{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to use lightkurve for asteroseismology\n", "\n", "Asteroseismology is the study of stellar oscillations. To see them, we usually want to transfer from the *time domain* that light curves are in to the *frequency domain*. We can do that with methods such as Fourier Transforms or Lomb-Scargle Periodograms. `lightkurve` has built in methods for working with data in the *frequency domain*, in the `Periodogram` class.\n", "\n", "Below we demonstrate some of the new functionalities in `lightkurve` and how to use them for asteroseismology." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from lightkurve import log, search_targetpixelfile\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from tqdm import tqdm\n", "import astropy.units as u\n", "log.setLevel('WARNING') # Ignore download messages" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As an example, we can use a red giant star from Campaign 5. You can read more about asteroseismology with giants in K2 in Stello et al 2015 [here](https://arxiv.org/pdf/1610.03060.pdf). \n", "\n", "First we'll use `from_archive` to download the Target Pixel File for the target." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "ID = 211416749\n", "tpf = search_targetpixelfile(ID, campaign=5, cadence='short').download()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Be aware that this is a **short cadence** light curve, which means that this dataset is much larger than others we've used in previous tutorials. If you're rerunning this tutorial locally, it might take a few minutes to rerun the later steps." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(109343, 11, 11)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.flux.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the target below to see if the aperture is centered. We're plotting in 'log' scale here so that we can see the wings of the PSF." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 494 } }, "output_type": "display_data" } ], "source": [ "tpf.plot(scale='log', aperture_mask=tpf.pipeline_mask);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now create a `KeplerLightCurve` using Simple Aperture Photometry with the `to_lightcurve` method. We can then normalize, remove NaN values and remove outliers in one easy line. We can also use the new `fill_gaps` method to fill in any gaps there are in our data using linear interpolation of the nearest neighbours. This creates an almost perfectly sampled time array with no gaps." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "lc = tpf.to_lightcurve()\n", "lc = lc.normalize().remove_nans().remove_outliers().fill_gaps()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot our light curve easily with the `plot` method." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 745 } }, "output_type": "display_data" } ], "source": [ "lc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at the periodogram for this light curve. You can create a `periodogram` object using `lc.periodogram()`. This can be passed any array of frequencies that the user wants, but by default will create an array of frequency for you. You can also change the frequency units, depending on the range of frequencies you're looking for. In asteroseismology we usually use $\\mu Hz$." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "p = lc.to_periodogram(freq_unit=u.microHertz, max_frequency=400, min_frequency=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this new periodogram object we can now plot the power spectrum of the data. Let's do that now!" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 388, "width": 737 } }, "output_type": "display_data" } ], "source": [ "ax = p.plot(c='k');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Varying the SFF Motion Correction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unfortunately there is some ringing going on...there is a periodicity in the data due to the K2 motion. We can see below when we plot the data in \"Period\" space instead of \"Frequency\" space there is a significant periodicity at ~ 6 hours." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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WAgBlQ0c4AAAAAACwwu+D8L1795qzvYODg3XnnXe6tU6TJk103333SZJycnK0aNEiT5ZZoTh3Vdrtdh9WAgBlQ0c4AAAAAACwwu+D8DNnzkgqCHcbNmyoyMjIEq/Pz88v9rZevXopNDRUDodD69evV25urkdrrSgOHz5sHsfFxfmuEAAoIzrCAQAAAACAFX6/WWZGRoZ5HB8ff9XtV87NzsnJUdWqVYtcKzw8XE2aNFFycrIuX76s3bt3q3Xr1p4t2MfOnDmj7du3m+dt27Z1eY1z5855siRJBPIASkZHOAAAAAAAsMLvg3DnDu/w8PCrbr8y9L5w4UKxQbgk1axZ0zxOTU31QIUVy5w5c8xxKLVq1dJNN93k8hrPPvusp8vSl19+6fE1AQQOOsIBAAAAAIAVfj8aJSIiwjy+fPnyVbeHh4cX6iIsLdx2DljOnz/vgQorjlWrVmn9+vXm+eDBgxUaGurDigCgbOgIBwAAAAAAVvh9R7hzB/fFixevuj0oKEh16tTR77//Lkn67bff1KpVq2LXO378uHkcSKHL/v37NXPmTPP8tttuU9euXd1a64033lBsbKyHKgOA0tERDgAAAAAArPD7ILxevXqSCkKSlJSUIq9p1KiRGYSvX79effv2LfK6lJQUHT582AzAq1ev7oWKy9/Jkyc1ceJE5eTkSCr4fowcOdLt9WJjY5npDaBcOQfhAAAAAAAArvL70Sj169dXZGSkpIKNM0+fPn3VNR06dJBUEKTs3btX33///VXXZGdna/r06XI4HGa3YbNmzbxYefk4d+6cXnzxRaWlpUmS6tSpowkTJpjfMwDwB86jUegIBwAAAAAArvL7INxms6lly5bm+S+//HLVNR07djRnhTscDr399tuaNm2a1q1bp61bt+qrr77S6NGjtXfvXrPjsHHjxrrmmmvK86l43MWLF/W///u/Zjd8bGysJk6cyFgTAH6HjnAAAAAAAGCF349GkQqC7o0bN0qS/vOf/+juu+8udHtUVJQGDBigjz/+2AzDV69erdWrV5vXGCGL8d+HHnqoXJ+Dp2VmZmr8+PE6evSoJCk6Olovv/yy6tSp4+PKAMB1drudjnAAAAAAAOA2v+8IlwqC8IYNGyohIUGXLl0qcjxK//791blz56s+Xm/8cd6A7YEHHlD79u3L9Tl4UlZWll566SX99ttvkqSIiAi9/PLLatiwoY8rAwD3sFkmAAAAAACwIiA6wqOiojR9+vQSrwkKCtJzzz2nZcuWadGiRcrMzCx0u8PhUK1atTRkyBDdeuut3izXq3JycjRx4kTt3r1bkhQWFqbx48fruuuu83FlAOA+5zcxAQAAAAAAXBUQQXhZBQcHq1+/furTp4927typEydO6NKlS4qKilJiYqKaNm2qoCD/bZLPy8vTlClTtH37dklSaGioXnjhBbVo0cLHlQGANXSEAzCsW7dODz30kPbu3avQ0FBflwMAAADAT1SqINwQEhKitm3bqm3btr4uxWPy8/M1depUc7PQ4OBg/eUvfwmo5wig8qIjHIDhwIEDOnTokLKysgjCAQAAAJSZ3wfh+fn5ys7ONs/Dw8P9uqvbHQ6HQ9OnT9e6deskFYyBeeaZZ3TzzTf7uDIA8Aw6wgEY8vLyJBX8GxAAAAAAysrvg/DVq1drxowZkgoC4Dlz5qhmzZo+rqp8ff3111q1apV5XqdOHSUnJys5ObnU+0ZHR+uBBx7wZnkAYBkd4QAMRgBuBOIAAAAAUBZ+H4SfP3/e7A689tprK10ILkkXLlwodH7ixAmdOHGiTPeNj48nCAdQ4dERDsBgBOAE4QAAAABc4fczRMLCwiRJNptNcXFxPq4GAOANzkE4gMqN0SgAAAAA3OH3HeE1atTwdQk+N2jQIA0aNMjXZQCA1ziPRqEjHKjc6AgHAAAA4A6/7wivX7++eZyamurDSgAA3kJHOAADQTgAAAAAd/h9EJ6YmKi6devK4XDowIEDysjI8HVJAAAPoyMcgMEYicJoFAAAAACu8PsgXJJ69uwpSbLb7Vq8eLGPqwEAeBod4QAMdIQDAAAAcEdABOF9+/ZVs2bN5HA49M9//lNr1qzxdUkAAA+iIxyAgc0yAQAAALgjIILwoKAgjRs3Tk2bNpXdbtfUqVM1Y8YM/f77774uDQDgAc4d4QThQOVGRzgAAAAAd4T4ugBPWLhwoSSpdevWSklJ0eXLl/Xdd9/pu+++U4MGDdS4cWNVq1ZNVatWdWnd+++/3xvlAgBc5NwRDqByIwgHAAAA4I6ACcKdAxLnjsEjR47o6NGjbq1LEA4AFQMd4QAMbJYJAAAAwB0BEYQXxUrnIJ2HAFCxOBwOBQUFxDQvABbREQ4AAADAHQEThNMhCACBi45wAAaCcAAAAADuCIggfNKkSb4uAQDgRc5BOIDKzQjAGY0CAAAAwBUBEYQnJSX5uoRKZdy4cQoJKf2lM3PmzHKoBkBl4Dyyio5woHKjIxwAAACAOxi4CgCo8OgIB2Bgs0wAAAAA7giIjnCUr8mTJysuLs7XZQCoROgIB2CgIxwAAACAOwIiCF+9erV53LlzZ4WHh7u1TlZWltavX2+ed+/e3XJtAADr6AgHYCAIBwAAAOCOgAjC3377bTMcadWqldtB+MWLFwutRRAOABUDHeEADGyWCQAAAMAdATMj3JPBCCELAFQszh3h/IwGKjc6wgEAAAC4I2CCcABA4HLuCAdQuRmd4AThAAAAAFxBEO6ELkMAqLjoCAcgMRoFAAAAgHsIwp1kZWWZx2FhYT6sBABgMIJvOsIBSIxGAQAAAOAegnAnR48eNY+joqJ8WAkAwOAchNMRDoCOcAAAAADuIAj//zIzM7Vs2TJJBWFL/fr1fVwRAECiIxxAYXSEAwAAAHBHiK8LKKtp06aV6bq5c+eqatWqZV43NzdXaWlp2r9/v7Kzs82vt2zZ0uUaAQCeR0c4AGdslgkAAADAHX4ThK9atarUbkCHw6GffvrJrfUdDoe5fmhoqLp37+7WOgAAz7oyCAdQuTEaBQAAAIA7GI3y/xldhsHBwRoxYoRq1arl65IAALp6NAod4UDlxmgUAAAAAO7wm45wqWzhh7sBSXx8vFq3bq3evXsrMTHRrTUAAJ5HRzgAZwThAAAAANzhN0H4nDlzivy6w+HQE088IakgJJkyZYri4uLKvG5oaKiioqIUGhrqkToBAJ5FRzgAZ4xGAQAAAOAOvwnC4+PjS7zdCEji4uJKvRYA4D/oCAfgjM0yAQAAALjDb4LwkjjP8w4ODvZhJQAAT6MjHIAzOsIBAAAAuCMggvAPPvjA1yUAALzkyo5wgnCgcmNGOAAAAAB3BPm6AAAASnJlRziAyo0gHAAAAIA7CMIBABUaHeEAnDEaBQAAAIA7AmI0Sm5urvbu3WueN27cWBERES6tkZmZqYMHD5rnzZs3V0hIQHx7AMCv0REOwBmbZQIAAABwR0AkvT/++KOmT58uSYqJidHcuXNdXiMkJESvvvqqLl68KEl65pln1KVLF4/WCQBwHR3hAJwxGgUAAACAOwJiNMr3339vBiM9e/ZUaGioy2tUqVJFd955pxwOhxwOh1avXu3pMgEAbrgyCAdQuTEaBQAAAIA7/D4Iz8rK0u7du83zW2+91e21brvtNvN4586dys3NtVQbAMC6K0ej0BEOVG50hAMAAABwh9+PRjl06JD5i1BkZKQaNWrk9lqJiYmKiopSRkaG8vLydPDgQTVr1sxDlQaOcePGlWl++syZM8uhGgCBjo5wAM7oCAcAAADgDr/vCD9+/LikgoAkMTHR8nrOaxhrAwB8h45wAM7oCAcAAADgDr/vCE9PTzePY2JiLK/nvIaxcSYKmzx5suLi4nxdBoBKgo5wAAa73W7+TCAIBwAAAOAKv+8Id/4lKCjI+tNxXiMnJ8fyegAAa+gIB2BwHofCaBQAAAAArvD7IDwqKso89kQHt/MakZGRltcDAFhDRzgAg3MDBB3hAAAAAFzh90F4tWrVJBUEJQcPHrS01pVreGLUCgDAGjrCARicw286wgEAAAC4wu+D8MaNG5vHGRkZ2rFjh9tr7dy5s9DM8YYNG1qqDQBg3ZUd4QThQOVFRzgAAAAAd/l9EF6nTh3VqlXL7BRcsGCBW+s4HA794x//MM9r1KihBg0aeKRGAID7ruwIB1B5GV3gVapUIQgHAAAA4BK/D8IlqWvXrmZQsmfPHr3//vsurzFnzhwlJydLKghbunTp4tEaAQDuoSMcgMEIv8PCwhiNAgAAAMAlARGE9+3bV+Hh4ZIKApPly5fr5Zdf1qlTp0q97+nTp/XKK6/oq6++MrsNw8LC1K9fP6/WDAAoGzbLBGAwgvDw8HA6wgEAAAC4JMTXBXhCdHS0Hn/8cc2YMcPsFty8ebOGDRumtm3bKikpSQ0aNFBUVJRsNpvS09OVkpKiHTt2aMuWLXI4HIWClscee8zchBMA4FtslgnA4NwRThAOAAAAwBUBEYRL0l133aUjR47oyy+/NMMSu92uLVu2aMuWLcXez+FwFPq4fZ8+fdSzZ8/yKhsAUAo6wgEYGI0CAAAAwF0BE4RL0hNPPKFatWrpo48+Un5+fqndg84BeHBwsB5//HH16tWrPEsGAJSCjnAABiP8ZjQKAAAAAFcFVBAuFcwLv+GGG/TZZ59p7dq1stvtxV5rBOBdunTRgAEDVK9evXKsFABQFnSEAzAwIxwAAACAuwIuCJekhIQEjR07VsOHD9eOHTu0Z88enTt3Tunp6ZKkmJgYxcbG6vrrr1erVq0UGRnp44oBAMWhIxyAwXk0SlZWlo+rAQAAAOBPAjIIN0RFRalTp07q1KmTr0sBALiJjnAABjbLBAAAAOCuIF8XAABASegIB2Bgs0wAAAAA7iIIBwBUaFd2hBOEA5UXm2UCAAAAcBdBOACgQjM2PWYsCgA2ywQAAADgroCeES5JqampOnnypNLT03X58mVJUvfu3X1cFQCgrOgIB2BgNAoAAAAAdwVkEH769GktW7ZMGzZs0JkzZ666vaggfNeuXdq+fbukgk02e/fu7fU6AQClM4LvoKAgusKBSo7NMgEAAAC4K6CCcLvdrgULFmjp0qWy2+1Fdg0WF6LExMRo4cKF5u033nij6tat69V6AQClY7NMAAbn0Sh0hAMAAABwRcDMCM/Ly9P48eP1xRdfFPmLUWldhAkJCUpKSjIDlh9//NErdQIAXHPlaBQAlZfxbzw6wgEAAAC4KmCC8HfeeUfbtm2TJHOGbIsWLTRw4EA9+OCDZeog7Ny5s3m8ZcsWr9UKACg7OsIBGNgsEwAAAIC7AmI0yrZt2/TDDz+YAXjdunU1duxYNWnSRFLBzPAFCxaUuk6HDh00e/ZsORwO7d+/Xzk5OapSpYq3ywcAlICOcAAGNssEAAAA4K6ACMIXLlwoqSAsqVWrll577TVVq1bN5XXi4+MVGRmpS5cuKT8/X8eOHVPjxo09Xa7fGzdunEJCSn/pzJw5sxyqARDo6AgHYGCzTAAAAADu8vvRKOnp6dq9e7fZKTh06FC3QnBDQkKCeXz8+HFPlAgAsICOcACGKzfL5I0xAAAAAGXl9x3hycnJ5i9B1apV080332xpvZiYGPP4woULltYKVJMnT1ZcXJyvywBQSdARDsDgvFmmJNntdgUHB/uyJAAAAAB+wu87ws+dOyepICC57rrrLK9XtWpV8/jy5cuW1wMAWENHOACD82gU53MAAAAAKI3fB+EZGRnmcVRUlOX1cnJyzOOyzMEG4H1bt27V+fPnfV0GfISOcACGvLw8BQcHm/9GY8NMAAAAAGXl90F4RESEeeyJDm7nsC06OtryegCsa9eune6++25flwEfubIjnCAcqLzy8vIUEhJiBuF0hAMAAAAoK78Pwp1nep84ccLSWvn5+Tp48KB5XqNGDUvrAfCcHTt2+LoE+MiVHeEAKq8rO8IJwgEAAACUld8H4Y0aNZJUEJQcP35cqampbq+1efNmZWdnm+fNmjWzWh4AD6ELuPIy/t8HBQXREQ5Ucvn5+QoJCTE3yGQ0CgAAAICy8vsgPCEhQTVr1jTPly5d6tY6drtdn3/+uaSCrsPExESPzBwHAFhjt9slsVkmAEajAAAAAHCf3wfhktSlSxdJBV2Dy5cv15YtW1xeY/78+dq7d6953rNnT4/VB8A6AtDKi80yARgIwgEAAAC4KyCC8P79+ysiIkI2m012u12vvPKKVqxYUab7XrhwQW+99ZaWLl1qhizVq1dXjx49vFkyABcRflZeV45GAVB5GUE4o1EAAAAAuCrE1wV4QnR0tIYOHaq3335bNptNubm5eu+997RkyRLdcsstio2NLXT9vn37dOzYMW3ZskUbN25UVlZWoaBl9OjRCg0N9cVTAQBcwXk0isSbIkBlxmaZAAAAANwVEEG4JHXv3l0nTpzQokWLzM3UTp48qSVLlhS6zuFw6Lnnnit0bsyddTgcGjx4sNq3b1/e5QMAikFHOAADm2UCAOCe119/XVWrVtWf//xnX5cCAD4TEKNRDA8++GChbm7n7kEj7DYCb+eZsw6HQyEhIRozZoz69evns/oBAFejIxyAgRnhAAC454svvtDcuXN9XQYA+FTAdIQb7rjjDiUlJWnJkiVauXKlcnJyJBUdnDgcDgUFBalr164aNGiQateuXd7lAigjOoErL+c3LnkdAJUbQTgAAO45c+aMUlJSlJOToypVqvi6HADwiYALwiUpPj5ew4cP1yOPPKLk5GQlJycrNTVV6enpysvLU0xMjKpXr67mzZurTZs2ioqK8nXJAEpBF3Dl5TwaxfkcQOXDZpkAALjnzJkzys3N1a5du9SuXTtflwMAPhGQQbghPDxc7du3Z+Y3APgx59EodIQDlRubZQIA4LqsrCylp6dLkrZs2UIQDqDSCqgZ4QACFwFo5UVHOACDsVkmQTgAAGV35swZ8/jXX3/1YSUA4FsE4QD8AuFn5XVlRzivBaDyYjQKAACuM4LwZs2aacuWLT6uBgB8p1IE4fn5+UpLS1NKSopSUlKUlpZGBxEA+Ak2ywRgYLNMAABcZwThPXv21NatW3kjGUClFbAzwg8ePKhVq1YpOTlZhw8fNjsKDUFBQWrUqJFatGih7t2769prr/VRpQCAkhg/vxmNAoCOcAAAXHf69GlJBUH4O++8o/3796t58+Y+rgoAyl/ABeEpKSl69913tXv3bknFByb5+fk6cOCADh48qK+++krXX3+9Ro4cqYSEhPIsFwBQCjrCARjYLBMAANedOXNGUVFR6tixo6SCOeEE4QAqo4AajfLtt99qzJgx2r1791XBiXN4cuXXHA6HkpOTNWbMGH377bc+qR0AUDQ2ywRgYLNMAABcd+bMGdWqVUuxsbFq1KgRG2YCqLQCpiP8m2++0axZs+RwOK7aUC00NFS1a9dWRESEJCkzM1OnTp1Sbm6uJJmBeG5urmbOnCmp4CNDAADfu3KzTACVF6NRAABwnRGES1K7du3YMBNApRUQQXhKSoref/99STID8PDwcPXs2VNdunRRYmKi+QuTIT8/X4cOHdKPP/6ob7/9VllZWeZ9Z8+erZYtW6p+/fq+eDoAACfOn/BxPgdQ+bBZJgAArjt9+rTi4+MlSe3bt9cbb7xhNhECQGUSEEH43LlzlZ+fbwbZLVq00HPPPaeaNWsWe5/g4GBdd911uu6663TPPfdo6tSpSv5/7N15eBv1nT/w98i37Pi2ZMdW4sSJYyfkpE0wgXIWymG2DaUcoenxtCzQpRRajrL7K71It9DAlhbocjdtSVhgA3EoKVe50kAachLZjp1DchLLlm35lGxLmvn9of1OdGskjTQa6fN6njzxIY0mkiNL7/nM+2s0guM4uFwuPPPMM7j//vuT+K9Qj/vuu098AxoOm64nhJB4eC+WSS/WCclsLpcL+fn5FIQTQgghUbBarWhubgbgCcKHh4dhMplQX1+v7I4RQkiSqb4jfGRkBHv37hXDkXnz5uHnP/952BDcX2VlJX7+85+joaFB/Nq+ffswMjIi+/4SQgiJDk2EE0IYtlgmVaOkvyeeeAJf/vKXld4NQghJC/7VKACoJ5wQkpFUPxF+6NAhn/7YW2+9Fbm5uVFvJzc3F7fccgt