQg3PntG3dWjhtodP4zP3HTd9HJkctWvV8btpBNx0i21qVd6Vs5p5sx5MJKR7kSB2Xk04Qb1RRxo8ijaoVQi08mLIbqreQsXpoHDLxUN4YSGPZ+ekCfVCrtrSNEWgtTtJUGAEW5Q3gP4kqTkzxUrj1Gy2cdJ6yUgUNRF4elb7GqsrbzZ+LBRFIaUzsUiXWNTExqYpgvGEr2WCpJdBREDIkGYbQ4Hh4aIp3TyC9SARcGPfUAQPqHYESaaEOjiRgHZQ+P0rxzGTqeCHLy4CqPvsew1Uef1hD3JVvsHz38nKm5DHqQSrd7pt6uWEz960B7dePmLLawXcnaO8uf/oCnb0BBsyXMgiMG1hM0ptRTphQt6o7apq7B0IY6nAaIas18mbjd97iZ1Ck7wpMrqq4IGIFws5Bixfw3efnsM7v/YUAODi4ajh+43GfVgusqioyIZ0kz1nIyAkg97GxFKBAYXGcUSPvFkrcyixgmJ/acZkMoDT6YomYbCmofKwiqRF0mO1yCDudys5doB+8DKgCl+OEvImCEA/tweof48bIW2TJvkqBGryZjTux1yuqhmcrcZspoLhaH1sv2ZbArkqj+d0cvlIDpLWuGsFPUG3YeaNuhSCgKIoObS49dyazVSQVG2ONWMkJpE3zeroZgvbRpDS2LAkIPeX5s0ikse3Hqvrltp2KZVKCIVCDf8XDodx/Phx3b+HQiEUi+bSNACgaQrRqHkF8FYHTTteFsfRhT0o8zX0hj1YyjNYKPObcm7c88IC/uR7z+FHf3QlJuVByQyrJQ5zuSocHhfCBoPTrLxbPpAItv3Ze8NeLBeYhtcpn5ZauMb7wrZ/N1FA+e5jAU/HXpepoAdrVQHhsA8Fhkcq6rPlWIYSAeSrPLyBuq+dk0mNoR793/u9V4zjXx+dxrefmcd15/VjqcjivAHt32+8J4SHTqwhHPbBodqpEkURRYZHKtLesYz1SZkIFWiPH6slruGz7RqWJkZprqb7vrPZKq7f2aP8/cqgF17Xi3h+uYib9rcu4ARa+u6GekKIRjZeId0b8SHL8C1jyLQ8ARzrbf2Odw5G8cMXl0B5XIjI13GaFUA7KGwfimo2ekQhkbFZVmh4PUaUJPGxmL7sfz04sLcfn773MDK8iPFkAFW5cU/rOADgzRf78J1n5vCvj87iXa8aQ56TJm9TQ1Fdy8pkv/T7l0RgICrV8LKCiGSb59W5xEDUhxMrJcTD3o49hs3G2Z5nvcrG90qEvSiyAiIR35YO0V/IVfDCQgEfvmGq4bsekxddFRGmv8GRjDSeBDw0TqUrho9fLHGI+FwY7Q83fC9X7OjBZx84gZM5BjtH4g3PYUTpcSN9EbjbIJ0TAQ8KTWMCJ0iZWyPJgObnnuwLo/zMPG7+2pOYz1Vx+Xgcf/a6Hdg7FDF8r91DMQDTSHMi9qSk182UOQzE/G2d00Py3I+nHZrXR5oR0BPyIJmozxEne0N4+OQaQmFfg5LkqDwP2DUc0/xMuwYjEB6fRUkERpv+nmN49Gzw3jXukH7Dssm5lWME9EWk99gxKJFlOUHUfc5KhYeDAnaNxuFxOnCJfA7PFli8Uec5Z+S571Bq/XPfCXncLdeMjyPNCnBQwI7hGE7mGNQenUFOEDGV1H4OacLcppovv/6CQXzy3sN47EwOrzl/oOU5czLJOpwKbeg3GU4GUWLn4fK5Ncfh4oK0xp/sjzS8/lRvCE/NZFrec77AYDylfU0BwI7BCL737Dx4p7NBbZytcuhv8xoZjPvxwkIe0ai/5RrJsTV4XQ6M9jXef7YPSNdzThAxZPG9txR5EwgEUCgUGv4vn88jGAzq/r1QKCh/N4MgiMhmO7eRhyAa9b8sjqMLe7BSYDAe96PMCDh4JotsNmX7e5xclBQQz51OI2GhDrsmigrL/MTxFcOdorkV6Zp21oS2z+u434WlfLXhdaaXpdf3iLVNuW7G434s5Rm4KXTsddkXcuPUShHzKwXURMANe44l6JQGqBPzWQzKpMOs/Hu4a8a/x837BvClR6bxxLFlzGUruGYyofn4hIcGJ4g4Ppdt2JmpcAL4mgin2N593yvvzkwvFXBe04RHlM/zqybiynuEHQAF4Oh8DtnR1vO+yPBYK7Ho9bsaPte+gQgePraq+VmXZLl/jeGQzW481yrmdeLkWgmC0Pjdn1yQru8A1fpd9fulacL3n5jB2/ZK1obTy0WkAm4UNZrdCHpDHkyvFBteby3PIOCibbtOLhuUiJU7nprFb102gjPyLqdL0D+3fu/Vo/jt7z6HL95/HKslqR6dq7DIVrR3yyLygu3IXBYpD63UidIm5+9WRirgxomVUkcfw2ajk+dZTlGEUBOxtFo0tJYcWynC5XBgzMSG0w6enMniJ0eW8ec3TLWE5d7x9BwA4NXDkYbvuiaKoB0U5tZKpr/BaXlucslQFA+fSmNlragbOHpsqYCRqBe5pjbAfi8Nj9OBR4+v4tXDjcTIYqaMgJtGuVhFO2dD3O/CfLrccDyL+SpEEQg7HZrHOSArXQJuGv/09vNw+WgMFEWZfidJj3T8L82kMeh3osIJqHAC/LT5c43gku2ms8tFCOOt4/HMagk9QXfD/6d8TnCCiGNnMuhTKTUPyhlvCZf2sSdlJfML02lE6MbzZilXxVQqsKFjcdZEKbC2aWxqxkK2gp6QB9lsGWH5dDo6l8O+Hu2Nh2OLefSFPKgUqyBnV2/Ig+dnMrrvM0PmQhuYo9A1EQ4KmFkpGD735FIBvSEPSoUqemTb9QszGaR0lOJEvdbjcza87iXDUfz04BJ+7/KRFkL49FJ7c+yQPE88NpdVsmwaj0G6xv1ofP3+oBtz2SoWVwoN97lTqyVcpTNfBIAU+R6m13DRkDRH42siMmUOgTavkbDLgUyZw/JqET3JYONaZLWI3qCn5f4Tk9dUh2azGFTZtlKpRrGKGlvKNrVz504cPHiw4f8OHTqEnTt3Kn8/ffo0yuX6l3Hw4EHs2LHjrH7OLrrYSshVpLDfiYQfJ01kwxsFsbqYteioH0/krkeWjZVxJM+j3cwbQJZfNi0oV0ss/C560/IdJmXrVKfapoC69Uj5LWy0TQGN0nYz2xTBzfsG4HU68LkHT4KviRiI6EvLgdbGKSVfxaYgbC0pbK7Cg+FrDaSRxynlV8zptAfMZrX92PtHoji1VtZ8n0KVg4MC/Bvw+KuRCmo3Z5HgXi35/qUjMVw8HMHf/vQY/uPZeQDSoqNfJ++GoDfk0Qgs5mwLwwaAvrAXe/pCeOCYZJ1Kl1m4aMow5+iCwQiumUzgG0/M4uhy0TDvBgAG5OMkknliR+nUzBugLttu93zqYmuCjEVFE+vUX//oKD7zs2Ob+lkePL6KHzy/iIeOr7X87f6jK9iWDCj11gQOikLc71KIUiOQZpfLx2IQaqKmjYJgJl3WzFhxyu1AzdlegGRtidiQRaTVWkgadpqzxgguHY3i2++7CN9670V41VjcsoqKNOqQ74JkB7WdeWPBNqVu0pE+i/Tv5oDY6UwFbprSvf8Sa5tWNslaeeO2KaeDQszvMrdNlVhl7E8E3PA4HYpdWAuz2WpLfftUKoCjBiHaVudCWqAdFOJ+4yZMQJoXkTkSCYc2yr0hFrfmY7l6MoEz2ap2VozS/rWx34TYzvXKFJpLIQgI0aMO5y4yPNJlTrGvaYHcA2ZU9wrFwtbmNULiGdY07l3NNeEEg/I1sp7GqbNO3giCAIZhwHHSF8UwDBiGgSiKuOmmm/Diiy/i7rvvBsdxuPvuu/HSSy/hpptuAgDs378fAwMD+NznPodqtYpDhw7h9ttvx7ve9a6zfRhdvAwwl6vgj//zBWWR16nIVTlEfS6MJ/yb1jiVrqyPvFH7Vw8vGZM3pIrTjnrqZMCD5QLT8B2sFFnF57wZmJDVGJ2agQFIBMhSvqoMYHa2TQGNxAeZsJgFQEZ9Lty0tx9PzkhWGL18FTIxaQ4tLtiQEwNIuSB+F605SVpSMlMazy/J56/TsCFPGJoXEZeMSDtA5HjVINk97VogkgE3ioyAMtt4z1sussqkthlupwP/+NbzcNVkAv/7Z8fxlUensZBnGnZRtaBN3rSfQdSM66eSOLRUxEK+KteVuk2/p9+/agwVTsBz83n0hIzvDfGAGy6awoJ8fpXkcNROvt5J41Q38+blCbJRYZahMJ+valbt2gkypnzt8dmmcZnBc3N5XL89qfm8mM9lKfNmpcjA63TgAlmFp5d7U5HtIFrtRoCUE6MVfpqtcG2FFRNokjfy/VErawyQcj2mUsF113t7XTT6wh4loNkoyH09iMrzgowGeSOKoubiVC8DbiYj1WrrhfJGfE6Evc4WsqAqB1RvlCgAJJJhraR/bhEVBlmIUxSFvpBHN1tPFEUpJ6ZpTN/eE8RMuqwbdJxpkzDQ24xRYz5fVUop/G4aPUG3YeMUaQYbijaO77t6JYeL1nPJdbrR84t8z3r5PctFBqmAu+VcUcgb1WdSsod0wooBKVDbRVMNhGLGJoIzqRBRrceymGc0Sx4CbififhfOrKNx6qyTN3feeSf27t2LW2+9FYIgYO/evdi7dy/m5uYwMjKCz3/+87jttttw8cUX47bbbsMXvvAFDA0NAQBomsYXv/hFHDt2DJdddhk++MEP4tZbb8WBAwfO9mF08TLA07M5PHIqg2d1Qrg6AbxQQ5EREPG5MJEMIFflLU141gvCrJMKPjOQgLFEwI3DpsobUsXZ/qIuJTcDqVu31krMpjRNEZDGqU5ubhkIeyGI9bYOO4g0oD4oL+TrhFqmwiHsdWpmpTTjlosHlQF7QIcsGIx4QVOt52Y95Lf9BWoy6G5QDxEs67QVDUW9ugPxDNnZagpg3tEThMfp0CQ77apvJyRmcy3nSlG6RvQWCV4Xjc+8eTdu3N2DL/5yGosFxpLyJlflG0IzC1XOdvLmuilp8ffAsVWkS9baIiYSAbxpTy8ANIRNa8FBUegPexXlTZG1rzHrXIFMIO2qpu5ia4Eoz4xCiyucgHyVx2qJRYndvA0s0ob50mIBT87WiekHjq1BBPAaHfImHnBbDixOBd0Yi/tBOyjdximzRd1Y3I/FAtNwvyKf3465SSLoRqbMQlAF8D58Kg2v06FYiu3EaMyvUt60FyhL4KQdCHmcyGr8LtkKB4avtSxOe4IeuGiqRVVwOl3WJdIA0nToa6k8J8ey0WYjQJqXGpEe6RILEY0NpUbFCLkKjwLDt5xb21MBCKJU766FjKwU3ehGQMKg2QgAGL6GlSLbUPYwFvcbErZnshVEvM4WJTwhpvRamrxOx4Y3A4hyublshGBZR7EyHJMUZqe1yBudIGxAUi0NRRobp8h51XZgsaI2bzwWTqhJdnkdpdlgxKeotQtVHt94fNbwfc76yP22t70Nb3vb23T/fvXVV+Pqq6/W/fvo6Ci+/vWvb8ZH6+IVBqIAOC77IzsRZGIU8bowKt9cT66V2tqV0AL5rmYs1tkR5c1VE3H88MVFVDlB13ufr0rNLVYW82bY2SPtDnzg28/gD6+ewA3bk1gpsdjdq+8dbRdTyQCunIjjomHjEMGtjH55cD8qE212LbAjPhe8Tgf+z89P4iuPTmMw4kO6zFqWCfeFvXj9zhR+fHhFt5baRTswGPXhVNOExC7lDUB26lonFkRZ0qOx27hWWkKFE+BrOu9nMxX0hjwt1wPtoNAf9mhKsws21benAvVJUkS1s7ZcZHUbTwicDgr/4w07EPI4cfsz8y2y6maQ32spzyiZGgVGsNU2BUgTuKlUAPcfXUWVr1kmaj/06jHcd2QVE0nz8OS+UP13Kb4MlDfSbr4+IdpFZ4NsJBjVhS+pmnNmMxXs3KQxMlfhcMlwBKfSFXztsVnsH4kBAO4/toLxuF9pbGxG3O+yVGu8UmKRDHrgoh0YjfnaIm8ASRm5o7eeo5mtcMrcqh0kA27URGnBngxK95MfHVrGzfsGNkUBNxr34fkX8xBFUbFN2VFFH/O7NG1TSg1y01hIOygMRryKogMAfnJ4GTOZCm7e1xp+q8ZIzIcnmpSo5FjameMmA27DiIEVxQZUP5aBiBcvLRY0Hz+rYzWaUjVO7e5rvb4yZQ4xn2vDitpU0I2DOp8JqLdCNpM39xxcgiiKmu+rpSACpFiDiNepqShup/0LAHwuGkEPbaC8YbGjpzXb1uN0YCDixZMzWSQD81grc3h8OoXq8vAAACAASURBVAMKMCVER5qIQcXCZpNtqvlYlosMREiqHy0Mx7x49HQGn33gBH74wiLKnICPHNit+z5bKvOmiy7OJgjTalYvuZWRq9ZrLIl9R8u33S7IgLlmcZeOeFRfNR5HTQSOGfh+c1XONqXHvqEIvvlb+xH0OPGJuw/hg999DssFZlNtU26nA//w1vOwaxMJos3GoDy4k3wiuxbYDorCbb++F3967QTeuKsXiYALPheNKybi5k+W8WfXb8P//fW9hsGb43F/i5yXkDd2KCRSOjt1y0UGNNUqFybfp5aHubkmXA293b0Cw9tyHOQ6aN7hWikwpvYhQPo9P3LdJL78zgvw+p09ho8lk5RFOYNKFEVJQbQJao/rppJ4fj6P2UzFsuy5N+TBXR+6FL9usoAAJHKTTIRLLwPlzY6eIO7/g1djfBODars4dyDEopHyZlGVDWeUE9OM9dqysxUOPSEPbrl4EI/PZHFwsYB0mcUzZ3K6likAiPkk5Y3Z+63KlgoA2JYM6M7niDJTa2EKQCGYm8eRnI22KaBuIf7WE2dAQVKXbgZGYn6UOQErRVZZmLZrmwKkjUIt29SiTAb2amyyqOvCV4oMPvOz4zi/P4R3mJI3/pbK8zWFWNn4b5IMuLFW5lDTObeIyjalmjcORrzIV3lNKyIhb5pzVoaiXvhcDt35b6bSXjV1Ulan8YJ29TeZSwyqyJvRuB8lVlC+x2acyVZ0N2aGYz5FOaxGWrYrt4NU0KNZF07seHoK2e09QTwzl8ff3HccX3pkGifXyrhhRwoek2a4kZh0ThIlnF25UBGfC7SDUghAgiUdlTbBUNSHdJnDfzw7j2u2JfCt915k+D6dO/vooos2kZHbRfR2ajoBOTkvJuJzIRlwI+ihdSWaG4UoishUOAxHpd0TK7t0xKO6W97BOrxcxPkDYc3H5qs8IjaEFRNcPpHAN3/jItz14iJu++VpsIJoao14paM35IGDAo4uS9eCnQvs8/rDOK9f+7e3gqDHiQsGjVVNo3E/fnkqLbVLyTarQlWa8NllN1o5wbbsVknEoKfFi632+ZPdN4KZTAWv3aHdCNcf9uLFhdadtALDIxVsf6Gd0iNviixeNW6NUKMoCvtMqmqB+iSFTFoqXA1CTdwU8ub6qSS+9Mg0ypyA+Dp2AK2GpPeHPUiXOSVvAehs5Q3Q2TbPLoyhBBYbKW9U9wAtK4QWVkss3v6VJ/C5t+4xbJBUI1eRxve3XdCPf3tsFl97fBaXj8VQE/UtU4C0OGf4GsqcoHuuiqKIlSKLqyZl8iYVwE+OrKCoQXbPZCroCbpblJAEw1EfHFQjecMJNZRYARGfHXl8dfImXWZx54uLuHF3j2l22EYxJttGpjNlpMssgh66rapzgpjfpakOXdRR3gDSePjUbBY1UcSnfnwUDF/D/3jDDmWs1gPZ5JjNVLBdVl4Q0qEdsiARcEOoichXeCWEWQ2ism22TQFStl6zCmQmU5GUjE1WaAdFYVsyqCiam0GUNxsF+XxrZU6TFCDkzUADeSN9p6fTFSWfhYDla1gsMDgQ1VGHRH14+kxrzES6zGLYRIlrht6gRwnwViNfJaUQ2r/3f3/9dnzgsmHE/W7E/C7dprlmjMR84AQRi4WqrAjn4HRQbc9PHBQl5Vs1EVFG5CYA3HR+H3wuGq/dkTItUQC6ypsuXsEgypvT6Qo4HeZ6qyMn74BEvZL0ciIRsJ28KTICOEFUFtBWJnrLBQY9IQ96Qx5EvE7DxqlchbdNeUNAOyjctLcf3//Afnz8tVNKvkUX2nDRDqSCHpQ5ATTVeQvT8YQPfE1saHgiC5egDYvUZMCNKl9r2cleKmp7mId02gOyFQ75Kq870dHb3StU7VHehDxOuGkKS6rJd5HhUeYE3dDMjaIn6AaF+qRFsbHZfK0DwETCr0z029050wIJy17MM4rypkt+dLFVQe55RsqbpQIDChKhO20xy+7IUhFlTsCvTmcsPZ6VyZeoz4WA24mbLxzAg8dW8d2n5jAS82GbgWWR2BcyBrk3JVZAla8pmzMkf05LfTOTqWBEo4aYgFgw1HkgyvzKDuVNsN68+J2n5sDyNbx3/3Dbr6uHUSXMtWKLMoIg5nNp/iZLBQYep0PzuxqOelHhavjKozP41ekM/ujq8ZaGMS2Qe7ra3rKmhC+3T3ro5d6sFFlQQMNGgF6rJSCN830hjyY5tr1HapzSUpBlymxbNh1CvjQTBQTzuSrcNNVgaSL2QK3g4fl8FTWx1f5FMBzzYanAtAQwr5XsUN64NdumiBpHj9AIepzY2RtCT8hjmbgB6go8UsKSKUt5ee2WQgDkWLSVN1rkpvQcD37jkiFLxA3QJW+6eAUjU+ZAAVK9pMWdp60G4j0mO0Pjcl24nY1TRE5IlDPNlY9aWC6y6Al6QFEUdvYGccSgcUqyTdm/4AKkG/vb9vbbUvX5cgeZnARtaDU626hPSOrnZoHh4XE6bNltTOhM9pZ15Lxhrwthr7OlAYtMFPSk+7q15zbZjSiKQjLoaQgsXlEk4vaq05y0A8mgW5m02JlB1AyKonC9HFzcTpClHkg2zHy+iiIjwE1TtpxXXXSxGajbpoyVN4mAGxMJv2XlDSF5Di/p52yoobZ1A8C7LhyA2+nAqXQZ108lDccZYicxCi0mCzuiKNymQ96IolQhbpZdMxb3NxBZpAnTDvKG3JemMxX8x7PzuH57Uhm3NgOSysiB6UwF6bK1IHcriPikzJvmOeZiXgqV1fpNB2Uy4EuPTOPSkaipXYqgHpJb/03WyiyiPldbGYl18kab9FgtSaSKWhlExgAt1dGMTk4MIJ2TJVZoaV4EiG1q80io+XwVfWFvQxEBOS+0yBuy2aS3uURsYeoyBr4mIlfh2j6/UiEP1kos+FrjeUXKT+xWz482BTCny+1Z2NRIBtyatqmI12lo/18PurOPLl6xyJRZ7JRtPScMMlm2MpTAYnlyMZHwI1flNT3Janzl0Wn88y9OWXoPsssyEJaUNGYTPcWjKsscd/SEcHy1pKtuyld5W2TJXbQHQhzYrYI6G9DaTbIzX0WRJ6sG5ObzvBlqnz+BWWgmUXioyRuWr4Hha7b9Lr0hD35xfBXffuoMigzfsgCyE30hjyKnL1Q3j7wBgDfu7kHE68RUj3kA8XpBwpcX81WUWL6ruuliS8NJO+BxOhSLnxZIrfNITCJvrGz4kPvX4aWipcfXN5ek+UnM78ZN5/cBMLZMAUBCXgymDVqBCPFMVC39YQ8CbhrHVxsXptkKp9kG1IxR+bsgORhZG5U3bqcDEa8T339uHiVWwPsv3TzVDSAR2iMxP6bTZXuVN34X+JrYog5dKlR1VQOEDAh6aHzy9dstV5/7XFK19UyD8oZtK+8GqG/G6NWFr5bYluD7sNeJgJtu2VgRRRGz2You4TGuk6VU5QRUuFpbtimziu35XLXFykVRlExSauXxScemdyxD8vVzRvXcbFlq5lqPXVkLPUEp0Lv5el8qapdCtItEwA2/i1bOrUy5PSJNjVTQ09BOWmJ5PHIqbStZ2yVvunhFQkrg53DhUMSwXnKrI1fh4HE64JV3gSfl5oaTq/oy6NUig688OoM7Xli0NAGrB3m5MRzzKeoBPRCPKhnId/QEwNdEzc9UE0Xkq5wtVZxdtIdBmTgIbZIKajMR9DiRDLgbJkhFO8kbleSdoPk8b8ZQxNvSzDCTlbzxgxFtT7mivFHbmmwOyP3TaycwmQriHx48iTd96TH866+mAdi/swUAvSFvq/Jmk671iUQA9/23V+u217SDlJxrNJ9n5DyNzrIVdvHKQ9DjNFTeEKXEaMyHEitYquUmC75clcdCXlu1oIYW+fF7V47hszftMc3NU5Q3BhtRSrCs3ApErOPN87lT8rgwalBNDUg5MQxfU8KciXLIrky+RMCNClfD5WOxTWv3UoNUbadL7dlz1CBkQ8siu8DoWkIGIl5cMhLFJ1+3fd0ZP6Nxfyt50yYRpYznOsTgqkb7IkVRGIh4W9S0uQqPIiPoB2HLC/bmNkyywdrO7xLzS9ZkXeVNrqo51xiN+zWb3GYzFQQ9tO5mKlHeqNX3a6S6vU3yhnzfzdap5QIDB9X+6zdDIjfrjVMZG9VpqaAbBYZHRbat/tPPT2GpwOAPrx635fWBLnnTxSsURUYAX5OCbI3qJdVYzFfxZ3e+hNufnjsLn9AacjLxQaSqhOU3yr25/Zl5cIKIbIXTZezVSJfrHuORqM9UeUNekywGySRFK/emzAqoidaDQ7vYPPRHpN8r1KEL07FEY+OUXTkxQH1xoJ4kmbUHjMZ9WMhXG+pFZzMV9Ie9ut7siNcJv6txdy9vs2JlV28I3/nty/D1Wy7ElRNxvLBQgIumNkV50xvyYKnAQBTrO7WbpbzZTNAOCr0hj6y80Q9Q7aKLrYKAm0ZJR3lDVIN9YQ9G4o32ASPMpMsYlxejhyxYp5RCBdX4HnA7cfVkwvS5cUvKGzlYVnXvmky2Wse/9cQZBNw09vQbEybN9ts6+WSvgnOzVTcEo3EfFnJV5Kq8bXZSEvCrJvt4oYYVnfw3AHA6KNx2815cv107qN8IIzEfptN1ZVi7tdSApOgJuGl98kZDeQNI1qlm5c2MidUo7pcs1M1kSb2aeuPH4nRQiOs0YRYZHrkqr9i91BiL+7CQb82uIQoiPTtjyOtE1OdquFco1e1tEh8kc685tHi5wCAZcJuGW28EIzFfo23KZ59tCpBsnY+eTuM/n1/ALRcPmRZvrAdd8qaLVyTIDSfmdxnWSxLcd2QF7/nG03jw+BoeOL56Nj6iJWQrfEOeSypIGqe0j6fE8vj+cwsYkG0ARhXeBGSQifpcGIn5kKvySpCfFppljkNRLwJuGoc1yBsyOepEq87LDUT1EfJ0JpE2FvPhdLqsTPIKDI+Q1x4iKuih4XE6GshOYjfSU6zcvG8AfSEPPnrHS0q702xGvyYcqO/uqSeIm0V67O4L4dMHduGHv30pvvrufbZ5sdXoC3vA8DUlqBnoTPIGkGyj8zkGpa7yposOQMBN6wYW56s8qrJqcEQjV0QLFU7AcpHFdduToB0UDhnk2BG0Q364aAdCHqdhYPFqSWpRUjdIbUsGkKvyyoL2sdMZ/OJkGh+4bMTU/jSmhPyWGz6/XZl5rx6P4/U7U7jIQlufHRiN+UEoLLuUN1EN5c1yUbLO9Ok06bSDkZgPBYZHrsJDFEWslTlbVBiJgFuzLluoiUiXWSQ0NjPI2KwmBs1y7CiKwmjMj1NrOuRNm+eW1GzUehxaTVMERIHWbJ0yqgknGI76GpQ3aSVAepOUN0XGdssUwXDMh8V8FdkKhypfs1V5AwAnVor41I+PYizuw+9cMWbLaxN0yZsuXpHIqNQk21IBLMhy+GaUWQGf+vERfPzuQxiJ+XDhYNiSWuVsIVdptBxRFIXxuH7j1J0vLKLA8Pj4a6cAAEdXzCdg6TKLiNcJJ+2oJ7QbhBaThSph0h0Uhe2pAA5rTPbyTZk9XZw7kB2aTiXSxhN+FBlBmZDZaZuiKEl5cccLC/j7+4/j5FpJOc/1dhtjfjc++9bzUGYFfOSOl1DhBKnxxCR3YSDibbAkbLbdqCfk2TQJv7ounBxHsEPPr/6wFwv5Kopd5U0XHYCAx6lbFa5WDfaFvHDRlKnyhvx9KhnAtmTAUmixYjva4Pge87sM7VwrRVZRRRJsS0m2yeOrJfA1EZ978AQGI16866JB0/eL+l2IeJ3KQjtX4RFw0+tqsTHCLZcM4dMHdp21QgBSCw20n0lCoGWbIvPBvpD9ted1oqGMEiuA4Wu2kTdaipVMmUVNBFJaypuIF1W+1pApOWtihQakNszmzJtMpb6B3A5SQe3jMCJvmklKQFJPLeSqGNapCScYjnkbohOUWIU2c4hIQLRaeZOrcHh+Pq/EQdiNkZgPNRF4cSGvfAY7QFrA/uqug1gtsfjLN+yAx+aCgy5508UrEulKXbKoVy9ZE0X8zu3P4a4Xl/CBy4bxr++6ALv6QliWbQBbAbkq1zIxmki2svyAlAr/nafmsG8wjMvH4hgIeywpb9Rhd8TzajTRW5YrSNWy0x29IRxbKSpBgAR5xVPeXQyda6SCHoQ8zk3ZPTsbGG2SvBcYwTbbFAB8+sBOXDkRx/efW8A7v/YU/uXh06BNvNjbkgF8+sBOHFku4iN3vIQyJ+jKqwn6w56G3b3NDvrdTNSDfiVy3O+iN0X+fDbQH/ZitcQiU+a6ypsutjyCBsobNXlDOygMRSVrihHIQm807sPO3qCl0OJsm+RHwu9SFodaWCmyDZYpoF4XfnylhP98bgEn18r442smLLfDjanyQLKV1vlVJ2FElfETt+k46hXu0u9SE0V86ZFpRLxO7OoL2vIeaoyoWoHIxky7gcWAND/VUt4QIkTTNqXRBjmbqaDPwAoNSOdUuswp811AbZtqP3xZq2Kb5OZpkTfDMR8ooOGaX8gzEAxqwpXnRn1YLrKK5WqtJOVu+ttU7jooSmppUh3L956dR4Wr4V0XmxOvGwFpnHp2TiJv7CI4CfE3n6viffuHsac/bMvrqtElb7pYNzJlFj86tHyuP0ZbyCghvC7desln53I4vFzEn792Cr935TictAOpoAdVvmbY4qDGfx1awoH/+ygYXrtpqV3kKnyLFHgi4Ue2wrVMen52ZAWLBQa/cYnkt97eE8RRDStTMzLletjdYNQLB2VC3hSlClJ1lePOniCqfK3lecQT3828OfegHRS+/b6L8G4LO5RbEfVgQMk6ZWfbFCBlxXz6wC7c+zuX4Y+uHkfY68TO3hBoEzLiqskE/uiaCTwxkwWgL68mGIh4UeYE5dqoV2x3HmFAlDeLBQb5amfbjUgm1GqJ7SpvutjyCBgEFi82qQZHY+ZZduTvw1EfdvUGLYUW59okP2J+t4ltimnJ6or6XEgG3HjmTA5feuQ0LhmO4Npt5hk7BFJ2Wj3zxo6mqXMFv5tWFNB2LUy9TqnJjChvfvD8Ap6fz+NPrp3YlHlcf8QL2kFhOlPBmqo8o13o2Y0U8kbHNgVIi/LT6TL+4cETePhkGmNx8wp6AA2bqpkyBzdNtU16JAPSNdJcsT2fqyLgpjU3Rj1OBwajXvz06IpCVM6aZPcQEDKNlDGslVkk/C5b1GSpoEdR3lQ4Abc/PYerJuLKGs1ukLnYc3M5ALDNNhX2OuF1OjDVE8QHXzVqy2s2o0vedLFu3HNwGZ+897Cye9OJSKtyXPrDHvhdNE40tSHd+9Iy/C4aN+7qUf6vHqpl7dhfmC9gucjiuAV70npRE0UlsFiNCRJarDoeURTxzSfPYDTmw1WTcQDAVCqA2WylJbSsGZLyRrqpuWgH+sNew8ap5QLb4lHd0SPtyBxebpRak6rzTrXqvNzQF/ZuSvbJ2UBPUKp+nE6XUeVrEGripqhVYn433rt/GN//wH587ZYLLT3nlosH8ebzekGhfn3qYbCpcUpR3nQgwRnzueCmKSwVJOVNJ5O0/argx04mobp4ZSDopnU3mZYKDJwOSlENjsSkHItmZawaM5kK+kIeeF20YrM0Cy3OVtprkowbKG9EUZSUN4FWpei2ZAC/OJlGgeHx4esm17WwHIv7kalwyFY45Kq8bWHF5wojMnFg18KUoihEfdLvslpk8IVfnMIlI1Ec2N1ry+s3w+mgMBTxysobe5qNyGuUOQHlJnWaUj+vE1gMAJ994ARu/rcncfsz83j1eAx/eu2k4XvVbUr1eXOmwkltUW2SHqmgGyJag73n5Jpwvdf/k2smsVpkccs3n8a3nzqj5N+YbS6Rv5Og5nSJtY0Y7Am5sSKvK3/w/AJyVR7vv2zEltfWQtjrQsznwkG5VKLd/CECiqLwd2/ZjS+/92LLir/1okvedLFukJ0Qs4C7rYxMmUPY64SLdoCiKEwm/Q2NU1VOwH1HV/Ca7cmGxSwJ1dJi7LWwIC/AtMJ620WR4VETW/3khKX+6J0v4f+75xB+dnQFD51I48hyEbdcMgSHfDOfSgVRE1sVR81Q26YA6eZttEu3VGQUkotgLOGHx+loyb3p2qa6sAsURWE07sOptbJCeGxmvsp6Jl0UReETr92O7/3WJaZVqYQkINLsAiPATVO2e6bPBiiKQl/Yi8U8IyuhOpf0UJM3XeVNF1sdUmAxr2ltWipIYzSZC4zG/OBrojJf0cK0Kq9rWzJgKbS4XeVK3O9GrsqDF1qVy9mKpDbQaskj1qmbzu/HVGp9Vh6iophOl2XyqXMJZwCYiPvhczkQcNt37435XMiUOHz2gRNg+Ro+fsPUpub4SHXhZcXmlLRJeQOgxTq1qlizWt/D76YxkfDD56LxB1eN454PXYa/+bXdCjmjh4GIlCt1Kt2ovLGDLCDH0Zx7M5+rajZNEVyzLYHb338x9o9E8Q8PnsQ//+IU/C7alOQjypwzqpYmu5rMJOUNA06o4d+fPIOLhiLYO2C/5UiN4ZgPrCDdI9tp/mrG5WNxDJqomNpB580GuzjnICF0VqoltyoyZbbhxjkpN06Ric5DJ9ZQYgUc2NO4m5Bap/KGTIasNDOsF1o1nIAUlvXP7zgfr9mexGPTWfz5XYfw0TtfQtzvwo2q3ZEpOdjvqEHuDSfUUGD4Bl/uqLxLp+d3Xy4wLSGuTgeFbclAi00rV5U88U6bAgG7eGVjXK4LL2zBWmraQZlO8oBWX32B4WzN7jnb6JHrwvM2VrefC/SEPKDl9Umgg0moLl4ZCHqcqIlAVcOyvdQ0RqtzRbQgiiJmMmUlV8zjdGAy4TcNLZaUK+3YpqTnZjXaLYlCQou8uXIijp09QfzuFeu3LKhVErkOt00BwAcuH8Hn336+reRK1OfCE9Np3Hd0FbdePmoawt8uRmI+zGYqWCmyoB0UwjaoofRIj7USi6jPpZth893fvBg/uHU/fvPSYcsKINpBYSTWGFosKW9sIG+Ulqb6cayWWExnKphMGs83UkEPPnfTHvzVG3fATTswlQqYnidBjxMxn6uuvCmzbYcVE/QE3ahwNfzHs/NYLrJ4/2XDtryuEci5G3DTHbVB1rkzqS7OGUhNdCeTN2orECDtJN3xwiJWSyxSQQ/uObiEvpAHFzZVOqY0bpR6EEURCzmJ5DmyGeRNtW79asalozFcOhoDXxPx3FwOD51Yw0VDkYab00BEqvA2yr1Rt3IRDEd9KLGCxLg3DV4llkeJFTTrk8/rD+GOFxZRqPJKc06+ynUtU13YhrG4H/ceXFYsnZ2o9Ah6nAh7nSrblLClSKj1oi/kwePTGWnSndoc7/rZgNNBIRX0YLHAINhV3nSxxUGUFiWGb6jSBiTy5vz+esPcSLxO3rx6vPW10mUORUZoWKTv6g3hweOrEEVRd8HXbuYNsWOky5yySCVYKRHypnWucclIFN9870Ubes/+sKSSOLZaQokVOp68SQTcttiM1Ij6XSgxAiYSfrx3/5Ctr62FEVkdcXCpgITfpSjG2gGpAm9W3qwUWU1CkGCjJNh43N+gwM+UWdOsHCuoK4jqG8p3vbgIoSbiwJ4+0+dTFIUbd/fiqomEoW1SjWGZTBNqIrIVzpYMIqB+LX/5V9PY0RPE5aMxW17XCOSeZpet8Gyhc2imlwGqnKAbINdJIDklnUzeZMpcg0ROXS+5WmTw6OkMbtzd0zJIeJwORLxOS8qbfJVHmRMQcNM4vloCazG0+MRqCYsG8mUCshsVMdiFcDooXDwcxZ9eO4lrtiUb/uagKEylAoaNU3XyptE2BWj//isFaSBszrwBgF/b0weGr+GulxaV/8tX+Y6XJXexdUB2TV9akHaEO5X0GAh7FeWNlBXTmccBSKGoqyUW2UpnK4gAKTwT6Cpvutj6INa+5tybmijK6ti6pSLmcyHooXXndOT/G8ibPuPQYk6oyeRHG5k3pJZaI/dmVZ6DGS20NwKikiAhpkbzq1cqiE3mE6+dsq1G3QjkvHthPm8bEUWsV83Km9USazvZBUhzk/lcVSkvyZTtUXUl/C5QqB9HTRRxx/MLuGQkui5FVMjrRNQigTEsq++zFQ410Z4AaUDKvAGke9b7Lx3eVCseAWmcstMydTbQJW/OIj7zs+P48A9eOtcfo228PJQ3bINkUV0v+aPDK6iJwBt1AthSQY8l5Q2xTF0xHgdfE3FyzbyWGwD+9Acv4n/99Jjp4/RsU+vBVCqI46sl1HQsUCTdX/1dkQFBK7R4SZ5QkZuwGjt6g9g7EMb3n1tQ3i9X6eyFaRdbC4S8eX5Bqn7sVLJgIFInb/JMZ9uN+kIe1ESgwtU6lkwj6Jerz7vKmy62Osg9o3nDMF1iwdfEBtsURVEYifl1cwzJ/4+qlAJmocVkntjO/ITMO9IajVNkDmZX3oYaY3G/okjudOXNZuA9Fw/iq++7GBcMRswfbAPIApvha7YRKxGfE04H1UreFBnNsOJ2MRb3oyZK8+YKJ6DK12whPZy0AzG/S7keHpvOYD7P4K3nm6tuNorhqBcrRRZz8hzFjup2AIpifyTmw3VTSZNH24ORmL2B3mcLXfLmLGImU8HJtc4N+SUgypu5XLWlnq4TwNdE5Kp8w8VK6iVPrJZw78ElnNcf0s2nSAXdWLGgvJmXd6Su3y7dhKzk3izmq1jIM3jmTA6cRkifGsQ21c7O0FQqgBIrKAvFZmgpb/rCXjgdlOJ5VWNZtqto2aYA4OZ9A5jJVPDYdEY5hk5uoOlia2H4/2fvvsPbqu/9gb+P9rY85G0nznCcaWeRyQhkMAoESICympKwCqUtTW+hUEa59Aell1tWKdBSZriskEADpWG0rDACmQRn2k484qlhW1s6vz80IlnDTix5JO/X8/AQ6xxL59j+anzOZxgDY0XDmTfDNDBYYFDhcKcLoiiiK8UjzwdanuHIc8Fw/X2EhJoWM/OGhrpQ2VRXj2k6oZLSfEP0Hms/AAAAIABJREFUa3RppjpqGk6kug4HFFIB+RHZOr01LbYELy71J/iRHVE21VNbsDdJOqa5jMjSINjDlMGbOHL1Spw81jRgj5etVYRHaqcqWCcIgWlrkWVTTo8P7XZPyrO5gMDQDgCo7bCH31enarpRtlYRDkKt3daETLU8rcGPUNPi7Y2Bi2SpyrzJ0ysx1qTFjfNHQipJf9YNABQbA89pqTqHgcLgzQCyBMcP9rV8ZigSRRFWR6BfjM8voinBh/6e/vjhPnxW05Hmo+ubULlRzzS5MTlafHqgA3tbu6Ma+/aU29fMm+DPZnqJETqlNGbSUjyhJ0On1x8eX5eI1eGBVOhfdkF5cIR3oqbFoXTlyIZkMomAouDoxp5awqnM8YM3Z5TnIEsjx2tbGgEEy6aYlkwpIpNKUJyhCjcsHq4ZEoUZKri8frR3u6N6RA1HkR/4hnMQCghkaEojRiwTDVWhAGO3KzrzJhS86TlUoDRTjcOdLjg9sePFD5odKDaqoz5Q9da0OFlPvj6fg0IKuVSAOU7ZVG+9SfojshcJy7oHXyAzLNibJEVZHkB00AMIjAD3+UXMSkOvlRGZaggAajrs4b/nVDQsBgIXlNu63GjtcuGT/e04d1JeWsvZQr+LUGlhql4P5VIJ1lw1HaeXD1xgUCWX4rq5I3DW+NwBe8xUYPBmAIWire1xXoiGC7vHB69fxOSCwPi2eNkXPTVanXhlSyPe392a7sPrk9ATZ880udE5WlidXsgkAhaNS/zkYdIp0GF395p11GRzQquQIkMlQ0Wurk/jwrc32qCQChAAfHPImnRfi8MLg6p/zdtGZ2sgEYC9CY7NbPdAKZOEr3qEhBqW9dTSGbgalqhru1wqwdIpBfj0QAfqLQ7YnB6OCaeUKss+MhElHVdlB0JhRuCDVYPVCdtwz7yJ+JA43EskzyjPwRtXzxh2V+noxBPuedMj8+ZwguBNqDSl3hJ7Qa7ObI/bP2N8nh7VzV1xJ0/2pSdfbwRBQJZGkaBsKj3lLQCisq7707OHUidUspfKMrmciMybd3Y1Y92Ow1hxUgmmlxhT9hghKrkUBQYl6jrsMIcvIKcmeJMTDEK9vbMZPhFYOrkgJfebSHEw82ZrQyjzZngHOFfNGYGq4oEpAUyV4fnOdhjyBkcuA0dKS4ajUJ+VyYXB4E0f+t58Hsy4aetDtspACL0R6PnEGRqrN39UVtKrRaZgD4eeXep7arK5UGBQQRAEVOTpsa+1C95eSqG2N9owudCAMSYtNh+yJN3X6vT0O2tFJZeiNFOdsGlxR3Ckes/GYaXBhmU9e+W0dLmQ28vVsAunFEAiAM9/fQh+ESybopQKjbMdzgGP0LjwA+12+PzisD4XjUIaDtoM5949QKDJe1FGesfiEqWCLpR5E6dsKjR4IdKIYO+Hnn1vvH4R9RZn+Hk1UkVe4qbFoZ43/S07ytLI4zcs7k5f5k3oZwGgX9OyKHVCwcNUZj3maAMZKwfau/H/Nu7F1OIMXDdvZMruv6cRWRrUtEeUTaUqeKNTosPuxpvbmzCz1BgeKpIuOqUMWRo5LI7Axd1QiSYNHAZvBkjoKgQQ2918OAmlwo7MUkOnlMbNvugpFLxp7R4aQatwHxd19IvA5AIDpAKwdEryqLUp+OLRW9+bJpsz3OCyIlcHt09M2vPI4fFhT0sXphQaML3EiO2NtqQldlaHJyUpvWNNOuxtjZ9502H3xH2BKc1Uw+X1xwQimztdcSdNRcrTK3HqmBy8vbMZwPC/Gk9DSyjlfTgHPAqDvVV2BzPihnPZFHDkKv9w/p0QDSeaYOZNvLKpPL0y5oJM6ANfXY/3dIdtgd6GcTNv8hM3LbakYKACEPiAa+6ReePzi2jvdseMD08VjUKKPL0yWLbFj0lDQaixbKqDNxaHB7e+/T3UcinuO6cCsjT2WinL1qDO7Ahf+M1Up2hyllYBvxjIqruwl88vqRLqe5Olib24S+nHZ6UBEnohA9CnfilDVeQEgWTTCULcXn84g2SonHdHgnrTkdkabPzJXMwry0r6/aFmvC29nE+j1RlucFmRF+gtk6zvza7DnfCJwJRCA2aUZMDl9eO7JH1vrE5vSprplZu0aLS50OmMHWNvtnvivliGnrgP9Siba+1yx6Rjx3Px1MJw2RmvbFEqlQWvEA/nLA+VXIosjRx7WgIZccM96BF6TmCglmhgyCQCVDJJzKjw5k4X8uO8RmsUUph0iphs6lAT4xFxgjdjcrSBsus4mbsWhwcaubTfpavxyqY67G74xSMX0tJhZJaa702GkNPGZOPmU8rCWf+pkK2VQwRQ227HvWdXJOzVmCojsjRwef2obumCUiaBWp6aj+ChdZClkePUMdkpuc/ehIK9LCEeHAzeDBCz48gH/aESxDgW4fHUajlKjKpeM2+2Nljh8PgxuUAPm9Mbtxleqry2tTFh87xIZrsHUokQ92p2X65wm4JjsFuTlL91Or3odvtQECx/KMlUQ6uQJhyrCRxpVjypwICpxRkQgKSlUxZH/8umAGBssGnx3rbYwFKobKqnUE34zqYj5+Py+mFxeBJOmoo0rTgDo4K9SdjzhlIpXDalGt6pvIUZqnBG3HAP3oQ+LA7ngBrRcGNQyVDf4wJLKPMmntJMdWzwJjQmPDO2bEopkyDfEP99oNXpSUm/mFDZVGRfndB76HSVTQHANXNG4Genjkrb/dPRUcmluHJmSUozY/KCF1dXzi7FrJGpb1LcU+jC0pZ6a9x2BMcqtA5+MDF/wDLFwg2kh3m/m+GKwZsBEpn22Zcx00NV5HjqEZkaNNlccCUp7fm8xgy5VMCZ4wPTm9JVMubx+fHHD/fhha/re93XbPcgU33sjX6NajlkEgGtSc6l0RZo+lcYLJuSCALKc3XhMoh4tjfaMDJLDaNaDoNKjvJcHb5JELwJTf1KRdlUuUkLANjbEn31TBTFYNlU7BukXL0SM0uNeGVLY/j3H/q7ztX3/oZKEARcOq0IQvC+iFJFp5QhX6+M+3c7nBQaVHAG15ZumAc4TxqRianFGdCwNp5owPxgYh7+s78dn+xvBxDovdiWJDu2NFONmnY77BF9cg6aHTCoZAkvFJUa1TEZuEDo4lL/359kahTw+MSo3j2h4E26yqYAoLIoA6encdwyDb5ZIzLxyEWTsGrOiAF5vFDwJlE7gmM1Lk+Pa+eMwJUzilN2n70JNS3O4uTFQcHgzQAJ9bwpNqqSfugf6kKZNwaVHCWZaohAzJWdSJ/XdmBqUQZKMwMR7nQ1LT5sc8EvAjubbL3u22F39+uJUyIIMOkUSYNwoTHhocwbABifp8Oe1u64U6r8oogdjTZUFh7peD69JAM7Gm1xg2NOrx9un5iSN0c5WgWManlM6nOXKzBZLDvBaMYVJ5WgvduNDd8dBnBkBGlfMm8AYOnkfLxx9cxwaRlRqvzvBZNwQxobDw6EyOcOwzDPWFkwNgdPXVLZr8l4RHR0Vs4egTE5Wty3cS8sDg9autwQETtpKmRJRS663V787r3d4UyXOrMjMOY4wdotCWbr9Jw4ZXV4U/L+JHRlP7J0qi3YPzGdZVN0/JNJBMwZmQVpGvvcRDJq5OFM81QGb2QSAdfMHQHjAGbBlBpT30Ca+o7BmwESyrwZk6NFWx8zb5weHx76aD8sccYkDhar0wOdUgqZRAinzSUqnTpsc6Km3Y65ZVnhKyQtaco6arAGjqHR5uo1u8fs8PQ71c+kUybtedMUDGQU6I98ABuXq4PL60dtR2yfoIMdDlidXkyJqOedUWKE2yfGDUgdmeTQ/w91giCg3KTFnh5NixP1BgqZWWrExHw9nvu6Hl6/GP7d9jWTRhCEtHfFpxPTGJO2T72XhrLCiODNcC+bIqKBp5BJcPdZ42BxePDgB/vCF1jyDPGfG6eXGHHTyWX4YE8bnv3qEADgYEf8MeEhJZlqdLt9MX1pLA5PSnryhYM3Ee/rvjlkhUwi8Ko/DTtlwXYB8doRDCcjstQw6RSoCLZdoIHF4M0AMTs8yFDJkKdX9rnnzaZaM17+tgGf13ak+ej6zhJRqhN6QU80Ljw0ZWpOWWZ4fHS6yqYagpkuAPBdL9k3iUqBjoZJp0ja86bJ6oRaLolKNR6fF5jMEK8vT6jfTWTwZmpxBiQCsPlgbOmUJaJxdCqMNemwv60bnohR5h0JpnKFCIKAFSeVoNHqxPu7W9HSGfjd9jXzhogSK4z4gBUa+0tEdDTG5epwzZxS/Gt3K17+tgEAkK9PnO16xYxiLKkw4YlPa/HBnla0dLnjjgkPCV2B73kRz+r0pKSfXaghakfwPc9bOw5j4+5WrDgptf1PiAZCaC0N97JulVyKd66bjQUsLRwUDN4MkNBViFydEt1uH7rdsZN9etraYAUwtBocW51HUmF1ShmyNHIcTFA2tanWjHy9EmVZGuiVMihlkrSdS6PVCblUgEwiYEdT8qbFZrs7JZk3yc4lMCZcFZVqXJqphlouiTtxanujDRkqGUqzjlzh0illGJeg701k4+hUmDkikOXzn33t4dvMwcybrARlUwBwyphslGVr8OxXB3HY5oReKWNfC6IUKMwIPBdo5FLIOK6WiI7Rj04qxfg8HT7a2wYgcdkUELgoc8ficow1aXHHhmoASJp5E76IF/E+0Ovzo8vlS3nmzZ6WLvzhw304qdQ4YH1KiFIp1PdmuGfe0ODiO8IBYnEEGlTlhDJQ+hDE2NoQyMYYSg2OrY7oqynxphMAgQbCX9VZMLcsC4IgQBAE5GiT94npjwarE4UGFcpzdUn73jg8Pjg8/n4/cebqFLB7fOhyxQ/CRY4JD5FKBJSbdAmDN5MLDTE9IWaUGLHzcGfMlK7IxtGpMHtEJvL1Sry5vSl8WyjzJtkVAkkw+2Z/mx3v72lL6/QHohNJvl4JAcy6IaL+kUkE3H3WOCikQp8usKjkUjx4/kRog/vFmzQVUpChglQiRGXeWJypu7gUCgAdsjhw2z++h0Elw73nVAxYnxKiVBoZzrxh8IaOHYM3A8RsD2TemPpYPuTw+LA7WF6TrLfKQIvMvAGAEqM6bs+bbQ022D0+zC07Mn4v0OS3b+fS5fImbYTcU4PFiSKjCpML9Nh1uDNuU2DgSO+hrH6XTQWuXCUKwh3udKEgTl15RV5g4pQv4visDg9qOuxRJVMh00uM8PjEcFlViCWYeZOKK1tAILB0/uR8fHXQEv59mu0eCH14jMXjTCgwKANjwod5nxGioUIhk8CkU0A/zCdNEdHgG5WtxR1LyvHD6UV92r8wQ4UHz5+IJRUmjMxKnHkjkwgoylBFTZw60pOv/+9PZFIJMlQyvPJtAxosDtx3zvh+v38jGiyTC/WYXpKBqqKM3ncmSoDBmwESyrwx9bFx784mG3wigqVGQzvzpq3bHVMG9nlNB2QSATNKjeHbTDpln3vePPl5HVa8tCWqB0syocybSQUGODx+HGjrjrufuZcmvH0VCsLF+z12ubywOb1RDUdDKvJ0cHr92Bcx2WlnsMwrXvCmqtgAqYCY0qnQmyNDinreAMB5k/IhFYB1OwLZN+12NzKCY9GTkUkluHJmCQAgj/1uiFKmLFsTfs0gIuqPs8bn4ZqjKDeaWpyB/z5nfK9lmyXG6AxsSwoHKgCBi20+EfjJ/DJMLeaHXhq+DCo5/nJxJYd1UL8weDMA/KIIq8ODzMjMm14yULbW2yAAmDMyEy1JGuMOJK/Pj263LyrzJlTvXG92Ru37eW0HqooM0CqOvHiHxmv3HCkZT22HHVanNybjJB6b04NOlxdFRjUmFQSaAicqnQo34U1Bzxsgfj+iJltwTHicEdgzSoxQySS48fXt4frz7Y1WSAVgYr4+Zn+tQobx+Xp8WdcjeBMx9StVcvVKzB+Vjbd3NsPj88Ns9/Q5yHXuxDyMNWkxpSg2AEVEx+buM8fhriXlg30YREQJlWQGMrBD7+2sobKpFF1cmllqxFnjc3HFzOKU3B8R0XDG4M0AsDm98ImB+l+tQgaNXNpr+dDWBivGmLQoy9agvdsdVWYzWOK9IJcGa6HrzEfGX39W04H9bXbMH5Ud9f05WgUcnkAAqDdNwelRoYlVyYQmTRVlqFCUoUKmWp6wabG5D31c+iI3SeZNozU4JjxO2VS+QYUXrpiGAoMK//XWLtz73m58fdCC8lwdVPL4degLxuTgu8Od0TXlEVO/UumCygKYHR78e1/7UTV2VsmlWHPVdJw3KT/lx0R0osrRKZHDzBsiGsJKM9Vwev3h97WWFJZNAcCvzhiD351dEdMTkIjoRMTgzQCwhAMGgReyUAZKIl6/iB1NNkwtykCuTgmfeKTcZzCFmuRGpsIWGwPZJaGU2bZuN+55dzfG5GhxUWVB1Pcny1aJ5BfFcPbK5zXmXo+rMSJ4IwgCJhXok2TeBCco9TPzRiWXQq+UxT2Xw6HMmzhlUwAwMluDZy6rwo9nleAf3zVjR1Nn3JKpkCXjcyEAePf75vBtVqc3ZW+MIs0ekYkCgxJrtzeh3e5BZoIx4UREREThceHBvjehsu5UTcMkIqIjGLwZAObgC1lowlFvjXv3tHTB4fGjssgQDng0D4GmxeHx1BEZHyq5FHl6JQ5ZHPCLIu5+txp2jw/3/aAiJpMkVDLWWw+fjm433D4RhRkq7GvrRnMvZWMNlkCwJNRjZnKhAbUdDtiCwaZIZocHGrk0YZbL0UgUhGu0OaGUSZJOtJJLJfjJ/DI8dUklppdk4KzxuQn3zdMrMb3UiHe/bzmSluzwpGzSVCSpRMDSyQXYfNCCRqsT2UnGhBMREdGJLdS/I3QRz+LwQC2XQCnjRwwiolQbks+sra2t+PnPf47Zs2dj5syZuOqqq1BdXR3evm7dOixcuBCVlZVYvnw5du7cOYhH27sjwZtA8CJHp0Rrksa9WxusAICqogzk6oMBjyHQ9+bI1ZTooEFoXPhLm+vxZZ0FtywYjVHZ2pjvD09o6qVpcaMtcK4XTQlk7mzqpXSqweqEUS2HThk4rlDfm+8Ox5ZOdRxFH5fe5OqUCXreuFBoCGQB9aayKAN/ubgSEwuS94o5e3wu6i3OcDmYNU1lUwBw7qQ8SIVABhjHGRIREVEieXol5NIj48KtDk9aMoOJiGiIBm/uueceWK1W/POf/8Rnn32GSZMm4brrroMoiti8eTPuvvtu3H333fj666+xePFiXHvttejq6hrsw04oXP8bKpvSKtCWpHHv1gYbCjNUyNUrI6ZTDYHMG2f8VNjSTDX2tnbj8U9rsWBsDi6YHL/vSY42lHmT/FxC/W7mjcpCrk6Bz2uTl041WB1Rk50m5OshANjZGBu8OZo+Lr1JlHnTZHUiP06/m/44vTwHSpkE7+wKlE71HNmeSiadEiePDvQr6m9vICIiIjp+SSUCijOOTJyyOr1pu7hERHSiG5LBm7q6Opx55pkwGo1QKBRYtmwZDh8+DLPZjNdeew2LFi3C/PnzoVAosGrVKigUCmzcuHGwDzuhcM+bUNmUXgm3Tww3AI4kiiK2NVhRFZzak6WRQyoRhsS48HhlU0AgeOPy+pGjVeD2RWMTZpxoFFJoFdJez6XRdqQMam5ZFr6qM8ObZGR4g9WJoojgjVYhw+gcLXbE6XsTyLxJTUDCpFPEbSbdZHPGHRPeH1qFDKeNycb7u1thd/sCU79UqS+bCllWWQggftNlIiIiopDSTDUOWo6UTTHzhogoPYZk8GblypX417/+hY6ODrhcLrz66quYPn06srKyUF1djYkTJ4b3FQQB48ePjyqrGmrMDg+0CikUwfpfkzbxuPBDFic67B5UFWUAACSCgBxt8gbHA8Xq9EAuFaCWR//ZTC4wQKuQ4t6zK3rNBklUahSpyeZEploOtVyKuWVZ6Hb7sC3ByHCfX0STzRUVvAEQbFrcCX+P7KajGX/dG1OwmXRHRDPpbrcXVqc37pjw/jprQh6sTm+4cXE63xzNGpmJF6+YhlkjMtP2GERERDT8lWSq0RDsfZiunnxERAQMyWfX6dOnY926dZgzZw6kUiny8/Px9NNPAwC6u7uh1+uj9jcYDH0qm5JKBRiNmrQcczLdXj+ytIrwY5flB7JqHEDM8WzcH+jvcnJFXnhbgVEFs9MX/loqlQzKeTj8gTKazMzofjYnGzX4tiIPEknvPV4KjGqYnd6kx99q96AkSwOjUYOFkwsh+8f3+KaxE2dMLozZt8HigM8vYmyBIeo+Txqdg3U7DsPsFTHaFDhev1+ExeFBYaYmJT+/srzQ7/HI76OlOVCqNTrfkPLf0ZIpKmS/twevbm0CABRma9P6dzBrEP7GUmGw1gfRcME1QpQc18jRGVeYAffmejgECaxOL3KNav78jmNcH0TJpXONDLngjd/vx4oVK3DyySfjscceg0KhwPr163H55ZfjH//4B7RaLTo7o3uZ2Gw2lJaW9nrfPp8Ii8WerkNPqMXqQIZKFn5sNQLZIDWHOzHZFB0I2bS3FRkqGbLlQnj/LJUcB9q7w18bjZpBOY9WqwN6pbRfj21USVHT1pX0Pg6221Fu0ob3qSoy4KPqFlw7qyRm3+8PWgAAmQpJ1H2ONgbKfT7f3YLsYKaQ1eGB1y9CLRVS8vPTSEK/RytKdYEsmE+rg1kx8tQ8Rk+Lxpnwf982AABkfv+g/B0MdYO1PoiGC64RouS4Ro5OjjIwwXNbTTtsTi/UkvS8B6KhgeuDKLn+rhGTSZ9w25Arm7JYLKivr8eVV14JnU4HhUKB5cuXQxRFbN26FRUVFdi1a1d4f1EUUV1djYqKikE86uTM9uj633Dj3u7YUqhtjTZUFWVE9Y3J1fdeajQQUjHhKEcbOJee5UwhflHEYZszquxobllWwpHhDdZAjXVRhjrq9pFZGmgVUnxe0xFuDG0O9h7KSlG5Uc9m0gfNDjz8nxpUFhowPi/xouuPsyccGSmerobFRERERH0VGhe+M9hrkA2LiYjSY8gFb7KysjBy5EisWbMGdrsdXq8Xr7/+Orq7uzFu3DgsX74cGzduxKZNm+B2u/HMM8/A5XJh0aJFg33oCfVs3qaQSZChksUEZNq63ThodqCyKHpsdK5OgW63D12u2AbHA8mSgglHuToFvH4xPHa8p/ZuN9w+EQURPWzmlGUBiD8yvMHqhFQIBLgiSQQBF1UW4P09bfjbFwcBAB2OwM87VT1vMtVySAWgtcsFt9eP2//xPWRSAf99TgWkfSghOxYVuTqUZQXS8NgQkIiIiAabSaeASibBjqZAZryRPW+IiNJiyAVvAODPf/4z6uvrsWDBAsyaNQtr1qzBn/70J5SUlGDGjBm46667cMcdd2DGjBl499138dRTT0Gn0w32YccliiLMDk940lRIvGyazcESoKnFGVG3hzI8+pJ98/B/DuC2t7/v8/F5fH7c+vYu7EjQEDhSIPOmfy/IJl3yceGNwTHhhRGZN6OzNQlHhjdYnMg3qCCLEyy58eQynDMxD09+Xoc139QfybxJ0bQpqURAtlaBli43Hv2kBtUtXbhzSTny09CsOEQQBFxQWQC9UhbzN0VEREQ00CSCgJJM9ZHMG74/ISJKiyEZGh89ejSefPLJhNuXLl2KpUuXDuARHTu7xwePT4zJ9og3Qepf1S3I1SkwIT+65CYU8GjpcqEsO3nzo89rOlDbYYfZPrpPI7G/b+7CB3vakKGSY3KhIeF+ohgYbd7fF+ScUCCq243yONubbIGfSUHGkUwaQRAwtywLG3e3wuvzQyY9EnPsOSY8kkQQcMficjjcPvzvvw+Eg2KpyrwBAkG4zw90wOzw4JKphTh1TE7K7juRS6cW4rxJeeHpZURERESDqcSoxt7WbgDMDCYiShd++jtGFocHj31SA7fXn3S/ULZHzxcyk06Btu4j2ScWhwef15qxuCIXEiE6iyQ3nHmTfFy41y/ikMUBvwh8eiC2xCiebQ1WAMCW4P8T6Xb74POLqcu8idO/BgiMCQcQM2p7/qhsdLt9Mdk3DVYnioyJM11kkkAZ05yRmdhSb4WA1F4RMumUMDs8GJerw82njErZ/SYjCAK0iiEZdyUiIqITUKjvDcDgDRFRujB4c4w27m7Fc18dwteHLEn3swR7u8Rk3uiUaO92w+cPNNP9cE8rfH4RZ1bkxtxHb6VGIU1WJzy+wP19vL+9T+exPVguVdNuDx9rPDZnoN9OvzNvws2aE5dNZarlUMulUbfPK8tEjlaBN7Y1hm/rdnthcXhimhX3JJdK8IfzJmBacQYKMuKXWB2rEZlqaORS3HdOBTNhiIiI6IRUajzyXqy/F/qIiCg+fto8RtXNgaZs3zUl7xUTyryJ6XmjU8AvAh32QBDjn9WtKMvSoDxXG3MfKrkUBpUMLQmyVUJqOwIjycbl6vBFrRlOjy/p/qIoYnujDcXBzJVtSbJvrM7AefR3goBcKkGmWo62BIGoJpsThXHKoGRSCS6Yko9NNWbUWwITpkL9cRKVTUVSyaV4fPkUvHDF1H4cfaxVc0Zg7cqZGJGVvJyNiIiI6HhVGsy8UckkUPW4AEdERKnB4M0x+r65CwDCnfUTMQezWYwxPW+ONCE+bHNiS70VS8abokaERzLpFL1m3oSCN1fNLIbT68fXB5NnBdVbnOiwe3DJ1CLIpQK21CcORIWmQ6VigkCOLrbfT0iTzRVTMhWydHIBJALw5vYmAIFmxQDiBnvikUkEGFI8vlIpkyBbm5oGyERERETDUahsis2KiYjSh8GbY+D0+HCgrRsSAfiuqRN+UUy4ryWceRP9AT+yFOpf1a0AgCVxSqZCcnVKtPTS86auw4EsjRynjcmBViHttXRqW2Mg02ZGqRET8/XYmizzxhEsm0pB8CNRIMovisHMG2Wc7wo0Bz5lTA7W7zgMl9ePhqPIvCEiIiKi9MjSyKFVSNnvhogojRi8CWrvdsPjS958OGRvazcQ+tflAAAgAElEQVR8InDyqGx0urw42OFIuK/Z4YFSJoFaHv2jzg0Hb1z4Z3ULJhXoUWxM3LslVxc7Wryn2g47RmZpoJBJMGdkFj450JE0sLStwQadUopR2RpUFWWguqULjgSlVuGyqRRk3ph0yrg9bwK/AzFh5g0ALKssgNXpxQd7WtFgdUKnDJSUEREREdHgEAQBo3O0yNPHvwBHRET9x+ANAhkflz3/Df77X3v6tP/3wX43y6sKAQA7kvS9sTg8yFDJYsqhMjUKSATgyzoz9rZ2J826AQLZKu3dbniTBJhCwRsAOGVMFtq73fguSVnXtkYbJhcYIBEEVBVnwOcXsaMx/rmEMm/0qci80SrQ0e2G1x8dWAr1sClIkkkzs9SIEZlqvL61EQ1WB4oy1AlLzYiIiIhoYPz+B+Nx28Ixg30YRETHLQZvEAgadNg9eGdXS9KmvSHfN3chSyPHzBFG6JRS7EwSILE4PMjUxPZEkUoEZGsV+M++dkgEYNE4U9LHNOmVEIGo8eJRj2P3wOr0YkRWIHtnXlkWpELiqVNWhwc17XZUFhkAAJWFBghAwtIpq9MDvVKWkklNJp0CIoCOHufSGBwTXpgk80YQBFxUVYgdTZ3YWm9jyRQRERHREJCnVyJHx8wbIqJ0YfAGgTIoINB89n8+2p+01AgIZN6Mz9NDIgiYlG9ImnljtntiJk2FmHSBgMxJpZm9Nr3N7WVceE2wWXEo88agkmNqiRH/SRC8CR1zZWEGAECnlGGsSYstDfHPxeLwpKRkCkD4hb1n0+Ima+DrAkPyF/4fTMiDUiaB3eNj8IaIiIiIiIiOewzeANjX2g0BwC0LRuP75i68s6s54b5Ojw817XaMz9MBACYV6LG/rRt2d/xeMWaHJ2bSVIgpGLBZMj551g0QCPQAsQGPkNoewRsAOGV0Nmra7Thkju3Js73RBqkATCzQh2+bWpyBnY22uKVZVqc3Jc2KgcSBqEabE1kaea8jJvUqGc4Mlpn1ddIUERERERER0XDF4A2AvW3dKMlUY+nkfEwu0OOxT2rR7fbG3Xd3Sxf8IlCRFwh6TCo0wC8e6YPTkyVJ5k1BhgpKmQSnjcnp9RhDAY+WBJk3tR12KGUS5EdkrZwyOgtA/NKpbQ02lOfqoI4IlFQVZcDp9aO6pStmf2s6Mm96lE01WZ1JmxVHumRaIdRySVTwiYiIiIiIiOh4xOANgH2tXRhr0kIiCPjlgtFo73bj718eirvv982BwMaE/EDmzcT8QPAgXqNfl9cPu8eHzASZNytnleKZH1ZBp+w9KGJUyyGXCgkzb+o6HBiRqYYkonlvUYYaY3K0McEbr8+P7w53orIoI+r2quLA11vqY/vepDLzJlMth1QA2nqWTdn6HrwZa9Lh3z+dh/F5DN4QERERERHR8e2ED97Y3T7UW5wYk6MFAEwsMOCcCblY80096i2x5UbVzZ3I1irCZUxGtRylmeq4TYvNdnd4n3iMGjnKc3V9Ok5BEGDSKZNm3kSWTIWcOiYbWxus2BoRkNnd0gWX14/KQkPUvjlaBUqMKmyN0/cmkHmTmuBNqFlz5Ln4RRFNNhcKM/re6E7CKVNERERERER0AjjhgzcH2rshAhhr0oZvu/HkMsgkAh75uCZm/13NXeF+NyGTC/TY0WSD2KPRscXhAYCEZVNHK1eniJt54/L60Wh1xg3e/HBaEYqNavzqrV3hYNS2YJZQaNJUpKqiDGxrsEY1bfb6/Oh2+5ChSk3ZFBDo4dPceeRc2roCo8P7mnlDREREREREdKI44YM3oUlTYyKCNyadElfMKMZHe9uwO6L/i93tQ12HHRN6lOpMKjCgw+5Bky06sBIO3iQomzpaJp0y7rSpQ2YHRCA8JjxShlqO/71gEkRRxM/X7oTN6cG2BhsKDcpw9lCkquIMWJ1e1LTbw7dZnd7wfaVKsVGFrw9acOUL3+KNbY3h3wMbEBMRERERERFFO+GDN/tau6FVSGMyPn44rRhahRR/++Jg+LY94WbF0Zk3k4JNc3f2GBluDgZvUhX0MOkUaOl0xWT4xJs0Fak0U40Hz5+IRpsT//XWLmxrtGFKj343IVOLYvveWJ3B80hh5s2tC8fiV6ePhk8Ucf/7+/DzN3cCAAqZeUNEREREREQU5YQP3uxt68boHG1M/xS9SoZLpxXho71t2NsayL75PpiF07NsakyOFkqZJKbvjdme6rIpJZxeP2zO6ElYNR12CAgEaRKZWpyBOxaX45tDVrR3u2P63YQUG1UozVTjpW/q4fQExp9bHanPvNEpZbh4ahFeunIanr18Ki6Yko/ZIzNRZGTwhoiIiIiIiCjSCR28EUUR+1q7o/rdRPrhtKKo7JvvD3fCpFOER12HyKQSTMjTxWTeWBweSIVAICgVTMFx4c02Z9TtdR12FBiUUEWM/Y7n7Al5uHbOCAgAZpQY4+4jCAJ+s2gs6i1O/PnTWgCBZsUAYEzRtKmejzcxX4/fLCrHoxdNhlx6Qv9JEhEREREREcU4oT8pN3e60OnyhidN9ZShluOSqYX4YE8b9rV14/vmzoSjqScVGFDd0gW31x++zWwPTGhK1VSk3GDQqGfwprbDgREJSqZ6umbuCLx3w2yMzE68//QSI5ZXFeL/vm3A1nrrkbIpderKpoiIiIiIiIiob07o4M2+tkCT3ESZNwDww+nF0MileOzjGtR1OGL63YRMKjTA4xPxz+qW8G0WhydlzYoBwKQPZN4cjmiM7BdF1HXYUZYkGNNTpkbR6z43nVyGAoMS9/5rD1o6A02SU1k2RURERERERER9c0IHb0ITjkYnyLwBAKNajounFuKzmg6IQMykqZBZI4woN2lx73t7cNvb36PD7obZ7klZvxsAMGkDmTcNwZHfANDS6YLT6+9z5k1faRRS3LGkHAfNDrz0TT0UUgEq2Qn950JEREREREQ0KE7oT+P7WrtRaFBCp0xeDnT59GKo5YEfVaLMG61Chucun4rr543Af/a34eK/b8aBdjuM6t6zXPpKIZNgfJ4Of/n4AJ74rBYenz9i0lTiZsXHamZpJi6qLEC324cMtRxCisq/iIiIiIiIiKjvTujgzd62bowxxQ/GRDJq5Lh6VimmFWcgW5s4GCOTSrBy9gi8eOU0lGaq0enyIlub2lKjx5dNwXmVBXjmi4P40Utb8NHedgCJx4T3109PKUO+XonsPpRaEREREREREVHqnbAdaF1ePw522LFgbE6f9l8xqxQrZpX2ad9R2Vo8fWkVPtrbhkkF8cusjpVeJcMfLpyCeaWZ+P3GPVi7vQkGlSyl5VmRtAoZ/nLJFLgiGjETERERERER0cA5oYI3IsTwv2vb7fCJwNgk/W76QyoRsHCcKS33DQCnjslGZeEM/OnjAzCq0lvSVJSR+pIsIiIiIiIiIuqbEyp4c6DNjh017Th1TDb2tnUBAMYkmTQ11Bk1ctx95rjBPgwiIiIiIiIiSqMTKngjCMCv3tqFqcUZ0CtlUMokKDEyq4SIiIiIiIiIhq4TqmFxWbYWty4cg9p2Oz7e345R2RpIJZygRERERERERERD14mVeQPgospCLKnIxStbGjAmp/dJU0REREREREREg+mECt6E6JQyrJw9YrAPg4iIiIiIiIioVydU2RQRERERERER0XDD4A0RERERERER0RDG4A0RERERERER0RDG4A0RERERERER0RDG4A0RERERERER0RDG4A0RERERERER0RAmiKIoDvZBEBERERERERFRfMy8ISIiIiIiIiIawhi8ISIiIiIiIiIawhi8ISIiIiIiIiIawhi8ISIiIiIiIiIawhi8ISIiIiIiIiIawhi8ISIiIiIiIiIawhi8ISIiIiIiIiIawhi8GSQbNmzAZZddhmnTpmHChAkx219++WUsWbIEU6dOxdKlS/Hll19Gbf/qq69w8cUXY9q0aTj99NPx4osvxn2Mc889F1VVVZg3bx6eeOKJtJ0PUSo9+OCDOOecczBt2jTMnz8fd9xxBywWS9Q+69atw8KFC1FZWYnly5dj586dUdt37NiBZcuWobKyEgsXLsT69eujtre3t+Omm27C1KlTMXv2bDz44IPw+/1pPzeiVBiINRLS0tKCmTNnYtGiRWk7H6JUGoj1sW3bNlx++eWYMWMG5s6di1/96lcwm81pPzeiVOjvGnE6nbj55puxePFiVFRU4M9//nPU97rdbtx5551YvHgxpk6ditNOOw0PPPAAXC7XgJwfUX+ke32EHNNndZEGxccffyy+/fbb4muvvSaOHz8+ats777wjzpo1S9y1a5fo9XrFNWvWiJWVlWJDQ4MoiqJ46NAhsaqqSnzrrbdEr9crbtmyRayqqhLffffd8H28+eab4rx588TPPvtM9Hg8Ymdnp1hdXT2g50h0rP7nf/5H/O6770S32y22t7eLK1euFK+//vrw9q+//lqsrKwUP/nkE9HlcolPPfWUOGfOHLGzs1MURVG02WzirFmzxCeffFJ0uVzip59+KlZVVYnffvtt+D5WrFgh3njjjaLNZhMPHjwoLl68WHzyyScH/FyJjsVArJGQ6667TvzRj34kLly4cMDOj6g/0r0+vF6vOGvWLPGPf/yj6Ha7RbPZLF511VXiLbfcMijnS3S0+rtGnE6n+Pe//13ctGmTuHz5cvHxxx+Puv/u7m7xoYceEvft2yd6vV6xvr5evOCCC8R77713QM+T6Fike32I4rF/VmfwZpB98cUXMcGbm2++WbzvvvuibluwYIH46KOPiqIoii+++KJ4/vnnR22/9dZbxSuvvFIURVH0+Xzi/PnzxTVr1qTxyIkGzkcffSROmzYt/PV//dd/iatXrw5/7ff7xVNPPVVcu3atKIqi+Prrr4unnnqq6Pf7w/usXr1avPXWW0VRFMWDBw+K5eXlYl1dXXj7q6++Ki5YsCDdp0KUFqleIyFvvvmmuGrVKvGNN95g8IaGrVSvD7PZLJaXl4sHDhwIb3/55ZfFc845J92nQpQWR7tGIl1xxRVxP5z29OKLL4rnnntuag6YaAClen3057M6y6aGIDEQVIu5vbq6OuF2v98f3l5TU4OWlhbY7XaceeaZmDNnDq677jrU1dWl/+CJ0mDTpk0YN25c+Ovq6mpMnDgx/LUgCBg/fnx4DVRXV2PChAkQBCG8z8SJE8Pbd+/eDb1ej9LS0qjtDQ0N6OrqSvfpEKVcqtcIALS2tuLhhx/GPffcMwBnQJQ+qV4fRqMRl1xyCV599VW43W50dHRgw4YNWLhw4QCdEVFqHe0aScVjEA0XqV4f/fmszuDNELRgwQK89dZb2LFjBzweD1588UU0NjaGP1TOmzcP+/fvx7p16+DxeLB582Zs3LgxvD1Uc71u3To8/fTT+PDDD1FQUIDrr78eXq930M6L6Fi89957ePXVV3H77beHb+vu7oZer4/az2AwhNdAvO16vT68vaurK+720Dai4SQdawQA7rrrLqxcuRKFhYVpPHqi9ErX+jjrrLPw/vvvo6qqCnPmzIFEIsF1112XxjMhSo9jWSNH69lnn8U333yDX/ziF/06VqKBlo710Z/P6gzeDEFLly7FypUrsXr1asyfPx/fffcd5syZg8zMTABAWVkZHnvsMTz//POYN28e/vSnP+HCCy8Mb9fpdACAq666CiUlJVCr1bjllltw4MAB1NbWDtZpER21d999F7/97W/xxBNPREW4tVotOjs7o/a12Wzhv/142zs7O8PbdTpd3O2h7yUaLtK1Rt5++210dHTgsssuS/MZEKVPutZHbW0trrnmGtxwww3Ytm0bNm/ejNLSUqxatSrNZ0SUWse6Ro7Gs88+i6effhrPPfccLwbQsJKu9dGfz+qyozsFGgiCIODaa6/FtddeCyDQsX3hwoW44YYbwvucdtppOO2008Jf33zzzTjppJMABII7KpUq4X0TDQdvvPEGHnjgATzxxBOYPn161LaKigrs2rUr/LUoiqiursbixYvD299///2o79m1axcqKioAAOPGjUNnZycOHTqEkpKS8PaioqKYSDrRUJXONfLZZ59h9+7dmDNnDoDA65DT6cSsWbPw3HPPhfcjGqrSuT6qq6thMBhw4YUXAgDkcjmuuOIKnHfeeejs7OTrCA0L/VkjffX444/jlVdewQsvvIBRo0al5LiJBkI610d/Pqsz82aQ+Hw+uFwueDweAIDL5YLL5YIoiujs7MT+/fshiiI6Ojpw9913Q6fT4YILLgh///bt2+HxeOBwOLBmzRp88sknuPHGGwEASqUSF154IZ5//nk0NTXB7Xbj4YcfxtixYzFy5MjBOF2io/L888/jD3/4A/7617/GPGECwPLly7Fx40Zs2rQJbrcbzzzzDFwuV3iU8aJFi+BwOPDXv/4VbrcbmzZtwsaNG3HxxRcDAEpKSjB37lw8+OCD6OrqwqFDh/D000/j0ksvHdDzJDpW6V4jt912G959912sX78e69evx89+9jMUFBRg/fr1GD169ICeK9HRSvf6mDRpEjo7O7F+/Xr4fD50dXXhpZdeQklJCQM3NCz0d40AgaC+y+WC3++P+VwDAA888ABef/11vPjiiwzc0LCS7vXRn8/qghivMy6l3dq1a3HbbbfF3P7BBx9AKpXimmuuQUNDA+RyOU499VT8+te/Rk5OTni/a665Bt9++y38fj+mTJmC1atXY/LkyeHtbrcbv//97/HOO+9AEARMnToVt99+ezjLgGgoGzduHGQyGRQKRdTtW7ZsCf973bp1ePTRR9Ha2ory8nLcfffdmDRpUnj79u3b8bvf/Q579uyByWTCzTffjPPPPz+8vb29HXfddRc+++wzKBQKXHTRRVi9ejUkEsa0aegbiDUSae3atXjiiSewcePG9JwQUQoNxPr497//jUcffRR1dXWQSqWYNGkSfv3rX6O8vDz9J0jUT6lYI6effjoaGhqivv+CCy7A/fffj4aGBpx++umQy+WQy+Xh7YWFhdiwYUOazoooNdK9PoBj/6zO4A0RERERERER0RDGS8xEREREREREREMYgzdEREREREREREMYgzdEREREREREREMYgzdEREREREREREMYgzdEREREREREREMYgzdEREREREREREMYgzdEREREREREREMYgzdEREREREREREMYgzdEREREREREREMYgzdEREREREREREMYgzdEREREREREREMYgzdEREREREREREMYgzdEREREREREREMYgzdEREREREREREMYgzdEREREREREREMYgzdEREREREREREOYbLAPYCD5/X74fOJgH0a/SaXCcXEeROnA9UGUHNcIUXJcI0SJcX0QJdffNSKXSxNuO6GCNz6fCIvFPtiH0W9Go+a4OA+idOD6IEqOa4QoOa4RosS4PoiS6+8aMZn0CbexbIqIiIiIiIiIaAhj8IaIiIiIiIiIaAhj8IaIiIiIiIiIaAhj8IaIiIiIiIiIaAhj8IaIiIiIiIiIaAg7oaZNEREREdGJRXC0Q2beC2nHPkitNZDYWyDpbgn839kB+L2A3wdB9AKiCMhVyJJpIMp1EOUa+DUm+PXF8OlL4NMXwZszEf6MkYAgDPapERHRCYTBGyIiIiI6LgjuTsgOfwt509eQH94MWduuQIAmSJQq4dfkwq/NhS9rLDyqbIgSGSCRAYIEECRQSn1wd1kheLoh8XRB2tkIeeOXkLg7w/fj0+bBUzgbnsJZcJeeBr+hdDBOl4iITiAM3hARERHR8COKEDrr4T34Jfz1X0HTshmGzn2QwA8/JGhRj8Zh7TzY8kahSzcKLuMYCIYimHQq5OgUMKrlkMTJnpEbNeiy2GNuF1xWSG0HIWveCnnjF5A3fgHV3vUQBQlcY86FffpN8GWPH4gzJyKiExCDN0REREQ0pHn9Ig61WWCt/QZC4zcwdmzFCOcu5IjtAIAuUYUt/jH4RlyKzf5x2OofjS6nBjBH3os1+F+AVCLApFWg2KhCsVGNYqMaJUYVqsqykSEVIJVEB3ZEZQa8psnwmibDOelKQBQhsdZCvWsNVDufh2rverhGLoZ95s/gza1M/w+FiIhOKIIoiuJgH8RA8Xh8sMS5kjLcGI2a4+I8iNKB64MoOa4RGur8ooiD7XbUHtwH98GvoG/bilLnLoxHDZSCFwDQBBNq1RPQmlGJLtM0yPImId+oRYZKDpVcApVMCqVMAlEU4fD4Yff44HD7YHV60N7tRlu3G61dbjR3ulBvcaLe4oDZ4Qkfg1ImwahsDcaatBifp0dVcQZGZWviZuoAgOA0Q73971Bv/xsEdye65/wGjqrr2BeHjjt8DSFKrr9rxGTSJ9zG4M0wxCdNosS4PoiS4xqhIUMUIdhb0dm0F82HquFs3QeZtQ5GVz1KcRgGIfB36oICjepx6MqZCmnxDGSMng1FRmHKD6fL5cVBswNNdg+2HzRjX2s39rZ2h4M6BpUMUwoNmD0iEwvG5iBXr4y5D8HdCf2Hq6HcvwHOMeeh8/Q/AnJNyo+VaLDwNYTSZdmyc3HNNTdgyZKzB/tQ+iWdwRuWTRERERFR2gjuLsjadkJqOQDBUgtnyz7AXAOd4xBUohM5AMoAeEUJWqR56NQVoz5jOtT5FdCXzYJomgidVA5dmo9Tp5RhQr4ec40anDEqCwAgiiIarE5sbbBia4MNW+qt+PRAB/740X5MLtBjwdgcLBpnQr5BFdhfoYdtyV+g3vJnaDfdD5l5D6xn/TUwnYqI6Dh2003X4rvvdkAmk0EikaCgoAhXXXU1Tj994WAfGv72tyexffs2PPzwnwf7UPplwIM3GzZswEsvvYTq6mo4nU7s2rUrvO0///kP/va3v2H37t3w+/0YO3YsbrnlFsyYMSO8T11dHe666y5s3boVBoMBK1aswNVXXz3Qp0FEREREPYkipOa9kDd+CXnzt5A1b4PUvBcCAoneHlGKZjEXtWI+mmVnQMwcCW3eGBSMGI+S0rGQK5TIiry7wTmLMEEQwv1wfjAxHwBQ227Hh3vb8OHeNjzycQ2e+KwWV8woxoqTSqFRSAFBgGPajfDmTIThXzci87VzYDn/VfhMEwf5bIiI0utHP1qJFStWwev1Yu3aV3HPPbejvHwciotLBvvQjgsDHrwxGAy47LLL4HQ6ceedd0Zts1qtuPLKKzFr1ixoNBq8+uqruOaaa/DOO++goKAAPp8P119/PebOnYsnnngCBw4cwKpVq5Cfn4+zzx7e6VVEREREw5HEWgfFwY+gaNgEeeMXkDgCTYRtUiO+8o3G156LsEMcBW/mGOQXjcKU4kxUFmZgskEJYRj2hBmZrcHV2aW4enYpDpkdeHpTHf7+5SH847tm/PSUMpxZkQtBEOApPQ3m5e/AuG4ZMt65GublGyBqcgb78ImI0k4mk+Hccy/AI488hL17d6O4uARWqwWPPPIQNm/+EqIInHTSbNx88y0wGDLC39fY2IAbbliJffv2oLR0JFavvhXjxwcC3/fddzekUiluvfW34f0jS62amhrx4IO/x65dOwEIKCwswt13/zf27t2DF174O0RRxKJFJwMAnn32ZRQVFQ/ozyQVBjx4c/LJgR/Yl19+GbPtvPPOi/r6sssuwyOPPIKdO3eioKAAX3/9NRobG3HLLbdArVZj4sSJuOSSS/Dyyy8zeENEREQ0EPxeyJu+hqLuAyhqP4DMvBcAYFPk4QuhEu94x2CTbzzMikLMGZmFeaOycPvILBg18kE+8NQryVTjd2dXYFlVIf744T7c+c5uvLmtCb87uwL5BhX8GSNgO+tvMK69ABn/vBaW8/8PkCoG+7CJaJja8F0z3tp5eEAe67xJ+ThnYt4xfa/H48Gbb74OACgpGQEAuOee30Imk+GFF14DANx7729x77134sEHHw5/37p1b+CBB/4Xo0ePwf/930v41a9+hldeWQettvfC2SeffBx5efm4//6HIJVKUVNzADqdHmecsRi1tTUsm0q36upqWCwWjB07Nvz1yJEjodVqw/tMnDgRa9as6dP9SaUCjMbh3zROKpUcF+dBlA5cH0TJcY3QMfH7IBzaBGHXm5BUvw3B3ga/RI4aTSU2yFdibdcE1DrzUZ6rx2lTTLi/3ISpJUbIpJLBPvKjdixr5BSjBvMr8vDGlgbc9+73uOqlLfjjsik4ZawJMM6G77zHIX9zFbI33QnfOQ9zChUNW3wNGVwajQIy2cA8r2o0iqP6XctkUrzwwt/xyisvobu7GzKZDPfccy9mzKhES0sLvvpqEzZseAelpYES1N/85jc499xz4PF0w2QyQSIRsGzZMsyePR0AcNNNN2D9+texdetXOOecH0ChkEEqlUYdk0QihI9Tq1XDYrGgs7Mdo0ePRnZ2ZXg/lUoOuXxg/nbTuUaGbPCmvb0dP/vZz7Bq1SqMHDkSANDd3Q29Prr7sl6vR1dXV5/u0+cTj4vu6OzyTpQY1wdRclwj1GeiH7LD30C59y0o978Dqb0ZXokKm1Wz8KJvKt53TobXrcWMEiMuPikL80dloSDYuBcAujqdg3jwx64/a2TR6CyMu3wabn17F1Y9/w1+PLsU184ZAWnhmdBMvxnabx5Bt6Eczins10jDE19DBteCskwsKMscsMc7mt+11+vDlVf+GCtWrILNZsP999+LTz/9DGeccRb27q0FAGi1WeH71OuzAQB799ZALtfC7xeRmZkT9ZgmUx5qaw/BYrHD7fZCKo3+PO/3i7Db3bBY7Fi16kY899xf8ZOf3ACn04HTTjsD1113EzQaDZxODzwe/4D87Z5w06aam5tx9dVXY968efjlL38Zvl2r1aKzszNq387OTuh06Z4/QERERHQCEEXIWndAuWcdlPv/AWlXI3wSBbYoZ+JF3yV4z1kFNfQ4bXwO/nt0FmaUGKGSSwf7qIeU0kw1nvlhFR78cB+e+eIgtjfacGr0ELoAACAASURBVP8PxgOzVkPWsRu6T++BL2cCPIWzB/tQiYjSwmAw4NZb78DFFy/FJ5/8O9y35vDhpnDz4sbGBgBAbm5++PuamprC/xZFEc3Nh2EyBUq31Go1rFZreLvX64XZ3BH+OjMzEz//+a/w85//Cg0N9bjttl9izZrnsWrV9ZBIhl8WaDxD7izq6+tx+eWX45RTTsGdd94Z1ciuoqICtbW1sNuPRLJ27dqFcePGDcahEhERER0XBJcVqh3PIvOVJch87Wwotz+Dbd5S/NJ7I6bYn8ANnl9AOelC/OmSk/DOdbNx26KxmD8qm4GbBFRyKX67ZBx+u6Qc2xqsuOG17Wi3e9G58GH49cXQfbga8DgG+zCJiNLGYMjApZdejief/DOysrJx0kmz8dhj/4vOzk7YbDY89tifMHv2XOTkHGnkvmHDW9i9uxperxdr1jwPl8uJuXPnAwAqKibgm2++RmNjA9xuN5566s/wer3h7/3gg3+hsbEBoihCp9NBJpNDKg28RmVlZaO5+TA8Hs/A/hBSbMAzb3w+H7xeb/gH53K5AAAKhQIHDhzAj3/8Y1xwwQX4xS9+EfO9M2fORGFhIR566CGsXr0aNTU1eOWVV3D77bcP6DkQERERDXuiCHnTV1DtWgPlvn9A8LlQJx+Dv/muxjrPHKikmThjigkPl+dgcqEBEvZpOWrnTcpHnl6J1eu+w7WvbMPjyyZDtuAPMK6/BNqv/wfdc+8Y7EMkIkqb5csvxSuvrME//7kBv/3tvXj00Ydw+eXLIIoiTjppFn76019G7X/eeRfgT396EPv27UFJyQj84Q8Ph6tsFi8+C9u3b8XVV18BtVqNK65YAZMpN/y9e/bsxuOPPwybzQqNRot5807GD394JQBgwYKF+PDDjTjvvCUQRT+eeeYlFBYWDdwPIkUEURTFgXzAtWvX4rbbbou5/YMPPsDjjz+OtWvXQqOJbvBzzz33hCdR1dXV4c4778TWrVuh1+vx4x//GCtXruzTY3s8vuOiRpO1pkSJcX0QJcc1QoKjHarq16Da9TJklv1wSrR4yz8Pz7lORYOqHEsqTFhckYtJBfoTMmCTjjWyrcGKn63dCYNKhseXTcH4rXdD9f3LsFz0Frx5VSl9LKJ04msIUXLp7Hkz4MGbwcTgDdHxj+uDKDmukROXtGMP1FuehGrPWgh+D3ZJx+MZ5yl4T5yNGaOLcM6EPMwty4R8GE6ISqV0rZHq5k7c9PoOyKQSPHV+GareOweiygjz8nc4PpyGDb6GECV3wjUsJiIiIqIUCJZGqb99Asq69+EWlFjjOx3Pes6AN6scS2fmY+34PBg18sE+0uNeRZ4eT11aiRte3Y4b3qrBK/PvQdm/r4Pm28dhnxnbLoCIiCgSgzdERERExyFZ41dQbbof6sNfwQIDHvcsw6vCYpxUMRq3Ti7A5AJ91GAISr9R2Vo8vmwKrnt1G678woQNZefCsPkRuEadDV82B3AQEVFiDN4QERERHUdkrTsgfPL/YGz6GC2iEf/P+yPszPkBzpwyEi+PM0Gn5Nu/wTTGpMXDF07CT17bjhXNy/Ca4jPoPr4d1qWvAQymERFRAnz1JiIiIjoOCNY6uD/4HUxN78Es6vCA/zI0j7kcF84YjZ/m6gb78CjCpAIDHlo6CT9buwNPGi7GjY1/gaL2fbjLFg32oRER0RDF4A0R0SAQXDbI2ndB1vodpG27ILPWAH5vcKsIQIDPOApe02R4civhzZkIyNWDechENES5ujrQ/sGDGF//MnyiBE8JF6Gz6losnTYWWRo2wh2qZpQa8fsfTPj/7N13fBR1/vjx18z2ZDfZ9A6BAAFC7x0bHQEb1V7OcnB6ip7lbHfneZ7lig3b2QVEURQQBEQQUXoPgRAglfRN274z8/sjfnPHjyIlZJPweT4eeSSZz+zMe5O8M7Pv/RQe+8rPlJClxG58Bl/bS0EWt+eCIAjCicTVQRAEoYnIzmJMh5Ziyv4KQ8n2hu2qJYpARAcwWoFfusyrAQz56zEf+AwATZLxJw3F1fsu/CkjRNd6QRCocnrIXv0agwveIlGrY5XhUqr7P8iEHhkY9Rf3ilEtxcgOUfxhdFeeWjWVt5SXMO37BG/3G4MdliAIgtAMieKNIAjChaQqmLKXYN4/H0Phz0hoBKK64hzwAIFfetSoIbEnL8ZoGrKzGH3ZHgzF2zFlLcL+9SwCUV1x9bkbb4crxTu0gnARqnD6+O6HNQw79DfGSznsN/Ygc/Dj9M4YJCYgboGu7BZPYdVVbNqxnG4bn0dKvxrNKIa5CYIgCMeTNE3Tgh1EU/H7lfNac725ON+14wWhNWs2+aGpGHOWE7r5RfSObALh7fB2moK3wySUyI7ndkzFi+ngl4TsmFd/zMh06kY+gz9xUOPGLrRqzSZHhLNWWutl4aaDtN//b26QVlCns1M28I+E954qeuM1omDkiKZp/OfLJTxcNJvdqbeTMOGpJj2/IJwpcQ0RWoNhw/rx6qtv07Nnr0Y/9vnmSEyM7ZRtok+tIAhCIzPkriVi4VjCV94FQPWYeThmrcM14IFzL9wA6Ex4u0zDMWMN1WPfQPI7sX9xLbZVc5CdJY0UvSAIzc2xGg9/W3WQV//zKndnzeJGeQWVHafjv3UD4X2micJNKyBJEjdcOYkfjCPoeOQDMrMPBjskQRCEszJ79m8YNqwfO3duP277tGlTWL786yBF1fQee+xR/va3P1+QY4vijSAIQiORXOXYvv0t9qU3IPmd1FzxbxzTV+PrMBGkRvx3K8n40iZQOWMtzn73YspZTsTHIzHveQ8uns6UgtDqldR6+cvKg/z2neWMz5rLa/qXsEfEUn3NlzDmeTRTeLBDFBqRUS+TMvkv6CQVx7d/4liNJ9ghCYIgnJXw8HBeffWfBGtwTyAQ+PWdWjBRvBEEQThfmoYp6zMiP7kEU843OAfMpXLmWrzpV4Osu3DnNVhwDXyQyumrCST0xbb+j4StvBPJW3PhzikIwgXnC6i8tymP6e/+TMKBd1hjeohLjfupG/JH6qZ/QyC+b7BDFC6Q0Nj2ONJv4EptHf/8Yg3egBrskARBEM7YlVdeRWlpKatWrTxp+44d27jjjpsYM2YkM2dew5dfft7Qtn37VkaOHMiaNd8ydepkxowZyeOPP4zL5Tzl+ZYv/5pp06bwyScfcNVV47n55pkAFBcf4+GH72fChMu5+uoJ/OtfL+L1Hl8QP3Agk5tvnsmoUSOYM+dOCgryG9pmz/4N77339nH7DxvWj127dgJw8GAWd999G2PGjGTcuMu4665bqamp4eOP32fZsqV8881SRo0azqhRw1EU5ex+iKchijeCIAjnQXKVEb70esLW3IcS0QHHtBW4+t8HuqZbnle1t6N64kfUDXkc4+GVRHw6Dn3Z3iY7vyAIjefHI5XM+GAbX/+4iS8tf+Fh3cdobUfgmPk97t53gc4Q7BCFC0w/eDboDIyqWsDf12QH7R1sQRCEs2U2m7n99rt4881X8fl8x7UVFRXywAO/Y8qUa1i2bA2PPvoUb7zxKt99t7phH0VR2Lz5Z957bz7z5y8mO/sAixYtOO05i4uPUV5exoIFi3n77Q8IBAI8+OC9REZG8dlnS3njjXfZs2cXr7zyr+Me99VXX/CXvzzH0qXf0q5dex5++P4zLrS89NLfGTBgEMuXf8fXX3/L7Nm/x2AwMGvWTUyYMJFx4yayatUPrFr1Azpd472RK5YpEQRBOEf6os2Erbwb2VtF7fA/4+l+U+MOjzobkoS795344/sQtvJu7J9Ppm7403i6zhLzYQhCC1BQ5ealtTn8cLiCe2wbuD/kPWTJSM2oV/B2mhLs8IQmpIbG4cuYwdS9H/Py3n18kRDG1T0Sgh2WIAjNgCnrM8z7T1/MaCyeLtPxdr72rB83fvyVLFo0n0WL5jNr1k0N21evXkl6ejoTJkwCoFu37kyefDVLl37JZZdd0bDfXXfNISQkhJCQEIYPv4SsrP2nPZ9Op+euu+ZgNNa/cbpnzy4KCvJ58833sVgsWCwW7rjjbh55ZC733/9Qw6qM06fPIjk5BYB77rmXceMuJTNzL9279/zV56jX6ykpKaa0tISEhES6det+dj+kcyR63giCIJwtTcOy8y3sX16HZrDguPZrPD1uCV7h5n8EEvrjmLYSf9IgbN8/jG3178B36u6mgiAEl8evMO/Ho0x7byt5+UdYHT+Ph/yvo8b3wTF9lSjcXKRcve9BliSeiFzFC98dYt8xMRxWEISWQafTcffdv+PDD9+lurqqYXtpaQmJiUnH7ZuUlExpaclxj42IiGj43mw243LVr9z0wQf/aRiKdP31Uxv2iYqKbijc/N95IiIisVgsx53H5/NSVeVo2BYfn3jceez2CEpLS8/oOT766JOoqso999zOdddN4q23Xm+S+XZEzxtBEISz4XNi++4BzDlL8bYbQ+3l/0AzhQUlFEXVyCqpZXNeFZtzHYQa9dw4IIUeiVFUT/yQkG0vE7L5RfRle6kZMw8lKj0ocQqCcHLrDpXzwnc5lNS6+UvSFqbXvINc66du6JO4e97WLArCQnCotiQ8na9l9IHPSQ+ZzENfZfLxDX2xh4hhc4JwMfN2vvacesM0tcGDh9KlSwbvvvvfeWNiY+P46acfj9uvqKiQ2Ni4MzrmjTfeyo033nrCdlk+vod5bGwcDkclHo8Hs9nccB6j0UR4uL1hv+LiooavPR4PVVUOYmNjAQgJCcHj+e8cOeXlZcedIzExiUcffRKAnJxD3H//b0lISGTixMm/9Oy5MMNdxV2BIAjCGZI8DuxfTcd0eDl1gx+jZtzbTV64qXL7WZ5ZwiNfZzL69Z+4+ZOdvLbhKNWeADsLq7lt/k5mf7abHYW1uPrdS/Wk+cgeBxGfTcSU9VmTxioIwskV13h4cMk+5i7JpKuhiO2JLzKr4l8osT2pnL4ad687ROFGwNXnt0hqgHntNuJw+3l65QFUMf+NIAgtxD333MtXX33R0NvliivGcOBAFt98s5RAIEBm5l6WLFnMhAmTG/W8XbpkkJSUwiuv/AOPx0N5eRlvvfU648dfiSz/99q6cOEnFBYW4PV6mTfvZRITk+jatRsA6eld2LBhHQ6HA5fLyZtvvnbcOb75ZmlDQcdqtaLT6RvmtomOjqaoqBBVbfwJ50XPG0EQhDMgO0sI/2omuqoj1Ix9E1/7sfgVlYU7CnlvUx6hRh1p0aF0jAmlQ4yVdlEhJIebMRtOPkmZx6/gcPupdPlxuHxUuwP4FJWAqtV//N/XikZAVfErGnuLa9lVWI2qQXSokZFpUQxsG0H/tnYiQ4y4fAqf7yrio60F/GbhLga2tfPwFX1oM20ltm9/S9ia+3AXb6Vu+NOgMzXxT1AQBEXV+HRnEfM2HEXW/Hzc/nuGFL+PpoRSc9lLeDtfJ+aoEhqo4al4O04h6fACHh4yjT//UMEn2wq5vl9ysEMTBEH4VR07duKKK0azfPnXQH1vlRde+Bevv/5v/vnP54mMjOK22+7k8stHNep59Xo9f//7P/jnP1/gmmsmYDSaGDnyUu66a85x+1155RQeffRBiooKSU/vzLPPvthQgJk2bRY5OYeYNm0Kdrudu++e0/A8ALZt28K8eS/jcrmwWm2MGjWW0aPHAXDNNdfy448bGT/+ckBj2bI1jTZpsaRdRFPY+/0KVVWuYIdx3uz2kFbxPAThQrgQ+SHX5GFfMgPZVUb1+P/gTxnGxiOVvLQ2h1yHm0FtI7CZ9Rwqd5JX6UL5n/+qcTYTKREWQgw6HC7fL8UaPy7/mS8bqJNAr5NpE2FhRFoUI9Ki6BxnRT7FizyPX2Hx7mO8uTEXVdOYM6I913SPwbb5eUK2v4Y/tic1Y95ADRMvAC5G4hoSHPtLanl2VTb7S+qYmVTO48prWKqy8HScTN2wp9FCooMdovCL5pQjusqDRMy/HFff2cwuvZL1ORW8Na0n3RODM1xXEJpTfghCc3S+ORITYztlmyjetEDin6YgnFpj54fOcYjwJdOQAh6qJ35IsTWDZ1cfYn1OBSl2M/dfmsaw9lEN+3sDKkcrXeRWush1uMl3uMlzuPEpKhEWAxEhBiJDjESEGIj65XNkiIEwswGjXkYvS+hlCYPul6910imLNL+muMbDX749yKbcKvqlhPP4mHRSK77Htub3IOmoGf0K/jaXNNJPSmgpxDWkaTl9Aeb9mMunOwqJs8DbbVbTNfd9VEs0dSP/iq/9mGCHKPx/mluOhK24E0P+evKmbmDmp4fQgI9u6EOYWcx/IzS95pYfgtDciOJNIxHFG0Fo/RozP+SqI9i/uBZJU6ma/AkH1Dbc98Veqt1+7hjclul9kjDqm/e8FJqm8eWeYv617jCaBr8b2Y7r2ngIX/kbdBUHcPe5G+eAuaAz/vrBhFZBXEOahqZpfH+oghe+O0RZnY/7O1VwZ/U/MVbn4O48DefQx9HM9l8/kNDkmluO6Mr2EfnpGJwDH2RL0i3ctmAXw9tH8vdJXRuWvBWEptLc8kMQmpsLWbxp3q86BEEQgkSuKcC+ZDqS6qdq8gJ+rI3j9gU7UVSNt6f34sYBKc2+cAMgSRJX9Uhg/k19yUiw8bfVh7h7dR37Ry/C03UGIdtfw/7ZJHSV2cEOVRBajdxKF79bvJeHvsok1qSwLmMFs/N+h07xUHXlR9Rd/qIo3AhnTInJwJs6CsvOt8iI0jFneDu+P1TB8swzW9JWEARBaB2a/JXHsmXLmDlzJn369KFr167HtZWUlHD33Xdz6aWXkp6ezpIlS054fEVFBbNnz6Z3794MGjSI559//oLM5CwIwsVLrjuGfck0JH8d1ZM+4fPCMO5bvJeEMDPvzuxFepw12CGetYQwM69e252Hr+jA3mO1TP84kw+ifk/VuLfR1RUR8elYzHveg4unM6YgNDq3X+HVH44w/f1t7Cmq4cXelXype5A2OR/g6XYjjhlrxFBF4Zy4+s5B9lZh2fchM/om0T3Bxr/XH6bWEwh2aIIgCEITafLiTVhYGDNnzuTRRx89oU2SJIYNG8YLL7xAfHz8SR8/d+5cANavX8+iRYtYvXo1b7/99kn3FQRBOFuSq4zwJdOR3BVUTfyQlw9aeWZVNv3bRvDW9J7Eh5mDHeI5kySJa3omMv+mvnSJt/Hsqmxu2ZLArjFf40sagm39Hwn/agZyTV6wQxWEFkXTNNYcLOO6d7fy3uZ8ru5o4MeOC7lm/2yQZKqmLKJu5DNoxpZX+BWah0B8H3wpIwjZ8Qay4uEPl3ekyu1n3o9Hgx2aIAiC0ESavHgzfPhwJk6cSEpKygltsbGxzJo1i759+550Oa38/Hw2btzIQw89hM1mIyUlhdtvv50FCxY0ReiCILRykq+O8K+vR1dXhGP8e/x5j5X//JzHpG5x/GNKBlaTPtghNorE8PpeOI+N6khOuZPrFuXxN/vTVA57Bn3JTiLnX45l19ugnvmKWIJwsTpS4WL2Z3t4+Ov9hJl0LBuUw9+Kbyf8yNc4+/4Ox/RV+JMGBztMoRVw9fsdsrsMc+YC0uOsXNszkc92FZFVUhvs0ARBEIQm0PwnbPgfBw4cwGaz0aZNm4ZtGRkZFBYWUldXF8TIBEFo8dQAtpV3o6/IomLUPOZuD+OL3cXcPCCFP47uhF7Xov5d/ipZkpjSI4HPbunHmC6xvLu5gIlbuvDN4M/xJQ7GuuEp7IuvQld5MNihCkKzVOcN8O91h5nxwTYyS2r520CVpba/krHzcZTITjimrcQ16CHQW4IdqtBK+BMH4UsYSMiO10DxctfQVOwWA39fcwhVDHkVBEFo9VrU28h1dXXYbMfPvvx/39fV1WG1nr47sk4nYbeHXLD4mopOJ7eK5yEIF8I55YemIa+Yiy5vLc5Rz/PbnXFsOlLOo+M6c8uQ1AsSZ3Nht4fwz+m9mXGkgie/zuS331YwuN2DPDdyMimbnybi07GoQx9AHXKvWJGqlRDXkPPjV1Q+3VrAv9ceotLp4/qeYTxiXkzI7vfAbCcw4V/QcxY2qXUVfC8mzTlHpEseRDf/WiLyvsLe+yYeHtuZhxbvYc1hB9f1TQ52eMJFoDnnhyA0BxcyR1pU8cZqtVJbe3zX0P/7PjQ09Fcfryhaq1jaTizRJwindi75Ydn+Otbt71LR7U5m/NyJnAoHfxqfzrgusRdNrqVHWPhoVm8W7z7GmxtzGXkkhhld3uYPvEv4+mfR9n1B7aUvEIjrFexQhfMkriHnRtM0fjhcycvrD3O00k2/JCsLeu6jQ+a/kLxVeLrdgHPAXDRzBFR7gh2ucB6adY5EDMQe2wt5wz9wtL2KS1Lt9EoK47kVWfRPtGG3GIIdodDKNev8EIRmQCwV/ov09HRqa2vJz89v2JaZmUlSUtIJPXIEQRDOhCn7a6w/PYOj7QSmZI8iz+HmpSkZjOsSF+zQmpxeJzO1dxKLb+vPjL5JLDzgZfCh6/m8w9/BU4X980mEbngayVsT7FAFoUntLKjmNwt38cCX+5BVP5/1PcBC/2w6bX8SJaIDjqkrqBvxTH3hRhAuJEnC1e936GryMGV/hSRJPHR5B2q9Ad7dJCabFwRBaM2avHijKAperxe/3w+A1+vF6/Wi/TJW93+/DwQCeL1eAoH6ZRBTUlIYMmQIzz//PHV1deTn5/PWW28xffr0pn4agiC0AvpjW7CtuY/qqD6My5tJjVfltet6MKRdZLBDC6ows4HfX5LGpzf3o38bOw/sTWas7+8cSrwKy663ifxoGOa9H4AqlqgVWrcDJXXcu3gPdyzcRYmjhvcydvOt/n767Xsa1WSnetw7VF31OUp012CHKlxEfKlXEIjoSMiOeaBpdIyxMjEjjkU7iyiuEb2+BEEQWitJ05p2hrPFixfzyCOPnLB9zZo1JCcnk56efkLb7NmzmTNnDgAVFRU8+eST/PjjjxiNRq655hrmzp2LLP96HcrvV1pFNz/RXVEQTu1M80NXdRj755Nx68IYXftH/MYIXrm2B+2ixDju/9/WvCpe+j6H7DInk6JLeNzwETGObQQi06kb+jj+NpcEO0ThLIhryK87WunijR9zWX2wjK7mcp6O30QfxzJ03ir8cX1w9b8PX5tLQZKCHapwAbSEHDHtX0jYdw9QNekT/CkjKK7xcM1/tjCmcyxPjD3xXloQGktLyA9BCKYLOWyqyYs3wSSKN4LQ+p1JfkjuSuyfT0JxVTHB9SSB8FRevqY78WHmJoqy5VFUjWX7Snj751yO1Xi4xb6H+6WPsLkL8CUPwzn4EQKxPYMdpnAGxDXk1IprPLz9Ux7f7svnCv0ufmffSIfaTSDJ+NqPxd3tRvxJQ0TRppVrETmieIn8YAhKVDrVkz4B4B/f57BgeyHzb+pL+6hfnwtSEM5Fi8gPQQiiC1m8aVETFguCIJy3gIfw5bdCTRGzvI9ijuvAP67qJiZ5/BU6WWJS93jGd41lRVYp720K4WNHF+bY1nF7yWIiFk3AkzYR16CHUOztgx2uIJyVo5UuFm4rIDdzA1Ok9TwbspkQpQZFicPV/z48XWeiWhOCHaYg/JfOhLvnrVh/ehZ92V4CMd24ZWAbluwp5vUNR3l+ckawIxQEQRAamSjeCIJw8dBUbKvvw1C8lXt8v0PfZiCvTeqKxaALdmQthl4nMzEjnnFd4libXc67m+y8UTaE+0JWctORpUQc/gZvhytx9blHzAMiNGuqprHpUAl7t6wgoewH7tVtJ0Vfhqoz4Ws/lur0a/CljABZ3CoJzZMn43pCtv4by4551I5+BbvFwA39k5n3Yy57imronhgW7BAFQRCERiSGTbVAoruiIJza6fLD8vNzWLe9zF/9M8jteCtPjk3HoGtRi+41O5qmsfGIg/9syqOwKJ/7zMuYKq/BpLrxtbkEV5978CcOFsNMmpGL/RpSmn+AvB0rsBT+QD9lJ1bJg18y4k0ehtZhPN4OE9CMYgXLi1lLypHQH/+MZdfbVF7/I2pYMi6fwlXvbCY1MoR5U3sgif+9QiNrSfkhCMEghk0JgiCcJ2PW51i3vcyCwCVUd/8Nf7qsA7K4qT1vkiQxtH0kQ9pFsL0glQ+2pPLCkUncoF/NHQXfYs+bij+qC56uM/B2ukospSw0LU1DV30E55FN1ORsJKLsZzLUY2QAZXIMx5LGE9VzIkrKcDBYgh2tIJw1d4/bsOx+B8uut3AOf5oQo47bBrXh+e9y2HjUwdCLfPVEQRCE1kT0vGmBRMVbEE7tZPmhK9pM2JfT2BLoyKqer3DXiI7i3cgLqLDazRe7i1m5O5dL/N9zo2EtXclBlY340sbj6TK1ftJXMRwlKFrzNUTy1qAv3YlctA1P3masFbsIUWoAqNUs7NVn4EoaQXKvsUQmdxE9woSTamk5Ylt9L6acb6i4aTOa2Y5fUZn63lZ0ksQnN/bFqBc9TIXG09LyQxCamlhtqpGI4o0gtH4n5Ed1Hub54yn3m/i023+45RLRjbyp+AIq3x8qZ8X+Uqpyd3Ct9B1X63/Ehgu/KYpAp4l4O0zCn9AfJPHioqm06GuIqiB5q5DdFcjOUnTVR9FVH0GtPIJWeQhr3REkNFRNIltLYpfWkQp7d0JTB5LepTftom0i/4Vf1dJyRFexn8gFo3AOmIur/30AbDxSyb2L9/KbIW25Y3DbIEcotCYtLT8EoamJYVOCIAjnQPNUEfh0FsaAj2VdXhWFmyZm1MuM7hzL6M6xVLvTWZt9BXdmFRBeuI4Jyk+M2jMf+573CRjDURL6408cgD9xIIGY7qAzBjt8oSloGpKvBrmuCNlVjuyuQPJU1hdn3JXIngqkX76W3BXI3iokTT3uEF4MFKix5Grx7Nb6Uh7WHXObvmS0TWZAm3BCjeJWR2jdlKgueFOvwLL7HVy9fgOGEIa0i2R0egzvbspjdHoM5LmJ0AAAIABJREFUbSNDgh2mIAiCcJ5Ez5sWSFS8BeHU/i8/Al4Xzg+voo0niwVpLzB27LWicNNMlNd5WXWwnB/2HyWh9AcGy/sYrD9AKkUAqDoTgbje+BMH4k8YQCC+L5rRGuSoW4+gXEP8LvSVB9FVHkRfeQCd4xC62gLk2kJkf90Ju2tIOOUwquQwKrUwShUrxQErFYTh0GxUamE4ZDuavR32mBTax9hIiw6le0IYNrMo1gjnpyXeZ+mPbSVi8RTqhj2Fu+ftAJQ7fUx9dyvpsaG8dp1480JoHC0xPwShKYlhU41EFG8EofWz20MoLXFQ/tEMuru38HXanxk89iZx09pMFVV7+PloJVvyqsjJy6OTby8D5AMMNRykk3YEGRVN0hGIzsCf0B9/Qn8CCf1RQ+OCHXqLdUGvIQE3ekcOusoD6CoOoJVloXccxOwsaNjFLxko0qVQSCy5SiSH/REUqVGUaeENxZkayYo9xEyM1Uh0qJEYq4lYm5GEMDOJYWYSws1EhxrRySKvhcbXUu+zwr+4Fl31USpv2NjQe3Hx7mM8uyqbJ8d2YmJGfJAjFE5LU5H8LiR/HZLPiRRwo8l60BnRZAOazlQ/6b/OENQwW2p+CEJTEcWbRiKKN4LQ+hkteva8Mp1hnu/5rv0jdB/322CHJJwhVdM4VOZkS14VW/KqOFBQTBcli/5yFsOMOXTTDmLUvAAEIjvhS7kEX5uR+BMHgt4c5Ohbjsa4hmgBL+7ig7iL96GWZmGqyibcmUOkrwiZ+mFNPk3HYS2RbC2JA2oK2VoyB7VkakxJRNosxFiNxISaiLYafynSmOq3WY1EhBjRi8KMECQt9T7LkLcO+9ezqL30eTxdZwD1/1fvWLCL3EoXn93SH3tIcF/4CyB5HOhLd6Mv39cwb5eu+ihyXTESp39ZpiGhWaJQQ2JRQ2MJ2NujRHUhENWFQGR6k6ya11LzQxCaiijeNBJRvBGE1q3O42f/J3MY717K1nazaTv+4WCHJJyHgKKyr7iW7QXV7CqsYV9RBW19OQyU93OZYS99ycKAH0Vnxp8yAl/aOHypV4jlyH/F2VxDFFWjoLQUx9EdaMd2YavaR4I7m2S1EL1UX6QJaDJHtXgOkcwxYyqVIWm4wjqgRbQnyhZCtNVETGh9USYq1IhBJyanFpq3FnufpWnYF01A8tXgmLkOZB0Ah8qdXP/hdsZ2ieWpselBDvIio2noqg5jyF+P4dgWDKW70NXkNjSrliiU8FSU8HYotiQ0gxXNaEUzhKIZLPWTtCs+UANIigfZVYbsLEV2lSA7S9A7cpAC9X+rmiSjRHbCnzgIX+Ig/IkD0UJiGv0ptdj8EIQmIoo3jUQUbwSh9ap2+9n08SPM8i5gf9sbiZ7wjFgGuJVRNY3DFS52F1azs7CGA4WltKnbwSXyLsbotpIgVaKiozyqP1LnyUhdJqGZwoMddrNzumtIWaWDoqyN+Ip2YnVkkuI9SDvp2H/biaTQ3BGHtSPeiE5I0Z0JiU8nzm7DbjGI4YlCq9CS77OMOcsJX/Ebaka/hrfjpIbtr204wrub8nn9uh70a2MPYoQXgYAHY+53GPPWYsxbj66uEADFmkggrhf+mB4EYnsRiMk46zcbVE3DG1Bx+RTcfgU0FYurgJCqA4Q4sgit2Im5eGtDQScQ0RFfm5H42lzaaL1UW3J+CEJTEMWbRiKKN4LQOjlcPlZ98ld+632bgtRrMI3/pyjcXCTK6rzsKqxhV2E17rxtdK5exxh5M+3lYnwY2G8dQkW7yUR3G0t8hFgmGo6/hlQ5veTs30wgZy0JlT/RTdmPSQoAUCZFUxLaGV90d0zJvYho1xdDmJgzQ2j9WvR9lqYSMf8ykA04pn3bcC30+BWmv78NnSzxyY19MelFD7hGpakYijZhOrgY06FlyL4aVGMY/uSh+FJG4ksZjhr+60u2e/wKuZVuciqcHK10UVrrpaTOR2mtlwqnD6dP+dVjhBk0BpgLGKLPYoC2m87ePeg1H4rOjC9xMErbS/C1vRQlvN053Su16PwQhCYgijeNRBRvBKH1KXf6+PKTf/GI718ci7uc6FvnU1XjC3ZYQpC4fAr7jlVTnL2ZhLyvGOhaS6RUS7kWxkp5JFnxk4lN7U6vpDA6xFgvunlVnL4AuUW5lO5cQWTJj/T07yRaqgEgV9+OspghmNuPIKbDAGRr43e3F4SWoKXfZ5myFhG25vdUT3gfX+rlDds3HXUw+/M93D6oDXcOTQ1egK2I5K3GnDkfy5730NUWoBpC8bUfhyf9avxJQ0A+/ep3hdVutuVVszW/in3FtRRUuVF/eWWmkyViQo3E2kzEWo1EW01YjTpCjDrMBh0Wg4wsSQRUDUXVCKgaTm+ASpefSpePSpef4hoPFdXV9JeyuETeyUh5N+3l+t6U1aYkahNHYOp0BbQZBsbQM3rOLT0/BOFCE8WbRiKKN4LQupTWevlowTv82fs3qmL6o13zMfboSJEfQgPF76Ny3wpM+xeRWrkeHQrb1I4sVC7hO3kY7RNi6JkURs/EcLol2gg1tq5lpjVNI6fcReb+XVhyltKzbj0Z8lEAqiQ7BREDkdpdSnTXy5HDEoIbrCA0Ey3+PkvxE/nRMFRrAlVXf3Fc74rHl2ex+kAZ82/sS2pUSBCDbNl0VYex7P4P5v2fIgVc+BIH4cm4Hm+70WA49c+1xuNnc24VP+c62Jzr4FhN/ST8ERYDPZPC6BgTSlp0KO2jQkmxm9E3whxh3oBKvsPN4QonOeVOKouyiS3fSP/ADobIewmVvPjQc9jSg4rYoejbjyQxrQ9mk/Gkx2vx+SEIF1jQizejR48+o67mK1euPLvImpgo3ghC61Fc42Hewvm86P0T3ohO+K/7HM1oFfkhnJLkKsN84HP0e+djrsnBI1tYqxvK285hbFM7IksSHWOs9EwMqy/oJIUTZzMFO+yzVucNsDnXwaEDu4gqWMHIwEa6yHkA5Fsy8HcaR0jaZejiu4Ekhk4Iwv+vNVxHzHvew7b+j1Rd9Rn+xEEN2ytdPq57dytp0aG8MbWHGEp6luTaQkI3PY/pwOcgG/B2moyrx+0oMRkn3T+gauw7VsPPRx1synWwr7gWVQOrSUe/FDv929jpm2KnfVRIk/4uNE2jtM7HgaIKnEd+IqL4Bzo7N9OR+mtFrWZhv74LxeG9CCQOxN5+IB3jIzAbdK0iPwThQgp68eaLL75o+LqwsJBPPvmEq6++muTkZPLz8/nyyy+ZMWMGs2fPPucgm4Io3ghC61BY7eaFBUt5zf8YOls87qlfolkiAZEfwhnQNPTF2zBnzsd86CukgJtaaxpbbFewyDeItSUWPIH6lZTibaaGQk7XOCupUSHNrndOnTfA7qL6eX9Kj+4lrWIN4+RNdJbzASgO64nW6UqMXSeh2hJFjgjCr2gVORJwE/XBYAIxGVRf+fFxTV/uPsYzq7J5fHQnJnUX81idCclTRcj2V7DsfhcAd49bcPX8DVpo7An7Hqvx8NNRBz8fdbAlz0GdV0GWoGu8jUFtIxiUGkFGQlizG7araRqVpXlUHViPvmgTcdU7SAnUr4zl1Qzs0tLINnXDmTAQc0p/MtomkWI3iwKg0LqpClrAjd/jwu914/e5UXz1Xyt+D4rPhepzo/rdaAEvmt+NUfIT8DiRFV/9KnGqD0nxI2kBJDVQ/70WQFYDyJr/l88KsuZHpwVo+8edpwznrIdN3XDDDTz44IP06NGjYdvu3bt5/vnn+fDDD8/9B9MERPFGEFq+fIebJz9dy1uBR4gwy9Rd9zVqWHJDu8gP4WxIvjpMh77CvP9TDMVbAfDF9SU3fhw/6AawsdzMzsIayp3/nUcpzmaiXVQI7aNCaBcZ8svXodjMF7aoE1A1Smu9HKlwcbjCyeEKF4dKawmp2MUoeSuj5a2kycfQkKiK6oPc+UoCHSagWo8fDiVyRBBOr7XkiGXbK1h//huO65YTiP3vfbuqadz16W6yy+qYf2Nf4sPOfwWiVksNYN77IaGbX0Dy1uDtfC3OAXNRbUkNu7h8CtsLqvj5qIOfjjrIc7iB+mvFoNQIBrWNoH8bO+EWQ7CexblzV+I6vBHv0Y2Elm4h3nUAHSqKJpGptWWPLoOqqL6EdxhGn84diA49+VArQQg2TfHjKMqmtvgQvsqjSNV5mJ0FGAN16FUvBs2LXvNh1LwYNR9GfJg0Hwbp1ycJPxW/psODER96/OgJoCOAngB6FElHAAOKpEOR9CjoUSQ9qqRn8B+/PeUxz7p406dPH7Zs2YJOp2vYFggEGDBgANu3bz/nJ9cURPFGEFq2oxUuHvz0J95S/0g7fSU113yBEt31uH1EfgjnSq7Jx5S9BHP2l+grsgAIRKbjbXMpx6KHskvqTI7Dz5EKV/1HpQvvLz10AMLNeqJCjUSFGokONRIRYsBq0hNq1GE16Qkx6JBlCRmQZQmJ+oKML6DiVVR8ARWnT6HOG6DWG6DOG6DaHaDC5aPC6cPh8qMBYdQxTN7LaNNeRkg7iVQrUSU93sTBBNLG4Gs/FjX01O+mixwRhNNrLTkieWuI/GAQ/pRh1Ix987i2gio3sz7YTtd4K69e1wNZ9J44gf7YFmzrHkNfkYkveRh1Q59Aie6KpmkcLHPy81EHPx+tZGdhDQFVw6SX6ZsSzqDUSAa1jSA10tL6eqX4nITX7qV0z3dIBT8TU7MHo1b/5kaOmsBBU3f8iQOJ7jaKtLbtxN+VEBQBv5eSnG3UHd2CoXwfkXXZpASOYpb8Dft4NAPHpDicOhsByUhANqHIpvrPOjOazoiqM6PpzGh6M5rOhGSwgMGMbLAg6U3IBgs6Y/2H3mhBbwxBZzITGRWF06NhMBjRyxJ6WUInS2f8/6BRJyy++uqrufLKK7nlllsatr333nssWbLkuOFVzZEo3ghCy7W/pJa5n+3gNf5CHzmbmokf4k8ZdsJ+Ij+ExqCrzMaYuwZj7loMxzYjqX40nQl/XG/8CQPwJ/THF9eHQo+xoZhTVOOhwllfaCn/pdji+Z/izhmfW5awGnXYzHrCzAbSzLX0kg/RJXCA9u7dxNXuQ0JFNYXjSx6Or91ofG0vQzPbz+j4IkcE4fRaU46E/Px3Qra9jGPmWpSIDse1fbWnmD9/e5DfX9KemX2TT3GEi4/kKsf60zOYsxahWBOoG/okvrQJHKv18k1mKcsySxp613SMCWVQ2wgGpkbQKyn8oliC/bj8UHzoSndTnb0BJe8n4mt2YtWcAGTRjtyIwRg6jKJDzxFYTC1vDjmhZXA7ayjc8x1q7gYiq3bTzp/dUKip1GzkG9tTZU1HjemCKaYDYXHtiYpJRq/X/cqRz03Q57z5Xzt27ODOO+8kLCyMpKQkioqKqK6u5o033qB3797nHGRTEMUbQWiZtuVX8eCXe/in/t9crv5EzaiX8Xa66qT7ivwQGpvkq8NQsAFD0SYMxzajL9uLpNV3ow2EtyMQ24NATA8CUemothQUWyLoLfXtqobLF6DOq+DyK2iahqqCioaqgUGWMOpljLKEWa0j3J1HSM1h9FU56BzZ6Mv2oqsrBECTDQRiuuFLGYGvzaUE4nr96jK0JyNyRBBOrzXliOSuIOqDgXg7TKL28peOa9M0jQeXZPLT0Urev74PHaLPbKnoVkvTMB34HOuGJ5H8Lty97qS27xzW57pZsKOQbfnVAPRJDmdcl1iGtY8k2nrxFSROmx+aiqtgF+V7V2ArXE97zz70kopDs7E3dDBK2jhS+44jNNTatEELrUogoJB7YAuug2uIKf2RdP8+jJKCV9OTo+9AeXgPSOxHZMdBxManIslNW1RtVsUbgJqaGtasWUNJSQlxcXFcdtllhIeHn3OATUUUbwSh5fk+u5zHlmXyouU9rgx8S93QJ3D3+s0p9xf5IVxwPieGku0YSnagL9uNvnQ3urqi43ZRLTEo1gQ0oxXNYEUzhqLpLaAqSKoP1ABSwIvsqUB2liK7SpEUb8PjNVmPEt6OQFQXAnG98cf3IRCdAfrzn5tC5IggnF5ry5HQH57Esvd9KmdtOG6OOKhffWrG+9uICjXy3szeGC+CniMnI9cUYFv3B4x56/An9Kf6kr+zqszOfzblkV3mJDHczKRucYzrEkdi+MU9R9DZ5IficnBs97do2d/QsWYjNly4NBP7LP3wtBtDSt9JhIZHX+CIhZZO0zTyCvMp3/ctoYU/0MW1lWipvph6RG5LYeRg9GmXkZQxErMl+EXoZle8OR/Lli3j448/JisrC4/HQ2Zm5nHt69ev57nnniM/P582bdrw8MMPM2zYf4dG5Obm8uSTT7Jz507CwsK4+eabufXWW8/o3KJ4Iwgty1d7i3nm24M8F76Y6zyf4ew7B9egP5z2MSI/hGCQXOXoqg6jq81HV1uAXJOP7CxB9juRfLVIfieS342m04NsRNMZQDagWqJQQ2JRQ2JQQ+NQwtqiRHRACWsDugszuaXIEUE4vdaWI3JtEZEfDcWTMYu6EX85oX19TgUPfLmPmwakMHt4uyBEGESahnnvB4T+9FckTaNu8CMsN09g3sY8jlS4aBth4dZBbRjdObbZrQ4VLOeaH2rAR+Ge7/DtX0p7x3piqSSgyWSZelCTMoqEfldhjW5zASIWWiKPx82RPevxHVpDcuXPdOYwAFXYOGLrj6/NSGK7j8Ea1fyGfF7I4s05LY3xzTffsHfvXpxO53Hbn3rqqV99bFhYGDNnzsTj8fDEE08c15afn8+cOXP405/+xLhx41ixYgWzZ89m6dKlJCcnoygKd911F0OGDOH111/n8OHD3H777cTHxzN+/PhzeSqCIDRTH20t4F/rDvNM9Gquq/sMd8YNuAY+FOywBOGktJBoAiHRBBgQ7FAEQRCOo9oS8aRfjTlzPs5+96KFxBzXPiItisnd4/lwSz4j0qLokRgWpEibluSuwPbdA5iOrsaXMoJ9PZ/kr5u9bMnLol1kCM9M6MzlnWLQiaJNo5D1RlJ6j4XeY9FUhW37f6Ju71LaVHxPt5znIed5cvQdqUi6nOhek7EldQMx4fFFpbLwACW7VxJatJ7O7p2kSB4CmkyOqQtbEu4ioutowlP7kixfmLlqWoKzLt48/fTTLF26lIEDB2KxWM76hMOHDwdg06ZNJ7R98cUXZGRkMHnyZAAmTZrEggUL+PLLL5k9ezZbtmyhqKiI+++/H4vFQkZGBtOmTWP+/PmieCMIrYSmaby64Sjvb87n6cQtzKr8D56Ok+vfLRQXcUEQBEE4a+4+v8W8/1NCdr2Dc/DDJ7T//pL2bM518PSKA3x8Qx/Mhtb94siQvwHb6nuRPQ4qBj3JizWXsnDxMUIMOh68rANX90wQPW0uIEnW0SZjGGQMQ9M0tubsoWr3V8QXf8eA3HmQO49yKZJ8+wDkdpcS130UOmtssMMWGlkg4Kdg7zr8WctpU/kD6dox0oEiYtkTMQpd2mUkdR9FZKidyGAH20ycdfFm+fLlLFq0iNTU1EYPJisri4yMjOO2de3alaysrIb21NRUQkP/O5YtIyODTz75pNFjEQSh6SmqxrOrs1myp5in2x3gxmP/xNvmUmov/wdcxFV2QRAEQTgfir093g4TMe99H1efu9FMx89VGWrU8/iYTtyzaA+v/3iU31+SFqRILzDFT+jmF7Bsfw0lIo1VPf7Fo1v0VDiLmNIjnnuGtsMecmGGrAonJ0kSbTv0oG2HHmjaY2zJP0z5npVYizbQrXIDEY4VsP0PHDWkUREzFGv6ZUR0HFq/bLPQ4tTUOCjY8Q2mIyvp4vyZ/jjxanoyjT3JTpxBVLexxLfpTFoTTzLcUpx18cZkMpGUlHQhYsHpdGKzHT/GKywsjEOHDp2y3WazUVdXd0bH1+kk7PaQxgk2iHQ6uVU8D0H4Xx6/wtzPdrMys4TnepYxNfuvaMkDkKd/iN1w5n/vIj8E4fREjgjC6bXaHBk5F/mdr4k4NB916P0nNI+yh3B9XjUfb85jYq8k+qe2sve6a4+h++o25PyfcWXM5BHXLJZ8X02XeBNv3tCX7knNf/GV5uBC50dERHfo0R2YS63Ly8adG6jbv4qY0h/pXvgxxqIP8Kw1khvaE1+b4cT1HENE+74giRf7zZGmaeQePkDR1iWE5a2mq3cXaVKAKmwcDB8GncaTNmgi3cIigh1qo7mQOXLWxZtbb72VefPmMWfOnEYPJjQ0lNra2uO21dTUYLVaT9leW1vb0P5rFEVrFRPQtbaJ9AShpNbLg0v2kVVSx3N9nUw98DBKREeqxv4HzQlw5n/vIj8E4fREjgjC6bXaHDGnEdb2Mgw/v0ZVp5vgJD0X7hiQwtqsUh76fDef3NgXSysZPmXI30DYqtlIfifru/yZOfvScflruGdYKjf0S0avk1vn7/wCaOr86Nh1MHQdDMD+snIK9nyHMX8d7Wq30X3/S7D/JaqwcdTWB1/SMGIyrsAa10EMtQ8in9dN/p61+LJXk+LYSEetgI5AgZTIttjrsHQZR2LX4aT+sjCDotKq8q9ZTVi8cOFC8vPz+eijj4iKijqubfny5Wcf3f/o3LnzCXPh7N+/n8GDBze0Hz16FJfLRUhIfTUrMzOT9PT08zqvIAjBs6uwmoe+ysQbUHnzcgOXb52LEhpH1aSPT+jWLQiCIAjCuXP1mU3EF1djyfwEd8/bTmgPMep4Ymwn7ly4m1fWH+HByzsEIcpGpKmEbHuZkM0v4g1rzxPWZ/h0h43uCSE8PqYT7aJaYQ+rViwxJprEy6YCU1FUjU15h6nc/x2hx36kY80OEmrXQdYzHJNiyQ/rh9p2BPHdLic0IiHYobdqiqpx9EgWdftXEnFsPV28u0iSvPg0PQfMPdiYeC3R3ccRkdyVjqKodl7OqefN+VAUhUAggN/vB8Dr9QJgNBqZMmUK77zzDkuXLmXMmDGsXLmSffv28dxzzwHQv39/EhMTeemll5g7dy5Hjhxh4cKFPPbYY+cVkyAIwbFkzzH+tvoQCWEm3h1rpdv3N6HpzVRPmn/CahiCIAiCIJyfQOIAfAkDseych7vbDaAznrBPn2Q70/sksWB7IaM7x9CzpQ4nCrgJW30fppxlZMeMZWbJDGpVE7+/JJVpvZPEKlItnE6WaJ+aRvvUNOAOAgGFn3P2UnPwO8JLfqJz1TrCq5fDbjgsp1IUMQC1zXDiMy4hIrz1DNFpagFFpaCihrLDW1EKthHu2E2qdz+DpFIAiqQ4dkaOQ2t3GW17jiI+xEZ8kGNuTSRN07SmPOHixYt55JFHTti+Zs0akpOTWb9+Pc899xz5+fmkpKTwyCOPMGzYsIb9cnNzeeKJJ9i5cyc2m41bbrmF22478Z2Dk/H7lVbRJavVducVLhregMpLa3NYvPsYg9pG8PehOpK/mQVoVE35FCWy0zkfW+SHIJyeyBFBOL3WniOG3LXYl95AzWUv4u0y7aT7uHwKU9/bitWk46Pr+6DXtaz5RCRXGeHLbkFfuov3Q2/jqYpL6dcmgsdGdSTZLia6PR8tJT98Pj/5Bzbhzl5LZPnPdPZlYpL8+DUdmXInCu39UOJ6YWvbl7YpqVhNZ92nodVSVI3SOi/F5RU4Sw7hr8jB4MgmwplDUiCXVIoxSAoA5VIUx6wZeOP7E9FtHGEJ6Rf9kLULOWzqnIo3O3bsYMmSJZSVlfHqq6+SmZmJy+WiX79+5xxkUxDFG0EIvoIqN498vZ+s0jpu7J/CnC4eor6egSbJVE9eiBLZ8byOL/JDEE5P5IggnF6rzxFNw75oPLKnisqZa0FvPulu6w6VM3dJJr8b0Y4b+qc0cZDnTldxgPBlN6E5y7lfmc0arT/3jmzPlO7xSBf5i8rG0FLzw+dxUZz1A8rh74ku30SqPxuZ+pfBxVoEh3RpOELS8NvT0Md0JCyhE5GRsUSGmjDpW1bx8v8XUDVqPX6qPQFqnS48dRX46hz4XA4UpwNcFejcpZg9ZYT6y4lUymkjlRAl/XeuWRWJMl08jtA0fPaOmJJ7Y08bhByWGMRn1jw1qzlvli1bxlNPPcWECRP46aefAFBVlX//+9988MEH5xykIAit37pD5Ty14gASEi9OyeDS8BLsS6ajyQaqp3yKEtFKlyYVBEEQhOZCknAOfgz7V9Ox7H4Hd5/fnnS3kR2iGZEWxZsbcxmVHkN82MmLPM2JIX89Yd/cSa1qYJb7j0jxPflofGfR20bAaA6hTa8x0GsMABXeWpz5O6nJ3Y5cupt2NfsZVLcDfZ0CBcAO8GoGygmjlHBqdeH4dKEoOjOqzoSmM6PpzfXFT70ZyRCCpDciSTKSLCPLMrIkH/e9JMvISMd9L0kyIIMkoSGhSTIggVRfWlKR8KvgV+s/BxQF1e+BgBcCbgh4UXxuVL8bze9GC3jQ++swK7WYlVpC1TqsWh3hkpMUnFgk3yl/RnWSlVp9JK7QWEqt3Sm1p2KOaVc/AXRkR2SDhahTPlpoCmddvHn99dd555136NGjB8uWLQOgU6dOZGdnN3pwgiC0DgFF5bUNR/lwawFd4qw8e2UX2vpyCF8yA01nqi/c2NsHO0xBEARBuCj4U4bhTR1FyNaX8XSeesp55uZelsbUd7fy4tocnp+c0cRRnh3zvo+xrnuUHJK52fMAYwb24fbBbdGLuW2EkzHZCO0wnNAOwxs2ORQ/WnUetYX7cZdmo9aVIrkr0HsqifNXYlTKMCheDJoPk+bFiA89ahCfxMm5JAsu2YbHYMOrtxEwxFJpCqfCZEe2hKOzRGC0RmC0RmKyRoIlEjUkDgwW9EBYsJ+AcEpnXbwpKSmhR48eAA1dD/V6Para/P5wBUEIvrI6L48u3c/Owhqu7ZnA7y9JI6RsG+FLb0Qz2qiavBDV3i7YYQqCIAjCRcU59HEi5l9G6KYXqLv0uZPukxBm5o7BbXn5hyOsO1TByA7N8H13TcVNhbclAAAgAElEQVSy8a9Yd85jndqTp41zeXxqb/ok24MdmdDS6AxIkWmERaadtoAR+OXDCaD40fwufF4Xfq8HRdVQVBVNU1AVlYCqoqoKqqr+z4eCqmkoigKaBmhImvrL51/62/zyWQYMsoZBBr0soZcldAYzOpMFvTEEncGMwWQBvQVNbwKdCaT6YV6mXz5OR7yCb1nOuniTkpLCzp076dWrV8O2nTt30rZt20YNTBCElm9zroPHl2fh9iv8eXxnxnaJxZC/nvDlt6GExlM9eQGqLSnYYQqCIAjCRUext8fd7SYse97F3eNmlKguJ91vZt8klmWW8MJ3hxjQ1o7FoGviSE/D78a0YjbWvJV8GLiC9e0e4K3RnQkzG4IdmXCx0BmQdOGYzOG/Wii5UJp09SEhqM569qU777yTe+65hzfffBO/38/777/PAw88wN13330h4hMEoQVSVI23fspl9md7CLcYeH9WH8Z2icV4eAXhS29GCW9L1dWLReFGEARBEILI1f8+NKMN64Y//dID4ER6nczDV3SkuNbLZzuLmjjCU5M8VcifXos171ueVW7Ad+mzPHNlN1G4EQSh1TrrnjdjxozBbDbz4YcfEhcXx/r163nqqacYOXLkhYhPEIQWprjGwxPLs9hRWMP4rrE8fEVHLAYdpgOfY1tzP4HYHlRP/ADNHBHsUAVBEAThoqaZI3D1/z3WDU9hzF2DL/WKk+7XOzmcvinhfLrj/7F333FS1ff+x19n+laWhaUtIIJ0EAQVUYxiAHvB2KKxXAuacs0viYkpJmpuEmO5icYWy03sJlbUoDHYFVFBVOqCdFgW2D69nu/vj9ldQWBZWHZnBt7Px4MH7Jwzy+f7mP3OnvOeb9nEt8f3zfw6MqEtpP5xHiWRdfw+/3pOPutyDirNz2xNIiIdbI/Cm2QyyVtvvcXxxx+vsEZEdjB7eTV/mL0CY+Dmk4dyyoieAPgWP07hu78kUT4R/yl/w3gKM1ypiIiIAERGXYpv8WMUzPkt8X7HptfM2IlvjyvnupeW8s6XNUwZuvMFjjtDtGYN7ufOpzhZy0N9fs9/nfHtnN/KWUSkLfbonc7lcnH99dfj8Xg6qh4RyUHheIrf/ns5v/zXMg4uzeeJi8e1BDd5C+6j6N1fED/oBBpPe1TBjYiISDZxugke+1tcDavJn3fnLk+bNLAb5V18PL2gshOL296mVZ/j/edZ5CUbefXQezlv+oUKbkTkgLHH73ajRo1ixYoVHVGLiOSgpZsDXPzEAmYt3cIVR/XnwfPH0LckD4wh/6PbKJz7B6KHnIH/5IfBlZfpckVERORrEv2PJzLsfPIX3Idr68KdnuN0WJw/rpyFm/wsqfJ3an3GGOa98SSHvHYOFikWT36M475xUsvOtyIiB4I9XvPm6KOP5pprruGCCy6gvLx8uzfNU045ZZ8WJyLZyzaGJ+Zt5L45a+mW7+b+8w79altOO0XhB78hb9GjREZ8m+BxfwRHFu1OISIiItsJTfoNng3vUPTWj6k/91Vw7jjS/vSRPXlgzlqeXlDJ705tbTPlfac2GGXZ879mevBpVnqGwll/Y0gP7XIrIgeePQ5v/vGPfwDw5JNPbve4ZVkKb0QOEJv9UW5+fQXz1zfwzSHd+eXUwV/t7hAPUTz7+3jXvkF47NWEjr4B9MmYiIhIVjPeLgSPv5Uusy4jf/5fCE+4bodzCr0uzhzdi39+tolrvxGjR1HHbo788fI1dHnjWqbzGUt7nE73s/6E5dYoXhE5MO1xePPuu+92RB0ikgOMMby4aDN/eXc1xsAN0wZzxqheLSPwHKHNFM/6L1w1Swh84/dER1+a4YpFRESkreIDphAd+i3yF9xDbODJpMpG7nDOeYf14R8LKnn28018/9iDO6SOaCLFi6+/xhlrbqSvo4Y1435D2VFX6cMgETmgtXnNm3HjxnVkHSKS5ar8UX7w3CJumf0lw3sV8fSl4zlzdO+W4MZZu4yS587AVb8K/yl/V3AjIiKSg4KTbsL2lVL85o8gEdnheHmXPL4xqBsvLqwimkjt8/9/xRY/s/7+G7679vt08ULdmc9QOHGGghsROeC1ObwxxnRkHSKSpYwxvLJ4M99+9FMWVwX4xZRDuO+c0fTp4ms5x7NmNiXPTweTov7sF4kP+GYGKxYREZG9ZXxdCU6+DWftMor/PQNS8R3O+fb4chqjSV5dumWf/b+2Mcyc+wWpZy7gmsSj1PQ+ntQlb2L1nbDP/g8RkVzW5vBGq7mLHHiCsSQ3zKrgt6+vYGiPQp6+dDxnj+nz1fuBMeTP/wvFr15OqusgGs55ZadDrEVERCR3xAdMITj5Vrzr36Z49g/ATm53/LDyLgzvWciTn1Zi74MPeKsDUZ568l7O+vTbHOWoYMvE3+E6+xGMr6Td31tEZH/R5jVv4vE4v/jFL1o955Zbbml3QSKSHRZu8vPrWcvYEojxvUkDuOSIfjgd24S4iTBFb/4Y36p/ER0yncDk27QVuIiIyH4iOuJCrESYwg9uouit6wh8809gpT/3tSyL7xzel1/NquD9VXUcd0i3vf5/Plm8hIJ3f8mP+JTqomEETr0bR/fh+6gVIiL7jz1asNjp1Fa/Ivu7SCLFA3PW8Y8FG+lZ7OOhC8Yyus/224E661dR/Pp3cdZVEDz6BiJjr9ZcdBERkf1MZMyVWPEgBZ/cgXEXEPzG71p+358wpIxe763hyfkb9iq8icSifPLy3Zy45UHcVor1Y68nb+J3sR17vJ+KiMgBoc3vjh6Ph9/97ncdWYuIZNic1XXc+uaXVPljnDW6Fz88biCF3m3eJozBt/RJCj+4CePKw3/qI8QPOiFj9YqIiEjHCh/+Q6xEkPzP/orDv57gcbdgF/fF5bD49vhy/vzOapZU+RnZu3j33wwgFaPhk8cp/Ow+zjFbWVU4nsIz/kxe6cCObYiISI5TtC0iVAdj/Ont1byxopqDS/N56PwxjO3bZbtzrGg9RW//FO/qfxPvO4nAlDuxC3plqGIRERHpFJZFaOKvsAt6U/DRrZQ+fQKho35GZPR/ceboXjw0dx1PzK/kltNbD2+saAOeiuewPrmXwYlqFjGYyiN+zUFHnKXRuyIibdDm8Ea7TYnsf2JJm6c+3cjfP15P0jZcffRBXHJEPzyu7dcyd2/4gKI3f4gjUtc0TWpGy7x3ERER2c9ZFpExVxA7+EQK3/slhR/chHfFi3hHX8ZVQ3tw16KtVDYOoLzL9mvfWaGteNf8B+/q13BvnINlksxNjWBOr59w1mnn0Svfk5n2iIjkIMscQKlMIpGioSGc6TLaraQkf79oh2SOMYa3vqzhL++uZpM/xvGHdOOHxw2kb8nXFhxOxSn4+DbyPnuAVMlAAtPuIVk2OjNFt5H6h0jr1EdEWqc+shvG4F35MgUf3IwzvBWAelPI5sJRHNy3HEekBitcgyNcgyO8FQtDIK8fz0TG8VrqSE6efCKnj+qpnWxzlPqHSOva20fKyop2eUzTpkQOMAs3+bnnvdV8VunnkO4F3HfuEI7o33WH85z1Kyma/d+4qxcRGXERwUk3gjs/AxWLiIhI1rAsYoPPJDboNJz1K3Fv+