+9KMfAfBMIB46dAhnn322rPubDtavX4/Kykqld4MQkiG8F8ukiXBCMlsiF8vcuXMnVq1aJS7MS5T12WefUUhDCMkoFosFR48eTUgG4R2E19TUoLq6Gnv37sWaNWtkvy1CCEllqn+lPzg4CMATgs+cORPz5s2LeVuNjY2ora0N2DYhhBDleB/sBGginJBMlqjFMvv6+nD22WfjnXfekWV7JH4TExMYHx9XejcIISRpHnnkEXz1q1+VfbtTU1MYHR0VO8IBz1Q4HWwkhGQi1QfhTqdT/NhgMMS9Pe9teG+bEEKIMryrUdhaEISQzMSCcDa1LddEuM1mAwAMDQ3Jsj0SPwrCCVHOwMAABgYGlN6NjHPs2DH09fXJXvtltVoBQJwIBzw94Xv37pX1dgghRA1UH4SXl5eLH0tZwDES7214b5sQQogyaLFMQgjDgnCO45CdnS1bED4xMQEAFLymkImJCTidTkxPTyu9K4RknFtuuQU333yz0ruRccxmM3iel/3M9GBB+PLly9Hb2wuLxSLrbRFCSKpTfRBeXV0tftzf3x/39ry34b1tQgghyqDFMgkhDFssEwCysrJkm5qjIDz12O12APSYEKIEk8kEk8mk9G5kHLPZDACyh9OhJsIB0FQ4ISTjqD4IX7BgASorKyEIArq7u+M6pXVwcBBdXV3gOA7l5eVoamqScU8JIYTEghbLJIQwbLFMADQRnuboMSFEOVarVQxPSXJMTU2ht7cXgGfdCjkFC8Lr6+tRWlpKPeGEkIyj+iCc4zhccsnFR3BFAAAgAElEQVQlADxhyXPPPRfztp5//nkxcGHbJIQQoixaLJMQwrBqFICC8HRHjwkhyrFarejv76fXXEl08uRJ8WO5g/D+/n4UFhZCq9WKX+M4DsuXL6eJcEJIxlF9EA4AV199NebMmQNBEPDBBx/g+eefj3obzz//PN5//30AwKxZs3D11VfLvJeEEEJi4V2NImcVAiFEfbyDcKpGSW/0mBCiDIfDgYmJCfFvkhzeVTSJmAj3ngZnli9fThPhhJCMkxZBeE5ODn7605+ioaEBgiBgy5Yt+OEPf4jdu3eLk4TB8DyP3bt3484778SWLVsAAHPnzsXPf/5z5ObmJmv3CSES0ERK5vJeLDM7O5uCcEIyGE2EZw56TAhRxsDAgPixHGtwEWlYP3htbW3SgvAVK1bg2LFjsNlsst4eIYSksmyld0AOmzZtAuA5otnX14fx8XF0dXXhF7/4BQoLCzFv3jzU1taioKAAHMfBbrfj5MmT6O7uFl9kC4KAoqIirFixAtu3b5d829dff31C/k2EEEI8/CfC5Qq+CCHqk+jFMsfGxmTZHokfLZZJiDK8u8H7+/sxd+5cBfcmc5jNZlRVVaG+vj4hQbhOpwv4Olswc9++fbjgggtkvU1CCElVaROEey+gxnEcBEGAIAgYHx/H/v37sX///oDreU+YchyHiYkJvPLKK1HdNgXhhCQHLZKYubwXy6SJcEIyGy2WmRl4nofD4QBAjwkhyeYfhJPkMJvNmDVrFvR6PSwWi6zb7u/vx4IFCwK+3tjYCK1Wiz179lAQTgjJGGlRjRIMx3Hin3guEwrVNBCSXPR/LnN5L5YpZ/BFCFEfqkbJDGwaHKDHhJBkoyBcGd5BeLKqUbKysrB06VJaMJMQklHSJghnE+DJ+kMIISQ5qBqFkNQiCAIOHz6syG3TYpmZwXuBPnpMCEkuq9UKrVaLyspKCsKTyGQyYfbs2UkNwgFaMJMQknnSohrlgQceUHoXUoLb7YbZbEZXVxe6u7vR1dWF48ePi6HRGWecgV/96lcK7yUhhESHFsskJLW8+eabuPzyy2GxWEK+sU4UmgjPDBSEE6IcFpoWFhZSEJ4kgiCIE+FarRZWqxU8z0OjiX9ucXp6GiMjIyF/X69YsQJ/+MMfMDExgcLCwrhvjxBCUl1aBOGLFy9WehcUt3PnTmzYsAFTU1NK7wohhMiKJsIJSS379u0Dz/MYHBxUJAhni2XKGYTTwoyphYJwQpTDgvCioiIKwpNkcHAQDocDs2bNEs92kut3LKu6CbZYJuCZCOd5HgcOHEBLS0vct0cIIakubapRMt3ExASF4ISQtOTfEU4T4YQoq6OjA4AyAaX3YplUjZK+2IGJ7OxsekwISTIWhOt0OgrCk8RsNgOA2BEOQLYFM1kQHipUX7RoEXJycqgnnBCSMdJiIpycVlpaivnz54t/9u7di61btyq9W4QQEjNBEMRFjWkinBDlKRmEJ7oaZWJiQrbT0Uns2OOh0+l8psMJIYlntVoxb948FBcXo729XendyQjeQTh7zuvr65PlzPdIQXheXh4WLVpEPeGEkIxBQXiaOPPMM/HMM88EnPKk1GJWhBAiF+8gnCbCCVGWIAhiMJLsIFwQhIROhJeUlGBkZAR2ux1FRUWybJfEhgVBer2eJsIJSTKr1YqWlhaUlJTQRHiSmEwm5OXlQafTiWfEyLVgZqQgHPD0hNNEOCEkU9C4S5ooKysL2ftFCCFq5j2dSRPhhCirr68PIyMjAJIfhLPQO1ET4ex0dApelUdBOCHKsVqtqKyshE6nw8DAgFhRRxKHLZTJcRwKCwtRWFgoWxDe398PrVYbdiHMFStW4ODBg5ienpblNgkhJJVlZBDudDphs9moU5sQQlTAfyKcgnBClMNqUYDkB8bs/34iFsukIDy1eFej0ONBSPI4nU4MDw+jqqoKVVVVcLvdsNlsSu9W2mNBOFNdXS3rRHikRTeXL18Op9OJQ4cOyXKbqezuu+/G7373O6V3gxCioIypRunp6cFrr72GvXv3YmBgQPy6VqvFkiVLcP7559MqyYQQkoK8J8KpGoUQZbW3tyMrKws5OTmKT4TLXY3CgvCxsTFZtkliZ7fbkZ+fj+LiYgrCCUki9j65qqoK5eXlADwTxRUVFUruVtozm81YtGiR+Ller09qEL506VJwHIe9e/di+fLlstxuqtq0aRPOOOMM3HbbbUrvCiFEIaoIwp1Op8/iDcXFxWhubpZ8/T//+c94+eWXIQgCBEHw+d7ExAQ+/vhjfPzxxzjjjDNw1113obS0VLZ9J4QQEh9aLJOQ1NHR0YF58+ZheHhYsYnwRFWjVFdXA6CJ8FQwMTGBwsJCFBUV0eNBSBJ590mz8Lu/vz+q994kemazGZdffrn4uV6vh8VikWXbUoLwwsJCLFiwAHv27MG3v/1tWW43FY2OjuLEiROU9xCS4VQRhB86dAgPPPCAGITceOONkn8ZP/nkk3j99dfFAJxtw58gCPjss8/w//7f/8P69esxY8YMeXY+DQ0NDcm+zcrKStm3SQhJD7RYJiGpo6OjA83NzTh48GDaBOFutxtTU1NUjZJCKAgnRBneQTh7f0YLZibW5OQkLBaLTzWKXq/Hxx9/LMv2+/v7MX/+/IiXy4QFM9li3z09PQrvCSFESaoIwtk0uCAIyMnJwaWXXirpejt37sS2bdvAcZwYovhPhDMcx0EQBJjNZjz99NO444475Nn5NPTDH/5Q9m22tbXJvk1CSHqgxTIJSR3t7e1Yu3Ytjh07pngQLlc1ivfCjAAF4amAgnBClOEdhBcXFyMnJ4eC8AQ7ceIEAAQE4XJWo5x99tkRL7d8+XK8+uqrcLvd4loc6YYF4SMjIxgbG6PhR0IylCqCcLZoA8dxOPPMM1FcXBzxOm63G88//7z4OQvAGxoacNVVV2Hu3LnQaDQwm83Yvn079u/fL4bh7733HlpbWzFv3ryE/HsIIYRI5z8RzvO8z9cIIckxPj6Onp4eNDU14cMPP5QloNy9ezdsNhu++MUvRrxssInw6enpuPfBe2FGgILwVOAdhNvt9rQOZghJJQMDA8jJyUFxcTE4joNOp6MgPMHMZjMABCyW2d/f7zMMEisp1SiAZyLcbrejq6sLTU1Ncd1mqjIajeLHPT09WLhwoYJ7QwhRSsoH4W63G8ePHxcDD6kLWu7evRu9vb1iuM1xHM455xzceeedPi+kDQYDVq9ejRdeeAGbN28Wb+ftt9+mIDyEDRs2iIunEEJIovlPhAOe3w0sDCOEJMfhw4cBAM3NzbJM6vI8j69//evQarWSgnA2/c2eB+SeCC8uLkZ+fj4F4SnAbrdDq9WiqKhI/Jwm9whJPBaasvfEFIQnHgvCDQaD+DW9Xg+3242hoaG4KkSnp6cxPDwsKQhftmwZAM/Z+OkchC9atAiHDh3CiRMnKAgnJEOlfIpw8uRJOJ1OAJ6JcKmrGP/973/3+by0tBS33XZbyGmSG264AYcOHcLBgwcBADt27MDNN98cx56nr/Lycur0JoQkjf9EOEBBOCFKYKcUL1iwQJYgfNu2bejo6EB9fb2kyyeqI5wF4VTFkTq8J8IBz5Q+BeGEJJ7/9DAF4YlnNpuh1+uRn58vfo1VdfX19cX1vntgYADA6TOewikvL0d9fT327t2LG264IebbTGVGoxGtra0wGo3UE05IBovvPJsk8P7FW15eLmmFX0EQcODAAZ9p8CuvvNLnl0swX/va18SPR0dHxY40QgghyhEEQZwIZwEY9YQTknwdHR2YOXMmSkpKZAmMH3zwQQDSF+GmIDxzBAvCCSGJR0F48plMJp9aFOB0EG6xWOLatnfnuxTLly8X12dLN3a7HcePH8eyZcug1+spCCckg6V8EM6OYnIch7q6OknXMZlMAS+Yzz333IjXW7x4MbRarfj58ePHpe8oIYSQhOB5XpwIZ2f1UBBOSPJ1dHSIp0vPmDEjrnByx44d2LFjB/7lX/4Fo6Oj4tl/4SR6sUwKwlMHBeGEKIOC8OQzm80hg/B4F8yMNghfsWIF9u7dK66vlk46OzshCAIWLlwIg8FAQTghGSzlg3CHwyF+zF4MR9LZ2enzeUVFBaqrqyNeT6PRYPbs2eLnNptN4l4SQghJlFDVKISQ5GpvbxeD8HgD44ceeghNTU1Yt24dAGB4eDjidWgiPHNQEE6IMigIT75gQXhRURG0Wq0iQbjNZoPJZIrrdlMRWyizqakJBoMBJ06cUHiPCCFKSfkgfHp6WvxYah9sV1eX+DHHcWhsbJR8e2VlZeLHdrtd8vUIIYQkRrDFMmkinKiNIAjiYpNq5HK50NXVhebmZgDxBeEdHR147bXXcNddd4ndp1LqUfwXy6QgPH1NTEz4LJZJjwkhyREsCB8eHvZ5T07kIwhC0CAcAKqrq+MOwvv7+5Gfn4/CwkJJl2frse3duzeu201FRqMRtbW1KCkpoYlwQjJcygfh3r3e3tPh4Rw+fFjsBweAhoYGybeXm5srfjw1NSX5eoSQxErHU/SINDQRTtLBRx99hObm5rjf1Crl+PHjmJ6elmUifMOGDaipqcHatWtRUVEBQFoQnshqFI7jUFBQQEF4irDb7TQRTkiS8TyPwcFBnyCcfczqSom8BgYGMDk56XNWOqPX62WZCNfpdOLr6EhqampQXV2dlj3hRqMRCxcuBADU1dWhp6eH3l8SkqFSPgj3Pnp56tSpiJefnJyE2Wz2+Vo0QTibCgKAvLw8ydcjhBCSGN6LZdJEOFGrnp4e8DwvqQIkFbF1U+bOnQvAE4RPTEyA5/mot/XBBx/gmmuuQV5eHsrLywHEFoTLORGu1WrBcRyKioowNjYW9zZJfFg1CnsfQEE4IYk3NDQEnucDJsIBUD1KgrAKkmAT4Xq9XpbFMqXWojDpumBme3u7GIQbDAaMj49jZGRE4b0ihCgh5YPwmpoaAJ4g5NSpUxHfQB48eNDnTRnHceL0khSjo6Pix94LZxJClCV1koGkH+/FMmkinKgVm6abnJxUeE9iw+ri2IQu+zuWGrmxsTGxio79PTg4GPF6iZwIZ4ErTYSnBvaYZGdnIz8/nx4TQpIgWJ80BeGJxQb4QgXhckyERxuEswUz08nU1BS6u7t9gnAA1BNOSIZK+SC8oaEBHMeJVSdvv/122Mt/8MEHPp/PmTMnqkDbuysq2l8ahJDEoVPXMlewahSaCCdqw4JetdausXq6goICAIirsmJ8fBwzZswA4KnA02q1ik+EsyB8xowZFLoqzOl0wul00sEJQpKMBeFs7Qbg9PthCsITw2w2Iz8/3+c+Z5QKwpcvX47e3t64p9FTSVdXF9xut7jOCQvCqSeckMwkbfVJBeXn5+OMM87AwYMHAQAvv/wyWlpaUFtbG3DZnp4e7NixQwzNOY7D6tWrJd+W2Wz2mWyaOXNm/P+AJPrpT38a8EbSZrOJH3d3d+P73/9+wPXuv/9+saOTEEJSDS2WSdIBC8LVOhHOgnC2dkusQbggCD5BOACUl5crvlgmha6pg9UUskEWekwISY5gE+Fs0VoKwhODLZQZ7MzX6upq9Pf3+7wOjlZ/fz9WrVoV1XVWrFgBwLNg5mWXXRbT7aYao9EIAOJEeE1NDTQaDQXhhGSolA/CAeCSSy7BwYMHwXEc7HY7fvzjH+M73/kOzj77bGRnZ0MQBOzbtw+PPfYYXC6X+ItEo9Hg/PPPl3w7+/fvFz8uKCiAXq+X+5+SUD09PWFfpExOTuLYsWMBX6dAiRCSymixTJIO0iEIz8rKQk5ODoDYg/CJiQkIghBTEJ6oahS2MCNAoWsqYEMp9JgQklxWqxUajUZcu4HR6XQUhCeI2WwOulAm4JkId7lcsNlsMQ+txTIRXl9fj9LSUuzZsydtgvD29nbodDrxfszOzkZNTQ0F4YRkKFUE4V/4whewdetWdHd3g+M4DA8PY8OGDfiv//ovFBcXw263Y2pqSgxL2N8XXXRR0NOMQvn73/8OwNNFvGDBgkT9cwghhESBJsJJOlB7Ncrk5KRYiwLEHoSzy7PrA7EH4YmcCPc+AEeSi02EUxBOSHJZrVZUVFQETB9TEJ44JpMJS5cuDfo9NpTX19cXUxDudDphs9miDsI5jsPy5cvTqifcaDSK0+CMwWCgjnBCMpQqgnCO4/CDH/wA99xzDyYmJsSw2+Vy+bxx8n7DUl5ejnXr1km+DbPZLAbtAAKeKNXgmWeeUXoXCCFEdjQRTtJBOkyEyxGEj42NAYAsE+GJCsIFQYDD4aBF0xVCQTghygg1PUxBeOKYzWa0trYG/R4Lwi0WS0zZBHvdEcu6Z8uXL8eWLVuivl6qMhqNOPfcc32+ZjAYaCKckAyV8otlMgaDAb/85S9RXl4uhiL+fwBPYFJRUYGf/OQnKC4ulrz9V155xefzlStXyrr/hBBCYuMdhNNEOFGrdAjCWT84kBpBuFzVKP5BOBDbIqBEHhSEE6KMgYEBCsKTyOFwoL+/H7NmzQr6fe+J8Fiwx0yn00V93RUrVuDYsWM+642plcvlQmdnZ9CJcArCCclMqgnCAWDu3Ll44okncO2116K6uhqCIPj8KS0txVe+8hX89re/xZw5cyRvt7e3F++//z4AT+BSWVkZ1fUJIYQkjnc1Ck2EE7VSezWK/0Q4CyljDcJjqUZJ1mKZAAXhSqLFMglRBk2EJxer5QjVEV5UVISCgoKYg/Bgi59KxRbM3LdvX0y3nUqOHDkCp9MZEITX1dWhp6cHgiAotGeEEKWoohrFW35+PtauXYu1a9fCZrNhcHAQPM+jpKQk5sUtS0tL8eSTT4qf5+XlybW7hBBC4kQT4UTtpqenxSBPrRPh/h3h2dnZyM/Pj7kj3HsivKKigibCiYgWyyREGVarFfPnzw/4OgvCae0EeZnNZgAIORHOcRyqq6sVCcIbGxuh1Wqxd+9eXHDBBTHdfqpob28HEFh9azAY4HA4YLPZAhaIJYSkN9UF4d7KyspQVlYW93YKCgp83twRQlIHHaUnwSbCKQgnasKmwQH1BuH+E+FAbAFlqGqU4eFhuN1u8WBXMMnqCAcoCFcSVaMQooxwE+EOhwMTExM+Z/OQ+JhMJgCeyeRQ9Hp9XEF4Xl5eTI9ZVlYWli5dij179sR026nEaDSitLQ0YGjSYDAAAHp6eigIJyTDqKoahRBCSOahxTKJ2nkH4WquRvHuCAfiC8JZyAlAXP9leHg47HVZ6E3VKOltYmICHMeJP28UhBMlCYKAF198Me1/BgVBCBuEA6cnjIk8zGYzqqurw56NrtfrYbFYYtp+f38/dDpdzFP8y5cvT5sgfOHChQH3g3cQTgjJLBSEE0IISWlUjULUjibCTxsfH0dhYaF4lgcAcRIrUj2Ky+WCRqMRr5vIahQW2JPkY48He96nIJwo6W9/+xuuu+46bNu2TeldSajR0VE4nc6gQTj7GvWEy8tsNoesRWHinQiPpRaFWbFiBTo7O8WzdKQYHx/Hiy++iIMHD8Z8u3JjQbg/vV6P7OxsCsIJyUAUhBNCUhpVoxBaLJOoHQvCy8vLVRuE+3eEA4EB5cDAAFpbWzE6OhpyO2NjYz61KID0INy/OiU7Oxs8z4Pnecn/Dn+CIMBut/sszAjQRLiSJiYmxMcDOP1zRq8HSLIJgoBf/OIXANI/BA7XJ80mwtP9Pkg2s9kccqFMRskgfPny5eB5HgcOHAh7ucnJSWzZsgXXXnstdDodrrvuOtxzzz0x366ceJ5HR0dH0CA8KysLM2fOFBctJYRkDgrCCSGEpDSaCCdqNzg4KC56peZqlEhB+O7du7Ft2zZ0dXWF3M7Y2FhAX2k0E+HsYBggz4Exh8MBQRDEifDc3Fzk5uZSEK4g7wl9wPNzxvO8ag8iEfV6//338Y9//AMcx6V9LUi4ILyyshIABeFykzIRXl1dLS5UGq14g/BFixYhJycHe/fuDfiey+XCm2++iW9961vQ6/VYs2YNOjs7cf/99+Mb3/iGuECl0kwmExwOR9AgHPDUo9BEOCGZh4JwQgghKY0mwonaDQ4OoqysDFqtVrVhnpSO8N7eXgAIexr1+Ph4zBPh/kE4OzAWz/OB/8KMAFVxKM1ut/s8HuxjekxIsj3wwANYunQpli1blvYhcLggPDs7GxUVFWl/HyQTz/OSq1GcTidsNlvUt9Hf3x9XEJ6Xl4dFixaJPeE8z+Ojjz7C9773PcycOROXXnopduzYgR/84AcwGo3Yt28f7rnnHpx33nkwmUyw2+0x37ZcjEYjAKC5uTno9ykIJyQzURBOCElpdCo0oYlwonaDg4OoqKhAfn6+qoPwSBPhbEGvcEF4sGqUgoIC5OXlxTwRHs/zAQXhqSfYRDhAQThJro8//hhvv/02/uM//gM6nS5jJsIrKiqCfl+n01EQLiOr1YqpqSlJQTiAmOpRrFarWGsTqxUrVuDDDz/EXXfdhfr6epx77rnYunUr1q1bh927d6OzsxM/+9nPfILm5uZmCIKAzs7OuG5bDkajEUVFReLCmP7q6uooCCckA2VHvgghvu677z6fN6KhPP7440nYG0JIuvMOwuUIvghJtoGBAVRWViI/Pz+tq1GkTIQHC8I5jkN5eTlNhBMAFIST1PDAAw+gubkZa9aswWuvvYbjx48rvUsJZbVaUVZWhpycnKDfpyBcXmazGQAkB+EWiyXkVHMwLpcLQ0NDcU2EA8DKlSvx7LPP4vnnn8c111yD66+/HqtXr/ZZ8NpfU1MTAKCjowPLly+P6/bjZTQa0dzcLL6P8GcwGHDixAmf9xqEkPRHQTghhJCURtUoRO3YRDgA1U6ES1ksU2o1SrA35lKC8GCLZQI0EZ5ugi2WCVAQTpJn37592LZtGzZu3AiNRoOqqir885//VHq3EspqtYpd4MFQEC4vFoRLWSwTiH4inC3SHW8Q/s1vfhPLli3DihUrQh4k8VdaWorq6uqU6Alvb28P2Q8OeILwqakpDAwMxH1fEULUg4JwErX169eHfaFEiJxYNQpVpGQuqkYhajc4OIj58+djfHwcY2NjSu9OTKKpRgnXCzo2Noa5c+cGfL2iooKqUQgAz2PiHUhQEE6Sbf369ZgzZw6uv/56AJ4wMROqUcIFgTqdLiWqLtKFyWSCVqsV18gIZcaMGcjPz486CGcHLeINd/Py8rBq1aqor9fc3IyOjo64bjtegiDAaDTiK1/5SsjLsMqUnp4eCsIJySDUEU4IISSleU+Es79pIpyoiXdHuJqrUYItlukd7MdajQJImwinapTM4L9YJgXhJJna29vx8ssv48c//rH4fKPT6TA0NASn06nw3iWOlCCcJsLlwxbKjFTHwXEcqqurow7C2YGbeDvCY9XU1KT4RPjJkycxNjYWdiK8rq4OAKgnnJAMQ0E4ISSlsUlw6m3LXN4T4RzHISsriybCiaqofbFMQRDCToSz52mpi2WyYNNbeXm5eCp3KDQRnhmoI5wo6Ve/+hVqa2uxbt068WssII70HKVmUoJwq9UKnueTuFfpiwXhUuj1+piDcKWmnJubm3H48GFFX68bjUYACBuE63Q65OTk4MSJE8naLUJICqAgnBCiClSNkrn8F7DJzs6miXCiGjzPY2hoCBUVFcjLy1NlEO50OiEIQtAgnOd5TE5OYmxsTAyVI3WEyzURns5B+Pj4OBwOh6L7oBT/IDwvLw9ZWVmKPyYk/R09ehQvvPAC7rrrLuTl5YlfZ2FiOtejROpI1ul0cLvdsNlsSdyr9BVtEM4ONEtltVqRm5sb9PdtMjQ3N2N6elrRRWbb29uRn5+P+vr6kJfRaDSoq6ujiXBCMgwF4YQQQlKadzUKAJoIJ6oyMjICnudVXY3CAtlgQTjgCW1ZLQoQOggXBCGuahT/xTLlqkZhQSuTCkH4DTfcgDvuuEPRfVCK/2KZHMelxGNC0t+vf/1rVFRU4Dvf+Y7P1zMhCJcyEQ6A6lFkYjabIy6UycQyEd7f34+qqirFzqhtamoCAEXrUYxGI5qamnx+vwdjMBgoCCckw6g+CHe73bDb7eIfOl2LkPRC1SiEJsKJmrFT6dVcjcKC8GAd4YAnCGfTahUVFSGDcIfDAZ7nQ1aj2Gy2sK/jEjUR7j19DAR2nyvhxIkT2Lt3r6L7oJRQjwkF4SSRTpw4geeeew4//OEPfQ7EAOkfhLP30VKC8HS9D5LJbrfDarUmvBpFqX5wAKitrcWMGTMUD8Kbm5sjXo4mwgnJPKoPwt99911cf/31uP7667F27Vo6XYuQNEXVKJmLJsKJmnkH4WqtRolmInzevHkhg3AWZIaaCOd5HqOjoyH3I1GLZaZi6Do+Po7Ozs6M+90nCELAYplAajwmJL099NBDKCoqwi233BLwveLiYuTm5qbtNLSUPmn2vXS9D5KJha5Sg/Dq6mr09/dH9fsg0oR/onEch6amJnR0dChy+4Ig4NChQ2H7wRmDwUAd4YRkGNUH4cPDwxAEAYIgoKGhARUVFUrvEiGEEBkFmwinIJyoRTpMhLN9DheEWywWFBQUoKamJmQQzqasQwXhAMLWoyRrInzGjBk+i4AqYXx8HCMjIxk3fTk1NQWe5ykIJ0nV19eHJ598ErfffnvQ5yeO41BVVZW2/x+lBOGlpaXIzs6mIFwGZrMZgPQgXK/XY3p6GsPDw5JvQ+kgHPDUoyg1Ed7f3w+bzRZVEE7NAoRkDtUH4WwhE47jUFlZqfDeEELklmnTcCQQz/NUjUJUyz8IT+eO8OrqahQWFsJutwfdDgvCQ1WjAMkPwkNNH7vdbkUfKxb6Hj58WLF9UEKwxUsBCsJJYj3yyCPIycnBbbfdFvIymR6EcxwHnU5HQbgMzGYzOI5DXV2dpMvr9XoAiKoeJRWC8ObmZrS3tyvyXo4F8FKDcKfTST/bhGQQ1QfhZWVlSu8CIYSQBOMNGSkAACAASURBVBIEgapRiGoNDg5Cq9UiPz9frEZR2wE+KR3hvb29qKmpQWFhYczVKED4IDxRi2UGC1299zfZBEHI+CDcv6OZgnCSKGNjY3jsscfwve99T3weCibTg3AAFIT/H0EQsG3btph/95jNZtTU1CA3N1fS5VkQztbikIItlqmkpqYmjIyMRN1vLgej0Yjs7Gw0NDREvCw7IEE94YRkDtUH4d5HUgcGBhTcE0IIIYlAi2USNRscHBRr2/Lz8yEIApxOp8J7FR0pE+EWiyViEB6uGoXdR6lQjaJ0EO5wOMSDJZkahNNEOEmWrq4ujI+PY82aNWEvl+5BeFFRUcDBTn8UhHu88847aG1txdatW2O6vslkklyLAkQ/Ee52uzE0NKToYpkAxIUqlahHMRqNaGxsRE5OTsTLGgwGAKCecEIyiOqD8Dlz5qCmpgaCIODIkSP0IpmQNKO2yUkiP1osk6iZfxAOQHX1KKE6wnNzc5GdnR1QjRJLEF5YWIicnJy0DcJ7enok94+y+0mj0VAQ/n8oCCeJwqZsa2pqwl4unUNgqTUa6XwfRIMF4G1tbTFd32w2RxWEFxcXIy8vT3IQPjg4CEEQFJ8Ib2hoQHZ2tmJBuJRaFACorKxEfn4+TYQTkkFUH4QDwKWXXgrAE5a8/PLLCu8NIYQQOdFEOFGzoaEh8XR7tq6J2hbMDDURznGcGFCyahStVhsxCPcPOdm2ysvLxU71YPyD8FSqRrn99tvxySefhLyNxsZGvP7665K2xW63ubk544Jw1i9PQThJFhaEs6nbUNJ9IpyCcGkEQUBbWxtyc3NjrkeJNgjnOA7V1dWSg3CpVTeJlpOTg3nz5qGjoyPpt93e3i45CGd97RSEE5I50iII//KXv4wFCxZAEAS8+uqr+PDDD5XeJUIIITLxXyyTJsKJmjgcDrHvmE2EqzUID3bafFFREWw2GwYGBiJOhI+Pj6OgoMAnzPZWXl6uyolwQRDw2GOPYfv27UG/39/fj8nJSZw6dUrS9tjtrlixAt3d3Rl14I8mwkmyWSwWVFZWRqxQqKqqwtDQUFr+f6QgXLpDhw7h+PHjuOeee2C1WrFr166ors/zPHp6ejB79uyorqfX6yUH4ewxUjoIB04vmJlMQ0NDsFgskoNwABSEE5Jh0iII12g0uO+++9DY2Aie5/Gb3/wGv//979Hb26v0rhFC4kTVKMR/sczs7GwKwolqTE5OigGyWqtRHA4HOI4LurBXUVERjhw5AgBiR/jk5GTQsGhsbCxoLQoTKQhP1cUyx8bG4Ha7Q65Vw74udXveQfjU1BTMZrOk66UDWiyTJJvFYkF1dXXEy1VVVUEQhLBnrahVNEG4zWbD9PR0QvZjcHAQb7zxRkK2LZetW7eiqKgI9957LyorK6OuR+nv78f09HRUE+GAJwiXulgmmwhXuiMcUCYIZ7fHOsqlMBgM1BFOSAYJPpKjMps2bQIALFmyBD09PXA4HHjrrbfw1ltvYdasWZg7dy5KSkoCTumN5Prrr0/E7hJCCIkCVaMQJezevRuzZs2K+43k5OSkuA01V6MUFBT4/D9kioqK0N3dDcAThI+OjgLwVFz4h95jY2NiyByMUhPhwUJXQHpwzfY5UhDOqmEi8Q7CAc+CmXPmzJF0XW+vv/463n77bTzyyCNRX1cpNBFOki2aIBzwhIypEDDKyWq14pxzzol4OfbvHhgYwMyZM2Xfj3vvvRfPPvsshoeHwx40VVJbWxsuueQSaLVaXH755Whra8P69eslX99kMgFATEH4vn37JF3WarUiJycHxcXFUd1GIjQ1NeHkyZMRD4TLyWg0QqPRoLGxUfJ1DAYD3n///QTuFSEklaRNEO795ozjOHGK1GQyxTxJQ0E4SVeTk5P4/ve/j9/85jcp8SIpHJoIJ7RYJlHCddddh7Vr1+JnP/tZXNuZnJwUD8SrtRrF+9/gr6ioCJ9++ikAoLq6WpyoChaEj4+PR5wI7+rqCvn9ZFWj5OXlISsrS3JwbbPZAIQOwtl0XrRB+MKFC5Gbm4vDhw+L6+FE47XXXsPWrVtVF4RnZ2cHnH1QVFSE6elpOJ3OiBUWhETDYrFIqqlgIXA69oRHMxEOeKaa5Q7CLRYLNm7cCJ7nsWvXLlx00UWybl8OfX19+OSTT/Dss88CAFpbW7Fx40YcP34c9fX1krbBcolYgvBoOsKrqqqCHrxONjaV3dHRgc9//vNJuU2j0YiGhoagdW6hGAwGnDx5MuDMM0JIekqLapRgOI4T/0SLgjeS7tra2vDUU0/hqaeeUnpXCImIJsITb/78+fjrX/+q9G6klPHxcVkmUB0OR1pUo4R6Q1lUVISxsTFoNBrodDoxVA7WEx5vNUqyFsv0XgRUikRNhBcXF2PevHkxL5hpNpsxMjIS03WVYrfbgy6myqb0Q/XPExKr3t7eqCbC060je2pqCqOjo1EH4XJ77LHHxCnmnTt3yr59ObAFj6+44goAwCWXXIKcnJyo6lHMZjMKCwtRVlYW1W2zxTKl5BT9/f0p0Q8OeCbCASS1HiWahTKZuro6uN1uyfUzhBB1S5sgXBAE2f4QQghJHbRYZmLxPI/u7m4cO3ZM6V1JKVNTU7JMbnt3hKu9GiUYFlBWVVUhKysrYhCeStUo09PTcLlcIYNXqUF4pInwWDrCc3NzkZubi8bGxriC8MnJyYT1+SZCsAMTQPR1NYRIJbUapaSkBDk5OWk3Ec46z6UEp971MHKamJjA448/ju9+97toaWlJ2SB869ataGlpEe+H4uJinH/++VEH4bNnz456WE+v12N6elrSwc1Uqu8pKipCXV0dOjo6knabRqMxqn5wwDMRDoB6wgnJEGlRjfLAAw8ovQuEkAShg1Mk2GKZNBEuH6fT6fM38UhEEK7WahQpQXhNTQ2A04scBgvCx8fHw07BVVRUYGhoKOAsEMb/lOV4g/BQfdQAMGPGjJiC8GD7HstEOJucb2xsxP/8z/9Iup43QRDEU/DHxsZQUVER9TaUEKyzHaAgnCQGO/OHPX+Fw3EcKisr0y4IZ/8eKUG4VqtFYWGh7BPhzz//PIaHh3H77bfjj3/8Ix599NGQvweUMjk5ibfeegs/+clPfL5+1VVX4c4778To6Kikukmz2Rx1LQrgCcIBTz1LaWlp2MtarVbU1tZGfRuJkswFM0dHR9HT0xP1RDgLwnt6erBq1apE7BohJIWkRRC+ePFipXeBEEJIgvgH4TQRLi8KwoNLZBCutmqUSB3hwOkgPNJEeLgAQK/Xw+VyhZxmk7saJVwQHks1yuTkJCYmJgKm3mPpCGfbWLBgAUwmk8/PkRQ2m038942OjqoqCKeJcJIsrHNZykQ44AmLMzkIBzz1KHIG4W63Gw8//DCuueYa1NfXo6WlBT/96U9x+PBhLFiwQLbbide7774Lu92O1tZWn6+3trbitttuw5tvvomvfvWrEbdjMpli6spmQbjFYol4v1itVixbtizq20iU5uZm/O1vf0vKbbHJ82iD8LKyMmi1WvT09CRitwghKSZtqlEIIYSkJ//FMrOzsykIlxG7LykIP83lcoHneZoI/z9SJsJZkBRPR/j8+fMBIOSCmaGC8ERMhMdSjQIEr0eJthrFu0KmsbERgiDgyJEjkq7LmEwm8ePR0dGorqskCsJJMrE+YKlBuE6noyBc5iD81VdfxdGjR/GjH/0IALBq1SpwHJdy9Shbt25FQ0NDQOXG7NmzsXjxYsn1KHJMhEeSSh3hgKcn/MiRI0l5nckmz1k3uVQcx6Guro6CcEIyBAXhhJCURtUohBbLTCyaCA/EJrblCsJZiKzmjvBwi2UC0ifCw3WEz5s3DwBCdmL7B+EajQYcx0l+PhgcHMQLL7wgfi5nEJ6TkwMgfBAey0R4Y2MjAKCzs1PSdRlWiwJAVQtmRlosk4JwIqdog/Cqqqq0WyzTarUiLy8v7HOzNzmDcEEQ8NBDD+G8887D5z73OQCeLvaFCxemVBAuCALa2trQ2toatK6ltbUVr7/+esTfRRMTExgcHIwpCC8pKUFubm7EINztdmNwcDBlOsIBz0S4y+VCd3d3wm/LaDRi9uzZQX+PRGIwGKgjnJAMkRbVKCS57rvvPp83oqE8/vjjSdgbkikoEM9ctFhmYrEAnO7T0+QKwt1uN5xOpxgiZ2VlITs7W3XVKNFMhLN+Z7vdHnBZ7+7rYAoKCmAwGCRPhAPRnSHy0ksv4ZZbbsFZZ52FuXPnRgzCpYY9Q0NDaGhoQEdHR8ggPD8/P6YgvKqqCiUlJVEvmOkdhNNEOCHB9fb2IicnJ+zaBd6qqqqwf//+BO9VclmtVlRVVUnu49bpdDh48KAst/2Pf/wDn3zyScA0daotmLlnzx6cOnUKV111VdDvt7a2Yv369di5cyfOOeeckNth08azZ8+Oeh84jkN1dXXEIJyts5FKE+Fsir69vT3qRSyjZTQao65FYQwGQ1IX9SSEKIcmwgkhhKQ0WiwzsWgiPND09DSA+INwdn3vaer8/HzVTYRH0xGu0WhQUFAQMBEuCELEahTAMwEdKvR1u91xBeEsQHjjjTcAyDsRzmpd/INwNp1XX18fUxDOcVzY+yQUs9mMmTNnAlBfEB5ssUz2NQrCiZwsFguqq6slh8Dp2hEeTWgq50T4hg0b0NTUhMsvv9zn6y0tLfjss89S5rmrra0NJSUlIUPulStXQqfTRaxHYQcoY5kIBzz1KJGC8GirbpJBp9OhtLQ0KSFzvEE4VaMQkhnSfiJ8YGAAFosFY2NjcDgcAIALL7xQ4b1St/Xr16OyslLp3SAZgk2Cp9LK8SS5/KtRaCJcXtQRHkiuifBgQXheXp7qgnApE+EsCAc8wbJ/ED41NQWXyxXx9Pv58+fjH//4R9DvuVwusRecycrKknxgjIU327dvx/e+9z1ZF8ucP38+tFptQBBus9kgCALmzJmDzs7OgDUPghkfH0ddXZ34eaxBeFNTEywWS8qESVKEmgjXaDQoLCykIJzIymKx+Dx3RVJVVYXBwUFJ/4/VQqkgvKurC6+++iqefPLJgPuypaUFgiBg165duPjii+O+rXi1tbXhsssuEyuw/Gk0GlxxxRVoa2vDr3/965DbMZlM4DgOtbW1Me2HXq8X63xCYY9NKgXhHMehublZ7O9OFIfDgWPHjsUchNfV1aG3tzfo2WeEkPSSlv/D+/v78dprr+GTTz4JetQ+WBB+6NAhHDhwAIDnzY//itCEEGVRNUrmCrZYJk2Ey4cmwgMlMgjPz89XZTVKqI5wdmDcYDCIX9NqtQFBOAswI02Ez58/Hxs3bgwaNMVbjcICgnfffReTk5OyToSXlZWhsrIyIAhnn9fX10MQBNjt9ogHA7wnwgFPEP7mm29K2hfGZDJh4cKFKC4uTosgHIjuMSFECjYRLlVVVRV4nsfQ0FDaDAVZrdaoJpR1Oh3sdnvY/6tSPPLII6iqqsKNN94Y8L0FCxagtLQUO3fuVDwIP3HiBPbs2SMu5hlKa2srnnvuORw5cgQNDQ1BL8PO1AkVqEei1+vFvCKUVJwIBzz1KImuFers7IQgCHFNhPM8j97eXp/XNISQ9JMeh7L/D8/z2LhxI/71X/8V27ZtQ39/PwRB8PkTSnFxMTZt2oTNmzfj6aefRm9vbxL3nBBCSCg0EZ5YFIQHSnQQnk4T4V/4whewe/dunyAl2EQ4qwWRUo1it9tx6tSpgO/JEYSfccYZsNvt+PDDDzExMYGsrCzk5uYGXDbaILy8vDxsED537lwA0hbMDBaEW61W2Gw2SfsDeAKXWbNmoaSkRFWLZVIQTpIp2iCcLUCYTgtmxjIRDsR3H1itVjz33HO47bbbgh5k1Wg0OOuss1KiJ3zbtm3IysrCl770pbCX++IXv4i8vLyw9SjseTlWUqtRsrOzUVpaGvPtJEJTUxM6OjoSOthkNBoBIOYechZ+Uz0KIekvbYJwl8uF+++/H6+88krQScFItQoGgwGLFy8Wn5zff//9hOwnISQ6NAlO/BfLpIlweVEQHkjuINw7RFZjNUq4jnCO43DmmWf6fC1cEC6lGgVA0AUzgwXh0VajXHzxxZg5cybeeOMNMXQN9hqxqKgIY2NjEX8Hud1ujIyMiBPh/mciss/nzJkDILYgfMGCBQCC3yfBTE1Nobe3F7NmzVLdRLjdbqcgnCRNLBPhANKqJ1yJIPyJJ54Ax3G45ZZbQl6mpaUFH3/8MXiej/l25LB161Z84QtfiLigalFRES688MKIQXgsC2UybLHMcL+Xol38NFmam5sxMTGBEydOJOw2jEYjZs6ciZKSkpiuT0E4IZkjbYLwRx99VDzdhuM48bSY6667DjfeeKOkMO3ss88WP967d2/C9pUQQoh0/otl0kS4vNh9SffpaZlSjbJmzRo8+OCDES8XbiI8mGBBuNRqlDlz5iArKytoJ3a8i2X29/dDr9fjS1/6kk8QHoxer4fT6cTg4GDYbQ4PDwMAysvLUVVVFXQinOM4cQpQSpDrH4SzgwNSe8JPnjwJAKoMwmkinCQLz/Po6+vL6CDc7XZjaGgoqUG4w+HA73//e3z7299GRUVFyMu1tLTAZrNFvT6CnMbHx/Huu+9KrkxtbW3FBx98IP5e8CfHRPjU1FTY5/T+/v6Uq0UBTk9pJ7InPJ6FMgFPQ0BRUREF4YRkgLQIwvfv34/33ntPDMCrq6uxYcMG/Od//iduuOEGnH/++ZK28/nPfx6AJ3Tp6urC9PR0AveaECIFTYSTYBPhFNrKhybCA8kVhLNFulO1GmXPnj3YsmVLxMuF6wgPJp5qlNzcXNTX14ecCI91sUyn04mhoSHodDpcdtll6OjogNFoDBm6so7XI0eOhN3u0NAQAITtCC8vLxcn1CJNhAuCEBCEFxUVYebMmejs7Az/j/w/ZrMZADB79mxVBeE8z8PhcECr1Qb9PgXhRE6Dg4NwuVxRBeGlpaXIyspKmyB8cHAQgiBEFZyybvRY74M//elPGBgYwB133BH2cqtWrQLHcYrWo7z11luYmprCVVddJenyV155JVwuF7Zv3x7wPZ7n0dPTE3cQDiBsPUq0E/7JUl9fj7y8PHR0dCTsNtrb2+MKwjmOg8FgSOjUOiEkNaRFEL5p0yYAEH+RP/jgg+L0TDR0Op34hsjtdtOTICGEpAD/iXCqRpEXBeGB2IHwycnJuA7GBZsIT6VqlOHhYXz66adiYB9KLBPhdrvd52tSq1EATye21GoUqQfGWGij1+tx8cUXIysrC6+//nrcQTjr7Q4XhFdWVooHACIF4ZOTk3C73QEHDBobGyVPRppMJgBAXV2dqoJw9jNDE+EkGSwWCwBEFYRrNJqgFUhqxf4d0Sz8mZ2djfLy8pgmwnmex4YNG7BmzZqQC0oyxcXFWLRokaJBeFtbG5qbmyPuK2MwGLBs2bKg9SgWiwVOp1OWIJz97AZjtVrFqf1UkpWVhcbGxoRNhE9PT6OrqyvmfnDGYDDQRDghGUD1QfjY2Bja29vBcRw4jsNNN90Ucy8UAJ8VgtmppYQQQpRDi2UmFgXhgdhEOM/zcf2spXI1Cs/zGB0dhdPpxD//+c+Ql3M6nXC73VEF4VqtNuZqFMBTBRIs9I0nCGehjU6nQ2lpKc4+++ywNRzFxcWorKyUHISzxTIHBwd9Om2tVmtUQTi7n/wPGDQ2NkY1Ea7T6VBQUKCqxTLZzwwF4SQZWJhYU1MT1fV0Ol3aLJbJgvBoJ4hjvQ+2bduGw4cP40c/+pGky7e0tCgWhLvdbmzbtk3yNDjT2tqKN954I+D3kveZOrFS80Q44KlHSVQQ3tXVBbfbHddEOEBBOCGZQvVBuNFohCAIEAQBxcXFWLVqVVzbKy4uFj9WyxsHQtIZVaMQWiwzsdibNQrCT/MOquOZ3g4VhKfCRPjo6Kj4/Lpjx46Qlwu24GckoapR8vLykJOTE/H68+fPx5EjRwL+n8ezWKZ3EA4Al112mbivoTQ0NERdjcIWz2QGBgZQVVUFrVYLjuMiBrmhgvCFCxeio6NDUujv3UNLE+GEBMeCcBYuSlVVVZU2E+HsDJZkBeG/+c1vsHr1apx11lmSLt/S0oJDhw4p8p58165dsFqtkvvBmdbWVthstoDfqywIj2civLS0FLm5uWGD8FTtCAeApqamhFWjGI1GAIg7CK+rq6MgnJAMoPognL0B4TgO8+bNi3t73m/0Ip0qTAghJPFosczEoonwQHIH4d6vLVKlGoUFCwUFBWGD8GA955GECsKlTIMDnulnp9MpVnwAEKes450IZwHBl770JXFfQ5EShNtsNuTk5KCwsFCsF/CuR2HVKBqNBoWFhTFPhC9ZsgRTU1NBK2P8qTUIp4lwkkwWiwUlJSVRHeQD0isIt1qtyMrKQmlpaVTXiyUI/+STT/Dhhx9KngYHPEG4IAjYtWtXVLclh7a2NlRWVkoO7ZkzzzwTNTU1AfUoZrMZM2bMiOvMdY7joNfrQwbhPM9jcHAwZYPw5uZm9PX1iWdSyam9vR1VVVVR1fwEYzAY0NfXR2vFEZLmVB+Ee78gltI7GYn3k57/my1CCCHJRxPhicUCcDq4cJp3EB5PjQkLvHNzc8WvpUo1yvDwMADgoosuwo4dO3zqPLyxIFyOiXCpr9PYOi/eoS/7+fRfLDOaILyoqEhciHHZsmWorq4OuTAjIH0ivKysDBzHieFDsCAc8NTCxBqEL168GABw4MCBsNcH1B+Ep9timUNDQ7j++usjPvYkuSwWS1T94Ey6BeHsQF00YgnCN2zYgPnz50c1Yd3Y2IiysjJF6lG2bt2KK664IuB3TiQajQZXXnllQBBuMpkwa9Ysn9ezsQgXhA8NDYHn+ZTsCAcg9ncnYircaDTGPQ0OeIJwQRBw6tQpGfaKEJKqVB+Ee79YlmOCm70xBKT1WBJCEouqUQhNhCcWTYQHkmsi3OFwID8/3+eNb6pUo7DXO1dccQWGh4dD9nbKFYSPj49Lfl01a9Ys5ObmBg3C46lG8Q4HOI7D008/jdtvvz3kdRoaGtDb2xuw8Kc3m82GsrIyAKcXnPMOyVjQBMQXhFdWVmLmzJk4ePBg2OsLggCTyST20BYXF8PhcKji/3e6ToTv2rULmzdvxp49e5TeFeKlt7eXgvAY+6SjDcKPHj2KV155BXfccUdUwbJGo8FZZ52V9CD82LFjOHToUNS1KExraysOHz7ss9aF9wHKeOj1+pCLZcba+Z4sjY2N4DguIT3hRqMx7oUygdPrxVE9CiHpTfVBuHend7xH7txuN44ePSp+zt7YEEIIUY7/YplSJ0CJNKncEX7y5EnU19eHfNOXKHJWo/hXiqRKNQoLwi+55BJkZWWFrEeJpyPc+0BmNNUoWVlZaGho8AkRQgXh0UyE+0/JXXHFFVi5cmXI67DKPe/Xhv5sNhvKy8sBQPybTYRPTk5ifHxcDCVmzJgRc0c44JkKjzQRPjg4CIfDIQYu7DR8NUyFSwnCJyYmQp69kKrY+xPvqh+ivFgnwnU6HQYGBlT3cxhMPEG41WqVfB889dRTKCkpwTe+8Y2ob6ulpQUff/xxUu/vtrY25Obm4pJLLonp+hdddBHy8/N9psLNZnNcC2Uy4SbCUz0ILygoQH19vexBuMvlQmdnpywT4XV1dQAoCCck3ak+CK+vrwfgCUpOnjzpczpqtD799FOfN78LFiyId/cIIYTEiapREiuVJ8KPHz8Ok8mU9ADJuyZN7iA8VapRWEd4bW0tli1bho8++ijo5WKdCHe73T73YzTVKIBnciyRE+FSNDQ0AEDYehRWjQIAOTk5KC0tFV+LDg4OAjg9KV5UVBTzRDjg6QmPFIT7L8jGBkbUEIRLWSzT+3JqwYJw9tiQ1GCxWFBTUxP19aqqquB2uxPSc5xs8QThLpfL50zqUNxuN/785z/juuuuC1tFFUpLSwuGh4fR2dkZ9XVjtXXrVlxwwQUxnx2u1Wpx8cUXBwThck2EhwrC/dfCSEXNzc2yV6McPXoU09PTsgThrMf9xIkTMuwZISRVqT4INxgMqKioED/fsmVLTNvheR4vvfQSAM/psnPmzJGlc5wQEh+qRiFUjZJYqRyEsxA62cFXIifCU6kapaCgAHl5eVi9enXIifBYFstkYYf34xZNNQrg6Qn3nghnYbecE+GR6PV6FBYWhg3CvSfCAU/ozYJw9ne01SjZ2dk+vfLMkiVLYDKZxIMYwag5CJfSEQ5AdfUoNBGemuLpCAeQFvUo8QThACTVo7z33ns4ceIE1q1bF/XtAMDKlSvBcVzS6lFGRkbw/vvv46qrroprO62trfjoo48wNDSE8fFxDA0NyRKEV1dXo6+vL+j7I6vViuzs7KgXP02mpqYm2SfC2fbkCMIBT75EE+GEpDfVB+EAcN555wHwhCWvv/469u7dG/U2Nm7c6HOk+dJLL5Vt/wghhMSOJsITi4LwQFNTU+LBl3SuRmG1GatXr8bRo0eDVtDEOhEOwKcnPJpqFMAThB8/flycKpe6WGZXVxeefPLJgO3FEoRzHIe5c+dGDMK9q/S8g3AWlHkH4VKqUYqKioIuqLZkyRIAwGeffRby+mazGXl5eWK4pbYgPC8vL2SHsFqD8JMnTwKgifBUMjU1BZvNRkF4EoLwjRs3Yv78+Vi1alXUtwN4nsPOOOOMpAXh27dvh8vlwpVXXhnXdq688kq43W688cYbAQco46HX6zE5ORn0oGqsi58mU3NzM44dOybr6yCj0YiSkpKY/j8Hk0pB+IsvvojLL79c0tkXhBDpUvdZMgpXX301tFotOI4Dz/P45S9/ie3bt0u67sjICB555BFs2bJFfNNRWlqKiy++OJG7TAghRCKaCE8sdl+m4n3KJrP9F15Mxu2yADHeINw/QE6VapTh4WFxamz16tUAEHQqPNaOcCAwCI+2ujrOuQAAIABJREFUGoXneRw7dgyA9GqUzZs349Zbb/WpZREEIaYgHPDUo3R3d4f8vnc1CuAJyfwnwlnQJKUaJdz91NTUhOzs7LD1KCaTCbNmzRJf06otCA9ViwKoNwinifDUw6olMjkIFwQBAwMDCQ3Cx8fH8corr2DdunVBD+5J1dLSkrQgvK2tDcuWLYs7tJ45cybOPPNMtLW1yR6EAwhajxLrgY1kampqAs/zPtVn8TIajVi4cGFcP2Pe6urqUiIIdzqduPvuu/HGG2/gyiuvVF0tGCGpLC2C8BkzZuCmm24SF1RzOp144okncNNNN+GPf/wjPvnkE5/LHz58GO+++y42bNiAm266Ce+99x4EQRDDlttvvx05OTkK/WsIId6oGoUEWyyTJsLlQxPhgaampsRp6XiCcIfDkdLVKCwIr62tRW1tLT799NOAy8k1ER5LNQoA8c2y1MUyh4eH4Xa7xQCd7YfD4Yg5CI+nGiU3N1cMcKVWo4QKwnNzc9HU1BQ2CPdfkI39HIerU0kV6RyEl5aWwmw202uaFNHb2wsgtiC8vLwcGo1G0jR0KhseHobL5YopOC0tLUV2dnbE+2DLli2YmJjAjTfeGOtuAvAE4UajMeHPYy6XC3/961/R2toqy/auuuoqbN++HUeOHIFGo0FtbW3c22RBeLAzuPr7+1M+CG9ubgYAWetRWBAuF4PBkBId4S+99BLMZjP++7//G/v27cPVV1/tc5CfEBK7tAjCAeDCCy/E1772NTEwEQQBFosF//u//4unn35avJwgCLjrrrvw29/+Fh988IH4Bo+FLOvWrcOKFSsU+TcQQggJ5F+NQhPh8qIgPJBcQXioahSXy6X4wZyRkRGfHtGlS5di//79AZdjr5Py8vIkb1uOahT/N/tSJ8JZUOLdL84m52INwk0mU9DnnKmpKdjt9pDVKAMDA6isrBSfv6QG4eHupyVLluDgwYMhv++/IJtWq4VGo6GJcIW43W5YLBasWrUKDodD/NkgymLPK7EE4RqNBpWVlaqfCGf7H0twynEcdDpdxPtg48aNOO+881BfXx/LLopaWlogCELAcJvcduzYAZvNJlsQ3traipGREfzlL39BbW1twO+vWKh9IryiogJVVVWyBeE8z6Ojo0P2ILy/v1/Rs/cEQcCDDz6ISy+9FDfddBNeffVVvPvuu/j617+u+OtHQtJB2gThAHDjjTf6THOzNx4sHGd/2PQ3u4wgCMjOzsYPfvADrFmzRrH9J4QEoukp4l+NInVxPCINBeGBpqamxDAyEYtlsttQkndHOBA+CM/Pz4/qlGM5gvDs7GyUl5eLQYvUxTJZj6b3ui9sapEFCNFoaGiAy+UK2u9ss9kAIGAinO0z62tloukID2Xx4sU4cOBAyN+N/kE4x3EoLi5WRRBut9vTLgjv6+sDz/NoaWkBQD3hqcJisSArK8vn/2c0qqqqMjoIZ9cLNxF+4sQJvPPOOzEvkult/vz5KCsrS3g9SltbG2pqanDmmWfKsr1ly5ahrq4OO3fulKUWBQDKysqQk5MTMgiP5YBvsjU1NaGjo0OWbZnNZtjtdtmDcACKToW/9dZb2L9/P+6++24AwMUXX4xNmzbh5Zdfxq233krvjwmJU1oF4QBw0UUX4fHHH8fll1+OnJwc8UmChd/eTxosIL/gggvw+OOP48ILL1RqtwkhhIQQbLFMQRDA87yCe5U+WIhIQfhp09PTyM/Pj7vGJFwQrnQ9inc1CuB5w37y5MmAidVgPeeR+AfhQ0NDmJ6ejjpw8Q6bpC6WyYJw74lwFtbEOhEOIGg9CgvC/SfCh4eH4XQ6A/p3i4qKMD4+HvYNbKQgfMmSJRgbGwvaNz01NQWLxRIQuKglCJ+YmIBWqw35ffZzpaYgnPWDsyCcesJTg8VigU6nC7kwayQUhHueT8MF4X/5y1+Qn5+Pr371qzFt35tGo8FZZ52V8CB869atuPLKK2VbbJLjOHHRTbmCcI7joNfrVTsRDnjqUeSaCDcajeI25VJXVwcAivaEP/jggzjzzDNxwQUXiF9bs2YNnn76aTz55JP48Y9/rNi+EZIO4j8/JwXpdDrcfPPN+OY3vwmj0Qij0YiBgQGMjY3B5XKhuLgYpaWlaGpqwtKlS6NavIkQogw68p25gi2WCXgmROV6s5LJaCI80NTUFHJzc2UJwr3DZiB1g/ClS5cCAPbv34+LLrpI/LrD4Yg6CGdhJnvcWIg8b968qLYTLAiXWo3iPxHOcRwqKiqiun3AE15kZWXhyJEj+OIXv+jzvaGhIQCBQTj7nn8QPmPGDPA8H3byeXx8PGxdw5IlSwAABw8eDKgbYG/a1RyEh5sIz8nJQV5eniqD8CVLlqCgoCDuIPzuu+/GyZMn8Ze//EWO3ctYFoslploUJl2CcI7jfM5oiYZOpwsZFAqCgI0bN+IrX/mKuGBvvFpaWvDwww+D5/mEvPYzGo3o6urCww8/LOt2W1tb8Yc//EG2IBxA0CCc5/mYFz9NtubmZmzcuBFutzvmg1GM0WhEYWGhOMUtB6Unwj/99FO88847ePHFFwPOxvvWt76F4eFh3HnnnSgrK8M999yjyD4SonZpGYQz+fn5WLFiBXV+E6JiFICTYItlAp4gnBY2jh8LwKXUzUxOTmLhwoX44x//iHPPPTfRuybWh3hXbCTD1NQU8vLyZAnC/UNk1rWtdDWKf0f4vHnzUFBQEDQI959qjyQvLw8ajUZ83FgQzqarpZIShAebCOc4LmAivLKyMqY33Dk5OZg9e3bYiXD/ahTA0w8+MDDgM6XGqmHGxsbCBuHhBjRqa2tRVlaGAwcOBPTYstoN78UyAc+CmWpZLDNSfQ6bqleLU6dOISsrCzqdDrNnz467GmXbtm0Re+ZJZPEG4TqdzudgmxpZrVaUlZXF3Fut0+mCLrAMAHv27IHRaJQ1VG5pacHw8DA6Oztlnf5lNm3ahNLS0oADnvG68MILUVlZicWLF8u2Tb1eH7BYps1mg9vtVkUQ3tTUhMnJSZjNZsyZMyeubRmNRjQ3N8t6cESr1aK8vFyxifCHHnoIc+fODVnZe8cdd8Bms+Hee+9FWVkZbrrpJtn3YdeuXfi3f/s3VFVV4fXXX5d9+4QoLa2DcJIY9913n6QXTY8//ngS9oZkimj6aUl6CbZYJiAtuCWRRTMR3tnZiWPHjqG7uzspQbiSE+HFxcVxB+HBQuRUmAgXBCFgIjwrKwtLliwJ6AmPZSKc4zgUFhb6BOHl5eUB0/GRVFVVYffu3QCiC8IXLlyIQ4cOYXR0FMXFxejv74+rN7WhoSFoEB5sIpyFEAMDA0E7woHw1R6RgnCO48SecH8sZGWndTNqmgiPFE6qLQg/efIkampqoNFoMGvWrLgmwkdGRtDR0QFBECJOz3v79a9/DZfLhX//93+P+bbTjcViiStMjdSPrQbxTg+Hq0bZuHEjampqfA6qxmvlypXgOA47d+6UPQgXBAGbN2/GmjVroloYWor8/HyYTKaof4+Go9frxUoQhh00VkNHOHv82tvb4w7C29vbZe0HZwwGgyJB+NGjR/HSSy/hd7/7Xdi85Wc/+xlsNhtuvvlmlJSU4Nprr5Xl9gcHB3HffffhqaeeQmVlJXbv3h33gUNCUhGdU04IUQWaDM9cwRbLBJASq6b//e9/T0ognEgsRHS73RH/n7FOx2SFuEoG4Xl5ecjLy0vLjvCJiQm43W6fxTIBTz3Kvn37fL4WSxAOwCcI7+7ujroWBYi+GoUF/CtXrgRwuic8UUG4zWaDVqv1CU5Y8G21WoN2hAMIO9EbKQgHPDUboYJwvV4f8DOnliA80mKZgPqC8FOnTmHmzJkAEPdE+O7du8Xn6O7ubsnX27x5M1Wp+Ont7Y27GmVgYEDVr03j7ZPW6XQYGhoKOIjudDrxwgsvYO3atTFPmwdTXFyMM844IyE94Xv27EF3dzeuu+462bcNeCaM5RzoCVaNEm/nezIZDAZotdq4e8IFQRAnwuVWV1enSBD+8MMPo7y8HN/85jfDXo7jOPz2t7/F2rVrceONN2L79u1x3S7P83jmmWewYMECbN68GY8++igOHjwIjuPQ1tYW17YJSUVpMRF+7NixuI8mEunWr18f8yrrhERLzW8yiDxSeSL8wIED+OijjwLqW9TE+02s0+lEbm5uyMuyCaRoQ9xHH30UJpMJGzZsiOp6SgfhiVgsMxWqUdiCkv4T2kuXLsVzzz2H6elp8ecglsUyAQRMhEdbiwKcDsIFQRDD7nCLZTocDrhcLqxcuRLPPfccDh8+jM997nOyBOF/+tOfAv6f22w2n2lwwFNDkpWVhWPHjsHpdAadCJcjCH/88ccDfr7MZnPQHtri4uKgQX6qibRYJqDOILy2thaAp7t9y5YtMW9r165dyMvLw9TUFA4fPiz2+ofD8zw6OzsxNTUV9PkoEwmCIEtHuMvlwvDwcMBzgFrIEYQDnsnympoa8evbt2/HwMAA1q1bF/c++mtpacGOHTtk3+6mTZug0+l8FiZMZdXV1ejr6/P5ncSm89UQhGs0GixYsAAdHR1xbefUqVMYHR1N2ET4xx9/LPt2w7FarXj22Wdx7733RvxdCHjux2effRYjIyNYs2YN3nzzTZxzzjlR3+6+fftw6623YufOnbjxxhvx0EMPic+P5557Ll599VV897vfjXq7qWBsbAyXXXYZrr32Wtx2221K7w5JIWkxEX777bfj61//OjZs2IB33nkHg4ODSu8SIYQQmaTyRLjD4QCQmgtNSuUfhIcT60T4Bx98gN///vdR9xSnYxCeChPh7HEIFoQ7nU6fKa1YOsIB+YLwyclJTExMSJoIZwG/wWBAdXW12OErRxA+MTERUAMwNDQUEIJpNBpUVFSI92E0QbggCBgbG5MUhPM8H3BqvMlkChmEq2EiXErdhxqDcO+J8IGBgZifz3bt2oXVq1ejvLzcpwM/HLPZDIfDEfTnJVONjIxgamrKJ7yNFgsb1bxgplxBuP/z4saNG7Fs2TJZO7GZlpYWGI1GWdc84HkeL774Iq655hpZJ9gTSa/Xw+H4/+ydeXhMZ+P+78kkk8hkkR1NRIIgxC4LbYO3tuIrtFSpXUWrVbxtvEWrLVWiKKWIqp0SS+xFShZLQ+xbNCKW7Htisk1m5vz+mN9zzL6eyWTifK6r1+udzJx5Zj/n89znfqrlvgsLCwvB5XItZmKmQ4cORifCyXdaY6lG2bBhAzgcDmbNmqXzbWxsbHDgwAGEhIRg2LBhSmf1aaK8vBxffPEFevTogfLyciQkJGDXrl1yk4QRERGIj4+3yLUpJBIJJk6ciEuXLuGnn36y6GM1FuZpFCIcACoqKpCUlIR169Zh6tSpmDVrFrZs2YLU1FSzHmyysLCwsBhHQ06EExEuFArNPBLD0UeEG5oIr66uhlAoRFxcHH3Z9evXER4ernFCg6Sm61uEC4VCixXh//77L91drQ51ifDOnTsDgFxPuLHVKFVVVcjJyTG4GgWQHuDr0hEu+7gCAgIYrUYBoJSqLi0tlVsok+Du7q5RhKsTuUKhECKRSKsI79ixIwDI1aNQFIXMzEyVItySFstsbCI8OzubFuHktTGkHoWiKKSkpCAkJETuva0NWdGkqk7ndYQsMmjsYpkAK8IBeRFeWlqKY8eOmSQNDkhFOPksMMXly5eRlZVlsloUU+Dl5QUAcvUoZE0KJheNNCVEhBtz5m9CQgKaNGlikmYAHx8fFBcX19v+Z2VlJdavX49p06bBzc1Nr9va2dnh6NGjaNu2LQYNGqT194GiKOzZswft27fH1q1bsWLFCty6dQvh4eFK1x0xYgSEQqHR1SvmYOnSpYiLi8PSpUuRm5vLVrywyGEZ35R6QFEUKIrCixcvcOLECSxZsgTjxo3DggULcODAAaSnp7NVCywsFgT5vFpq7QSL8SjWERARxopwZpB9HjU9p3V1dUhPTwfw6nHrCrn+n3/+SV929epVJCUlaZS2RBaTZHF9UVtbCx6Px4gIV5TIpq5GiYiIwPLlyzVehwhjxY5wR0dHtG7dWi5RZKgIt7e3R2VlJZ48eQIABifCAcNEeLt27fDo0SOIxWIUFRUZJcL9/f0BKPcyq0qEA1L5TU75lhVNRPKqS1YRwatNhDs4OKB169a4e/cuAOlE0fjx45GRkaFyzQI2EW4eamtrUVxcLJcIBwwT4dnZ2cjNzUVwcLDeItze3h7+/v6sCP//MCHCyefaUhfMpCjKaBGu6jnYv38/xGIxPvzwQ6PHqIqAgAC4uroy2hO+b98+eHt7o3fv3oxt09QQEU7ey4DxExv1Tfv27VFSUoKioiKDbp+VlYU1a9Zg9uzZSpVpTEAWnc7KymJ826rYtm0bysrKMG/ePINu7+TkhNOnT8PV1RUDBgxQm2Z/8OAB+vfvj48++ghvvfUW0tLS8OWXX8LGxkbl9f38/NClSxe5IIslcOzYMSxevBg//PADFi5ciNDQUGzevNncw2JpQDQKET58+HD4+PjICW4iTSiKgkgkwv3797Fnzx58+eWXGD9+PJYvX44zZ85Y7A4MC8vrBjuB9fpiCdUolizCdU2EZ2Rk0H83JBFua2uL+Ph4+qCntLQUAHQS4ZZYjUJRlFkS4c+fP0dubq7G66hLhAPSehTZRLgxHeFVVVV0itpUiXDZahTZyhciC4uLiyGRSIwS4Q4ODmjWrJnKRLgqEe7h4UE/x7LJLisrK/D5fKNFOPBqwcysrCy8/fbbiIuLw/79+zFy5Eil6zo5OaG6urpBnxZcV1eHurq6RiXCyeeQdIS/8cYbsLKywrNnz/TeFknA6psIT0tLQ7t27dC1a1dWhP9/mBDhrq6u4HA4FpsIr6ysRE1NjVHilM/ng8/nyx1L79y5E4MGDTLqudUEh8NBaGgoYyJcJBIhNjYWY8eOtZgkNaA6EV5QUGBRIpwscGloPcrXX38NR0dHLFiwgMlh0fj4+ACoHxEuEomwatUqfPDBB2jVqpXB23F3d8e5c+fA4XAwcOBAue8ngUCA+fPno0uXLsjOzsaZM2dw4MABWvhrIiIiAidPnmzQ+xCypKWl4aOPPkJERAQWLlwIAJg5cybOnj1rEeulsNQPlvONr4GPP/4Y69evx/bt2zFnzhyEh4fDyclJpTijKAoCgQBXrlzBb7/9ho8//hiRkZHYuHEjrly5Uu8H2ywsLCwsmmGrUUxLXV0dnVLWtJNLDlZatmxpkAgfNmwYJBIJnSqxFBFuaHKb3K4+RbhAIEBlZaXWtVLKy8thY2OjUnB37doVt2/fpvehjO0If/z4Mfh8Pn3grg+kVqSwsFCnxTJlk+4BAQGorKykpb4xIhyQJtr1qUYBpAl78tkiODo6qhW55HJSoaKJoKAgXL16FT179kRhYSEuX76MMWPGqLyuk5MTAM2LdJob8hlvTItl5uTkAACdCLexsUGLFi0MEuFXr16Ft7c3mjdvjoCAAJSUlOi0JtLDhw/Rvn17euKERTpBYW9vr9OEkzq4XC7c3NwsVoSTcRsrTj09PWkRnp6ejitXrpisFoUQFhaGf/75BxKJxOhtXbhwAYWFhRZViwIALi4usLa2VqpGsSQR3qZNG3C5XINEeEpKCnbv3o0ff/yR/n1jGiKI66MnPDY2Fk+fPsVXX31l9La8vb1x7tw5lJaWYsiQIaioqMChQ4fQoUMHrFu3DosXL8bdu3cxcOBAnbc5YsQIlJeXIzEx0ejxmZry8nKMGDECPj4+2LlzJz3BNWbMGDRt2hQxMTFmHiFLQ6FRiHCCq6sr+vfvj//+97/YtWsX1q5di8mTJ6Nr166wtrZWqlggNSq5ubn466+/sHz5cowfPx5RUVHYt2+fOR8KCwvL/8fSkuAXL17Ed999Z+5hNCosIRFuKSkJVdTV1dHySdPjePDgAZo2bQpfX1+DRLifnx/8/f3pJCORlg1dhBsqrMntFCWytbU1OByOSapRSNJRmyArKytD06ZNVVZOdenSBcXFxbTEM7YjPCMjA/7+/gbVW9na2sLJyUmvahQulws+n4927doBAJKTkwEYL8IDAgJw7949ucs0VaPI/q8sjo6OjCTCu3TpgoqKCgQEBODatWvo2rWr2usSUdCQ61FI/VFjSoRnZ2cDeCXCAWk9iiHVKFevXkVwcDAA6XsRgE6p8IcPH6JDhw4ICgpCYWGhnDh7XcnLy0OzZs2Mrtzz8PBgRbinJ72tXbt2wcnJCf/3f/9n9Pg0ERYWhvLycrp+yhj27duHNm3aoHv37gyMrP6wsrKCl5eXkgg39neuPrG1tYW/v7/eryNFUZgzZw66dOmCKVOmmGh00n03Dw8Pk4twiqIQHR2NgQMHavwd14e2bdvizJkzePz4MVq3bo33338f3bp1w4MHD7Bo0SKlCXptdO3aFS1btmzw9SgSiQTjx49Hfn4+4uLi5EIFTZo0weTJk/HHH3+YrJqQxbJoVCJcET8/P4waNQo//PAD/vzzT/zwww8YNWqUylNOiBQXi8VIS0uT6zFlYWFh0ZW33noL33//vbmH0ahgE+GmRSQS0aJTkwi/evUqOnbsiCZNmugth6uqqtCkSRO4ubnRklaXRHhtbS04HE6jEuEcDsfo7nF16CPCFfvBCd26dQPwqoqBCRFuSC0KgcgmXatRiOD38/MDl8ulRbghiXRZ+vfvj9u3b9PPMUVRWhPhqiSTg4MDIyL8//7v/xAbG4v4+Hit8oO81kwumBkbG6tyYS1DaYwiPCcnB3Z2dnIVRC1bttQ7ES4Wi5GamoqQkBAAr2qGtInwwsJCFBcXo0OHDvRCuGwqXPo92bx5c6O3IyuB64OysjK8+eabjAhgpkS4h4cHCgoKIJFIsGvXLowZM8ag3wt9CA4OhpWVldH1KLW1tTh8+DA+/PBDi1yHSJUIt6REOPBqwUx9+PPPP/HPP/9gzZo1JukGl8Xb29vkIjw+Ph63bt1CVFQUo9vt0qULTp06hU6dOuHo0aM4duyYwYuKcjgcREREIC4urkEH1BYvXoxTp05h3759aNu2rdLfIyMjUVRUhMOHD5thdCwNjUYtwmWxsbFB165dMXnyZKxduxY7d+7EvHnz0L9/f7q/kcPhWOQPIQtLY6Yh/+Cy1A/qFstsCIlwIjMtWYTX1dVpFeHPnz/HiRMnMG7cOIMkLpGprq6ueonwmpoaNG3aFLW1tfX2ekskEohEIpOJcHJZfYpwiqLkEjAkEa4KHx8ftG/fHqdPnwZgXEc4qUYxZKFMgjYRrpgIJ4+Lx+PB398fKSkpsLOzM6oGAQAGDRoEDoeDv/76C4BU3NbV1ZktEW5tbY33338fPB5P63VNkQhPSkpCUlISY5NU+opwS9g3yMnJwRtvvCH3+2VIIvzhw4cQCAR0IpzP58Pb21urCCeCqUOHDvD394e9vT0rwvEqEW4sRALXF0ePHsWlS5dw5MgRo7dFRLiq7yh9INUoFy9exNOnT01eiwJIv0M7depktAg/c+YMysvLLa4WheDl5UX/5kskktdChFdVVWH+/PmIiIhAv379TDgyKT4+PibvCI+Ojkb37t3Rv39/xrfdu3dvXLhwgZGzNCIiIpCdnY3r168zMDLmOXz4MJYuXYply5ZhyJAhKq/Tvn179O3bF5s2barn0bE0RF4bEa6Is7MzfH190bJlS6WdVBYWFhaWhoNiNQqbCGcW2WoUdc/pxo0b4eDggIkTJ8LOzo5+3LpCRLi+ifCamho6cVtfqXDyWjIlwlVJZFtbW5NWo5SVlcm9lkeOHIGPjw890aFJhAPAsGHDcPLkSUgkEqMS4eXl5Xj27JlJRbhsIlwx6R4QEIDq6mp4enoyUoPQs2dPeoKAvH8NEeHaOsKNlfaKmEKEZ2ZmAgCePn3KyPb0EeFisdgiTm3OycmRq0UBpInwrKwsvSb2UlJSYGVlhZ49e9KXtWvXTqsIT0tLg5WVFdq0aQMrKysEBQWxIhzMivD6TIQfPHgQAJCQkGD0tgoLC+Hk5KR3RYIiRITv3LkTfn5+6NOnj9Fj04WwsDCjRfi+ffsQFBSEwMBAhkZVv8gmwsvKyiAWiy1OhLdv3x7Pnz+nv/+1sWrVKuTl5WHlypUmHpkUHx8fkybCb9y4gfj4eERFRTV4F/XWW2/BxcWlQdaj3Lt3DxMnTsTo0aMxf/58jdeNjIxEUlKSwYu0sjQeXisRXlJSgvPnz2PVqlWYMGEC5syZgx07duDu3bv0dSwhYcLCYiwN/ceWhUUWxWoUIsJYEc4M2jrCq6urERMTg2nTpsHBwUFODl+4cEGrWKEoSk6EE/HdUEU4EWw8Hs+kiXB9JxN0gYhw4NXzCwD3799HYWEhLc5IhYg6hg4ditzcXNy8edPgxTLt7e3pg3MmqlGIOJSdFAPUJ8IB0D3hTPWmDhkyBGfPnoVIJKKfX1XVKERGGJIIt7KyMuj51oQpRDgR4E+ePGFke7oulknE8rlz5xi5X1OSnZ2tJMJ9fX0hEomQm5ur83auXr2KwMBAuQmSgIAAnRLhrVu3pmVnfSyYWVdXR9cRNVQsUYRXVFTg7NmzaNWqFS5dumT0uiRMpYc9PT2Rm5uL2NhYTJgwQen72VSEhYXhwYMHGvcfNFFZWYljx45ZbBockBfhTFXd1DcdOnQAADx69EjrdbOzs7F8+XJ88cUXRu1T6IOpRfjKlSvh5+eH9957z2T3wRTW1tYYPnx4gxPhpaWliIiIgL+/P7Zt26bVcYwcORIeHh7YvHlzPY2QpaHSqEV4bW0trl+/jq1bt+Kzzz7DlClTsHbtWiQlJaG8vJzuBSf/WVtb0/Upv/zyi7mHz8JiMixpwseSxspiGixhsUxLFuHaOsJTUlJQUlKCyZMnA5Cv9YiKisLq1as1bl8oFIKiKKVEuK6LZZpLhBubCCfvDVVS093d3SSn1OdE2EdiAAAgAElEQVTl5dEHAbL1KORgmUz8a0uE9+nTB87Ozjh69KhcdY4+yCZ7mUqEK6bBAXkRrij4yaKCTIrwsrIy+jMBaE6EG9IR7uDgwPhkNZ/Ph5WVFWMinKIoOhHOlAjXNRHer18/vPvuu4iMjJSb7GmIqEuEA9CrJ1x2oUxCQEAA0tPTIZFI1N6OLJRJ6Ny5Mx48eGDSxZ03bNiAt99+m35/NDREIhEKCwsZFeH1sZ964sQJCIVCREdHo7KyEjdu3DBqe0yK8JqaGlRUVGDChAlGb09XBgwYAHt7e/zwww8G3f7EiROoqqqyaBHerFkzJRFuSYtlAtJEOACd0rkLFiwAn8/HokWLTD0sGm9vb5SVlZlkXYrMzEwcOHAA//3vf1Xu2zREIiIicP/+faSnp5t7KACkx4EffvghSktLERcXp3X/AZDu20+dOhU7duyo9/WHWBoWjU6EZ2Rk4ODBg1i0aBHGjRuHH374AceOHcOLFy/kpDcgTcW2atUKI0eOxPfffy+3oKahiwmwsLCwsDALu1imaVGVCL98+TJ69+4NiURCC1Vvb28AkFssUyAQaJVr5DmSFeFisZheuE+bCCei0dJEuKZEeJs2bUxyIJGfn0/vv6gS4SQNqmmxTEC6rsrgwYNx6NAhAKrrXbRBDkisra3h4+Oj9+0J2kS4tmoUgDk50KtXL7i5ueH06dMaE+FEhKu6X02J8JcvXzJeiwJI93ednJwYWyyzsLCQ/jwyJTx1FeEcDgcxMTGoqqrCnDlzGLlvU0E6wmXx9fUFAJ17wquqqnD37l16oUwCqf3Jzs5We1tVIlwoFGpNkhsKRVF09+rly5dNch/GUlBQAIqiGBHhnp6eqKurY/RMC3UcPHgQwcHBiIiIAJ/PN7oehUkRDki7iOsrpQtIzwxZsmQJ1q1bRy/srA/79u1DcHAw/P39TTC6+sHLywtVVVUQCAT0xLqlJcKdnZ3RvHlzrQvApqamYufOnViyZInGfRemIfsupugJX716NVxcXDBlyhTGt20qBg4cCDs7Oxw9etTcQwEALFy4EOfOncP+/fv1+izPmDEDZWVlOHDggAlHx9LQaRQiPD4+HitXrsSECRMwb9487Nq1C3fv3kVdXZ2S/HZxcUG/fv0wb9487NixA+vWrcOUKVPQrVs32NjYmPmRsLCwWDps7QzzsIlw06JKhN+6dQtXrlxBWVkZSkpKwOFw6IMPWTlcWVmpVuoRZCsP3NzcIBKJkJ2dDYqi4OzsrFaEkwUeLTURrkmEt23b1iQiPC8vDx07dgRgXCIckNajPHjwAIBxItzPz8+otJOHhwcEAgEEAoHWRLipq1G4XC4GDhwoJ8JVPY98Ph8nTpzA6NGjlf6mrSPcFCIckNajMCXsSC1K8+bNGU2Eczgcnd5rb7zxBn755Rfs3LkTx48fZ+T+mebly5d4+fKlUiLc0dERLi4uOifCb9y4AbFYrDIRDkCt1K6srMTz58/lRHhQUBAAmKweJTExEY8ePYKdnZ1B/c0HDx7ErVu3TDCyV5D6KKYS4QBMvmCmQCDA6dOn8f7778PGxgZ9+vRBYmKiUdssKioyeqFMQCpjAdTLIpmKzJ49Gz169MD06dP12gcrKyvD6dOnLToNDrx67vPz81FYWAgrKyuVE7MNHW0LZlIUhTlz5iAoKAjTpk2rx5G9EuFM16MUFRVh69at+Pzzz7XWgTUk+Hw+Bg4c2CBE+IEDB7BixQpER0fjnXfe0eu2/v7+GDRoELto5mtOoxDh69atw8WLF5XqTgBpx2e3bt0wdepU/Prrr9ixYwfmzp2Lvn37aj0IZGFhMT9sNQoLRVENPhFuylPNTY1s9QV5HETUFRcXo6SkBE2bNqWfd9l+a4FAoFWEyybCyUHa48ePAUgrM9SJcDKZ7ebmBgA6L6ZkLIoiXCQSGfRe0yTCAwICkJuby/jptnl5efTCX5pEuLaOcEBaA0I+d4Z0VhMRbkwtCvBKNuXl5eldjdK8eXN4eXkZPQZZhgwZghs3buDhw4dwcnKiPxeKDB06FI6OjkqX61KNYgqYFOEkBd6/f39GRbi9vb3Ok8mTJk3C0KFDG2xFSk5ODgAoiXBAWo+iqwhPSUlBkyZN0KlTJ7nLW7VqBWtra7UinHTukuoBQBoG8vHxMZkI37RpE9q1a4fRo0frLcLFYjGmTZuGFStWmGRsBCLCmzdvbvS2yHeTqXvCT58+jZqaGrpHuG/fvkhOTjZqH4ipRHinTp2wadMms4hwa2tr/P7773j48CGio6N1vl1cXBzq6uowZswYE47O9BARnpeXh8LCQri5udVbRzuTaBPhsbGxuHTpElavXl3vFSLkjB6mRfiGDRsAALNmzWJ0u/VBREQELl26ZPIJQE3cvn0bU6ZMwbhx4zBv3jyDtjFz5kykpKSYfPKVpeFied+WWuBwOPDz88OoUaOwZMkS7Nu3D99//z0iIiLo0xFZWFhYWCwHdYtlsolwZhCJREqJcEURLpsyUkyEa5O5itUogLTGDNAswsl9mDMRThaZI5fpg7ZEOPBqQoAJJBIJ8vPz0bJlSzg6OsqJ8Ly8PHTu3BnPnj1Dfn4+amtrtYpwd3d3hIWFATAuEW7s6fJE1uTm5qqUzuQyiUSilAjncDh48OABpk6datQYZBk0aBAAYP/+/Qal70g1iqpJXksS4c7OzujevTsyMzMZmbCuqqrSKxnH4XCwefNmVFVV4YsvvjD6/plGkwj39fXVuRrl6tWr6NGjh5IAsra2RuvWrdWKcCKWZEU4YLoFM/Pz83H48GHMnDkTvXv3xu3bt/WavLx16xYqKipw9epVxscmCxHhTJwlUl8i/ODBg+jWrRt96n94eDgEAgFu3rxp8DaZEuFWVlaIjIw06DeCCbp06YKoqCgsWbJEa70GYd++fXj77beVaossDcVEuKX1gxPat2+P9PR0lRM71dXViIqKwvDhw/VO/TIBj8eDl5cXoyK8qqoKv/76K6ZNm8bIWRn1zbBhw8DhcMx2NlZxcTEiIiLQrl07bNmyxeAzsYcNG4YWLVqwi2a+xjQqEU4+CBUVFSgvL0dZWRlbgs9i8WzcuBFnz5419zDMjqUkw9lqFOZRrEZpKIlwiqLMJsJ//fVXgzsLa2traUkDyCfCyXOqiwgXiUQQCoV6JcKJCCcC2N/fH6WlpSoXfDOXCCevJUmEy45FH3QR4UzWo5SWlqKurg7NmjWTW5SULGRGDiIvXrwIADr1bA4bNgyAcSKcqUR4bm6u2kQ4IH1/VFdXKz0uV1dXRlNknp6e6NGjB168eKFyoUxtODo6QiKR0J8LWUwpwp2dnRmtRvHz84Ofnx8qKysZEYGVlZU6LXQlyxtvvIG1a9di165dOHbsmNFjUISiKPznP/9Bq1atMGTIEMydOxebN29GYmKi1jQcU4lwVQtlEgICAujktyIPHz5EixYtlD4PQUFBJhHh27ZtA5fLxcSJExEWFgaxWIzU1FSdb086r588eSI3icc0eXl5cHd3Z6QOk/yemVKEV1dX4+TJk3j//ffpy3r27Al7e3uD61FKSkrw8uVLRuphGgLffPMNWrZsiRkzZmhcPBaQ1tj8/fffFl+LAkh/27hcLi3CLa0fnNChQwfU1dWpPLtozZo1yM7Oxs8//2yGkUnx8fFhtCN827ZtKC0tNTjJbG48PDzQp08fxMXF1ft9i0QifPDBBxAIBDhy5IhRtTLW1taYPn06du/erfU4hqVx0mhEuKwkKykpwfnz57F69WpMnDgRc+bMwY4dO3Dnzh2zixMWFn359NNP6QQaU1iSrCWfbW07tyyNF3WJcHN/nwuFQvr9WZ8ivK6uDrNnzzZ4J3Tjxo1488035banKRFeWlqqUoSTtJ8xIrx169agKErlIn7mToTzeDy9RXhycjICAwNRV1eH6upq2NjYqEwxu7q6wtXVlVERLtt9KyvCSS1K3759weVykZycDEB1t7Ui77//Pnx9fdGyZUu9x0MEHOkyNhRtIpw8v+Tx1kft3ZAhQwCoXihTG6QuRdWZFAKBQGWdChMwuVhmZmYm/Pz86IQqE/UohohwQNpNTCpSNC28awinTp3C+fPnMWDAAPB4PJw6dQqzZs1C37594eXlhfPnz6u9bU5ODpydnVU+Jl9fXzx79kzrBH9BQQGePn2qtFAmISAgQG0iPC0tTa4fnNC5c2dkZWUxWicjkUgQExODDz74AK6urujUqRMcHBz0qkdJTEyk30/Xrl1jbGyK5OXlMSaAra2t4ebmZlIRfubMGVRWVsqJcB6Ph969exu8YObRo0fB4XDwn//8h6FRmpcmTZogJiYGycnJ2LJli8brkgWgZZ9PS8XKygpeXl7Iz89HQUGBRYtwAEqJ/tzcXCxbtgyff/650fsRxuDj48NYIlwkEmHVqlUYM2YMvbC5JRIREYFz584xXu+njfnz5yMhIQGxsbGMND1Mnz4dVVVV2Lt3LwOjY7E0GoUIX7hwIYYOHYrmzZvLdYST/zIzM3H48GF88803GDduHL7//nscO3ZM59MSWVgaG5aSrpalIdRg6AMr7plDXSLc3O8J2URnfYpwIp4NTXdmZWXR0hTQLsIVE+FNmjSBWCympZq6mgeCrAjn8/ng8XjIyMigq8wAqBRYREg7OjqCy+UyIsJFIpHW502xIxzQXYST7ugXL16gpqZGY7c20wtmktfUy8tLpQhv2bIl2rdvr5cIb9u2LZ4+fWqQOPL19cVff/1l9ESuvb097O3ttSbCzSHCDUmEk8S3qgkkS6pGIYlw8v+NxVARzuFwEBMTg4qKCkZPcaYoCsuWLUNYWBhiYmJw9OhRPHr0CFVVVXjw4AG8vLwQHx+v9vbZ2dkq0+CA9LMoEAhQVlamcQykJkRTIjwzM1Pl78/Dhw/VinDg1XoBTHDu3DlkZmZi5syZAKS/0cHBwTqLcLFYjKSkJEyaNAkuLi4mrUfJzc1lNAnt4eFh0q7cgwcPolOnTkoiMDw8HMnJyQbtB8XGxuKtt95ipCe9odCvXz9Mnz4dUVFRyM7OVnu9ffv2YcCAARZZSaEKIsItORHevHlzODo6KvWEL1y4EHZ2dvjmm2/MNDIpTIrwgwcPIjMzE1999RUj2zMXI0aMQG1tLc6cOVNv97lnzx6sXr0aa9asQd++fRnZpo+PD4YNG4aNGzdapBs5ffo0xo8fb9BZqyyNRISHhIQgMjISmzZtwu+//45Zs2ahT58+9MGErBSvqanBjRs36JV6p0yZgrVr1yIpKYmxAwQWFpbXF5JcNrektVREIhG2b98ud2DfUBPhlirCy8rKUF1dTb9HRSKR1sUyFRPhgHTVe3J7TR3aRGA3adIEHA4Hrq6uePz4MZydnemDUVUiXLZaxN7enhERvmrVKrr3Wh3GiHAinZ8+fVrvIpzctzoR7uXlhaCgIHphoPoQxoMGDVK7mKQ+eHh4oKqqSqMIJ+/H+nhcISEhcHFxMSoRbqkiXCKR4NmzZ2jVqhWcnJzg5uZm1kQ4IK0fGTJkCI4cOWL0OAjJycm4fPkyFixYIPf7w+Px0KFDB/Tu3Vuj6M3JyVErwkmSTVsgJyUlBZ6enmqTbwEBAZBIJErPv0gkQnp6ulI/OLkNj8djtB5l06ZN6NKli1xyPSwsDFeuXNFJLty5cwfl5eXo168fgoODTSrCmUyEA9LvJlMlwmtra3H8+HGV6eW+ffuioqJC74XeSkpKcO7cOYwePZqpYTYYoqOjYW9vj88++0zl37OyspCcnNwoalEIsiLcUjvCORyO0oKZ169fx/bt2/HDDz8YNOHMJEyJcIqiEB0djXfeeQfdu3dnYGTmo3Xr1ggKCqq3epQbN25g+vTpmDx5strPt6HMnDkTt2/fNvn6FEyTkZGBcePGoaKiAjwez9zDsUgahQiXxdPTE4MGDcL8+fOxZ88erFq1ChMmTECnTp3ogyVZMV5cXIzz58/T15s7dy527tzJaFKChaWhYYnVKJYGK8IN49tvv8WUKVOQlJREX0ZRVINcLNNcIpzILENrDkgKkVSb1NXVwdbWFhwOhxbhRNJpEuGyPa6a6lHI80RS525ubqisrJQTidpEOJ/P12vhNXVcunQJGRkZGr9XjBHhJBn47NkzsyTCHRwc4ODgICfC8/LywOFw4O7ujs6dO9Nnq+jSEd5QIEk3TYtlksdbH4+Ly+Viz549mD17tt63tXQRnpubC6FQSKfB/f39GRHhpaWlRtXCjBw5EteuXWOsy3XZsmUICgrC0KFDVf49LCwM165dUzshm5OTo3YxPlI1pK0nnPSDq9tnIylhxXqUjIwM1NXVqUyE29jYIDAwkDERnpWVhePHjyMyMlJunGFhYSgsLNTpvZGQkAA7OzsEBwfTItxU+355eXmMJqFNKcLj4+NRUVGhUoT36tULdnZ2eveEHz16FGKxGO+99x5Tw2wwuLi4YP369YiLi8Phw4eV/n7gwAHY2toiIiLCDKMzDV5eXsjNzbXoRDggXTCTVKNQFIW5c+eiQ4cOmDFjhplHBnh7e+Ply5dG/37+/fffuHnzJqKiohgamXmJiIjAiRMn6OMGU1FQUICIiAgEBQVh48aNjDuMgQMHolWrVti0aROj2zUllZWVGDlyJDw8PLBr1y65s6ZZdKdRP2scDgdt27bF6NGjsWzZMuzduxfffvsthg8fDh8fH/p6smL8yZMnOHToEBYtWmTGkbOwmBZLlcuWBFuNYhg//fQTAHnJ3VAXy5QV4abeEZSFiUS47Hbq6upgbW0NGxsbgxLhsttShWw1CvBqgbGmTZvqLMKZSoTfuXMHtbW1GqV6fSbCCwoKGDsbTTbpqJgId3d3h7W1NYKCggBIu0VNJVxNATnAbyjVKIC0HqVjx456305bR3hDXyyT1KDIinBjq1EoisLt27fp96chDB06FNbW1jh69KhRYwGk6bMzZ87g66+/VnvQHRoaisrKSty7d0/l3zUlwr28vMDj8TQmwimK0rhQJiCtFODz+UoinCQrVYlwQFqPwpQI37p1K+zs7DB+/Hi5y0NDQwFAp3qUxMREhIWFwdbWFsHBwSgsLNR5MVF9saRE+MGDB9GuXTsEBgYq/c3W1ha9e/fWW4QfOHAAb7/9dqOqRZFl1KhRGDFiBGbNmqVUPbRv3z68++67FjUJrA0vLy/8+++/EIlEFi3CSSKcoigcPnwYycnJWL16NaMLXRsKcUbGpsKjo6PRrVs3euFySyciIgJlZWVywSWmkUgk+PDDD1FbW4vDhw9r3Kc2FC6XixkzZmD//v2Mrp1hKiiKwvTp0/HkyRMcPny43vZ5GyONWoQrYmdnh549e+Ljjz/Ghg0bsG3bNnzxxRcICwsDh8Ohd3ZZScjC0nCwtM8jW41iOLKvtWzVhrpqFHM/x7Jy1BzVKMYmwgUCAcRiMSiKgo2NDWxsbOjJBSLpcnNzUVlZaXQinMfj0ZMZRIS7uLiAz+fDxsamXkR4WVkZLVdkJb4iTCbCifxXRdu2bQGAsVS4KhFOURTy8/Ppy0k/sLOzs0UlSHQR4UVFReBwOHBycqrXsemLpo7wly9fmjQRXlVVZfSkHZHepK7Dz8/P6ER4dnY28vLy0LNnT4O30bRpU/Tv35+RepSffvoJrVu31lgf0aNHD1hbW6sUvRRFaRThVlZWaNmypUbZm56ejrKyMrULZQLS/Q1VC2ampaXB2dlZrfDt3Lkz7t69a/SEvUgkwpYtWzB+/Hilz52bmxsCAgK0inCJRIKkpCSEh4cDkCadAeh9mnptba3WyXGBQACBQMCoCPf09DSJCK+rq8PRo0fx/vvvq52MCQ8PR1JSks77QiUlJYiPj2+UtSgEDoeDDRs2oKqqSi55+/jxY6SmpjaqWhRAujg22X+ydBFeUVGBp0+f4quvvsK7775r9PoiTMGECL969SrOnTuHqKgoizorWxPdunWDj48PI5PP6tixYwfOnz+Pffv2wdvb22T3M3XqVNTV1WHXrl0muw+mWLNmDf7880/88ccf6NSpk7mHY9FYzlEQwzx//hyXLl3CxYsXcfPmTXMPx6JYsGABPv30U63/sbC8jrAi3HBkD2JlxaNiIpz8uyElws1RjWJoupMIdIFAQEsxIsIVE+FE0horwmWFsKwIJ53hmhbLtLW1ZUSEyyYgNYlwoVAIKysrcLlcoxLh1dXVWhPhgOlEuFAoRGVlJfLz8+Hl5QVAekDn7OxscQkSTSJcthrFycmpwQt+dSJcKBRCKBSaVISrul99efr0KTw8POhx+vv748WLF0YJ9tTUVAAwSoQD0nqUhIQEld8nuvLo0SMcOnQIUVFRGtOI9vb26NKlC/755x+lv5WUlKC2tlatCAek9SiaEuFEBBMxrA5VIpwslKlOuHTu3BlVVVVGT2CcPHkS2dnZ9CKZipCecE3cuXMHpaWl9OJnXl5e8PX11VuEDxgwALNmzdJ4HfL9bIrFMpkObVy4cAGlpaUqa1EI4eHhKCsr07nOMy4urtHWosjyxhtvYMWKFdiyZQsSEhIAAPv37wefz8ewYcPMOziGIb/tACy2IxwAvZ7BJ598gufPn2PVqlVmHtErmjdvDisrK4NFeE1NDaZMmYIuXbpo/DxbGhwOBxEREYiLizNJaK2kpARRUVH46KOP0L9/f8a3L4uXlxdGjhyJTZs2NegA3oULFxAVFYWvvvoKY8aMMfdwLJ6GfbTAIOXl5UhMTMTatWsxZcoUfP7559i6dStu3LjBrrTK8trRWGajGzJsNYr+yH4XyybCFTvCAakQM/dkg2z3taUmwslkgioRbmdnR4sD2cWKDKlGUSfCAagV4Uwnwm/fvk3/W1si3NbWlr5v2bFogqIoFBQUgM/n69QR7uzsDA8PD5OJcEAqh2VFOIfDQVBQUKMS4bLVKJZwyjuXy4W9vb1SNQqp6zG1CDe2HiUzM5OuRQGkIlwikWhd+FETqamp8PLyUtuprSsjRoyARCLBiRMnDN7GihUr0KxZM0yaNEnrddWJ3pycHADQ+Hh8fX01JsJTUlIQEBCgdaE4dSJc1UKZBHJmiLH1KJs2bUJwcDC6deum8u9hYWG4c+eOxiqqxMRE2NrayiXfe/XqhWvXruk8jtzcXCQnJ2PXrl0a3995eXkAmBfhQqHQ6AkmRQ4ePAh/f3906dJF7XVCQkJga2tLy15txMbG4u2332b08TdUZsyYgTfffBMzZsxAdXU19u3bhxEjRtBrlTQWZEW4JSfCW7duDRsbG5w5cwazZs3S+P1V39jY2KBZs2YGrz+xYMECPH78GLt3724QVS9MEhERgRcvXpgkVLpgwQIIhUKsXLmS8W2rYubMmXj48CGSk5Pr5f705cWLF/jggw/Qt29fLFu2zNzDaRQ0rk+jDCKRCPfv38fNmzdx69Ytuf5CMtMjK1bIZfb29ggKCkLXrl3rd8AWxLJly+Du7m7uYbAYQUOe7VTEksYqi7klrSUiKxvJv1V9XwNSmdRQEuHOzs5mEeGGCC2KouQ6wlUlwimKgkAgQOvWrfHo0SMA8olwIrVlE+Gq+o4JiiKcbIvI2PoS4Xfu3KEXZNJ0KrsqES47MaMOgUCA6upqhIeH4+LFi/RkgiaYXDAzLy+PPiiWFeGKlRNjxoyhRZ2loGsi3FIEv6Ojo5I4I58hSxDhrVq1ov8/keJPnjxB69atDdpmamoqevXqZfQkffPmzREaGoojR45g4sSJet/++fPn2LVrF5YvX05/B2giNDQU69evR3FxMf2ZA16JcG2J8NOnT6v9u7Z+cEJAQAByc3Px8uVLODo6gqIopKWlaUweenl5wcPDA3fu3MGoUaO03ocqMjMzcebMGWzdulXtdcLCwiAWi5GamkpXnyiSkJCA0NBQue/K4OBgfPfddxCJRDqJo9OnT4PD4aC2thZ//vmn2gX2cnNzATAvwgGgsLCQsVomkUiEI0eOYOrUqRo/E3Z2dggNDUViYiLmzJmjcZvFxcWIj4/H2rVrGRljQ8fKygpbtmxBly5d8NFHH+H+/fv0GjSNCdlJbtn9NEvD2toabdu2RW5uLhYvXmzu4Sjh4+NjUCL8woULWLNmDX7++edGWWPx1ltvoWnTpoiLi0P37t0Z2+61a9cQExODtWvX1tvEXb9+/RAQEIBNmzbh7bffrpf71JWamhqMGjUK9vb2+PPPPxvdhIq5aFSJ8GfPniEuLg6LFy/Ghx9+iG+//RZHjhzBkydP6MUwAch1gXM4HLRv3x5jx47FihUrsGfPHixcuFDtKvEsLCwsmmCrUQxHVSKcfG8r1h1YW1s3GBHu5ORkMYnwqqoquR5wIsKtra1hbW2Nuro6CIVCiEQiugMYUF2NUlRUBD6fLzcmAEqTz1VVVUYlwm1tbcHn8zWmCnXh9u3bCAkJAZ/P1zkRTv5Xl0Q46QcPDg6GWCxGRkZGvYlwkUiEoqIirYlwAPj8888tTggQ2USktyyyHeGWIsIdHBzqXYSTtLyxIvzp06dyiXAfHx9wuVyDF8ykKAqpqalG16IQIiIicObMGYMmzlatWgVHR0dERkbqdP2wsDAAUKpHyc7OBqBZuPr6+iIvL0/lJNvdu3c1ymNZAgICALyqWMrJycHLly/VLpRJMHbBzC1btsDJyQkffPCB2ut07NgRjo6OautRSD84qUUhBAcHo6qqil70UxsnT55ESEgIBg8erFHM5+XlgcfjaU3Z64OsCGeK5ORkFBUV6VSj0LdvXyQlJWk9C5HUohg68WGJtG/fHosWLaIXlBs4cKC5h8Q4spPfqn4fLYnvvvsOu3fvbpBC3xARXl5ejkmTJiE8PBxz58410cjMi42NDYYNG4a4uDjGtikWi/HJJ5+ga9eu+OSTTxjbrjY4HA4iIyNx6NAhky2AbAgURWHWrFm4d+8eDh8+zIZRGaRRiPA1a9Zg0qRJmMQBxUcAACAASURBVD17NrZt24Zbt26htrZWbfLby8sLgwcPxtdff429e/ciOjoa48aNQ4cOHSz+R4SFRRfYahTTw1aj6I+qRDh5HhtyNUp9i3DZjnB9z5ggaXBAfUc4EXKyIlxVNQqpomjSpImc1IuMjMSwYcPobVdXV8udjqxKhKtaqb2mpga2trbgcDhGJ8LFYjHu3buHLl26wN3dXWcRbmVlBR6PJ/fefPz4MQICAmjxTSA1MiTFmZ6erpMIf/Tokdb3smySXxWFhYWgKEpJhOfk5KC8vNziT4XXtRrFUkS4ORPhhlYqAdIJlxcvXsiJcBsbG/j4+BjcN/306VMUFxczJsJHjhyJ6upqnDlzRq/bFRYWYsuWLZg9e7bOr4Gfnx88PT2VRHhOTg48PDzA4/HU3rZly5YAlBdgoygKs2fPRps2bXRKtZO1Bkg9CpHHxorwpKQkdOzYEWFhYfjwww/x9ddfIyYmBmfPnsXDhw+xdetWTJo0SWPVBJfLRXBwsFoRfu/ePZSUlCgJ/x49esDKykqnnnChUIhz585h6NChmDZtGq5evYp79+6pvC6pj2JyH5j0MjMpTg4ePIiWLVvq9JkIDw9HSUmJ2sdMiI2NRXh4uMX/FujL/Pnz0a1bN4wfP16nszwsDSLALbkWhTB69Gi8++675h6GSgwR4bNnz0ZZWRl27NjR4NcuMYaIiAjcvXsXGRkZjGxv8+bNuH79On777bd6Tz5PmjQJHA4H27dvr9f71cTmzZvxxx9/YPPmzYym7lkaiQi/cOECysrKVAoBiqLA5/PRu3dvfPrpp9iyZQtiYmLw6aefIiwsrNF1hbGw6IIl1Y1Y0lhlMbektUQ0VaMo7kQ2lGoULpcLPp9vlkS4WCzWWw4rinDFjnCRSKQkwh0cHOSEjqwI5/P5SlIvPz8fDx48wLp16wBo7wh3d3enJbIsRIQDMFqEp6eno7q6Gp07d1Yrwkl/rKwIJ49X9r15+vRppKenK0kkIsbJ4nY1NTVyj1sVQ4YMQWlpKXbu3Knxert374aPj49aianYfevo6Ahra2taiskmwi0RXatRLKEjHJC+Pop1QpZQjfLixQuIxWI5EQ5Ie8INFeFkocwePXoYPC5Z2rZti44dO+LIkSN63e7XX3+FlZUVPv/8c51vw+FwEBoaqiR6c3JytPadk+9XxW71Q4cOISEhAWvXrtUo0gkuLi7w8PCQE+E8Hk+uvkYVnTt3RkZGhspaqydPnmDUqFFwcHBAu3btkJubi3379uGTTz7BoEGDEBgYiIKCAp2S86RHXdW+XGJiIng8HkJDQ+Uud3BwQGBgoE4iPDk5GS9fvsTQoUMxbNgweHh4qE2Fy66jwBTk90xxYtRQJBIJDh8+jPfee08nYR8aGgoej4fExES11yG1KKNHj2ZkjJYEj8dDSkoKvT/S2LCysoKnp6dFL5RpCXh7eyMrK0vnY9JDhw5h586dWLdunVyopDEyaNAg2Nra4ujRo0Zvq6CgAAsXLsT06dOVfhfqAzc3N4wZMwabN29uEIG2K1euYPbs2fjss88Mqntj0UyjEOGyUBQFKysrBAYGYvz48fj555+xe/du/O9//8PgwYMt/mCQhYWlYcNWoxiOqmoUTYnwhiDCmzRpAh6PR6ef6wNZ6ayv1JIV4eo6whVFuOJpqorVKIoivLi4GK6urvjuu++Ql5enJMLJaX1EhPv6+uL58+dKO521tbX0fRkrwom07tKlCzw8PJREeFpaGlq0aIH79+9rFeEXL14EIE2yypKfnw8rKyv4+PjQ4lZbIrx79+4YPXo0Fi9erLF+ZevWrRAIBLhw4YLKvyuKcA6HAzc3N9y/fx9A4xbh5DKBQMAmwjXA5/PB4XCMEuGk/kRRsvr7+xtcjZKamgpvb29GBeXIkSNx/Phxnb+Xa2pqsHHjRkydOlWu61sXwsLCkJKSIvebn5OTo7EfHJCKFQByC2ZWVVXhv//9L4YNG4bBgwfrPAbZBTMfPnyIgIAArUk6smAm+Y4gVFRUYPjw4XBxccHp06exfft2JCQk4OnTp6ipqcGTJ09w/vx5nD9/HoGBgVrHFhYWhsLCQpUTJQkJCQgJCVE5YRgcHKyTCD958iRatGiBrl27gsfjYcKECdi1a5fKyWlTiHAbGxu4uLgwlgi/fPky8vLydKpFAaRrdoSEhGhcMDMuLg4URb1WtSiy2NjYNOpELun8ZzEdPj4+qKys1HhmHiE3NxeRkZGIiIjQadFlS8fBwQEDBgxgpB4lKioKXC4Xy5cvZ2BkhjFz5kxkZGTg77//NtsYAOn76L333kNISAhWrVpl1rE0VhrNr0KLFi0wdOhQLFq0CHv37sXy5cvxwQcfICAgoFH/+LGwGAJbjcIssrUOrAg3HH0Wy2Ri8URjkRXh9Z0IN7Tvl+zE29vbK3WE6yrCbWxswOFwUFlZqSTCa2trIRAIsGDBAggEAiQkJCiJ8Pbt22Pjxo10L6yfnx+EQiG9kBmhpqaGURHeokULuLu7w93dXUlapKWl0YvMCYVCpQS87Pvx0qVLAJRFeEFBATw8PGBlZUWLQm0iHACWLl2KnJwcbNiwQeXfnz9/Tqf9zp07p/I6RITLpsLc3Nzw4MEDAJYvwh0dHcHj8TSKcAAWI8I1dYQ7Ojqa5D45HA6cnJyMEuFPnz4Fh8NRSrj5+fkZlQgnZ1EwxciRI1FWVqYxJSvL3r17UVxcrFcanBAaGgqBQEB/1gDdRLidnR2aNWsmlwiPjo5GXl4e1qxZo9cY2rVrJyfCtdWiAEBgYCCsrKzkzmwRi8UYO3YssrOzceLECZXf/X5+fujXrx/69eun09hIqk8xNS+RSJCYmKjUD04IDg7G3bt3tX7vnzx5Eu+++y69jzBt2jQUFxfj2LFjStc1hQgHpBN1TInwgwcPokWLFnqlIcPDw5GUlKQ2rXrgwAG8/fbbr10tyuvC/PnzdV7XgMUwfHx8AChXWSlCURSmT58OLpeLmJiY1+Z4OyIiApcuXTLqezA5ORk7duzA8uXL9Z6QZpKwsDB06tQJmzZtMtsYhEIhfQZPbGysTmeHsehPozDEf/zxBzZu3IjIyEgEBwdrPRWZheV1x5LqRhrCqUkAMHnyZPz+++9KlycmJsLV1RU3b96Uu7yhjNuSILLRycmJToTLLpgoi7Ozs1Fdt0xgLhFeUVFBn3av73NAru/t7a21I/yNN94Al8tVkiEcDof+nXVwcJAT4cXFxQCkstvOzg75+flKIpzD4WDmzJn0a0pqFhQTpUyK8MzMTLRp0wYAVFajkIObZ8+eaUyEP3/+HNnZ2eByuXJJTgByi1ISUaiLCA8ICMD06dOxbNkyla/nvn370KRJE4wfP16jCHdzc5PbWXZzc0NmZiY4HI7Fp8XIY1C1jovsZZZUjaJKhMt+tkyBsd+bmZmZaNGihdL3sb+/P0pKSvTetkQiwfXr1xnrByd069YNvr6+OtWjUBSFtWvXYujQoXTftj706tULVlZWcqI3OztbqwgHpN8T5Hvk2bNnWLFiBebNm0d/V+kKSYSTyTxdRLidnR3atWsnJ8K/+uornD17FrGxsWjXrp1eY1CHq6sr2rVrpyTCHzx4gOLiYo0iXCwW49atW2q3/fjxY/z7778YOnQofVlgYCBCQ0NV1qPk5uY2aBEukUhw6NAhjBo1Sq8QV3h4OIqKiuQmYwjFxcX4+++/MWbMGKPHx9IwGTt2LN555x1zD6NRo6sI37JlC06dOoWtW7da/H6XPgwfPhwUReHEiRMG3b6urg6ffvopQkNDMXXqVIZHpx/kGOXo0aPIyckxyxjmzZuHq1ev4tChQ+wEpglpFCKcXT2VhaXxosupzfHx8eBwOCgpKTHZOHbs2IGPP/5Y6XKSDlWUYsYmwv/991+cPHnSqG1YGkQ2Ojs70/8mCWbZxRrJdXQ5RdGUlJWVoWnTpmZJhJPT6g1JhPN4PHh4eCh1hFtbW8uJcEdHR7i6uiqJcOCV4FVMhBMR7ubmBi8vL+Tn56Oqqkqj3CPSWDFhrSjCKysrcenSJURFRen1mAEgKyuLfs70FeG2trb0+5HUorzzzjsqE+Ekka1PIhwAFi9ejKqqKmzZskXpb7t378aIESMwatQopKenK33XANJF5xTlmZubGyiKgru7e70vOGQKPDw8Gk0iXFVH+MuXL8Hn8016FqOxifDMzEyV3dP+/v703/UhIyMD5eXljItwDoeDiIgIxMXFaZ2UTkhIwJ07dzBnzhyD7ovP56Nz5870gplisRh5eXlaO8IB6YKZJBH+5ZdfwsXFBQsWLNB7DAEBASgvL0d6ejry8vJ0EuGA/IKZW7duxZo1a/DLL79gwIABeo9BE6QnXJaEhATY2NioTT536tQJdnZ2GutRTp48CR6PpyQBp02bhjNnzshJK4lEgvz8/AYtwq9du4asrCyda1EIYWFhsLGxUVmPcuTIkde6FoWFhQmaNWsGLpeLrKwstdfJyMjAvHnzMH36dAwbNqweR2d+PD090adPH4PrUX799Vc8ePAAv/32W4Nocvjoo49ga2uLP/74o97ve8eOHdiwYQPWrVuHsLCwer//1wnzv9NYWFhYNKCLYDx8+DAAZZFWHxABSESfsdUomzZtwvnz59GxY8fXbkeKyMamTZvSiXBSO6Mowps2bWr2RHhZWRlcXFwMEuG3bt3CpEmTDDo7Q1aE6/sclJWVwdnZmZbXmhLhjo6O8PDwUHmKojYR7u7uTotwxUS4Ig4ODvDw8NCYCOfz+aipqcHQoUOxcuVKvSe9FEV4cXGxnCDTNRF+6dIltG/fHj179lTZEW6oCG/evDn69++Pv/76S+7yO3fu4N69exg/fjz69+8PKysrlanwK1euKO0wk9fN0mtRCD169FCZlJVNhFuKCFdXjWKqfnACE9UoigtlAq/O6tC3HuXatWsAmFsoU5aRI0ciJyeHvg91rF27Fp06dUL//v0Nvi9Z0VtQUACJRKJXIvzChQs4ePAgoqOjDarGCQgIAAB6sbL27dvrdDsiwhMTE/HJJ59