ZRl89+ih38xzo3roaAMu7A3ybJRRAv68dctQ3ngy3xG9Crmf04ZRv+u2plSRGRvZGV4U19fzx//+Ec++OADotEoxx9/PL/5zW/o0iW9BsfMmTO55557qK6uZsiQIdx4442MGjUqw1WLZLc1tWHu+2AN76yspTTfzc+nHMKZo3vjcnztk69EhPzPHyB/wT0Yp4/Gkx8iPvDkzBQtIiIi2cnhJNVtKKluQ6HsDKY8toBJ5aUM7Jb+oMcYeGdxDRsbolw+oR9XTTwIl1NTrkVE9lZWhjfXX389Xq+X119/nWQyyU9+8hN+9rOf8cADDzB//nxuuukm7rnnHo488kgeffRRZsyYwX/+8x8KCwszXbpI1llXF+bRTzYwa+kW8txOrjnmIL49ri/5Huf2JzYPg/7w9ziDm4gNPJngsb/FLuydmcJFREQkJwwuK+TEYWW8s7KWeesbWh7vWeTlr+cfyri+JRmsTkRk/5B14U04HOa9995j5syZLWHM1VdfzcUXX0xlZSXPPvssU6dOZdKkSQBceeWVPPnkk8yePZvp06dnsnSRrLJ8a5BHPt7Amyuq8bgcnH9YOZdP6E9Jvnv7E43BvWkuBR/dhnvzfBLdRxKYcheJ8omZKVxERERyzu9OHZ7pEkRE9mtZF94YY1r+NLNtG4CKigoqKiq2C2ksy2L48OFUVFR0eq0i2eizjY088sl6PlxTT4HHyaVH9uPb48sp/fqODsbGs+Z18hfch3vLZ9h5ZQQm30502HngcO78m4uIiIiIiEiny7rwpqCggCOPPJK7776bP/7xjySTSR544AEAgsEgoVCIoqLtV2AuLi4mGAzu9ns7nRYlJbm/4KrT6dgv2iH7jjGG976s4a/vrWb+unpKCzz8ZMpgLprQnyLf10baRP04ljyPY95fsWq/xJQMIHXS/2IfegE+dx6+zDRhn1H/EGmd+ohI69RHRHZN/UOkdR3ZR7IuvAG44447uOWWWzjllFPweDxcfvnlfPjhh3Tt2pWCggICgcB25/v9fvr377/b75tKmf1iaztt0SfNIokU/6nYyjOfbWJFdYieRV6umzyIM0f3wud2koomaIgmwNi4N36Ir+KfeFe9ipWKkeg+isi0e4kNOhUcLggZIPd/rtQ/RFqnPiLSOvURkV1T/xBp3QG3VXjPnj258847W75+55138Hq9jB07lmHDhrF06dKWY8YYKioqmDZtWiZKFcmIVTUhXlxYxaylWwjGUgzsls+vTxzCycN74G7eySERwbPxAzxr38Cz7g2coS3YnmKiw88nOvx8kmWHgmW1/h+JiIiIiIhIxmVleLN69WpKS0spLi5m8eLF/OEPf2DGjBkUFxdz7rnnctVVVzF37lzGjx/P448/TiwWY+rUqZkuW6RD+aMJZi+vZtaSLSyqCuB2WnxzSBnfOrQ3Y8qLsYyNq2Yx7soPcW+cg6fyQ6xUDNtdQKL/cYQGnkJs4Ingyst0U0RERERERGQPZGV4M3/+fP7yl78QCATo2bMnF110EZdeeikAhx9+ODfeeCM33HAD1dXVDBkyhAcffFDbhMt+KZmymbu2nllLt/DeqloSKcPAbvlc+42DOWNwHt0Dy3Bvno3riwW4N32MI+5PP69kEJFRFxM/aAqJPkeC07Ob/0lERERERESylWW23dZpP5dIpPaLOZqaa7p/M8awojrErCVbeL1iK3XhBN19cMkAP6d0raQ8vAz31s9x1a9seU6yZBCJPhNIlB9Novwo7IJeGWxBZql/iLROfUSkdeojIrum/iHSugNuzRuRA40xhi+3Bvm4YiVrVi7B41/LIOdm/lpYz+CCLZSE12CtjcFasPO6k+h5GLEh00n0PIxk2aEYX0mmmyAiIiIiIiIdROGNSCezog04G1bjaFhDbWUFgaov8fjXMNqu4hirKaX1gLGc2O6+pEoOJjLouHRQ02MsdlG5FhoWERERERE5gCi8EekodhJX7TJcW77AWbccV90KnPVf4gxvbTmlyFhU0p16b182dDuMsn7D8JYNJlVyMKmifuB0Z7ABIiIiIiIikg0U3ojsI1bMj2vLAtxV83BXzce95TOsZHokTcKZT6WrP1/ERrAk8U02OsrpWj6U4UNHcszgPvT2ftUV45lqgIiIiIiIiGQlhTcie8mKB3BveA/Pxjm4q+bhrK3AwmAsB/HS4azodTrvRgfxzJberIyWUuh1cezAbkwe3J2LB3TF53ZmugkiIiIiIiKSAxTeiOwBh3893jX/wbP2DdybPsayE9juApK9xlNTPpX59hBequnDuxtixFOGrnlujhvWjWuHdOfwfiW4nY5MN0FERERERERyjMIbkd2w4gG8K/+Ft+I5PFUfA5DsOpjAqMv5wjeBV/39mbMuwPovIwD0KjKcPaYPkwd3Y0yfLjgdWlxYRERERERE9p7CG5GdMQbX5k/JW/wY3tWvYiWjJEsGsnH0j/iPYxL/rsrj808biacMXlcN4/p24VtjenP0gFIOKs3D0m5QIiIiIiIiso8ovBHZVjyE78sXyVv0GK7apdieIrYOmM5rjsk8trGM1fMiQIyB3ZycM7YPRw8oZWzfLnhdmg4lIiIiIiIiHUPhjQhghavJ/+JhfIsfxxH3E+06jLcHXM+d1YexZLGNBYzt6+GnY/vwjUHd6FXsy3TJIiIiIiIicoBQeCMHNId/A/mf/RXfsn9AKs6GnlP4e+pkHqvsSarKYnTvQn56QhknDO5O90JvpssVERERERGRA5DCGzkgORrWUPDp3XiXPw+Wg0WlJ/Hb+qnMX9edskIP3zmiJ6eN6MmAbvmZLlVEREREREQOcApv5IDibFhN/vy78K54EeNw816XM/l1zTdZv7ErR/Qv4Y4p5RwzsBSXdogSERERERGRLKHwRg4Izrov06HNypdJWR5e8Z3J/9RPxR8r5eThPbh1XDmHdC/IdJkiIiIiIiIiO1B4I/s1Z92KdGjz5cskHV6ecpzBn0In4nSUcf6x5Zw5uhclee5MlykiIiIiIiKySwpvZL/krF1G/ry78K6aRdzh42H7DO6Pnky/Pn25bnI5xw/urqlRIiIiIiIikhMU3sh+xVmzlPx5d+Jb/SoRK597k2fwiH0qRw4byJ3jyhnesyjTJYqIiIiIiIjsEYU3sl9wVS/G+8mfyV/7OkHyuSs5nRfdpzPtiKE8PqY33Qs8mS5RREREREREZK8ovJGc5tq6EOfcOyje+BZ+U8Cfk9/iw27f4rTxQ3lySBkelyPTJYqIiIiIiIi0i8IbyUnOzQtIfnAHXbe8R4Mp4M+pc1g94DucefhgLupTjGVpPRsRERERERHZPyi8kZzirPqU2Lu3UVY7h3pTyF+sCwiOuozTxx1Cr2JfpssTERERERER2ecU3khOsDZ+TOy92yiv/5haU8R9ru/gOfwKpo8ZiM/tzHR5IiIiIiIiIh0mK8Ob6upqfv/73/PRRx+RSqUYPnw4v/zlLxk2bBgAM2fO5J577qG6upohQ4Zw4403MmrUqAxXLR3BXj+X+Hu30a9xHjWmmAd9l1I84SqmjzxIW32LiIiIiIjIASErV3O9+eabaWxs5N///jdz5sxh1KhRXH311RhjmD9/PjfddBM33XQT8+bNY9q0acyYMYNgMJjpsmUfiq+dS/jR0+n5yrn4Glbwt/wr+HDa65x1xe/45ugBCm5ERERERETkgJGV4c26des46aSTKCkpwePxcM4557B582bq6+t59tlnmTp1KpMmTcLj8XDllVfi8XiYPXt2psuWfSC1ZSmNT1xA+axzyQus4fHiq1l42puc/l83M3FIPy1ELCIiIiIiIgecrJw2dcUVV/DKK68wdepUCgoKeOaZZxg/fjylpaVUVFQwffr0lnMty2L48OFUVFTs9vs6nRYlJfkdWXqncDod+0U7thWvWcOml3/LwKpXyDc+ni25gqFnXscF/XpmujTJMftj/xDZl9RHRFqnPiKya+ofIq3ryD6SleHN+PHjmTlzJhMnTsTpdNKrVy8eeughAEKhEEVFRdudX1xc3KZpU6mUoaEh3CE1d6aSkvz9oh0A8U1fEHj3TgbXvUl/4+CVvDMpmXwdxw88CGC/aad0nv2pf4h0BPURkdapj4jsmvqHSOva20fKyop2eSzrwhvbtrnssss49thjueeee/B4PLz00ktcdNFF/Otf/6KgoIBAILDdc/x+P/37989QxbLHjCG48l0SH/6FIcFPCBofswqmkzfxGo4eOkxTo0RERERERES2kXXhTUNDAxs3buTiiy+msLAQgHPPPZc77riDzz//nGHDhrF06dKW840xVFRUMG3atEyVLG1lp6j74iW8n97LwbHl1JhiXuh6Ob2+cTUT+5VnujoRERERERGRrJR14U1paSkDBgzgqaee4ic/+Qkej4eZM2cSCoUYOnQoJSUlXHXVVcydO5fx48fz+OOPE4vFmDp1aqZLl10w8RBbP36KbkseZmiqkvWmBy/0/hGDjr+cY7t1zXR5IiIiIiIiIlkt68IbgPvuu4/bbruNyZMnk0wmOeigg7jzzjvp168f/fr148Ybb+SGG26gurqaIUOG8OCDD7aM0pHsEdu6gtoPHmRQ1cuMIswyDubjATcz8vgLObYgL9PliYiIiIiIiOQEyxhjMl1EZ0kkUvvFAltZvVBYtJGtC17EvfwFhoQXEDdOPnQfTXDkJYw5cio+T1bmhbIfyer+IZIF1EdEWqc+IrJr6h8irTugFiyW3GPiYWoXv4q95AUO8c+ljAQbTA9eLv0vuk28jBEDBmoRYhEREREREZG9pPBG9koqXMeWz17Bteo1BgU+oQdxqk0X3io4FXvYWYw47Dgm+tyZLlNEREREREQk5ym8kbYxNrWr5+NfNpuSze8zMLaUXthUmVLeKzyJ+MCTGDpuGocX+jJdqYiIiIiIiMh+ReGN7JQxhqoNK/BXvE1e1YcMCs5nGH4AljGQN0ouwDn0FIaMnsRhXv0YiYiIiIiIiHQU3XULAImUzap1a/GveJuCqrkcEl7AGLYCUE0Jy/IPJ1R+HN1HTqW8Tz+6aw0bERERERERkU6h8OYAlLIN6+rDrKqsIrn2Q7pWf8SQyGcca20AIEA+q/PHsr7XJRQNPYGeA0Yx2OHIcNUiIiIiIiIiByaFN/u5eNJmfX2Eiq0BVlbVYm2aR9/G+UxgMedZq3FZNjE8rC8czRe9z6J42AkU9htHH4cz06WLiIiIiIiICApvclrKNjRGE9SG4tSFEtSG49SG4lT5Y2yoj1BdX0dZsIJx1nKOcSzhQscKvFaClMNBbfEoNve9mrxDJmP3GU+J00tJphskIiIiIiIiIjtQeJNljDH4o0lqw02BTCjeFMp8Fc40RpNsDcSoD8exTfp5XQgyzNrAUMd6jnKt53vO1Rxkb8DhsQEIlwwl2f9Sov2OJdFnApanEC9gZ66pIiIiIiIiItIGCm86gTGGUDzVEsQ0hzJ1Xwtl0o8lSDYnMk1cJOntaGRInp/RXj8He/30LKqjR1EdpXYtXWMbyI9Vt5xv+0pJ9BxLpMe3SPYcS6LHWExeaWc3W0RERERERET2AYU37RBNpKjZJnTZLpBp+Xec2nCCWHLHMS4eK8mgvAgDfUEO9QTp09VP726NlJlaSu1aihI15MW24o7WYmEgBYTTf4zTi13Qi1RBL+ze3yBYOoxkt2Gkug3DLugF2g1KREREREREZL+g8OZr4kl7u9Bll4FMKEE4kdrh+Q5sBviiDMwLcqQ3SN8uQXp1baTMaqCraaA4WUdBog5PrAZXrD49b6kpkGlm+7qmg5kuvUgVjiFR0Au76U+qsDdFfQ6mIeZTQCMiIiIiIiJyADigwptoMsWcNXVNC/x+PZxJBzKBWHKH5/mI0d8XYYAvzHhviD4FYXp2CdLdClBKPcWpBgoTtXhjtbiiNVgmBRHSf5oYlw87vwd2fhl2l0Ek8icSyy9Lf53X9Hd+D+z87uDytd6Q/HyIh1s/R0RERERERET2CwdUeLOmNsyPXlhIMWFKrQDl7iD9vWHGeML0dgcpKw1SagXoYhopTDWSl2zAE6vHkWpKYaJNf5oYhws7r1s6dOnSi2T+aOLNAU1+D0xzOJNfhnEXaqSMiIiIiIiIiOyxAyq8GeXcwKq8S3GYbaY7JZr+AMaVj51Xmg5kinpi8oYT9XXDzivF5JVit/y7G7avFOMtBsuRkbaIiIiIiIiIyIHhgApv8BYTGfe9pvClK3Zet5Ygxs4rBVdepisUEREREREREdnOARXepIr6Ej7q+kyXISIiIiIiIiLSZprzIyIiIiIiIiKSxRTeiIiIiIiIiIhkMYU3IiIiIiIiIiJZTOGNiIiIiIiIiEgWU3gjIiIiIiIiIpLFFN6IiIiIiIiIiGQxyxhjMl2EiIiIiIiIiIjsnEbeiIiIiIiIiIhkMYU3IiIiIiIiIiJZTOGNiIiIiIiIiEgWU3gjIiIiIiIiIpLFFN6IiIiIiIiIiGQxhTciIiIiIiIiIllM4Y2IiIiIiIiISBZTeJMhs2bN4sILL2TcuHGMGDFih+NPP/00J554IocddhhnnXUWH3/88XbHP/nkE8477zzGjRvHCSecwBNPPLHT/+P0009n7NixHHPMMdx///0d1h6Rfen222/n1FNPZdy4cUyaNIkbbriBhoaG7c6ZOXMmU6ZMYcyYMZx77rksXrx4u+OLFi3inHPOYcyYMUyZMoWXXnppu+O1tbX84Ac/4LDDDuOoo47i9ttvx7btDm+byL7QGX2k2datWzniiCOYOnVqh7VHZF/qjP7xxRdfcNFFF3H44Ydz9NFH89Of/pT6+voOb5vIvtDePhKNRrn22muZNm0aw4YN47777tvuufF4nN/85jdMmzaNww47jOOPP55bb72VWCzWKe0TaY+O7h/N9upe3UhGvPfee+aVV14xzz77rBk+fPh2x1599VUzYcIEs3TpUpNMJs1TTz1lxowZYyorK40xxmzYsMGMHTvWvPzyyyaZTJrPPvvMjB071rz22mst3+PFF180xxxzjJkzZ45JJBImEAiYioqKTm2jyN763//9X7NkyRITj8dNbW2tueKKK8w111zTcnzevHlmzJgx5v333zexWMw8+OCDZuLEiSYQCBhjjPH7/WbChAnmgQceMLFYzHzwwQdm7NixZsGCBS3f47LLLjPf//73jd/vN+vXrzfTpk0zDzzwQKe3VWRvdEYfaXb11VebSy+91EyZMqXT2ifSHh3dP5LJpJkwYYK54447TDweN/X19eaSSy4xP/7xjzPSXpE91d4+Eo1Gzd///nczd+5cc+6555p77713u+8fCvunVScAACAASURBVIXMn/70J7Ny5UqTTCbNxo0bzfTp083//M//dGo7RfZGR/cPY/b+Xl3hTYZ99NFHO4Q31157rfn973+/3WOTJ082d999tzHGmCeeeMKceeaZ2x3/+c9/bi6++GJjjDGpVMpMmjTJPPXUUx1YuUjnefvtt824ceNavv7Zz35mrrvuupavbds2xx13nHnhhReMMcY899xz5rjjjjO2bbecc91115mf//znxhhj1q9fb4YMGWLWrVvXcvyZZ54xkydP7uimiHSIfd1Hmr344ovmyiuvNM8//7zCG8lZ+7p/1NfXmyFDhpjVq1e3HH/66afNqaee2tFNEekQe9pHtvWd73xnpzenX/fEE0+Y008/fd8ULNKJ9nX/aM+9uqZNZSGTDtV2eLyiomKXx23bbjm+Zs0atm7dSjgc5qSTTmLixIlcffXVrFu3ruOLF+kAc+fOZejQoS1fV1RUMHLkyJavLcti+PDhLX2goqKCESNGYFlWyzkjR45sOb58+XKKioro37//dscrKysJBoMd3RyRfW5f9xGA6upq7rrrLm6++eZOaIFIx9nX/aOkpITzzz+fZ555hng8Tl1dHbNmzWLKlCmd1CKRfWtP+8i++D9EcsW+7h/tuVdXeJOFJk+ezMsvv8yiRYtIJBI88cQTbNq0qeWm8phjjmHVqlXMnDmTRCLB/PnzmT17dsvx5jnXM2fO5KGHHuKtt96id+/eXHPNNSSTyYy1S2RvvP766zzzzDP86le/anksFApRVFS03XnFxcUtfWBnx4uKilqOB4PBnR5vPiaSSzqijwDceOONXHHFFfTp06cDqxfpWB3VP04++WTeeOMNxo4dy8SJE3E4HFx99dUd2BKRjrE3fWRPPfLII3z66af86Ec/aletIp2tI/pHe+7VFd5kobPOOosrrriC6667jkmTJrFkyRImTpxI165dATj44IO55557eOyxxzjmmGO48847Ofvss1uOFxYWAnDJJZfQr18/8vLy+PGPf8zq1atZu3Ztppolssdee+01fv3rX3P//fdvl3AXFBQQCAS2O9fv97f87O/seCAQaDleWFi40+PNzxXJFR3VR1555RXq6uq48MILO7gFIh2no/rH2rVrueqqq/jud7/LF198wfz58+nfvz9XXnllB7dIZN/a2z6yJx555BEeeughHn30UX0YIDmlo/pHe+7VXXvWBOkMlmUxY8YMZsyYAaRXbJ8yZQrf/e53W845/vjjOf7441u+vvbaaznyyCOBdLjj8/l2+b1FcsHzzz/Prbfeyv3338/48eO3OzZs2DCWLl3a8rUxhoqKCqZNm9Zy/I033tjuOUuXLmXYsGEADB06lEAgwIYNG+jXr1/L8fLy8h2SdJFs1ZF9ZM6cOSxfvpyJEycC6d9D0WiUCRMm8Oijj7acJ5KtOrJ/VFRUUFxczNlnnw2A2+3mO9/5DmeccQaBQEC/RyQntKePtNW9997LP//5Tx5//HEGDhy4T+oW6Qwd2T/ac6+ukTcZkkqliMViJBIJAGKxGLFYDGMMgUCAVatWYYyhrq6Om266icLCQqZPn97y/IULF5JIJIhEIjz11FO8//77fP/73wfA6/Vy9tln89hjj1FVVUU8Hueuu+5i8ODBDBgwIBPNFdkjjz32GLfddhsPP/zwDm+YAOeeey6zZ89m7ty5xONx/va3vxGLxVq2Mp46dSqRSISHH36YeDzO3LlzmT17Nueddx4A/fr14+ijj+b2228nGAyyYcMGHnroIS644IJObafI3uroPvKLX/yC1157jZdeeomXXnqJH/7wh/Tu3ZuXXnqJQYMGdWpbRfZUR/ePUaNGEQgEeOmll0ilUgSDQZ588kn69eun4EZyQnv7CKRD/Vgshm3bO9zXANx6660899xzPPHEEwpuJKd0dP9oz726ZXa2Mq50uBdeeIFf/OIXOzz+5ptv4nQ6ueqqq6isrMTtdnPcccdx/fXX071795bzrrrqKhYsWIBt2xx66KFcd911jB49uuV4PB7nD3/4A6+++iqWZXHYYYfxq1/9qmWUgUg2Gzp0KC6XC4/Hs93jn332Wcu/Z86cyd133011dTVDhgzhpptuYtSoUS3HFy5cyG9/+1tWrFhBWVkZ1157LWeeeWbL8draWm688UbmzJmDx+PhW9/6Ftdddx0OhzJtyX6d0Ue29cILL3D//fcze/bsjmmQyD7UGf3jnXfe4e6772bdunU4nU5GjRrF9ddfz5AhQzq+gSLttC/6yAknnEBlZeV2z58+fTp//OMfqays5IQTTsDtduN2u1uO9+nTh1mzZnVQq0T2jY7uH7D39+oKb0REREREREREspg+YhYRERERERERyWIKb0REREREREREspjCGxERERERERGRLKbwRkREREREREQkiym8ERERERERERHJYgpvRERERERERESymMIbEREREREREZEspvBGRERERERERCSLKbwREREREREREcliCm9ERERERERERLKYwhsRERERERERkSym8EZEREREREREJIspvBERERERERERyWIKb0REREREREREspjCGxERERERERGRLKbwRkREREREREQki7kyXUBnsm2bVMpkuox2czqt/aIdIh1B/UOkdeojIq1THxHZNfUPkda1t4+43c5dHjugwptUytDQEM50Ge1WUpK/X7RDpCOof4i0Tn1EpHXqIyK7pv4h0rr29pGysqJdHtO0KRERERERERGRLKbwRkREREREREQkiym8ERERERERERHJYgpvRERERERERESymMIbEREREREREZEspvCmE73/6t9555nbM12GiIiIiIiIiOQQhTed6ODKlziy+tlMlyEiIiIiIiIiOUThTSfy2FHyzd7v+Z4tHI3ryJ/3ZzAm06WIiIiIiIiI7PcU3nQitx2lkDCJlJ3pUtpl8/znKfjkf0n6N2e6FBEREREREZH9nsKbTuQxUfKsOI2h3B590+BvBKCxsTbDlbSPo3EdXWaeixXzZ7oUERERERERkV1SeNOJvCYKQDBQn+FK2sdKRgCIBOoyXEn7uLd+jqdyLs665ZkuRURERERERGSXFN50Ih8xAMI5Ht44msKbWDC3w5vq+vTrEGqsznAl7eMIVtHt4ZE4a5ZmupR28y39B1Y0t/uHiIiIiIjIvqbwphPlNY28iQUbMlxJ+zSHN4lQbt9k1zWkp0vV127JcCXt4/SvxxFrxJXj4Y0Vrqbo7evwLX8+06WIiIiIiIhkFYU3ncROJfFZCQBi4cYMV9M+rlR6zZ5kJLdDKJNMtyMVzu0QiqYwzRGpyXAh7WMlQgA4wrk9EkpERERERGRfU3jTSWLRrxYpToRzO/RwptLTv4jmdjuIp18TE87t6V+JaDr0iPm3ZriS9rGS6ZFpVji3QyiA4levoODD32e6DBGRA4qzegmOUG6PphUREdkVhTedJB4NtPw7Fc3t3Y3cdnqkhxXN7RFEzQsv5/oaK1vq0iFaQ21ub93eHN7k+ggiAFdtBa6tn2e6DBGRA0qXf19F/ke3ZboMERGRDqHwppPEI8Gvvsjx8MZlp2+yXfHcbkdzeOOM5fYIIrtpBJEjmtsjiKzU/hPekIri2A9GEInIgcGz8l84glWZLqPdrJgfZ+PaTJchIiLSIRTedJLmqS0AxAO7PjEHeJrCG3cyt9vhaAoLPIkcD28S6RDKE6vNcCXtk2iaWpgI5Pb0L0iPInKEc78d+fPv1vQvkf2dnaT49e+St+iRTFfSblYqjjOwMdNliIiIdAiFN50kFfsqvHHmeHjjbdo1y5vM7ZE3zqaRN75kbk//IpEOPXw5HkKFw+nRae5oLRiT4WraKRnDEWuE5vWhcpR74/t4Vr+W6TJEpCOl4lgYHMFNma6k/ew4jtBmsJOZrkRERGSfU3jTSZKxrxYsdiWDrZyZ/bwmfUOab+d2O5xNI4gKUrkdQpmmkTcFydwOb5KxdDvcJo6VyOGfLWNaRnXl+tQpKxXDGazK/TBNRHbJagqZcz68sVNYdhLLpHAEc3sNOIwBO5XpKkREJMsovOkkqdhXN6OeVA7fmAI+0jemhSaIyeGbOlfTDXaRCeT0zanVFN74TKRl2/Bc1Dz9C3J8xyk73vLPXJ861eAPYKViWDm+LpRIh0iEKfnnSbg2L8h0Je3SHN44cz3wSH313usM5vbUqYKPbqFk5jmZLkNERLKMwptO0ryobNjKJy8VImXnaFhgDD6TvkAqIkwonrufDDXvmuUlkdOhh5X6qnZHJHcXLU4lvhqd5ojk7vo9zbtmATjC1RmspP1iTSMGHaFcv6lLtEwvFNlXnKHNuGsW4678MNOltE+yeeRNFRg7w8XsveZF7wEcOb7ujbNxXToU3CaQEhERUXjTSex4es2boLs7RVaYQDQ352ObZASHZYjiociK0BDK3dDDbX+1HkkimMthwbbhTe62w45vc+EdyeHQI/nVz1Wuj7xxNwW1uT4FIfjWLTieODnTZUizZISCubdAPLT7c7NZ84iVQGWGC2kfqykgsOw4Vg5/AGBtO/LGn9vhDakYlknhbFyX6UpERCSLKLzpLE1TQmK+HhQRoSGSyHBBeyfZtCNQnaMbACF/7l7oeUyUkPECEGrM3bDAsc1ID3J4m22zzbQpRzh3Q6htP/1N5fjOWS6Tfp9KNub2zWn1pjV0Da3GbNtXJGPcWz4jf8G9eNa/nelS2sVqHrGS46M8rG0WVnfm8ro327Qj51+Tpp8tZ8PK3Z8bqcWz6lXy59+FFa3v6NJERCSDXJku4ICRSH/CmCroQVHjKtZFczO8iUfT6/UE3GUQqyISqAMOymxRe8ljYlTRjUPYRMRfQ0mmC9pLzlQUv8mj2IoQa9yKsw3P2eyPkrQNfUvyOry+NktGSRkLp2Ww2jjdqC4cpzYUZ3BZYQcX13Z24quAIOHP7RErnqaRN7H6SjwZrqU9nHYUh2UI16yjoNfQTJez19Z/+gq+L/6Pssuex3K0padnqeYbU3+OjypoDgtyfJSH2Xa0YLAKehyawWr23nYjb3YxGspZuxzf0icxnmLsvFKMr5RUyUCSWdbmlnWI6lft/Hg8SMHcW3BXzsFV/1XAkyosJzZMa+WIiOyvFN50EisRSd+YFpRRRJiGSG5Om0pE0yFU1NcTYhAN5u6nPD4TpdYxgEPMJuI5PG3KZUeoNN0ptjYQD1TTljjmtjdX0hhN8n/fHtvh9bWVSUYJ4cM2Dgi2bcTKgx+u4/1Vtcy6+qgOrq7tEtvsLGeCW7EyWEt7eUiHzCl/VYYraR9n0yLSgS2rczq8Ca35iPGR+VRsWUe33gMzXc5eq270UwIENq/M6YuQ2sYAXQHLvzG96L2Vm709ue2U1VweedMUQhmnd5cjb/IWPULekscxWFik1x40WNRe/jkmr1unlbpbTeGNq2Hn4Y1n3VvkLX6UeN9jCQ49h1TXwXR57QqsRHZNRXQEq3DVLiN+0AmtnmeFtuLe+jmuLZ/hql1O+PBrSfbMnusTEZFsoWlTncRKRojgw53fhQIrhj+cm2vFJGLpCwO7sFf661COhjfG4CVOwNMDgGSobeHNiwureG9VdgU9rlSMalNC3DhJBts2barKH8u6qXtWMkoMDzWmC3Yb27GpMUpjlq0flWja8jxlrDav3dMYSfDw3HXZtZB5Ux8BcIT2j/AmVrMmw5W0T/MUybrKigxX0j6BYPr3SLI2t1+PVNMoO48dyekd2ZLbTFl1trGvf7yunllLtnRUSXulebRKqsuA9PSvnSy+7KqrIN57AjXfXcvmy77gkYIrsTA01mXXFNfmhe+d9TufNuWqWYxxuGk87VEi439AtM/RAMSj2RXe+BY/TvGsy3a5vpUVa6Trk8fR/ZFxdHn1cvIX3Id37X9yfkqliEhHUXjTSZypCFHLgye/CwDRUG5e6CWbLgxMUR8AUpEcDW/sOE5sYvnpEMoOt23tnr99tJ4XF2bXjazLjhHFSx3F0MYttmtD8azbKcxKRogaD7UUQxunTdWE4sSSNsksCj1S8fSN0GZKcUfb9nq8uaKaBz5cx+raLLrw3mb9CG84u27S9lRzeEPj+swW0k7NN6exLSsyXEn7NE8tzA9vyHAl7ZNKbLNWTBsXLa5sjLCkyt9RJe2VVHzbtWJaH3mzsSHCT2Yu4QfPLeLmfy/PqsC5uX9scffDSsWwvv770BictRWkug0Dh5O7Pmngw/oiACKRLHrvha8Ww65flR7V9TWu6sUkuw0DZ3pC68vLGwHYsDW7PlyyEkEsY+Oq23ng7K6aj6thFeFx36P+7JnUXFWBcXqxtDugiMhOKbzpJI5kmCg+XHnN4U3j7p9kDJ7Vr6e3uc0SqaZPT1L5PQEwkbaFUDP+8TkvfJE9w7GbLwwsXwlB48PRhkX+bGOozsLQw22iGFcetaa4TbtNJVM2DZEE4Xh2jVhxpKJE8VBtuuCKtu0CtCaYvinPprYkm8KbjaaMvHjtTi+8v25DQ/pmNpxFP1vbLmKaH8/dBb0BXCbdFk8wt9cmcTSFUFZDbo9YaV44umty63YhYa7Zdn0ry7/7IGpxlZ9LnviMX83KrpFTqeYRXaYQ27/z39OJrRV8NPNOfv3I88xfX8vo3kUYIJrMnves5m21Pw2lpz85A9u/Jo5AJY54gGS34cxasoWnF1RS2iV9TZZoWs8vW1ipGAYLR9y/4xpwxuCqXkSybBQAkUSKv87dSMy4sbMs9GgeQeSqWbLT467qRRgswuOvJdn7cMLGgz/lobImRz8YFBHpYFkZ3syaNYsLL7yQcePGMWLEiB2Ov/fee5x66qkceuihnHbaaXzwwQcZqHLPuFJRYpYP4y0GIBnefXiTqpxHl9euIPblGx1dXpulmtbzMIW9AbBiu/8EMZJI8Vmln6VbsufiqLkdePLwW0U42zDkvS6cIGWbrLrBBvDYMSxPOrxxx3Y/gqg+ksAAkYSN3YZgobOkwxs3taYYT2z34U0iZVPfNPUrm16T1DbhjceOtmkNgg31EZyksioYbL4xrTKlFKQaoS07NRmDe+OcnU5XyKTmLc8Lo9kTIO8NR1PQURjK7YV+mxfIdWCwGncfeiRTNvfPWcszn2XX62dv0ycita2/Jp+sq+d7zy7EH00SiGVP2AxgN428WWd6wS5G3tS+djOnV97Bv9w/Z1HeNdxt3cbZjveIJLKnrzcHzkvi6enQXx8N1Tz6Y6XVnz/MXsHh/bpw2tiDAUjFsmvkjZWMkuoyAADX13accgSrcETrSXZPhzdPzN9IbShOBA+ObA1vqncd3qS6DsJ40psOvLJ4MyHjJhTKrtFpe8zY+D5/GNeWzzNdiYjsZ7IyvCkuLubCCy/kl7/85Q7HNmzYwH//938zY8YM5s+fz4wZM/jBD37Axo3Z/Ymq244Qd/gwnnR4k4ruPrzZsnohABuqsueC1W4aeePILyWBC2d89+3Y7E9fUGXTDXa86ULNcuUTdBThSey+HVsDze3Irgtvj4lhXHn4HcX4ErsPoWpCX+3IkU2viSMVI255qTVd8CX9LZ+i7krtNu3IptCjeR2MjaYMAEd492splNV+xBLv5dhZtLV4oimEWm/SN0KO0O6nTqUWP0/JS+cTWfV+h9a2p5rDm27Jtk95dFYv2e3PYGdz2un3oLLERkwbg9eFm/wEsmxdqG2DQP/m1rdCrg3F+d5zi/jbR+t5dWl2Td8z20ybitTsOrx5+8sa/t+LiynvksdpI3sSiqfa/Pp1huaRN2tNT7yRLTsNX7uGVrHQcxj+KXcRP+Q0ykLLud39AJFY9owMbu6vC0LdgR23C3fWpsObH7+fpFuBhz+cNhxfXjo0yLbwhmSMQJdhADjrV293yFW9KH1K2ShqQ3Een7eB4w/pRhgvJLNrPUUr1TzyZvFOj7u2fkGybDQAKdvw9IJKIsbbsr5XTjI2Be/8gqI5N7Hx3QczXY2I7GeyMrw59thjOe200+jXr98Ox1588UVGjhzJmWeeicfj4YwzzmDEiBHMnDkzA5W2nSsVTYc33vT8ahPd/acKpu7L9N+xQIfWtifspoUNXb4Cwo4iPIndt2OTP8rPXU8xMDCvo8trs+ZdsyxPHmFnU1iwG9XB9IV6NgUFAF5ipJx5hF0lFCR3P9S4NkvDG6cdI2F5Cbm7AuCItj6KKFtDKLsp9KiiObxpfcqRbQyjwx/hsxI4gm1bN6MzJKLpi+d1dnqK5G4XMjUG56f3A1C5OXsCZ/hqy/MuJoAV3/0IwLwv/o/SZ07Eu/KVji5tj7iawptys5W6QOs3m7Yx/Ou15+nz/Il8/tYTnVFe222zNbV/85e7PG1xlZ9LHv+U0OYVXF4wl77R5Z1RXZvZTe3YYkqwdzGC6D8VW/n5K0sZVebl/04q5ljnYgaYjSRS2RPe2InmkTc9cZoE1tem38ajYfrYVdSVjCU29FsEJ9/GyoMuwmkZ4pHsuT5pDgW32kUkPcU7jrypXUa9uzfrI25uP2MkXfM9uHxN4c0uFtTNFJOMMqsyD+PKx/m1kTeu6kUYy0Gy2wgemruOeMrwg2MPJoYXR5aFN82viau2AuztQ2QrXI0ztJlkWXqb9vdX1VLZGCWCF2cqy9rRVsam8O2fkr/0SWxjEY1kz4hzEdk/5NwunRUVFYwcOXK7x0aMGEFFxe7nkDudFiUl+R1VWqsCJkrE1YXC7ulPsa1EYLe1NATSn7a47fB25zqdjoy1w036F3G3Ht2JuYvxxXbfjlBkHde4/sV/IjYlJdd0Rpm7FatMX0TkFXYh7imhe3jLbtsRTIGbJLFE5n6OdpBK4CaJ5cknnvTgC0dwFjrA5dvlUyLmq1DE6XNnTVtiJkbSWUjC3Q2iUOwMQiu1hTcFGGhtor+1FctzeEs7Mtk/AGqc6Z+taGFfiEKh1YhppZ6qxghjSd+Uukwka16PZE360/fNrvTi5IV2XavtsNa+jyuUboc7i9oBECJBjSmmu+XHFd1EQY9db0FrLX4O1wc3ArBx8yYGT8iedmwx6VEOLssmVL+OQf2P2Ol54WiU9//vZ1xa/yQOh6EutCRrfocAuKwEceMkjhsa1+20lvmvPUJq/pO87viSri4/pOAzewQlJZdnoOKd22KlX4/Vdh/6RjbvtB3h9//Mx77X6N5Qi/Wc4SDgCHcvXHkXU1Lg6eSKdy7oTIffa+30Av4l1GFKDmo5vnrh5zgsQ37/0S1trC1Kh+xuRyJr+nrKlX7Pihk3kfxyCqJVuLapzdWwnGXOgxjco5AJQ9PXYpGy9Po4bmLZ00fsJE5stkQd2OWD8AXW4N62tsYK6DaYWrzMXLSZbx/RjzEDu7PS8uE2sax5PQCcpPuIlYpRktoEpcNajlk16YXXfQOPxFuSzzMLqygv8ZGM5ZGfZe1oEzuF81//jWPZP/l3t0vpX/0OHjuae+1og0z/DhHJdh3ZR3IuvAmFQhQVFW33WHFxMStXtj70GiCVMjQ0ZGY+sMeOEnd4aYy66Q44Yv7d1tIltBaARGj7c0tK8jPWjkQo/SlbLO7Echbis4PU1YdwWNYunxNenx7i60oEM1b31/nr0iNUEnhwuYspNLt/PdZuDfCo+498acqprZuE07HrNncWKx6gO5C0vMTc6X7hr9qI3bQb2M6sr/7qk9LNtSG6ubNjAJ4zFSNheUh4SiEKoa0bSfgO2eX5a7cE+LHrWY5yLOPN+gtbXr9M9g+AWDD9SVuqsB9EIVK9kWjvXddTsXoTJ1hrAYgGGrKmjzTWNdAbCOb1gwjUb1oDfXddW9H7dxE1eRRaEaLBxqxpB0CBibPaMYjuZilVq5bRvXjITs/zrHuLolnf4yN7BEc5luKvr8mqdjjtGCHyKCDC5lWL6X/QyB3Oqa9aTeKlGZyWqmBJj9Mor34XotnzOwQgFQ0TxcNmqyeO+jU71JJMpRjx6a9JOr04D5lGoPwItn7yFIWh2qx6PeKR9OiALa4+DI/O26G2+nCck6L/xsovJDz6YlLF/an/fCbdauaxtiaII7HrkL0zRUPp96w6TzkAoc1riOcPbTm+ZcV8hgJ5PYe3tDGJF4CG2moaGnYcJZ0Rfj8+II6baquMvLp1X70mqRjda77kc87k4N55LY/Hk+nL4Hgwi/pIPEQZEMNNrbc/3aoXbldL6abPiZcfzS2zluFzObh4XB8aGsLELS++RDir+khxJIgjrwfuyFYiq+cTc/dvOZa/5hOcWNT7DqFi+Rbmra3n/x03kMR8L85kdrXDve5tit76CfUXvo3xdtnpOUVv/gh3xbPUj/sRP/xkAk865uJLhrKqHXvjnwsq6ZrvZtqwHi2PZfp3iEi2a28fKSsr2uWx7Lhr2wMFBQUEAtsP0/X7/RQWFmaoorbxmigpZ17LtClXItj6nPdklO6pzQA4E1k07DIZIWZc+Lxekp5iigkR3M3ii96G9KfxXjt7hiU3D5F2uvNJebtSbELYqdbbURcIcrhjOQdbm4kksmSaTtM0NuPKw84rBcCxm52aakMJTnV8xLnOd7Jq/R63HSPp8GLym6cbtb7Ndm0oxqHWaooJEc6idRead9LxdC0naRy7XccmvnE+Liv9ibGJtb2vF/3n+3jWvrn3he5Gqulny13Ug5DxkmzY9ZQuZ90KfOvf4v9SJ6UfaMPUpGbeFTNxbf60XbW2yhi8xKn1pUcSxGp3vlOTa/OnFL42g2V2X24p/jUh423TYtOdyW3HqHSnF1i1a1ftcDwSqKXHC6dyUHId88b8kR7n/RW/VYQ7mUW/QwDLjhPHTYOvnC7RHX+u1q1cRBcrxJfD/pvYtDuJjrwIv7cPBUSyaq0YUlFixk2iqC8lphET3/5Cbdm6jfRzVFM/8CzCR/6E2LBzCRQNppAI4SxatNgk49jGwt19AADW1xYttmuWEzcuyvp+NWrC6Utfy6T24D1rT72+bCsz/tH2LjYH+QAAIABJREFUBV+bp3/FcLOJsvSaN00/L876VVgmxaexcgZ1L2h5jjev6QK5Axf6Ncawsqbt7yXNCy/H8FDl6pduR9N0qOapRpvyBvPuqlouOaIfpfnpEVxxhw+XnV1rxTQGgswNl2Oc3h12nHJtTS9WjKeApz6tJN/t5MzRvUg48rKuHa76lTjDW3FtXbjT447AJnwVzxIecxUvFF5ELGkTt3y4s6wde8ofTfD4e5/z5sJdT28Vkc6Vc+HNsGHDWLp06XaPLVu2jGHDhu3iGdnBRzq8weklaXkoIEIwtusAwFG/GgdNFx1ZdOHtSEaI4MXjtLC9XehCiIZI6xehJcH0qCifnT0pffNuUy5fPuR1xWEZgv7W11jxNKzCY6UosiLZs+5N8wWnOw+aQo8dthX9mtpQnB+4ZnK587WsWivGbWKkHF4chU3hTaT18CbUWE1/RzUeK0UslkXz45NR4sZJzy4F1NCFRKD1RVbztsxv+bcj3sb1I+wkvi9fwr3hvfZU2qrmXbNKigvZbEoxgV2veZP3+YMkLC+Pp04kZtxtWlemWcHc35P3xcPtrndXUskETstgF/YmaHzQuH6HcxyhLRS+fDEbkyX8uuAmbj93AiHycGRZeOMycfyubjRaRXj9O4ZQ6xa+RQkBvphwFwMmfQeAqCMfdzK72mGlYsTxEC/sTy97C8nk9r9Dald+BEDvoUe3PGa7CykkQiyZXbsbxXDh6fr/2XvzIMuu+77vc+769u7Xy0zPTM+KGewEQFKkxEimJVcka6VoxorlWFG8KIktuUrl2HGcVKUSOUnFsSMvkixGsiSLpmlrlxCCFiWS4k4QALFwMIPZZ3qWnul9edvd78kf5963dL/udxpigx0XflWoGnTf0++ed5fzO9/f9/f9KjZBa3lQtHj55isA1E99S2+MW8EUEv8gWVPHPiEWh6ePEkiLYH1Q6LfauMa8NYtp2d2fWTl4s4/zeP1Bg1fnG/iaxZJcLD7E5mY0gRG1EZmTpLV6CYDL8jgPTfWo7K7jEEgL4v3LT87fb/CXP/Iylxf13u+5yK+Pw02OIpCYG+p5t5aV8O/rySkAvv/xHhsiMg4eWCASn83UpTN2DmtlMHe3ls8TT7+DpWbAH19Z5gPvmKHiWsRGAeegzSMDz/Lvf2tYSwpkDM7+IM9dXOBkvYhdqBy4eew1Pv/GbX7P+p/4q5u/8M0+lbfj7Xg7sjiQ4E2SJARBQBSpanoQBARBgJSSD37wg1y4cIHnnnuOKIp47rnnuHjxIh/84Ae/yWe9exRkQGoVAYisClU6bPo7swW8RaXhE0gL6wAl3kbs4eMihIDCOGOizYa3O+vhSKiSjpI8OOBNmoEellPGKCnGSntzd9BjoqUYRFU6Bwb0iIMeeGNVlcNG1Nwd9NhstThn3DtYIBRKVDYxC5TKY/jShhHMm9rmpe6/Y+8A2YrGAT4Ox8YKLMsxZGt35s2hza8zL5TWhNB81kV2/xrBaJe0Nxv5RmiyVmVBTmB2hoNQor1E4crv8Uf2n+PokVk6FPYEeoios6/zyF2z3EKZeQ7htrc7E/rXPo0dNfgZ9+/yf/zIn6FecvBEEesAAecAtoxIDJdV5zh1f7tAbnz7eUJpcfqp7+z+LDDKuAcIOIfcWc7GnDiNKyIW7s8N/N5ceIU2RUpHekWZ1KkqxsoBYguKJCTAZvywYkOtPhh0BRKLWZV+5h3dnxmucpyMOvt3z+85snk8dEg96+F6796SUnIknGOt9NDAEDtzaUr3YKhwcaFJkuozp3JW7/qIHCOPNA5IpUCYFpf9caBnF26tXiIRNnNyhrN9zBshBP4+C/0utZRg+v1NzY18JoQdSJsLoVobrHXFtMvZKy/6s1Rck8NVtzfsAIIeVhrgS4el0jl17hkTSrSXlFjxoaf57dfuk6aSv/RO1e4dmwUcGez2Z9/yeLCqinti6fWhv7eXziMNiznzDK/ON/jBJw4Tm0VcebCux9xahw/+yotd99RRMfXKz3JMrDKWjDbDOOjxoOHzxRu7M9Pfjrfj/w9xIMGbZ599lqeeeoq/8Tf+BkmS8NRTT/HUU08xPz/PiRMn+Pmf/3k+/OEP8+53v5sPf/jD/MIv/AKzs7Pf7NPeMWQcYouE1FLVntiuUBUdNndJSPzFK6RScFmewEkODnhjJh6+UMmCWRyjSoeNzs6LQJSknE5VpbssO0TJwaia5vR2q1DGLivwxm/sDhYcDVRiXhEHZwPRtTy3i7gVVYELGruDUPXWNSxSagcIhFKtLQGp6VIvO6wwRjKi3Wim3RMpTzXc2/LPKVz4KMLbnWX1pwmR+ATYHKkVWJbjmN4u1yNNOBO8weXiu0kwMDVBj7ydR+wj6JHm4M1YlQXqFPzh4E3x9V+HNOJnm/8p33aqjieKmLqAs5SIqL2v84gyVpawXFasGSredies1o3n2ZBl/voP/QBTFfV+80RpT8C5Pf889v2vfmNOeodwCElMF69ykmPy/oAFuJSSQxuvcst9BNvtMQtCs0zhALWsQuYsh0N1Rmlard7ruUh5UcKsd4mF8mNgmL1BThVDSPzOwQFqRRwQ4DAzq+bRWp7r/s6PEiZbV2jY08jiZPfnRtamE/v759J0/n6DP768+/tzIJKAEJtz02UWmEC0eiy7pdUVjooV4olBnSinpEAoNF2a7m/6/NWPvcoX9rB5ytnJ6x098EZGikF0erLChbbSJcntwq3Vyyw4J3EddwDwAPBEAWMfmTfNDIRa05xHr23K5mvNOhLRdZyyl18nqZ3k9TXBuamyKqRlEZtFnH0ECzphwk/99nnmVvW/KytVxYyb5hkMfw0jcy20M7vzdv0Jfv/8A/7s2Ulmx1WBMzWLFA4Y6NFsZc/r4nDwxlr6OvHEIzx3dRNDwPc/fpjEOnjgzZ2FRf5y+yNcvLd7ngiwcv0FftB/DgA3PUDsZiBOUv7LX/4Un7o0wgWzL373k5/kjU/8s308q7fj7Xhr4kCCNx/60Ie4cuXKtv9ygOb9738/n/jEJzh//jyf+MQn+I7v+I5v8hnvHlG2wSZj3kinpkCPXdqNxOo15uUUTbOOe4DAGyvxCIQSWbRKdUwhabd23nitLt9nSjSIMakcIKaHzJgLTrGMW1VtOmFr56SyFcSck3MAVPBoHZB5xLnluV2iVKsTSpO4tfOiLKXs2u0eKN2FNMRAkpoF6iWHVVkjbe+eXJwMr3b/LTWrv0b7AdXP/4+41/7gT3W6u0V3Q1dzWZbjOP7OoKCxeokyHiv1d2ZMj70ybza+Iec8LNJMu6dUKLNhTlEJV0BuAV+jDsULH+Hu9HdySx7hfRl4ow16pCEijTH8/ZtHzrzBKtBwjzAVL3Srv3mMrb3KeR7m3OGeQJxvFLET/U1K+YV/Qvn5f/QNOeedwiUkNV2YeIijYo3bS717a35ljYfTm7Snv2VgTGSVKR4w5o2ZhETCYXJWieJ6Kz3Gyvk7izzCHZKZdw6MEVmbTnCAwBsjDYiwqB+aJZYGyUaPsXLhQZMnxBzt+uMDY6yCAj0STbbgStPnn37sN1nvhNrn9bsv3eDXPvd17eNz5s2RWoFFpih4C91fLc2pzWrhyKA4tp1dD119q5w9s9rWn0dzj8wbGat5nJ0uc1cqJqqZgTfm6mWucoKHtgAeAIEoYMb7t8nOQVZdEEpk5xJgc30jJa3OYq4r8MZavkA0/SQ3VtqcnR7UekzMIu4+MlZur3d48c4GL9/Tf1/bUoE352PVWpi3TlnL55EILqQn2fRjfujJme6YxCriEmx7T38zI2+bKrXmtrcFS4m1fJ7o0NN84uIi7z1Z51DVJTVLFA8YeDO+/AJ/23oWcXtEy3UaM/6Ff8AyY5x3340rDxZ40/Y6/Fb4k9iv/1ut49c6IT+8+C/4+8ZHiQ9IETmP3/rIP+bTn/+U9vFNL+JLb9wcfeBbHL7vEQQH637/jzUOJHjzH1uEXvaid7JqqFujKrxd26ZKzVvc5ChGoXqgEG8z8Qkz8MatKMZK2NqZxeDNq/7ge87ZgwUWRB6pFLhOkWJNVUXj9s7gzVLT53FD6RlUhI8X6Ceg+xlxxiAynRL1ksMaNeQu7UadKOERqdrYDCGJ9lFsci+RJ6vSLDBRslmRY7sKFodxyqPyBi1LXTupqRUjMpDH8PePAmwkPiEO9aLNCmMUw9XtoEcW4ZxiakQz30IgitiaQK3IqsTC3z/GiszEP023SNs5hEmC2HJN3Jv/ASPY5HfsDzBWsHjscJXAKGmDHjkItZ/Mm7iPeRNUZiniI/zeO0v468yEt7lfeceAa15olPYEnIuw2dXX2K9wZIg0XUqHFQtifb7HWLl98UvYIqF2drCYEVsVShww8EYq8MYamyXCQqzPdX83f/UlbJFQf+jbBsYcxHYjkYREOAjTZtWcwm73xJcv3F3kjLhP4djTA2PsjLGiyxZcuvJF/s+Nv8vi1Re1z+sDq7/Mz0U/oy3uLJKQQNoULINO4RC1qAfUeg9Um87UycF5CCcDDkK9eyvXrRllcNAfNe8Of9H8/K4s5f6Qsa8YRFNl1qkSmwWM5jzCX8dsL/BqcHRA7yaPQBSwEv08a261w4YmEAN7B6Fy5k0kHNphglc7jblxExFsYjZus159lHaYcHbLXFKrQGEfQY9GVnBcaWnmP1LiZODNVztHgF7bVy5WfGlNnevjh3tAlLSKWKSQHow8C+i21Qkk5hbtHmNzDiPY5KZ1joVmwA89cRiA1C5SIDxQIFSatdo7a5d2Pa7w9V/hiHeNj43/FGHx8IEDoYLOJjXhMb2pB1K/+tJneZdxDUckeP7BmsuPN/8VJ6//a+3jX//Df8H3/Ml302gcnLUQYOWjP8qd3/ipb/Zp/KmjeeWzbL72e9/s09g13gZv3oIIM0E/YauF1ijkzJsdFnKZMhHcYcE+QWKVKR4grRg79QiNnHmjesrD9s4b4XRZLXIr9WdwRELHPxhzEbFHB5eCY1IeU8ybtLPzPJrLd6mLFo2CYn9Fnf2jvO8lcuFlwylRL9msyRqGtzMItdIKeYfREzpN93Hzv5fogjdWkfGizaqsYQc7z2Nj7QGzYoWFumIZGJrV32670T4yPYw0JBAOlmnQsiYU6LHT582/wAM5wfjhM/hGGUcb9Nj/timZu005RcKSSkbN9sLAMfa950kLdf79wjHec6KOaQhCs4SjuRESWcuFCBs7Alx/2oizeRh2AVlTjlNhn+NUOq8Eo8OZQcZKaJb3BJyLqI2xn2BamlIQEdJ0qR5RjJVg6Xr39+md50kRjJ/7TwbGJU6VsvQO1AbCSkNiwwHDZNU6TKnTp7Eyr0R+xdF3D4zJ3Y1iTfBG+BsULn5sT/P+xS/d4he/NNyNbFiYaUgolNNP05mhGvSej83bX8cUEmNmEPRwigq80QacM8BUtvTbAybiBU6IRW2mq5EEhFjYpkFSPopF3P1ce+2KMimYPDkwRmb5jK6hQu7QuBfW6nf7n+QfW7/MZkvzOcwYRErTRrBpz2A272Ktqhbb18JjPDRZ3jYsMtw9uRv99O+9zq989fboA7Poavfosqcy8Gaypu75Ffck1vr1rljudUPpD21l3kirhLmPoEdecFzVnUfGqPWlw6V1iMdO9cCb5fPE009xdbnFRMlmsuz0xmX3li4wuNeIkpTv/6Wv8keX9FsLjcRnTarv21oZFC22l5W21cdXZ6i4Ju9/KCsqWSUMIXvahPsQ651QW9AbgCx3mGhe2fEQo3GX4gs/y6eTdzL9rg+RWiVK+KT7uIbMrXW4+ECfVZkXxWfCW1og9fTlj3T/fZDYm0mSUsJnxtdj0iRJyhMPfo+yCPBG6Fu+1TEZPeBkS98dcGXuPBu//N14zYOlQ9T60s8x9pWf2dfPWG4FPGi8eRDxbfDmLYhua4ujkgazWNtV88Zo3seVAY3yKZIDVjVVds4KvMFVPeVJZ+eNcGHjKiuyhjWpko3wgFRNRezh4eBaJm65TiwNxC5sjHRJLdatQ+8BINLVWNnnSHPtHrdEvWizKqvYwc5MqLVmi4fFXTrFY+oHwcGYBzll3cqYN4zhhms7bryiebVANA+/DwBTdyOUJS77ybwxE58IlYj6rkrijM7wJLG68govpw9zfKJEaJa0hWVz0GM/26Zy0UzbLSLLitJubAFvnPvPsz75LSx3Yt53qg5AZJZwNQHnLgglU22HqoWGz4d+9UXubeht6OJQ3VvCLuJMZK5AS70NevPGV4ilwfiZ9wyOs8p7ElkXubONZoLbCmL+/Ief52t39K5hnF0PaRWQdSWQa2woEdMoSTnSeI0H7hlk9l7OQ9oVLJESaQLnztxnqD3343sCPT760t09aZmYMiTOQI926TjT8X28KGGjE3Gsc5FN5zCyfGhwTFHNK9Z89zbP/z7Vz/0PpBv6m+yLN29z/sac9vFmGhAL5cAUlY9ySC6z0YmIU4mzqtaMePrJgTF2Bt6g2eqZZs964umvnYWkpdi9Lb1nykhDQhxMQ2COq7VBNhSLaLx9kwXnJIgt6aJh4eNoa8Xk+mrtPTBvCkkTQ0iClt4mRcTKun2yrJiPi8YhjOY8Zu40lZ7g7PQw8KaIswegdq0TsbKX9i8/5rhY1Na8ydfDmQl1r9wRxxCxhzOnWitey1qQtrGIstZ8sU+25w1/b8ybvCjjY9PwY7z6Y1jLF/vEip/i6lKbh6crg61stprHfoEe652I5VbIG5ruX6D0Hu/Iw6wxhr3FccpaOo80XT52u8p3PzJNwc60ujK2feDtH8P5r/271/iVr253UNwxsnvjRHRzR9Cj8sX/hSSV/CPxE3znuSmkXaaET7AXkGiP8fE/+Qx/8Nxvax8fZ9/paTnPenv3++TW7Ru8P/oyGyIrOHv7V3z9zPNf4dd//Z9rHx8EHUwhOSHv02yPZvpeu/g8Z1HXO9qDUYdz8w/3VLTcXF/mwhd/V/t4gIL0OcYi7abe52w8/684F11iae6i9mfc+fjPsHjp83s6r72GlXSYlqsjdVDzSDtrtH/rvyLe3K6nuFNc/v1/yO3f+jtv9hTfBm/eioiz1hQjA2+kU6UmPDb94UmMua60PKLxs6ROhSIhpAej3ciVPlEG3qSuehHKXV4I463r3BInuglreEAQ79w1yzIECEFDVLCCnTf0bkYxtU4qsCDdQyK9n5HbOVtumYJtsilquOHO80iWLuGIhNZM1pKwB6eQ/Yw0Y0dgF6gVbNaoYcp4R2aJuaQqXcmsYhmYkS7zJnsW9xH0MNOQyFAb06SY2Z4PsW83mvNUgkVelo9wuOoSWyUKuhuInMKdBN1/f6NDJkHWWuhijikXEJq9xclo3MNs3OHrpnLS+dYMvIlN/XmIPoFmXRbRjdUOdzd8rizpXfM0A29Mu0D1cAYir851f28vvMxFeYrHZmcGxiV2mSJ7YN6ELUQaaV+PhWbAWifisuY8uuCL6YJdYt2cotJRSdzr91Z5imt4h75l2zjpqOq939a75+37X8W9/ScD12ZUfOzleZ67OFzQeuhnpCFJ9oykYyc5KRa5udLmpbsbPCNu4E8/s22MU1LgjdQU+r2/rBKvlRX98/rp9j/j77T1BS2NNOqCUMb4cWZYY26lwfXlFufSWwTWGGnl6MAYmbV/GZrvrFxcnz0k3sVMoLqzoccsMPpAqPLkcQA2lm7TCmJOpXdoVc8OHbcXfavU2+Qzzt+l3rw8+mCUPlsxUd9RuouO20AkISE2rmVwol7kbjqJ2byHtXoZz6qxxPhQ5o1yN9KrgiapxI/TAbHwUXGoeYEvun+n61g5Krpi8bUarmVwJVEtR+61j5OUZ/j6hsvRsQJlxxocmDFW9gv0yMGb1T1q90hT5YwLxYcxG7dx5r8CgD/5BDdW2zx8aMs1sdX/h/tkQ5+z3pea+gCclfh0pMv59BTGFscpa+k1mrVHaMUG33ZqovvznG0f7NM84lQyv+lzaw8C0jmwd1IssLq+vdAnwibO7U/zb5I/zxMPP0bBNpFOGUukeJ7e2mY07zP28R9D7KE4+ANrv85/F/xL7VbPXEvUFTFLd3Z/pzS/+quYpNw49VcACDTXENFeYvJXntzRHn5YHL3+MX669c+0pRWCjMVviZSl26M/Jzn/G91/R5ogVNpeZewP/2uaL39M63iAe1/813zX+Z9mfVWf8VnMdJGW50a3siVxzLm1zwL64v0yTXn69q/SeEUf5GvMX6L9q99NuAd2T84cX7r5stbxd7/6m5xa/gxzr+uDSmc7r/B08DXt47fG2+DNWxD5Qmq6PfCmgkejMzxZiJauAWBNP4zM+sr3grDuZ7jSJ86Fl7MK746bLplyOJzjgXsaKwNv4gMCepiJh0+h+/9to4od7XxuY80r3OUwTraJleHBuB658LJdUElC26pTindO8p2M7pse/3YADE3Gyn5HlLd/2UVMQ9CxVAK0UwtYee11bqRHqE6rjYaupXOvbWofmTdp0N3Q5eyBYeCN/eAlAO6W34FpCOKsRVIneenfWOvabMdJyst39TeASnjZxrVNiuMzxNIg2uhpeuTOSp9oPcSZyVLXwSW2SpQ0QY/+CrHuPFp7FP/MLc9Nu8D05KSivm/eyX/J4dZFrtqPMV6yB8aldgWXCBKNJCyNuzoVuuLLvXnoJXlhLgRoqe95s3iCmXgeL0q4ffklyiLYpncDINxc6FfvvN5Ma2EriNnYg6CuLUMSQ82jMP0QNeFxb+E+b9y4yXFjmeKJ92wb45b22G6UMVZ202TbGlPpCjPpovYGwsq0ewDK0ydVAv5gjlfnGzxhzBFNPwlbxHHzNV231TN3c9pLi2TOGPMbmuBNEhJl4M34oVMAtFfvMnfvHofEBmL6saHjfFHE0mTe2K27PGQ8YKa9u9ZGHl6UUsnfI7von/WHSAICLJwMvLkW1DH8dezFV7hrnWay7G57zkG5NLmabVN+rNgHzT0wiCqB2gCN+fe0jk8ywNlyipyoF3nNU0UAs7NIPP0k11danJvaDkLhqNxsv5gFedvUSktTFDkDb8az9q/rhmIMFi79JhLBDeMhokRybkv7l5Exb/YbvFnWnQdgpT4eLhfTk1jr13ps4TTBWr7AbVe1svZr94iMebNf89j0Iv4v65d5bE1f7Fb0FRfWb5/f9ntr4RWETPlc/Dg/kGn35GBaoLkPsRe+hnPnc1ires86QDnZ4DBr2utI3KfX6N/fGfSIgg7vXPkDzpe+FXlIsSATzefD3LyFEWwgl/SZIU64jiMS1pbnRx9MnyYq0JnfHbwJAo9nNj7FglDvg1hzHo0NlX8uLOidE4CRuaQ2F/XaiGWaUkQ9T5354Y5s/XHn9T9hCpVjJJpF5NBvYYkUO9TPTRYuf4lT/iXuX39Je0wO5Hvz25+PYVG49UkAkj04SBbTFjX55t/Tb4M3b0EkWfJlZfateeVtp77LcPkK67LC5NSRriig3z4YoIcrA9KMeSMLCrwxd0gqjcZditJnvXy2y7zRtnTe51DCyz270I45RiHe+Ts+3LnOnHUGmW2EOCBCv2SMFScDBn27rjSSkuFJSW3jDTZlGeuIYkvotqqQxliLr/7pz3eHyMEbkSdthazdaAeb7anmJS7I04xXK0TCxtEV+s3bjfZR88aSIXG2MbWqKvkZCt4svIRHgXBCbYwSq0JZ+ATxaO2XAcaK5lw+e32Vv/lb57m7rqsfocAbyxBMVYosMU7c6FVh7PnnSdw6H18c59sy1g0o0KOkqbHyZpg3XfFPbfBGzdd0CkyWbOY5hNvOHGhWLuLKgI2Jd24bJ7OENdV41vtBKF3R4r3OI9fuEbZ6/8ZjpzktHnB7rQN3FZBmZszA/jCyd69uAUBk4IguOy2IU4I41W8JAWxCUlOBHpXDitXReHCN4K6qRCUz79o2xq1k95hmNTdn2UUdPfBGSklFtplgU1srxkoDUiNjrEydAqCxfJsL91Z51LiLMfOO7YNMlxALU9tZLntnaRYMwjilihoTabYbmWnYZd4cOXyUQNrEG/dYv6OS8OqxJ4aOC40ijmarZ/4cObsUSfqjFcTUhJqH6etdQ5GEBDi4psHxepGrgbpnrNXLXEqP89DkdrFigMQsUUAPvPHCvQsvW9kzVY5WidPR78W4D3A+WS9yfsMlddRz7E88wZ11b2j7l8g32b7evfX1+U0u76F1KGferHUiLf2TnHlTq1RxLYPXIlVsce59kaR+lssb6m9sZd4YWT4T75NGYpd5swfwxk4DQlHgQnoaQ8ZYa4pFZW7cwIjavJacpl60B2zoc7Z9vF8gVCfkL5hf5Bnvee0xZtwhlQpQjha2b7LtBy+SYLBYeZJnjmUswex6RLqMlexdtZcCQDVt4IqYtVU9pmQa9BWwVnZm3tx7/jeYoEH7yb+OVVD7Kd3rcT9zc7x9Xx/0yPcRrWW9VrZ+YE/sMg+AuRefZVy0uHH8RwBINPcheeHG3KW7YGvY2bHequY8Qh9LqNzVXBkN2kUXf7/7b919oddU5+TuslfbGmm2/oer+u3ThQy8cTTAR6+5xiOeknGQe2CaldI2NdqEoX7e1B9vgzdvQeTq7lYf8wYg2eGGNdevc0Me5Xi9hBgB9LylISUFfBIrA6HsMikGVjz8hW5mIoFB/WGcTNw43QMyuZ9hJd4AeBPYY5SSHb7jqMPh5D6LhbPILIHaCx10P0NGHpE0cV01l6igktWdGCuH2pe5apxGZKwpW5Ox4tz6Y+q/80MYm/ovwL1E7ghkZBtTWVTgzVZ3I1BU1lq0zE37HIYQBEZZWysmF+uT+8i8UbpQ6npUKuN40iFpbU9IrPsv8Up6jmN1lVCkdpkKntbG8U0xVjZX+EnzWZaamtTnJCDEQQjBdNVlUU4gWj3NG+f+8yyOv4swEV29G6BLse5adO86j37wRhP08EM+YHyZjR2Yi1tDRr0qthCCZWsjC6FxAAAgAElEQVSGqq/av/y5FwCwT7x3+8DsPa2j0yX6WmB0QQ8F3khtB5o4zF2zFMBpT59jQrR449YdTnbOs+4cJS3PbBtnZYBzpLmGrG9mz4bmM9IKYqZZJ9oDq9KWIWn2jMjxUwCs3LvKCf8SKSbx9HbQw8zmodtulGux7CZE3x9epECPCdFio633jFgyUsLLgKypjWm0fofG/Bs4xEPnAeCJkjZbMJ+HrQnetIKQSgZEpG1N8Eb22r/GSg6LYgLRekCyrNbw8rEnh44LjJK2Vkze/uXskC9sjWYQU82YN06oR3kXaUgoFfPmZL3IPTnd/d1L3hEeGsZWAVKrSEHTYjt/PzcDff0PO5vztNjc2aiiL/J2aNMpcKJe5H4jIB5XLZ/z7llSCeeGgDdmxvSINcGbn/3sDX7hi/oC3Wl7lZfcv8lT8krXeWq3EIm6Dw27yMl6kQuNEmm2tsfT7+DKUitrcRsE1fJ5RIF+6+ZeYiM79+VWqC3C60gfp1DmojwF0G2lsbIW7s+1jvPYzKB2j+XmYMH+zKPZ3MARCRPpKqFG0QcU63zVmGBTlimsvbH99/df5I30JN/+6InuXIxsHqGmdk+e5+synONUMibV+62lCRbkWmABNtXW9eEHScmhq/+GG8xy5t3fi52J3uuCHqGn1nLdNQTo7iP89bsjjlTRDySNN6/uemz56u+wxAT1pz+ozkuTsRJlxX8r1F+jc5A93tBjCwad3jzq7Wu7n08U8tjm53ndUe3RUvN65CSG0h7Am66zaEPvegBdIH9yxDwA7nzt49hCrQXaxXCgLNsYQtJqvDmx5rfBm7cgZPaScTLUN802BXIHZ5Jq6xY30qMcHStgFPQ3EPseaYiJRGabB4SBb1Yoxk2SIdWkcEFRDcXUozjljPJ+QDRWrDToavcARM4Y1XT4uVmrlzCQrFd7bWy6G4j9DhF38HAoWEogL+0yVoa8EJKIo8ENbtvnugwiWzORNjy1CTBb+oJce4kk7LVNAchSphUzZB72sqoW3S8pxkpolnGTtlarQy6kZoUNSPdHfK+/JWSi4rAsx0gag+CNCBpYa5d5KT3H7Hj2PDkVyvh4oUZSPMD00Hs3HFn8LH/f/k3SJT0qs5H4hFk1frrs8EBO4HQUeJPr3bzEE7iWwTPHeiK5Pbbg6M3mmwGhJtZe5eecf8nMmp51ssyqv2bWUtByjzIZL4JMie6+wD05xelT57afW/aM+BrOcm/mekTtNV53f4JTmy9oHd+1PLczYPCIsgt/+fwrfItxhWBme6sR0GtZ1a1utdT567YbNYOYjzr/iJ+MP6rFKgBwiEhNNY8kAz0qnbs8I67jjT/cFSwdCMOkg6utb2Xm4I0mqNT0AmpCfcdtTa2Y/mc9ybRt4vU7zAYq6YunhoMenijhaDJvcvDGifWuX6e5iSGy69DRSwxNGXZBKIBNa5qSt0hx8yptUUZWjgwdF5lFfUe2DKgtaM5DMW/U3Au76Lj1h5kqzRsnAwTm5VT3dxfi45kL1faQVomiCJEaa0LumtUMYu32OjdbZ6fY1GqTzDVvTKfIyYkSiYTN0ikAXk9V69EwIMp096Z50wriLpChE5XOXaZFg6eNG6xozCNn3gi7wKmJEnPrHvGUYnHFh57i6nKbh6bKSnuwL/JCZ7xP4E2z3eEr7t/m+/iyFpgGSjJA2kXi6gk6otwFb+yl10itEp/fqPPY4erAGLOg5pFozsO+/VnKX/iftefhbSpG7xFWWW7rgY9W4hGIAnP2Q0y0toAFSYS98CovpY/wztnemm5m4E2iCULdX1Lvz6UVvfdos+MxnrHsgnU9lku+r7ptn+VIMByA9G59mVPRdS4c/UtYpoFdzPZemmBB3l61lzb7WgZC5YLvoyJv/1oUUxyNdgZS2+v3eYf3IpemvpdCxkKVmmBBLldR0GQ9Qo9BZLY0278ywK4jXU5Et0jTncHEm69+igkaNB/5S9lgTTAtYxBVUv3iuZWxv2zdvYuUlKRPKgXHkztdw4udwrn5SVYYpyNdbfAmjmOqmRFRZ1NTz21LvA3evAXR1SUpqhdg3jZF0Ny2+At/nXK8zqJzAtcysLKXTXwQNG+yl6XsS6xDq0ZNtIeK98mlS9xJp5memMRw9+awsd9hp37X8hwgceuM0xzespI5TQUTj3dZU7obiP0OEfv4uLi2epTTkkpWxRDQw1y7ik3MYvmRjDUltNuN8us27O9+I6InvKyST6cySSrF0HYja+nrpAg2q48CEFllKnQIk9GJdH/FRXeTLYIG9n29DTaAI0PSbCM0UXJYZhzZHkxirEXVV/5S+ggn6tl96FSwRYKnQRV/M21TZPMNm3qLRc68AZgoOyzKOqVAzcO+r2jaf7BxhnfOjvXcNegDb3QYK3E/6KH3jjN8dQ9avt48cuaNnYE3QWUWmxijvcDY6qu8Js8Nr2JnYHukM4++RVu3Jc9oPqAqPGb8G1rH5zoYOTtNTKh2o6e8rzIpmhRPf/vQcXYm9KtLTbYyu/pA04a0FcQcFaucEEt6GyEpcVGW5+oDizTtaU4ZC7zTvImxxSK8PzqUsDTfvbmQrm7i3ekTdPY0tWJsGXWfdewiHavOjFzmCTFHYpVIxk8PHecbZe12IyvTqHATzepkn7aRbruRnYakoqcF4xVmqMVLHPZvsVI4vU23J4/YVDpdWpG9s4qp3jxaYUItS3CryQZxMppZYKQhoVCtnrPjBZYYJxFK1PeqnN3uzpRFbnseamxOOxl4kwsXj4ogTilL9XenxYZWm2Qu4G9nbVMAV8a/k+Ch7+frzQquZXB8fDvA2QM99L7jTpTS8PVp+/maeViss6rhOJWv68IucmqixP1NH3/icQCiqSe5ttTi4SHvXruQt6zq3VsbXsRSU78FKm4tc1Ss8YxxQ3ucKwNSs8CpyRJXjdNYWRHJWjrP5thjxNLYBt7Y2fVINTd17tynKF74CEg9Fk2YtUUeFussNvRAVDvxCI0Cy6VzHI/nBsxQrJULmKnP19JHeOpIrffznEGkeV+l2VqeaLastjZ7eaUu6JG7Zq2PP8UxuUhnSLGo8+KvsSlLHHnfjwHg5uCN5vWQwd4YK0kqGct0TCxNsCAH9uZLTyjNn/Xhec2Dr/57LJFSetd/QaGcAWu6YEEGrBQTffCmkh1b8PQEi3NW1g33UarCY/n+ztbn8vKztClw6lv/M0Jp6YMe2T54L1oxdqTWw7KvN4849LBEyi3jBI5IWNjFCavZavKE9yI36u+nLYraRf1Ou4GZFVh0nRS3xtvgzVsQeVXWzcGbDAAopO1ti7+5rhL5dkUlfXa3avrNBz2iLLGRVi8Bip0aY7TZGJIAuBtXuSKPM1Nze4wVTar4focjA2KzB97IYp2iCNlsbv+ek4WLbMoShYnjXdBDl/K+3yFiD086uJZ6lK2yAm/iIe4cOWNlo/YYCIPQKFHQBG/uLqq/11hbGHHkm4seTVwlpGPlIutUhgpVWsvnucUxqrXMOtiqUBUeHQ3GSn/FRbe9xbnwMcb+4D/vgpejQul5qHtrsuywLMcxt2j3OHOfIRE2r6Vnu8wb0WXZjd5ky7BNR7rZPPQWZCNLqOK2ZjU+7YmxWoagYU/jph1E2MKZf57YrfO5zamBlinop1jrMFbUd5pi7AlMA7ADTS2TpGd5DiDHlM0ud59nPF5mvvIUtrl9KTSz66GjFfNmtHvSDOQpRXrXI82q2FYG3iTV4yQY/EXzC+r/j33r0HFulujpsh5zQDduazJv/ICa6DAtNtjQ0b3JrkcXvAHC6gn+jHGeCh2ime36Q3l0jDK2JohhZ44Ruol30OyBPLEueEMPqAXwS0eZFSs8bd0mmXpiu712FqGp/+7NwbRSoinq2OrNw9F8RiwZdRlEAEnlCNNyjXPiLn794R3HxVa5qw8wKozsGamk24tWw8LrtHGFup8mRUMLGDTTkAQFQhVsk0PVImvmNOvOUToUOLMD8yZ3aQo03lmdMOG/NT/OdxivazlONf2IMZGDN5ta4I2MAtUO7TicnFDn9oL9Xhrf+8tcX+lwZrKEaWwH1PJNdqLRsqrmEnd1bHQif5YOi3VWNZg3cR+j9uREEQnMTX0X4ex3MF98lE0/5uFDlW3j7Jylrml5/s8/d4O/96y+qGwOKsyIVZZ0bM9lSoGQ1FIg1KvRCSXGG3tYKxeZczKx4pnBuXTnoZk7dFobCJl2dcdGziPb+LkiprGm+c5KlWNsMPEYBUKilV7LUW6isFp/hmqh52SWa8Xo6L9Br5ghPc2W1UYvPzJbejlmrl+YHnkXhpCsbHVqSmNm177MC877OD2jmNxuKQPXdJ0UuzpdmiYErSZFoe6ngr837R7/kNJ5Wx3m1CQlR27/Pm+Ic5w8+zS2UySRovsdjIq8y6OyQ3fBsKhmAEkt0JtHvkfdrD8NwPrt4Y5TfuDzjsYXuFT9dmy3RFsUMTX3UzmDqCSCbhv5qMgZRBOx3n0VeOo7Xaw9BUDzzs5an9e/9oeURUDh8R/KWqH1rofX6t1P0R4MFfrjbfDmrYjYI5AWBSfrjc90U6p02NySkFjr6kUa1VVV1S3mVdNvPngTZi+Z3P4QlONUTbS3zYMkpNqZ44o8zpFaAUyXCOvAMFZc6RP3MW/MknI3ajeGgAUrF7kkTzJdLYAQ+KKErfmQ7neYiYcvXIysMupU1SIVbG5fyI2l8zRlkTSrBgdmhTIdIo2KZt5y4Q35u9+IkNEg86ZeslmRYyStLZ8nJdbS13ktOc1UObPjtivaWjH9FRfdivzcvTmETLafy9APkLiE3ZaQyZLNshzD9fvuq6hD4crvcHHsO/GNEjM1dR/mmh6hRptOErRYlOOkCG2tGCvKQAhN9pSZBl3wBsAvZOLL7QXs+ee5U3kGiTEgVgx7Bz086dAUZW0Qysq0P3RbKXLqfs68cSbV/W+88bvqPGe222tDf7vR3tqmdJk3eUI1Jjfxo9H3br4hy1sLMW02nKPMiHU8u04yfmbouEIpr9LprSFuBhYkmol3kCUi02KTdU9jI9S1D+6BBdbkQ0yLDFw8vDN44xv67UZ2xmzp3vcjIuzTNUjaeqwuu6/9C0CMzTIrlnlM3CaZHi7yCxBa+oyVfB5lqWkp38cUcyO9a6jav3rPujU2iyMSxkUb5/DjO45L7RJlPC3dEDNjENXYXrQaFmEfg0iBN6NBBjMNifrmcaJe5Avm+/hS4bs4Nlag2McQ7I/cFUhH6LcTJvwt6//lQ+YXtRynmkGPQTQtNljTAKFk7CunP8ug4lpMlGxur6u/cX2lvWP7V96aLzU2damUeFFKO0y0WE1Syq5Q6AzrrGiAHnmrp+motimAC+JhNn/4N7iyrt55w5g3TuaeqQt6LLdCFhr6zJt8DTwq1vQcp2J1TGoVOT1R4uvxKUQS4N74D4gk4NXkFFNlh+mKOzDM6TI99DaaiysqTxCeZmGiby331/S0SZzUIzKKWDOqpbNxp7fJtu6/yB15mOOzpwbG2KV8HnrXw8xF7zXXQr+P5akLeoi4QyRNyicU6OHdHxRfDm9/lYps0zj2nb3zcsukewA9cpF4V3MNafe1wNRCvVw5/05Lp78NgODBdsepjduvcCqZ487sDysdIiEU00PT6S9nzlc0GStJklLL1pvJVG8eOSvLnFXt28nicDD1+st/xLhoIR5Vuj0exW6L86hI+6RG+tlau0U5YxBNp6ukyeh3bw7gR9NP4ksbsbxdFyoP+8YnaVLiyJN/Dm8P+0K/3ZdraLY2b423wZu3IIyog4+LlVV3c82bqvC2VZOSlWsE0qI8rTYYbiWvmn7z26aijBaXJzoAFMYU82bLPMyNG5gy4a51kpJjghB0RFGb8r7f4ciAxOzRjq2y0orprwAAIFPKjatcSk9wKHMR8M0yBc3qL1Lu6Pz0jYitrlml6iSRNImHCFUai+d5Q55kqqLAgsjSBz3ySkqquanZa+Q0ccfJwRuHVVlDbpmH0V7A7Czzenqa6YpK0lOnSgWPjtY82iSZ04JuYhFllezmukZSkUYYSGTGvBkvOazIMYrxBmQLR+Hasxhhk08438exsUK337/bIqnR3iLDNm2KtEVZm0FkRxmdVzMxNNNBHYy4pMAb+8FLmM27PJ88xqGKw+mJwVaELuihUcVOgzZtCmzKsjZjxcrmUUk2hmptbYsMLHBcdU2q06dIpWBs4cu0pcvkqWeGDnMKuUOeDniz93a8HKyaZlNLtFhGg9o9QLctJzrynh1bW4rFokpCNKnJBameRd2qaZRtsidostEavUnJrdtzy3MAa0LNI3WqJFnhYljsRZw812LR7fOP+8CCYULp2yKNsUgHwBtn4gRnjAWK0iPaQawYFFtQF7zJ51GReolhklUnPQqUNGnyFlHX/QugMnW8++/a7HDdHoDUKlMiwNd49xpZYjtGm7YG6JFT5FNhMklDCxi00pBEDII3PxP8KP80/pEdxYqh5woUeqO/Yy9KKOFTp6nlONXsc82aYpN1DW0SGSunPydj1J6cKHF7zWO1HbLWiYY6TQHYXdBj9L3Vv142NOYRxCmVrOXtiLG2J+aNaZc4US8igLk19bNryy0EDJ2Lk7HUczfNUdGJEjZ9PQcsADMr3MyINa22qa69tlXk9GSJC5loceHivwPgM43jPHZ4O4PI7c5Dk2WXMRD8pt6Gzuhby5OGXpuOK31is8jY7BOE0iTJHaekxLj/Ii+mjwxo2AEUstxEt/0rn4epyXqMMwaRj0st0gMLjLhDRxSZPnYOTzoYK1cGfr958ZNE0mTyie/u/VAYeMLtvotGfka2rpd3MjPZEvn+oUmZqXRZi2Eos3tjcvYxGpSx165sO6bxtY8RSIuj3/qjvc9Cfz+VM7mKhF0Zj92i3VjHEimbVJhiE1+jlT9v/3LHZpgXhyltbJ8HgHnlWVqUOPbO71PzMPRBj3728La92g5RSZsE0sISKY2V0QBn3v4l3Bp3rZPUmsPnsd7q8JT3PLfGvx1huYRGSVuGIuoDb6Rma+HWeBu8eQvCSDw8egleLhZbo8PmlmpSunKFW/IIx+pqQSuUsr7TPahY71fkInhGH3hjFMepie3gjZU5Ta2Xe0Kgnihj62qs7GdISYGA1Ooxb9yKajcKtyya5uYcduLxhjzJoQwsCMwyrm7ifeV3mPz19+wbgGMmPkEfeFMvO6xR3QZ6kMY4a5d4PT3NZJexUqZKRwv0yCnv+6V503UEypLPiaLNKjVMf/Dz8j7z8+kZpvIql1OhIvTAGyNus4hiiugyb8wMLNBhHeUsD5ltTC1D0LZzEWl1TQoXPko88Qif7ZwZ0C2wcicEbfCmwIasIHYQPt8auWaGpclYsWTYdaABEFUlyOpeVRaPv7N+mvedmhhw14BetVHH0SENWnSky3pa1tbucTPB0zoNLb0GkYQE0kYYquo+U6+xSB2DhNfSszx5rD50nNsVWdexClfPR5uCNhPKzKp6U6KhqYMx2DYFUDmi6PrG8e0W4XlYhqBFqVsN3TVkSjEDb0zN65FkoIchJL5GQhUF+UaoT3Ns7CQA8aGnd2w1AiVOXkz11pAchNIF2pM+YWPL13jPZdV4+kAPWT3W+/UOYsUAiVXRZqw4qbruZREQBqPXkbw6ueIco5ZqvBtkikOM7ANqxw+f7P166tGdhzrlTKdr9CY7b2MbEy1aGk5Naeb0EpaPMan5jJgyGmAQnagXafgxc2sdzu6gdwOqIg9676wg8HFEQl20NJk3cZd544gEX4cmHwf49NqhT9aL3F73uL6s7v1hGl3QAz10NmidMOG0eMCsWNZyjtr0Y8aF+n4OiQ1WNECPnpZdkYJtcqTmcjsDb64utTleL1J2rG3jim6BWBpdXZNR8Veav8YvWf+3dguYHW70zUMDcM7vC7vEyYkSN+VRIsPFefACiVPjKxs1HpupbhtXKGTtLZrzcDLWoz+EAT4srD7rZ6GpseLKgNgsMTs5xnU523WcMjdv4QRrvJQ+wtPHagNj8jVdl7GSu5g6msC5zNgHi4WHmEhWtEAPM/YIhItlWdw2T1BrDToDjd//HK/wKI+eODbwc4+CNtMjB0d0GSthS83jfuEc02yw2dF33HSKFe5ap6i3tzhnpTFnlv6Irznv5cjhnpukL4rdltpRkeewAJ6Gu1E7axu+66hCyvriaAewNGMt2sUKi4WHOORvdwBrtjs83f4yV8f+DGaWxwRGSXtf2K+LGGgAnDJNGZNN5ky1njWXRjvrxRlAZLgV1ioPczy8OVR8+dIrf8KkaOI+9gPqfCz9wlLcx47VLSJvjbfBm7cg1Eum0PeDAqlhUxUdNrdsPuyNG1yXR7s6GEXX2ZOK9X5Grvxv9oE3VqmumDedreDNFSKsAcFG3yjrC+TuZyS+YkdYvY1zqZZpxWzRAzFX1MJ2XZym6qokIzLLFNOO1gITLl3F8Ncw2vvTbmSlPlHfvVUv2qzJ2kBFBsBcv4aZBlvAmypVoQfe5IuxrSmAueeIleV53lo4nrVNOf5gEqPEig3ekCeZzuaBW6VKh7aG5o0ZtbsOJKkm4u1klNmgOfoa5s5G/RvToNADb6zF17CXz+M98WPc3fSZHe8DEHNhWU2wQIEeJW2mR76JLWj2b9tpMKCDYY0r8Maef57QGee14Mi2likANwOcdeaRhq2MeVNCeprgTTaPSdHUYqyIRFWx85iqOF0L4UvWoxyuukPHdcEbDdAjT2rn00ltEMrO7qtJoce86WreuP3MG5VcRUeHWJ33RUcUtXS6+rV7dLVi0r7rFms8I133hj7mTQ7eRLu0TIFiC5Y0gfNci6Ws6UyRt7GlCC2tGJEq5kF/+1dSnVU/M2ySie0OZnmkToUqXte5aLfo15TxWhoJa5bgNovHGZeN0Q5giZpHP4PIHlfMm5Y5jixNDR0GPXHyQEOny842GjXh0dICobI2urHTVIVHsz36/rXloAbRiUzsVzLcnSkPM3umIo22qZwZOY4meOMr16zEUp8vddpvE59A2j3wZqLEhhfxyj31rO3UNtUDPUZvGjthwj+2f4l/aP1rLeZNo0+7p4SP1x79nssZtTlb8OREibk19bOry8PFigFcWznLdRkvI+Jkcot3GLe0naPyNdAkJW6MFjINM+aBsIuMF23Gii73bGXdvj72OBLB44e3gzeGYeBRQGgyiNwMmA40nnM1j3U2jDoJBq6n125UxCe1iriWwZx1hsmO2mTb95V741zxyW4rdx65VILQBD3yNVrXWS5vE2uMPcIh1tjUAGqtxMMX6r5aKZzhSDDX+3uNuxyN5rhd//ZtTma+KGFpziNnhJTwu+/J3SLOrltr/DEMIdlYHG1PLSKPUFoYlsNG5Syz0RyyDyxYvvhp6nKTzTM/PDgPo9R9p46KfoZORwMYzMHD5pgC7tvLt0eOSbLcwS5U6Yw9wvH0Pl5n8H167aXnGBNtrMc/2P1ZaJS0QQ+jD4SKNJ4Rr7OJLRKWy6rI5a+OnkfeYWI6ZeLJx5kQTZYWtoNX5rU/JMRm4snvVeP2IN4/UCjSLKZujbfBm7cglDVf3wZBCFJbtXoMLDZJQNmb54Y82t3UGULQpnggtGJyYS2j0KOHmsVxHJHQ7gyen7l6mVvyCNNjvQUtNEsUNB/S/YweO6K3CSrW1AZ764beWnmDBINm5UyXYRBZVW13ozsLakH11vfHYttOA6K+DXa9ZLMqq1jBVsaK6qO9IE8zWVYb2bzdSAf0yBcxXQ0FgOKX/iGlz/w9vYNjH7/P8nwiB2+SdrfthdjHvflJ1kpn8HGZyphQhltTFU2N6q+VeCzICVIpulWSUZEnIomGKnyUu2P0bUzjYmZ73l6icPGjSKvE/eMfwIvS7uYCwCnthenhZcybMqlGe4uUsquZUdFtpZAhcf+9Va2yLisIJDeKTyOEwXtPjm8b5+5hHjJo06HAJuWus8OoeeRuNZPoiX8aSUDYxyAyhGDVUhWszcl3bmMO5VFyC9rtRjno8UBOaoNQTmYfPEmD9baG6GvG9LD62qb8h/8Cje/5ReLpp3Ydqium1z9XJ9Z0pui/bhogdS40aPQBnPHko/gP/SDBuQ/uNEwdZ2uCN1JSypg3VXTFKdVGY9WYpqjznss3ZH2gR5qBN/HkowOMnG2n51RwRYTvjZ5LQXo0UJsnr6kBKmWVQ69ygrpo0RhR/RX5pqSfQVSok5ou9i56NwBk7UaRRmuh3WcpHrQ0vt/svhITapM80iVPpljEJH3X40S9V2jaUayYPqFfDUvnxFfPyLho6QkWBzE12oTjah5mR4PBmQHOhQy8ydeJT19dYbLsUC8Nv7cKTgZ66DBvooQJmhwW61oMxoYfM0Zfe6iGsGzOFsxdl05NlLi91qEVxNzb8Dk3vb3VCNQ72sfF0ARvimmHOk022qM32H6UdMVYQbn+jYrQH5QMODVZ4g1UYfKWpQS9Hx3SNgWoNh3NTXYxy48jTVOBUrxJ26rTsKaoaGisxElKkYA0y33XKucYT9YQ7SWsBy+yQZXxY49tH2iYeLgYmgyifDNe0hTINYN1PFzisTOURcDK+uhcy047hFnhsjP+MJOsE2faOY2Lf6hO+9z3bBsXGAVt0KPf4U8rz8qY6daMapltrY5mrJhxBy/bH8YTyqlpfXGu+/vw/G+zKUuc/dYPDIwLzWKXqTUq+pktOi6SeW4ssnmE66PnkRt6FIpVzMNPYArJ4q3z3V9LKalf/resiXFmnupdl8gqUUj1nnMrbBJKtUfQKb62N9QzEWUsWLkxGkzL97l2sUJ5VuVVa3ODosXLTZ9nvC9zu/ZeyAoYyR5aofNcd50ajmaRbGu8Dd68BWElHoGxxdbRVayH/rYpc2MOg5RF+/gAlbQjSpgHQCA3yfqXrT7mjXQVWyDc4kxirF7iUnqcI7VeIhVZFW3K+36GzOYh+1Z8+EsAACAASURBVISXRSZYvLWVxlq5yD1zlrFqb2FO7XKmsTI6cct7TVtrmvaHeww7HRReLjsm69Rwt6C51tJ5QqPILXmEyVIfY0V0utanu0Vua1uJ9cGbpctfpHntC1rHKstzm0JmeV51LdaEureMbEGsfOV/w1q7wh8d+glMQzBeVCCUmWms6Fg620mbpiyxSZlI002nm4BoCItFgUpWRR8wSPmQOs/16xSuPYv/8Ae501bP92xf21Tu0qTTImnEbTzpskkZNMCCIE6pZNT9MdnQEsi15aAOxnTVZUEqps3nw0d4YqZKrWBvG7enVs+oTVsqzRtTA7zx45RathmfEE1N8MYnYvA814qnCKWJc3xnxoprGbQodlsGdwsZqvavNaqgybwpZO5BlkjxGjqtFJl9cB/zBqdMcO4DO+rd5KHLesxBqKYsUoz1Eu9+5pfhjW6bypk3wu5no7o0v/f/IZl8ZNexqV2hjI9Md79/ZRJgi4S2dNVmJR4NjhlhgxTBqnOMSjL6PTeUQZS1TcVTO4sVA133RV9DnLyEz6qRtfW2R5+XETUJsUjLRwBobY64JkPcvxCC8Mz3ET70fbsONXMLYQ1x8rz9CyDujJ5H3uaXC+wnQxwUByKfh9F71o/WXEyhWgdP1os7jcR2c1eg0cm3zJL7Gh1a/mgGkee1KYiINNNy0mnJMzLwxs2KGfm531n3OLebdk8OeiSj7/dOmFAVHhOiqdVu1PBjxkW7y2xyNIRlZeSRSIGbMWpPTRTx45Qv3VTvu4cP7TwXX+iBN6mUFKWHK2JardHv3g0voi6aSDKTB280CLVVMuD0RImXAgXUvhyf4nDV7TKat0ZAATPRBKGyzV+q8XxIKamkDQJnnLZ7iHq8MtJ8wgsi5YaU5b7+hAJqzJWLiPkXeTF5mKdntxdkQOnR6O5DSlmeX5adrtbfbmGHGzREDSdj97ZWRoMFdqJcswCMQwpkXsvFl298mtvpIR5/bLueXWAUB4Dk3cJN212wwBv1HgVEBvBUTyjHpWh9NFhgxB081PNdOKrWjdypKQ3bPLzxeV4uvZ96dZDZFZklXKk5j7jFilR5mU7RMslkF2rH1fenZd/edVUuM35SjWvP98CbSxe/xnuTV7h18kcR/cVNq9xtcR4VdtJiUahiqNTQbsxbxJz6LKtyDKs1eh5JlrdahQrTZ5QYdvxgUAz7c1/6E2bFCnbWMgVqX1jWBG9yqYMl60jXDWuv8TZ48xaElfpdhDgP6daoG/5A25S1dhWATvWhgWN9o3gg3I3yxMYu9BbcHLxJ+sUe/Q3s1jxX0uMD9MvYKmtT3vcz8vavgQ22VcDDxerXq5Ap1soFLslTAy4CqVOlKvSEfvPWCH9jdHXnzcRWy3MhBG2rTinum0ea4Nx/gXn3IUquTSFz3BBujZqm0K+bbfyqsgkjNk7dc4s2qSZ6AImIPQKcrkCjEILAUYCa4a3gXH+O4usfofP0f8NXzPcwVXa6Dlu5QG6iIertpB4tiqzLinbbVM5Y2aq/Myy6SZ7d14JQVeBN8fyvKpDqyR/nzoZarPo1b6StNhA6TA8r8bpCv4YGct/w4y7oUddsN3IISfuYN9Nlh0Wprsmzm2eGtkwBWLZDIO2u2N9uYUQdPFwalJUr0IhWxGbfPCrCp6HRSmGm4QDzBuCVwz/CD4f/O+eOH91xnMhE1nUS1sRv0cZVIFQ4egPRzyACvXajnHljOztvQneKwCx1n+HdIsk24fNySrUbabSG5u5fwLY2x6GfEeWuWYURR26P1KkqbZ0RoEdOfc4TPR1wzIqadCjiuVOMaWjFxJG6Hv2JqHTH6Tz9E/iP/+VdxxqZ7t0owDmKIgoiomGrd0ikAd7YUUMJmWc6bv4Ira6ceSO3MIWa3/ML+E/9tV3H5oBz7I9+Dvurq4nGPHKdhrz1epSIdD6P/neWZRocG1c21ba5c7rb1YrR0PSQ2XvNEJJYo3Woe0zWRlcMdcGbnubNsbFC1xp8J7HiPHzhaml6tMOEMh4TNLe7hQ6Jhh8xTosga9Uci1ZHFwEiTzFqbVWsyG3P//iyuicf3oF5AxAKPdDDixIqQh2no7m14UXUadEqqdbAiWR5JPs42iIZcGqyxB/472L90R/j95uP8vgQvZs8AqOApQPeJAEu6jrouE01g5g6DWKnTlicYUassTzCASzIn9MMvLEzZkV847MUmnO8lD7CM1v0bvJQGit683CIWJQKBBLh6LysGG3QNscoT6prEqyP3mS70iMy1Tyqmai6d/8iRB7HNr/GK+57lEPslohMfW2SouxwP2uz19GKMYJ1mpSoHMqcH5uj52Elna6sxtQpBfrEmVPT4ivPUsInevRD28bFZlm7k6GQtlkwFNs40Sha5rlxdeo4K4xjt0d3DhiRArosp8Dk0bN0pIuxcqn7e/nih/FwOPpn/9bAuMSqaIMeTtymYU0oRrSGZmWYseWdyhTL5iFK/uh9WL7PdQoVnPI4D8ShAfHl+U2Px6//Ip5RpvLkD/XGORUckWhZmIuohScd2vYEJU0x7K3xNnjzFoQj/YENNoB0qowbg21T1vJ5VTGbfHjg2IOiFZOL4OUUWIC0kLlh9Ymm2ve+BMAL6aMDzJvEViKNOraU+xldNfEtm6CWUesK2QHYdz6P2V7kU+GTHOoDb6RT1Rb6zbVi0ubo6s6bCVcGA8wbAM+uK4ZTVoksv/BPsFbf4LPF7+2xbgCjUMMVkZbYZFF2CKSFgQRNt6JK2qSMr8ckyZJVo49BEGdaMdbCK1Q/+98THXqG9vv+ASutoOs0BWAXMwBxFHVfphSkj7RKbFLRYkgkSUIlqwo4gX41Xti9e2usUmVTljBb94kOPUM8/SR/dGmJiZLNkbHetZO2eq50QA876XTbjexw9Ca74QXUsgR3ggZrGvRyh3CgGj9dcbgpj7AqJriczvJtpyZ2HNsRBS1HByPu9EAomQxorgyLZhAzJtqkQgGQQWM06GFssTwHOH5oitvWGR4bolPQHx4lLa2YJGjRlkU2qaj+8hEAZ5AxiJJsHrKjUdVLAlIpsO2d23F2/DyzopXoBX3gjU2sJRhqRU0SDHxRoBCMTnDT7Bl5M+ANmVNjMGLT7LfVPNYtBXp4GlRxO2rSNirEhQkmGG3fHmVJmuhr/0II2t/xvxLPvHvXsYabsQVHiJP7mWNbx1Xz6HfE2insuIVnlHGrCrgKR2xoRbIdhNKNrsj6iBbJVEoK+PiGeselGmxBK2qSYpDWTgBgjNJbi3MG0eDz8ePvmeXH33N82IhuOMXsvDTAG9E/V421MMlyo6Q2SyxsxtP1kfeWkQSE0sY2swKFaTCbrRU76d3kEQpd5k1IWQQqB2iP3kA0/Jgx0SKZUOy4w0LDcSprh85BqNwu/Pm5dcaL9sA6vn0eBUxNBlEF9Szq6GDkzJugcoLILHJErLHc3H0eeTud5WbgzUSRDap85uTf48oGQ52m+udhacyjXwzY0GChrnfUPNLiBLKqwJulxu6fE2xxjD1y+AjzcpKxa78NwEXrMc5MDr+/fENPIDcvPt2V6p0lNNqNSskmnj1GKQNvUg2mh5sq1yyAo0dOsCYrmKuXSW9/EZeQ5rHvGjouMovabTol2WHBUC6bW7sLhoUTbtAUNYRbpUkJuz0aLLASnzDL4Wtjkzxg6v9j782Dbcvu8rBv7Xk60x3f6/d6pFsTPaBGjWRQyQqIITKOFGPkRIoxDkOBgYRUAi7KKoeKwVgpxxRVRjZKUSkbcNmAnYQEi6IsGUlhEkbdagm1ppZa3a3XesMdztnztFb+WGvtc869Z6+177lgA6VfFVVU65x7znpn77XX7/t9AzwBFpif/De4wXbxiq/+xnPva6wQPoatw6MZTh3OxGQDQA+jOOGMuXCCI/MAYaHvX0iTIxcgFDEtvGjdi2nMCQkvfPF5/IXs/Xhm7y/BinbX3kftECHRs2kB7ttYmhHmZARrwJBMehB5o13M3SuYVgP6MHH9umIofMt/EFdWzJc/8Ju/gjcaT2H+6h8C81YGmGIgkyf6e9eqFkhIiMqeYsS+DN78qS2XFmjOyKaYM8KY5GuyKePmR/EMvQdXZuvId2UEnWzlP2mJg3wX44gl82aVOu+88AGUZoSn2IO4uoJ8U5ubNA5hrFg3Pgz/qff8cX3ztaoraT63/pDKzPEahS14+ufR+Pv4teZ1XdIUABB3BJ9UyAv9A9kToBu5gGFx8Ac/DfeTv6J/IWNwV/TLsmqXbyhGfgTn2V9H8JF/jPxVb8evkTd2PjEAYHoy0lmzeTAKH0Vn8jpkusVoi5FgrKQn+g3zbOQ5AFBhlBn99t8DiIHFN/8TwHRwO6mwF66CUKIB1zRCnat/wL1brAFgTLo4gUE4MOIPkIzJaNTVxnQntHFbTKHyh78DT704x4efP8V3PHH3upmeYSKHB0sH1LYVTNYgh4tTFsGAHvTIhcfEwjmEQ1rEC/1aHFavmZhOfBs/Q9+GN+f/CyLXUU4bcxLAHNL4txkyKf+CPmY7Ecktmc/lKUN8iCy6npoFAN/+VXfhV//b1yBwTOV7CyOAPWCKzaqEg2ksBAHTThvjssEEKRYep94bA6KpScsTaIhx8cd2Yw0z06vFXvAlwVgZEkPvNgtkRoTY2kU0gGnXbEjNGlpEHJAqzZ5VCSA3cfm0MY8HXO9NjNyIwPw9hKTEfKG+FtsOqN0C9BDpLU2uBpxLwTCqQ3nwHvB7tCkKI4I3FoCPRm7URbebF1+HLSOENeBNUVOEKBC7vBHCkOuqTVAYAWjAr0WdifSSQbS+jrc8chVvftWh+rNkms4AY9k1cH1AIyQHW8ydIHd2sU9Otca6Bq1QE2fNj0uyVnTMm3IgQ6JeufboAI+VeV5jghRkdBcqa4RDcoKjVMPYkV52Qg69E9gYuRYayvCy/bDXbwwAasMdJG9Ji6YDb+gAafNp3mCGGAh2UPpXcJUc4Vailr9Rwai1xODyfvFb/MYz/Fy3yaxYVmV4cAasg64OQAc0pqdZgSlSkGAX1vgaQlLi5FS9/kYYcsuz7707Pj5B74XTxCjhwLz6WMfwOrcO4neJcaqSiUAyGGKI+fKYLlDbU5DoEBQEZqIHPVwUaCz+O3iOhc8b92GUfBbJJ96LjLk4fNVm8Ka1AngY4DEnmFBzl++9Q4BBr5kjNfm5+tjcRzBAWujQHNVKf3jDuR972bNok9t4efphPD15EwL3vDydy3QGrANAiBS1t8cZKwPANLM8wYKMQAwTiXuIaaNfh9lkKLB8ph9HD+Hu+vNglOLOB/8JbLSYveEHz71vKSHWD8l8lqI2IyTGGM6Ae4QKcD2cHqDw78IBva0HiSqZ/sXvkWL2StzDbuB4vsAnvniEN3/pZ3HkXIf5xPeuvU2eTcoh9g11jMwI0bhTTFiyZlA9tL4M3vxHKHcT88YdI1pNm2IM1u2P4WP0/jUpBQDU1nB63J9o1RkqZsJzVyVEfKMypXSDMTjPfwCfCR6HbdmY+CsxkO5IMD0GNHV/9C8R/O5PAeyPn6XTFOcjzwGgsCbwhQ+FefJZOM//Fr54/19DDQsHK4k0RExNywE6f09of51CD3h0f//pX0TzsV/Wv7AtYYCBnrm2WsFYsb/4exj/u/8B9eGrkbzh7+EordaYN5ZMN9Ksg9QZDDDcELTL5ET/YE3jE5gC9EiO9ZRLk5YosX7oJgK8IbRC/PX/G+iYT2XupOvgDRPTeGhSgTqAw4mQmaMuRUq5DuG63zADowFGv1ISYq4wb3ZDB7fYFLU9RvngX8Z7fvcL2AlsfNtjV8+9Pye+1lhWmlFSK0RhiqZDA3pIg9A85FPsXAfA0QYWoWsNnUEI/HCCm9jB19w7PZficHYdQ+IfTSH/qu3xoHWkWQafVChH9/H/MAD0sGiFxlgHb2zTWJNC9lVl+sOA8ypFIgykAf064pIn0CThffw7DmCsGG2Bipw/xA2pRrAedQwt2dClHr82h5g0um2CwoxQOLuYtifadCPpP7MN88b0hsmNqnwd9BhiAOq3CSozhBFysCDVyI0kCGVaW6yjYwuq9yAp/8JIyPsK/R7k0wSlFSGYcvCGaeShHQi1BfPG8YeZk+d1i4AUyDz+DBkSjyqvK2ZHqIkNv9KBN6IBty7OTLMdH5SRQWk6q68xB4BQ8jej7gS1t4d9nOJY49Vl0hK1sX6vP7gfwrOMDjjoq9pwYVF9U7fKVJVGq6oq8hgOacG8KergCq6QE9zRMDhJU6BgyyACQgju2+HPxpcd9LNVAKAyfNh0iKdQwp9VAMiAdXDmTQIz2AWNrnLmjUZu1J5hnR+OXPi2gQ8+yz+vz6wYABrThz3g9yhW2E/uAB+MdH4HBmEwwz34O3wIkB+rPVZqIZsyxTpmvo1nTS5LfJJ+BR653p8sV5s+3AEgFBOG6cc233tzTaRz1VBMEaNxZ4Dp4JRM4Q4APXxWrA0u7/gP4Gr5ecxe+iB+D4/gkXv2N76vtcLOzF5ZYh1ZIAZFA56FYTtHYfG9PXEOMa31Q1uH5qjN5ToWo5fhWvtFfOn3fhEWKOxH37bxfcwO4ZIalS65j7YIUYA6I85YGbBnOdUcsSH6HP8qDuidjXHZq2W1WZf+BXDT/hmJ8dznn8ETR/8X/ij6WkRXN3jaSfBmgAQ1YBkaO0JmjuEPSDIjOWcQheMdtKPrcEmN7FR9bZGG97muy5/r9tWHYRKGL33uKXzqN9+Nh4wvovmLf/dcIIEpB0sDwBunTVAYIZg7499pAHB1tr4M3vxHKA8lqLX+wKV2hJClePG0wDt//Rn8T//s12HVMT7GHsC9O+fBmz8NXjGkyVHA7R7EAMA8zihwah5Jap4+CzO5gT8wX42rY299siKa7GJArOgLL70Eg9YwBiQzXLSkIdVZ8KZ2phjRBfejePr/ADMcfOyQa01XmTcXMcgNmYgarPRNJgCAMZjFCbIBBscyRpOdYd4g4ODN6N//CJgdYvEt7wFMF3fSas1Uz/RkNLX695DRswtfHBA0TQ0AxCdLcCAf4PfDD6vrm2EUTfAsuwvZ438L1QM8jq9sKBZFs+5B1HnFaMAbgagzh9MVh2hNMzGxv2kcYMIW2nh4ma5hOivMm8DBP2zeht9+5B/gyZsV/kCwbqT30GqVRqBNEJDgTWv5YOI31MVTV/LBOONabJ2Uglby2lpv6OS/++vu3ex3033ekBhL2sKhBXJ4cELBFtMcLEph5NhM+TqMAbIFi61Hnl+kKiPsAFhVkTpBxryOQaRrTuOCM2+q0d1oYcAfAN6QtkKFizemAECtiMugWvVBT3reVBG/14sBsaJBG6M0x6i8PeyRuZZVwCTzZgvvHkOAHjq2YMdokQbCgw6GCSp7BEvIjYq5+pDXbjJeHlgd6KGRetYCFLEjPjUdIqcIaIrGGsEO+XNAJzeqO/Bmi3VIc3KN1DOveQNReJwBY2iYaZQxBDRDZUYAIcisGaL2FFS1/24yXh5ahCCHOwi8sVZYjkMYEnKwxdwJWn8fe2ShNVrnbMH1dXzHE9fxz/+bxztfuL6qDW/NHLqvVsEbrSQNSxNd5k3BoitcNqUBb6QcWjJvgCWDSGVWDADtQMZKtXKeNAcwoRZphhHJYUW7MMbXBjFvmBjKSL9HDkIFqFqGaxMPE78fVG8MH+4AhoRs+m6yKcIBgyKZGuREe7BnfL9uF+pBWSPOQIa7XMdJyG0a/oC+HI/1+N0Aww1yayHtLEK+91aJ+tqaZxnGJAPzuQx7Ye9jpEnOaigTqVnLM3w+eRn3cGpu4guzr+v1uGJ2iACF1r6hSvlvYIyuomLmIB8iaSANAIV/BXvsDlrNMIMP91e8D/deAZu0uPfTP49P4V686uEnNr9RJP0VmmehHBAwZ4SYjGHX+mvLa+ZIBXhDx9cQkBLzE/WZkQfzLJ8h/jWe1NS+73/GjMQwX/u3Nr5P+qZph+GMIWQZWnuEwpoMOr+b5TEWJIJhmLBmfPh7evPzyvdwH8Zl77p7Pzctfu6p38S3p7+EFydPwHjovJG/VDJUA0IIvDbhg1cRlJMOUDOc+54XfseX62LFGDxWoj3TYDN3DJ9mSMoKH/3iAq+xnwMAvPH134BXnJlIcKDnPz14YzQZMridDhsAmGDejJFhUdRwnv8tAMBvNQ/jynj98GEKarLcFFUlDzz5necGf7/pv34LvI//ovZ1bckfQJa7fnig3hRTkiBbHMP75C+jfNlb8WLNf4tVsKAzyB0gN5II/7gZ5hPD6gwuKkybAc1cD3hjCqNKsBbzb/k50OgqsqpFXtM18EbSFaEBb0pxOKpHnLVR6yJbAWQrHhPNQj9FsWh57rA6C2y8qfxfcfSav939tzspP2Styr+YYEKZmgZCMm+IPULjTLiMRJOEIHXOx949CEiJNFFvzG0H3iwPFbuBjY+wl+EZ/zVK1g3AjWW14E0jmTcBDH8Y6NEIjwlrVyS3aOjllbhHcKahkx4FfWbF3ftNX3vwltdvawUwfWFuqGlOaxkxvMPBG1sjpQAA+0zk+UWqHpiEYNQZUriohjKI8gIBKUH8HaTWFMEASZ7RludSs4aWZKcxDdNDyl+MCT/oFBqqeN1SjJCitiO0/h72yRynmsaU1TLy/OJggS33Xs06pAeLLQ5sOgYRYwwhS9HYY7hjDjDoTKQ7oHYbxopgPTIN4NysTMpjEnYmvr3fiTGEyNDaEWDaWCCCpWnM5Z5lbCH/6iTUGq+YvG7ho0TrTpHD7Yz8+yotW4xJisYWAx9nBzMslNHcS++eLbyUABTEG5RutCprdQY0Qrb4zagzBokOsE9OcazxirHYebZg6Fi4f1fNugGA1vAHgTerbCl7gISYiXuIelMYoys4JKda5o3R8hTJVZam9L3piwmX1Zg+XOiZN6sSSqvSr6Nj4fm7IOO7cEBOcWehAeg7E9PlmVGCUDrftNby4Q8Ab+qcX0svsgOEVD+Jb4Rk2Bvvd8ly0MSeL717lv/2i73H8Xl6iH/HnlDKvxrTH/QslOd76VWlS/VM53wdhhg6Zu4hpu2RclBWlAVc0nTGywBgHLyi+/+th97U+15mhzAJQ6lRAJQChHLDKeaItMA5ZQxjlnAGEYA2uopdEuNort7rPJajNZfrkPHUM3aKz+5/C6w+o3Vxfi81YEEuEtiIO0Z6xhqir8J2jsLmzyhrwoHBxa3nlO9x2nX5174wX/4L9e/hWfsh7L/iDRvft2TTqtdRlTkc0oK6I1T2BBHTgyRONUdM+Jkh2ONn3+JIvQ6jXXr3AECwfz9S+Phr6S9hTDK43/yTG9M9bTHIaDRnE0AMiqwRTAHeDBmSnfueF37Hl+ti1RYwCAM7w7xhzggEDB/6vq/C//O9r8V33XcCZrp4zatfe04HzOwQNmnBBsSd/kmW2RYocIZNY5iozAgTkuJH/+9P4MZT78UiuBdPJhNcHa8fojqTxiFyI0GJSzQbRldtCftLf4iTz3xI+1Jar5vPyWLeDFMksD7+SyBNjuzR78KtuIRJsAZ62MFQxkoMgzAkzMOMzcEGRCamp7xhiJBqzULlNAj2GfBmfB3P0UO89DU/juYuHoUsJ2RrciPxexiaBqIQD2Nrdh8oI12MoPI9K5sRG+D3Y9HyXIM9820wGGuT/DvJhnWIh5g2FUgwrkwvBBOgB9GAHjKaV8p0Fsdq/x4mGCuriUDTwAEB8L5P38Z/eP4Uf+NrNrNugGFJCBKEYnYIO5Tr0BwsxMHQ3OWgh05K0ZQbzFgBfO39M3zjy/fXUuQ2VW0GWqmnXEdjBrAjkSymkYW0EoSa3oMGFtx6QPoOq9Aa2zFWWiuEP+DAajYZUuYjGAm2w8DryvQnKOwdzNgcucbE1KTlOV+owSWnWxq2IKtiNMxAsCOnpmrwhnsQpWidCUh4gBlJcJqq70P5HNsGvHEE84ZqGCsShAp37+ZyGA0TikfQZ6D2GOGUgzc6P6VWyr+2WIcXCsacZu+VIJTpRUhJNAz0QAYq9vaFMdHeIx14swUIZVgeambC0DyrirKAQ1oQJ0RKIq1kNakajJCjFaBj4+5glyyUKXnS82Yb+RcgUpoGGMs6bYYWJlqYgxohGVrA3DGs0SF2sMBpqv4ci1ZbswUb04fD9KAHWwkScAeAHnJPY+4ELLrKQahEvTcaYs9aPTP+5YcP8SNf/yC+QgNEUcuDO2Adq81SUA9I+hPgDfVmoNFdMMBQzzXP9TpDw4w1ywApX3vVFTUI1VoBvAHgjWQTHttXEUE/WJI+RdZoHzTkEkkn17AFJXjjLb/z7sF1/GfVT4MePNp7LgG4THsICCXBNGfG914dcC4l3KZgCtbhFVzBEeYKoFYaL6+CN6PrPDnrE/RePPryV/Z/oGSsaIbIpZCxWd4YiwEGubFgdEkTW3PKQY/TW19Qvu/scP/g3lehYiYoI5g8vlkyBSwTCyuNkkHKkYg3QmmNBzFWRmyBSjCI/D0OwmVH6vh2mxaoV8Abf7yHm+C/6fzh79kIeABLxorWvF8O7twxWneK8QCvGLc+7TyIpof3AQBaTXy71SzTvwAAxMAXnQfgkRpfuPvbgP1XbXzf8myi//cNWYbGXrJjh8S3n60vgzd/wtUKgzCcoVbLSagvGhzr9tNodl8JmOcnq/K19QC50YWLUYS/+/dhnjyrfanR5CjJ+SaIeGM8usPAmgJ3x0/iXy9egUXR4Npkfc3WQMo7AARi8lAeqzc+Wa0wZSyOX9S+VjbYlrfOvDGCHZiE4eCZn0d112vR7n8lbiVcarRq4tZNTcthiPfzxjUYhCHVaC0BIF55TbtQT1GW5nPr4E00GuON1U/jc3f/1e6/SfBmN1xeX1RcV7oGQj4c/NEO5oi0ka3A+rTFHJCkY7MN4I3w51n1B5CTvrWUCtNFDQuOJhVIHipMdwRDUHR15m0d6LHH41FTjZRC+nnY7vI3h05PIgAAIABJREFUsQyCqW/jP7wwx05g4688upl1A3DQQwcWLL17QjihWIemOZWmmVTIjXSx55WMOzzTCL3lkav4+9+qOBiJagcwVuQ6qB3AiwSTRwNCMfF7GMEMmT1F1Jxqack2q9figy9S1A7howSoOkrWbnlq1njKJTdaBpEAb+xghtrdxR6ZD5BSnE/NGlpDzfRYlSKFh51dAWBopqaxYEhQZwxzJJKddPvcJSLPnVDuvcMYRH40RYxAC6bFeYUIOZg3hjfhaye5ep+TDCJzG+8eNwJlBIYmia8VzBvHGyEzRnA1Ov+kyBGQsmPEpuYEvga8kZHnW6V/EYKceDA1e2+dyZQb7jfmaRqIpGwwJml39qH+LnbJQhlpLUFBsoXnDSBTgfRArU1zlGaA3BojbNVSWsYY3CbmhumWB3N0wKf+Gpq8zart9yzLG2bIunLt+c2A9K9KevdMQaMrsEC17DSzLc7tWTuBg7e9+i6lWTHAGSveAPBmtVkKBsiNZEIY82agEX8Wk0QtNzKaAjlc+M7Sw1EaR3/lVTXzhlkBfJTaRlPK2FKf+1u1mgGL9PdhHveKWZgzRKV672XSjHXl7Cs9iB67NlF/PztAgEItXcTyzDSb7WGOUHvGKsWgzxkJxnh0FROS4fZJ//ol24Q4y3Xcc+UA722fwHvd/xx3Tfr3MiKGfZVmACDZymYwQWqM4GpYdulc3NPibOntcNZnrgA9KGMIUIBZy3VEvo/PGA/gD41H8LKveFnve00BwOnM+2XfaPoTzlihmmcnpZiwBK1gEE0OBFv7VN1buSxfk38BwEvhq/CScYjrr/323vdJ03udkkGCUIY3BvVmsEmLQnOeCdtF50E0nuxgzkKYsXodVpuvefcAgHn9CWTmCKM3/Z3e97mCeUM1fSGjFBFLQZ0RvDG/5psvgzd/+koahK3enMBSbkSqBcAorFsfQ3Pw2OY/IiPIBsiNLlokvoHgI+9G/rF/o32t3ebriKT8G94Uj+xQ/PM31vBJhde84S348W95Od766JW118mDt25qCgChSCrCXI2SyoqPOdAxqgckIcnUrDOyqXAsUy2O8MHpt6FuKW4n5TljU8kggha8kZKbewEAizv6teSny8NQrHl9LY2Xz4A3M6G/Pt0AeqzLpobJjSR4Y/kTzI3JIKmKPHh8iezDLfW/icMqtGeMl3cCvo7VplYaC+6H679JYYSwNcwbaWJqeVHH9NCZ6clIW3f/IQDQHrpRnwdvAJ44BUDJugGA1ub+VqqGQHreGG6IcMI3fwkG9L5HNK90dA0NLNiaSWtTb28qCwwzBZTrYHaIaDQDZaRjpPRWufSPqOwZdshiafreUw6qtdSsixSV0kJVk80Y7DZDTnxMZsJkW3NglQwiJ9pB6+9iF3MlqwAAzA3Gy0PLkNMtzQDAqGIk8HF1Z4qcOWCaSOe4qDFGBuZN4E74fl/rZJJC3mK7WzBWAvnc1ByQRJPiBiPEJNLq/LNkzlPl3AmIEyCFB0tjfirBAnsL5g0IQUJ87d5LxXVnexEKM4LXarxlYjll5f9OuT1DpGlo6SXv9Qw+TI1XTC2e+YbLTdZlMEBfxWWDEbJlmmW4jz3McaKQ6bQShNqSeVMZevCmoQw+y1GbAUprggli5HV/U57XXFZYWnwfkclZVMVGZQwOLsMWHAZ6rAKHYTvXNuW28Cli3hQ0EN5FiZqxskkOPbgsHy6pwVo1cC7Pk4URYcwWKBs1SGKWUv41QxtxoMTJdCamOXK4a/Kv1z+wg3/8Vx/BqzWgB7N9GIR13lL965DydN70d2DAgHUAQOIcYNrcUXq5MCH/slcSY195OIJnGXj9AzvKz4MdwCM1ykoXq87XsbOzizkL9ZJuwSDyxfnbnnLWZ3K7v8mWctJV8Gbs2fhH03eifOSvKz/PkOBNrt5L5ZDZ8cfIzYnWIDcXIJQl2BTj/fv431GAHmVZcFWFvc5C++wbfg7H3/huJcBpib6w1fmmSbayP0YjGCuq4IIkWfD7TlxXweQAJbNhJGofTu+Mdw8AXHnbzwJv/39BNpASZHVSaI3pfZVJ8GYCIpjzmeYeiegCpZB/EUJwyziAl6uH4jbNURvrz8LxN74T2Xd8CAj6Db3dbrCkeUYXGVzSgDpj+AK8oRqgdlNZ+pcsqyxLPPfcc0jP0KIff/zxC3/wn/lqKzhfeB+q+7+llw4GAFWx2RyXukvWg3n6eRh1gvrg0Y1/Qxo66RBWAPA+/oswiiNkr/nvBy3j9PYL2ANw68bncV3zWouWSI3zBzzqTUDKBZwXPgBm2Ljyld+Av+ScN6OTJo06ZBJthUBMjpxMn1QEAIkAb2btHcSMKX8T1DkaZnRu4rJ29/iB5CY5wPd+5C7sf+YPUNQtHr97uvY6yVjRyY2qhB+ai/EDQP5+ZANSl8oVP5n85IuYKl5bV5uZNxK8Oc6XD9mNsinxELM1U1PpL+EGI6TWTDvJBXjzSkFw074bYa3fmFxWnmuwZxK8WVnH7aSCZZD1FDNwo19Xk24kk3RsfwzX5H8znd+G6mhplKdoYCDY59OHWhO7yySr4Ax4czhycZLVStYNwKnJISmQ1rQ3xroDb5wIk9EENTNRJsdKNxSrjtHCALMjpOYEnqaZbQXzxtjSP4LaIULkyCmF0RNt3TGI7BA7oYcFAtTpCVTh3VJ3Tp0xam8Hu8kRTrIaO0F/o+Oy7cEbabJe5zFsr+dubEuYaNGYASZRhIy5WhBKRj6b/hQIuYnpR3TMG1ah3rIRsjzJelT/7kadImUerk48nCLSMrqyLIFLGhjeFJ4Ab2iikUk2JUpmwbEudPwAAPiug4R5WsYKqVNQRuD7ERJj1PmO9FW5ImMDgDmZwtGkG7GG7yHmNuANgAyBNlkO4j50/Ain1ghBraauS58GaapfuTNM0o8r30OlB9EWnjcAUBJPa04uQwJMN0JmjRGW6ulnUtQYIceJAKHMaB8eqZEkcwA9KTKXMJAGhNGvRjZV1C1C5GjMALU9xixNEJdN714dCwZRZYmzT8DZaYaKjXoZ42UAsHw4pAFra2XTZIhrL7NnmLUx0rLFyNt8TzYthd8uAAOg7gw04ve6rZHpWLREvSWDSEpimjLr/CQ2lWRAx/417MQxTvMah6P+z5TyF+bvdH6Bo+ommpb2+osYLQ/r8FfOlQYheK3GuB/gwwkAKPMYjqeQignJqj29BrwEZIsj9K8acKpT5MTvfOmq4AqupJ/DnbTqlzWLs4O7At4cjFx88L/7Oi0TSq6jyGL4ruI3LRYomI3IDxAbI9iVZugs/PcCAd4Euxy8Kk9fAPDVG99SCda5eabP+KW/ru9FpWRMpwCQYJoTzJDbYwT5Z5SvlwbStvCc9EQCmIrVVUpj/TPr+NqH+xk3six/GHjTiIGN7U9RejNYhKLJ57CCzecZCRpKgIQYBm4Z+/AyNejB07/Wr2/p6aIqNxgGekgjbMufAILFli/uANc2/1sxxjBmcedBBACnzhXsVeo+zKE5Ymt3/T9aHpjmLOwHEVpGtIMlGYJCvEk3fMUAo/WzNZh58773vQ+vf/3r8Za3vAVvf/vbu/97xzveceEP/fNQ9NPvxeS93wPc+pjydbWUtjjnPW8AwCgXsG4/DQBo9h/Z+DdkKtCQdKPi6V+F8ZGf175OlgQUvFw9QQE4IlltYN4wdwKjPIXz/AdQX33i3EYkS+r8dQa5MtUAAMaFPqkIACohZ/FQaW8EOUU5y4CgAlUNXvc9+Ed/5VFcGbmYFw3unm6WvBmahqCSiPc+j8erF/p/41X6XD3Xmc/JJn793/tg5CJ0TPzsh57DJ2/y73iUVTAJ1lMRTAcVcbRyI/lwcMMJCnuGsB2QsFGeIkGIzD3ApNWAN2LSeDbyXII3H/7CKd77zE38+h/dxNM35tgLnXMHjcoKtR4rclrjBGOEE745FxrmjVnHSEnY+WAwXeRwk6NmJlxnHUz40W94ED/3tseUrBuAMz0i5MgqhTFnvTQd3ItczBGi0SD3Vh0jIyGXOdhThI06uaUDb7ZshJgTwSQMed7/m8h1GE6A3dDBnIVoM/W9Kw1bmTsG83exg1gpN2KMwUF9LjVraEmKtYr1uJr+tRs6g34PGR/M3AnMaB8BKbGI1fs7jzzfErzpzPTUe5bVpMhIANcysEAEU6Pz77x7gikQysZUDd6QtkAJW5uas6lMgyCFD0NrTp4ghQfbMjjTQzM1leCNJYyzE3OKQANSL717Li7/AoDcCGBrmDQyxckLRqjsMSKmmU5KfzKxjtbdwQwxikovN9oWhCoGJMtJ+Zfl8XWMNGaTZbbgMchiHe6YX1uVAjyXbMFtQSjuFaNm3mQVT81qrBCNM8WMcPCmr+KywRhZ590jmTd23r8Oaby8LeDMVkAPVUngMPGuaRmMi7LBlKSd/IuGHLwJy9vK5wj3G7sceFNqGBJEAINleB0zEisN0xlj8IQvDvVmYM4YlRngCjlWmi8bTb613xgR69AxPUiVIIGPyYxf66XGc8uvT5CaS9YPja7iCjnGzbifdbV85q6fGXXADbAiN8o1w9cqRgwfoWMiM8ZwNHuvTHEyhAQ83BXJWfP+JrsVgJ3prfsNEUK0a5HBKfI82FcSFPSjMWpnirFmz5IMIm8sGn/LwwmZwEn7z/2ljIi29UbkZ8sJxJ6iAT2kN6cbTQHBplGxuuSZ2AyXLJO5fYBR1Q/UMsbg4zx4M6T8SFzDmoGMBKGccAJbeAtWivN7kafwSdUxiAAg96/igN5UMo9cWqAxLv5MNwwDCQLt2aQQZw3DG8OyXSTMH5SSd+7zhr7wXe96F37gB34ATz75JD75yU92//fMM89c+EP/PNQLz30KAHDj+U8rX9fI9A53fZNZyqZiWLeeBjNdtDubEUSJsA4x+i0Wt+DXx4Ni7QCgEgBBqInmA4QhlXn+oqbOBObiBVhHz6C65y/2vt8QIJSOsZKJG/Imm2K3Vd9ostoVGnJ5oqb3kTpDAQf+mUa62X8U82/+pyge+y583f07+N//q8fwL77jcfzN196z/gcsDy0MWJqbVE65R1f570pjvecN8iPUzETGXH1ygGDemGdYHoFj4p++jbO4vvtffhS/+clbuJNU2AkdGGcebIURwtEwVrqHWDhB4+1gQufayGy7miMzR6i9PczYHJQqzFhpDRP0HHgT2CZ2AhvvfeYW/u6//RR+/Dc+hae+uMADe+cfEJUZIWCZ8iApGV9eEGE0kc2AGoyx6wUyYwQ4EUrYIBqvGNKWKODAtdavrWsTH/cNSAqBE8EjNbKifwLcJen4EfYE6EE18haniZGbfA+qnRlmJMZCYQjYSPBmy8aUDDEF7ORfow70YBrDYqde8LhsywMJ9rQmpm1TwyYtYG7XmBqefu+VB+LWirAT2DhlIWim/j0McaBi7hiu8FjRyY1sVm4tpZAm67q0KatJUYiDS2KM4WimplKuZwWzDvzW+SnxyHP73F40tFISwG7UzxCzyZATbq5f2mP4VDed5L+XHXKwILNniFrNgUqw7JxtQQ8SwNEwb4gwSrUdH9QZI2IZwPplEXIdjpyqBruwCEU87/9NpHePvSVQWxk+HI3ciAqjVNuL0DpjjJEq5R1yUCWvW9lItIqkw2Vq1nZ7VmP6cDUpTVndIiQFqBWCejNMSIJEsY8mRdN5QgEA9Tl441WKxry5PPMG0IMedpOCwkAVXMUO1M+DRd5ggoSn6REC6u+BwsQ+OVkLFDj3GaxEu+U6JOhRappsIs5hzfgeTJHgNOv/DbO6xZjFqIwAMF2AEJTeoYgL7wdvrLbYGryRrHvJFumrDrzZ4WeTWnE2YYyJRKAle8Ic34UpSXE0Vwwamhw1TMC8+HOECJuBSvN7GFWCmAWIXAuFpQfOrfIEGbxlsuWIs5ONpP/8uzReVsfNbypbAD460APlAiWzEfghqDuFh6qzXNhUVDCIwsmSGXhq7iNUgB4SQDLci6/DFexKpgE95DPfCyYwBUCWKUCPLoJ+tGSfpN4V7Lb9PWJdlVz+1TO4V5XrBoMYK604Gzr+BG7Ev1ujSE1NhAUF8Zfsnya6hhAFSkV8vcdyNNaWAxnia/vCOllhXQNYkBFszZBsUw0Gb+7cuYPv/M7vhO9vt6g/byWpcLXGubrp2BFnmDcrsinr1tNo9h8GjM2U1WU8qj4+MKL8Aq9vfkL7WgCgAiDYafTgjcvKc74kAJ8ey/ji+u5+8AaWhwZG97DtqyLmN9ZnjQfgoeo2RWWly0NdovGKMdriXOQ5AIAQVA9+a/dgI4Tgof0IkWude11G9B4r0rjNnxziFCOYuf7f2CyOsSBj3MIOLM3ru8jzDRvmKw5H+GfveDVeeRjh7/z6J/HvP3sHuxukJaUZwtfFUlYxSmYh9AMwfxczkmChOCABgNvMkZsTIDyETVrEp4pJo5j8nqUlEkLwr/7Ga/CvvvOr8at/8zX4P7/rCfza93wN/uFbvvLc32jtCCNkysQeVibImIvQczGb7aBhxhrLa/M6YhTmCCAEC6L3+yFNgepMNOpFSk63SgVYIB/4thdhL+KgBzSgh9cmKAV4Q70ZZoiVcbX0kqwC4sgkhP4HsgQ9TDfETmBzfbwGLHDaJQhljfYxIjnmSf/1W5bi2tqygVjGWKrAG+FrZnMG0QIhoNH5W7U0/5zAiuRhXWdiWm89xZZeMTqTdYdmvLEBUFh6Y1np3eOGM8DykJIQXqmeGBttyQG4LSsngXbvNZsMOfi1Ww9gerRir3YFeFO5HKRWv6lEzUw49nbx7eWAZDmjTnljQwioO4FBGCoFA3cpceXrMASgls37nyW0vZz8qzYDuEyTjFhJ4+UQrTtFSEokCoBaDj5ssQ4JDKrM8qX8a5vodgBoB0RTS+YNdULA38EMaubNQjBvILx74IQoDR9BfdI7AJHMm7Nm8UNLsip0TbbdZiiMACzYEWB+PwgzL2pMSYLGEeswTBTuLq7guJNkb6pNXnZDS56ZGw3oYdYJGpgg42uc7bnoPy+e5jVmJO58MAAe6XyVHON20v/bW7RAucEyYEjJxlzH9LCaBBkCRML0XpUImdcUE8SonCWrwJtxr5j8qF+SaAr51zYl11FrQEGzjpHCh28bqO0JQg1wbteniI0VgZjlY0HGyuSsJRisNove+HniPVQDehh1ghg+l0SKRlvV9EufOwksAEDiHmKm6K2WthrqxLJNJZ9VOsYKEXK8MFxJN1KAN41Ik/VWwJsmvAv77ARFuXnP7uRfWzCIiGEINq1GQtwxoWYIBECmOr/nAoQywuU6jCkfxJ/e/Hzv+zwUa9HtF6mcBNrU2+rMoCgxx1oz7E01GLx5/etfj6eeeurCH/DntVyh/yMLNctDIsT2GWRVTmJIOYd15+O9kilgqQnURpAx2lH75i+ode6yzExGU2cd/bT3e2wwpAIAJhg11N9Ds7c5Rg0ABz0QaJHJQhr9jrjcKL75OeXrAcAq7nC2CoDiRK2nN5ocJdxBVNG+4pR3DXgjfq8gmuLE3IVX6FOa3OoEiTnGqbmDoFSDN7SWqVmbN5rd0MG7v/1R/JePXkFSttiLzjdMlRnBpzqD3AQpfLiWASPim+b8WM0SCOkClTOBOeasgvhIoTNtZLLR+cPRNLDxwG6Ie3cCXJ/6uDr2YG/Qpbe2lBspwJsqRQoXkWMicCzMEWkldj5NUFn8YZ9aE/gao1/Sligv0ZhKpocK9GjKFDUzEficmhwj6pJANhVjDAFNUNv8b7OAJ7eo5Ea0upyUYpmEoPheYvJl+RFCx0RCos4Us6+8NuFgGgBnxK/FSmEiXVcy8nxbrxhJsVaBUKJxdSLsBg5OWQRTkzZl1XHHIGJCSkE0qWxcWrjdtRX4AUpmaQ96bpuhEgeXypog0BjLSu8eeRBZmDMEGo8rHh+8HeABDGMLrsZ9tu4UI5Yq014k40umntXuLmZYoG4UZqlNubX8CwAqUy/1NNocuZQqC8+lPO7/95W/hzfir7VFgkuhMlq/RHQ7wMEbj2pSmiTLzht1QEahWodMevGXZwsAMBSsLmm8vO2eRS1fG4Wc1y0ikgN2CDPYgU8qZFn/PcVTszIQbwkW5PYudnGKtOdZJcEbncdCX0nQo9aAHi7l97oR7GGKFHHeD14sigYTpKDuch21f4hDctIvN6ItbDTnGLVDS4JQdaleh92kyEnQPQ9UcqPTvMEMyZoPBhlfw1VypJQbWbTYWrJqSvBGw/SwmhS5EWAUTVEzE1CY3p/kFXYQd4lAAODMuNyomff3JGaTodhgfTCkLKEe0Elv7SZBSkIQQtA4U0RIAQXz2q/na/IvADi19jCq+vcsKoyXHW8L0EPIjaSpfV9xECqAaZAunTRTMBhNwSBa9aCsgqs4ZEcoeoaKnZx0C+aN43icsaIBPYwqRowArm3CFYBMrZD/S9AwEOx0ACATnph7fHOz51onpbMvvg4AyAaAHkSwlYNwjGi8C8qIUmHSMYhWwDR/j4fHpLef2/wmxuCz8pyB9NAqjEB7NqGSQSQGE5k5gT8kJe9MDXYMvHbtGr7/+78fb37zm7G/v24Y933f930X/uA/6xWKSD5bY+IkN5lz9D7LByMm7JtPwqhT1H1JU1h1sdYcpPMTmOAH1Pb2J5WvleUVq3KjF+Ac9scAeyg3PojlA726+w0AUR9kM6I3aWxEPC3d+0pgAcS3n8Pkga9RvsevjvE54x68kn4W7UJtSGW1OcptExBElUaoTf4gFadd+kGI2/YuIs1EGgC8Zo7cnSFmU1yp1ZJEeW2dBQZXyzYN/NibHsLX3rezMT6xsSNEhCc09PmxGHWKlATwCIEr4oCTk5vA3fdtfH1RtxizBInzYGdimp/2637bLpZ6e1YfcyJEJMctBXhD6gQp8xG5FgghSIwRTAVDoqUMEU2QO9xAr7BnCDVyGFM0ptu2pqYw6FSZ6dEyQQbua0QIQWGN4Tb9YFpeU4yRorU5HdkM9zAlKU6SHOixxO6Ml7eUUkjGikofL5sL2xtxeYs1gtsuemffjDGENEZljeABQMAfym3af19J5iPZshGSsg2VKWAHejshItdETEI49RegyuRwmwUyyYSSciNNutEmX6ihFTgWEvgwdOAYy1B38roJojzGQmUALwcKnpQb7WCskewa7faR54BgrGh8tOw2QynkX8ydwiIUeTZHEM02v0EcqKxgCgYAwR5s0mIxP8KuiE0/W6QtUcHaCCYPqdriyXKqkiCUD8AQQEaZKABkcUYwfL4O6RXTKBpa1lSomAnXvriBNAA0VggfORTC2A68YXYAIqbYVXIM9MQkyCh41smNePPkKJiPtIug3xa84ZHOaUth9vymknmTOREsIUHgXhf3bnx9nNeYIEUczLp/n9LbxX52iuOsPs/qBTrZ1LZ71hDQo6UMnkjNsqI9GISJodlmQ/24bPAKkgLe8n9n0RUcHj+DZ/vAGwEKbrtnSTl4owNvWg56uCMZu6sCb2rcR2LQlXVYk2s4wCmO4v570aEl6i2fhbIxbzUeRE6TYG5EsEwDcxIpU5pOsxoPkQVurEhCmIg9R9x//rVEYuw2p185yGi1YFqCwuB7JvWmMMB4SuTKd12tsJ0jd2ZY5dBk7iGm8UtgjG0esq6kCV603C6xUAOm1dz/LQC6e71QXFt2dYqYjNYYEWx0F8a3Mzx7cozrB+eN1iWgZ23BICKGgZToGStmkyAjPhwAvrhHaKp4fgrg3F9h3jgzzlhJb38BuOe8vYf0czrrpTS0CuJr+0JSxUiYD0swXWMEyntE+oe646V3z1jEnjcnX9j8nobLv+iW4E1p6vtCqcjwRvwsUtoT7FdqwsGmGnzq+PjHP44HH3wQn/70p/Hbv/3b3f/9zu/8zoU/9M9DzRqOCoeFxoS2ksybMwgxIWDOCPaN3wPA/Vb6KghGHGXUMFbyFWq0P/+s+nuJCusjHDP+3eLbCrlRW8FCu9GQSh6wqnveoP28Qcik2DxG93Ln+Opo8422WlFzgsI7xG1MYSq0sgBg0u31y7LKAVNTs4qRkAAGISi9fUzpsZLhwhjDmM5ROzOU3gFm9Fjt9yMYK7ar3mgIIXjjQ3t42cH5KUVrcblR3xQQAKw6QUH4QSqY8mYgV/hzHGc1ZiQBvB0EMx7FWc3775NayL+2TQkBuIm0jnlj1BlSeF0ySKahK8ZlgxFZThtrdwcTNkdL+38Toy0vdW0NYXrQkpuxhg4/+Nf2GJ6CIbEoaoxJhlZQ3h3xAM8V03g5xbbc7QA125NSTwWDqOB0Xt8Th3R7jKDtj7HM6hYjZKht0dB5/HDBFOBNF8+65bXlCr8xFXC+lH9FAoSaKH8PYJ1BRH2+DlvDzHNZtbX8yzEJEmiiqRmPQW4sfgCj7hQu6q4J21SkXMq/AKB09zCjp2gU94hJK9SXYKdVVgifqp8hDs07BpEEC7JF/4FVglqdGb3wWMlO+vc50lYo4WwtkWytEAE04E2boxR7ryXSPyrFwVv6yTGb7/VyeqoCOEnLpZ7OliBUa4VaxopsMJgddlr/WtVAlEtjcgCA5aMgPjyFibQEnLdlEMEOOMhX9rOIsqpFgAKGG8GJeEOninkt8gQ2adeSXVp/H/tkjpM+2aq437ZlCw4BPfK6RYQcjRnCFoyVViHbnBcNJiSBESzBT3PMDXLv9HjFkHazHHpodUwPHejRcqknEWC+Sm40z2vMEHdJOgA3+jUI6/wfN34GK9BuKZuS6Uathunh0gylyffemIyVKU3zJEZIyjVJSBty8MbJ+s9a3Ltn22e6GDZoQA+Ppt06iEZuxBOBFqid9SFSHVzBIY4x7/NhqpceWhct2/HRMGPJmO17XZsgN/g6JHtDJTfy6jkScz0fzJ5ycHpxa3MP08m//O1Ajxw+zEazDhlWAWA01acbWeUxYgRrSXWjfQ5Olz02IRIo3sa7Bxhx+V8jAAAgAElEQVTWF1o176dk6bxi5L4cjpag2WznEBlzYcSbwZKqM5Debh2chaqTf/H7OhCAYO1MtbLuTTV41PILv/ALF/7jf5Zq8mvvQPngt6J41X+tf3FTYMr4DzBtbqOfjI3O4MreYKzF3DHMxfNglo929mDv33BtEyk8LVIsde0v0H3s5Z/TqLd5TdsjfMJ4CF/LnkRx3B9DSgRQQDewI+prr0Px4H+B6r5v0n5eaepvUibootfveQgx80EWag8bxhim9BQ3vcdxlO/C1cRX2m2BypgoX6OrxorgMzVwx5OKAvjgEaF7J3N8Ia8wCTYfypKyxRQLxN4OGusQ7rwGzU9g9MXt1TlKZsNztpcgUGeEiOS4WbXY7dmvpDYeAKIZn6hUCuPIkyTDYySDEcww2eXgDU36fxO58Z+NPL9IEXcMlzQo8v6Dt9mkSIjfGaWW1hihQpp2mlW4FyluuhIs2MEOYryQ12uR62ufQUueyLFl2TL+UQEWsDpDxjyELgehqDtBWKYoGN3IfFsUDR5AirkAVFxJL49V03jZCG33m8gkhFaxZ7UV9/MIXX79tu4EVtlwUHLD5CMW1P3akfIvvUHuZSPPvVCaAqqYNwK8kcCbM4ZbFDzytwdsCYQczwcA00VmREq5EaMUHqm3Bm8IIXrWY1Nw43B5cBENTp3cgT27e+NbrHqdIdH4e7hO5riR19jtvUcq1FsaLwNAI8zJVUdWl2aoHe4BIRvOYnEE3PUVG19v1Quk8DvfOUswVgoFSG3QEjXs4YeoM9XaEWdx9Ny3AGDTDJVgEFmhBD36D95mHSOHB4iDty/AG6JidbUVSthwt5R/MTuATyos2hpGTzS1jKVmVtCZZjYKFqMpwDTqLCfSmTVDVKrBm5JZ58ziB1eXCpQCweaHYVEWcEkDwx2BiOcyU/guNGIQRbyVpi48wD75XTzZI1uVxsvbMm8k6KFiemQVl3+19g6MAaDHIq8xRdJ5fwAAGd+FCcmwSDbvjdLLbpMcekjJMzPVMD08mqJyQvge/z1I0b8O7nmTgIW7HROqjfgZBQrGNvd73PJZ2IEeunVkqAVzITPH8Jp+8KZYiFjqlcYUto/UGMFXnGlsmqPaEoSyu0GGfh2VaOJlVHS2OIK7f77HKRqKGWLc8s4wIkdXsXdrgU+fLjD1d8+9jzQZKCPbmZMTgox4WsaK26Y4Mvn+KRkrqjTMoJ2jcCZr8e6+iD0vjl8A8Jpz75HSrW28ewBhkKthrDhtitwIMQXguS4WLIBR9O+9dnXKPYdW/ttYgDesxyZEDumsLcA0QJre69PxchJAfkKq84oRfWQwWTJvTNPAl4wDeNnme72UdgVbMohqK4SvSSwkZYyambCF3QV1pxiTDC81NSxreC93oac1Ywwf/ehH8Ru/8Rt4+umntYkzf2aqLeG88AHkH/nFYS8XEXbP033ssmN+SO8rAd64G5BVeTDhZsX9Bw5CCFISqKemAKoF37SfMh/GmC2U5n4AjwidIsbR+FWgjIAqtLKdPnQDeEOjuxB/87uXUzLVdzRCLTJJyjkWLMAk9HDTOIDbc6PJSvICMxKDBfs4tfcRKbSyAGCxAvW28ZWiGitEqEk3cpoEOeFbjTHixr1HR/3NwO04wxQpSLADY8TlRqnCfI5Hnjva+GlVUWeEETIlY8VtU1RikmKPZGR2/7W1ELpgK9yF7Y+Qw4Wh8POQzJttU0KAVa8YxUNpRUoBgOuxab+MJE4WcEjbNX8k3EdEChwv+ht5k1aoL8G8cWSCgMLckFSpkE3xtpH4nJosNcFnK8lzhKRc+i74Um7U39BJsNbZknnjdAe9/nWwjkHEr98uja6HCpuULcYkAxUSHSoO65ZCStE1Qlsyb/zOK0YhQRBAWzeZdPn3Iz0m0mVDMULaeRABQGrNEDaKJrC5nIkpAOQkVB70lsbL8uAtY0VVVPEF92QRTTsLDjAmGU7j/t/dYpcDOBs7QohcmbrksQKNYN7YYh2lgumxOp0EAE94dTUKkJrLv7YHzpmj95BwaY5KNI2emP5ShTk5X8cS+DQdHyk8mIqGlsu/7K3lXzJhpFT4dJlNhgo2YNpwBHjDFJ4eVi2YNyvgTeHsYMrmvab07JIeRKRLBVIAzitNChUNJ1EAStIImznLYZE1OsCUpL1G613S35Z7lt3JdPrvdSn/au2o20dV/hGpeIZglbES8nukXWxmrCyDCLZlegjwRsOQ8FmGWqR/AernwSLLMSYZzBXGCo0kY6WfeeOiRLvlOrqzf6VfRytYj6U1RqAwi6/E4EVKxWQlzj6mzZ1e5qNDN/tWDilPPNNVz0IwKn4P/lpbyo16GCvzJMWI5IC3PqC0phx4j3vOv0adISduv5xXUzn0oIdHU1RCQhwIxoqKZRfRBUp7nUEkQY9mvnkdTABIrr896GFrQI/V8zsAxCSCpWCseM0c6RkGkeWFOMEYdrq5F5Nm3OZZhcnAqqwQrsY3zWkT5Mby7+fmGL7iHjGLY8TwYdrrZ41T+xCjcvPgvRL7+7byr9aOtFJos14gIWF37TJP+imp+9azNfgp99JLL+Gtb30r3vGOd+Cnfuqn8Pa3vx1vfetbceOGurH+k6i2bfGud70Lr3vd6/DqV78aP/RDP4Tj42HR2JuKxhz02J1/rLcBWq3kDqfAfcLi/jASzNlYdY6MufA26MnlwaRWmBXL4vQ4jVeM0GMe7T4BACi+pE6cSo75w8rbuRe3MYGR9K+jc/zf8qKWVdsRfJ3Ov5ojJiEMQnBqX8G4UjNcTo/4OszoAJl7gFmrvglcWqDZcvogqxWMFRXo4bRJRx91JvyAkBz1A2SLk9swCIMV7cGeXBOv14E3LrwtD6sAQNwRIhRIq36HDo9mqMU6mDdFCwOGYpIrp0LuaAcgBCdkBrfo/02aSiaybQ/edF4xClNvu81QrrjIM3+KMRKUzeYmMIv5oVwmnsgpV6KQUti0RHMJVkHnb6ViejQZMniIBPPG6OQUm5uIXEQTSuq+9I+AKsVNxiBvCd54nU+XArypUp7+JXwfDDHV7Ys9j4sKY6QgAiRm7gQtTKWUopHGy9uCN4L1aCh+D5m+IQErSRXvA6HikjOI2pWGrnB2sYP+xrQSACfb0j8C4NRkV8F6lFGdMglRykJyBVXcbeO1A5U0NM9O+xshi1aXukeokASpjBo95F0jJEGPRgXetGmXYgYA4VR4NqQK8IZWl0rNks//Iu0HY1abLT/i1xXruT8AMTAw15/RczJResWQtkLJbDhn0xeHli0T8vrvEbvNO+mt1PozxfTXaWLUsNdYG7W3g10S9xutCxBqW+bNkJQmCd6Y3ghMgAUq3zRphE1XBlvOmA9mqngzQ0IyZrYFb6S/IlWABamIPGd2BObrQfBaMA4kMA0ANOTrMNLN5zMZqLAtcC5BD6ZYR0MZApajtSPA9lESF44CTKuEDwZb8V+hgnkTlDc3D6QZg49yaxBKSm+hAqEol+O14l6qnKkypYmm0ox1Hbwp/Su4Qo56E8D6QkeGlBOI/VGx75I6hQHW7dGueIb0GeSmomEl4Tq7xp+tMlbOF0/NusSzkPgwWzVY4NMMjcXXMQpHKJkN0rNnUcYwYQs0Z+Rf5vgqKAjMvt5KDve38O4BgNIItIwVfwWEAoDEGMNRMFbCZo7COq9MODL3ERSbn+u0YxBtB940ZqjtC92VfgrgXjGhYvhqV3PE5DyhIPWuYr/dfIavJQi1ZZ9L7RFCFMpwBLuOka4MiqSyIlMMyTbV4K7vJ3/yJ/HII4/gwx/+MD7wgQ/g93//9/HYY4/hJ37iJy70gX8c9Z73vAfvf//78Su/8iv44Ac/CAD40R/90a3/Xnoimn9QGC/oPXzyI76hHE2/CgAQ3+73ZDGaDDmcjZTkjmp+0O93032moY9HpYJp497/dfx7vahOnIrvcGDAnV7FHbKnlBtVhTD+vAQ7AuByo0BDK7PrBRLCN7PMv4q99qbS+0WCUPb4AHVwRZuc5bBy6weYLOaMMNJ4rPhtikps/pGMcTztB8jkg8wd7yPc5VrZUvF6o8mRM2frSSPA6dw8frb/oOCxDI2UUhCD67EVk9xK6Jv9MW/kYmsHfq2Xtmwr0QEAy5ceK/2buUszNMYSvCH+DkJS9jJp5DrskB/SXbGeXBG7a7Fq61QKgINp4sN7X2M2GVK29LxxxPdb9MSxS1BHglDy4GoofkO0XIJgmds1Qh2QoWALkjpdY95IsCDt8SbJswVMwjqwCoQgt6aImn6PFSqurW3BG4MQZBrgvCljtIzAFU2TJZgefU12UjSYkHSNqdh4O9jFoje+velMvbe/tng0df86KmGSbbjy4C10/olC57/i3QMAjjAoV3lcWazaOvIcWDJWWd+9zhgCVnT+bN6IX1etAvTw23htHeF0n/vMKdirJq3QXIJ5QwTzplZEf68yiIJoioYZgAL0cGmK0lg/QCfmBF7d/x7SVqiJtXX6YrcOhcm61WZd1LIE0wxFIptzBkwDuDfULpnjJO8BbyTzZksQSoI3qmjqVoDRxB11TA+VN4lcI1tJaSKRAAZ7wJumvhzg7AnJF1OABVnVIEIO4kYdmG+rJGmCJcW88+CNk/U0QhKE2lI2tQQ9VB5EjZB/8WslNafwFXIjyZxgKzId5oxQGQEO2BHm+QaPlfZyDCLHDUAZ0YAe/Lqigo3ZulNMWNzbBEqJGzsjKWoj7kN0qyc5i8cgb7cOw3RRMxOG4rqSAwC5RwfCLLbpkRtJ3z3rDHgT7vHzb99g3GzzrVOzAKA0PDVjhTEEyNCI68oyDZwigtlzjyR5gQnJuj1h+UVtHJMZvB4fIqPO0DAD5pbP9doM4GlAD59lqO3lXpqZY+U9ErH4HIMIAGLnCqb15j1LShudLRlE3P9NB6Yt+ymAe8WMFV4xbnOKxDgP3tTRNUyQbGS8SgaRsSWDCE4IgzCUigGA3Sy9lADAivRm2JtqcNf3h3/4h3jnO9+JIOAHiTAM8WM/9mN48sknL/SBfxz1y7/8y/ju7/5u3H333RiNRviRH/kRfOhDH8KLL17csRkA8pUpYfaZ92tf3woKnHk3Z7hkd/q9YowmR9ETSy0nnM1+f9KUrNIIlVNTACDZERYswMsffCUWLNAmTuUnfGMMZnfh1N7HqFL5koiLeksjJ1lURDqrDC3dZoFcHKTb0XWMkKNQJGwUIskonF0FBAVWFRfusBLtJSbYAH/gu6RGrvBYCViKRtBHI+H90i76m5pCyN7C6QEmexzsoQodttEWKInbebhsU6aQqjSKSOeA5WhXNs3MmqrZDmLKIpvY3NnFuFFIW8RkzbwEeOOIBAGqlCAUaFYMt2WCwOJ086YpQQ9fNBuh8I+oew7dAGCzEu0lWAVSsmIoQA+rzZHD65oUf8y/X9oTY1mnvHGTIM+y6ej/DUnDp9hbN3SmjYLZnR/MxtfUkkHEQSg5pcsWm9dRiT1g1fyzcGbYJTHmPQ2dNF42tmQQATLGsv+ARAsu/4o8CaapGStxUWGErEtoAgAa7GOPzHHawypopKn3lo0QANQak/UqXQdvPHHwVhnLBjRGaS1BD28i5Uaqe6RGewnZFARYUPaAHm2VwySsk/OEUvOukOn4NEW9sscZpo05iWAp/JTMSzKIpA9KlfWDHj7yDoRybRMLBEoWWEATVPb6FDe3pojafvBGevdsW8ST4I1iYNLmnXeP6zhImK8Eb7w2RnkGvCHBHnYQ4zTd3JiStkTFrK29e6wBkc6sWpEWmi4K4sFVAGPSu2cVqKWB8ClJe5g3ki245fNwEOhRctkUcSLAdJGTQPlMl4yDdeYNv9f9cvPQQBoNy+jyi1bH+lSCUNx4WbK/CnuKqJ33WjoQsQfQVZkOIcj9Qw56JOevrc47aEswjRgGl44rniGdsb/Ye5k3g0tqpOnma1H6+tAz4I05vgv7ZIE7PQMpnxVby79ACHLidf5VG18ivfrEHh1OpJ/S5murSiRLez2JiYz4eZkkm8/Ldptt7d0DAJURwFEFjjQ5LFBQZ5WxMoLdw1iRZy9pmr1ap/Zhb29FmozLjrc8Z9U6uRFjCFm2dn5XMVYoYxizGK17Hrwpgys4oLc3WkVIoFgO7S5a1A4RsFzJWAlY1vVTANC6M0TI0dabnwdBM0e+gUFEJpzVdfqlz5/736TJ+7l06KElevoiUcjS2gTFyrPNFuy5usfUu68GP+Vc10Ucr28IcRzDtrd/6G9TcRzjxo0bePjhh7v/ds899yCKInzqU5/a6m/WoqF+ht6D4Mb/p309iW/gmEW4/gD/Do3CK0aFENPgANSdop0+oP3MytRsNuC01xOMcX3m41lcR6BJnGoEMBDtXkfqXsFOe7uX4dI9iDXJRrpizggBKZEX/T5BfrtsCCwRUXf80ud6Xy+b6WjnKiwpN7rTA94wCh8l6CWZN5IhUSpAj5ClaKRmP+JTKiiMe2W0nTM6wHQU4ZiNYKT9rzcFeHOZMn0ZTb15HbStEZCy82cAeMMctae9ByTaHZCEnMfbx4yd9voDMXFYtS4hybN9KdPpaWwYE43Qiq+F2DSTHsaKnNTLuOgulUPh92NfklUA00EFC6ZiSme1GWrT64CVUIA3ec/mT8XB2xWGpzBdFEaonMYbtER1mQYbQEbUjBWzyZAxF5Fg3oRjfqDuS6aQ0zvJhAI4Y2WHLHqlFFT4LliXYAwWhq9kPdIqRQq/Y0LJiM087mEQpXOYhIGsgDdGuIcZSXCabt7j6+ry4A1nPfY/Q6TsRUoQRxN+vdMe0KNpKSKWoVkBC/ypMP/saUwBcY9sabwMAEYHemzes6pCmijze931QlTM6pWxMcb4Xn0G9JiTKZyq/0BlsupS3j1DpJ682RKpWYQgJWFvA8EYEwODddCjdGYY0f7nlEnrS0W3d6lAinU4rEC94jcWK9bRtBThim9G9z2jfdikRdZzX8n0r22ZqJY426iMfkm17guVGSP4jYJxJAy96QrzRoI3Vr75OSJ9urYFbyTooUrTKcsUNmk7oDY1Jwja/mvEqs4ziDhjxccOPdoo97xsiqRhmMiY2/mvbaqkqLgXjziPVc4MMxIjLjenFJkd6LHusdKGV3EXOcLtDclZnYxuQ9Lq0MqJC0OxjkoMWOQ6pM9e3OODYVcnoCBrvwcAuDMptz/fkzSUy782JcYOrRyecpAhPZ6kv97I93joSA9bUJ55/ck6eMOcCCkCOPlm8OYyqVkAZ6yoQA8pd1z13EqNfoNc6VdihOfDRTLvEDvt7Y3nZbPJLiX/aq0AvoKxwuocNmnX1qFirCRZiogU5xlEANroGkYkx+np+YGGlDB7wXaMFepEsAjt5OGbip81Vv6+YGBnPUPLiC5Q2efBG3eH95TJ7efOfw8B3NtbglCGAOkLBZvWpwnKFZavPC+qPCg31eCghDe96U34wR/8QfzwD/8wrl+/jhdffBE/8zM/g2/6Jn3C0B9nJcLkLYrWL5LxeNz9b31lmgTT6fmN60siovXfktfjfyz+BWpyDEyu9/6dk/ImbmIPjz54HXfYGE720sa/CwB3WIGSeJv/96//2/j/qXuzGNuys0zwW3uezhgRd8xMp9ND2m2gcJXaVZRNVTUN3Wrx4gcET0ZCLVkWPCGZ4QG/GGGQ3LIlQMgSopEaqeENtV3q7sJSgQw2Nk6DLTsBp4ecfDPvvRFx45yz53H1w1prnz2sdTJu7Ch18ksppW6cOOes2Gv41/d///fV/+5/xXL9xhOltgK4RYLl0oOua9L3Oy832OkL3Fn5+Lr7DN6efRHOwlWiunp2hpLqePptz+Dl+V14UQbDKVvNhm6EhB1q/nKpHOtlwuR9+5aeYbmUuyhpTYTKXmG59HDylncC3wSq8AdYLuVW5HrOJv3Jk0/jKCmBfwCa5L78e/KEhtjepHFc8IqCiVT6PnnBkgrdE38vDzHxYBdnys8VwoezG3eAuY+XtDXc/FT5+ojmKFVz65LhnDA2iUnl44j4Rm36++e+84+xCr8F2CaW3jjpF2Jo85t3AMeDsbiF1XmE+6TGcjmmMd4n7OK9PJowtxpWBTSbWL4+yoS1RXrz9mfkNrto0nIr/VyNJ96zG7eBpQc4DLE38gvl94xpAWK6k55JQjyYjfx5AEDZpKj0/fylT3InoEI+Dr3ie+bJLTYOAIm1xCzewvFtqeC1QQsUMHE8YRynhAHOqnHsmhQplrh5zCy27zzB99wylI+jZuM4unETGv/5ZnaC9dnLeFWxJ5oaS+JXE+bWy7qPoJF/JwAoGgZC3T4OsFx6uHGHAxiq58FB+GB9sv/5yRPAPwEoNlhKwPwLg1Wk3Nns6nPLmcEKSywDXbpGQm73PF8fY7n0MJ+7yKgJo9xJP/MiKTAnMVJ3tf/5jCVGdvFI+T0zFCDm1fctd3l4761CdlbZwaL9+ZYEMOtI+vq0qGEhxsbtz5EH5gp+tVF+z5SWaHT7yuOYr48PjqPIM1ikhuHun/n3tBlsxTiysgZBgthd9H5OvWMstzuQmQNNIkq8owVqzbryOGYr3nZDCuV72FyXRPz8JRLAUYyDzasEjX3c+3l+i+0PpJTvvxFKpDDw1FFwJfHl9IjNKwO5Ms8y+IUvODoGlh5OzSX8TL4+AKZ7BwCLGzcBnZ+VAVsjTnkuHwffsxarxZWfSULtdhyyMLgXqb9cI1h6OLWXCMItFgtXyrYUGhmBOAt5pO5N3CwfodB13B58Vq6zccwWVx9HRGyYNFP+vnnGLs3OjO1BiX+E1cX3UZiG/DzgBYvZjdvAvDO3jp7CrQf/hG/WdPR7zZaNww7mVx7HQ+LAbNTjOHud7b3efI3l0kNwxPWEKvnccssNEm02vjs8wdz0tPTBeH9Pc7ikgOEGVx7H65oLiz8P6RnyA7Y+nMW6/dlDEsBUjMPgz+PmE09Cm/d/fmqdYFY8lP7eGU1RmVcfx8umBztXP4+Ys/usYH+2vWwtMC9+IM8VuXDu4uT26Oevze/i1vZLSGwT80G+bDYZMs3FrSuOg9gz+DRr86FhJI/YnULvjIN4a8w2CeyZ2bMDB4CIi4/byxujcXg33wK8DDTxfSzf+lTvZ0aToaQ6Tk7WV2IRWbywaGk5lsuT0c+rPIVNSuide4izugG8CJB6i+Wy72RGKUVOQ/zAW4/GceMuE5EmxfhsN8HW4er4+Epzy1ty0fQDa6ShMc7s/Zmua+xvaSjWiCouDd589KMfxSc+8Ql85CMfQZ7nsCwLH/zgB/HRj3700h92HeH7rOIxBGp2u90I0BlGXVNsNmPUuN7exzmdIX7ifwDu/Z9IvvVfULxHbRnupvfxinGC4yTHKTmCHt2Tvi/ANG8S4ih+bgDaLUDxu90oNA8eTbDZsMuQ7P2c8gIb/QY2mwRR8DbMsv8Xp6+9DPg3pO9JwtfxiCyhhTkqj11+H7z4HTh33jN6bbRlm2xZm8qxXiaE5sjp/QewJdQ8UIolDVEYATabBNaMJWzR699Tf274EClsRIkGg1N5k4cvS19P0kc4BlApn8nlQlQRd+en0ve5ePQQ7wRQ83EAQKUfwU7lrwcARCwR2ZQusEmwNY6xyh8qX69XKQqynjQOrWHjyLbn0vc5f/11rMCem/h5ba1xk2zxj/e2ePvJmC2jZReooWGTGkCWoHbYJeWVl16E/vQ7Rq8XLiV5pV95LCQzcAygjreo62b0PiQ5Y89dc9ufEYMBSeHZffm+wNumtoUNukkAamAJAyQ5U35PH0wHY8ozqYkLvYzk70EpVk2G0tqPg/I1lW3l36vi7Ua73EIjfsdcYo0QL72+xa25pPJTZiiJNWkcmeZCKxPle5hVjFx3sd1yXRouRqcaR87bqZLGQ9WZi0ckxJcehnj3elyJy2NWEcpycuWx5JoHq3yg/P0mDRHDAYoSm00CXffRUIJ4I1/rIXecazR//wwtrlv08B42m3eNf2fLksOiufoaKfg82Z4+xOL2k6P3iXn7YAV7/71IACSPpJ95b5PibYix6+xxAGBhBi1R71tzlKhw9TVSgu+9j87gSN7j0cNT3AZQYb/HJySAnl1IP/M0TPEsEpSDcSTGCrfS7yq/p9HkKPUJ46Bs3SUb+d832p7hrQBKrTMOLUBQ7qSvP4tyPIMUP9D74yitJRxS4vuv3cdsNj5zSV2ggHv1eUUZiyrZyscBAE6ToSAn7c9jbQa33Crn1UzyPAydVVGTs9elv0fLDAVMxGF2tXHULB3Owq0yz2o4O22X6Wg2CTJjjqDZ4eIiHoEeDaVwqgiF5WAbVgD2bBBfm8HN5ftcxltlilK78jPRiQ2axcrfjy7YXloR9twzY4UVXsP9swjuAMxvKIVZ7gAD2Ob8LORB7BPcJBd46fUtFgO8LNoxwKeojSuPo4INWqjPkEenLGcqeX5SWUuckBB/d3+H5UD7iFIKu9gABrApnF7e7Xg3cQMbvPrgAptNv/Xl0dkFbgKocPXzMCfOwbNwc8r3LJ6fNDw3efRAPtfdaoPEXiAd/EzHGmsA+dmro987u3iENYCK2JPGoZexcn1EZ6dYA2g6+WJEZtCzjfQzG+6ateM5b++9zBtY5PIz1GwyhNrx1fdezYNL1c9je/8+lgDqzjgyfQ6/lu+94SkDPRpjMfp54dyESwq88OoPcOfmrd7P9CpGPuF5lLoLm5R4/eEFDGvMZt28dh+LwThKzkZ5/dUfwOPC/CIe3ruHtwKojeV47zNZjnLx4B42Twx+lkVIYSPfHtatUUXF71OnDx+C2OOifvTodbwVQNXJmRreEnV+/3UEN/vfJ81SPEVSlKZkHJz1km3GOUoesTyrvOKeVZF9bqJaIwFlAtJtjtWYKKiOOhyfBycnamLHpcsTjuPg4x//OL7+9a/ji1/8Ir7xjW/g4x//OBxnmnbI48Z8PsedO3fw/PPPt//26quvIooiPPvss1d6T3tG3+YAACAASURBVDM7xTmWePqd78UDukTxvb88+PpV9RCRxSb9hXEDs/yA+0ydo5zobAQwrRiPpgeFe2f1BhkXmtJO2AUgff0fla9381NsdF5t4kyj6FwuvizUxK/cC8hDE/RWRZ9/XSSM5mezjSJY3kBKLWihWsPGLs6x09nrTxZzPKIBtEjhdsKZN1cVnxNhuEIrRj6OjLd+CF0DAEitYyzqc2W7kVlcICUewFsKUusEy0pNpTObbPLcIo4QyJXTKIUTiu7sNxE9OMaCJDhT2AFb5RaJPm8ReOGukTySPxPKaeLmhJY80dal0ooRz4l02r8Ip13Win5sTegVCMopIYj0BWyVVgylsGmBZqKeUn7IFagpYKDuUZ8100MGS+neIsbRpe7XzhprEuKRot1Ib/JJrRQAs7G0Duh0WU3aa6VwbQs76inHQSTOLUZwgjlJsI0Un8Op6uYEzRvmhKAeh1bGiKnbCi8fzVyEcJVWyGK+WcGemmzOGMBeR4oWPiG8PKFtCnweqxwVBWXY9vbzJCKztmViGGGWY05SYADC7/Ql3EKxb1EKG4yxctVo9a0Ue+9edHC/ZyX6HHYl3+OSmAlhY9CCUFhrLKi6tdCkJZoJmjeWf7jVs+BAAenozOX6DG4tf32cJLBJCdh9diPxGHgeb+StbEYzTafL4mcDVVhTl3UDDxmaTutidmAcUV5hTpIe1R8AqNCKSeRrRGuKSdbtwvHlkNCvaAMV501pLbFEhETSNpQUNWaIe5pQImLzCIv6ArVE+48Kpz/JZeyykcOGdsBNp8767QGVvcKKRFLtsDivMUcECtLT7gGAJriFW7jAmcTd6DqMCApiwzgwjpLnkYYr2o2OMCcptvH4d6K8xgIRy5mG+d/8LjNu2I5zFKGBdFXtHgAoiHN4HJkYB/v7CrOHUtKiXVQN5s0OuTlubRG25042bjcq0umOsbnGWMGqKHnblNFh76f6HI6itdDILxDB27PSOpG5N3EL58gka8umVxdeBni7EVWDvK14v7s/Eyp7iTmNpHewmgtI+/Pj0c/E/ptIjC66WmBXCr4PpYr7VJGw80vr3ENES14sacnLw1P+tmMARdjSVxIDA72KmXbPFUPcQ4Tu3jBS3lZIOvcQi7cbyZzMYuHcJGn/ms1XqCkByST5WSGs26/WNmW190L52ZbnOXyS93JxomnYkplSDFsVlwZvwjBElmUghGC1WuHP//zP8dnPflZ5Ef1vGT/7sz+LP/zDP2xBm09+8pP4wAc+gCeeULc6HQq3OMdGX+O9TyzxN80PIXj9SwBVCCcVMUPOPHYhje2bWFfq/n6LpqgmXuYAgJoBdELRqBILLjRVWGzRBXcZe+aQ49SsPEdksQXpHQlrPjlIIhIacyJ4Y7yBxkqyE4uOTW6iaXio34CTqHWF/OoREoOLsOoaTskRLIVzlgChyISEAgAsVwjkyjebnG823UOsdE9wTC+wzcb92JRSOOWmJ7BVeDexohvQWn7BNmk+ydkI2AMTKncu4SBidDYzcdGMLsbzvmoovHqH3NgfFv6aJRS5JDFiv5ShohqcCckqdBslDBiVfBwZ30y7KvJtX6/ikm0WOwamaXuCYmos4VWKC11TskvghIspIPqx5etc6BgM+9ZjEkDP5GvKKHeooPcTVvcIKxIq3Y10WqCcqKdUHOorpxRWs9fzEBFpgVLItAXTOgef0CHKQ4UOUWt5fvXEuzR8OAcc8vQqQQy71bzxLR1bBC3YNAzKwRMh6A3sdTA0xcVUXIS0CfuWuHipXIGErbvTsS1N9TnsUgFQhzwxdPugR2SsMVMJlNfsedAJa0RoUDUK0KPk4p/dQkNuzODVisSQa6jog3FUzhGzdFcIIhq0nKRvJUAoqMCbROxZ+3EU5hx+I9/jUs6w05z+OHSfnfGZwiVPp+Uk7R7LZ+OgijMk5bbUXb2x3JjDU1ghR3mNGZJWN0OEcNbRUzkwqDfFJMDZEja3B8Abg4PR1OT6OPYSSxIhlJzpYc5c5SoJeJPbaxyRLbbZ+GynVYaMmrDNSxPjx+9PnINWyC1gKJzbnBXWCLGTjGOblVgiYmc66V8Z9Plt3CAXOJO4GwmrcGMCcJ5rDvRafcmu+R5r8kudOA+K3Xgf3aQl1kTupFP7LEexJRorQu9RnwLeaC7M5tA42PMQwHmwZGu2kRSWNmmJFQlR2eOLKbVmSImLoBiPX2j3kAmmI5XuHtSKEfmwAKYBIDfncBUCuVYpdwQCgMq9gSPssE3HOUpXC+wqQU0fPslR13K32Iprlpju/rtRewmblK2obTdIys4Q4UjaDUu4NkpyFFaAnXAX4RowuQIsELpwRuds07mociYxVBBmI44EhBK6RHUiAW9qJg9y1RDF4VKRMwlNqO7Z5nAwSfZ9hAaRPnAxAwDDMLBFAE0C3pAqRUl12PbVxtIWlhQFskQIGQ9A8IjMDtq3y+LS4M2HP/xhvPDCCwCA3/u938OnPvUpfOpTn8KnP/3px/rA64gPf/jD+Imf+An8zM/8DH78x38cTdPgk5/85JXfLyjPERlr3Jo7eN56L9xqA+PsefmLdwzcqAOma1B4d+AjUVYzramLkwfll06VSCPyLUxUrYr+3btvwYb6aM7UIs7r5hEKmy3I5ckTqClBs1WAN/zyYF3VQo1Ha+msuEAIpxm9c7HZWrewyOXCZVVDsag3yO39ZrMxTuDn8kRVWJ7DnCa83Iq/KhLvnDNWzE4VG/4N3CAbPNyND/G4qLGgO+RW50D2b0EjFOlGPnZmeT4NGGy4Xb2uYN6Iylb3EPO465Jwx+rGJimwRITS2idIwZo7bUXyZ0KqFBmsK7uEsDchSImnFJbNOaJvOJ35a3qoYEAv5GCMU4et65mIwlpjSTfSapAQmqRT2BEACl3tICDcm+ggAUv1gFHbJWFVIVIt6PUi6/4R1jjEvJkmxgowxorS3YgziIYJWKrNlOMwyy0TaexW5HkiUqtsFjlYoJsTrKlNHz4yJaBv1Aky4kLX2N+XEIJYUzNWhHAu7TBWKK/OGZl8HA0HEKZUsVuRdZW7UREhog58e89eyEy1kGnBXah0r38ZSq0jLBo5IEq5gPQUy3Nb7EWKM3fPKtjvWbk5h6cAPUq+VxuDcYi5FSlADwsFGknF+LLh2TYSakMrFYl3LgoN+7VemTMEiKXVX1FlHYJQ1lwAnHJg0JjIIHLcwwWAtBTMm/1aL8w5Zgo2W5ymcEkxAqFEbqOytNabAvUE5o2wCj8k9GtWCWpoAD93qbPCEhEiCQizyyrMkaCyxpfTyj3BCTby/VdYnhtXd5EsNBvGAdADZV94Gd4xPJIjisZzcZdVWJIYlTUW/zQXd2CTCoWEISIYtdaEgl+pOQeZHgL0sPjaFeyAXHIebNISK4SoJO36Dc/nZeCNELDW7SmghwP7ANNDgB42H4e48MsKSxcchBqKLgMACMHOOMayHK91wUjUpxQydA/2gUJGk+3QUAK3U+wrzQUCBVDrVlvE+nheAUybxSANwl2/EEAphYsMzQT2vGDOZYn8ewnxdaubv3OmdrQbzy0tv0AOE0RyrxD7bymZkw5NUU1gEGmCsaI400WR3PT2e5Bg1RQSBo0AC0WO3w1PiEpL5qRZJ8gnCEgL9matcIvdg1D7cQT8+8iczHIOTFnBGIQCgFCbSwXztSpGAufKLqs2/zur2LQ5L7B0OzIAJhjvHLBvl8Wlb0vf//738Z73MDbH5z73OfzxH/8x/vRP/xSf/exnH+sDryN0Xcev/dqv4Stf+Qr+4R/+Ab//+7+P9VoufvuGQSmWzQUyzkBJ734AAGC+8gXpyyNuC67zNiM6Y+ru+cWr0tfbNJ9E7xMhEu9MQSvLeKWB8oTzyLfwffKk0nEqSSIsSYSaa8Qcz308xAp6rLCyLmNUVINtT6vGi02kVoIewg54D2Jk7h2cKCzqHsUFjsgWjbdfpLF1A8tafgkSqLk2EbxpLwYK0EOo7ludC4G+uA2HlHh0Mf5uZ1GBFQlRd2h++oIlFDuFc9a1zC3TQw0NhqKlQBxidudCYHDmTSm5DJwnJVYk6lmK6gFnFSics0iVTQdvAGSap2zTETRYo7tpEoJYn8OSgDd1Q+HUEYqBc0vtrrFGiHMJY6XI+GdPuJgCQGX4cBUJEuFOD2RAfS7MBWwFs8Cpw541IcAqlC4pEIUKOvNEG2SAj0PhhLBnEPXHkRszZXuLWYaMCdWp/opqPFU4t5AqR0F1EP3qVWxxwSEKBzCzTlDqAxBKn8FSUMUF0N9tQaBmgAIW7FzOWKGta9aE6pZgPSoKAFrJLM8FgwjgibfCmaJMhBtbvwJcOsdY0y0qSUuIcKDBBIDTt03mYKLYe1vHiA7FurI45V0SZTK2oAcA4rN9K7mQ71sWStApoIepIYKrbPUUiazRZQtac1ioQCU20GXcd8cTIRLxRgFwmrRAo10d9HAsAzG1lesjLUr4JO9V/CtrARtF29bYjbbK6g5AD91ErM3glPI1wsCbCXuWprML2AFXILNJkGveHgh3V9AJbVlP3WDtXzGoBLyBfwMnZIuNBLwhVYYcFmxjLCR/2SjfgOnRumbxS6yoUBeSObLjzJtaMg7KXTQ1iaWzmKPWBMC50hyYjdqZVFySxKVJ2O42EjBJMFZ6NuE8Gm5NHUgkEOqCs84ngB6VzoR+VTFiPeo2EjjQJEDlJi6wQii1pQaA1Fpj1ozdQEX7lz6hAFvrh9uNkIeI4MJ39vtJzduNZDbQQb1Fbo3BNAAwWsZgP8/Mywo+yUcFrMcKnv8XCsaKjEEkCsqpxN3ILDYIyUwq1usL18ZkvG/ZNEOlX31eiWdZqsaRChBq/zcWrBoZY0VY0DszCWPFdJDAhi5hrBjNtPYvcZ8ShZdh1Px5mJ1xeF6AnBpSBk3ZWtDL10ikzaTOYbqwbr9iuGK+KAoZ4n6rD0yBMmOhZAar4tK3pbquoes67t27h7Is8Y53vAO3b9/Gbvd4H/hmC1LsYKFE6bIJ/bann8E/N0+ifvGvpK9PzxlIY6+588yKgTjhqVwrxkGGaqK+CtDVilG0G/F+doMnnIQQnDpvxY38RWmVbnPK2pC0GTt8DY3gjBzDUVjzkSpFAhvOBCovsK8sqJDJkqPBdkcPopk/yVo8NuNFeraLsUbYJtoAUHq3sKLbturee39+wZ7Sv8y+IO+xVoI3LAF1Opu/w21044vXRq8/iwusSQi4+83GXbHXpxcS8IY2sDFdX4UxVlwYCsZKS+ftjKPh37GJx+DNRVJgQeJWTwYAoFvYkhlMBatAq1myelW0W0Sm+3BU1XVRoRv0subGHE4djoDBkCfeo2qjd4Q12eE8HifdJbc8JxPXO2N6JFKwUlyQtAF4U5lzBE2Esu4nSA2l8OoIxYC6b/BkXVWNN7kDzZRoTB8eTaWttXsGUX8dVuYcrqJKZ9fRiAnVtK0UCvCmnm553nCmj6qP2W5SlAMQtTDmSgtho9ihhtZenNgXJYiMJdxSwVjhF6Gr2gcDezCjVLR6kpJZnnetlht7gTmNpHOxSYUFfR+8abwTBCTDbjc+q6piOvPGswwGeigSJHERstz935faCwQkRZaPLx4tQD0YhzVnoEe+k4A3tGFM1ymW54QghgtDAXrUfBzdltWG28tXkmrjvlrcTwx9LkpJE/kamdr+JcahshDORULeOXMF41NmIVxKCh8iYmMJv5KvEYNOB5wzHLZ0tpsUReeypXvqKnbImTdwxswCLbjB14iE9VnnyKkJZ0Ixg4Ee6ku2Vor9l60RQ+hZSM6DXcbav6gjY6ywdiNT1qbO278c6+o5Y6W7Bxkr4GtEVLIFMEPT8UVZMG96uQkP1m7kYS5hrNAWvLk6WFDrLpxD4yhCxnp09/M3JDOYEvZmFF0wFzpJSwjA7NKXCEc6TDUvXE5hEL2RVgwpQoRwEXSeOXWWMEiDfMC2p5RiTnc9lnY3LD4ni4EOXCq0eyYUYIl9uN1IMOrdzh5kcDaUjNXllBtEmpxBJNp7IJmTLs0mWbcbjshNVDp24mzbj8OfqRkrenaBFDaIKc8ztpi3brLdkOVAjxMCJFO1QotieHccRNOwIzPo+fj7NPxv7UnavwAgVYAlepVOav+ybBc5NdUyFG073kBfz1xgpmgtVMWlT4d3vvOd+IM/+AN85jOfwfvf/34AwMOHD+F5Ey/B/z9HE3LnD48lakL3xn/4NWlVqN7eQ0MJ5icMvPGOmO1Y/kjCvGlq2ChBr4F5o/PDqVSAN6KFxej0XCbzt2NGIxAJ4yF6xAAEiwMKALA1TzAvVOyIFBlsuOY0doTLrcJJrkBYBegx2y86c8X+1hevvzh6/fbiITRCWx0WAKA8oSgkIEnVHmAT563hoIABXVE1Fci9N98fsB4HY/LNWPvlLC6wRthWGwBgdszGXW7H4wCvxDcTW3QAINV82LXqIsQPsWAM3mgS7YFHCUuQtEE1fqsfwcnV4M3UCzYAlAfadASiPxQiK60lFnQs1LhNSywQt5cMEYZ/gjlJcSERaxa98WQCOwJg4uQ+MiTFuDWrpT47/eoZdZaYkxjnA+HIpKgxIwkqcyA0yZ9hJRF7A9hFaMqFDuDgDTLkkhaztko/AKFqe4EZjVHV4yqdW4fIBwwiMQ5VK4XWMAeaKSESvUxGTaYNoz4b43H4CqaHVe1GDCIASMw15vWFFOwSIqbGFXuxAcAQrEdFomdUMdIB9Zk6KzikRByPx9Lwi3dXeBkACHc3jC8k+hG8/ZZMAG9cU0NE1YwVyueW26GKg188k3CcQAuBbGcwDmfOQA/ZhfY6tHsAICFeK4I7jCYfmwQIHZhUMo6GJ7hO0L8M2e4MOTWhZXLGioVpzBsAyIijHEeZ8gt2B6wUQEARSViPqWAQjS91mbXGkm5HIDUgQKiJ4A1xoCvAm6pu4NK0x7ITF+haso+GXHhZc8fj0GdsbjWSVmKtziczUd+oTUfkLQJAduZqPYtdVmGBSAp6NNyl1E4lrYXXwKitdQcWVTNvCG85FCwM0UqkS+Y6Y95ErQbUMBJjCV+iZyf2kyl6j43hHQRvtCJCBLfn9JXoczjl+PsIfTdrNtZXAYDGXmFFQmzTvn6R2E9M5+rMm8b0WAukhEUDAHoZIqQefHs/DsLnfysiyyPKa6wQopZo9wB7hshQILdly0xg3mgtY0XVQhwipnYPTHM4eFNGEhCm2iE1JAw7ALACFDBG+y9r/8ontX8JYL9W3KcECOV18nd/vkJFNUDCWDGLDXZEMQ4AsWJOWk02CbxxxFmtKsjw4uvwbAvJDJbk+1DOcnIl7V8AA0t8CXhj1NPAGwCIiQtd0QpdibNtUCgq7SUWNDxoSDSMS++qH/vYx/CFL3wBL730En7pl34JAPClL30JH/jABy79YW/GSPgFXxymTy4dfMN6LwxawHzt70avJ9FrOMUCN+Zs8S+P76KkulQrRtBvm4ktOsCeVlYqegIFTcztgDfCcSq8N3acyjeMeeOv9uBN4tzCuj6VTiCtSpHChqFPA28MO0BDSXvoDkM4sbizPbXVP3mGfb+zMXiTcD0YZ7m34NOXot3oldHrm0KIz00TXgaABJ5SIJfwTbOru4CAV0DDMUB2sd3CIzmsDlK8PLqFkupAOL4Eibk11TULAHLNh6NoNxKtCV3GCrUXqKHBkrR4bKMYPslHvaaJqRYx1eocOaZdggCgNAK4VGHnLOjVfv9gos4SSxKOmDSbtMScxCMHGlGNTyTOLaIlRJsI3lArQEAyJPmY3VOkgvrcn7+au8IC8cj1Y5uVmCNBPXQJEdRxRTXeovkkPQ8AgOmzloJsPLf2DKJ+IkncJRaIR1oQDaXwaYxiAEKJuegoGCtaXaDAtHEcZD1yRsyw/YtyqngtuWTaVYhkwCACgNxaY4Ut0lKSGHP9iinCy9YbsB7NKkZG+u9POAgbbsYABhEMnoGGhMFBj0zm3NKCNxOcKQhBTDyYir0XRYyS6nCc/d6o8YunDLyBhJINAN6KX7AlDEPCwTQYE8GCA62e4rJldZ3++EVI0K+7IYSwh+MgmoYNmcGUteRROplBBICzN+V7r2C79to1+PPIJRchmo2dXtr3so+wxk7qimTQYpJ2D8CEfg2FxkpS1giQou6AN3YgWhDGzyPMCswRjyjyAGDyNUJlc6tmmjeGdnUmaq27B0EPwZISoIcpAA1Ja4fQvBEso240nPHsFeNzRLRDT2EQvRFjRRu0fwkdMUMC5u+SDEsSQ1MwVnJzyUw/qsH+y7V7bHcCeGO6cJFLW4cAQK8ixHChddjHuTGXsgMEmCwTxwUA6q2xQoRt2n/+wqxjkumI6UMjFHkmX+t6GbG9uXNPMHw2b5KBVsw2iuCTvMc274bLc60hY1C4Zk1hz4tW1FLRpqMXIUJ4PTDNbduNxmskaHZSIWwATIeIjNvzi7KETcpJ7V8iL1cxVggHodyO3IWua9iRQMpYscutUkAaYIwVV6KB50x0/xLgjYqxQrhZhef3/8axPpdqxej5BVJYMBT5EmujHv/NzIntXwCQwoWuYNPuCyx98IY6K5ikRq7StJXEpXfVd7/73fizP/sz/Mmf/Anu3mU6Lx/84AfxO7/zO5f+sDdjZPzyb3I7Y0II6jv/DgUMmK+OdW/s5HXcxxECjizfmLt4gBX0aMyOEIj9yJbwCiG0YhoFeCMSTEGRBoAZd5yKXhs7TjUcEJgf7x26Su8WHBRSRFavGfNmchCCmKirplq+QUU1BLP9Il3eehoAUEl0hUpOafc64I3DW9lSiXOW6F9WLerHiUTzlRcIUuyQwgb0fUVTsLu0ZAzepFyzyOi0f5mGgTOyhJmMgQJSXiN4owdwGhV4EzMaZWccIBoS3uIxbKdI+QE9RJYL5wRLKrdG1Zsc5USWB8A0VnyaSlkb4iLkDsAb4q6xJDHO4n6is0krLBCPqqaiQplL3CxaR6CpbKgDYnp7J53+5d/0l5iRFOe7/nMMM9b+hQGDiPIKpaxfGGB6Hs1UG3pBTZbodIlKkTYAoXR3BZuUuBho8SRFjTli1OYA9CAaUl4xlT3367A8b50QJFU6AUI1gwSMuIwqvgvHCZJbR8gk4E3lHuOYbHEhcdcQrlnmhLYp1/YYGKwS169j5IP+e5Mn3qlEpFEvhHV7/5JtL9gZVErajaqCjWPqGjkkTi5EB42OZojB96Nc4rChCQ2igTX1fLZCTg0QCRuhbsGbaePID4A3In/oAudCC66UgDdiHEMnCwAItYVU2wtNBR0N6ESgNicuTCXrke1ZXfBGABqF5G8L7jY3ZD0CzAHsiOwQ5WM231TrdoAJ5KosnZOihkdy1J213moqSEQ88ySETigMbwxCGbxYqKfjc0Src5TEnNRG/Eagh1nHrMKssTUitBL1TMK8SXMsELcMil7oNjLiwJQU47Q6Q0anMW+o4cJBrnS1NaqY5aXCEVI3EWsBnGL8PAq+ZqjEPhhg1e8libDL+4wVWiXMDXOCaxY1fNY6VMifiVlGjI3Z/b7WEr6khbgRa0YmWAzmJmSQBnHY/xsIx1hrAvOG8qKnSvTeqsbjsESL9gCoFVbVRAGmEQ4oksHaEoDLMHd4nBDGFSqNFb2MkAzANH/Bvg8dfJ83av8CgEibwx4wRPKkzxq7Stitu5H8DNHLCDG81kxBREhm0vPAq7fIVAwiMG2WQAIougNQ+3FD13Wum6a+T8XUhmX193eVVoyRb7CD2u67tlfwSN4Wk0RYTYpiYqdMqnkwVWc6d9NyZoO5wtfykJ12KB5rV63rGt/73vfw3HPP4atf/Wr737/kKDkLwu1c/t/z1C18rX4ntJfH4E2QP8CFfqM9WA1dwyk5hivRihEVp6nORsDeQlBlQUbSc8TUxnK2n7BP3nkKj2gAnI4dp0j8ECX0tq8UADBnoFxyPgZJ9Gugk4mI4cFQgjc77IgPTdtPTX12i9EOwzEY01ZF/T09TrS0Vduxvbg4wIwJG7+IQ1VTswwRDw4xas2QExu2pH1IiP/SwYG80Y/gSpyzhGW8TN3+caM0AngKxopWsUNsGIwlMK6AltyBhg5EARv3BCfY4kIi9GtcwwUbYO1GAUkRS9qNUETIqYHA7Y/F8FdYYcy82SUpfJKPnHTAhbErScVUHATahCQP2LNRhj3iwL4FYZiA2dxBYOjMsFPoLryRc4tFi8nVeMFYkY1DUJ+NgXiixSsr0aZ/iRAtCLXE8SS3VjgmO2wk1fip9sHAHryRad4IEHooIC3ASxljxaMRSol9MLxjHGGHi3i8RkiVoaEEpnn1sfgO04pRUZPtJkGpDRLvQJ54A4DOtXuG55u3ZG2rVNIS0hTXw047tPfqZTwSHbQ5CFVKhGWNcocETg9oBwDD0HFBFjDy8YW2FV6euEbyQ45svFLudLR7LD6vBP26G6TYcTe28eUsNpbwJC0hqPlcmzoOzYNVK8AbIZTaqfgL8c86loyDV5FlQr+Ny1gFSTa4BFPKAedp4yg0F5ZCKyYtG/hI0Zj7v6/G55VMWFa0fw3Zm8D+fJRp/lzHnsVAj0IJeth1jLxTYRYMRkMGeiRbaIT23PG6kehMN24YhLdDT9KyMz24KFAO2TA8jCpGOtizEmMpdcijHPQY5lgiGnvJ7dL754hWZUhh97TAHjuEQG4i33vNOkamDVtvl1ggRD4Yu7CllgkvA4ARiALTIM8U4I17dfBGnHOFAvSw6hiZ3h+HEL8dthuJApgZyMEbGC5yWNAHa6vKx2Dw44ZgxKsYK2YVIRk8D8fxmDvgoOAV50zQu1GAggBnrAwYIhnPJ8gEBtG+3Ug+DkNyDwGAWJtLBXsPMogAVLacseLSfHKHSUK8VotrGHoRScdRmEvMJACnXW4R62oQSjA/k4EYtt2kqLRp48g1X5mbkIK7sQ0AfXEeZpKisCouvRs9//zz+Kmf+in89E//s44m6QAAIABJREFUND70oQ/hQx/6EH7+538ev/ALv3DpD3szBo0eIKcmFss9iPGvn1zgr5sfgnvxTyBJ549JKZbVKSL7Zu89NuZNzCRaMW1v5jW06IiHTRW9jUb2CBeYw+nQ/Ja+hRfJk/DDseOUlT7EBVn1dBdMzliJJe1GZp2hmFiJF5Fqasq7WWwRk8GmTDScaTfgpWN2k8afT+Pun9/R6pi5kURj2r4Qn7MmUGBFFAfajcwqQjIaB0FkHMErzkZJlaimNAMKaWSeYFaNwR6hrwKFsNjjRGX68GkiZcWYVTRKjgCgctY4IjucRv2LpqCUNgNxQxLcgEsKXGzGl0CjyVFdA/OmsWaYIUE8qJwBjCGRwB21/VnBMRxSYjNgeojLqjVgEAl3I8iq8fxiqk+8mAr7R5m+lXCMsLz+3BIaUcmu/73iNIFLChiDqim152igS9lTAGPeTG0J0TjAVEoYRC144wzHwf6+8WAcYcaYUDLxz8o5wpqEuJCCN/lkEVOrdUKQMW/4Ohzs8aLaGA2cKYqqwYzGKCUXUz24AZPUo98B9q0URLv6BcKzdKYVo0j0bJqiHLR/uSLxjsfr1ip3iEjfgh5g7M+Gkv7ZyaPiWl2aNZGxcoAtqNcJ0gHgbHPtMVl7i1GGSIj8PNiShdQBrOLCx2Qi6FHqvrLVU6ti5NSAae0/Q9Ctm2R86TerCAnGWkoAkJkrzBoJUNKw/Xuqdk+pu7AVoMdea2MPWAqQtpGxfEvhxiYBON1j1rYxFAhuxzHRIe+A0C9rm8p6lXJqL9CASNt0BEW+kTChhNOcVkhEM6+hmEFNDx7JUVaSQgbGwssgGkIyhy2pxgumwfBMF5HrM7n45zWIxVPThUYoMkWbjiUBPXJziVmzG7c/taCH/JJNnTVj3gy0YkiVTjZUEBf0XAF62HWMYgB6NA5rhd4kfVawADNUIJQ9k1tTi7NqCuihvYG7kdPEI106T7H3Fq0jkFyDCIRgp81hDQBFIbw8pQC7bzdSOUjGyAZ5LyEEIQlgDESkw+05dEJBFO1fwH5OdmPPILr687BsDzUlStCD5e/jv1NqzOEOAFfGIApRKTSIAKC211iQGEWxz/vLIodFqpH5xONGSlwlm9as5Gd0ZS8xk2jFePUWicKCHtgLzQ8ZxTbNUE80gcl1H7aikKEXISLigmh9J0Hhkjc61w7EpTPBT3ziE/jJn/xJPPfccwiCAF/72tfwcz/3c/jt3/7tS3/YmzH05CFOscDa3ycvzxx5+Lr5owAA6wd/0/47ybdwkSH3bvXeI3Vv4ag5A2j/sBDMmynIqgjXZZR3VU+gVVxgJ1E7P3OfwY3spdHk9otTbI3+ZuMfMcZKLnE3MpoMBbmGtikcpopb1Q6xpOcytG9hUYzZTWZ2jhJmj/JuGxpOyRqWpD0JVYqS6rAnXh4AIDd8OIrE26oj5Pp4s8mdYxzTDbbZIEHgicXwQM6dG1g34wUthGuvg3lTmzMEJEUqEZY1q2R0iAEAXKY9cDpkCaRyarLo8RdC2b2fXRN4A3sGm1RIkvHc0iTVeGDfTjHcxAuJZT3QEUSUiDU3vDden7jeW6aHpEVS9K27Xv9io3FQY8iQyCK5DTKIhsycY4kQu8FcrOoaNqlAJx5iZjsOSd8+n7/mQEDa41pX2WAcUZrCIzmIzPHEXWON3UgnB+DA4MQLhNmyHiWivW0VsD8Otx1Hf55EBXNukTGIhOh6vpO0SdY58onjcE0dITxlP7ZLU9QD8CZYqDU9rDpCqo8TT90wmcaKxF2u4W0DU5k3peHDVTBWjDrtsQqA/bxqJO0tdh1KxwEAkbGCJ3E3qvhahzlt36oMn7EeZTpzZYIUTu/S6AgtOAljwyxDKdAOAKW1wkLmZiEsxyeCHqWuPgtpMW7/sv0VGkpA0zFAbZQRZxCNwRvBhKwG4JXQIJrKFqwPCP0mRQWfpH2glmiIEMCUVLFFe6KMsUJNnzFdShl4M9HyHGiLOjLQo24oHJqiHOQnkT6HKxPs5XNNxbwpzDkCxCMRaQbeTHsehDvxqFyB7CZGMZjzlb3CmoTYDhg0wuJ4yAoWoXkrzEiKXdJvpdCrFNnEcWhvwFhxmgTFYO/VPWZDHw0KGXZxwXJeU75n2XO5XTqpUpTQJ6110aqk0opxm3gk3u/xM2QoxyBEvj2FqCwAJPoC7qDdaC/krm6LeaMQexFVnIVOHSHXxn/fUJuPBHITzpbQfDXoUdorzOmuV7QVLOqhc+jjBNE0ppWkGIdVx8gl4E1hLhEMzoM4y7Ek8UEGkWCsRB3GSs7HMcm6HYxNaypAD6uKpSAUdVawSD1q4/PrwwwiocMkxL9FuMhQTXD/AoDK8JRnoVHuEGM8DtF+W0uKZKq4NHjzwgsv4KMf/SiCIAClFL7v41d+5Vfwu7/7u5f+sDdjWNkZzrGEZ+2RMI0Q2Hd/FDsEfd2bkF08m+BO7z1K/zZMVKNKY+tsdA3MG8vUD9qjuuUGkS6x1lw8iwAxyKYv9ruoz5FYfcGzlRBf3o3bjawmQzlRyElErvuwFYm3U4dSPYjMu4Nb9CGyAcDglueIjPWo+nuhn8CXtBuRMkUKC85E1ywAqA60Gzl1jEJyIai9G7hBLvAg7FdTjFxOha39m5gjaftjRZScQaRdA/OmZaxI2o0sSXIEMJbAEdnh/q6f6AoRtOEB4K5YK0W2lQBwtEB9DawuwquZaSy5EFQxMjL+W4nvOew1bS8HzpCxwsWaC4nbC7/QGROBQaNlekjAm5y1f3lOfywqC+EyljsCAUBhrRljZQB6lMJOeeJFSFCTZSCUYBA5A/BGgExDTY+c9+/rEhFTzTvGEdlhIwNvaDEZGBTUZBnrUQhID/vvRX98MWjTYfbBsVSXxFkKd6Mx6KzV+XThZUKQEBeGzFmuLmCj7Ol5AHtK+7DPH2DuX7K9GgA2ZAlHImLacOaNMRW80X24SIFGsmfVyQi8cXhbIZGINDp1hEwB3mTmErNa0hJTXk/7V20GMFC3gtTd0KoU2QBwnrkOY5Xm4z3OOjCOxl4iICnqqr9Grku7pzrkpiNx6wkcCyFcaBIQyq5C5MSVMogEkDpiJbbtX9PWSH1gHEnRwEfec80CgFCbwZGAN1ouQA8JfZ8QJMSXasUYzfQ9S7TpyECPtKwRkLFDXmos4UvajcQzUjFvKmuBJaJREYAxiCaCN7wQUiqYN06TjNiCjbPGioSjNlphcay6nBqB2LP7+9Z1SAYIcV2VxopLE1QDMM3gOkTJgInpVhskxmKU84ognlyHSauSybqVgu1SycZR57BQojL668MwHSSw2/XQBi+AWaq2KbB2o2AwJ+sWDL46Y8XhxS9VMVwGpgFAqs/gVAOWNgfXzEDBIAJzAFsiQtwxoagk7aRXiZS4Sqc/xoSSMFasxaj9KRI5sMRVToTmjcWnxR4ztZB8qKhvK4rh4rvGg+LrnIaoDmgQ2a0NfT+Pd2gGOhm8URunGAomlDsTRbL/BswbwzDa/5/NZjg/P4dpmjg7u7zAzpsx3OIcW32MxL/v6WP8df3fQX/5C21VLDln7UT64m7vtWT+RO/nIkRry9RKvIiEuNAU7UZBvUEmQxrf8h8AAI/+8fPtP5V1gyN6gdLtI97rwMVDrGBI2o1MmqGcWIlvP1/34Soo734dohiKkgLA/EmckC1eOd0fAElRY9VskFnj5xfbJ1hUMpcQJrzsGProZ48blRHAVyxSj0YoJZURfXYLJ2SD75zun2NS1AiaHRroo0SPzBjLa3veB9RqMbeuQXiZcMZKmo7HIkuOAMBdMMvsL39vD8ZQSmGKBGlQpQs4eFNLREwZVXE686bVWJGBN7WcQSSqifcevIaq0zbWpGIcg8SbizU71WbU+kb5xdSc+EzsQw4CRYIEDnyrP3/FONKBIKvQXRi2TQFMtG1FQjwa6BAVgko8wc4Z2Fe3ZDaWonpm+/21Trk+RD2orBcclDL88Tj04BgLkiBMxvPXbIrJ9sGu4zFrTUm7UcH1fEynP08EWFANQKgkieGQcgQKAnvmjazdSG9ylBMtzwG10K8QXh5Vcw0XOcyR7gAAeE2EQiFuGBmrUcUUAGjLTpsGOtf8exJJxdEatoQAILqJCC50CejBxiEHoWpzJgXoK8EgmrhGhH6K7BJh1MkIvLENDSE8abuNrGVBBG2B7f4zEUAtmdgiWRscTJMwiAi/bKEDegS2gS31oRWPB0JZggWX9X+P1AKEmvg8DBcO5OBNlmewSdmeMyISfT660AFo2xNlwssAkGoBbAmQatJ88p4lijoy0CMuavjIRiLrubXCvJGcnfwZqZg3DRf6DQfgjdFkk0EoAd4UCrkAl0ryE3eNNcKedljd0JZVpNKKsRRW0Ho9nXUuWpUqifMiKIWHtN3T2u/Dq/FddkDdUAT1DpmhbgkR4xtaUxsSMPhxQ7BpZe1GYg+rJfM9JDMYg7231Y45wPQorBVmA8YKhPTBBOFl03JQUGPf9jwIj8aoJGdCLhHIFe1p9gHwBt4aOqEIO0BcnU1v/wIOO/15TYzSGP+dGmcJlxQo8/3vCfa5rhCQBvYAZ95hg+0ZRFd/HgBQ6J66qN+M2wqBbvvTPmfK8gILRKgPzCtnPgZL6jKHRerRvvi4UZsBfCoXvXcqOcs3WDIixVCc+1BcGrx5z3vegy9+8YsAgPe973341V/9VfzyL/8ynn322Ut/2JsxZtUjRMZ4sv7YW1f4m+aHYaUPoF8wzZiMgzPO+snea61WK+bl3r8319Cb2Q2lwwZXOy8kIMa/es+P4BV6A/X3/7L9t7PNDksSt9bVInSN4Ew7hpON2RF2M70XUASzdJZP7oBGqCQtBTeeeDsA4Gvf+kb7b6dRjmOyQ+WON83cvYUVvQCafkKhVSkSak9yQBDRWDMESFEM2ECUUqYhIwGh5kd3MScp/uJb+7lyFhc4wg65uRhVG60lAwqjs76ItHDNmmKX2AZP7AuJeKTbpKNKCgBQLtz73ZdfaUWLw7zCHBEqYo5ETAUIhXgM3lgo0FzD3NI506OUjMOqEylzTFTh7DLEN1/bH8qkrZrKBXJXdIdw6ErBq/HmROaNdUDfipQxYgl407SgR5/VJS45VKIVQ3mSOxKdzqfbOQN7JwTZOGgRI6UWfLt/SRGgHx0keoJRZHnjA9kM5D3+AGCiRD3xAuHbTOhX5oQgRIzNQRWQ8ooQHTALRBubzAa5cdk4ZI4vzIFmuqg368cenyGNEJUeJmCEICKzUZ9/1VAENEYlA9rBdDDcRvLcOdNjKjutsUTlVCJW2KSoJGs9IgGMAUOCcgt6WaIOAJU5ZwD9UKOs5K5ZE5k37TgkQK1Rp4yBMoiIBDAl7Ta+IlEH9qzELOrPR9H+NXWtN4YHHRSoxuc6GdhSA0x/aYNA2jbkNjFyxThsX6yr/t+rBW8mFgEaw4OHfNQCBAAVXyP64NKYGQv4kpY0s9XukYM3mR5IhX6vgy0ohGVLyd6bFszyvBmABaW1xBJhb+yUUtiV3FWuDWeBBeLReWhewzhE4bOSgAVF1cCnY9DDCI7gkBJhvP/bhnmFJUJUxFbqBAqWYTOwpjaaDOVEZrDB2RVVIcnfqxQ6GjSDvdflzpZlvD8PtlmJFQlRHtAlgemhgDnSirkOBlEL3kjAZiLaBCVFy1ibwRrsvUa+QQh/JBTfjdphxhhp2ZmT/G9oT2DeAEBCHHm7UVPDQzZioQJAaS0QDBgrDZc88BZy63YA0DgbKu20G+2t26/e/gUAueYq2408JKP1AWDvbtQxVMhap1g1eGO3Gnj7NSL2GG0ig6jSfTiN/F7o0Vhq8iDWbNEpWoa7c2iEHmQQiXZwoYMF7N2/pmrUUiuAS4rWWbMbqgKLbVmsmKEwEJHFpW+wv/Vbv4V3vetdAIBf//Vfx507d2BZFj7xiU9c+sPedFGXWNAtcmd8+b+7cPH94L8HAFi8dara3kNJdcyP+8wb//gtAIBioBUjFqcxcVKLyFQWZGUMBwUqSUVh7lp4wfs3eHL396AVq0SE5+x76rPbo9fvzBPMi3G7kYN8khVcN2oukDv695rZATcS8MZ+8t8AAKLv/k3LkDiNChyTLeCPN80muA0DzciuVqtT5MQeWeddJagVwCT1iLGSlg1mSKQVt8ZngNm9e6/gB5uUjyNnB7Lk+fkrNteKTZ8NJZg312F5rnHWQJGMLzYeEikSLQSiF3SHv/ou28gfxUx1vzDHlF5qL1HCkFqj2pjubAR02nQk7kZWMxZjBQDKGRBHJMTfvrTfyFv7YEnCWtlrrMkOZwO9H3Exncy84ZReKkuQqkQKPorvuUCMr73auaAJ8EYyFzX/GGuJS1Mp7BMnXkzt1glBUjUtGAgVjBhEXMhzAN4Ii0UrkFRNuaUolVBOLZpPdqAxdNZXrkvAG9H7b7uDv6/hooQxooq3DCIJCEWdFRoQqUCu3hTXojmmalnNeM84kSSSiSTxjnNmQV8rLnSFOYMnYVcK5s0Uy3PgMHjDtHvkDhvWACzIqwYBkvb9Rt/XnkEndNTCKNqmpoqTE/65hXTPSqS2pbEWwB4wPaqGgVCyggGwF0HPB8C2EFnXJjJvhIWwbK1rVYIGpNeapRGCiASjeZVXDQKayN3YsAeh6IB5JFiPU5k3MD04pERajFswRZvDUGsjN7lo5iCsSrhmycdSGPI1YtJy8nkoGLmFhOkRlzXT7hmc67VzhBVC7NL9uZZXDQIOwsoKAABA3BUcUiIaOCmZTT4ZOG/bdCTgTVxUCMgYhDK5YG/R0Q7bpCVWiJAfaKVotXAG1W+zySeDNyZn3sgYK5Rrwg1d4tyWHbA/D+5tMqwQolawhwAwwF1bjKypzTpFMRW8EVoxMiaU2Iudca6R6nM4A8aKXW4QHRCVBRiLaEESbOL9mdUKL09g3gBACnm7kSjSyPL32l5gTiPQpgPu8ucjnpcsWkHaDotKAGDmxHEUmgdLxlhpKnjIpWeCaH9KO99HgISOSkAagMcBxboDKIocSJ9IUmDsTTkIxYrhEtBjJtxf999HtHQJwEwWrutz57D9Gskz0f41UYqCr+M0GZ/pjAklPw92kiLZobg0eHPz5k3cvs0u+6vVCr/5m7+JT3/603jmmWcu/WFvttBS9pBlzA0AeOvb3o2X6C3orzDwRgvv4QFWuDnrJ4ZH6xPE1Aa2ffBG2FJPXZwiVHacwnIPKrXzp/8TAiR4/dtfBgDEXDTWXt0ZvTRxbmHdnPUrjXUJE9W1sCMARhX3SYa66ldq4t2GWVJKWgrq5duQ2Dfxo9XX8Xcvs8P1NEqxxg56MBY80+dsbNvTfiubXmfIr0l4GTwpywY6I2EcsdYIScWt4Zbmt8kFPvstxnA6jwusSQjIwLcbjOXV7PpCv015feCNwZOyeiAeydw1UmnyKVyx3hmk+Py32fw7TwqsSIRKRq8mBFttBWdou1uXMNCAGtO1e4QewnAcAODQFLXkMwTz5l2LCl96cf8cDa5FIHMKadwjrBHi0cBeHPwCYU18JgJoIZIqnV4lKDRn7Hyhm2hMHydm2gNvSKGu/hrBMdMqSPsVgvqaRGWFi4JsHChjJNSGbxuDXzKQax5ItunR8AV4Q6QMIjYXiURE2qIlmok6GIDoKx/vvaK1zfHHjJVYm8EYXDIFg8iUgDfQdCTEU4qYTnXNAkTLquQM4YmGJlnrmcSZIsxKLBBLQUEAqM05Aiq5qNQC4Jy43m11a6GLsZ4HAGT6bMR0iLIScyRKdgQU7UatOPnENYIDznKmouKf6eN2mzivMCOpEoTSW62YwXws2UWdTB0HT1gLibOcLrQ2BqzSRAtgV4PnIUBBBQglHKi0fAimsXlFrgG8AYA8lbDTMjl4U9lLLGjYc+2rGsoYRJoHaIM9TrzGnDHAbeDyaKGYDjjzi1QtaZtKigoBMmDocuOy1o6uY+E2YwLrpeYqWU0GvwgO9b0sWkxuhz40jjivECAdsQWF21L3QrdNGWPlkJOOYEsO7dstOr39S+g9NZKzULR5k+Ee1H6f/d/1T//+Ho7JDot1nzU/jMRYwBtYU5tNOhmEEloxkDBWSt7qrEn20sKcwxvsvV61OegIBOz1e7qahFqVIIepXFeXjYy4MOox06NO5WAawMAki9SIo/0+quUXTAhadYZgD4hUHcaKcL61Xfled9lQtRu145C49pmtYO9+jTQChDrAIPKFuHSHsdJcU/sXK+qPW1abqoBLCimYJpzMmg7AmXFAypQV+ngQQrAlAYxOcU20f43Yx48b/O+dxRJ2LI1RKc7oSJuNANdD8Vi9I8899xw+9rGP4SMf+QgA4Fvf+ha++tWvPs5bvKmiiTgrw5Ornf/Y0yv8df1DMO/9LVCXsJP7eECPsHD7m8bat/EajmEkfXYEbWlx18O8KXVfao8ab9g4NEXP5Vvf+z+jpgSbf/oL9j5b9j1nR2PwpvRvw0bZiokBTCcGwGQrOBFiEWaDamMcCsRUfvmnT/9HvF9/Hv/3txiQEV2cwiAN7MX4IHPXrJUtPe+3GxmceXMdoWKspNG29/Nu1EsGdv4vJ2f4z88/QNVQnEYF1gihSeiKnr9kCPHAOYvyiul1AIOtQG4+eB5JAptU0s1MXJh//FaD517Z4CIpcJGUWJIIUPTGx+Yafjm4YIu5NZG2DwC2aDeSuBt5NEUjo+IbLqhu49lZiW8/jHAWF2gohV3tmEuRBPDR/GMck+1IK4bUGSqqwbImXrINBzU0KdPDqBJpKwXA2DfPeAWee3U/H41CDUJp3hF0QttWHhHVNYE30AyksKBJxqFVTLvHkbQvNvYCcxLjuS4IlatBqMZhc9GQgTfX1JKXEg+GpErX5DEXkB7vjbkxa1sO2tfzvcKZyS8RiTYbsSoApoMx1TULYDpdNnKg7gOPbUuIhIpeWAv4g6ppmkSwSC11/wKAxp7BIzmaarBGhC7UxLYpcUEYgR60gYdcelbl5hz+4AIRxyEM0kgt6LufM2w3ajjLTp84jtZZTsK8sZsUpYTtmhtzeAPwJspLzA6AUJYQAk8HzBsBQk0FPYSbjkQg16gSqVh8qs/GoGBecdaqArzh1Vd9IPR7XRpEpAVvJDpdvFJOBqBHbS8QkAxJur8IxjkTJs8VmlAA0waZkwRx0SliNRUM1JOt21vQQwIWpFkOlxQgg0udyD+yjn7ELuNsWgkbWoTJW9mqgVOKhXzy3mu66nEkWcr2oMFcERf+pgPefOnFR1iR6GArhSjkDG3fLZqhljDgHieEuC6VaKzkfA8bailRa44GpGUHvHSe4C+/fR8LEh8UxwWY0How0C+yaIZy4jhs/jxkWjE5v6xqQxYqgMpaYkb3a+osLuDV24NMKIC1wAH9OXkdwsuAut1IsBOJJH/XuHZgVyCXtX8FSgFpYN9S1XMTKq+n/atUtBu1xh0S8KYV7O1+n/QSDCLHR07NvV4RgLqQg9qPG9QKYJOy3ctFZLHQ3Bq/fyCAps73qcI3sKDnEQ2cwwR4M9VgSDiPFgPdxrqulR0ZABPndiW5nyouDd587nOfwy/+4i/Ctu0WsCGE/It2m0o3jPmgzeQo9r9+YoEvkx+BUScwH/w9guIBLoyTUdVb1wgeacfw04FWTJmgohqcqVVG8XYKe1TBvFFt6PPVMb5nPouj078FpRQ0Yt/TWd4dvZbM2L/FZ3vGigBvmmtgRwBok4ahsGwess1DiFANo37qP2CBGOff/yrCrGqdi0zJ8wu47Xm57TNWjCafTB0VobVV0/6Cy2K1M04zexJ1cBf/o/0CTqMCX37pEc4480YG3oAQnGlHsNNBK1uVoKHkWizPTZ7YNwPQI20rQuNNsw5ug2om/q33ADUF/ut3zvAoKbBEBKJ4foVzjGVzgaLaU04rrq8y1e0E2INQdFiVbShcZGgUm3LjrPCUyy5jX37pEcKswgxq3QUzOMGCJLiI+gcmqXLkMMesmMcNQpDAkVo6G02GQuH6Ru0F7tgZXttmeJ27gFnVjgndSpJoYXtOB5aibUvINTwTFTVZLxNkmiv9WxneCistwVde3h/IeqHWXRDjEGLZIiilsFBOvggBLNGTacWAaxAF9lgAvTAXcOuwdzkTGjhS5g24m4VMB+MahJeBvdAvBmuk5JRhWf99ZS0xR9TTwjik3QPs2/jSAeiBOkdODdjmtKqpuOgMwRvh5iKzLa3MOQLav5SLvVpTgTd8fEM9MMqZHlOZNzq/IJQSwNmhGSoJeFMac/iDcSQchBpV73m0rMTB5wjwRpu41gVjSzYOU2LdDjAQym+iHstXMIiUTChNRwIXxoCxU7aA8zVpxcjcdHiryLBNRwiuZp0LXZgzxopKEwpggPp8qBXDXbPoRLbgQaaHuKQMznWDa4cVURe8qbAkMeoD4I3NK9x1l4FMKZxraIe22nGML6cC9Bi2elIhVMovo987i/F/fPUHeNJOWlaONAwXObFH1W+b5pPBm9ZVsZDk762W0mDOazpiErTn2v/+lVdww2C/rxJdFlFajA3WdWe1mwzVxHFomo6Y2lKh+Ioznk1Z3msvsECEjJ+F/9t//S7W2OHkZCzd0A0hAlyE+zlp1ClSRQHrcSLXXCljpWWhSvYg3RNg0n6tX6b9q2WzdIviJcvhp7Lna9NjYvGDyPnZJjsTnNkY4NQzxiAauun1ghBsyax1bgP2rYDWRAaRYDqlA8ZKGqnHYVkWdtTrg0l8HxKaUapgQvP7/KF1/xoyEh8z2jM9Hd6ndqyzRFGYyI3FyL79UFwavPnMZz6DP/qjP8Jv/MZvQNPYr73jHe/Ad77znUt/2Jstcq4jYi3kG4hj6shu/xhqaDBf/QKW1SlCWw707KybWJQDMdYyRQobjjXd2QjoODoMQmxszkLOIAKA8Pb78e76Bbz02n3o8QOUMFrRqm5YXGMl7jhnUb5RT7WCE6G1yGR/ohZ8s7EJZh3HAAAgAElEQVR8+cWmeOIDAIB/S7+Jz79wiponGY03Bq3WRzeRUxMI+2woRh29HuaNzlH4atCmU3DQw1AwiMon/j3u7r6GI1fH//XN+ziPMixJ1LJZhhEaxwiGOkTC8tyadgkCANvnB8/gQifANV2GqBsuqpvvxY2L5/D02sXnv32KR5x5oysupg23SX8Y7dt0Cq7dQ64DGLTl4p9JmsImVZuYj77X7AkcpS/hyLfwpRcv9lRxU3ER4oh+tus/E1LnyK+BHQEAGfFgSMACq0mk1XiAOQicaOwAEq1TdhUy5xYJSNImgGm/YirapqY6AgGCmjxOkIz6AIPIWeCunbXtkQBglDu2Z0lAKAEUmAP9jKKqGXNsKqsAjJos6ysnRcTcv4btX2CXmiWJ8XcvdxlEoookT/ZyYw5PIvR7HeKfAPaimAOtGHGpF2LZ3aDOEktEPWFrsVer1rpob0sHzi0C4DQmao7prQ39ADhPhc7IOAGrbQZCVdX+QpO345BXgE1PJGIDDaZrsjwXgHMjYd64SNFItHsqaw4PWY89JZhBKhDK8eWsxFZ4eTKDiP29SwljxWoSKeBcmHMYqIBOFT/KGPOGqMRxAaSaD3Pgurlvm5o4Dn6Rkgn9opQDg4TnUXnUB2/mJJE677S/Zy/gkxxxuq80C+FlOpGxcgj0qPn5OKyUW8KuNhq2TUUj98huiD2AdrVixDgmnuutHbQMLEjkoIc41/T8Ag2l+MTnvwPf0nGsxXtgRxGJNoc7YEs6yNFMnFcGL+ASSettlYh8cTxXYn0Ou9zi1YsU/+WfH+Ln38H2LlWuKKJ21liTENtO67GD6QwiAEiJI20h3oM3kjnvrGCTEtsoxF995wzGd/8f3CaP4N79kYOf5S7GGitGnVxLAbbUPVgSxopo/5IVX4XmXs4ZK3/1nTNo2QXTeTwUps9cGzsgg1YmSIl9kLFzmWgMH56k3UjcQ2TjEO5GYs2eRTny6Aw7zN/w+0TaHHa3UCas2yd2AQjQKBvcC1tmmuJsG2rFUN5C5R9gEAFcaL7DKK6Eds9EJtQ+Z1CAUIpxlLZcO00VlwZvHj58iB/+4R9mH84frmEYaJqxKv+/lKhCBrZ4y1vK1/yrtz2FbzTPwPjnP4eJCrkrf23i3saKbtpDC2DORuk12VID3IIMGdD03Y2EOr6/VIM3xz/0P0EnFC9//S9g56fYaCvpIvWPnwLQF18uhejdNYE3uqLdqOSCo3YgP5iod4zy+D34Kft5/OdvPWgtdYVLSzccy8ADsoad9C22rSaXOpFcJdrEeyBmKQ4x2UUIAIq7/x5adoFfeCbGX3//EV5/eB86mr1g3iB2/tN4onq5J5JGqozPremuWaIqOwQ98lQkefIEtLj7YzBOv4mffruHv391i+88jA5Sk8n8CZyQHR5e7J97wXvZJ4uEAYDuoIIObUCpF8JhQ3q1iPLO+2CcfgP/8SkHX3n5AudxgQXU1Ubq8YQi6oM3Wp2hxDWBNwpxcrvJpNo9AFAdvRvB5h9xw6F47tUtYxw1EXKFQJpIAPX/j733DpDkKuz8P69i5+kJm4O0u0q7klY5S0ggCUnImGSJeJggYx1gsDD+mTsfBt85nY3hfD5j351tMNwZY2yyCBIiSQKBAkISklBc5dXuzu7MdKiu+O6Pqtfd09Npd97I4gffv3Z7e6vmTXdVvfd939BTKZpkypvlLuhgsDR5mP9euhPMmB5PzLV4aj79WZyoTsMo959YGBZNo7jEbqRas3QobwKz1FeanAZI97d/lSamqYoGNz7ctbvVziAa8AC3K5ST2pIaeptg2eGfQDunq5eoVYG8Tp8FhJFPa0Xna53/E2X2m0FEuyK2/R5Lnoh9Apxlq9Ps9r23d6KXhQ72IWqlO4ErImpdwapRY7gSStmNegl6Ff5vu8tcZGcT6yXtLVJSkC2SPs/ctiqlK9RbSbT7bhgA+WL2es/nrrJ7rGUqVhR5E/fJIHIGXOtRtuDpDidveamCqN+Co/2ePo1piqRYthJKBeT2ybxRzTSy57tlFFXmS+c+WmtFw7OUAJFfaskTmoKXO6RHn5yubFFh9SyycxW1oOvcr/bU/FRNmx9M3iSZdVL4fcaxXOWNytEI+yyyB4xDuhViDJzgAJ+76xnuenqBa84/DMOfa1ujBsHrrYKWkpwMlk1CCcOkKV1En3Eo4ryfYsW3KuTjBT7+w8exTcEbWv+XxJ0g2HTe8BPmp5igwVyjc76c9PsGuR8sWgzIf8vG4ZaWfleM7P66d9+z/M8bfsQfux8jnDkO77hfHXquvNqQbnaTNy2CZWb3QEre5PqQHsrC2o+Eagfk1me5/v493PeVj3Cq8VNWb94x/GRCsCDK2F0NYGbUxGP540jsYmo3ChdblNWGQ7/5u5sr0pI2wp/jy7c/wBc+/p85JbgNMaRpSqFXsaI291XRxqGio6btyWXLntG917lC3ahQ8ndzz23f5Iuf+xj2098nxBz6DAEIe4LmlTXTWabyRl3HvSUHHbVy/3tp7FYp4bHvX3+Dn37lz7n5hs8MPc/YK79NmzZxxx13LHrtjjvuYMuWLeMe4vmH+rPMySJTlcEf1lmHT3JjcjxuPVWiyPLSnBiAuJS+Lmodm44RNfHQ02wEndaCqMdXLpqz+NJmYkCOAkDhsNNpijzOkzdSDvdRs/uzkpMz6/GlhZjb1X5NkTe6lDfmgFagJFsQ5MuDJaHhxnM5Xv6Uh5/Z0ybf+ilvAHbZR7Cx8ZNFsmxH+kSagpfbVcg9Cwi1sMkV+1+k4YazAfjlykPEiaR2IBtHHyUUQGtyOxXRZGFvp15cRB4tHC2V52pBZ/TsxqsdIbvPgg7ScQgZ88vVx5DAbY8+g0s4cILkTKetbPV9uzrnUG0ny81XgTQklsKSrBjlmTUGBKoF689CJBGXV59goRXxvUf3UxHNgQF0icrIaixuzjISn0CT8sY3Crh9SI/cgCYdSK8NEfu8atXT3P74XBr+SZNwgHRf7VDaPZWiajfe0qC8Ccz+IetOPERBlF/FRLQXk5gfZKqVXLSQKogGoGVWluSydFRdy/9uRVaBfJ+GPCts4A2wf5GbZMpocPOj+9thplZYSydsA+pR0xyMBs1wMUHvyEBL8LJSp/WGeqtmM7fPta6qQ5/d21GWJtmOnVvqf63b2QQl7PF9p9fI4GrYceEUyiRSLCFvwuzZ2E/6LDJSuTnfWQjE2b3aHXCvVq/L3hD0OCM9lmmJzuXyBNJcQqpEgYcpZN/sHpmpIKJGl88/+z3bxf4TVjdXIJDWknYu2c7uWd442hXCfRQrruyf3aOayroX/cEQy7GCb5aW1NBHahzLJaGy702/jJU2edPbbpRtNnVnvqjgZYYoiBTBGXR9jir0frnBy0p50y9jpa286bE5KJuByJSYfpTwqdufZNpstgNO+0ER0Ub37reqjF9uG1v2/R9OevQ834RB05zA9vfzl999lFM3V7l8Wx6BHKm88Z10QRdlFtE49FKrgwZlsCdyGH2ehWqR1+/eGzhVSskC1967h/cd/iilZ26medp7Ro7DKE5jCImXhU+n1nG/r5LvYNEy+qtppV+jJW0KuaW/Kysj+f/xpnt4R/B3VKlTu/DDQ2vCgbY7oLtCeZCS72CRDHimKzWn0+eZUMjUHI889gjWde/h96x/wD/sQoLzf3/k+epGqqJSMOPmsqvb0x80vR/5vaSHN3gcIrM/bdt7PVd+/zLeJ/6BwqotGBf+l5GnS/OUugKbwyaxFDjLVW/mVfNiz6a+ItMGbEzUrSl2hD/hhT94I299+v2cz+00KkeOVBBFbprDJDMxhJoDWctU3qjruLdMQc2FBpFQ8xtexA+To1n7zPWc++hHePn91ww9z9grv7e//e28/e1v56Mf/ShhGPL3f//3/NZv/RZvf/vbxz3E8w6mt4+9sspUYfCk+LDJPPfnTu78n4mNfd9nZK83dz/QeW/s0dKUrwK0QwFbPVkxZms/+ymTH2bPMm12T57GicEdVOP9tNz+Kp2posv35XEcvveGtsKnTd44esgbxWjHrZ4JcTaRVgni/RBsegGmjDjTvI+JZI5IWO3JbC/2TJ7KTLIXMd8hPVwN4XMKalc26Qn6VWROfsDCJilvIK4cxpoDt3HC+gqTZKGyA6Sw9rrjAJh//M72a0bk4fWpjD4kmDYtnKUhkO1JxQCVwJqTkYbDptodHDFTZCLLYRj0eRRXpURvuL9jyVMVoIYGogDAMwrYPRJrtRs/KFAtWncaUpiclPwEQ8DX7tvDBI2Bu41JpryxemrPrdgn1ETehP0aBKQkR6tvngdAuP5MpDB4kXsfu2s+9z9bpyKaJAPsX0m2mO31+LctIZrIm36+cle2BpJQwabzsMIalxQealun8kljoIIIwLcnKPd4/HVVnkOqeszTWtzCx3D7V1JYRUE2oTnLvbszZUu4QNMYHIiXZgM0qPXUt+tooIFOCKPfk0Ujgjq+tCnll45l7erUKnzrA7varykyYxB5oyaMUS95Ewda1GlFx6FObmB2j9FHwq2sUV53w0b2DMoNGEc+W3TInns8kU8iBc4yK7YLrkWd/BJSReWS9LvWVQ6P16VqUgtZd8AEVwhBXRQwl5A36lpfZkDukArhQTv+7UV/F3kzbMGhEFqlJdl/7favZS4gFOkR96l0VoHlvcoblcshuxpPFjLlzaBdVugsRqIuBXKoKQNuGOnR/ox6lKiGU8DDxcqUmJ+6/UmeXmhRFQ0YEEwO6aZijIEd9BvHMp8hpp3mcPRrBWrPT5b+bE2rSjlZIEok//GiI9t2lUEbZAqRU03r0rMcokCj6twXOcxo6TjUPSzfh3iNnSqToo4jIl638L+JqtvwjnvjyHOp/MtWFqngBSEF4WsZRyBy2H1UqPg1auQp9bUQp3Pb02vX8QrzJrxT3kk8M0KtAmA61CksCpF2klbafrZMxFaRfB/ljWzfSwe3G72u/nGuNL/N/MnvpnH53/W16fbCs6qLLHl27PUNcj9YtO1GPetC6Q93AOyz1jEj5nlq7cXs/5Vr8V79JcJRii7SPKWy7DwPReTRJIcwlrcWsbKNpahHsRK3nQz970H7z/xd/mXDf+AHp3+UPa+8ltlf/SHh67828nwyN4kpZHsupEpglqsgGhRDoeZCzgCV79lnvID8r17LU2+8k4deeytPv+TTQ88z9m/7oosu4s///M+566672LBhAz/4wQ/4oz/6I84///xxD/G8g+PvYx9VCkNIDyEEpa1nUpfpwzQ/tan/G9ecwB5ZZeYHf4BQDF7s4WtIRVdQsrLeEEg72M+8mBgpRc8f+SIOM/awRTxDNKBhyxCCWycuoxrtxX7yRgCibBfKXGYVnIK6mfTajQx/PvWFDiGJwvWnI02XV008xAzztOz+9i8AuTFVuNQf+m72QoKrqX0GIF9Ulc49E9Zsoi+G7B4GG8/GfvoWXnbcqrQmHAbapiY370x3mZ+9p/2aqjxfdjhuhgZFrJ4cgWTIjhAAdp5wzUnYT32fi49exWQ2jkHKG6OaXjtiodMAFrfl7nrIm5ZRxO5pYlENKP3CWCHNx4hWHUd5zw85bl2F3TWfimhiDcnuAcj5i4N+jSQg1NRkFlpFcrJnghS3MOm/Gw+pXDxatZNjWj8C4FsP7aNCo2/TFABWnsDIU4zmF9XVSk2NQACR2WccDFcQBZsvQJoury79mFsfnyOKE0qyTjSEvImcCapicfinyu7RobxJ7CImSbsdTcGKPYIBCqLgsBcBcLn5g7Z1yo1reObgcYhcNa0i7alcdmSopZHNGpA3ZgR1auTJ20ufhaq95eknH2GumZFKyuoygKh1Mul8r8LH1KS8KThmRnr0KDCye5bVJ2TdydQDYXfDRkbeWAPu1cViiUga0FP5LuIAHxu3z+/rYJC3TRoyj9EzDmVZ7Wf/6ig2OuNoLzgGkFAATQpLgn6V8sZa5v3XVffWnnFImYbF9wteVuR40tWApZRQ9oAFB0BkLa3YbqsFl0nUthUrfYJlrbhJgrEkd0uFf3Y3ntRb6hkyeBxqEh93jV8pUcVyiXPDIsBql00sQvYZ9VtwzlHBCeaYbQR8/IdPcNGWEmYStK1RfSEMmkYJJ+xcI6Gvzw7tkcPoY9NRuV39rJ6BU2VK1HjrmZvZNJlv122Psk0luUkmRY0FL32O+G3yRkNArsj1VawQZIqVPsS5zE9Spc4fb7gFd+FRGuf83mi1Cp38oijLL/I9feNI1bRLv1dGWKMmC33D+xXp8WvWVwimjqF56rvGPl+asdK5tlzZItKghJJOkZwIiaPFGyUENWIpKBT7BBbbLjUKSMNg30UfJTjrt0GMt4xu2VXKXQ1globqdui03wU96ymZZbjk+9jYAAqv+b8884bbmPyVvyFec8LY54vdKhOyThSnG2VG1NAiUuiE6vc8Q3y1wdJ/HnvS8Sdz/svfwdbTfhmx7gSS0vqxauRVsUpDNZkp9fEylTftdWGvNV2RUAOe0UII1lZyrKnkmJhah73lnKHnGfmti6KIMEy/3Oeccw5/8zd/w5vf/GY2b95Mo9GnfeNnCMVgHwvWcCYe4Iwtq7kl2Z5ak6b7Z95sWruGd4XvJFd/jNK3fwekHNoMcyhQ7UatnuaLfDhHwxxeuQfgHpEuJiyRIEr9g5cB8tsvY78sIX/8jwDE2YN4GKlyMMipm2LPLqAZzKeVe8Ng5QnXncY54m5mxDyhOziUav3WneyTFZLHbk5fyBalgzJDDhaWk6Ml7SWKFbWL2iuv7ka44WyMYIHLpvdy+qpUojtoV2hmaorHWUP+wP3t1xR5owtNo4DTkyMggxHkDRBmuTeXbMkxIbKdyUH1wYU1hFi49U4OUZu80dTI1s9upBZ09hBGPdxwFtazd3Le5gKChAqNwdJ9O0/LKFIMZxdlk9iJnjpngMgqku8hPaJsN14MUN5Aap0q7b+bjfmIbz80S0U0BgakQTqhmBQL1LqCDaVG21RsFyn0kjdJTI5gIAmFXSDYfAGn+t9noRVy2xNzVGgQDWk8id0qVWosdI2jY8nTcJ20W5oWL+LdpDlwFzCe3k40eRSvyf+QGx/JajiTOv4w8iZb0La68jNkkuBqas1SoZi9LU1G1KBJvq/FN1xzMpFd4nLjZr5+f5rz1Mnu6X9vyGfBjtLvJW8CLddIwTGpy/ySGno18XP6TMDUAmLfbCerylCkzIBcL8syqVHA6M1yifUELxczEqp3HMr+ZfRZYCsLQthtt8m+l8aAcYAK+u25x2fZPctV3uTyeXxpIXvsRn6UUKDV165hZM+JsEtB1FY4DcmKSZwyZeEtbnFrK4iWm0E0uNLZjtOGvN7NomKxvKQ+96k96YLAHKK8UWqvpEuBHGqqPAdo0d+mIwJl/1r6HKmbE+TCA/zNzbtoRQm/cXqmPBsSWAzgGWXyXbbVMMuy02GHDoSLGS9VSKj2r37tLeXJ1WwttPh3p25ENPZQ+v4fApBUNg8/WX6SCRrMe+kzUKnODW2KlaXjUMR5v03kiclVlESLl859kmDTC9obAqOgLHBJlhUTqCDxIXOHcRGaedw+GzJmUKM+YANAVTonwqRx4YfhICzADXOCfNRZ8+Rli2TAhsnBQM0/gp74BuGn4+inIAJoXfpXNF79VeTRv3xQ54vcKhW50J4zOolHoMEFoKyeS+I0ggVCaVIs9F+HlCZmKEwMD/XtB5mfwhSSRmbJs6KmFvJmUAxFW5k2ZGPiUKBajf2sOUyETUJpLrvBN21kyyF6n7XKkTFEVXpQ5xn1hmuuuYbPfvaz7b//9V//NR/4wAe4/fbbee9738tnPjM8VOd5CykpR/tp2qMDmk7dPMFfJlfwu9FbWF3u/8FunswzfcwFfCS6gtyDXyB3zyew45a2ZiPoCvrtqVIrRnM07dFfiHhiC/Nu2qzlVPtn9wCcc+Q6Ph+fS+WJ6xGtA20fu5XTo7zJDwjIdcIFGsZo1jPYdB7VxkOcXniG/JCw6a0zRW6VO5iavRWkbO9C6fAvK9TF0owVK6jRIA/G4F1ZlXtT3v19XrM9/XkG1T8aQvCEvYWZRqfZzUpaBBrJG98o4sa9CqLs70Mm0uGGsxAyYYt3N2/ZmTVcDNrdMkz2W6sp+Z0GMBWOa2kiBgOruDQPQSmIBnhNAcL1ZyGSgBeXH6dEK82bGDJhbTrTzDBH3e/YdCxNjUCQKj1KNIm6dpdbWdDqoNYsgGDjOYgk4sqZx5lt+FRoDg2bDJ0qU9SY67bpZBNlVwOhlliFdOe9axzt63DIRNLfehlF/1l2ikf4xgP7mBBDFEQAuSpV0RhA3mhQ2mVKjt4mBFd6xNaAcQiBf+Qvc2z0E+p7H2f3QotiUicYUh9stcNPuywxkZ/mLmggb+x23tjiDQAzbAyWcNt5wqNeweXmD/nmPY+kP2ewQJPcwB2uQrFCJA2MnomYmeixFhadlFTpJc5V8G+/kMbJ1ZtJMKg9eCO7F7JFclCnhTM0WLUhCktUiUbsE2AvP3jZNKiTb1tyFFRVdb+cLjf7jnR/hqrFLBnSbpQG/fbc4+MWiRS49vI+k7xt0CS3hITywpgCrSVWI+h816OulqJRbWyQLtbLNGkEnXtvm4Ra5rVuK7tdn3ajNGtj6XPKMg3m6FQ6f+ehWW55ILVqDxuHoWwAXQRnrCl4GcAXLma0lCwwo8HKm4ZZxQ4O8MV7dnPlievZlEv/fzJkHAAtq0K+67sValTUDrIbqWKCfuSNW17FtKiTm72byc+8BGvvPSy8+K+Jq1uHnssspAtTr5Z+J6OWPlt3aOaw+yhWzLBOkwJGn3tJOSshMcI69XN+b+xmIlMFz2ZWvqCl5g7Ln2dFZqFveL8dNWiKYt9xyMI0iVPBO+WdRKuHN0z1omVXKXURgzl8LRuwop0V0+MACGvUKQyOJNh2Mcn0UQd9vsRNicFGK71XuUlLS3mKyorpbTcygtTG5uiIVuiCatdrzqekh6XJ/tUmb3qeIUawQEva5JZZDtALJ7MW+pk6TWXUGsu0f0E6Z+hdF6r7fH5INu3BYORPec8993DBBRe0//7JT36SP/iDP+Czn/0sf/Znf8anPvUpLT/Icw0RNsjhE+RGM49Fx8JefwKflxcwWRgsWXznC7byMePl3OGeRumm32cm3q3Fm6mgJt69taUVOU/gjPGFEAJzywUArFk7eAdiYzXP90qXYMoQ94HPtRfYti7blGNTlzlEz5c7N8JSoBBuegEARX8PFJc2TSlYpsGu4klUwz0YC48j1G6aRvKmKQpLJt5WVMMbkmsBkBTXEFW3YT/1PQxvlsQuDvW57y8exer4mXYtn5W0tBEF0L/Bw2hXow6xsa1Nc2/sp77HmWvS28kw0qPmrmM62t3efdBN3kRWaUkInSIfcwPCPAHCdachhcE270425dKH67CJd5BbxSoxx2yzk/BvS5/Y0KO8kVmznNdlA2plD+d+YawK4bpTkabL+fa9uIS4ImqHx/ZDlJtiUtSYb3XIG9UUoqMqXDpLx6GyCoaSUIdfiBQmry3/mG8/uJcKTRiiIBJZu8aC1/k8VA6GDvLGcPuHAuaH2L8AWke+DIBfMr/Ptx6apSwbRAMyiADsTFURNTsL2kBl92jYjXdzqQ2ot5q6rSoYgNaO15AjYPv+63lwbx07qqXtXwNgmQZ1Ch1lSwZThlqUN66Vkh69ldHSH9J8UVzFgW2v4LXiOj523fcA0nGI4RsGnihi96ork4BQg/0L0pwup4dUibJ7Vj+rspsF+rsLu9qvGWGNGGPosy1tTFt8j1f2L2eZ9q+cZdLoY2/xWh6uiPpmbTj5lOCLu77rSuHUb0HeOVkFV0Q0mp2xaLN6qp+zj/Iml/QPXoa0rtYO53m25vNfvv5Tdk6lz7dhbVOJozJ/uhQrGu9ZqU2nH1kwWHnTsieYSBYouRZvPXNzuwlsVEBuaJcpyVrbyqbU2jpIj8DIYfVRrJhhPfvOL/1dJbkphDdL9bOvBMPiwCs/j3/kS0eey8oWdEG2oGtn8i2zgQYgNPI4fTJWrKiON2Dxq37vrR2vJ54+ZuxzqQ00w0/Jm2Fk8MEiNgvkWDoOJ64PnveaLrNvup3mGb990OcL3cm2YiWMUyXfsI2fsZGRN0GPYsUK6zREQVskQRv5aUwhqWeZaznZItIQIK3iAHrtRmZYp7kC41AB7a3MbjSsOfRgkFcKf7+XvKlTX4FxuBUVNN9F3mjKqPVEYYnK1QgWaEp32c2O7eONesP8/Dxr1qQWm4cffpharcZll10GpDk4Tz311LD//ryF0Uyl01F+cL12N950xmauOmtzX1ZZYabo8Gtnb+Et81fhOVMUZZNQUzgupJMdgKh7ARG1KNIiGqDa6EV8xGVIYRJPbhv6vo1HncrdyRacn/xTmzCw+4RAHiqaIr+EmczHNXxryO56hmjm2LZKRYXHDjzPujMAsJ78HonysWvKVwFoiQJOzwLCjet4YyiIwg1nYz/zQ4zmnoF5Nwr+9HYMJHLPvUBq0Qk1hmEHVom8XHyzMcN6qiAa5um18oRrT8J++pa2bHyYP94vrGc9e5nPFBJSEYM5feRNUXqL7EwqoHHY91e6FaKZ43CevoU37MyaU4ZMvOPCKlaRZgMo2DIg0qCOgNSPbYmEZldlbaCCl4dNwKw84dpTOLJ5BxWy63aYTDM/xTQ15rwOuULkE0sxlm94JOwSppA0u3a3vHad85DPIzdJuOEsLhI/JGrVU6vnEPLGLE5iCLnIbqQyb3Ts/pr9aizjMG1XGzKRTKpbCFft5FecW/jqvc+OVBDlMjVC94I20hRiClB0berkl+SNOXGD1hDCOVq1E3/yGF5tfpsv/+RZcnGN1oh7XF0UscLF5I2VBFoITiFE3wkSoSJqByz+z/kdDMPg7Kf/lm8/uA93DKLdM4pLLKVGVvL6NJsAACAASURBVHmuAy1RwO45ftwa/MwtFYp8MT6Lo5/8NOa+7HkQ1VMSasj8JLSK5HvIGyKfAAvXXN5uo2kImuTaxIBCOzOkz7VeytnMU8Sde7AdBG5k35dh14jI/i3oyv6TUZBJ3pdJqJkuMWJJVkwYJxSk1ze7B6Bhpk0y7//K/QRxwrvPSBcGwzYAsAvEGIuukaR9z9JQhWy4fUkPK24QYfZVmwXOFOvELP86/b9Y88g/Y2Xfr2SEbSpyqlRpUM9I+raCSIdiZUBArhk2U9Kjn9IjP41AEq49mQNXXEu86tixzuW2m8NSVUGUkVDLbZUDiMw8bh/yxo4btPoougCC9WfSOuZKGgdLelh5PHLYWRi4CuC2hmyYjIvYLlDoMw43rg/MfwMOed4du1NMUqMRxHgtD1vESC3P9PSeFHo9yvmogSf0zEe7YWRqKKVYSctTNJA3+f7tRnZUpyn0bLh3Q+UphRnB6SStvorEg4XluGl9ebh0M7yxAuMoKGthpvw0Iz0KIgDfyC+Zm1jhAg2N36uRT+xCodDOtrn77rs58sgjcd30pi+lJIqiYf/9eQtZz2pPhyg3unHGYZO89czDRr7vyhPXMzW9hndF7ybEwrOGy00PBm5paX98mKXJM6CpqBfBYS9i9i13klQGBC9neMG2aT4dX4C7/14mD9xJLAWuRtlaGp64+KZZkjVCe4zflzAINp4LjCZvZjYfxz5ZIXj0pvaDWEfivkK/ib0bNwisMexfG8/BCBs4T9w4sgXBXpM2TtWf/DEAjmxpIwogDZYt9ihWzKiBN8ZNOdxwNtbeuzFqj6ehqkN2f5PKJtaIOfYcyCbpbVWXns8kcUqU8AjirlYglcMwYvcsXH8m9rM/4vLNatd0iOS9uJpVYp79zY5ixZEBUpMaSmQ7z36XQkIF0o2qMgw3nkNh7n5OKKQP12G5C6IwnSpvumxTIvbxhTO2RHsYRB/Fit9WEA1/IPtbL2WV/zgnG6ld0MoP3v1VVbZRV+NLp4FGhzRZ2Y26Wxay62XEhNg/6uUcLR8h3HM/FdEcqkzLZaoKWp2FaejrC14uumnGSm/emJsMrm5PTy4Ij30tO41HePjeW8lFNVpDAqQBmkYRuycgV6e1sNXn3iuCBr60yQ1QYCTl9bR2vplXmjfy2RtuwI5qtEaoPX2rRK7HimkmgbZmOd8skov7qwX7NeSVXYsPRm/igCwRfuFqHnn2AE44ZNc7Q2SXKbJ4ESySAB+nb9bRwaIl8kuUHlE7u2fpd6vkmvzf+ELW7P4m+bv+jpsf3U994QCRsJaEAndDVa0G3da/uJUqiJZrERCCFkttOs0gpiBaRAMskk1zghn/cWafeoDfufBI1jpj2I2EoCGK2F3kTRzqIz0Co3/GSqqyK/S9v3vHvYFbii9iq3c35W//DqWbPgAMzrFTSNwJJroC42ONitrIzOFIf8nrdjx4kd066hXUXvgh5l/6j8gx58YAThY+rZrD4kDlPS5/8ZhYeXJ9SA8nbuCb/Y8vi6upXfhh5Ij5YT/UjQq5MF2YKvJGR+mItAo4IiIJg0Wv55Imgalvg7eN/BQF4TNfW9Ca3dMmb3o2Mty4PnQj41ChFCtBplhJs8D02Y2SnryxoUqoZSCXkTdxplhxE49IUwlMv019O2rgrQB5U65MEkuB8NJr3dZV3Y6amyx+ptvBvFYSauST7pRTTuEv/uIvePjhh/n0pz/Need1qsQeffRRVq0aj/x4PkDEnQeAN5fmbljlwZkphwLLNPj/LjyCb9QP4yX+H3HD5Gu1HTunPIFdDGtjLiWhjOL4wVOjJLAAx64r813nfALhsHH2ZjxccsuUVnfDM4o4XcxknEjKskE8wlutoCrtkvzwce9YW+GWZDv53T8gzCbE/SaSh4rALC6RoueTBuEY5E244az052ntH5h3o7Bq/TbmZaHdOOUkPrFGS15klyn2hNA5cQN/LPImzb1xH71+ZJuDNZna9Wp7d2UnTiczji7yxi7jihCvS7FiKHn1iAdMuOFMROxjP/6d9FhDFtlWZS1l4bGw0FX9SECs6SGmwsm7g2VVeKKTH77YVMTm68op0TdsF9supYGI9WbngWkk+lQFahzdoYBBdi5zQPtX+31bLgHg1Vb6eQxTECn/ctwV4ppotH+pKuTuGsvQG60gAvCPeCkSwevNG9L3D1kIqXwi0RViGmULCB3kTcE2qck8Rg95k5PeSAl36+hXEgubS8PrKSR1giH2L4CWUcLtIehtGZBoshb2u/caUTNVgAwhI1qnvpPYLnFV8H/IxfWRRHtaTd1zniQg0mSbSsfRQ94Eg4OXHcvgfS89g7+rXsOa1iPc/k+/i/QXBi4A28e0yxRlE5kk7ddSBZGlRZLeT0GkdrX7BS8XHYuPRL/CYzMvpHjT73PDV/6RTfkA4U4MJY4VGd2tQBZRQICFs0wFUTqOHGYPCdUMY0q0BqrsvlV+GTYRX8/9Lq+0bm5boeSQDCIgbWnqukYU4bzc4GWAyMj3JW+cuH92D8DJO0/h6Dd/nP1vuo39r/s2tfP+C43T35s2uAxDrsoEDWpZnkcSqE0ZPYoVp+846oNJj/wUrR2vGauZaREUSZIt6JRa29FiN8qT60NCpaSH/sVp06pSiNPnSKzs9hrU8yq/qtWdFSMT8rJJOKSk41DRUazsac8dDA1kmnqmx73kTdJYkc8jlyk9wsYsYRiSF0HfLLCDxaDWWzduDFdCHSIK1XQcMrtGXE32LwCPPGbUuxlep7UCn4dlWcxTwsjUaXbiaSsYCq0ibtecIQpDtnp3s7c0vvVxFEY+6d773vdy4403cvnll1Ov13nzm9/c/rcvfelLnHLKKdp+mJWGeeBhzNm0scef3w2AMyTw9lBxyqYqLz56FQ/KjQNbLA4FhXwBX9rY3t72a958+merpJdEM4TgpCM2c11yGgKpnbzpZSZrnkdZeMNlxl3wt16Kf/jFhOtPH/q+zVN5fiSOpeTvxtj3U0AzedOTsRIlkpJsEA8JJVWQ+WmiqaOzPw8nbzZPF7hfbm43Trn42ogCSBs8SsKj1uxMLtKb/+ibZrjmZKTpYnj7RrZSFFcdDoA/mwY6ErVSVdcy207ayHZTvHpn8SuiJh795dXdCNedjkTgPnodMDyvwK6k941wYXfn1DLQEioLHZtOtx87zkjbUeRNtPoEErvEefEtwPAFhAo2VBJY0GsJUZXNYdc4lP9+lA0zKa0jXH0iLzZuAzpVz32RqXJkV/ipsuQtN8QUOpbVbmmyCi8elYeQlNYRrDuDV5k3AgxuMSPN+kgQmEE3eZMpbzSMQ7UbmT3kTV56A1UF7Z8tN0mw9RJeYd3MjJgnGnGPa1nlJeHhjgyINSlvfKtMTrYWTVrNqDHSty5zk/invIMLzR9xjHhiaAYRQGiVKfSoEi2NypvIKuLiQ9wVGp4tGt0B1/oLj5zhLa9/K3NHXsnV1pc52XoUuzD83ivdMqaQixZdItaoIDLySwJZo/aOfx/blGsiMbh26wd4xNrGn8j/xgtLTyL71Lx3w8lI3KiL4BSJj48zOGT0INAvK6YZxBTxSAYsTv31Z3F14b8hVu+g8o13Ubj1I8DwZwhAyyyR68o7Uk1/toY5Smzm+tp03KQ5elEnBPHkEbR2vpnmab858tkpCqlttZlZ2dr3Xi2kRw63D+nhDgiQXg6UfV0t6FRlvA5bt7QK5PFJuizdAPmkOfLeeyjoDvpNdEYf2Iq86SJPwyYGkniEGvOQTtfOWNlH4I8ubRj7uNnvIg6Wbr6Oo5w/WOQrHcWK543OkxwXrltIbe69GaJJg2CMDNGDRb5QJZQmIotJyKGn/QugZSy2QsvIZ3O0iwPuRi3H70VNlNtB87qyeyAN9e6eMzx2781MiRrR4RdpOT6MQd5s2rSJr371q9xyyy186UtfolrtTBCuuuoq/tN/+k/afpiVRiwl1c9fibnvXuLaswTSpHwIVWnj4N3nb6XomEwX9EyMACxDcLM8nuN3fxbn4WsBCOopeeNWxsvuORi8YNs0/xieD4AnHXIaU8v32evYGj2IeDpdmDUXUhZ3WDNON2RukoXLPzZyR8gQgn3TpwFQfOrb6WuagpcBWvYU03I/zD8OQN2PKIsm8YgdN4Uga51KcsOlvXnbZJe1lenmQxAHWMTEGnbiFabXbgHgU1/6bHty4UqPcBzG28oRrjkJGNI0laEwczgAcv4JAIzQo4WDrem7NV1Nf4/X/qirmStqDA1jVZC5KtHMDsxa+rMNJRJL6fUW19PsLCllWuesIVQWOg0C0SLyJn2o5YdUngNgWITrz8DOKtmHNrcU0t+XqhSFVFWgK4xV7fQtUqy0279GT5D8bZfhkC5qnSHKG0Uaiq66XhmlE35Hg/JGhV3LrjC9VmM88gYgOOrlVESWn1Acco0IgzpFrK6gX53By5Zp8FN5OOsW7kJ42WeexJmEe4zPY8drqVJnlZhvB64OQmiVKfSQNzYhyUHUxA7D/bkTAXAyshXAjJoDwz+74e18K1FhDa4IKY5of1CKFboWXZamynNIc7qAxQH+me9/EHnT/r8X/D6yvJ5JOcfU5PBniMhIEa/RsRsZSUCILgVRAbdXQdS2f/VX3gB84kezvK7+m+CWKR74ycgNHDe7DywK3Y5T5c1yq9shC8jtqab2wpii6N+aBfDO8w7nI2+6jNor/4XGaddgNJ5BCqNvo9Oic/UQnDLSp1iJrcIS0iNOJAWpnyxQaqgwyxxTqkcnp6OxMN83IDeXNAk1j0M6ZSJMHEXeZMHVzgiV6HjHLmCLGN9fPJYCzfY9QCdCp8qEXCCMkzYJ5Wggb4w+yhuRPa+SEd/3Q4FTzhQr9X3tuYMO+5eTzaNkT0BuQXor8nnkJ9I5o/D2t+1fQoP9SxgGDfKL88aiFlNyDm+cIptDON+CKGH56VyrIFta2r8gJW+crmfI7AM3UaBFa9MFWo7fi7pZIRemmwBu0tKWURvZpUXkjXf/14mkwYaTLtNyfBiDvFHoJm0UKpUK+bw+68ZK4+FkHV5iUf38lUzsvZV9TDBV1Fs/prC67PIvbzmNN50xuNXpUPDlrb/Pj5JtlL7+dpxd3yCpp+FXxap+8ub0zVXuMI7jSTmDRw5LgyRZ4eFj380zySTGF95CffYpvFr60DcPwds7CpX1O5iVFSrPpkoEXc1GAE9uex2+tHnyn3+DPQst6q2QMs12tfAohBsz8maMce8vHklOtrD2pwoiqTEMe+b019CwZ7h4z9/y0RsfRUpJIWkSj/lwUdXnoyx5srSWCBMrIxZE3MLH0ZYkP7MtVQKKB67l5kc7XtZx5ZDh+jPTn3PExDspZA/iRkre+IGPJZKR1qxx0U/poSYZuVHkDRBm1ikYnrvQDsruIm/MWE+dM4CtpMldEyTVijBKQQQQbO162A0JLFakoRl05WBkCwhLw65pLl8ilgLZpfJQqih7jHH4R1xOItLFaqUyfJHdMMo4UWdhGmmsDwb4F/MlWDIg/5P/k74QDK4O7kW46Tz8QkqYWyOUHrFdoUSPDx996rSnCsexR8zgPvTF9mt27OGPEzpo5/FOfw8A61YPf3YmmWKlW15vyoDY0EN6RBnRbzQ7ilojbOBJB8ceHhounTK1Cz+c/ZzDPw8jUwH7jY5ixdRo/4rMPLke6208hLxxLAPHFOyu+Zx4zNH4L/sHpJUf+QyxC9l9oKulSakFdTxHQmNpQG6qvGkN3PEXQqRWPcOiefpvMffKz1G7+C+Hh/2TEpxF2U3eZMobDfmCiZkjh78ovN8LY0qiRayZ9FCZY6GyrYb67NDSypMnIIw7dj8pZbrI1m3TESK7/y5WEDl5DXPGTGXR6rIoE/s4RAMVXctBopokvbDdnjbOhskoqM2KoFt5o+YpY857DwaFjPSIG7PErSyDSAN542ZzLLrtRmETl4B4WNvdIcKwC/jYmK0OeaPLBeCJxeRN8sQPcAnYXT1Vy/F7UTMqOOEcURTiilCLggiyDYAuR0bjvq/jS4vNJ1ys5fi9aJkV8pk6LTckkP5gkTiltBUtsyhvnL2JB5wd5Mvj52+Ngt4C+Oc5LCfPy5r/kdDMs2bhLvbKKlNFPROXfpgp6pHxduO3Lz2Bjx/+p9wTH0bpK7/G+j3fJJQmlQl9XwqFnG1y+mHT/Hb46/yVeI3WY7/qjGO57dS/IBc3qH36jex6YhcwohnnELF9XYXvJ9sxs900S1O+CsBlZ5zMXdvewUnB7Xzyk/+dr93zBI6I240YoxBuOJu4vJFo1XGj3zu1HQDrmVStpCNxvw0rT3LWb3K68VN23X4tn73rGYrCIx5zB0Ll94xaQGBYzBqrKLaeTv8a+/hCX/ByPLOD6PAL+HXnq/zp1+5mrhlmXtbxPnM1DumUh068FXnjtNIFV5A1AklNC+xCKf09PrZ7T9cPN/7uWbDxnPafh9kQVNaS2eoE/VqJT6Qpl6Qdpte18FV5HiMVREBc3Uo0eRQwQkGUXW9Ol92osxBa/nVScKy0CjlYqiAaR4ouc5OEm18AQK4ynKj1zDK5uOv3lS0gdNTuAux1N3Nf4TRyd/8DxEHH0jbOrqkwiI59NQCb160b+tbYLVPAR0ZZsKWU5AhJNJE3edfmenE2zuPfaSuunLhJMCap3dr+arztr8EfIWVW93Kvq93I0mj/eqKcqha7FUSp1dMdi4wIN5zN/KX/C+/Etw19n5HZ9YJe5Y0mojY0i0vIG6nsGgMIzom8zYaJHO+76Eji1Ts58MrPUz/3g8NP5KqMh841YsQaSShjacaK1/LJiRBjzMVptPYU/CNfNvJ9sVOhTBM/yoiJqEUoTRx7+Z+JtArk8Am7wvsbGQkVayYLciWl4MzIm8gjlCY5d/nXiLRTu1EziNuvtaKEkhhsY1sOmmaFfJQ+R0TkZbZuDc/1bCMs6H4WZn+WK0AWyPwUFeEx32gisrmDmVs+6aGU691W6LiVLoDFmLEHBwM3y4rB208cDA5yP1jk1D2pi/Swn/khAPtK25d9/CUQggVRwQrmuqrb9Xx/PZHHjDqkx/y91xFIk5ntL9Ry/F40M8WKn30HtFS3o54hnXGs2nszP7F2sHpa//oWwLcn2tbCHC0STdk92GVsEeN5DZ556hGOlI9yYN0Feo6d4eeKvFk/4TJrb+AtfJBZey27WE9BY47LcwHLNPiT157LX679Ex6I17GxdicHKFN0NdT69sH526b5fnIs37fP0H7s8856AY+c/kfslD/lhHv/GACnpF95s2NtiVuSHe2/6/BhKwghOPKSd1GfPoH3iX/gm7feDgzPteiGdCfY/8ZbCDdfMPK9ztrtxFKQPJWRN5qkigqtHa8jKm/i/YV/5U9veJAS3sgmHYVwzUkk7gTxiBYzgHlnDZNBmhWjM1+ljXPfw6Sc5+LgG/zRNx4klzTHDlQL16ff81HZPTI/RYxBzk+Vb2G2IyQ0LUwLpXSB8tTTT/DFu9PflQibeDgIc/S1Hk8fQ5KbStu/hvxMSdbEYQcdu5ElAyJNhJqb7ZJ3K1ZkZv/KFccjOP2jXk7iTgwP/zQsmqKI09XcogLqdShWXCuVJttdyh5lBXMK442jddwbSdzqSKunb5UpLCJv0nHoyO4BKDgmXyu9ArO5B/ehL+M11cR7vIlka/tr0s9j+sih75OZrarVzH5nSUbi6LpGHJNrk7MRSYj7yNcAcA6CqMWwqL/oQ0TrThv6NpEpVlpdpIctQy2V5wB+YQN3yCPJPdhREJmRN5b9SyHY9hLi6aOHvsfOnklhV0uTlQTEmkiP2CrgEEHc1UKj7F8DiNo/vHw7H71iJ6Vs/hKvOpZ48oih55HZgt3sshaaGu1fUZ+sGEXU6lpsKSROhQrNdsU2kY+PrWXTT9p5Cvh4QacRthnEFIU3MHj5UGGXssyxjEQVUYuWpgwiYeXThVCX3ajhR5SGZBAtBy1rgmJ2/xWRRwsXYSx/HEplEXaVKQSqkGAFFCsqz85b2IcRNYkwQMM9S21WKAICIFxIN5nEEHXsIcOdIMbAbM2S+Cq7R0PmjW3hSQfRlXkjdn0HX1rMTp687OP3Q82okAvn2nMHHS1mkOWNddmNSs/cyB0cw/GHDd9gOVR4VpVivIDf1JdBBGn+Wz7bAPBmH+ew+DH2rDpvxP9axvmcScoy/SzyskWsi7zJnhPN+hx7f/wVAKZ2vkTPsTP8XJE3lmHw+y85mpv3lzm38V/5UO5d2uwazyVcy+ADLz+DD63+Ex5MNvCMWLNi4zhn6xQCtObddGPN6a9m33FvY7uR5oysRAbR+kqOn9jHt//uaLBRLIJhElz8ISZEg7+d/CQAE1X9TPHGVVM8Itdj7U4JInQqbwBMh+Zp13BE9BCvKf44JW/GnVRYOfa/7tt4J/7ayLd6hQ2skXsI4wQzaRFoVN4AyM3nEK45mfcUvsZ3H3w2rTIcUyYuc5NE09tJRlSjIgwa1hSlaD9SSsJ2qKyezyQpriWc3sFvOl/gY9+8lQf21DGiBi3GXMALg2DTeW2F0CBId4IEQa6bvEkCbcobZZd4cs8+5lQdedggkga5MRUxzZPfwf7X3wjGcKK9aU20JbCQLiAiaYCxfGJbCMGd4hiOm7sB56EvA508j1G5JArB4Rcx+9a7R2Z6hHaFUpeVQmflOaShxd+JjyeqbiN/198RZDYaY8zdzKS8gdm33k246QVD36cm8t6Cqt1Nx6HLNlV0TG4LNxNXDsN96EtAmtOlS/qsYGbj8BeRN/paswqOyRejs7Bm78Xcn2Z1WRprSxWcjEhdbP8KtV3rihAQ3dkLquVmwIbJSRsnWD9xkOM0zCzjobshT989q1+ls/qdjWrIO1hIt0JB+NSb2cIrTskbLfMtq4AlElpdpEcziCjRGk9ldzDIrG7CzxQr2TgMHfNSeynp0fBDysLTPw4gcKqU5QJxIjEij5am+Ymy+oR+ZxyKEB5X0XUwsDI1lL+wFyNqpnMHDZ+HUr3EXcob+4nv0JAurckVUKwYJjVK2P6BtpJPR3aPECKtpu4OyH3029yWHM2OzfpjKAA8a4JCNN+pbh9z7jAKvlFoF8CI+m7W+4/w+MQZOCu0bgvsCUpyoW0dF5rsX7FdpJCRN7t//FUAyttfrOXYfc+Xq1IQPpG3gCPi9r1muWjny9XmqDz1bZ4Rq5nZfPyI/3Vw+LkibwDOOnyKN562ES+xqRZ/dvJ6epGzTT7wynP4wOq/5L+v/oMVO8900eH49RXKuZWzl8nzfpfWxhcgEeQm9N80hRC4a45hn6wQSFOPBLYH8fR2mif9ew5r3g1AaUQI5qHgsMk898nNFJtPAvqIgm74R7+SqLqN9+f/GUskVKvjK6FkYdVYu+pxeSNrOMDe+Vqar6LJftCGEDRPeScTwTP8xsydFGmRHITHv3bBn9A45/0j3+c500zLAzSCmMjXV+ecHsig9uL/QckI+DP7b/gPX7yH2G/SOogFXf28/8z85f8w/E2GScusUIjn29kIOi0hanId1vfxq//nDh7YU4ewSVPkxt/NNMyRbWwAvlWhGC+0xyFin0CTqgDgv1rv4H7rGCrX/wbOrhva5E2+dBC7jWNMniOnQpkGUZbxIFV2jyby5uwtU9z5VI3bVl+BvefH5J76LgDmmFZPYGSWB4CZkQV+prxR2T1oukZmSi5BDE+uvxT7yZsQzX3kpadv9yyDylgJmx1Lnq3R/lVwTK6Nz0ib7rL8HitujhWyfjBQ5E3idcZhyYBYk22qTd507WQb2cJIl6xewTOK2F0tTabUZ/+KzcKSrJjIVw15ehfZysqmiMFUiWpryRcU2f0iaHU+j2YQUcRDaCY9VK6a6atxtLTZodXCMOgmPdSO/wqQHpE7yZSoUfMjzDhV3uiAalzrJk9VboyZ19dKq+CqoN/GLGakbxzqGlDPP6Sk/OS3uCk5npyObKA+qJsV3HCuTd4MUvIdLDxyGJndyGg8S7X+ID80TmDn+hVQEAG+XaWULLSzwGxNLoCwKyx+7r5vAGBue5GWY/dD7E5SlTXtikRpFykInziKcB//Fs/IabYefZKWY/dF1lI69+yjACSayBszU+suzO7mWP9HPD55jhbitBs/d+QNwL8/53BO31zl+PX6b5jPJfK2yX+78jT+8FVnruh5/vNLjub3Ljlq5U5gmNQu+9/Mv+IzI8MKDxU71lW4JdlOkxw5e2W+9s1T30U0cTgAycEshMbE6rLLgxze/rvQdKNZBMOiefp7ydd2ATBR0f95GNVNGEIyt+cxLKkvHLcbweEXEU0dzdXmF5gwPPJjWnQgzStQwcXDEOZmWCXm2N8M2wtTHY1ACvHUUTTO/QBnyR9zSeNztJoLYwcvQ1pFH08Nt7YAeHaVKjUaWaaATlUBhkk0fQxXm1/kfeH/4Hc+9S3mF+bHVxAdBEJ7gqqo0wzTcRixj69pwgrwslO28drGe7gv2Ujxq29j/f40AL2oIQSyG9KZYIIG9ZayUqisLj2/s3932iZOPWySd9y3nciusOHBTwBga5oQK1jtBpp0QRdm14jQ1Mj20mPXMFWw+dOnj0fIBPfha1PyRjNR4GTBzHEX6eGgUXljm+xlkvqaM3Af/CJIiRPrqy1VyGfWFrqyYiyN9i+V6SG7FTFhkxALNDWMKXhGETfqIm802r+knSeP38mhoZNNYmnaKVcwMoWnnwX9Co02YtVk43eRN77XwBRSu/0LK0cLp92SZ8QtbeMwld2oy6ajCGEVwq0TSW6SKnXmmwFm3CLQpIBTWYtxFwkVZY1p1gqMI59lxSSNWazEw9d0P1EtTYq8MffdS857hm8kJ7ftj7rRtKoUonlEpKrbNdmNRB47U6xYT9wIQGPduVpa6/ohzFRdiWr/0jR3CM1CO28sfOgG9soJjjlOf9SFQpKfSq2MB54B9Nm/VGlCq76fbY3bNQpNywAAIABJREFUeaB8ptainF4YWdtqY99jgD77l1JUzf/4ixSEj33UJVqO242fS/LGMg3+6oqdXHPBtn/rH2XZaLccrCA2TOTZNqN3QrwETnGsBfOhYseaEh+KruS3wqvJWSuUc2Tlqb3ow0RTRxNX9X+3DCHYX+qQaKbG1qxu+EdcTjSdZgSN00BzsMhPHw5Aa99j2IlPpFt5AyAMmie/g9z8Q0yywJpp/VlKcXE1q8Q8+xvBipA3AK1j34C/5RLeZ3+aY8UuQs278QChM8k0tbatySYk1qQqAJh7xb/infg2Xipu4nrrGk6M7qR1EHke4yJ2J5igzkJGeuisPAd4w6kb+egbzuUPq3/AI9EMW2u30pQulq1XlSjzk9gipp5VkSvlja1JeWMZgg9fsZPQzPN5cSFOVpU5TvvXwcDOKtFVxkqo7BualDcl1+Id523h2j1TzBW24j7wOXIamy8UnKwmPmlltqkseFmX/evEDRMYAq43zsGaexhz373YSWv87J4xkS+WSaRAdLU0WRqJWqXmiLoqvI3Iw1sBotY3i7hxV9CoDLSRUNJKA3IbficrRmV26VasWFlBQ6isixrVgmZmS+0mPYLsszFXgCxoGmXcrCVPZ2OhWhiGfifTYyVJD5GfxBURjcZCSt5omp8oC3EcdI0jC/q1x8xNO6jzlbIIAm8WK/a0kVBuPiNplQpm13VIBN+MT2LdxArM5YCWPUkpmUeETWIpENqqqTvkjffgN5mVZTZvH56BthwkuSmqNAiz768uJV87K0YmrD/wA+60T2J1ZeWcJSJTrEQHHgf0BEgDiCy4+9m7vkoJj/jwlQlcVrBUS97+dByGJvLGzpR0R+69Dg+XdcdfqOW43fi5JG9+gZ8/7FhbZpdcxw3JKSumvAGI1p/OgdfeMJbN41AQTB3T/rOu9pklEAaNM38HSLNXdKO8ZgsA8dwT2NIn1rzDrOAf+cvElc3AypBQRmkNM8xzoOERa84laUMIai/8MyhMs9nYe1AKonGR5CY7laKAKwOkrt140lydxjnvZ/9rvwmHn89GsW9kzfShIMlNUhWNNnljxj6h5jDso1aX+PDrXsDtZ/8tT7CGBUP/56F241v1rAGs3ZqlbzG/biLP+198FB9ZuIA4mwa4mj8TNyNvkoy8idsEp74J/i8du4Yda8v8U+s0nN0qyF3vRoNSrEhVh5uk14ku8ubw6QIvPW4tf/zYUUhhkXvoC1ltqd57iWGY1MkjusLDHRlqI28ala3EUmA//LX2a3Z8cFbPcRFaZQqyQ96YWhVEaVaM1+osstXvTHdArlJ1Rdk1YiSBtgw4lbESd5Ee7eyeFbDpNM0yOUXeJC1CXePIqXF0vreKvLFXYBxWFvTbqs1iJ742BZwK+k26bIXu3EPEUmBlFiedUCp2o3UAO2nha9r4ybl5fGm17ZHOo9dzr3EUG9ZvYsPEysxJQ7dKVS6kpQ1CT3YPQGDkcRIPpKT49M18LzmOs7boz91sIz+FISRG7SkAcprUrolVpCBbBE/dyYRcYGHdyoX8QucaEbU0wkGXEkplP7kPfZlQmmw6ceXybgDccvZZZ+PQRc67mR12PXt5IH+SNst7N5535M0nPvEJrrjiCk444QQuvrh/t/vnP/95LrroIk444QSuuOIK7rnnnuf4p/wFftawquSyquRgClZMEvlcYHLVJmZleoMzNbZm9SI4/EL2v/67hBvO1n5su7qRCAOz9gSO9LWqPBbBsGiedDWgP3MBwK6sxRIJjfl9JNnCdCVu0jI/Re3Cv0AimJnUb2OThRmmRI25jPRwCLQtTLuRVLdQv/zvOPCqL5D7pY9oP77ITzJBgwUvI9KSlbHkGUJw0SnHI9/wFbyXfUL78c1sQedn5I2IfBIptNQHd+OCI2c464SdfD0+FRi//Wtc5MvpOGQrVRVEGcGpLReK9LP4rRdu49Pe6Z0XNe2eKRQLpTT4WilWMiWUTivQr599GAvGBPe4J+E++MUVye4BaIgCVtQVNEpIomkccXkzX0zOpnrfJxHeLJAFL6+EWtAqUZCNdi6NTqunks77jQ5ZoFqzdKu6chkxqFRdVuwT6VKsZPODqMumE7dWJrsH0syxQpLZy5JAW5Zdx27UrVjJxqHZ6gkdxUpQ34cjPSJN5E1OWWQUeZPEHPb0l/huspP8CrSsYtrUKeIEB3CSljYy2DQEHjlE2MBo7MbeexfX+idy+bFrtBy/H5LcFJPUSIKDKG0YA6FZwEk8zP33U45mebRyOtX8yuV7KptO3nsa6Hy3lwvpFHFFyOxdaZnC9LH91866YGfXSK6ZjsPWZP8yMoJzR/NW7rN3UJ1YmU1whXwl/TycejoOU9Pn4XbNpVqbVyZ76HlH3qxevZqrrrqKq6++uu+/33bbbXzwgx/kgx/8ILfeeisvfvGLedvb3ka9Xu/7/l/gF1DYvqZMzjZ/JhvGFA6bLnBfkqpJrBWyTSnE1a3aQ7YAMCxmxTT55tM4Mlg58gZoHXMlrWOuINh4rvZjuxNpDWO4sJskWiHlTYZw07nULv7veCe+TfuxjUI6MZpvBkSJxCUk0bjA7kW09hTimR3aj2vkJzGExM8yViwZEGpUEPUiP7GG0ga9DQLQsRtF7RyMFj62lrraXrz7/K18ovzrvDt4O/m8ZtKjOJFK3DPSI14ha+HO9RWOOeYE7kkOB8avPB8XlmVSp4CZZcWoZjk0ZfdAurnw+lM28LGFUzBrTzLF/IqQN55RxO7KpHEIkJoW2Xnb4H9EL8eIWxTu/J8A2Im3IuRN4pQp0SSIFXmjT0GkKp39rmBZQ5E3mhWcSp2miEFT6iNv7LbypkPeJNl32NZskQQI7AqlpIaUEkujHdppK1Y65I3Mfl+61YIAbtbSFDdmM1u3LrtROg4ZqoyV71IO9vDd4iWsKa/MHEgF/TpJi0jjdeiJHEbYwNl1AwDf4RQuPkq/eqiN/BSWSCj6e7S28EVWgXziETz0LQDsbStr07HL6Xdrwt9NU7qIEQ2a40JmisCpJ6/jXrmFo7ds0XLcQchVUvKm4u8Gxm/cHAVlv3JExL7VK6seAihmuVAl/5ns/Hru77liZ5N19Ym/pOWYvXjekTeXXnopl1xyCWvW9GdxP/OZz3DxxRdz7rnn4jgOV111FY7jcP311z/HP+kv8LOG1568gV89fdO/9Y+xLBw2VeA+eRgAliap4r8FDthrmQiewSUg0WwPWAQrR+3Cj6wIWUApbUZL6s8iw3Rhao9Zf30o8I96BeF6/SF0VmkGW8Q06wcIwhiXcKzWsOcb7Gz3MsgUK2YSEGmuoX8u4GY+7LiZKW+yBpqVQM42+d1Xnc9pl15FztabBWZbJjWKGFmIqao8N1ag7e+d523ha6QqQVN3GCtQFwWsjPToZPfo/W79u9M28UPnzPZnnawAedMyijiqpUkm2MQkmsaRd0welht4bPWLyd/1cYS3HzfxViSnK7HLVPCo+0otGCI1KYhU7kHgdUguq92apTmcPGtpMrLsE0tj5bmyMnSTHijr3wrYiGNngopo4IVJZofWRN60M1bScSRS8vjuPYD+6nboLExlcz+u9IlNPfcrpYQS2Vyhftsn2S9LbDvzFSu2odg002rqPB6RppwYAE/kMaMm9qPX8RSrWL/tRMq5lQkrBjAzm850vEdb8DJAbBXI0SJ8+Js8lKznxGNWoOq8C6oBbFWyV1sFfXrg9HreGO5i18QZK+4uKGSkx3ScXoe6yBvV7Agwcaz+kN9eFApFmtJlMkrHoUuR6Lh5Immwy9pKaWazlmP24nlH3ozC/fffz7HHHtv+uxCC7du3c//99/8b/lS/wM8CTt1c5c1nrMyF9Fxh82Sef4wv5M/CK7FXIKzvuUIjv55V8Z40X0XT5Oi5RlJIyRujsRcZqkaglVVDrQTsUvogjhqz+EELQ0htobLPJdSOadRISQ8r8fXlYDyHyFdS8kbZjYzY11a72w9rKzku2b56RY5dF0WsMF0wqlwoS+MiQmF12SV30uv4WnwarZmd2o/viWLbbhSGqjVL7zVSci1ee/Z2vhmfCOi36EAW9JtVyhKnWUpoukaOX1fhsMk8v/7khRB55O/8X7ga7RqL4FZwRUjTa4KUWqvbVcZKuIi8aZJg6L8v2oXUQhxm5I3G4GWlWFFKjyhOWJhPVYkrkQGXuBNUabDQCrXaoW138Tj+6Y6n2D+X5YGtQFW4yPIKResALj6JrvuVMPCkk1ZTe/tZu/ubfMM6nwu3b9Rz/D5o2VVKyTw56WvdJPNFjkJ4AOuJm7guOpnLj9OfjdgNZdPZwN6DatwchdgqUpRNVs/9iNutE9k2s7Lzt8JEOtdaLQ5oLW0wuq5nY+vKVYQrFCtTJFKwigOppVvTvFeVJjzLFBuPWMGK8AxCCOZFiekkvZ/YmpQ3CMHjhePwjn2NnuP1wcpRpT143/vex+c+97mB/3711VdzzTXXjDxOo9GgXF58w65UKmPZpkxTUK3+7C2uemGaxv8vxvELHDyqgF/Zwl/Nr+PlM6Wf2e/B49VNrJm7DlNIzFxB6zies+ujkBKBbrgPS6RKwemZSYo/Y5+JWJXav6zgALlsvu3kiz9736016wGwogWq1QJzhHim+zM3DuluAMCKa1SrBSxCQmGz+mfwGnnUKOFk43DMtMK9MjmxIud+86Vn8tWNH+Mlx6/F1lwvutsqkUsaVKsF/H1phXSuoP8aedN52/jT287n0uBW7KL+39NjdplC8CTVagHpBQBY+byW81SBz739HP7D5ypc++AZXPijv2da2jxlb9U+jr0ZwWnhUa3MYCAxnZyW87SyXLF//v4DhE9MsXmywOaggW/kqU7qV7s2RBEnSq+R2WwzQ8c4ElIy25I+8wm851/u5rjZWbChPLMKyno/k33lGQrCR5gJjgzA1vO9wsnGgc+BSPLRm3bxJzMC5mFi1WowNasSK+lzxIkWyMkWwtV3nddFDlu2mP/xv7CKCPe0NzIztXIK6mcL01TrD5HHx8jpmy8+YxY4yr8bk4TbnDP40M71K1rpHK5LCa6C8Imt/8fenYdJUd3743+fqt6ml2FgIAPDIlFBFqNgEgmbgguJV1E0SoxLYh4NrviNXiWIURP9mYjGxESRBLmJaxJRg2KQmyDRixguam5iEhaXGBUhoCzDrL2f3x/V3dPdU71OVXefmffrefLE6e7pOUXVqTr1qc/5HOvGi3pdPRwiDocMIXjYCRhoQ/9OF/B0PzwOax4MsWg7vAOMc1a79GDSjC+iYYD91/ZW4UMD2tEFNwYOsiboIcPGOPr9hqk4zqLvLOR9rR7D4kaNtsFNQyw7thqufxm6riEWi1vyfdkqFry55ZZbsGjRopzv19UVF4X0+Xxoa2vLeK21tRWjRhXOqIjFJFpaOgt+rtY1NHj7xHZQeUY2eLD7UBDhzjBadDXr90R9w6ELo15BFC5Lj+fK9Q8Bv/DCE/wE4S7jQhMMa4go1jcdcT8GAoge+gQH9h3EKAAR6VDuHKPHvBgEINy2Dy0tnXDGQ2gT1h5bFSEdGAgNsuMgWlo6ISJdiCjaR7o0H9yRNrS0dKKr3bhuByPCtr994ugGdLQFLf/eoOaHL/JvtLR04tDBVowAEInrtmzHxOlfxjMvboGs/6zl3x/WjUK/LS2diLQeRDOAaNzavn7Hl8biv30LUff3C1EngPe1Osu3I5JYRv3Ax3txqD6AwQCicFryd7yJaVPN3jjW7GzBf/9jD76vdyDs8aLdhv0dFX7oiT7ikGFEhTXbIYIa3AD+9e9PcP2yV6EJgdsn1APvAIe6dMiYtdsSdRgPVT/5926MRhgR4bZmv0eBIQCiXe244ak3McARwemxlxAdOBYtbREAkd7/jSwe+KB17kcdjKm3Vh2/UeEGwp3Q33wC2/FpfPbYqbaehyOOAWhEK+qEtdsREnXQEUebrMPgcSei3YZzbjrp6J5OExYeC/eHkUkXljoGjZll/zVRCgBOeBBByMLtiCW24x/OY3GEtOe6lK1L1KNBtqNLeNBp1d9zDMCrg74M/+e+XrFxW6deDyTiK6GItdfC3o6zhgzJnVlYseCNz+eDz9f7qOa4ceOwbdu21M9SSuzYsQNz5ti7pBhRrRg9yIstH7TYuuS53dyDDuv+weICppXU7myEP3gAImpkr+gKbkvcYzzF1kIHEE2s6GF1UdlKiLuN4pWOkFHo14mwZSvpVJQQaIcPetiYNqXHw7asmlUJIUcAA8I7AQAyYkzTsWNFNrtFHH7UJVaJSU7/Ejb1kVnjR+Alx09x/GHWrywXc/rgl504BCAaMqZ/WV27RwiB0044EXv2nYqh/14Pr8WrmAHdtREinYcgo4npXxZN0xGJ4/P6E4fjG8OORzQuUffCY/AdGoCwJX8hU1D3w5OYkueS1k3/kk5jO1rbWjF2qA+3/8c4HL79T4n3rH8y70gU6Qy3H7B2OrTuRhwCOz8+gL+FW/G7sS/C9eGHaJn3lDXfb6JDr4c3/Ak0ISEtnOYZEnUY2fF3jMQevDjqP3Gsw+YxXF0j6oRx1Fq5z5NTIf8nfgy+9Bn7pn0lufzdy3fHLNwfyemDf8VYTPr0MMu+Nych0Crq4ZH7EdYszKRNFO5uGWr9why5dOj1QHQ3gsIDq64gQtMw9qs/sejbihN0DAAiQFRq8HjUGZvU3N1fNBpFKBRCNBqFlBKhUAihUCj1/nnnnYf169dj8+bNCIfD+MUvfoFQKJRzWXGivmbmEY34/KgG+FwVi71azv+p7mr4woYaGJUSdDeiES2IhrsQkwLQ7Ftm0i7J4I0rdDBtOWf1Cv1Kt3GT6AgZQQ+XjCBmYXHDSurU/HAnbugc0niKraKwIwBvPFHsNbEim4rBm6jDD59MFEyNJFfNsmefCCFw0tgh8LutP79Ldz1cIopwqAsRm/u664QbAQCHDbO+HoajzgjeRLsOpYJpVgWh4v5hkLob+sa7oLV+CIcm4JVdkBYvQZ8UcvhRFzem/bsQRtyqoIfmQhw6Zo6qw4Pzj8XQeg9EpB1xpw8Q1g/9nd5EofX2T+AUMUir6gMJgSDccMa7cPHIg5i483F0TfgqIsOnWvP9Jrr0ARiUKGIKC4MeYc2DkdiDkHRizAkXW/a9uWi+7qWWhdO64zeSKKa+zTcNRw6uwMIZLj/CiVwDK1fh0xJFpN+vP97ygv25tGuJc5eFtR6HfXoSHhl2C0aeeKll31lIUDe2I2Rh7Z5qCDuNwFcnPNBsWNHTLjV397d8+XI88MADqZ+POcYoPvjWW28BAD73uc/htttuw3e+8x188sknGDt2LFasWAG/vzLz44iqbcphAzHFhqeylRQYMgpxKaAJadsT7EqIeIZgyKF/4JNgJ8LCZc/S6nZzehEWLngiLd3LOSt4gw3NgQ7hhytqFP80VqBRM+jRqQfgjnavQGPnkud2ijoD8KMdHQCQyJBwKXhsxVwB+GQnQlIilsgg0hUMOkuXEeDsaj+IWNje4E1s8AS0nPUkoo3jLP9ut88YcMtga2rpdqu2Q3oG4tAZj2LA7y/HwKfn4tBp/wUR6YS08OY3XcQRgDf+CSAlXNLCc5YQgLMOkwbFENzzOpwf/xWuD//H8hWzktyJ1f7ibcayu1YWdw4LDwY6QrgwvhzSMwgdU2+27LvNBJ0D0BQyFkERTuv6eXLltXcaZqJpwOACn+49R1rGinBbd/xGHQFEpYaBR59m2XfmlchYGSwPWLoKX8Q/EhGpA0fav7JRUqdeD8SAiG7ddricOv7jnMst+75ihFwNQAgI2bCaYCXFEhnbQeGGSqP3mgveLFy4EAsXLsz7mXnz5mHevHkVahERWU1zuPGJGIQm7FczUJAgfZ/CENGCSLgLIah5gw0hjCVFw91PsTUFV5sCjKCHJ3oIsbiEG2FIBTOIACCkB+ANJYM3IQRtuuGyW9xVDy9CaI+GU6sbOd3qHVvSFYAuJKLBttSS57oNS57bTUusUBhsPwQtbH9fj4yYbsv31iWCN/FQKyKh5Opf1vX1yIjpiF7yB4hfz0fDs/MhHR5Emr9g2fdn/C1nPYagA/FYyJimY2HAWTq9qNv6OOq2Pg4AiAVGIHj0RZZ9fzpPwCgsLNr3GP9v4UMZt9ePs0L/C8f+TrTOWQ7pabDsu81EXA0YIhKr/bmsn240YMrXLfvOfNyJJZ0BQLMwc+yvw+bjkU8Ox82fOdKy7yykXR+AwdEDgIXBmxHjp+Laj36L6ydbv0JhLiFXAxCGpUGoaoi6jD4YUTS7OSnuMR6EB0UdVLoTqbngDRH1DwccQ9EU3Q/Nwidblab7m1AvuuCKHEJExfoqCSFnAwaEDqGry7gRcih4YwoAQUc9fF1tCEdj8IiIZXUwKi3srMeg4G4ARu2eqKKZN9KdqE3SdQiIBhGSDricCg473N0ZK8ngjcOmaVN2SgZvwp0tcMaNYJpQcTsS06ZEqLW7BpHVgdrGI9Fy7vOoX/dNuHb/r23TpuKuetSjE3s7E4UtLdyOzik3Qmv9ENGmyYh8ahKk71OWfXc2UWfczDk79xo/W5iZ5nT74Oj4CKHDTkboyDMs+95cYu7uzGYrgx5Nw0ahY89H8Bwxy7LvzKcuLXijW5h5M/cLkzH7+MkY6K3cNPEuxwAgCkv74WCfC7fP+6xl31eMiMs4tqyc/lUNsUTQw8oMomoQdUbGYEh4GLwhIiqkzTMUaN8K3a3uyd85wFjacDg+QVi4VM29QcQ9CIM69uO9DqP2gqrZUGHnAPg79yMYtKcYa6VEXAPgl+2ISQmnDCOmqbkdIhEs6Go7AC0WQhhOODSVkpMN6Rkr8cT0L13BPuKoM7Yj0nUIWqLEg4rFyaXLWIVDC7chamMGkfQMxKEzfwXv6z9GpHmK5d8PAHDXwytCaD1kFFq3crpRcMJXLfuuQqSrHnEIeENGrRgrM2+k0wvp8KL9xO9XZGqy9HQHb6zs5/rJd6ArFkKq89ksvdCvw8JxVkOdE6MrvOptyDkQCALChmLblZSsMWhlIexqSAY9YhbW7qkGPVEXSrXpXwzeEFFVhHzDgXbAYWFacqV5GpoBACPEx+gQA5UN3sQ8AzEQ76Oj0wjeOBXNvIm6GtCAD/Bxm7EdlhXNrLC4awAGoAO7IzF4LFyBptI0j5EhEew4BBELKTu1UE9keoQ7W1K1e1TMTnMlphtFO1vh8BjHlK5g5g00HZ3wwBFpTxVZt6uANHQXOr/wbXu+G4BI9JGOFqNWjIrF4gEAmo4OeBGI7jd+tDDo0XH8DYAQiAeGW/ad+Qhvd6FfKzNW4PJBogIFfpM8DYhDQIOE7lZz6m1S1D0QaOsuMqysukRg0KZMvkrRfcY0yajiGUQuv7EdEcWCN+qUViaiPkXWjwQAOBXOvBF+I/NmiGhFVNEVgQAAdYPQKNrQmUjdV3FFIMBYLrxBtONgm7FSk1A0eCM9A+AQcbS3H4IbIcQVzbxJLmEa7jgILRZGWKi3GhvQvbpRpLMltWqWigFOt8/YjljwUHftHkWDBZ3CB0e0LVV4WVcwgwjoDnCGDyVqxSh6zgKADi2AQfFE8MbKQr+jTkRk5AmWfV8hetoqTU6PuuMTaDrahBG0cXnUDt4kM1asnMZWDZrXCBZYuYpZNTgTQQ/Va/e4A0Z2WrIelSqYeUNEVTFq6lfwSqgVR40+utpNKVvc2z2nXNW6JACg+QajXnQi0mUEPZxutS5kKXUNqEcnDrUZxX5VnBICAFqiIGdX2wFrV6CpMJfXeMoY7WyBHg8hAhdUDN+4EkGoaFcrEAsDAJwKBjg9ie2QoVbEXcYxpWIGEQB0aT64ou1p09jU3A5HMhuqzagVY1sGUQV06QE0x/4FQN0HAED2dCO1gx7t2gAMiLXBVaf2diSzoSzNhKoCZ+LYEi6190cy6CEdau8P7wBjDK9a7R5m3hBRVfgCgzBu7rchKjT/2w7SMwixxGk0qmh2BNC9pKgnaNxAqJoNJeoGQRMSkdRTbDX3iZ5IrQ6374cbEWVXzfL4jO2IBw9Bi4cRUTTzxu03siPiwe5pUypm3tT5koV+2yAVD3qEdD/csY60DCI1t8OZCKiJjk8AqBtwBoCQox5uEQUA6CpPh67vDt64Vc68AdDpMPq8W/HgTfNQY4r60MbGKrekd4YMHWX8/+ChVW5J7/gajOLndhVyr5RA/UDEpFCugDSDN0RE5dJ0tOmJZWsVzrxxB4ynDwMixg2EqlMQnMlgQVuifoSiK5kltyPc+nFi+WA194enPrE/ug4ZmTdCzT5Sl9gfMthq1O6RTjgd6gWdHS43OqUbItwdvHEo2kdCug918Q7EI2oHoVyJY8vRlQzeqLk/AKNgfJLKmTd1gfTgjdpBj6DTOL5Uz1jxHD4ToSNOh2uYupnaAFDXPBEtZz2JgUd/qdpN6ZUBjc14Zdz3MHzaRdVuSq84HQ485TgDez91YrWbUhJOmyIi6oUOZyMaYgeUrrqvJYrPDRNGvQJlp+kk5mHrHUbmjapBKJc/Md2o1dgOVVfN8vkGICYFEDoERzyMqKLBG68vgKjUIMJtELEwwnBAV3DVLADoEF7okTbIWCKDyK1mH4k6AxjQ+RHaFa5BBAB1fmM6iCe0D4C6QSgAiLm6gzdOj7rBGy2t5o1D8cybAQObEGvXAUWv6UlxXxNav/TzajfDEpER06vdBEuMO/nSajfBEtMufQBOXa1cFrVaS0RUY4Ju4ymdqkVlge5igMPEAeMFRQd6yXnY7mAig0jRGyFPwAhCiUQQCooGBt1OHa3wQQu3Qo+Hla0L5dA1tMMLPdym9KpZANAlvHBG27tXzVI00yPq9MOPjlTNG1WDUI7EtCl/xAic64ruDwCIubuDNy6VMz0cdQjChbgUtixBX0kNY6YjNmJqRZZYJ1JRnVOHQ7GHMcy8ISLqhahnCHAIyi7nDADxuu5QYEHcAAAgAElEQVTMmxCcyg70HIknpv5wcvqXmjdCdYngjaPzY+MFhYuYtgsfHOE2OGUYUa2h2s0pWzJjBZoDEeFUdvDUpfngjHYgEjUKL7vcah5b0hVAAF0Ih4zMG4eiWXZwehGFhvr4QQBqTzcSdd39W9W6aUmtoh4+tCt7LUwKjZ+P0Pj51W4GEVmImTdERL3hTxRuU3RqCwBId+LprwgirOR6QIZ4YjsaYsYUBFVX0tHdfkSllppKoTnUvaHrFD44o21wyDBiimbeAECH8MMZbTcKLyvcR4K6D55YOxALIix1OB1qhqGkqx5uEUE8aKws51J1hTwh0A4fGmULAHXPWQAgEoXWAYX3R0KHXo8Q1L2mE1HfxeANEVEvaH5j1QBVi8oCAHQnOjSjMGNYqDtglYm0/SFIPsVW9OmvEGgTfvgjRvBGqJpVAKBL98MdNTJvYrq6wZug7oMrlgjeKFq7BwAiuh+eeAdELIwQXMqliycJTz0AwBHcj5gUcDnV3Sedmh9eYUz/UjnooXsTBcqlUDqDCAAirgZENHXPu0TUdzF4Q0TUC3UNRvBG1eK4SZ0OI2tF1eWcAQCajnbhw1CRDN6ou086hB8NMaMOhqbwtKmQHoAn1g6nDCtdFyqk++GJdUCPqbtqFgBEHX7UyU6IWAgRZSd/dQdvPOEDCMEFp65mEAowprIlORUOergT01ZVnnqb1Hz4sRgw7MhqN4OIqAd1r9xERDXA1zgcAHDE0EZEq9yW3gg5G4DwR4gKF9RbBLlbh1aPJmksFe5U+Cl2p+7HYZF/AULx5YMdfnjD7XAhonRdqIjDj7pwB7pkPaIKBzijLj/8shMiHkZY4b7uqDOy7HzRgwjDAaFwsCCkB5C8eKh8znIHEsEbhYObSV0zvwtAVrsZREQ9MPOGiKgX4t4hAACHwoNuAIi4EstTKz7w7nLUp/5b5RuhoB6AW0QAAJrCWV1RZz18sgMuqJ15E3X64ZOdxpLnCtfuiTvr4RNB6LEupWv3JIM39fGDCCt+zgo7A6n/VnnalMdvFFoPK7waW4qmAxqfbxNR7WHwhoioF+L1o9B53NUIjz612k3plVhiufCowjfYABB2di9XKxRe5jWUth0qT6WIu+rhQxAeRCAVzryJOwPwyU6jdo/CwQLpNgIFnnCL0lMk3T5jmudAeUjpIBQARB3GPglKJxy6usPy5Gp/KtdNIyKqdepeJYiIaoHQ0DH1JsTrR1a7Jb3jNQbeKq8IBACRRNAjJgWgqXtTF3V2ZxDpCgdvpLt7O5Rekc1VD11I+OKtSvcRkQje+KIHlZ7+5UkEb3wipHQQCgBiiT4SUj1jxeFBGA5EGLwhIrINgzdERATdNxiA+pk3scRy4WHhUrpoZtzVnXmjK1x4GZ60TCiFM2/gMYIeA2WL0sEbPTXd6JDSUyRdvu7jSuUgFGAEBgEgrPh2GKvkBRBRuH8QEdU6Bm+IiAgOvxG8UbkuCQBITyJ4o/hUirinb0yb0uq6twMKZ94kVzdyIap0H9ET29Eg1Q7eiLSMLpVX/wIAkejrEdUzbwBEXQPg9nir3Qwioj6L1biIiAiegFF4Oa6rfQOh1RmFl1UvYioSQShA7cLLjrqGtB/UzSDS04JpKvcRp9fYH7qQiCk8rRCaA53wwIug0jWIgLTgjXAqHnIG6sfOQsDpR0e1G0JE1EcxeENERKnMm7o6tZ+a6omimRG4lL4R0urSgzfq7pNksAAAhMKZN460DCKpcOaNy9udsRJVvDZJh/DBK4NKr/4FdE9lUz2DCADaT/j/qt0EIqI+jdOmiIgI8Toj6DFy8MAqt6R3nMngjeI3QsntiEsBl1PdbXH7u48nofCS5y5fdxAqrnAQyuPr3h9xlTNvAHRpPgBAXPFaMc7EPlF5GhsREVUGgzdERASZWCpc5eWcAcDjTxZeVvtGyJW4oQvBCaGpe6muSw/eKDxtypMWvIHC06bqAunBG3W3AwCCieBNTOFMKABwJ/p6RPHtICIi+6k7IiQiIstIVwDxukbEfU3VbkqvuOsbAaj/FNsTMIJpqhde9voGGMu2A9AVzryp83cHb1QOcLpcHoSlDkDt2j0AENL9AKD06l8A4EkEOFUPQhERkf1Y84aIiAAhcOD8DZBpq7ioSPMaQQ/VlzyvCxhBqJBwQ90Fz4E6l45W+DAQ7dCc6u4TrzeAqNTgEHFA4eCN0DR0CC9caFM+8ybi9ANB9YNQ3cEbtbeDiIjsx8wbIiICAEjvYKWnhACAdBnBJ6n4dnjq/IhIHRHFM2+EEGgXxvQW3anuqlm6rqENxnYIh9rHVqcwCmCrnEEEADGHkXkjFQ96aC4folJTPphGRET2Y/CGiIj6Dk1H1FmPkUMGVbslvSI0DW3Cp/yS5wDQmQzeuNSdNgUAHYmgh8pLngNAV2J/KB+8cQUAqB+ohRDo0vzwen3VbgkREdU4TpsiIqI+RQ48HM6GEQhXuyG91C78ytfuAYAuzQ/EAIfiwZtOzQfE1S68DABB3dgO1YM3qSw7hVf/SpKzv4vmgUcgWu2GEBFRTWPwhoiI+pSWs54EdPUvbx1aALIPJMgGHUbwRnepO20KSKxuFIfStXsAIKz7gAggFM9YEW4j8waK17cCgND4+dVuAhERKUD90S0REVE6V9+YfvD2YRdDyjiGVLshvRR2BIAQ4FI8eBPS/UAU0BTPvIkkasVA8YwV4Rlg/Ifi20FERFQsBm+IiIhq0LTTLql2EywRdRoZEk632sGbiMMPhABN4SXPge79oXrQQ68zpk0JxbeDiIioWOrnYxMREVHNaqsbgf0yAKfiNW9iTiNjRVc8eBNPFPrVFA96OL2JzBvFa/cQEREVi8EbIiIiss3uT8/HPHE/XE61k31jiYwV3aV2sEC6+kbmzYABjcb/+/vGNEkiIqJC1B5JERERUU2bd+xIfHF8MzQhqt2UXpFuY5qO7lR7+hcS26F64WVf0xiEmqdi+PhpiFW7MURERBVQU5k34XAYt956K+bMmYPJkydj1qxZWLp0KUKhUMbnVq5ciZkzZ2LSpEm45JJLsHPnziq1mIiIiPJxaAIBj/rPiuKeQQAAze2vckt6R0sFb9Se/gWXD61nP4XYoLHVbgkREVFF1FTwJhqNYuDAgVi+fDneeOMNPPHEE9iyZQvuueee1GfWrFmD//qv/8LPfvYzbN68GUceeSSuvPJKxGJ87kJERET28B9zDu4Z8B0MbDqs2k3pFac3mUGkduYNERFRf1NTwRuv14vrrrsORxxxBHRdx/Dhw/HlL38Zr732Wuozq1atwle+8hVMnDgRdXV1uO6667Bz5078+c9/rmLLiYiIqC87fNhgXHLRFfA49Wo3pVdGHXMy3mi+GCPHz6h2U4iIiKgENRW8MbN582YcddRRqZ937NiBo48+OvWzz+fDYYcdhh07dlSjeURERETKcHj8OOzsH8Dh9la7KURERFSCik1CX7x4MVavXp3z/SuuuALXXXddxmsPP/ww/vznP+OZZ55JvdbR0QG/P3O+eX19Pdrb2wu2QdcFGhrUH6zoutYntoPIDuwfRPmxjxDlxz5ClBv7B1F+dvaRigVvbrnlFixatCjn+3V1mas3PPzww3jooYfwyCOPoLm5OfW6z+frEahpbW3tEdAxE4tJtLR0ltjy2tPQ4O0T20FkB/YPovzYR4jyYx8hyo39gyi/3vaRIUMCOd+rWPDG5/PB5/MV9dlly5bhySefxGOPPYbDDz88471x48Zh69atOOWUUwAYmTgffPABxo0bZ3mbiYiIiIiIiIiqreZq3ixduhRPP/00Hn/88R6BGwCYP38+nnzySWzbtg3BYBD33XcfRowYgc9+9rNVaC0RERERERERkb0qlnlTjF27duEXv/gFnE4nzjrrrNTrzc3NWLt2LQDgzDPPxN69e7FgwQK0tbVh0qRJWL58OXRd7dUfiIiIiIiIiIjMCCmlrHYjKiUSifWJOZqca0qUG/sHUX7sI0T5sY8Q5cb+QZSfnTVv+lXwhoiIiIiIiIhINTVX84aIiIiIiIiIiLoxeENEREREREREVMMYvCEiIiIiIiIiqmEM3hARERERERER1TAGb4iIiIiIiIiIahiDN0RERERERERENYzBGyIiIiIiIiKiGsbgTZWsXbsWF1xwAY477jhMmDChx/u//vWv8cUvfhGTJ0/GvHnzsGXLloz3X3vtNcyfPx/HHXccTjrpJDz++OOmf2Pu3LmYNGkSpk+fjuXLl9u2PURWuueee3D66afjuOOOw4wZM/Cd73wHLS0tGZ959tlnccopp+DYY4/Feeedh3/84x8Z7//973/Hueeei2OPPRannHIKnnvuuYz39+/fj2uuuQaTJ0/GF77wBdxzzz2Ix+O2bxuRFSrRR5I+/vhjfP7zn8epp55q2/YQWakS/ePNN9/EhRdeiM997nOYNm0abrzxRhw8eND2bSOyQm/7SDAYxLXXXos5c+Zg3LhxePDBBzN+NxwO49Zbb8WcOXMwefJkzJo1C0uXLkUoFKrI9hH1ht39I6mse3VJVbFx40b5/PPPy6eeekqOHz8+470XXnhBTpkyRW7btk1Go1H5q1/9Sh577LFy165dUkopd+7cKSdNmiTXrFkjo9Go/Mtf/iInTZok161bl/qO1atXy+nTp8tXX31VRiIR2dbWJnfs2FHRbSQq17333iu3bt0qw+Gw3L9/v7z00kvlFVdckXr/9ddfl8cee6x85ZVXZCgUkitWrJBTp06VbW1tUkopW1tb5ZQpU+TPf/5zGQqF5KZNm+SkSZPk//3f/6W+45JLLpFXX321bG1tlR9++KGcM2eO/PnPf17xbSUqRyX6SNLll18uv/71r8tTTjmlYttH1Bt2949oNCqnTJkif/jDH8pwOCwPHjwov/a1r8nrr7++KttLVKre9pFgMCh/+ctfys2bN8vzzjtPLlu2LOP7Ozo65I9+9CP57rvvymg0Kj/66CN59tlnyzvuuKOi20lUDrv7h5Tl36szeFNl//u//9sjeHPttdfKO++8M+O12bNny/vvv19KKeXjjz8uzzrrrIz3Fy9eLC+++GIppZSxWEzOmDFD/upXv7Kx5USV89JLL8njjjsu9fOiRYvkDTfckPo5Ho/LE088Uf72t7+VUkr59NNPyxNPPFHG4/HUZ2644Qa5ePFiKaWUH374oRw7dqz84IMPUu+vWrVKzp492+5NIbKF1X0kafXq1fKyyy6TzzzzDIM3pCyr+8fBgwfl2LFj5XvvvZd6/9e//rU8/fTT7d4UIluU2kfSXXTRRaY3p9kef/xxOXfuXGsaTFRBVveP3tyrc9pUDZJGUK3H6zt27Mj5fjweT73/r3/9Cx9//DE6OzvxpS99CVOnTsXll1+ODz74wP7GE9lg8+bNOOqoo1I/79ixAxMnTkz9LITA+PHjU31gx44dmDBhAoQQqc9MnDgx9f5bb72FQCCAUaNGZby/a9cutLe32705RJazuo8AwCeffIKf/OQn+N73vleBLSCyj9X9o6GhAV/5ylewatUqhMNhHDhwAGvXrsUpp5xSoS0islapfcSKv0GkCqv7R2/u1Rm8qUGzZ8/GmjVr8Pe//x2RSASPP/44du/enbqpnD59Ov75z3/i2WefRSQSwRtvvIH169en3k/OuX722Wfx0EMP4Y9//COGDRuGK664AtFotGrbRVSO3//+91i1ahVuvvnm1GsdHR0IBAIZn6uvr0/1AbP3A4FA6v329nbT95PvEanEjj4CALfddhsuvfRSNDc329h6InvZ1T9OO+00vPjii5g0aRKmTp0KTdNw+eWX27glRPYop4+U6uGHH8af//xnXHfddb1qK1Gl2dE/enOvzuBNDZo3bx4uvfRS3HDDDZgxYwa2bt2KqVOnYuDAgQCAT3/603jggQfw6KOPYvr06bjvvvtwzjnnpN73+/0AgK997WsYOXIk6urqcP311+O9997D+++/X63NIirZunXrcMstt2D58uUZEW6fz4e2traMz7a2tqaOfbP329raUu/7/X7T95O/S6QKu/rI888/jwMHDuCCCy6weQuI7GNX/3j//ffxzW9+E1deeSXefPNNvPHGGxg1ahQuu+wym7eIyFrl9pFSPPzww3jooYfwyCOP8GEAKcWu/tGbe3VHaZtAlSCEwIIFC7BgwQIARsX2U045BVdeeWXqM7NmzcKsWbNSP1977bU4/vjjARjBHY/Hk/O7iVTwzDPPYOnSpVi+fDk++9nPZrw3btw4bNu2LfWzlBI7duzAnDlzUu+/+OKLGb+zbds2jBs3DgBw1FFHoa2tDTt37sTIkSNT7w8fPrxHJJ2oVtnZR1599VW89dZbmDp1KgDjOhQMBjFlyhQ88sgjqc8R1So7+8eOHTtQX1+Pc845BwDgdDpx0UUX4cwzz0RbWxuvI6SE3vSRYi1btgxPPvkkHnvsMRx++OGWtJuoEuzsH725V2fmTZXEYjGEQiFEIhEAQCgUQigUgpQSbW1t+Oc//wkpJQ4cOIDvfve78Pv9OPvss1O//7e//Q2RSARdXV341a9+hVdeeQVXX301AMDtduOcc87Bo48+in//+98Ih8P4yU9+gjFjxmD06NHV2Fyikjz66KO4++67sXLlyh4nTAA477zzsH79emzevBnhcBi/+MUvEAqFUksZn3rqqejq6sLKlSsRDoexefNmrF+/HvPnzwcAjBw5EtOmTcM999yD9vZ27Ny5Ew899BDOP//8im4nUbns7iM33XQT1q1bh+eeew7PPfcc/t//+38YNmwYnnvuORxxxBEV3VaiUtndP44++mi0tbXhueeeQywWQ3t7O5544gmMHDmSgRtSQm/7CGAE9UOhEOLxeI/7GgBYunQpnn76aTz++OMM3JBS7O4fvblXF9KsMi7Z7re//S1uuummHq9v2LABuq7jm9/8Jnbt2gWn04kTTzwR3/72tzF48ODU5775zW/i//7v/xCPx3HMMcfghhtuwGc+85nU++FwGN///vfxwgsvQAiByZMn4+abb05lGRDVsqOOOgoOhwMulyvj9b/85S+p/3722Wdx//3345NPPsHYsWPx3e9+F0cffXTq/b/97W+4/fbb8fbbb2PIkCG49tprcdZZZ6Xe379/P2677Ta8+uqrcLlc+PKXv4wbbrgBmsaYNtW+SvSRdL/97W+xfPlyrF+/3p4NIrJQJfrHyy+/jPvvvx8ffPABdF3H0UcfjW9/+9sYO3as/RtI1EtW9JGTTjoJu3btyvj9s88+G3fddRd27dqFk046CU6nE06nM/V+c3Mz1q5da9NWEVnD7v4BlH+vzuANEREREREREVEN4yNmIiIiIiIiIqIaxuANEREREREREVENY/CGiIiIiIiIiKiGMXhDRERERERERFTDGLwhIiIiIiIiIqphDN4QEREREREREdUwBm+IiIiIiIiIiGoYgzdERERERERERDWMwRsiIiIiIiIiohrG4A0RERERERERUQ1j8IaIiIiIiIiIqIYxeENEREREREREVMMYvCEiIiIiIiIiqmEM3hARERERERER1TAGb4iIiIiIiIiIahiDN0RERERERERENcxR7QZUUjweRywmq92MXtN10Se2g8gO7B9E+bGPEOXHPkKUG/sHUX697SNOp57zvX4VvInFJFpaOqvdjF5raPD2ie0gsgP7B1F+7CNE+bGPEOXG/kGUX2/7yJAhgZzvcdoUEREREREREVENq8ngzdq1a3HBBRfguOOOw4QJE3q8v3HjRpx++uk45phjcMYZZ2DTpk1VaCURERERERERkf1qMnhTX1+PCy64AEuWLOnx3s6dO7Fw4UIsWLAAb7zxBhYsWIBrrrkGH330URVaSkRERERERERkr5oM3sycORNnnHEGRo4c2eO91atXY+LEiTjrrLPgcrlw5plnYsKECXj22Wer0FIiotKs274Xc1dswfH3bsTcFVuwbvveajeJiIiIiIhqnHIFi3fs2IGJEydmvDZhwgTs2LGjSi0iIirOuu178f0/vINgNA4A2NMWwvf/8A4A4LTxTdVsGhERERER1TDlgjcdHR0IBDIrMNfX1+Pdd98t+Lu6LtDQ4LWraRWj61qf2A4iO9Ry//jZqx+kAjdJwWgcP3v1A3x16qer1Crqb2q5jxDVAvYRotzYP4jys7OPKBe88fl8aGtry3ittbUVfr+/4O9yqXCivq+W+8e/DwVzvl6rbaa+p5b7CFEtYB8hyo39gyg/LhWeZty4cdi2bVvGa9u3b8e4ceOq1CIiouI0BdwlvU5ERERERATUaPAmFoshFAohEokAAEKhEEKhEKSUmDdvHv7xj3/gd7/7HSKRCH73u99h69atmDdvXpVbTUSU31UzR8PjyDztehwarpo5ujoNIiIiIiIiJdTktKnnnnsON910U+rnY445BgCwYcMGjBo1Cvfffz+WLl2KJUuWYOTIkXjggQcwYsSIajWXiKgoyaLED77yPva2hdAUcOOqmaNZrJiIiIiIiPISUkpZ7UZUSiQS6xNzNDnXlCg39g+i/NhHiPJjHyHKjf2DKD/WvCEiIiIiIiIi6qcYvCEiIiIiIiIiqmEM3hARERERERER1TAGb4iIiIiIiIiIalhNrjZFRES5rdu+lytWERERERH1IwzeEBHZyOpAy7rte/H9P7yDYDQOANjTFsL3//AOADCAQ0RERETUR3HaFBGRTZKBlj1tIUh0B1rWbd9b9nc++Mr7qcBNUjAax4OvvN+7xhIRERERUc1i8IaIyCZ2BFr2toVKep2IiIiIiNTHaVNERDaxI9DSFHBjj8nvNwXcZX8nERHVBtY0IyKiXJh5Q0Rkk1wBld4EWq6aORoeR+ap2+PQcNXM0WV/JxERVZ8dU22JiKjvYPCGiMgmdgRaThvfhCVzxmBowA0BYGjAjSVzxvDJLBGR4ljTjIiI8uG0KSIimyQDKlanwJ82vonBGiKiPoY1zYiIKB8Gb4iIbMRACxERFYM1zYiIKB9OmyIiIiIiqjLWNCMionyYeUNEREREVGV2TbUlIqK+gcEbIiIiIqIakD3Vdt32vZi7YguDOURExOANEREREVGtSS4dnlyBKrl0OAAGcIiI+iHWvCEiIiIiqjFcOpyIiNIx84aIyELrtu9lvQIiIuo1Lh1ORETpmHlDRGSRZIr7nrYQJLpT3Ndt31vtphERkWJyLRHOpcOJiPonBm+IiCzCFHciIrIKlw4nIqJ0nDZFRGQRprgTEZFVuHQ4ERGlY/CGiMgiTQE39pgEapjiTkRE5cheOpyIiPovTpsiIrIIU9yJiIiIiMgOzLwhyoGrBlGpmOJORERERER2YPCGyERy1aBk8dnkqkEAeCNOeTHFnYiIyuV+ezV8m++C1r4bcX8zQqNPhvv9DamfO6YuRmjs2dVuJhERVQGnTRGZ4KpBREREVEnut1cj8NIi6O27ICCht+9C3T8ezfg58NIiuN9eXe2mEhFRFTB4Q2SCqwYRERFRJfk23wUR7cp4TWR9RkS74Nt8V+UaRURENYPBGyITuVYH4qpBREREZAetfbelnyMior5FueDN4sWLMXHiREyePDn1vyeeeKLazaI+hqsGEdlv3fa9mLtiC46/dyPmrtiCddv3VrtJRERVE/c3W/o5IiLqW5QsWDxv3jzceeed1W4G9WFcNYjIXiwKTkSqs3pVyo6pixF4aVHG1CmJzKlT0lGHjqmLy280EREpS8ngDVElcNUgIvvkKwrOfkdEtc6OAHRyFSmuNkVERGaElFJWuxGlWLx4MTZs2AAhBAYOHIiTTjoJ11xzDXw+X8HfjcfjiMWU2lxTuq4hFosX/iBRP8T+oYaxt/w3zM7GAsDbd3yp0s3pV9hHiPIrpo+c+MOXsftQsMfrzQM8+J8bZtnUMqLq4zWEKL/e9hGnU8/5nnKZNxdddBFuuOEGDBo0CP/85z9x00034ZZbbsGPfvSjgr8bi0m0tHRWoJX2amjw9ontILKDav3D6rR7VTQF3NhjsnpbU8Ct1P5TkWp9hKjSiukj/zYJ3CRfZ/+ivozXEKL8ettHhgwJ5HxPuYLFRx99NAYPHgxN0zBmzBjcdNNN+P3vf49wOFztphERFeR+ezUGPTIFg5eNRN3Kz+HN9b/EnrYQJLrT7vtD4V4WBScilXFVSiIiqjTlMm+yaZox+Fds9hcR9UPut1dnFKP0h/bgDm0FIloca+IzAPSfui8sCk5EtaaUTMirZo7OqHkDVCYAvf2lhzFm231okvuwVwzGOxO+hfGzL7H1b1J+/TWDlogqT7ngzdq1azFz5kzU19fj/fffx9KlS3HSSSfB7eaTDiKqbb7Nd2WsIgIAXhHGIscqrAnPSL2212Q6UV/EouBEVCtKLUBcjQD09pcexue33o46EQYEMAz70LD1drwOMIBTJeUUrmawh4jKpVzB4osvvhhvvfUWwuEwBg0ahFNPPRULFy6E3+8v+LuRSKxPzNHkXFOi3Gq5fwxeNhLCpExvXAocHnoi9fPQgBvPL5hSyaZRP1LLfYQqjzeShrkrtpjW4aql83F02SQMw74er/8bg+G4+q9VaBGVetxkB3sAwCEAn9uB1mBUiT7IawhRfnbWvFEu8+axxx6rdhOIiMoS9zdDb9/V4/XdsjH136z7QpQfgw3WsWO5a1XlynispUzIJrnPWJKvx+v7sb/yzemXss8/ZoEbIPdx8+Ar72cEbgAgKoFDwSiA/t0Hiagw5QoWExGpqmPqYkhHXcZrUc2DFY4LIWA8qVsyZwwHbEQ5JIMN/bHItx3MbiSTdbf6m6aAG2dqm7DJdS3ec1+ATa5rcaa2qaYKEO8Vg3O83mj6OlnL7PyTS67jpphgYH/tg0RUmHKZN0REqgqNPRuAUftGa9+NuL8ZnVMXY+HYs7Gwym0jUkG+YAODnqVTIdukUt0IWIUAACAASURBVO4esx2f37rSqCcDYITYh6XOlXh9TDOA2pg29c6Eb6EhWfMmoUu68M7Eb2F8FdvVX5idf8zky6DNl62Trj/2QSIqjMEbIiIbud9enRGs6Zi6GAe+vqWk7+A0ESIDgw3WynUjWUvZJpUy/cPl0NOCIgBQJ8KY/uFyHMAl1WlUlvGzL8HrQGK1qf3YKxqNwA2LFVdEvvPM0IC77FXKzPTHPkhEhTF4Q0Rkk+ylwfX2XQi8tAhAdxZOIaxJQdSNwQZrVWu561qkte8u6fVqGT/7EmD2JdgPYxDPjJvKyXX+KaWodfYqZQG3jq5IHJF492IG/bUPElFhDN5Qv8DMBaoGs6XBRbQLvs13FR284TQRom4MNlirGstd16pcBeXj/uYqtIZqkVXnn9PGN2X0MY5RiahYDN5Qn8fMBaqWcp/kpg/kei4sbuA0EeqPGGywXvaNZH/VMXVxRqYkAEhHHTqmLs75O2bTYosNzJN67Dr/sA8SUbEYvKE+r9zMBQ7KapsK+6ecJ7nZwcZcSpkmwqd61JfwRofsYFZQ/tVRV2LRy83Y+/zGHudOK6bFknp4/iGiamLwhvq8cgpcclBW2/LtHxx/YRVblhlUku4BkJoTIh5JvV/oSW4xq1mUkqbNzDMiouKExp6N0Niz0dDgxa83/wtvrv8lnhb3odm9D7tDg/Hj9ecD+AZOG99kybRYIiKiUmjVbgCR3XJlKOTLXMg3KKPqq9X9kwwq6e27ICChhVoACcQ9AyEhEPMPR9vsu/MO7PMFFQWMwogrjnkXF752JgYvG4lBj0yB++3VOX8nX+YZERGZe/flR3GHtgIjtH3QBDBC24c7tBV49+VHAahT4Jiqb932vZi7YguOv3cj5q7YgnXb91a7SUSkKAZvqM+7auZoeByZh3qhzIVKDcrcb6/GoEemFHUTTt1qddBsGlSSEUiHF/uu3okDX99S8IlsrqDi0IAbr/3nCfjDrN2Y+fadqQBRMuso17HDpZWJiEq3IPoEvFlLh3tFGAuiTwDIPf2VBY4pXTL7dU+ihl0y+5UBHCIqB4M31OedNr4JS+aMwdCAO5W5sGTOmLxTRioxKMvO0ih0E24XFQNItTpotiKoVCjYWGrWUTmZZ0RE/V2ztj/v6x1TF0M66jLeKzQtlvofs+zXOfGNOPWPX1Rq3EVEtYE1b6hfKLXAXDmrTpSqFubLq1rbJ9/+qcvze3azYqnZQqtZlBogumrmaLy5/pe4TvwGzWIfdsvB+LE8H8fO/EbRbSKqJSoUK6dMKu6zTncT/KE9pq8D5gWOVdguqqzsLNcztU24y7kSXhhZXaqMu4ioNjB4Q2SiEoOyWpj6UwsBpHLk2z/VDN5YFfTLF2wsNUA0T/8TLnCuhCMeBACMEPuwVFuJTv0ohFC7+5jIjKoB5/5M1X0WP+FmRDfcmDp3AkBU8yB+ws2pn5MFjkthx+p/KgbH+oumgBt70gI4ixyrekzHE9EuBF78FgLrr+X+I6K8GLwhyqGcQVkprMjS6K1aCCCVy+79U45KBP1KDRD5Nt8FPe3mAwAc8WBNBOh4w0GlUjXg3J+pus/MzuedvTxH2bH6n6rBsf7iqpmjM/Z5s9hn+jkhYwC4/4goPwZviKqkElOzCqmFAFJfY3dQqdQAUa0G6HjDQeWo1eNZZXYHUcvZZ7US2LX6fJ5v9b9ygzeqBsf6i+yp0HvFYAyDeQAnifuPiHJh8IYsZ0dKcG/VykAwXS3Ml6+FABKVrpQbiloN0PGGg8pRq8ezqioRRC11n/XlwK4dq/8xoFn70qdCu9++DTJr3GWG+4+IzHC1KbJULS6JWCurOpkJjT0bB76+pehlpO34+22z70bMPxwSAjH/cLTNvtv2dqi4wpWqanVFFN5wUDlq9Xiult6eS0tdva4cpe6zSrSpWpoCbpypbcIm17V4z30BNrmuxZnapl6t/lerqy/Wgloca2SPu6TQTT/XX/ZfLe4jolrGzBvqleyMlnc7z0UwOiXjM71NCS5GvmwfPuHPr9K1Y/ryU9VaVAsZXmaYQUFJpWRG1urxXA1WnEsrEUTtK1M9rXD3mO34/NaVqEsUrB0h9uEu50rcHtFx/L3lZSszg9ZcLY810sdd2e0E+s/+c7+9Gt4NN6bq8untu+DdcCOA6u8jolrF4A2VzezCuFguR4sWwZr4jIzP9iYluJBCBQArNRDc/tLDGLPtPjTJfdgrBuOdCd/C+NmXWPo3+gIG0zJVYkpfLRZ35g0HAeXdYNXi8VwNVpxLKxVEfTY2DQ+Gfoq9wRCanG5cFRuN06rcpmqY/uFy6FkrDXlFGNfEf43fYGpZBYwZ0DSnylijlvef7fWwNt6ZsZobYCyooG28E6jy9tdiCYhiqNpuKh6DN1Q2swujV4SxyLEKa8KZwZvepAQXUqgAYCUGgttfehif33q78TRNAMOwDw1bb8frAAM4WWrpqWqhgYndF8FafjJot1oesFL5Su0zqtxg1SIrzqWVCKKWusJSXw7s5to3zWJ/6r/LyVZmQLMnlcYatbj/8o1PcPyFlvwNb8i8pII3tBf5KwLZy45V4Sph3fa9eHP9L/G0+A2a3fuwOzQYP15/PoBv1HS7qTQM3lDZihmEAIDHoeGqmaNta0eurJ49bSEcf+9GXOw9F7dqP8+I7ls9EByz7b5UGnRSnQhjzLb7AMWDN1Y/eamVp6qFAieVuHj39xvXWhywUmnSzw8d7ia82Xku9kSmASiuz9TSDZZqrDiXViKIWuoKS3a1yYpgfG+vh7n22W7ZmPGzndnK/YVVY41ijpt8x0U5D2mqlT2R/nf/5Pke6mE+Pon3IniT/m8VkwKakD0+szveCPse+RZmx6pwlfDuy4/iDm0FvGnTMu+QK3DXyzow/sYqt46skjd4c/HFF0MIUfBLHn30UcsaROrIdWHs9DRhqMtdsYtOU8CN4zs2YJFjFZrFPuyWg3F3dD7WxGdAAni0cwo6nDF8z/s0fKG9tgxOm+Q+wKSrNMn9OOLejcqmLtqRGWLVU9XeDm4KBU4qcfHmjWttqMXV6FSQfX7wh/bg+9py3Ox+GA1oT52LH3zFmbPP1EowV0UdUxfDu+HGjAcTUc2DzhLPpXYHUctZYcnqNlkRjLfiemh2/QtJHV4RxHvuC1J95jXfyUVvG5mzYqxRzHFT6Lgo9SFNtbI+sv9urnGt1r4b8Z4vFyX738ohJKQE0m81O6ULKxwXYmGZf8MKe9tCOFPb1OO+4vm2GYV/uYoWRJ+AV+s5LXNB9AkAfSt4059LVeQN3kybNi313wcPHsRTTz2Fk08+GSNGjMBHH32EDRs2YP78+bY3kmpTrgtj/ISb8fzYKXl+01q5CgAiglTtnWci0/BqfDaev9qedu0VgzEM+3q8vls2Zqy6BdR2ymU2OzJDrHiqmm9w89Wpny7qOwoFTuxY0jVbNW9cazFgUY029eepa+VI30cQGoSMZb4vYnCjHUD3ufimDgAwP/e+OurK7imnCV3ShddHXYnxdm1EH/FsbBrejFyG68Rv0Cz2Y7dsxI9j5+PY2LSc9WSsUGo/bQq4scfkvGn1dOp8Af1cwfjvrnsLt73wlm1T/LJvMLZP+BYmzb479e8X0gPQop0YJLr7zFLnSrw+phm5+kx/0ptrghVjDbPjZk58I0794zUY/Mf9iPubIaKdeY+LUh/SWPXgqNSb2+y/u1sOxgjRc1zb4W4qOyvGtA8JICo1aJDGOUyej2NP/lqZf8EaF3u3YHFsZUYGy13OlWjQnQBOqGrb8mnW9ud83fydwmpxrNjfS1XkDd5ceeWVqf++4oor8MADD2D69Omp1/70pz8x66aC0jvQoBroQLVSsyJXAcDs2juFbrp7E8V9Z8K30JB1A9IpXbg72h3cVCHlMptdmSG9faqab0Dl+OP+ovpHrsAJhIbBy0biT55G/CA8v0fxbStvOKpV26EWAxbValNfmrqWPcgKjT4Z7vc3WHZ+7rEqSlbgxoxXhLHYtQrAEtP3F70zHsdHLks84TQCEHdH5+O1d8bj+dllN7UiCmX/2V1T68FX3seeyDQ8g2kZr79q43WmnH561czRGcF2oPTp1MX8W+bLVsh1/Y8nZmzYMcUv9w3GrRj/9S0AgEGPTIHe3prxe3UijOkfLscBXGL6vf2F6bH24vXwv3IrRLClqHNab8ca2cfNmdom3OVcCS/CqTb1nPRjSB4XpT6kseLBUTk3t9nff3d0vrGt2ePayFdwS9EtyZSzDwmJI4JPoCngxt1jtmP6a2dC+6M917FiLHI+CW/c5L7C+SS6ajiDpdPdBH9oj+nr5ajV1cBylaqYtu1W6Ntuqej9aDWmOBZd8+a1117Dgw8+mPHalClTcM0111jeqFqn6tNhO9pdzIXR9mr1OS4Gw8W+otOQexvFHT/7ErwOJII/3TcglVx1yw52ZYb09mRXzICqUP8wDZwAqUyCYTCegKZncDkE0BWJ4XiLpsLZFQAt1OdqMWBRrTbVytS13p4nzQZZdf94NJX1bkWxSbN9VIyh2G+Sl2jY2xbCGszoUeRe1Pi5slCwoBI1tSqRHQgUXwcj1/Ganv1S7Dk//W9e7N2CW/HzjGM7+/xeKFshV/ZPrs+bKeZ6mN7uV9yFa+HVyvmnFpleE2QEIngQQPm1Y+bpfyo6qCoEINOiM4scqzKCGYDpzCIA3cdFqQ9pcpUCKGUqXTl1GLP7yJr4DCCCHoH150NTyg7edOQJLrx29QmJ8+adGefNXNcxWx/q5Cik7LO5kHJvx8bxE25G1GQqbfyEm8tqT62uBpZrSp8jMaHPriBT9jjt1VFX4s2/7zEtEF3sLIByFB28GTZsGF544QWcccYZqdd+//vfY+jQobY0rFZV8ulwofT0Um5sqvVUuxJ/N9eASgijbxeThmxFweHxsy8BZl+C/QDOXbEFe8KF08RrYUm/fG2wIzPEipuW7EGG6YCqQP8IjT0bf911KBVwiwuROvEn1YkwbnKtwvPBGQi4dZwc24j/jD9paRV/q2s7FNPnavGGodg2lRrkyM6o2zB0AR7Y/9nU8f5bNKLZJLSwB405L5BWB6StOE+aDbKyxza9LTZZ7vGxB42YliPgWakpNVZ78JX3MSe+EYtcmTdYyfo+5dbUevflRzHotaehte+GdA8AhMjIMng2Ni3njSVgBLJvcq3C4GX7LTk2S6mDkc9p45uKPk9m/80F0Sfg0LKO7azze6FAlln2T77Pmyk0xS97pZdcN/VNsnsKA2s+5VbM+Sb7OChUQP3N9b/EBc6VOQOB2cdedv9qNplGBCQe/KT/nDZOKvUhjVkpgGKm0mXcM0iZsw5jrukzV80cjTfX/zIxDbP7nDYj/NOMzw3txbn57shXsFguN83mWYgcAbus76jEQ51K9cvs41Xr+gyexl/KHmOaHWudvbgG1OpqYLlKVaRzxINoX/89TH++0ZL7K7MHZF/Ydhu+oAm4RBRAVoHoqbeV/bcKKTp4c+ONN2LhwoX4zW9+g+HDh2PXrl1488038dOf/rTwLysm381spZ4OF5ueXuxg2qp21+IysGYBhmyF0pDzFRwuZ55orjTxu8dsx6BHri17ZRarFQqklJsZku/m1or53Nn/vrkGVPn6x7rte/H9vx2JYNQ4h73nvsD0GBiK/XjtP0/A/cvvwWI8VPNV/Ivpc7V4w1BMm0oNcphl1J3376X4D9Shwd2O3aHBWB+fhPP0jT0Gk3dF5uM7Ju20IyBdznkyu49pJk8zzaQXmyx1FRUJAWEySSAODQIS0j0AItIBEY+k3uuSLvwgMj9n7S8rptRUw5SODfiBs2dNhGR9n3Jqap2pbcLi2Ero7cZ3ilBL6r3kk8Q3I5elrhlmgZvsDMTePn0spQ6GVbL/ZjHn91xBQCGQypQ8feKn8Op7B1OBr7jJfJd8QcNCU/yyV3rJZa/oDgz35WXRy5GZ5dVY8AYN6D4OzAqo36GtQESLp7JnrxO/6RnkLhBUBQAtESjNddMo3Q2IO32WLAVuVgqg0Bg2+8YyV+QwLgQGLxtp2sZ5+p9wgXNl6t/HrH5kb8/Nj3VOQYsWMc3mWYji72nsftBUTr8s9aFO9j7zh/bgQrEnVby53DGmlQ8Ed8cbMUIzqedZhdXA0h/EHYIfYThSQZNchsl9+Kf7gqIDYdkP+1qaZ2Fs6+bU+EfLesDrQqxHX+suEF0DwZtZs2bhhRdewNq1a7Fnzx5Mnz4dP/jBDzBy5EjbGlcN2U9Osnd47gHZLgx6ZEpGKtWid8anBsV3j9mO6R8uL7pTF5ueHkP3ifjt+qlo2P2yac0WK560F5sxkRH9zzEb2MoTb3aAAZCm1618fzPXBTl9kFWK08Y3YfSedT1OAuPeXpt3YJEdxDBL0Us/rnobSS4mkFLqhaDQza0Vqf7Zafh7MNg0eyKkBzL6Zb4gUq6bkmTwoJpV/EsZFBTT160oEltO1ljJWV7CCRHtTJ3jChWGzGaWUZddUPc8sRFPxU7AydpfM2/IcqSo2xGQLvX8bNbH4lkrduSyB40YjPJWUREwXxlkSfQyPBebgSanG3eP677W7UEjfhDJnD6afX4pZ0pNLVjsWpUKkiSl1/cpFIw0CzaYZRCmc8SDWCIexnWuzCfjv5MzICWw2Nnz93ub4l5sHYzvtJ+D53oxnTT9HPd0vBF3a93HTaFzM5A7sya9ps3arR9jyZwxOG18U4/jHyh8Y1poip/ZNSJbl3ThnYnfSp1na6V2YC3I3ic/CM/HUufKHufwbMnjwOzcnF3/sFAgMNc4RErgtf88Ae63b4M0ualvP+GOnlOvVmwp65xWznjdLPPSbBscIve0Et/mu7qDPwnetOxjK87NTQE31rT17EPJbJ5c06qy5cuMtUKp/bKc2jCm2bI5AwHWjTFLGU+ucFyIxbGemVKviMmYtWySrSs9ZQdrvoCgEawRwEC0IyR1HEQAA2Q74hCpYztd+gyMQoEws4d9Q3c9ndonZg+ucmnW9qNwRUBzyf2DC54AmiebfqakY3/kyJG44oorymyOdWKxGH74wx9i9erVCIVCmDFjBr73ve9h0KBBeX/P8cnfMOhXF+a9Ac5+cpK9w/OdWJIDNb19F76w9Ta8kHi6ezDkR2BrEHoiQljMk9pighvZJ+JxbYmDzKRmixVP2guliQMmGUM5WP2EPz3AYBQALG1bzQoOZw+ySuF+ezVmvn0nBLq6TwK7n+nR+fMVVja7Qfv81ttxfOQyrMEMSzJ17KiZUOjm1qppEulp+Pcv73mBCUkdWqwzVQwyeTH94YZ38VjnlB6nYbObkvQnLXZU8S9GqZkee2D+tDJ9sNPbIrHlTH0rFBjPHiwlszi0tPoGhQpDZsuVUZfOK8I4WftrRmr4l51/wova1fAt29tjcGPHlLNCxbOz22DWx7REJoGWtr1mgZYfRObj+Vv+G0IAZ4hNec/nxawMkl7ba09bCAv+diSWzFmD08Y3Ydq9G033Wfb5pZQpNcUwCxJmB9N7O9gcmqPXJ+v7FHpyazZFYXiOG8t0g0Q7hMhczUtEgO9cvwSNy8zbVGqKe/rg/k+eRvwhOikR3DTaaRbsTD8Girku5atpM0LLfOJf6Nyc/rfSp5RlZ9akBw7LCRoWunblukZIaTxS2isajTFF1nFn91LttaJQwD/7gUqq5opzFZqxH4eEDwEE4UD30/YYHKkAf66Hhc2ie7/kCgQWu1BBMTf1vZ0anut60OFuwtwcAaFc01uSx57ZzW12YDfXNSyZfWyFQpmWZtOqzK5juTJji1XMw6dS+mU5tWFy7bNshcaYpSy2UmqQ6chZX8Mt62MZKxq+FJ+EL+v/Yzy8sGmlp+xAysDEA7eMbRExHIAb0Wu2G5nxWfcA2cwCYYVqlBXzQMycgOPOxpIXF+qRQZdD3uDNunXrcNppxoKTzz//fM7PzZ07t6hGWWXFihX44x//iKeeegoNDQ1YsmQJFi1ahJUrV+b9PQHjQP1c1g3wm+t/iXNefRq+0F7cKnue4NJ3uNmJJXvADAAuEcOgxMHWKHoedIWe1Oa6AUsOms1OxNkHWXrNFiuetBdKEweKyxiKah502pgSXEy6Y88Tt3GcJ+uf5BpkFct83m7hgQXQPUgw+446EcaPnD/DfXgwdbP17subUzUSSn1qZ0e9iUI3t7ku3tMPH5hzYFKIWSquVwRTfTDJEQ9iQfwJPGoybzw5ULzJtQpD0bNehNVV/ItVTKZH+sX7oPQjLDLTSbMHO70tElvO1LdCgXGgZxBWS5s2AhQuDAlk3njGhNYjzdVMs9iPoQF32o3kSjhC5jUR7JhyVqh4dnYb8gWKPooPTvWBDfFJOW+y54pNGTfEZufznH0ZEoeHnjB9L7tIbG8Lb5bK7MbpL7//L5zrSGxrmYPN7KeV0tOQKpyaLnkcZNfU2isa8c7Yb2F84vg2m6JQzHM9syezyWwfK1LcswePw7APX9NfzEjlP09sxOLIZT1ucJMKnQuKqWmT/mBjTXwG9Chwo3MVhpr8WyalB2WOv3ej6d9ODxyWGjQsdOOZ6xrR4RmKrsvegAMo62FQMWqhfl4+xQQ0zB4arYnPwJpQ93F2prYpdZ0/KH0IiCBcJv0w3W7ZmPrvH8vz8QPxEFyy+29lL1TwQ+fP8V08iga0Y7ccbCxdPfMbqc8Xuqnv7dRws+tBVPPg2a7P4GlcbvrwI1ff3yUHw73wr2hcZj5Lwhvci1MS465c09TyXdtKPe4KBU3NxnJm17HeXEMKPUjKJd9qjrkCh/kC57n2WbZ8Y8xSF1spNchk/Ht8A+e+Mru7TmDk8h5Zp6XWCM21Lclx7DRoppk02ZKlLbKDTALSNPDSLPZjWuJ4T9axfFp7Mm+NsnxCUoeAyBhvSyA17jQLjuULthWTQQcUCN4sW7YsFbz58Y9/bPoZIUTFgzerVq3CVVddlZqydeONN+LUU0/FRx99hBEjRhT8fW/aDfBB6TdO/iHjH94hzDvgcLEP8oERWCAH46l45lOnYp6Wmck3AL8rPD8jUAIYN2DJAdN77guK+hvJA9uK5VgLpYnn26Zk9H+3bMSPY+fj2Ng0nFbcny15HmmhJyO5BhFL5pyG8YmCw70dZJXyFD59YJE+EMz1HckT2gixD/c4fw4RE9Db07K6SlhKs5h6E6VenAvd3JpdvKcfPhBrt35c9pMqs1TcXH0kO1iW7g/aCfjcSZdmZJIlp11J9wDEhBO67K7n0Zsq/sUqFAzLvng3CiOd9ID0owEdpoOdYoJ2+fZ7ORlbxUw7S/+b//TkOJcgM4iTHgzOzlJymEzzMdPpacLzlxkBi0GP3Ai9vWdNhMCL30Jg/bWQ7gGQmjOjrktU8+D2znPxWJnTRnpM/SxQoD5XH+v0DMW58WWpgUlXPI7boubXNLMpOl4Rxo3OVTj+XiNF/sUcN6Pp5ywzyeOg3MKbvWGWIeoVwR7bWspg0yz7TQpnj+Mg/SFBdk0tAPD8TcOSoXtTBY2zn64JmD8MSn1/jmM5me2TK8V9heNCLCy4lYZiU/mzM0azHd+xAdFll5sOUIutadOs7YcAEHDr+F1kJlYHu/9e+r+lGTseTBS68bR6pZdiWbEIgN1yBTR+uOHdjGypuWJTj2BvepBwTbz7Or/Jda3pw9F0ndKFB7SvQiCx7w8/BzdtQ+omz+xBaPrD1xFiH5ZqK9GpH4UQinso1tuMZrMx7Or2o3GOeCnnw49CfT9nYFc2pvqJ2TS1fHVeyj3u8gVNc02rSq8e4nFoWNKLujvFPEjKVmg1x1zyBc7N9ln2OT77/JF9P3RMe2tJi62UU4A4e381PmBtjVCg5zi2mIduQHdpi+wg06vua01LKbTAh6dDRgD0oPQjoAcL1s3Jlp55/GN5Ps76zNDUVHGzujjpwbFCwbZis7GElP9/e3ceJkV17g/8W92zL+w4MIiihmXcAFGQTUAWg/xQMIBeE9QbEFkMuSrIKCq4YASCNwYRHUwiiCbiwqZiAnFDRNArURQQgkFZR2Rx9p5ezu+PoXu6q091VXV3dVfPfD/P4/PIdM90VXWdqlPvOed91Snv7K28vByXX3451qxZg6Ki+sfrHj16YMGCBRg8OEI09sgOoGRgzNsQHEQB6m4gRqKnaseq0/GLj+QhgmNXTMGInJ1hwZZ1nj5QHA5sNviZh70tMO7ds3G43yx5r08ItPtovqHt3TzkS2mn0ieA/psuBQC83m832mS7w95zyNcqZFmCs+YntPl0qe5nDm1zCrMuOoJsR/2DTLXPiflfF2LjseaGtlvt2BVT4M1qGvZzo9tkhNZxUHfMq0QG7qu5BWsxCE5XGfIPvI/c47sj/g2zqr0K5u86W/N4VbYuQnmHgfBmNgnbhsrWRfip47UQzvTA+xWvG033vR14j9rQNqcw68JDyHbWX1pqfUCVx4km6V78UJOOZ//dJmR7tL4T+HyAooRtl2wf1Nv5UcZvcLZkGrv6XPRn/XS6ypBxYh9qW3aEN7MJRvk24XfZK0LOPb39sILWeeC/fqy6+hDaOU+GvR68n+rvTO971Xs9mjakd/1Qf6bWdfWELxfVyA5cFxfW/gIf7DmN3OO7NY9V3c3Wh9MiF3moRoaj/uaqvp5obWewWp+CCuSgmVKJI6IFFrjHYZ2on1au10b06B0rWRuTtfPgtl23YfV/9NvMmzU+QwnMqrlO+RBPZPw57IHAf82CEIDDEfY3/OeB3rlr1NA2pzD5Z8dwVpZbt931GNAvfImNRtAj+N4VidZ+nK51oMbrlG6XXhuJ9B0fEa0CMwsUBYEgbI5SgxaSh1X/8axsXYQBXZphZsbr0vZhhJHz37+d59e8JD0HAomTVefNo99dhg/3VYX1R7Taun+/orneGLl3RTqv/vSnZZgw4Xb9A6Fi5lyNl0T0aYyI1JeI1Af1/1zrvNGaLT/w4gAAIABJREFU5aV1DQseLFzgGYe3qi4JHAf1sdL6G2pmrllWfB+vDD4ibSOHfK1w4z8Lddv+FX164PGcl3SP7XWOjzDL+Te0dZyMeP7+6U/LMOLZz+O+n7J2C58HircWIi1bsy8Y6dxT0zuWMq8O+DcKM6pM7UuVyMD9Vb/Epx//n/R12Xf2rudSDMEnaJNehR9q0vF+xTno3+IU2jpOSvsvZu9t0ey7mlaf0/+8KXNVxxzc2X4v2jpO4qivBZ4+2Akf7qs/nlp/M5Lge4qa7NlRNktGj2zJXnHthLrZoJLzTK/vpnfsQr6fSe9r5ryJOnhz8OBBOJ1OFBYmtjrJ0aNHMXDgQGzatCkkWfKgQYPwP//zP7j++uu1fzlOwRsg9MFIdsPRUy0ysPn8e3BOr1HS19/dX46nPj4Ol7f+68l0Kvhtn9b476svxuML5uE+33MRO6gu4UQVctAU5TiCVnUPGKob4Fm5aVgx9lxD23zBuuuRXhU+CnsUrdCn5o9onZuGx87ZgSHf/y8c3vqRJ62brwKgdW4abrusBa6+ID9k31/4/CSOV3rqoqeSUbmyjLNw5AbtpXyRDH9hv3SCowJgw20XRPU31fIPvIO2n/4u5DhUIwOrPOG5Aj7JHij9Dr7ftgb9v12km6zPCHdOG+y/bq3p37vl1e/wQ2X4hU7vvMk/8A7O+nIp0qpK4U3Ph8NbDUfQCLXPmYWjV9yH8g4/B1D3nYx0RB5x85//wedKsODzxsy56N8XdZvTeqBQH0v156rP52iYOX6d/tpL8yH8AtdLmtsUabv1vvdI1yetfS98YySa1P4Q9nN/W1Z/ppmOvH+7Ov/tSunyRAEF39z0CYDQY+vJKcAPl04JnIcA0PRvIwxVOAkLAqqYubaqaV1rg8+977etwSX/WRZYkrPzvNs17ydA+HeqdX6r9yt4mYL6mqV3Hhj5PvTIrqXq6wdQfz6/4Z5qeDDlKFrhp5ve0n1fNPuhd5/R+o4jnVfXOT7C/IznkR00A1Z9LNTtuufZ2dh+qFrz3+prQ97LIwwdP/+5KDsHtM4t//E20taD9yvae3aka5zeeXXuuefiu+++0z0OdpCIPo0evWuB1j0lmNFrktn3Bx8H9bEyOvhq5poVzf1RT6e/XQmHtNKfgr1ntivS+f7u/nLs37oadzlekS6jDWbkvDn33HNx4cPvai711OrfG2GkTxV8Hy/PaI2Hq8bidU/fwOuRjrfmsRQKrkx7Rfq5Wr+jFrLKwHcjLug9OuL+R9rXWJ4BtO5tL72yMuzZsUpk4HeOO/DLG39l6G/LtivSM63s/cHPp6VKK7QRP+rOkK7/nQpDfR51X6+8skI6+KHm/w6PoW7J3iCl/plN7zvVun/6BxAVaAXbFOz9r09Cv59J78eesPi+++7DmDFj0KNHD7z55puYOXMmFEXB/PnzE7psKjc3FwBQURH6BZSVlSEvLy9un+OBA04IQGivm/NPw/zAPRDFtQhfhxsU3XMJJyqRHbqM4dDlWH9tO+nnj20J5OU3l07PTUvLQMdBt+HBjSIsidTgtH+hjTiBn5CLXNSguVIOADgb8pJ/dw64AC1bGptWW913NtJU63CDy8D+UOnB9H1dUXLpAxGrjfj5f+ePW39EXn7zQAWIP279MTANs43GQ1Re7XG0bCk/dnoK8g9pTqeO9m+GaTkBFfktQqY3Fp+8Hmt9/cKKxymVHunn3nbo8pClblrZ1I1IqyqNat+OV+7X+Ll8mwNaTsDpHhMAnMldciZpsJ/DW4M2X5Ug48x7xue8jGJveP6N4PPV5RVY8a+fMLZnF+lHjm0JjO0JNGuWg9OnqwD0wUfv5QZyThxDSyz03oh1vvobfHAbWPH6tpDOltZU/uBjqT5f1edzNDL3rkb+Z/V5btLcZRBKOnxZzUOWwmV0Go2WiFwpLVKSQf/xktH73iNdnzQNeFC6pAADHkTLlu3CPjOQrFI9+1ByLfFvV6RkzYHzNejcBIAMAMGLgB6TLFmVibT8LniborG1w51hOcpqhRO+2mp0/tuVqMwswLKqMZjkDlqSs8+B+89L0/wO7hyQFjLFfYEnfIp8lcjAAs+4kN8LXqbgpxg8DyItoTR6bFq8WRLygA2EXz+C22Fhprzdqgc3AgnpNbYjpGqi4gBEeO2ISPuhd5+R3U89jiz8r/cm6d8D6pZ1jrmwMKxypf9aAIS2a/Wyhh8qPXjzm/LA35NdrxYbmMov0rJR3Xe25jlQWCv/DgrECaS1bBd2Lq7z9UO6z4GHc+pyD6r3K9p7dqRrnN55lZaWEb/+gMUS0qfRob5/AqH3bPV3LqO5fE7jWqtV+Ux9DQs+DupjJfsbUooDnf92paGl+1HdH3VEyrnn37dI5/vYlsCG/F9jzOarA9tU7fACNeEBNSPnTVpahubSRCC0f39x5Semqu1G2g/gzBKm7b8L9CWa1P6Ax53PYrZzeSBP0QLPOKz412Bpf1HrWB5Fy0CAUX1tNJqf5jBaob/rj5rfuXrZU2HvYoydLD8WTf+zzFDgxsy9Tfbs+L/iJnQdfJvhZ8GW107Dp0F961KlJfY37VM3mPTt71CqtML+Jn1wQdnHKBA/4meS/DV1VT/r7kVt8SN8kOc09C9RCs5D6k9tIQ9rBG9oaF9PK++Tmj9HWToAsbsUY0y0Y637p96z2xG0xPAX9iM/sx8qvD7c43gF7YR2nkfDwZvNmzdjzpy6x86//OUvWLx4MfLy8vDYY48lNHjTpEkTFBYW4uuvvw4smzp48CAqKirQuXPniL8rBOAV+kmQqkQG7nNPxAN33Q/Pkm66D0Z1HSRfSAf3F+kfBzoih33yh47g5KBa+SW0ThJZEqmp/TsgvagAJwB4lnQLy86do9Ti3vRVWO/SLvmn3o6+5zfHlm9Pnfl3IRZ0mq1bBvbefUVYP2kbAGDj7lL84x/76pa/nHGdZIaFv8KJ0fLNZhIwqhnJ8xIP6qR220q2ASbW4KuTyspGJ41OA4y2rGI88gYYqc5zb/oryPGF59/QqsRlhCznRJoCNM1KQ1mNRzePi5HytLEmJpSRJigWbvjScnBi2s6w98erUlpwErXNmfKZesHfu5Fkn2EJ/i4cB+VMgj9fXiGqgjpxsnNNFjiQ8W+XVq4wM5UptuUORnEldIOmenlfzObWCL72Ksr5+H/KxLABgSzPTwCAPNcxPOoogdvhC3xHeuedOl/H9tzB+LRjoaFAe6R9i3QeGEker8fI9SO4HWq1W1daE5zyZhhKSB9WNVF4pR3kSAn/9e4zsrwWVb2L0dXbB1vOfEf5mU4oihJyvSoq6oeTkG+3mlaFyEil22XVRd5Hd4zK2hkSWAm+t6nPgdIl2gHl+vwEobljuvb/b1QXFUvzLlhxz7aialyyJKpPE0lpuUvat1tfXneuyb7zarcXPwUFD7TabqnSMjBYGtwnfT99AGZ7FdwTYTaJ+jioj5V6kEA2+BopebyWeFfQi0c+JfU2qYO7gLnzRnbeqQ3zfYgrdv0JTtTd240ev0hkebnqggGhVfiCk+8Hkx3LamRgvjs06Bd8bTSSn6ZKZGChe5zmoJnZSk9GqmUCwEmRh1olS/PeFvZcd+ENGPPtoJgCi0WDbgPOBFL2yUps/7QuUP3YSP4aWbXMapGBTy96CEWDbotLsnetoF0wdZsy247V908jg+4u4UQOarA/82YcEa2wSIzDCMczeFGcB61F3Yaf56qrq5GVlYWffvoJBw8exODBg6EoCo4ePWp4p+Jl3LhxWLZsGXr16oXmzZtj4cKF6Nevn26y4p3iPLzm/A0ewnMhjVY6K+ZMck8jD0Z6HZExJdtwrFb7AdiSpF8ajb4wQsk/WQb2BTvH4VgMZWDVx2akI3KFE3UH4JTIQ60Ir5xjJgGjWjQlQuPBbAdL/TArq4Y0r2oMTte4I3Y8YimrGI9OoZHqPLkaSbq0KnEZIQuseASQne7Epml9wt6vPt5GytNaUWrd7ENF0aDb8Cliq5SmTqKmNVPPzPcu66hk7FqFysELpR0VIx3BNKUuSb47qAZw8HapAy/RVKao246rIgZNZaO7wdTHSi/puvoeIASwTkROzBlNcHOU82P8MvMJONxH4MssRGW7YpwcpB1o1zveerSSx6/x9sEzBivLRZpN5e/AqO8bYSXT07JRO2ge0jqN1kxIr55pE5YwWlIiPVLCfyP3GVnVmuGIfN83Q1YhcqGqkk7wA3b9docPDFUXFRguN26036R+kNSqNqh1LEc5P0bucuPFDIJZUTUuWZLVpwk2PmebdPZsM2c6gKsC2xkpeCCbDSjSspE7aA62dwrvt44s2YbV5X2xGn1Dfu5Q6q6hsuOgPlb5mU5scPfXHHzVSx6fKLJr6cfnTMG97xeidH10ifKHFxWgw7EN4ZVvirQD+OpAwANnf4nBx0pQIOTB4XvTViEbofelWI+fkaSu6mIqwWTHsvhkXcqNjzKmS4OPsqC22SpYZis9ac2qDlYlMvBU2gT8ZspM6b1NWllr102YOjRyZS0zOu6KX4nto2gVl4q/MrKgnRdpULLyA7Paq0zcQ2TU98/9GoVT/EuzTiEX+ajPZXe28iPmKc/jCUc6Lj37Gs3PMRy8KSgowPbt27F//3706NEDiqKgoqICaWnRjOfHZtKkSSgrK8OYMWNQW1uLvn37YuHChbq/V1SQj99MmYmqvT8LNNrKzALMqRqD1931D3PBmcyNPhhFCqToPQBbMXofaSmF1jcmy8CufoBTl4E1Misj+Nh4lkyXVqxalPEsnEuW4vOsXOSK+uCDrHJO3RS/W0wdD7WwhxhnseFKAtEy28GSnTfqakg/O9P5Ce54yHJUvCn6YV0UlXDi0Sk0Mvqu1ZEOnt2QpgDVbi96GtwPs4EV2YicbCp/8IXdioom0TxUBI+CRDNCIbv5qmfq9T2/bhr4nLe/MXT8oytJGV6FrH7mX2bINVN2PqoDL4D5yhTq7XhT6C/fSlOA3Ez5jC5ZpSL1yKPsHhDM6HKCSOed3nZodeQPtBkeU/tXByjMDlYYmU2lfnAE6kbxFAXw5bXTfaiXzbSRUZdIV3SCZfEefTdLViFSNkId/IANxL7dZgPKRs4J9TaZHcX2/46/7yerGmd2VpidJPtc05w9m/4KqiGv4KM3G1AvIKd1LxcCEZcMy4JIWoOvrTSWWiRjhlbwtbS+zdQdg2gqjGXuXY3+e+dBQXX9jIm981Derqn0mKsDAadcecg/eqa/rsifGbTuXbEcP6NLmPxV+Pz7qh5EOHnrtsB7my5dGDKzRn1tVD+Uy6o56vU1zFZ6kgXB1ZMN9J6HoqmsZZbRGUJ6SpVWSJv2r7hU/JXRq0QcL/7rS7NmOSidJ38WP3ZmX12Lu6GlI3xgrq4K6yOan2E48jJt2jT8+te/Rnp6OkpKSgAAH3/8Mbp0keefsJLT6cSsWbMwa9asqH5f3Znsurs0ME1Z1jmN9cFI7wFYb7ppNIwupQi+aW3OkJfy1RrdjWZWRhuNQnJpZ6bVNUdF2EUgU/HiBLJwQU1JXEaUjDxMWcVMB8tI4MTIKFKwaG7w0XQKQztDocvtZBdMWYDH48hCieOXUGrrSsVWu32BKdZG9sNsYMXsVH7Amunq8VhqYpbeTD2jD9whpb4zj0n/ppmSlFqMLg2K9noRvB11++4IaVORlt+pSZfBqUYe9WbMaC4fDQpu6p13etuh1ZHv1q4phk+K33XR7GCFkdlUsgdHhwJUZLZBdVAHXYvs2Miol8rFEqRNBK37bTC9B2wjZA9GZvpN0QxgmQ0Oq+/7iuu0NJdYImdTNCRas2dzXKW4JMKAS/g1v5fhZYHxGjyJdN+x6wwtrSWR/hQERhi5NwVTBwJkZdpzlFo8mf4s/oBncES0wmnkBcquB4t2KT8gL7Et4/+OjAR6jQQf9YJ+en0NzXLtGmkgZEHwf7adhKdP9DD8mZM88ue6uuCA/JofvIQ+MBsrwgwYIzOEgPqZq/6crMErBKJZ6h8N2WxXK+k9ixdKKuIiws/9DLedESNGBMpwZ2VlAagrz929u27KINtLxIhFpM8wMt3ULCMjX+ooulbgVGt0N5oHJa0boZ62EZZ7mWX2huWnt/TBCkbOzUg3FOXMOtJgRmZ16e1rpNdlD/rBy+1ktPI//KbTaPwGddOjy1yhnTS9/YgmsGL2WmDFdPVEjQ4E05upZ+ThSv29W5Gvyoh4X89j/Y6NLIPTegjxT/9frNyEOaIkbPbJ047/CuSC0J0JpbMd0V4XzYpuRlzk2VRaD465EQKFwYyMAquXyiU6p0g0jN5vjR4nmXgMhkSz/NTsKLbZXGJkjubsWV9LCEQ3cKQnEbl+kjGYYoRsSWSkPC8yZpdoywIBMv4cH2crP8IlnNLUB9Eu5QfClzBJ8xQFfUdGAr3R3EP0+hrqfvIbjh4YId4Lu49HSgOhDoJfc+Y/oyIFB2SvqJfQt8WPaPb1I/jUvy0SsgCFNEfcmfw1APBJIEBkzRIpu9B7Fo+UiDxSCSZTgc/09HR88cUXOHbsGK699lrk5ORAiXZhGwVEM93UCL2RL3UUXUuk0V2zD0qyG6ER8RzliCZRYaJm65iN5MsEfyc9F30ofU+kTrHevuq9Hu0yQHVEPHPv6jOVqo7gNV9LLHCEJ1ONtB+JygNgRfDXbqMDRh6u1N+7ViWQWPJVJYvZ79hopSI/rYeQ+4d1xPCiAowsyURxpU8y+2Qgtk8z1lHXG0FOVALXeMyIU7fjWEfHtX5fnePmTdHPcLBMJtEDAEbvt7HcX+MxGPJxVkv8rjZygnQ1s6PYDSlBsR3JzjV1wDPWdABqibjHJ2MwxQjZkshIeV5kzF439WYDyGQqXpzw5aFaZEWdh05NvYSpID8TCzruDpndvSUoH5CRWcDxnmEl6yePdpzA3zwDMFDsUFV6ii0NRCSRggMysiX02UotOu76A6ARXJEFKPY39VebkgdnYl3Rkkoi7Wu0icgNB2++//573HHHHTh+/Di8Xi+uvfZabNmyBe+88w5+//vfm9sTChHrqGG0jETRPXAiz+HCt5k3G0pmpkd9I/QK/Uzc8R7liOYirdVBrdz4MPqsbxmXToM0sdjGmwBEn1gsmmnFep1xvdfjkcRXfeM72xG+llpvP4DEzKpLxoyseNMbHTByHqm/X1mpb6s7KnYgrVSE0L6j+ppmZGltcOU5P72cK8H0RpATtTzAihlxsY6OV/YuRo6qA1UlMlDsnhiSsHvumWBaNJKxXFd9vxWZTaG4K+Oa5yUegyFt8SPmm0yQLls6ESk4bNflLw2F+lzTqrIaSzJ/mUTc46MZTLG6X6C1JDI4z4ses9dNI9V6ZJorlejhKgn822weOplIy+3q+9J/QGHmj/DBIa14FBzojfcMK1k/Oc1Xg1HZOzHE91zCEosbCQ6EDDYJeX3qAiGfqeOnDlD4az83huBMLLRWHehdKwwHbx599FGMGDECU6dORa9edSN9PXv2xLx582LY7MbL7MisFbSi6HWrbBSIzKZwuivRzFduKJmZUcE3wsWqJGFAXUKuaiUHTVFhyU0vmou0Vke0QJyI25RgKxKLRfOgpNcZ13s9HuvQZTc+df4lOyxbSGb+pHhT33y77V2N3DMznzZlFmBOemhi91+kf4yHHa8hd0ldMufxOcGVz+rX4F/l/qNm5Y+GSBrcBCAUJyB8mte0SA8h8WhTeiPIiVoeYGS03OwMxFhHx9d4++AL98SQSiKLvOPwQcZAKAbyGhmRqGVparIZjfF8qIzXYEi2Uov7MlZhfU0/Q8dbVv1FHRxuyAmK7Sj4XNOrstqQJaJfEI9gpNnrpl61HlllLgCoyipAm4zMhAUs1H1pB3zSst7Bgd54z7DS6ifnukqx3uBs2XjQCw6EDTZpLKaJVOyGYhNNcNjwd/Hll19i6dKlcDgcgaVSTZo0QVlZmbmtpKhGZq2gFUWvzGyD6omf1S1ZcZ0OeS3enU3NDlgcy9ipRXORNlINKdYpwdEkFtMTz7xE/k6B3uvxWIeudeMrdJyIadlCvCXrgcxq6mtUnusY5qc/j9x0J16s6oXxOdvwEJ5Hmqs+AeAcLIE3HYF152crdaPpYy4qbJBrmbVozjgQPvw47WBUfzNeuR38nYRmzXJw+nRV2GtAYpYHRKr2Z7YalXrfovHM5gM45u6D19En5OdtcpzYNK2Pxm+ZY5dlO/FekhnPwZA2JnLbyZZORKryxgTFiZWIfDR2lYh+QbyC7WauB3r3iLBnmzPb5LtqNtZ3SlzAQtaXVpTQZbCyWcDxvDYeQ0t5laEYEjVHK9J+GUnWn6hkwmSc4XMoLy8PZWVlaNGiReBnpaWlaNWqlSUb1pBFOzIbb3rT6RLR2dTrgGmJdfTQ7EXayHpuILYpwWYTixkVj7xEwZ0CvdfjsQ5dK0Ak8gqxfVp8ElfHg10eyOJNa8rvnLzX8JspM9Fi+Uw4K0ITADrhgVM1apOt1KLv90sNVw9pCKxYnpGo/E2JyLVkJGdWrFVUjG6H/x4STU4tsxrqsp14DoaYPRaR7m1MUJxcibpm2VEi+gXJysVjlwGASLT60g4IXOB6KSHn4hO140ISSgOxJ2q2gtY5KQAIoTToZMKpzHDwZtiwYbj//vsxd+5cAMCpU6fw+OOPY/jw4VZtW4NlxchsNPSm0yWqsxlNMtBk5A741+GfAjlBjqAlFrjNJVjUYzaxmFX0bsBGbtCxrkO3agmHHZYMpIJol86Z+VvxYoecQ4lYnpGI3A6JoDcqHY8qKnrilVNL9neTvSwtGeIxGBLvY9FQA+uppKFcs8xKVL8g0YUNjLDDNmn2pbMKsP3OxAz+bcsdjOJKSIoMRJ+o2QraM4RaIe3OfzFfjU0ZDt789re/xezZszFw4EAAQJ8+fTBixAhMmTLFqm1rsOz0wBfpQmvXzmYylqps2F2Kx7/8GWo8f9R8T6xTgqPNOm4FvRuw2Rt0onNYyFgR9LNrG4lVtEvntP6WVeyQc8jI8ozgyheNaQRaRu+hOh5VVPRYkVNL71y0y6i0HSTiWNipn9VQ2SFwbkcNtV+QKuzQl65bNnhVSJGBeCRqjrdUmSFEoQwHb7KysrBo0SI88MADOHToENq1a4fmzZtj7dq1GDVqlJXb2OCkyoXdrp3NZIyoycpfX+f4CPemr0IhfrSkEpfRrON2l4wcFjJWBP3s2kZiFdXSOSUdUJDQhKB2yDmktzyj/vyvW4ITj+TmqUzvoToeVVT0WJFTy8i5aIdRabuw4lgwQXHi2CFwblcNtV+QKuzQl06VZYOpMkOIQhkK3hw8eBC7d+/Geeedh44dO6J58+Z499138eSTT+L48eMM3piUShd2O3Y2kzGips59cJ3jIzwRFK22ohJXvCRidCzSZ8gCX7Emd46GVUE/O7aRWEW7dC7S71jBDksj9LbBLue/XdihZHllhCWq0ebUssO52JgxQXFi2SFwbmcNsV+QSuxw/FNh2WCqzBCiULrBm3feeQczZsyAx+OBoih47LHH8Mknn+CDDz7AbbfdhltuuUXvT5CEHS4sqSoZM5fUpXrvTVsVMs0QsGfHJRGjY3qfoZX0M57JQI3gNHpz1NeozL2r6yrQBQVmTt66Tfp7iWKH71RvG+xy/tuFXmAwEdf3Be4bUSyWhk0VX+C+MVA61iw7nIuNGRMUJxaDlUSpL1VmCFEoh94bnn32WcycORM7duzAjBkz8Mgjj8DlcmHjxo2YOnUq8vLyErGdRAGuTqNRPmgBvHntIKDAm9cO5YMWWPrQOLV/B2Sl1TeXQkU+gd9uHZdIo2OJ+gytpJ+xJHeORmXvYoi07JCfcRq9Mf4AnbPiMBSIQIAuc+/qpG6XHb5TvW2wy/lvJ65Oo3Hy1m34cdpBnLx1W8i1OxHX9xereqHYPRGHfK3gEwoO+Vqh2D0RL1ZFnxDZDudiY8ZgQmJpBSXNBiv9gwKtlrRHi+W9kn5PIWpshhcVYP2kXth+z1VYP6kXAzcpQHfmzeHDhzF+/Hg4HA6MHz8eixYtwrx585Cfn5+I7SOSSvTMJXV0ulRpJc3QbrdR1kR0aPU+o25a5r6QpSOxJneORiotV7Qbu06Rt8N3qrcNWuf/go670WL5dJ6LElZf3wvyM7GuvF/IVHEAaBNDQM0O52JjxplPsTGyvDreOYWYN4eIyDzd4I3X64XDUTfjICMjA3l5eQzcUNKZrV4UD8HrVzP3zoFIgaTTiejQ6n2GnaZlcrlidOw8qr3G2wfPuP6I0hoXCtIzMdXbAcMTvA2RzivZ+b+g42703zuPDy1JYlVAWe/6koz7VmORKoUg7EgaRNl0N/I2PxTIF+TqMBjZe16NKaeQOkCkeKpsOShARGRnusEbt9uNZ599NvDv2trakH8DwOTJk+O/ZUQaoq1eFE+pMsqaiA6tkc9IhcRtpM2uo9p2uBZobZf6IX39pPolOS2WT+dDSxIlI6Bs13O1oUiVe7IdaeULUmpOAagL5mR/9SIUiLD3GM0pJAsQCY332mFQgIjIrnSDN926dcOWLVsC/77kkktC/q0oCoM3lFB2qd6SCrM4EtGhZae54bPrqLZdrgXBjDyk23kmU2OR6ICyHc/VhiYV7sl2ZOS6ow7cmPldQCNApPHeZA8KEBHZmW7w5sUXX0zEdhAZxuot5iSiQ5uIz0hEyXOSs2uAzo7XAiMP6XadyUTWseO5SgRoX4+M/q4RWkEegdAgjh0GBYiI7Ey32hSR3bB6S+Nj12pHjUmkCkHJYsdrgZGHdFYmanzseK4SAfLrkYxQzZUxc83SCvKIzGYJrRxKRJTqGLyhlKMu2w0kp3pRqkrF0pyJKHlOqceO1wIjD+mJKIdN9mLHc5UICL8e+TKbQTjSQ94j0rJRffH4qK9ZWgHriqsetd2gABGRnekumyKyGztVL0o1qVqakzlCSMaO1wKi6YeAAAAUmUlEQVSjlYyYn6NxseO5SuSnvh5pLVOuHGD8b6r/RnWXscg88E9bLb0lIko1ihBCK+F7g+N2e3H6dFWyNyNmzZrlNIj9oMRrsbyXdG27N68dTt66LfBvu5W0NbrdANsHJZ/d2o8a24g17P69k3FsI7FRDxQBdTNtOMOwYWD7IIos1jbSunW+5muceUPUiBiZwWLHkrZ2rXZEJJPoSkaUfHa8bhIlS6SlzgzeEBFFjzlviBoRraSBwT+PVC0nWZgjhIjszI7XTaJk4VJnIiJrcOYNUSNiZAaLXUvaMkcIEdmVXa+bRMmgVX7caGlxIiKS48wbokbEyAwWI9VyNuwuxciSbei56EOMLNmGDbtLLd92IiK7Yilwonpa1aW41JmIKDaceUPUyOjNYNGrlsPcDkREoYxWGSNqDPx9DFnFKiIiih6DN0QUQq+kbaTcDgzeEFFjxFLgRKG41JmIKP4YvCGiMJGq5TC3A1HsWFa64WGVMUoVmXtXc1YMEVEKSrngzfjx47Fjxw6kp6cHfvbkk09i0KBBSdwqosajID8TxySBGuZ2IDKGSw+JKFky964OKVzgrDiM/PfuBQAGcIiIbC7lgjcAMHXqVEydOjXZm0HUKDG3A1FsuPSQiJIld+sTIRUnAUDxVCN36xOmgjecPUhElHgpGbwhouRhbgei2HDpIRFZKdKyKEfFEenvaP1chrMHiYiSIyWDN8uXL8cLL7yA1q1b47rrrsOvf/3rkGVURGQt5nYgih6XHhKRVaTLojbdjbzND0GpOQ0oDkB4w37Pl1do+DM4e5CIKDlsE7wpLi7G6tWrNV+fPHky7rrrLtx99904//zzkZeXh507d2LGjBmoqKjAPffco/sZTqeCZs1y4rnZSeF0OhrEfhBZge2D7G7mNZ0xe+1XqHEHLT1Md2DmNZ0Tcu6yjRBFlsptJG3b/PBlUcINpeZU3T+EFwKAEvS6SMuGGPyQ4X2ONHswVY8bGZfK7YMoEaxsI4oQQljyl02qrKyEy6U9ZTw7OxvZ2dlhP1+3bh0WLVqEDz74QPcz3G4vTp+uimk77aBZs5wGsR9EVmD7oFSQzHwRbCNEkaVyG2m1pD0U6HftheIEhC+qalMjS7ZJZw+2yc/E+km9TG0vpZ5Ubh9EiRBrG2ndOl/zNdvMvMnNzUVubq7p33M4HLBJ/MkUJnojImq8uPSQiKzgyyuEs+Kw/huFDz9OOxjVZ7BwARFRcjiSvQFmlJWV4b333kNlZSWEENi1axcWL16Ma6+9NtmbZoo/0duxchcE6hO9bdhdmuxNIyIiIqIUVdm7GCItfKa6mpkcN2rDiwpw/7COaJOfCQV1M27uH9aRAWkiIovZZuaNER6PB0uXLsWMGTPg8/lw1llnYeTIkZg0aVKyN80UJnojIiIionjzL3/yV5sSmU2huCuh+NyB94i0bFT2Lo7pczh7kIgo8VIqeNOiRQusWrUq2ZsRM5aJJSIiIiIruDqNDslhE6l0OBERpY6UCt40FCwTS0RERESJoA7mEBFRakqpnDcNxdT+HZCVFnromeiNUtmG3aUYWbINPRd9iJEl25i/iYiIiIiIKI448yYJ/GuEWW2KGgJ/Am5/Hid/Am4APKeJiIiIiIjigMGbJGGiN2oomICbiIiIiIjIWlw2RUQxYQJuIiIiIiIiazF4Q0Qx0Uq0zQTcRERERERE8cHgDRHFhAm4iYiIiIiIrMWcN0QUEybgJiIiIiIishaDN0QUMybgJiIiIiIisg6DN0SNzIbdpZwlQ0RERERElEIYvCFqRDbsLsXj/9gXKO19rNyFx/+xDwAYwCEiIiIiIrIpBm+IGpFnNh8IBG78ajw+PLP5AIM3REREjRBn5BIRpQYGb4gakdJyl6mfExERUcPFGblERKmDpcKJGpGC/ExTPyciIqKGK9KMXCIishcGb4gakan9OyArLbTZZ6U5MLV/h+RsEBERESUNZ+QSEaUOLpsiakT8U6C5tp2IiIgK8jNxTBKo4YxcIiL7YfCGqJEZXlTAYA0RERFhav8OITlvAM7IJSKyKwZviIiIiIgaIc7IJSJKHQzeEBERERE1UpyRS0SUGhi8ISIiIiIiTRt2l3J2DhFRkjF4Q0REREREUht2l4bkxTlW7sLj/9gHAAzgEBElEIM3REREREQNRLxnyTyz+UBIQmMAqPH48MzmAwzeEBElEIM3REREREQNgBWzZEolpcQj/ZyIiKzhSPYGEBERERFR7CLNkolWQX6mqZ8TEZE1GLwhIiIiImoArJglM7V/B2SlhT4yZKU5MLV/h6j/JhERmcdlU0REREREDUBBfiaOSQI1scyS8S+3YrUpIqLkYvCGiIiIiKgBmNq/Q0jOG8D8LBmthMcM1hARJReDN0REREREDUCss2RYFpyIyL4YvCEiIiIiaiBimSXDsuBERPZlu4TFK1aswNixY9G1a1cMHTpU+p41a9ZgyJAh6Nq1K8aOHYuvvvoqwVtJRERERNSwsCw4EZF92S54c9ZZZ2HixImYPHmy9PXPPvsMc+fOxdy5c/Hpp59i2LBhmDRpEioqKhK8pUREREREDQfLghMR2Zftgjc///nPcc0116CgQD4189VXX8XQoUPRr18/ZGRkYOLEicjIyMDGjRsTvKVERERERPa2YXcpRpZsQ89FH2JkyTZs2F2q+V6WBScisq+Uy3mzZ88ejB49OvBvRVFQVFSEPXv26P6u06mgWbMcKzcvIZxOR4PYDyIrsH0QRcY2QhRZQ2oj6744gsc37kONOygB8cZ9yM3JxHVdC8Pe/1+9z0NuTiYWbdyLoz/VoG3TLNwztJP0vdQ4NaT2QWQFK9tIwoI3xcXFWL16tebrkydPxl133aX7dyorK5Gfnx/ysyZNmhhaNuX1Cpw+XaW/sTbXrFlOg9gPIiuwfRBFxjZCFFlDaiML//5NIHDjV+P2YeHfv8FV5zaT/s5V5zbDVRN7hvysoRwPil1Dah9EVoi1jbRuna/5WsKCNw8++CDuvfdezdezs7MN/Z3c3FyUl5eH/KysrAznnHNOTNtHRERERNSQMAExEVHDkbDgTW5uLnJzc2P+O126dMGuXbsC/xZCYM+ePRg2bFjMf5uIiIiIqKEoyM/EMUmgRlGAnos+REF+Jqb278Ay4EREKcB2CYs9Hg9cLhc8Hg+EEHC5XHC56m86Y8eOxcaNG7F161bU1tbiz3/+M1wul2ZZcSIiIiKixkiWgBgAfAIQOJMD5x/7IiYxJiIie7BdwuKlS5fi6aefDvz70ksvBQB88803AIDLL78cc+bMwQMPPIDjx4+jU6dOKCkpQV5eXlK2l4iIiIjIjvwzap7ZfACl5S4oSl3gJliNx4dnNh/g7BsiIptThBBC/20Ng9vtbRAJtpgojEgb2wdRZGwjRJE15DbSc9GHkHX8FQDb77kq0ZtDKaghtw+ieLAyYbHtlk0REREREVH8FeRnmvo5ERHZB4M3RERERESNgCwHTlaaA1P7d0jOBhERkWG2y3lDRERERETxp86Bw2pTRESpg8EbIiIiIqJGYnhRAYM1REQpiMumiIiIiIiIiIhsjMEbIiIiIiIiIiIbY/CGiIiIiIiIiMjGFCGESPZGEBERERERERGRHGfeEBERERERERHZGIM3REREREREREQ2xuANEREREREREZGNMXhDRERERERERGRjDN4QEREREREREdkYgzdERERERERERDbG4A0RERERERERkY0xeJMkb731Fm6++WZcdtlluPDCC8Ne/+tf/4prrrkG3bt3x6hRo7Bt27aQ17dv345x48bhsssuw9VXX42VK1dKP2PkyJHo1q0b+vbti6VLl1q2P0TxtHDhQowYMQKXXXYZ+vXrhwceeACnT58Oec+aNWswZMgQdO3aFWPHjsVXX30V8vrOnTsxZswYdO3aFUOGDMHatWtDXj9x4gTuvPNOdO/eHVdeeSUWLlwIn89n+b4RxUMi2ojfDz/8gCuuuAJDhw61bH+I4ikR7eOLL77AL3/5S1x++eXo06cPZs6ciVOnTlm+b0TxEGsbqampwfTp0zFs2DB06dIFzzzzTMjv1tbW4qGHHsKwYcPQvXt3DBw4EPPnz4fL5UrI/hHFwur24RfVs7qgpPjwww/F+vXrxauvviqKiopCXnv77bdFr169xK5du4TH4xEvv/yy6Nq1qzh8+LAQQoiDBw+Kbt26iXXr1gmPxyN27NghunXrJjZs2BD4G6tXrxZ9+/YVW7ZsEW63W5SXl4s9e/YkdB+JorVo0SLx9ddfi9raWnHixAkxYcIEMXny5MDrn376qejatavYvHmzcLlcoqSkRPTu3VuUl5cLIYQoKysTvXr1Es8995xwuVzio48+Et26dROff/554G/cdtttYtq0aaKsrEx8//33YtiwYeK5555L+L4SRSMRbcTvjjvuELfeeqsYMmRIwvaPKBZWtw+PxyN69eolfv/734va2lpx6tQpccstt4i77747KftLZFasbaSmpkb85S9/EVu3bhVjx44VS5YsCfn7lZWV4sknnxT//ve/hcfjEYcOHRKjR48Wjz76aEL3kygaVrcPIaJ/VmfwJsk++eSTsODN9OnTxbx580J+NmjQILF48WIhhBArV64U119/fcjrxcXFYvz48UIIIbxer+jXr594+eWXLdxyosR57733xGWXXRb497333itmzJgR+LfP5xMDBgwQb7zxhhBCiNdee00MGDBA+Hy+wHtmzJghiouLhRBCfP/996JTp07iu+++C7y+atUqMWjQIKt3hcgS8W4jfqtXrxYTJ04Ur7/+OoM3lLLi3T5OnTolOnXqJL799tvA63/961/FiBEjrN4VIkuYbSPBfvWrX0kfTtVWrlwpRo4cGZ8NJkqgeLePWJ7VuWzKhkRdUC3s53v27NF83efzBV7/z3/+gx9++AFVVVX4+c9/jt69e+OOO+7Ad999Z/3GE1lg69at6Ny5c+Dfe/bswUUXXRT4t6IoKCoqCrSBPXv24MILL4SiKIH3XHTRRYHXv/nmG+Tn5+Occ84Jef3w4cOoqKiweneI4i7ebQQAjh8/jqeeegoPP/xwAvaAyDrxbh/NmjXDjTfeiFWrVqG2thYnT57EW2+9hSFDhiRoj4jiy2wbicdnEKWKeLePWJ7VGbyxoUGDBmHdunXYuXMn3G43Vq5ciSNHjgQeKvv27Yv9+/djzZo1cLvd+Oyzz7Bx48bA6/4112vWrMGyZcvw7rvvom3btpg8eTI8Hk/S9osoGn//+9+xatUqzJ49O/CzyspK5Ofnh7yvSZMmgTYgez0/Pz/wekVFhfR1/2tEqcSKNgIAc+bMwYQJE1BYWGjh1hNZy6r2MXz4cGzatAndunVD79694XA4cMcdd1i4J0TWiKaNmPXCCy/g//7v/3DXXXfFtK1EiWZF+4jlWZ3BGxsaNWoUJkyYgBkzZqBfv374+uuv0bt3bzRv3hwAcN555+Hpp5/GihUr0LdvX/zhD3/ADTfcEHg9Ly8PAHDLLbegffv2yM7Oxt13341vv/0WBw4cSNZuEZm2YcMGPPjgg1i6dGlIhDs3Nxfl5eUh7y0rKwuc+7LXy8vLA6/n5eVJX/f/LlGqsKqNrF+/HidPnsTNN99s8R4QWceq9nHgwAHcfvvtmDJlCr744gt89tlnOOecczBx4kSL94govqJtI2a88MILWLZsGZYvX87BAEopVrWPWJ7V08ztAiWCoiiYNGkSJk2aBKAuY/uQIUMwZcqUwHsGDhyIgQMHBv49ffp09OzZE0BdcCcrK0vzbxOlgtdffx3z58/H0qVL0aNHj5DXunTpgl27dgX+LYTAnj17MGzYsMDrmzZtCvmdXbt2oUuXLgCAzp07o7y8HAcPHkT79u0Dr7dr1y4skk5kV1a2kS1btuCbb75B7969AdTdh2pqatCrVy8sX7488D4iu7KyfezZswdNmjTBDTfcAABIT0/Hr371K1x33XUoLy/nfYRSQixtxKglS5bglVdewYsvvojzzz8/LttNlAhWto9YntU58yZJvF4vXC4X3G43AMDlcsHlckEIgfLycuzfvx9CCJw8eRJz585FXl4eRo8eHfj9L7/8Em63G9XV1Xj55ZexefNmTJs2DQCQmZmJG264AStWrMDRo0dRW1uLp556Ch07dkSHDh2SsbtEpqxYsQILFizA888/H3bBBICxY8di48aN2Lp1K2pra/HnP/8ZLpcrUMp46NChqK6uxvPPP4/a2lps3boVGzduxLhx4wAA7du3R58+fbBw4UJUVFTg4MGDWLZsGW666aaE7idRtKxuI/fddx82bNiAtWvXYu3atfjtb3+Ltm3bYu3atbjgggsSuq9EZlndPi6++GKUl5dj7dq18Hq9qKiowEsvvYT27dszcEMpIdY2AtQF9V0uF3w+X9hzDQDMnz8fr732GlauXMnADaUUq9tHLM/qipBlxiXLvfHGG7jvvvvCfv7Pf/4TTqcTt99+Ow4fPoz09HQMGDAAs2bNQqtWrQLvu/322/H555/D5/Ph0ksvxYwZM3DJJZcEXq+trcXjjz+Ot99+G4qioHv37pg9e3ZglgGRnXXu3BlpaWnIyMgI+fmOHTsC/79mzRosXrwYx48fR6dOnTB37lxcfPHFgde//PJLPPLII9i7dy9at26N6dOn4/rrrw+8fuLECcyZMwdbtmxBRkYGfvGLX2DGjBlwOBjTJvtLRBsJ9sYbb2Dp0qXYuHGjNTtEFEeJaB/vv/8+Fi9ejO+++w5OpxMXX3wxZs2ahU6dOlm/g0Qxikcbufrqq3H48OGQ3x89ejSeeOIJHD58GFdffTXS09ORnp4eeL2wsBBvvfWWRXtFFB9Wtw8g+md1Bm+IiIiIiIiIiGyMQ8xERERERERERDbG4A0RERERERERkY0xeENEREREREREZGMM3hARERERERER2RiDN0RERERERERENsbgDRERERERERGRjTF4Q0RERERERERkYwzeEBERERERERHZGIM3REREREREREQ29v8BdnESs4frDSMAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def add_stl_plot(fig, res, legend):\n", " \"\"\"Add 3 plots from a second STL fit\"\"\"\n", " axs = fig.get_axes()\n", " comps = ['trend', 'seasonal', 'resid']\n", " for ax, comp in zip(axs[1:], comps):\n", " series = getattr(res, comp)\n", " if comp == 'resid':\n", " ax.plot(series, marker='o', linestyle='none')\n", " else:\n", " ax.plot(series)\n", " if comp == 'trend':\n", " ax.legend(legend, frameon=False) \n", " \n", "\n", "stl = STL(elec_equip, period=12, robust=True)\n", "res_robust = stl.fit()\n", "fig = res_robust.plot()\n", "res_non_robust = STL(elec_equip, period=12, robust=False).fit()\n", "add_stl_plot(fig, res_non_robust, ['Robust','Non-robust'])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,5))\n", "lines = plt.plot(res_robust.weights, marker='o', linestyle='none')\n", "ax = plt.gca()\n", "xlim = ax.set_xlim(elec_equip.index[0], elec_equip.index[-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## LOESS degree\n", "The default configuration estimates the LOESS model with both a constant and a trend. This can be changed to only include a constant by setting `COMPONENT_deg` to 0. Here the degree makes little difference except in the trend around the financial crisis of 2008." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stl = STL(elec_equip, period=12, seasonal_deg=0, trend_deg=0, low_pass_deg=0, robust=True)\n", "res_deg_0 = stl.fit()\n", "fig = res_robust.plot()\n", "add_stl_plot(fig, res_deg_0, ['Degree 1','Degree 0'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Performance\n", "Three options can be used to reduce the computational cost of the STL decomposition:\n", "\n", "* `seasonal_jump`\n", "* `trend_jump`\n", "* `low_pass_jump`\n", "\n", "When these are non-zero, the LOESS for component `COMPONENT` is only estimated ever `COMPONENT_jump` observations, and linear interpolation is used between points. These values should not normally be more than 10-20% of the size of `seasonal`, `trend` or `low_pass`, respectively. \n", "\n", "The example below shows how these can reduce the computational cost by a factor of 15 using simulated data with both a low-frequency cosinusoidal trend and a sinusoidal seasonal pattern." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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wEK5znD6JiIiIiIgoWgyE6xybRhMREREREUWrYQLh1Tt70ZfO1boYREREREREVOcaIhDO5PL41wcW4Ppnl9a6KJFj02giIiIiIqJoNUQgnMsXGhAv3NxZ45JEj02jiYiIiIiIotUQgTARERERERGRqoYIhBs5a8qm0URERERERNFqiEDYwKCRiIiIiIiIgjREIKwXU8JaA0bCjZztJiIiIiIiqoWGCITzxUhYY06YiIiIiIiIAjREINzIGNoTERERERFFqyECYTMjrBg1zlyzC1N+9xb6M7kKlioabBpNREREREQUrYYIhPWQ0eL/zFqHVDaPTR39lSkQERERERENKq+v3IHfvrHWsaw3ncUvXl6BnlS2RqUimcYIhGtdgApi02giIiIiovp3/XPL8MiCTY5lf16wGc8u2YZH5m+SvItqpTEC4bAp4aI4DK7VyEE+EREREVEjM+ry+ZqWgkQaIxAu+X0MM4mIiIiIqDLMtFuJiTuqnIYIhPMNPI9wA54SEREREdGgYMQnDIPrT0MEwmjgeYT5pSEiIiIiiicjPmFCuP40RCAclBHO5vLY3MkRoomIiIiIqHqYEa5fDREIB91YU/++Bl+dPg+7+9JVKQ8REREREZEh7hnhu978EDe/uLzWxYhUYwTCZtNosdnrdgMAelK5KpUoOo3X2JuIiIiIaHCw6vLxjoQfmLsRLyzdXutiRKoxAmHb3y8u24a/r9rpXG8EyjGMKuP9lSEiIiIiGrw0jX2E61VTrQsQhbztzvrpCysAAPOuPd22vvBvMhHDSJiIiIiIiGIpwT7CdasxMsIBd1Y+oOl0PYtbmS99+F3c8NzSWheDiIiIiKgmdEFwkmdKuO40REY46L4yVmsxbBsdt6/Msm09WLatp9bFICIiIiKqibwOJIthRxzjj8GiMTLCxX9lN5o5vVJ1ikNERERERIOUPftrxB9MCNefxgiEA5o+G+vd918cbkgG70RERERE8ZG3xRicR7h+NUggXPhX1vLAWO9urx+HQDgGRSQiIiIioiJRf2BRv2GqrcYIhAPW5yUZ4TzDTCIiIiIiipCjaTT7CNethgiEg0Zhy5sZYedyPpghIiIiIqIo5fPW3+wjXL8aIhAOuq/04hbugJlNFIiIiIiIKErCwbJqU5TINVL8FPn0STNmzMAjjzyC5cuXY2BgAEuXyueU3bRpE8444wwMGzbMbDYwcuRIzJw5M9QxzcGyJE0PZNcr3zjXkYiIiIiI6oCoaXSjBJA5HWhqkNbekQfCo0aNwkUXXYSBgQH89Kc/VXrPSy+9hH333bfkYwbdV2YfYV28nIiIiIiIKAq5Bh41OpvLoymRrHUxIhF5IHzaaacBAObMmRP1rqXMUaMl643MbxwD3wZ54EJERERENCjoDTyPcLaBmtRGHgiX4oILLkAmk8ERRxyBq6++Gh//+McD36NpwOjRrQCAEX0ZAEAyYYWNxjrAegIzcuRQjB7dimSy0DW6dfgQx3bVNnddOx6btxFTz5/kadbd3Fx40tLa2mIuq2VZw/IrazKZiNW5kBOvX7zx+sUXr1288frFF69dvNXi+o0YORSj9xgGwKrLN7ckG+I+GjFyKEbb4pM4q2kgvOeee+Lxxx/HxIkTkc1m8fTTT+PKK6/EE088gQkTJvi+V9eBjo4+AEBn10BxmfWEwlgHAPnik4uurgF0NCeQyxWGcuvqHnBsV21ff2A+Utk8/vPTH8HQZmcTg0wmBwDo7U2Zy2pZ1rD8yjp6dGuszoWceP3ijdcvvnjt4o3XL7547eKtFtevo7Mfw4pxyUB/GgCQSmUb4j7atbsPSGerdrxx40ZWbN81HTV6+PDhOPbYY9HS0oLW1lZccsklOOGEE/DSSy+F2k/gqNHFG7He5g02csAN1MKAiIiIiGhQy+W9nYQbpbrfSE2j6276pEQiEX5UtRLnEa51n2Gr87y8HI1zqxERERERNT57iGF2fpRU6rd2DeDjv5mJVTt6Kl2sSOQYCMvlcjmkUilkMoV+u6lUCqlUShjcLlq0CCtXrkQ2m0UqlcLjjz+OuXPn4swzzwx1zKDrobv+VX1fpSWKkbB90m23RulYT0REREQ0GOSE8wiLK/V/X7UTeR14dsm2KpSsfI2UEY68j/AzzzyDG2+80Xw9adIkAMDf/vY3tLW14corr8SMGTOw//77Y9OmTfjd736HHTt2YMiQIfjoRz+K//mf/8HRRx8d6piql8OcbzjsGyvEyAg30pMVIiIiIqLBTPe2jJYmt4w4oCkRj7lisn4ZvJiJPBA+77zzcN555wnXHXjggVi4cKH5+pxzzsE555xT9jHNAFfzv4GMG9C4D2vdZ1grhuQ5n7SvSgmfWrQFnz58L4wdMSSikhERERERUSkcGeGAPsLZmAXCjZTAq7s+wqXwaz5sb5Jdb02jjbjdr69yUH/pLZ0DuO1vq3Hds0ujLBoRERERUSws2tSJ9r50rYthyucFTaMldfpsrrA8GZNAuJGaRjdEIGxkdkW3z5OLtph/113T6OK/5TxZMW7Gzv5MBCUiIiIiIoqXKx9/D1f8eVGti2ESNo2WbJvV45URNgL3RtAQgbBxs4laRq/Ybo3A5s0I13rU6OCm0UFCj7BNRERERNRgNnUM1LoIJudgWcWm0ZIqOzPCtdNYgbBgXXPSOkX3dav1dTTu93JGjTZWB/WPJiIiIiKiytMdfYSLyyTbGoNPxSUjzD7CdcZvHt4hTbZT9ESV9XEhyx0si4iIiIioVCu397CVYYRErYdln685anSyumFZTypb0vv84q64aYhAOG+lRT3rWmw3Vf0NllWcR5g/PERERERUA+9u6sC/PfQuHlu4JXhjUuIYrDegml+LUaOXbevGZ+56G6+u2BH6vY0UtjREIOz3YKKlSd40utZPvpSaRgc9dWmgm5GIiIiIqsvoW7vSNq4OlSfnmLWm8Le0j3C++n2El20rXOv/fnUl3tvc6VmfyubRPSDOGDdS6NEQgbBv02h7Rth1B9Y8I1z816+tvWqsHo9eBURERERUj+Ia4NQ6sSViL5Lxd13NI1wsVE8qh2889p5n9RV/XoTP3v225K3193mXqiECYSOOFA6W1SQ/xVpfxihGjSYiIiIiKlXckyn1WIu2J7mCypfNFZqGVjUODli/wqd1QD1+3qVqiEDY74IMSVp3Vb01jTZKptpHuNblJSIiIiKqJ/VUPTbq9qIyycpZjIOreh7lHKvWLWqj1BiBcPFqimYQStgWuptQ1/pCGk9+VJtGi7ZqoHuRiIiIiCiUeqoLG2FHTlCBl3XlNKZPqmogXLM315cGCYQL/4paFOQF25mva3wlwzaNFj5dgvwhQCWksnlhp3oiIiIiirF6Sq2GUUflFrX29Bss64bnluLNte2e91RaOYeqdfwUpYYIhM0+woJo0G/48lp/b4zifuvxxfjyvXOE29TbzXb766vxjcfew8bd/bUuChERERGVqVrJlEqpdQtPB3NqVGuRbLCsvK7jbyt3mi1DfSaRqZmrnlyMX762yrGsrj7vMsU+EM7m/DOUjhvR0zS6PvoIA8DWrpRwm6Cm0dVmDK3fXeIk3EREREREUamH+rHBmhrVO1iWZ/Ya7+BFFSyZm9qx5m3owNPvbXW+U2Fe5K1dA6UWrKpiHwhPm7UeD83fJF1f3xnh4EdwjiL6FFir0ph/tf7MiIiIiIgM9TSYrDE2kaNrpmTbbN6doKtMmUTcH5m7LP7v9d/2jr+vwZfvnYvdfelSilZVsQ+EV+8UD+/9xMLNWLerT9g0Qfa62mSha1vXAN5YvcuzXDhYVpXPwThc3JvREBEREZGlfsLJ+MsLAhB3nd0dexqve1JZfPOxRdjcWbluiO5r3ZdWb+kZdJ+8s343AKBzoP5bj8Y+ELZnQu2x2e2vr8FljywUdlbXzPb7tf3KJyTR5AtLt1svfAJ52bJKMkforu5hiYiIiKgCqtWqMAo7elL42UsrkM5aOdd6CuDNptGO+MP5r8E9PpBRx3591U4s3NyF6bM3VKiU3rL0Z9R7KCt/3vV0YSTiHwj7fHf7MjlhH1vjRqv59ZGUPZ2zf7n9S2l+0ar0G2ZmhGP0o0lERERE8ffr19dgxgfbMHON1XKy1i087Yz6sZHdfezdzfjla6sBeJsUuzOmxtqmYjTtN71qudxlGcjkAAA7e4ObMwc1jTbnUi6pZNUV+0DYThQU25/IePuk189gWXaZnLhcdTWPMONgIiIiIqoio16fsNVD62mGFc2VEZ769zXmuqBSWudW+UDYbSCbx6srduCL//MOFm7ynyY1KHwyPoN6ui4yTbUuQJREWUr7xZq7fje2dQ3YmkZXq2RisqbRGXtG2NE02lvgajZV7hrIYNWO3iociYiIiIiqqZ4yq4FsdejuOuqL6g6E7YI+X2N90sgIV/GCDGRyWFQMgFdsF4+/ZAjqWmrEY3G4n2KfEZYFkwb7xXp0wWb8/6+trpum0bKiOwLhgH1UM5i/5+315t9MCBMRERHFX5wGQBX1CDz33rk1KYtIwifZptrdMVmVptHO1wMh+gj/fdUunHPPHGRzkveYGeH6F/uMsCZ9UeB3Eeq2aXSYIcyjKYoS+xcyTj+aRERERBR/1lg1wK0vr8SStq5aFsfDqB575ghGiIxwFZpGu/c8kM3ZmjT7e23lDgDA1q4UDtpzmGe92Ww9BpFw/APhgIBMlL6vl6bRsnmEZRlh8fRJxkjYERZMwl5eDpZFRERERNVkr/c+s6StxqXx8puZJijs8AyWVcGEnXewLPWMsGF7jzgQtgYMq/9IOPZNo+1EoZlfsBt0ebJ5Hbf/bTV29KTKKZZUQto0WjxnUj1Mn0REREREjScOVUpb28QalkLOzAgHjHArChKtptGF19UdLCtn/q3aYnZL54BwuWpmuR7EPhCWZVUNfhcz6ELP27AbTyzagltfWVlS2YKEzwjLvzTVUOum5ERERERE9dpFz3ewLFs9XhTkmv2fazFqdIiM8JCmQvi4rTsgUVhC8Td39uPs/30HW7vEQXbU4h8I2/8WTp8kf2/Q/WXckPnwrQWUhJ4+yScjXPWmynX6A0REREREjUk0WFY98et+aa/Hi4JcI3g2Ek+ScCASnsGysvnA5KLBKHt3Sjxat9VFOPwJ/HVxG7b3pPHi0u2h31uK+AfCAdesnIxwpefBUho1OihYj7A8YdTrDxARERERNSajTl63GeHiv0F9hLOijLD53sK/VR0sK5NTrtsbZZdNW2UE1KWUPl2MgVqaqhOixj4QthNlRUX3kDE/VuCE0MV/K9UiWGXUaPuhl23rRpurqUAcOqITERERUX2LQxc4d/PhepMwm0Z71wUGwmZGuPA6qkB43a4+vLhsm/BYhlRWPQlnCMwIl1D8dLEcLcnqXN/4jxptCyfDN41WnBC6pJIFU+kjbHfVk+8DAOZde3qFSqSu/n8qiYiIiChIncaUQvXeNNognj5Jx+x17Thyn5HCQNhYZMQnUQXCF9w/HwDwxSP3scriLlsJ+5UGwmUMlmVmhJPMCCspq2m06/Xv/7EW5/3RNil3hUc9Uxk1OuhpivFlqfqPGCNhIiIiIqqiem8anfCZPimX1/G9p5fg0offlQyWpRffW9y+ihn6vK6H/kyDmkaXkhJOF2OgajWNboCMsD/f6ZNc6x6av0m470o1FZEPlmVvnuB/7FrNhVypftNERERERCL1nhH2axptJLq2dqWQFYzEa7xHjzgjHJbqUWUZYb/PIIjVNJoZYSWBGWGfyxnUNNp4qlOxBzIKTaMDB6yuVSDMOJiIiIiIqsioflZ9thRVxtRHPvMEA4CoF6Q5WJa5TQUHy3LtupRD9aVzwuV+A4YF4WBZZVi1o9ezLExG2K3SE0KrTJ8UmBGuUSTMOJiIiIgo/uo2qBQw658+RV7a1o1NHf3VKI6UqP5u7xfs1zTamj6pkqNGO/dtL69qS1h5jFX6/WRkhJtk/UcjFvtAOGjUOP8+woo3WIVuRNle7aNGBz2hMdZX/SeMkTARERERVZMxNo7PJpc9shD/9Md51SmPm88cwPbg169pdKWmT3IGu+514R+I5HUd727qwAdbuxzLy+gibGaEqxVmxD8QDgsuO+kAACAASURBVFjvP2p0wL4rnBGWBelh+gjXrGk0I2EiIiIiqiKzaXQdJrEzubwZAIvq786m0fL1leojbA/Ooxg1GgC+9fhiXP7oIscyc4ylEvZnTuNUpTAj/oFwwBfBr316UJBpTp9UoYshu78dfYQVR42utjBHfXXFDpz5h9nSaaGIiIiIiIJYg2VVPxI+aepMTJu1Trr+k799C9u6UwDEfYCdGWF5TTonyCrP+rAdb6zaGa7ALiu2dWO10Y3U00fYf9ToF5Zu8yyTxSCa5r/ej9E9tFoJt/gHwgHr/a5B0EdczhMNFaJAfMX2HvRn1DPCtcrLioolK+uvX1+Njv4MOvszFS4VEREREZUiDgOhGnVNlYzwht3R9xP+0zsblLYT1YlzAX2ErVGjC//au8le839LcN2zS9ULKnD5o4vwrw8uKBzDJ4IQ3Qc3v7hCaTvA6rZazmBZ1RowO/aBcNA3oWtAHnwpN42uYkb44ofedbwOOrT1g1DdJ2OicgV+TPXYjoWIiIhoEItT7SxM0+h//lON+glDPNBVNiAjbM0jHNwPulzuPsx5XQ99PFm93xo1OuQOYbWKrdZDmfgHwgGf1Gsr5c0I1OcHru5gWXZBT1NqNY+w6HOPw5NEIiIiIoqnWtV71WMGY3vvMnvZRYGwe7CsSnKfj/2lcnQU0DQ67GcG2D8XNo32tWRLJ3J5XTgqm5vsCUdwRrjYRzhc0ZSp3CBBZYy6bEvbutHWNRC4nf24uq4jmw9uzR+nJ45EREREVF+MqnO1ky9hDydKZAU3jXYOllVJ7j7Muh6+4aYsRiknI2wvTzXENhAGCunzvMKnnJTMRRWUbTX7CFd5sCy7wD7CETefuOyRhTj33rmB29mLNW3WOpxyx5vIcjAsIiIioliKR8O+Gg0SG/Kwojq+vbm032BZ5tSoksh0aVs3+jO5cAVy8WSEbZ+raiAu3UorfbBh80FH+LeWJNaBMKDWEVsWCAcNS17p6ZNUyh6YEa5VExHb339d3AYA+Nr988XbxuOXlYiIiGjQidMQLmbDWcW6ZVTZ1bD7CcoIi5JH7oyw6LJ09mdw2SML8dMXlocqj6csrvKVkr2VNo029xl+p9VtGN0QgXDwNpI4GHld7cauRhMF6bED1psd6qv8I/bTF5ZjaVs3AGCPYU0AgC1dKXP9rS+vxOIthQm2GQcTERERkZ9VO3pw0tSZWLurV7qNlTEsM2sZUthAUZRssy9LC/p2uvsIi+r2RibYqIOXyh3a2EPve2avL2kfhiiaRlcrixbrQFhHaRnh0cOaseewZny4qxcn/+ZNvC6Zl6vS18BddlHAHdw0OtIiKdvcOYDrnvkAALDH0GbP+meWtOGqJxcDsM6hlg8UiIiIiKh+vbpiBwDgjVW7pNuEzwiXWaiisNlN0eb2LKxof9ao0YXXohyX8a5EmRkwz/Ft8whnVAZggvwhQzmDZRnvWb2zF7//x9qKxw7xDoT14ObNAJB03SxNCQ2JhIYPik9T/lb84nn2bztOVHpSWfPmcxdd2J8goNttNULLqX9fg5OmzhQee+GmTrxXzPx61nv6HxARERFRPYpDvsJMrqhuH9VxQ24vmj4paLAsayAweUrYeJ+stasqlRikVOXMI2y4d/YGPDR/Ezr7s1EVSyjWgXBe15HXgSP3GeG7nfupSVNCQ1KzTVwteZ/9y9Y9kEU6W95gUD2pLD5z19u4a+aHjv2bxwPQ2pwUlkGmnJtM1WPvbpauu/vND6Xr3CWr2VRPRERERFTXVKq0u/syxY0j3KmC8BlhedNnwApoLz/5IGu9sc6nj7AVI6tHwu4tv/v0+57zeXHZdqzY3qO8T5XjRVHvFz1QiFKsA2FdL3xAQc0D3E2jm5IaEpqmfFPruo7P3v02/v2JxSWXFSgEwgDw8vLtxf16j3PYXq3OZYFlK6tIZQk6tvsLwKbRRERERORHVq1fsLEDbd2F8Wiq3Uc4bBU2qHWxEYPYYxSrK2HhtehzMN4XJiPs3vaddbuFMdA763ar79SHUe4oknUqLX/LEe9AGDry+eBA2H0DJLVC02jVz9bY7P2t4ibApRJlTDO5PI49YJRtWUAf4Ro2OA68wdk0moiIiIgiUErGMqocTNj96LpuJsBEjEamTbYgxRosKzgjHKqPsGDbfAVnPNVQ/vRJhnSFp2aNdSC8qzeDtu4UkgFnIcoIJzXvkxe3Sk/aLRosK5vX0Ww7IdWsa5gmElHyK5676Xk1mnETERERUSnqu55mH/On3D7CeV0P1VIxbB02lwdufG5Z4P78M8KCABZGRli93i/KHleyTm5mhCO4nxgI+7jw/vnYsLtfISPs7iOcKDaNNpY4L1Rb1wB+8/c1yBQfl1Qq6+ppOozCBNtDmhKOZb4qdB8v29aNf6x2jtonOpTf98i9inEwERERUX2pVTLFLaia6AwaFfcp2fDjv3kTP3peHqh696O8aWF76FjjMw2U0eS3SXBOfkGq39RKMqJNq5GcKikj7HqdybJpdKCgdvLujHCyOGq0wf0RT39nA/787mZzGPeo7xXjB8f95czrOjK5vCMjnA9ov12pG/nShxfih8XpkeTHVttXpTPrRERERNTY/Oru5vIQlc3XVoqnTxUJm93M5XUMb0lK14sywu6WlOKm0eEzwsLMcpl18qTP4a3BspgRrorAwbKEo0bLnyrtP2ooAGDJ1sL0SlHHb7Im2bpemLurJWn/UgQEwsV/q/Esr9Qb2sioMw4mIiIiolI4gi9Zt8aA16UKChw9M8HowPCWpsD9OTLCxdKafYRFTZqLFf8wGeFKNI32a0VgxGVR9ENmIKwgEZASTrjOMpnQHDeF+1YYPaxw427pHBBvUCLv4FjeL42nj3DgTqsXXopGuVb5cFSaehARERFR7dR7Lc2ePZVNq+OdsSSaYwdlmt1rc7qOEUPkGWFR02hrsKzCv5ogzZUrJSMs2E+5n4u7ta3jeBGOGs1AWIE74+vmvlkSmrhzuiHnCtyi6iNsPeEpNo0WrM/k8mixBcIDmVzAPiMpmhLR/Rzq8PX+C0tEREQ0yNRHD+Hg4Mxen5dNq+PJzEZWh/df7y57XtcxrNknEPYdLMuvj7ARCPuXx048DZP6+4X7VNimlBDWfe5p9hEOFnQzNLk20OD/JMXol2u21S/hGnz3qfcxbdY6xzJjP7t60/j2k4utScGLdvSm0ZvOocU2WFZfxv82qmZsuWF3X1nHjmL0uMHupKkz8R9/WVLrYhAREVGDqLfamayGnlQIhOslI5zXgVafPsJG+UUDgFl9hb3HNN4XZoAzccxT3gcjyggvbevGrLXt0rGQSsGMsAK/9DzgvQE0TfMPhIv/GjdbKZfxnfW78ad3NjiWGfvL5nXM39CBrOvbeuvLKwEAO3pS5rL+tH9GWDezzP7lGcjkcNebHwZmmP0s3OycR1nXw/3AVDN73cjeWtte6yIQERFRg4giYKkGR9NoxYxwVMJ2VczndYzw7SMsGizL2UdYdCq5iDLCYQYKExHFUZc9shDX/GWJbbCssg4BAMgwEA4WdvokDXDMPexpzpB33ohRCdrdB22FwbnW7rQyr32KTaODvg9/fnczHpi7EY+9uzmomMq6U1kMZEME1nXwO3vv2+tx1ZOLa10MIiIiorpS7/FwQqGPsHt5VOcUNibIQzEj7JobedpbH+K9YuJJdEQzIxyiQXslmr77BeLGKUWSEc5WNhCWP6qIkaBAuEkQ7idcN56d9USmuD6ib5Fq0+Abzjwc33q8EKz1BwTCqiVLFW+kTMRp2TU7+wK3qafBsu6Zvb7WRSAiIiIiD/96oj1odLeqNPfgbhodURYmqArriSXy/kc2im/PCL+1tj2w1Z8xEnOYjHCYgbWi2Gc5GWH3W9g0WkHQzSAaVTrhM1iWp39BySVzUhlG/Ihxw3HsAXuYr/sETaNzeR2PLtiEgUxOOUivfQha3TLoul7xp0hEREREcVcHeQoHWf9Xe2tOeR9h/zp9qcIOlqXrutKgV359fUXvj6ppdLncsZWzO2hx+qRI+ghX9uZsjIxw6D7CgL2xgiwjbK6vYrOKkUOaHE0YRBnhs6bNRtdAFtu70xg7oqW4VO0ur8XIgOY8wlX8pZ0+ewPumb0ef7/6kxgxpCFucyIiIqLI1VkcLGWvz8vq1J6AtUp1ePfaXMA4OlbT6OB9rtjW43lfUOxjF2ZgLVXuw9sHCF61o1DekjLCrvewj7ACv5uosF6QEfa5KdxPmaL6gVCJA0cNbXLcsL2CjHDXQLb4b0Y9uKyDx33VLMHzH7QBADoHMgFb1s669j60dQ3UuhhEREREdRMQq9Rtqz19UmDTaE8Szf/IKqM/G6d48cPv2paVMmq08qYh9inf6frd/QCiSYBVultlQwTCQW3f3as1aMLhyg2eDz2iiyDr2G830pW9TPk0781DvWjGZn4fVcVG2nMNB19NdRD/S11w33yce+/cWheDiIiIBrGogsVKs5dS1mJWpXtjKfXdoM/o266BWLN53TeIM+cR9q+Ye99nZIR9S+MUNg7+wWc+GriNSnBdWh/hyjRtl2mINqNhm0bLlhmi7iO8pXMA+YC+AobhIZrxBj1tEvEbZa5SN5ux26oOz1+JDhFEREREDabekgbSbKetnMoZYcFmpdR3g96zZGu347VfIguwxg3yjYMFy4wHAGEGwArbNLpZIcpVOX5e1/HC0m3QdeDso/YJVQZDpWOHhsgI+z5NgeAm05xPMrxPH6LrI/zUoi34yvS5+Kc/zlP64g0VDXEtkbM9bQq6H1XOodK/g/X2Q0tERERE8WCvr8sCYXemOLKMcMj3DGTzvvXe2esKo0P7xZzCID7vX+9fvbMXd85c6yhvUBdSN5W4OakQLOs6cPOLK/Czl1aEK4BNpTPCDREIB44arWm48cwjHMv8mka7+2WXcw1u+9tq82+Vdu5Dm9UviW7riB90O9ayabShmtMnGafJ4JuIiIgoWFVb7pXAXjzVjLCoIljKWYYNyAYyOd967/aeNICAUaMFy256YTkAeUb2qicW48F5m9DZn7UWhswIq2SQ1ZpGq39oHf0ZzF2/27OcGWEFQen5hOY9Ub95hEUd3qMg+hJddMIBuPq0w8zXQ5vkk2+7vbJiB7IqczJBMSNc379/Zemq40GziIiIiGqlXup/YebqlU+fJH+PbBsVoTPCGbX6uV+rVr9jyt4mCj7DDpalsrlKsBzmI3v2/TZ87+n3kXGl9Ct9azZGIBxwhTVNcwS+Glw3hTsjXLE5yLw7GjGkCfuOHGK+DpMRBoCXl+8Itb3fJ1WpjK3xRa7FYFkA8NKy7Tjj7tlYts3qv1HvTz2JiIiIqqHeBsuS1VXtVbesdPqk4O6NpdQBZXXYtq4BZAUrB7I5pXpvqUPaiALobF58JcP0JwbUAuGgbqmA2iDBhlQuj5wOpF19q9k0WkFw02h4rqqjaXTACGVRBYiypzT2eylMRhgAssrza9X+R66aP7T2z3ROsanFqh295rIKz89NREREFAvxyQ0E9xH2tIwu/vvW2l24+qnF0HU9soxwZ38G5947F1NfX+1ZlxcEdSJhBu+1E71tyu/eMqdYLafO7RfjDism7FRi6zAPHIxtg1rpRq0hRo0OHCwLmiNY1jSgJ2XNzztnfQe2dFrzuaqMOFcK0Q2d0DTH8uawPdpDUpmvLGrWqNGV2b/Ksd1yeR1NlZhYjYiIiIgip9JH2JsRLry+9q8fIK8X6rqlBImid/SmC7HEW2vbhe/pz+SEy+18B8vyeZ+oPi/7TMI3jQ5+g0pGOExcIduWGWEFQdcioXmfuOzqTTtez/rQuondN1LYjLDs6YVoeVLTHPtXGYXNoXheQTeK2qjRlb3bqjp7UsD6ag7cRURERFSv6qVGFFQO+3pZPU5UH354znpzuY7S6qPiZJZ/WVQC4UPHtErX6bou3UdQ3sxeojDTJ91/0bFK2d6gbqlAuCBWFjtVur7eEIFwUNjjvqAaNGRcTYrtN5T7wvm1ce8eyGJnT8qxTHbhRc1xNc0ZeJfajn/59m6cNHUmNnX0K20vUql7zdhvLYJP2RdL9tSMiIiIaFCpsyrR8x9sw6fvnOWpq6kNluV9zy3PL7Mt0EuqjwqTWQn/ZJRKIDxyaBPmXXs6zvjYWOH6038/S7jcHdx6+tbaChUmsjhqv1Fq0ydF3DS6VtXyBgmE/SVcg2UBQMb1idszsWHmET77nnfwxf+d41gm+4LJvkT27cMGwpuLTbqNUdZkzTNU7q+KBcIV3r+I8QMhO6RoYAMiIiKiwabeBsv6sL0PvemcJ2llr0jK6nFBsyfpKC3oknVvBORBeb/CyNGlJqjcCdlO1+wo9iKFT7IFb6+SZR6UTaNnzJiBiy66CMcffzwmTpwYuP3777+P888/H5MnT8bnPvc5PPPMM1EXqdg02rnM/eVqSlgfhTuQ9XtyJLrJVYd0L5RNc2yfrNCjCXO+Yd++CBVuGl2DH1rZpWPTaCIiIiJLvVeN7MV7+r2twm28GWFBcqukQNj7JmNJWjJwbZ9CRtgIKEXV8zB9hDv63YGwLSMcELO6x8zx294IklV6coap94fpVhqlyMOuUaNG4aKLLsKPfvSjwG27u7tx5ZVX4qyzzsK8efNwyy234Gc/+xkWLlwYSVnGtDYD8N4smuZtQmCLgz1NmMM+jZBtnhfsKKE593/0fqPCHUzx2Co3Y8WeutRw+iRZwBvUNPrRBZvw4rJtlSgSERERUd2olwBYNuKzbL3SPkQZ4VIGyxK8xQjSPJnroqC6ZlAs6RcEugPR7lTW8dp+aNV88J3/fLTilmpZZvf596aznjGazG1D9PmOUuSjRp922mkAgDlz5gRsCbzyyisYOnQorrzySmiahlNPPRWf+9zn8MQTT+C4445TPqbsWhhPOESDZaWy7j7CtqbRJQ6WtXpHLxZt7sQXjtxbuF70NUnYBsu64Nj9MXpYs9KxSuXblKHCN1stfmdlly7ox+mON9YCAL545D5RF4mIiIiobtRJHOwRFBiLBAW5pU6fJMwIFxelJXNyBtU1g7KqvhnhgGOF6XZpbDliSCEs9M0Ia8Y+fXdZ2K/rBP71gQXY2pXCvGtPD9zW0NCDZS1fvhwTJ050BGdHHXUUli9fHsn+jUBY0zTPBRvwmdvL2zRa7Xj/+uAC3Pa31dKLKXqyk9Csfg5RzOZTThOCUp6Q2Z140B7C5VYf4Ro0jZacU5hJvomIiIgaVb3WiLzNmsO3bhS+pZTBshSXAdZAUoFBXECA6vt+13vd5714S5eZqfY7zL1fm2zbZTGBqJBDVskIu8u/tSsl2bJ2XRZrOo9wb28vRo4c6Vg2cuRI9PT0hNrPsKHiLGpzUxIAMHRIE4YPH2Itb056MsLNQ6x9NBXfZ7B/8UaPFg9zbl8+YtRQ4TZDh7V4lo0YPgR6sTlD67Bm6f5VDRvWItxHS0tT4DGyrvMG5OcrctjeIzF/Y6dj2R57DDP/bh0+BKNHtyKZTJR9nkGMwc+GjxhqnXur9fmPGDFUqQyVLmepx6hGuWSqcf2ocnj94ovXLt54/eKr0a9da7F+2tScrOl5Dh3qDEtGjRqGkbY6fmvrEPdbPFqHO7cZ6aqTj9pjGDBgNSNWPd/WnX2e9/QJAsazJu6Dfzp2f3z70YWBgW5Cs/Zl1FXt/GLDFte1spcPAG5+cQVWt/fjp+dMNOMht4n7jcKnj94PeHIxAGCPkYW68fDhPp9z8ZRaWsT7tGu2ndPiHb3m335xiltTc/BxylHTQHj48OHYvHmzY1l3dzdGjBgRaj8DrpHSDFrxWU02k0N/n9UmPZPJ4TtTDsXdb60zl3V0D1j7S8vb2Xd0OG800XLZNj093ichAwMZ9PYVyp9J56TvVdXfnxbuI1UMtvv7M/JzEJTPve0vvjQBP3lBnLFPu/onAED7buv93d0pdHT0YfTo1rLPM4jRvL2rqx/p4vXss90Duzv6sYfC2O+VLmepx6hGuWSqcf2ocnj94ovXLt54/eKr0a9dX1+h/pfJlF8PLUe/qz7f0dGP3FBrWW+vPKNo6OpyTiPa2el83dHRjy7bcVTPt9sWJxjv6ewa8Gx3/P4jkSxmYrOSvsMGzbavdNo7sJbfDCcDqayj7PbyGRZt6EBHRx/yeUkf5ly+sI9ixN3bU6inG/eDULFI+YBzK5TR+pyveHCB+bfoM3dfe2sf3tgiSjVtGj1hwgQsW7bMsWzp0qWYMGFCJPs3soIanH1jNQCXf/xgx7b2ju7ldsyWdBUQNj1OaFYz3bDDm4dhHNl+iO3dKbTbgsOg0957RAuO2X+kdL2o+Lqum0+0atE0Wj6nc702BCIiIiKqnnqtEXmaRqu8J2jArRLnMBEPluVdpsHqvxs4WFYZTaNVBhIz6rqBg3KZ5VErF6DaNDpwE08ZPMvj1kc4l8shlUohkylE9qlUCqlUSngiZ555Jvr7+zF9+nSk02nMnj0br776Ki688MJIymIMgJXQtMChwzO26FU0unMYsosmeiBjHyyrKYKrEeZ+OfueOfj8tHfM16LTdp+L39xios/Y/lCgmj+0Rlkc5bf9GfTjRERERDQY1GtuwNPfV2UGFPc2gj7DpZyvKCgVBqq2mCOoqhkUSvrFI+76uagsRl1XJbAFrOBWZeukwj7DBLGyoD928wg/88wzmDRpEq644grkcjlMmjQJkyZNwubNmzF//nwcd9xx2LJlC4DCVEv33HMPXnrpJZx44om46aab8LOf/SzUiNF+zIywax5h0Q1hnwOs3GyhLMj62UsrvGW0zSNc0YywwjmJtnEvUZlbzC6v6zUdLCuvi7/QnEeYiIiIyFKLepovlYGv3G9RGGm6lDqgakBmb4UadBx7vT8omeTm3rWofDnFwXiNfVkZYf/tVbcJE8TKtq30HRl5H+HzzjsP5513nnDdgQce6JkjeNKkSXjqqafKOmbw9Ela4NMQ+7zC5f4OhHm7pgFnjd8b987egLMmiKddivLYfp+DysB6YUN1+49AVTPC8P8Rkj2s2NmTwhf/N3jqLyIiIqI4W9/ehxFDmmLTNFqFu97nHXlaXM//9J2z8MUj98b1nztCXBaf6ZPs7E2jRXXQpoRm9v0tJ//lbRrtkxFW3JeZEVYoWFJhqhtZHVzXdc8xZA9hYtc0up7YM8L2j1t06eyjSM/6sL2s44ZpdptMaDh0r1bMu/Z0HLZX+SP1yW+kwr9+t62w/0OIY4u+N/bm4LVojSydR1iyfNm2cCOWExEREcXR+ffNxzn3zPHUlRZt6kSfYPCmaitpvl9XN0RvhlgXBmi96Ryeem+rfL+CZaLi2VuhirpENkUxVyoEGWHBNkYLV9WP0cwIK20TfB7/WL1LuFwUJ8mudeyaRteC7FLYM8JB9517OqVyhAmEK9EcuieVxf/36EJ8uMs7KpvoaCdNnYlsLi+ZLNzVRzhkee3NzGszj7CY7BolIvqBIiIiIqp3heykVSdq70vjysffw80vimcIqSaVAaHc3H2ERfsoqTZqO/hVxemGRPVmDZoZLYq6WjYnrdDL0TQ6bHEU5lg2Ms+yz839HlEf4VbJ9EVJhQiyV/IwRTQaNjPCFZA0A+HgAC7KQDjM04tKxF1z1u/Gkq3dmDZrnbksqEgDkvO333+a5v/8R7ROdwTCAYWoAHnne/FyhRmViIiIiBqODmAgU6gPLq+DFnLuIEhpsCxP5Ot9WdpgWdbf8zZ0CPcNALC1QhUFcfYmxWU1jQ7RR1j1dI2i2cv1g898xLGNEQmETYzZiQJhZoQroClROD13AOe+dgkNGMhG1wQkK5mvS6QSGWG/ZtB+hxOOGh3i/aIvhb0Jsmj6qIoxR40Wr5bNzVbJAcuIiIiI6o0z6VFcVpuiOHiaNSsNlhUQPOulDpYlyGIKttNgBZSibniOwXtDl0J+bL8+wrLTlQezheUf2asVJx+yp3CLchJH4kCYGeHINdkywn4BTlNCKzsjfOfMtebftW4abRzdvmvjRtJ14LJHFuKNVTud79FlAwG4mkYrluHQMcMAOId+j0VGmE2jiYiIaBCx14j8spnVFpDcFcop9BEu5dRE7xE2jdZsA7YK4gF78FlOVtU7fZJ3GyseUQsyrcGyrGWjhzUL31tO/CKKk6TNt0s+iprGDoSTVvre73o1JRKhAuHVO3o9N8+D8zaZf3/r8cXK+0pEfAXsAa1sULClbd34yQvOvh+yHwbPj6PPB2lfYwSUjlGjq58Qlg+WxYwwERERkbOuV6wH1T4MFgTjKn2EPRlh7y5KGo1a8B7ZXvyy6vZ8i3Nq13Dl8TaNFmSEQw6WZZQnYSv/0CZnoGKUs5wxddg0OmqSu8fokJ6QbwKgELS5A+FmSc5/5ppd+NcHF+DFZdul++vLqDezrmjTaNu+/Z8JFW400bpdvWnHa5WR5ADrvOw3cCk/POWSNcd2PzE0MCFMREREg5U19U9lj9PRn8Gmjn7fbbxBbHChPIkOQfPqUs5NmFgRLNPgn3yLqprpbRrt3SaoabSbETfYO5RqmobPTxhXXG6VP2x9+VMf3cv8W9SFlE2jK6DZPmq066LaiZpGN0tStcZIzKt39EZSxqgDLx22ptGC9caN5vmSSvpM/NMf5zleq8btTYKMcDWnTzLKKTumaCQ/gBlhIiIiGlwcA5sKllXC+X+a56lj+vUJfmDuRtz6yqrA/QbOI4zSzk1URw5qGi1ij0HKqXO6jy0qS7bEwbLcxb/4xAPNv43yl9c02rtM3pWx5MMoaars7qtDdimMjLCm+QdwTUkNH7R1O5bJmizbmwtEIerAS9d13PP2OgDic7YG0nKu1BXztaqlNc5rW3fKfpCqE/Vx1gsrhNvX2/RJveksmhMJtDQ19DMrIiIiqgP2MWUqqXMgG7iNPTi6680PlfbrTnR4TkPXI8sIBzWNFq5TpUM9AQAAIABJREFU3C4sUfms6ZPUTtjKCBs7dS3X7BnhcIW3l8CeEW7vS+MXL6+UTrVUysBmYTR07Tppywj7dUhPCtaJltlFdV2CjhPWzt40NnYMAHA1jS6WV5YJVXlCFuYpl/HZL9jYYS6r9M0s4m7ybRRRNJIfUPvpk/74znqcNHUmBorN6z9959u44s+LANTHwBVERETUWOzVCyNIjGuNw900WtTNuJRzU24aHZB8s68ra9RohT7CosG6/IimTwLEwXvYvJG9Djt/gxUbPDRvE95a246FmzrD7TAiDREIawDGjWjxLLdfUL/hypsE0Y/sSYc1iEA0PxFRt8R1jEZnW26U1xxIy3XcwiBbKgdQW2UEwl22J36y3a/Y1oObZiwLNdq2Kvc51dNoiCJ/XrAZANBv62e+fHthLr/6LDERERE1At3WTa4e6kl5HVja1h2qLO7up+535vUIm0YLamYanN0x3caNGGJtG2XTaME2VjN3tX0a5TbrynDGDPbSlpMRvv31NbjwvvmYt2F3YN2fGWFFj1xyvHSdBv+bTZSVlW0edcIw6ul67F9u5/RJhX9lmVBd123NpuVUB8syzqvH1tRB9sPznacW4+XlO7DTNTBXGLqu48v3zsHzH7QVy6l5j2krX61GpwtiZOw5jRMRERFVg73qY1SbalEdch/ztRU7cNkjC/HScvkAtW7ZgMmH9RKbRgsDTeFgWXDUN93VucPGtOL04sBRZWWE3eXzOSnZGvdyM+B1BUGatSKSPsIA8GF7H6568n2FQLiswwSKfSB8zlH74N9OPBB7tooywram0bbl7msn6hca9MFH9YAi6j7C9htKOFiW5MQKTUUK6/z6oyoPllXcsDdlZYRln6nRT6Sc4C+nA1u7Urj15ZWO5Z4fLnM0a6swmVwe6eJgabV+/inrw21fR0RERBQVe9LAygjXqjSWtbsKA9Oua/cfXdou68r4CFs0l3By7vc8t6QNlz2y0LOdvR8t4K3nJxLA4WNbi+tCF8NWIOdLv7hF9XzNeYRdyzXB38mQEaR0OtOAsnHUaB8tSQ03f2E8RgwRj/lle4DhS5QRlj2h8JsbrBRRJ/7sN9SMpduxZGsXAKu8xmmJmkYb61p87m7fPsK2dWZGOBXcNNpRiBIZAb69Q39hl97BstyHOu+P8/Dpu2aVXYYomEPdh5ivjoiIiCgKRjVI1CTVmDml2mUJU1V2T80j7CNcSkbY9Z7bX18t3dYe/Lrr+Ul7J2J7d8aQiTHP6Ng+J6V6urK4yR4gy7LGQWRdSpkRLkPQRVDNtoo2C2qTHtUTiqgzwu4nYa+v3Ol4LZ2nC9YXRTaHMqA+AIDxxe9J5ayRtovH7k/n8EExQHeXoVTGebl/cORNoK0Vbd0pZHJGAFpbOb8nsfXweJaIiIgakg4dF9w/X7ju1RU7cOH98/HGqp3C9ZWQLyEQTrumQ3XXnHRd3Lc3iLve358RNZYuxCbO+rCz9MmEZgZf5STDPE2jS9+VyQp4XU2jBX+HHVxWmhH2iXQTWuXr5bEOhIMY1yivi0dpO/7APRyv7bLSjHBh68cXbgmcCFyFSiD8zU8eorw/dxOD9v5M4Q+jj7CROXVPn2QbLWuIpGl0UElFg2X1pLMY3tJUPEZh3Q1/eR+XP7oIu1x9gsuJ84zzdj8c8WSEzaBcvJ9ax5r5vDwgZxhMREREUXDMHSyoYPSmc7j8kYVo7yvU1VbtKAzcubaCWWF3na2UgWkznlGjvfuMIiMsY8+aAt5uf8mEFShH2UfYNyOsWnZXRth8n2251fKy9MGy7PyaRjcnE2waXQ5zhGfJh/iHCyZh9jVThOukTaNtfy91zT2s4oyPjXW8ls1XbHjtqlOwx1D16Z7d5W53BZuy89Kh2DRaMSPcVDyxnlQOrS1JANbTqsWbC0Ok20dGNspQKqMljLt4fhlhXdcxffZ66/h6VGOBl85M6AsKIvst6OjP4L3NtRl2noiIiOLHXj+S1X0+aOvGjA+2FbapQQVJ1p3PTybnnxsVzZKiEmzJEmRu7qlGRc2M/boZqnKX2bePsGLt1iiVuxuoo2l0cZls+tcTDx4tK4SQX0a4KaGxabSfwAyl7UKKkvzJhIYmSdCnEgirfinsrppyWKjt9xjWHOrHx13ujmJG2PgSWJlT5/t03bpHfQfLUvzyGh9rTyqL4cVA2PjSJswHFO4ylH6351z7tloDOPdprM/rOnb0pPG/b1uBcH8mXxfTBQDh+gh/+4nF+MZj71W2QERERNQw8o6MsF5c5t3OXa+MetpPP+aUnyECx3TWnRH2buPpX6uwX9UpPj0ZYUHTaNFn+MnD9lTavyFMHVp5+iSVptEB4y/JmkzL+wjLy8OMcJmsvqn+24nS+7K32Dd190MwtEjuguMO3AMH7znMsSyTFR/p7vOPwfR/mQwgXLt/d3DuDjqtptFOhaYizmDSQxN/eW0bmH8ZTUGyed0WCDu3inJusLwkwJdv7922ayATWXnK5f5ksjl5kL56Z2/lC0REREQNQxTXiRI8pSR9ohJ06P86e4JnmWewLNd6cUY4uCyqgTBcM9V4+ghr4rrqF4/cB3sOa1Y7BgR9hH0zwmqMuMldPPsAWWZGWNLBWRZDlDJqNDPCZZIFXN5saJhP2Xqzux+CoUnS3nnC3iMAAH/7zik4cPRQAEBa8ijk5EP2xOQDCn2YPzZuuHLp3li9y/HaGPjKKKnsB83+w+DXed8vzpQ9ATMyzO4BrTw/Tq7Xr6/aaWa0g1ijRruWS65tXvd+WbsGsjXvI2xwX6YbnlvmeP3s+22e99RLNpuIiIhqL53NY327uE+vo49w8d+coE5qzWZRfXl3BkWBu17tzkTq8A6WpVJ/CpcRtgrsnqI1mZA3jR4xJKl0DEDUNLr8SNg984q13PtCFvDKAmRZEfzmP25OahWvl8c6EA7K/pl9hBGuWYXqMWX9EOxPN+z3g/HeUUObceUphwAA9t9jaOAxTzhoNJ7/5sdx1L4jQ5fX3fRb2kdYt34YSp3PVzRYFuBtFqK5stT2Mhh29qZx/bNLcf2zS5WObfStNZt1mE2gxWXUdd1z//SmczXvI2xyfTj/WLPLUbZfvOKcLxmo/BDzREREFB8/f3kFzr9vvmMqS4MoEydKlgTN81pJQYcWBWMZ9zzCgibEoimVgrgzzTL2frSFMjrXJwJbV6pRzWqHyejLqv+OPs+B23odNHqo9GFD4GBZFa6ZxzoQDmIPeny3C3FH2rd0f9kM9qcyQ5vET3e+NHEfzLv2dOw1vEXpuPuMHFLSrdCUUMwIw/oSyTrAA/6flWyUvKakMyg1tvP20bBeGw8ZtnQOmMvyuo4H5m4UNmE2m0a7lsuufR7ep1CZXL7iXzhVolIE/QeBGWEiIiIyzF3fAUDc+tBeZTD+FgbCNXzKnpPU7QyiKmngYFnw1qdUTlHSG1LIHiSKpk+KIjVnL/KHu/rwumRaq1Q2pz5YlmREaFFSTzUjfNwBozCmtUV6H/kF6mwaHSDoVpINylTODaiUEbZdNftURFHPGayiyXVDyjPC1hMydzMOgwb1Oc/swXTSvA7OPsiifhuivw3vrNuNu978EL9+fY1nnXFe3sGyXOdg9hvX8d+vrnKsy+RKG1K/EkTlCPohY0aYiIiIDH7VAlFT2nrrI2ycgHzoGmvFeZP2A+BNUnnOUxckYqJsGu0aLcv9+SU1reQpiOzsZb7w/vlYsb1HuN1AJh+6bqvSRVIWK3hinWIGXHYf+TeN5mBZvgLvHyPzaPu7XPbrIQuE7de02TZwVvXDYNsxiwU3B8tyz7cLK9DymyTb7xzGtFrZ7YQjI5wwjwHYBzHTQ93gA8XHce5plwD5EPvSjLAOvLm23bEs6CliNZXytY9y8DEiIiKKN90no2pv6WvU/7KClo6iZZXizdQGtOi0/W0kftx1OVEz6FJie/Um4pojkHQ3S08mNOWkkh/V0gxkg7v9feMTBzteu1vUarYkk/G3LIB0n5vRVFwWCPs3jWZGuCwJ60oKh/4uhf2C/GnOxlDvLTchXMpTEfc7jBvRUxTdOjffzLXPuguO3d/8254RNptnG8EqrKbS9s8z6GY3gnhRH+a8K8C3ml+7ig9ndtounQv/1KxSROWrl7IRERFRfIhaUNoHjDJnFhFUNIxlNZlHuPivrAWovTqYNANhZ0H/4RpEVi+mfhzHUWkarZgsKcwjbBm/9wiMHd6CTx++V6HMUUTBUL8eA5ngcn/r1EMx79rTrQWSptH2c1PNCCeKGXJpIBzYNJoZ4ZLZAy7/7dSFvSDOG6L6OeG31rbj3x5cYH4GVkbYuV0euvm74DdYlt8ZJBMaPj9hnGcfRiDsmeJId34BnCMYestpBsKCYNyaR9i5XNY0WvTFy+T0uu4jHIRNo4mIiMhDUHmz1xmMP0XBnjuAqWRN1ttlLqhio5mtGM1A2DWo1ROLtrj26a0vqdT9VDPChQyo9SmNGJLEi//+CRxbnAnG3jS6HHldRzaXD2y6PpCVT78p4y6dKJkoHSzL8+bCpyHvTiovh3vA30po7EDYaIKruP3nPjY2cJvwgbD472pauaPXvAGzkvKrjhod9N01dm/rGu3NCBsjOkPHkrYu673+u7amXxJlhKXNfwS/9BAHjZlcvm6CSWEf4YCysWk0ERFRbdw7ez0WbeqsdTEcdM8fFlHfzFoMlrVwUyfOvWcO+tI5wZRAhX9ldc+EBowpDjpr1F3TWf/y6vAG2FHOI6xpzvIaQbFmBuzRxQOn/PYt/NuDC3y3GcjIm0bLztvbzddoGm1N/WRPSv3L8QeYf7tjCKPLdG/a260RCGgazYywv8Dpk4r/iqbKKVXY3wP7U58ajJVlem1lYTQ56WBZUBw1OuA4xu4d0yeZI1c7s7Z5HfjW44udhfDh3zS6WD5Nw9pdvdiwu988huhJluhzSOf00lKxFSB6Ohn0xJJxMBERUW3c8/Z6XPn4e7UuhoNRLxDVHxwBRvFP/8GyKlPJuOvND9HWncKqHT2hM8Ka5hyfBlCY5khQ1Ys0EIZzeiR3ldqvjh2GUea1u8TzRBtS2fDd/gRJXc/KYc3WrDjXfOoj5t/uptFGH+EdPWnhsYKbRisUuAxNld19bcnmqy2H3+hmIo4hx6MrRsmkN5xufU7SUaM1lRHuvMFq0mwaXdy/kRF2lSXok7WaRgvW2ZpGf+1+6+mY7EmS6Icym6+j6ZP08E8s66XsREREVHtGvUBUO9AF26lkhKNo1usohy7+W/TaTdM07DW8GQDQ2V+YWlM0VZRjn9A9wZVK1lF59GzNGQwaf5mDTCWiaxqtotDtLxwzfjJem8utv1tbrEDY0Vfb00dYg+yKaPA/D44aHeCEA0f7rrdnHp2ZWfEN+JGxwwOPGTZFr/k9FgopinvBHCzLM2q01T/Wb9ToIEYR7T8CSa0wQp5ZfPO6uANh/xM0gl1hRliXnJe7j3Dx4KIftHQ2H/ppZKXooieWAe+pl2bdREREVHtGFUZUP3CO0VL4VzRCdKWbRtvrfu56oLzbG8zlXzmmMG3SYXu1AvAOluU5nijRoFBO9Yyw67VrWs+mhBZJ8KV6VbL5fOgAwmpRW3wtaN06tDlhW2atT7hPTvO5fpr/A4Yk5xGWa21pwq1nT1DaVoeOj+7Vir2Gt/hu95G9WnHfRcf6bhP2gtRrRthdFvsIzuXMd2x8afYZOcRclihOHq7bsraAt1+A6HtqL4nvYFl5574NsmBb9MUTzSNcq9jyd/9Yi+8+9b5zYVBGmG2jiYiIyE1xJgr3QFOAVb+qVBVjydZuaZnygkDMLqEBnz1iLOb84DQcOqYQCAeN7rx8Ww9+PGO5Y5lK/Uk1I+zuI2zUS61/tap2lSwtI+x67fi7mNmWjCwtaxotPo4mfcAQ1TRTQWIbCA9tSmCorX26SMKVBf7e6YcV/nZtZ2ymaRpGtPi3FlefR8zap1WeUG8tyzdPOUS4XKVptGywLFnxbzzzCDx08XHGbgAUrs9Z4wsjSCeKTao90ye5fqsczXRETy99ymf+WLqWy5rZiJ56ZvLejHCtsqz/WLMLczd0OJYF/ZQxI0xERERuouqBPVFg/CXKpio3CS6TvZ5oCJ5H2ArKjCRJOiAj/NrKHZ5lUWeExQml4iBTCb/QUJ1qC9VSpgZ1T1dlxUnyxq3uzLf9vX6Dnck+16ZiE3IOliWjcA+555IN+iyTWvD8XuUMQS6bB01VmCP/06R9ccx+ozzLZYMI6NCtjG3IiP28Sfthwj4jC/ux2lGgqdjGOll8+mVlnAv/eh4qBJyg0ac4TNNo+xfoF6+sNH/QxU2jve2R6ynLGlSS+ikpERER1Zpf02jR9EkigYNPRcj9wH9L5wAAedDnyLwWIxrZND3WMbyU5hEOM1iW/bURIBYXJrVoEmOq1dNszpvkCeRTPnt/YbukGSx7+wjL4h9RH+Hf//PR2Gt4i9mtkk2jy2ANlqX2KSY0DUFTVgU8aBLu0ypQuPeWI5kQN70wm7i4luu2ZWX1EbZlZo2nc4mEhoSmmdfBnD7Jp4+wX38W0ZM2v9Gw7VLZ4jRSrh/25qQmHCyrUl/AUgLswMGy6ihoJyIiotoyB8sS1A+co0ar1x8qVZXVBMXoHMgCguXmexxNkAsvgvsIC9YrnL9yX2lN3BrUWCKrnwPhBiJTvWSFbn+lJ/HsxyqMiF2s23uyxkZ2PsRxBE2jTzl0DFqSWvFz0ipet41tIKzyOY8eVmjmvGdrs/O9shR9Qgsc1jzsBTlm/5HWcUO9szwJTfz8xXiitavXOYy5ffCAsvoIF//VACsjbPQRNtYZmXp302jHb7L3c1YZLMv9JFD2FNH9QzlySJOw+Ug9BZdBZWHTaCIiIjL4VRtUqzfltmYMQ1YkWbdE98CsQPCo0SIq9SfVrpHuhs/uDKqsfh5WSvE8/T4PWZc743N1r/Ub/1cWAGvm/xWSTu73iDLtGqzYgRlhiaRnWDKnTx++Fz4/YW/c/IWP4bKTDgIQ3Mcyocn7xxrCfr8OHdOKS086sLj/6v2YBGWE3XRdN2/GZklaXOVJlZX1tX6UksX+AXlXoO0ZLMuxH/Og5rKsT9NoI641Mr6e/bi4v3gtyQT60jm09zkfEFQsI1zCe4LKUk9BOxEREQW7acYynP+neRU9hqh2YK+D+dYeNIVtIqBp8nrMzNW7At9v1A2DmjCLVkfaR9jTJ9ZoGm1LDknq02HqcemsWkCSzZcwWJbrte6zzmDU7d3nZn99aTEes/YlGRVa08zBsipdt43tPMLjRrSgvT0jXHfnPx+NTxw6BgBwzlH7etb7XcSgYLWc6ZPKjYPD3AxNCfETJ1mLER3AQKbwpRre4j8ImR8rfrU+S/fnavzlmZM5oL+K2UdYcGLGulID4eakhpeX78DLy52DKFSqk75ot+6yu836sN13PTPCRERE8eKud0TJqBaI6jL2OqVfVUc0+FGlyIqxfHuPcLm9bqk6vo2na6Cu1nS4O5VV2j8Q0DQ6ooywauZ7Z0/arN8rcxXQiAsuP/kgvLqicL9qmoYTD9oDa3f1FV8L3+o7x7AmGSwroRlJNK3iD2BiGwj7ZSdlt1jwYFlaYEY4bGBUyZT7gxcfh0sfXihcl0x4HkkBkA8rr+tAXyYHwDlJdlj2PsLmwAAJo09w4bXxw+XfR1jen8WvafRAVq1ptP1zOPGgPdDeJ36oUqkHUaLdurPRbv/96qqAfTISJiIiImD5tm7zAbuoLqM6WFa1GjOK+girvMegPL6N6yB5PTgj/PqqnVizs0+xTO7BsozlBX59hMMISp4Ynli0JfS+zeLpVkvRedeeDgB4beVOc5tpF04235M0M8I++/U0pxZPn6ShON+yxqbRJQm8wSQb2JvzyoS9IJogE1oq96H3apXPi5yUZoTlg0r1FwPh8jLCVtNozZURtjebLpTF+d6gH2XjO+++Ru19afzmjbWFfebdP3CSQNi23eUnH4wmyQOQsNNlKRPs191vO4JdEhER0SD0v2+v913vmD5JoQJRjTpG6Ca8tqqbPTt82kfGKB+jkBH2P857mztDlUlUpTT7CCfCDYolo9o0uhT+ycZw7/FrGatp4nq2ZjaN5mBZJWkqcdhjpYxwXkdLUsOIIWrBYiXnDvbbt6yJt+x+0nUdfekckgkNLUFDZyuwPxEzktO2mZUAeJtGO/sICwbLkvQR/tXfVptD7LvJvj72QFjz6Rse5RfQ/qMl2mu5gTCbRhMREVVfPY7RYa/VBE2fVML4UtErIehxNEG21ePG+CSKvHMVB7f29Es8BZbLnF/XGDcnmqbRshJffdphZe/b+Cgl3XeF66wm4K7mz7aN3bGJBmcC69FLjzf/drcmrZSGDIRlWd2gzzJRTMP7yes6hjUnMaRJLRB2jrAWcVQs2d8vzz1Sulr2Zb/1lZXoz+TQ2pyU9rM4cp8R5t9fOdrb9xpw/sCYzUE056jRssGy7G82bnznD7k4EPZ7KrasrQdvrvX2rbUHwglNQ5Nk8LWovoCzPmzHqb97C0u2dgEQP5DoD9uHw6XSk44TERGRV73/11cUYOqOOpf8DKr5kD1sNUbW/3S4T7Lq3U3O7K5K3WnM8ObAbQyirGfhj8I/9qbRlUiWXXbyQcEbFf3wM4eH3r8R6LrvKfd8yYagpJ09ED5i3IjiMVC1jHBs+wj7aQrIaMoHy4K0iawhrwePLO04VgU7V8iKYT198pL9oK1r78ek/UdhWHNCuN/xe4/ATWd9DADMfgLPLGnzbGcNluX8siQ0zfyxkc8jLHtRIJtH2O8r8s763cLlWVu7bE2TtyKI6gs4Z12hHIu3dOHo/UYJy1x2H996/y8xERFRA6rH59D2+qe9eN0DWWzvSTmSEX4jIhv1oEqPQ2JPmIR5j8Fedx0xRD280REc7MuSJeIyGd0CC/t1z69rBHiFZVXqgC3wy3OPxIkHjxauC9PP12CcnzeGkHcR1TR51jmpaTjp4NEVT/I0ZEZYGsxKPkvNFjgGjTqXLwZ1qir5AbsnszaXW6lYzzq/G6ovncew5qRwsLGj9xuJoc3BWfDvf+ojOPaAUTjuwD2sphW6q2m0URafeYTzgovlN49wWFnbwQsZYfE+6/lJqJvoMyMiIqLKqsf/+tprNfb6xZWPL8K/PLDAscxvPJRqBvmhB8uyzyNsq8cNU6ivGvIKo0YbdecvHLm3cP0jlxyPg0YPLZTJKJvnX2/wW8tAWDZVKiAfdNjO/ZEl3Klv45VPy1hpv2IUuqp+5oixuOFzRwSWpRwNGQgHBUrutfYvgMr0SWHisEJaX337UCTlMO7tMBlhoDBYVmtLUvi0R/WUDx87HPf+y7GFgNroC6zrxSHQjYxuYbnSPMI2Zh9hV2FK+XwzOfs1lz88ifpJlLG7SjT1YB9hIiKiGqjDlLC9LmfP5hqjH9vrN75No6MvmtCOnjSWtnWFeo9ssKww9XRdD758xudz4kF7CNe3tiTN4NuKB52tM+0zqag0jf7YuOFBRS/LkBLHAzKKLO0j7G4aDnjq/+73iA4S1EI3Kg0ZCMs+vCiadWTz4TLCjichZR7b+/RFvJ1f02i/b3tfJoehzUnh+ZXWxLvYNLr4l9nvV9Y0OmAEQyMQ9oz4V8J1tWeENZ+McDX/01buf0frcbAOIiKiRlfv//U1qgf3zdlgLrO3ynO30BO+uUhUH9zZm8ZJU2fi5WXbSy7jD5/5AFu6UqHeY28ZWWrclMsH1yKN+qtfFlW0X5GkppnlliXu7j7/GHziUPnI11Fobgqf9QXsA2lJ+giHKIOs2qqhetnyQRUIG7wd2dU/7BeWbleetBuo7IWU7dtvLi+/rOHWzgG0JMUDhpVyFvam0Qlb5w8zI+zzwysqpuyJZSnxn3OwLHm/8qgzwrLR9grLyjsW42AiIqLqq/f//hrF+8Nb68xl9lZ52TIHy1q+rRsA8MKybaUUr3S2yqk9qAxTr9f14LqekWiQxRf2+rj72PM3dgAADthjKIa3JLFna7MtIyxpGqxVPrnhlxH2q6saK2XJOfcp6bZt3Z+N7HP3m80laoMyEC5XmN3Xovm/2UVYEL76fa3aulM+84CVXg4jwHMPlnX766ux78ghVtnsfYR15z4AK3iN4rfBOViWPCO8s6e8KY1kROdQfka4vPcTERFRePX+n19RUGVPCLinswx6r1vXQBYAMDLEIFVRSAgC4Y+NGx4qeZNXSEMYVUZZcObX+tP4bCYfsAfe+O6pGD3MGoFaGghD8+23rcrvc2hp8usjHLxPWR9hb/dT+X5lt53RR7gaBlUgHHRPqd5yoQbL0rTIfiDdX1VpRtiazCs0WXOEUppGa7anRvbPwb6nlqaE+aPg7CPs/dSML0xhhD8d/Zmc532q3Blh2Rfu/a3dJew9mOhnt9z7hINlERERVV89dk1yjBotKF7G1izPLyOqcmZGsLfHUO80Q08t2oKTps5EbzqrsKdw7AmfMa0t+OnnP4a7L5gULhDWEXiSQRlh+1J3dbk3nfNsb9SzZUlZ+wCzomOoGjVU/mBieEtpDy3cSS6D+dF44gVrS0+2mBnhygga5lw42XMI2v9j78zj5ijq/P/pmee+c4eQg3DkBgwQAROC4oEIRlEOXS9UxN31WBWV1V2X1T1dvH7KioDrLbugiCCirspCuO8zQCCQhISEkOvJcx8z078/eqq7urqqurqnp7ufJ9/36/W8npnu6qrqnpmq+tb3inCN7scRlUR8hEMoWMmZRvO7RgXOzEMUtGX+BrpgWQDwzdtewNpv3+UM5LWaRkOtEd7eOxy9cg1esCzZydrqpmBZBEEQBJEeo6UKvvL7jdg7VB/rsThsfGUAtzzlN1GWLQ/4oKE6TNYWfSPjAIBOieD1/Xsdv+SB0aBAWCviuvqtK2ajp7Ux0nq7UrFDTaPZM9ApwqL4yHrJXdSxpweDAAAgAElEQVSlxT6ZyIXHzOnyve/mtM9MW//u4w7FV9ctw5zuFoOeBuGVXLLjOgksaBqtLptWsKxJmUdYtYuQnGbWnCxMo1V2+iZYlvyHGacu1o9KNX+SzNzZrkaUdl57x2XaTTYo2Dbwi0d3AGBBDmoNlhXfisAUk+dXu48wScIEQRAEkRZ/2rgbv9mwC/2jem3nLU/twqW/24jfXnQiZnIuYfXgvT99GABw2lHT3WOy9QGvEdbGbBE28GXLGaYRlmkg+6tCspjxIwlUa6soVowVO3z1xZ6fSr7wCcgGbbMSqmci1QjLDnLMn9KKb7x9ue/YyYdNwYv7HYXOmctnYV5PK95+9GytWXQYrpJLcVzmIyyWYag2IM5cNstnQl5PJqdGOOzXlqJwmkmwrALblYphzoz4kfeCdVUF3GqdMtMIdk4kzIeWjyAdK1gWnz6poNYIJ+GjYQr5CBMEQRDExMFLExk8t/bbd+I76zcDAH7z5MsAgK37h3D7pr248YmdqfUNUGmEK9x5nWl0+OKCbQTIoiqPlVmcmNBqIlNQrHOjLGOddaS+c7X4CMvLV7WnGh/hqBrh95ww16cBBoALTpyPo6ppmAoWcN7KOTUJwT4Cgnr1v/AEdD7Cqsf+nhPm4szls2rrnyGTUxBWfFuOm+vk/zp9yQzf8bcdPRsAjM0EovzA6qnZD9sJi6cRlht+xxLoXZPnah4xiWk08x8G/DtDUkFY8spkJ0/GuGHU6KS0rGI1+vuLR9IRrgmCIAiCUOMJwsH5d3i8gp88sA2At3lfLFj47I0b8M//+1z9+8a9lvsI82spdT0mSwumXNCtmeqxRlGvg83rUK0je4fG8aeNuwFwGmGl4KqWDX70F6+SlgegzEJjQaJxDbkp2Sq2YHn5iOMox2Sfp6cRVsQtkmiEPUWY/2SayiYVB5Vp9IKpbXjg4rWB42cfcwjOPuYQ4/qj5RG2EtPUmf4oajE/KVhy4T2ev3H1RdX8WWZWw2uE+eek3Z20/a/jPN6yoY+woQuNMaogA86x2sjBeEIQBEEQBw1MIxkm5LG4JCpBqt6ERY3WCbAbXu7HUy/3a9cobjBTnUAd1skYqDOdRDCNrsg3Ar5w81N4cNsBHHtol3terRFWt7d0dqeyvFKwtqL7CMtkE2d9W3DrNEV3P6wd1edpAbj/M6fg2kd24Ov/97zvuyVWO1rSJbBOh0mpEa53EuYo1ddTI1yPYFn89TzxfITZBOH0hY/6zKhUbOmPipXd3jvi+jfII0nbNUuAOh9hXUqBOGiDZdUIRY0mCIIgiPRwNcIh63kmdKYVAAjwC3c2goLVmC9qtL6uD/z8EV9dQWzNOdZG8msU1eOMohBSrSNfqabPHBwtcxaN8jqc+DqqPqo7o1tbHzHN0eSy70yobCM7bXnuool98xTuALyPsGVZclkiqT4kyKQUhOtNVI1wvVDVzEwtTNrmgykAzr3JLlOZDut41aGOKfrx87qrz8wLdsWo2DanOfaO80Lvd+/c7DvN//aSGFcLljpfWVIDty54gHewtrZII0wQBEEQ6cHWg2EmnmVXEE5v2e3X+Pot4QB/rJQoax2ZUoId0aZhSnGNEmXtbdvyjYCm6rp3tFzhPr/afZIB7zkp67MsnLdyDn70npU4ccGU6jF9nSprzgZXJojYSQVvrfruHjGtzd+Wq4Rjgrtz3OcjnENJmAThGGSmEQ44pqtMo80bFftXUOxqNca4kZVzu3H7J1bjpMOmVs08nOO8WXDF5kKxS72AJc71/GuFafQdn1yNae1NRv3UaoTrNXDXwUc4j4Lwrv5RbNk3lHU3CIIgCCJxXHen0GBLno9wWvDZMWwEBeHxilkeYZGwYKYqxPZNERU2PMqgsVFMoxXOeCyo1HjZs7drU+Tejar0qrgaZo3PsWVh+exO9zsWpoSTmkb7FD3JfPfetGQmHrh4LWZ3+eMq8Rphp23nvw24X5B6KgfjQoKwhH87aymuOPcY5flIGmFYNafFYZjWo/BXV5QVS1nSKHyySIAmtDUV3T7x6Y8YvEZYZhrN91E20FZgS483NxSMTWMKltpHuF4BqKQ+wjU2lcdgWWdddR/O/eGDWXeDIAiCIBLHcjXC+nJMCExTDuAFz+HxMi67dZPv/FjJrzE2RbbW8DTC6uviLlG+um6ZG/lYJJFgWRX5RkZzdRE5Wqq49zxvSis+8Op5wfbMmwPgfTY6U+ta22D1xPERjoMoe0hTsda3C7EgQVjCGxbPwAnze5Tno2zo+VOLpfMVYDthJs0Za4RrTAAnRopm+DTCPlWv99KznGaCtF+jLBtbLcuSPu8HLl4bSDiuixqdtEZYZt4tnotdd/7kYIIgCIKYtLCVQ1g8EVmMFBnXPLQdz+8ZrLlfgN80+v6t+3HTk7uE89E0wmztJV2/VM/tHRzDv/3xOV9qJreNGlY57VWliohqZRpJI2zLFSpMIzxWrrifX8ECzloWTOsTlqoq2CarL9zUWidY8qjqiuMjzJb8bYrnrsNLDeW89wXLilxb/ZmUUaPrTRSBNkUrGK/NCNsb4g+Hd/g/fl43nn55AEPj5UT8WtgPv+ITZFUaYe6HI/EzYNiaYFlKH2rhhKXTCNfBNvpzN27AbZv2Bo7XnEeYgmURBEEQRGqw9SC/ZhkZLwfKlQwl4W/e9gIaixbu/tQpNfeN1wh3NAeX+6bpk0xgt/+zB7cDcNKVnr50pq9MxQbu27IfFdg4+bCpkeqX9R/QRY02r9u25UI68xEeK1XctaAFuXl71CC9rmm0gUpYFCxVyM7zFo9RPuLpHc341KmH47RFarN0Ec9H2P/e5trOoWU0CcJxiKYRTv9Tr8VH2LIs19HdCSDgfH2T0AjLdhPLXNRoX7AsoU/iMYZKI+y0qe6LWC5N02iZEOwQvS1RO04QBEEQRDp4eYS9Y2/+3r0YHPMLw0woNdmwHk8obyOvES5JFgi81jbMx5lHZxrtlpG6f9n4+PVPAHDS60RBpRFWRo2OsFD/mxuexL+cuSRwvLmqER4tVVABs5i0XA1rLbBnqKoqjkZYaorMrW+jKnbec8LcSOVVPsKAt1FCPsKThChJqZPUCMvGqU+uXYjvnnu00GYEH2ZRIwz/jg2rq1ZB2AJnFiz4CIumz04Z9Q/Wn0dY88NWPAeZ8K+6v6SFS1kr7gZBjLZ81uQZC8I/fWCbm+qKIAiCICY7BVcQ9iZgUQgGPEFUm2c3oUmcCYG+qNAyQZg7xp9eMKVVW7/SOo9Dlk5KTOcUBaVGWFE+isC1d3BMepw3jbZtW5v7N6p85/kIh2u0TeP+yM5b8ARh2WZIkgRdLYNuj/kTg0kQ1vJXqw+TOuhHEW75L3k9vgDvWzUPy7hk3VedfyxmdjYbXy/zEWbY8MysGyWm0d96xwp8dd0yo3Ysi8+h6x982aAt+g4H+iQbfKGeWKJohFXP7JWBUaz6+nr8ceNueWUJoPMbDr1W2FTIioHREr69fjM+eu1jmfWBIAiCINLEDZYVImR4GmE1Sc3gMsFHtj4oKTTCbzt6Nr7whiOV9ZvEOJG1NzBa4s4rq5fSHjFac1TdDd/f+7fuxx+efsVLn1RyfITZmlKmEY6iIHPac/6rTKNlR+OYRgPA9A4ng8qOAyOGvYtL1TTaNeVm1pxBV0cepnnPChKENXzopPm45v3HB47LvmzNDQVc8nr1wFFP+N2plXO7I10b2I3yefzbWo3w6oVTtWHt/dVaXtRo7ni5YktNn32m0XAGaRbqX/QlVo2nqjFDNJkpwMLCqW3Sss/tdoJW3PTEy4raoiEPMqE+F6W+LE2j2T0MS3yjCIIgCCIJxkoV3Pbcnqy74cJWE2Hzb9nARzipvWy2JuSDYZUkGtoxhY+wKtgoQ5pHWDgkE4T/8rrHtXXo6GhWBMtSuthGE0z57nzsl0/g7295xhXQRsYdH+GCRiMc1frTS58UXtb1vY1hGl2wLKyY7QSIfS6hIGzq9qv/3bad/36NcLCPLRkLwpPKR/h3Hz0RI7Jfe8Ic0t2C7cLOypuXzgxEIwaiR5IzhfdpDTOFXjitDZv3ynO5BrSj4IJTwftCq6Iqm1Kw5AnXfcGyVCbPloVv3PYCHtp2IHBOEytLvVMojDyWBcwK0aInECtMiWcyXpuPcLLfsIj9qLadQ/cPgiAIYpLwn3duxjUPvYTvnXcMjp+nzu6RFrJ1jQwTH+GkZvCioUaY9xH2CcKQC2ieVZ/knND7MDfnqMudJsUaVJbuE4gWK0fVnyga4dDKBNijV0eNDlqThgnNUtNoC5jb04K3LJuJdStmh/arFkQfYdNgWd2tjTgwUgqeSIlJpRGe3tGMuT1634Y43HzRiXjDohnu+0tef5S0nDzvV3KSAf/T4k0JlFHnqkQZECzL67PNmS3X7iPMBcsSTKC9Z+QXcL1rgV88ukNarzN4ywcdVY/FwFiF6u7nX685TNn/qBEBI1HDNrDKnDwrkvy+EwRBEATPS72OEqI/w4UzD1vXhArCmtRDXGWJ9Imt28phgjB3XjRfla15WB0ydZNYfdjGflRXLmXwK6VGOFL10g0KtrYeLVdgQ68RDtOii3jBssLvSxQsVajy9lqWhS+fsSS1jSNdlGvZLagsMtNiUgnC9WJWZzOmtTcCAN6waLovr9Y7jz3EfR0mBCQpIvgE4Zh+A0DwS+lEjfa/B+Q+wlGwLHUePbbRV/EJddygrKlXZxqtEl5lGmEA2k2UqLuLUahl6vPpgzP0Ec46UBdBEAQx+cnbVOOlhdSXMwqWlVCfZBphmQ9zSaERLliWdP3kFjGIGi1JI+wj6sa9uG5jCg3VyiyqqbKsv+w2KxXbUdq4GuHgeliMrxNGWPokS/I6zlo/zSjNrH1PM8yZl7Jjkk/ssGkkCE8oAnl3+f9SjXB9aGn0hPEwbWWUMPJ8SRveF7v29ElqE2BdeiTnWks5e+hMo1UPXxRq2fPT3WGY1r0WVOZGJs+c0icRBEEQBwtszsuLGw6bghMJlpWYj7Dzn48aLesfn6Zp0+4B97WjRVT3z4YTaXnV19e7/triui5sY36kFC2eiLiOffUCR7up+h5EteIrScJcs3soV2zBRzh4vYVo630varT8vL/7TMMaphE2O1Y3hLU0EzBteAv1ggXc8tETfZdNb29KqYNySBA2xFX1CxGO+S8m/4VeOqujel19+tPT2mhcNsqA4JgJO69t27u2Vh9hC8CDL/ZieLwcGOy9qNAKoU7ovs+XWGLQ0tpYkF3mEgiW5ZqdqHqfjkZYvA+VT4zsWtn1aaLz/2A8saMPP7rvxVT6QxAEQUw+zGzF0sPUNFosLz2XSI88bemYQuPL4M/zgbMspUaY3Suw8RVHcL7+sZ0Agj7B5ZDnETWwZoPQn39/6zJcdf6x6GqRr4WjCsKy3M0/fXA7AOdeKlzwWKmWNWJ7py+ZiZkdTTjn2DnS8z4fYUHTqkJlGp0WnibY+c/kJfG7N6PDH5Mn66jRkypYVj1hH7DKrNYp47xpbigE/FCTgA2gb1k2E3+9ZqHxdVrTaPG974AXyKqxxvvZvM/JL/tvf3wuMGHwGuEv/OYpjJVtvGGxF41abJm/Wja4/0c1pZO5abRmcHOvUZ6qGc932n8zjcUCgOBk0dxQcKPsGedUrjMmbX/ovx8FAFxw4vx6d4cgCIKYxORFI8xESZ1CeOs+L1hpmnmER7ngsXLTaHl7BUu+bnTd22zetJcds6VlVQyPRQtsK67bWhuL2iwpUb35dDl2K7bfQlLaHm8abfAxzuxsxm8/epK6gBV8GSbcZ20a7TXFNNhm/claECaNsCHssxNNImR5gouWxWnIrMT9Jz980oLQKMeA92OMahrNf1FdH+EaJcHBMSewxfbekaCPMKeB/tOze7D++b2+Z6b78du2rTS1Vl0WDJZVvU7T/3u37Mcj2w9oSiSPyjR6Vmcz528d1KK/3DeC3z/9Sr2754O1nZO1CUEQBEHUHd58VsU5P3zQK6+rK6E+NVSlQF64K0mDZcmFUcuSCyzeWssORD2uCPcvvheJqhGOso4FvGjSpma34xqn5v95+CVc/9hOrVCpMiePC1+VFyzL/JosEDXCMrdHVuZLpy9yj5lYP9YTEoQjotUIu+YAnhAq+zKnBfvy6QRJ8YfNl7XhCalJKbgtC4HRXvZj8QXLstRBoWRjLTNjNjWN1kW4YxwYKeGiax9TF6gBz3faf1y1+VCwvOfjjxrtvPnwfz+KL93yTOSojHEpV2xs2SdPz0UQBEEQSSFbW2WJG1ApCdPohKZsmTZUJpjKzIEBZhodPO7dq3e/TLEgVhX2PIZCBOF/essSAFzKoqiCsGuWa/ZQdRpht06ddWXCC3xZdeE+whn/KoS1NO/26Mkjzv91K2bj2GrK2SYyjZ5YBPLuSrSnBZ9GOK2eqYkyfjjpkxxsmxNSaxygLe6/ODB5eYS947r2hjlzH0cjLLQl7EaJqDTCWU2tfAAKHpU5Om9lIHtOrwyMeedSuKXv37MV37+XfH8JgiCI+pK3nPUVA42wKbocw7USlkeYR7QMdOuo/rdtPtgTWyMKwbJC+jM0phaEXz2/B6ceOQ2ApxCIrBGO+P0wE4RTNDNGULYIMyGuY0xXIyzhP9PK2+DWqtwzZOm7mkkjPDFgX0oxaJIleV2vH0vcIVKrERbf88GyAMzscMxKkoqavGXfUOA+pEEZuELi2R9wQte3bn8BuwfHfOeLIRregEaY/U9hENnVPxo4xiY/cSJR7ZIVLcud1P75f591j4sTXVoew4+8lK7JOEEQBHFw4mmE8yEJqzayw8ozeofGleeSROojrBD+LMiFAzeeCWzPR9iSa4TDNgYGRvV5oJuKBRw5vR1fOWMxgDiCMNMIm5XXmUZ7dQaPzekKd1OMg0y2OLS7JeSabH8Tnk5J7Z7IH2LPfNJphMvlMr72ta/hhhtuwOjoKNasWYMvf/nLmDp1aqDsfffdh/e///1oa/NySC1evBj/8z//k3S3asb1EVaYRjs+Fc5r8ceS1NgW1yRIFGJndTa7AlkgjzBXv23b+NezluK2TXsxf4o6x24UDoyUcN/mfYE2AeDnD73kHvMnd1ff8UPbgkJYmEDLb2a8cfEMI9Noxl0v7MPqw4PfZVP+5+GXAseUGmGNabQNZyK5tZq6AAgO+HZaKmGCIAiCqJHBsRKuunsr/mr1Yb4UkVJyMrVVEE0jLJZ6/88fTrhHcmRW0GMlufBnQ6784C3RWFRotkwJ+AiHSPX9GkHYspy19n9/4Hj3WFyNsGkAMpPPT7YW/a93vwrP7Rn0HWM1XXX+sWhvCvkeKxvj23X+zw4RuvNiJcFWrp61gHcuj4Jw4q1fddVVuPXWW/GLX/wC69evBwB8/vOfV5YvFot45JFH3L88CsGAWtvrBmaC5ROW3Vx39ehLxEqDeXOB950w16iBKW1NOPuYQ6I1KK1S3Wn2TJ96ud895k/uHq0tNmCq2mTnZ3Y04V/PWur10eDT+tQNT0brjCG/f/oV/Lwaqp/RpAiWVSw4GmH+eQGyPH7J9lGFb5DLy0hMEARBTCh+dN82XPPQS/jV4zuVZdKydDIlso+wcAc7+zwrsXrO2VIfYY3wJ1t3/a4ahNOGF3H6D8/sxqbdg4H7V7gfuwyO1pY+KQxXCDMsr/KX9tcZPDa9oxknH+YoR8TTK+d2Y9HMDsMe+JFphMM2A9I03ZYxPO4Itm1V4Z+3LvUsoznT6PIkNY2+7rrrcOGFF2LevHno7OzE5z73Odxxxx3Yvn17+MU5RqUR5t8yQcpXIsEv5kWvWQDAPAqe7Zqu+I9byXarZmR9qWU+CNPwss8wMKhk9ExsG/jSLc/gwIh/h1SVu5n5CI8Iu7kBjXCivTQjR18rgiAIYgLBFsZa7Vxug2VFKy89V8dZW5bXV/ecdZvatm37TIlvfW63wiJNjU4jLCO+abRpsKxw0+iwHhw+vR0A0Nlcu7Gt7/lzAWC/9rblymuy9hEeGnc+084W5/5dQVgIfsvIi0Y4UdPo/v5+7NixAytWrHCPzZ8/Hx0dHdi4cSPmzg1qIcvlMk499VSUSiUsX74cn/nMZ7BkyZLQtiwL6OlpCy2XFC3VpN3trY3o6WlzzUbY8abmBnR2Ofb7jQ0FFKpCTFdnC5qrP4rW1qaa+vwXr1mIv3jNQm0Zvv7GqmlRi/CjLBQLaG52+s3+M5qbG9DV2eKWS+MZNzcFv4YtXJJ0sY9h9HS1oKenDQ2SH1dPTxva25yNhKJwf10dg4Hy0vpjPJMWzT10dcvNzlslzwVwvl8A0Nbm3xARv1/d3a3h5mUxEJ9bkXvOVsGSPh/+WJq/WyKI+PkREwf67CY29PnpaWkJXyux+aazoznVZ6n67FpanbndVODq6PDMW8X6OrtaleeiUJSEjS5E0Lq1tjahq0NthtvU1IDbN+9337e3NcMSpLDGpgbtPYwpzwANDcXAtT0H/PFVwp5PdzVPsenWQrExXByqSNrl3//L2Ufj3FXzsHLhNMNWgxSqn11XdR0LeGvklpYmLJ8/RXltZ2eLtn/1hilnZk/rQE9PGzp6RwA4nyf7fXRwv9tS9cOZMTXb9WGigvDAwAAAoKPDbwrQ1dXlnuM5/PDDceONN+LII4/E0NAQrr76anzgAx/ATTfdhFmzZmnbsm2gtze9lC0jVW3d2FgJvb1D7g7HaHVXa2y0hAMHhqudA0rVL8TAwAhGRpxgCMPDY3XvM1//eDU8fVnQHNoV2+v3mH9XbmS0hIEB58tbKlVSecZi/wBgcMgbJsfHou0cDgyMord3CBWJqUtv7xBK1foqFdt3f4ODwUBWMuI8k5HRceU5WX0NBQsVRfCGStnJndw/4O/v4NCor67e3qG6CMI9PW2+dkp8GgTblt6P2C8iO8TPj5g40Gc3saHPTw9bZ+nWSqWSM98MDI6m+ixVn91gNVhnWN5cRl//iPtarO9A77DyXBTKEu3maHXd093SELA+ExkaHsNQo1pwPjA4iruf3+u+HxwaxaiQDmloeFx7D3v7RpTnSqVy4NphYX0W9nwGq8/ZDlf0AgD6B3WiucOYZE0svl88pbWmz65S/ez6+kbQW3WPY2vg0dFxDPSrn9vgQPA3keZvpL/6vbKqctJgdY06Pl52NySGuN/tWPW3PMJ9tqr+zpjRWadeJ2wa3d7umAWIQm9fX19AOAaAGTNmYMmSJWhoaEBXVxcuvvhidHd3u77F+YIFBlDbHnjh5CH1Ec7KfzJgAewz5w6Sdi9lG5V+v9NovjPsflX3UfTsNXzH6xlxT1e37NaKBUtpvs6CZYnXZWUanTefLYIgCGJyEtUUOSr/8edN+JtfPWFc3k2flHfT6ApLO2W2ztEVGxWUF1ff8yJe3D/sOxamIR/QpE+SrZcim0ZHziMcLjEnkSIrDqaiQ9am0YNVBVsHM42uHufTJ8l8hCeVaXRXVxfmzJmDDRs2YOlSJwjRtm3bMDAwgMWLFxvVkddgOyzMvC6pN/uN+PII58CTRZ/72F+Wf2saba9WZJ951Jx0PAVDH+FgP8zq/8PTr+D0pTMj9ChkgpOcaihYysAHherGQDA4VvbBsszK27n9nRMEQRD5hU039Vqf/OLRHZHKR+2Frnw9p2xeUVMroiAsI0xmHKy7j7Dz3/SZmtyTSa7heuCLP6R7DBmvq9hmUIcQLItHFjW6uVjAV9ctQ09r4omMjEhcDD/vvPNw9dVXuwLwZZddhjVr1kj9g++55x5s3boVlUoFg4OD+M53voO9e/dizZo1SXerZtggokppA3jBCAr+CFqZ4UVpC57T/V7Yjy6tn7xsfPspF0E5aiQ8t3xI1GgR02b+/pZnQstUbDt2FEmACcLy8oWCs9ESDE4RXm/S9A6P47EdfZGuIQ0yQRAEEQc2f2Qhkzz7ygCue8QvKEcWyHV74gndk6weJqSYrqd0fTERGsOei1aolHSx3sGyxgzyCJvkGq4L3JJW9xSy1ggzmgUNr2jhyfiH0xfj0O4WFAsWTjtqOo6b25NSD/0kLn5fdNFF6OvrwznnnIOxsTGsXr0al112GQDgpptuwqWXXopHHnkEALBx40Z88YtfxP79+9Ha2oply5bhBz/4AQ45pPZ0PUnDVPiNgSTB3ifMwrtPaW2MHBEvTcJ+K8xMobs1WpAqHbrBSKYdZHmOgRh5ky3/fxHVgJpk6PmzrroPY6UK/vSx14SWVZtGqwT26kaF8EzFIToNjfDPhJRPJppeSm9MEARBxKI6saVlscbznp86OX/PWznHPRZVINdtUNfzjtgazHSZU9H0xkRoDDMjjmpmzKdP+us1h4WW9/IIm9WvyqnMwwvv//jmxcZCdlKoLEzbm4oYHCujwJ2//Jyj8fD2A2l1DQDwk/euxGMv9XlpZd3PzFv08Xdw5vJZOHO5Ph5UGiQuCBeLRVxyySW45JJLAufWrVuHdevWue8vuOACXHDBBUl3oS4w/4FGhS27ZQGHTWvD5047Aq9fNAMf/6XjY+LzEa53Jw3hd5XEH5YNYOG0NvztG47EaUdNT6xN3ZgXZpYQVT5lAq3SR7hQf4337oHwwAsM2Viq0wizw2I6hCwWBnG+06QRJgiCIEzYsLMPX7j5aVzz/uPR0dyQqUZYRnRBmHsdMONKwUfYsLzuvpIwjdambpIcY+u2mR1N+OCJ80PbLygUBipM7onvcyYCnBWibOBOnbhgCk5coI4wXQ+WzurE0lleUCvWnYoNFKxoPuppkq2H8gTCdequRnGb2+2kGGoQwtSft/JQTGtvwoKpThh8llg6T1hQB2JivPPYOZjSZpav2ARdRMVwTWzUIAnsMvl1qsTs/OHDp7XhDYtmGLc5WqrgpideVg66UYNlNRQLeMcxcssI1U5nmKl0PdD5mCvJQGAnCIIgJh7fu2srdvaN4omdfhecLDZ+5UTrB9/teurk2ygAACAASURBVAW4lC1xIgXLsm1tZ8wE4RCNcMTPr6HITJ3NytfiI7xwmjyFT9abLxYmhmk0g/+qeXGT8gcJwoZ4ptHOI/uPty3Hf6xbhp42ufnwl05fhP/3jhWY2yPPEZspvAtzSt9K3fgR1oe4GmHVl1tpGs09mGsvOAGzOtV59B7ZfgCrvr4eu6vh4a+8awv+6X+fxW2b9uJlTVoAKZIJoaFg4dULpuCQrmAfmFAt7qgGA4zVf9SO8/XJejIhCIIgJib1jhodlZo0wuK5kLr6R0q45ald4W1w9fzrWU7gWi+Ya3gfnfIa0+gEBOGSJsy2bM3Hsn2YmiN7UaONivvMvQMukDlBtRaWRWTOE/xHkMcukiBsiGga3dPaiNdpTIfbmxrwmoVTU+lbVPpHSrnalQkLghB1THJNo2uMGq1r97pHXgLgCMQAsK+a93hgtIS3Xn1/hN6qfYTDECeEFK2sPGKMajlZvxAEQRA5gm3eyjNJsDIOaftnqojcD654IM5HSF3/+PuNuPR3G7Fpz6Bxc0yoYxpYU2Gp7qbREZ8bWxOZ+hYXIq5y+XvKOp2PijBrzjyt6wEufRL3Wechk45IPj/tHMKc5OPsFGU1Xqt2ifYMjrkCTB6+kskaRnN5hCNGjQ7UY1DObYP5owjnv3brJtyzZZ+2DpWPsLJ8tRVxQzVMMK4HYi/NrK7ysYAhCIIg8oelfAN3YsuLRji6HOxdEPVaZoE2Oq7OwStSEATIRDTCBsGyQk2jq/2ZU3Uz5NHlETZ9ZIWI0s1E1ggzkgz4mghcfzx5JKO+aCBB2BAWNp35KUwkdD3Ow5cy6R+vabCssH7oxkI2CXtBx+Rc+8gOfPL6J9UVQeEjbJCvOizXcham0Tn4OhEEQRCTnLxohKP2ghfgA5vXIdcWFBvu+mv8bZmnT1K3EjWwlO78Z193RLBtRUpJk3oZUdeV/D01aNKk5pk8rOd5ZN3JWx+BOkSNnqyIPsJRyOMHn6cuhfsIRwyWZbH/imBZigE1aBqtE0aZmZFwIsbcLJtwtBrhanlxUzbqpJom/D3mqV8EQRBE/rHF/zmZSKJaOOmKq87ZwnojijacrZ+ipitKyzTaVGAtRLyPWgThRoXC66yMU/1Y0K+X87Su5+FTZubRNJoEYUNc0+gJqBGWkae7CBuwoptG632ED69GBHxFSHEkFi9q+hUQoqN1MRQTjXAefISNd5f51zlZwBAEQRD5RmEZnRuNcHQTbe+CYNRoeWUf++UTeODFXhx9SJdTLsK9syVrVNPoqe3yQLCAP5+uirA+smBZsiWETFiKGgU6qnUzHwBMpvB6w6IZuPTNi6NVmjBhSqG8mUbLPrN89dCBBGFDXNNo4ddlMh61NDoplJrr6ID/oZPmo2TgtwGIX8Tsv5ZJ/3bDTKPn9rTio69ZEAiRLw4yun6JptGMOObIOyRRpotV0xzZ94tNMDJBOHXNq+Fnx3c1DZNtgiAIYvKRN41wVIFcNxeqqnrgxV4AvJmzeXuuRjhCZGEbwHFze/Cf5xyN79/7ohsUNAoqFy6GpxE2q6+xuiY6Y+lMo/K1mUarBfEssSDfJPCCzKXcoRBYXyu2DRt6BVWWkCBsCNsBU/kO6D7bC0+aj7bGIt66YnYdeubwV6sPU56TRUPO05dRp3kFogt0bDNPN+BfePKCwDGxuC6olhjxkF07Woo+O3/02scDx1S5jgFeIywet/0BtPKyUgBphAmCIIgacAUr539eNMJRqWUuFP19Tdpw0w5VbOk6tWgFA28yXr1gCn54/zZlOycfNgX3bNkvPTceopjR5TWWpk8qWPi/j78GrVXFUhimguv1H1qFd/7gAV+wLJlFXh7WzFbI2j1vGmHZFy6PKZ4mpkd4BjAzjjim0S2NRXzopPlac9d6oNK88QJUHna5wqIzRxaEY0bEFsPttzepB9yKqxL2XzM0VpKWj/rb1wVlY8+jIkjCFeFYGsuEQLAsxY36NNUTc/1CEARBpIxq7jSzf6s/kTXC/OuI7kxxhAimGCjbtnS9F5pFQ9OpL52+SHlupKphVV0dNa8xAHQ0NySa9QMAprQ2+voDyAVh03azJG8yZkvVCnZWZ7N7LGddBECCsDHjLI9wjGBZWaOL55SHHw4/vjRJBMCowShYDZHvTSg/pa1JWdTNyedeykxAIrapQO8jLDeNhm37jqWSPolMowmCIIg6EZzH7OrxfMwjked8rt/iHB4mVJtqhPlpmW3wlyu2VJCuRYuoc/cbGa8KwmHCfZ1EI9NaZQJuc0NQCZIHTaZl6Z9W9j30s2BqG/7lzCX48hmeb3UOHmOAiSfVZQSLGj0R0ycdNaMjcCxPkdv4AaZRYnoedb5jA1vUgUssPbVNHSxC5SOsmqDi3oOu7aBptD+IRToaYX8/9w2N4QM/f8TNdyjrS07WLwRBEMQEw7WIynAe8Vs41aAR1pyTYsk33PcNjWHT7kG8/2cP4wu/eVqq7KgwjbBwbZimU9enJk2aoZFSOfR6vn9JY7r+k93/FMnaLy1h6ZLXH4XDprZiNqdFZajuiH0Fc2caDeBNS2aiq6XRi3yecX9kkCBsCPN3yGuibR2zOpvxwMVrpefycDf8l1CmCY0638XduRMHkakajTBvgnzLU7tw45MvO8cTkvLYc1g6uzNwzk2fFNhNhqARrv9KQXzU42UbT73cj18+ttN3nNInEQRBEFER5xjXRzhLSZgj6jTrs44KWHXpr3XXSkK5d//4Ibz7Jw/h6V0D+NOzu33nmKBXseVrozCXPd396a4dGS+HVwC58JbmulQmCMuUIKam1rVy4mFT8IsPrkKTRNsenmq0Tp1Kkhx2kgRhQ05eOBUA0NY08eKLSb93Ofou8gOhLBhZ2ETz7uMO9b1nSvvIgqDwTLpb1Z81n0f40t9t5I5Ha1IFm2C+fMZifPq1hwttV/8Ljdm2jUpeHKd0OY1TWr8MjpVwnyKQB0EQBJEv2LRhslbOcqpjU9iqr6/H9+99Mda1gCx9kh5XuyuU3Dc0rryGra9KFUcjLLomyQRR06WTTps8PK73EfbaN2urXsiMPGVucVn3k6FT9OTBfHsiQoKwIX/3xqNw00dejbZAAKV87ErKcCcVyTn3mGVhzeFTU+qRHP63K99h1D/jz7zuCKG+eIOBeNWU1kac+6o50rJelEX/VSrhO2qX2ATT2lh0cwcyjp3jvBcXAjaAUsqaV6WpjvDep6lO6Tfzpd8+g49f/wRe6R8NL0wQBEFkim5mYPMGK5Olj/CzrwzEbl9nHRU2N1oK02gdrl9xxfYrHaon4ppGFy39Wmu4qhGOEwAsSYFumcSqLqwtFkCLJw9mx2E+wnkR1nXksYskCBvSWCzgkK6WwHFvBzOPH6+Dtm+2jXMUwl69uOvzr8X3zjvGfS8bnHnSsoASBzrLsvD51x+JI6e3B/vkhv73H1elIYhKAxeUjbUxt6cFD1y8FnOntPr64PbJtv1Ro1MJliX/bpUrzm65rC9pLV827xsC4M8PSBAEQUwcxKU/EySztIx+388eCbj/mKIzjQ6bs1kqpChCOJujbfjXKywDStSo0SxAVpipMDONzlIj/KsPrcJ3zz068nUzOmQa4ezW+IOjzrNsD0kdlV8pJN+xYUgQTog8fwGlGmFmPqw4nzSnHjHNfT2joxkdnIl5mEY4rR+Q6jnIBmrRP5eRlN8S/xwsxX/RH9m2/f0Sz7/cN4Izr7wXLx0YTqSPfF9ERquBMmSktYDJ88BLEARBxCfrqNEbdw3Euk4XONLYNDqsIHe+yC2weGGOBSaVmQYfPacreLBKZ3NDoC4Gv24p285nFPY5iZvpZyydic+ddoSidDTmTWlFe0R3xp+8d6U8WFaGi/w9g45V24zOJq11YZ4Vcow8dpEE4YMA2ReP32VN44v57+uWce1ZPgmqKBmceZIype1uCRkQFc9BNri4PsKB4/I6aooazfIiC/mRg1GjbTdJvYybN+zCKwNjuOnJXdE6I+G3G3Zh3dX3Kc+PC6rxin8bvOb2TWCt5HHgJQiCIMxh04YbLCvjjc5SzHmMX88EUyDqr2VTmXiZmMaIb4Of/8JMo+d0t+CeT5+CxTO9TCNilzxBONg/0XVQXAfIEKv5yluWYLbE+rIe3HjhqwPHls7qlGZVyVLI3D0wBsBRIslgT3kimEbnERKEJzHcUKguY3t55pz39ZldRE2vRM4LvE6aX314lfZ8FNMXVVAqZfqkiMI8/7zEwY1Ph+Brw/YvDuopb3759xuxs29Ueb+jZf8DysI0miAIgpjYBKJGV/8nlaEhLr/dEG9DWdft8DzCctPoVsFklj/t1wh751Q+wmFRpDs0GuFp7X6T4qHxcq6DZc3plgvceds83zPoCMKzOppD8gjnrOMTBBKEDwKkGmHONDqL3w6/u8a/ls0DSc13XS3qvMBAtMfATJDFZ6uayJ6JaEbF56uW7E06fRCjRgvHgoE4kke1Kz86LgjC/Ou01i+Kz4ggCIKY2EwG15f4UaP9tDWKGmEP3peXX2uxDB1hCgDxOXe2OEK3KEBfef4xaBE0024KJQ15NOeVPZMs03V95rWHo6ulAR3NRe2CJoeP0iXPP1cShCcz1W8eG68uffMiaTH+t5PWoMS3wu9uioJkR3Mx0g/ohPk9gWPvPu5Q/OYjQROYQJ9UptGSY55ptBjIQ17Hw9sPhLbPw+/iim24mxgy02iDPMJJfsIqX+mxgEY43WjWfDu0S0oQBDGx0WUimAicMK8bgGgdFdE0WjH5NzeIGmHvPC+vOumTHOJGjWam0eJGfNGyAuvHofFy6IZFwQJuCLHWS5socWHS4B3HzsGfP/aa0PV5HiJbh5HHHpIgfBDABIGF07zox29cPAMAcOayWZnsIql+sOJYY8GKZK59xbnHBI4d0t1i5HOiFIQlx1W7g0kMlutWzMKqBZxAL5pGK9qybb1GOElY3Sqf5LGSTiOcko9wtZkJMDcQBEEQEUhSEB4aKxtpL2uBrXm27h9yjwU2s7mZctOeQWzaMyjUUS0XkJ+D1mEMfv5jvqaAt9keZgp95vJZvvfMNHpYeF4NheCW8/B4xSglVFdY/JYcoIu/kiZa02ha68SCBOGDgeqPgx/v5va04oGL12LhtLZMdpFUTYqTm2XFN4Fi15l+yaNoDlkMiMAElMBY+aXTF+O4uZ4gHIgarfARrti2EJRKqLjGvpXKlcBiQekjXBLL1dZ2HDyNMEEQBDGZSHJOOfU7d+GtV98fOL7jwAju3rwvkTbYOuuH921zjwViZXHv3/3jh/DuHz/kO8/WKGGbAPxp1fqOaYILPuuzIGcfPRv3f+YU9z2Lwiw+/0LBCmhSh8fMNMJZWG39+sKgFtpNDSV5ZrkRhLmu/cuZS/ClN3mWnrTWiQcJwjWSj5+GHvbjKBj8TNLS1vEDjU52syTHxPNhmMr5UYI2sIlIfFz1MJ9h/Xf/u33wl7Ph11Qn3ZOLrn0cp3z7Lt+xsiJo2KgYLTIL0+gJZjpHEARxMGMyZtvu3Jvs+N47PB449rbv34+/+dWTidQvtSwLWHWFBcti5fzHg+9502j5wsbUNNoSTJ6bZPmWwDTM/nOi1lhGAVYmmsxDu1sDx/7wVycByJ9ptIo3LZmJdUfPzrobRuR5PUaCcELk2SRBFKRU59NE1aRsp1P3AzIRXuvh98x2BwMpjOqwaxj0Ebakbdm2jcd29HnvExY5n9jZFzhmqhH++v89H3oNQRAEQejmbDZ71FtBl/Q8JRM4g37P+jq8YFlqU2jxvUJudfsTJgiLNKgEYZlG2MBHOE9rZzfncJ41wll3oEbyGLOFBOGDCNXOYBZfTL4ruojCBcvSinN8RMSTD5viOxfVNDaKwOyNiYJ5snENEXA1wRb/NrBDWbGBb972gvteNQHV+mnzArhqsSD6CP/p2T2h/Uoa9/PP00xLEARB1Ez9BeFk65OtvyKmEXbnMp0GWDxfLFhYc/jUQF2uIBxxemwsyMWGYiGo2X3pwEjohoKjcY7Wh7gsm91pVE6qEa7L4i46svX6f73rVXjfCXMD+aQJM/LvoU7ERtQIRomKXG985tCaSMdhPsJscrnn06cEBi8Wudh0cFBtjMoEKWZGFTBProdpdKA/zv9A+iRxMky8Jw7fvd3T7qp2SUdLOZk1MPF3UAmCIA4mZGM2m968//WVhJOuX7a+CMYYiWkaLZTjhU8LFr559gqs+vp6XxmZRthEIFVphDuaioG10nfv3OIL0CUjTR/hq88/Fqv/352h5WS9ybMl2+JZHVg8qyPrbmjJ79MjjXDN5PnDZbg+wiqNcAaSgi/ND3dcJlfpTHzPXzkHgOPvIt4fC+zU1lQMXCcjzmMQe5aG+QybNEJ3k0MiS8bltmd3u6+VUaNFH2G+H2lphCfCj5MgCIJQIs7LbB6bDBrhgGtVmBmxWy5CkE6hWSZsy3yETebMBoVGuKO5QbqGuv6xHdr6LCu9NWhD0cIFr56Hw6e1hfRJ9lnlZEEx0Xf2c9h/EoQPIqJoPOtNxacF9o4HgmVZlnJw/ofTF+HjpyxUtjE87mgljQVhpem4Gp1JUlK4VQrho4NRo/3X3bV5H8brYM/DN6MKICH6CKuurye28J8gCIKY2Lga4TqP7MlrhGWm0eIcHm5G7Fynb4s/zdZ9ovAnixptgkoj3NJYVAQE09dXsNJzzitYFj52ykJce8EJka8t5cRHeKKTQzmYBOGDCbWPcPpUOPnMLxQLptFQCzKOT4q69yxiYVujqSBsVMxHIA9gHSVhQQ5GMDCz/8Dld2zGf96xJfn8iFwzFYWcLfoI+y5PLY+wnWp7BEEQRL1g47nzrt5ySdLVS02jA3O4WR0BjbCmXiZm/vx9x+HuT61xjzONcENE0+hGTXCtOEoVK+Z1aZMXjXD+n9TEgwThGlm90AlCcMbSmRn3JJw8jTVlhUZYnNwsjSQcdj9JmUbr2hEHR41FcM2I0b+Du8nBa37+0Hac8u27sLNvJFBPXPideJVGWPcc8jGdEARBEHnhmoe249pHgma0opBkI50NzqQFn4IsanRE9yU3j3BIRT4f4WqzDcUCGosFt4WiFS9qdGNRLTbEWVqkqRGuhdxEjZ4ID0tCTvYRpFCwrBqZP6UVD1y8NutuGBHVBCZpipYnIB05vd097tMIC9c4crD8FxSWFzk502jz51aKYIrMPw8dgaBn1f6EBcvi2d47bNyv0P74Ni6ij27kI0wQBEHw8BkPdLBxvd6CSdLzh0mwrNBbYnUYbIKH4UWNjmgarRGcI8rU7jUTQbjLiyA80cnjZ02C8CQmmIoom34wfv+XJ2Ok6jtaLFi46OQFuOqerf5gWcJgY1mWcpAP+0FFNo1WHNcFnRb7FiXperFgoWwgCbMq3fRJrnmUUE5Tx+6BMTy+I5gHOA4+H+EYk0O9fbuC7REEQRATGc832P8/DuWKDcvSKweiCMKtjQV3412FPACT2Kb/gEpbGzb3+0yjFbdYkGiETZaIjZp8S3yKR9PHZ00UjXBOFhIT42lNLEgQnsSw360nQGX7A+ppawTQ6L53TXy5MlPbG7G/mpoIiDagirDgBm1NZl9z5YSh2UEQhboogmFBZ/ctQexfWLAsnkt/t9G4nTD4ZssVoL2piMExcz/ktPMIEwRBEBMTVwkqHK/FdPmkb96BRTPa8fP3H68sE6V+E2s7mfwYEGCF900KoTOsb2L6JGl/qhv8uvWNDDFq9E0febXrNxxniWlZMS9MkF9fuCo05WNeNMJ51KhOdEgQPhio/nCy1giLsMnDtm28eelMDI+V8fG1C3HuDx90yziyonwAMhXsVZOJqj9icZ3pkNi1KINlVN8chqcRNjeN9l1f444i327FtiPfR2pRo91gWSk1SBAEQdQFVxNcHdBrlUue3T2oby9C/SaCsFHUaEEWU/njhgXK9LcrlvX3x3B55CJGjT6kq8V9zccxMX1+hRzoOA/tbg0tk5dgWROVtC0Bo0CC8EGEieCoC4SQNLyJ7z+9ZQkAYGC05C8DteAUdjdXnn8M7t68P7ImXHwGOkGvFkHY1Gc76Ddd9REWTuiabipa2ty+UeDvcWi8HNnHKO3xMM8DMEEQBOFHOqOwjU33bZ2DZUWYN0z2gmXriLCsE+JaxHMR1vftwEhJex7wNMH8+shkraT3EfZMo01JM49wLbxx8YysuzChmd3Zguf3DKG5wcxVMU1IED6IMBmsP3Lygvp3pAqvERaPMXR5hMMGz+Pm9uC4uT3G/SlVBcXmBnNBWJy4QqxrfMTV0LPLRH/qXf2j6msimmGL8J8RLwjfu2V/5LpeOjCMI6a3ZW6qTxAEQUwM2LSTVvokvv4wwdNkLpOVCEuDpEpVFAiUGaNvbJXDnzXZXNAJwlyjxirhvEeN/uUHT8AhXS1a3+g0majLpq+8ZTHu3bIf86eEa9/ThtInTWLEYShMA7l8dqdxhOUk8HLiBY8xLEttkpL0eNDV2oAzls7EN85e4TuuNY0W3kcNlmWEUCXrzsPbD3jHAGx8ZUBZRa1m8fzEW2ti+c/e+BT+uHF3bR0ywNMc1L0pgiAIoo6ImuC654fXZLMQUc2vx87pcl+bzPfiPYn+u8pAmZoOiq2yolF9gxkNBumTomuE8yvdLZjahqaGQq77OBHoamnEm5bkM80sCcIHAeznGzbupf07ZwNLRacRhhOQSVFBov0pWBa+8pYlOIabvICQYFliHuE6+Agz015dab6PS2d1BM/X+Kx4s+qy6MgUgxf2DtVcRxhR10m2beNXj+/Ec7vVGwoEQRBEfZFNV7ZgGp2uRlhfViUk8f60ZlGjhfOKmwzTJPv7Jj/ONvj5tYGR+5yBaXQUsk7rOdHIt/58YkKm0QcReRtw2HjKj+lBjbCFcYUknNbdRAmWVYogJEb9PNgkJZusihbA4jbLTJd8l8R4cPx91aoRBoCe1sbwQjUS1Tf4vq378W9/fA5rDp+KbwpWAQRBEET6sLmrr+r36plG19lHOIJGWGU128hFWDbKI6zpg+64TjuuNI3mAltFQRdHxopRZxpBXD+5diHsFOPfEBML+mYcRKgGp6wtR30aYcmoOJa1IKzLIyy8j6QRjmcZLb1vfrKTaZpr3QThbyuJNALdrfXfg3PzThp29+U+x8c6X9tFBEEQxFf/vAmjpUpqGmG++jAzbNX8ymuE5VGjxfdmmt4o966az+JmrdD5CLub9bFqrh/vWzUPnzztqKy7kQg502dNCkgQPojIn0ZYormUvFdqhFO6Hd2EIQqFkaJGG05E83qc4AIfOmk+APl985OTVCNs3Cs5qmBZcWmpRg4cLVUCkcKzgmm604ycngb/+LtncPkdm7PuBkEQRE2MlSqp+Qjz1Yc1pZrK+blYVuYvr3tc2SbgCLwPb+8NXCeaTOum5MB6odpIXKFVFzTK0zKb15q3dWneoaeVPJNrxUdoUf2AsvphyYJliQNowfLS/py5fJZQQzo915lGi2bC0TTCZv3vaG7AAxevxWlHTQcgv+tCiEbYlyLBuIce/F0lYRrNavjAzx/G6y6/u+b6pG0wjbBheXZfcXfK88pvn3oFP75/W9bdIAiCSAx+GhoeL+NRLnhkMvWbm0YrfYR9gnD4vCIzef7otY9z5+XldGbiqlbjCK2AXiMsZtwwYZJNt8QEhAThyYwYgTBnO2+yYFnBQs4uMACcMK/bdyqtAVQnGJUEbXUUITFu1EaZSpivSioIx2vJJWnTaLab//yeNIJmmfV3sgrCBEEQkwHL4oNleeP6pb/biI9c+xj2DKhTCEbFrxEOM42WH+cFQ5NpRWwmkCapWkCcgnVzsijo/vOZS7Hm8KmY1dkc3iEJuqjRLTFyxFI0ZiJrSBA+CGDjjGogzspHmHUnLPQ/8xHmA08A+TCNfunAiO99OcLDNNUIi4RdFbdeHUmbRqeR0ihqsCy2qUGCMEEQRP6wbXnsh2erqQNHSrVnNGBECcalEuZ4NxsjjbAwZ4nxUcoKjXCU+fToOV345tkrYq8TdBrhlkbnfqPUTNNtNGjjIHlIED6ICPsBpf3zetWhjoZ37ZHTlGUsy/MRFn1T0gojr5swrn9sp+99JB/huAphaV160+ha0WmEL6z6Lkerr/6ScFzT6AaaaAiCIDKDnx74dUvFtt25o95zCF972LSuWiMULMvVCptYgIm3NCYI9mxDWgybUk5jZ7mKLoZGS/Veo0yhJNgRWUOC8EFE2Dictmb4yBnteODitVi9cKqyjAXPRzhgkpMDjbBIPfIIi8jmDf6YbMe21s/WpxEWJt0TF0yJUZ9ZuaGxcmxzNzvwQg8ThGXPd9/QGN7/s4exqz850zuCIAgiiGrI9pkr17kPfh9hfWsqWc6yPOHQRAMbMI2WBM+S9SfOpkBc+VO3bmlpdEyjk4gjQsihbYPkIUH4IGIi7rxZnI9wUCOcDlF8q9MQhMPuvB4aYX8qCf+5OL7Opk/pfT97GGdceV/k+uOgm7x/8+QuPL1rANc98lIqfSEIgjhYuOruLcL7rVj19fWB+bQCO3Ye4fFyBXsGx4zLVzitq20Dz+3qV5bVrRGaI2hJw+6JZVgIRJdOSPA0mcl10z2713FDH7Erzz/GqBzhMQGX8bmHBGHCJY+/rzz6COuCTJQq5j5KcYOXyS4LM43mNbpxmtVN0Kb5kHX1qTYQXtw/HL3yKm6aDcPypXK08gRBEETtXH3Pi773/VWBb1QwDa7YiJ1H+O9++wzO+N69xuXFOeqDP35QWVY1pxYsy9WSxtEIi9z5wj5p36LEJpFx+TuPNi6ruwt2r2FMa29Cc0MBi2Z0GLdLEPWCBOFJDBsb0/KlrQeWZXmCcEYaYTEjwOKZ/sGbFzyjpU+K1x/ZZfwcW59gWZr+aNo7K5DySo4qV3QSmAbNcjcxNMVTdMXy8Y+/ewb3bNmXTeMEQRAZ+a94qgAAIABJREFUIM4Ltm17kZMjSsL/99yeSOV9ptE2MDCmznev2tQuWEBrVTg0mZajBnh0+lbbpGTbNmZGiCCtm+9bDNMnveawKbjzb9ago7nBuF3CYeKu5vMLCcKTGDY+mspFedSEWfDMbMQgDWkJ+OIkJ2pcZ7Q3ua+j7MzGTZ8k9REOqTfOZ2vbNn739C6MlytaAVAneC+f3Sk9Lu5om5pSRSFqjcw0WrYYYXdYi4a6Fn771Cv45PVPZtI2QRBEFoiCMC/78mfYFJTkRqWvLdvG0FhZWVY3lTPh0CyPcPS+JTl11rqHbqoRJmqAbKMThwRhwh2op3MCXV7gf/OiRjitrTFRABe7wVIGRCW+abQkTzB3TFariab6xf3DeHJnn/v+9k178Q+3bMTXbn0ev3xsh/K6QgH48hmLccT0tsA5VbOB6Jh10AjL0mzocAVhTfnbn9+Le0kzSxAEUXfGyrZvPrNtb5vSFjS2pphqUP3BsvRtqOZyy7Lc9YFZ1OjofUvKPzgqc3taAsdMNcIqultIQ0ykD33rCCya2YFL37wIpx4xPeuuBOA1hQEf4ZT68K7jDsXOvhH87zO7MTReDkx6rTF3QZMMlcXPsbJp0SSwyDt/8AAA4IGL1wIA9g+PAwB+9fhO5TVO2xbesmwW7t2yH8/vGfKdU03s4uF6mEbbwv8wPI2wnhuf2IWTDlNHOk+LHQdGsG9oDCsO6cq6KwRBEIkjpg8q+9InBcsnqSzzbR6HTAoqGZc3jTYREePItPHTSHmd7ml1RIFTDlensuT51YdWoae1MXBcphSwYDYH/9e7X4U5XeYm2gcrpA9OHhKECQDAWctnZ90FKZv2DLqvG0Qf4ZRGhLamIv7uTYtw1+Z9GBovB0yj45oDxe1/vGBX3PWGQ6npBMtMo2X9Uom3ovlxPUyjo9rJlarCuOwq/t72DOYjhdLbvn8/AG/jgiAIYjIhWgrZNm/pEwwAaTLkm84K/lRNYemT1HNqUzFK1Gijrvnm5iRyCE9pa8Lv//IkqXArY96UVunxhkJQEC4ULCOLtGPm0IYukQ1kGj2JyaPPby1k5SMsIpo4Ncc0B4rbf3mwrNpNo0VML2HPQ9auymxLPDweIdp2ZAzvI84zIgiCIOrDWLniEyD9frvea1c4NqjTVG4sC6bROtQaYQuNbvqk8Pl+/fNmAb1k914r09qbak69KLu8oQ7pHA9myEU4eUgQJiYMgajRGQ0IDULDTcWYP6PYUaODFyZhGh24xlAwZG3LJnpVu+LR6x5R+yD7ruNM40LLuv9No0abORWn/bWrNSooQRBEnrjmoe3YuGsAgH58EzXCFduWaoQZSY6VPj/cUNNoZ1Y4fckM4TjQFCE9xH1be80K8sGyatzATXJ2ka0BZHIwzWjxITk4eUgQJiYMWeURZrB5UbT+iTLR8cTufkjUaBlx5kpTk6uiRiN89jGHSK8RFyzXP6b3Q2Zc8punceI37jAqa2Qmx6XjMPURTvuLR4sGgiAmE9+87QW892cPA9DPTeMl/0nb9jY2fe4+dTCN5o2U+kfUqZMAXSAsy90oLyVoceQX0oP1zpMEskoD2VOoVctMEPWGBOFJzHFzuwEAMzq8AARffONR+NFfvCqrLtVEMI9wNgOsmC6oQaERPnJ6Oy55/ZHKemL7CEuOTec+47CZPkxDunnvEPYMjhmbXBU0PsIdzQ14w6IZgeNRN+7ZZB8lF6QXXVRd5lu3v4BXf+MO2LaNUjk8anQW5K0/BEEQSaHT4o6WK775jtcIi3l+AaBiIuaaRmbm6jrvRw9qy7IVgBhI07I8i7HxUnLuP3xNsvAaJmbY9UAm8+rSKxLRyeqzncyQIDyJ+cjJC3DDh1dhPhfY4OxjDsHynEeZ/c1HXi09LgqcWQ0H4g6nSiO8ZFYH5vXIg0oANfgICyml/vTXJ/tyGYcRtg4470cP4ozv3RshWFa1X8r7CdYTdXO8lhQRqisf2X4A1zz0ktufUkUdLIuHpiGCIIhk0I23YjYBRyPsIJsSEs0jHEFuZQJwwQLOXzmHOw7XR3hUuJfVC2vIPBCSPslECVsPeUpuGi1J95h80wQRG4oaPYkpFizM1QhieUUVhTmQRjij0VQUhMUgXgwL+j7G1wj7A2N1tzZGqss4WIipj3D1edy3db95JyIa/Jbt5AerK+7c7L6u2LYbudq2bdz5wl70jZQwo6MJP7hvG05aMCXh1s0hhTBBEJMV3TQzWgr6CMte18M0Oko0Znf+tSx89rQj0dPaiCvv3goL3ka5KNR31ZAzl39md7ywV9KfbBZHk8k0+o2LZ6CzmUSkgwH6lIncofS2ydgkhM09oqmPShC2ES7snjC/Bw++aBggowpfZ0d1oOZ3XcNMn02DRxlHja5+Yi/3y9MKyYN3Of/n9rRge+9IaBs1BUFRXNrc4G24OBphr+Cnb9gAAJja1oh9Q+NYNKM9fvu1QrbRBEFMUnRju0wjzARg2WUmVkxiEVX7UXx6XfcgVmf1v2V5PsJjgr9zLdGU+fv89z9tCpzPyhxZpv2dqILwv561NOsuEClBptFE7pANpjIy2/UMRI1W9yPsXq449xh86x0r8P5Vc2P1he1Y1kUjbFhQkjrQxzuPDQbMYjWz/neH7I4nkStRpKXR63jFtr1gWVxTLcysjdNMpB6kLd3mCIIg6oYoeOrkzTHBAbYCuY+wV3eM/iiOX3LTU8Z1MFmv4GqmnVoteBvlYgTshphBNk3ISmcga1d2mzSnEXmCBGEid5gO4lntM4obnKpgWYD+Xlj+4dULp+ITaw83bp+vk5lXRdkUMHV9GhwtG5Vjwv6cbnmkylXzp+Bb71jhO2YLu/rjsogfHLWkGVZpwPn8zxXbdk3B+dLNVTN90UQvTUghTBDEZEEUfHVa3LGAabQ+CKKJtZNYIonx1dMIW746LQtoapALwrVobdkzVGmtTZQJ9Vg/TSaNMHHwQIIwMWFJP32SM+mIqRJ0GmFdQCxdRGkdfJ2uaTR3/ojpIWa8hjP/8HhQED71iGmBY2yi+7Yg7F55/jHua/EpVIRdfTGQiEgtGmHVlS28aXRFviCTaoRj9yQeJAcTBFEvVn19Pb7LxUuoN1HcXBzhkXP7sW13/pKN13FiKiaRe5itRVxfZfe4pfQR1m2gh8H6PFqSb1ZnJXtOJh9h4uCBBGEidxibRte5HypEubdJM6Gp5oB3HXcoprSZR3rm4auc0tbo9Kna0OqFU/HqkMBOpouFkkQNy2tRGezzamvyBzk7bm4PV8Z/jasRrr4vVzyN7P6hMfztb57CwKiXu9E0gnUURNNomaaB3a+omUiTJBZqBEEQKn543zbt+Q07+6Qbo3EQRzPd2C5qPH0aYVndRj7C/jJJjK5e1GimEa5umnPpk0Qf4Vo0wqwmlaWSiYXY2iOmob2piHOOnRNa1hRZsxQ1msg7JAgTucN4fsiJj7DeNFrex1oEK77KT7/2CACeIDy3pyV0kjGd+GVmV00SQdhLn6RG1IzL/LzYjvl/3fsi/vzsHtz05MvuuRqyJykV4KJptLdA8i5gWuMsTaMJgiCyond4HBdc8yj+4ZZnEqkvaBqtLlsKBMsK8RGO0Z84+4xNRQufOtVzZyoIGmF2TxYsNyijaLZdi6aU1a+al0zcj2d2NuO2T6zGkYaBIH/63pX4ylsWa8uQaTQxESFBmMgdxnJwXXuhRhzX9abRcsJMgU3oaC6ip7WqEeZ2pMM06qYaRpnfrlQjXH0g2l1oUSNc/c8vgtikLqunHnmEW4So0awJn49w9X592hBKaE8QxCTAZC4YqY59T73cX5c2dX0oVWzfcMtrhGVTQpxpIo61UWtjEe85wQtwKc5Znmk0sPrwqXjXcYfis687wlemWIi/hnFNo8fja4SjsmRWJ85YOktbRh4sK3iQbJyIPEHpk4jcwQ/i3S0NODBSkpbLaqNRFDQbFWGTZ3Y0Kfs4XpNGOFipJ4yGT66m875MI6wzjdZ9HuI5LwWG1wYLJuKmoLCD5ZNE1AgzZKbRI1maRmfWMkEQk5laLG2SalPXB3Ez1pdHWHKhkWl0aInosDnLM432jjcULFwsCMHsXKFguS5BUWD1qzTCmfkIywRh0ggTOYc0wkTu4IfN3370JE25jEyjhfeNDVbg/L+cuQQXnrzAJ7ROb2/C1KpPrxhBMk77/P176RvCJWFj02hJH2WCsNev6EHD+DXAoy/1OWUlRWtKn6S4VtQ0uMI5V0amEU49WBZJwgRB1AETwTFp7aJoIqzrgRhgihca46ZPEstEyResrLP639vEdY6EPbu4uYTZvY8ogmVllVpSZo1mGvOFILKCBGEid/Bzg07wSlsiYcGfWhv9QaGaigXM6mx23xcKFt60ZCYaiwWfsDVvSiv+4c2Oj00tPqdihErAm1ALBhphU+2qbIHQ3qQ2ItFaRms0wsyy/Is3P42dfSNuGb712tInyeFvr2Lbnmk093xcjXBCgWLiYJIShCAIIipZaITF6SfMNJrHZ7kjKV+JMVae88MHI1+jQowarZVzLUsbMEt3bViwrHxFjXb+s1SPBJE3SBAm8kdOdxAvffMiXHvB8egUBvSGQgE3X3Qils7qAOCl3AGAAjc1NBQsNLMIkolohD3cPIaWldhu8LhklaSbzHQ7v+IpL+AJ3GAiAHyRovkFUj1Mo/n6yxVbqk5ozkGwLNIIEwRRD+oxrkZtU2saXbF941/Zt3npvZa506gQNxb3Do6FX2SIOAfq5mLHNFpdl86kONw0Oh+BRAGvL185Ywk+d1rQRJwgsoYEYSJ3mA7haaeVaWks4vBpwQiLTYJpNF9G1No2JZGORxOZ0UwjbNZMWSKsd2sEYX2sLHnUaNu2fZGoLcuSmlEnFTX6oW29+Pc/PeccF8rI2mBrEV4zkc9tGoIgiGhEGVeTmm3FNrUa4XLF1zLvF2xLtMMmgn0SywaVgMsOf+jE+Xjbitl457GHqOuAXmDVmU2z+1RtqGcXPyV4jN1iseAPUEkQeSFxQbhcLuOrX/0qTjrpJKxcuRKf+MQnsG/fPmX59evX48wzz8QxxxyDs846C3feeWfSXSImGKaDeBZmXTJYnkA2OR45o809x89zRU4jXEvwJan5EddQ2Gaw6QaCzDS6q6VR3a8IwbLYrnzFBhq5qNuqz74WH2H+yr+87nFc/9jOatucRti2OXPt4LVJ+JHFhTTCBEHUAxPBMYq21YQoeXxLFb/+lu/vvqHxgMuKrI87+0bw4f9+NEZP49PZ0oC/P31RwI3qgYvXYuFUb32ge/61aISz8hGWtcuOWTDYpSeIDEhcEL7qqqtw66234he/+AXWr18PAPj85z8vLbtt2zZ84hOfwEUXXYQHH3wQF110ET7+8Y9j+/btSXeLmECIg+nl7zwaP3nvykC5tDXCXrv+92znlvW6mxMW+XtJSiPs+Qh7dbNJM06wEBWy9EltTeod3SjmWEyurNg2GrkJ34LlCsM+H96EBVHeJxjwP5OST+tQPZZAuqu4kI8wQRD1wGQuSFqmEpvUCYPjZf84LU5Jl/zmKQB6Yf3H92/D4zv6onc0AqxdkzmQj/Ghe/46/2E2Jzy/Z0h6Pk8+wiT7EnkncUH4uuuuw4UXXoh58+ahs7MTn/vc53DHHXdIhdsbbrgBy5cvx9ve9jY0NTVh3bp1WLZsGX79618n3S1iAnPiYVOwdFZn4HhWSjpRMGHCrSyIFT8hLZ7Z4Wo/k/YRtjjhMVQjbNiOTAuqm2D1cUEE02juf0ORN42W978WXzbZhsloqYJfVTXDANMIO6/5z4Z91vwCLEsX9hse3xleiCAIwoAo42r9TKPVZdc/vxdDY17cCHFD9IEXe319kwXLEtMT1Wf/3KnURAAtcBpS3Vyi0wizW7p3i9zaMisfYb7LLEOGu0lBG7pETkk0jFt/fz927NiBFStWuMfmz5+Pjo4ObNy4EXPnzvWVf+aZZ7B8+XLfsWXLluGZZ54JbcuygJ6ettByRP4oFgvGn52uXEdHcybfgdbWJt/7qd1t6OlpQ0NVIG5paXT71TXmCVWfPn0JeofHAQCzuluUfQ+7p84hZ2FQKFhu2bZqn5qbG9Dd1aq9vqmpwei5yUT1LkndrC7RTItvo6vfH5Ck2e2DhWbOfKy7qxXNzc4E2sJp1ts7/M8ryufe0RF81tc8uhN7uCApHR0t7oxtc4uIJkmU7IaGYrrfuyGvn//6x+fwwbX+gCNRf0tRfn9EvqDPbmKTt8+v0uiNLaxfR33p9/jgaxbgi2csBQCMVTcqC5aVSN9HuQhRPT1t6JVYHvHct7XXfd0izL2N1edZqNbZ3h5cEzQI5snd3d4cJpY1vT9+7gWAxkZnnuDnfhXuOqG10d0gPm5+Dx5+sddXrqARhNn36JUBeaCvZm7eSvP7ZnPt3vSx1diydwhX3P48AOezOXXeFPzTH57FOavmpf47yNtvLwkm2/1kRaKC8MDAAACgo6PDd7yrq8s9xzM4OIjOzs5A2U2bNoW2ZdtAb6/cLITINz09bcafna5cX/9IJt+BwSH/5DMyNIre3iLKpWoAi9GS26+BAScd0JyuZvT3DaMIJ8fw8fN6lH0PuydWp23bbtnREUfAHh4ZR3//iPJaABgZHTd6bmOSHIWDAyP47BsX4Wt/fDbQXz7n46zOZl8bgwP+Pg2POH0oVyo+s5S+vmGMViNHDw17z/lA3zB62z3BOMrnPjAQ/J68tHfQ9/7AgWFX2zDERa4erj5XnnKpkur3jm2euO+FtqP+lqL8/oh8QZ/dxCZvn18vN5fx/frh3Vvx1ycvAAD0DYwCcLTHSfS9t3/U12bvgWHja/uEeaRoWejtHYJdza/X3z8a6OMwN54DQO8B73zcsdSu+J/F+LjTxig39+uuBapzdnUPwJKoqXXuQOOlMl7ZMxCYGxhlbu5O8/vWx/WnuVLB4iktKFc3yPsHRtE9ox0PXLw29X4B+fvtJcFkux8dM2YErUKTIlHT6PZ2J1quKPT29fUFhGNWvr+/36gsQYhkFr9IaDdgGs2dk5kovWnJTExrbwocN8U1jZYEyLLtcJ+cWnyELVhYp4iEyffn1x9epTwH8D7C/mBZtsK0WzRvi4LsfgMpPMCZRnOa7VwEqspDHwiCmHREihqd0GAYqCdCteK4zeJz6KJGJx1fApCkA6z+NzONDh5rLAaX4rrHXbGBvUPqtE9ZBcuSmmQLuZUJIm8kKgh3dXVhzpw52LBhg3ts27ZtGBgYwOLFiwPllyxZgqeeesp37Omnn8aSJUuS7BYxSckiB6Ks3UYhWBY/F9RjOpLONRZbENihk6Dpc5OVc6qW189P8A3CxB7MI2y7//lgWX98dreiL/LrTZCVFGX8SsV26/T7CGdPmG9VVkHjCIKYmNy3dT9GxsuZjB2BYFkRRtmK4K/TUPRPLKymj/3icVxx1xbnGjFKdR1vOcp8z8fDaOLmy6MP6Qq91rZt7FGYRQMZBstSy8H5mEwJQkLiwbLOO+88XH311a4AfNlll2HNmjUB/2AAePvb344nn3wSN998M8bHx3HzzTdjw4YNePvb3550t4hJSFbrf9F3VtzN5fPg1mNjVp603vlfMdEIG7Yj08IWLEs5yWqDZSn6ULZtn9B81d1bpRFAA4sZTVsmvNTrN7Gr2F6dvIm3dNMg5UVG2L3mJY0YQRD5Z8u+IXz8l0/gLVfe5wuIeOMT6QTiC1jjRBi/xDR6YsYGJtjf/2IvfnDvi9L66zFcsm6ZaGL5YFkM3ipKFO5V7fUJJt88VkaxmmW3X+A26Ynk6G5J1LP1oCZxQfiiiy7CaaedhnPOOQennHIKKpUKLrvsMgDATTfdhJUrvTQ48+fPx3e+8x1cccUVOP7443HFFVfg8ssvlwrNBCGS2cBanfXWHD4Vl7z+SHS3Crl1eY1wPQThYDOeRti2E8sjLFugqKI6830wOcfn7G0siudkfYm2q79ln+c7I/uePLHTn06jwuURlpmEZ0nYvfKns8x3TBBE/hkcc/xH+0dL+PmDXjaPf/7f56Tlkx5RApbREXa0VabR3vnwa+qxbIhjGs1PifxmumjuLaNiA+OaFIwSS+tUkJlG8xktiGS46vxj8d8fOD7rbkwaEt9SKBaLuOSSS3DJJZcEzq1btw7r1q3zHVu7di3Wrl2bdDeIg4DGQjajPRvPZ3Q04ZxXzQkcj2uWdNX5x6KlMfyeZGmaeC1qUj7CJdEOrdpOnN1m1RVOHuFC4BjgF2DFrjiLJ3U/zv3hg773pYodWDTxlG3bfS6hGuG8UX0W2/YP4x0/eAD/9JYlePPSmVn3iiCIHMIPgy/3jaoL1glxSI2kERZNo4W5QyZUB9InaUTMR7cfMO+MBJO5UbZhzLsHuYKwZu6xYWNcuK+ZHU1uFOmsfIR1rU6EqXSisHJud9ZdmFRktG9EEOG89shpynOff/2ROPbQcF+aeuCaQSmG/bhmSSvndkvzJavq9wflqvYNCFVD18s0WofYJVWwLOeY7Z5jZ0STuChz6qbdQzj5m3fg9k17lGVs2/tcx3yCsKxwhMYTwNQ0+oVqJOw/bpT7WRMEQRS4mcNkKEtagFFpaE9fMiPytSofYf81+vc8H7n2sdA+ABpBM2KwLPZSphHWYdv+DVsAuPL8Y/Ghk+YH2kgTqUbYfUWSMJFPyMicyCXrP7laGkmRcS6niU0bNpGqTYTr275K/AachUK4RthsQpKZ2VoWYt2guHDgg2WJgbV4AdyynEm/loAnT1bNoNc/v1dZplzxTKPHeNNoSTupm+QH7t0fEI2dLVZXPzJNPkEQBOAfvk3mgnqbRrNgWdKIwwLiPCBeY+ZWk/z4zeo0EUBlrk1+H2FnPtSbRtsBQbhgeVvwlmXhW+9YgQOK9Er1QusjTHIwkVNIECZySWtjMesuaHBG9Iw2XaUN+8ykw3yEDZspSXxlY2uExT7YwCevfwJjZX/UaIATwO2qAG3bAZO4KHOqqdbDDeDFraZkptFpT+hicxUbKEoWs0yTIPvcCIIgADOBU0ZS454YJZoNt0VhHlg5txuPCKbKopWSeI2ZaXTtqJ5gFNNofjOTjxpdNBAcbVvYsIUjhLMaCwBWL5wa2pekkWnKXR/hlPtCEKaQaTRBREQVIdIzma4v/K4vwzWNNvARNvXJkhWzrHj3Jy6+bAD3bNkPIBh1my1cbHjabXGBk/SuvuMjLBF6JWXTFjPFbqkWdsxfTjQjz4LHXjqAk76xHvs1uS4JgkiPgdEShsbKfo2wwXVJj7WqYFlFYY6QmQiLY59YxChnfB2HR5M9hoLkvniNMJsOdZZHNoKm0cWC5bYfd7OjVrSb5DmYlwhCBgnCBBGRsKBY9Z6E3B1l/lj1v2MaLW+/vcnRsvMLm+/fsxW/fHSHeduQ7/qaXMdoLFq+xUkw8iczm+bTQsWfRNn96nbrHfPr4PGbN+wKlo3dk3iI7X3jtuf95wWNSh40wj97cDvKNvDoS33hhQmCqDuvu/xuvOG7d2vnpzTyCquCZYmxL4uc9VFT0fKVZYhjuiwncS056KNiMvfzptFsLuU3g01MiR3T6KCZuPs8MjJXkzXrZrRItysEYQwJwgQRkTChLC0fYb85NDfZcMf/85yj3ddvXjoT86e0uhNsxbZx5d1b8dU/bzJuO65pNOtTa2MBnc1+jwwx4InfR9g59+9/8vcxkmm0QWGVRjgPiP26/jF/vk+mOfB8hPN5HwRBZMt4WR9DIg0LGH7+/PbtL3D+tf6e7RoYdY9N72gGIMsjLPTVxEc4Vq/91BArKzR9kkxjLCILllWwvA5k5bYlNY2u/s/p9EoQJAgTRFyyMj+yJJOdzIS4q6UByw/pDJap/n9x33Dktp05Ovp9i7vcO/tG3HOiaXTJNY0GprU3AQD2C0E/okyqblFNt207QgisnM3orka4en+yaN9ZkZ+eEAQB+LWmQTNl9XVJ/Zb5Nn764HZu/PIP0DsOjLibe2xsq1THtpkdzrzQ2dLou6Z/pBQ0hRbGw3qmxDNZEsgsk3ym0QZ12HCCZfn8grlN6oyWJlJYX2guIPIKCcIEEZHwqNHBE/WeBHyCJuerzAvrVnWiZOuAAyMxIkpaVqxJlr+kYFm4e/N+970YLIttdNsAOqrm3EtndfjKfPHmp/G1W8002WYa4dp8p7OE3R/rF2mECYJQwY+H4vafVCPMxpeEBEixzYpg0cLD3GbYPPb9e18EAHzopPmYP6XVF2QKAL72f8/jJ/dv8x0TPUWSuA1Z8EfAzG3I3cjmojzz7kEmdVRsR7vPbyIXC55pdFab9DJYn/JqcUUQJAgTRERev2g6mhsKeNvRs4UzzMTLOzKnqwXnr5yDb71jRfId8dlGO/8q8BYW/ETL+mXBchciceSlghUvRyG/KyzO0aJpdMVbeblLJrGvd23eh2sfMfVtDr9RUWug44kdffixsNiqJ2E9Ez/PPGmECYLIFz5BWBwquANuiruEt/6CPrvOf5nwxo6J5sIWHMGPzRW88Hj35n1Ce4KwX4fhMSxuCI9/c9p95R5jQrE+arSNsXIFjUV/gKysg2XJcOd+mpaInEKCMEFE5JCuFtz5N2tw+LT20LKWZeGzpx1pVNYUWXRqizvJnxd3l1leXiDeAqcAS2raFYZEZncRTeLKnGk0o57mbHybJoyVbVx+x2YATr8GRkv16haA8AWEm22qWpDyCBMEoYIf9wNyMPe6XvtpomaQje2iEMmEXSA4R1iWhaJlcYEVvTrbhRgU4the77kkDN616WNrFgIAulu8PrvWXbqo0bZj+dNY4INsQfo6a0SXLILIGyQIE0TCxImqHAU2oVi+ic+LqsmOtzcXAybJL+wdwq3P7cGegdF4O7RxNcJcT8TnI+5el93FDW+WF71Nhsmlcc2Jr7xrC153+d04MBzDzNyQ0A0L4RnxCz+HiOTIAAAgAElEQVQyRyOI9Nk/NIafPbg9l78/fqgLpqXjXkuOJd0+X7/MNJodkgnJliUX1sVgjIH2IvQ1KiZzP5vvLAtYd/RsPHDxWjRyUb+On9cNINxfe5xphKvHHNNo73Ve8KzB8vdbIAgAaAgvQhBEFNKagnwaYWYabduY2taET65diNcdNV2ILO293tE3GmtnvMBWIHGuQzUoldCuWB0vlLo7/jVMoib5nR/ZfiBW3X/cuBsAcGCkhO7WxpDS8Qj7mFzTaDCNsFrjQxBE/fnSLc/gvq29WDWvB4uF+AaZYxoLwbZRj9lMZY0ti5bMzIRFwc6y4NMI8wJoV4soCKdgGs202gZldTLqqUdMw8xqhGwdL+4fRv9ICW1NRRza04oX9w/7LMBEDXoeyOGeEEEAIEGYIBLD1dTWux3JjCJqVd+3ah4Av1DEa2U7mosYHi9HbrtgxTGM9iNqXwMaYc40WuUjHAWTS2988uX4DWSMZxrt/PcJwlkvPjLvgDn//Idn8crAKL79zqPDCxOEhgPDjruELK9t1mijRvOvE7DGkREwjWbBsiQTS1EIlsWwYKFQsKSbuR0BjXDyptGi5ndOdwsAYEY1mnWUa/3nvA2BsF7uHx5HQ9HCj9+1Ek/s7EdDseCZmedII5wnf2WCkEGCMEEkTHqm0Zy5cfW/KDCKwbLcOux4ZrNW7GBZ3kXjQhhP8XF5fl/gzH5r0QgzrUHsKjIlXCPswJ5bOQca4Xr/BurBRN4MIfJF2dUQpvs7qNg2PnPDBrxv1VwcP69HWkZm/uydC1rjqMrG76P8vSgw2dyxgDBVnYc27R7Ea79zFwbHvE3d9mqmAbd+IWRCPcbE95wwFycdNgWrF04NLcvuRDVGMn/hRTM68MTOPm1duwfGMKOjGacdVc2zXFFvKmQFb61GEHmEfIQJImHqLgNI5hOWb3duT4vvOC+0WqIgHKNpC1YsIcc1jQYwVq4I5+QaYac8JxRrsG0bW/YNKc5F62veCO2+7X9GJb8TYF36RBCEGlcgSVkz1zs8jrs278MXfvO0skzUTcWkR5CAQKTwES5XbC9YlrBSteDMG68MjPmEYBllUaCvw5hYsCysOXyaoY+w899XkuvT3J5WfP9dx+Jv33Bk5H54gcfyIwm/5/i56G5pwMmHhW8SEEQWkCBMEAmTlhzMt3PC/B586+wVuOjkBf6+CHmE33fC3Goddrrpk6r/bdsJ8iHWyeMJwl4fw7r6swe349wfPoind/VH71xM8hIIR2sanUF/COJgxzNRTbddZm3TqFEJ+vbJhHO2pFy9xzmV8FaxbdfXtUGQhHWWSWJ3g6bRNXSWtR/yXnstC5bFHROtvI49tButjX7Ntowf/cWrfO+ZsVWeTKMXzezAnz72GnezniDyBgnCBJEw9d6MZVpSsZ3Vh08NLBgAzhQLwNFzugA4i4F4ptHxNMJ8Z8WFSDBqtPOf716YWdWTOx0B+KXekcC5ei3j0hIywz4n1zRaFiyLJGGCSB2VuW+9YZuMsnmA4RsStFGj6xNkSiWYihrhiu0da7As/PS9K91zFizlsw3Un0LY6Cgfs8xKQJoSMaTOw6a2YvkhXb5jFdc0Oj+CMEHkHRKECSIh3MkspUnINGwV645Pm2vH2xmPu9HMm0YHzgmVlqqLORueEBi2CNPVXy+Nxj2b99elXpGw3ovPKA8+wgRxMFPOSCApVXcRGzQDNT8eBjXCwU205E2j5f2RdbnI2RHzGlI+qJSITssNJBPATOKybAz7bGRfDf5YmFm9bJ3hbcBE6BBBHOSQIEwQCVP/qNHRyrv9sSz3XQX+NEb9I6VodUVEd51oxTde8QQ710g69KYtZTnPlDzZT+ZTNzyZaH1KJLcuE3Zljygv5tsEcTCRVWAgZg2iM432W9qoz7mvE76VYNRoB9mmAe9P28Tl2rUs9eI17NEnYRodIMKGh/fZeNfI3J3CapQ9rzz6CBNE3iFBmCASpt5T0KHdLWhrLOJjpxxmVJ7tHBfA5/P1LxhO+8+7I9UVFfc6Reqnb5693H3vpU/yfIRVi5dSxcbIeDmziNBpLHdlbZQl5s95jMqZvx4RRP3hU8ClyXg1RHKjxjmZ14iWNVKhG6iw+r5/tIT9Q2M19zHQpCblD6895YU7lj5JXn+ISXddgmWZl21wPxt+DA+KwmHCrKzNPKZPIoi8Q4IwQSRMvYWylsYibv/kapx65PRI1xUsC548aqOiL66oI8ZFCNEIFyzMn9LmvvcF07L1C8rP37gBp3z7LmX6KK6KiZs+SXL3/oBYzmvpvdetV3om6KMmiFjYtrMhx6hktDnFgmU1GGqExZzuPLJTl936fOy+ue0r2pF1mQmDFiyfqbATNVpRP9fAN297XtleLdQSLItphHXPHgifa2WCMtvYIDmYIMwhQZggEiZpE9zEsDzNLO9/G6mK2Bph9bmCZfkmbj7PcJhp9B0v7PPVL1t48oKkzmQwr8huvcQlx/TOS+6dVLIEUXd+8sB2nPLtu1yNqTsOpfz7Y5uIjVofYe+1qBH2jRfuLXgHw4Q3EwKm0Rpz3iKnEeaHblFD7Kuf6+81D72kbK8mhLajzPlMy+2b5ySbtWFzrUzr620qTLx5jiCyggRhgkgI17gpp3NQwYJPc1oXXyll254ALlIsWL5nxhZzvPl2WF91ZmSi35sukExU0vio+VtnXZdFhpZrhEkSJiYmtm1jw86+rLthxB+eeQUA8MqAIwhnZhptFDWaF2wrynPMhDrpzTSVX7IsOBQv7IljvGrML2cx5EUyjWaCMLeZKakmbJqS7emSaTRBRIcEYYJImLwKwk7KCee1bduxNMK1ImuyKOzuD1VNDG1wGuGQevUaYf/rsGicUUj7CTZWF7glQ605aYSJicpvn9qFC655FH9+dnfWXTFH2JRKciNqcKyEO1/Yqy0zFjGPsE4jXK+xIxgsy3kvG5cbuJy7PtNowYrIV1/IrmmcDeCjZrTjtotPVZ6PFDWajeES95YoGmHZeVZnknMcQUx2SBAmiITJm2k0r6lmfRODZdWbMNNo/rTfZMz2/VfX792XiG9hZNsTz2yM635zQ3ARxYT/NDX8tfLpG57Exb/ekHU3iByzee8QAGDb/uGMexKOZ/HiaLGZpjXJMfbLv38Wn75hA146oH4erkaYC5b18we3470/fdgrpPER5jcS3bGXO5/E5qlYBXuvN40O+girhL0w0+c4mxNevgXF+QhTSqPENFpGLI2wm7bLvD8EcbBDgjBBJEze5Cy269/eVPSCZSGZfIqm6EyjCwVLugiybW/JEibksatlxfiFUcUGxICqSSwa6qld9/s4BwVhz5dP1q+6dcsIVft3vrAP65/Xa7eIgxudgJQ3WA+f2jWAC655FMPjXi70pNhS3RgYK6lrHWM+wtyg9q3bX8D/Z+/N4+0oysTvp/tsd783yc1GFpIAISRChBACElAEZBVUXGZQx3UwroDMiwijDiLDjCPOKzqOy+ioMziuBBVFATeIbAFZA4EAISSQ9SZ3X87S/fuju7qrqquqq/r0WW7u8/18knNPL1VPr6eeerZn9gwH31VZowWvldTdXvgkjeF1Zpdf/rolwe+VlxyLdpOWTzhXuA548ZO8Ey3LYiyw0WRZBjHCwTtclOchhL/v37pyLrteGCMsj7dGEEQMKsIIkhLNXrO1qyXHuBDX1SKsWJeRuLk5lNU61iJM/nCj21a4wR1vEU4jnsr0VJYdfdd0erN8kHE0Gl8mrqHcmHsSx2FItRClbDLcS0TGMm/lS/Hxq7jxbq8lX0lW5UFQZY2m3yHnfvMBeGTHQOrvEN1kWRevmh+81y2LO27LAlkYdFz5JHr9mi/frS0367YsXxcHuTaRewVYd2e+zZXzuqXbEkiT6BqNIPqgIowgKdOss7FdLVlGNpUL2cWr5qXatyreybbF6x3KImwSI8xvy8eM8YOEVFylDcaKE2UHTvr3e+DrG140bjrvj/4qmq7RTT43gyBSwrjJ5nyf0hAZ+bJFaZZPqgTxn+L1Z/3nfXDdHc/6ciiSZSlihPl3yPrHd5oLGoMsWZboXJHzalkWmzUa5PdFrGs0tdoknCStu1BUPinIGk1tx/8uRX+3om2T37pmHYMgSDOCijCCpEyz/gR1t7IWYdUgoCWXUbb1tYuONuo7iUXYpay7cYMbuiwUr/jy+/KDhDRmz02Gu2N+MrBbdAeZVOOt/nUhrpf0apHlptF6cKP7RyYvIuWgGZgoRyuwB9n4eQtriv0GirBEydk/Wgr+VpZPUrhGP717mPluWazimMakhMwiLPo9sqhP3jVZFtISsXJz6wfHy/rCUv2plMskFuES78MNvNVZ/Tslkie0ruvLgyBTHVSEESRlmnUytrslG8QyOS4oR2ktWfWrobs1a9S36px45ZMkFuHANTqmfSDbRRX8CtcGP0hIY/bcxPKj21up4sDXN2yFkVI4cOvtyAMABPVKASCMERYGCWuLhSBNBbl1G/U+LZYd+IdbNwVJuwAANu0chLVf2RDJ3hxOMHKN1MA1WkcZzSkswrSMvNL4D79gE9hZUPtkWdffucWXS2QRZj/p5fx7+7zls6AtlxEk42IXfPq2p41ltiz1fWgSI0yuTUmUNZrajv+d4t3dxYqw94mu0QiiDyrCCDJF8Fyj/S+uWnkrxCjCppmx6cHb9ectY9bZKosw9bcKOhkXf1y8lcbUIqyTTKsW+uavntwF//3Advju/S8Fy2a0e4rwvpFQEXYUVvNG1xHG4RiSFDewbjXmLnpi5yD8+fk+ePv3Hgosp4++7NU13vhSP7NtOMHIWyPTd43WUUZVrzR6d5FVkkHj3FccF1bfeDf89NFXYrcFkCdpVB1WVIpogkUvoVU4YaDTrgnKZFlVxggHMjIxwnEW4WjbjsFkCYIgHqgII0jKNFt8zvcufjW8deVc6CyEVlwH3Ej2Tpo4i7CphkNv/oZls2B+T0vw3RbM7gMQi7CuazTZJ6qUkoERGZTqDChoVPF2ATXQN4n7c5EaMBFFuI9ShMlaYYxw+mIZ0ej+kclLkCyrQf3Tr5wfP/IyANDliXglzPuMKsLpwbsxJ4VWpIsxJXwsgNiDIK7iN/35Bc3+JcsFHYUKXfR889n/s371Af488YpxUmgJeEXT5B4VZo0WtBOxCGtM4Ibu8wYCIcgUx8y/EUGQWJpMD4YVc7tgxdwuAAgVzk//6mk4adE06T5xMcKmhxjvGh1d7gAd/6qH64oSwLAxaPwAQpVhlayfiOvXYMira+UWxXu1ZG3oLGQZi7DqJDUqWVaTPQLIJKTR1i36md4z5D1vxJ2VnxwLQzPYNkYmKrBnaAJmdRaqlqfCvceSEmMDZvBco/U61L1MUkVYFSPMu0ZDdPI0l7HBsqKTEWlMIBBrcxoEFmFBrSpG2eb3y/CTAXLX6GabjEeQZgYVYQRJmWb+CSK/jyPFCtz17D7pdiLXaGKNpNvR7lexznONFvyoO3SMsLYqHBlQ8S6FpjHCcYoygOHglBxTzAAzSBbEueT1tGbhAJUYh7gail2jEWRy06gxveiZJsoLn4xKZhH+8E8fBwCAjVecWrU8wXus2qfaJJ+Blf47RObdI/rNIaeZvwVEvxlZ23NQ5xVfPg46KepkWSYxwgLXaKU13EOnugGZLEmjJCCCTBVQEUaQtGni2VjdH2x+UNKWy8D/vvu4sJ2EMcJnLO2NrMtY4ta8UkhmVhBXEPtM9g3Lj5jFCKftGi2LkeMJkuNQyzK2BYVsBsapzLVB+RGhXI1VhZu9tjbSvMiS29VPgOiissw1muxSw9s9nNALl/WPlaAtl4F8XCgLhVHJII3fC1PFXHaOXrN4Olz62iVw7PxumNGWIxL4cvCCRe+LXMZTjiPJEtOwCEPcZK5+W8tnd0LGtuDdq+cHy8JJT/l+/O8Un/sCAODV87rg/hcPwNyu6j0QEGSqgIowgqREs5b7oNGVLc8pf8ct6IZeyiJs2h4AwB0fPhE6CtFXTsYWW4S98kn+35p9OBAdaJGBELEMmCbLUpUiIZgMBk2UeoBobFoha8O4X4LJ65tsjxZh5ODBEUwE1RP6mSZ/l3wrXiQrsyVOlpUmonDeM79+H6xe2ANff9sxzHKVGCYSWjFtsdvKr1Sx7EA2Y8GTO4eCWsc8GduCdx0/n1kmUwwtEIe41M41Wj0pYHKPdrfm4P7LT2GWhTHC8pYiirDgwrxvzUJ4w5GzYMG0VgOJEGRqg4owgqRMM3sl6crGxyNFSHCM09qiijSAl/REnAEz/FvXsui6riBrKBcjbOhypjoXpoo6LU/cIQVubpR8tuVZ60eLlCKsaK/RBlnMXookJVAOGnQPqVyjo6Vs5PukJo/AIgwQzWANoH4fmXhppOUaffJXNsB5K2ZDSVCDmSCaDA1jhKOu6PxkRDZjgyVIlpWG/D2tObbGb0TQlO5RRTP8PSc6LtuyUAlGEENQEUaQ1Gnewb+uSzOvHEZKVZDPFA7VtuR1hPlEV3F4VmTOIkBch4PkO1z/MV6FaccI624buL5R3du+RXg/VUc4cI0WKcL6YiFIU+E23CIchWT6jSQu8j9lGYod1606gZHLfSq3VSi7JpNjOr8Xuu39etNuWLtkunS9aL4xqCMckQugwCnCOdsrw5dkMiJjiS3uC6e1wsWr5sEZS2cqz0S196iOyLxFOK0s4ggy1cHySQiSMs1sBNOVTab4mrajQ0ZSR9grnxR+17FkeMozu2z3kJfzuSK15sQly5K/JoNdDUaXuhYZYjuxBYowKa0EEOMajTHCxqy+8W64XuK+idSPMEa4QS9Uwa0buEbz7wRSx1xyv5diyhQZiaXxTKm2IDkKiOK55tAe6baWgW+0zmUaoTxZeFQJnqJZo61IHotsxhYmy9JB5XVw0cpDoLs1F5Msy7hLFo1JHx3X6GbgmjOPgOvOXdZoMRBEG1SEESRlmlgPNlCE1fsRS0Eax2rb4oFI2WEjb7XjhCUDhIokRlhk8aUHHToWYZMhib51O7ohcY1mYoSDOsnNRDM/BfHc+sSuRosw5Qmmehp0K4neI4FrtMQiLHu2Sf3hNNB5zn/+2E4YGCsJ1/GHFYl3TtCfcn+qw1GFIiy6zOR3gf99sG2IJAjL2Z5nUZK6wTohQ6rfzrRuUVUf/O9QsxqE33TMXDj7qFmNFgNBtEFFGEFSgvwuNXMNP914u2hMltpCXA2yGN1oPeD4tlxXPnALaixqWISXz+6ES15zqCefYpQUlneKly3YBzRjhEmSL8qaZNueJWSYiRH2PpuxfNLPHn0FXjowFnzvHysFmXdl9I0UUyt5gjQne4YmYPWNd8OmnYPyjZrINZo8WvFZo2UW4fQUYd2H+oa7toh35/IaqBRhkUF48+4hYWiGDPpRHimW5X2pYoS55YVsNFN2NuO7Rid4d8h+s/lEheHf3HYpub2rXNGjijC+IxEkDVARRpC0aV49WFu0aK1dWYPVH6xM0bzvxQMwQSdX0Yh7c0HuGmdSPsm2QgVdx1pgMijR3bToK8Al6nhs8AaB9DGGrtHJ+0rCc3tHoH9UbHUiPPLyILzvh48E38/8+n1wza83S7cfnijD2d+4H/79j8+nJifSfDz40gEAAPjpo69Itwkmrho0sSh6dmQuzmEdYXFbxTRdozW3GxoXK518hntVVnyRgvfu/30E/vb7D0vbi/YXMjwhtwiL+/c/ueWFrC2o5exZhJMoiOQe492tZQmyTMsHxpGofBLqwQiSCqgII5OK969ZABcePafRYihpYj1Ye1AZjRGO+EbTH3WRSeeHf+v+Uan7XdllY+MIsiQtRCyVRTjJGF13AFP0JwFoaxKxCLPtucwnjWmNTxP+9gcPw9/d/NfY7Qa5AfkftuyTbjs84W37p+fk2yCTH/JMqSz/gZWsYS9UuWs0D3k/1sc1WjPHgDRxl9+O/6nKim+BWPHe70+A/XVHP2zePawWhJJjrGSoCJNPTsRC1o7IbfvbkzkHk1q6JOSbf7cystTwPtS5opGs0WgRRpBUwKzRyKTiw2sXN1qEWJrYMzp5siyxHhzhP992TKDM6BJXvoigM9P/6027YeO2A+L9DeoIW1ZY21ilqPODSh10LRYTFaIIUxZhKxobp6LWY6WdgxOx2zTx44A0CPLMq/TDIGt0o3Jl0Yn6/E+i0P7X/S/B6UtnBu+O0CIsfuCKaSrCms+01AjNLVflQLAstcL1oR8/znwfLVbgN0/thotWzg2syfTkwISifJK4f5KLgpWxJWtHkhhaFjCu0UtmtGu9nwDCd/y01lxk4o7fphaIasbzRLNG10wcBJlSoEUYQVKmmQf+urLN7WZn0/n9wiQm7PLjF/bA647oNZKJjGfecewh8P+9/nCjfUXsGS4Kl5NBKj2g+L/3rJLWrySbqVyjkySqCt241XuRhFiMRdiyoIVThFXlkyYrWH/44IY8g6pJoUdf9uKH7Qa9UUV6BglT2No3yng2xCnCpXL9XaNlsbIO985SZcU35ct/eh7+9ffPwQPUZGQ1R25F/vAoZG1BnDbrGq3y5OEhvwHHHNIF155zJPz9SQuDNiUipEz8WeKPp5bePggylUBFGEFSIrRgNO8gXndWuz2fhY1XnApnLJ3p7SdJDpOma/Q/vP5wOHnJNOl21Sp6RJ+kz8Hhve3Csh22FW6nkyzLJC5Nd9unfZdDXhHWcY0OFPQajZXi3PKY2DqDmwSHdlMDO7AIi6/4pl1DQdmzhr1ORVmjKTNrkbJuxrlGp2kR1n1IZLKEiZk81BZh/ZNvWQAHfJdp2vJbjQuvPEY4E5XbYl2jdbL9E8JJTwvOXT4b2vJRZ0nmVKR8T4YxwvKGec+pg2niE0EaCSrCCJIyzasGmw8qSUJRmTKYhtJPt61yk1YpkLdtii93Q8pq8IciHDBZVnCuVJMHScYiOpmm+8dK8MrAOABEXaO7WthBmihZFtmlVmOltHL/3Pfifvjc7dHkWc38DDUrE2UHVt94N3z3/pcaLUosgSIseQj6RkKvjkZNLLJZo71vZYeu3x1uQUSUKX2pukZXGSNMZMz5MbaxMcIJwj72DBcDZbg6i7DY8ygvihH2Jy8dSVJEFeR+jCjezIRe1Dr80bWLjPqRwU9OiMhy2b2TZMdGECQKKsIIkjJNbBDWko3+XScDhGxMzHA10IqmySw+jU5WVtkASe4aHW8RdhJYXvmB7Nu/9xB8+95tzDK6TjCTNdqy4IjeDr7BSLuhRbg2g6W4Ekg05OyJZPnEz5+E3zy1JyWpknMwlGsingPfe7D5FeFsjGs0PSGWgp6RCNEtQS8TiS67jcppZo3WtghLFGH/k5RNUrlGW1aysI8v/v45uOa2p5VyaBEopuxNkLUtiWt0OLmS1CIMoP/79t41C+H+y0/R7icOZdZobl2SeskIgkRBRRhBUibt0gppoiMbrRgSt+E0Zr1lMBZhDaUzKWTgwFudZeWT+MGRWCbv0yReK9zHY2vfKHzrvm3S7cuMazTAkt42AADI+yMjB4hrtLyPtIlTHEVnTEcWnTIiteDjP3s8fqNJwlip+bPoEN1L5hrdDJOJookb2cQSEbcuybJiZCHIHlGyPE8UYYVF2IThiQrsGQ6TU/35+T4AqC48IwjBEYgoTpZlBfeUiSLM57yQeSGsXTJdu00TdE4RLxPqwQiSDpg1GkFSInBvaoJBnAydsQHrqhxdBpDuMdLjMJV1olqjHVHe+Jhguv/XH9ELf9iyDyygs0bL2ySDURPZdKy0dHusa7QFuYwNP/y742DPcBEuu+VJytU6ahGulSYcpwgzaw1uFjKhUO9H6KHtA3XucWoTZo0W30f0M9eoAb+wLrfkb/KukCbLqkGMcNxpkZ1b8m4g2eeVdYTBMprk27J3RNCf9u7R/hUvgqWz2mFaaw5s24K+kWJQ8o54/pgo+GTTQPHmPgkfXbsYNrywX7tdXWT5Ra4950gYnigLs21XOzGMIIgHKsIIkjLNrAjrwLolipXBNK3e9I+/0vJc5e9+4BrNdUH6vPDoOUEfdB3htnxGLlJgnjGQQ2NbevBZouISybk6YmYHTJQHma7pcVGjLcIiVOM213WbOsncZGAyDYzJMyfzGKbvhUYdlcj1lF50z/N9cMGrvJr2QdZoib5bStM1Glx44pVB5r0gwnFd2PBCX3R/XxSSdG/xjDZpG175pOSyPrVrCK785VOJ9w9ihAXr2vNZuOMjJ8E//vpp+N3mvZ5rNITvPpNs2FbwO8f+3vGvpGCirk6vqnOXz5aum0zPO4I0M+gajSAp08yu0TpZo3OZqGIqswinfaRK1+gqh8Rk4MCfgyAuLPjPOz4yC99ZkM8XhqVI9GXTsQjTm9CDaDpfCh97Sw+Lk8hlAnHX1rn+gZyKbUTKPGLGZDp3oeKoYxFuzIGJFA162Z+e64Ndg+PMelncZppH4ALA+//v0UgNXx7HdeHy9Zsiy4mM5D3fkc/C9ectE7ZR7fv9i79/Lsj+nYQ4V2UAgMtedxhc8KrZcNoRvYxrtFmyLP8z2Ee9b9q/8W86ei6cu3wWfODEhdr7HARpDRCkKUCLMIKkTPOqwXoz2fQAIkiWJc0anYpYwr55qi6f5O/Pu0aT75YFwYjVtiwYHC8DAJul+aKVc+Hnj+2MtG0impZFWMNSRk6+2DVa3U61lGMGm6a3hetyO6F12JjJNC6my45VHBeKFQdac6HnhW6ZN8JE2YGRYhmmt+VTk1GUGIs/xyNFL6ldnGt0mtY7/WRZ6uU5ymIqUzQb7aVBeievmX8+/yjYO8wq1r3tefjMWUd621tUvXgD2ZnJUKj/66ctn4FrzxFPRsho1AQRghxsoEUYQVKmmcfwOgObHGV2lFqEg8/qDvYf33AE810Z1lXlDz+xYvIDpGwwCLKYazcUKMK5YBkvniNROJ/aNQR3PbNXKOM1FgYAACAASURBVEeYaVp+PLI19Pkhl4RsyybLcpl1aROnCNME51R1vDioq55JeArLjgtfuONZOPWmvzDL6edQ59a47JYn4Kz/vD9V2WhrtSxBFbE+EnllGdDTvL1FTYmeH5ny/ZNHXgaAMEa47LjSPAjVukZXC/97deaRM+HiVfOV21cSxAgzk6FAuUY38bR2it72CDKlQYswgqRMo2fRVehIlmUswt6nyey6CbzbsercVWsRJq7O/KCPGEY8i3AYKzYwXgIA1iIcydwJRKn1vj+3bwS+c982uOvZfQAAcMaRMyNy6AwspdlpBbUsw1JJgj5qbBE2ycyq4xqNJKfa0IF6Qu7PiuPCbZt2A4CnuIkswTpHVYtkZ2LXaPY7cTOOewpSjefUkAtA7na+c9CzqJKs86WKI5X/1sd3wpGzOiRr46n2qEMLrd57xrboGOEErtGcZZin0fN1P3rPKhgrVeB9P3wUelpz8TsgCBILKsIIkjLNqwbrZY2mBxBkRpx3J05N2Tdop9rB5LivCPNWbmGMMAAc3tsOv4O9cNiM9lBcrs3QZdL74/O/fQae3j2slEN2FJ5SsAvOWzFHOuDKWNFrI3KNJkpRrWKEKxUDi7D/qbp8/Ji9mZ+hZqXRg3QTyH1JX/dyxYV81ncxboIKULTFTTYxFWZmVt+xaccIR5YJ5IuzGBLPn5LjSpXGgfEyXO3XA24EprkoLAh/J8wUYfJbwHYcTZYFwuX14rBe77fo6jOPgFNqVMoJQaYa6BqNICnTxAZhLVcv2jWaDFj5QUVasVT1PFUTnCI8zZ9RF1kdLAvg3asXwI/fuwqOnN3BLKdxOGtsSzb+lSpzW/71pt3whTu2wM0P7ZAOnAUhwvD53z0LY6WKuI5wzSzCYjdzETqTJugaXT3NfAbve3E/rH88jK2nLcIEOhM5PelVq8mcOEQWVX4yjsgfp3OleX+LmhJahGP6PGmxp0gt7GnVfg+zmenrd110f2cY12gDRZjeH6D5B8ZvPmYu9HYUGi0GghwUNPvzjiCTjibWg7UGFKIBBK/wpGYQNtg27SyZ09o8RZi2CNNKcca2YAllDVbJREQr5OSllgiy8eNw0YtJ3jdSlA7+6esw3Zd/aKIMf36uj9nHlSjbaWESI0zQcY1GfbgKmvjkfeLnT8I/37kl+B4owq4bxL2XKTMwowg36LDiyicBhM9B3PvwC3dsgcvXP5mKXCIFdPOeqBdK3PvyzUfPgds/tAaOnN2h7eFDNymrU0xTFtRPPu2IXq2+AMw9j2wrvG7ZjPnwVlY2CUGQgxdUhBEkJYLxSRP/iuqIRpdPIsfEu0abtFeNPEfN7oC/P8krKXFgtFhdZz4kGzSJsaITpViUUixCNjAjiqeJRZiH1L0sVRxF1ujw7xntYYbcaa05YR3hWscIS7NGCxYrk4P5q8i5aeJHqGmZTOVUyKTNSwfGAhde1iIcbltN+Z1qYLJGk0+JRViHDS/s19523/AE9I3ov+8uuyWqZMtihAm2ZQVWRd3njX53aSnCgm3edfx8Ju+CimBiUnPK1ILwXWIySZe0PwRBJj+oCCNIyiT4/a0bOmVJRBZhflF6h6hu6b1rFsL8nlbv7x8+mkqPRIFc68dYhVaAaJIwHn5xxDWaswiLBosyfZBkOS1XXHmMMB2/TcnrgMtZ0WobI1w2jBHetn8U3qe4frXOcj0VmEznTiRruULfv+Hyr294EbbtH629UBwiRZJfElqE033pn/PNB+Dsb4izYIveDaLu41yX6X2S/GaJlFydbTKWvlt1WEdYTybaNTpJgsdgIlQWmzyZHjIEQbRARRhBUqaJ9WC9OsJMjLC6oWpnzuPkyVhW6tbBI2d1wPoPrIa/PW6eJwNEXaNlVzEaI+x9kvPEW4RLAtfAIJEVd3Jz/mi07DhSBZYfcL/nhAV+P67QIlxr12jdOLxv3bsNnts3Er8hDjQTM5nirEWi0koT75a8qwFWYR3X6JKvvJu+oqq5VqI9Rf2L5Gf2ESTeMyGpRThjW8bJ0HSlo12jTZT7wIosSZJFWDCtFQpZGz588iL9xhEEaWpQEUaQlGlmtyqtZFkGmYCrJa6djA1gp3w+LQCY39MaJkahrA58HclYqJrA5YoDrZxFWDQQlCmpQRZXlUWYk+vsZbO8fips8RzeUp02Zsmy4ic8iLzkKJr3CULSQGgRpuv2NoFSLy6fxC4jE10mk3Wbdg7CCV++B/66oz+RXLpeHnGn0JJ+kcO4RmtcI1GMsG1Z2hZhO0YxjWBZgSU/0R0UWILFHbblM7Dh0rVwymEzkrSOIEgTgoowgqRNE4/iTcsnyevZsp9JibUI2+lbhCNu3oIOZH3yAyQydv/SH5+Hk/7/DRFX4aJgICgboWUDi7BcEeZlJe7UxQrvGq3sqmqSJMtSEZaASqW5KcmkihEWXGg6WVak9E8Djk3nfJYcogjrPwdP7BwCAIDfP7MvkVy6z0ic6zL96Oo+xnTfOhbhkqCGU8bWV4TjPHR4bAjvHZPJFH4CNPx9a+IfcwRBUgEVYQRJCTJT38wxwjrkBNk2+QFBehZhdUuea3TKJ5Rrzw4GQRYVI6bnGk2GWnuHvcQ2T+4cZNaLBoKyQSBRKksVuWs0f2+RxGZ8gq2bH97hC9gMMcLx26AiXD2NKjOUBKFrNBMjzG7QiGNzGAu1v4x3jS6bezCQJH39Y6VqxGMQva/iFFXWNVoPU0VY5hodV+M4kMtwwpXOgXFId4veTkAlhTS1QCMIMulBRRhBUqaZXaNVybLm+QOHHO9/C4osytUKpGERTntigW8uyBpNrUt6vNEYQkGMMLUNPeAnf5Ud+bCfv3554k7tsBbhnz+2k2kzbUwtwnGTGeSIySdaYsyZTJMIca7RJtmYa4WWazSxCBu0SzImH0ioCAuTZQm200lmFeyvXT4pbFMvWVb0/ZexLANrLRu+Ers1tV0uY8PVZx4RfD9r2UzN3ti8EQiCHNygIowgUwjZeOf685bBB070yhSxrtGSdlIaIsTGCNdAIYoowmS5FW+BiI91Zb+XBaYPlzJ/MnG9/s6eUitun1eEc6TkUtkRKhe1Uo6IoqIzQLWs+OvshKck0s97bn4E/rJVv/TMVKLsuFAsG2YeagJE9yU9acSvb4RarGO1LJJkWQavKfJOS2oRFk2TJVWqCUkswlqu41LXaE25gphds+3JPuRcn79iNlx49JzY/cn7teAnPZyYhM8WgiBmoCKMIFMI1cx/mAk4mjWa3ystV0XVAHJ+TwssndWRunWIPwciK7n8PHnLZdmSeYuRKEaYXsIOLL0vlYoj1WAjrtFZ3zXacbXKvaRFYLnV3D5OUSByksMmmw+Ml+CpXUPwT7c/YyrilOAjP30cTv7KBgCYXBZh0Z2pyhrdiGNjXKN9eaMTXcQirK8JkymrxIpwDc6FTlk9APaqVeMarUuwpaZ89HHYlgXkp8y0XBOx2g9NlLX2QxBk8oKKMIJMIaTqnWXBND92bX5PGFtFrJdyC2kyi22cCzIAwPoPnABt+YzQqlANvMjkOz1Wkp8n71M2mIu6Tsotwi71N0A4+C9RrtG8l7rUIlxxQGS7qFX23bgxsOl9Iat7HMbuGTU3ZXhkx0Dwt+5gvxmIK5/UDIciLp8kmegyuD9JE0kt+bU4NbqPq6kiLEIQeSPF2CLM7XvG0plw9lGz4OOnLNaarCDvrW7/txAVYQQ5+EFFGEFSohkGb3HIFIpC1obXHj4DvnThCnj36gXBctkhySzFpugMTkRxtqaQGX6vTxaiXLqUPLLzRBbLXLb5waGofAgTI0wtJ/dPuRK6RtucIDb3xs5SybJEFuFaYdqTbmw1324zlNGh2TdSbLQIUprrTKkRPdFKi3CN5RHBP073PN8HA+OsYkRco3UnavYOTVT/O1GDk6GtCNMTd0kV4QQWYX3PEyoBmAXQksvAdecug96OgvIY+USX3f7vBbpGI8jBDyrCCJI2TWy9ElnqLn/dEli7ZDpYlgWvPXyG1kAlcGGtXhOORWRVNaWjECrCvFWVHK7r0hYIsWBBmQ3Jm5MXlXaNfuKVQVh9493w7J7hoD9RFtZixQkGnFFZo9+ztgUlrnwSAMBX795as8mZcEAsPk/0gNmyIPZGCeoIc/cVaUXXdbOW/HVHP5zzjfvhrmf2NloUMZNJExaVT1JkjW7EsTGJ7FyAT966KbLN4y97Fnld1+jzvraBSgyXUK4anAxd+enLUk74cjF6lg2zONM/XUnyWJDfx66WnPG+CIJMTrLxmyAIcjBz8ar5GlvVRhERtfqrvz+BsQiZZD+VwbjjSdyNXXDBBr2Bl9QizLtGU4P7P2zx6obe9+KBYBmtvJK/X+gbhf6xskhU4SAyl7F85Zld/oON22HVgm71gSSEV1jj0Nnsrd/dWHU/tWTLnhEAAPjrjgE448j4DLT1ZlLpwYJlFVUdYd12XTe1jOM6rx1SE1i3ywOjpaonp2pxnbXrCFN/V2MRntaaM0rwpavUJikJRUPmN0myLARBDn7waUeQKcpvPrQGbnn/aq1tZfVzq0U0gJzT1QLzuluD7yL3YvN+5AMkJtOoFV0GAHDu8llw1OyOYF+ZVYN3T6YVYVEMJ50wh971lcFxYT+iAWsuY/vu1NH2x0uV4O803YxVTf3LXVvgd5tDq6mlMYx1XIBtB8Zg24Exrh+zpFw63PN8H1x2y5PG+xE3dFFJmGZgsscIHxgrwfV3PAvjpUriOsJpngGd5yXJOZdlSNeloZc5BdforG3B9991LJy/Ynaw7PZ1J6p3SjDhJssFISL0cKKTbYFWpmkEQSY3qVqEx8bG4POf/zzcdddd4LouvOENb4DPfvaz0NIiLmx+yy23wNVXXw2treGg97TTToMvf/nLaYqFIHVh8gxDPWZ2FGK34bP4po1ejHBtk2UFFmHXk4heRrj2nGUAAPCff3nRWy8xofAWYVppIuPGZ4hrNAC88dsPUuvDfUf8JC28C7bYImxDyXGEFqxRWhGG9K6jSkElNYwJxYoDv9q0W90e9/SQ+4J4A6TpGi1ycdWBZAoXlcRqBppTKjEiWb917zbYP1qCxTPaIJdhb/xGKH+u5G8aJ9H7sbqD0d07Y8kt6yceOo35rmtFp98xSRVh27JgblcLnL60F27z3wu97XnhtqZPPeManeCdQe//wCdPNd4fQZDJR6qK8PXXXw9bt26F22+/HSzLgo9+9KNwww03wLXXXivdZ8GCBXDnnXemKQaCNJQm8OJMnajy6H12FmofXZFGsiwam7tCdDxq3NgpTJYlXs9bhJnEWDGjefowhyc8BVbHIlyuOPCXF/bD8jmdkXWjxUp0hxQwuSI6CWdkpyZIGlaDh8rUjZaUFUvDVb8mNKlYIkTPAjmvFceFjJUsWZab4mwPY+2VCeC6MDReNsouHFiEk14wzd0ytgUViSb8lpVzme9JXKNLCT0jSA6KtFzYaXiLLrNOcWMEuR8Oxh9vBEGUpOYaPT4+Dr/85S/h0ksvhd7eXpgxYwZceumlcOutt8LExERa3SAIUkdkg7XpbXm44rTD4KtvPTpRu2TAojMWOnR6W6I+mP6kX0Jc143NUhrnGs2PO/mEOyrogffND+8Q9iPqd2C8DHuGi7Bt/xgsnNbKrBsp0q7R6v5NiCurZd6eeHmlhkHCcaeDV9YCi3CTKsK6itXQeBn6Gpz9ev3jOyPLyLV2XbOJFpp0XaPpdsUtuwDw+v+4lwkFiG23Srl03bFVXhT8Ot2ni0mWldAzgiibtdA5FakglP2Fuf9QE0aQqUZq5pytW7fCxMQErFixIli2fPlyGB8fh61bt8KyZcuE++3cuRNOPvlkyGazcNxxx8EnP/lJWLBggXBbGssC6OmpfoCM1J9Mxj4or13Gtxh1dbZMiuPTkfETZyyFbf3jcNHqhdDT5rmvkeu37vVHJO6buBZ3dMSfq3eceCj8YtNu2LJnGAYMEqzQZChXy06uzzb/uPKFLLTmvVdia0tOKFerX18yq5lMpdCaD9rJ5dWv24IgU2mWMz1P62mDrlZ2u4tPWAA/fHA7bN0/CisO6YJ3HzkT/uf+lwAAYIIaq3Z3t0I2Y6fy/LW0kPOQSeVe7+hkw2eIjO2+ZTxbg3dGd3ebMkN6Z1crFCsO2JYFLbkMdPky2g18f8muXU9PG7SPhVbJ7u5WqcXtdV+4E0YmKrDlurNrJqeMnp42eLFvBB7aPhBZR+YXCi05yHH3fSafha6uVmlIAqG7uzXiVp0U+nnN5sTPbpI5kdZW4gZsxd5HovUtrWI3Yh7lvd1ZYNruGtF7r1rUdcknzKw8bVq7J0PHSLBMdh7Ie6ZF8j7mKVAeSp2drcw+HQNygwz5fehoy0v7OVjHLVMFvH6IDC1F+KqrroL169dL169btw5OOeUUAADo7Azd88jfw8PDwv1Wr14Nv/rVr+DQQw+Fvr4+uPHGG+H9738//OIXv4C2NvUN67oA/f2jOuIjTUZPT9tBee1I1tPBoXHoL2QaLE08OtegwwL45tuOASiWob/oDbTTuH7EhXhkZFyrraW9bfD0zsHIctvSG4w6lBvf6MgE0+e4r1xPjJch65sGisWyUK4JUkdUYpXh3bhHqL7GJ9SDzZFRgZWO62ZoaAwcrp2Pn7wIfvrwDihVXHAdF5xSKMOe/jD5VP/AGGRtK5XrN+qfs0q5ksqzPDDIJsmqOA7094/CgQFvuet/T5MD/aOBlVfE/gOjcPJXNkBnIQt/+NhrYGLMuz5jE+J7ox7Irl1//ygM+QnWALxjk1kER/zJhUYcQ3//KOzbL+6XxNOPjhUj1+WynzwGDxy3Dz552mGx7aelCI+Ph8/ZRMyza8LIiKeQua4bew1E6weHxwVbRlEZN8dGi0zbYyN6XnslKufAwJCeHDyk31HKK0F2Hsb8azA+XtK6X8uUfN5vS6isjyjOW8V/b6v6OVjHLVMFvH6Tm5kzo6FfaaGlCH/mM5+BK6+8Urq+tbUVXnzxRQAAGBoagq6uruBvAICOjg7hfrTld+bMmXDdddfB8ccfD4899hicdNJJWgeAIE1Dc3pMNjW6ZTEyliV0SbUtS8tVkO4nkk1U8Lc0fi2IJZNkjeZEoRPKxCWX4eOLvX7479F+s7YFbbkMDFTKYFusFXlgnIpdTDGAMnAbTsmVUB4jTFywaxIkDKrzMV72BtUk/rPZs0bT7rtpxsqmieu6cjdjKpuy6FG5bdPuWEVYh33DE9CrkyiQ+jtNb/hqm9JNUiUr8QYQfa/M6ow/HwDseag6RKAG9yd9XHwuCL5rkfRN+MggCFJjtKZO29vbYfr06dJ/ra2tsHjxYigUCrBpU5iR86mnnoKWlhZYvHixljCWZYFlWamW+UCQeoNhRvronqqMbQkHgCr3P20ZqGRZ5EtcjLBsPa+UM3GGMa81PuM0gF6MMIDnOuzJZUGOOieDlFUrzbdqsmy5cqJZoz3INa/FIxU3jh8cZxMgTaas0c36G+qC/DkgMrsgLgWm86jHHfZdz+yFc775ADy8vV+jrbCxNEtTBceZsEldBVQZI8w9Ud0telFydLm3apMYmjzT2ttSx9yal3tlye6lNLPTIwgyOUgtWVZLSwtccMEFcNNNN0FfXx/09fXBTTfdBBdeeCEUCuLZxj/96U+wa9cu30WoHz7/+c/DtGnTYOXKlWmJhSBIE6M77rAlirD+AEnVp7fAoZNlyQzCMRZhXsaKwWBatDpqERbvS5TfjM1ahOmBay2SZaWFbGxPzmctBqhxR8BnAiZW6WZNlsVkKE+pzb+8sB92DSZzgRXhuPEZwh1X/KzoeAXEHfdjr3jhFaSEmYpUrZ8U1T46uhZhVTw1X5ZN1+Ni91DoQl1tWbta6Jz0YbXl2INkjpHrHHNlIcjUJTVFGADgmmuugUWLFsFZZ50FZ511FixevBiuvvrqYP03vvENOO+884LvDzzwALz1rW+FY489Fs4//3zo7++H7373u9De3p6mWAiCTHKyliV2ZUswcJGVTwKgLb7ihslyWb9RizClCMfIRZRmOj6SH6DKFMK8n7zLsizIUaPckRqVT0p94MhdXNJuMJFQE89o9UCetwgTGZtREXZdVsNMa57isvVPwt/+4OF0GoMY12jqD9Ep1rMIqw+ctKFzCZlSQSl6AThVTlPou0bL14neI6al8Kp9DogMeZWgPro90cfVpkhOiBZhBEEIqRYBbW1thRtuuAFuuOEG4fp169bBunXrgu+f+tSn4FOf+lSaIiBIw0hcF3IKo2uJkLlA6w5cmDhgSYyw64brklqEIzHCjGu0Xoxwxg7jofnjlg3giPKc4WKE6Rq+6bpGp+uyzE8gkAkHEo7biPqeQ5wiTJ5vXUWknrjAuUan2DapaZ0GjkTJZbdxhQeQRpw4ua90PBrobdKsZZ5kkoKWxdQ1+uTF0+EvW/cL19GoEseJSOucqJKbGV9xaocW3iJM/e0dfzL3ewRBDi5StQgjCKKfAAoxixEW7q/ZwNolM+QyMBZhvQZlAyZeSWLjDNVtOoJ2+W5kygAZTFqWBVnKIjxeousIN497p257YYxw/V2jByd4RdijGS3CvMtx08YIu/HThQ6IvSfSUFJIGzqnh77MtVCETSZO6S13DupleCbHeuj0Vuk6GnoCTScpWbXPAXmVmSrgKkhTrTk7WivZim4XlQl/uxFkqoGKMIIgDUN33FGtRfgjaxcFqpRsHxfcQPOMS5YltwjzMcLUOo2s0ZbFqnxxdVMJpO6qbQFTg7VYo8ROwWGmNHCUZWImrtE1SxqtgLYIj5cqwfbNkjXaYVyh2QRTp9z0F3ihb0S0G7NPmrw8MAZX/eopxguBx3EBxmLc9V3XFT4rOrdA3BGR+0gn+ZXLKMIpTiIBmyyrb6QI7/qfvypjsWlZfrBxu1Y/5N0hUjTjLMLLZ4srfdBUmzSOhKjkNWuya7XpH5fKLZrejgfVYASZeqAijCApcdoRvQAA0NOaasTBQU21FmFdRThjW4EVIOIabZFkWfQycTtkW3mMMPudKBs7+sfgoZhMtY7rQsZi21aVQKEhFmHbsmBmR15rnzheHhiDOzbvEa5LOwyAty4FMcI1zBoddwy0df+Um/4SWNdf3D/GJCFrFLQiIppj+dOWPuX+ac+RfOkPz8Pvn90HD2w7IN3GcV348E8fV7YjK5+k86zH6bfk+dU5dPr+KNbQNfq2TbvhmT3D8MZvPyi9r5JcKnK+RO9O0evUtP5yqcoJIXI5czXwR+YTZQGow2MI6BqNIFMPVIQRJCXWnbwI7vzISTCtLR1FpFacvrQXPn3G4Y0Ww0NXkZVsZzJwCZRYfjn5w6XXqS0Gugo4Uabe/J2NsH9UrTxVHK9dVc1jGWQwaVsWvGbxdHjT0XMi25gOpt/zv4/ANb/eLFwXKCr+qL7suLB595BhDyEyN8ta1hGOU5p4q+Gwb8msOC685TsbAQDgql89Be/43kPw7Xu31d0dmVZEXNc1dlcvp6jc0fBybHwpVIyHOXdzEZ6bd23iN5O6Rpu6AZ+wsEe6LnSNjvJX2WRZgnuLHKvoXSV6nmiFWed52/hSfAkqmn9541Hw0/ceH1meNVTAVSgtwtQxRc6JK1mOIMhBDyrCCJIStmVBT2uu0WLE8i9vXA5vWXlIo8UAAH1Ln8x7zkRBCsZ5fOyY/+mCGwwGZQmRwmRZen2ajF9J/2wsW/jlSxeukO4bWoS9fa55w1IoVOlyOOC7BouUkrDmq8e3730R3v2/j2iVpRExLnGnDcsnJWpWSdy1iaynvpPSSr9/dh+80DcK37pvG7ySYpkhHeh71BHkl7p3637YfmBMun+9Yp0/8tMngr/7YiaDALx7q+K60Xh5rfJJ6mMKvT/MkmUVFe7eIj5z1lJ5u5yMdD8yqdK2CIsmFpls9QDwhXOXwfI5ndL2n9xpNvHV256HRTPaIvLlNLJG60LHCKuQhr6gHowgUw5UhBEEaRjVxwjL93nzMaxVlAyCowPs8O9235IwVlLHMeoq4BUDTbjiuJHzQct65Cx5WbkwRpi2erDbDCR05xVNCnAGYXh2rxePmrTm7GW3PCnuu4a6WpzSxK+PcwXN8sVZawx9WRwuRhjAq5n7lu9ulO7fiKRfB0aLsduQxF+8dU72DqCJdY3W3I7fRhX3LEJlWUxy2pPsQ86XSOkViUe7RlsWwFlHzYILXjXbvGMJsuRVuRo8NyIrM5N7QRYjjJowgkw5UBFGEKRhVBsjrNr/itNY92+L++RxXYD2fAYAAEYlijCxsupaW00swo7rDVplFmHVIC2wCNu0Isxu/8ZvP8hkkRaxd3gCtvaNMstEChNZRNYQa9J4KV13WyewCDfCNZr9HqcM1busEpuR3LzvtBVh0RXivQn2j2hYhMFT6vlnPo07IHCN1rCx0uc0bmIs0o9CaVf1LLuMSdzuMwqLsEg+UVKtNJVU/hEmz4tpbLIK8p4QtchUB8AYYQRBfDCrD4IgDUO3LI5sQGaiIJFt+T7pBDptRBGWZLZ946s8K3Nve14rRs7EIuy4LtiWxexDD8xUR0pnjSaIBsD7R0sQjR4OOfebDwAAwMYrTgXb8pRB0TEEA3P/k1hDx8v6CsOSGW3wAqd0E4jkNc0aHbeeO+64zMF1V4Spv/nySTrExQinEfPMt9CnYREmybJ4S2aaybIcF+DBbQdg+ZxO6CiIh0F0U8Mxma55VApVEFbAhRekDVF2dZNl8a7RAABdLekNEfmJPJKALJ9N7+GOq/NOQIswgiAEtAgjCNI4NMcdWUkcmWrAya8iY5xI1mj/03XdUBGWWIBacxl4+7Hz4JDulhiJwzZFHN4bdXN2XM81mk2WRf8t74dMFND7igZ7Bwzco1Xx0nzCH3J9TCzCx83vjt2mlnWE4zQQ/rBFmYPndhWCv+vtakx359XnNes/Tt40joa//Ycna9kXSAAAIABJREFU4hVK4uYdUeBSuAVIE/1jJfjoz56AK3/5lHC7Pzy7Fza8sD/4bjrJoVLEVMmy0o0RZj/ZdQLrL/2O9dd3pVgBge+RTCylaXUOJjsFx8y6RrPrVs7rAgCAOZ0FQBBkaoGKMIIgDUN3bCuLv1TN4EfLJKmXA4Su0XG1TnUVM5kRUZQgxnEgkiyLGZsq+iGKKO1lKBoA7x+Jt8iF+3sNKF2j/U+StdrEhTSufujjrwzC53/3LADUyiJspgiKLKi0sjZersCX/vBc4lhsU1jX6CQWYfUOyfV6KvkTJ5RODWbPIhxNlqXjthp3Tck9TZJfPb9PXGv5ujueFS7/rCIJFtuPfF2S06pzbf9u9QLmO3lH6dcRpmKE/c+uFjb5YzUWYl4MogjLJjmTQFoSZspWTBJ+4MSF8NP3HQ+HCSYoEQQ5uEFFGEGQhqFdHiiBRTi6rdg1muCCZ/EFkLtGB2j2K7MIi+LiKr5rNN00o+grTlbeb4/eXuwara8IZ1UWYWDdOslgdswgqZAqztqyLPjq3S8E32sRuxen6PHXrihQHMsVN7g3f/v0HvjxI6/AV/78QmS7WkCLl6h8UvwJMBeKb4LvUyP7mQvePcffv9W4RruuC9++N8zsHXeXyizAszQthmqLMHGNlq/jZfn+gy/F9jmjXVyxIJFrtP9nT5qu0dxLs0Rco1OMEY6r8x5ux37P2BYsmt4m3hhBkIMaVIQRBGkYupZVkVUDIMYiLPse8bj0Y4Q1kmXJ2pYhC8PMCxR713WBX2wL4vZEEGWM3l/oGq1RvobfX+ka7X8GMcIGFuG4JDmW5O+0iFPJ+MMuCS5mxXWDkmlEyauXi7TDW4SNXaNjYoQTScW1wTWic24c14VSxY0oSDLlUqf80Ja9I/Ct+7bBL57YFdlHhExO2XuIR6WImc4v/G7zHvjuA9tjt5NlZRZljRZahDPRd00nZRFe/4HVkedw7ZLpsXLx8hDIaWj137lpoKqdTAsfDZvB2GAEmaqgIowgSOPQtgiLX1WiQZ60q5jySS4AdPtKzYmLpinb0k3SJRtwi8p7VFxPRsaqq2cQDtqT7UsoGShp5DyJXaPJMpIsy9s4LqEUTcHAElSTgSqXtIiHz8QsihEuV9zAsk0Se9UrUphNlmWqBmvECBs2KLpGfBOiyQRRv6WKG3Gdl+mgssPYNTgOq2+8G554ZRB2D03E9ksjswjrKsLK8kn+Z9lx4at3b409z7HeKUGf4u+ijOLxybK8v3mvDf4azzaIqeVPyWmHz4B3HT8fLn/tEu02dPuIu0x81mxUgxFk6oKKMIIgDUN3ACJ1jVa9wSJZZ0mfYsuJ67rQmsvAry9ZA586nS29FG1bvZrguOJBdU4wUnN8d1Cpa7QC0h7dk6hEiknSH+JSyStMD2/vh3u37mf6I9enaOAanVO5RgMw168WrtEu9xmH0DXaoRRhR61Yp43DWUJl3f7lhf3C0k9xbspJj4J32abRmYhxXBfKjhN55mXPAtMH9ecD2w4AAMCtT+yEPcMT3D5xMoiXa1uEFetoeX+wcTsMjKu9NHRLY/Hnh3wb96/9/J4WmN7mTfSJLcLU8yg5AH6xSekjXr5sxoZLX7skmHxMg9A1WhQjHMIfP5ZNQpCpCyrCCII0DO0YYYnG25aTx7DJ3N+iLtPsklmdBSO3XRWO6wqVEFGiKJIgiK0jrNcncSOlFV3RYNek3qwsa/S6nzwO2/u9WMvANdrvX2Q1lVFQJMmJJjRLf6TqugAjxbJU6eGXi5JlVRwXCtmMv7089pPn98/uhef3jcC2/aOw+sa7pUmbVND9OIoY4cvWPwlf/uPzkeXxFuFkqrDqHosr2QTg6bJi12hZf/S+dKKucPke3yLc5ucASKrky+qZm2ynOq2idbpOFpHHyX9myPtndmdBGUN79rKZyvYtK7qfKMRDur/2lskhd4zo9Mveq9461IQRZKqCijCCIA1DN0Y4Ixlwdbbox5eRFmRjHpNxv65rNCkFwyOyLDmuyFIRdVcUQeL7WEU4up2RRVgRI0wIkmUFrtH6inBc1uhaxwjf80IfvO6r98KjOwaE67WSZTkO5RrtLdM5xVf96mn4m+8/DHc9uxcAvDhQXT53+2a4+ranWUXYUccIb+8fiywr1ShGuMIoplyfOsmyXBdKFScyGSW7/3nLOI8FFoz47sXtBX/SImEctyx7PY8yWRb/Pc46rSmrzCK8Yk4nXLxqHlx7zjLl/icumg7ze1qYfeMQhXjIMKn5npSgMkDMEUS8gmolEIIgTQ8qwgiCNAxt12iJhUU1uOJXBa7RkgGjydBYJXc7lfzFccUWMlGmVJIpl5aPOT5FpzlNi7CBnhq4VlcUI3WiLCaJETbJFluLMfQD2/oBAOCJnYPC9VrJsijX6FBhqa1r9G+e2gN3PrOXS5alzhotWlWrpNH0PZgkWZbrei7UvGu0zMga1yI9QUCaMPGMoFFZelnXW4U8qudJsExXVj5fAl0u7vLXHeZZhAMZ1G2Jc01FFzabRVhl8Wbrs7Pr6qGkIwjSnKAijCBI49B1jaaUplULumH5nM7Y3fl1YfkkbrsgRlhPlriO2/IZ2HjFqTCtNedZhAXKp8j1uuR4VjDZgFoVn5gTuDGLBu1BQifXjVVKyBhXp+QNkY12jV4+pxNac/KfmDg3U3YOoBau0WpXZl4B4V3cXdeFigvQQhRhf3sTY2M1x0V347oAfYoa0SLlK8712Tz9lgdroeVihDVmYhzwXKj5cAi5a7RY8VbpNgbzNQyqe5bJ8K7o/Ka7tzLf40TR9eKIhBOQ9o3uR/IpiLG1ogpj3SazNI9B+UphXKPFkwYIgkw9UBFGEKRhaLvgcYPMC14127iv0CLMyRAs0B8xKi3RQbu+a7SgXZGSUaq4kLMtuGjlXGE/KkU4z2UulslIrJb/dd9LcNK/3wNjinJHshhhGr6MEq3ouK6rVAobPfY0cRMHiCpxZP8wWZa33KTVpMomABcjDC5cf+cWrW2DfVK2CJPrWVZYhHWSZbl++aSsdrIs6m8tSenEZpo7+NDP4OlLe5l1BsZRKaL7Qfc2jSjp/vlKdIcJLarRd6eJa3SSOFzTPXQnltAijCAIARVhBEGaHtpN0nXdYFCldFWMarzKPtJyjSZkbAvWP74L1v3k8cg6kZW4XHEgm7HgAycuDJYxFmHFoDMrUFqFMcL+yP+Wx3cCAMDwRFnaZlBHWMOVk3zycbQqt07LsuD77zxWuo4W//5tB+Afbt0kbSsJcQoGLzvv9k0UvpZIsixz1SPJMJyvI6xCtDrWIpxQR1fFtOoky3Lc0DuCRsciLBOaLCbvBF134972PPzT2UcG3+n3zWsWszV0kyZcciUWbYLq+WP7574HjYbLvnDeMjh+YQ9Mb8+r29JcXmvXaNNbMIwRVvePFmEEQQjylKsIgiBNAj0odtxwUMPXuQQA+MxZS4WDfDKG5VclciFUDJz47NRb+0Yj24gGt2XHhfZsRhgjbIHa4iSKERa6RjvEfddlZBUhK59EQ84zaY+3mqoUtFLFMRqA/vn5Pv2NNQgUV8lwm5edz4hd5izCJlmj04B1jTY378Yrz8kOpKJQ7PRihN3AO4JGdq+yWaP10JEDwPO06CiEMf+0RbheJXd0k2VFYoT9T/o6rlrQA6sW9MS2pZ3Nv16u0Zr76uaMiBjPE4iEIMjBAVqEEQRpehi3YDcc2rVkM3DL+1cz2645dBpcePRc4LEl1qAgRthAHqUi7H+qrNVzOguRZSJ3UBJ3mM1YSqWVWMzjXKN5l1DVADCrowiTz8A1mrVSqhS03UMTYKskqLGZJk5xjdTAjVGE+UmGWkPLF5MAuq4WYfo0RWOEdRRhP0ZYN1mWgaCkCaJc6uxJP0f0M51W3Hqc+PoWYbGV0+y9RibeRDHC0XeQrL67uG0DQRKi24UqOz+CIFMLVIQRBGl6spxFuOgnLipkbVgwrdWoLblF2GRAHW95UCmui2e0wa0fXA3TWnPBsqKgZAwZd6vigwEkFmHBLg5nwVUpbYFrtIZFirRDW01tS211zNiWdORaj2FpnE7Gnxre7TtqEfb3M5ChGp2ZPrexpZCSxAgnkAlAbRHWSpbleueaDwWQKSuMRVj2t/9JmtCerHBdaZy+1BXZkDhZdDO908/7A588JXhHpTkvE3WNNrAI1+GpVk9Qyq35qAcjyNQFFWEEQZoeepDnuADjfpKnFkFWYplCG7hG82372WnTcvMLLMKKbWzLgnndrUym2WLFkbqDxtUvDSzC1KDZFijPZc4SplJydRRhl1P+ilRmZZVF/KozDoe3v/oQpXtprcemcVZBXv/g76tIsqxqXKOTjMSpfviM1opNA2KVwcQWYYUirOMaDX4dYe7mkCnCTIytYL1IAdPNGu0C71IrV4STwrq4R9frKu20bLZlwfR2b5JNFD4ShyzGlj9mk3dmNYnhdAlCSQQHQC+KWs9RE0aQqQrGCCMI0vTQAxUX3GDgzw/y3nX8fJgtcDum2+AHlmuXTIf3nLAA3rVqvr48amEjMvOQMT491i+Wo+6g5GusRdjWyxpNFGWdUj9kjKtUhIEof1GLMB+zSHPmkTMhm7GlViJLbixODYfX4jlkii+h7FthCzk/WVagWKc34B+eKMN42YFeQXIjOht5nKVVpEvF6VeibOcqAmsrrQhzbegky3Jdb8KGV7JktxNrERbL7HL3u27creuyzyj9N3/vJtWl4hRdXUWYf99cefrhcMwhXXDc/G5zoUSKpOCZNHGNrge614B/ndYr3htBkOYDFWEEQRpGEpXBdQHGfUWYZOwlXPraJdL9ZMmyMrYFHztlsZEM9KAzY7EWptAirHKftnyZaItw1B2UbBc34MwGFmHaNTq6Dx8Xqxpk6yXLIu14nxOaFmGV5YZQayNNnE7GHzb/ndRXNq0jbBJD/Kb/ehAGxsvwvjUL4JLXLJLK8/GfPxnTUrRPWtH9zG82g20BXHvOsnCPpBZhasf+MTYruU6SKsf1LcJ8+STF9roQhZiup00YKZahJZth7lsXopZWmTxJXX/ZZF/RY9Et88U/bu35LFy08pBEMokQHR1f61lFPULnlZZdS74d6sEIMnVB12gEQSYVjusqXaNldOT9eb8URj10EzLLlWpMFtQ0ppYNjZcill/dGGGi9DLlkwSnhk/opBpki9rkIWtEFmGRazZB5xzVmsCaLZmO4a2LvMJFlKnQNTpoWIlJ+eKBcU+R/O8HtsNdz+xVyqdC6BpNTQT89uk98Jun9sTuowN9v7z9ew8x6/SyRvs1tTVjhE3kJN3z9/R4qQKv++q98JU/vxDZh1WEw+WpuUbHWoT12kk14ZOkz2qSZVWF7jnQbC4aI4yqMIJMVVARRhBkUnDtOV49T9cFqWu0iDOWzgQAgBveeBR8dO0iOGxGW9Wy0AOpfFY8YNepcUxvUnGjSjVpS1VDmO4r1jWadxFVDDCJIqu0SHHexXRW4LgYaQCQZo22oPbJdeIsbbx+EnGNrrCKsMNNMsjbTaZilrmEWCbNJIo9TSin6rzqJMsqOZ6tOmIRlrpGq2OE6eWyCaDhojex9rvNexgZvZrl4Xb05A6vPBkYR1nZXPHfBO0Y4RRGc3EhH/w14N99aWP6BlAptKoYYQRBpi6oCCMIMilY6GeHdlxX6hrN88ePvQauO89z95zZUYD3rlmYziCIakOWMEbVS2AR5i0skgRBKqWaXh/nGh2WT2JdRIVt+vuXXRdc/x8PsaaKdB9a5nccy7poBkp6A8ejQZZnySngj4k/V+R71rbBtsLvD77UDw+8eCC232oxcgkWLYvTg83E0SofJSufRJcTI5NcvNstuZ9+/NeX4ZEdA6GcMYokDe/KH8rl9ZnP2DA8wbpzy9yh+VtXFQqhgp4a+I8NL8KmXUPsel1FOMWHSdSjBYIY4TS07xTRqe8OgANfBEFC8H2AIMikgAxkXIiWrpHRUcjGuhUnkoX6Oy+JZdSxCEezsCZzjc4KFGGRazIfx6pKGhTECFdcOOHL98Df/+ixyDZBvinBYJ1WDPgY7DBZmOy4BJl5UiaIl5as512m+QpF5FxnbQsytsWc+4/9/Alpv3FZjmXwFnIzi7AgRjgll1wCmQhQJbCWuUa/am5n8DdRhPma2uT4v/TH5+GSH4f3oo6cfEw8P6lB+sxnbRiaqIT7Ae8OTVuE2T7ivDbksoWy9I0U4b03P8Ksj6sRTUjFIhzzzDXMNVoT2QRjdLvmkhtBkMaBijCCIJMCMuZyXYArTjsM3nzMHDh5yfSGyEKPo+QxwqpkUeST3UZWOzU2RlhoEY5ux1uE1XWE/X38bR57ZTCyTehyKpcJICp/MBEg6bse41RT12j+XJHdbdu7TrpJjUSb6Rwuf06SGpZJM3H6lakLt8NlJJfR1RLN0dlN1dMOLMKSmtqRfpmJBfEkAz/pwV+rYtCnBUPjJa5fift+TMKli1bOFQvMEXfbqLw2aGqt3Imar7VrtCn6rtG1lwVBkMlBc73FEARBJNDlj2Z3FuDqM5ca1bFME9oNMc8rwv46ZYwsiBVBmWt0XB3hmR0FOHZeF3zu7CMj+9JUAssY+12ESLmWIVJ+aEWYt06Hlht5m7Ueq8ZZhKOKL28h9r7bYIFt6VtQTVya02pHXD4pJR9tH6Kwxd0vR87qiCyjnyGSCI9/FngLMSHWNdqKxgjz5452jR6iXKP58klcswx8myct0puki0+WVX9FWJRATuward9nZ6H2RUpU0tCnJy7UBEGQqQOWT0IQZFJAXG3rUYYjFsYibEnWxWt5/OBVZgWTKQGErG3Bt/7m1WwXKouw/91xXLhj8x7IZWw47YheZlutrNFKi7LF/G1R/eqUT6o1wWFJa8+y3/lJA1J+KLAIa96YzGZV3MtGrtHU35bl7RunuFcbIyxT4ERKCH3fyyzC8lhuHd9otg2Hew6K/sX1FGHONVqiNPFLo2XZ4sUC0LAIJyyflARVgjoLosmy4iboCLevO5Gx+utieg+KsvEjCIKoQIswgiCTAjIIk5W76SioE2elKgv1d9QiHI/MIipzIU5iwdDJQOu4Llzz681w5S+fimwb1hGWO9HqukbLkLqdQu2V5PgYWbEFOPzufdp+Nl1VvDWNSGFOcqiy50C4rSjRWWx2azN5yPkiccAyBU7k5k/H2U9QbsqMPMBeE2I5jrUIu1HlnJ/UmCh7beWzdiSztTSzOXeD8veL7jPblOWTJNCKcsa2tOOSe9vz1Xast5nmOUBFGUEQAirCCIJMCjKBa3R03T2fOBlu/9CJdZOFHnTmsuIYYZU9Q2YR5Qf/RMfOpjTI5ZUTlRVTp3ySMllWRKmP7i87qsdeGYSh8YpkbToEWaMl6/nl/PdxX3myLQtsy9J2YRVn3zbHJJmV6/f7H/dsDfb73oPbYfWNd8NoMTzPF/7Xg4EiaurCXeFihGWJsUTZlelY0/EgWRZvEXaDklUAAJ+9/RmlnHQv/IQNf08HybIyNrOOL5/EtB/zSOpmkY67jvqu0VqbJYfzjc5YzedijK7RCIKYgoowgiCTgsAiLBgYtuQy0JKro0WYGkdFs0bHD7LI/nHJsqqyCAuWPb17GL76x+eC78qMtBoxnyqLcNayYG5XIbpCkyd2RpNzpYkTWC7F6+P0j8vXbwIATwGpNllWEkxjfCuup/wS9g4XAQDgwFgxWPbKwDjs6B9LJA+ZVCFilSUB6KJ7OS9yjea2c12vxjCBlFBiLMKC/gYnyvDbp/f424rdtmkrNL9O5bXAyMd917YIx6zXdo2usXLHxwjblpW4ZJQxmrd6mKgwbjtUhBEE8cAYYQRB6s7Caa3w0oExaDHIOmorLMKNJOIarTHGkiXL6shnuO080rRg3PSHUBFWWYTJGlU5HAiUn2g7tg3w/XceC7uGJmL7qCX7R4uwbf8YHDu/m1lekShFBJMkRV4dYT15ROcqmWu0wbYuSDV7fnFo5TeTh4+7lbnUixRLUdI72jti4bRWcIGtQ0xCIRzqTIjO7R+37AtlNLYIy8sS8YfB3y+6ZduayjU6mGyUrOasqjXPVJ1qWxb1N4IgiAcqwgiC1J3rzl0Gf90xAHO6WrT3CWOEGw/jGi2JEVaW8pBYhDu50jLEypNEEW7NxU8yqJS9wLKnESMsasW2LJjWlodpbWx84OqFPVr9p8UH/+9R2N4/DhuvOJVZLlOKCLqi2bYFloFrdFoTOWau0fKI4hv/+DzzPbDsGspT4SZFtu4fFW4nSiJVyKqVYwu861GmzPcdee9Zoc9DnMxENt56TdcRrnDt6cYI85dfV0lsJtdo0oSoR8uKxghPJhdjNAIjCCICXaMRBKk7HYUsnHrYDKN9VK7R9UbpGk3cmRUDL1mMcFeBzaya0WhLRgdXrqQgsL4rXaN9dGKERYP1SOIv//NvjpsX2b+WbO8fFy4PXaOrtQh7//h2ZPdpUuU/UkfYsHyS7DJueGG/sF1TOUlMMNntQz9+XLidyFIqsgjT23nH7kKJOghiEZadB9FSsjt/3xNFuJC1maRnyhjhSNucS7Wmkhh3nmWx1hF5am6dZbNGE0+IZoKcyiYTC0GQJgYVYQRBJgXN5BpND7RkFmHVQJisirMIyyzHOvCKMO/CDaDnGp00RlhmLaKXNvJaEgXkJ4++olwfBykNxR9LqeLCnqEJuORHj0L/aClYTm9mkvk5Kp/+ti4AFJU+7iGBRdRQNL40l4y4GGECaxG2wAU27pjc3w57QpUE97R/bYcmynBgtAhF39KctaNlsKQxwpGJCfa7rpIYd5vpZiOvtVLKH69tNXGsrUAuS70aQZApCirCCIJMCgK3vaawCIcjKVmMsEp5tWQWYU4RJhbhJIlw2v14Y/J5xMz2yDY6NYKVyrIqRlhDgajnteT7Sqt+a0aSNXqi7MDND++AR14ehNue2k31K4gR1ri8FljMMRidOhfg9f9xr96mCV2jy5qKsOi+yAu8FZgM6hbASLEC+0fDxF7Ew4E5J5qy0tf2i79/Lrgmnos7J69klMS7TPN967tGx8UI60/I1Bq6h7gY6OvPW1ZbYargHceGXilvXDG7gZIgCNJoUBFGEGRSQJTHxqvBaoswQZVRNagjzA2m27hkWaFSbSwidPoWs9cd0Qv3XrZWWMtTZ5Aty/5LI2rm1fO62AWC8zGvpzW27bTgRYw7dt3kV5blTVREEzCJyz/puKPLYGvm6j8JJm7OYVkpQ9doEr8b05fYIixwl7bZGOH7XzwAH/zRY8GynlYvjKDCKMK6cdrhdhNlJzhmC1gLrAsKBTMmWZZuRuU4iXXvw1QVYUmf9ARgXH+vWTw9PXk00TlVPa05JnHeZ88+snYCIQjS9KAijCDIpICMn5vCNZoaA2YlMcIySxKzjb8rsdrKBpdJBrlEEZ4oVSCXsWFoohzZRp4oyg30GR33aV63++pFr4LXHt4r3IdW/rO2Bf/6xqOk7acJf6hxsZe6imaGZI2O1GiWyZHQqgvstTDRp8dK+jWZHS7WVxdyvHHPp3aMcEatdAUTYwneB3yCLfpa8/e77MmLxgiz31XPP01s1ug6ukZP9yfLRNfIS5ZF9RfTYXu+fuXseESSNa0bN4IgDQWzRiMIMikIB76N14TpQZUsKZTSNTrYxvv81wuWw4o5ndJ+kgxyT14yHS5aORfet2YhAAA8s2c4so1sjO2CZowwsR5y16S3XVE/mDuWeg1QPRkt7rscI4uwwDVaZoVNevvy1kqThgbGo5MgMkg5ImNFuJYxwoJbhJyLaiYWyP7BfQwQLZ+kOTnFK6yybNPR/uPl0yENi/A/n7cM/vhcHyya0SZcz5RPUnTXWcg2reLZnFIhCNIo0CKMIMikgIyfm0AP5lyjeYuw96l2jSYxwt5n1rYiya3ofpIMcnMZG6464wiY3ekppf/4hqUAANCaCy01OsoaXbuV3z6wCHPNiMSVHUE1lqwrbt0EP3nkZa1teRnjFF3tGGHbs3Hz7dH7MwnCUkqQZeIZMaGZKAsgdN02do32d4ybYBA9F70dUbd9/rniIfeiSfkkEa4bWtdd12UVa3Clls9IsqyY9fL+05mQScMiPK0tD285Zq5wHR/GIUuGt3bJdPjFB0+oXhhIcD0VO6ACjCCICFSEEQSZFJCBTD1qz8bBuEbbfNZocSIs0f7kU3ZM/HbVcMphM+A9Jyxg6gJLXaMhVIaLVO1WPl5YlixLeez89yoO7u7n++Df/vB8/IYgSJal0CQtMLPE2VY0RljWPL3c9NBpt91P3/a02c6aOME1NduPtaTKd+YVy4tXzYO5gnrifIwwD+mB6SvBq8F16fuYVTw9i7B+W6csCeNidWvsqiY0hifKUKroTWLUOlmWZenFCM/rbolkv683Ytfo6DLTEn4Ighx8oGs0giCTgmZNlhVxjSYWYWX5JNYiLNMbQtfodAa5GS6pk1TZc0PnaHogXpJkeoqUjlHYX0RlWOoBH/upuo9sy6yOsNB1l3K5ZfqtwpVXN160GgJF2HC/cuCqDFBUmDH552LRdLEbLm0RFk2WVKj+CLQVW1d+F9ywvrDrars4i675l9/8qnA/3WRZipvgtK/pZfoGSJZZ3gQL2PeerqJfDSTPQXshvXhjclk2XLo2NvM1giAHP6gIIwgyKSDJV957woIGS8IOzCOu0f6nunySv43/XaoIa7RlQpYrDyPTV+gYYVqpKUUswt5nRD8TuUZb4lX1ixHW39a2Le3szrZlCZUCWpGmD1Gky/JupyIsA+W8GgL5ksYIu+qaxVnN653NxFiEXfYzKY4LTIwwf451yydF1uu6RuttFkuMJ3kqsDHCsgmC9AR5x7GHgGUBvP3Vh2htr3Ln56UqCEp2IQgy9cA3AYIgk4JcxoaNV5wK717deEWYRmYRVg2Ebc7SK4sbdYPtqxIxgM9wLbPbn8s1AAAgAElEQVQwupRyQFuEeQUn1Jk45UGU5VciUz0G8ABmSqRtWcps2ey24mOTKdLVJHvTjRethiD21kBFc1yXUvBdmFC48/KTBjr3hUi3IteHT5b1xy374NSbNmjHRXsZ0sM2aNFVybLi9L3e9jwsndkexOjL+9cSM5Z6TCjRPdTaAg3gTYZcvGo+Mymig/BUNGnyLgRBGgsqwgiCIFUgG9irrLhklyNmtgMAwDS/JioPGaCn5hrNZ7qVJcuCUMl9cudQsDziXuy68Msnd8FIkS3Poxoj89bPelmEv3P/SzBS1M+erJssy7Yt4fWpuGL7FBODqi2NR31co71PEwWNiQ8GtUVYR3+yQH1f2Fb4bPDJsr52z1YYKzmwa3A8viMgVmDw24omy0p6e2YzNtz8d6tg7RJ1Pd3HXhlM1gGHbt3ipHjXI+xDNoGF6iaCIJMJdI1GEASpAj5ZFhk5qywmZMz6kbWL4LWHz4Bls6OlkwBCBSOtMS6vtEtdoyVaEK8cDoyX4brfPWsmRIIY4Xeumg83P7zDrB+OHz78slJBo7FA33JrW5bw+sj2Fy7XvL71cI0OEkcZ7MOXHCoaWIRF8M8OrxR3FLLBvcsnyzKdPHLc0KPBdZOXT5JRawWVUI9u6D6SWsoRBEGaCbQIIwiCVIHMIqxy+SWD42zGhpXzuiPr/+a4eQAQWuXSTJZFQ1sY+8dKzDqRwqZtJRW5RlehULTl7YhMSVyMecu1DM81Wq9N2xIfg2x/XaPukKD2bz0U4UBug77KXAI21YSDliIcM1nSkc+EFmFuXyKJ7hPj0nWEXYCB8VIQ7uBC9QpfPVyIAeqQNRrqnyzLFOUt2wTVBhAEaT7QIowgCFIF8hhh+UAxLlHLFacdBlecdhh874GXYtsyIaIIU4PDt3xnY/C3bMioGzdrVj5Joz0IFROyeS29hC3LTOkX6QTy+Gu9zMYf+NGjnEzREk21IEh6ZbBPmZNLFZ+rk6k3co9w33MZm3LhZl2ZyVfdR8Zxw+fgD1v2wdAEOwEhE1f3iWxCfTERXvmk8Lu0vjJ1Zm5fd2JDjl+VfK5eoRgIgkwO0CKMIAhSBVKLsGIE2JLTKwdCBvtpDSYjrtGUAkMrAHSyLNn2KlTiRsonaWZMJnJVI4uucmeSoZnUEeaR7a+ry27tG028bzWIyhLp7gPgXaNRheWdvwdF3USXsfvYlhUm9eJihF3JPjLoy8QrwQBRxemIme2wfE6ntkI1vS2vtZ0OZyydKV1Xa/3OAnYSQxojTC3vbc+nevzVgPZgBEFEoCKMIAhSBRFFWKP2r27pDieId0woHAdfukam7DiSRE8kE/J5y2fBqYfNkPZjYsHW2ZS0x2T3TWCdNon71VUEPdfo6HLVuQ1k0+si2LYurtFBGaRkrtEuAAwKFEqCzr3Bn7vI5IkN8OC2frhj855oXWbDc0TXEY6sc93Itf3h362C77/zWG3F852r5hnJo+LNx8yRrquHnfNzZx8Z9idzGa+DHDJ0rjzagxEEoUFFGEEQpAoirtH+598eNw/m97QI99FVFEM3z3SGb3z5JJUyKVKEyv6ypbM6IsdGTwioXaOj1r04yCZMDeQkFmFt5dbSVjoztiW8PtKM3FXosnVxjU4gIGsRdoWWVUKS2FJ+D9uyYGiiDNf8erNUiU3iGs2jjBHWax6yGRuOX9ijubWaWscBK7EsmNPVAh96zaG+LI0TJZZmlg1BkKYCFWEEQZAqmN/TynwnY9UF01ph/QdOqKptMkBPK/Ms305Jkt3XdcXWFRL3KhqQZxlFWBWjx34nsYYz2uUulGQXWiY+LlWnwzue2au3Cxgo2pIY4YrjCicTyDW1IEH5JMUOxy+IJl1LQmgRNt8HwDumYT/Rl8h9Nmtb8M5V89UNcp1H7hlqAVvuyPyc0smyeFQ1y1VxqIJODKWS9KmaYKpDsixaBtnxrzl0Wk3lSArmykIQRAQqwgiCIFXQWcjAxitOhfNXzAYAwwFyDERNrVX5JFksp9gxOlR4bCt6nIwiLNg37hBktZQBwkE+4xpdQ+uoKlnWmkNZ617GEishjAu0QHGjL4XO5XVBXUf43y5cAdeft0yjJTXVJstyXc81Omtbwlj4jGXBZa9bAhceLXfz5fuOWoSpbemNKaVW12LpTfpEj3bjFafCh09eJN2v2XIu1UscUi5OdM6+985jYc2ixinCWq7RTXbdEARpLKgIIwiCVAGxTgUD7xQHWioLbBK0FWF/RDm7s8AsJ26zlqB2bi4T/pyYuE0S62FPWw5OO6JXuA1pjx7oppG4S7qPwjWaL4tkWZbQYk+L91/3bYOHXupnlxteU9d1le7a7fkMLJnRbtSmiDAJlb4qzFqEXRieKENnISs8RJ1yQpGu/YYO622D33xojXBiweubtbjr4LjyGGEVjVCo1Bbh+vSd8838oucvr6oZVw8Mrz2CIAgqwgiCIFVAlFQyOE9zEFbrrNGjJZlF2BtT8uNa1iLMkqM2VpcvES8/bEYbfPGC5ZJ9vJ1opSeNUk4yFva0yJNdCVaI+qBlHRwvw4d/+jgAUHHf9BdNVMqpZQkuSgJkLucjxTLcJXEtLzuhi73rejWQOwrizOg6McIyi/AhXS0ws6PA3Jf0KWFOj24cPiSrSZ2m50cafdZaGtI+mfAS1cluxDkRIbr06BmNIIgIVIQRBEGqwPcUDJTVNC0zoRttbSzCIxOSMje+u2ik3JLCIpxNmCzrhEN74HNnL4VPnLpEsY8vVpXJsnR4+6sPgfk9rYpkV9Hloutz88MvC/cPLJa0a7SGkK4LIAnpDkjDXVwWI3zDnVvg07c9Dc/uGVb26wJAseJAIStRhBPcy+TW4iedABSTA5rKraOIEVZhchh0819/29HwpQvFEz6xfaYlUJK+/faJ1Vfopt9gPfiImR0AAHDsfHm8fHOo6giCNAuoCCMIglQBGdgHg/Q0Y4SJIpySSZjPcD1cFGf3dcFTDmR1h72xMLtu5+BE8LdIMZSN0y3LgvNXzIG8oqRUVXWEDRWEjkJGWT5JaAkTdPHQS/1QFGiupF0LAO7UTN4FAOCA2jUaAGBYka1Zux+/Cz4G9JUB7/qOCbwI2Bhhz9XYEsSRA0TvQS0CBdj7SluE6TNMJ8vS1W1dl23DUCRjprXloVeRGC5pn7VS8N5/4kLme2ARprxDai2DLkcf0gW/XXcinHPU7AZLgiDIZAEVYQRBkCrgXaLTtQh7n6nVEeYVYYniRBSKqCLsfYoswjSidUQpSnIoRLHWdY3+3O2b4fxvPZC4P9VOImVUZrHvH4ueX2JRLlZc2N4/7i+LF+nmh16GTa8MKrdJqmDREAUnOhHgLfiXu56DZ3azVmH6Wriud45klt8MN+rQSnBEPgVtsnWEQ+vufz+wXaNlP1lWHV2js5a43Fa11Mog/OGTF8HGK04NvhNFmDwHup4g9UKWfT7JNUYQ5OAHFWEEQZAqINYp29JT9D59xuHabbuUK3Ia8MrJsMQ1Osy8K3aNFsUI06Sd1EflGi2aJPjNU3tg99BE4v5UEw8iS7Fs+/6xUnR/c3EAAOCZPcPwT7c9pdzm0OltcPuH1iTswaMSmoSFPLdvBC5d/ySzjInTBU9Jkp133eeEhmxLznORMsvz18NU3UnsGm2+CwB4tbxV9xe/7rpzl1HrGhcjTCCu0eQSkCzSngxNoAlL6Paz0r/5mLkNlgRBkGYCFWEEQZAqsDi3TZXS+prF0+AtKw/RbjtQSBNLx1LIsS2pLMLgRi3IdBZrkzhggOqsRUH5JErNqVCyKPc1HZxblrJNUWyk3CIcVYRFlqk0LWm9HYX4jRSUffnoc72jf0ypYEYVYXlSLJ1kWTxh7VqPiXI4ncBfD1PLX9mJdzlXyaTDB088NPg7a6stwjnOZM64HisnmOqjhPKu0R87dTElQ11ESERrLgP3X34KfIBz9UYQZGqDijCCIEgVRBL5pNh2JWWLcIGKw23LZWC8LLFPui644EYtwk6Y6EklUVqu3AQiBq3zBPHKaXcG6mMTu0aLtx0QKMK1rH9MIDWtkyCqI/zm72xU7sOcE9cFx3GlExCmMcKHdLeEbvX+jUDHXvNu2aaUKk7CZFn6x3H8wh6Y3uZZJLO22iKcjyjClOuxmYg1gWSHJ9f8ba8OJ/aaQT4VmZhJCARBph6oCCMIglRB1CKcXttkgM7HVSalhcrkm1PU/CTlk6Su0WApD1Q12DQdiP7gXccK6wiTBE0TZQdu27RL0Z9RdwCgVq6FyXKNLMLm8pjyubOPTKwMl3wlk5dTJTdZZVve+XFAfs/Kzu2X37QCzjlqFrNsw6Vr4WfvOz7QsMiudHKuIjWZc/fzfcbn17MIm+0DYK70OcGzHGcRZtfZuibhOpHnLMI0qGQiCDLZQEUYQRAkBXRKHJm66aZtEW6hXKNVWZpd11Nu+G7LlTCLtTJGuAoZaV41txOOmt0ZukZLkmVd+9tnhfvLauLGwVvlaERJumR6s6h7R+BkzJ/NcUl9ZxOSXgPidhynUD6zZxheOjDmfSGZsC3Lc412XGlCNdlzcsphM+D0pTOZZYWsDbmMHTkWWgmjrcP/89AO4xhh7x6prWs0QGhBzZhahOk+zbqsCbxrNE0zyIcgCGJCttECIAiCHAyoMtsmhSh+CuOtEbRrNB+LSOO4XoQo3+2Ir6C15TKJXaPNkiSx7uYi12gVxbKTyIhWUE4SVGcJ07FYXvc7sWJvQtLa04FFmFMO+VJQ7/qfvwIAwMYrTg2U+4wFvlu93PKrco2WrSPHQj7pCY7xEiuXyAqvolyJtwj/98WvjmTkNj29dEx7VLUP4SeoaItwDaIAjOFdo2nQIIwgyGQDLcIIgiApwJdRIpy+tDdxmxXK0pYGBco1uqDhb813O+In12rLZyLrPnU6lQ1b6RodLye/beAaTVuENRThiXIlUSZblSJskjVavH+0Acd1mcRlj8WUSdJCItPxC7qVu8kswqPF0ErNTwa4nEW44voltgTtd7bI599tyWnn74MypZRL49w1KTlO5Jq8f80C5vur5nbBnK4WVibD+6ot7z17XrIs+Xa8azSd6T0rOEFfu+ho+ASVsKrWBBZhrEaEIMhBACrCCIIgKUAG6fwg9/PnLIMrfSXRVJ8lCkct6ggrXaO9ziPLSbmltnwmoggsn9MZ/J2WRTgoH+XvRUtU0dB//vnOLcbn3AKAQi4jXW9SR1i8f3TZN+/dBqd97V4Y8y3uSbIY88gkunjVfPi3C5ZL9yOliXgJaEWYh2ybsaygLi+twP3T2UcGf3cWFIpw3Hn019Pu6dW6kZcrbPmk05f2wofXxiuWps/kN9++Eq45dxm05DLK4+SVXXpTkcV8zaJp8O7VCyLLa4U6RrhuYiAIgqQCKsIIgiApECjC3PJ81o64VepCxppJ3VxV5BX+1hte2C90jR4uelbL9nwmspIWUdRykkN4eWCc2deRxAjL+NNzfcb2YBfUFuHDe9sjy0yUIlV5H2JxTyOxtKqO76IZbdL9ijKLMKVw8h4KwYSN7cnuWYTD9fN7Qmtqe14+ycDXuQ76I7L7n2XKHDlWSm4RPn/FbHCBdbWuVS3cBdNa4b0nLfL6UHTBnx/GIpxWjEQVEGVcHCPcePkQBEFMSFUR/sEPfgBve9vbYOXKlXDmmWdq7XP33XfDeeedB8cccwycf/75sGHDhjRFQhAEqQth9ujoYDCpRfcjaxfBSYumwWsPn1GNaEJUMcJf/P1z8PD2gciInXGN5vah4x6VrtwGGvH+US/ek0wE0MpZLcsQqdzGrz1nWWSZieu6SmyySlSrmCeXseC2S9ZI10snTyz1xMpEkDWalWFC4YLsMhM2rmcRtsX3Q+RcUf3I4or5zOyMRbic3CJMJqjo+GfdDO3VhCuozj/vGh1nEa43JGbZpIwYgiBIs5KqIjxr1iz44Ac/COvWrdPafvv27fDxj38cLrnkEnjooYfgkksugY997GOwY8eONMVCEASpOTKLsGppHHO7WuCmi46G9nz6eQ1VrtGEqEU4TJYVGZRrHmKSM0GUgSSKsKnCYoHaItxGWeyuP89TiquNEQ7XxW9DKGRtmN1Z0O/Yx7bU1yCwCBu0Sba1/L8rjsv0oXt6ZOeRLCbXkrYIVxMjTNx8S5QirHu/VKPzqe4XXkmmJwdUk1f1IufLo3JxRxAEmSyk+lY9++yz4ayzzoLZs/XqF65fvx5WrFgBF154IeTzebjgggtg+fLlcOutt6YpFoIgSM0JSvwI19VXFh2SJsvKWGFZG2bbuLaqUB0CRZhaVlOLsMYkAQDAkhmem7Su6/r+0SLsHpqQridWWJ1DizufsrUWqO/HYtmBR3cMGMUpB9nNbSsovcVahFWChivlFmHvU1RPeqKKGGFifS1SirXupAbZTuXqLUOlbPPnoNkswt2tObjy9MPhq289OrIO6wgjCDLZaOiU3ubNm2HFihXMsuXLl8PmzZsbJBGCIEgywszGjZUjjlzGglLF1bIuiSzCbfksWJYVceHUVQaTjJWJ2zWtnOme5iRDc11FmDQ+NF5Wb+dz1n/er1wfuEZr3ERxOpFMKZHV9yVs3jMMf//jx5jkZ3FEskYHdYR9l2YAeMexh8S2E3cPiZT/Ac1zL4J4RTy1ayjsQ/MGJcpzRyELN75pBUxv088DYGQRpr43g0UYAOBtrxZfS1SDEQSZbGgpwldddRWsX79eun7dunVw+eWXG3c+MjICnZ3sj21XVxc899xzsftaFkBPjzzhB9K8ZDI2XrtJDF4/FnIu2lq9gXChkImcn/b2YQAAyGaj6+pN1rahVKlAR2suftssa+2aKDvQ5h9fZwfrlttFlZcRHSOJLezqbDE6Bz09bdDe7vXV0RHu29qaj2w3MFaCjS/uh8NmtsPze0cAACBjmGCopSUHvdPk8tGyd3e1Qk9PG+waKRr1IaPDPzc6FmHbthhZ+HPaIilT1NnRAj3d8ed/y95h6TpaV+vpaYM2//pkMxbYtgWWbUFLPhts19nZCl94yzFMGwXftbatNR/I3j1aZtol5P3QgJaWbOQ4XzowFnssMro7WiLLWgrRPkRYBe/5efeJh8LpR8cr+QDhu7OUkVuRC1wYRFdnKOOM6dFEbSJZG/WO6e5uhZ6u6Dk9GMDfvckNXj9EhpYi/JnPfAauvPJK6frW1tZEnbe3t8PQ0BCzbHBwEDo6OmL3dV2A/v7RRP0ijaWnpw2v3SQGrx8LORcT415ip0rZiZyfkRHPHbZcrjT83AWul058bGWZq1FULDuQy1jQ3z8KpQnWEjc0NB78LTxG32w4NDQO/f3xSjjd1tiYp2gODo1Bf96zio2MTkS2+/jPnoD7tx2A6W1e++35TMRCT+JYZYyPl6A0VlLKQxgeGof+vA2Do+kowgMDY9BpaZZP4n4D+XNenBBbSkdGxmEoFz85UFIUiqWTefX3j8Kwf3+DC1AuO1AqO1AuV4JzPzISveYTvnyjY8VA9rGRCaZdQsVPiFUqpvv8lIvR61w26OMvl64NngcdyLtzSHG/VLjkX6PUOfl/7d15lBTlufjxp3r2hWGRQVmGTWFGloEB2YSAGlwCihiDRoKKwXg1kbjAT8WIGrznXrkm8SgmxOjhqud6jxpFELxGwHNvcAEl58YQ2bxGBaJxyURkn7V+f8xUdVV1VXd1d3XX2/T3c44yXV3d9Va/PT319PO873vkkD3oj2juv2thfcYcOnhMSnx8ruQi/u7lNvovt1VX+69QSpavQLiiokIqKmK/iUxXXV2dvP3227Ztu3btkkmTJgV+LADIJKOkUYEVTuIySpqLUyiNbm3XzbLhlEujUyigNB5hzZS6xYr7vur8UqJzAqWWtnYpc6wJXBDRbMvluB3Lb2m00a54a+wmwzgnP+OfE+3hVeIbsZQsp8qYzdtsizFGWOtol67rtvJf35NlebzsmuPfoDjX7I3XBjd+JpxzE/E4k59dPEx+t+tL2zZrXzl/xzKxrFpaVGsPACQQ6ICT1tZWaWpqktbWVtF1XZqamqSpyXtikNmzZ8t7770n69evl5aWFlm/fr3s2LFDZs+eHWSzACDjohP6xF4MqjRu2GhfKrNGt7VHl8UpiiQ3WVbyO0aZQZXldXTLmhpbjEC42SWr6TUhk1Vpkc9AuPOpjgQUCBvLAsVba9hw8Lh31lok/sscdLhiGyOs69Km238P/H754R3Y2ZdPCkqTy9JL2QguvQ4x7bSeMcs3ea2tLOLvvZxNarUGABILNBBeuXKl1NfXy9KlS2X//v1SX18v9fXRcUEvvfSSNDQ0mLf79+8vK1askJUrV8rYsWNl5cqV8sgjj0i/fv2CbBYAZJxxAR3vQlqFC0Vj5tliH6lr56m0trebQakzI5zZ5ZOSmyzLmvF1Zlf9zLxb6XNpGKNdQQXCxvnFqUq27Bv/fq+3YUTTAl/v1WhKQUSLZoQjlvDX5/G8gj5js1cmO9UqDLd+y8bvaLxYOybr67hKmzUiuiqHCrNIW5EQBpBrAp01euHChbJw4ULP+2fNmiWzZs2ybZs6dapMnTo1yGYAQNaZGeE4Xy+qkBg2M7q+SqPtV7Zt7bp5oe4sKw3qGnjaqSfJ7//S6Prcuq002iUj7PICNzvGOfvJopX7XBLHeKqCiBbIck5BDq/0ysJqIoFHLEZfRLSOPmhr123fssc9mqXTPJdP6vzXuLt/9zLZ99UxGde/m2zbd0AKCyLSlsR6wtdPHiAvbv8s5r3RcYzMR3PxjhGzPLdj36Xn18r4/t3lrv/arVxG2KvkGwBUpcZc/ACQ46JjhNW+GCzsDIB9LxFk0WopjS7M0PJJP5s9XLYtsn85Gl2j2ZIR9hl3tjgDYR/tTDYYenJuQ+KdfAhybWTrKTx95Rjb9sAzwrblkzp6KWI5iNvL6bbNq11mRrgz0Pr3uaPluflneFcnJLBg4gBZf90Eubyhr692BS2ZjLDb+9XYpNxnjWLNAYBECIQBIEDxsjQqXCcWJpERdja43TL20xl8+L0mT2WyLHOia2tG2LHPA6994Jpxd44TDjKLZrwWQ3vZJ5McdFJqy3S0+YzuzxnSU/7fOafF3cd6lv27l0nXzuWUNC2VHojPaLUtI6zFBrCJJOob4/mqSotk0Enl0fdiMjNcWVSWFMpwx3rJoWeEI/5/r5z7hk2t1gBAYoGWRgNAvjLGd6Y7I2+mGcFGKpNliUSDUrfg49/njpZdn7uvP5vO62I81FoO7SyNfu7dT6VXZXRtYa9y5USxg1szb5g8UFa++bHnvs5z+97YvvLYln3y+SHvySLd/PL1j3yNT77ngtqE5dvWNtl+dmlvutrN0mhNWnVddMdkWX4jJK8A0Wivs++iZf7pv7cStSFI8Y7gzPK6Z4SN6pPYxw+pDn6FD78U/+gDgBgEwgAQACPocg+0VBgd3MEMhFOYLMv6eLfS6BG9q2RE76oET+qvnSIip59c2dkOozQ6yu0V/eJwdH3W0sKI62RIficYimjRDLRXhtfrmXQ9tQmc3tl3wHfbErH2XcTxc6bilYjWkRJu13WJOIJvPxKNEXY+k3Er1WWMYp8x+LJxN3En1IsZI+yyT+e/zvfyuh+Ml6pS/2t0By34WgMAyCwCYQAIgBE0xRu3p0K2ODprdPKTZYmIZzmq/9Jof7be8g1LaW2HROsIW/XpWir/9+WRmO1+S6O7lBTK18dbbcd38urP9jj3BcFP1lLz+Fk0LfCsp9EXHV8e6J0l9LZDxhjdt6u8uP0zObVnNIPp9btjPJdnRjjF0ujO1tlvZaU02vu+mIywy87Rifns951SVZp229KhwMcbACSFMcIAEACzPFSxcXtOxoW1n4DQNSPcuc2ZEU70bMm+KgWRaMBmNNVaDp1oXqmRvavkpIrimO1+A+Grx9ck3MfzqXQ9ozP6+nmP2XaxdKR17G5QjPe+sXxSbEY49oAzhp0sL183QUb17Rptm9cViUdptBG0Ot+LyYgtjU75qZI4ZhJjhN0eb+xL5AkAaSEQBoAAtOvepdF+ZzjOBiMjnOoExcaFeuxkWf4uylO5djdLo21tjn8CEU2kS0nsOFq/AeqV42rkpmmDRURkeO8urvt4PdPQXpXyydfHfR0nFb7iPo/SZE2CD4SNnjACXiMQNvrN63C9upTYbnuuI2z+4Bw/2/FvOuvphlMaHf3Z2ZdeWW+bztchlZnfM4m4HECuUetTFABylLEGbNzxf1lqSzzGhbXbOrx+pLuOcCrjCM3SaNFF13VpbWtP+OVCQUSLaaOIv5Jww7wz+sm2RVOlurLE9X634H/TDyfJiN5VgS6F5Oe4MfvY9rdu14Ify2kpjdZdSqPTnizLuN+53Xwvpn4+zodmZbIsyzF+fskI233OLwM0TZMh1RVyas/oOHVjj7Iif+tdZwtjhAHkGsYIA0AAjKVv4o0RViExbASHfuJgTUQe+vYI+bDxqDz0+w9FJHp+zkxW0GOErSKWjPC/bPw/WfPnz+TWs09N+Bi3AKk0wCya2zl3LcvsZEV+q4C94tCg1xH+6miz3LfhfRHpqBZo1zszwtZ1hH0+V6JsvTNIjY4dTuOEYp4zu8Hc5EE97Md3vAYFmsh/XjXW9bFlRWrlMhQfFQIAMdT6FAWAHBUdIxxyQxIwgo12H2G5pmly5qAe8o3B0Yt14/ycWcmEY4QDiFV0XWTNnz8TEZGPG48mfIzbsjq+1k/2KRJCBszvGHTbGF3bz8G2Z/unh8yfC7SOL3vaO9cRdmtLPAlPzaNsOJ3x2M5Hhl3eG1sqHdsg4ze3tFCtjDAA5BoywgCQgoe+PcKWcWw3y0PVLo02JhbymxEWsZ+T8bOzLNP3bLspjRHu+Ldd1+W0nhXywd+PyOrtf4v7mAKPjHCqGb9Rfapk+6cHHQ1L6anS4rv9HrtpAc8afawlukSVZi6f5AzE/UyZlHwAACAASURBVD2X13vIeKt6TpaVTiAcQml0PM7XwK09za0d4zBKFcsIqzArPgAkQ61PUQDIEWcO6iHjB3Q3b7eb6wirfTE4tn9Hm0+pch/3amUuX2Sb3KfjRnlxgbzw/XEx+yZ8Tn+72RiZV11EantVxN/ZeExEk0KX7K9Xxv7aif072+fewsevGC3vLJpqf65QAmH77X+98HS594LamP28mqZJsFlPayBsrL2sS2ZeG2ffGNnTEysj7AiEXd6vxmuuWkZY7U8+AIhFRhgAAtAWb9boLLclnh9MGSTj+1b5CoQN1mtza2lu/+5l0X0SPkf6WTuvCb6MLLFVRHPPFHp9UZFKH4UxOZCz/dNrq13383q5rbM5B8EeCGuW2dOjr05Qh3M+j3EeaS1VFfIYYSdn4OvWnuPKZoTDbgEAJEetT1EAyFFGaXS8i3IVLhQjEU0GnVSe1AW/NeDzmqzJ//JJyb8I5vJJItLmErGeawkGjSVlvCbLCjLQCaM//Y+3dd9Pk2Azd0ebo4FwQUSTVpfKiHS/MIiWRjszwgGURjtuhz3hU+yEYC6BsJERVm7WaADILQTCABCAXCmNNvi54DcCUD8TH/k965RKo80xwtHX2coaCBkTZBVomuvEWJv/0hhYu8IJhP3tF1vyq5l3BBnsHWtptx2zrT1aGeFWWp/IgO5l8uOpg1zv83qaRBnhH04Z6HlfGMsnxeM1M7aVmRFWbB1hJb7pA4AkKPYpCgC5qT1OabSKkl2L1uA1a3Gip0vnZTEeq+u6WYJuZQ2EjOWhNI/SaC+plEaHETT5LQP2alsmS6MLOpdPch4/maM9//1xcuW4Gtu2ws7n8mp2on6eNeIUz/uc2eqwYzk/gXlLZyCs3jrCAJBbGCMMAAGIVxqt0hhhg5/1aI1rcOvFuNfj/AaFqQQaZmm0Hs04WhW4ZYQjmuvySYkPlpFdA+M3iPX8wiLIxojIUces0WZGOMBvhIyZzp3vMb3zNyvx+sNx7lQsI+w8F7e2Xz2+Rg42tcq3R/XOUqv8CftLBABIFhlhAAhA3cmVIiIysEd5yC3xJ5mMsG2yrBCudm2l0S7fKhTaMsLRoKnQZcrdhy8dEbPtoW/HbvMjjOVi/Mb2XsGfW5O7lqb+nXjj4Wbz5wLNPmlc9P2T3uvklfE1igOcMy07xTu+amOEu5TY+8Kt7V3LiuSu84aSEQaANBEIA0AAZo88RZ6/5gwZW9Mt7KYEznoxnnJpdBpXyUb5qq7rPjLCxmRZ0UyiVU23sphtZw7qkWK7MscY/xmbIUxzsiyXzeuum5Bc4yyss3VHNPfJstJl9Kmz741biTLCcRPCIWaE3Y40Y9jJMrpvVdbaECTWEQaQawiEASAAmqbJgBzJBvunWf7fwSv7ltnS6I5/O2aNjj9ZVoEtIxx7MOe2Ad1jA2O/Mpk9NJamqu9jD4r8HtN7UrPY7emcxt+PRDPCmmadNC66j9eyV34ZJe4t7e32O3zM1N7RlngZ4cSlyJnwm8tHydofjI/ZXhDRZM7oPtlpBADkOcYIAwBcRccIR7d5ltz6fc4Uwi7rOsJus0ZbAyEjUI9E3EujCy0zSb9505T0Ap8MZsC8gju/Y29dJszueLzLw4PKgkY0zczSBpkdLOrsx5Y2Z0a443aiybLiNcVrbeJMa+jXNSvHAQB4IxAGALgyx3ha1xFOM2WW1mRZkjgjbAbvIq6TZVn3LbYsP5ParNEpPMgnz0A4zdJoN/FmY251G5TtdUzbFxK+H5aQUeLuDITNY6WVEXbum1TTMoISYwDIDkqjASDT0iwNDYvbOrBeQUeii/d0Lu0TrSNs39eaEU5cGu2UTDszGa5Eomlwx3a/j0/wvBZefXfnuUPktR9N8ndAsV9QBJoR7kxvtzpKo/1OlhXvNXO2U4UgNPwWAEB+ICMMAFmiwkV2KvzMGu03QEvlFbBNluUSB1tfV2M8amFEc50sqzCiya8vq5cPG4+6HiuZrywy2Z+Zygi7bfZ6xsICTapKi3wdT8SZEQ6yNNo9I2zcSlQunsys0ccty0EBAE5sZIQBIMNOq+5YWums004KuSWpsQZV3pMwZY41Odrukl23Hru5rSNrWFFcYI4ttSosiMjYmm7KT0jkVVrstzTduZ9Z5u7Sf15PmWwhg/V5SouCu7yIlka3u96f6BWJnxHu+Hdgj47JyU7uUpJs8wKXo9+XAUDOISMMABnWv3uZvHXzFLPEM1e4BU2ep5DBq3fjmdvFffkk66GbWzuCpfLiAteMsFeAWd+7Y3bmEb27pNXWoBiBrPNsfU9KlsSkZkFltq1fkpQUFgT2vOZkWR7LJyVeuiu6w/0Xne66z4QB3WXVFQ1SWRL+2ry5WjkCALmGQBgAsiDXgmCRaNDkJyOcKFGZzsW9cczWNt118ibrMzd1ls+WFxe4jgf2asfkwT3k1RsmSo/y4pTbGSSvzK/vjHAAwZRb9j0e63ujLAMZ4VZnRthn+6wv2dlDejru67hT0zTpUqrGJVGQZeUAAG9qfOoDAJTjNllWussnpTJtmHH8Za++H38HEWlq7RjjWV7kHgjHo0oQLBLvC4fgZ432kl5pdDSzmu5UcdHJstwzwoloHj+LWN7jKbUsM5J93wIAUpN7KQoAQFZojn9FRA4eb3XfN4OzRicsfbX8HC2NLgxsfdwweAVD6c4anYxkA1hrtrqsKCL1fTrKzcsK0ys39pwsy2cDre/NmFmize0pNy9wOVg8AgA5iY9bAIA7S9moofFIc9abkSigtQZ9zZbS6HTXPPbSqzJx5vj5a86QX80ZmfIxVMgIJxsJW9ebLi0skLvPHyr/MW+MdCv3P/O0G+t6z1ZG89JbnaxzuS2FIuFMvW8BAHaURgNAnrv3glq593d7PO+3XpeHEQgnDgti9ygvylwg/OS8MbL/q2Nx9xnQo1wG9CgXTVIrDfYMhH2ek9/94tGTbLn1kGVFESktKpDakyvTbsf4Ad1l7ti+cuUZ/ezt64yAEywtHZeKpdEEwgCQHWSEASDPfXNoT/c7OgMN62W52zq+yUgle5ew7Nrl7rKiSMbGWvasKJaGfl197VvkNU11AkZ5rPP18ntKzgmXUkl4JttX1mNYxwinqzCiyS1nnSo9K4Nf2ijeslJhYbIsAMgOAmEAyHPODFTXztlzjUybNUi4b0ZdSsdI59o+4YzUlp/vPHeIDK2uEE3TlCh3TXW2cK+soN9zCqEy2vY+CTIQziSjySolYZksCwCyg9JoAMhz1gDmkUtHys7PD8mv3vjYdZ3WPl1Ls9s4iS1bLYxothmEre27pL63XFLfW0TUKDHtCITbkn6ckRV0BqN+s4XO/aYPrZbn3v1UyhwB6o3fGOT5HMkGwrolhZyNYC69scEdNHMcfPrPlarfXnOGrXJAhfctAOQDAmEAyHPW6+76vlWy54vDIhINbIK8LE923KlIbNlqcUFEWtujwaXm0UIVAorilEuj3R/nN2CLOBLRt559qvzgzAFSXmwPhK8eX+P9JElGmk2t7Yl3CpDu8lOyVCiNHtij3HZbhfdtMu6/6HR566N/hN0MAEgagTAA5DnnOqtGTKC7lEYHcYxkOeOCogJNpCXxk6sQUBQGXBrt95ycJdQFEU26lUVnb/7N5aOkOsHs18lOQtXc1hEI3zxtcHIPTFM6mWGzNDqYpgRChfdtMr45tFq+ObQ67GYAQNIIhAEgz1kD3YhlbG06s/EGyZnxdY679QobUkzGBirljHCGl09KNNnXlME95ILTe/k6lsFYuqqyJDvjg40AOIi3qQrjyQ1MlgUA2UEgDAAwaVp06Z1UypgTSW3WaPttZ3DpFTeokFlLdbIsr+WP/J5Suqf+4CUjkn5MS2dpdElhtibK0juPF0A+N/y3ikmF9y0A5AOVqoEAACHTNM38wxDEZESWJ075oc5sne+MsCOgeOjbyQd36Up10qhMZ4QzwSiNTjULnqpTe1bIPRcMTes5VIo9mTUaALKDjDAAwBSxZITbA42EU+eM6WIDYU3+9cLTY9bsdQaTQ6orMtI+EZH/+qcJcvB4a8z2c4b0lF2fH076+bwSyb4zwiEEUy2dpdHFQWRofTi3rpdsev/vUterUmq6l8lPf/d+0s9hvMWVKo0mEAaArCAjDAAwaRLNSLUGOEg4nSxhbCDs2KCJTK+tlmmn9bRtzmZAUV1ZIqf2jA20rx5fIxtvmCRdSpL73tkIzHRd5K2bp8gZNV1t2xMJY3x0U2dGONVy8GSdM6SnbFs0VWq6lyXc9weT+ktD36ostCp9BMIAkB1khAEAJk3TpLgzkAkyEH7wkhGybsfn0jeFdYidk2UVp1gaHUZ4oWmadCsvSroy3Nr2ooKIedtvpjeMDKcxRtjZPyq47syBct2ZsduNd7hSGWGF2gIAJzL1/loBAEJlZFxb24JbF7ZftzK5YfLAlJZicl0+ycJzsiznHTkUYEQDYWMt585A2PdkWZk9V7d2hDVGOB3GWtkqJWHJCANAdpARBgDYGKWtxphPEZF/OnOAnFHTLZT2OINntzHCbpzZ0zDDC+uxx/fvJu/sOxB3/5gJk4z1bv1OlhWJPW6mGe+XbJVGn6iYLAsAsoNAGABgY2aELaXR104aEFZzYoI553I5XrFhoeYvc5xt5cWJlxdyBrzGLb9ls8bj/Z7zf1w5RrqWFspFj73ja3+3p41mhHMvEFaqNJpAGACyIvf+WgEAAvet03uZPxdFjIxwcKXR6XDGBTFjhBVeR9hNaZGfQNh5O7nA1tzfZ5tqe1XKKVVJjN92aUizMUY4S7NGB0mhOFjZ9y0AnGhy768VACBw936rVt66eYqIiBQVBj9rdDqcpdHOQMurNFqFybLclBUl/tPrPGfjpt8gydwtixFebo4R7vhXpYywSm0BgBMZpdEAAIlomkQ6AxgjI6xOIGy/HVMa7fG42GG2agQYZSlkhKPbfS6fFEkuI5wst+d9+NKR8uL2v0mPiuIMHTVz1HhnAACyiUAYAGBjLp+kSGm0M0jxWxrtNeFUGKwZXn+BsHs222/VbKYTwm7PW9urUu6YPiQzB8wQ46ueVGYzBwDkNkqjAQA2hZ2Z4RZlMsLxS6O9qDTW0tqSS+p7J9zfCISdgZoqGeETpXw3WhodbjsAANlHIAwAsHFbPkklJTEZ4dwZI3z7N0+Tk7uUJNzPOEUjUItmhJOdNVqFs1YfLxMA5B8CYQCATbG5fJIapdFOsZNluYspL1Yg2El21mfn4/xmLslwJocvDAAg/xAIAwBsCs0xwmpmhGMCYZ9jhMOcLMtoo9+Ay2u94IjvWaOzP1lWbup4j3MxBAD5h8myAAA2xYqNEXZyLs/jFZSpNEbY4DfgKnSeY2dg63dlInOMcJIvwbofjJevj7Um3O9ES6CeaOcDAEiMQBgA8tQPpwyUj/9xNGa7MUa4TdlA2BFO+h0jrECw43eMb5FzHLTxb5InkWwW/JSqUjmlKvjnVZWqs0aP699NGvp1DbsZAHBCIxAGgDx1zYT+rtudQZhq/K8jrFZwIyK+a4qLPLLZXiXTnofL4vJJuUjVWaN/Nac+7CYAwAmPQBgAYOO3/DYsftcRdgozeIsuf+Rvf+eXEe2dEVvE53cUZUUF0r2sSG4+a7DvNiZDyS8ZUmBkhE+U8wEA+EcgDACwMYK2KYN7hNwSd35njRYRmTigu2zd+1VmG5QEvwGXc4xwso8viGiy4YeTfLcrWcSNAIBcp3b9GwAgFBtumCjLLxoWdjNcxWSE44TCK74z0td+qinqDISNjGW7WcKrxjmo0YrgqPK6AgCyh4wwACBG9/LisJvgyZkR9huVqRDr+J4sq7MGWu8siTZLoxU4BxH1JpdKla7Y6woAyB4ywgCAnFLiyAj7DWLCjHXaO1O6RT4HYHutF6xK5lKNVgAAkDoywgCAnBKzxm4OhGVtnZnHQr+zXTlEJ8tS41wVicfj6tu1VEqL/L3eqnzBAADIHgJhAEBOKXQGgzkQwxhrMhcX2hvbq7JYvjjcnPDx5jI/gbcsNblQGv2fV42V8uKCuPuounwSACDzVPmbCgCAL7EZYX/CDN5ajdLoiHPpp9g2ubXSyAh7zSadbWq0Ir6kujsHAnsAQLAIhAEAOaXAEbT4Xkc4A23xq9VjjLBxa+bwk2Xx2aeKiHuw29aZuXSee1hyIYOaVBycsVYAAFRFIAwAyCmFSSyfZNsvxGinzQyEnRnhjn8jEs0OuwW7xuMLciECVYSfCgBjeSpeVQDIPwTCAICc4kyY5lIQ41wD+YtDTSIi0tzWbgbFbhlhY9ZpVUqjc2FyKT8tNJZPyoHTAQAEjEAYAJBTYoKwHCiNNjgDWaPk+dXdX5rtc5tZ2hgjrEpptCLNiCu5NubACQEAAsWs0QCAlL32o0nm+NdsSTEOViJ6i7eOsJkRjkSLvY1ZjY2AOWbG7JBYy4433DBRWtqy+x7ww1dGOOOtAACoikAYAJCyqtKirB+zvMi+JI7f2aBVCCGdpdGGX35npPz1wDER6QyEHY2NjhFWo5DLGo93Ly8OryHxJPHFhwLfkQAAskyNv6gAAPjw1LwGl8mycodz+STD4J4VZjTmOkbYWD4phIzwHdNPk+smDbBtU/E1H3RSufSuKjFvK5I8BwAoikAYAJAzIi4hmO/lkxQIjIoK3RtRqEXLoePPGp2plnm7dFQfmXtGX9u2MNdk9vLc/DPkqXljzNvqtRAAoBICYQBAzkinMliFwMgrI1xgGRdcENGkZ0VHufGUwT1EJBoIu02klQ3OJapUeC3dWNvla/kkPfZxAID8EOgY4aeeekrWrVsn77//vvTq1Us2btwYd/+3335brrrqKikvLze31dbWyjPPPBNkswAAJwi34MZ/Rjj8cMdr+aMCy7hgTROpriyRV2+YKN3KOsZgm7NGh1Tv63zpcmH5pGScYKcDAPAh0EC4V69ecu2118qHH34oq1ev9vWYgoIC+eMf/xhkMwAAJyi3ONCZrVSZVwDZMVO0Ztunh2USKmNS5tAC4YQb1JBsQKszbzQA5K1AA+ELLrhARMR3EAwAQDLcAskTYVKkgohmBpdup9PeHm5G2EmNVsRK9UuRXPoyBQAQjNCXT2pra5Np06ZJa2urDB8+XG699Vapq6tL+DhNE+nWrTzhflBPQUGEvsth9F9uy/X+69a1LKb9XbuWSbeuZYkfq8B5e7WhR/dyqejMABcVFcTsZ+Qtu7ucfzY0tbTZbhcVRscqq/C6GgqOt5g/+2lXYWHHUlwVlSUZP49c/93LZ/RdbqP/4MVXIHzHHXfIiy++6Hn/9ddfL7fcckvSBx88eLCsXbtWTjvtNDl69Kg89thjcvXVV8tLL70kJ598ctzH6rrIgQNHkz4mwtetWzl9l8Pov9yW6/0XaWmVAweOyvrrJsjFj70tbbrIwYPHpUxPXOIa5nl/Y3APef3Df3i24euvj8mxY80iItLe1h6zX2tnRvjokaZQzqO5td1228hQi6j1t/hwU6v5s592tXQG+Eey8Lrm+u9ePqPvchv9l9uqq7tk7Ll9BcJLly6V2267zfP+srLE38S7qa6ulurqahERqaqqkkWLFsmrr74qmzdvljlz5qT0nACAE1dVacfkUSd3KZEeFcXy5eHmnChq/dns4dKeIFY3ynPdJvUyAs/CkGZ1ch5W1dc8+THCAIB85SsQrqiokIqKiky3RUTUmNUTAKCWW84aLJUloY/mSVlE0xKOZTb+/Lnt19aZ8faadTrTnEdV9W910mN9WT4JAPJWoFcVra2t0tbWJq2traLrujQ1NYmISElJiev+W7ZskT59+khNTY0cO3ZMVq1aJY2NjTJlypQgmwUAyHFzx/YLuwlZ4xbMtSk2WZYizQiMonE9ACCDIol38W/lypVSX18vS5culf3790t9fb3U19eb97/00kvS0NBg3t6zZ4/Mnz9fxowZI9OnT5d3331XVq1aJb179w6yWQAAKMUtsRsvI2yuIxxWxGY57sjeXeRH3xgUTjsSIKAFAPgVaEZ44cKFsnDhQs/7Z82aJbNmzTJvz58/X+bPnx9kEwAAUN6L146XTw4clxt+u93cFjHHCMfuH3ZG2HrUVXMbpPFIcyjtSCTZV4d1hAEgf+XugCsAQF7zMVG0snpXlUrvqlLbNiMAdgvm2jrPtTCsQNhx2NAy0xlyYp0NAMCPQEujAQDIthMsJos7a7QKGWERdV/zZCfxyuUvUwAA6SEQBgBAAUYQ5xbrGvFaeBlh+3EjikbCyZdGG49T83wAAJlDIAwAgAKMUCxeVjOsQNgpoujVQ8rrCKvxsgIAskjRP2UAAOSXeLNGGyKqBMKKZoQBAPCLQBgAAAWYGeE46UlVAlBV2uGkZqsAACoiEAYAQAWa9/JJN35jkBS5LT4cEkUS07GSro3uKI5W9XQAAJlDIAwAgAKMYMwt23r1+BrZee/52W1QHCdaRljR0wEAZBCBMAAgJ4W1lFCmRCfLCrUZvqj60qc8WRYAIO8QCAMActKKS0fK1eNrpGdFcdhNCZSq2VarZNfrzZZkWzVndB8RETm1Z0XwjQEAKK0w7AYAAJCKQSeVy43fGBR2MwITXdMWqUo2QP/m0GrZtqg6Q60BAKiMQBgAgJAURDQ5uUuJiIjoxsRNRMIAAGQcgTAAACF546YpZgbYyAjnQmk0AAC5jkAYAICQFFpmnWrvjIRVnYgKAIATCZNlAQCggGhpNJEwAACZRiAMAIACjIwwYTAAAJlHIAwAgALamSwrMCWFXN4AAOJjjDAAAArJlcmylp43VIb2Um/93aXnD5VRfarCbgYAQHEEwgAAKMDICKs8WVZlSYH586yRp4TYEm+zRqjZLgCAWgiEAQBQgDlGWNGM8KOX10u/rmVhNwMAgEAQCAMAoABz1uiQ2+FlTL9uYTcBAIDAMJsEAAAKiK4jrGooDADAiYNAGAAABXTGwcwaDQBAFhAIAwCgAN2cLItIGACATCMQBgBAAdHJssJtBwAA+YBAGAAABag+WRYAACcSAmEAABTAZFkAAGQPgTAAAApgsiwAALKHQBgAAAWYpdFEwgAAZByBMAAACijoDICLCwiEAQDItMKwGwAAAERm1/eWvx1skgUTB4TdFAAATngEwgAAKKCkMCI3nzU47GYAAJAXKI0GAAAAAOQVAmEAAAAAQF6hNBoAcEL74ZSBsv3Tg2E3AwAAKIRAGABwQrtmQv+wmwAAABRDaTQAAAAAIK8QCAMAAAAA8gqBMAAAAAAgrxAIAwAAAADyCoEwAAAAACCvEAgDAAAAAPIKgTAAAAAAIK8QCAMAAAAA8gqBMAAAAAAgrxAIAwAAAADyCoEwAAAAACCvEAgDAAAAAPIKgTAAAAAAIK8QCAMAAAAA8gqBMAAAAAAgrxAIAwAAAADyCoEwAAAAACCvEAgDAAAAAPIKgTAAAAAAIK8QCAMAAAAA8gqBMAAAAAAgrxAIAwAAAADyCoEwAAAAACCvEAgDAAAAAPIKgTAAAAAAIK8QCAMAAAAA8gqBMAAAAAAgrxAIAwAAAADyiqbruh52IwAAAAAAyBYywgAAAACAvEIgDAAAAADIKwTCAAAAAIC8QiAMAAAAAMgrBMIAAAAAgLxCIAwAAAAAyCsEwgAAAACAvEIgDAAAAADIKzkXCLe1tcny5ctl4sSJ0tDQIAsXLpR//OMfYTcr7z3wwAMyc+ZMGTNmjEyZMkXuuusuOXDggHn/6tWrpa6uThoaGsz/br31Vttz/PnPf5bvfOc7MmrUKJk+fbqsXbs226eRt+644w4ZPny4rX+efvpp2z5r1qyR6dOny6hRo2TOnDny3nvv2e6n/8Ixc+ZMW7/V19dLbW2t7NixQ95++22pra213f/d737X9vi9e/fK/PnzZfTo0TJ16lRZtWpVSGeSH15++WWZO3eujBkzRoYNGxZz/+bNm2XmzJlSX18vF154obzxxhu2+xP117Fjx2TJkiUybtw4OeOMM+TOO++U48ePZ/Sc8km8/vv9738vV111lUyYMEHGjRsnc+fOlT/84Q+2fWpra2XUqFG238lDhw6Z99N/mROv74L4rKTvMite//3617+29V1DQ4PU1tbKP//zP5v7nHPOOTJy5EjbPnv27DHvJ77InEQxgkj615iNjY1y4403SkNDg0ycOFEeeOABaW9vT9w4Pcf86le/0s877zx93759+sGDB/Ubb7xRX7BgQdjNyns///nP9R07dujNzc16Y2OjvmDBAv36668373/hhRf06dOnez7+4MGD+oQJE/RHH31Ub2pq0t944w199OjR+v/+7/9mo/l57/bbb9fvvPNOz/u3bdumjxo1Sn/99df1pqYm/Te/+Y0+adIk/dChQ7qu038q+cUvfqHPmDFD13Vd37p1q3766ad77tva2qpfcMEF+rJly/SjR4/q7733nj5x4kT95ZdfzlZz887mzZv1devW6b/97W9j+mbfvn16fX29vmbNGr2pqUlfu3atPmrUKH3//v26rvvrr5/85Cf65Zdfrn/55Zf63//+d/3yyy/X77777qye44ksXv+tXbtW37Bhg/7111/rLS0t+tNPP62PHj1a//TTT819hg4dqm/bts3z+em/zInXd0F8VtJ3mRWv/5w++ugjvba2Vv/Tn/5kbjv77LP1NWvWeD6G+CJzEsUIQVxjzp8/X//Rj36kHzx4UN+3b59+3nnn6Y8++mjCtuVcIHzWWWfpzz33nHl77969+tChQ80LBajhv//7v/UxY8aYtxMFws8//7w+bdo0vb293dy2ePFi/Y477shoO9EhUSB822236YsXLzZvt7e369OmTdNXr16t6zr9p4qWlhZ98uTJ+pNPPqnreuKLuy1btuj19fX64cOHzW0PPvigPm/evIy3Nd+59c1DDz2kX3HFFbZtV1xxhb5ixQpd1xP317Fjx/SRYHXqwQAACLFJREFUI0fqb731lnn/W2+9pdfX1+vHjx/P1KnkpUS/W4YJEyboGzZsMG/HC4Tpv+xw67t0Pyvpu+zx87t3//3367Nnz7ZtSxQIE19kjzNGSPcac9++ffrQoUP1vXv3mvc/99xz+tlnn52wLTlVGn3o0CH59NNPZcSIEea2/v37S2Vlpa28AeHbsmWL1NbW2rb97W9/k8mTJ8u0adPklltukf3795v37d69W4YNGyaappnbhg8fLrt3785am/Pdhg0bZPz48XL++efL8uXL5ciRI+Z9u3fvluHDh5u3NU2T008/3ewf+k8NmzZtkkOHDsns2bPNbW1tbTJt2jSZPHmyXHfddbY+2b17twwcOFAqKirMbcOHD+fzNCTO3zMRkWHDhtl+z+L110cffSRNTU225xg2bJgcP35cPvrooyycAax2794tBw4ckCFDhti233zzzTJhwgSZM2eObNiwwdxO/4Urnc9K+k4dzc3Nsnr16pjSdhGR+++/X8aPHy8XX3yxPPPMM+Z24ovscsYI6V5j7tmzR7p06SL9+/e33f/JJ5/I4cOH47YlpwJh42QqKytt26uqqhKeKLLn1Vdfleeee05+8pOfmNvGjRsn69atk9dff12ef/55KSkpke9///ty9OhRERE5cuSIdOnSxfY8Xbp0oV+zZN68efLKK6/I1q1b5ZFHHpFt27bJ0qVLzfvd+sf6e0f/qeHZZ5+VGTNmSFVVlYiIDB48WNauXSuvvfaavPLKK1JbWytXX321fP755yJCv6km3d8z48sr6z7Gz/RpdjU2NspNN90k1157rQwcONDc/sQTT8hrr70mmzdvlmuuuUYWL14smzdvFhH6L0zpflbSd+r43e9+Jy0tLXLhhRfatt9///2yadMmefPNN+W2226TBx980AyGiS+yxy1GSPdv3+HDh13vN+6LJ6cCYeObOOdJHTx4MObNi3C88sorsnTpUlm5cqXt252amhoZNGiQRCIRqa6ulvvuu0+++OIL+dOf/iQiHX1rnTBEpOMbOvo1O0aMGCE9e/aUSCQiQ4YMkSVLlsirr74qzc3NIuLeP9bfO/ovfPv27ZMtW7bYvgWvrq6Wuro6KSwslKqqKlm0aJF07drVvPCm39SS7u+Z8TfSuo/xM32aPZ9//rlcddVVMnnyZFm0aJHtvkmTJklJSYmUlJTIjBkzZNasWbJu3ToRof/ClO5nJX2njmeffVYuuugiW/ZeRGT8+PFSUVEhRUVFMnnyZJk/f7689NJLIkJ8kS1eMUK6f/sqKytd7zceG09OBcJVVVXSp08f2bFjh7lt//79cvjw4ZgyXGTfCy+8IPfcc4+sXLlSJk6cGHdfTdNE0zTRdV1EROrq6mTXrl22fXbu3Cl1dXUZay+8RSIdHw3W/tm5c6d5v67rsnv3brN/6L/wPfPMM1JXVyejRo2Ku5+1tKiurk4+/vhjszJDpKPf+DwNh/P3TERk165dtt+zeP01aNAgKSkpsf2N3Llzp5SWlsqgQYOycAb461//Kt/73vdk6tSpcvfdd9t+39xEIhHzc5b+U0syn5X0nRo++OAD+cMf/iBXXHFFwn2tv3vEF5kXL0ZI9xqztrZWDh06ZBtyuXPnTunbt29MptgppwJhEZHLLrtMHnvsMfMN+sADD8iUKVOkX79+YTctrz311FPyb//2b/L444/L2LFjY+7/n//5H/nss89E13U5cOCALFu2TLp3725etJ977rly7Ngxefzxx6W5uVm2bNkiGzdulMsuuyzbp5KXXn75ZTl48KCIiHz88ceyfPlyOeecc6SkpERERObMmSMbN26ULVu2SHNzs6xatUqamprk3HPPFRH6L2zNzc3y4osvxoyJ2rJli+zdu1fa29vlyJEjsmLFCmlsbJQpU6aISMeQhT59+sgvfvELOX78uOzatUueffZZ17FVCEZbW5s0NTVJS0uLiIg0NTVJU1OT6Lous2fPlvfee0/Wr18vLS0tsn79etmxY4c55jtRf5WWlsqsWbPk4YcflsbGRmlsbJSHH35YLr74YvN3GemJ139/+ctfZO7cuTJz5ky5/fbbYx77/vvvy/bt26W5uVlaWlpk06ZNsnbtWvnWt74lIvRfpsXru3Q/K+m7zIvXf4ZnnnlGRo8eHfMl/CeffCJbt26VpqYmaWtrk3feeUeeeOIJmTFjhrkP8UXmJIoR0r3GrKmpkTPPPFMeeOABOXz4sOzfv18ee+wxX9cymm59B+WAtrY2+dnPfiarV6+W5uZmmTx5sixbtkx69OgRdtPyWm1trRQWFkpxcbFt+x//+EcREVm+fLmsW7dODh8+LJWVlTJmzBi55ZZbbN+Ubt++XZYtWybvv/++VFdXy49//GO5+OKLs3oe+erKK6+UPXv2SHNzs/To0UPOPfdcWbhwoa0kaM2aNbJixQr58ssvZejQoXLvvffaJpag/8Lz8ssvy1133SVvvPGGrQzoiSeekCeffFK++uorKSsrk2HDhslNN90k9fX15j579+6Vu+++W959913p0qWLXHPNNbJgwYIwTiMvrF69WpYsWRKz/bXXXpN+/frJ5s2bZfny5bJ//36pqamRJUuWmBfjIon769ixY7Js2TLZuHGjiIicd955cvfdd0tpaWnmTy4PxOu/X/7yl7J69WopLy+33ffTn/5UZs2aJVu3bpX77rtPPvnkEykqKpKamhpZsGCBzJw509yX/suceH23adOmtD8r6bvMSvTZefz4cZk6daosWbJELrnkEts+H3zwgSxevFj27t0rmqZJnz595Lvf/a7MmzfP3If4InMSxQgi6V9jNjY2yj333CNvvvmmFBcXy6WXXiqLFy82Kxy95FwgDAAAAABAOnKuNBoAAAAAgHQQCAMAAAAA8gqBMAAAAAAgrxAIAwAAAADyCoEwAAAAACCvEAgDAAAAAPIKgTAAAAAAIK8QCAMAAAAA8sr/B+lm2+4C2OTyAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "rs = np.random.RandomState(0xA4FD94BC)\n", "tau = 2000\n", "t = np.arange(tau)\n", "period = int(0.05 * tau)\n", "seasonal = period + ((period % 2) == 0) # Ensure odd\n", "e = .25*rs.standard_normal(tau)\n", "y = np.cos(t / tau * 2 * np.pi) + 0.25 * np.sin(t / period * 2 * np.pi) + e\n", "plt.plot(y)\n", "plt.title('Simulated Data')\n", "xlim = plt.gca().set_xlim(0, tau)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, the base line model is estimated with all jumps equal to 1. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "582 ms ± 36.6 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mod = STL(y, period=period, seasonal=seasonal)\n", "%timeit mod.fit()\n", "res = mod.fit()\n", "fig = res.plot(observed=False, resid=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The jumps are all set to 15% of their window length. Limited linear interpolation makes little difference to the fit of the model." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "44.6 ms ± 2.13 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] }, { "data": { "image/png": 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m7Tyaa3Q0AAAAAHBa+cVWPfFVsp5fsVPxof6aM6qDOoQGGB0L50CRA6cREeildwfH6al/RSols1AjP9qg6b/uY3UOAAAAAJynXUfzNOrjDfp2+xFN6NZUb97QVoFebkbHQiWw2TGcislkUt/oRrqkWaBe/3G33vv9gNKyCvXEVa1lMdNLAgAAAMDZ2O12fZGQrpe/3yUfd4veGRSnTuGswnEmFDlwSgGerpp8daSa1vPS1F/36URBiV66JlpebjymHAAAAABOp6DEqpdW7tSXSUfUKTxAz/aNUpA3q3CcDUsY4LRMJpNu6Rqux69srbX7T2jCws06ns9TrQAAAACgoj0ZeRo9Z6OWJx3RuIvD9fYNbSlxnBRFDpzegLbBmnJtjPZk5GvsvE1KzSwwOhIAAAAAOIwvE9M1+uONyioo0VuD2mr8JREyu/BUKmdFkYNaoUeLIL07OE7ZhaW6dd4mJafzRCsAAAAAdVthiVXPfJOsyV8nK6axr+aM7KAuTesZHQv/EEUOao24ED/NHNZermYX3bZws9bsP2F0JAAAAAAwxL6MfI2Zu1FfJKTrlq7hentQnOr7uBsdC1WAIge1SrMgL80a3l7Bfu6657MEfbv9iNGRAAAAAKBGfbUtXaPmbFBGXon+e0Osbu8WIQu3UtUaFDmodRr6umvG0HZq29hX//5yu+ZtSDM6EgAAAABUu8ISq577doeeWJ6sqIY+mjOygy6OCDQ6FqqYQz5+3Gq16pVXXtHixYtVVFSk7t2766mnnlJg4KkDOG3aNE2fPv2kY/n5+Ro5cqT+85//SJJ69eqlo0ePymL538edP3++IiMjq/eDwDB+Hq56a1CcHl++Xa/9sFvHcos1sUeETCZaaAAAAAC1z/b0HD2+fLv2HS/Q6IvCNIFVOLWWQ67ImTFjhr7//nstWrRIq1atkiQ99NBDp712woQJ2rhxY9nX4sWLZTKZNGDAgJOue/bZZ0+6jhKn9nO3uOiF/m10Q7vGmr02RU99naxSq83oWAAAAABQZaw2uz5ck6Kb525SfrFV7wxqq4k9mlHi1GIOuSJn4cKFuuOOOxQWFiZJevDBB9WnTx+lpqYqNDT0rK9dsGCB2rRpo7i4uJqICgdndjHp4Staqr63m6b/tl/H80v04jXR8nIzGx0NAAAAAP6Rw9mFevKrZG1IzdIVrevr0d6t5O/panQsVDOT3W63Gx2ivJycHHXq1ElLlixRmzZtyo537NhRL7/8sq644oozvra4uFg9evTQpEmTNHTo0LLjvXr1UkFBgaxWqxo3bqzhw4dr2LBh58xit9tVWsoKjtpiwboUPbE0UbFN/PX+yI4K8HI77/cwm11kZVUP/sI8oCJmAuUxD6iImUBFzATKO995+HLrIT2xNFFWm12P92uj6+ObsJVELeLqeubFBw63Iic3N1eS5OPjc9JxPz+/snNn8vXXX6ukpET9+/c/6fiLL76omJgYubm5ac2aNZo0aZIknbPMsdulzMz88/0IcFBXtQySx4BoPbpsm0a894feGdRW9c6zzAkI8GImUIZ5QEXMBMpjHlARM4GKmAmUV9l5yCwo0cvf7dKK5KNq29hXT/eNUmiAp7KyCmogJWpKgwa+ZzzncHvkeHt7S9IppU12dvYp5U5FCxYs0DXXXFP2Hn+76KKL5O3tLVdXV3Xr1k1jxozR0qVLqzY4nMKlLevrtetidOBEgSYs3KJjecVGRwIAAACASlm1O0PDPlyvH3Ye0x3dIzRjWHuFBngaHQs1zOGKHD8/P4WEhCgxMbHsWEpKinJzc8+6QfGuXbu0bt06DR8+/Jz/DhcXFznYHWWoQV0jAvX6wBgdzCrUhAWbdSSnyOhIAAAAAHBGuUWlevrrZN2/JFGBXq768MZ43dwlnA2N6yiHK3IkaciQIZo5c2ZZgTNlyhR17979rBsdz58/X+3bt1dUVNRJx9PS0vT777+rqKhIVqtVa9as0QcffKC+fftW98eAA+scXk9v3tBWR3OLddvCzTqcXWh0JAAAAAA4xZr9JzTsw/X6Mildt3QJ04c3xqt1w7PfrYLazSGLnPHjx6tXr14aNGiQevToIZvNpilTpkiSli5dqvj4+JOuLyws1NKlS0+7501BQYFefPFFde3aVZ07d9bTTz+tO++8UyNHjqyRzwLHFR/qr7cHtVVmQYluW7BZadxTCgAAAMBBFJRY9fJ3u3TnJ1vlYXHR+8Pb6/buzeRqdsgf41GDHO6pVY7EZrMrI+PsGyzD+W1Lz9HET7bK09WsqYPjFFbvzPeYsiEdymMeUBEzgfKYB1TETKAiZgLllZ+HzWlZmvx1stIyCzW8YxPd3i1CHmd5ihFqH6fa7BioaW0a+Wrq4DgVldo0fsFm7cvgf6YAAAAAal5RqU1v/rRH4+Zvls1m19QhcbrvshaUODgJRQ4gqXVDH00bEieb3a7bFm7WrmN5RkcCAAAAUIckpGVp5Mcb9NG6VA2Ma6y5ozuqY1iA0bHggChygL+0qO+t6UPaycVk0oQFm5V8hNvqAAAAAFSvUqtNM37bp0EzfldeUan+e32sHu3TSt5uFqOjwUFR5ADlRAR5acbQdvJwNeuORVuUdDjH6EgAAAAAaqldx/I0Zu4mzVx9QNe0bax5ozvqkmaBRseCg6PIASoIq+epGUPbycftzzJny8FsoyMBAAAAqEWsNrtmr0nRqI836EhOkV4eEK0pg+Lk5+FqdDQ4AYoc4DRC/D00fWg7BXq56q5PtmpjapbRkQAAAADUAslHcnXz3I166+e96t48SAvGdNTlreobHQtOhCIHOINgvz/LnIa+brr7061ae+CE0ZEAAAAAOKnCEqveWrVHoz/eoPScIj3XL0ovXdNG9bzcjI4GJ0ORA5xFAx93TRvSTk0CPHTf4kT9tjvD6EgAAAAAnMwf+05o2IfrNXttqvrHBGvhmE66MqqhTCaT0dHghChygHMI8nbT1MFxCgvw1PiP12vNflbmAAAAADi3zPwSPfnVdk38dKvMLiZNGxKn/1zVWv6e7IWDC0eRA1RCPS83vTu4rSKCvDRpSSJlDgAAAIAzstvtWp6UrkH/t1bfbD+qW7qGa+6ojuoYFmB0NNQCFDlAJdXzctOHN1+ksABPyhwAAAAAp5WaWaCJn2zVk18lK7yepz4e2UG3d4uQu4Ufv1E1mCTgPAR5/7kyhzIHAAAAQHmlVptmr0nRsA/XK/Fwjh66oqXeG95eLet7Gx0NtQxFDnCe/r7NijIHAAAAgCQlHs7RqDl/PlK8a9N6WjCmkwa3D5ELmxmjGlDkABegYpnzB2UOAAAAUOcUldr02g+7dcvcjTqRX6KXB0Trleti1MjX3ehoqMUocoALVL7MuZ8yBwAAAKhT0rIKNHbeJs3bkKaBcY216OZOurxVfaNjoQ6gyAH+gXpe/3s0OWUOAAAAUDf8uue4Rn28UalZBXr1uhg90ruVfNwtRsdCHUGRA/xDAV6ulDkAAABAHWC12TXt1326d3GCGvm666ObOqhniyCjY6GOocgBqgBlDgAAAFC7ZRaU6N7PEvT+7wfUP6aRZg1vr9AAT6NjoQ6iyAGqCGUOAAAAUDslHs7RyI82aH1qph7r00pPXNVaHq5mo2OhjqLIAarQKWXOPsocAAAAwFnZ7XZ9tuWQxs3fJJNJem9Yew2MaywTjxWHgShygCp2UpnzOWUOAAAA4IwKS6x66psdemHFTnUMC9DsmzooOtjX6FgARQ5QHf4uc8LrUeYAAAAAziY1s0C3zNuk5YnpGndxuN4YGKsAT1ejYwGSKHKAahPg5ap3B1HmAAAAAM5kzf4TGj1no9JzivT69bEaf0mEzC7cSgXHQZEDVCPKHAAAAMB5LNp0UHd/ulX1vd304Y3x6tYs0OhIwCkocoBqRpkDAAAAOLZSm10vrtypl7/bpYubBep9Hi0OB0aRA9QAyhwAAADAMeUXW/Xg54n6dPMhjeocqleujZGPu8XoWMAZUeQANaRimfPjzmNGRwIAAADqtIy8Yk1YuFm/7T2uR3u31F09m7MfDhweRQ5Qg/4uc5oHeenBpUl6/cfdKrXajI4FAAAA1Dn7jufrlnmbtDcjX69cG6Pr24UYHQmoFIocoIYFeLnqvWHtNbh9iOauT9P4BZt1OLvQ6FgAAABAnbE5LUtj521SQbFV04a2U48WQUZHAiqNIgcwgJvFRQ9d0VLP92+jPRn5uvGjDfp5d4bRsQAAAIBa7/udx3TnJ1vl7+mqWSPaKybY1+hIwHmhyAEM1CeygT66qYOCfd01aUmi3vxpD7daAQAAANVk/oY0PbI0Sa0b+Oj9YTyZCs6JIgcwWFg9T80aEa8b2jXWR+tSddvCLdxqBQAAAFQhm92u13/crVd/2K1LWwbp3cFtFeDlanQs4IJQ5AAOwN3iokd6t9Jz/aK062iebvpog37dc9zoWAAAAIDTKyq16d/Ltmnu+jQNjQ/Ri9dEy8PVbHQs4IJR5AAO5Mqohpp9U7wa+rrr3sUJemvVXpXa7EbHAgAAAJxSVkGJJn6yRSt3HNM9lzbX/Ze34PHicHoOWeRYrVa99NJL6tq1q+Lj43XXXXfp+PHTr074448/FBkZqfj4+LKvYcOGnXTN/v37NWbMGLVv3149e/bUrFmzauJjABekaaCXZg1vr4FxwZq9NkW3L9ysIzlFRscCAAAAnMrBrEKNnb9JiYdz9Fy/KN3UKVQmEyUOnJ9DFjkzZszQ999/r0WLFmnVqlWSpIceeuiM15vNZm3cuLHsa/78+WXnrFarJkyYoBYtWmj16tWaOnWqZs6cqeXLl1f75wAulIerWY/1aa1n+kYp+Uiubvxog1bv41YrAAAAoDK2p+folnmblJFXorcHtdWVUQ2NjgRUGYcschYuXKixY8cqLCxMvr6+evDBB/Xzzz8rNTX1vN9r7dq1OnjwoCZNmiRPT0/FxMRo6NChmjdvXjUkB6rW1W0aavZNHVTf2013f5qgV77fpYISq9GxAAAAAIf1297jGr9gs1xdTHpveDt1CA0wOhJQpSxGB6goJydHBw8eVGxsbNmx8PBw+fj4KDk5WaGhoae8xmq16tJLL1VpaaliYmI0adIkRUVFSZK2b9+uiIgIeXt7l10fExOjuXPnnjOLySQFBHhVwadCbWE2u9T4TLQP8NJnt1+iV1bs0Ozf9+u3fSf0wsC26tIssEZz4FRGzAMcGzOB8pgHVMRMoCJmouotWp+qx5cmqnVDH80c2VGN/DyMjlRpzAMqy+GKnNzcXEmSj4/PScf9/PzKzpXXvHlzff7552rZsqXy8/M1c+ZMjR49WkuXLlWjRo2Ul5cnX1/fk17j6+t72veqyG6XMjPz/8GnQW0TEOBl2Ezc1a2pujX11zPf7NBNs9ZoSPsQ3dmjmbzc2HHfKEbOAxwTM4HymAdUxEygImai6tjtds1cvV8zVx9Q16b19OKANnK32Zzqvy/zgPIaNPA94zmHu7Xq75UzFYuW7OzsU8odSWrQoIGioqJksVjk5+en+++/X/7+/mV763h7eysnJ+ek1+Tk5Jz2vQBH1yE0QHNHddSwDk20aNNBDZ+9XutTMo2OBQAAABim1GrTM9/s0MzVB3RNTCO9PjBG3m4Ot2YBqDIOV+T4+fkpJCREiYmJZcdSUlKUm5uryMjISr1H+Z3Io6KitG/fPuXn/6/ZTEpKqvR7AY7G09Ws+y9voelD28lskiYs3KKXv9ul/GL2zgEAAEDdkldcqvuWJOqLxHSNuzhcj1/VWhazw/2YC1Qph5zwIUOGaObMmWUFzpQpU9S9e/fT7o+zevVq7d+/XzabTXl5eXrrrbeUkZGh7t27S5I6d+6skJAQvfbaayosLNS2bdu0YMGCUx5RDjib+FB/zR3VUcM7NNEnf63OWXeA1TkAAACoG47lFmn8/M1au/+E/nNlK42/JILHi6NOcMgiZ/z48erVq5cGDRqkHj16yGazacqUKZKkpUuXKj4+vuza5ORkjRkzRh06dFDv3r21adMmzZo1S40bN5b056PJp02bpp07d6pLly4aN26cbr31VvXr18+QzwZUJQ9XsyZd3kIz/lqdc/uiLXpp5U5W5wAAAKBW25ORp98Hy+cAACAASURBVJvnblJKZoFeHRira9s2NjoSUGNMdrvdbnQIR2Wz2ZWRce5NkVF3OPIGZIUlVk39dZ/mrU9TYz933XNZC13eMoi/lahGjjwPMAYzgfKYB1TETKAiZuLCbE/P0R2LtsrVbNJ/r49VVKMzbwrrTJgHlOdUmx0DuDAermbdd1kLzRzWTu4Wsx5emqQxczdp7YETRkcDAAAAqsTejHzd9WmCvN3MmjWifa0pcYDzQZED1DLtmvhr7uiOevyq1srIK9Ydi7Zq4idbtC0959wvBgAAABxUWlaBJn6yRS4m6Z3BcWri72l0JMAQFDlALWRxMWlAbLA+vaWz7rusuban52rUxxv16BdJ2nec5ZoAAABwLkdzi3Tnoq0qLLXpnUFxCq9HiYO6y2J0AADVx93iohEdQzUgNlhz1qVqzvpU/bDzmK6JDdbYi5uqka+70REBAACAs8osKNHET7bqeH6x3h0cp5YNvI2OBBiKIgeoA3zcLbqtW4QGx4do1u8H9OnmQ/pq2xENaR+i0ReFyd/T1eiIAAAAwClyi0p196dblZpZoP9e31axjf2MjgQYjlurgDok0MtND/RqqU9v6azekQ308bpUXff+Gv3fHwd4ZDkAAAAcSmGJVZOWJGrH0Ty9cE20OoUHGB0JcAgUOUAdFOLvoclXR2ru6I7qGBqgd3/Zp2tm/qGpv+7T8fxio+MBAACgjisutenhL5K0KTVLT10dqZ4tgoyOBDgMbq0C6rCW9b31ynUxSjiUrQ/XpOj/fj+gj9emqH9MsG7sFMomcgAAAKhxpTa7/rN8u37be0KP9Wmlq9o0NDoS4FAocgAotrGfplwbo/3H8zVnfaqWJR7W4i2HdFmr+hrVOZR7kQEAAFAjrDa7Jn+1XT/sPKZJl7fQwLjGRkcCHA5FDoAyTQO99Fif1rrtkggt3JimRZsO6YedxxQf6q+RnULVrXmgXEwmo2MCAACgFrLb7Xph5U59s/2o7ugeoeEdmhgdCXBIFDkAThHk7abbuzfT6IvC9XnCYc1dl6pJSxLVLMhLIzuF6uo2DeVqZostAAAAVA273a5Xf9itz7ce1i1dw3Vzl3CjIwEOi5/EAJyRl5tZwzs00eJbO+vpvpGyuJj09Dc7NGL2eiUcyjY6HgAAAGoBu92ud37ZpwUbD2pExyaacElToyMBDo0iB8A5Wcwu+lebRpozsoNeuy5GhSU23Tpvk97+ea+KS21GxwMAAIATm/XHAX24JkU3tGusey9tLhO38gNnRZEDoNJMJpN6tAjSvNEddU1ssD5ck6KRH2/QtvQco6MBAADACc1Zl6ppv+5Xv+iGeuiKlpQ4QCVQ5AA4bz7uFv3nytZ64/pY5RaV6uY5GzXt130qsbI6BwAAAJXzyaaDeuOnPerdur7+c1UkD9UAKokiB8AF69YsUPNHd9LV0Y30/u8HNHrORu04kmt0LAAAADi4ZYmH9dJ3u9S9eaCe7hsliwslDlBZFDkA/hFfD4smXx2pV66N0fH8Eo2as1Hvrd6vUlbnAAAA4DRWJB/VM9/s0EXhAXrxmmiehgqcJ/7EAKgSl7YM0vzRHdW7dX1N/22/bpm3SbuO5RkdCwAAAA5k1e4MPb58u+JC/PTKdTFyt/AjKXC++FMDoMoEeLrq2X5t9NKAaB3OLtKojzdo7vpUo2MBAADAAfyx74Qe+SJJkQ199PrAWHm6mo2OBDglihwAVa5Xq/paMKajujUL1Os/7tE7P++V3W43OhYAAAAMsiE1U/d/nqiIQC+9eX2sfNwtRkcCnBZFDoBqUc/LTS8NiNYN7RrrgzUpevWH3bJR5gAAANQ5CYeydd9niWrs5663B7WVv6er0ZEAp0YNCqDauJhMeviKlnK3uGju+jQVltj0aJ9WMvNUAgAAgDoh+Uiu7v40QfW8XPXOoDgFerkZHQlwehQ5AKqVyWTSvZc2l5erWe/9fkCFpVZNvjpSFp5OAAAAUKvtycjTxE+2ysvNrHcHx6mhr7vRkYBagSIHQLUzmUy6rVuEPFzNevvnvSossen5/m3kxlMKAAAAaqWUEwW6c9FWmV1MendwnEL8PYyOBNQa/BQFoMaMvihMD/ZqoZ92Z+j+JYkqLLEaHQkAAABV7FB2oe5YtEUlVpveGdRW4fU8jY4E1CoUOQBq1JD4Jnr8qtZac+CE7v50q3KLSo2OBAAAgCpyNLdIdyzaotziUr0zKE4t6nsbHQmodShyANS4AbHBeqZvlLYcytHET7Yqq6DE6EgAAAD4h07kF+vORVt1PK9Eb17fVpGNfIyOBNRKFDkADHFlVEO9dE20dhzN1e2Ltigjr9joSAAAALhA2YUlmvjJVh3MLtRrA2PUNsTP6EhArUWRA8Awl7YM0uvXxerAiQLdtmCz0nOKjI4EAACA85RXXKp7PkvQ3uP5mnJttDqGBRgdCajVKHIAGKpLRD29dUNbHcsr1vj5m3Qwq9DoSAAAAKikwhKr7lucqG2Hc/RC/za6OCLQ6EhArUeRA8Bw8aH+emdwnHKKrLp/SaIKeJoVAACAwysutenBz5O0KTVLT/eN0qUt6xsdCagTKHIAOISYYF891z9Ku4/l6blvd8hutxsdCQAAAGdQarXp0WXb9Pv+E/rPVa11ZVRDoyMBdQZFDgCHcXFEoG7vHqFvth/VvA1pRscBAADAaVhtdj3xVbJW7c7QQ1e01IDYYKMjAXUKRQ4AhzLmojBd1jJIb/60R+tTMo2OAwAAgHJsdrue/XaHViQf1d09m2lw+xCjIwF1jkMWOVarVS+99JK6du2q+Ph43XXXXTp+/Phpr/3pp580atQodenSRZ07d9aIESO0bt26k66JjIxUu3btFB8fX/aVk5NTEx8FwHkymUx68upIhdXz1KNfbONJVgAAAA7Cbrfr5e92aVliusZf3FQjO4cZHQmokxyyyJkxY4a+//57LVq0SKtWrZIkPfTQQ6e9NisrSyNHjtSKFSu0evVq9e/fX+PGjdOhQ4dOuu7999/Xxo0by758fX2r/XMAuDA+7hZNGRCjYqtNDy9NUnGpzehIAAAAdZrdbtd/f9qrTzcf0qjOoRp7cbjRkYA6yyGLnIULF2rs2LEKCwuTr6+vHnzwQf38889KTU095doBAwaoT58+8vPzk8Vi0YgRI+Tu7q6EhAQDkgOoKhFBXnry6kglHs7RlO93GR0HAACgTpvx237NWZ+qIe1DNLFHM5lMJqMjAXWWxegAFeXk5OjgwYOKjY0tOxYeHi4fHx8lJycrNDT0rK/fvn27MjMz1apVq5OO33vvvSopKVF4eLjGjRunK6+88pxZTCYpIMDrwj4IaiWz2YWZqEEDO4drb2ahpq7ao07NgzS0k2Mt32UeUBEzgfKYB1TETKAiZ5mJ6av26L3fD2hQhyZ65tpYubhQ4lQHZ5kHGM/hipzc3FxJko+Pz0nH/fz8ys6dSUZGhu655x6NHTtWERERZcc/+OADdejQQZL03Xff6YEHHtDbb7+tnj17nvX97HYpMzP/Aj4FaquAAC9mooaN7thEG/ef0FPLktTE21Wxjf2MjlSGeUBFzATKYx5QETOBipxhJhZsSNMrP+zWVVEN9MClzZWdXWB0pFrLGeYBNadBgzNvB+Nwt1Z5e3tL0imlTXZ29inlTnnp6ekaNWqUunXrpvvvv/+kcxdffLHc3d3l7u6uvn37asCAAfriiy+qPjyAKmd2MemZflFq4O2mh5cmKSOv2OhIAAAAdcLnWw/plR9267KWQZp8daTMrMQBHILDFTl+fn4KCQlRYmJi2bGUlBTl5uYqMjLytK9JTU3VjTfeqJ49e+qJJ5445/2aLi4ustvtVZobQPUJ8HTVy9fGKKuwVI8t26ZSK5sfAwAAVKevtx3Rc9/u1MUR9fRcvzaymB3uR0egznLIP41DhgzRzJkzywqcKVOmqHv37qfdH2f37t0aMWKE+vXrp4cffviU8zt27NCWLVtUXFyskpISrVy5Up9//rn+9a9/1cRHAVBFIhv66LE+rbQhNUtvrtprdBwAAIBa64edxzT5q+3qEOavlwdEy83ikD82AnWWw+2RI0njx49Xdna2Bg0apOLiYnXr1k1TpkyRJC1dulRPPvmkNm7cKEl67733lJ6ertmzZ2v27Nll7/HUU09pwIABOn78uJ555hmlpaXJ1dVVYWFhev7553XFFVcY8tkAXLi+0Y2UdDhH8zakKTrYV1e3aWh0JAAAgFrl173H9diybYoO9tWr18XIw9VsdCQAFZjs3GN0RjabXRkZZ99gGXULG5AZr9Rq0x2LtigpPVezhrdX64Zn3jurujEPqIiZQHnMAypiJlCRo83EugOZundxgiICvTR1cJx8PRzy7/1rLUebBxjLqTY7BoCzsZhd9Pw10fLzsOjBpUnKKigxOhIAAIDT25yWpUlLEtTE30Nv39CWEgdwYBQ5AJxOfW83vXhNtI7kFOnx5dtltbGwEAAA4EJtS8/RPZ8lqIGPu94Z1FYBXq5GRwJwFhQ5AJxSXIifHuzVQqv3ndCM1fuNjgMAAOCUdh3L012fbJWfh0XvDGqr+j7uRkcCcA4UOQCc1sC4xhoQ20izfj+gH3ceMzoOAACAU9l3PF93LtoiN4uL3h0cp2A/D6MjAagEihwATstkMumhK1qpTSMfTf46WfuOszkcAABAZezNyNdtCzZLkt4dFKfQAE+DEwGoLIocAE7N3eKilwdEy9Xsooc+T1JecanRkQAAABza7mN5mrDwzxJn2pB2igjyMjgRgPNBkQPA6QX7eeiF/m20/0S+nv56h+x2Nj8GAAA4nYRD2bptwWa5mEyaPqSdmlHiAE6HIgdArdApPEB39Wyu73ce0+y1qUbHAQAAcDhr9p/QHYu2yMfdopnDWIkDOCuKHAC1xo0dm6hPZAO9+8te/bHvhNFxAAAAHMaPO4/p3sUJCvH30HvD2rEnDuDEKHIA1Bomk0mPX9VazYK89O8vt+lgVqHRkQAAAAz3ZWK6HvkiSZENfTR9SDseMQ44OYocALWKp6tZUwbEyGq366GlSSossRodCQAAwDDzN6Rp8tfJ6hAWoHcGxcnf09XoSAD+IYocALVOWD1PPdM3SjuO5OqFlTvZ/BgAANQ5drtdM3/br1d/2K3LWgbpjYGx8nIzGx0LQBWgyAFQK3VvHqRxlzTV8qQjWrTpoNFxAAAAaozNbtdrP+7RjNX71S+mkV64JlpuFn70A2oLi9EBAKC63No1XNsO5+i1H/eodQMftQ/1NzoSAABAtSq12fXctzu0LDFdwzo00X2XNZeLyWR0LABViFoWQK3lYjLp6b5RauLvoUeWbdPR3CKjIwEAAFSb4lKbHv0iScsS0zX+4qaaRIkD1EoUOQBqNR93i14eEK384lI9vHSbSqw2oyMBAABUufxiq+5dnKAfd2Vo0uUtNO6SpjJR4gC1EkUOgFqvRX1vPXFVpLYeytarP+w2Og4AAECVyioo0Z2fbNGGlExNvjpSwzs0MToSgGrEHjkA6oTekQ2UdDhHH61LVXSwrwbEBhsdCQAA4B87llukiZ9u1YETBXrxmmhd1qq+0ZEAVDOKHAB1xh09mmn7kVy9uHKnQgM81CE0wOhIAAAAFywtq0B3Ltqq4/nFemNgrC5qWs/oSABqALdWAagzLC4mvdC/jZr4e+iBJUnak5FndCQAAIALsvtYnsbO26ycolK9OziOEgeoQyhyANQp/p6u+u/1beVqNumeTxN0jCdZAQAAJ5N4KFu3LdgsSZo+tJ1iG/sZnAhATTrjrVVXXnllpXY5/+abb6o0EABUtxB/D71xfaxuW7BZ9y5O1PShcfJ2405TAADg+NYeOKEHliQpwMtV7wxqq9AAT6MjAahhZ/zJ5fbbby/7fVpamubOnavrr79eoaGhSklJ0ZIlSzR8+PAaCQkAVa1NI1+9cE207l+coEe/2KbXrouRxcwiRQAA4Lh+2nVMjy3bptAAT709qK0a+LgbHQmAAc5Y5AwcOLDs9yNHjtS0adMUFxdXduyqq67SlClTNHHixOpNCADVpFuzQD3Su5WeW7FTL67cpX9f2apSKxEBAABq2peJ6Xrmm2RFNfLVG9fHKsDT1ehIAAxSqXsJEhMTFRMTc9Kx6OhoJSYmVksoAKgp18U11qGcIs36/YAa+blr3MVNjY4EAABwkgUb0vTKD7vVKTxAr1wbzS3hQB1XqfsIIiIiNHv27JOOffzxx2ralB94ADi/CZc0Vb/ohprx2359kXDY6DgAAACSJLvdrpmr9+uVH3brspZBemNgLCUOgMqtyHn88cd12223ac6cOWrSpIkOHjyorKwsTZ8+vbrzAUC1M5lM+veVrXU0t1jPrdipBj5u6hoRaHQsAABQx737yz59sCZF/aIb6j9XRcriwi3gACpZ5MTHx2vlypX67rvvlJ6erkaNGqlXr17y9/ev7nwAUCNczS56aUC0xi/YrEe+2KbpQ9spsqGP0bEAAEAdtXjLIX2wJkUD44L1SO9WcmEfPwB/MdntdrvRIRyVzWZXRkau0THgQAICvJSZmW90DFSjIzlFunnuRtns0v+NaK9gP48zXss8oCJmAuUxD6iImUBFZ5qJtQdO6K5PE9Q5PECvD4xlJU4dwfcIlNegge8Zz1X6BsuvvvpKCQkJysvLO+n45MmTLzgYADiahr7u+u/1bTV2/ibd/VmC3h0cp/rebkbHAgAAdcT+4/l6eOk2hdfz1Av921DiADhFpTY7fuqpp/TEE09o//79ysvLO+kLAGqblg289ep1MTqUVajx8zfpUHah0ZEAAEAdkFlQovsWJ8jsYtLrA2Pk487GxgBOVanvDMuXL9eiRYsUERFRzXEAwDF0DAvQ24Pa6r7FiRo7b5PeGRyniEAvo2MBAIBaqsRq08NLk3Q4p0hTB8epib+n0ZEAOKhKrchxd3dXkyZNqjsLADiUdk38NW1InEptdo2fv1nJ6eyZBQAAqp7dbteLK3dqQ2qWHr+qtdo14aEyAM6sUkXOLbfcomnTplV3ljJWq1UvvfSSunbtqvj4eN111106fvz4Ga9ftWqV+vXrp7i4OPXv31+//PLLSef379+vMWPGqH379urZs6dmzZpV3R8BQC3RuqGPZgxtJzeLiyYs2qzNaVlGRwIAALXMx+tStTQhXbd2Dde/2jQyOg4AB1epImfBggWaPn26unTpor59+570VR1mzJih77//XosWLdKqVaskSQ899NBpr01JSdFdd92l8ePHa926dRo/frwmTpyo1NRUSX+WQhMmTFCLFi20evVqTZ06VTNnztTy5curJTuA2qdpoJfeG9ZOgV5umvjJVv2+78zFMgAAwPn4cecxvbVqr3q3bqDxlzQ1Og4AJ1CpPXJuueWW6s5xkoULF+qOO+5QWFiYJOnBBx9Unz59lJqaqtDQ0JOuXbx4sWJiYnTttddKkgYMGKD58+dryZIlmjhxotauXauDBw9q0qRJ8vT0VExMjIYOHap58+ZVWxEFoPYJ9vPQjKHtdNenWzVpSaKe7ddG13cONzoWAABwYokHs/T48u2KDvbVk1e3louJJ1QBOLdKFTmDBw+u7hxlcnJydPDgQcXGxpYdCw8Pl4+Pj5KTk08pcrZv366YmJiTjkVHR2v79u1l5yMiIuTt7V12PiYmRnPnzq3GTwGgNgrydtO0IXG697NEPfpFkmQxq1ezekbHAgAATuhITpFum7dJ/p6ueuW6GHm4mo2OBMBJVPp5dhs3btTnn3+uo0eP6p133lFSUpLy8/PVqVOnKg2Um/vnZqI+Pj4nHffz8ys7V15eXp58fX1PuXbXrl1nPO/r63va96rIZJICAnhKDf7HbHZhJuq4AEkf3XqR7pi3UQ9/tlX/6Rul0RdHGB0LDoLvESiPeUBFzAT+ll9cqofmbVJuUanmj+uqlsG+534Raj2+R6CyKlXkfPnll5o8ebL69eun1atXS5JsNpvefPNNzZ49u0oD/b1ypmLRkp2dfUq58/f1OTk5Z7z2dOdzcnJO+14V2e1SZmb+eeVH7RYQ4MVMQJI0pX8bTf52p55dvl1HMwt0a9dwmVgOXefxPQLlMQ+oiJmAJNnsdj3yxTZtO5StqTd2ULCHmbmAJL5H4GQNGpy54K3UZsdTp07V+++/r8mTJ8ts/nPJX+vWrbVz586qSViOn5+fQkJClJiYWHYsJSVFubm5ioyMPOX6qKgoJSUlnXRs27ZtioqKKju/b98+5ef/7w9EUlLSad8LACrLzeKiN4e2U7/ohpr+237996e9stvtRscCAAAO7t1f9umHncd0z6XN1SuyodFxADihShU56enpiouLk6Syv3G2WCyy2WzVEmrIkCGaOXNmWYEzZcoUde/e/ZT9cSTpuuuuU0JCgpYtW6aSkhItW7ZMiYmJuu666yRJnTt3VkhIiF577TUVFhZq27ZtWrBggYYNG1Yt2QHUHRazi564OlJD2odozvpUTf46WYUlVqNjAQAAB/VFwmF9uCZF18c11vAOTYyOA8BJVarICQsL06ZNm046tmnTJjVtWj2Pxxs/frx69eqlQYMGqUePHrLZbJoyZYokaenSpYqPjy+7Njw8XG+99ZamTp2qjh07aurUqXr77bfLSh+z2axp06Zp586d6tKli8aNG6dbb71V/fr1q5bsAOoWF5NJD/RqodsuaarlSUc0dv5mpWUVGB0LAAA4mA2pmXp+xU51Dg/Qg71acEs2gAtmslfiXoBvvvlGTz31lMaMGaOpU6fq3nvv1QcffKAnnnhCl19+eU3kNITNZldGxrk3RUbdwX2rKK/iPPyyJ0NPLE+WySQ90zdKlzQLNDAdjMD3CJTHPKAiZqLuSjlRoJvnblSAp6tmjWgvPw9XScwETsY8oLx/vEfOVVddpRdeeEFr1qxRo0aNtGrVKk2ePLlWlzgAcL66Nw/S7Jvi1cjXXfd+lqD3Vu+XjX1zAACo07ILS3Tf4gRJ0hvXx5aVOABwoc751KrS0lJ9//33uuyyy3TppZfWRCYAcFqhAZ6aNby9nl+xU9N/26/Ewzl6+l9R8vWo1EMCAQBALVJqtemRL7YpLatQ7wxuq9AAT6MjAagFzrkix2Kx6OGHH5abm1tN5AEAp+fhatZT/4rUg71aavW+Exo1Z4N2HuU2TQAA6hK73a6Xv9+ltQcy9VifVuoQGmB0JAC1RKVurYqNjdWOHTuqOwsA1Bomk0lD4kM0fUicikptunnuJi1PSjc6FgAAqCHzNqRp8ZbDGn1RmK6JDTY6DoBapFJr/S+55BJNmDBBw4YNU5MmTU7aYb1v377VFg4AnF27Jv6afVMHPbZsm578KlmJh3J072XN5WquVI8OAACc0M+7M/TGj3t0eav6uqN7hNFxANQylSpy5s+fL0maM2fOScdNJhNFDgCcQ31vN707qK3e+nmv5q5P0/YjuXrxmjZq4ONudDQAAFDFdhzJ1b+/3KaoRj566l+RcuEx4wCqWKWKnJ9++qm6cwBArWYxu+i+y1ootrGfnvkmWTd9tEGvDYxVTPCZHysIAACcy7G8Yk1akihfd4tevS5Gnq5moyMBqIXOura/Q4cONZUDAOqEPpEN9MGN8fJwNevORVu0OS3L6EgAAKAKFJZY9cCSRGUVlOjV62JYeQug2py1yLHb7TWVAwDqjOZB3poxtJ2CvN1016dbtT4l0+hIAADgH7DZ7Xrq6x1KOpyjZ/pGKaoRK24BVJ+zFjkm7ucEgGrRyNdd04fEKdjXQ/d8lqA/9p8wOhIAALhAU3/Zp5U7juquns10Wav6RscBUMuddY+c4uJiPfroo2d9gxdeeKFKAwFAXVHfx13ThsbpzkVbNWlxgl4eEKNuzQONjgUAAM7Dgg1p+mBNigbGBeumTqFGxwFQB5zz+bdms/msXwCACxfo5aapQ+LUPMhbD3yeqJ92HTM6EgAAqKQVyUf16g+7dVnLID18RSvuaABQI866IsfNzU3PPvtsTWUBgDopwNNV7w6O+3/27js8qjpt4/g9kzLpPYSShISShAQIoYoBK0UBAVdsWFZUXFwLxYYCFqzo6rrALqy6vuiuCigQ2ipFVylLVUBICDUhhR5I78l5/0CyCdLUJCeTfD/XlYvklOE5V56cmbnnnN9Pjy/cqWeW7tYrg6LULzLQ7LIAAMBFbEk7rRe+TFaXVl56eVCUHKyEOADqxyWvyAEA1D1PF0fNuKWTOrXw1KTlu/XvpGNmlwQAAC5gz7F8PbU4SaG+rvrT8Bi5MM04gHrErFUA0EB42Bw1/ZZO6hrsrRe/3KMlO4+aXRIAADhHRnaRHl+4Ux42R/3ld53k5eJkdkkAmpiLBjnbtm2rrzoAAJJcnRz055s7qleYr15euVcLdhw2uyQAAPCTU4WlenzBTlVUGppxSycFedrMLglAE8StVQDQwLg4OehPw2LUp42f3li9X5/9kGl2SQAANHmFpRUat3CXjueX6p2bOyrc383skgA0UQQ5ANAA2RytenNotK5tH6B3/nNAH29ON7skAACarLKKSj2zJEl7j+fr9SEd1Lmll9klAWjCCHIAoIFycrDqtSEdNCAyUDPWpmjpLsbMAQCgvlUahqau2KuNh07r2f7t1betv9klAWjiLjr9OADAXI5Wi166MVLZRWV6bdU+tfR2UbcQH7PLAgCgyZixJkVf7T6uh+PDNKxTC7PLAQCuyAGAhs7Rwao3bopWiK+rnl6SpNRThWaXBABAk/DJ1gz9a2uGbu3SUqN6hZhdDgBIIsgBALvg6eKoP98cIweLReMX7VJ2YZnZJQEA0Kh9ufuY3v3uoK6PCNAT17aVxWIxuyQAkESQAwB2o5W3q/40PEbH80r01JJElZZXml0SAACN0sbUU3rpq73qFuKtl26MkoOVEAdAw0GQAwB2pHNLL71wQ6S2Z+bqlZV7ZRiGc8MMUQAAIABJREFU2SUBANCoJB3N09NLktTG301/GhYjmyNvmQA0LAx2DAB2ZkBUM2VkF2vW+lSF+Lhq9JWtzS4JAIBGIe10kcYt3CVfVydN/11Hedh4uwSg4eHMBAB2aFSvEKVlF+m9DYcU7OuiGzsEmV0SAAB27WRBqR5bsFOGpOm3dFKAh83skgDgvLhOEADskMVi0aT+7dU12Fsvr9ir7Rk5ZpcEAIDdyi8p19gFO3WqoFTv3hyj1n5uZpcEABdEkAMAdsrJwao3h0arhZeLnlycqIzsIrNLAgDA7pSWV+qpJUk6kFWoN4ZGK6aFl9klAcBFEeQAgB3zdnXSuzd3lCSNW7hLucVMSw4AwOWqNAy98OUebU3L1pQBEYoP9zO7JAC4JIIcALBzIb6uemtYjA7nFuuZJUkqq2BacgAALsUwDL3znwNavfeEHusbrsExjDcHwD4Q5ABAIxAX7K3JAyK0NT1Hr6/ax7TkAABcwsdbMjRv22Hd2bWV7ukRbHY5AHDZmLUKABqJQdFBysgu0vsb0hTi66pRvULNLgkAgAZpWeJRzVybooFRgRp3TRtZLBazSwKAy0aQAwCNyOjerZV2ukh/W5eqQA9nDYlpbnZJAAA0KOsPntIrK/aqZ6iPXrghUlZCHAB2hiAHABoRi8Wi5wdG6nRhmV5esVeuTg66PiLQ7LIAAGgQdh3J1cSlSWof6KE3h0XLyYGRJgDYnwYX5BQVFWnq1KlavXq1DMPQgAED9Pzzz8vFxeW82yckJGju3Lk6cOCArFarOnXqpKeeekqRkZGSpIyMDF1//fVydXWtumTS09NTa9asqbdjAoD65Oxo1Z+Gx+ixL3Zq0vJk2Ryt6tPG3+yyAAAwVeqpQo1buEv+7s5693cd5e7c4N4KAcBlaXAR9KuvvqqUlBR9+eWXWrFihQ4ePKjXX3/9gtsXFBToscce03fffae1a9cqJiZGDzzwgIqLi2ts99VXX2nbtm3atm0bIQ6ARs/VyUHv/q6jIgLd9cySJG1Nyza7JAAATHMiv0SPL9gpB6tFM27pJH93Z7NLAoBfrUEFOcXFxVqyZInGjh2rgIAA+fv7a+zYsUpISFBJScl597nrrrsUHx8vNzc3OTs76w9/+INOnDihgwcP1nP1ANCweNgcNf2WTgr2cdWEhF368XCu2SUBAFDvTuSX6JEvdiqnqFzv/q6jQnxdzS4JAH6TBhXkpKSkqKSkRDExMVXLoqOjVVxcrJSUlMt6jA0bNsjV1VWhoTVna7n11lt1xRVX6J577tGmTZtqtW4AaKh8XJ301xGdFODurLELd2rPsXyzSwIAoN5kZBfpwc+261huid65OUYdgjzNLgkAfrN6uzF04sSJWrRo0QXXjxkzRn379pV0Zgybs85+n59/6TcfKSkpmjx5sp555hl5eHhIknx9fTVv3jxFR0ervLxcCxYs0OjRozV//nxFRUVd9PEsFsnHx+2S/y+aDgcHKz2BKvbSDz4+bvrXA7105web9NjCnfr0gV5q18zD7LIaJXvpCdQP+gHnoifqV/LRPD0070eVV1bqn/f3VOdgb7NL+hl6AtXRD7hcFsMwjPr4jwoKCi54e5Qkubq6KjU1VcOHD9eWLVvk5eUlScrJyVHPnj21ePHiiwYv+/fv16hRo3Tvvfdq9OjRF61l1KhRio2N1bhx4y66XWWloawsPr3G//j4uCk7u9DsMtBA2Fs/pJ0u0kPzdsgi6f07YhXsw6Xltc3eegJ1i37AueiJ+rMjM0fjFyXK1cmqGSM6qY2/u9klnRc9geroB1QXGHjhKwjr7dYqd3d3+fn5XfDL1dVV4eHhstlsSkxMrNovKSlJLi4uCg8Pv+BjJyYm6p577tFDDz10yRBHkqxWq+opvwKABiPU11UzR3RSWUWl/vj5jzqaW3zpnQAAsDMbUk/p0S92ysfVUR/c2aXBhjgA8Gs1qDFyXFxcNHToUE2fPl1ZWVnKysrS9OnTNWzYMNlstvPu8/333+u+++7TuHHjdM899/xs/fbt27V3716Vl5erpKRE8+bN0+bNm9W/f/+6PhwAaHDaBbhrxohOyi0u1yNf7FRWQanZJQEAUGtW7TmhCYsSFerrqvfv6KIWXi5mlwQAta5BBTmSNGnSJIWFhWngwIEaOHCgwsPD9dxzz1Wtnz17tgYPHlz187vvvqu8vDy98cYbiouLq/raunWrJCkjI0OPPPKIunfvrquuukqLFy/W7Nmz1bFjx3o/NgBoCDoEeerdmzvqeF6JHluwUzlFZWaXBADAb7bwxyOatGy3Orbw1OzbYpliHECjVW9j5NgjxsjBubhvFdXZez9sOnRa4xftUkSgh2aO6CQPW72Nf99o2XtPoHbRDzgXPVF3PtqcrplrU3RluK+m3RQtFycHs0u6LPQEqqMfUF2DGCMHANCw9Grtq9eHRCv5WJ4mJCSquKzC7JIAAPhFDMPQjDUHNXNtigZEBupPw2LsJsQBgF+LIAcAmrCr2/lr6qAobc/I0VNLklRaXml2SQAAXJaKSkOvrtqnj7dk6JbYFpo6KEpODry9AdD4caYDgCZuQFQzTR4QoY2ppzVp+W6VV3LHLQCgYSstr9Sk5bu1eOdR3d8rRM9c304OVovZZQFAvSDIAQBoaKfmeuLatvp2f5Ze+mqPKhk+DQDQQB3NLdaY+T/q670nNe7qNnq4T7gsFkIcAE0HI1sCACRJd3RtpaKyCv1tXapcnax6tl97XhgDABqUDamnNGV5ssoqDL02pIP6RwaaXRIA1DuCHABAlVG9QlVYWqE5m9Pl6uSgcVe3IcwBAJiuotLQ+xsO6cONaWoT4KY3bopWmJ+b2WUBgCkIcgAANfyxT5iKyir06feZcnNy0B/iw8wuCQDQhJ0qLNXk5cnakpatwTFBmnh9O2amAtCkEeQAAGqwWCyacG1bFZVV6IONaXJ1ctC9PUPMLgsA0ARtz8jRc8t3K7e4XJMHtNfQjs25UhRAk0eQAwD4GavFouf6R6iorFIz1qbI1dlBt3ZpaXZZAIAmwjAM/Wtrhv66NkUtvV307p1dFNHMw+yyAKBBIMgBAJyXg9WiqTdGqrisQm9+vV+uTlYNiWludlkAgEYut7hML321V2sOZOm69gGaMjBCHjbetgDAWUw/DgC4IEcHq16/KVo9Qn308oq9+nrvCbNLAgA0YruP5emef23T+pRTGn9NG71xUwdCHAA4B0EOAOCibI5WvT08Rp1aeGnS8mStO5hldkkAgEbGMAwt3HFYD3y2XeUVlXrv9liN7BbMeDgAcB4EOQCAS3J1ctC7v+uo9gHuenpJkpbsPGp2SQCARsIwDP11XapeX71f3UJ89Mk93dS5pZfZZQFAg0WQAwC4LB42R80c0Ulxrbz18sq9euvr/SqvqDS7LACAHTMMQ2//54A+2pyumzs317s3d5SPm5PZZQFAg0aQAwC4bN6uTvrLLZ00slsrzd9+WI8u2KnThaVmlwUAsEOVhqHXVu3TvG2HdUfXVnq2X3s5WLmVCgAuhSAHAPCLOFotGn9NW710Y6R2Hs7V7z/Zpj3H880uCwBgR8orDb345R4l7DyqUb1CNOGaNoyHAwCXiSAHAPCrDIoO0vt3dFFFpaEHPtuulcnHzS4JAGAHyioqNWnZbn25+7gejg/TH/uEE+IAwC9AkAMA+NWim3vqo7u7KqqZhyYtT9aMNSmqqDTMLgsA0ECVlFfq6SVJ+mbfSY2/po3uvyLU7JIAwO4Q5AAAfpMAd2fNuq2zbu7cXB9vSdeEhF3KKy43uywAQANTXFahCYt2ad3BU5rYr51Gdgs2uyQAsEsEOQCA38zJwarn+kfo2X7ttOlQtu77dJtSsgrNLgsA0EAUl1VofEKitqRl64UbInRLbEuzSwIAu0WQAwCoNb+LbanZt3ZWfkm5Rn26TWsOZJldEgDAZEVlFRq/aJd+SM/WizdGakhMc7NLAgC7RpADAKhVXYK99dFdcQr1ddUTCYmauTZFxWUVZpcFADBBVYiTkaMXb4zUoOggs0sCALtHkAMAqHXNvVz03u2xGtoxSB9tTtdtc7bqu/0nZRgMhAwATcXZEGfbTyHOjR0IcQCgNhDkAADqhIuTg6YMjNTfb+8sVycHPbk4SRMSEpWRXWR2aQCAOlZUVqFxC8+EOC/dGEWIAwC1iCAHAFCnugb76JN7umrs1W30Q3qO7vjoe72/4ZBKyivNLg0AUAcKSys0duEubc88E+Lc0KGZ2SUBQKNCkAMAqHOODlbd3T1Yn4/qrqva+uu9/x7SHR9t1fqUU2aXBgCoRYWlFRq3cKd2ZOZoKiEOANQJghwAQL1p5mnTa0M6aOaITnKwWDRu4S49tThRR3KLzS4NAPAbVYU4h3P18qAoDSTEAYA6QZADAKh3vVr76rPfd9MjfcK0MfW0bv2/rfq/TWkq5XYrALBLZ0OcH38KcQZEEeIAQF0hyAEAmMLJwar7eoXq81Hd1TvMV39bl6o7P/5emw6dNrs0AMAvUFBarrFnQ5zBHQhxAKCOEeQAAEzV3MtFbw2L0bu/66hKw9CjX+zUs0t361heidmlAQAuoaC0XGMX7NLOw7l6ZXAH9Y8MNLskAGj0CHIAAA1CfLif5v6+ux66srXWHszSbf+3VfO3HValYZhdGgDgPM6GOLuOnAlx+hHiAEC9IMgBADQYNkerRvdurbm/76ZOLT311jf79Yd5O5SaVWh2aQCAavJLyvX4TyHOq0MIcQCgPhHkAAAanGAfV824pZNeuCFCB7MKNfKf3+v/NqWpvILBkAHAbGdDnMSfQpzrIwhxAKA+EeQAABoki8WiITHNNe++7rq6rb/+ti5V936yTbuP5ZldGgA0WWdDnKRjeXqNEAcATNHggpyioiI9++yz6tGjh7p3767nnntOxcXFF9x+4cKFioqKUlxcXNXXhAkTamyzc+dOjRgxQrGxserXr58WL15c14cBAKglAe7Oev2maL01NFqnC8t03yfbNP27gyouqzC7NABoUrKLyvTYgp1VIc51hDgAYApHsws416uvvqqUlBR9+eWXslgseuSRR/T666/rpZdeuuA+ISEhWrVq1XnX5eXlafTo0br//vv16aefasuWLXr00UcVGhqquLi4ujoMAEAtu6Z9gLqF+Gj6moP659YM/Wf/SU0eEKFuIT5mlwYAjV5mTpEeX7BLR3OL9caQDrqmfYDZJQFAk9WgrsgpLi7WkiVLNHbsWAUEBMjf319jx45VQkKCSkp+3TS0K1eulIuLi0aPHi1nZ2fFx8erX79+mj9/fi1XDwCoa54ujpo0IEKzbu0sSXp4/o+avy3T5KoAoHHbfSxP93+6XdlFZZo5ojMhDgCYrEEFOSkpKSopKVFMTEzVsujoaBUXFyslJeWC+x05ckTx8fG6+uqrNX78eKWnp1etS05OVnR0tCwWS9WymJgYJScn181BAADqXPdQH316bzdd1dZfb31zQO9+e5BpygGgDqxPOaU/zNshm6NVH9zRRXHB3maXBABNXr3dWjVx4kQtWrToguvHjBmjvn37SpI8PT2rlp/9Pj8//7z79ejRQ0uXLlXr1q2VlZWlt99+W/fff78WL14sNzc3FRQU1Hi8s495ocerzmKRfHzcLrkdmg4HBys9gSr0g7l8JP393u565d+79a9NaTpVXK63bukkm5ODaTXRE6iOfsC57K0nPv8+Q1OWJCoyyFPv39NVzTxdzC6p0bG3nkDdoh9wueotyJkyZYqefvrpC653dXVVamqqpDPj2nh5eVV9L0keHh7n3S8kJKTq+8DAQL388svq3r27duzYod69e8vd3V2ZmTUvu8/Ly7vg41VnGFJ2duElt0PT4ePjRk+gCv3QMDwe31r+Lo76y3cHdfh0of40PEY+rk6m1EJPoDr6Aeeyl54wDEPvbzik9zek6YrWvnpjaAc5V1TaRe32xl56AvWDfkB1gYGeF1xXb7dWubu7y8/P74Jfrq6uCg8Pl81mU2JiYtV+SUlJcnFxUXh4+GX9PxaLRRaLRcZPl9hHRUVp9+7dNbZJSkpSVFRU7R0cAMA0FotFd3cP1utDOmj3sTw98Nl2ZWQXmV0WANil8opKvbJyr97fkKbBMUH6880xcnducPOjAECT1qDGyHFxcdHQoUM1ffp0ZWVlKSsrS9OnT9ewYcNks9nOu8+3336ro0ePyjAMZWdna+rUqfL19VVsbKwkqX///ioqKtIHH3yg0tJSbdiwQatWrdJtt91Wn4cGAKhj/SID9dcRnZVTVKb7P92uxCO5ZpcEAHalsLRCExIStWTXMT1wRaheGBghR4cG9XYBAKAGFuRI0qRJkxQWFqaBAwdq4MCBCg8P13PPPVe1fvbs2Ro8eHDVz5s2bdKIESMUFxenIUOGKDs7Wx9++KHc3d0lSV5eXnrvvff01VdfqXv37po8ebJefPFFph4HgEaoS7C3Prizi1ydHfSH+T/qu/0nzS4JAOzCyYJSjZm/Q5sOndaz/dtrTHxYjclCAAANh8UwmObjQiorDWVlXXpQZDQd3LeK6uiHhiuroFQTEhK1+2ienryurW6La1Uv/y89geroB5yrofbEvhP5Gr8oUTlFZXptSAf1betvdklNRkPtCZiDfkB1DWKMHAAA6ou/u7Nm39ZZfZmeHAAuas2BLD3w2XZVGobevyOWEAcA7ABBDgCgUXJ1ctCbQ6N1a5eW+uT7DE1atlsl5ZVmlwUADYJhGPrnlnQ9mZCoMD83fXRXnKKCLvzpLwCg4WAIegBAo+Vgteip69qqpbeL/vLdQeUU79Kfb+4omyOfYwBousoqKvXG6n1asuuY+kUE6IUbIuXi5GB2WQCAy8QrWQBAo3Z2evIXb4jUlrRsTVq2W+WV3GYFoGnKLizTI1/srJqZ6tUhHQhxAMDOEOQAAJqEwTFBeuq6tvruQJZeXrGHMXMANDkpWYW679NtSjySq5cHRWlMfJiszEwFAHaHW6sAAE3GbXGtlF9SoVnrU+Xh7Kgnr2vL9LoAmoSNqaf07LLdcnawatZtserc0svskgAAvxJBDgCgSRnVK0S5xeX65PsMebg46uH4MLNLAoA6NX9bpt75zwG1CXDX28Nj1MLLxeySAAC/AUEOAKBJsVgsGnt1uPJLyvXhxjR52hx1d/dgs8sCgFpXXmno7W/264sdR9S3jZ9eHhwld2de/gOAveNMDgBociwWi57t314FpeX6y3cH5eHsoOGdW5hdFgDUmrzicj27LEmbDmXrnu7BeqRvuBys3EoKAI0BQQ4AoElysFo0dVCUCkoT9dqqfXK3Oap/ZKDZZQHAb5Z+ukjjF+1SZk6xpgyI0NBOzc0uCQBQi5i1CgDQZDk5WPXm0GjFtvLS8/9O1n9TTpldEgD8JlvTsjXq023KLirTzBGdCHEAoBEiyAEANGkuTg76880d1TbAXU8vSdL2jByzSwKAX6y0vFIz1qToj5//KF83J825K07dQnzMLgsAUAcIcgAATZ6HzVHTb+mo5p42jVu0S8nH8swuCQAu274T+brv0236eEu6hnVqrjl3xSnYx9XssgAAdYQgBwAASX5uzpo5opM8bY56bMEupWYVml0SAFxURaWhjzen6/efbFNWQaneGR6jSQMimJkKABo5ghwAAH7S3MtFf721s6wW6ZEvftSR3GKzSwKA88rILtKY+Ts0Y22K+rTx19zfd1Pftv5mlwUAqAcEOQAAVBPq66oZt3RSUVmlHv1ip7IKSs0uCQCqGIahhB+P6K6Pf9C+EwV66cZITbupg3zdnM0uDQBQTwhyAAA4R0QzD/355hgdzyvRYwt2Kre4zOySAEBZBaV6IiFRr67ap+gWnpr7+24aFB0ki8VidmkAgHpEkAMAwHnEtvLWn4bFKPVUocYtTFRRWYXZJQFowr7Zd1J3fPS9Nqdla8K1bfXXEZ3U3MvF7LIAACYgyAEA4AJ6hfnqlcEdlHg0V08tTlRpeaXZJQFoYk4VluqFL5P1zJIktfCy6Z93d9WdXVvJylU4ANBkEeQAAHAR17UP0OQBEdp0KFuT/52s8krD7JIANAEVlYa+2H5YIz7cqhXJJ/TgFaH68M4uCvd3M7s0AIDJmJsQAIBLuKljc+WXVuid/xzQqyv3asrACD4NB1BnEo/madrqfdp9LF/dQ3309HXtCHAAAFUIcgAAuAx3dm2l/OJyvbfhkDxsjppwTRsGGAVQq7KLyjRrXaoW/XhE/u7OenVwlPpHBnKuAQDUQJADAMBlerB3qPJKyvXZD5nysjlq9JWtzS4JQCNQaRhauuuoZqxJUX5Jue7s1kqje7eWh42X6gCAn+PZAQCAy2SxWDTumjbKK/npyhwXR93ZtZXZZQGwY3uO52va6v3aeSRXXVp56enr26l9oIfZZQEAGjCCHAAAfgGrxaJJAyJU8NOYOR7ODrqpY3OzywJgZ/JLyjV7fao+335Y3i5OeuGGCA2ODuI2KgDAJRHkAADwCzlaLXplUJQmJOzSKyv3yt3mqOvaB5hdFgA78Z99J/Xm1/t1qrBUt8S21MPxYfJ04WU5AODyMP04AAC/grOjVW8Ni1HHFl6atGy31h7IMrskAA3csdxiPbU4UU8vSZKfm5P+b2Scnr6+HSEOAOAX4VkDAIBfydXJQe/e3FGPfPGjnlqcqEJDGtjO3+yyADQwlYahhB+PaMbaVJVVVOrRvuG6q1srOTrwmSoA4JcjyAEA4DfwdHHU7Nti9eyyJE1enKiDvUI0Jj6McS4ASJJSTxXqtZV7tS0zV1eE++npa9sqxNfV7LIAAHaMIAcAgN/IzdlBbw/vqD+vSdGHm9J1NK9EkwdEyIlP24Emq6yiUh9vSdc/NqbJ1clBUwZG6J74cOXkFJldGgDAzhHkAABQCxytFr0yLEZ+Lg6avf6QTuSX6s2h0fKw8VQLNDU7D+fq1VV7deBkofpHBuqJa9vK392ZK/UAALWCV5cAANQSi8WiB65oreaeLnp55V6NnrtD7/6uo4I8bWaXBqAeFJSWa9a6VM3fdliBHs56e3iMrmrLuFkAgNpFkAMAQC0bHBOkAA9nPbMkSfd/uk3v/q6j2gd6mF0WgDq09kCWpn29X8fzSnRrl5Z6uE8YV+QBAOoEN+8DAFAHerX21ft3xEqSRs/doU2HTptcEYC6kHqqUGMX7tSEhES5OTvogzu76Knr2xHiAADqTIN7hikqKtLUqVO1evVqGYahAQMG6Pnnn5eLi8t5t3/++ee1dOnSGssKCws1ceJEjRo1SpIUGRkpFxcXWa3/y63WrFkjT0/PujsQAECT1z7QQx+OjNO4hbs0duEuTRkQocExQWaXBaAW5JeU6x8b0zT3h0zZHK0ad3Ub3RbXkkHOAQB1zmIYhmF2EdVNnjxZ+/fv18yZM2WxWPTII48oMjJSL7300mXtv379ej300EP65ptvFBR05sVyZGSkPvnkE3Xv3v0X1VJZaSgrK/8XHwMaLx8fN2VnF5pdBhoI+gHnulBP5JeU6+klSdqSlq0x8a11f69QBj1tAjhHNE6VhqHlicc0c22KThWWaWjHIP2xT7j83Z0vuS89gXPRE6iOfkB1gYEXvvCkQX1kUFxcrCVLlmjs2LEKCAiQv7+/xo4dq4SEBJWUlFzWY8ybN0/XXnttVYgDAIDZPGyO+svvOmpQdDPNXn9Ir67ap/KKSrPLAvALJR7J1f2fbtfUFXvVyttFc+6K05SBkZcV4gAAUFsa1K1VKSkpKikpUUxMTNWy6OhoFRcXKyUlRVFRURfd/8SJE/rmm280e/bsn60bN26cysrKFBoaqtGjR2vAgAG1Xj8AABfi5GDVizdEqrmXiz7cmKZDpwr1bP/2auPvbnZpAC7hZEGp/ro2RcsSj8nf3Vkv3RipGzo0k5Ur6wAAJqi3IGfixIlatGjRBdePGTNGffv2laQaY9ec/T4//9K3OH3xxRdq3ry54uPjayyfM2eOunbtKkn6+uuv9eSTT2rmzJm66qqrLvp4FsuZy9uAsxwcrPQEqtAPONfl9MSzg6MV3cpHL/97t+7+5w96sE+4/nh1W7k4OdRTlagvnCPsX2l5pT7eeEgzv92v0vJKPdQ3XA9f3fZXD2RMT+Bc9ASqox9wueptjJyCgoKL3h7l6uqq1NRUDR8+XFu2bJGXl5ckKScnRz179tTixYsvekVOZWWl+vXrpzvuuEMPPfTQRWuZPHmySkpK9NZbb110O8bIwbm4bxXV0Q841y/piVOFpfrLdwf176TjCvZx0TPXt9MVYX51XCHqE+cI+7b50GlN+3q/0k4XqU8bP42/pq1CfV1/02PSEzgXPYHq6AdUd7Excurtihx3d3e5u1/88vHw8HDZbDYlJiaqd+/ekqSkpCS5uLgoPDz8ovuuXbtWx48f14gRIy5Zi9VqVQMb4xkA0MT4uTnrpRujNCQmSG+s3q/HFuzSwKhAjbumrQIYbwMwTXZRmd797qCWJx5TiI+L3r25o+LbELICABqOBjVGjouLi4YOHarp06crIiJCkjR9+nQNGzZMNpvtovvOnTtXAwYMkJ9fzSfavXv3qri4WFFRUbJYLPruu++0ePFivfPOO3V2HAAAXK4eob769N5u+mhzmuZsTtf6lFN6rG+4hnduwfgbQD0yDEMrkk/onf8cUG5JuUb1CtH9vUK57REA0OA0qCBHkiZNmqSpU6dq4MCBkqQBAwboueeeq1o/e/ZsLV26VMuXL69aduzYMX333XeaM2fOzx7v1KlTevnll5WZmSknJyeFhITotdde0/XXX1/nxwIAwOWwOVr10JVhGhDVTNNW79Prq/drWeJxPde/vdoFMhgyUNeO5BbrjdX79N+U04pp7qm/Dmiv9oEeZpcFAMB51dsYOfaIMXJwLu5bRXX0A85VGz1hGIb+nXRc7353UHnFZbqre7Ae7N2D3tkNAAAgAElEQVRarlwVYHc4RzR8FZWG5m3L1Oz1qZKkh/uE67YuLeVgrZur4egJnIueQHX0A6prEGPkAACAS7NYLBocE6T4Nn6aseagPt6SoVV7TujJ69qpbxs/WbjdCqgVe4/n69VV+5R0NE/x4X56pl87tfByMbssAAAuiSAHAIAGyMfVSVMGRmpwTJDeWLVfTyQkKq6Vlx7pG67YVt5mlwfYreKyCn2wMU3/2pohL5ujXh0cpf6RgYSkAAC7QZADAEAD1jXYR5/c21WLdx7V+xsO6cG5O3RVW3/9sU+Y2gYwfg7wS2xNy9Zrq/YqPbtYQ2KCNPbqNvJxdTK7LAAAfhGCHAAAGjgnB6tGdGmpwTFBmvtDpj7anK47P/peg2KC9IcrW3M7CHAJx/JK9Pf1qVqaeEzBPi7664hO6tna1+yyAAD4VQhyAACwE65ODhrVK1Q3d26hOZvS9fn2TK1MPq5bu7TUqJ6h8nHjygKguozsIn28JV1Ldx2TIeneHiEa3ZspxQEA9o0gBwAAO+Pj6qRx17TRHV1b6v0NhzT3h0wt3nlUd3cP1shuwXJz5k0qmrbUU4WaszldXyUdk9Vq0bBOzXVvjxC19ObqNQCA/SPIAQDATjX3ctGUgZG6q3uwZq1L1d//e0ifbz+sB644c9WOk4PV7BKBerX/RIE+3JSm1XtOyNnRqtviWunu7sFq5mkzuzQAAGoNQQ4AAHaujb+73hoWo52HczVzbYre+uaAPvk+U2PiW2tgVDNZmY0HjdzuY3n6cGOavt2fJTcnB93bM0Qju7WSn5uz2aUBAFDrCHIAAGgkOrX00uzbOmtD6mn9dW2Knv/3Hv1zS4Ye7Ruu3mG+TK+MRmdHZo4+3JSm/6aclqfNUaN7h+r2uFbyZiYqAEAjRpADAEAjYrFYdGW4n64I89Wq5BOatT5VYxfuUo9QHz1+VbiigjzNLhH4TTJzivTtvix9vfekdh7JlY+rk/7YJ0y3dmkpDxsvbQEAjR/PdgAANEJWi0UDOzTTdREBWrDjiD7YcEj3/GubBkYF6uE+YWrl7Wp2icBlMQxDB7MK9Z99J/Xt/iztOZ4vSWof6K7x17TRzZ1byJVZqAAATQhBDgAAjZiTg1V3dG2lITFB+nhLuj79PlPf7Dt5ZsryXqHy4RYUNECVhqHdR/P0zb4sfbv/pNJOF0mSOrf00uNXheva9gEK9iGMBAA0TQQ5AAA0AR42R/2xT7huiW2p9/6bqrk/ZGrJrqO6r2eobo9rKReuaIDJDMPQj4dztTL5hL7df1LH80vlYLWoe4i3RnZrpavb+ivAg9mnAAAgyAEAoAkJ8rRpysBI3dktWH9dm6KZa1M0f1umxsSHaVB0kBysDIiM+nU4p1j/TjqmfycdU3p2sWyOVvUO89Uj7QPUp42fvFy4agwAgOoIcgAAaILaBbjrzzd31Pfp2Zq+JkVTV+zVv7ZmaHTv1rouIoApy1Gn8kvK9c3ek1qedEw/ZORIkrqHeGtUr1BdFxEgd2deogIAcCE8SwIA0IR1C/HRnJFdtHrvSb3331Q9u2y32gW4a3TvUF3TnkAHtaei0tCWtNNalnhM3+7PUkl5pUJ9XfVwfJhujG6mFl4uZpcIAIBdIMgBAKCJs1gs6h8ZqOvaB2jVnhP6YMMhPbN0t9oHumt079a6up0/gQ5+tQMnC7Q88Zi+Sj6uE/ml8rQ5akhMkAZHB6ljC09Z6C0AAH4RghwAACBJcrBadEOHZuofGagVycf1j41penpJkiKqBTq86callJRXaufhXG1OO631B09p74kCOVgtujLMV09eG6Q+bfzl7Gg1u0wAAOwWQQ4AAKjBwWrRoOggDYhqppXJx/XBhkN6akmSIpt5aHTv1rqqrR+BDqpUGob2Hs/X5kPZ2px2Wtszc1VSXikHixTTwksTrm2rgVGB8nNzNrtUAAAaBYIcAABwXo7VAp2vdh/TPzam6cnFieoQdCbQ6dOGQKcpMgxDmTnF2nzotLakZWtLWrZyisslSW383XRz5xbqGeqjuGBvedh4qQkAQG3j2RUAAFyUo9WiITHNdUOHIP076UygMyHhTKBzX88QXd0ugGnLm4CDWQVauOOI1h7I0uHcEklSMw9n9W3rrx6hPuoZ6qMAD5vJVQIA0PgR5AAAgMviaLVoaMfmGtShmZYnHdNHm9P1zNLdCvV11V3dgzU4Okg2xj5pVMorDa05kKXPt2Vqa3qOnBwsujLMT3d1D1HP1j5q7evKVVkAANQzghwAAPCLODpYNaxTCw2Jaa5v95/UR5vT9fqqffr7+lTd0bWVboltIS8XJ7PLxG+QVVCqxTuPasGOwzqeX6rmnjY90idMwzo1ly9j3QAAYCqCHAAA8Ks4WC26PuLMtOXfp+fooy3p+tu6VM3ZlK7hnZtrZLdgBXlyq429MAxDO4/k6fPth7V6zwmVVxrqGeqjp69vpz5t/Ll9DgCABoIgBwAA/CYWi0XdQ33UPdRHe47n659b0jXvh0zN23ZY17cPUK8wX8W18lawjwu34TRAxWUVWpl8QvO3H9ae4/lyd3bQLbEtNKJLS4X5uZldHgAAOAdBDgAAqDWRzTz0yuAOerhPmD7dmqkVyce1cs8JSVKAu7Pigr3VpZW3ugZ7q02Am6wEO6YpLqvQgh1HNGdzurKLytTG300T+7XTjR2C5ObsYHZ5AADgAghyAABArWvl7aqnrm+nJ65rq9RThdqWkVP1teqnYMfLxVGxLb0UF3wm2Ils5iFHBwZLrmtlFZVasuuo/rExTSfyS9WrtY9G9QpV12BvrpgCAMAOEOQAAIA6Y7VY1MbfXW383XVLbEsZhqHDucXanpF7JtjJzNHag6ckSS6OVrUJcFeQp03NPJwV5Gmr8RXgYZMj47T8ahWVhlYkH9ff/3tIh3OK1bmll14eFKVuIT5mlwYAAH4BghwAAFBvLBaLWnm7qpW3qwbHBEmSThaUantGjrZn5ujQqSKlZhVqU+ppFZZV1NjXapH83WsGPF2DfdSztY9cnbgV6EIMw9B/9p3U7P8eUkpWoSIC3fXuzR11ZbgvV+AAAGCHCHIAAICpAtyd1S8yUP0iA2sszy8p19G8Eh3PK9Gxn77Ofr//RIHWHTylT7/PlLPDmcGW+7TxV582fmrh5WLSkTQshmFoQ+ppzV6fqt3H8hXm56rXh3TQdREBjE0EAIAdI8gBAAANkofNUe1sjmoX4H7e9WUVldqWkaN1B09p7cEsvfn1fr35tdQuwF192vipTxs/dWzh1SSnzd6WkaO/rUvR9sxctfSy6YUbInRDhyBuTQMAoBGwGIZhmF1EQ1VZaSgrK9/sMtCA+Pi4KTu70Owy0EDQDzgXPWEewzB06HSR1h08pfUHs7QtM1cVlYa8XRx1ZfiZUKd3mJ88XervM6z67odKw9C6g6f02fcZ2pqeowB3Z91/RaiGd2ouJwaRbhA4R+Bc9ASqox9QXWCg5wXXcUUOAACwexaLRWF+bgrzc9Pd3YOVV1yujYdOa93BLK0/eEpf7j4uB4vUJdhbvVr7qnuIjzoENY5ZsgpLK7Qs8ajm/pCp9OxiBXnaNPbqNhoR20IujB0EAECjQ5ADAAAaHU8XR/WPDFT/yEBVVBradSRX61NOad3BU/rbulRJkpuTg2JbealbiI+6hXgrKsjTrm49OpJbrPnbDith5xHll1SoUwtPPdwnXNe2828UARUAADi/BhfkfPzxx1q6dKn27t2rZs2aadWqVZfcZ82aNZo2bZrS09MVGhqqiRMnqk+fPlXrDx06pBdeeEHbt2+Xl5eX7rvvPt1///11eRgAAKCBcLBaFNvKW7GtvPXHPuE6VViqbRk5+j49R1vTszVzbYqkM8FOl2AvdQ/xUdcQH0U282hwwY5hGPrxcK7m/pCp/+w7KUm6tn2gRnZrpU4tvUyuDgAA1IcGF+Q0a9ZMDz74oA4ePKiFCxdecvv09HQ99thjmjp1qm688UZ99dVXevTRR7Vs2TIFBweroqJCY8aM0ZVXXqlZs2bp4MGDevDBB9W8eXMNGjSoHo4IAAA0JH5uzro+IlDXR5yZJSuroFQ/ZOTo+/Rs/ZCeo+kpZ4Idd2cHxQV7q2uwt7qH+igi0MO0gZPLKyr1zb6T+vT7TCUezZOHzUEjuwXrtriWas4sXQAANCkNLsi54YYbJOmyQhxJWrRokWJiYjRs2DBJ0tChQzV37lwlJCTo0Ucf1ZYtW3T48GFNmDBBrq6uiomJ0e23367PPvuMIAcAAMjf3bnqNixJOllQqh/Ss/V9+plwZ93BU5L+F+x0/+lWrPZ1HOwUllZo55Fc/ZCRo2W7jup4fqlCfV311HXtNCQmSG7OjH8DAEBT1OCCnF8qOTlZMTExNZZFR0crOTm5an1YWJjc3f83dWlMTIw+/fTTeq0TAADYhwB3Zw2IaqYBUc0kSSfzS86EOhlnwp2zwY6nzVFxwd7qFuKtmOaeCvZxlZ+bkyyWXxfuZBWUakdmjrZn5mp7Zo72Hs9XhSFZLVK3EB9N7Nde8W38ZP2Vjw8AABqHegtyJk6cqEWLFl1w/ZgxYzR+/Phf/LgFBQXy9Kw5LZeXl5f2799/wfWenp7Kz7/0tOIWy5kp4ICzHBys9ASq0A84Fz3ROPn4uKldsK9u/+nno7nF2pxySpt++lpzIKtqWzdnB4X4uirUz02h/u4K8XFVqJ+rQvzc1NLbVc6OZwYhNgxDaacKteXQaX1/6LS2Hjqt1KwzU87aHK2KDfbWH65qq+6tfdQlxLdep01H3eEcgXPRE6iOfsDlqrdXBVOmTNHTTz99wfWurq6/6nHd3d2Vl5dXY1lubq48PDwuuD4vL69q/cUYhpSdXfir6kLj5OPjRk+gCv2Ac9ETTYOLpKta++iq1j7SNW10LK9E+08UKCO7SBk5xcrMLtL+4/las++kSsorq/azWqQgT5uae9qUll2srIJSSZK3i6M6t/TS0JggxbbyVocgDzlVm3WqorhU2cWl9X2YqAOcI3AuegLV0Q+oLjDQ84Lr6i3IcXd3r3F7U22JiorSpk2baizbvXu3evfuXbU+NTVVhYWFcnM7k24mJSUpMjKy1msBAABNT5CnTUGetp8t9/Jy1YHD2crMLlZGTtFP/xbrSE6xeob6qEsrL3UJ9laYnxu3SwEAgMvW4K7TLS8vV0VFhcrLy2UYhkpKSiRJNtvPXyBJ0vDhw/WPf/xDy5Yt08CBA7VixQolJiZq2rRpkqQePXqoZcuWeuedd/Tkk08qJSVF8+bN06RJk+rtmAAAQNNjtVoU6GFToIdNXYK9zS4HAAA0EtZLb1K/Zs2apc6dO2vKlClKT09X586d1blz56r1S5YsUVxcXNXPoaGhmjFjhmbNmqVu3bpp1qxZmjlzpoKDgyVJDg4Omj17tvbt26devXpp9OjReuCBBzR48OB6PzYAAAAAAIDfwmIYhmF2EQ1VZaWhrKxLD4qMpoP7VlEd/YBz0ROojn7AuegJnIueQHX0A6q72Bg5De6KHAAAAAAAAJwfQQ4AAAAAAICdIMgBAAAAAACwEwQ5AAAAAAAAdoIgBwAAAAAAwE4Q5AAAAAAAANgJghwAAAAAAAA7QZADAAAAAABgJwhyAAAAAAAA7ARBDgAAAAAAgJ0gyAEAAAAAALATBDkAAAAAAAB2giAHAAAAAADAThDkAAAAAAAA2AmLYRiG2UUAAAAAAADg0rgiBwAAAAAAwE4Q5AAAAAAAANgJghwAAAAAAAA7QZADAAAAAABgJwhyAAAAAAAA7ARBDgAAAAAAgJ0gyAEAAAAAALATBDnnUVFRoWnTpumKK65QXFycHnvsMZ06dcrsslAH3nrrLQ0ePFhdu3ZVnz59NHnyZGVnZ1etX7hwoaKiohQXF1f1NWHChBqPsXPnTo0YMUKxsbHq16+fFi9eXN+HgVo0ceJExcTE1Pidf/LJJzW2SUhIUL9+/RQbG6tbb71Vu3btqrGenmg8Bg8eXKMXOnfurMjISCUmJmrTpk2KjIyssf6OO+6osf+hQ4d03333qUuXLrrqqqv04YcfmnQk+LWWL1+ukSNHqmvXroqOjv7Z+jVr1mjw4MHq3LmzhgwZonXr1tVYf6keKCoq0rPPPqsePXqoe/fueu6551RcXFynx4Tf5mI98d133+nee+9Vr1691KNHD40cOVJbt26tsU1kZKRiY2NrnDvy8vKq1tMT9uVi/VAbzxP0g/25WE/Mnj27Rj/ExcUpMjJSr7zyStU21113nTp16lRjmz179lSt570qJEkGfuZvf/ubMWDAACMtLc3Izc01Hn30UeOBBx4wuyzUgbfffttITEw0SktLjaysLOOBBx4wxowZU7V+wYIFRr9+/S64f25urtGrVy/j73//u1FSUmKsW7fO6NKli/HDDz/UR/moA88884zx3HPPXXD9li1bjNjYWGPt2rVGSUmJ8d577xm9e/c28vLyDMOgJxq7d955xxg0aJBhGIaxceNGo0OHDhfctry83LjhhhuMqVOnGoWFhcauXbuMK664wli+fHl9lYtasGbNGmPp0qXG559//rPfd1pamtG5c2cjISHBKCkpMRYvXmzExsYa6enphmFcXg9MmjTJuP32240TJ04YJ0+eNG6//Xbj+eefr9djxC9zsZ5YvHixsXLlSiMnJ8coKyszPvnkE6NLly7G4cOHq7aJiIgwtmzZcsHHpyfsy8X6oTaeJ+gH+3OxnjhXSkqKERkZaezYsaNq2bXXXmskJCRccB/eq8IwDIMrcs5j/vz5evDBBxUSEiJPT0899dRTWrt2rTIyMswuDbVswoQJio6OlpOTk/z8/HT33Xdr8+bNl73/ypUr5eLiotGjR8vZ2Vnx8fHq16+f5s+fX4dVw0yff/65+vfvrz59+sjZ2VkPPvignJ2dtWrVKkn0RGNWXl6uBQsW6Pbbb7+s7bds2aLDhw9rwoQJcnV1VUxMjG6//XZ99tlndVwpalPfvn01ZMgQhYSE/GzdokWLFBMTo2HDhsnZ2VlDhw5VdHS0EhISJF26B4qLi7VkyRKNHTtWAQEB8vf319ixY5WQkKCSkpJ6PU5cvov1xNChQ9W/f395eXnJ0dFRI0eOlM1m+9mVmxdCT9ifi/XDpXCOaJx+SU/MmzdPHTp0UOfOnS/78XmvColbq34mLy9Phw8fVseOHauWhYaGysPDo8YlbWicNmzYoMjIyBrLjhw5ovj4eF199dUaP3680tPTq9YlJycrOjpaFoulallMTIySk5PrrWbUvpUrV6pnz54aOHCgpk2bpoKCgqp1ycnJiomJqfrZYrGoQ4cOVb9zeqLxWr16tfLy8jR8+PCqZRUVFbr66qsVHx+vhx56qMbvOTk5WWFhYXJ3d69aFhMTw3NJI3Lu+UCSoqOja5wPLtYDKSkpKikpqfEY0dHRKi4uVkpKSj0cAepacnKysrOz1b59+xrLx40bp169eunWW2/VypUrq5bTE43Pb3meoB8at9LSUi1cuPBnt9tJ0htvvKGePXtq2LBhmjt3btVy3qviLIKcc+Tn50uSPDw8aiz38vKqWofGacWKFZo/f74mTZpUtaxHjx5aunSp1q5dqy+++EI2m03333+/CgsLJUkFBQXy9PSs8Tienp70ih27++679eWXX2rjxo2aOXOmtmzZoilTplStP9/vvPr5gZ5ovObNm6dBgwbJy8tLktSmTRstXrxYX3/9tb788ktFRkbq97//vY4dOyaJXmgKfuv54GxIXH2bs9/TJ/YvKytLY8eO1YMPPqiwsLCq5XPmzNHXX3+tNWvWaNSoUXryySe1Zs0aSfREY/Nbnyfoh8btq6++UllZmYYMGVJj+RtvvKHVq1dr/fr1evrpp/XnP/+5KszhvSrOIsg5x9lE/Nw/hNzc3J/9waDx+PLLLzVlyhTNmjWrxqceISEhCg8Pl9VqVWBgoF5++WUdP35cO3bskHSmX6oPUCidScrpFfvVsWNHBQQEyGq1qn379nr22We1YsUKlZaWSjr/77z6+YGeaJzS0tK0YcOGGp+aBQYGKioqSo6OjvLy8tITTzwhb2/vqjdk9ELj91vPB2dfc1Tf5uz39Il9O3bsmO69917Fx8friSeeqLGud+/estlsstlsGjRokIYOHaqlS5dKoicam9/6PEE/NG7z5s3TTTfdVOOKLEnq2bOn3N3d5eTkpPj4eN13331asmSJJN6r4n8Ics7h5eWlli1bKjExsWpZenq68vPzf3bLDRqHBQsW6IUXXtCsWbN0xRVXXHRbi8Uii8UiwzAkSVFRUdq9e3eNbZKSkhQVFVVn9aJ+Wa1nTpPVf+dJSUlV6w3DUHJyctXvnJ5onObOnauoqCjFxsZedLvqt9RFRUUpNTW16go+6Uwv8FzSeJx7PpCk3bt31zgfXKwHwsPDZbPZarzmSEpKkouLi8LDw+vhCFAXMjIydNddd+mqq67S888/X+O8cD5Wq7XqOYaeaPx+yfME/dB47d+/X1u3btWdd955yW2rnyN4r4qzCHLO47bbbtP7779f9Ufx1ltvqU+fPgoODja7NNSyjz/+WG+++aY++OADdevW7Wfrv/32Wx09elSGYSg7O1tTp06Vr69v1Zu5/v37q6ioSB988IFKS0u1YcMGrVq1Srfddlt9HwpqyfLly5WbmytJSk1N1bRp03TdddfJZrNJkm699VatWrVKGzZsUGlpqT788EOVlJSof//+kuiJxqi0tFSLFi362T3sGzZs0KFDh1RZWamCggLNmDFDWVlZ6tOnj6Qzt2a2bNlS77zzjoqLi7V7927NmzfvvPfCo+GqqKhQSUmJysrKJEklJSUqKSmRYRgaPny4du3apWXLlqmsrEzLli1TYmJi1ThKl+oBFxcXDR06VNOnT1dWVpaysrI0ffp0DRs2rOqcg4bnYj1x4MABjRw5UoMHD9Yzzzzzs3337t2rH3/8UaWlpSorK9Pq1au1ePFi3XjjjZLoCXt0sX74rc8T9IN9ulhPnDV37lx16dLlZx/0ZWZmauPGjSopKVFFRYU2b96sOXPmaNCgQVXb8F4VkmQxqncUJJ354/vTn/6khQsXqrS0VPHx8Zo6dar8/PzMLg21LDIyUo6OjnJ2dq6xfNu2bZKkadOmaenSpcrPz5eHh4e6du2q8ePH1/gU5Mcff9TUqVO1d+9eBQYG6vHHH9ewYcPq9ThQe+655x7t2bNHpaWl8vPzU//+/fXYY4/VuFw1ISFBM2bM0IkTJxQREaEXX3yxxqBz9ETjsnz5ck2ePFnr1q2rcfnznDlz9NFHH+n06dNydXVVdHS0xo4dW2PmiUP/z96bx1lSlff/n7v1Nj09M+yyqRjFLd9AzIhGJQlJTBRD4u9rSMTEREWzqvHrwpcsJGryQ8KPmLgLrriDoIKissrAsG8DDLMyzL72zPTed6s6vz+qTtU5p86pe29P973PaZ63L1/39r3VzPP0OVV1zqeeZds2XHLJJXjsscewdOlSvOMd78C73vWuXrjBzJHrr78eF198cebz2267DSeffDJWrVqFyy67DDt27MApp5yCiy++ONmkAa3nwOzsLD72sY8lne9e//rX45JLLsHAwMDCO8fMibw58dnPfhbXX389hoaGtO8++tGP4rzzzsN9992Hj3/849i1axcqlQpOOeUUvOtd78K5556bHMtzwi/y5sOtt956xPcJng/+0eq+Ua1WcfbZZ+Piiy/Gm9/8Zu2YzZs340Mf+hC2bduGQqGAE088EX/6p3+KP/uzP0uO4b0qA7CQwzAMwzAMwzAMwzAM4w2cWsUwDMMwDMMwDMMwDOMJLOQwDMMwDMMwDMMwDMN4Ags5DMMwDMMwDMMwDMMwnsBCDsMwDMMwDMMwDMMwjCewkMMwDMMwDMMwDMMwDOMJLOQwDMMwDMMwDMMwDMN4Ags5DMMwDMMwDMMwDMMwnsBCDsMwDMMwDMMwDMMwjCewkMMwDMMwDMMwDMMwDOMJLOQwDMMwDMMwDMMwDMN4Ags5DMMwDMMwDMMwDMMwnsBCDsMwDMMwDMMwDMMwjCewkMMwDMMwDMMwDMMwDOMJLOQwDMMwDMMwDMMwDMN4Ags5DMMwDMMwDMMwDMMwnsBCDsMwDMMwDMMwDMMwjCeUe20AZYQQaDbDXpvBEKJUKiAIRK/NYIjA84Ex4TnBqPB8YEx4TjAmPCcYFZ4PjEqlUnJ+x0JODkIAY2MzvTaDIcTy5UM8J5gEng+MCc8JRoXnA2PCc4Ix4TnBqPB8YFSOPXap8ztOrWIYhmEYhmEYhmEYhvEEFnIYhmEYhmEYhmEYhmE8gYUchmEYhmEYhmEYhmEYT2Ahh2EYhmEYhmEYhmEYxhNYyGEYhmEYhmEYhmEYhvEEFnIYhmEYhmEYhmEYhmE8gYUchmEYhmEYhmEYhmEYT2Ahh2EYhmEYhmEYhmEYxhNYyGEYhmEYhmEYhmEYhvEEFnIYhmEYhmEYhmEYhmE8gYUchmEYhmEYhmEYhmEYT2Ahh2EYhmEYhmEYhmEYxhNYyGEYhmEYhmEYhmEYhvEEFnIYhmEYhmEYhmEYhmE8gYUchmEYhmEYhmEYhmEYAM1QQAjRazNyYSGHYRiGYRiGYRiGYZhnPbVmiFd/8i58YfXWXpuSCws5DMMwDMMwDMMwDMM865mpNwEA1z++t8eW5MNCDsMwDMMwDMMwDMMwTAynVjEMwzAMwzAMwzAMwxCngEKvTWgLFnIYhmEYhmEYhmEYhmE8gYUchmEYhmEYhmEYhmEYPwJyWMhhGIZhGIZhGIZhGIaB0F7IwkIOwzAMwzAMwzAMwzAdc/vGAxifbfTajHkjjCUc4rWOWchhGIZhGIZhGIZhGKYz9k/WcNGN6/B/f7yu16bMG9QFHAkLOQzDMAzDMAzDMAzDdEQ9CAEAu8erPbZk/pBtxwXx5HArrfAAACAASURBVCoWchiGYRiGYRiGYRiGmRu+hLG0gS+esJDDMAzDMAzDMAzDMExHFDzp8NQJoSx2TFzRYSGHYRiGYRiGYRiGYZhnPYK6ghPDQg7DMAzDMAzDMAzDMHPCD+mjPXzxhYUchmEYhmEYhmEYhmE6ooAot8qTIJa2CD1xhoUchmEYhmEYhmEYhllAas0Qf/K1h/DIzrFemzJvLMYaOZ7oOCzkMAzDMAzDMAzDMMxCsvXgDLYcnMEVtz/da1PmDSl6eKJ9tIXgYscLRxAEuOyyy/CqV70KZ555Jt773vfi0KFDLX/v29/+Nk4//XR87nOf64KVDMMwDMMwDMMwDJNCXB/oCF/SkDrBF4+8FHKuvPJK3H777bj22muxatUqAMBHPvKR3N/ZtWsXvvrVr+JFL3pRN0xkGIZhGIZhGIZhmAhOQyLDml3j+Kcfr7MKUb6IU14KOddccw0uvPBCnHLKKVi6dCk+/OEP46677sLOnTudv/NP//RP+MAHPoDly5d30VKGYRiGYRiGYRjm2c4i1HES0cOXlt2SD/5wLW7ecAAT1Wb2yyRdjLZP3gk5k5OT2L17N17+8pcnn5166qkYHh7Ghg0brL/z3e9+FwMDA3jjG9/YLTMZhmEYhmEYhmEYRsMzzSOXReRKQuiJV+VeG9ApU1NTAIDh4WHt85GRkeQ7ld27d+Pzn/88rrnmmo7/rUIBWL58aG6GMouSUqnIc4JJ4PnAmPCcYFR4PjAmPCcYE54Tzx5GqgEAoFgsOMec4nx4eNth/OCxXfj4eS9DwWhTNVwPAQCFHJ8oIv1YtmwQy4f6tO+Ga4E8irRP3gk5S5YsAYCMaDMxMZERdwDgn//5n/E3f/M3OP744zv+t4QAxsZm5mYosyhZvnyI5wSTwPOBMeE5wajwfGBMeE4wJjwn3OyZqOL4pf0oLpIe11OTVQBAEIbOMac4Hy748v0IBfCB1z0fpaI+FuMTswCAMBTk7M5DpoKNj82iUNfTqyYmqskxvfbp2GOXOr/zLrVqZGQEJ554ItauXZt8tmPHDkxNTeH000/PHL969Wp88pOfxFlnnYWzzjoLjzzyCK688kpccMEF3TSbYRiGYRiGYRiGaYMdh2dx3lUP4Mv3be+1KfOOr6lVNrN9adXdCUndnx7b0QrvInIA4Pzzz8dVV12Fs846CytWrMDll1+O1772tTj55JMzx955553az+9///vxile8Au985zu7ZS7DMAzDMAzDMAzTJvsmawCAh7aP4d2vfm6PrWmfx3aO4xebD+IffvO07JdxMAt1gcBFFMWiR+RQLwg8F3zxyLuIHAB4z3veg3POOQdvectb8LrXvQ5hGOLyyy8HANxwww0488wzk2NPOOEE7f99fX0YHh7GMccc0yvzGYZhGIZhGIZhGAcFT0WPd39vDb71sLuTss+ElsEIkw5PfmITonzpwOVlRE6pVMJFF12Eiy66KPPdeeedh/POO8/5u9/4xjfmzY5/uWk91u+bxLXvWDlv/02GYRiGYRiGYRgGiypnJxEIPHXJJnD4Inq4sIlTvnjkZUQOFX62bj+2HprttRkMwzAMwzAMwzBe8ejOcVx5z1brd75G5EhsAkcaveKXVzKZKjcix1NBJ2+cqMNCDsMwDMMwDMMwDNNV3vO9NbjqXnsx40IsH3iqDzgKA3vqTExoi8jpgR3ziVW0kcWOiY8XCzkLQDMI8dN1+8gPPsMwDMMwDMMwDDV8bzieH73SXVvmC5vdvu93beIUR+Q8i/nK/dtxyU0bcNvG0V6bwjAMwzAMwzCM5zyycwxXP7DD+l0oBL507zZMVBtdtmrh8WRPnWFx1pPxV/ToBF/aj7OQswDsn6oDACZqzR5bwjAMwzAMwzCM7/zV9x7Hp+96xvrdfVsP44v3bMN/3ra5y1YtHEmNHOq7aQeLssPToozIcX9H3TUWchaCeND5j8swDMMwDMMwzELSCKLNx3Q96LEljMReRJe4MtCC0CJB+ZouVoiVQp+jjFhrWADkhCh4mNx53ZrduPSWTb02g2EYhmEYhmHmxIPbD+M7j+zqtRldw8c9R/t4sqs2sLa19tOVBGtEDvxIQzIRSUFjy3ee+MRCzgIgB73gYZmuT9y6Gdc/vifz+aYDU1h5xSpsP8zt1hmGYRiGYRi6/O21T+C/7ni612Z0Dbnj8FUoyEvP8dQle6SHFAg8HSh73Z8eGDKP5DStIg8LOQuA8Dgix8VP1u4HANy5mQs4MwzDMAzDMAwVknoynsoeNqt9TdmR2OvJxK/dNWXesNf98VucsrZUF+YbmrCQswAkETmLSMiRN4biYnKKYRiGYRjmWc79Ww/j+4/t7rUZzBEgswCI7zud5AoEXbZlvrDXXvHUm0VQTwaIrnXNUAZcuM8ZX8aJhZx55uEdY7jpqSh6ZTGJHnI+LyKXGIZhGIZhnvX8/XVP4LJF1O2oHXaNz3obQWAjjcjxlJyoCF/HyS4QuL+jxmQ1233ZarYHvgBR3ay/v+4JfPnebdrnuRE5xGEhZ5752v07em3CguDJfO4IIQTu2DTqjerKMAzDMAzDHBlP7pnAH33pQfzAUhPSV9JW3X6uaW1RHYGnvkhsHZ6EJ1FGa/dM4JzP3oPbNh7QPs+t+9MVy+bOwekGAGDHmF7vlYsdMwnqBF9M0SvywrOYooxuXLsPH7nhKVy/ZvHcyBmGYRiGWTjueeYQbnhib6/NYI6AbYeijdxjuyZ6bMn84fvq3B4VQX0bHbFzbBYrr1iFp0entc/t6WJdMuoIWbdvCgDwwLYx7fO8KCNfMH2w1ZXyxScWcuaZUHlf9P6ymiIntI8ePbZzHNevyeZ+75+sAQAOTNW6bRLDMAzDMB7y/uufxMdv3thrM5gjwPs0pByoax9TtSY+cesmzDYC7XOfix3ftjFqBPOTtfu0z3M7PBF3yiyeLfd/9pbq7jbelHDtYa0+yVfiPrGQM98s8oicgodOvft7a3Dprdnc77QotX8+MQzDMAzDMHOHesRHMxT4+br9GTttdifFjrti2dz5xkM7cd2aPfjeI7u0z/MKA1P3KWn9bnzucwFnt+jhb/SKxDTXLrj54VS51wYsNnybzO2yKDtxCV1lZhiGYRhm/rh7y0FMVJt440uP77UpDJPgy1r2Gw/uwOfu3opCAXj9i49LPhfIrl2TOiXEN6BhvFEy90v5hYFp++SaTza7vdknGh2d8iJU0mNoO5fWkYp/jj+3Rxl1xaQjhiNy5ojroqIqlYulnszB6Tqui+vILA6PIuSJu1jGCQD2Tdbwm59encnTZRiGYZhu84EfrMW//nRDr81gngXsn6zh4hufQtVI2bHhS6vuA1N1AMDhmYb2uTXSI67tQNylTMqOJK9GDnWfJKYLiyENKRO9klPA2R/0eZUnuFH3jIWcOdJ0SKrqx4tFH/jkL55O3hcXiU+Ami7WY0PmkTs2jWK6HiyqTgwMwzAMwzB5fPbuZ3DrxtGkXkkeci1LPTqi6KjlY9t4Br4JBG2IHtTHRyJLNLQjToWZT/zCOk7dN2NesU0zX8QpFnLmiEvIUQd+segDjWARqlNYnBE5YSJOLR6fGIZhng3cufkgbtlwoPWBDHOEPLF7Aud85h6MzTZaHjs6Xcebv/wAth+ebXlsL0nTJDrZgPmxWTN9skfkeBK9UrDX8rFHRZD3Jhd7GpIf45TsIow0pLx6MtSHy9wb5aZWLbw58wILOXOkEdj1R3Uy+DIJWqGli/XQjvlmcdb9iV4XU+QUwzDMs4EP/Wgt/vHH63ptBmPQCEKs2TXeazPmlZ3js5isNXFopt7y2Ns3HsDOsSq+8/DOLlh2BDgEAvuhfhQGdj2Us4oe6ZcLZ9A8kOwjzBo5lmN96VrljjLKSdkh7pQ7BS57LHFXMiymYseLaV/eVdypVUJ53y1rFhZ1Li8u0cPfYsc7x2ax+plDmc99f3rh4sHthxEslhOKYRiG8YY7No3i3d9dg9GpWq9NmTfkUiFsIyei6Ino4RQILOuiJGWJulMOfI7I6UwgENZjqeFqZ58XkeMLprk+R051ktbnh0cs5HREEIqkiGwzsA+xOjn8O1lbi1MFL2UPO2n0in8+vfnLD+Ifrn/S+b2PPrm4f9th/O21T+DqB3f02hSGYYhwx6ZR3LGpdS0MprvsnajiC6u3erf+yWO2EUAAmG34XgkiRa7r2nlAIkUP6g9TCkndm9YCgauQKzVcglNuq27qTsW0IxD4UvdHYvoQWmYY8dMowdXOPi8ih/o4uQQ3n1uqs5DTAV9YvRV/+vWHsfXQjLtGjvLeh0lw+6ZRrLxiFfZOVJ03afVTH/SBnWOzeM/31mCq1nQe0whC3PDkXgB++FRrhvjGgzuc804iv/bAJQghsHbPRMsF//7J6Cko9fx8hmG6x0dueAofueGpXpvBGKx+5hC+fN92jE63TtnxBXlfpS5kdIJ0pdnGzks+GKL+1N2VLpXbkYa4TxLzb28zOxE9umHQEeAap1yBYGFNOmJcKXD2As5+jBMM0SNt3W1L6/MkcqqDY325NrCQ0wGP7IxypMdnG22mVtGfBDfGYsbGA9NotOGTD6LHF+/Zhkd3jmPV0wedx3zp3m0Yr0ZCjw+Fgb9y3zZ8atUzuGntvtzjfCp2/NN1+/GX334Mt7boMCFnnw91f57aO4mVV6zCQ9vHem3KvDE208AFVz+MHYtISAuFwFfv354r9vrIml3jaDrqt/lKMwi9WVB1ys/X7cfKK1a11S7ZF+T0W0yih5x/rR6k+IT0KWwrIkcKOQtq0hHjKsaau5km75NLILDV9NBfqeIap9yUHU98MrHXXllYW+YLl0+LokZO5hrh7zixkNMBssBxuVjIKXacjrwPk0Autkq5PnXToiNHnqB56UUHptKnhR7oA5isRQv9ajN/we9TseNnDs4AQEuBQHgkTj28IxJw7t6SrV/kK7dvOoBNB6YXVWrbnZsP4nN3b8V/37ml16bMG+v3TeLC767B5+7emvnu9o0HcPcWt7BNldGpGl7933fj2sd2oxGE2DNR7bVJR0ytGeKPv/ogHtx+GJ9fvRWAfj/ylW88uAO7x6uLSvR4fPcEpmrNRRWRU20ECELRkU95T+Ip4arlY9uk+RO9Er1m05Cyx6ZjSd0rO/a6P923Yy501lLdDxExoQPRg7xPZteqJB0ze6gtLY4iLOR0gFyYlEvFnIgc9T39SZAIOQWg7qz7o0QZeXBRTduKu4/xLV0sHYN8Y2VYow9CjqTV37+d8aRGK5+mak2c/7WHsGH/VHcMOhJ8OEE6RIrWM/XFEwlxaCZqI7zpwHTmu4tuXIcP/GBtt006YnaNR8LNz9btx3/cvBHnXfWA92O2Y2wWWw/N4vLbn0YpvqgFHqwV8jgwVcOnVj2D91//RNI5x3fRo9oI8K7vPIYP/WhtR2lIQShw45N7SQpZQgi87lOr8YlbNyVrinbmXjpPF9S8OfPWrz+M6x/f49yU2cyW85OqOHXNo7uwbt9ksu7J1P2x1l7xQ5zqRHBLfaLtlbvYcY7osbAmHTGmT3lijQ/7XRupTxyR86xAFjjOi15RJ4MPk0CefMVCwRmS75s4pUZwuG7S6uc+FAZu96+ejNUi8qmdCCvfeGj7GJ45OIOr7tnWa1Pahv6Z3zkeXM7aRu0Esmeiipueyk/D9AF1wX/v1sMAosKzPlNUoht875xjMlkLFk1EjjT/qb2TqejRhk83PLkXH/v5RnzvkV0Lad6ckNb/8Im9yXvTJ9saj3pEzubRaVx6y6bk57YKA8fLXZoeAZff/jTe/s1HgQ4Kzkqhjegw4dwv3odP3bnFLbhZoyLc31Fg32RNS9HuJK2POq60Ppv13ohTjs/zfKIOCzkd0FCu/LVm+6LH3VsOks2Blxf+SJxqIyKnG0YdIdKNYk6UkTpOPskDrbSMRPTogi3zzWS1mXSFU/F8P2AlrWXUY0PawAMTOyZN08tOrls2HMD9sWjgE2po9199bw3+9acbnA8cfEFd8CdRAZ5fEIpyYybSeeh7RE5SvFR0lrJDGXXudRJlJDd1FNPlhLY+jV7NuZdX/4L65SS9V+lO5BUGpo5rjWCPIIg+oyoU7J+q4xsP7XR+bxfcaPoiedOV9+P8rz0El+BmLwzs/o4Cd2waxdo9E5m0PldXONdnFDFT4PJSq6hHgUl83O/1DBmREwqBqkPIMUWPzaPT+MAP1uITt23uhokdEyapVQXU2ojIoXrhUVEjcupOwS31w4fNdHLRyT1GYEtcd8bH6JV3fPtR/OnXH858nqZW+eNTq9PER588uae1hfyrhyKqH/N31z6efPePP16Hv7/uid4YdgSorUJlmpVLnPcFtShmcdGIHtGrQHTfBehvVlqhRhZ1krJDGWl+KERHETlScGwSzEPXI8btPtnWeDK6ivrGxlWU2TZuaWrVgpt1RHRSe4W60GaSqftjOSbpLrbg1sydA1N15z7CLoxS9ibqCPmX334s+TkrTmV/h7ZHwMU3rsNn7nqmoxQ4X27LLOR0QEO58LcTkSOEwEQ1WlDvHqPZ8SVIRA9g1lF7QBOnRHQD/Pefb0yK1VJDFT1c4pQQ9vfUydv3/2z9ftwWd4DyQR8w/+7bHEWP09Sqhbaoe4Qe+aSa2AxFbmrLU3snveiapN7ML7pxHR7YPubNEyUXqk/leGLVPRiLPNJIj0UUkaO0cnbVv/CVUInIaXouIsoxCTssDFwuRstqiqllqkWpT/oxdoFAOL+jhCtiIK+mB/Vzz3WNyO3wRJyiEsGnYhUIPPHJLbj5KxBI2uvwRNupWzcewNcfSBt2tJMCR16dimEhpwPkBiUQwpkqZd4o5UOZItEdm7owcRWR1NLFQoGnR6fxoyf34h9/vG6hzZsT6ia55ujypI1TF2w6UuSTsALcF8z1+9LCuT4IOVB8an2UH12r2iUN6/THJwGBS25aj7M/tTr57Ofr9iedup4encZffOtRfNbSNYkatr+6K3rPF9Q6FlLI8T21St3ESJ98Fwis6WJ+u6REr6T3X98FN0moRBm1I86USzIih57/emqVPXLKtr5IhByCPqm47qe2wsBJPZmFNGg+cBYGzh7qSzckd1tr2zhJn2g7pdaoU8kTp4i7lJPWl/2M+KVBwVH3x2dhtNcG+EQSXiqEOyJHmc1CCCXiheaGTd6gAyEw7RCnNCEH6UlMVJtKLqPFQgFT1TaijEKBmXqAlVeswtUP0GyxnJhbKOR0F0vf+5Sy0+rc8Cl6RVIoAHsnqnhk55j1e7mw9MEnNU/6lg0HAKRj8s83rcdfXxOlJY1ORzUh1vvQiStGFT2qDb9Fj4JSe0UKBK77lC8UlE2MPFcaBFNW5oKaLkZ9g9wKtTZHUk/Fk0WwC7UDUBJl1EYaUiI4EhxTdWOS1r3R7bSNWzNMx5cynaUh+aHkJEuEDiI9qI+TxLTSLnrYj6WGU5yydhdbWFvmG7O0Q55P1AU3STtzz5eVBgs5HdBMRI+81CpFIFCe5EzXmiSfUKUnX05qlTLlhRDKJpTmLlTtxHV41l5w0CxKLY+7bs3uBbdvLqgzx5Xaoh4jR2bNrnGtor6PpDcRmvPNhhDAn33jEfzV9x53fg/QFXhVbH932xz0qtC28nfvL0cWVx3Re75gS61aPDVyUnHKd58koUjFKYqb/k6Q1gslIqddn6hGwrUTvZJX/4J6iqmaOqZi29BQTq1SN47u1CrLxtMTcSqpP9VGpIf0ibZH+sMhldz24544lan7kxc5tdA2HSGuNbf9OuCHTy4LrVdr8pMuwos1NxVkmLoZkaPeJNQ1ZihE8vO6fVP41KotXbGzE+TCJBQC04qQY9bFUd/Lm8X6/VN4YvdEdwztANXew7ON5L3uk+6ffMi7e6JGU/hQFPFRRzcMc7Ey2whw4XfX4EM/WrvAxh05q7cccn7nY0QOAIxXo3kk0zB/um4f1uwaB+CnT6pAMF3Lih5JtzgPnFIFgkpJCjm0N16tKChOlWOfqG6SO0VAJIWBfU8XU59cFheZT4ESkdOOkPPwjjG85n/uTq6LlFBvp67oFZtAIIVGyg/uAMWnNupfBIRFD70Dafsbz8CzzbTpQ14aEnXSSMs2xCk/XErXFMbn9noy8pW2c85W3R7X/XHZ6bNPLOR0QBq2qNdeUcdafQojFNEDAG6N0xIokeY+AzP1VMAw6+JIhCJOAcB7CXZ3UcO8D8+kQo5tESOPUy+277vuyQW3sVPUGjlP7knFM70LRXp8KNJN3MM7xvHNnJaPvUIN1/yHH7j/5nLc5Eb186u34gurt2K7ozgyFeRNUBZxvuSmDbjwu2sAqD6lt8pGEJJc/Kt384FKdMuw1dPyqSi1uujqi2ta1CypVY0gxD9c/yTW75vsnnFzRF3wL5Zix/JsUOvJ+B69khZZXTw+pTUf0nTydq5la3ZF97JVTx9cOOPmiLrJdNX9sQWHyXOO4pjafDLttJmdlhVYONvmimpS0RHpkVf3h6BLOs4uO9lDfYle6SwNyZNxkmQEt+whFAXRPLLiVPYYX+aeNK+d9EviriSwkDMHQiMiR50Aati32sEBoJlGkSwqITDTsItT6mYgCAV5FVnNEx5XI3K0Y/RxUl16Yg+9KCNJoRBFd0lUn0z/VJ/+50560WDSvEIBOHXFoPWYp/ZO4jN3PRMfV0AQCnzlvu348n3b8b+/8mCXLJ0bywcrAKIUKxN5DpWUS8Kv//fd+OAP6UZPCQCDlRIAYLqejVqztVT/9sM7cf/Ww90wryPUwsBpRE5WnNo8Oo3VzxzCv9+8Kflsz0QVY8p1hQqqOLVohBylQEJpkRRwhnJ/Ki4WISd+VdPJ2xFylg+WAYDk+WSNXmmnVXdgF0gooEUZxa/Z1Cq36EEy4kNLrUo7wqnkbzwJ+qSQ1sgxfMqrU0J8C+pOrcoemxzjyThlo4zcETnUcf3p83yi7lry0KGtcaLuTQQLOXPAFHLUWa4WYlTzxamS5AmHxlN21Sc1ygj6zZygNpUuJIWeWqX6pPoQCqILFIU0eqWgbaLNWj/qe+o+qbz0hKXJeyEEbnpqH9buncTqZ9KUq2KB5uLYxfKhivM7qffKhefKK1YBgOYvFdRTPBVy8iJy0t/45C+24O8JRu1JrwSASqym2VKrUnEq/ey8qx7AH1x5/0Ib2DHqoqtTIeeiG57CZ2PBlBKpQKCmVrV3DXhyzwQ2HaBXeFtuwIRIhdx2r2tUF5bqpriTwsBSnBubpZfObHvwYwo5tmGTa0CK3dXMSGQgu/axmd2U0TsERVT9YWn0mo0gcItT1AuNF5WC7ypWcYpwLSMb7dQy8iYFrgNxypcoo3R8zHHKHkvdF4nrFmr1yROnWMiZA6HQF/3pAlpkInKoLrwk0txQCE3IUa2uZ3zqknFzRK1BMFm1ix6qT8IDnxLzCoC2lnIYHgiaOfou1MVUKIB//ekG/OW3HtWOKcAvn5YPlJ3fyUW+D2lICUJgIC4MPF0PMouwpEZO7NPmA9PdtK4jVAFaRuTUmtnUNjkvzcLuFOvpqIuutEZOe/eg2zeN4msEO/apjWVk9EqjzWvAO779GC64OhsN12tUn6SQ2+4G+U1X3o+/MK6LFBDJOkKpl9NGGtJsnM6opkCTQX0wEr82jY5pNoFArgEpdlfTG1dEr51EGbk6ZvYS1SJX1yrbJVC6Qv3hUFrAWf88r10ydXHKlZ1g30wL53eUcEWk+Cx6SDIiou2Y5A9A2ztXCpg1wq0bBs0DLOTMATMix3lDhH3xQgm1iJ2aWqWni+lpZKqfFDsJqaHd6k1aE6eU8QuEBxE5ynszmij5XBVDQvoRObang4D7JheI7EKaMiuG+pL35kZN+lEsFMhH7alrroE4ImemHmQiI6SPcpH21qsf7o6BR4AQQJ9MrWoElnoR/ghu6mZajcixiZ/bDs14kaKk1l5J6sl4YHcemk9SyGlz47V/qo6n9tKr16RuYlypVbaNpywET3Eu6qlV0Q+mfpsn5FQtNbd6jZZaJdetbUQQyLGkmKpp61plpk1YuyGFckzp3X/bEd/tBZzlKz2fVJw1cqzilPs7SgjjVeJzJy6XnT4XBnYhXao2Avx/t2/GVK1JPhBDwkLOHIiKHavihv1pRSiEpoxT3AuohRddnbjqgf459bmdRuToN2nNJ8NX9WJLcZzUlXJoiFM3PrkXG/ZNaeMUCpqh3SrqYksdJ9dGLTSEOeqom38zgkOOTQH0x0kiAAxWZEROM7P5angUZZSeTiIpdlxthhmhUM43GZFzzaO7umdkh6jh2mWlnox5zhyeqeMtX30I/3nb5m6b2DFqg4GyklrlywLLhiq4qe3HW21UZhvZdEYqqJY7I3Is1255XayU6F00rD4ZY2QvDBz5RDF61Jpa1U6NHMex1Ehr5Oif20UPwkKO8t4dZZS1OxEcPVlTZKOMbMfEc4+4S657kj21Kv4d4rE5rluSbwWcR6dqyXs1IlZF2n/Dk/vwvUd346p7t5Hf60pYyJkDUfvxdFH1uk+tBpB9quRD7RU1Isd1k1afvPsQvaIuulyRHjWtgDP9UFRpXSD0SBshBD728434s28+khEXqS+6JIVCQbsxzDg2LIFHPgH6wqNq+NRQInIoLiRV1Kg7WSNnfLaZeTorr39mGhJF1CdNamqVGWWU+hT9fPntT3fPyA5JI5tFIuTUmlkhZyJON314x1hX7ZsLaWFCoBivVhpB6PXTv1TIEVrXqlb3oJ1jdLv06fdZuUHWrw8272TUCsVNmjDus4CtRk7W8KT9OMF1kta1Kn5tp+6PfLhC8f6rmiQ3NOamOq9GDkWfVHPTNKTW4yRvyRTnnoqr0HReAWeK46SSmGf4lCe4UQ8wN9PFkrbx8Rfr901i5RWrsG7fpDPCjwJv+GJa0zBZt7YQe2vNULtuUJ5/LOTMgSDMFlz87c/et10sEAAAIABJREFUk8nd9yF6RV7wQ6E/mXClVvngk1ysCKGffKrdZkQO9c20uklTfVJFD1PIoe6TinrBnK6pRbfTt2aqHHXUjdmsEmY/NtPAF1ZvS36mfIMA9PNJbjwf3z2RuQbWlYgc6hETqn19ZXdqVa0Z++RBmJG6CC6X3BE5aQHn6Jg3fvG+7hg4B9R6Z0mx47C1oEv56aBa7LiY1MgRxv03a/+Ow5GQ018muGxTzJVuNEP9PLP5JDvFUXyQolrk2kzazG4QFj1Ui5LNZDuiRxIVQdGn1CZXwVl7pEf0SnFNYRMRO6mRQz0ixxQIzM/1z6IPKaZfqgjjVSKtDoXAg9sPawXhKaYqqjgFt/jHu7ZEzTl+sfmgHmFP2C+5T8pEQ8U/yturef2esTT4oALBFQF9bBv/iWoz89TdjMih+KBaKsKhsTieqjWxcf9UHPKtHO+DT4kyrPsUCoHrH9+DzQemtZtCYIwnRZ8kgdAXWoeUIpFq+k7QxmaHCqY4pXblUltCm/WZKCOgR06pfvx8/f7kfTT36N70AP2pkfz7P7ZrXBNDgXShVSgUSD6VUVHDa7XoFWMBUjfq/lBGTUOSokc9yN6r6kbk1IGpeveM7BC52AqF3n681YZyy+jMgts2V9SInDS1KszcZ012jFUBACeODCywhZ2jiohC2fSr1wHbZU6umSgKBGYXSKC9NCT5QI+imGibYy6hV0UKAxTvv9bNv/FzXkQOSSHH8t50IS+9haJPKi7r7OMUvZL3SYnytX3+6M5x/O21T2DD/iml5lbrlNpe4mosIG2Wa6fA2CdSbAYhqTlskz5pUbKKT2/+8gP42v3bF9y+ucBCzhxwpa0cnNYXxFH0Ct2TFFAicqD79C83rcfbvvEIpqp6W1Bz001xe6MWk1RtPThdx6W3bMJFNz6VKVZNcYGiIq0zBbfDM9GcW9JXQq2h+0RdIFDRInIU5VuNZAmFIP+kSUX1SS18qUZ3+BBlpNZekaZWm6EmTgF6GhL18ykZG5EKGlO1bESOFKsIlvDIoF730q5V2WLHcvNc9ODur0YipsWOs/dfIQT+87bNWL8vKgRMudC2li5WsPtki1CRETkDFXoDZxUIjELb9oic0Pldr1FNku+bYait6WzXOSkGk7wEzjFdjHKNHGGZe9m21tnf88cneb1oPU6hMk8p4xI9pP1jMw38v7dsRLURJH5Tj8hx116JXmVEx0S1qV0bzAdivWbrwfQhiMs2OW5l5Z6sXhdpCznROEhzk7pa8ffleGEUhLpP49UmPnv31m6Z2RH0VgQeYKYhSaSQ84HfPC05juA9QiOpkRPqT8Ue2TkOAFi7T++Q4UNURBqRo+dr3rf1MABgxWDFKAxsROR0xcrOSMJroft0aDqKyFnaX9bqNplRRhRJcmpDMyIn8qNULGgFPn0QPSQFFLQn0KroUVKEHB9S4NTwWnXxmI3Iib4rFArkrxFqVIT0abzayAiFNSUih7oory4kpfBUD7IFnKWo6FUtI0BJrcqKU+OzTVz72G6877onu21ix6ibTfXpn96NMDvXtsc1ckieWpaNZ2A8bbYKOfFcpLjvtG2mg1CPMrINhbwOUryuqxZ1JHqQjl5pQ5yy1V4h7VOKyzx7uhhdn1TSe1VWkAeAR3eN4weP78Xm0Wkt0pTyukLaZq4TzDkZ1V5JvzdT1HvNH3/toeS93CdlBbfog/T+pfv0hi/ch68SjV4xI3LUB2CAHmVEa2TcsJAzB1wROaPxpvrEkQH0lQqxkENbIEi7Vtl9emL3BADgD3/5hNzjKJEWEtNt3T0RhaY/96hBbROauUEQ3uCYPh2ajYWcgbK3NXJCQ3CTqVX9paIWyeLD3FPtUzdmamRRUyu0Td8n/Wm7+6mLvOlH3cUI7swUkjolUJ4CzjaSItSSNCKHfrqYVlchfq01Q5gPMqWo6IeQE70KkV6WG4FRxF6IRHAjPkQAlOhKkUbnNUMzeiX7ezL6kmL0ijUNKZPanP29WcKpVapFaURO67o/DeU6SA3btbydiBy5lqB4r7JF5JjXPJvZtCNysmqhaaa8h63dM4FzPnMPDs/UU8GN+M3KmYYUv2qih+I45agcV70bUzCtNfWovhphn9J6MjqZiByL6PE5otErLp/kOElxymyWQxkWcubAT9ftx4b9U5nPD05HLc4qpWLyBJfwOQpAv8jYNv4ynPt/nTiC4f5SpkYORVwKvnzfCKKnai8+bjg+jn66mCQ0Li5jamqVKuSENBcoNgKhd2yRIaj95aIWyRII+iHD6pMmPbUq9WNKKebcDOmni2mLf+XPn+1alS6Mqc891Y8kIme24Uyt8iNdTL6mf/+ogLMrIqer5s0JtSCrPJ0aRhpSIIBZwoUITdQngK5aCXmbaYqLS9WidDPdRkQO4dQqV40cPQUu+3uUa+ToRXSj16aRQuBfRE72fTbKSAocIR6PH06mPtFbU+jnU3q90I6Jf9w+NovJWhP7JmtaBCO1+5UugMafGceEypwEouuDOpYU55+k0SJ6RdpuRuS84Qv34Sv30Y5eycy9eOS06BWC1zsb8uGBtDbtxBX9XNLSxbpt3dxgIWcO3B1X6jYZjVOryqUCigWZWkV7Jsi1/L/fvAmbDkxnvpddkfpKRRRjcYr+xjOy75mD09h4IBXc5IVUnsivf/GxOGqo4kX0SpoKot+g005BBU3I8SK1Sr4a4pTsWtVXLnqXWqUt/hVb1cgitZhzENJenAC6T6qIWzOijL718M7ovQ9CjrLgle/HZt2pVVGbeHoLfhX1KaccptlGkPFJjcihvvhSI3LkOJmduMJQJPcpD7Qp7UFDsnExa+TEvu6frCUbBCmUUpyGti47UUv19BjbJaFBup5M9m30lDb93Cq4ya5VBH2yix7639/2oI52RE527rm6i31+9Va86zuPYcO+KU1wpIYWZRS/uiKn5HWh2tAFAmrrCtWa5F5qmGhLQ1IPoRaRs2bXePK+7jjh5VjK86rWTOv+SD6/euuC2HekuGrkyKkl68mYhYEpYa5xJmTdV4fYK9cQkcC90NbNDyzkzCMH49SqRPQA/Q1NK+tkvZJKqYAC4vpAxGe3NO/7a/ZoF5fr1uwBkEZ8VEpFlIqFjDhCMeNAWvf9x3Zj3b5UnFLzcqvNABe84iQ8Z6Q/U+iZIqFys9YLHEfvy8WCXuzYMyFHva+rkUVqRI4P6WKhIhCo/qnC4QPbx5L3PghuiRsi3WyOzTadqVVmmghF1KecctE408h2eFIjcoi7pD1hl7Y2ArPDk9AEX5UBgq26bTU9MjVywkgQOPfK+/HRn21IjgFoPhxSLVI3yK3q/pBOQ0LWdjPKyDYUamQiNbSMHadPqYj4xdVbtQddFKOxrXPPsUnbPBo9rDwwXSMeZZQdj0xqlRSBk+iVQF9/EPNLHRIpemQLOEevqZATaH68/vP34cv3bVtYQzvgwu+uSd7XnSk7ugBfNSJyKGNGr0jknCx5EJFj6mvjsw3rcWqbeEDWyKHpkwm9VY7HHI4nSKVUQKFAvzhXO6iiR7FQyKYhEVQ9Wi10kyijcjESp4wFJ0WkeXsna9rnQbLAijbW/eVonKI0JNo+yb/51Q/uxBalUr60WyC6kZzzwmPwvKMGvYickjeNjQemkxBuIN08lwpmRI4H9WSE/b2a260/baM/TloIevx+stbMFMKTP/vkE4QSkVPXI3JCIZJ0lijKiLZPtnokdaMbUiBEcp+StyO5wDxlxWCXLG0fYTmfoii29PNACIzHTw5/vv5AdEwSvUJvzNRptGjSxSzjZKZW2dYNpFOrNHEqejVbB8v3H/3ZBnzpvu1Yt28qXWcQvF7o45T+7W2pPEkEgVJni75P0atLnGoqETmqL9TWFar1rjSk9NoRfV9rhJljrryHjpCj4ioMLJTzDMjWyKGEaddhl+gRHybvtwHh6BXz/B6bje6rLnFKLpeaysMjertcHRZy5pH98Sa7UlTSkNRJRFD0aGXRbJJaJcUp+huaVtbJ1J1+GZEDvTgcvVECXF7Jm7t8St1fjn3yIL3FZZ8WZdQIMFhJxSnqPsknyw8pESpAepMvFAqYqgV4/tFDOHXFoB8pcPEcu3nDATy6UwklVkSPyaouTpEfp/h1ph5gnyKOzhi1VuS4ma2UKZKmX6bC9GxDf6IZhiKp11Qo0Fvsm6hRRvJ9ralHGQkBLSJHjUakOGa26IeGMb+EEBgzFtFpVEQXjOwUy6a5rXoyAV2fVJPUDaYtIueOTaP4zU+vRrURJJtUinPPJnqYRT2lr1LwbSqpjFEaFi2/bPV9wtB8ABH9oBZnDQj7pOKKWktF4Oh7M9Ljtz97L63aK8rfOEkTNQ5JfYpea0aNHIDq+ly9B5njFF875IMIwhE55jXr0Ex0DzJPDzNyinJqVabDZdUuTqXXjnTtIBA9fC2XqM66CBZy5hG1Ro5MQ6J4M++E6VZpSL0yLIdWN2UZEdFXjopSh6Egny7mmkZygZUWCC7FKRP0BQLXOMlNWiiip0wDlVIiTtH3yf65GmU0U2/i6KEKlvaXvUhDcl3D1GLHE8rNsenD3IvtW7dvCtvjgu5AtoCzFD0agQc+xQvIbYdncd/WwwCi6EPV7kCkG7RGQL/emVrsWO36YRaxVwU4XRDpkqEdoNok//wNIyo0EHAKORSf5to2za6W6s0gxM64lXoiEBA8t2wRHdnoleiHT63agul6gL0TteScoigO6KlV0Wu2KHX0WlJED7XTIrWxUq1RN822aD5NyCGchqSOR8Mxn+SPaUROkLk2fPOhnQtoZWfc+fTB5H0avWL6lIqLgF3IoYJp1/6paP9nWpuk7IT0fTLXOIfiPa2Jel+Wv0c1DSkj5My6xCl97iXpYoUC+Q6fLOS0iW3xVHGodGoaEnWBwJyfZieTGSl6lKI0JC9qr7QwT9Zd6SsVUZKihxqRQ/Ckdf3Nf/TEXgBpuli/FKc8EBFde0g1Ime2EWCgXIrbP3uwmXaJU0logcCMIk75IOS4rGsoAyjTQM44aQSBB9ErLvMaTVUEEHjmULrhpO6TbeplInJEGpFTD7L1c6ghTZ+qBUmTAVPICUVa7BiAIVzR8081ae2eKP3SjPgSQmRy+ZuEIz1sUSpBaC92fP7XHsKbv/xgXIibbrqYLnqoT56zAoG6SZN1tiiOk030yI5T9Llc3s42Aq2QK7X7lU2cCh3pYvLJej0ItTXfH37pAax2NDHpBapPDUfxbFs3JPMYSkvZ/3vjuuT9VC1aL7iKUsvrgtnhCQAZp0zb901UAbjTxfTUqoW3by6Y5/bBGSlOGeMUvyZpSKE/UUZpfSYdOSaJQBpfQ4oFmgELKizktIltjpYd/VtljRwh6EevmJg+qaJHMRYIqIfjm5h6WyJOlQup6EH1yhrTyr4kXaxcREmKiMTHyfVkTw3jrjbDKLWqmK3PRJFWQo5AtDAeqpRQKvjRXaxVChwQpVYt6Suhv1xEM6R/PrmiGtSInFozxMb9UWHxhrHwp4ht7s3UjYicUCRRlvUmfZ9s41QP9CeagdC7wqn+koxeUVYT8iluPRCGT3pqVTNIN2n0PNK5eUNc08cSkTNRbWDHWLThOThdV1Kr6Hmlb6blZgyGiBi9yrGZqDVIp4vZBDc1FTP6OXqVETnTtUDrFkRtrFRr1JpLtnQxub6tNoKklhEAHJiq4z9v27TwxraJ6lNScym01/3RUquIriXM67CMgjXNNesWme3HATr7KHPdJutXmiOQXiNSIYeicA1k13ryWibNlX/7JCJHTUMSAv0Emws4gyniz6VPZkROM4gEt2KhQEU7dELvr04U21yolOx/vgJgLQzsA7IYnEmlHLVUNyNyqE9wACgb4yQXWFFETsGLKCPTvkzkVPxEeqBcRLHgSZ2SFqKHzDkelKJHSF+ccv3NNXGqEUQ+yXQxiit+Bdd9UB2LiWoDIwNllIpRm27qPrlmkbo423JwJvm56Wn65ayRWhVtpiMh22zjTRGbdXUzIidMI3KaxvlE0T3bNDJr5IRhGuUGAAeUEHeK13WbSdmUHaGlMY7NNpJrCMXLuvoUWopTZvtx82n7ZLVJuhOXekLdujH2KSMQRO9lOsF0vakJOZff/nSSGkcB1fZ6ErVmL9Iv17cz9UBLFyOHYrtMbwkdc6+hpFaZXRepLM/Na5a8DriEdq1VN8HTCMgTPfTPzWtElbJPbRomXddSq0S0p6JGq/ulMF4TcUrQ7cRlQu+vThTbgLoico4a6otFD3phqK1wpYv1laKUHR8Kzppj5RqnKA0pEnZI39SRFT3cPpWSWkbU514r0UNGDgxUSv4UO3aKHukXM40AA5ViLHrQe8Jp4rJP9Wm82sTS/jLKxaIXIqLrBq36tHs8ihw4cdlAFF1AXJyy+RR1MlHqW4i0nlHNh7o/FvOqzTAjTs3G14ooAinUvqNGW0KOEBifTYWcPXHYfvTdgpo3J2z1EWypVdsOpQLA4ZkG6Yic9sQp+Rq9mag20w0d6M0/1Rp5f40ip5Rj4vdJRE490NJof7J2n5Ym02tUn368dh8AWwFn/XfMdDGAVkr9j57cm7y/N653FgijblP8mrYfDzM+UcG8z8hukNl0sfj4QCTHUb1HtfuwKonIUVKrqF0XJC6fTLHD7PAkr4slx76kl7ge/pqeCuNaLosdE3QpAws5bWK7ltgicv7xd1+YFtH1IHrFNMl1Ig73RU/bo05cC2/XkWBuIl2ih0wXE0ZoMcFhyvjkGqeBslKfiegNUGLeM6RPcjEmSVKrPIheaVkjB1G64mAiTgnyIqJT9FBr5Mw2MDJYicUpD+aewz71ybPcPJ+8bCDu3EJ7nGwuCaQbtuiYtK11w/DpVJKturNOmV0/QgEtIkftQkZxGtquEY0gm96ipvntnUh9oviU0GZSYNxXhRDYNZ4KOQen6+lTUIo+WT5zFTuW0aOTNT165fuP7dE6+vUa2985NAUC45ipup6G5Prv9AqbKaElGgxIz6mZRqiNE0BnfR6EAp+565nM52bdH7VuExBF5JhrCSrilGs9kO3EpQu7tWaYaUBAxCVnhG627k/Wp5BoGpJTUDc+loep3SGpih6tltfZ1Cr5e9E1pBD/jzL0ZhJRbDcuW/SKPDmLhUgxp/5k2sQmTr32tKOwfKiSdOKivqEx/+Iu0SMScvzoLmbqF64UuP5yMelaRb0+k3kTdwluA3FqlQ/iVDtCThAKDPX504nLpZ2pdh+ebWCkv4xyXMCZ+vnkThdLv9g1XkWpWMDxS/vR8GCcXBt8tTV3GKapVTP1IKmB1l8ukhQIbH/yuiV6RfVx04FpANH9mdKGU2KzqBGEWvRKIIS2gZGiYrlYIBm9YjOpman7kz6JB6K6JACS6yA1bOdDM9TrkIQCuOmpfcl5NFFtohGK5H57+e2b8fGbN3bD3LZwiVO2Tm+yu910LE6pG09K6wnbOW6mwMn3UryZNWqHUUK16+glfcl7s+6P6RPpiBzFrl9+zkjy3kxfMQWCWlzHjaLooYpmLz5uOHnvjPRQWqo3AoElfaUFtrBz1OuA+mBHRlyaooe8FppF4Cmh+nTccHo+mebKn02BlIpwmAe9s4MotilasWymZY5gwZPaKyY2cerlz1kKAGn0ihZlRG+Wm39zVy2jY4b7rNErBF1qO8qov1JM0pCoLlQk5obEpeYPSp9C+oKbS+M0xc+BSgnlYoF06LDEmceuCjkzaY2cvZM11IhHGbkWHepY7Jmo4rjhPvSVizgwVcdkjc6TdRvtpPU1w6jg7AuPXYJmKPDAtihsPxI9umFlZ9jGKerOogujM/UgWaRtHo2EnL5SkaRPtvOpEZibaYF6M0x82hNH5PSXiyTryTg304ZPcgPTXy5i/1TsU6mIQAAP7xgjFZ1ojTIKswWcZb2YUrGAiWoTQahvPMdm7C18e4LDJ/XjQAis2TWOh7aPAYgjcoIoipQyv/78Fcn7MCMQyIic6HU69kl9yEdl2aeuFV5w9FDyPhT6NT4bkRNFGQ0p40TRJ3WPIYSjfbwi5NTJ+pRaPlBJz3dXRI6M4El8IijkqILbsoGy8zh5VKCMVxAK576kl6jjoQqjwng1I3LSrlVc7HjRYFuolC2iR198Aw9DgZue2o/perr4pzgXMtErlhk7UI4uOI0wxK0bR3F4ppE5hhLmUNnK/hy/tB/D/WXUgxB3bzmU1MMAQDKMLlO53yV6lEuYbQR4aPsYnto72fL4XtKugj9YKWGqHuCJPRP4xdMHF9iqI6OdejIAMFguYmy2gWcOzeD7j+3uhmlzxrW3Un2argcYGahg32QNtWaIr92/o0vWzQ3XzFMXMvsmazh2uB/PGRkAAFzzKO1xcgo5ik9TtQChAH7nRceiAOCRHeMAItGDYkSOzaRs+/Eo6ujUFYPoLxexLS6kWSkVSUZ6OKOMVIEgjD5b0lfGyEAZo3H0SiRO0fPJGpFj1F4JQoFGEKJSKmJpfzlZR8g1019f8zg+v3prF6xtD6s4ZUnZaYYCpUK0phiP609pEQSEbr7S9t950THJZ4HIRuRcemvawaka15MZUCNyiPgUCoG/+/4TAPQo5cCYeyGAXeOzuGPTKICoiG4jEBis0NsCqfWI1D2GWfcnqSeT1MgJ0AyEJipQQV0rqJv9bPHw+PNEyInHSRE9qMy9wOGTK9JDHl8Poogcua+ihJouludTEpEjhZxAoB4I50PzXqKPU2qfGYEjl7lmJy4i0y0Xen91orS7duqPJ7JsRXfrxtGFMumIEcZF1IW82e2M24bKDg5UMRdgNhdPi590bDk4AwD4+frUJ4onbruRKMsHK9gYpxb8YnMqehB0KeOTS0AbqJTwdPyUXT4lpIprk6XOLyASp2TkwLp9Uwtu15FgK2QKZKOMRgbKWBeLh+v2Tdp+hQzuiJzUp9GpOo4aquDtK08GgCSCgCrtFHCWPhy3tA/D/WUciqMFKlSjVyxzLyvkRBE5g5USlvSVMB637e7zKLVKPtGUhBCoNUP0lYsYqpSSAtV95UjIGZ2ukxLebONk+iRE1Eq5UipgqK+EiTjCTRU95P2YEr/34mOT980QmQLOzUCgXCpisFJM0hYHiEavyNFQO3na6v6csjxNq5ipBwhCXSCgsp6YqDaTh3AVTfQw6v6EApfctCH5udoMM1FGVASCpmPjGbUfT48LhcBUrYmb1+8HIFOr9EgPIi7pPinjlG2pno3IMaOMqKD6VDLEKRUzDUlG5FAU3NTrdUm5RpjP8uRh8loYiEikp9i1Shenst8nXxviVBBG6c0Uo4xM6P3VidLumqmPYC6ni3aXgXmLEopTvJ0aAictG+iCJfOHKXrYXCwWgJFBRzgklTu6gpnO7RIMllRKWm0FyrS7GR7sK2GqFrQ+kADtpOwAkZDziT94KQCQDBtWcaWnqOfZeLWJo5f0oVAo4LjhPvKRiK4zRC3q+cTuCQDA6ccNY2l/CWOx6EG1noxt7jVDoRVflTVyhvpKGO4vJ8Wc+8rFtu9x3cRdwFnfeEYL4wKW9JcSn/rLRdQDgTd84T786Im9mf9Or7CNk1l7RRZ2rxQLmjhFt/ZK9Kpey2wFnJtxSsFQpZQUNqbqk5x7WlREJsoImpAzFQtuuuix0Ja2hyvSIzSFUSG01O0oDUmQTBdT0ws1n0S2E9cnbt2URPDUGnRT4NSoUDXqP4TRJh6RcCgbXlSbIRohzTQkd6SH/UGyvG5U43EiWfdH9amgRuSY+49Y7IhfG0GIejN0dj3uJS5xSo5MGl2kH98MoygjiuNkQt9CIrS7yM0Tcqgo/pK2N50Ebwx5tDNUIzn5nxRpR5xaPlhBkdgcy6PdtIcl/f7Mv3Z9GqwUtVB1yrh8MjuILRso4zWnHYXnHz2UPJmmSjs1cgDgqKEKAGBkoIJDxIWcdiJyHts1jiV9JZx29BIM95cTIcenejJAtBiWhGHUhSYbkVMkWVPLZlIjI3pE4k4UkVNOfFIXyg/vHF9wW9tFWv62V5ycfGYrotuQ0St9peQa0U8wZQdIHyxkUnaMcQrCqO3ugCJO6WlIXTK4DZKInFyBQGjzjHKUkSu9JRT6YyEhgKX96Zqv2gzQCEOS92B3GhJgpvWNTqf1l6pNwuKUFpFjRhnpc++KOzYnD+5kYWC/InKyXeCqjQA/fDwS3qVP1NOQSoYwCqj1ZPTjpU8UAxkChzhlIg+TRzdDgUYzJDlOJvQtJEKnqVU+YFsk29zMyyOmtEiRtLN4XzpQ6YIl80c7BS6XDbp9IjhMbYujS/r8Ed06qfvznb94hRdhm85OXMbnw/FCeUXOPKSC63QyxakVQ1FxPFP4lQIPJVyXPbXmwsYD03jRsUtQKhawdKCcFP+kWnvF5dOM0lI9EAKz9TQiR7Zb7ysVMV0PsPKKVXh4B52UTHnffeWpy5PPGkGoRSgKIVALBPpKxUicklFGRNcX0ictvcUoDBwIkaZWVRxCTpfsbQdpuupTMwwNcUqPyEnTxegVZ52pB3j7Nx8FoDeAyKT1CYFmGPn92y86JhknivVk1GuWKbhpogeEdg2PoiIESXGq6aiRk20/rj9krcXRK+o4URFG1ZTlrIiYHicEtAcmMrWKYlqfu0aOMAo4A59e9Qxm4ocPMrWK4rXcLYxGr/I6L2Jx6vtrorqB9SDyiaLo4RKnTFEqiTJSauRQHScT+hYSIWwzSJuiIuli0UbkmD9b/MyLyCFy79NoJyJnpN8zn9rMlhqsFPGS44dbH0iAdrt/DlRKOHn5IH5bKTpJFdd14jaj/pdcFK8gKHKYuKNX9El5dBKRk55bL3/OUpJPctvxaaLaxHOPiuqDqU+oK6Vi2w8rukk7LdWDMEqtGqyUEjER0O/FtxCq6yZdeuVz0y47DaOluqw50F8uahGJA16JHtlOXI0gRKVYxFBfmi6rLpQp3aekT2Yakt61KjovSL/eAAAgAElEQVS/ysUCBirFJF22XxU9iDh1SOmelfEp1H2SHWgGFHFKLc5KRiBwFgbWH34JEUVVSuQ4DRIUCBo5oocZ6aGOSSJOUSyi64oyCs0oI/16UItbqpMU3HJ9So8TQiSRr0AqTvURTENS1woli5Cjvl517/bkPKoT9skp5CS+pKlV9WaI7z6yC0AckRMIkuliJvRWo0RpV/SgOJFd2BbJNuu9q5HTxmAN54geFMnUyLEcszRPnJpne+aDdsQpIFo0fvmtZ+Dclx2/wBYdOe0WIJWhwst9iF5p0ycZjeiHT/bPG4YStyS+TixTNgFUCwO3W8vILuQUcHi2gT/80gPYNT67YDZ2ijT9w+e8QPtc9WmmEUAgOqeWKLUU1HsxpetfmKTspFbVg2z9i1oc1q2mFVSIih5yOCql/DSkZpBG5Eio1iBIUqsMn9S5F4ZKRE6fXXCjgisVJBKjdIEgEHG6WDlNT6RYnDWvRo7pk9r5aNKbuj/K3BPZejLqmCQFnPvoRYNpgpsWFaEXcDbT+qKuVaGRfrmwtraLFmVUMn3SxSn9+yg6zqfoFXlvEoroMVlLxak64a5Vzk5cxnECAl9/cEcS/QpEawuOyFlEtLtBo7oosWHbSNu8pLgoyaOdjeeSXHGKyJ1CIdOJy+LjccP9AIC/e+3zMt9ReYKmYtZesQ2b3IxVSkUMEyx4Z9JuTQ75JLDkcWqVibz2+ZAK56r7Y14T5U18mVJEvFKkWhg4sunUFYPa5w0j9O3EuNC7KvzK6JXd41X84HE6RXTlX9l8mKD69IW4ZbVMrZLooged88wWvRKEQtvsBKFIa+So4hTZiJysOGVGrwgh0AjDpEaOhGqNnPVxN8Hc6BWoXatoR06pdmdS4IxaRkEoUCoUNJ800WOBbW0X9Tpgdg5SN9qh0NdMzUScUn2i4ZVL9Agt55M6z6ZrTYSCZgqcs55MJgVOvx7UmlERXf18ojFOmuhRMH1KjxNCoFLUx2Sy1iQZ6aEuFcxoMEDdHwrNZwCYqTdJih7uiBwpSkmRCpg2GpBM1ZqolItkxEMX9P7qRGn3CSxFRdJFu3sRn3wC2hurQQ9EAZV2BIKTl0cbtL8861Scf8aJC23SEWNumq0iorLQMkUPitfWTtMV/aiR095xcpNZJrhAMXFGrxgROXKxpYar95Wj2iv/edtmLcWn18jT6X1nn6Z9bkbkyIXysCK4qQswSlPSVnsFQFLbBwCe3DOJl56wFOe86BhN7KVfe0W/r1abSgFnEeXn95eKSVQYYBbRpeOVHI2yVnvFSBcLo4i3qGtVehzFcdo7UcWnVj0DIBJuJbZ0saZS7FhC0SdX/YtAGNErEGkB57JjnIg41dTEKXfklBAi2aT+yZnp2kh7SEnEp4YjvSXq+qZHeqjimvyKZpSRK10MloicovZ9tRlqNaeo4BKnhCEamhE5ADDboFlPxpValaYhpa9lw/7pekBUnHJHIuqvAuaQTNcDL7Js6M2kNgiCAJdddhle9apX4cwzz8R73/teHDp0yHrsnXfeibe//e0466yzsHLlSlxwwQV46KGHOv43F2NETvuFWRefTzK0+6o/+ZVEAJFQufmptFN75SSlZagPkR7mptmGutAynwDQHKfOrhM+jFOnHfvyOgNQQaZNvPvVp2qf3/n0Qe1nudhSx6lcLGC6HuDax3bj2kd3L7Cl7RM6RI+MOBX7okZ3kE1Dik03n/SZUUZ/sfJkHDXUp0evkE1DykavAFFLZMnn7t6KQzMNVEoFLXpUizJaYDs7wRWRY26mG3FBzCFFRKQoEKg1LbTUKiMNSfooix1LtGLHRHxS701mYWA9XSytkeOKyKFCI6dVtyl6BGEUwXL80v7kc4o+qXar1/IwjmiTCCGs6W4UI+idXasskVO2PVR/Wbk/UTmfcoRRLQVO2B+G+xS9EljqM5n3r6lak5Q4JYTAuV+8Dz96Io0wtqWLpcdn1+PTNZpRRib0LbRw5ZVX4vbbb8e1116LVatWAQA+8pGPWI8dHx/Hn//5n+OWW27Bvffeize96U1497vfjT179nT0b7bayhy/tB8//etX5U5kItefhFZP2ksF4Io/elnSucUHbD6ZH731V0/CacdEdSLOOHkZXvP8oxbesCPEjMixPY391ZOXJe/NNuTU5h7QnuihdjAo+hCR02b4ihw/U5yiqOu0G5Eja+QULZfA69bsJpWOFApguL+EM05alntcn0XIUW/sdDxKn5plRA9jAG3iFNU0pFT00H0yxalS/L3qB9XGA9LyvIicdXFaT3+5qEV69BEUPQDFp5zolZ3j1biziS4Q9BEUp7RIj5zUKiHSYseDzigjGl7lpVaZ9WSaYRhHGaV+UExvabfujxAifuKuR05R7IbkrvuDjDhlY4BgCpxqt7rmCeNOdhIzIkdCSSCQ5EXk6PXOhHYNkVD3qZzxCdrPpuhRj7ssUiEIBfZP1bH6mTTIw/QJ0NPGzPX4NNFaRib0LbRwzTXX4MILL8Qpp5yCpUuX4sMf/jDuuusu7Ny5M3Pseeedh9/93d/FyMgIyuUyLrjgAvT39+PJJ5/s6N+0bUJedFzaSadcLOCYJf4IHkDrKKNlgxWc/YKjk59v/ptX4XeMLjuUFv1A6430YKWI//NbL9CEDh9Ej7waOQUAD37wbK3IrHntITZMALIpHzbUblWZ6BWCTrXZiCvBF3HqpGUD+PT/fnnucUmUkWVcPnHrZvxs3f4FsW8uCCFQLBRapoHJDY8uelCNXrFHejSN6BVpf9khTlHyyVZPBtDTD4A0dN3pE6FrhStdTI3IkfSVitocpbiZFkLgWw9FnT4ynYOU+9T/3LkFT4/OoFwsGik7alQEDZ+0p+057cdDRJEf5aJRI0frWrWwtraLtpk2nrZnxam0a5VkgGDKjisipxlmIz1s6WIUI3IaWo0cNRpMFz2iotTZ36eYFdB0nE9hGHUKSn4W6QMhFUoCgaSZN06B7pMt5Yhiyo4etacLbq0icgC7n73CtrswI6cAM7XKWDuFAn2lApl7rQv6VSkNJicnsXv3brz85emm4tRTT8Xw8DA2bNiAk08+Off3169fj7GxMbzwhS9s+W8VCsDy5VHkxrixxrr1A2dj495J/GTtPgDRhkweCwC/ftrRuGeLHqZfKhW1Y7pFGAr8dO1e/P7LTtAmatOSd6puLAsF3afly4fwnKOGMsf3wicXs/VszYpSjk8AMGR02bEdk/y3ejSGZvSKOk4CyNi0ZFAXFYs5PvUKU8cxF4erPvQbGKiUsDyOCFtijFOxkPW725jzQY7Lrz13BR7adtj5e/J3ho1oNwFg83gNv6a0Ju415UoJ/ZUSjl2xJPe4Y49egkKhgOElaei6eh0U5VLPx0tSrpRRKhawYmQw97hjjlqC5SMDGFZEenXMhob6Mj716hrR11+Jzollhk9GNMuKZYNYvnwIS5VxUn0aHKyQGaf+uFvYCsOnQkm/dy0fGYh8Gnb4NFDumU/mfBiIr83LlxrjZNmszIbAiMOn/v7e+aTy6I4xPLFnAgCwbGmaphwKgb6BbAe7JYMVjCjpLSPDik99NK4Rg2PV5P3IsOoT0K/chy65aQMAYOXzVmD5SHrcMuV3+ipZn3pxjRg4lHajU+eUQHqeAZF/pXIJlXIJRyvnnfq+Uu7NNc6kf3Aqea/6BKTnGRD5V6qUUC4VNT9WKGNW7tF1WyLnRP/gRPLZEnV9UChgUPl5YKCC2Xhf8qunLscj28cAAEcp97Re3YtM1OuAtuYpAIPKfai/v4x+fRgB6GNLZc+hXgeWDKXvC4UCBtXzv7+E4f7sdVC9/wLZtWwvxq5PsVPdFxWKBQwr86qvr5xZuwKtfeomVUv9wqEBfZyWLx9KH6w4fBoe6tP2JhTmnol3Qs7UVHThHh4e1j4fGRlJvnNx8OBBvP/978eFF16I5z3veS3/LSGAsbEZAMC40ZJ1WRGYmaklP4ehSI4FgP9588tw2a2b8P01e5RjQu2YbvHDx/fgP27ZhA/91hT+5FdPSj4fm6ppx73xpcfhlaeuwL/9LFqcCCEy9jYNocT0u9fMWIQc7Qmaxd5Gvan9bPNbsnz5UE/8DYxHL2bkkWlTPeNT9pheY9a5MAPEBoUA6k2Mxb6Y4wT03idzPtQbAX7tlGV45ytPzhVy5O80arpPoQDe+qX78YXz/xdeccryhTG6Q6q1JoQQmJ2p5R4nr5F1pS3lscoCpzpb7/l4Saq1BgoAZmbqucfNTlUxFoaoKy0phfIEsVZtZHzq1TVitlpHoVDIjNO9xgOF2ZloHGrKOIkgvW7Wqk0y4zQ7G41PzRin6Vn952rsU72a+gTVp1rvfDLnw/R0ND61qu7DpGUubtk/iRcdnS6ghXLNrNdpjNOBQ9PJ+4by928EISansj6JINDGSSgpZfVGQMKnMWW911DOk2YQYmIqex0UodB8V31qNrM+9eIacUjzKb2eNZq6Tz9/Yg9mGgEK0H0Klftvs9mbtazJ2EQquKk+NYNQ+25qpo7ZagNFAE11HaFs9nq9lpVzYmIytbup/c0DHFbGcHqmjumZBvrLRbztV09KhBzRTH+n1z5JJqYcPgUhDin2zcw2kvp1Kurv5K3Pu8nEZHrONJV51AxCjCrXxNlqE4OW6JWgoa/9KFwjJpXrQKD41GiG2H8w3V/PVhtoWOozhU19/9XLcbI1ojDH6fDh6WTfUa020BjMSiKiGWp7k175dOyxS53f0YtXa8GSJdFTYVO0mZiYyIg7Kvv27cPb3/52vOY1r8EHP/jBjv9de32H/HArKoVMR6ejxdQhY6FohmV+9A0v1tJzbFBPQ7KN08uf4z4BAItPVOKGFdotoivxojBwKHDGSSN4z6uf29bxtrk3ptTQoUAjiHK8TVtdmKlVklHLBqhXhEKgWGj/vChrEXBQ3tOZhKEQKBQKLbuGyfxoNRy85PCv14QiilLLpFaZNXKK2TQkLQ+cmE+AJbXKuHlJX9Rx0gsD03EqrZFjpovpPp2wtB/v/43TtHEaIFgjRwvHNzoH2e5blVJRO04rDLxANnaKK8XArJGjHqP7RG/uNRxtrc1W3XdtOYSHd4yjVCigovjhU2qVWZRaxOljxYKe0tJPsJGHNk5GqmKmgHN8b+53pCoSGaacwsC6v6EQCC356ZRSdiTNnDQk1SfhSEOili723Ud2YcdYKhSarbprygMsAXvHVUrpYra9YNnwqRmmsqGt7g8Q1aWjcr1zQWsmtcHIyAhOPPFErF27Nvlsx44dmJqawumnn279nZ07d+Jtb3sbzj77bFxyySVz2lDY9tGtdBoqG5fEdMMea42cFiYTu/ZkMBdZ171zJf7ol09IfrYNiS91SjqBioiYRzMMcfpxw3jJCW4BVsW8cdQDgd/9/L3YerD3T2ck9bgrS7unvmuciFw6AEiBoNB2IWaX0EHp0iFFj1bniVxsqZ24KI2Niqz708qnRJxShRzlPaVLR9qJK79rldxEqwI2xW5IM/UAn7h1MwCgYqS8NZq6T//0+hfiBccs0XynKE65uuyYxY4l5WJBm28Ux0mvkePuWpUcUyxovlP0SWsBbdQpsY1TyRgnnwoDmwWcP/mLLbhx7b54nFI/hgiKU+5W3XrXqjDujlQsFLS6MrYaM73GWZQ6NDtx2R9a9hG/7pVNn4waOTYqhGoZTVQbuOKOp3H1g2mdWb0oNTQhJxQi034coCVO2ba3ZkF0tS6dgLA+gDXFqevW0OlUKqHzV++A888/H1dddVUi4Fx++eV47Wtfa62P8/TTT+OCCy7Aueeei4suumjO/6ZN3Wt14c/UZu3VBUjIf1/HdoFpZWE2emXOVh0xtsWHOUynrhjUBDXbyU29XbKIi9r9xStPwR1//+v4/Zcch//zWy/I/R1KmzEXsvhgu4KnK8pFfYrQa5qBQKVUQNFxJp26YhCvOy3tkmYrDAzQEYEBGZHj9slE9SmvqHgvEUKgAPtTJRVbseOSJurQ8SkUiH3Kv63bih1rtdGILJQBtdhxi05cSUSOXfSgcj18ME5/AJAptG36JOecu4DzQljYOc6n7Q4hB9B9J7nxdGzSAL04q3qMKsxRbAGdV0TX7AIXHVPQ5htFn5qO6JVQ2Ode0fCJYrHjXHFK8ffrD+zAhv1TKBULWjc7kiKiNk56+/FGM/0uiLuLAcBJywasv0MFd2FgGEKOsO61Kto9t7fY7DPPp7ohTtmCb8z79I/X7s0e1CVse3YzykjtFBk6InIqJX3lKx/EUILe2dEG73nPe3DOOefgLW95C173utchDENcfvnlAIAbbrgBZ555ZnLsl770Jezbtw9XX301zjzzzOT/N9xwQ0f/pj14Jf/0c23Suo0MHssKOZYbnXKQNQqJyIp4w74pvOqTd2mt5YD04nrUUAXvO/v5ANoQp4h3eJIX2YFyEcP9ZXz8jS/G8UstFeEUzAvSdD3AyitWkUpFCsKo28dzRiJfzjhpJPd4V6QBlTkJtI7Iue6dK/Ffb04LtbvWJ4RcgoijV+YSZaT9CiGfgvhJZqtrdNIm3iiYLqF0Aw2TiJz84+SG0y1OLYh5cyKNyNGN2rhfT622da3SN+A0nFIX/5mIHDPKqJhN6+sv0/BDxeVT1AI6K3ocnmlox+kbTxr+qaKaOffqgU3IKRoROfQEgnpuhydHRI7ikyZ6kBkn1Sc9rc8290oFXcgZ6qOXhuQS3EKhz8vpeoBHd46jWNCFnD6KgpurpbrQx/Cupw9i93gVlVIB//XmlyWfU0wpVbtB6pEeZmqVfa+lzkMB4Ob1dLp6AvkROdaWUMhGr3z0ZxsXwrS2sKXo5UbkWLpWAdE4me7+bN3+nopUJt4VOwaAUqmEiy66yBphc9555+G8885Lfr700ktx6aWXHvG/aSvA1erKT2mDCWQvgHMTp+bRoCNgze5xAMDdTx/Ea56fRjjIdLG/+vXn4v/5lRMBtBM5RcQpB/LJUie1OVw+bT00gzOGls2bbUdCJOQApx29BNe9cyVGp2u4f9uY83inkENo+BpBiEqx0PaccgkJlOZkICNy2vVJS9NR38+7aXNGJHV/2jte9yn9nMrGE4iu54VC64gcKQy4xBs6HqX3KDMq4pAhSJct4lSRoDilRglUDFHGFHJsETl6lBENp1xREUCU/moyOl3XfNLrydDAVXsFAKq2iJySXiNngKBP6sazoqVW5aTAOaJXqPjkqvsTOqKMikb0CvmIHGWchHCIU0UjtYri3HOlVhmix8YD09h4YBr95aLmh5rWN1Ft4s7No/iNXzpmga3OxxWJGApdNH3m4LRmv2SwT597//ST9Xj9i49bAEvnhhm9UjdSqyynVyYip5eElj27eikPLRE5NuttKXD/ctN6AMCbXnZC5rteQOevThxb6FmrjUlG9OjRVdVVJ1eqxH98xon4zttfEX2obVKyv0Nl8Sh9MjdSgeXzVjabm+lDMw385bcetYZQ9wI5TtrGa46FtokMX5IuJu08dcVgy+gIl4jYbspPN2iGAn3lIl5y/DDe8JLjcMnvvSj3eOc4LYRxc0TWXmlb9HBsoKlcO4D4pt2J4OYUcubbsrmTRuTkG2Ur4KyLHjSc2n54Flfeuw1A6wVi2SJ6aOM0/+bNCX3xr/tkih6pT+lx+j2ABnlRRrVG9h46Ol3Xi1ITfNqu3vtNn9ypVQ5xiohTLtFDwB5lVMoIOfS2Cw2HOGXWyJGYtYw0cYrMOLkKOItMkXcgWhe5Uqt2T9Rw79ZDmd/pNq66P4FRT0YSFXBOx2bAiHD70I+eWgAr22fz6DRmm+1F5Dy6awLffnhX5r9B6Xyy1UstaXNPj8iZaQSZmm4AsKSPjjBqLx3ijsgJhTVcA30lSsnmdujMJOKoE/25K6J2oFrgNmXRI341p6Oc6GecNIJfOjbqBtZSnCJSGDj1Sccmeth+T8UWObV27yS2HaZRRLdpichpNU6uuUelCLLc0KiblFYLKeriFBAtiGUHk4+98cV4/tFDucdLn5b2l/GHWlFuOk7V47o/y+KOdi85Pr84tSsqghIiiTJq73i9Exe9zTSQpsC1qvsjv3eKUwtiXec8uWcied+uTy4hh8hlT4/IMZTpZnztkNgicrRaRkR80p62t5GG9J5XP1cTR8oEz6d6XpSRZQMjoIuN/QQLA+upVaaI6BJyUuspdq1qOoRRV1FqM7VKjZTYsH8KP3x8zwJZ2j7ONKTQ7pNZ7NisZfS+655cACs7w1VzSiDbgRCIfBpwROT0msMzdbz16w/jK/dtTz5T1zlmjRyVY4f7kvdDhKLBWvVSMbtW3bZxFJ++65nMcUv66ST52MQp9bplRuS4fmcpIZ9c0Dk7iCMn+n+c+2J8O45eaaXTUUutMpGih/Y0VvHJ3qlL92n3RA1fXL3V3gFrAUmEHONPnPikzOyWETnOlJ3ujl+tGeLffro+aRcvSX1q3x537RUac9ImTrWyzGU7FZ+AaFGiFyRtPxqM4sYTiDrtDPWVcMySPlz/zpX4oFFo+8PnvAD/okQeObtWERonWRi4XcHMJXpQGifZUr1lZJtV9KAnEASOcHwbtho52nwj4pQm5Bg+7ZusaU/TbS3VKc03iZayYykMrIoBV/7Jr+D3XnKcJvhomgKRcdIiPcwoI8smbbrW1PxU5+F4teEs+txNmjkiok2cKhX0iBx1bj68YxxXxdFyvUQVCNQ1T+iIyDGLHfcbosd/3LJp/o3sED0NySxKbYleySl2TAXVavX+5IrIKRULemoVoZpT0/Ug85l6NpmFgVWuf+fK5L2ZWtVL7M18dHHK5ZPKMCGfWl1zhRGR8/P1B3CppZDxyAALOYsGKVQs6SunF81W0Stmh6eFMKwNkulsGCDP3U5SBWwLyS/dtx0T1eZczZsTLuFIRnAWO3jK50rZ6Xax6ls3HMBPntqPT925Rfs8qZFzBOli6e8doZHzxFyijHyIyGkE+salE5+odniabQTJ06NTVgxmiimef+ZJOO/laTSRs07JAtvZCTIi59jhPpz70uNw8e/8Uu7xevtxegIBADy5ZxIFZIu3u3AJblSiwdRL/NwicujNPb0FtD5Q+6fq2iahpU9ExkmNXjGvDdVmoAkhcs5VHD5t3D9FIqVZ3bRkooyaYWY+TtWaei0jxefHdk3gf4x7ei/Iq/tTa2bXU6ViQSteat5/v6m0Ku4VrmLHUaSHQ5xSalNRapcsUcUps6aHPcoI5Isdq+t1MyrC7NYHRNcEdY5SisixkfHJ0QVOjWqjHpFjilMyIifvrrOkLyt6TNWamKp1d38I2LMvTJ9s9c5MRgYq82bTQkH77CCEnOj6E+b83zG/PzTTwO0bD8yvYe0QX0RNc6UKq6UKzHEz3eWAHEWE0u2xRhm1HCeH6NFl1SPpLmb8s/KeoK45WvrkFD1oLP7tBZznKk7R8SkU+gatpYjoikii4RKA6AmU2t2jVU0iH+rJBHFh4GKhgH97w4vxshPa75imReQslIEdcu/WQ1i/fwqHZ9OOQLIbnAt140NR9HC1d7WRdHhSfaIyOArqutGMijBJI6fs43T7xgOYsTwd7jaq8JJp1R3onUASn1SBQPFp04FpXHZb76Mi8kWPMLMOmqoF2nXfTMe6rRfrPgNVcDPXB/UgzKxXzRo55n026Paiz4K6YTbvL9Yoo6Iu3rS6rvQCp+gR2gUCU/Sg2DHNFRzhSkMqFvT1IKWIHBta7ZUw9Snvod4AISHHmoakvFeFnDxRbUl/KbN++K3P3IPf+sw982BlZ7SKMhIAqo3o/plXr2hkoExm3+SC4FKHJqnokX7WacHZsdkGLrpxHabrXY5eiV/NuWiNyFF86qTuT69u6tnUquhV30Dmj5NT9DgSw+ZAUsDZ+NwWkTNX0YMKcr7otUfyf4d6YWB58+4ktUqeTwKC5GYaAGYNIafVOLmiV6gIbkC21WQnc49i5NTu8Wryvq9cxPXvXIl/P/club9DXXBTQ6Nbier2uj/p+6sf3IHx2Ubm97pN0xFBYKNV3Z/9U3VcemvvRY+6ow0vEG2m1c+kLxVNcNN/54ndkwthZkeoG2bzXloPshE5k7WmFmVkfk8gs0rbMJtivC3KqBGI3CLj3U6nt6FGqGSEnCDM3EdLxYKx5iBysVMINCGnoHwOZ9cqFfrilCJ6KNErebX1qEfkqBMtSq2KfFLTw0yfKEXk2PZvqrlCpMJonqg2TKiejL0rc0oQphE5ed3rlg1USFzr8iB+dtCj2ELoUKFyk0gFAmNxkUSA2DeQ7dTISY/tTY0ck8AWkdPiv+V6MNrtUzdNgTMXgdkaOZ1Eetj/ke7xwLbDmdxuW0ROq0gP12bO1mawF8gFSSepVS4hi4ZH0dybUVKrgM5qThFcUwJIa+RIOvGJokum/aesGGzZFcMluH3yF1swOlWbXwPngPpErVgo4A9edjzed/bzrcfaauSof5JGIPAJS/57t1GjBNq9Nmg1coxfUgW8XqEKOaZLs42gjYgc/XdsT1K7jeaTYV/VkVpV0SJy9HOPgk9aO+6MT0FmzTDbCHKjxmzth7uNJhAYTtWaYSYyKuq+SPEKniLcw5TpbAfQaWBhY7LaxMorVuEnT+1PPtPSxZQaOZWcdQOVByYuVHsFUsFNjY4yfWgVkdlNrKKHUctIXhPNdcWN735l8t4stN1LrOlihjiVRuS4hZwl/XQENxd0/urEsaVWtcK5l+52GlL8moleCaXokX7W+sm0/fNu39RdwpGwiB5zrb0SdvsxWouIHNeTWRuu77sdOfX47gn83fefwOdXb9U+l0/S9M1k/n/L2YmMwIISSPP1K50UO07KbekLzK7PPQeyGFwnETmudDkKmxkgunmv2zep1RIwffrKW8/AV956RvKz62nhx2/eiGcO9r67ne3caDn3cjbT//WL3tf0MOtBXPL7p+OVz8ZNmKIAACAASURBVF1hPVaOiStlBwCmuhwJa0Pt/CHHx/UEPU0Xc48ThSeFNp8kj+wcx0GleL+83mtdq4xFRe89yk/ZqTWyqVW/c/qxzmLHAI2IHC16xfiuHohMhFi1EeZuoCnco1QTzNOoZhHcKIseklDkzz1TAKAsckihWb0GqNaGAmiEAsUCrIKvL6giYhCKRLDvdxV1B50H/YC9MLD2UB9IolfM1L0TRgbS3ykUyET0tro+qTVy8oScPPH3Nz+9eu4GziMs5LSJrfbKXAvOdntD4/rn0jQk+8bLBpWIHEkmykgWO9YOmptP3Y70SGrkGJ8HYXbudZrWl/wb/z97bx42R1Gujd8927svebPvJIQkEEIIkLCDIi7s+UBFQRSOgCig8rHpT/EckEV+CCqoKHhwQY+CKBLAgyiLYSdAICQkJIEkZN/e5N2XWfr7Y6a6q6ure3qmn6rulyv3deV6Z3omVfVMVVdX3XU/z6O5n9pLD/D17X2O6xY5leTHnn9ZbL0/pqkGC7hU3XHICALYp+1+J0siWD8VXavs63HYdAJAb6kdjhg5Ze8n7jV3/TuPr8RyLqV0VFi+tQs7ugdxGhegWbRp9rhmzB5nx83xcwH80xub1DS0AsieKeXcKz0DOCMe5OiARyYdP/jG3IqZTQkDePjL8/Czz8yWfleWXUy0KQ5Tn4P0KPNdmSJH3JjGgfB1qoyc7cvmnUTOT848EFedMM0Z7Dgp3k/R2yQq3HiILnAAXKl5RURvkf9YKbrACSRhDPqhHPwVOW5yaohxHo4HqAkgmyu4XPjiTE5JSQ+H0sN2F0v5xJiKE+SKHPt1wTStOSLuWRQZZPs3MUYOI3tlhylfPmIS5k5o8a1DlsEsCuwlcgLCck/i1Stl/o+nK4j2pAz+wY4TFdjktZDWrfSQ9Qdg37wVuSF5ETma+8nLJvbbVhTTw5NErLp5VcGrOitrVSVxfzzsX7Ozp+r2UYLZ5FDklHMX8yDnvvf3d/H6hj3ELawcvVn3iUXZGDk+4/Rfq3aSta1adA8UH777j260rlWi2hMXZGYMtjR9EtKjbD/5Lsiit0mWUaJcAGM/9Ur8CAJgQmudNNMHwLuLcVmfPNxuo4TTXczAmQeNxamzRku/K8taJWYOigM5xatXXEqPfMHRD8Pq00glnKe2IoEQh8DAjia41Ct512amLxuPTYofHKSHhJxyBd+OQUa0cnAqcpztH8jlXaTH0FOvODHUlFPlbuW8WVRnJw3hUCsAkfPI21vwr3f1B0aXxsjhXhdKrlU1SWcABGbTfxw+EcdObfOt45nVetd+QTJx5Qtmae52f/eSo/fBPWfPcf2/OGIvkRMQ1WRD8nKB1K70sAgC+amrMyCpf1leC+nI3MWE6zJ3sfI2xUQ5VfrrpTLix1O5sedl07/f21Vl66oDOwET21tN+nEvNdyPnn0fr6zbHbKl4TEoyVQQlPQwYLjsf3NTB2n7qgFT5DRUoMjxU0XEYD9jBZuvJO6PnwtgHDae/ZJNV5h+iq1NZZZUvuoVmmaFQr/EDcmLdGfXUz7y/DjcTwNCPJlvf3w/fGz6COl32ZiTBUC2EAOj/JQbonpF1n+iTTEwyUkQCJ8N5EwJkROHO8YfTpWR87N+SYycgTgE9ikDH75NTnrEWOkhm67FS/0ScirGPE7ZwMBAsZ/SyYTjvmc2XXD4RHxq/1HSsm98cjW+/dgKqqYGhnR+crjFF2NspZKGsA4v/v3qMVNwx/85sPjfPOq4ZuE7RK0NBmkmLofKqLgPSSbcrlO/+twc1c0jxV4iJyBkGZ7KwdNlR7JKzhdMZbJPT9IDbtKjWjck3e4tXgRB3uonudJBBi/C7Y9vbNIqxbVqCqTIKWeT/PPfvroBL65tr7aJFcOOz+RsjzT9eCWbNOGz9bv1xSlp7x3EvNsX4YkV2x3X7WDHweW0fiqrOCz+eyXB4CpTryhpViiwlM0NXIaFSuL+uPo0Dv0kkfiW7SfODnG+iIFJUteq8tmrfO69GNxQMkWA1+GILICzqPSIgyKHf/azn9zrRJ1d558HmZSoXiFuYBVwxl4x8LcL5+H/P/0AAMCmjn5s4oJMy8akaH8c3H99XavyEteqoabIET6TKXIGyriLRYl8wcTtz7yHLZ322JIRBHGMv1QJ5KSHIVVXXXD4RJw1Z6zG1pWHNK21JNC2OK+xe+5rx0zB90+e6VuH7szG5RQ5Joqkh6heiVOcHxHlPCoKBVuRI07hB45tdryPsZkA9hI5gSFT0ZSNFeGxmBEXKu29gzjiR8/hgSWbq26fH7xcdkwp6eEPL4Lgjmff07pY8TpbYsSL02XHvyyvRedjy7fhlfUalR6MnBIuy2Pk+MMnayh29+pLw1supXol6cf9Yjnp3M+w4LYPL93iuC5LP16JyshlU5hGEoG5ITUSkR5xcENifs3VqoxcAoIY2CRzgxBt+tfXjsSTXz3Ceu8XnyoOsSTkKiP//+PXT3HY8EjJKY+xZwVw5gypiWFgYFNCEHitE1KS6+kYxjFxpksGxrfUobUuLf2uzCZXeWQtqx4FgfQ4e+44fGTacABy0kPm2hg3FJy7f8dnsngycXateuOD3fjTG5vw4lp7zSnPxOW8X9i640vzJ+KL8yaob2hoiIRhwZGmG7Dnj68dMwXfOnE/bS0LAhlB4KWc4u/7Sg61PnLXi9U0rWpI1SvCe3Y/8etU6TwfE9YjSIycXKFIYIv3WQxFor7YS+QEhDwwsP//8VrMXPzAW44HypbOYqrXv7+zLVwjPeC10WCbab6Z1bohvbh2dySuIF7xZJyssX8Zfpu4fo3yYlu94rwuSz9ePuBsPCZTL5vkihx/+G+m9aHgoQazA9wF/+191SsxeHh09RdPhpprbSKnkiDv8RiFTvQO5pAwnKkyKyEI4umGJCMInO9b6tIYVp+x3vP95CLcYmBTJaQHQ8qXRIwe1QSl9lOvxEGRIxIEgPccKDs0cQc7pmpZ9XDYxMipMioj//KiN0rMhnTVCdOsWEYDEkXO9JENWttXDfgZQr6ZTriuAcD4llrMGNWIOKFcumSgeAghpn9m2TIvO3YKLj9uqqrmkUG8XXqzeVecrJgsX6WQEwTO9wO5gsumuKzJZZCpIN3r2xKR4/OdOKFcjByg5C4mUeTEWWkkgzzK3l64UYVrlddY2NzRj7W7ejFjtN4HiZeKgY87UK0bkm54KT3Y9UrckPzk+jqXX7ZNzvZY6pWKFDl+NmlUTnmojOQxcoKPvTioV8TWyhU5wZUebpuiX/x3DhSJHIcip8z/8VXkRG8SegbzaMikHL93JYG2oyQRvcBc4JwBnMuQHj7BjuOw8ZQGOy4z+PziycRh8MkWl+UCOPPIpOJ3P8mCs3rG/ZESOfEjpxyKnNJfr2dqkP6LQ6pumesKs6mzP4tGLo3w1Sfsi0/MtON4xGXdJ8KpBgMWXjQfz67ZhTueeQ+7e7MY1VTj+P5gacf6twvna21ntRBvo+6BnENJCjizxsUN5eKUAEXlpajICaLu7+zP4i9vbUFTTQqfPnhcqHZWgiD3stS1Ko5+5iXIFTlyNZhTZTTUbHIia8XIsa/JuinGZgLYS+QEhn0Kz0mzqOZPxQsXL9JDluGJ/5KsVXG5ca1U3R5KD0NukvTmjssixVO9Yily7GtB1WDjmmvQVJvGu9u77Xoiee57kFOVZOLyUe9ojWXk0VGyYMdB45SYMF3ySJ39ZJomfvb8Opw1ZyzGcgv67pIip8nhWhVcFRHDcDLoGcw70qkDAQgCP2I4BhvPvmweM0Y14ndfOMS6VkmMnDiqV2SL+XLqB6+A6EBclB6VK3J41KSc4zYGQ08ap0SWzhWQ9594LQ42OWPkFP96uVAF6b94jD37tUhOdQ/kccQ+w7BqRzED5JzxLZYr2ZNfPSK2WYScNhkY21yL4fXFdu/oGcRM4bA0zq5VMhgwcN5hE/Dy+t1YvaMH3QM5jGjIOL4TZ5ukSg9h9daXLaCxJuk4uMoFuGE+9rOXrNc6iRy5ekUkPYpZ4Pyy38UJUuLMpcgxXfOAlPQgbFcYlEsTDwC5khKxkkO9OGKva1VA2K5VNOXJTttVDSBvl53i30oyPMV9kLOFciUxcvzIqSgUOSKkbkgBVUYNNSkcMMa5mIlEZeRBuFUfI4ekeVXBixjt6CuSHi21diyFalOqA3r7adWOHvz21Q349qPOjAmdpRNAiuxiQDziXxQVOc4NcSXklPjQjMMmbSDnjjNQ1iafWE4x6CZpG0Sbjp3ahn3a6qT/v9blhkTWtKohI3IqORwRY+TEQb0iyxzktfH3Ini8yosKzgxPTvUKAHzzeNuFhbfpN+ccjIcuOMxVXvQWOdecbMjx8YkOnzzMeu1Mr55Bc608PlCUeO2DPZYKFoD1QGb3U75gYli9s918hrW4QRpuBMDXj5+Kzx0yHoD8ECIbcGLb1NGH7V0DYZtZEaTqFcHOPokiJxfjfpLZ5MqYli26VvHrnTio8rwgfdYK72Uxp+JysC+D/DHibG82byJpGBXtgeOIvUROQJgyRU5UjakQXpsnmU08W17peOarMU0T9738gSMCPyU8VUYWOcVvvIJvpqOF3A3JTj9eidLDfl3OXU4lLBJRuF6Va1UF31UJ06OfdvcVg0jzi8dyrWT7MgPuFIg65xe2cRFPwrr6sw41DhCSnIrBpNk76JanVxZEN37qlYLpPi0rpxTwd1WM3iq5esX5/o7/cyD+fME86f8XNzzxsMl9rRLJvSjXj94iwSYrQLPdzutPmmG95k39z09Nxy8+e5CrvDjYJIuhy29iji8FCQac/TdrbDMmt9Urb181KJSxiXdxi8+aSI63N3fiq39eiqdW7bSusSbz/cHHBAPikT2sErB+YnN5MUaOc14LSnos+NVinHLPK6TtKwd5hifgrrMOxEmlFNx9khg5QcmpKCCNkSO8Z5m4eARRGUWFICnVWUB0MRB8uf8XFYLEMhrMF5BKOndIcSanvLCXyAkINlXyz7cwp8uRxPTwkJo7ntlEY3hTRz/ufmEdrvzbcpoCBVi/n8umkhtSBTb53rcRuOyI/ZSTpB8vB7/NtM7B5+UCJyNyypIeMQmi66Vw2907iHTSELIh+ZflS85FMfaE610DeTTVOomcoU569GcLqEmLRE450oOzSXhqxkFlVDDd/VJuPWL4jL04rDll25NKFlnihicG3VTWtfemU+RpaT8xYySu+dg0ZFyBgaM3qpwi52PTR1qv+TF36qwxOHRiq6u8OGy285LNCm8TT4BU4hoXJUyJyoiPKVWJS3DUaJdk3rSUU1x/tHlkGhtq4J85IkE9GGP1ioy8MAzgiH3aMHdCCwCmyBHJqejnAC9I01q7XKsKSAvxZOJM5MgVOU6bioocMcOgylaFQxCVUTZfKM4XFRySxxF7iZyAkCpyiAZxVPcCs8lLsVJpu/gTTzZnyVLIkqCcIqcC9UaUihUeXuoVJsn0c1kRYfiQHnqDHcuvD+SK44I/ialM6SEQBDrJKWvsOdvQ3pvFsLp0iCC60ZEeXuSUTJFTTuHmzBwk1KP5yb9qe7cr+1HBNF3KjjDkVBxgmqZrrFVC/Lrj/lC0KhxkY4X/7a/7xHTP/3vqrNEuIicepIf7Gm8TH2CWx02n7o/PHDwulhnTZDFy+LFXqbojBt0k2FQiCDxsirt6hUEa98eLnBoiNjlgEW72JdG1Kiief38Xlm7uJGhUOLC5gSenxHltMADpEdVhg5ciB7Bt6ssWUCMEcY8z6SFVr6AYaPv8+RMBFNe3osooDgS1F4IocrJ505WNUPb/4gLp2JPYlEwYjgk/LvvBSrA32HFAFDyIAz/EcL3vAJv/He2kIqdUB3D2dENyk1Mx7wYLXptpWYycsrGMuNdx2HiKG5CtnUVf7dFcVomysVe452KUmYNsNZjz+u7eLNoEKXdFaa3FerSSU26iGihmDhJtChqU2pCUp7Of2nsHce79b+Ck/UfhhpNtpUPBdLer3D3iiAcfQ/VKvgAIB7WOdvIxPUQcNK4Z9aJ6JQZMjjQWATcHnD57jPT/Lb7yOABA76DzECEOa06pIifEpjkeajBevcJID/vzSpMJxINwq0CRM0RID9nvysfJSg0h1yqveDKAcy5v4A4hPj1nLM6aEywo7hUPF5XkbC7RAXlMsOJf3iZxrg5CEDywZHOotlULmXqFzRH8XF6TSjrsz8ZYZeRFTo1trsXY5uJ6tj9XdNnhvxpncsrrOTKqMYPt3YMA7Bg5/FelAYWVtLBySMee8D5bMF1xf+JMTnlhL5ETEJZ6xSNGTqWDNwoFwR3PvIdjp7ZhQmtd6XrJpgRvk3/DYsAJAPAOomu5VnlkeIrzLeo1mcoCOJcti3sdZZwSK8W90IYtnf1ork1VlNbaEb8pSqWHB6nb3juIVuEEsGxQ6phEy/eLOSX2XUVuSBHOF90DxY3821ucJ6tFRY6zYfzbi46c5CqL9c2YphqXIikOz30TpivWCt9P5x42Qfr/Hr/4cDTXpvDB7j7H9TisOQsm0Fybwn99yo6xUskcWJuOXzwZ2eG5eD/94LT9saUzWFDSWPST5Bovwa90XouBSdIYOU4ihyM94rIoKgNZ+nEvRU4cDn8qhUy9kuZsOnPOWEwb2aC9XUHhtynm5/Y6kbEPgNufea/aZoWCl3oFcI4xV7DjOExsHpCTU8W/zKaBXMGlyImzTfJMXMDCiw7HX97agtueXmPFyOEhd50zEIdZXBYjR9w4ZPMFZDLllbtxT/Kz17UqIGTEQZhTS63pkrnXv3hhnfWaPBOX/r20SwYnC3Zc7h5k/Sj7HUST9vQOKpdIumLkVBEY2K88veoVuXJqS+cAxnBqHKD8ZMl/HCnpYY0XZxsGcgXXaVm5VsYlWr6XGqxgmi47+bdfkBAEbJzWZ5LxUBlJ2iDaydt48VH7SMv72adn49fnHCyZT2KwaKmCcAOAUU01qE0n0SzEQYreoqJN+49uxLH72oFlK7nv3enHo7dK7i7mfP+x6SOl91XQ8nSDWmUUh35yxv2RkB6czCju6pUPdvdh3u2L8MLaduuazLUqXaVNP3x6DR56U6/iQ9Y6ds0Z94fPzBfvfsr7MAS8qq0+PXS2bX7uLXx/iEHc40x6yOenksqII3LSScPxHI2za5VsDjdgIJkwwLpGlrUqzjZ5JUxj7m9AMRZTMjF0+skLQ2dGiBgFyeYtzHpDZyyvclmr+BPmMDZJpzdFD0/bFcR53Q52zBE5Ad2sDhrXjAUecn2gGJRt3i1P4w5FpxteqoidPUVpIx90tmwgU+51pASBx3ja2tWPMc21jmuVtDPKictys5Qonfw205852F/WHSnhZpEebrWJH+nxDYnLTjJh4BvHT8V95xwsiemhn8CWtcFFTgUob/7kYRjRWBPLAM6mxKZK7qcWIShoLAgCSOL+hJjLYmCSdHEZjvQI0RgiyNqQCvHcj4VN3GuLIPBUr+hpU7VYtsUd60VuE68yCl7+A0s249an1lTbPDqU2syTN3xw8KDKqag2clJ1Q+kvP7dXo8iJCnKVESM97GuiIifO8CWnSmbkCqZjHLJrcYXMk00ce8UMT4khQ3rIySng0mOn4NqPTQMgJ6e8CKA4Y+jcPRHDy0WkWsj8/1UNFq9bTbYhDXNbRrNJc17PW0SO///j4e+yY79mMRf+tWpHBS0NDi+b3t7cibHNNRjRYMcqKUeQxWV6tdohtHcwV0CdcLLE98MZB3oTapLiYrFJy0sCzvJvryk9PHg0ZFKYM64Z3z9lpiQwsIpW+kN2P1VDEHzhsAmYOrwh0lhGfgHRq1GvMLhcdjQalcsXMO/2Rfjr0i2O6wXTbWclJHqtmNY6BveTPBNX9U/JOMT9KRfAuVLEQb0is0kMihm2PN1wptgtqSI84uLEXXYvFxAU28xvNqtV5EQB2U/O7iOevOHj/oiup17oU5WgowxkghxZSnUxw1Oc4eWyAzjHWI1AEMQZUptKfx0qo2QiHg/SAJCSHoJyKpt3x5OJs3VScsqyqfg3my8UFTlxNiQA9hI5AcEWTFTP7DgEVJKpV8JAJzvLfr7ewbxjErIJN05lVMF0E6Uc32sB++72bhwwpslxjW/lqbNG+5YbqYKA9YdwOW+628XeGgC++0l3RprWkmrg84eOj1i9Uvwr3jVFVYTzWtl4MgkDv/r8wTh6SptkQ6D/fpLbJPZT8PkiymxITEUZxF2skn3LlOH1jvc6xx6L+/Pz59Y6rstsqmQvHeX95IWwKiMRcTg8lGet0t8OSsgWzB8mlRGzxBn7qzr75t2+CFc/sjxEy2hQLmtV3N2Q/E7NvcmpYGWL8cJ0ISdhcuyU6va1mqCGxACyA2sG/pkzpBQ5HinVAed9kw4jH9UMv9DSzCRZjJw4w8tdDHCSU0Mlxpkf9gY7DghZ7JVye3y/z6MgPcTXUnIqjLtYBIHmf7d4I8a31OLMUjaCDaWHMB/smLf54zNGVlQ+3026ekx0bxnIFdAgyGnZfJpJGviuJA1vWyno7rxJre6NglbllHwzbZr+wVllqEsnrSwS//3yeld5uuCV4angQ04FQYTd5EN6yNQrwct1K3KiIKcM1/UwSo+xgkugzrFn95ObcBZNCKUUiMFBQ75ghlIZiYiD0oM6kGIcSA/ZPS0ujh88/zDsKrkIDwXwY8UiPYg2Zs+u2UVSThgwS3ibHK5VASf5qLILSV12rDURR+RUEZT6S39YEq5xVUK6J5AQBBkuVffkYXX4siQ4f1wgm+/soNT2NTFGTpwhz1rFCAL7WnoIqYzk5JRTiWgCpaxVQ8Mq6cwkqowKhUBzXdy5nqFz90QMWeDMMJsSfjJQfV94tZPdu/xA5iN9H7nPsIrq4VVGqm91vvzn3reD+D22fBsmDavDmKZa1/9pyCRxnYT0YCTJ+JZa10Y8CsJNJmJwx/Qovq9NJ6UT0cjGGjxy4XxcftxUiBSB3vhM8usF0z35WIqcAJOma3NeedOqhuUCJ16XKHIqmf8jTanuo8gJQxDkdA42AbZbn/N6QeICVxk5ZTgCdUeRBU5sbsEM7w4xqtF23YwHQUBrUxzWnxRtcNoUvVFB4v5MGV6Pwya1epbB0vby2NzRj67+XOj2VYK+bB7/9cS7aO/N2hcN5yluUIxrca9BooBs/WdnrfJQr3jYOrHVadPWgNnVqOG3Lks7gh2XVxnt01ZH17AQ8IuRw99PPFF1y2n746T93YrsaSPikZ2r2qxVMkwaFo9+kvJtMsItAPEblznCK6U64FyPp4QAzjIME+LtRQWvGDmAbZPMXUwGMd5R3BDv1sUIdjwZeacfOLbZdc3vua/zIMNrrffs6p0ABHKq9N3m2hSuk7i3+C2s/WSU1PCyqT9XwPxJrY52su8Oq087fKYZpo9qxG2nH4BrT9zPtUHSSuSU/sra4FqEGPLv8hjXUotUwnBtUnmbTNPET59bi3e3d1fT5LKwbXIrCPxcq8ohyhg5lk3i72q654fKFv9u5Yh2iESmTGVUQXFdA86NmFabLBWl83JBRrhVuEl79OLDxWq0wGvsmabpuscqxWMR2QQADy7ZLEmB7ibcKsXCi6KzSYa8aeLoKW14/hvHVF3GIxfOt17HgnAjyFr15wvmua6d8atX8YXfv1F1u6rBY8u34fHl2xxjsVou8YEvHep4H6fAoJYix8u1ysPoP3zRadPmzn7ytgWBjPSwYuSkeHKqfIyc35w7l7h11cFPveJ02Smfievez80hbl118FNOVUrk/PfnDiZrVxj4Z+Kyr6WSibLrnV/FpJ98ySnwc0T5fvrl2UPAptKLHIuRU6asO888kLZxxNhL5AQE62j+RmU3aUttCt+RKD38oDNGjunxmilZZA+Dcc21UhbyiMnDcMHhEzFPcrqmd6EiVzTJCAIGv/XYR/Ybgbq0O4gc30+q1XVembhkmYMq2ZW4CAeunwZyBfz21Q348h/frKClweG18SyYTvc3gBuHVWzetI49nyxw4klmJZsAMchiNG5I4nWZC1zwcs+aMw7fP3mmXV6V7asGluuoi0SkDVAaH7e+cGXzZeq0KZcv4Lan17jmIAqbHGrTGKhXTLOoEggTE4I/jIiDTRRTr9fvsblDL1Hgd4pbKWqF9cTGPdHEXpFBFnCWv/+9xATiGkl3/zAEdq1KlrepIZOKRVYaaVajUsN4O3iiyks51ViTQlNN9JEzZAGcGfj1X5D5sLU+7VDCRgV5Jq4iXMGOy2BkYw2mCjH3ooCfIifhQfZ6YVxLLQ4a5xY26IY8oVCx/ayb8mbJpjLP0clt9TiiQg8VndhL5ATE/Ys3AHA+7Jgs7rx5E6UT0dFT2jClTX6T6lSvlNs98Q8Jr403QzJh4GvHTMFPPz0bH5k23PGZg5xS7S7m6bLj3nhW0hTxYepQr1RQTjVg5f/viu3o5pQMBQlBYMeeKT+xZgX3ligCOEtj5HgoPYIsqgZyzhVCFMSoOzC25L6pgDDYzcv5ofe0nY0nt3pF5gIX3Kb6TBKf2n8UV48++KlXKOMQRuECJ1MZUfpx6yXcin+7Xeqt8CojZ3lkRVUNv4OGasBsenb1zsiCtKp4nsTBZYzBa77zWtt5YfWOHormkKDcGAw6x2/tisa1Sh4YuAhnsOPy6hUgJmo9H4KglstUlQmYiSsOWfqkrlUSlVEQ0gOIB3Eta4JNEPDKqfJKDyAeY0/6u1r9ZF8KGuw4Bt3kCBPCIFODBVaPxsAmL+wlcgJi457iyQPf5xNa6/C/XzkcX5w3Qfp/mmvTePCCw6Sf6Y0n413D1OH1GFZv+9xPai36oX7hMLlNDAnDkAbctF4rtsqrdFkgU69TbBnE4H3OWEZ67uQd3YO46cnVXBvkcXOAYKSHaJP05EcxxA2ZXyDTIGtIUb0Sh1hGYbMh7e5zBgPVaZNVlUgYEm88oyCwp1pOVAAAIABJREFUxdbTK3LIiioLW2UkXqfNNBOFTVISkZKcisHqUvZ8CgP221298B2cdd9iuoIrgIqf9e0tXfSFEuM3587F/15yRODvr2vvVdgab/ipIsLigTc2qSvcB3JFTvHGcsbIqTyAc1SQxsgpNbk2bduRccT98S4vBtOdr9KDP5wcSlmrpIeGlsLNvhQ4rkos+sl9zTpY5fopaMD3OJCIfuOfv2+CzgteJGIc1hXRa++GGBLCEnpEY3VSPzFOCaAuMrZX1qpM0sAxU9sc322qTVmZgcpBfJjy71Xv17zunSJB4Pwhx7fW4cTpI/DF+RPLlis+THMR2bSj2z7pkhIEJRtb68sHFhsUiBytKiOPCkx4bzyD3AaREjmlv3KCwHmtklu6XVDk6HUXK/4R25uXqYxCQCs55ZPhScVmWge8fj6ZC1y4evTZlPcg2mXqyjDQvdza2tmPViHwI0XcHx79uQK2RhSnxDRNLHqvXck9vWRjB3mZ1KjPJFGfcbtjeyGqDE9S9QrREOwZzJf/kgL4BQZ2nLZzdsY+pbqPK0gtR3Q4XKtiTk7JhrzMg55XHNWkEvjyEfJMXNFvmcsFBuZVRsEyPMVBZSQbe2xo8XTUkFLk+MYy4ueIoOSUVz3ebpu6sJfIqRREHcbfN8oJAp82hFlUigsEhwePcptMj9dOVhwoTj63nHZAoHLdbkhcnYpnJy8W25SctrfWp/HtE6fhqClt0v/DY1B0Q3KQU3qUU1L1ikfsFVngcBF9WX/XKraJEuMUUMAeB271ivhQqOT+uvjIydi4p89S/+klp+RKD9M0SReLOl3grAD1kuuUm2m9RI4X6TF05bVsnMtVRnT1bOkcwMY9ffjTG5tw7L7DcfhktT7vp937KuZPasUfLrJVG0UCm7aep0tJC3Tj8Xe24fonVikpW0Y+DHVElcDPLzDwUIWfesV5rQoXiojgr8jxcK3ycxeLwWbaz7WKXytlUglrXXXf5w/G9FGN0vJiYZMPOcVv6GUxN2VgJiWN6OYI+Wxbcq1yxMgpH8AZcB52RtVlskeILE18KmCaeG8vEBPqI6j6Y6iu/bTh1fW70cudOgT15SwHpyoiKjekcLEi/BU5+l1dWL2k5FREihy+qryHguDMOeMwprl8+sKBnEhO8WqwSltZGSy1mXC9UHBvaNLJBH5z7lzcvmBW2XL7Bv0VOafd+yquXvhOxe0NAm/XKu+TzpO4ODFemD2uGQ9/2c5Ik4uA9JDG/SGsR6sihxEEEhIx6ClMEOi0idUlcx+l3Jyt2NaN93fpienBplyx/SaxegUAHnpzCx5YshmXPfQ2ableePWDPY73+QK9TbmIVv986um2+jQuO3YKWdlxyvBEhagk+OLhFBD1tiM8/OLJeCHqU/Ny8I+Rw7tW8USOd3lxcG+Rq4yK4AkC3rXKP+5PEVGScnJFDgsLYLer0kNEWUZdXZD2k6Vesa8FV+SU1imx66fSX0GRE2hq9vhSHB5Ve4kcH2TzBVz60Nv4/j+Kp07nHDq+IimtH/IaN9POCkw8umwrdvYMStMlVwLxwcNPBl5ZcKjgGey4EM5tQjwVcZAeERJuYfpJdK3iBTq6CLeH3tqCNzbam5qCRyDTWWOa0Bgg20JvANeql9ftrqKl5eHtWiXfTD97+VH43qdmVFxPFHF/RKO8CIJqN2464zN5+zTTuou9tqEDSzd30hXoA3+VEW1d9738AW2BHrBdq5zXVaiMRjVlyn+JAH7+9NQbSp0qNx58rfMmteJLAVyXgyJO6hUqRORZVZFL1xcOm4AGojWuSsjVK/43VpBNZZRkj1/cn5RHJq4gipx0hEYFTdUdJBMXYBMEQQkFFfCziW97XTrY0yseNrmvyUiPoDFyrO9HaZPkmmzsBY+RU/q+5GAwauwlcnzAJlZ2MtlcS+eJxpMeOgdC90AeN/xjFf6xYjuA4P6BMrgUOREGO773pfVYu6s3dNBP8XQzJyGnlMHhxmW/Lphud7FK4BcjR6fK6Lan3rOvI5xN/SKRozEotZ0xzHndK3NQQyZV1QNtm8aMINZmWnJdZtM/vnpkVRu3599vx/Pv76qihZXDIj2kMXLcRn3lqMn4+WdmV1XXX97aXNX/qxTWOA9oUxjsO6IB825fhP9+eT1puSL8SA9qm3TxiF5Bvand+oAI1StcteT9FJFNMvUKBQy447rpQrYC16pvHD8Vz15+dKByo1RFBHWt4hFkjEapigiqMhLVBF5gpUW5mfaziW8Xrzjy6yb2qIgb6cHAt70+nazIZSe+5JR9LZVIBDrQthXezus6VYl+dTnIqQpjUovP7+hpnL1ETkWodrHy8Jfnua7JFDnK1Cvca7apZ6c0YdZfvqm6NY7u/mwe97y4Hs+s3hk6BkFWcK0q6CQ9hCnh2oXv4KV17aHdxaLMxOVVelibDhjT5Hj/xoYOyxbV/cSGiCxOCaXLzpKNHXhy5Xay8vzgnSaefsH+/PvtpOV5odJsSBceORnzJlUXN2VsABdHCrD5KKhNdyyYhQfPl2dOLAcmDf/FC2qJHNtdzGmAX6Dt+ipjX+kKOCvjA/IFkzzQNitXF8753et4cEkxUxH/vKK0KWlER06J8eSokEoa+OvSLUrKLodqSI8gSMeUIAiD2JEe5cgpnx2crfSI0GVHqvQoGtVcaweCz3BxSoKQU4EzQimAPDBwsc1824O6VllKj7gRORJ3sYZMMliMHFP+TNc5rUvHnqSfgqcfN6Xfj4EgZy+R4webgSv+rZbImdBah31H1Duu8etJ9XFK7NdsIZvzWDxXAn8iRzFBwJU/WFo1s/g2lIoch8pIuU3Oep9evRNf/8uy0C4G4uJ04bKtVl8pJz2E3+yTd7+E/3l9Y2gXuG8cPxUPnH+o9X797j48tnwbAPVjzysFtIqYHiu3dZOW5wU27EV3Ny8XuDAYVlc+0xoFvIPo0is9hjdksLWzX9lGkMFv7MlsOnbf4ZgyvN51PQiyim1hsJVTzutegbYf/vI8PHLhfNf1INAVT0bclL2+YQ+O+NFz2N496DlHiOR0ECQM+/mnA6t39OC2p99zXaec91LJhFYXTB4Dioi+dISb6ZzEJhLSI0KXnWpcq4IgSiKHWmVkkx7xIqfY4Gupsz0cHO5igcipCG3yjb1iX6tLO0mPBbPHyAv0ID10QjrdStyQGmsqDODsIj30zet+8Zn4nzqZMCpSTrkP0aJncvZmrfKDtWgu9lyYucMVT0Zj7BUebNGX9TjZrQRum+SvVSNrqYzCT4iiDPnXr2zARUdORjppR2un3qwz8DUzmxIGO22vvs4BYUPWM5jHo8u2YsFBY/VKHWGivTeLHz37PgyEsymdTGDq8AbHtS2lNLy6yKndvVnk8gXMu30RTps1GnkPVUQY8PGC/uuJd/HRaSNw/LThtJXAHRh4T28WtekEeeYgABhWr4fIsYe2+wSF+hYezBVw2r2v4uMzRuLnXzi0/H+oEnmPOUhFjBzRJVMVvMgpr0DbE1rrqq5Lt00Mz66x3Qll99NLVxxb1eY6YRiRZXji3ZBkNn1k2vCqlGqphBFZqm5V9aaTBpBVUnRZSIMdE0wWRXIqGncxVYqcKJUeeVma+DJW+akJ4uCGJCM9WHN4VSU/HgO5wEVok2zJbLkhce3iY+T8/rxDMMMrE1fpb5RJ1WT7ANYcvj8aa1IV7VYjVeRIrskDOAfMxOWhnIoBj7OXyPEDlSIHcA9grXFKuNeWIoeA9BBPEO5+YR3OOXQ8atNJreoVRr7khM1oNZCdXj2+fBsWHDRWW6puwL2gDHOgJ9u8dA3kAOiNkcMvKE3QP7hYukfV/cR+s5fX78YP/vEuAODR5duQMNQSOY8v34bHl2/D4iuPo60E7t/s43e/hAPHNoV2gZNBl4RYDKK7blcvmutSShQ5jCxd9J7a+D8FjSojXaSHpZySZK0a6jYx8PO5zKZqNybJhKEsrks58DFfZHPEbWeUzz4oQ5GcikiRU0aFdv1JMyrORgNEG3tFlWtV/BQ58u/ec/YcvLo+WOKDKN1bZLcxhSInWqVHMJcdHkFsinLs+QWX522q42Lk+GYXi4FrlZ9bn4PIyQSjDLxs0pvN2E+RwxOHwcqzgx1HZ5MX9hI5PhC7hzKezI///T5OmTUarXVpbSmgAd61qqT4CDF5yG7+J9/dgdMP9JAQEkJGerC/YeKUyAIDsmvsE2UqFom7GEOYh7GsuSyFpXrSg7NJWCRTEwRsga16WuX7/8l3tlmvwyqnZNAli5alH1+2pQvJhBEqKLUMuXzRbfCQ8S1oVajOEWPkfOY3r6GxJqkkTol29Uqp/Us2dmBYXdoz0HYYDOY0uSH5xDKitEkn6SEu9nkih7Kbiq5V0aiMegdtIofyfkoY8uewKjy9eiemtNVjyvB6xzPqhP1GuDLznXzA6KrqiDIbkkxlxDfnt+fOreo+o4wHVynkihx5e+ZOaMHcCS2Byo02a1XlLnC+7fWI6aET0qmpTHP8bDI9NtM6IU/VXWwP33ZHSvUA5FSUbkg+nlWOub0hoGsVe1aIfamT8pC7i7m9a5oCZMkFgOENxbVqbTqJjv6cdT0GPM5eIqcSUGZ4AoCX1rXjpP1Ha3WtYgtZO8Bk9WXJmGkx9oqq+daUEAQUihxZP7HfSGdgYHHxFeZn/OGCWVj49lbc/9pG61q69JBRPfL4n1PccFA/jFnwRdWBMvm9oEhOURM5uk6mdcb92dU7iB8+8x5mj23GfeccTFo2D1mq7u6BPFIJg9ymcif5VLBtKrb/4gfeAlBcNFLfT9oIAqGaf6zYjsZaeuVUUifpISinegfteik3VsmEIVWRqoC4geEVOaT9lDDw+PJt5b9IhGsXvgMAWHzlcY7x0VSbwsRh1bvx8VDljh0EMlKMb081sZmAaF1BZO6E/E/85FePqCqFfZiDzbAoF/dn/9GN2NLpzGTp114vgkAn5Iocf/jdK+JBRhTws4lvu2EYnkF/ecQhMLAfMSq6VgXZNIxqrMH7u3pd6kWd6hW/GDm8TW0NmUDlXffJ6Th6yk68sLbdkVFWdYbmINhL5PhAHHNhHsayAdzVny99VnWxgeDvhkRLTjE72V9l4hXudTbvtClUjBzZ6VWpPK90xlSQuSGxmsI8jPdpq8fXj5/qIHIYU65TkSNudql/Rks5pVHh1p9zxgggtykCpQe/MQwbaFuGvmyx/M2lmEaqUPBgk03TJD95VR3kmMG6n8STLmLCLZkw9LkhCQvZ7/59pfUZNUGgi/TICQclu3oHrc9I+8nQqTJyvmf3MUDbT1G6ggyWifszFKFrzOtEuQxPw+qDbc5ERDn2ysX9+d0XDvH9XIRXCmidKNdP45prsLlETlWitomSGJVnQyr+9XKR9euDsc212N49aKnkGXRm7pOumS3XKvtSYyaYIuf7p8zEi2vb8c93d+CD3X3+9SiCP+FmXxten0YQdqq5No0FB43Fi+ucbpoReQE7sDdrVQCs3tEDAKFcDGQ3Zc9gUZ4VhdLjL28VU2GG2dDIThDy2jbT9muWMvyRt7cCCHeqIlVAWKSUatKDb0fRJq/gpmExkNPfT+LGkHrRxMa2anKK39AMZFXbZOKHT6/BuvZe0nJFsLH37Jpd+GBPn+MzcpVRqZ9M08T7u3rQ0acmCijvWsXPv8W01nQ2GbBJStVzhJeScjBP6y6mM+Cs3ykraVrrhKEtw5NI+u/hxjitG5KhzQ1JXMP0ZtW5VkUFnpCNclNPiajiDamEVL1C4LQYZY9Xkn58dFNN6fPyLY5rjBwAeOD8w/Ds5Uc5PveLBzmxFOg+ymDHfgTB5DZ5hki/PrjtjAPwg9P2dyWB0JrhKaDKSIz1ddikVml5rXVpnHzAaInKKGJ3sVJzeLIwqCKHQRx6rJ9e37AHO3sGJf9DPfYqcnwg3kjhFDnua539jMixaqi6fD/I0o9bNRIrcqwNDdRKIHl3NPFEMgw7KTvdZCeP6pVTPjZRKwjyemzKa7SJla9TkSMuKKltWrOzB0+s2I6X1wUL1lgteBnqRX96y/EZdeZcfhyc/ZvXMba5BgsvOpy2Ejhdq0Q1GCnpkTSUpS0WYbvAGa5FESnpYRj6VEaCG1JdOmHNufTqFb39xPqkZ8D2qafYcDIkNRJu4vO+i4sTQNlPUW48BxTFMtK5KQOKfZNJJVCTSqhTbMVMvTLUFVSVZOK67/MHWwfMXtinrQ7r2vviF0SXey0LHO53///krAOxbEsXfvPKBsd1FS7gXpDH/SnWnUoY+NfXjrSSiTD4raGG1Wfwsekj8dfS4TqD1gxPMiJHQnoA9t7rt+fOLeuWKfZI1DaxFvFjpa0+U5FzlPj8ZjZd8uBSjGrM4PGvHFFhS8NjryLHB2LnhvmxZBMaY+/UL8O8N9NhFDkym6LJhkRHTp0x2x2omcUC0KnIUR17ZSDH3PoUq8F8yleVkUa1z6rf2KZXrxQr88uUQAF+tHX2C4sQYvcW0R1N9Pungu2G5K6TmiDQRXrYCj2gP0s374nQqV7hqymYpuCyQ1ePzmDHousyv7CnVq/kIgrg3NGvRmUUpX5kT69tU5Qb4LA44Wcv4sI/vgnAftaTI8Ion9Qqo4PHN5OWVw2krjQec/qophocPbXNt7xffHYO7jrrwEhVRhWYFCjLVlt9BsftO9xVhs6RWC7uT0tdGhNKyiH21WrWUDrVK29t7nRds7OLyf9PNTH5dBHa2XwBv3hhveu6nYnLvsYHpQ4CL0UOAGzvHoKKnAsuuCDQ4vG+++4LU01kEMccdYYnK+uDRtcq8QEYZvEve5h2D+ghPfjSxWaEcYG79Jh98JWjJuOoHz9vXWMbC1aNqgcjP3G7SERFMT1Uz6t+6y3SjDQGsLs3i3m3L8K3TpxGV7AEsiBqDJQ2pZOG5WLnVycFfG0irCeVMLQFBrbSj8MZmBWgDbSdSuqLJ8OrV0SbyN2QNCtyEobhyIRUvEZXT8LQ2E9CpkienKIm3HSpwfg1jGmaDncxSpVRlC4FvDQ+yjgcFFi5vRuAkyivSSUwOWQA50/OHIl/rNwRqoyw6BYUD0C4/rrzrNlo7x3EN/6yLEyzQkG2ng4z/w1vyGB4QxvuWrQ2RKvCQaYaKtdP1dhcKJhIaEg5Npgr4I9vbHJdL9fmIESO+BVd6pUd3QN4fUOHZ3vEtnPnYxVDl00d/e75AZC7i1WKqPrJD6GInEMPPZSqHbGEmE2KOsOTHRi4+nKDwG9dFMYm2YOHnTwqH9u+BEGYm9RwpXzuzzqDUquyzY+Bp15U9uf0xJPxK59S6ZFOJrBmR3Hhet/LH5CVK4OfTZSnuOmELYtXfeiuS2WUShjW2FMNltjEgEy9QldP0rBtUj3v2S47hoTIoVbkaCbcDKBnUKFySmfcn1I1CcPpglRsB109yYSBJRvdi3AV4ImcvmzBoW4aquIV3qZsvkAey+hrx+yDp1btxO7eaE5q8wUTmzvsoPILZo/BVSeEO+j4/skzcf1JM3Hmf78atnlVoWCaWL61y3U9THfVpZMY31IXmbdY72Aer6xtd10forcVAGBrZz/e3iJTevijOvVKxf+lKmzqkCdo8CKybZVR5XXpIrTLBVVmbmENpUDHQZRTDC7llCabvFomU+QAlR1oi2sSncopL4Qici677DKqdsQSLkWO4gxPquBXOrVN3YJrFeVJHQ9fgoC4Ll2uVX7FUx42tNalMZgrYGf3gAYix/szyo1nJpWwXEFUP9T9VUaU5JR92h4p4UZJTiUTGlN1F2169YM9Lv9zctJDk8KNd61SSuQYEWRMA1yKHErllFZ3MU5lJMZLGKpKD36O4N2qABqbfnzmgXhvRw/+tMR94q0K/BpmlxCokmLtcsHhk3DB4ZNwyi9fDl1WNdjRPeA4cKPoJ8MwyLP+VYL17X3oHshjVGPG4cowVMlEANiwuw/buwYwobUWG/fYZAFJAGdJ1kYdc5BIytvtkX+/uSaF3X3Z6hQ5mjbTnm0r0+Zqfm9dNnm57bMms+mjTQjGXE3sRF2Em9dvZ6VUD3Ffif8zBjwOfYyc/v5+bNmyBZs3b7b+DVVQEjmygaVrUKuKUzKq0R3tO2cFnNUX00ME5cYT0BfsWJciJ5M08N7OHpz0y1fwey4luQr4jz26etLJBBfAOULSg7CeZMKw1GCqU1H6K6fo6klxNqkGb9ODbzqfQ9Q28W5I//Hb1/A/r6u5ryzXKokbEuXaXKsLnMOmIunB+ofa/VJbYGBu7HWVVB61JV98ijni/i/MxR0LZmmVdfOEAMs011RTPAukuJ+OntKGL86fqHVhzNu0qxQfZ2RpXfNhiPuzteRWNb6lFsDQJjtueOJdPLhkk0WMssxNFoYoQQoAudKgZ/eTBQUm6RqLbF4/cKx/QFyG//78wbj6hGmuzEgyuDbTlTauSnjNt17dxNa/Qe47ryC6qlHweCSy9jBF6XAhu1M1ZIg2cqpMR/mRUONKc6UX3K5VpvZg9iLIslZt2LABV199Nd566y3XZytWrKCqRisoXavkWa2dCoIonkNhMtL88uw5WLq5E995fKV1LS/YpAq6CIKZoxqtQKn8ybEK+Cun6OqpTSextr2YYvrFtYqzISly6xORSRp2YGDFg89vzqZV5CQsl6APi8pIb4wc78+o3cX4OCXPrdmJ59bsxDmHTiCrg4Gfg9jYyCSNUvrx8DbVp5Pozea1BgZm1SQ416qmmhQ6+nMkNj160Xz0ZQu4ZuHyCLJWGVbw8Ja6NPq7Bkhsmjm6CTNHA7c9vSZ0WUGRdxA5RZva6tPoGsgNWdKDt6mzpDJqq89gR/fgkFVO8ciWdmnMLUKVQloHHl2+DY8u34Z7zp4DwB2kdOhaZhP0tRps0hVPhs2Brn7yqHrisDpMDBi/SbaZ1gG2v5k3qRWLP9jj2R4R1fza2lyrPNUrRcwe24TTZo3GRUdNln/BBy41WOnvmp09GNNUg0aRuCRCOcLNq12/+OxBOGhcZYHPTTPaAP0A4QHyDTfcgDFjxuCRRx5BQ0MDFi5ciBNPPBE33XQTVRXaQanIkYEtYNVnDvL+LIzEbExzLT4xc5TjGrMlyiC6lP1Um06gP5vH06t3Ko8ZoSueTCaZ4FxBPjwxcgYiSKkugjL+RTpp6MuY5vOjUaqMUkmbyNGZJl4ExdCbPbYZ00Y0IMXfT+GL9QXfTb2lsdGQoVNFPPHVI/DMZUdpDaIrUxk1lBZ4FP00prkWU4bXI2FoJKcsm4CuEkHQXEtnE4PedK72a3a40VTLxh6dUTpPN/m5PC9spknJKY39ZEpsqkkViZyhrMhhYGuKjEAQDGXbxH5ioN5zAPrmDDbVugk3BTbpeVS55giGcjYFstlFTlXUtKrB7qeP7jfC2ZxSe1LJBL73qRkY2+xUqlTTi6yuz//2dVzxsLrA4p6uVUKMHPaXzZm1qQTSZRbxot0FmJEHPCajw5YuXYqnnnoKjY2NAID99tsP119/Pc477zyceeaZVNVohdg31A8KXQsWv1oonxP7j260AwJ/SNJapxIGXtvQgdc2dGDGqEaycmXwexhRx5NhmzTlaa01EW6ZZAJd/YOlOqMbe6SKnETCikURpVsfhavieYdNQCpp4JnVO63Mdqr7yY+HoBh7951zMADgs79+Db2qUvwKYL/Zju4BKzBrfSZZii0Q3qa6dHEjkUwYyHrEOKCGI0aORU6xjSdtjByvYJXU4DOmMfLIJgiGKOnBZUxjr9miV8WGUwd4RQ6bL2oUEDk6wXOVlk3pok0fBpURc4fLJEWlB71tuuLJsPkiqHqlErg2nprmDFtlJJJTCurSZRPb8KedNqmQTunrp+LfStNwB4Esngx7Zr25yR0ImwpsXj9l1mg8vnybqz1MwCCOzUBwBTuGEqb+8799HQeMacR1n5xR9rtkRI5hGKitLTJ29fX16OzsRGtr6xCPkSO6VtHerWyiizKmB2WWncaalHUyrZog1+Wyw/f5xj19dAVL4B8jh66emlTCmuhUn2SoVkUwpJOGtQlUThD4KtzC46ZTZqIuncTdL6yz1CvRBqUOX/7Xj58KAHjuvXb054qEm3r1ih73S0f6ceXkVLH87d2DuPmfqwEUVYMAfSYuXenH+QDOboKArh5d9gDOYMfsdUqBTTpPAnmVkb2ZNqxrVNCpXnEQOYLSY6iSHjKbalP0c0RUEF12jthnGD43d7ySukyoddl6c2MHmutSnm5IKqBNkVPQZ5OuOaPgYVPZMVLFINLtLuYmEeWNDnN4UDD1jD9Wh6icYmCmsbWT64NKoMCmgmlizc4erNnZE4jIIbvD9ttvP7zxxhsAgDlz5uCWW27BjTfeiAkT6OME6ILYN2Ee7Fd8ZCpaam3ebNKwOk69UnWxoUGa3rWUhveHT69xpPFUAV2KHF6NoNxdzOczquwtmaRhLb6BaAkCChLxV5+bgz9+6VBkuGxI0cZnCm/TJ2aOwrH7Dkc6mbBcq3KKjdIVaJuPkRNlAGfqeU93Ji4eGQWqCDH9+Dtbu7ClU42axXKtguEiCEjVK2QllQcjyIukR/FNOkFvk87Up3aaeMOaY4e8IkfihsTuJ0qLdI49p8rIaVPUQTkpIBIEw+rSOHpqm5K6/FyOKXDRA2/h7N+87kl6qLit4koQVAKZe4sOeLqLeZj0s08fhM8cPM6x9/OCWzlVRQOrQEEge73aIyJIP0YVGNhr7DGw5xUFyVgwTfJ7atOeytZaZETOd77zHbS0tAAArrnmGmzbtg3Lli3DDTfcQFWFdrhj5FRf1jmHTsC/Lj3Kej+2ucZF5KhaCunKspNIAO9u78YDSzbj58+tJSzZDR2KnIPHNyPFFabaDUm1emXhRfPx+MVHIMVFuI5SDUZh05zxLZg2ogHplE6bvD8LEzxcRDphcHNEhKo9YvVK1koTr7+fZpbcI6lt0q1e4aFCvZL32hOaAAAgAElEQVQSUnV/6Q9LcPq9r9JVwMFyreIUOUy9QrmRUU2G8uBJD2szrUAVEYV6JWFISA9Km+iKKgve/ZJt2tOlyYFyftJJoOQ4ma3tClLsJ8qwV1FRQrYLXNEtQuVz5MMQT0a8N7WpV7yIHIrCZe4tGuCtyJFbNWN0I6752LRYpx+3barCzahCmLoUOcytT3SBK4EFga+GyJG6i1Vcij/e39UDwJ3y3QtkrlUzZ860Xk+cOBH33XcfVdGRQewcyrTWxVOt6DY0DBQ2TRpWhxOnj8CqHT3WtX62sVHETqk+bX/xm8cgYRi4ZuE7geqkgOp4MixYGa+EiTT2CuHgcKiMIk3VTaheSfIkIlmxUujMWhWkTgrIxkHacgWhVeSwmlSvUbTZlDCUK6YY8hIiR4UiR5c9fF0GbAIpNdQVOdIYOWrikuiC1LWqRE5FHcCyWvgpclSOF5XxZBwBnIV+oiSn3CmgP3ybadUHkgyMTxQ300pURpqfVS6bFNRVMBUVLICtLV1uRh6o5JeWxWfScU95qYwYWMZPMUZONT93MdgxrU19pfYFzepFmvtrYGAA69atQ09Pj+P6IYccQlmNNrhj5IQv89xDJ2De5Fb8eclmbO7ox/F3voAzZo8JX7APVKfq/st/zAMAXPm35da1SDNxETwpZKfcqtPE+/YTIYnoJHKGNonIkHaojMiKlcKf9KCrx2FTpOQUXT0prWNPRnooUK9oSOXKILWpNE4om0EZO60c2IL/vZ29WLWjGwDvLkZXj04ix04//iFSr3Aqo5zJiBz1BIFK8GPCcutLDW2bcj7kFOU9IA7jvAmkFE0b/EGGRXqk6fvJFO4o7fFkAm6mw0A1UZrNF4oEtociR0X12tzFPLJWUcCtnCoyOdu7BjCsPl02m1K1KFRoUxgPEhXqFQDY0tmPulQSrSUFi01OyYnR8S3FQ+3z5k2w2gUEezbLXOCoh1+l45mMyHnqqafwrW99C11dXY7rhmFgxYoVVNXohfBbUhAE3/xIMejnQ29uxu5SHJm/Lt0Sulw/6MocJCM9VCGKjad69xbvzyincD7eTrTxZOjq4U+Go1BFMFCqjFIabVKd4YkhpZWcktWvRpGjC3LXKnqbdKXpBpyby4XLihkmVPSTXteq4l/DsOP+qFGvkBfpCZkiR4V6RSs5JVGvsLFHqfTQCZlNbBNIqcYQS2IbTxXIcZ1hkR4aSETt2ZBE0kPB3aB6Gjzqx89jYmstrvjIvgDUkB4idM0ZWoNSF0xkYeKUe17BJ2eOxI2n7K+kHk+VUZlbOdij2fmlvCJFzun3voq2+jT+8dUjAXi7wDG01KWx+MrjqqpLRrhRm1RpeWSj8dZbb8Wll16KJUuWYOXKlda/IUviQG36cX5zFG2qbrp6khpJD7/SacmpeLghkbq3aFQQ+O0HaW1S/2BlUJ2qm0HVCYwMuoKH63QXEzctScPuH0ryJZXUOEdIXavo1SsdioPV85BtLtn9TDlVReVaJcb9oUQUwY4dmbhKg47yea+TnMpxlbHfUpcbkirwhCVTu2VS9HF/RKi8v2QqIzuWEV09UblWecXIqRmic8aGPf2aM3Hp7SclihzX2LMPVBa9t4u8PrueypRTV58wDeNaajGqsaZs2TpIj2yJ5G3vtdcs5VyrKFHMxEVj1J/f3Ix5ty+yEk0EXf6QWblz506cf/75qKuroyoycoido0q98mGJfyEjPVRRBn6LBsqAs5Qb83Lwz/BEV49OtwlfgoCwnpROm3w+o2xGRivh5rSqPp3EnHHNANQp3FRDJD1SyYRlC3Wqbl0Qn0kG7Pt5qKpX5Jm46DtKfGZ88fdv4KYnV5GVz8PKxMW5VrGsVZQ/rU4ih8/EZZNTJfUKqSInGjWY1U8KXKvEolTeXvy9K7rAqSRbVNrkpzL6UAQ7FhQEcye0YPGVxykif8mLlMKLnKKA+FTQFsBZa2BgTeRUha5VR09twyMXzrdcUCsBJenBsKnDneHJS2VEAZFwoySnfvnCOgBAV3+uWFfA5Q/ZHXbMMcfgzTffpCouFhA7R5nSQ/HM6jchUG5CZHs0VZb5xsghpI/iQnqQqle0bjy9P6NVr2gkPXyMouwnMRCbSohDL5U0ONKD0rVK49gT3icNw5p3aVVGOtVgYt32soLyp+3XlIULkLuwJBUoPUSycsW2bvzt7a1k5cvq4l2rrNgrhM97sSiVm9qchJyy1CuENkXhLgZwMXIYOaVwXaarbLGfVB4a6hh7fD06+kmXKsulBlNok26CQCQ9KGoXH9+61Jae6hUldekhtW3CTQ85Rd1VH+zuAwCMasxY17zIKa+q2fWqgh2bxYDHFGDrnmyhsvUXWYyc8ePH46tf/SpOPvlkjBw50vHZJZdcQlWNVohdo8y1iq5YKfzdW+jqodwclYO/ewtdPRr5AS0p1YH4kFOkMXIoO70M/NZBlOOlmhOPaiHeT6mEYU0OtLGMNNrkUuTYhpDeTxHOe0nDsOZwyvm3P5snK6scZGOP2UK56NMaI6dU1+aOfvz4qdUA7PhQKtNaFwomEooeWg7XKs1uSKqyIUmVHqV+UjlatJEeQnymoUp6OF2rin9TQ1yR40+40VUs3jv6slbJSQ8VUG3SvS+uR10miXHNRXeioBmeKoE4xRU4pQdFGnovVBrsOFRdpv3MorJoT8kNfFi9TeTYGdOCBnBmbaq8VXw/hYVF5OQraw9Zzy1btgzTpk3DqlWr8MILL1j/XnzxRaoqtMOdtUqteiVM8b2DeXz2169h+dYu12d9PotyUkWOxChV048fX0nZT1qzt/i6IalVRahzgfP+bOjG/dGjyNGxAGJwKT0StiKH8n5qriVNlOgLGemhQpGjkZtybcRSSYNTr9DVEyWRk+SIHFJFToTuYknDHie0rlXO90oVF9K4P/SEm9jlKm3ixwR7mVJAeogl6YpV4yLchqhrVa7gDnasIhOXuBBS+XvlZCRiSr0LnC7FGxt77tgr9A2gUkR44Z6X1uMn/36fi5GjXr3Cp+qm5LH/d8U2LN3c6agHUEROCe8LChQ5MmKIjb2UigNeV9wf55j+0xubqi6a7cetuSFgv5Otqu+//36qomIDlYoc6gOmt7d0Ym17L3763Frc/ZmDHJ91D+S0tEOnemUg680QDFWVka+72FCNkePzgKUcL0ombA/oUhnpJXLcqghDgSKnpTZNV1gZyNyQbHKKrp5/r1EXiFCEXJFjSD8LA41Jq9zkFEciauReSCHalEyo6SdxLtLhsmNwwY5VxClxpYAumLQ3LAcWQ0aWJl4t2aKsaClBoELpIUKpIoebkFwqI8pqhbJU2sRnBtTrLqasaAfEuD8qwWzqz+aRSSWUrdu9VEaqsoup6Kvv/f1dALCyNnnFMlIxTHjSg6qLLM7D4K8VLwbdY3z+0PG4/olVGNsSIICzq34nOXX7M+/hc4eMD1axAFuRE1GwY6DYQW+99RaeeOIJLF26VJsvpiqIzSdNWatoYSIrtcuHyFEV90c1erPeNlGqjGRlqbJy0Gd1N3RVRt6fUd5POmPkiDZNHV6PA8Y0ARjKihzJxrP0mtKmqBU5Klw0vnbsFPIyvSBuWpIJw3qID9XHrXg/qSI9dEJXP4lFvbFxD1bv6KargEOeJz1Ms6ScKn2mMEaODvUKT06piCfjcoHTpcixlB4aCALtWas+RCqjUj0q0sTLNp46UBD6yWoPwTPYZVPBRO9gHsfe+QJ+UQoYqwJeKiMV4BU5VOgZdO+b2P2jItafy10M6hQ5PNhWKpEw8LNPz8aUtnrfMk6dNQaLrzwOzVUcNJom3T3lcq0KeKuQ9dyWLVuwYMECnHvuubjllltwzjnnYMGCBdi8eTNVFdohDhBKgoB8Q+ExjgqmiZ4Bb5k8ZcBZrUTOoLdNqgk3VY9BP3cGUuWURiIn50tO0dWjNYiuNKZH8TUln6SVyBG6KZVIKAmi21KnT5Ejc0NiplDew5+v8vSlGrji/iTsGDlDlfSQu8CxzyJoEAHEfuLdxSg3aeLvc8XDy3HO794gK58Hu5/ae7No7806YhmpJKdUqkiYTYycMmA/H1USBLqCHbOXtspIWbXaMnHZhJsCslcSp0QVeEWOUncxAWpjCvGEW/Evn33zK0dNdgSlpYJp2gfWjy/fRl4+g8qU6m7Cjf6e2tI5AKA4x72ztQvvbO2ybEoZBm49bX8Mb6DvHwae9Ai7rMwVTHT2Z61xxu/7WB0Jw8D8ycMwuqm80iYoZOQUVTeJipygIBuNN910E2bPno1XX30V//73v/HKK69gzpw5uPHGG6mqsJDP53HrrbfiiCOOwNy5c3H55Zejvb3d8/uLFi3CKaecgoMOOginnnoqnn/++UD1iJ0TZzckNpTETVfPQF5bumSNe2lfIkdVUGrV6PNxF6MkEXWSHn7Zbyh/W51BdN0EQUKJeiVS16qkvUmjtKmlTp8ix5WJ60PgsuPnAqcvzxQtxCDE/NgbqqpekXxIGoblHjtkbeL66ZG3tyJhgLufVCo9lBXNETlFRU4yYfeTroxF1JDFk1ERaFuEtmDHglufSjdQlbeqXyauoUq4ZSUucCwb0tjmGlx45GQlqtgCTC3zKru1alIJfOfj+zlIqrAQf5diWmtam7aUUnWPaarBl/6wBF/6wxJbaZkwcML0kVZAZxUomDbpkTfDxeK7+clV+NjPXrKzKQr1AHoSURQDONOUxdpru1YFaz/ZTuH111/Hd7/7XdTXFyVMDQ0N+Pa3v40lS5ZQVWHhnnvuwdNPP40///nPWLRoEQDgmmuukX53w4YNuPzyy3HxxRfjtddew8UXX4zLLrsMGzduLFuP2DmU6hXqycyOjeQs18+tClDvsqPqPurxJXIobSIrqiz8glIPBbc+GQa0ETnR2aQqnoxOIkfcePJKD0rojJHj2kxz/TR0N9PO98mEYT38KW361efmkJVVDi71iqHGZUcnZDFybEVOFC0KD7+g1LTBjp2F6VDksNf8/aQyjo1am+zXuZLKiAVwVpm5TakihzOK1aPDtUplP/Gn7pYiR4XSQ3iOq3z2yWwaVpfG5cdOwU8/fZDXf6scglG6HhN2TC0DCw4ai/Etdcrq4hU5VGuxnT2DAIARDe4MTzq2BQXBDemSB5dWXdY/Vm4HAAyW1uP8b2QR9BqW0CahCxzbmw1G5VpVU1ODri5nxqSuri6k0/QL9wcffBAXXnghJk6ciKamJlx99dV47rnnpOTMww8/jFmzZuGMM85AJpPB6aefjgMOOAB/+9vfytbjzlpFZoI8a1WI8qyWCoWUJ3JCVOoqi34myBfcrPRgruC7IFGdqlvVfOdH5AxVNyQ/xn2o2iQlckqvKe+BGg2ZERgGczJ3MXqCQKcix61eSVhjbojyOFKbbNcqunrmjG+hK6wMpPGZ2NjT1gpayLPADW0SUeTkiyojencxsSSl8WTEuD+Kgoe76lUa7JgjPSxyyn6vCroVOVZgYKXKKWVFIyuxaWJrHc47bAJuXzBLWb0qFW4OIse0N9NfnD8Rk4apIz1Uzann3f8GfvvqBut9wSIIdCg96GPksPuI39ewfhL3OhS/qVxlZL+XZVkOCqYytIgc7jN2a6nYk4piCVJFDiNyJDb5gWxVfeKJJ+Kyyy7DN7/5TUyYMAEbN27ET37yE3ziE5+gqgJAkRzavHkzDjzwQOvapEmT0NjYiHfffRcTJkxwfH/lypWYNcs5KR5wwAFYuXJl2brEvmlprkNrq3/QpKCok5xMJ1PJqstvbOgBAGTSQhm7+3z/n3KbEomqy9/VPYAjbn0G152yP754xGTrenuJVfZCM6FN9XVuf1EjYZCVz8NPvULZTw31Eh9YA0psEvgBHLXvcLz8/i4UTNp+am6slV5XYVNBeDjU1qSsibexsZaszrZm+cJHhU0iq1aTSSGdLhJJdfU1dPeTxn4S5XQ16SRqMsVHXm19Rk2dHFSUn8o4yb1MOmHNu7W16SFpUzrjXIZkUgnUl2yqqaGzaVRTDbZ3Dbiu67ApnUqgvjTvpjOpIdlPmVq3TY3MJnHdQYjGplq0NsnnjbDIlMZZImEglU4hlTTQ1Fh0LQizHnNBeGYYhoHWFjW/Vw23ZkllUkgmDLSUniVGsvr1mAhxM9tA+OwTUbur13qdrknBMIC5U0dg+qhGfO/UA8jqTQpH+A2NdM8+EXW99iFrpqY4Doe3NeB7Zxzo9V+qQjKpz6Y+w66rpnRvDWttQBNxkoOMcMhV31CD5ubiHJEkGuOFgomV27uxcrsdPN62qR6tDRkkSmRiU1P4tWwm7bTJMAw0lmK7JAyaPUdtqf18Xexaa0s9WltqkSr9tk1N4e9n0ab6hho0CnN5tXWkUwkgmwdKKrZUKonahhqYJlBbisU4rKXYL6lSavXGhvBjv6bGOZYb6ulsqin9XmZpbg06lsnurquuugo333wzLrnkEgwMDCCTyWDBggW46qqrqKoAAHR3F2+qxsZGx/Xm5mbrMx49PT1oampyfXfNmjVl6xJZtp7uAexJ04iYshLXoHwujz17eiXfLo/u7uICNZt1lrGt3b+8nu4B7KmhOfnPSiKi5wuFqm1auaUTAPDQaxtw+syR1vUtHf7kVG/3QNV1ipDZZBZMsvKtMk3TN+5PT3c/9uyhUbflZDaZILcJAHoERVjGAPYd0YDVO3rQ291P108DWel1JTb1C3UVCsiXTqK6CW3KabSpW2ZTrjgeuwnvJy+oKL+3T7DJNJEtKcR6ej4cNhmmPUf19A5+KGwCgAFmUx+dTb8952Cc9MtXXNeVzBF9zsMGA8BA6R7r688OyX7qEQ5QEgD6mU0DObI6RdHICXcswvSRDbjvnLkk5fPoKq2begbyeG7VDiQMA/29RTsHB+lscquKq1/rlUNnV7/1urdvEEnDwOja4hrvjFmjyerNCz6CHR192JNSo1TY02nb1NM7iIRhoK9nAH8475Di51Q2CXKVjs4+svWxiN0ddpt7SmOuq7OPXEWQF+RfHV10a0kRu/bYa3M2X/R09SHfT/sbZnPOtXJnZz/qSkfvBaL1+S7JgXF3qZ+6O/uQzOZQKN0DnZ192JMJtzfMCur1XL6AjtJeh2p9ztrPuyp295TmwK4+7DELyJUOJbu6wq9lRZu6ugawRwiDUG0drJiO0hyezxdw1K3PoGsgh8bSPdvd3Y89SQO5UvzRboJ136Cwf+rq7keH0PdV11Gaf3pLz1V+LI8c2eT538iInNraWtxwww24/vrr0d7ejra2NiVBrRoaGgDARdp0dna6yB32fdHly+u7IsRY1HEODMzaKv7k5WIMUHYRtdyQtVwcR36ER/H7dG3QESwLKKpx/HqKNEaOxgDOomsVnw2J0qZUpDFyEkgYxWuUUlidMXIGpTYNbVeQQWGjwadLHqoZnsRsBrwceqja5Ap2zLmCUI69EY3qgjiK8Iv7M0TD/kjj/rBnCanLjtDnA7kC3t5SvQTfD7xNa9t70Vafxj7DiyegR+wzjKwecRgXx7WaZ5bohpRIAG31GSy+8jgl9Vl1qXSt4oPomiZ5shAvqHRD4m2yXfxUuII4USiY6B7I4aM/fRHf/vh+OPOgsWR1ZTXZJKIY7Lj4mqq2Hd1u9WZBcE2aN6kVa9t70UKgOHJlQzJNFMzixa6BHN7f1YOpwxtC1cGep3xVbOmnwl1MZhPVNMHCKQzmbTckFkqku5SpWdzrqJii8qaJqxcuJynLFSMn4P8j2yl0dXWhv78fhmFg2LBhePjhh7Fw4ULyTUBzczPGjRuH5cvtH27Dhg3o7u7GjBkzXN+fOXMm3nnnHce1FStWYObMmWXrcgU7JpyQqCc3exJzlluOyCENDExNTnlMzOWIHEqiQlfolX6fjFUArU1RBjtOJ+0YBJS3QFpHVLMSBvPeMXIop7saIvVfEIgEQSrJpbUmruu8wyaU/xIBXDbxGZ6G6GY6KyWnGOEWRYvCQ0bkDPV+Em1y9hOdUZ+YMbL8l4ggCx4+rqUoKd93RLgNBg+dXe7KQJgwsE9bPf71tSNx1hy6Da4IlUGHmU0GiveProMbtTGF7Lk8V4r7owIu0kPhaMzysYxMU1ucv4JpYkd3UZnxx9fLJ32pBLJgxzriyfBpramwrav4G/EkTV4gcq74yFT89T/mKTkkKBRMB0F+9m9eD10mPzcw3PZ00TtFC+FmAr0Sj4BqkCq5DAZKqKLQtJ7BPNa1+3uJBIWYflx7sOOLL74Yq1atAgDcdddduOOOO3DHHXfgRz/6EVUVFj772c/i3nvvtQic2267Dcccc4wrPg4ALFiwAMuWLcNjjz2GbDaLxx57DMuXL8eCBQvK1uMmcqgsoM/mZKtXnNfLEzl0bSAnp0p/xWL9ggLLvh8GukiPvly0Nqmw0jRNV/pxVaRHXLJWDdF9p8smPugnNRn/9eOn4tJj9iEtUwa3ysjggh3T2vSVoyaX/xIBZOSUnTloaI4+mcpIVT/pgozIaS357bO/FLj+5PIHUlRw2WQYmDuhBb8552CcN4+OnNXZ5TJyCgBa6tJKFOUMKoMOs35KGHYmLh1Qql5xpOrWs+kE9PQTwJRTemwyTU7BT7jy29k94EiuYqeAJqvCgotwM01y0n9nyeWIj+/TX1qns/GXSiYwUVEQ54JJRyR29mexcluXNbfK1goqCF+xxJ7BHM7/nzdJymbEJ1u7ym4fPSQi3cCzFTmVTaZkRM77779vBRV+9NFH8etf/xp//OMfsXDhQqoqLFx88cU44YQT8OlPfxrHHnssCoUCbrvtNgDAwoULMXeu7Us9adIk3HXXXbj77rtx6KGH4u6778ZPf/pTKekjQnStUu3eEmYi8hpL5eSuqlVGYR4UMhkgUD7jg+qU6iogI6eOmmJLuylt0nXyI7q2AE6lB+VzN6VTkSMSBEmenKKzalwpeN/cCeozCIlKD6dN9PWlkur7S0YQMKuoF30XHjkZ135sGm2hEsgVOcXX1P30zeOn0hbogayEIGAZ23Te15SQEW6fnDkS//mp6Th//kSyelIJAw0ZPdntRCKHLZJnjW0mfT5FqchR9bwX15JaFDmGoZXIUepaJZAeutYwkiUMGRxuSAWVyilBpc+THoRVnvTLV3Dpn+100nmzuLlWQYi6XHYKNjlBVZ1NENgF3vvSBwDUkFMi8qaJf727g6Ssyx56G+f9fol1jw6IWUhgz30qOdLOfho1DuAmcmQN10EilhNLVAI21vi54devfIAfPu0f05csRk4+n0cymcSmTZuQzWax3377ASjGo6FGMpnEtddei2uvvdb12emnn47TTz/dce24447DcceF9w+mHBSyyY1iOFQ6yEgVOcrW3M5GllsEUbZDxcnPim1dmNJWj1ouonufxLVqn7Z6bNzTjw9295EqZnQt7GSpx4vpkumVHjpj5EhVRgrIqZa6NBZfeRz++MYmLNnYQViyGwOSjSebO1SsZXWMQZFIVNVPDDpsyhYk5JQiRc65h01AW0Ma3/v7u6TlishJCLfPHDwOe/qypEoPAPj2idNwy7/KJzoIC5kixzAMnDprDHldukKe5ST3kwr856em4/onVikpW4SLnNL0Yy5avRNTWmowfzJdHB4GNm/nCiYeWbYVY5r0xIai3NCIcCpyTG39pNMmbYQbVy9VjWwzzU8RSzd1KFW18cgrSNXNfieRlAf0KD3W7+q1iKOwWLGtGFOW9ZNM8aHEJKH/Ke8nF5EjgY55QjxcCwMr7k/JJtMEfv78OgDArWd7B/sn2/JOnz4dP//5z/GLX/wCRx99NABg+/btqK9Xm2ZTJ0gVOZJfPtzGVv5/dcbIURb3R3QX06gyon647uwewBd/vwQ3/3O14/qAxLUqnbQDA9OqVzQROZIJNq1I6aHLJtM0pYGBbXKKvk4dtvnFk1Hh3qLDJlksI5UBnLUQOZLN9DmHjsf8Sa1YMJs+poeO+BqyGDk1qQQuO3aKg+ymwJlzxuGHZ8wiLVMGmRuSKlx9gnolGADkRBJRkU2nzhqDsc3RkA/KFDnCdPPDf67CpQ+9raQucX2ky2VHF+mhMkaOCKU2CfFktCqniM1q73VneHptQ4fS349HXzaPi//0FgBgS+cA7l+8IXSZrOmyjboOgqCbUL3CEmew+KLiGhbQs34hJXKEGDkyN0gVNok8gKgoDgPRtSpoyWREznXXXYdFixZh3bp1uPTSSwEAL774Io455hiqKiIH5cKFWpFjkx5uGaUfKMc59cLOS/1ZNhMXYRuohR5dpWjq72x1ZuGQ2ZR2KAjoJwvVkDHljjglhHWplKrzyObdPeGMvUJfpxb1ioycKr1W8dPqsElUECQTBhYcVFREHLlPG3l9URFuwxsy+NlnDkJrPX1KWT026dlM2+U736vYbMhURqpw8gGj8fPPzFZWPoMu0gMAvvmRfZWVzUNGIqpAvSb3N0CfckqEStcqfuwVCqa2JBS6yKkH39ysLcZZvpS1CqBT8+3sdhM5OrFsSxc6OOLjzkVrQ5fJ+kOmyFEBN0FAVy8jcnpKgYZlB8c6yCnKOYLNa0z53yvxANCRBY5yfLA9NFsTBT1wJCNy9t9/f/zpT3/C/fffj/HjxwMoBhr+wQ9+QFVF5CBN1S25FipGTulvxa5VhE9E+gDOcp/XcgHo4qzIqSRNfCaVsGJ6UD7jdWWxkLtWGYBlE51RshMGFZBJUovxZNS4twDRqFeSCQMnTB8BAJgxqpG8vqgUOfuPbsLiK4+zsu1QQsd9JVPkqIQelZE+0kNWvoqFusy1SiXE8lUQ2zptOmG/EbjrrAMd11TMreJzV9Vm5u7PHIRDNMQ6AySKHF2udxri/gB6MzzlTBN7erOYd/siPLpsK23Zwu/VRajA4CEO6Q929+GiB4rqFapgx7t69BI5YrtVzOFsvqk08CwVKF12REWOTC3PbqnLjp2CMU012Kse0PoAACAASURBVG8k/bqPsp9YghPWPz2SbMY6pgnKvQfbj1eqyCGLkQMU4+SsW7cOu3fvdmzS5s2bR1lNZCB1Q5KMsDAbW4vIEYotG0+GUL9CTnowlZFwXcbqHjCmyVK5UC4ntKWJlzTaEdOD0Chdfsty0iOhJKZDpnTMXpNK+PrMhoXsAZhKGDh4fDNeWNuOMQpcArSQHpK4Px+bPhIvXTFCSf3RqFfUBs7VEacpatJDRXwKUZqsnJwyPlykByCxKV9AKkGrApEp3FRCLH8wVyB3tROJHFUWTW6rxy/PnoMlGztwcWkTDRTXfNTPY3HsqXwe8lCpXuHLfvyd7ahL6wmCnsub+PGi9wEAf126BacdSBPj6oX327FpD03K4kqxekcPeZm7JK5VSiHcMpSkBwMTxKgoWwZxFhBVnWFgK3KKZIcsuQqbh+ZOaMGjFx9OUq9okyzIcrUQY+T0SoicKGIxhoGYfjzonEpG5CxfvhyXX345Nm/eDMMwrAdUMpnEsmXLqKqJFLRBdIt/UwnDevCGC5Ej/8/lxoHqwMAkp2gBFt6fO2QcfrpoLbZ3DypJB0cFq2UBFDlpjvSgdK3SKeEVkUoYmNJWj6WbO9GQoeOR509uxXc+vh8Kpqk0mKmMfU8lDHxx/kScMH0kJilIRala6ZErmC4ikZESqjbVehQ5AkGgmGiJQpGjncgpmEgQ/475iMkpFURO1MqpbN5ELbGnnRgjRzVEm/qzCogc4VlI6c4gg2hTz2AejTWk56mu5257b5a0fIb9RjZga9cAfvx/DsQ3H16GwVwBg7kCMil6kkW0SZYcQgWeWb0Dj7+znbTMgmnimw9HtyfildJrdvagdzAf2vWve8C9idYJMVkDBdjcoMttXwRlvbWlLJCWIkfT/SOCUt3EDuZsIsetaFPiWuUiEeU2berow/iWyvYDKStxRfE9c4EsB7IZ9+abb8aJJ56I1157DY2NjXj99ddx9tln45ZbbqGqInKoCAzML/BUTBfl48nQ28SvVUji/gjX5fFkhkia2gpsyqQSGFafAUC7udH1YJLVU5NK4KoT9sVPzjwQ00Y2kNVlGAYWHDSWlBySQRr3J5lAwjCUkDjF8tVuAmUPog+ly45iokWmXqGGuNHUrV5RcTj54VTkOPtJdfwBl3pFg7tYORfnsBD7qV8S1yEsxOeuahddsZ/29NGTLKJNqhQ53z9lJn559kEY0Vhco3zvf1fi6J88j/d20is+VMbf4cGG3I0nzwRQDJxrfUZUB2UK5iAQ2y2qiq9ZuDx0HbqCGnshSzjG17X34smV27UdeHqB0g3Jcq0qkXi6LFMZT4a5VtmZuGRBqcmq84TMpkXv7cKCXy3Gv9fsrKgs8fkQdK4g2/2uWrUKV111FRobG2GaJhoaGnD11VfjzjvvpKoicqggctJc5EV+4ujP5vHI21sCq0ts1yph4a1xgmVjkLcpnLtY8Hgy6aRh3QSUFnuRSVWXV0mMnKSBm06ZiatPmIapw+lIDxVj4qE3N2NrZ3/ZejLJBGrTSRw1hT7YLKCe9JBtkGoVnEDyUE1AyDYvNYptiiRGjmpFjkS9Qo2oFTkq5o6obaKUsNtlOm1SkSWNh7g20RH3R/XmWpwjVBASok2UMnkZUkZ1C/VKoGvN15BJ4ZAJrdb9xFQyG3bTuwzpVkUwm5xEG828JMvwpAP/+anpANyxC9/c1Bm6bF1EmxcoiesL//gmvvP4Sm0uVQziMo+SVBZdq6KCzCbTNLFsS+VjMEj6cXE/rKJHZeNk9Y5iuvflQlKbchDHgCyUgwxkq/VUyj4Jb2pqwq5du5BOp7FzZ2WMVJyhYn2ZFjYXn/rFy3hwySb89Lm1uPHJ1Xhx7e5A5fCEQ382j/XtvQDKP9RpXXaKf3mbwszvvE0F0460L2PKU8kEfnLmbHz+kPEY00QXp4Q9oHi5cBifdtZ0ceEtsymTTKCtPoPPzh1XdX0ysDFBtVnf3TuIW59ag6//xSkXltmkmiBQTXrI7idqub8I1Rtb2SKoTrNN1Btd0zRdD9h6zTYpUa8IfZURUzARQ9xMK8nwFLF6RYlrlVCm6i2BlmDHwoBWTRi4XKs0EDk7FQdtFW1SEeBW96ZaJKdU1K9a/cXwyZmjAACjSmtIFYqp9h41rm7lwOZVFfeRrv4R8d1P7AeAdr5jv8+O7oEy31QLSuLaInICuupQwUVOSdaaf3t7Ky74nzfx7zW7KiqbzaVB+p5yRSHu/6SxQEseIuIzUxXIVoGzZs3CCy+8AACYP38+rrnmGlxxxRWYMWMGVRWRgzIoHdu4iIqcXT2DuO3p97C75Ncc1EeOD3b8ncdX4tO/fg3ZfAE50/QcxFPa6kldUSybODenUK5V7IVh4M5/r8VHf/oiegfz0hs3kzQwZXg9/u9H91XUT4brWnXl2a//+tZmzLt9EboHch42qdmkURM5rLyO/ixeWb8bJ/6s2E+yQxLlSg8FqosNu/tw7cJ3MJgryImcIWjTnr4sfv78WuQLpvRBpDpdrkgQUDzuBnIF/HVpUcUou5+oY1GIEG2ikGYXTBMvr2u35hyRnBqmIOU4D1WKnA+4U3vRpuZatf2kivTgT7pdgYFVk1MBFpdhEZUqgkGFIkccz7rJKRW/qW43F7fCTYFNmsip8+dPxHNfPxojGoruYh0ckUN1C+tW5LB22+manfcRhVm63ZBYmxk5RaleGV0i8TZ39Jf5Ji2YTd8+cRoAedbXXMHEv9fsqngPwg4bZSm6VUIM3SFTPLK1wAe7eysqO1XB/mhUY7FPVRzm+YUmqHR+r/Y2ItuB3HTTTZg5s+hX+q1vfQvjxo1DJpPBzTffTFVF5KA8GGf95aVeYZNvIeAWh93YBoBX1xdVPNm8iXzBdD1o7zrrQCy8aD4evOAw0tN+mU2hJnhOkfPku8WAc90DOa0xcti8Q0WqWK5VAP7n9U0AgB3dg3KbFBEEc8Y3AwBOnTXauhZmkcJanjAM/Pz5dejoz+H9XT2eMXJUQoV65danVuPp1TvxxsY90ShyFGwC73jmPfz6lQ147r1dyEoyCehW5FCc6N3z4jrc8s9iX8k2so01eskpig3VQ29uxuV/WYanVhWVreKiobVOL5GTI1iwP7N6J866bzGeWV20SXRtYpsoVVCxmV62pRPH3vkCXni/vVSm06YZo+hTufKQBTsOi417+jDv9kV4Y+MeAG6bzpozNnQdfpBlrQqLzv4sFvzqVazaXpS+R056EARXzuULuPHJVdhScm3WTbiJS6/v/n0lnlgRLkCwaZr43asbsLNnEHcteh9vbuwIVV5QGIaB2nTS6if+Nlq6uRMrtlXmKiHi6VU7sL49mmxVtgucczMfVgH5ztYu7cGOWZOZTZTE9ahSzKdNmokcBmaTTDn1m1c+wFWPLMdzpedMULB1t253MYZvHD8VgHeyEKDyeUtUAvrhyhP2xfUnzcDBpb1PGLjj/kg8RKolcqo80iTbVY0ePRpjxxYf7MOGDcP3v/99/OhHP8LUqVOpqogUi688jlTyzdbDDvWKg8gxXNeCwbDaWTBNFCRETlNNCmObaystuCwKEpWRaQILfvUq7l+8oeLy+EHNLCiYpmeMHBVgBBm/SQuzTrKVU4aVgt7LphpFipzJbfVYfOVxOHKfYSTlsaYbhk12Fkz5KZqKjBY8VJAe7F7Me9ikPEaOAnKKLXyyBVO6OR+KbkhMBt89kJOSU6oVOSrUK2wxubWrKPMWXXaaqVMTCRDvJwrCjfmPs820aNPIRjrXWBlcAZwJBt/SzUUf/5fWMSLHWeZRU9XEBGMQHxUUMXLe2FDcPD+6bBsAp023nLo/zpitmMhxBaUOb9Or6/dgU0c/7nvlAwDOe/SsOWPxwPmHhq7DD2I/UcwRr2/owCNvb8WN/1glLXM6YVIBGWTP3Mff2RaqzBXbunHXc2vx/z36Dn63eCOWEMRxqQRez9wrHq4+MPCmjj5c++gK3PPS+qrLqAaXHjMFY5trsP/oJgBugiDMkmln9wC+9IclePDNzWGaWDXY2JOpjPqzefxtafA4owzMrU5Vtrdy8FMZbSutA3ZW6Palai9RFqWxxdbIcjekEulR4XO4knFbl07i5ANGk3prnHfYBAAeNiUZkVPZMytyRQ4AvPbaa7juuutwySWXAACWLVuGxYsXU1bxoUFB4rLDq1fYc6SajmXckFnaeIonxZVI0ioBWz9khGDHmzr6ceeitRWXZys9wJFT8s20KpvYPcorSUK5i3EqI76PZcolVeQUAxVBwKvBmJTS9CKnhqAbkt1Pcptq03rjlFDEkynXT3XKXaucvxmJTRzhJlfk6CVyKOTmfD/JCN9m3eQUYT+xksQF3MhG3Yqc8ASBuEDkbbrq49Mxa0xT6Dr84CI9KJhRNu9JykwoIJdFuIlRurLZMObH8+yxzaRJBWRQkTFNPMXl54j/+9F98YcvqiWnZIHrw44ORkTKVBFjmmrw/VJWKVXwWkaEsau7P5pAswdPaMHCiw5HU+lZIXPZqRbrFQS2rgS2esVpk2EAdy5ai5v+uRovrgsWZ5Th/7H35eFyFOX6b/fMnJmzn+z7RhYCCQQCYZUAAiIXAcENBREQFHFBxet2Ra/3XkWvckWuCj9BRFEUUUDxggpuLCIJiywhhEASErJvJ2c/Z2a6f390V3d1dXV3dU9PV0087/PkyZmZnpn6prqrq956v/cjpbqzhxWLExOnn5IqPWQX9SVDBFeRk5T0qLlVtWFcaxNyupYqOZU0ptS697777sOVV16JYrHokDeapu1XVavSBOmwfEDVKo3zXOjneVQRXqUHOyGqu3qFThejXn/itb1Ydt3DwuUpXdJDo5QeJnjXe738ZPgqo+RDiKvI8fYTTzVe/8pBaaWLWdA0zaPI4e3e13tnoB6KnCgSsd43fl/KTgp3MNINhsnfFc5ekVN7UDThxpbpBrL3yEmjn+jriSfhbc/YTyYNBQHdT4C/pHr905C8j9OQm5OPJKcxPSldnIKcOwr1SBdzPtEOiv7Menv+AP7rKR3CzfqfR07V21Qe4MWUBpFjgcRGj6VZ9FM9fjfys/DMhs84eCLefNDE1L+TRlBMtYQ6HMJELpnagb9efWLyDxdAGEHQPVDGbU9sjD23jUo/evfSabE+Ly50Jyb/b0v8jfoyLvdeK8g1y/MEI+vFuOOGrOrwzuVirw1CjYFj+8nICYq+h+S0oNSqbGNKbVV100034Qc/+AG+8IUvQLeDmD9/PtauXZvWV+xfcFKr3DsDfT7ETa0ih23YM+BMTgzb9JNNCauXn4yTLuYhp9zXiSfCM4L5zs5bNe+OZ8U0fTfUepFThMhpYmJ6521P4oe2PDsWOGQdUU6xKNSb9EhNkWP9rwHedDFu1ao6kx5peRmZJj7yy+fw2Po9VD/JUuTUT71i2EoPFvVX5LApO7V/podw43xeW51jqofvj3sfMLnpMvU2BvYtPFMgPYjKiPw89ETo1ncfVn/lVB1UEY6nHceUOovFNHuPT4P0YOEhcjLY4a0rOWWDvkfxlCVpo17m4YB7XVUl9xNgETC1xEauI545aqOSU2HpjlM7S5ja1Zz6d9Lg+f4A1th17UNr8d1HN+DpmF5Em7uDFTkT25rwyZPnxm6nCD56wgFYNLkdR83sAuD3/dFAKz3ikh7hx991yZGxPi8uyOnNJXJ0/zUuhIjDl88dF+/z4sI0o9UrGRkDp4mcru1fZsc7duzAIYccAsCdfObzeRh1mFBkievPXYwvn5F+5S1H6UGpLuiJv7N4FDU7to9bu7PfcSav2rvtWSlyXNKDUuTUoDKizY5JCFWDrzKq1ySMmL7S1WFM08T63QP43qMbYn+eV71CbqyS0pB0up+Sfw4596wUOPfzuJW46h1TSpO84YqBJ17rxmd+82IkQVBvRY4/Zaf2z6T7SQVFTjppSBYCY6o3kcP6yaSpMoKfRDllwXhM60zf64xGPcyOfaoIqq9kpOykQ3ow6WLSY6pHP7m/UxbqlXqSHmResj/0E3tJ0r9Tmr6OQeCdC6u39+F7j65P/JlhY2cm517A76ZpGnb1j+CHCdQrYYa89Z4XAcG/mwbNIULilibfF6J2aa0jIT9vQituu+BwtNr3dF+7Nc3pw7jjRtTRs8e2xPo8UdCnXE7XMMxRTsUpuU0jai5y3VsXxfo8UdAx6ZrGTa1yYko5DenGdxwa6/PiwjQtkUS4R066MQUhtSttxowZePrpp7F06VLnuaeffhpz5sxJ6yukYMHE1rqYL5KupxU5Xo+cmIocznFVw9ptZ3mbevnJkCbQn083i14Qi32edaCmeRVKVcNETtNQpj69XuqVsxZPxsBIFYuntONxO9e2lqkX6SddA0wqxYC3e5+lIieNmKBpHqWHDHKKnayYppnI4Myg+kmj+omXXV5vRU49SQ+i2mNRbyKnHqW62ZRSFll75KSxSKNTStkUpA8cNytV8z4e/N4rtZMe7r3N7/tTZ1sw6zvq2E9ualW2ipx6KqecmKr++Uk9UQ/lFOuQ6SE9av/0SNSDnCKfYJgmll33sPf7JPQTwV9f2Y2PLk9W7CTsZ5GRAkegAfjS/S9hxcZuHD1rDA6O4X3FS/8hqJc1AI1A3x8t+WI6DPX2bwOsdUFO86tXNNCkR1zDWblSD9O0zj8eqZa190paMGG1naewKyQlPSL6afGU+vjS0SXV87oWXrUq5nwpaT+lNnpceeWVuPLKK/G9730P5XIZt956K66++mpceeWVaX2FFNQrDYnMjtiUHQK3/HhykEkye1Mq1OlGyFPkcGOK6fvzeveQc5Eb4Cty6nUjzOsaLjhyumc3v5ZFJ3mvpTJyd3G5aUh1vrnnGRLxop88je//bUPsz6HJKdLirCtxEfgJgmSf4/aTxihy/B+YtUdOKkQOQ4yyyDq1KhVvVmp8Ya+nb55zcN1LqtdjMY2Qc0+v2VI0GvUoa037/rC/Ub2JKaA+xsCuesX6LFpunYXSw59aVV/llIw0pDQXmQT0NSXj3Pv6H1/BH1/emcpn89QRWZicBp0LuqZhW89QIvVKGMGVxbkXdM1qmqv+iFsZjk3/oVHvwhaA18PQ8zzolJ14MYXNRert30YQROwlTW+R5Sfz0eVzcPycsVg+bxx0DRiuhJkdNwY5RZMeQYqcxDFFvJ4F4RsUE0HDeeSceuqpuO666/Dcc89h2rRpeOKJJ/DVr34VJ554YlpfIQX1qIID0OqVKEVO8guwali77f7UqvpWrfKWVKd2JvWYKiP7/417B7HFNlUjC5qs0sUIPOoVqv1D5Spu/ttrCcq9ap50Md4FX8hnF5NhWnLomx+P7/vDI6eCSI9ixuqVpNeP1zzc+juInMpakZPGPTnn9BPfy6ipzteTj8hJRRXhfib7efU20AX8MfEMl+PCObNM/6RARipIGjER8FRGMvwv0iE9GPVKxoqcesREwE1DkqEySjn9ElDDT+ahNSkRORxj4Cz6KYz0+Mx9q/G9RzfErm4URhhntUDjkh6alji9JYzIqbdSmSCY9EjfRLfe/m0EvJg0LbkxsCz1ypSOEq4/bzGaCznkdI2r4ErsvZJKC5PDNBHokZP0eoq6HWSV/suLiTcPEIE0j5xKpYJy2bqBHH/88bjppptwySWXYObMmejvF6tOpDLqRXqQDqMHcO/ukPe4KPCYceLpkXXVqoLHI8d93TW5jKfIYb+japq+yXG90sWcz9dp5ZTbsH9s3ofvP/4aXtjaK/Q5HvUKNfk3DNO3v56leqUWwpCctpqmec5bGQbOLPGadD1D2q5T6WJB6pV67xDWQ45PK/7YtfmDHzq2/ik7PqVHehVpuOoVCYtpnow4Luh0MbbbM5in+MmpVNQr7meyKgsZCoI0TXS5RE4mnh7ex2lWeHI/kyZyav74SNRDkcM2u+KZc2U/RgDAQy/vwq6+YWzaO5hIvULSsnkVnjIhcgL9ZNwKSXH7Lux+kIUiB+DHpSH5wnMwJLWq3vMiAh6pbJFT1t9xq0eGnavtGaRWAcHja2KPnJCYZo+tryE1QRD533BVqyhVZ5AxsGPCnbLvT73GPtbLiDcnIjYcWRFuNY8en/jEJ3D33Xc7j2+88UZ86UtfwlNPPYVPfepTuOuuu2r9Cqmo102D9O/ssS348hkH4tQF47kXm2jHBnnkVE1/1ap6xeSQUwV+GhItqRf8RN8zhuFX5Giov7dCkDEwGZfCjOxoGHZMW3uGnPcYsPuJ6Zd6LwC8qVXJP6fq6WNK6SGD9GDO9ct+/g/878PrY3+OozKiFTnwq1c+fNLcui8A/EqP9AgCk+ORk8Hc3xcTr0JDXNAx+Ymcmj8+Ej5yKoWYaMJNBXIqjcU0fR9gr6cs0sXqUeHJ8ciB6Tv/MlEQZOKRI9fsOM1KXOTXqWZMTgVds9c8sAZX3f08vvfoBuwe8BMyYSDjN89TIyPOgwudUq/EXaSFzaeyOPeCvkfTklcOGhwJUeRkReREpSHFHDfCfoLMiJwAwi2x4Szn8Kachh+8+zDc+u7DkzQxNqL6KU1yqp644rjZeMuiSThr0STkNP7mFrnPpKkizQKmScqP+8equ5/bCiCBl5Gs1KoXXngBJ510kvP49ttvx3/913/h7rvvxje+8Q387Gc/q/UrpEGDVrebhknt+P/LwZPQ2pSvKbWKd1TVNtGlY8jrWt0WnsfMHgMAOO/QKfjPf1mItyyaxN3xElXk8K5rUuGJjqkpr9d9Me2pxMW0BxC/YMlcdEffCFZv77M+z1YQsIvbrAmCpHDP5XBVRBZgr9fV2/vw45WbYn8O2eXUEO4nc0VCM8c4YGPi5U6LYtl1D+Nbf3nV20/sYloCQZCGIieMIJCx255KapVsckpLv5+0sJga1HuFLqnOTkizMHCuh0cOu/HiuZfX/Oki3x+sRFy/ewA/fCJBGjD197aeIQxRY2kWJGIQhstVh8yOa5AZ1tdZkR48aKAIgpgLlLBxJotURYA/P/LEFPMaGwjzyJGYWlWLyihsffKGA8bG+qyk4BNuyVPgeOuTnK7h0Kkd0n1/6pWGVC90tRTwpTcfiJKdLsaD6yvXGDGRKMJURgTxvYyStanm0WPfvn2YNGkSAODVV19Fb28vzjjjDACWb87mzZtr/QppqOf9gvSXc25r/N2hWuZjhq3IoW9I9fSSWTKtEyuvXo5Dp3bgzQdNRGtTjqvIEfbI4aaLkdQq97kspLbj24r46lsOwgVHzfTERBb8woqcgJgqhj9drN5IS85Lxiq6pDpJgaPx0/cuZd+aOtI6F8g9hc6V56mMsiAI2JhGKskGBXI93fHUZioVhBdToo+PhTyTQ5OGIiesYlo2aUjemNJIrfKkKko49/zkVLppSDL6if2OVP1kOJ+XBTnFIt3dTdP3mVmceyzo7//Anc/ie49uCPUd4YHcr3uHKzjr5hXYsMf1bskirS8IHvVKzNl82GIhC1I+CJqmJVYQhI2d9fKtFIFVJSmhIifMIyejmPipVe69K41S3RPbmrDikydg0ZSOJE2MjbTNjnmXX9aEaGBqVULlFO/orG9LgUSO3bj4qVW1tigZyPhD7DHCuqJhUqtaWlocL5znn38e8+fPR7Foles2TROVit9Jv1FQz3sgu6DXNe9zcdUrvDPAIQg8RE52sxVd0zwXG5nQ1qTIMfyKnKxiOu3ACWgv5T0DPYlFdKeaF7phWv+yvll0Nhfw9bMPxkXLZvhe6xsWv25JutiO3mFnUslLBVmQgeFsU0o7W3RqlXstchbTqXxbOFgi54N3Potv/eXV2J9D33ByenBMchQ5KRMEKqiM0iCn7P8N07+rnY3Sw/s4TeWUCTn9xJIQqZBT1MnHXk8yVBH0BPLlHX2J1Cuka8gneYmcWlqXDHR1EHIexp38k+N39Q37XtMkKnJ0jRqTY15iYYs6mUQO7QMYt59CFTkZXU+8eaoGdyGXRkxdzQWcNG8cTj9oYqI2xkXaKTu8w+up+uchivRIg5zKepM1qJ/Is2lUrcp6bAj6PnJvip86K4fJuWjZDLzjsKl4x2FTI8eitJRTUd9T86rniCOOwLe//W28+uqruPPOO3HCCSc4r61fvx4TJkyo9SukIYsbOxnwNHiZvV89uyXW5/BuOg7pQV1AWRnFAdZkz6Mysv8XJ3I4MZmmz8A5i9KNBBpDuJE+E12IGpzBh6gi6K5ZefXymtopijfOH4+JbU2e557a1I2Tv/M3PL5hj9BnkF3O/pEq/rbeMvmyFDnZs/7NhRy+ec7B+Mwp82r6HI/HhaOK8KuMZBjO7h0s446n4isdeaV2LRNd+TENp5paxVPkZEDksKRHil5Ghp0mSyOLyTL7HemU6qaVU97XZGSCxE1l4YFOVfQpciQspulF40U/fQbfe3SD+KaQDTLWmaZfuScjDemWv2/Esusexu9X73B+07jnI4mph1OqWyLnAV131axxJ//hqVU1NatmJPXICZtPdTUXamqTKHht1rTkJrq8wye1F/GNcxahtUlmhafkaUhcgiDjQZz3fRpqUK8EpFZlieA0JAtpKD1yuobzDp2CEySmwAFwVJGNYuDcVszj06fMC00XI4hvL8E/vjmiMm7Nw/ynPvUpPPLIIzjzzDPR19eHSy65xHntvvvuwxFHHFHrV0hDXVOrnNQN97voiTq5kQlXreI8V7V323UP6ZHdnV2DxvX9ET23ueoVw5qM0RfQhUdOr6mdcdBSyHnaT/pMdKeaRzqTfpKVz97clPM8JhW4Vr7WLfR+Xn8aEmM6cd54TGgr1vQZhnN9aqGKnEzK8OZ0/M9bF+HrZx9c0+eQa9HaKbWeMzkLzywIAp/SI1WzY14aUs0fHwmf0iNVgkBOuhiLdHx/rP95/SRbvbJqaw9uS6BeITDh34CQQRDQMZHfOL6RqT0HAfzycYmkx29f3O6cQ3HPR/JbBpmjZwAAIABJREFU9HIUp7LTkNzFdLKYeJCryKkltcr/GyyZ2oGvnLkQx8wak0r7osC7XGjfzDRIj6zHO97XaUhOuPEOz1q9wvUy0ugKT/GuJ25MiqRWkXMorX763Gnz8T/nLo7dviSIOi/SSBfLGtEx1X7uAUApn+O/YKNmGnjGjBl44IEH0N3dja6uLs9rl112GQqFbNjzeqCel27JZthKdiqIBv6JKV6q23+cYStyaCO11qbwEyJN5HRvapXr95BcveKYHVMX0HuOyI7IaWPMzsgOn6gfBtcjx+6nLNVSNJoL3nOCKJxEFQVhMeU0DWUJQ24pgsGOAolpz8CIsyCX5ScDACfMHYdVW3tq+gzSdppwkEUQaJqGb5+3GE05HR+66zn8629exDsOm4pP16Ck8pAezCknY0EzkiI5BchJQ2KRZgqcLM8pFvSC7OI7/mH9f/TMWJ9B1gp8U+qgu3v9wBoTm7BIj6YYe3fhMaXQyITI6+5iWtSbjoDEwbu1yYwpp7kL0rjXWBihMHNMNuWSeaDTxdIwO25uyuFNC7NJQQICFsta2qRHkpYlR5DKKLmfjHxyil+1ys2nSCO1Kut7bdBvSIaGhuyniO+Lq2DmxqTxCdh6IfXUqoDno9YzqckzWBIHADo6OtDcLO9GUivqOam89OiZ+MBxs3D24smh3yWsyOEcV7XTJvLUZ3/lLQfFbmtSdDCkx5Z9QwBqU+TwPHKyRBtTUpEs+EVZf756xfSpjLJEi4/IsYYFYZURLybI7adSjV45pF8NE7j/xR3O3zKqIREUI1j5KJAJDe1dIMtEFwCOmzMWkztc5dRd/4iXTkqwYc8A+oYrrnIKckx0AeA7bz8Ev77yOADpeq+omLLzzOv7alavsNdT1gsbDfzJVtwyoHQcMny0WNC7m456JWEaEgD8fvUOz2sy/WRoIiduTGEbY9IVORqJqfaqVacvnIA/f+Q4TO+SN//2qIxi9hPP0F/WRhcNXUteiSuoGlKW4F0vdBpSKuSUIgSBOzdvPNIj6Ov++4+vAEjHe0UVs2OC+CXV/c9lntYXcc+IW/AiaN7BbrazyCYxs0FRzOuAWfuuKg+lQg6XHzvLedwSoJQRrWDAOwGqht/seN741pgtTQ6WyLlv1XYAtXnkkF1cZYgc+/QQ3X0P6ifLI0cS6cGwvaTUumhMvH4iBIE8Iqc20oPHy/FSq7JErUbOZCzRqepislN2iimYU7/jh09i4cQ2nDR/HIAg5VQ2QR09awxyJUuFmo4xMCHc/F5GWQ0XN77jUEzuKOLcH6z0VQ4CEqhX7I8IVq9kh3xO4y4yy1UTTXnxtpBxnZ+qiEwFOc0FHRXDwP+t2o5TFoyHrmuoVs3Y5yPpm9e7h/Cff3jZ85pMP5kc7ScTW73if27R5HYYpon5E7KbG7Gg1SuxFTmcfs3rmm+ukjVogiDuucc7PuuUHR7o1Ko0Fp5Zz4+CCICkaX1ccipzE13/c3QT0jJwzhKRSo8U0pCyV06Fvx7bwJn7HdlmAERNX7sHy6l8T9Q8WbIVmtqYObYls+8a39rEfV50EOJXQ5JLenSW+BMJ0XGVqzIiHjmSbupBipxa0pBke+SwJCJR5IjK1nnnqFsmXk5MRYacGipX8dUHXxYeWHkEKjFwllX9tFbSg/g5DVcM56bJU0VkGV5anl0v7ejzeHDJJKdITN/6yzp89UFrAfzEa3vx4xWbEn8mL6asxosjZ3ZhWmcJQDrpYiQMWZ5TAPD/3nUofnP5UcjrGncCGTtlJySmrDU5eV3Ho+v24N9/twbfe3SD85smVa/sGRjxvdYk0UW3ptQqzri+ZFoHfnzhUpQidj3rCZpcj+v7w1ucy5pL0PCQUzFj4vWrCjHVkoakgp8MjyDTNNpou/bvUEFlBLi/dyoGzhmfelHEUSqEm2LkVNz7U5By6vpzF+Pzp82P9VlJIaIAiqPu5R2qIfp+O6rIUQQT2mojcgLNjk1TWu53R4nvj1ST749qipyY5ce5aUiG3NSq5jyfyBG9AQaaUiuUWvWHNTtxz3PbAACfP21B5Pu5ajC45uHVLBNxbRRrXDzR/UmqXsn2KamVnKLHCI16TmYKHH3Tvee5bfj8aQvwkV8+DwC46KgZsT6LRMFVGdXUynjQbONSHmFtmmas39djoivJc2rpdCsVPK/r3HtsXILAPQ9N3xiflSLnlvOXYFxrEy694x/YtNeqBLJvqJw4ZYcMcbQx8AePm4WJ7UXMkOi9ktM1h0yPGxNb+Q1QQ+lhGQNbf/PSisKgKpHjTReLFxNXkaNATAClXok7RnAGgaxj4o1r1vBkta0RU6sGylXfc/0jVfQOWZt2aVV4yhJRGxppKMOzV06Ff18vp5JgGIL66fiMqnABYr9h92AZY1r463sWvHWHrmuRRM6oIkcRBClyajU7Ngx5ucVsahVBTb4/sj1ymJiufcjKWRUuP85V5PgNnLMEW7WKnEuiu++8Xc6KZMKNTa0iJt97B8QUObwJvym5n1iVUVzw/ZnkpovxFDmPvLpbWL3iNVMP9v3JUkWlU4qBWmGGkB5ZpyEVchp3gZXYp4RLuCVuXiJYihwOkRNza5qnyCFlkrMqLbxkWiemdzVj76ArLi/lc85vGrufDLJJ4b5vbGuT4+uXBX74nsPwq0uXeZ7L0eqVuL4/ipIeHmPgFKpWqUFOJSc9lCWnkNyUWgXSg+vfrNHqlTRSq5K0LDkGOUQOANz6hDWHSMV7JePrKWojIa7/XiMocvbGTENSoZ9EfsMdvX5FaxB4vZrXNacATRBGFTmKYHyAIidqPvm1h9aitSmPMS1+9QtJb5FRCQQIJnJqVuRIVK+0B+Sdi+4Mqmjg3MwQBOQeIXqz4Cty5PYT6/vTZi+m9gmnVvmfI4s0WTHVms7Am9CQdDFZyNu763QbPnnvKgBi6hU6JrL45pFTWY+BBV1LhSBz05A4lbgyPg8LOR13PLUZfcMVXHP6gc7zI1Ujln+T6cTEMwZWxyMnDgjpQRNunz11Hg6d2oH2Uh7dQ+KTuTRRzOuJ01t49+l8xtfR4ikdvudytNlxXNKDF1PG19GPLjgck8a14s03POo8p2vJDZxVJT2g0SlwtS+mVYhJ1zTnXhJXtaeqGkwDnBVkGia6WfdTT4SSI77KSP4YsbMv/H7RP8Inr4KgQj+JfJ9hinuFqqBwE/m+nf3DOBBtib9D16L9MUcVOYpgTHOy1KpfPbsVP165KdBE15SYWtXZHJRaJfZ+riJHsioiyEBQdPLFm0hWZadWMd4A5JwTJad4MTkpcJLOPXbgI4P+PkH5Jm/SZRh2FThJ/ZTTNd93/271DvxIUL3C7ye5ihygNp8ceuL5/cdfA2D1teyYgm68cashkeNl+/4A7mT2Ny9s9zwf13jRrQjnKnLevmQKJrQ1pWJ+HQd5XcPGvQM446a/Y8PuAef52Is0UiGlauA/fr8GgEWiTGgrhr2t7igV9P1OveIhchowpoMnt2PuBO/E3uOR04DqlZ9cuBR3XnyE5zmdakfsFDgFSEQeNM1dFKdRMU2F6wmalrjCk7IxUYhL9qpAeuzqDydyYqch8WLK+HoSabPoRisQ5DkVp0W1Q+Q3jENiB6mMRqtWNQiCBgrRqlV80sN6XlY1pKBJubDvT4h6Rda9ImiBJjrxDzKlNgx5uzPsQvrRdbsBiOfq8xanFcNE1ZB3U9c1DU05zRlESfdE7d4QcAk3018FLmsU8zoq9m6MYZq45v6XAADvi6leITBNE1Vo0DVxgjVtFPM6hhK6LPKNtsXHzXohiJyqGibyArONh9bsxNzxraEVnrI+C4Niik96WP/TKXBvWTwZnzk1G4NCGnldwzObewAAf1q7y3k+/sLT+v+Frb2ORFxmOWuCUj5HlR9PFhMNFRZpeT056aECkcODt2pVTCInoGpVljhwkn/HOXVj4IxjuuOipdA0De/+0VOe502H9Eihyo4C596WfUPY1G15asX2/VGgn6IwWK7dy0iFsZxGz1DMNCReTBnLOMg5FobdA+J+MrwLKutzT6R4SpxNxSA12PuPCa8MOkrkKIKg80+8alWwgkDWuBr0tbXFZN3kZd0sglI0xM2OeQSB5SkjsRAIaD/Oh162FjSiE5XANCSJKiPAWniOVC3Sg8SyT/AGyDU7NuWWiQcs0oPIajfsGYg42gt+TNZ1ltM1GJJyrGpT5PjPUR7pkTUKAed92TCRFyiO87nfrgYAXGbfwGnS4ztvPwSbuwezTxejCCh6wp9UvUKnIcnabc9Ts9mpnSUnzS9uKgiJiTbeVGFBU8jVQHooUL2Fh5oUOQqkTfCgU2rL/SW1SqtBZcQ1/cw4pPkTeOSU5qaeN6Ai5+fvOwJVw8QFtz/tef73L+0EkCAFrgFIj77heOoVFUjEKIxUydpOrF189YpaKXAAsKd/BBjfKvR5Kpx723qHI4/hqfuDwDtS1zRM7wovLjCaWqUIgiblwn4ynOeqpilVkRMUkyhBwK/EZdqVuNQaWEVv6ip65AB8k1HRBRpvoHJikthP9Fe76WKCajBO6Cr0E73oGIyZJx1YJl5yPzXVoIcNVOTYzy+YIDYpSBu0co8mpOOa6N7y940ArLGwYn/OnLEtOG/J1NobGRMFivTYQ5mGxy8bSv53CbesdwcJaHVUuWo4vkNJF57DVP+qQBDQ6tWkvj80VIgppyWvWsU7XIVFmrdUdwpEjgLzI0vlabUtPjHqf06FfrI2vEhMjadwmzu+FQsmBvt1BBkHB4EXU9ZjxC8vORJ3XLQ08PX+mEROUFlr1RAnvUpVNRiLONeUCtfTDgEiJ5Y6nJdaJRDTqCJHEQT1lagklav0MOKxtlkhKqZH1+2GpmmBZseGZFUED2n4yRQy9oegwfs1a6nEJbtMPOA1To3KOWbBT62SrzKiz/u4cnVed1YME6ZEhRsQnoYU1S7eb0B7r9z0ziXCKqw0QRtT04uYuAtPAtMe9wB5fUWTU7sH3OspqSLHUu1Zz8mKaYhauJSd+4qZwMjU/5wKi2k6FTQNVYQKk396cyqN1CoVyKlG98jhQYNG+cnsH+cenYIcNybefFYF3x8a8U105ffTrLEtoa/3xY2J81zW3iv3XrYMuWITzvruY4HH7BuqBPqQ+qBAPxXzumejg4c4Smp+P2Ubk0hr48XEI+Wj3zeqyFEEtaYh8Q4ziCJHsV6OWoB+4p5V+PjdLwR65BiS05B4EFfkhBBuMicqnAFQnET0P1dRQL1Ch/SNP70a671BxGjVkGd2DHhjSsPok6hXcrqGi4+agZYIU7V6IB+QsiMyUQ4kcuzn24q5SFlqPUCTHixZEIWgFLiqZCKnreieG7QiJ46vwmC56vgh0alVskiPpTO6nL8rVcPZUBH1ByNQdeFJp4LGT0PyP6dETKaZamqVCjFpQGIvI1XJKY1S5CQ1RKehQkzPb+3F71fvAAAMxfReUUFBEIVU0pAUI6f6hivCmQ2AGv00rbMZCye3hx5TqzFw1pvhv7zkSPzsoiNCj4m1OclLv8x4XTiWUy2aRTyPHP9zIueeYsvhf14EpSHV4idTNaGkeqXWmKoS08WCIOqMH2bgLJUg4DwnWmGHu/A07EpcMlOrangvby5tEANnRWKKXU44KAXO7qcPnzAHf/3Y8TW2MD7oa5muKiaySOONJW5aX/ZlxwmKFDlFy9VFUqt4ix6TUhnJGido8/phOqYYi7TlNzzmVFnb1TfimHXLWtB87tT5+MbZBwOw4kjV00NSTH/+yHG4/rzFABhFTgrjhaz77n/8i1vu3vDEVHu6mKzxnL6O6Z5pxEpcPGhw11qNmIYUBGJmPpCCekWRkBykociRuiHJgWHG6yt+P6kVExAvDU6F1KrJHSXMi0h1r5n0yLiffvrepbjl/CWhxwSlVm3rGcJ2JjWLd6TIuTdK5CgOcdLD/5xrdqzWIFSL0sMw7NQqxW4Woju4fOWUPeFWrJ/E1WA8wk1+hadaEBRT1TSh68At5y/Bp0+Zl3m7aGKCnvCL7Dhx08UUUE7R49NeSukhMvkPjElyuhg9PtEVuUQWnrwFN+knQN6kkvbIoWOKu0gjeGFrj/O3LHIqp2s4ds5YABZ5Q86ZNBaestIm2op5HD9nrFXhzjAd8reR1StnHDTJ+ZveIEjDwFlWTH/40LHO39Zczfo7aaoiDVkxfeXMhc7fuqY5v3fcqoQqEW6dJb4DxUAKfjKqzY/i+sk0QkwA0BsjLt5USgU1GIs43ivcFDj1QoqlyFGBnBrfVsSSaZ2hx9DD+UU/eRp3/WMLAOCsm1fgLd9/wnuwaXqKSgCjipz9AqKSQK4xsEHMjtNtU60QldkGea8YpqncICRs4BxEECiUhkQgOqTyVUZWP+d1rSYz21pQixojLLUqp2lYMq0T7zgse8NZOqSvPbTW+TuxekWFc4/6u2eYNtFNpl6pmt6UEhmgz73hcrx0MV5fVigiR1Zf0V5GnnQxwYXn16nzFfCOLzL7ikycKlWa9BBfeA5XDG7uv+wFTV7XrOsgsUcO/zNlo2KYjoS+kcuPt1MEAZnXAOkocmT105sWTnT+/sfmffjtqu0AvOOFCHi9Kquf7nn/Udzn01DkqEC40egbqQorsQH+HFEWgR02z4xjDNwo5FScdMVGKBMPxCRyTNNnBaBiTDThtnp7H/77j68EHmsC6Ch507VECOxRIkdxiJ7Y/DQkNRU5ohJv3uBTsXfbVYspahft9e5BbNw7qKwpNe+bRcdU3u6ZYZqoGAbyOQ2/vvxo3HlxeG5sPVBbalVwP6lCeuzscw1nRRY0weoVdUjEvmF3ciwy9qmqMqLnlANxU6tCUuAAmUQOX2Ukmlr1y2e3Br4mWxGW0zWMeBQ54hPKN3z7Ufzs6c2+52VPKvO65lF6ppKyI/Eeddt7DgPgVa80MulBwzDd++1wZf9QetBpsnGrIalEerTXUZGjAuFGo2qYkYa0NFTqp19duizwtXjnn+mbO8qam59xEL+fgHikh2EC7UXveazCGMGCHp8fWL0dr3cPBh5rmkAHc21Kq9Ac8lqc8uMGJ6ZRRc5+gJrSkExrQa0Y51FzNSRD8iKNh6iYzv3BSrzt1pX8FDhHFQEcN2eMFAULT71SU2oVpV4Z39qEA8ZlXwY66LwX2XEKup7KVQN5ie7hQSojkd0ZHn/qlh+vtWXJQd98abNFodSqEI8cmQs0OqadfW4etMh4zjMP9pgdSwrLQ+RQKqM4ZsdBkD2eF3QN5Ro8cniQfYvKEUWO3Y5Grxy0aEoHpnYUrQ0q+1qIm4bEI35VIHK27BvCn9fuAhDfRJebLqbYpG8wrjGwooQbjbiKHNWupyDEqfJkmPClgsgKaXJHKfC1uKTHGMbEVlY/ffmMAwPXA3H8ZAATnc1qkB7/712HBr5Gx/TF+9fgwtufDjzWUq+oQU4tnNQW+Bqvn5Zd9zD/YNNER5Htp+jvHyVyFEctihyyc6XaTV10Qsn3/YF09QoPojHxSQ84C89vn3cIHvv4CWk3LxHE08V4z1keOXnVyotB7AYYRE6NVE005dU69wAxlVug0kO6R4779+Mb9jp/ixC+PAKLlB+XrfIg2NrjEjkiC09e3FXDxIY9g9Agz8DZk1pVoc2Oayc9ZC/SmvI6KgZdtarxySlLkWMkqlpVrvLTxWR70xFyiozPcdQDgFqpVTRWbet1/k7FT0aBmGjEVeSoqjKiMTAS30+GXZSrNjcH4lWuMkwTY5rVID3CECcNyTBNX1lvWTFpmha41qHnc7v6hkPXIIYJdDIpO7LuuUund2F8axP3NXZ8Jubb5/1gBa74xbOe10zT9BM5kk69/33bIYGvxfIygp8YFZnvqbfKGoUHorudXJ8SO7VK1sQ/CLUocirEcFYDvnbWQfjXN85Nu3mJICrF5/vJWKSHaqlVNfWTHZPcUt387xYxnA3ykylXDc+CNmsE/ZwifRWonDLlTr7ofvqdXdoVSJ4uVlGMnNqyb8j5W8QUnUe4rd7eiwfX7BT2raoHFkx0d51o1YDI2Be1ISF78p+3U6uSluoO+kyZIKlVJJI4hNsbvv2o42/i+UzJc4mcrmF3/wie22IZZccncvifKQs/vvBw33Ox/WQaQOmRJCY2BtVIj5GqGUuNaJgmxrZ4F7CyiVEe4lV4gi8m1c49IGZZawBdLJGjXkjORqthmjjj/z2BL9oVIHkw4U8RlLneCOoN0k/smLapewhPbdrn+wxWHS/r3OtsLmDWmGbua2QtIZIJYJr+dcuoImc/QN9wFV97aC16hsqhx/2d2skmIGbHqokiRCeUvKOsqlXWBXvKggl45+HT0m1cQogTbgHpYpIX0zzUQiI6ihxF/GRoiBAEgYqcioGC1Jj43504DcmEHVNjklO8CRohcmROVOhrmSZyRFRuvPNzXwyzxnrh3EMm44fvOQxjWwoeRU5ZYDEdpXCRrbAs5HSUq67SIw2VkezxPJ/TPdXO4sQUtO6RHZOuaXhy0z6HPIxN5ChGehw0qR0zmQVA3DQk3jApm0RkETu1ykRDKD3i+OSYnJQd1foJiJuGZKKrIWKKN/a1NqljohvUG2RcJ4q8P9mpmdzPMP1VcVW8ntiYwmCRHsBbD5mMGV1WWp2K5BSJSWRvyDCtdcu3z1uMNx04AcBo+fH9Ai/t6MOvnt2Kmx57LfS4V3b1+54jfjKapuGuS47ET9+7tF7NjIVK1cCTG7sjU1y46WKOIketQUh0khzukaOG4SwBqf4ThErVwEjFCCQ9KlVDsiKH/7xQhaeAfipXTTTlJQ6bATEJeeRw+qlcNTBQrqKFmbhkiaAzROSa4k06uwfK0lOr6F2V1/YOOH8LpVbF3D3MCpqmYfGUDpQKOc+urUhMUUSO7EllIaehXDWc82l/IHJymoaeoYpDJMYlPbifKTsm5vvjKD0qhsklSWUrPdgxbCiu2bFhKrXw5CF+apXpS79QLSYgnnrFME2/94pi81ggnpeWCaCY03HlG2Zj8ZR2APJJeR7INVYxTJz7gxX408s7A48l1g23XXA4Tl9oLaZV7KcKQxCEtZCQHo9/4gRceOR0AHI93ILUKYRop6ezn/7Ni9xjif/rv71pgWPereIYQebdYqbHVkzHzRmLueMtX9FRRc5+hHjGVvZ7TGugzWnA7LEtHmm8TGzpGcaH7noOtz6xMfQ4fhqSqh45taUhVU3Z6pXoPFwWb7t1JY7/9qMBaX2Qn7IT8LyQIocT1FDZwIjk1KrAmBJ65GzrGcbAiFwiJ4hxEyGneOPixr2DqFTlXk+0FJv2yBHz/al9wV1PlPK6k7sOiO3gDkfEJFu6ThQ55HwSHc+P+Z8A00LIX9Dkcxoe37DXUQ2kQeTIniez13ScmE6/8XE8um6PctVb2DEsbj8ZJjB/Qivmjm9xnpO58PwJZ8NwqByvrLVhAhPamvCNsw92FEuy+4mHWIocAE05HSs+eQLesmgSADVjikXk2ATBJUfPxIH2+kLFmMhcom+ogte7h/DVB9eGHq9rwKLJ7Rhjp42pHJOzprCv+buf3YK/vuJV5ximVYkrr2vOGK6kcoqNCXBM4Hkg6xYSiZqEm/U/b+3HwgQVkx3KqEfOfgQzgTsCWRCo5pFD8NqegdDXt/UM+Z4jFStUG4Mqholl1z0cyvQDwalVslNBgtUrwTf1LfYClUd69AyWpStygiCy8OT10/o9AyhXDSlVxQiCzpGkHjkb9gygd6iMloI8IoecIqzJm5BHDqcvB8pVPL+1x5fnniUC/ZkSqoxUQqmQQy+V6iViDBx1jOx7VEHXMFiuOhVbRM2Owy472WMfO6lNYuA8vauE9xzhpi/LXtCw10Yc0qPHPmdnjmnGXRcf6Uz+ZfcTO4Yl8ZMpFXL4+fuOxJSOIgC5/XTgxDZMaPOqaapmPN8psll30vzx6LS9PWT3Ew9xriniV2kZ2FrPyb6eeKD76d7ntmJX/0jgsfSmqrOYVjGmWKlVrq+oyv3kqFfs8YO08NqHXsGnfu1VsZhw545ubGrFpGuWByogSHqY7rrFja1uzUsEXaMUOQLDn2kxOYD736giZ39Ckrk9GZBVZCmB6Jh+/5KfFKlUDRimmiZxAHAfxyCSBi/mzd1D0lOrgnDtg2uxlUOo0eD5Dqza1iu9alXwYjpZatXGvYPoHizLVeQkINwIeKRHxTCxpWdYbmqVHVSRSVlLmloFWCqYpdM7a29cQgRdyiLGwGmUvq4nSnkdfSN0mfj4ipyxLQV88fQFqbctKQo5HY9v2BvLT4ZVGEzpKGLFJ92Kg7LH8zxDjCZR5BRyOj5xkltQQPZiup+pqJMkppyuYfa4FmcOITsmdlyO4ydDvOjIHI98lOxzL4hgF4Vhmk7/kI9SbeEJxDv/DNO9L5B7nux+4oHcf7b3DuMrD67Fp+5dFXisScVE+kf29cQDUXqIbIgTnxIaKp57PPVKEGjSQ1XCjVQkBKzqxFEgKiMATlCq9VOejklQkcOOEaOKnP0JCYgcYpCs2LntIIbS1sGzW3qcdDEVERUTT1787JYeDFUM5QZWAPjDmp349wfWhB7Di3nPQBn9I1UlzY6feG1v5K5nUD7rSNVEk2ru4RCt8BT8mkwih/yapby3DSLKlLCU00WT22tpVk0g1zJ7DoqkTbFxdzUXlBobSgUdO/vcXVqRc4/duc7rGs5aPDn1tiUFq7ITiYldxJHddgLZGyi+NKQEBKFqBpksaRjXTwbwxyA7JnYjJE5Mb71lBdbs6HMm/2R+ITsm3rAcR2lEkx6GAjH97H1HcJ+nCd9dfcOh9yPTNJ20CUfpoc6w7oBsdJExcO9AuCJHY9QQqi2mAfeeKrTk4JBTUs2OAxYVFYb0qBimp+qn5zOgvsoop2kOOSVSstsERXbYz0k1O+a0Oa/rrtmxkIGz6UsXG1Xk7EcQYfNYPPSylVsoe0IZhCTpYms5iD+FAAAgAElEQVR3WqbOKt4sgOiYeNcyWRCoeFMHosvmhQ26KpodX/fnVyNzpMOuN7nlx2tQGYXcSOSmVgUocgR2O8OqUchMrVo4ySKRZo9t8TwvZHbM9GUhp2F6p1WV4Q0HjE2phcnRUsihZ6jiXNtJzI5VG79Z5aCIyqifMTplx2/ZE2V2Jy+JeoUNQXa/sedaIkUOCUEBggDwj8vlqimcXkn8t0gM5F2yVRG8OUMspREn1VxmP80b3+pLFwOAkYoV566+YZzx/57AjY9tCPwMQzGCIAi+NKSQa56nIFAxJrestfWYtHXNjj6f4tyg8ltUID2CRgK3GpJ7xDUBJcg9KiPST1JJD/9z+ZzmxCK63mWvJ9VOvbgxeZRTMYjRUSKnQZDENYFMchSbMztIosghUPFmAUTHdNuKTYGvqVa1ShRhRI+KZscAv8obAHznkfW4+t5VoaQH6+WSJcg3T7MX9gSfvHcV7njq9dD3hrnmy02tsv5nFx8i1ZvYfqKVFW2lPHt4Zjj/8Km4/cLDcczsMQAskkpDstQqDZbvxOHTOvCtcxfXobXx0Gqbxc4a24wJbU1CptSsGkS14Zu9pkXIqT4mzYclTmTH2DuUThpS2OOswRKCtcRkMo9lgUfaDMdUGpHJvpNaJXnSx9vcEa1cZZqm7b1CHlv/y46JN80h48SeAUv9/rf1ewLfT6rsAOqmtwD+jYSwFtKLUxVIjyC46hWvn8yFtz+Ns29e4TmWJqfIkaptsuY0dxNLiPSgSUTyGYr1U07ThMqPP7+lx7bYcI9hyQ9VQKdWBU2TqoaJ7z6yHtt7hz3rfFZBFYZRIqdBEMfxn4VqFyxBDTyO9J3BekAu6RG+6xIGZQ0/E5wjP1qxCQ+/ujvUv0lmahUJiVcC/c6nN4e+N0w5pQKRQ87/kh3bN//0Cl7e0Rf6XpbIaaMq0nQU5RE5mqZh4aR2R2XUVsyjKa8nSq3SNQ2fO20+/vucRXVpa1y0NVm/a0cxj0JOFyI9eGlIKqGge68nkdQqvyLHG5PsGPcwKRGixqx0kQH2Pitb6cH2y1AMlQcBS3rkdbnTYN6mQRz1CuDGpEpqFe9WQ4icgZEqzvvBCjy7eR/3vRfc/jQ2dQ851w9ZsMk+93gLZnJNicxlDdPtFxUUOb+4+Eju8+QaC5oumKaJJ17bC9M0bY8ckgoiX+kRBHLfJXMgtolD5Sq+/tBa7BssW+ktjhrC+l/29cQip2tu+fGAyerr3YNYdt3DWLlxr0dlpGoKnBUT6Sf+Mc9t6cGlP/sHfrRyk+fcI1AtpryuOeNG0Br+76/txW0rNuH6v6yDyTEPH/XI2Y9QC+khe0IZhFrIKcXGVQe19JPMG2C9FDkqeuSIIIz0kKnIIeCRSVHXOXvDp49ulphaRSaA5FwhZIxhAh/55fOh72VJD/p3aZeoyCEghFtLQUde17ByYzf2DZZD38MqXHTN+k1kporRaC9Z50qpkENTTkvkkUOGhQ8cNwsHTWpLvY1xwRKZJGUiDKwiRzIf4EM3c56JqjzOonaoVVPksBP8uMoVgBdTLS2qHbyFGGvqHAU2BtboOmvwYiKk2+rtvdjUPYTvPrrB956HX93tpM+TEFzlVL1aKwbelCDKd2rj3kGcfuPj2NYzZBME3sW0zDnfnHEtmGpXOaMRlab9wOod+Mgvn8d9L2y3F57W8+6GTNotrR0s6VE1TA9hfc/z2/DLZ7fiRys2WWlICvUTNw1J133pYiweW2epw/748i5vChyTNqYKRIyB19gbe9t7h7lVq2TGxGsxbeAcRLht7h4EYM2rXLoNPjIxDApecqPggT2v//rKLiy77mGh9yqw7kwdqqbs1MLkqBpTFN/245XBKT1yq1Ylf2+YtFOuIkfztIH2tomKl72R0ORNq0KKnDjqIL96xf27xFEtZQ3ShkLOInJWb+/Dx+95IfQ9rEeBakQ8UeTommYrcqIHPVa1QyZelx87Cz++cGn6jYyJ+RNaPY+TKHJU2w1khzCRNKTtvcOexywRr1qMVTPaQHyoXMWDa9wKmGxMshUEvKun1yZyTNPE3c9uQf+Il9hZtbUHx37rEeexaqlVvJiiUqt+8uTruJqqkETGPSe1SmFFThDu+scW7Bko448v77I8cuznVanwxOsnR5FjPyanUtWwUt5esYm2PQMjHtLDNXCWF9OBE/mbAizpsW+o4iGsiaFzS1OuIXx/8rlo0oMoMse1NHlURhoTmwzwWpwXID122PenCW1Fy8DZfj6OeiVL5HTN2XwIWlJs3mcRilM7Sh5yimDUI2c/Anux/vSp8DQKGqqd3AS1eOTInFCGfXUSA2cC1W4Wogjzk1GJnIrTklCzY4kEAfk5m/J2GlLBbUtUfGw30e+VWrWKmdTSRJkecf74zj3q4lRh3COxFHK6o/KKShfjKXJUAlFMaZoV38Ov7sb//PnV0PewJIJqhMDpCyd6Houki7GLa9ViYiFC5Kza2uN57CM9VDsZAQxFxHXTY6/h879d7TxWLV2MB0LkPLmpG9c+9Aqu+5P3+vrpU5s9JLZ6Vavie+Ss3+31rXNLqqsRE29G4IwTAdMFoqy6/q/rsL132E2bUCRlhzd1I9507GbWMd96BB/71fPosWPqKOU9XkYqkB43vuNQ33N5Kg0paIOOqBc7mwse5ZTKfjJRqVXEt2lsa8Fb4SmG0iNL0OliQUuKnX0WkTOutckmPRSPSYsm3IhhfWsx71k/ugTpKJGz38B3DsRgQVRV5LARvN49iE9ROzJhkErkhLxWk4GzoguBWtLF5Fatsr77kClWBSGauIgCKzKg42BLFWcJ8s2EIKArPQURF09t6sZ9L2zz3fBLlCKnoygvbYf8tOQ3pn/rqNMnTJGjAoqOIkdzxoYoTw7W5FkFQooGIf3oVv0swp/J75GTdqtqw8T2IlZevRwrr16O0xdOwLrdA3hqU3foe/qGWUWO9f8HjpvFTVmQDRFyale/11fHl4akWL8BwN6BMvX3iC/Vd1e/V2WkWroYD8SoemDELgHNpMnxfLRoyI6Jt2CO8v1hXychqWx2POx45NjeK8zrrGrPnwoiOyZvUDnNVeRUTH9MT7zW7aSUthXzHoJABT+Z9lIec8Z5K0Xm9eiy1vsGSUw5T4UnFfxkuOqVXDTpQYicYl73xER+AqlpSBGluoMItx191v1JA5g0JM3zvwzwTi1dQGXUT6kvad8fMksUiWiUyGkQCFaj5EK1hQABy1D+z59fxV9f3S30XhXzcIEaDZwVID2cxyl9rgq7naRceBwfmKc3eY0YacJEZmoV6ZkCh8gJwhW/eA7/8fuXnYkZAb0oay3KU+QsmmwRbdO6mgF4PYiiJlBRCxrZaKJSq8iNPGqiG+QnowroyROZ9Ect8NndeNX6iQbpnyt+8VzocUGKnMuPnYVfX350fRoXA3dctBQfWz7HeTxYNnypUyxYcoodv1WcS7y2dwAAsGZ7H950499x36rtntfZcb8RiJwep+IYnyBgU//I3ME1cJYbEy/bcogZA9gWsmOEW13M+jDZMSVJrRoISL9UgfTgIZ/THY8cp8ITc80TklHXNIb0sBU5sscIdhMup0VWeNo3ZJEepgnG90e+yuith0z2PUerjILIKZJaZRgAOFXgVBvLcwIxkTHEIj38VeAUu5w8ZsdBa3jytGHyy4+LdJOiy+FR+OGeBX3DFTyzuSfkWC+kD6x1gNSFQIg0m71WB0aquH1lcMlxGiqlIYkQBCJQweyYEAM0ARPVqueZFAP6vQUFfH/Iz9rS5Br6RsXEeknQN/J2iRWeLjpqBn72viNw6NQOAF5fpSiCgLc4+MOHjsEDH5S/kAYoRQ51Q4+6zlmCQMUJFwA0F3RHPcSrokYjSL2iIvrttkY10R+TWkHNn9CGk+eP9zx3zf+tDjjaQi9jsivT4ywKzbbC8rU9llnkK7us1JwnN3qVVOy9jB1TZFetokE8tdh+YMGmX5I5HiE9VCIISEsGnUUY/zg2RY68z/H9kZ1axbS7mHcr9rl+Mt42+sdy73GyY2IXl0053SEJyf1q495Bjx8nOTc/99vV2N0/4quyIzsm1t7AYwwcwLuR1CrDNG2lhzox/esb5+EARmWU0zVnPhekXiHXm2GaVj8zqYoKDREAvMbAUSXVqyYC0sXUCkrXaOVUeEzWuWdS8w7xMUKdO9goQkFfq9fc/1Ks9yp2bjvYX9KQPBNFJqjvPLIeNzy8Xuhz8gr5/pRqqGJEpx7JrJ5BYiLES9RiMwz0e2VWrWInFt7UqvD3+s1Z3b9bJRI5uqZh3vhWh/QrUA2LIjF40vUxLU0Y36ZGaovj+2PLm+nnghDWTyrg2DljcdGyGbj65LnOpD9KpdZIfjLEAyKqSpg/pro1KTHYc42MhXsHRvDO257E63bFDAK2Ehe5z37wuFlKmIfTaC/m0VHKY5Mdg5PewvQDq4pQWZGTz2ko5nVHkRO0e84aorO77SrNjwCLoIpKrWJJedVKqrMLsaac7qRWOeoV+7UbH9uAx9btCSR72XRiWWCn4IWc5ihygjzsWZKR3VyS30/exyLqFbcfYRs4W887ZeIlhpTTNR8ZbRkDW3+LEQTuYp9chaptEHm9jPjHkEhNm5xi1WCqpcDlPIqcqH4i47eXnNIE8iPUujOPIhD0KUBc40Uhe2ClQS/yWeY8Dq8jcxMtjnolameNhgr9tGxmFwBvTOz4Y5imb9eTRsGjqJBJeljfTSZLLTWQU8W8GoocnZlgxCE9dvZ5/S/oG4TsCSXg/q6e8yeiXewiTbXJCZmY0BLbqN86SI6vCvK6ho8un4MxLU1OakGUgi/IK0JFkNSBzuZwcrOfXaQpcA2xIGlFS6Z2oLOUx8R2i+B8cM1OrN89gJ8+6a04yBI5hIi/7NhZeOSqN2TQ4nB84NhZzrlWNa0xPcrsmL0Hq0zkmKZFUPUOMYtl5ji2RLSThqSIeoWGCes8HLJLxQdd+770SyZdTHZM7Py0iVLksKTHrX/fiI/f80Ig2atKGhLrVZLX3XTZIKWHP/WXLDzlL6Z58BAEEYvpvpEK9tAqI0XIKRaWyoh/7rGo2uliJBbSrzLPvU+ePNf3nKdUt4AiB1RMBIp1E3IaKN8f/jE0OWWCnuN7/w/DKJGjMOgOpAfcuEIWlcZVWtlQi++PSjcLejc6bkh0H6ug8HbTkIJ/3188swUfuivYP4JeqEqV5jOKnOYaKjPRN3KZpbrJxUzaU4iRLvYw4z+l0CUEgI6JFZf6sa1nCC9u6+WQHvVqXTKQBVdTThdekPhIj7q0LB1UBFOr+ocbSJFj+yV0lixFTtUwce9zW31+TH0j4QSBCuhsLuC6ty7CN89ZhLZi3hcDS3xGeeTIxuXHzcKdFx8BwFqQ5HNaZPlxlpzyGQMrFKJhmmgu6A7pEYQgbzAVU6sAKw0uKrWKVew4KiP7sWzSw6/I0RxSI4j0CLreVKmGxPZFU95Nlw2rRkqDXXCqNmbQY0RUTN/6yzpQWUhKpFbx4ElDiojJMExPGhI5XObl9C8HT8IRMzo9z1mluq3G8cyQrefhvE7HRI6XupHHaXMccspgCDdXbRT91QosHUcRBA9BQJ0DQSd5EHSFlgIeCX6DplaxXx1GTkX1FX3TkxsTUa9YsXhTq7wxbNzrleOzoH8PFW7qhJRqpkt1c35rdheUBh1Gm8Q0JGdi4ZBUyX9f1dbSZEJSECg/fs4tK/C+nz6DfsVNdCe0NQEAFk5qc56LVhk1DulBiKq4ihyVYzpwotVXHSXrOv/181vxlQfX4udMZS5WkSOzml0Yls8dh66Wgqd6S9BtqRHIqYJOFDmmp7yrk4bEHN8bQE596PjZ1vEKnYuG6a3eEoQg83C3Mp46MQFAsZDDUJmp8MQ0kZ0rqZda5X1spVZ5F2lbe4bwwOrt7FsdsIpa2So+X2qVrrukh+A6w/EpcTw9UmteIvBURq73StB7vI9Jr7ipVWoRbnFURlUmDYn8Pqrdg3Oe6mLhx1YNb0ykX2VeTrxr2SKnrL8D+4lKvfIcEUPhNkrkKAx6QVwD5yH9ZkHDq15JHpVUr2PmcS3GwLTRogrGwCJpSFE3DnohLjMmZ4eIeOSEzDD+tn4P3vjdvwW+TqchSSVyGKkvff7EvTGrdiMnvg80ORU0gSI37sGR8J1r2ThiRhdue89huODI6c5zcT1yFOsmD0Y4Hjk8QtSviqhvu2rBf565EIA7ju2z49nHlIBmSY+CCpLKENDVW4LA9p1qhADgnmtVoshhV2dslZ2A1KpLj5mJlVcvr19DBTG9q+T8bZremILutMNMegu5/Bz1imL95l14el97bksPdvUN++5HJAR3kSZ7Mc0ocujUKruR+4Yq+OL9awI/g03ZkemLCHBIj5yGkaoYQUDgpotZ/8s+9/weObow6UGgWmoV22qRCk/k6e29wx5TahVID4BPTpFYglRGbhqSrV5xHtvksETRwrfOXex7Tteiy48TGHb5cZcYtT9j1Oy4sUEviOkBqJb0HdloCvBe6R+p4NF1e0LfS294Sq3wxNx8PeVNY6qlPItWqTFZ/5OJOx1T3PON9m2RW4mLkB0kZSc4Denp1/chDHSXt0lMrTp8miVHHddqKT08aUgxf2oNwH2XH4X7Lj8qrebVBKLuoBfEUTGt2tbreSx7ss/DoikdnnbFTa1SMSYCsntLyOzH1lmE6FObvB5aqhs402htymP+hFaf0oMFq8iR6Z0lAlq9EoQ+1hhYwXOP+PYYpulZpAWBJT1kTvZ5+NEFh+M7bz8EAFHk+IkcthuCKhC6Cxq1YMXET295/8/+gXf/+Gnfe9iYZI8ZfBPd8LLWLFhFjmyCgI2pkHPJqQjO1wfXyFkt0oO+nqLGCgK2upj0mMJURhHeK3c8ZSlJSQiuIk6tUYKOKdojx6sqUoGcmj22BcvnjvM8R5sdRw0RhmlX4rIfO0SOwHerPfP4J0eQVDtutSfZgxCNID+ZL//u5cj30n4rKsR00jzrom0JIT2i+kqVmMg3E2KgFj8ZVVKrnN0UJ20suC1R/US/M63S7Elw2bGzcNclR2Jap7WLG6Yy2rBnwFM2lIWmaZjcUcLkjlLgMVmCEDl5AUVOEGRP9kUQ3+y4nq2pDZ12ZSdyHhIC54WtXoKNJXKUlhnBO/knYJvMxiSzQp8I8jndTxAwx7CVg1TsJnL9BJEeLFhzVtXQUSpg7vhWAISc0nzlxVmwZsfk/nXZsbMAqEcq0uliPNKje7AcrCyw/1dv4am7qSABp1hQm9VRenh/84KA0oOFapW42MlcPqf5SqpHgVVFyO8nL0QqcbFQKQ0J4KiMNPF0MdO043BUezaxI7ufmHbTmydR45tpyYx8/TKaWtXg2B8VOR6lBxXTxr0Dke+lF3UqEDlkcC8V+CojILqvPB45CnQUSdWh/WRYRN036H5SYUJJrp1wP5nwoOjzTeaEMqdrmD22hUt6sK36y9pdoZ+lwOnmwdGzrIppZx48yXku7o1Ztck+D+Qa29ozhEvveMZJ2SlXDfSPVHxEjsq45fzDALglTXkwTNNfvS/ubkTGoHfbeTBN01eRRnEeJ5KcMk2TQ+SoF1RTXseEtiZ89tR5/JiY40cizJBVQJ7aWc7R517AdcKWHyf3r0uOttLFVJhL0MjrrhrCLZvsJQ5Z8spkdrIVC8mTAie6mGbTxGT3ky+9JaehKmgMHATpMTGPRcpas1AtXYwFnVoVl5xSwhjYaojnIX09RfXT2p192NU/4hqiKzpGeEypA/rJcF4n5JR9L7Bf3y/NjgcHB/G5z30Oy5Ytw5FHHonPf/7zGBoaCjz+3nvvxfnnn49ly5bh6KOPxmWXXYY1a4JzWFVCLWbH9KRSBdKDoKWJr8gRGYs8O/UKnLl5h8hJrshRJbWKgPzGQeeeCOjTTWaFJ9IMUoUhjFSKVOTI7xoPeDGxN2a1l8p+zBrbgpVXL8chUzuc59hLYrBcxRf+b3XGLUsXRND1oxWb8PzWXjy4ZicA4GO/eh4n/e/fMMAsplXuxxljmnHEjE5n8s9TenQPln2LApVjAlilhz9dZbhi+NISVLrP8hClXqkYps9kUsWIdE3D/R88Bm9ZNNmz8OQFZZqm8oocwDu34adWeXsiSJGjCm45fwnetmSK8ziXo9QrdmOfeX0fTrjhMecYlpwi1xdZAKl2LnoJgoDddqZjHOWAQxDUr30iYM8bSxVh/S1KELgxKUpOeUx0xWJyiQE7JsVOPpHUKhY+z6k6tCsOeIqcSPWK/fxDL1ublCRN1lCEnPLF5PH94b+H9IdTiQvuY2A/VeR85Stfwfr16/HAAw/g97//PdatW4drr7028Pj+/n589KMfxV//+lc88sgjWLRoEd7//veHkj+qIEzpEQVVUnZYeBU57vMi4dHqFRXSkBxFToDvjwhoPxAVqlaRFoSmIUX0Fj2YSiVy7HYQWW14TGKfpQqIRwLtR8S2MGoiplpMPJDrfKRi4IHV2/F/q7bj9y/tDDw+bkU/mWCb+uQmy6cpr2uYM64l8DjVEKX02Nk74nuP6jHRO2k8+FLFIH8BEwV68s+7TobK/pmm6kMEvfAkoJtcMWopqZAd6HuTNw3Je9yy6x7G1x5a69zTCFSLccm0Tlxx3GznsQjpwSpyyP3rQtsoXmaRAR5E0lvYMcQt/UwIAtkLT54qglStCnqPFyRGEors9YZPkUOllEaZ6BI4MdmPZY/tfuWUTvWTWEeRw5QhPVgSUUS9wm40sKlVqbawduQ0RJJTpO1V02vgTIb4/U6RMzQ0hN/85je46qqrMH78eIwbNw5XXXUV7r33XgwPD3Pfc8EFF+D4449HS0sLmpqa8MEPfhA7d+7EunXrMm59fNBKD1F2nMCThqRALxM/mUATXRFFjjKluq3/SXu8ninx+imviCKHzZ8tBHgZ0cdEfRagxuRrpMJTr3iPieORoxLo6yluTI1AepBL4qbHNuCL96/xGaJPbi9i1phm57HKIV1vVzVgF54m4CltXczrXnI4i8bVgEJO9ykEaOzos+7NTYqMdSKgTXR55xQv/U31mHIcwo3GUMUfk2rGwCyiKnGxRseqgj53PCk7zIISAH717FbfPVjFcY+ed3pIjyAiJ+D59y6bgZVXL/fMh1WApfQIT0NiY2KNm2WPGaEVngJi8qkrWfWKdNKDIacE0pDYWKsM2SE9JmYWkNNclVFgP5n8mMhvIFsNxsI7RvCPiSJ4ZJOILHKezRP+MWTq9PcNe7Gjz60uRs5jkbWu/FVWDKxfvx7Dw8NYtGiR89zBBx+MoaEhrF+/HgsXLoz8jMcffxzNzc2YOXNm5LGaBnR1tUQeVy902EaSAJDL625bBDq2kNcBW6Lf3laSGgcAtDVbVXY67Go7gCW3Je3SBAbKprx7I+/okBNTLqc7F1pTk3X5tLW4MelUTP3DFTz0crB6AACK1OSkS1JMAJCzF1k5uz2tVEx5KibAjTsIBUpJNnVCuzQDsgJZDNvf397CP/cAoKkYPknM5XX84aoTkNM1z/vYz8kKl504Dz1lAx8+dT6+//hrAIBCPoeurhaYponBchXFYsHznnkT2tA7VMb23mGpbY+DvB3TXrtCUB+TdqTrmuf88oyTkhD0u565tAX3vLANewZG0NXVgoKtVnv8tW488orrZ1Qs5JCjZlm5nCY9pjA0F/Mw+62YijZxW2puctrcZ1ixTeooYdPeQQBAa6mgdEylYh695Sq6ulpQKlnXUankxrR5wF9ivTkgJlWus+ZiHt1DFXR1taDZvh+XqDbv45BxpVJeibYHoblYwJ5BOyZ7fG8qum2u9vk3+FSIiT0n6MWndT2VrevJPvcKhVxom4tF+TGxyFO+WM3FAsw+a4woNTdxj2dJj0KTWjG968jpuPPJ153HzaXomNjFdL5gxdRin6tju1rQ1VYEoMY40VzMw4QWGpNP8dJknZtkzjims1lqHOxaQuTcM5kpai7vjamzPfuY6PNBZ3bjW0p5mJrdTy1i/URiKhSse3RrS1FqP+WYoiEtzQWYgD2W9/LfxKx9SUxN9ryjuVnuvCKX964jWkoFGIDdT33c95D565od1utkLC/a6/+iwP1KGSLns5/9LO65557A16+44gqccMIJAID29nbnefJ3Xx//R6Kxfv16fOELX8BnPvMZtLW1RR5vmkB3d7QJb71QoM7Z4ZGq05YgBpYGfYkMDgxLjQMAqvZun061vVx2Y6oKGBJq1NA00C8nJvqCGhyyTEqr1OKyWjWcdl1z/0uRn6dRN/qBgRFp/WTa/UJiMsruJKxcqXraNcIalzKoVtyYenoG02xmLCyd1oEXtvSgaJNUFSomup8AYGjIG9MhU9qxbveAk0JRqRgYk7c+h35fV1eLtD778HGzMDLgpq2Qfvr181vxX39YizcfNNFzvGEYnh2NcsWQPi5EYWikgu7uAZTtviszO+ymaXp2CCsKxBR2TpiG6YzlI7ZZ7r4BJvXIND3jYbksP6YwmFUDw/ZYTq6jocERPPziNhw8uR2v7+oHAIxpLjhEjm6aSscEw3D6iYyJQ8Nlp83bdlvzDU9p23KVG5PMMYKGaZhOPw0OWufc8HDFaduOPf2+94xQr6sI+tzr77dIm/KI2+adPf4U+qEh+TEFnRMHTmyDQcXUa8e0Yv0efOP+YG8w+txUBbSRMd1PPX1itgZDQ2rF9Mnlc/D+ZdPxphv/DsAbUy+HMAT8Xkakn8YUcuhqLqA8OIJue24sY5xg1Stm1cBIJbyf2LS+gcGyPaZY4+RA3zC6Q4pl1BtV1j9KpJ+YecWgfe4NDVnjpIw1FH0+VJjf3KgaGImIiX3PAIlp2L6fDcpbbwDWvIZGpVx15qS9QeceoxrtH/Kee/TYLwPlsncdYVQMjJCYevkxjTCbk2SMGLDnhWV7HjJhQjvv7QAUInKuuTa3sXMAACAASURBVOYafPrTnw58vbm5GRs2bAAA9Pb2oqOjw/kbQCQx88orr+CSSy7BpZdeine/+93pNLrOoKWk9G6FkNmxIn4yBGQBSfv+xK3ElVfET4aA3C/olC+aY9vGmUSyoPupIFO+af+e5DzLh+TjsTLPY2aPwd837PUcoQI+9IY5OPfQKbj3+W0A2Cpw3mP9LWaMg1XUrjMgfffntbsBABt2h9/QVI7p/KXT8POnN/tkqVFtVjkmgJ/eEllqs54NSgF0TGRseGl7H254eD2KeR3DFQOFnOYZ64p5xXTdDHgeOfSIQFKrWpty2GeTV4pnVnk8cnggHjlNOQ0jVa/vharwmH4yr33nkfWYO96/k6mqa86PLzwc0zpL+O8/vuL6X9ix7R0sO8pLHlQc9th0MTa1IwoJiybVDbqmoYkat+gxQtwjx3p84rxxOHHesXVqqTh8qVU5N10sqJ+CYiLdrYKVAw2R6mLs78D6yMhOrWKHLE/VKsEUONZ3S/66MDgFLug+xT7NxiQ7IhYivj/ss4T8jVMmXhkip7W1Fa2traHHzJkzB8ViEatWrcKxx1qD4IsvvohSqYQ5c+YEvm/VqlW47LLLcOWVV+K9731vqu2uJ2j/C/rEFrm/qUfkWP/T1ZDiklO0n4ysdB0aZACl2+XpJ05Ipx04walSA3gHntaI9J4sQG7idEz+PG/ve9ieUGX+ldc1TO9qxvTOEgB4vFRIP63b3Y/vPLweE2x5M0FcvxkVUGUW02yTfTFl0KakuPrkudi6bwhbbDKUtNVndse8T+WYAKYijd3YqDKvqpNTeaoiDQFJ3yMeJSxxozqRE1R+fGCkiuaCziVyVNhcCEOOc+7RLR60dwabCzmMVMnOYuPEZDDziR+t2OQ81qD+2HDQJGvHVcTTg4WKsdFz0JyncpDY++P6QmYB+hoXMXBmoRo5NbWzhI17XdW0SKluH0HALDhlj4O+1C+B64mNiRxPIpG9hvKZUguQiEGkh1t+POVG1ggv6cE/hu0/Nibp/cQSox5DdP57gs49Mqbsd1WrSqUSzj77bNxwww3YvXs3du/ejRtuuAHnnHMOisUi9z1PPfUULr74Ynz84x9vGBLnlAXjAQDNhSDSw/+emdQiFWCJnJQbmADkAqTVK56YOO8599DJnsdes+N025cEbkx0P7l3P15MYQvP1gjvmXqCtIuwwfRvHVU6WHXS45xDJuOW85fgjQsmOM+RmK59cC0eWbcHL2zt8byn0QgCINhYkUCDplzfhEFIvcKWXFc8Pl6Fp6jJveIhcWMqM49ZhV9jEDl2DPZ/O3qHceL/PoY7n9mCfpv0aKXM3KXv2kaA1080hjikm+IhcQ1nNWi+a6pJ8fONBl21KorkJVCR7NUDSA/RmFSER2WUgHATJXyywk3vPBRfPuNA5zFtdiysMrIfT+ooobUph/aSXH1AqNmxoIkuq4aQPbaHEQTBBsAs4aaWIodHuEWp9tjrx/0NrMeyySlfTDkNPUMVvLS9N/DaZ2Nl+1Xk1Gucu5uNf/u3f8Ps2bNx+umn4/TTT8ecOXPw+c9/3nn9pptuwplnnuk8vv7669Hb24uvfe1rOPzww51/Tz75pIzmC4EMlKU8nVpFEwT+E+KkeeM9j1Up1U1AYqLLokepV9iKGZ6YZFZ4sr+aMKyFQEWOPyi2K+hru01qqW7r/7J9nuU4hFv/SAUPv7rbT+Qw/aTaTpqmaVgyrdPzHLmenJSdiM9QcaJMcIBdqtqXhsQcpzrhxoKXChJZiUtx2sNTxcB+zpfCo8B4HQc8goDNz2dRzMtXH4aBXkwTbNhj7Vz/9dXdHkUOgQoq0TB41GD2c/SpNkQpcsB5XUXw0iZ6hitYv8ebVlpqJCInF72Ly6IRxvL46hX1gvKRU/Y4J1ocTbUaahPaijjtQHeDS4RwY89J0k/HzR6Dh648VuqGJBBAehCyN+CcYu9fNCkMqKcyylGKUVHllFPlSlFFDt1PgcqpIJUR1FDksCDnzXt/8gxGAuZE7GVGfgP3Hr2fVa0CLK+ca6+9Ftdeey339SuuuAJXXHGF8/j222/PqmmpgZyc9M4Y3dlc0oN1XVdOkWP9H0eRw8akLDkVIyYWdF/mJdYDZBU5BQ7h9h+/exl/WruLfasPpgn85L1LlZ48R+0KNlIa0g/fczg+e9+LWMd44uwPpEeUIsennFI7pABFTnijGyMm7ySFVeSwRGhRohmmCHi+P6Q8d3Nex4BtVE372KmgEg2DZ6JsxzYwUsVJ//sY3nX4VHTaVTLomBQPiate+fPaXfgzc59SXQFGI6eJqVdoLyPFhwjPGBG0mGah4rhHz6XzOb3hFTmAd6FoeeTEjMlRQ2ielHxZ8Ksi9MjrKShlh/w0shU5LDzjXiDpwVfksOXiZYFtdk7XUDWtuYKocsohsxRR5LCgr4cXt/ErcbExlZkxZb9U5PwzwPGToSYfUYoAtq9VUa8QkJOSHhA9J3BMA2eZDDlh6bnpYmRiZZq+igWAn11VZTFN2vUme3fmqJldzmvkJkjnUnvf631cNU0cOLENs8aqUzqURVzfHxV3BwlamnKY1F707bZHnVsKzik98KhXiMooipxSPCZ6MU0QdW51SJaqRyGv69S4Zz0XRZQWJZLWIuARbsTvZ/2eAdz8+EY0F3TPJEu1yT6LHCVdJ/+v2taL/pEqbn1iE771l3UAvCndys2MGYim7DRUahW1mA6LiVa1qaoYPXXBBHztrIM8Y0RYTPQlpGJIGqvIiUvkKBgUzb3kNHqMEHu/ajFdcvQMz+MkHjnkN5jUXkQxr6NTuXQxfwoOC5YMYdOQZN+u2HaT++fTr+8TTutzSMcYfjJ1BUtOUe15YWsAkRORLrbfeeT8s6DKIQiiFDks6BNIV2Bfjade8cTEeQ/bavqELkhk/kkzeBWeyOB06xMbsWZHn/+9zGNVFtPHzRkLAFg+bxxWXr3cQ8KE+SrwoNqNnYdI0kPz+smontfPq7LDNpk991SPyZta5VVHEPhTFdWOiV5Mk1Ci+mHhpPCKjLJBp4IQ+IhS5j2qKyToxTTpLpJ69Hq3ZcBdYtLDpE8iI0Avpkn/bOVUVqRTI9SOyKucClN6sH2lMmj1Sth45tnoq3urkuHasw7CKQsmMFWrgo+n0/pUH8uT+P6oeMv1K3K8qr0oqDaPeM8R07Hikyc4j0UMZ9kQyLm3bGYXHrryWEetqAryug7DtNoZlMXsU+T4lB5qje5kHXXFL57DI6/u5h7D9hPrqSObnGJBK3J6hyvcY3wxkdSqUUVOY4MMoEHqFd5Oe2hqlQK9zCVyIjxyWNAxthXlGwPzqlaRkO55bpvQZ6myk3bViQfgvsuPwtiWJt9rkWlIzGPF7use3H3pMswb37pfkh5segs7EWPVYCOiif2SwEutiuqHPtu7RFXQi2kCVrnHnntvOGBsnVtVGwp2P9FjGXtumaY3LtWJHHpnmkQyWPYrqWh/MNk+ClGgCTcyNvQNe6+XYl739I3aEYkvplU/32jQMYVtohQVSGMRRV4XUxnRnlNq353cjQbTNBvalJpGnk5vEWyrinMjVjlF+ikuOaVpmifVVBbYVpM1xzk3r/AV6iAIShdTlfSg16ysxxmBL7WKSS2V7S/ory7m3nf6A+amwWbH1mORmBrn7vZPBF7KTqRHDvOYfq/skxsIT616cVsvttnlammw7aYnza0SjYEJSCy0n0zUzS/M7Fgm8rqGyR0l7mtxJx8q5oETzBjTjCNndvl9SiLaHFeVlDV45qxsm9lRIMh8TRXwzI5HIkiP7sFynVtVG+jFNLnph/XDFcfPwrKZYzJpW1KQSWXVcKcxxE8mCAc1gsqI2ZnuH/HuqLE7nqqnVuUpwi1IvdJezHvuUart2rLwLKZDhuiGSq2idtvD7kve1PssWpYceV2DCWuMCFNOtdDzOsWDosc90emBaLqSLJCFZ8Uwhec8ik+NnH768u/WcBWIPKhGTo1v9W6wkk2Dbb3DeGD1Du572LGDxHTC3HEAgAPGtabdzJpA3z/ZDQaCoBQ4Z30pO7OKOW3omNj5AwF7qpUpew5AjHBTO/n+nxRksKfJmMjFNDPholUicv1kLLbUrfDkN3D+yC+fD3yv5zH1hAo7bB8/6QDMem4bTp43znkuvnpFrRsGD45JWoCAmyXcVI8pp2lOG0lTWXNWn++PYjd2Fh71CokpgqhRncjhVXiKikn1fuKTU8ExLZzYXu8m1Qx68k8wzFF7kVc/d+o8LJrSkUXTEoPemXZ3Mr3HGIZ3nFg6w1sZTzWQSaVhBl8nvtLBavM4nsW0qNJDdZB+iiI9PB45yiZXWSAxVSL6yZtaVfdm1QR63NufFDkA8NMnX3cq80VB1LxaFkg//d+LfMKDB9XmEV8/+2D8bf0efPl3LwPwru/GNBewl7OB5avwZPfT2Ysn45QF45WsLkbQF5CGxL7HNea2HqsgWqBBx8TzTAWCFTnk8FGPnAaFk7JDnQRkYOkeLGNIICWCJm9kntvku3kxxVWv0I9lXrDku8c0F3D1yXM91abiDv+mCdz8riX4+fuOSLGF6eDb5y1Gc0EPdJAnaKTUKgDI6f4b9ZZ93p0aNib1FTn+HRhfyo7mPT+DbiyqgFsNyReTWjfuKOSonWmHRAzph0YIL08t0shChY2JXmiOay1m17iE8CzSBKqCXPuWg3DQJLVJN7qfgsazzlLeM/adPH98Bi1LDpHFdGtTTnnDcBp5D+kRfFxTrrEUOYBVZSZs3udJrVI4qPkTWh1y6oHVO1COmiTZUHwa4RAE3310A25bsUnoPSorsAHvmkMUqk2NxrY04S2LJjuP6ZiCvFdY0OOjbBIH4JdUJwi6P7H3YkfdrEi6WFhMQfAr6VmPnFEipyFB+pU+CUwAv1u9A6d973Hue9iuVqXCEwE/tSreZ2iKbQ/ymh9d1tqvXjlseifmjldL5ghYBshvWzLVV7YwCipPwABrYIy8UTP9pNoODQu6dCNZNLOTS/bc46kmVAKtXiGnlOoqoijQizSCsH6QPTERgRNTNTjFgB4SFC9YBYBRRQQERfeh6mlVgHcxHRQT3U9fOXMh5il4X6JBKz2C7jtTO0uese/tS6Zm0rakIIvpSjVc6VHMe+eHKoNsdq18rVtYkaPqNOK+y4/Czecvca6nrz64FrevfD3w+CaPh6KiQdlIQno0UkyiRVJUj0mE9GCh2makrxKXwDqVnSuRseQoO/18wUS5KdvsLyxyPe0b8hJxPo8cge9tgCnVPx+CSI9r7n8p8D1hRE6pIK+bSSsIUTGxzc31NE0Tdz+7RZhRVoCPAhB+YUWqjJjHit8voFNpSEFoxDSkqF0kKyXQPUZ1+TBh7WmCSnXFTRRocoqALd3daMhTBIEIGkFx5Cw8QwgCGg0Rk4B6hR5DGoDHcRbTYQTB5n1DUD6fioJXvcKPaQrl/XbN6QswY0xzJm1LChLTq7v6Q+87dMGHK46bVfd21QIS07/+5kX8+vngQhC0R05etuFFACZ3lNDalPcs0sIWye0lt+KR6gTB/qBeYUGfR6JzItXnsIn6SbGY3nGYl1BPcr0T9crpB03EHz98rHKq2CT9VHbSxaz/RaZLo0SOgoiq8MQD29m0HEuqjM5ux5VvmI1bzl+ChdSFVjVNXPvQKyFvVfNGftJ8yxOHLmn6rsOtQckwgTueeh3bOebNPKh+Y89xUnaioNj9woecZqW3WL89v7G+1CrFZyuO/4XhVtJhSQ81r6Zg5DikR1g3LJnagS+evqDezaoJOUoVEXZGkWGhIQgCgcU0Pcw1VEwhpAeT5Ff3NtWKnEP2BqeL5XVNmQ0TEZB+2jtQDlxMT+kouhNdtYdxAG5Ml9/5bGAZ3lMXTMCENitF8V/fOBfj29ROV6TnsuwONA0yV53Y1oRPnDS37u2qBaKLtA6KcOsoqVXGmkU+QYlb1VOrCgliUo30YJGkn1SL6a2HTsHKq5c7j5NkjtBjvhLXVgoFENx0MfHPGCVyFESVq8iJUhBozGMXzRIVOQSFnI4l07xmkJH+zRGPZeHTb5yHBz54tGf36FNvnIf3HTUDhmniW39ZF/hedqxSa2j1g6Qh3fbERqzbzS8J2Ghmx+QeWDVMXxUkAp/KSPGYHKUHlVrFhtZICzTA638R9OtrcBU7H10+B2ctnhxwpBqgYwq6Tjqb3Ym/aumkPHgqnQTERJdQ1xsgJiLBL4eojK5RnDRkQafs8Cw9lkztwA1vO8R5rPiQB8Ad995525N4fgu/DO8B41udsU91U2DAO+/bvI9fZWfm2GaHEFVsfcaFKOlB1ONXnXgAupoVWJiFQFRBQAzExzQX8JlT5tWzSTUjiSpiaie/2qkqSBKT6vO9JATBfhmTYoNfktQqFmQD9rDp1npZRGUkf4U/Ch/c8uMxTHSZ80UVY2C3Df7n4l6EqpRCzed07g6Yrgkop9BYpAdhyW/5+8bAY9heUW1wZUHOo5sffw1rdvRxj2FVbI0SU6VqonuQv+O5dHqn8lUzaND+F0H4yAlznL9VGOeiQC+meSqvye1FXH/uYme8bICQPOoVXurbxUfNwJfefKDzuBFiItUVR6oGdwJ8zZsW4GzFSUMWxKvjzO8/wSXl33roZMwZ19IANJsLepH28s5+7jFzx7U4fzfC8Cey226VibdVmA0QlOhimsyPkiyAsoaoKoIYbZ+5aJInHU5FiKoiDhjXgsOmdeCb5yzC506bX+dW1YYk59Kk9sZRuIlC9TlsItJDsZg6GVVQPoEhIInpjfPH4w8fOgaHT4+uhjlK5CgIkjs4e6yby636RRgEcmnSJMwE2ycnKiLW20fTgOvPW4w7LlqaYgvTg4iJ7oGTvGZcqncrmauElX0+f+k0z2PFQ3JuGL94Zgv39c5S3jc5Ub2fCOlx02MbuOTUOYsn40NvmON7XmWQfipXDbzePeh7/QPHzcJJ88c7C5oGmPs7hn5B6S3vOXI6JlOeHqqQ12FwPXL4VXamd5XQlHfH8kaIiVQEeustK7lpsuwargFC8pSrfn6rX73C9oviQx4Ab+WmIFjklBVbI8QksqBpa8o5410D8DhCBMHYlgKWTOsA0BhjhOjCc6o9nrcVcxFHysPHls/Bd95+iDDh9uET5uDm8w/DifPGeQyqVURcguDqk+fiP/9lYZ1akw6SkB7jWpuiD5KIWtKQVMG/vWk+PnWymxJaa7rYmBaxPhslchTEGQdNwsqrl3s6MepmfcoCb5lQVXannZ1l6rlfX3YU3nPEtFByanxrEy49eqbv+ePnjMX8CXKdyYMQddG+fckUvH3JFM9zqiskdGfXj//61SfP9THGqpOOJKagCkiXHjNTeVk3C7oUKg+zxjY3xC4nDRLTjY9twFrObjuJh1xDqox5YSAT5eGKwU0FKTB91AhdRnam3/3jp9A7XPa9Tq43EkoDdJOnuslTm/b5XveRHmoPeQCiSQ+nnxqgfwiiFpFXvmE2OkoFKrVKfYgUp2gv5R1yqjEUOdExXbRshkP4NlIVuCgsnzcO//7mA3HRshl1blFyvHfZDBw9a4xwTI3QPwS5mH4yZy2epIbfSgji/v7vPXI6vnnOojq1Jh0kOadUm6d3lAp4F7WxncjAOUFBD7V1fv+k4KYhhdys//3NB+KAcd4yoaoMs7x2FHI6Snk9lMS44vhZKDGTNNUXalHNmzehleMnU8cGpYAocoo39qo+sdQdpUeQPw4hCDJrUs0g94vhSpX/egNNvAhImx9+dQ//da0RSQ+rke/44ZOhrxOoPuYB3snKE691+15vxHOvELHwzDHkVCOglI8icryPG8FPhvap42FGl6Vqdi6jBhjURRaRbU35hlLktAqoNop53Un/0xtgzBD92fuHKzhz0aS6tiUtBHkGslC/d1zE3SxVXWEExL8+zj5ksvKKnLgbje86fCouPHJ6nVqTDkRKqrNoSVCcaJTIURC8rg8bjHjnimrzf3ZBokWkIfEWMIqF5EPUgoUXk/KKnAQxNTo5pWjV01CQcy9oIpZE4ikb5Ma+u3+E+zp7vTVChFFjRM5RGVmPG2A9EzkBa4Q0CRaR6hVfzIoPeoAnvY0H9txU/NYEAL7NHhZ+ckp9EE+VMLQ05RrKI2fW2OiS76WCjkntJeQ0q2qV6pjaIWbye9SsMXVuSXrYO+BXVPIwUomvGpCFoZhtbYT7VdwqqiIpqLIR92d/66FTPGnoKiKuIufMRZNw8VHxlXvq9+4/IejF8b2XLcOpCyaELo65RE4d2pUEpy2cCMC/OE6i9FB9fI26AfAuNtVJj6iFZCMqcqLuaY2ggmARRRA0wg4ni0iCoBHVK4JEDsH+EFMDnnqRE7BGJHuLEUROI5xrLFoiiRzN87/ityYAlkdbFJoLlEdOnduTBkTMY0v5HGaOacafPnK8sunzNA6c1IZHPnY83nzQxMBjPnHSAcobHNOY3mUtjMe2hKvC4pIjMhGkUm5kVHllB0MQReKrgJghNYRVQNwN1HccNhWzx7ZEH8igcUaYfyLQ5+e0zmbMHFMKXRzzy7mqcZJ/4bT5uGr5HF+OdNT5zSNF1IgoGNGkB0+9ovY0LJpw48SkODsVRbg14iItbkxHzuzCGQuDJ6AqIFo51YipVWI+JQQNEFJscqoRELWD2YikR6Qixw6pkWJrjvCTYWNR+85koV0ktaroEjmqzyEAsXOKnJ9R6XIqoVTIhaqHGkEJQeO4OWNxz/uX4f4Xt+Pmx4MrlTYCOTJnXAuWzeiS3Yy6IK7Jb1MDTGrjlkdvBCIn7sicJBULGCVylATblZqmxVbk6Bpw7VsOchh2WcjndK7zdpLJveoTzKjFNO9l1edgUUoO3ssxVZ+ZI1K9QnZvs2hMSoib3vKZN87D7HHxmf8sEaWKYNelWgPQHvsj6RFlZNoIUnUW4sbAjRNbtEdO4/n+0H4W0zpL2LxvyPM6242q32+BaOXUmw+aiMkdJbzz8Gl4bmsvzjt0SujxquC3Hzgad/1jC360YhP39UIDLDZ5mNgWrDZqxJimdzVHVstZOKk9o9Ykxy8uPhKAVfVy874htBfzuOHh9YHH///27jy8ivLsH/j3nCwnIcmBhIQlEEzYsmHCvpgILiyyGNQWsBQXBFtqa6NgVUCpov0hRe37Yltt68+XetW3ogJB5EUR+1q0P1C82rqAaG0RUOtSWsoiSQDn90cyk3Nm5mSyzMnM/eT7ua5eJGfOSZ/beWa7z/Pcz9TiHpgwsHtHNa9dYtV3jEVCQrG1CWkZiZzWxdTKutxNn2vbxyiuTDeHTt9M29aTCQATC3N8e8J1nIYkcUROG2pF+P3bNKf7EEkPMrq2jDLyu5bWXtFJCNFxRI7EmJz2kzEqogMa4xIVa+QkJTr1vejffX4aBxB9M3/ThP6W7RJX4oocvVGzcDQq+2dFbQ9YklMCgoowLj8TJb2i7+H0qTzd05Lx8KyyFi9R67WeGSEUNDNtQMKDmZ3MZqYhOY3A9KvmplZ9tzIfhT38P/VNl5QQxA2VBY71VIb0DuPiwTkd1Kr2Ke8TBgDMHprbovdLmFrV2sWaJJwvWnsNbesXef7fu52QeV86T0OKX1vipS21V/z+POCc9LC+5vfbSueEWwc1xEVO91YS770cp1ZJrL3iVKdELwzc+LuEhIGKSQ/nUUYd1BAXJUWcBFZOK7Rslzh6JfJm/psj+2KsqQirxPOeeXUx8/Gjn0J6NNZo8dtytU7Wfu1c9O0a/QAq8Zqru2hwNqYW98AFNiMfkiR2QDRfcFtoSEhrZnqbhKSAnbBDraLTbVj22St9u6Viz5LxuGBQy0YQSbiv6JbasH+Ke7YsSSghSdraRE5b95P//0t0QuZd6bgakt1rPj9wJZxYWsvpv7nEETltGWXkd51xRI45JgkPAyqOMmpxcsrfp4UokYmc/7xiiGW7xOMpckrE1OKeGJHXNWq7xFXgzFOrzPfB9rX2ZImVsL5qVB7unVaESYUyvnFff+0IbFowCoD1Gix5P6UmJWDltCL0thkd0doVXvzivPxMfGN4H0wpsvYtiecJoKHwdCxSY3KqvdTcyCq/astS1X5V3qcr/uOKIVhy4YAWvV/CNHR9apXTdFldW0cZMZHjQ5alulv5/pZ8xmttKnbs8wuI032I3THq9wc2Jj1kcI6pgxriotYWO5YQYuR++q+5Qy3brStxxb1J7Rb5AHZeQRbKcsNR2837ye/nPMD6rbOlsLbAO6eWxiShz8Vivgbrh1NiMIApxT18fw+h6989DX27NSzZbY5JSAjNsrvGSh2Rk5gQxOILByDHplaOhOkfdsr6hHFDZT5mlPa0bJO4AibQfL2ioh7pmNrM6mN+ErkCnNOqfdJUFGQhowWr9gEyEr9luV1xXkEmfniJdVSvHY7IUcDkGN8WORbRtXvN5328TcuPx6ktbmnLQej/ETkO2/2+U2yoOF3M6ZpmTvRISFZFXqifmT/Sul3idLGINg/pHUb3tOj6FgLuTSzMQ5wtfU1ggsBcHFLi8WNmmXYUI6bxAxqG6xe2cIi7n1hHHsrbT2bm/SThm2gn5umWed1SMDAnzZvGuMSur0ndV8FAAPPH9LNcnxq2edAgFwzKSceVw/vYPmeNH9hdxP3D/37vvKh7Ian9qzktTU5JGBkWSgziP684t8XTxVgjRwF3Ty3ES98dZ3ndKQMuc0SOQwtttvv9nNW2Ysfxao072lJo2+9aW09Ggsg2v/CdsZbtegJBzxtKCDGy750TUSQzo3Guu2UaRcc0q13MSY9T9dHLuErse+ZvOq2jIuTFZE4Smn+3FAaOe4vcZ+6LekwXD87BH6orMTBbxoP1o1eW48lrRgCwfksrse+ZSZxC6sS8X5ZPHizy3BfJrhaY9P5n98WC1JgSggEsuXAA+mWmWrcJiSk9lBhVkym3awrGD+iOioKs2g5FFgAAIABJREFUZj4lS0trMEkYkaNLbXFyqm1/n4kcH0lMCCKcYp2nqV/fYl3nbM9BPj8x6Re9WB3XtmP6PCan/WQ/tcrfjwCRF2279ku894p8KPt/N1VatpuTU+cVZGLFlMFxb1d7RN4EZ9msYiLxJtn88JwbDqG4Z3rEcSYvJvN+qL6gP4b1baq/InHlIPN+Mhf/lHKTHMl8M2mOSQ9ZYGiGZNPKXJG7UVJB0/I+XTGgMelknp4j8LRnYZkCJyJl3bzOkJwCZF53I9nGJHxn2Zdt8KAhLkgMBvDAZaWW6cy6LdePxtZvjengVrVPOCUJPdKTMdJUl85M0v1fixM5HJGjLv3B0jzcWydxGpIeUyhGUTWJo4yMlUwCAdvlGe1i8vuInMhRRq8tHm/dLuhkqou8109KCGL+mLyo7ebk4oophbh0SK8OaFnbmW+ufjNvePR2gVNDzCMGNl8/Bo/PG24cRxJvks1JjyvKeuOXc8qN3xOMc0iHNqtdzPvJvOKJxJoK5uMjNcl+qtVNF/THhAHdMS4/egUoCcwrPkk8nsxUHJGTaF6ZS4H9ZL5eSU8OAPYxSD+m7I4foaWMDHbtl97/7Jp/1ci+6BVOMVbskyIxGMDWb4/FpCIZNYtaIqXx/iE/yzoaLBJr5ChMvzcx33jpAjYpDr+flvSYEhMCmGnzkGzXn/0fU0MLgwHgN1cNxwOXlUZtlzgix5zU+P2NFVG/S7xPMZ8sb6gsiPrdUmxcQIzmG8bCnun4j8ubVhCyFAYWGJNOf1niTbLzUt3RU+AkMMdkXh1E0AjomMyruOjnkD5dU3H/ZaXNLkHsJ/fPLMHj84YBsH4xJHGarJllCpzAc4SZZUSO/JAsD9Mq9D27BIHUYsc6u5ikJ0dVGpGjUzImrxvgomAggD1LxmP+mH7Nvo8jchSmX+TSkhPw7fPOwb3Tikzb7T7TES1rOz2mAIA7pgzGq9XRU1xsRxn5PqaGf81FI5u2CxyRE2j+IU3iDZjTzZXlYcD3KUT7C0BF/6yY2yXst1j7SW+7ue6PBI6riwmccmAeBdElKXrVCT0mfRWe9JCMpEckpxWfpJgwMBvFPTMAONc2ksha98ejhrhI4rnbibUotUcNcZHdw/SA7jLqTMViOyJHeP+TuCKuE/vnJRkx/WbecDxts5iF9H7WFm1N5KizCL3CIufjLxx3Do7Xnonabj96xd8HQdMUgqZRLJHsp1b5PKY2LAHt92dQ5wLOHdQQF7W62LGAGJ1isqzwFM/GuMRxRI7AUUaOI3IExGBm7ntpIfvRK7dcOADjB3RHUWMiQRLrCmkeNcRF5hE5Ktw4Kzm1yvR1q8RzhJn13C0/KHNf+6+5Q9Gti7XmpST2iRwPGuIiVWo9RpK8n2Ktjmh3SriirDc2vvX3OLcofhyfPdp4HmQiR4CgKelh3te2IwZ8fhDrMejNbMk3NH6/1gdjJKV0Em9WnG4aJd4oO13gmkZ6aC16vx84JRElFpeMFVMgxnYJI3OcVlqQeDyZmWvk6DcnKUkJllGKfrZs0iAUNK6WZh69osKUHRUTOUmWWmAeNcRF5lFGEu8jzKw12zxqiIta8mWkNHb7ReKU5kgqjjKyn5UhOyYlp4s5PU9xapW6zKshWTq4wAyzuahnSwZB+P0gbkrkND+SQBLn5FQHNsYldjcikUXIrKNX/B9kYmtHGQkQa/SK3idlxtT8JVePaUZpTwBAL2GFCgGgakgvXDCwKWEjcT8BwOVlvTG0cUUx836TOrUqkjU55VFDXKTiiBwlkx4Ci+87UXE/2Z27pe8ru+ZLj8nueiT9dB6rTup1Y/uhOMYoHr9zSq5x+XGFRdaTAawXCPtVq/x9YjLXk7EWmLXJxvo8Jsdsq8/bb0e/kMdqucRifnY3J0/PH2X8LHEahVMmX7/QCxi0YmhtsWMJ+8lx5FRjELOH5eK1xecj02Ypeb9LDyVizcymQu8CTxEWlqSHEjGpNyLHWiNHfkwSVxx0Yn5gUeF4sowqF3i/Z6bi6BXbpIfskGyfl6Tvp1h97zsV+XjctCqrFHb9rF9m05fIbR1FxalVApjryViSHnarVvn8GNZvTmKdQEVOrTJiijElxOfttxMr0aYz3zhfMLA7LhyUHfd2tUdra+RI2G8xFrSL2C4gCJOYU6v0ETkSdoyJ41TFYNPxJim6RRXnYEivsO02iX3PzByDijFJv/EH1Ey4qbifzDFInwYC2MXkUUNcZHf89O2W0vENcZF90sODhrhI4vOSE4mzMnT3TisylhyPZNf84p7pOPSvU+36/2MiRwBzPRnzw4CUzh3J6cIt6zGmgb5fYoUmcT+Zp/WZmUev/J8ZxZZvev3GKQEg8ca5tTFJEHtqVcO/ekz3X1aK9X/8GLld/X+D6Ti01t+HTkwLxp4Tc5uE48eJiqNXVJwKYllxUIH9JHGEqBMV+5753K1C3zPHsKaqBAOyZa/EZXeNlZ5ItBuRLb3/Sa77M6W4h+3r8Ro5xUSOAE2jItD4r/OF3e/dPSFGLDqJMRn7yWG7JAkRIwTsmGsSSIjQKalhKS4Zz8a4xDkmCVFEa2mNnIHZaVg+eXCHtSueJI4yciKw61lYEwQeNcRFKo4ysuwnoYnRSJb9pMA5whyDitOQFNhNlgSBhC9LnCg5IsfmNen9T/JKXLHEa+SUApc59TUtP24/HcnuIuj3zGWsWHT2Fcv9HZNzsWN/t9+OXXLqNxHzUy0P2wJiNI6nGNv1G2e9nozf+x3Q8lWrBuY0fJuWJOAJxzmR05Gtcc/EwTn40fQi220SzxFOVEgQWKfsyI/JXCBdfkRAYicYOaVASJYEmwqrwFmSUwrsKPMlVoWY7KY3S49LxVpGEmu/OrGt/coROZ2DeeUgNUbkND96xe51v1/r9ZuTWMel+WFAggSb5FRhRMV4a3HJjmlXezjVZ5KYIHCcWtW4fU1VCd77/AQyUvx/6o91c6+HKvWb6VWXFsfcpkLSw0z6DSXQkHzbc+go/mff5wDUePA0P0yr0PeUnFqlYoLAEpNHDXGR+XhSYDdZznMqxKRkYWC76WId3wxX2Sc9PGiIi+ya70ZI/r+bp4gRBLEebOR1+KakR8unVvmduSi1mYRREGZOySnLt4Vxbo8bjIt2Cws4S9DSETnpoUSMyOvWEU1qN6eRbRKnizmRmpxqjgoxpSQl4O6pRUYiR2BO3sI60kN+UCpOgbMuqe5RQ1ykYt0fa3JKflDmc7cCIdlej7LT5a0OGcl+BoMHDXGR3XlO+rnPdj8B+O+rh+PAkS/b/nfb0SbqIOYaOWYS+7Y+HSxWTBKnVjlNFzPfkEng1PesN2T+j9F5RE7Dhnkj+wKQkTBoaSJHmr7dUnDbxQOjXjNG5AiNqTkCc4iOlIxJwHnOifmBRuDlyaIzPEyrEFPn2E8eNcRF5t2iQi0jc0w3X9AfY87J9KYxLrE7fKQfU/GahuQl+wLOwKCcdEwusi+Q3BIckSOAsex4jO32BZT83eH1m/vY37pbX/N3RBEFnCNemzmkFza/8ykAGQkBM7upVZFkxtTwr1NMN1QW4IbKgo5qVrs4jXqQuJ8AYNOC0ZbXzMWOVSL95suOijGp0PdUfJg2TwVRYDcpucKTZcqOR+1wk7XvyY+qM4zIGZsvO4kD2N//SZ/+q+aIHOtrbjyrK/hdmXpi1cYxxBiu5WdOKzyZixYC/r+I6CfOyP10x5Sm1XTMS9hW9s/CvdPsi576hRFTjO0iRxk5xSTwauF00VbhwVOnh6LCjbKZxL7nRKW+p1Oh71kTBPJjUrI4q2UlLgViMoWgwjnCHJMCISmZnDKHIL2ALhCj7o8H7XCT7YgcD9rhpnjFxBE5Augn09grPFlf8/v51mmFp2SBFWfNRanNzMWOf3L5kHg3qd2ckoj6g+e6uUOx869HOqpZ7dJUyyjGdoF3YHrX+m5lfozt8mKKRe+LKiY9VLhRNlMzJq9b0H4qLtVtvk6p0Pcs+0n844ya9Zmsy4+rEJPXLXCfkqvACXwGdCJxpokTu9a7cY1iIkcAp4dpiV3bOEhbmPRo+Iy/I21p0kMSp3oyemHg0t5hlPYOd1Sz2qUpJnX2UyAQwJ4l42NuV+FbXJ0eisSEmxOV9pNO4KA9R36/FrXEuPxMfK28Nza8+XcAaiR7zd//qJCcUvPBU73pYtYkokcNcZF5P2ketcNNKiZ77Z450pJlP97bJaylH1PxKkqtwGVOfUZh4Bjb7YYG+n24oPPoFZupVfFskAucpovpMeV2TemgFrWf00VOYtJDa7wbUWlEjhOVHqb1cxv3kwwqJqdUiCkxIYjbJw4yfpf+bSeg5kOaisWOLTH5/u7OmfmWVX5E1r72lSY/laPiFDhzTJX9s3BJcduL5/qBbWFg4UeVfUztx0SOAE5LQCclystc2i2pvm3RWONnuxE5fr9/SXBITkVOQ1r3zWEd1ax20UOJOXpF4JNnKLHhgJo9NNd2uwo3ymYqPKTpEoIN/ZL7SQYV95PA054jFWKyPqTJD8o8qkiFUUZKxqRAXzMzJ6cUyONYrrEq7DZzTHOG5Yr/okvNJdWbAuiXmWp5rc1/t91/geKuaaSH/Q63qyfj9w7fVBi46bXstGTjZ/saOT4PqlHMqVWNMWV2SUZpr4yObFKb6dft2PWZZOyTSMmJQby2+Hwsqsj3uinUBoFAQPxNCsmmZMJNgWNKxSk7Kq4upmKhbfMoIwVyHpbznBojctTre+bzXK+wnFH/sUTulrLchrIN0vdVZOu/3vhFMqdWdRL6jo61w/URBqZPxa09bgiY/jXTR6/MPLdX02f8HZJx4Y7VTInfeGoKXLjtBAMBJR/GOoNgQM1pVUReUuGIUjHpYV1lRz4V6jGZmUcVqXDrZL5nVSAk43hKDyUgJz0Z4RTZtWSApvPcqH7dsO3bY5Cf1cXjFrVf5Ll7WN+uAPz/DOgksv36sxWXH+8k9JE4sZ5dJI7IaRrpEWOUUWNy6o7Jg7FnyXgEA/6/gdGgH5j22yUmDtJDDRe5SYWy59uSOgKBgMjaTER+JvH6ZGYd6eFRQ1xkrh+jQhJbhQSbmYr1ZCJjys9KRV63VA9b4w49iTiibzf8z7fHii8KDDSd54IBIDs95G1jXBJ5mmuKT/Z5I7L9Rq1ON/6uC3+D4uwrm8zd7RMHGj/bjcjxe3f/yqHgrPmAvaS4B4bndY1zq9qnKSa//9dvufRQInbcMA43ji/wuilEABouWtIv6ETkvrLcMOaN7Gv8rsK12DIiR4GYVJjGZxY5yujiwdnIUeCBWr/O9soI4en5o2KM/pfFaYaDRPo5QXox4FiuHpWHK8p6Y/Yw+7qWUkSe9owZHJxa1TnYZe6+Vt7UofXVkH4+61xcN7Zfw3t9fjy3dljZ3VOLMC4/K55Najc9JtXuUbqmJinxLSCpIcgaOURkIyEYQPWE/l43w1UqjjKKnLJzzeg8pCUneNcYl+jJqbxuKbjv0hIlrlH6dDEVRhfpEoz6nPL3j85IIqoTUtSXdemhRCydNAipSbLPE4GoETnuHVNM5AigT9mJdV3QT0yj+mVi3oiGb6P8fjzro1cUuNYZuqYkAWjYD0QUHwHWyCGiZqQmqXNrq5/puiQl4OYL+isxGlE/fxdkdcH3zi9Q4qFaT059pU7OQ8laRgrmPJSMScVbPLvDyY3zufzJgZ3AV60Yg2UUXPP5CdgYkaPQqadHRggbrxuF3l3lV4wn8qtgICCycDiRH6UmBXHq9FdeN8NVT1w1Ans/Pe51M1yhJznOyUrF3BF9Hd4tg/7woilRPreBPiJHnYia+p5KMenJKZUSBUEjJnWCUiG5axZZ7+wrF2vkMJEjQSt2eNNS5f6mOdTIkSovU34xOCI/CwTAYsfkibTkBJysP+t1M1y1/tqROPjPL71uhqvyMlOVuRbrp7qzCg31MBI56oTU9BCtUFAJ6oUUkSBQ5x5CP0eo9Dyl4i1evFatYiJHAKepVZGknKK6pTZMQyrske5xS4hIEtbIkSGckohjtWe8boarnpk/Ep+fqPe6Ga7qHU5B7zBHkfpVYuMwaxUKzer0s7dC+QFjpIdKMemjjJSqkaNk0kOhYBopOSInIqZpJT2x6e1PcUV5r3b/XSZyBGgaguXcsZsKecWzRe2X370L/u83hqK4JxM5RNRyQQVr5HRPS8aRk2olCDbMH4VjdWolcrLTQ8os70oyDMjuguvH9UPVkPbf8PuF3+9P26KpMLC37XCTygkClW4hjBE53jbDVSrtH0NETD0yQti8cLQrf5aJHAFaMw1J0jJ0Zblhr5tARMJ0T0vGCcUSBM/MH4m6M2rVKenWJQnduiR53Qwi0QKBAL51Xr7XzXCVfp+q0kiPpuliKsXU8K9CISlZwFkfOaVS4k3NETnx+btM5AiQkdKwm/q0oIhuQgCYODgH5X2YJCHq7Aq6d8HHR0953QxX3XzBAKUeAICG5TU50IOIOgNjapVCp3ElEwQKThczVnhSaH/pRXQVCknJETnBOA2wYCJHgLLcMNZUlWBcQZbjewOBAFZdWtwBrSJSy7A+YZxQrZDpNSOUugkD1KoVQUTU2Rh1gb1thqtUjClBxVFGQfWmVqmUwNHFK+nhpXjtJyZyhLhgULbXTSAyXDgoW6kLIQD88sqhXjfBdYGAhEmWRETUWQQUHJKj121TKCQ1EwQq1pMxaqOqE5VCoRjitX+YyCGKs6+V90Z6SK1D7cdVJV43gYiIiITRR3qkJid43BL3qDgNKcFYtcrjhrhI308qJT305JRKX66qVO9Hxxo51Cl8pyIfmYoVyLx94iCvm0BERETkuV7hFFRP6I+LB6sz0lxf1lqpaUhGckq9mFRKExg1cjxuh5sUzONwahVZ3XbxQPQKq1Uh87qx/bxuAhERERHFybyRfb1ugqsCAfWmVqm4apUxtUqhREHQGOqhTlBqjsjh1Coy+frQXK+bQERERETUaalY7Fjlh2kVp1YpFJJS08R08QqJy38QERERERG1gT69RampVQoWcFax2HFAwRo5KiXadPGKiYkcIiIiIiKitlByRE7Dv0rWyFEoT6DmyCmvW+C+eMXERA4REREREVEbJDY+pXVNUadihZ4gUGrVqsb9pFLyQ8XpYupE0oTLjxMREREREflIeigRSycOxLiCLK+b4poEhRIDOpVHeqgUmkpJKR2XHyciIiIiIvKZK8rVWoAk2DhnQ6m6PwouPx5QcrqY1y1wH4sdNzp16hSWLl2KUaNGYeTIkVi2bBlqa2tb9Nk1a9agsLAQmzdvjnMriYiIiIiI5NGTHuqkcZoSBCpNrUowVq1SJyaVYtGx2HGjH/3oRzhw4AC2bduGF154AX/729+watUqx8+99dZb2LlzJ3JycjqglURERERERPIoWSNHwdErAQVHGak4IofFjgHU1tbi2WefRXV1NbKzs9G9e3dUV1ejpqYGdXV1MT9XX1+P5cuXY+XKlUhOTu7AFhMREREREcmhj/RQaf1xFQsDq1gjR6URU7p4xSSqRs6BAwdQV1eH0tJS47WSkhLU1tbiwIEDKCoqsv3cQw89hDFjxmDYsGGt+v8LBIBu3bq0q82kloSEIPsEGdgfyIx9giKxP5AZ+wSZ+bFPnG0cipOTkeK7trVVyumzDf+GEn0dU2v6Q0LtGQBAyOcxtUZi3RnjZ8bk8Hdd+0vtdPvtt2PTpk0xty9atAjnn38+ACAjI8N4Xf/5xIkTtp97++238fzzz6OmpqbVbdI04OjRL1v9OVJXt25d2CfIwP5AZuwTFIn9gczYJ8jMr31i5bRCDO3T1Zdta4v6M181/Ft/xtcxtaY/fFnfkJw6ffqsr2NqjVONCTdAnedwfT8BrY8pJycj5jbfJHLuvPNO3HrrrTG3p6am4sMPPwQAHD9+HOFw2PgZANLT0y2fqa+vx7Jly7BixQqkpaW532giIiIiIiLFTC3u6XUTXBUM6vVk1Jm6o+LUKpVi0Sm//HhaWppjsqWgoAChUAh79+7FuHHjAAD79u1DSkoKCgoKLO///PPP8Ze//AW33HKL8dqxY8dw1113YefOnXjggQfcDYKIiIiIiIh8xUh6KJQpULGAs4o1cuJVl8k3iZyWSElJQVVVFdauXYvBgwcDANauXYuZM2ciFApZ3t+7d2+8/PLLUa/NmTMHCxcuxIwZMzqiyUREREREROShoMIrPKk4ykglXLWq0fLly5Gfn48pU6ZgypQpKCgowLJly4ztjzzyCKZPnw4ASEhIQK9evaL+l5CQgHA4jMzMTK9CICIiIiIiog4UDKi1alVAwRE5Ku0fXbwiEjUiB2iolbNq1SqsWrXKdvuiRYuwaNGimJ//3e9+F6+mERERERERkQ91SU5AapK4cQwxqVgjR8UROZxaRURERERERNQGv5hdjt7hFK+b4ZpAoGFSlUqjWFSKRad8sWMiIiIiIiKieBjcw7rKsXTBgFojclQUr+SUOmPLiIiIiIiIiDqJYDCgVI0cajkmcoiIiIiIiIiECQYCSk5HImdM5BAREREREREJEwCnVnVWTOQQERERERERCdMjI4TstGSvm0EeYLFjIiIiIiIiImF+c9VwJCVwbEZnxEQOERERERERkTCpSQleN4E8wvQdEREREREREZEQTOQQEREREREREQnBRA4RERERERERkRCskUNEREREREREnuuRnozppT29bobvMZFDRERERERERJ7b+u2xXjdBBE6tIiIiIiIiIiISgokcIiIiIiIiIiIhmMghIiIiIiIiIhKCiRwiIiIiIiIiIiFY7JiIiIiIiIiIKA4WjO2Hoh7prv5NJnKIiIiIiIiIiOJgUUW+63+TU6uIiIiIiIiIiIRgIoeIiIiIiIiISAgmcoiIiIiIiIiIhGAih4iIiIiIiIhICCZyiIiIiIiIiIiEYCKHiIiIiIiIiEgIJnKIiIiIiIiIiIRgIoeIiIiIiIiISAgmcoiIiIiIiIiIhGAih4iIiIiIiIhICCZyiIiIiIiIiIiEYCKHiIiIiIiIiEgIJnKIiIiIiIiIiIRgIoeIiIiIiIiISAgmcoiIiIiIiIiIhGAih4iIiIiIiIhIiICmaZrXjSAiIiIiIiIiImcckUNEREREREREJAQTOUREREREREREQjCRQ0REREREREQkBBM5RERERERERERCMJFDRERERERERCQEEzlEREREREREREIwkUNEREREREREJAQTOTbOnj2L1atXY+zYsRg2bBhuvPFG/POf//S6WRQHa9aswfTp0zF8+HBUVlbijjvuwNGjR43tGzduRFFREYYNG2b8b/HixVF/4+2338bXv/51lJeXY+LEidi8eXNHh0Euuv3221FaWhq1z5944omo99TU1GDixIkoLy/HrFmz8M4770RtZ59Qx/Tp06P6QllZGQoLC7F371689tprKCwsjNp+5ZVXRn3+4MGDuPbaazF06FCMHz8ejz32mEeRUFtt3boVc+fOxfDhw1FSUmLZvnPnTkyfPh1lZWWYMWMGXn311ajtTn3g1KlTWLp0KUaNGoWRI0di2bJlqK2tjWtM1D7N9Ynf//73uPrqqzFmzBiMGjUKc+fOxRtvvBH1nsLCQpSXl0edO44fP25sZ5+Qpbn+4MZ1gv1Bnub6xCOPPBLVH4YNG4bCwkLce++9xnsuuuginHvuuVHvee+994ztfFYlAIBGFj//+c+1yZMna4cOHdKOHTumfe9739MWLFjgdbMoDh544AFt7969Wn19vXbkyBFtwYIF2qJFi4ztGzZs0CZOnBjz88eOHdPGjBmj/eIXv9Dq6uq0V199VRs6dKj2xz/+sSOaT3Fw2223acuWLYu5fc+ePVp5ebn2yiuvaHV1ddovf/lLbdy4cdrx48c1TWOfUN2DDz6oTZs2TdM0Tdu9e7dWXFwc871nzpzRLrnkEm3lypXal19+qb3zzjva2LFjta1bt3ZUc8kFO3fu1LZs2aI9/fTTlv196NAhraysTKupqdHq6uq0zZs3a+Xl5drhw4c1TWtZH1i+fLk2Z84c7YsvvtD+8Y9/aHPmzNFWrFjRoTFS6zTXJzZv3qxt375d+/e//62dPn1ae+KJJ7ShQ4dqn3zyifGewYMHa3v27In599knZGmuP7hxnWB/kKe5PmF24MABrbCwUHvzzTeN1y688EKtpqYm5mf4rEqapmkckWPjqaeewsKFC5GXl4eMjAz84Ac/wCuvvIKPPvrI66aRyxYvXoySkhIkJSUhKysL8+bNw+uvv97iz2/fvh0pKSm4/vrrkZycjIqKCkycOBFPPfVUHFtNXnr66acxadIkVFZWIjk5GQsXLkRycjJefPFFAOwTKjtz5gw2bNiAOXPmtOj9e/bswSeffILFixcjNTUVpaWlmDNnDn7729/GuaXkpvPPPx8zZsxAXl6eZdumTZtQWlqKmTNnIjk5GVVVVSgpKUFNTQ0A5z5QW1uLZ599FtXV1cjOzkb37t1RXV2Nmpoa1NXVdWic1HLN9YmqqipMmjQJ4XAYiYmJmDt3LkKhkGXkZizsE/I01x+c8Byhptb0ifXr16O4uBhlZWUt/vt8ViWAU6ssjh8/jk8++QRDhgwxXuvXrx/S09OjhrSRmnbt2oXCwsKo1/7+97+joqICEyZMwM0334zDhw8b2/bv34+SkhIEAgHjtdLSUuzfv7/D2kzu2759O0aPHo0pU6Zg9erVOHnypLFt//79KC0tNX4PBAIoLi429jn7hLp27NiB48eP47LLLjNeO3v2LCZMmICKigp861vfitrP+/fvR35+PtLS0ozXSktLeS1RiPl8AAAlJSVR54Pm+sCBAwdQV1cX9TdKSkpQW1uLAwcOdEAEFG/79+/H0aNHMWjQoKjXb7rpJowZMwazZs3C9u3bjdfZJ9TTnusE+4Pa6uvrsXHjRst0OwC47777MHr0aMzg+gg6AAAGlUlEQVScORNPPvmk8TqfVUnHRI7JiRMnAADp6elRr4fDYWMbqemFF17AU089heXLlxuvjRo1Clu2bMErr7yCZ555BqFQCNdddx2+/PJLAMDJkyeRkZER9XcyMjLYVwSbN28etm3bht27d+OnP/0p9uzZgzvvvNPYbrfPI88P7BPqWr9+PaZNm4ZwOAwA6N+/PzZv3oyXXnoJ27ZtQ2FhIa655hp89tlnANgXOoP2ng/0JHHke/Sf2U/kO3LkCKqrq7Fw4ULk5+cbr69btw4vvfQSdu7cifnz5+OWW27Bzp07AbBPqKa91wn2B7U9//zzOH36NGbMmBH1+n333YcdO3bgD3/4A2699Vb85Cc/MZI5fFYlHRM5JnpG3HwgHDt2zHLAkDq2bduGO++8Ew8//HDUtx55eXkoKChAMBhETk4O7rnnHnz++ed48803ATT0l8gChUBDppx9Ra4hQ4YgOzsbwWAQgwYNwtKlS/HCCy+gvr4egP0+jzw/sE+o6dChQ9i1a1fUt2Y5OTkoKipCYmIiwuEwlixZgq5duxoPZOwL6mvv+UC/54h8j/4z+4lsn332Ga6++mpUVFRgyZIlUdvGjRuHUCiEUCiEadOmoaqqClu2bAHAPqGa9l4n2B/Utn79elx66aVRI7IAYPTo0UhLS0NSUhIqKipw7bXX4tlnnwXAZ1VqwkSOSTgcRm5uLvbu3Wu8dvjwYZw4ccIy5YbUsGHDBvzwhz/Eww8/jLFjxzb73kAggEAgAE3TAABFRUV49913o96zb98+FBUVxa291LGCwYbTZOQ+37dvn7Fd0zTs37/f2OfsE2p68sknUVRUhPLy8mbfFzmlrqioCB9++KExgg9o6Au8lqjDfD4AgHfffTfqfNBcHygoKEAoFIq659i3bx9SUlJQUFDQARFQPHz00Uf45je/ifHjx2PFihVR5wU7wWDQuMawT6ivNdcJ9gd1ffDBB3jjjTfwjW98w/G9kecIPquSjokcG7Nnz8avfvUr46BYs2YNKisr0bdvX6+bRi57/PHH8eMf/xiPPvooRowYYdn+8ssv49NPP4WmaTh69ChWrlyJzMxM42Fu0qRJOHXqFB599FHU19dj165dePHFFzF79uyODoVcsnXrVhw7dgwA8OGHH2L16tW46KKLEAqFAACzZs3Ciy++iF27dqG+vh6PPfYY6urqMGnSJADsEyqqr6/Hpk2bLHPYd+3ahYMHD+Krr77CyZMn8dBDD+HIkSOorKwE0DA1Mzc3Fw8++CBqa2vx7rvvYv369bZz4cm/zp49i7q6Opw+fRoAUFdXh7q6OmiahssuuwzvvPMOnnvuOZw+fRrPPfcc9u7da9RRcuoDKSkpqKqqwtq1a3HkyBEcOXIEa9euxcyZM41zDvlPc33ir3/9K+bOnYvp06fjtttus3z2/fffx1tvvYX6+nqcPn0aO3bswObNmzF16lQA7BMSNdcf2nudYH+Qqbk+oXvyyScxdOhQyxd9H3/8MXbv3o26ujqcPXsWr7/+OtatW4dp06YZ7+GzKgFAQIvsUQSg4eC7//77sXHjRtTX16OiogIrV65EVlaW100jlxUWFiIxMRHJyclRr//pT38CAKxevRpbtmzBiRMnkJ6ejuHDh+Pmm2+O+hbkrbfewsqVK/H+++8jJycH3//+9zFz5swOjYPcc9VVV+G9995DfX09srKyMGnSJNx4441Rw1Vramrw0EMP4YsvvsDgwYNx1113RRWdY59Qy9atW3HHHXfg1VdfjRr+vG7dOvz617/Gv/71L6SmpqKkpATV1dVRK08cPHgQK1aswJ///GdkZGRg/vz5WLBggRdhUBtt3LgRS5cutbz+0ksvoW/fvti5cydWr16Nw4cPIy8vD0uXLjUe0gDnPnDq1CmsXLnSWPlu8uTJWLFiBVJSUuIfHLVJc33iZz/7GTZu3IguXbpEbbv77rtRVVWF3bt345577sHHH3+MpKQk5OXlYcGCBZg+fbrxXvYJWZrrDzt27Gj3dYL9QR6n60ZtbS3Gjx+PpUuX4vLLL496zwcffIBbbrkFBw8eRCAQQG5uLq688krMmzfPeA+fVQlgIoeIiIiIiIiISAxOrSIiIiIiIiIiEoKJHCIiIiIiIiIiIZjIISIiIiIiIiISgokcIiIiIiIiIiIhmMghIiIiIiIiIhKCiRwiIiIiIiIiIiGYyCEiIiIiIiIiEoKJHCIiIiIiIiIiIZjIISIiIiIiIiIS4v8DkfjYacyHZC0AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "low_pass_jump = seasonal_jump = int(0.15 * (period + 1))\n", "trend_jump = int(0.15 * 1.5 * (period + 1))\n", "mod = STL(y, period=period, seasonal=seasonal, seasonal_jump=seasonal_jump, \n", " trend_jump=trend_jump, low_pass_jump=low_pass_jump)\n", "%timeit mod.fit()\n", "res = mod.fit()\n", "fig = res.plot(observed=False, resid=False)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 2 }