g5syZmDVrlt73r42wsDDcuXMHlZWV9GWJiYkICQmBvb29ytvY2NigW7duWkV4eHi40udmzJgxaNKkCbZv305fVlxcDLFYjObNmxv3YFTg6enJiAg/ePAgPD098eabb+p1Oz6fj169eqmsAoqNjUV4eHij+R1gYTEHXC4XLVq0UJsIF4vFmDhxIjw9PbF69ep6Hl3DICIiAmfPnpX7nteF7OxsLF68GLNmzUK3bt1MNDr9cHZ2xrhx4xATE1OvVac3btxAZGQkpk6dytYd1QOvjQgXi8UoLy9HeXk5293L8tpjSZ1lsoJRnTQkiUBzLJ5IZIbiQndvvfWWQdv75JNP8J///MfsC0GaA1kRrpgIVxRc9ZEILywsRJs2bRAfH6/y76WlpWjatClsbGyURHhycrLGA/j4+Hjs3LnTICklW41iSCK8adOmcHBwUFmNIhKJIBAIwOVyYWtri/Xr12Pu3LlK21EU4USek6S1bCK8urparewgtGrVSkmEywppcnsnJycAwN27d3V+zBRFITs7W06ESyQSufcPObh5/vy5VhHep08ftGrVCtnZ2XKve0FBgVI1ij41FwMGDMDFixflKmB2794NNzc3DBo0CE2bNkVwcLCSCM/Pz0dmZmajF+G///47fvrpJ6XLLTURbokiPDMzU6UId3d3h4ODg0oR/ueff6o9uyk1NRX+/v4m6QN988034e7urjGhlpGRgWPHjuGLL74war8oNDQUaWlpKC0tpU+l1kWEk0T47NmzERYWhvHjxxt0/61btwaHw8HRo0fB4XB0rjUJCgpCWVkZhg8fjrfeegvr1q0zyf5hWFgYxGIxPSlBURQSExMRHh6u8XaaFswUCARITEyUq0UhODk5YcyYMdi2bRs94am4oDCTeHh4oKCgwKhtnDp1Cr///jtGjRqlsgJKG3379kViYqLcfnJRURFbi8LCwhA+Pj5qRXh0dDSuXLmCnTt3mmydj4bOiBEjUFNTg7Nnz+p1u3nz5oHP52PJkiUmGplhzJw5Ey9evMDp06fr5f6KioowcuRIdO7cGRs2bLAoV2OpNFoRXlBQgP3792Px4sUYN24cRo0ahYkTJ2LixIkYNWoUxo0bh8WLF2P//v3Iz88393BZWOoVS+oIlxVN6iaxyEGDOeRxdXU1ACjNgJeWluLy5cvIyMio9zFZKkQ2Ojo60olwTSLcFIlwcr+A9FS9jIwMLFy4UOVnRjERLpFI8PXXX+PJkyeYO3cuFi5cqPZ+yO+Ott+fwsJC/O9//5P7HLx8+RIuLi6wt7enn4NffvlFqadeFUSEE3mtarHMly9fwsHBARwOB/369VMpVYgIV9URbmVlBWdnZ3h5eaGgoEBrIhyQJko1VaN0794dw4YNw6VLl2BjY6NWhO/duxfR0dFylxUXF6O2tpYW4aS3UbYe5cWLF7C1tdWYCC8rK8Pdu3dpEU5RlNxBkTGJcAAYOHAgamtrkZycDED6fbZnzx588MEHsLGxASCV5fHx8XLfhSSJqijCSW1cYxHh6pAV4ZbWES77vdLQRXhNTQ1ycnJUVqNwOBz4+/srTWZlZ2dj8uTJmDRpksqUWGpqKuO1KAQul4v33nsPmzZtwr1791ReZ/369XB1dTVYQBPIZy8lJQXZ2dkAdBPhvr6+EAqFuH//Pn799VeDD3zt7Ozg6+uLy5cvo1WrVjpPwHXu3BmA9DsiNjaW/p5hmsDAQDg6OtLfVQ8fPkRhYaHafnBCcHAwMjIy6DONZImPj4dQKFQpwgFpPUpmZiZdF2JqEV5YWGjQvrVQKMSXX36JoUOHok+fPvjxxx8NGkN4eDgKCgqQlpZGXxYXF8fWorCwMIQ6EX7z5k18++23iIqK0vtsjsZEmzZt0LFjR73qUc6dO4cDBw7g559/bnD7bz169EDPnj3rZdFMkUiEsWPHorq6GocOHdLr2IHFcBqdCC8tLcWKFSswY8YM7N27F7du3YJAIABFUXL/CQQC3Lp1C3v37kVkZCRWrFhh0n5hFhYWw5AVgOpEt6kT4boc3Fy/fh23b9+mxTgA9OnTR+9Fr15H6urqcPfuXdTW1sLOzg5NmjShpTipRlEU4aaoRklLS4OzszOePn2K6upqrF+/HiEhIbh69arK7k2SCCciPC4uDsuXL8eePXtw//59PHr0SO196SrCz549ixUrVuDAgQMApD2nlZWVcHR0pKUWRVH4+uuvsWfPHq2PUTERLtsRLluNok3IySbCZWseiouL4erqCisrK52rUQCpCCcSbdOmTXj48KGcCG/Xrh2OHz8OHx8fdOjQQa3Y+u233xAdHS33mSWdjrKJcAD0qexisRjZ2dno2bMnSkpKUFxcrCTCL1++jNmzZ4OiKLz55pu0DCR93UKhEKWlpXKJcC6XSyfYdaFDhw5o0aIFnfg+fvw4cnJyMH36dPo6AwYMQElJidykx5UrV+Dt7U0v5kRobIlwdVhiNYqjoyPEYrHcxFt9iHBVE4jZ2dk6JbhIl7WqRDi5XDERvnTpUjRp0gTl5eWIiYmR+5tYLMaNGzdMJsIBYMWKFWjZsiUGDx5Mj59QUVGBrVu3IjIy0ugFStu0aQM3NzdcuXIFOTk54HK59KSYJlq2bAlAKm2NrYcJCAgARVE694OT+1+yZAlOnTqlci0IpuByuQgJCaFFeEJCAqytrbX2nwYHBwOAynqbkydPIiAgQO0+Vp8+fdCuXTt60Uwiwk3xfejh4YGamhq9KwGePHmCN998E+vWrcPq1atx/Phxg1+H3r17g8vlytWjHDhwAH379tXpvcjCwqIZb29vpY7wmpoafPTRRwgMDMT3339vppE1HCIiInD8+HGdjsdra2sxa9YshIeHGz0ZbSoiIyNx6tQplWvzMMmCBQuQkJCAAwcOKO3Ls5iORiXCb9++jdmzZ+Py5cuQSCT0gTCHw1H5HyAVXBKJBJcvX8bnn3+uU6KOhcXSUUwdZWZm4pdffjHTaDQjK8LVLZypjwhXrNPIysqSqyJQhWLtiSxEZKxevdokPaeAVJBoG6MlEx0djc6dOyMzMxN2dnawtbXF1atXsWPHDpSVlcHBwUFpkTxTVKOkpqaitrYW//77LzIyMlBaWopVq1bB2dlZ5enZionw5cuXA5AefNbU1ODFixdqD4yJACcH54D0fSab5gJeyae1a9fSk7iANNlJpFZxcTFqamp02lGTFeGaOsL1EeGKiXBZAavLYpmANEH94sULPH/+HJ988gm2bdsmJ8JlCQoKUpkIr6urw/Xr11FcXIz09HT6cnUinCTC8/LyIBaL6SRPeno6eDweffvPPvsMXbt2xcmTJ9G6dWu0adMGPj4+4HA4dIqdSHUiHEj6ceTIkRoftywcDgcDBgygRfiGDRsQFhYm15kYGhoKBwcHOXF5+fJllUKJvA6NfcV5S6xGIZ8v2XoUcyXCp0yZgiFDhtCLPaqDTFSpE+H+/v5yIvzJkyf4/fffsWDBAkyYMAErV66U+y199OgRKisrTSrCnZ2dcfr0aVhbW2Pw4MFygZft27ejuroan376qdH3w+FwEBoain/++Qc5OTlo3ry5Tgt+derUCUuWLKF/O4yB9ITrI8I5HA4WLVqEtm3bGn3/2iA96hRFISEhAcHBweDz+Rpv07p1a7i4uCj9/lIUhVOnTqlNgwPSxzZ16lQcOnQIpaWlyM3NhbOzs9GTHqogZxnp0xO+f/9+dOvWDSUlJbh8+TLmzp1r1KnwDg4O6NWrFz1pX1RUhPPnz2P06NEGb5OFheUVJBEuG7RYuHAhHj9+jN27d8sFKF5XIiIiUFpaSp/ZqImff/4ZmZmZ+O233xpsDcjYsWPh6OiociF7pjhw4ABWrlyJlStXaj1LioVZGo0I//fff7FkyRKUl5eDoig50U1RFBwdHeHl5QUvLy84OjrSlwOvpODLly/x448/akzxsbA0BhQTziNHjpTrAZZIJHj8+HF9D0sl+iTCtfX/X7t2DS4uLrh8+TJ9mY+PD4YMGaLxdrIpb0VkD+xNsf6ASCSCo6Mj/P39lf5WWlqKUaNG4dixY6irq0NsbCxj95uXlwd/f3+1fXhMQmTi6dOnYWdnBzs7O5SWlmL+/PkoLS1VWigTkAqOly9fyi14aCzkuz8nJ4c+vd3b21surSwLkco8Hg/p6em4du0aOnXqJJdWlhWygLRj+smTJyoT4Zs3b0aPHj3k3vPPnz8Hj8dDamoq/vnnH1piySbCZRd61IamjnBra2udRTiRCbIinKIoFBUVyVVy1NbW6pwIF4vFWLt2LQBpOl+dCCfPseL32J07d+jPo+xnPCsrC9bW1rSkJok7IsLJ80dEuEAgkDugGThwIE6cOIGioiKkpaWBw+HA1tYWLVq0oN+7pB9WNm3Yq1cvvU9vHDhwIO7cuYOEhAT8/fffSpLOxsYGQ4cOxfbt2yGRSCAUCpGamqpRhDf2RLilVqMA5hfhV65cwblz5+Dq6oqpU6fKJdQVyczMBJfLpSeUFCH1RuQ7+bvvvoOHhwdmzZqF//3vf8jPz5dbvJCkfLt3787AI1NPixYtcObMGRQUFGD48OGoqqqCRCLBunXrMHr0aHq9BWMJCwtDSkoKsrKydKpFAaTv3UWLFjHSkU5EuK4LZdY3YWFhKCoqwuPHj5GYmKjTAT+Hw0FwcLBSIvzWrVvIycnRKMIBYOLEiRCJRNi7dy/y8vJMNilIflt0EeFVVVWYMWMGxo4di3fffZfRsyLCw8PpnvAjR46wtSgsLAzi4+ODmpoauqopISEBa9aswY8//oigoCAzj65h0KNHD7zxxhta61EyMzOxdOlSzJ07F4GBgfU0Ov1xcHDAhAkTsHXrVrVhPGO4d+8epk6dirFjx2LOnDmMb59FM41ChNfU1ODHH3+EUCiUm1Hq3bs3Fi1ahD179mD37t2IiYlBTEwMdu/ejb179+Kbb75Bnz596NtwOBwIhUL89NNPGhOgDZm6ujqcP38e3333HaZOnUp3o3/11Vc4fPiwSTp1WeqXNWvWML7qveL7feXKlWjbtq1ch6650CcRrrhgoSIpKSkAoNTbnZSUpLQAnSy6inB1GPPjScREfn4+oqKi5CYDjh07hiNHjuDo0aNYvXo1xowZgxs3bhh8X7Kkp6cjMzMT169f13i9R48eYdSoUUY9RpJyfvjwIS3CAWm6mNSPKOLs7AyKomiRlJCQYPROBElj5+bm0gueNW/eXKUIJ4KXJMIJEydOBPAq8amY8B4/fjyWLl2qMhF+8+ZNVFVV4eHDh/Rlz58/x8CBA+Hp6YlTp07Rj9fR0ZFOhJPEsy4ivLy8XGtHuD6JcNIRLpFIUF1drZQIJ+iSCAdA1yekpaUpdXUTgoKCUFFRoVR1kJKSAhsbG7Rt21ZJhLdo0YKu0LC2toaLi4uSCA8JCaGvo+p+ORyOnHRt1aoVLcLJ62nsKejvvPMOAGDy5Mlwd3dXmeabO3cu0tPTcezYMdy+fRs1NTUqRThJKTb2RDh5zezt7U3Wccw0RIST7z7y7/oW4UuWLEFgYCDi4+Px+PFjLF26VO1tMzMz4ePjo3R2DsHf3x9CoRA5OTm4f/8+du/ejf/H3n2HR1GubQC/d9M7ISQhEAglJCQQAgZCEylikCZg/EDEAyoe4NhQQUB6L4dwEBU8RynqQVGkqhSpepAgEKSHNEijJYGUTa/z/ZFrxp3sbrIpm80m9++6uNjZnXfm2TL7bp5553kXLlwIW1tb+Pj4YPz48Vi7dq30nRMREQFfX996OXnh6+uLQ4cO4cqVK3jxxRdx8OBB3L59GzNnzqyzffTp0wdZWVk4deqU3onwulSTEeH1qU+fPgDKR+KnpqZWOVGmSJwwU/3E5+HDh+Hg4FDlpOQtW7bEb5oQZwAAIABJREFUyJEjsX37djx8+LDOfzuLxO/aqibMvHnzJoKDg7Fz505s3boV3377bbXKZ1Vl0KBBePjwIWJjY1kWhaiOiSUrkpOTkZWVhSlTpmDAgAFaJ5RvqhQKBcaOHSvNT6DLzJkz0aJFCyxevLgeo6uZ6dOn4+HDh/jxxx/rdLuZmZkYN24cOnbsiK1btzbYUfGNWaNIhB88eBAZGRlQKBQQBAEeHh4ICwvDvHnzEBwcrHX2XvESsrlz5yIsLEz24ygjIwMHDx6sz6dQJ5KTkzF79mxs3LgRly5dQlpaGoqLi5GRkYGoqCjs2LEDb731FiIiIowdaqN09epVhIWFVbrOw4cPa30yYs6cObLkWU1U/LIVR3CJndbVq1cByEerbdq0Cb///nut9lsT1RkRXtloNkD3xIsAMHfuXOl2YWEhLl++jOeffx4KhUJ6PbSpLEku0resibbRzerPaf369Th79qy0LCY0CgsLpRHMVZ0M0Jf4Oa04gWFF77zzDvbv36+RlKwO9RMTYmkUoPz9TkxM1DoiXHwPxff0008/xccffyz7zFaXOCL8wYMHuHfvHlxdXWFpaam19q36Z0lMhCsUCowePRpA+WhgNzc32RVGKpUKiYmJiIqKkkaOqY8IF0eSX7lyBQcOHEBcXBySkpLQrl079OrVCxcvXpQlwh0dHZGVlSUlcsWJKUWFhYXSqDD1uMUR4QUFBdKJHLE0SklJSY1KowDl3xc1TYR7eXkBKE8G9uvXD3fu3EFWVpbO0igANMqj/PHHH+jevTsGDx6skQivOOqzRYsWskS4ra0tWrRoIY121ecSV/VEuJgAqW3Swc3NDd27d0diYiJef/11rXH07t0bAwYMwPr163Hu3DlYWlrKyqeIfHx88O2332LIkCG1iqmhE7//TaUsCmDcEeF5eXkoKSnBxYsXceTIESxatAiBgYFYsGAB1qxZgytXrmhtm5CQoLMsCgDpqqU7d+5g8eLF8PLyktW3nz9/PhITE6W5DAw5UaY2vXv3xp49e3D48GFMmjQJffr0Qe/evets+8HBwVAoFEhMTKyzUebVMWTIEHz22WdSwrmhcXZ2RufOnbF582aYm5ujX79+erULDg5Gamqq7DfGoUOH8Mwzz8hOQusydepU/Pnnnzh9+rTBTgpWnHdClJOTgzNnzmDjxo14+eWX0atXLygUCkRERGDq1Kl1nvjo378/zMzMsGfPHpw+fRrjx4+v0+0TNWXi78O7d+9i5syZyMjIwFdffSWbp4TKy6MkJSXp/Nv5p59+wk8//YSPPvrI4L956kJAQAD69+9fp5NmlpWVYdKkSXj06BH27dtXZZkwMoxGkQg/duyYlAR3c3PD2rVrq1XvztvbG2vWrIGbm5u0nV9++cWAEde9R48eYeHChVKyRqFQoGvXrnjmmWcQHBws/VjMzMzEqlWrKk3sUeWOHz+Offv2adz/1FNP4YMPPqi0rYeHB7p27Wqo0GpMTMCK/6uXFhK9++67GqNvnJycMGbMGK3bVKlUCA0NrXUdZ/XErq4kr/gjpKrR2WIs2n60ZGdnSyNq33rrLTzxxBPYv38/AGDr1q0a7QRBQN++fXHq1CmtSSh1eXl5+OOPP3DkyJFK19OWyK/4nNT/GBSTKFlZWdJrU9tEeFFREZ5++mmpvpu2kiCfffaZ9INA/M5Rf59LSkp0nqxJSEjQGDV1+/ZtKXlqZWUlS37GxsbqHBEOlD/34uJiHD9+HIIgVOu77f79+3j66aeRkZGBsrIyqYzJ/fv3cf/+fWlUX/v27ZGYmCgrfSNO4qk+ItzDwwO+vr5wdnZGt27d4OvrK0uER0ZGAigf+V1aWgqlUiklwktLS6XHz549iwkTJuCf//wnkpKS0LZtWykRLp78cHR0hKenJxISEmTla9Q/H99//z2ef/55HDp0CED5ibjU1FR4eXlJPz7F9622NcKByhPhtra2VW6vVatWsLCwwJw5c1BaWoq4uDitifA2bdrAyclJIxF+/vx59O7dG/369cPNmzel53b37l2Ncg6urq5S0iI5OVmq+S1OXqdPItzLy0v6zkhJSYGjo2OdzPQeEhIChUKBGTNm6Fxn9uzZCA8Px5YtW9CzZ0+dI9gnTpxoMqOka0r8XjalRHjFGuFlZWVQqVT1MlkmUN4/r1ixAr6+vtJVBx9++CH8/f3x2muvab3CJz4+vtJEuHhVxw8//IB9+/ZhyZIlskRlQEAAxowZgzVr1qCwsBBXrlyp10Q4AAwfPhzbtm1Dfn4+Zs2aVafbdnBwkH7fGWNEuIWFBWbMmNGgkzLiqPmePXvq/Vnv1asXAEh1wh89eoQ//vgDI0aM0Kv9iBEj0LJlS4OWRrG0tISTkxPOnTuHjz/+GJMnT4a/vz8cHR3x1FNPYf78+bhz5w5mzZqFCxcuGKwUgIODA5544gmsWbMGgiBUa44KIqqcu7s7LCws8Omnn+Krr77Cpk2bpH6P/jJw4EA4OTlpLY+Sl5eHd955B8OGDTOpsk0zZszAiRMnNMpd1kRubi4WL16MI0eOYNeuXejYsWMdREg1YfKJ8OTkZKSlpUl1wWfMmKF19GBVnJ2dMX36dCnx9/jx41qNcKxvYWFh0iRAbm5u2LRpE9asWYN33nkHixYtwvbt2xEYGAigPEm1bt062SW5pL+QkBCEhoZq3K/vyI6KM07r68aNG7IyCzk5OfDz80NMTEyNtqdOTIBXt8a1SqXCjz/+qNGutLQU33//Pfbt24ddu3bVKjb1xK6u0df6jggXk8pz587FxYsXZUneuLg46QfNuXPnZO3E/aqPas3NzZUmF6uqE/vll1/Qt29fjBgxotIJRLTFX/E+MVkKyBPhYuKi4kRootu3b+tV9z0xMRGnTp3Cd999B0D7iPA33ngD//jHP/Dcc89J2xRr5gHA2rVr4eHhofU7ZuTIkZgzZw7S09Nx6dIlZGZmIj09XaoXmp+fL0vqxcXF6awRLj738PBw6XlXZ8Ljs2fP4tSpU/jjjz+QlJSEgoICuLu7S6VRxFF97du3R3FxsVQuBZCPCBcTjZ6enlAoFDh06BDmzZsHX19fWZkTccS3+Dn09fWVThjEx8cjPz8fLi4u+Prrr1FUVIRjx45BpVJJifD09HSp9I2DgwO6d++O2NhYREVFSYle9fIo4qRZS5cuhSAIOHLkCBQKBUJCQqQkhNhv1FUiXL1GuPpoeX0mKPP19cWwYcOkMh+lpaVaE8viid4rV67gyJEjOHnyJNLT0xETE4M+ffpIIw3F41NbIrziiHDxkldxZLq+I8Lv3r2L4uJipKam1tkl6LNnz8bhw4elWLQZNWqUdKJFW1mUpsQUE+HiMbN3715MmjQJHh4eSExMNHgZG7EMw2+//YaffvoJCxculF4/S0tLbNu2DVevXsX69es12sbHx1f6R7+NjQ08PDywefNmdO7cGS+//LLGOgsWLEBMTAyWLVuGgoKCek+EA8CUKVOQmpqKF154oc63LR6LxkiEmwLx9anOhGDu7u5o27atlAg/evQoBEHQOxFubm6OKVOmADBsmShPT0988cUXmDNnDqKjozF48GBs27YN165dQ3Z2NsLDw7FixQqDTNapbtCgQcjJycHgwYNZFoWoDimVSrRu3RrHjh3DmDFj8Morrxg7pAbJwsICo0aN0poIX716Ne7fv49PPvnEpEqBvPDCC2jevLlUvlEkCAIyMzMRGxuL8PBwHDx4EFu3bsWaNWvw/vvvY/LkyRg+fDh69uwJLy8v2Nrawt7eHqtWrcKKFSvw7LPPGukZEdAIEuHqiazmzZvX6kd1z549ZRPWVFUSoKGIiIjAzZs3AZT/4Fu0aJHGqB0nJycsXLhQ+hGYnZ2tdVQz1Vx1v9CrW1M5ICBAVvvx6tWriIqK0vhS1oc4YZU4uWLFRLj4XD777DN06dKlyu15e3vLlocNG4Zp06YB0JyYszoyMzOxe/duabliiZHTp0/LRh5rG72sTqwRfuPGDQQHB2udgFK97rRITISLid3i4mJZQrp169aVJmFeffVV6fZTTz0le6ygoED6LGhLhFeMUX0iRm0jwismws+ePYuAgAB4e3vrdaWMeAJQ/L/iayqOhAbKL28ThYWFSUlxcVT2//73P1nbO3fuIDIyElFRUXjhhRfQs2dP6XV8+umnAZRfWqyehCwtLdX62qqXRvnzzz9hY2ODHj16aNQSrYxYkuXy5ct4//33YWtri5EjR0qTZaqPCAfKR1g/fvxYNkGl+ohwMdnat29ftGzZEkFBQbh+/Tpyc3MBlL936qP1AgMDkZKSgqioKOnky/jx46XPgZjU9vLykkbFrVq1Cv7+/nBxcUH37t0hCAJOnDiBPn36QKlUaiTCg4KCcOnSJfz00084fPgwgoOD4erqKiXiMjIyoFQqoVQqa1UjXHwvMjMzpX5UoVBIf4jr88f/N998gy+//BKurq7SyQ9dI6wDAgKwe/dujBgxAkOHDsXUqVMBlJc/8Pb2RosWLRAeHg5BEGqUCNfnkvt27dqhrKwMycnJiIuLq7NJKV1dXav8caxUKqURrU09Ea5QKGBmZmYyE2UC5ceNjY0Ntm3bhujoaEydOhWnTp3CW2+9ZdD9ionwDz/8EN7e3njxxRdlj/fq1QuzZ8/GsmXL8OWXX+LixYtIT09HTk4OHj16VOmIcKC8vxIEAcuXL9daS7xXr14ICQnBunXroFQqq7yaylDEms51TSxLwkS4duLvn2eeeaZa7cQ64UB5WZQnnniiWvW+X3vtNQB/1fg1hAMHDuDy5cvIzs7G+fPnsXnzZrz66qsICAjQWVffEMTa69rmlyCi2vHy8oKbmxs+//xzk0rk1rexY8fi6tWrsr8hY2JisH79esybN69alRsaAmtra7zyyiv4/PPP8fTTT6Nbt27w8PCApaUlnJ2d4ePjg/79+2Ps2LH4+9//jrCwMBw+fBjx8fGwsbFBUFAQ/va3v2H16tXYuXMn/ve//2H+/PnGflpNXv31zAYi1rFVKBRV/kDXR/v27aWRjaYysaR42TtQnkzSNWLH2toakyZNwoYNGwCUj6qYNGlSg76M0tiKi4tx5MgRPPfcc1Wuqz7palWJOHHdd955B0OGDMGYMWNQVFSExMREtG3bFmVlZVUmjsTktbb3b8uWLRAEAW+++abWtuJnRkwM60qE66p5npeXhwkTJkjL6ieN8vLycPLkSWk5KSkJ27dvl/4Q0UalUiEtLU1jZPW0adNw7Ngx2bbVibVvFy1aBKB84q/ly5fL1pk/fz4mTZoEHx8fverjZ2VlSYlLUcVa6dHR0fjss8+k+x4/fowOHTpoTFT5yy+/YNiwYRr7yM/Pl95fGxsbPPnkkzhz5oxeE2+KJ73U48rKypJeG/VYz507hyeffLLKbYpGjRqlUVolISFBuuJm/vz5OH36tNa2x48fx/DhwxEbGyvVOjt+/Lhs1Nbhw4cBQDYy/cCBA7CwsJASfxkZGRqvg7Z6q82aNYNCocCDBw8QFxcHb29v9O7dWyrZ8t///ldrnNnZ2ViwYAEWL14slXX56KOPkJaWhh9//BEJCQn45ptvUFhYKMUufqd+8MEH+P3333Hv3j3ps6Q+6rli8qNv374oLS1FREQEBg4ciBs3bmDQoEHS8dGtWzfs3bsXPXr0QElJCVxcXDBs2DB89tlnCA0Nxd69ewEAbdu2haurq1STevXq1VAoFOjSpQssLCyQk5ODDh06oFWrVjh//jx27tyJt99+G/Hx8diwYQO2bNmCN954A9nZ2Zg9ezYAyEqjiH+km5ubo7i4GMXFxVUmwsXPr52dHdq0aQNra2upPI36CWV3d3fcvXtXr0S4emKjc+fOOHfunM6R2dOmTYOTkxP+7//+DwcOHMDKlSvh4uKCjh07QqFQoF+/fvj111+l47mqRLj4+avuiHAA+Nvf/obw8HD861//qrJNXZoyZQpycnL0HhnZmJmZmZnUiHBzc3NcvXoVzs7O0hUU9UFMhEdHR2PHjh1aE3RLly7Fr7/+KjuBK57squp3dmBgIIqLi7VeNSdauHAhjh07hq5duza6upghISHo3r07unXrZuxQGqTOnTsjLi6u2peCBwcHY9myZSgsLMTRo0fx9ttvV6u9j48PLly4YND3peKAEGMZOnQolixZgpdeesnYoRA1Ohs3boSZmRmvtqjCsGHDYGlpiYMHD+Ldd9+VchKtW7fGvHnzjB1ejcycORPR0dGws7ODn58fXF1dNf61aNECLi4u9Xryk2rO5N8l9YRJVTVI9aH+x7o+SSljy8/Pl9XEHTp0aKXr9+/fH1u2bEF+fj6ys7Nx48YNqWQKaQoLC8P8+fNx7do1aYI2UVFRkWzUoK4zw4cPH8bIkSPx4MEDjcc+/vhjfPzxx+jatSusrKxw6dIltG7dGvfu3asymS6WRFEqlUhOTsa3336LkSNHYvHixVJta12J8Ioq1givTHBwMN5//338/PPPWh+vOHv2unXrAACvvPIK3n//ffj4+OCNN96QrTNo0CBcvnxZ9pwFQZBGrIvi4+PRr18/mJmZySbOXLFihXRbTGLn5uaiefPmWLNmDX744QeNcie67NixQyMZrJ7gfvfddzXaxMbGYuvWrVi5cqV0pYV4GZQ2M2fOxKBBg6SJun7//XdYWFggJCSkyvji4+OxZs0afPjhh9Lo70ePHkkn8GbMmIFhw4ahXbt2WiejUigU+O6772QnMoqLizF37lzZSTVRdnY20tPT0axZM6xZswZAefJ33rx5Gj9mxDP/4sSdu3fvRnJyMrZt2wYnJyccOnQI5ubmePz4sTR687///S+6du0q1WYGNE9Cdu/eXSMua2trBAUF4ddff8Xjx4/RsWNHrFq1CiqVSnYipqK9e/fik08+QUZGhlTqJC0tDYGBgRg9ejT27NmDwsJCPHjwQErA29ra4h//+AfS0tKwZ88e2fZsbW2l74GKI4K7du0Ke3t7nDt3TkqET5s2DdevX0d2djY6duyI4uJiKJVK2NvbIzAwEP369UPXrl2xcuVKHDt2DAUFBdKVPIMHD8bt27elE3OWlpbw9/fH1atX0aZNG3h5eWH79u0QBEEqC/LUU0+hV69eCAwMhEqlwsiRIwH8lQjPyMiQSrtYWFhIieOqRteql0axsbHB4MGDpZMPFRPhgH4jwtWJiXBdI8J79OghjSYNCgqCp6cnCgsLpe/h8ePH4+WXX8bx48cBQGsi/OHDh0hPT8fDhw+lkYLVqREurhsREYEvv/xSuvy+vlhaWmp83zZV5ubmJpUIB2CUEVFiIrx9+/aYNGmS1nVsbGxw/vx5ZGZm4vbt21JZLZVKVeVVl5s2bUJJSQmUSt0XnA4YMADPPvusXlebmZrWrVtXqzxXU1STeqjBwcHIzc3F9u3bkZmZKfVj1SFeVdXYWVlZYenSpcYOg6hRMtZVTKbGwcEBQ4cOxYEDB/Duu+/ihx9+wIkTJ/Dzzz8bvDyUobRt21Zn7oNMk8mXRhF/1APyS/ZrSn3CN3EETEN269YtqayCtbV1lX9YWVhYwNfXV1q+du2aQeMzdWKiUb3+sUgs5VBWVoYdO3ZItXaB8hIXCQkJ2L17N+bOnQsAlV7GeePGDVy6dAnAX0lEoPKyIq+//jqA8sRt27ZtMW/ePAQEBEhJcKA8QSOOFP7uu+80RnhbWlri0qVL0j7Fz3/FpL56+ZWLFy9qrYumUCjw1ltv6SzVsmvXLmzatElKzicmJmLr1q2IiYmR/nBcuXKltL5Yo1rdlClTEBAQgPDwcJ0TwNnb28Pe3h7u7u7SaxoXF6f3pdDvv/++bFS1j49PlW2eeOIJ9OjRQxrB6+joiIsXL+ocVbtt2zZMmjRJNtFoSUmJNGJal2HDhmHChAlYvHgx4uLipEknc3Nz8dtvv0nr/fzzzxqj59Vt2LABp0+fxnfffQdBEHDmzBls3LhRely8yqB58+YAgP/85z+y98bHx0f6XKsTryi4e/curKyscP/+fezduxe//PIL8vLycPr0aelyXTHZ/fDhQ/To0UN2ZUPF8i66TtaFhIRIk5d4e3ujefPmGDduHB48eIDU1FTs2rULbdq0wRdffCG12bNnDxwdHbFz506cOnVKStqKJwbUR3Wr396yZQu+/fZbeHt7o3PnztL9CoVCOmlacYSImZkZevfujfDwcFy8eBEpKSno3bs3fHx84O7uLiW4J06ciCtXrmD79u1wdXXF9evX0blzZwQHB8PT01NKKn3++ec4fvy47PgUf5SLiXBBEDB58mSUlZWhW7ducHFxgaenJ3bt2oXJkydL66vXCFdPhKelpUGhUGiUTKhIPREOlNd+F+c/qItEuNhP6Tv55PTp0/HOO+9Iyy+88ALc3NywcOFCAJqJ8DFjxsDMzAwhISEQBKFGNcKtrKzw2Wef4bfffqv3JDjJmWIi3BhcXFxgb2+PJUuWVDmJarNmzRAUFITx48dj/vz5WLt2bZXHhbm5uV7H7OHDh3VecUZUUVBQEJRKJVavXg1XV9cmk9QmIjJVY8eOxZkzZxAfH4/33nsPY8aMqdFJTCJDMflEuFhHVBAEREVF1WoUd0FBgWwyQjEJ1JCpT7zo5eWlV5kT9dEYYp1b0nTy5EmsXbsWQPlIzMDAQFkC6vfff0e3bt1gZmamUfbD2toa7du3x4QJE2Q1natDoVBg+vTpGverj4QGgJSUFJ3b6NWrF+zs7DBkyBBMnDgRH3zwgewYKSoqko3w8vLygkKh0CgrUTEOXZNSbt68WWcs6hNnpaSkoF27dvj73/8uOzGzaNEiKaGu67LOW7duoX///jr3o06s11mVymauFpN6uq44iYqKwkcffSS7T3x9dLURR96rlznRR2BgID788EOUlJSgU6dOCA8P17rejRs3Kt22paUlXnjhBUycOBGtWrXSKCcjjhQUR2IvWLBANsKoskRHamoq7t27J5uI7MqVKzh+/DgKCwtlyUqR+g+joKAgje9eXZcgPvPMM0hLS0N8fLz0vSbGvGrVKkyaNAkKhQJz5szBvXv3cP78eRw7dgxLliyRToxMnjwZ7u7u0uftiSeewMyZM/H8889rfH4sLCwQERGhUQJHPCGhrUZ0v3798Pvvv2PJkiXo2LEjnn32WQQFBcHHxwe+vr5o27Yt3nvvPXh5eWlcQfDWW2/JruowNzfXqF0tPl9PT0906dIFHh4e2LJlC7Zv344lS5ZI64WEhOCrr76SvsPEE70VE+EAsGzZsiprqWpLhIvUSz3UZkS4+n6qy8rKCtOnT0dMTAwUCoXGiUgfHx8cOHBAOhksPt927dqhdevWWucP0GbGjBl6f8+Q4YgnfKhy1tbWePjwodFP3LC2KlWHvb09/P39cffuXQwfPrzSKw6IiMj4Ro8eDUEQMHz4cGRkZGDTpk3GDolITjBx2dnZwnPPPSf9+/bbb2u8rV27dgmjR48WRo8eLYwZM0ZQqVR1GKlhbN68WRg1apQwatQoYd26dXq1+fnnn6U2//jHP/Rqk5aWJrWJjo4W0tLS6vRfQwSA/5rIv9dff10AIJibm2s8NmbMGAGA8PPPP8vunz59urB48WKhrKxM43OjUCgEQRCEwsJCaX0zMzNh4MCB0nKHDh30im3cuHFCp06dBADCjRs3ZNsEIAQEBAiBgYE628fHx0u3Fy1aJHvsrbfeEuzs7GT37d27VygpKRFatmwpvS7ivy5duggTJ04Url27JgiCILRo0UKwsrKSHnd2dhbc3NwEAMLXX3+tEUu3bt0EQRAEd3d3KZ7Dhw9Lr11ubq5QWFgo5OXlCYcPHxbc3NwEa2trncdocXGx9J4dP35cEARBKC0tFezt7aX37uHDh4Kbm5u0XmBgoJCWliaEhoYKAGT7r8n3gyAIwrZt2wQAQmRkpMZ6sbGxQqtWrQQAwieffCIIgiAUFBQIOTk5NdpvRbdu3RKeeOIJQaVSCUVFRUJGRoZe7crKyqT3vlWrVoIgCMLx48eF0NBQoaioqMr2O3fuFFxdXWX3+fv7CwBk7Tdu3CgAqPbzjYqKEgAIu3fvrlY7dffu3RPMzc0FDw8Pnet89913QpcuXYS8vLwa74eMLzU1Va/PLRGZptdee00AIHz//ffGDoWIiPTQr18/AYCwevVqY4dCJk49F1lXuUOTrxFub28PX19fREdHSzWFO3ToINXe1deFCxewe/duaZSKj4+PSZRGUS/hoO9lweIoegDIycmp9j5nzZpV7TZV+emnn+p8m7Vx69YtY4dgEgRBwM2bN9G1a1eD72vUqFEatbnefvttREVFoaioCL/99ptUX10XPz8/WFtbo0OHDnBwcMCXX34JoLw0xdatWzF58mRs374dQPmo6L/97W8oLS1Ffn4+BgwYgI0bN8Lb2xsxMTGYOnWqzjrK4hUClpaWKCwsxPfff4+hQ4eirKxMGrV4+/ZtAOWlQT799FOMGzcOc+bMwalTpwAA169fx4kTJ/Daa6/B0dERZWVl0iioyZMno6CgAEFBQejfvz8iIyMxbdo0rFu3Dunp6VJd9h49ekgT+imVSixfvhwhISGYOnUqBg8ejLCwMAQFBckmRRNHx2/YsAEdO3bE1KlT4erqCm9vb/Tq1Qs7duyQ1hUnm1y5ciVu3LiBTZs24d///jcuX76MgQMHIj09HUePHsVrr72GgoICqSzKwoUL8fbbb+OVV16RjbxVH0E/fPhw6TXSxdzcHJs3b8b06dPh5+cnPc+goCA8fPgQX3/9NRwdHREZGYn//ve/6NixI4YPHw5zc3OsXbtWKlVSE/Hx8dL376uvvorg4GApBnXe3t6IiIjA119/jalTpwIoH62sT+kNfXTu3FkqAQTo3w8oFApcvXoVJ06ckEbgDx06tMp5JkQvvviixkSwo0ePRkpKiqzkwlNPPYVUs/PVAAAgAElEQVQRI0ZUe0R4p06dsHTpUgwePLha7dS1atUKL774YqXfCRMmTJDVyyfTpG/pKyIyTQMGDMCuXbv0mkuFiIiM7+9//zuUSqVBckdEtaUQhCpm5DMBERERWL58ORQKBQRBgJmZGcaMGYPx48dXOYFmfn4+du/ejQMHDqCsrAyCIEChUGDhwoUmUYNu2bJliIiIAACEhoZqrd1cUUREBJYtWwag/HL13bt3V9nm0aNHsmRZXWtoiXCg/i7dDQ4OxqJFi/Dee+8hLi4O/fv3h52dHY4dOwagfNLF6OhohIaG4siRI0hJScGkSZNQUlKCH3/8Efn5+di/fz/Gjh2Lb775BhEREQgJCUGXLl1w6tQpHD16FA4ODsjMzERqairc3NzQt29fhIaG4rPPPoONjQ3Gjh0LMzMzfPPNNygpKYEgCFJpC0dHR0RFRaFbt27IyMhA+/btkZKSIpvo6syZMzAzM0PLli2RnJyMLl26yMojqFQqPH78GHfv3kV8fDxatWqF3NxcDB06FLm5uRAEATExMXBwcEBeXh6aN2+Oe/fuoWfPnrC1tUVhYSHs7e0hCAJOnDgBc3Nz+Pn5STWWy8rKUFpaCgsLC5SVlSE2NhbNmzdHSUkJ3N3doVAooFKpKp0AMDY2Fu3bt4eZmRlKS0trPONzaWkplEqlzs+PSqVCbm6uzprxCQkJUvJaX4Ig4P79+9LkjhEREejcuTMsLCxgZWWFmzdvwtnZWVbzWr1tTEwM2rZti8zMTJ1xnT17Ft27d5dKYVTXpUuX0K1bNylJGh8fj/bt29doWxVlZmbKEsBiMtYUyls1JtnZ2bhz506DmoC5sLAQxcXFOuv1ExFRw1daWoqUlBStv2OIiIio8VLPRe7YsUOWZ6qpRpEIB8oTwpcuXZKS4QqFApaWlujVqxc6d+6M1q1bSwmcvLw83Lt3D1FRUbh48SIKCwulNkD5KEpTmXF7wYIFUo3TCRMmyOow63L16lVpAjGlUomDBw9W2Ub9w7dhw4Y6TzDVxYeZiIiIiIiIiIiITJ8hEuEmXxpFNGfOHMybNw/x8fFSMrywsBBnz57F2bNndbYTzwOIbdq1a4e5c+fWV9i1pj5xWsVJFHUpLi6Wbtfk8vzmzZszcU1EREREREREREQmo9FMu21jY4PVq1ejX79+0uhucYS3IAha/wGQrdOvXz+sXr262rVMjcna2lq6XVRUpFcb9fXU2xMRERERERERERE1Ro1mRDgA2NnZYd68eTh//jz279+PyMjIStcXk+H+/v4YN25cjSdNMyb1CT0zMzP1apORkSHdZt1UIiIiIiIiIiIiauwaVSJc1Lt3b/Tu3RupqamIjIxEbGwssrKykJOTA0EQ4ODgACcnJ3Tq1An+/v5wc3Mzdsg15unpKd1OTU3Vq01aWprW9g2NIWoBEZFuPOaI6g+PN6L6xWOOqH7xmCOqXzzmiPTTKBPhIjc3N7i5uWHQoEHGDsVg1BPZiYmJKC0thZmZWaVtbt++Ld1u06aNwWIjIiIiIiIiIiIiaggaTY3wpsrPzw8WFhYAgIKCAsTGxla6fnFxMaKjo6Xlbt26GTQ+IiIiIiIiIiIiImNjItzE2djYIDAwUFo+efJkpeuHh4cjPz8fQHl98K5duxo0PiIiIiIiIiIiIiJjM9nSKPHx8bh8+TKSkpKgUqkAAI6OjmjTpg26d++Ojh07GjnC+jNixAhEREQAAE6cOIFRo0bBy8tLY72CggJ888030vKzzz5bZRkVIiIiIiIiIiIiIlNnconwuLg4bN26Fbdu3dK5ztdffw0/Pz9MnToVnTp1qsfojKNXr17o0qULbt68iZKSEixfvhyLFi1Cu3btpHVUKhXWr1+PBw8eAAAcHBwQGhpqpIiJiIiIiIiIiIiI6o9JJcL/+OMPhIWFobi4GIIgSPcrFAoAkN0XGRmJefPmYfbs2ejbt2+9x1rfZs+ejVmzZiE9PR2pqamYOXMmunbtCnd3d6hUKly5cgWFhYUAADMzM8ydOxf29vZGjpqIiIiIiIiIiIjI8EymRnhycjLWr1+PoqIiCIIAhUIhS4CLSXDxfoVCgeLiYoSFhSE5OdmYodeLFi1aYOXKlejQoQMAoKysDNeuXcPx48dx/vx5KQnu5OSEBQsWyOqKExERERERERERETVmJjMifMuWLSguLpYlv83MzNCpUye0aNECgiDg8ePHiIuLQ0lJiSwZvnnzZqxdu9bIz8Dw2rRpg7CwMJw5cwa//fYbkpKSkJmZCXt7e7i7u6Nv374YOnQonJycjB0qERERERERERERUb0xiUR4YmIibt68CYVCIY0GHzt2LMaPH69R3iMnJwd79uzB/v37pftu3bqF+Ph4tG/fvr5Dr3cWFhYYMmQIhgwZYuxQiIiIiIiIiIiIiBoEkyiNEh4eDgBSEnzatGl47bXXtNa4tre3xyuvvIIZM2ZI6wPAuXPn6jVmIiIiIiIiIiIiImoYTCIRHhMTA6C8/revry9GjhxZZZvhw4fDz89Pqh0uboPIkN544w288cYbxg5Db4zX8EwxZlNiaq8v4zUsU4vXFJnaa8x4DcvU4jU1pvb6mlq8gOnFbGrxmhpTe30Zr2GZWrymyNReY8ZrWPUVr0kkwu/evSvdrk7JD/V11bdBRERERERERERERE2HSSTCc3NzpdsdO3bUu524riAIsm0QERERERERERERUdNhcolwBwcHvdup1xDPz8+v05iIiIiIiIiIiIiIyDSYRCJcrPMNAEql/iGrr6u+DSIiIiIiIiIiIiJqOkwiEU5EREREREREREREVFNMhBMRERERERERERFRo8ZEOBERERERERERERE1aubGDkBfCoUCABAdHY3U1FS92mRkZMiWb968Wa1a4V27dtU/wCZk/vz5MDev+qOzZcuWeoiGiIiIiIiIiIiIqHImkwgHyie8DAsLq3Hb+fPnV6vNwYMHa7Svxqi0tFTr7co8evSoVvtMT0/XershKykpAVD7515fGK/hmVLMPOYMj/EalinFa4rHG2BarzHAeA3NlOI1xWPOlF5fwPTiBUwvZlOKl8ec4TFewzK1eHnMGR7jNSxt8ap/lvXNRVZFIVRniLSRPPfcc9KI8OqGK7arbluFQsFEuJqYmBjMmjXL2GEQERERERERERFRE7Jhwwb4+PjUejsmNSIckCe2DdXWBM4NEBEREREREREREZGeTCIR7urqauwQmrx27dphw4YNAAAnJyeYmZkZOSIiIiIiIiIiIiJqjEpLS5GVlQWgPC9ZF0yiNAoRERERERERERERUU0pjR0AEREREREREREREZEhMRFORERERERERERERI0aE+FERERERERERERE1KgxEU5EREREREREREREjRoT4URERERERERERETUqDERTkRERERERERERESNGhPhRERERERERERERNSoMRFORERERERERERERI0aE+FERERERERERERE1KiZGzsAooqKi4tx5swZ/O9//0NSUhIyMzNhb28Pd3d39O3bF08//TScnJyMHSaRyTtx4gQ2bdpUrTYvv/wyJkyYYKCIiExPaWkpkpKSEBsbi7i4OMTGxiIhIQElJSUAgK5du2LNmjU12jb7QyJNdX3MsS8kqlxKSgquXLmCGzduICEhAWlpaSgoKICNjQ1atGgBX19fDBw4EAEBAdXeNvs5Ik11fcyxnyOSYyKcGpTk5GSEhYXhzp07svszMjKQkZGBqKgo7N+/HzNnzkTPnj2NFCURERFw7tw5bNiwAYWFhXW+bfaHRJoMecwRkdzt27exZcsWxMTEaH08JycHOTk5SEhIwC+//IKAgAC8++67cHNz02v77OeI5Ax9zBFROSbCqcF49OgRFi5ciPT0dACAQqFAly5d4OHhgaysLFy5cgVFRUXIzMzEqlWrsHTpUgQGBho5aqLGwdPTU6/jqVOnTvUQDZFpyM3NNUhCjv0hkXaGOuZE7AuJ/nLv3j2NhFzr1q3Rtm1bODo6Ijc3F1FRUXj06BEA4Pr16/jggw+wbt06tGzZstJts58j0mTIY07Efo6IiXBqQMLCwqQfQ25ubli4cCHat28vPZ6VlYX169fj6tWrKCkpwbp16/D555/D3t7eWCETNRo+Pj6YMWOGscMgMknNmjVDp06dpH+XL1/Gjz/+WOPtsT8kqlxdH3Mi9oVEmjw8PBASEoLBgwfDxcVF9lhZWRlOnDiBzz//HIWFhUhPT0dYWBjWr18PhUKhc5vs54h0M8QxJ2I/R8REODUQERERuHnzJgDA3NwcixYtQrt27WTrODk5YeHChXj77bfx8OFDZGdnY9++fZg8ebIRIiYioqYuKCgI27Zt07gkVdclrfpgf0ikmyGOOSLSztnZGTNnzsTgwYNhZmamdR2lUomQkBA4ODhg9erVAIDo6GhcvnwZTzzxhNY27OeItDPUMUdEckpjB0AEAIcOHZJuP/300xo/hkTW1taYNGmStHz06FGUlpYaOjwiIiINzs7OdV6Xkf0hkW6GOOaISLuAgAAMHTpUZ0JOXd++feHj4yMtX7x4Uee67OeItDPUMUdEckyEk9Hl5+fj6tWr0vLQoUMrXb9///6wsbEBAGRnZ+PGjRsGjY+IiKg+sD8kIiJT5efnJ91OTU3Vug77OaK6o88xR0SamAgno7t16xaKi4sBlJ/5r2piBgsLC/j6+krL165dM2h8RERE9YH9IRERmSr1+sRlZWVa12E/R1R39DnmiEgTa4ST0d29e1e67eXlpdelQB07dsSVK1cAAMnJyQaLjaipyM3NxZkzZ5CcnIzc3FzY2dnBxcUF/v7+aNOmjbHDI2oS2B8SGRf7QqKaS0hIkG63aNFC6zrs54jqjj7HXEXs54iYCKcGQP0Hkb51H11dXbW2J6KaOX/+PM6fP6/1sXbt2mH8+PEYMGBAPUdF1LSwPyQyLvaFRDWTlpYmG63dvXt3reuxnyOqG/oecxWxnyNiaRRqALKzs6XbzZo106uNs7OzdDsnJ6fOYyKivyQkJOCf//wnPvroI05SRGRA7A+JGi72hUS6bd26VSrN4OrqiuDgYK3rsZ8jqhv6HnPVwX6OmgqOCCejKygokG5bWlrq1UZ9PfX2RFQ97u7uGDBgALp37442bdrAwcEBpaWlSE1NxZ9//okff/wRaWlpAICTJ0/C0tISb7zxhpGjJmqc2B8SGQf7QqKaO3nyJMLDw6XlyZMnw8LCQuu67OeIaq86x5yI/RzRX5gIJ6MrKiqSbpub6/eRVP+iLywsrPOYiJqCPn36YMiQIVAq5RcHWVhYoG3btmjbti1CQkIQFhaGixcvAgCOHDmCgQMHokuXLsYImahRY39IVP/YFxLVXGxsLLZs2SItDxgwAIMGDdK5Pvs5otqp7jEHsJ8jqoilUcjo1M/yl5SU6NVGnG0cAKysrOo8JqKmwN7eXuMHUUW2traYO3cuWrduLd23Z88eQ4dG1CSxPySqf+wLiWrm4cOHWLFihZTcbteuHd58881K27CfI6q5mhxzAPs5ooqYCCejs7a2lm6rjxKojPp66u2JqO5ZWVkhNDRUWr5+/brsjxIiqhvsD4kaLvaFRH9JT0/H4sWLkZGRAQBo2bIlli1bBjs7u0rbsZ8jqpmaHnPVwX6OmgomwsnoHBwcpNuZmZl6tRE7AKD8DCcRGVZgYKB0u7CwEKmpqUaMhqhxYn9I1LCxLyQCVCoVFi1ahAcPHgAAmjdvjhUrVqB58+ZVtmU/R1R9tTnmqov9HDUFTIST0Xl6ekq39f2iFSdyqNieiAzD2dlZtpydnW2kSIgaL/aHRA0b+0Jq6vLy8rBkyRIkJSUBKE9sL1++HC1bttSrPfs5ouqp7TFXXeznqClgIpyMTv0HTWJiIkpLS6tsc/v2bel2mzZtDBIXEf2l4uRErNFIVPfYHxI1bOwLqSkrKCjA0qVLERcXB6C8pvDy5cvh5eWl9zbYzxHpry6OuepiP0dNARPhZHR+fn7SbOAFBQWIjY2tdP3i4mJER0dLy926dTNofEQk/yMEgEEuxSNq6tgfEjVs7AupqSoqKsKKFStw69YtAOXJsSVLlsDb27ta22E/R6Sfujrmqov9HDUFTIST0dnY2MhqUZ08ebLS9cPDw5Gfnw+gvE5c165dDRofEQEnTpyQbrdp0wZOTk5GjIaocWJ/SNSwsS+kpqikpARr1qzBtWvXAAAWFhZYuHAh/P39q70t9nNEVavLY6662M9RU8BEODUII0aMkG6fOHECiYmJWtcrKCjAN998Iy0/++yzMDMzM3h8RI2N+EeFPs6dO4fffvtNWh40aJABIiIigP0hUX1iX0hUudLSUoSFhSEiIgIAYGZmhrlz56J79+413ib7OSLd6vqYYz9HpImJcGoQevXqhS5dugAoPwO6fPlyJCQkyNZRqVRYtWqVNFuyg4MDQkND6ztUokbh7NmzmDVrFk6fPo28vDyt6+Tl5eG7777DunXrIAgCAKBFixZ47rnn6jNUoiaF/SFR/WFfSKSbIAj45JNPcPbsWQCAUqnE+++/j969e9dqu+zniLQzxDHHfo5Ik0IQP+lERvbo0SPMmjUL6enpAMq/+Lt27Qp3d3eoVCpcuXJFmrzBzMwMy5Ytk11aR0T6O3HiBDZt2gQAMDc3h6enJ1q3bg17e3uUlpYiLS0NUVFRsglT7O3tsXbtWoNO0EJkapYuXSr1W6KMjAxkZmYCAKytreHh4aHRbsmSJXBxcdG6TfaHRLrV5THHvpBIt0OHDuHf//63tNyqVSv06NFDr7YODg6YNGmSzsfZzxFpMsQxx36OSJO5sQMgErVo0QIrV65EWFgY7ty5g7KyMqkuljonJyfMnDmTP4aI6khJSQkSEhI0RuOo69atG2bOnAk3N7f6C4zIBCQnJyM1NVXn4wUFBYiPj9e4v6SkRGcb9odEuhnimBMfZ19I9JesrCzZ8v3793H//n292rq5uVWaCGc/R6TJkMccwH6OSMREODUobdq0QVhYGM6cOYPffvsNSUlJyMzMhL29Pdzd3dG3b18MHTqUkzYQ1dLAgQPRqlUrREVFISoqCg8fPkR2djZUKhUEQYCdnR08PDzg6+uLp556Cp06dTJ2yERNCvtDIsNjX0hkPOzniAyP/RyRJpZGISIiIiIiIiIiIqJGjZNlEhEREREREREREVGjxkQ4ERERERERERERETVqTIQTERERERERERERUaPGRDgRERERERERERERNWpMhBMRERERERERERFRo8ZEOBERERERERERERE1akyEExEREREREREREVGjxkQ4ERERERERERERETVqTIQTERERERERERERUaPGRDgRERERERERERERNWpMhBMRERERERERERFRo8ZEOBERERERERERERE1akyEExEREREREREREVGjxkQ4ERERERERERERETVqTIQTERERERERERERUaPGRDgRERERERERERERNWpMhBMRERERERERERFRo8ZEOBERERERERERERE1aubGDoCIiIiIiOpHSkoKXn/9dWl5yJAheO+994wYUe3Ux/M5ceIENm3aVOk6q1evRkBAgNbHrl+/jvnz50vLEydOxEsvvVSnMaobPXp0pY+b+ntOREREVFNMhBMRERFRozd16lSkpqZWuo5SqYStrS3s7OzQpk0bdOrUCf369UO7du3qJ0giIiIiIjIYJsKJiIiIiACUlZUhJycHOTk5SElJQUREBHbt2oUuXbrgzTffRJs2bYwdIhERERER1RAT4URERERElbh58ybeffddzJ49G3379jV2OGRkr776Kvr37y+7z9nZ2UjRaNq6dats+dGjR5g3b56RoiEiIiJqOJgIJyIiIqIm54MPPoCvr6/svrKyMmRnZ+P27ds4efIkoqOjpceKiooQFhaGtWvXolOnTvUdLjUgjo6OcHd3N3YYOjXk2IiIiIiMiYlwIiIiImpynJ2dtSYMPTw84OPjg+HDh+Pnn3/G559/DkEQAJQnw7du3Yp169bVd7h1xt3dHT/99JOxwyAiIiIiqndKYwdARERERNQQjRo1CmPGjJHdFxkZidu3bxspIiIiIiIiqikmwomIiIiIdBg/fjzMzeUXUV6+fNlI0RARERERUU2xNAoRERERkQ4ODg7w9vZGVFSUdF9ycnK1tpGUlITExERkZWUhLy8PDg4OcHZ2hr+/PxwdHes03jt37uDevXvIyMhAQUEBmjVrhiFDhmgk82srOzsbkZGRyMjIQHZ2NqysrODk5IT27dujbdu2td5+aWkpIiMjcf/+fahUKjg4OMDFxQV+fn6wt7evg2fQsMTHxyMpKQmPHz+GQqGAk5MTOnfujFatWhk7NCIiIqJGg4lwIiIiIqJKtGjRQrasUqmqbKNSqbBv3z78+uuvePz4sdZ1lEolOnfujIkTJ6J79+5VbvP69euYP3++tDxx4kS89NJLKC0txcGDB3H06FE8ePBAo12/fv2k5HFKSgpef/116bEhQ4bgvffeq3LfooiICOzevRvR0dEoKyvTuo6rqyuGDRuGMWPGwNraWu9tA0BxcTH27NmDn3/+WevrbGFhgT59+uCll16Cp6dntbbdEJ08eRL79+9HYmKi1sfbt2+PKVOmICgoqJ4jIyIiImp8mAgnIiIiIqqEOFmmvk6dOoX//Oc/yMvLq3S9srIyREZGYtGiRRg0aBDeeecdWFhYVGtf6enpWLNmjWzEuiHk5eVh/fr1iIiIqHLdtLQ07Ny5E4cPH8b8+fPh6+ur1z7S0tKwePFi3L17V+c6xcXFOHPmDM6fP4/Zs2ejQ4cOej+HhqSgoAAfffQRzp49W+l68fHxWLp0KV555RWEhobWU3REREREjRMT4URERERElag4oruyciY7d+7E999/L7tPoVCgdevWaNWqFWxsbJCTk4O4uDhkZWVJ6/z666/IyMjAsmXLYGZmpldcxcXFWL16NaKjowGUjzD39vaWRrCnpaXVycSeOTk5WLBgAe7cuSO738LCAr6+vmjevDny8vIQHx8ve63S09Mxf/58LFy4ED169Kh0H+K6Dx8+lN1vZ2cHHx8fODg4QKVSITY2Frm5uSgqKsI///lPzJw5s9bPr76VlZUhLCwM58+fByB/35RKJR48eIA7d+7ITsB8+eWX8PLyQs+ePY0VNhEREZHJYyKciIiIiEgHMWmtTldJjpMnT8qS4EqlEiNGjMC4cePg5uYmW1cQBPzxxx/44osvkJaWBgC4evUqdu7ciSlTpugV26FDh5Cfnw+lUonnnnsO//d//6eRpE9LS4ONjY1e29Pl008/lSXBzc3NERoaiueffx62tray5xQREYF///vfSE1NBQAUFRUhLCwMH3/8MVxcXHTu45NPPpElwW1tbfHKK69g6NChslHyxcXFOHbsGL766ivk5+fjP//5T62emzEcOXIEKpUKSqUSzz//PMaNG6fxvt29excbN25ETEyMdN/nn3+OoKAgKBSK+g6ZiIiIqFFQGjsAIiIiIqKGas+ePSgpKZHdp210c2pqKrZs2SItW1hYYPHixZg+fbpGEhwoHyXet29f/Otf/4KHh4d0/759+zRGReuSn58PAHjvvfcwdepUrSPVXV1d9R5hrs358+dl5TuUSiXmzJmDl19+WZYEB8qfU69evbB+/XrZc1KpVPjiiy907iM8PFxWcsXGxgYrVqzA8OHDNUrFWFhYYOTIkVi6dCmsrKyQk5NT4+dmLGISfMGCBZgyZYrW983T0xMrVqyQ1ad/8OABrl27Vp+hEhERETUqTIQTEREREWlx5MgR7Nu3T3afn58fvL29Ndbdt28fioqKpOXXX39drwkOmzVrhtmzZ0vLZWVlOHjwoN4xPvPMMxg0aJDe61fX/v37ZcvPPfcc+vbtW2mb5s2bY/bs2VAq//pT49y5czoT/D/++KNsefLkyfDx8al0H/7+/pg0aVKl6zRkoaGhCA4OrnQdW1tbvPDCC7L7rl69asiwiIiIiBo1JsKJiIiIqMnJyMhASkqK7N+DBw8QGxuLo0ePYs6cOdiyZYusTrOFhQWmTp2qsa2CggIcP35cWm7ZsiWeffZZvWPx8fFBly5dpOULFy7o3bZiorQupaSk4ObNm9KypaUlXnzxRb3a+vj4yBLmZWVlOH36dJX7cHZ2xvDhw/Xax+jRo+Hk5KTXug2JpaUlxo0bp9e6vXr1ki1XrNNORERERPpjjXAiIiIianLWr19frfUtLCwwa9Ys+Pr6ajwWGRkpGw3ev39/2WhofQQEBEgJ4dTUVKSmpmotqaKubdu2aNWqVbX2Ux2RkZGy5V69esHOzk7v9kOGDJGVVam4PW33Pfnkk3qXcjE3N8eTTz6JQ4cO6R1TQ9C5c2c4ODjota6bmxusrKxQWFgIALIJVomIiIioepgIJyIiIiKqhJ+fH9588014eXlpfbxiMrd58+ZISUmp1j7MzeU/y1NSUqpMhHfo0KFa+6iuipOE+vn5Vat9586dZcuxsbFV7qOqkigV+fj4mFwivG3bttVa387OTkqE5+bmGiIkIiIioiaBiXAiIiIiIpRPBGljYwM7Ozt4enqiU6dO6NevX5UJ57S0NNnyF198UenkkPrIzs6ucp1mzZrVah9VyczMlC23bt26Wu0dHR3h6OgIlUoFoDyJW1JSIkv6V9xHdUe4VzemhqA6o+oB+UmS0tLSug6HiIiIqMlgIpyIiIiImpzVq1cjICCgTralT9K6uvLz86tcx8bGps73qy4nJ0e2bGtrW+1t2NnZSYlwoPy1cnZ2rrN91CQmY6tu2RwiIiIiqhv8FUZEREREVAslJSV1vk31STobCoVCYfBt1MU+iIiIiIi04YhwIiIiIqJacHR0lC2vX79eoz62KbK3t5ct16Q+dcU2FbdZ233k5eVVOyYiIiIiahjuXWcAAAXQSURBVJo4IpyIiIiIqBYq1uq+d++ekSKpWxWf1/3796vVPjs7W1YWxc7OTmNS0Nruo7G81kRERERkeEyEExERERHVgp+fn2z58uXLRoqkbnl7e8uWb926Va32Fdfv1KlTlfuIjo6u1j5iYmKqtT4RERERNV1MhBMRERER1UJgYKBsAsQLFy4gMzPTiBHVDX9/f9nyxYsXq1WK5PTp05VuT9t9Z8+eRWlpqV7bLykpwe+//653PERERETUtDERTkRERERUC/b29hg0aJC0nJ+fj+3btxsvoDri7u6OLl26SMuFhYXYvXu3Xm3j4uIQHh4uLSuVSgwePLjKfWRkZODIkSN67eOnn35CVlaWXusSERERETERTkRERERUSxMnToSFhYW0fPr0aXz55Zd6j24WJSUl4caNG3UdXo2NHTtWtnzgwAFcuHCh0jYZGRkICwtDWVmZdF+fPn3QsmVLreuPHj1atvz1118jNja20n3cunUL33zzTaXrEBERERGpYyKciIiIiKiWWrZsibfeekt23969ezF37lxcuHCh0oR4SkoKDh06hAULFuDNN9/EtWvXDB2u3vr06YN+/fpJy6WlpVizZg127dqF/Px82bqCICAiIgIffPCBbBJLBwcHTJs2Tec++vfvj549e0rL+fn5WLRoEY4ePYri4mLZusXFxTh06BCWLFmCwsJC2Nvb1/YpEhEREVETYV71KkREREREVJUhQ4YgIyMDX3/9tTQaOjo6GitWrICVlRU6dOiAZs2awcrKCvn5+VCpVEhKSkJubq6RI6/c22+/jfv37yMhIQFAeW3ub7/9Fnv27IGvry+cnZ2Rl5eHhIQEPHr0SNbW0tISs2bNgouLS5X7mDNnDlJSUgAAubm52Lx5M7788kv4+vrC3t4e2dnZiImJkV4vc3NzTJs2Df/617/q/kkTERERUaPDRDgRERERUR0JDQ1Fu3btsGnTJmRkZEj3FxYW4tatW3pto6GNcra3t8e6deuwbt06/Pnnn9L9RUVFuH79us52zs7O+PDDD+Hn51flPpo3b47Vq1dj8eLFstHkubm5sn2KLCwsMGvWLHh7e1fz2RARERFRU8VEOBERERFRHQoKCsLWrVtx/PhxHDt2DPHx8RAEQef65ubm6NSpE3r06IGBAweiVatW9RitfmxtbbFs2TJcuHABP/zwA2JiYmQ1wNW1aNECISEhGDt2LGxsbPTeh5ubGz755BP88MMPOHToEFQqlcY65ubmCA4OxksvvQQvLy9pBDkRERERUVUUQmW/yomIiIiIqFays7MRHR2N9PR05OTkoKSkBNbW1mjWrBlatWoFT09PWFtbGzvMasnKysKtW7eQkZGB7OxsWFtbw9HREe3bt4eXl1ett19aWorIyEjcv38fKpUK9vb2cHFxgb+/f72PmD9x4gQ2bdokLc+cORNDhw6t1xhqIyUlBa+//rq0PGTIELz33ntGjIiIiIjIODginIiIiIjIgBwcHGSTQTYGTk5O6NOnj8G2b2ZmhoCAAAQEBBhsH0RERETUtDARTkREREREpCeVSqVRksXZ2RmWlpZGikiuYmwVJzAlIiIiaqqYCCciIiIiItLTjh07sGPHDtl9q1evbjCj19XLoBARERHRX5TGDoCIiIiIiIiIiIiIyJCYCCciIiIiIiIiIiKiRk0hCIJg7CCIiIiIiIiIiIiIiAyFI8KJiIiIiIiIiIiIqFFjIpyIiIiIiIiIiIiIGjUmwomIiIiIiIiIiIioUWMinIiIiIiIiIiIiIgaNSbCiej/27EDGQAAAIBB/tb3+AojAAAAAFgT4QAAAAAArIlwAAAAAADWRDgAAAAAAGsiHAAAAACANREOAAAAAMCaCAcAAAAAYE2EAwAAAACwJsIBAAAAAFgT4QAAAAAArIlwAAAAAADWRDgAAAAAAGsiHAAAAACANREOAAAAAMCaCAcAAAAAYE2EAwAAAACwJsIBAAAAAFgL4UKwBedoKCsAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 387, "width": 737 } }, "output_type": "display_data" } ], "source": [ "ax = p.plot(c='k', unit=u.hour, format='Period')\n", "ax.text(6, 3e7, '6 Hour Roll Motion');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can apply our own Self Flat Fielding (SFF) correction to the light curve to remove the K2 roll motion. Below we correct with SFF using the default `correct` function, with `windows=10`. (You can read more about SFF in our other tutorials.) " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "lc = tpf.to_lightcurve().normalize().remove_nans().remove_outliers()\n", "clc = lc.correct(windows=10).remove_outliers().fill_gaps()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kr7/+WpLUu3dvPf74442+3mOOOaZZ9xrIzMx01/qioqI0ZMgQr7J+8803kqR7771XMTExHk33ww8/uK8KOfnkk3XnnXfW26nirLPO0g033CCpelSI//73vx5nszqK8zaQkZHhfnzSSSd5tBKr3UO6dgE8GO16KicnR59++qn75/PPP79Z7QEIjprL8Ty9RA0AANPoOQ8ACLbaw274MnzL6tWr3Tc0b9euncaNG6dWrVp5PP15553nVXG1tmOOOcaj5yUmJrqLwZmZmSotLfVpflby2muvqbCwUJ07d9att95qNMsnn3zifvznP/+52Sc1mrJ48WL3kEGJiYkeD+9dXl6umTNnyuVy6cILL/RqyJnaI3pccskljd6fofaIH825MsRqGNbGBmoX0T3tXd6xY8d6pw9Gu405fPiwDh06pHXr1mn+/PnuMdC7deumG2+80ev2AAQfBQ4AAAAAaFztHs4lJSVeT197SJBrrrlGxx57rF9y+VNUVJRatWrl7rh1+PBhWw81snr1aq1cuVKSdN999zWrF3pzZWVlacOGDZKqe5SfcsopAZ2f0+nU0qVL3T8PHz7c42nfeecdHTx4UHFxcV7fXyEnJ8f9+Pjjj2/0uV26dFGLFi3kcDj0yy+/aP/+/TruuOO8mp8VUZy3gdp3oK49Rntjap/dauimE4Fqt7atW7fq0UcfbfQ5Z511lh5++GGfL/fJzc31abrGJCQk+L1NAAhX2dnZuuGGG/TBBx+oa9eupuP4pLy8XFVVVc2+NBWAWQxrAwAIlprOiJK83ocsKSnRrl273D8PHjzYb7n8KS8vTwUFBZKkVq1a+X2ImWAqLi7Wq6++Kqn6/f7Nb35jNM/WrVvd+y0193v88ccf9c0332j37t0qLCxUXFycunfvrvPOO0/Dhw9vcLx5T2zYsEFZWVmSpPbt26tfv36qqKho8Ca/NbZv364vvvhCknTnnXd63Nu+xpE30PXGnj17KM4jOGoPHdHUl6K+5zU09ESg2vVUmzZtdM899+jiiy9uVjvjxo1r1vT1Wbhwod/bBEINBQ54as2aNSopKdGKFSv0+9//3nQcn9xwww06dOiQ+2ZMAOyFq74AAMH2008/uR93797dq2m3b9/uHl6ka9euXhc8g+Wrr75yPz7rrLMaHZLE6t58803l5eUpPj5ed955p+k4SklJcT8+7rjjNG3aNH333Xd1npOfn6/k5GQlJydrwYIFevzxx71e1mosXrzY/XjIkCHas2ePJKlPnz4NTlNRUaGXX35ZTqdT/fv3rzPsjKfat2/vfpyRkaHf/va3DT730KFD7hvH1jw/FFCct4GKigr34xYtPPvIap8tO3z4cFDbra1Dhw4aMWKEpOpCXllZmX755RelpqaqpKRE06dP1+LFi/WXv/xF3bp18ygDALNqChwU52F3paWlHl92e+jQoQCnARBIbLMA2Fl5eblPY5ab0r17d6PDgTTmqquu8uh5gwcP1tixY32ez3/+8x/t3LlTkhQZGen1PfZqD/Vh1StP09PT3WOiR0RE2LYTjiStXbtWy5YtkyTdfffdlhhCKC8vz/34008/1f79+xUZGakLLrhA/fv3V+vWrZWRkaHFixcrOztbBw8e1Pjx4/XSSy95PHR1jYKCAq1Zs0ZS9Wc5bNiwOvNvyHvvvadffvlFLVu21H333efdC/z/+vTp4z4x8O233+rqq69usFNF7WF3JN+Gi7IiivM2ULu3eu0zRI2prKx0P27ohiGBare2Ll266J577jnq9zk5OZo3b56WLl2qTZs26eGHH9aUKVPUo0cPj3LUNn369Dpn2nA0DkjhT/Q+hK+sti7ypjgPAAi8GTNm6L333uMqJeAIaWlpuu2220zH8Ni7776r3r17m44RcKmpqXWGq6mqqlJWVpZWrVqlHTt2uH9/xRVX6MQTT/Sq7drDEFtxWMXi4mJNnjzZ3enzqquuCviY6IFSWlqqV155RVL1TVAHDRpkOFG12kNJ79+/X9HR0Zo4caIGDBhQ53nXXXednnnmGW3ZskVFRUV69dVX9eSTT3o1r2+//dZdF+zXr5+6du3aZHF+9+7d7vsi3HrrrT6fRDr//PM1d+5cFRUVKTU1Vf/61790xx13HFV3SE5O1scff1znd6FwA2KJ4rwt1D7jXLu3e2NqP6+hM9aBatcTHTp00IMPPqjY2FgtXLhQxcXFmjZtmmbOnOn13afbt2/PGPFAEBUWFkqqHgPPm7uwI3xxQgfw3s8//6xdu3bpsssuMx0lJLAesofaNz8E8Kvu3bvr3XffNR3DY74OqxEM48eP9+h5HTt2bPI5n3/+uT7//PMG/x4REaERI0borrvu8jhfQ+1YSUVFhaZOnapffvlFknTaaafp9ttvNxuqGebOnavs7GzFxMTo3nvvNR3HrWZYoxq///3vjyrMS1JMTIz+9re/6e6779bhw4e1du1ar2+UWntIm2HDhjX5/MrKSvdwNieffLKuueYaj+d1pNjYWN1zzz2aNm2apOqrBDZv3qyLLrpIHTt2VElJiZKTk7Vq1So5nU517tzZfVWznYdRqo3ivA0cc8wx7se1byjSmNpnuOLi4oLarjdGjx6tpUuXqrS0VOnp6Vq3bh3FPkDW2wGrbe/evZKkr7/+WnfccYfhNAg12dnZKisr0wknnGA6CmDUyJEjVVVVRXHez6x2BQ8AeKJ169Zh0RM9GAYOHBiwtqOiohQbG6uuXbuqT58+GjJkiM8nKmrXa2r3oDatsrJSU6dO1aZNmyRJPXr00FNPPdWsG5GatHHjRn3zzTeSpNtuu83r4WACKSYmps7Pje0TtmvXTueee657TPqNGzd6XJzfsWOH9u3bJ6m6zufJEEwffvih9u7dq8jISN1///1ed7I90kUXXaSKigq9+uqrqqioUEpKSp0x92tceeWVatOmjT788EN33lBAcd4Gjj/+ePfjzMxMj6apucPykdMHo11v1OxkrF+/XlL1TU8ozgNA+KrZ6WRIA4S7qqoq0xFCipVPegMA7GnMmDE+3QDTEx06dHA/PnDgQEDm4a3Kyko999xz7v307t2769lnn7VtgbS8vFwzZ86Uy+XSaaedpiuvvNJ0pDpqv68JCQlq27Zto88/5ZRT3MX5/fv3ezyfmpMTknTxxRfXGQK7Pnv27HHfa+Daa6/123BGQ4cO1W9+8xt99dVX2rBhg/bv36/y8nLFx8erd+/euuKKK3TmmWdqxowZ7mmaek/sguK8DdQugu/du1dVVVVNnpVKTU11P26o92Gg2vVW7RVO7XHV4D+ennwBgECixyoAAADQtNNPP12RkZFyOp06cOCA8vLy1K5dO2N5Kisr9fzzz+vHH3+UJJ144omaNGmS4uPjJVV3KnA6nbbqQZ+cnOweHqVr16766KOP6n1ezXOk6tpKTa/t6OhoXX/99QHLV7tm58l9smo/p6yszKN5lJeXa+XKle6fhw8f3uQ0S5YskcPhUGRkpKKiotzvx5G2bt1a53HN87p166YLLrig3mk6dOig2267rdF7bOzatcv9uFevXk3mtQOK8zZw+umnKzo6WpWVlSovL9fu3bsbvaStsrLSfVdwSTrzzDOD2q63/D1UDurav3+/nn76adMxEEJqeh9SaIWn6LEKO7r22mv1+9//XqNGjTIdBQAAhJk2bdrotNNO0/bt2yVJy5Yt0w033GAkS01hfs2aNZKqO2pOnjzZXZiXqu+VU1lZqT59+hjJ6Ivax7P/+9//PJomMzPTff+HNm3aBLQ436NHD/djT258WlJS4n7sSTFfklasWOEu5J9yyil15tkUp9PZ4AmNI23atMk9FNK5557bYHG+KQcPHnTf6yAmJkY9e/b0qR2rCY2R80NcTEyM+vfv7/556dKljT5/1apV7i9XXFyc+vbtG9R2vVFYWFjnLuaMMex/ubm5piMgxGzZskVS3StpACDUZGRk6MUXXzQdAwAAhKnaN9n87LPPVFhYGPQMDRXmjxxOpLKyMujZQt0ZZ5zhHnc+Ozu7TsfW+tQ+Pu/WrZtH86g9pI0nveZNW7RokfukysUXX2yrKzUaQ895m7jiiivc43otWbJEV155pU466aSjnldeXq733nvP/fNll13W6FA1/m63qKiozo1LGuNyufT666+7V+LR0dE6++yzPZoWvnO5XPRiRbPUPiMPAAAAAPC/888/X6eeeqp2796t3NxcTZ8+XY8//niTY4LX+OGHH1RSUqIhQ4b4NH+Hw1FvYd7k8Dr+NHDgQC1cuLDJ523evFnjx4+XJPXt21dTp04NdDRJUsuWLXX++ee7O9IuWrRII0eOrPe5eXl5+uGHHyRVX7X8m9/8psn209PT3Z1lW7VqpUGDBnmU6+6779bdd9/d5PP+/e9/6/3335ckjRw5stlXo+7du1efffaZpOr64dVXX92s9qyEnvOGLVmyRFdddZX7X0POPvtsnXHGGZKqV5DPPPOM0tLS6jynsLBQkydPdt8s5Jhjjmnysid/t7ts2TKNHTtWy5Yta/Symz179uipp55y36xCkq6//node+yxjeZF8zEUCYBgs+oJQdaHQPjhew8reeONN/TBBx+YjhFy5s+fr+zsbNMxQkJubq4OHz5sOkbYioiI0KOPPuquk6xfv17jx49XSkpKo9NlZGQoKSlJkydPVnFxsU/zPrIwf/zxx4dUYd4uRo4c6e4d/tFHH2njxo1HPaesrEzTpk1TRUWFJGnAgAHq1KlTk23X7jX/u9/9zuOhcALh4MGDjd4rcdeuXZo4caK7c+/IkSPrjMlvd/Sc99JTTz111DAhtS8tSUlJ0QMPPHDUdE8++WSdu2374uGHH9a4ceOUm5urzMxMjRkzRn379lXnzp1VWFio5ORk94YzKipKf//73z0aw93f7aakpGjGjBmKiorS8ccfr27duikuLk4REREqLCxUWlraUXcbP//88xs8Awj/4qAUAAAAMO+NN96QJN1yyy2Gk4QOl8ulKVOmaPHixXr11VdNx7G9gwcPKjo6WqeeeqrpKH6zevVqj5/bs2dPj4qcgdSpUydNmjRJkyZNUmZmpnbu3KmxY8eqd+/e6t+/vzp16qQ2bdqouLhYhw4d0saNG5WSkiKn09ms+b788svuntg1vZRrD0l8pIyMDEnVw6nUHou+tnnz5tX5uXaHzpKSkqP+HhcXp+uuu67etjZu3Ogew7zGzz//7H68evXqeutOwRijfNWqVUcNAVv7prLffPONkpOT6/x92LBh6tKly1Ftde7cWXfffbdmzZqlyspKTZw4URdccIF+85vfqFWrVsrIyNA333zjPiHZrl27Rjv+1nA4HHXG2Tc9pE1qaqpeeOEF9enTR/369VPXrl3VokUL5eXlacOGDVq/fr17mR42bJix+y8ECsV5L6Wnpzd6Nqe8vFx79uw56vcOh6PZ805ISNCkSZOUlJSkn3/+WU6n86iVkSTFx8drzJgxdcaTD1a7tcd7qqqq0t69e7V3794Gnx8TE6NRo0bpqquuanT4HQAAAKC5rHolDwD/Ki8vNx0BFjVlyhSPnztmzBgNHTo0gGk806NHD82YMUPvvPOOli5dKofDoR07djRaLI+JidHVV1+tYcOG+TTPbdu2uR9XVlZq1qxZHk3Xu3dv9evXr96//ec//2lwupKSkqP+3qlTpwaL81u3bm20vR9//FE//vhjnd917do1KMX5NWvWaNmyZQ3+vb6bzw4YMKDe4rwkXX755XI6nZo7d64qKir03Xff1RmFosYpp5yim266SW3atPEoY35+vqTqEyo1I2qY5HQ6tWXLFvc97o7UqlUr3XzzzbrxxhtDbn+O4rzNnHDCCUpKStKKFSu0fPly7du3T/n5+YqLi1Pnzp01cOBADR06tMEzlYFu94orrlD//v2VnJysXbt2ad++fcrKynKPUR0TE6P27durR48eGjBggM4//3z3DS4QHPScBwAA4Yr9IAAIH06nM2SKeMcee6z++te/6uabb9aqVau0adMmpaenq7CwUOXl5YqNjVWHDh3Us2dPDRgwQOedd55at25tOjb8ZMSIEfrtb3+rRYsWad26dcrKytLhw4d17LHHqlevXrrwwgt9p9YxAAAgAElEQVR1wQUXNHrCprbFixe7H5vuNS9J/fr103333afNmzdrz549ys/PV1lZmY499lh17txZZ599tgYPHtzsEUmsiuK8l+bMmePX9oYOHer1mdjo6GgNHjxYgwcP9msWf7XbrVs3devWTSNGjPBTMgAAAMB3oVKcAQB4bseOHTrmmGM8uumnp8aOHauxY8c2u51+/fr5lKtjx4665pprdM011zQ7Q2O8rX3V9LTv06dPg8/x5+cwatSoZt9g1FPeflb+WkaO1KVLF91+++26/fbbm93WU0891ew2muLNZ3Tsscfqsssu02WXXRbgVNbEDWEBIAyNHz9eq1atMh0DYYYeqwBMYz0EAOGlqKjIdAQAaBTFeQCwoJox5HJycgLS/jfffKPHH3/cp2nPOussSdJJJ53kz0gAAAQMPecBAABgRQxrA9sbP368WrRoelH29AYmoY4eY/awfv16SVJWVlZQ5peYmKgRI0bo6aefbvK5kZHV53VbtWoV6FgAAAAAAAAhi57zAGBhwTyZ8sUXX3j0PHof2pPT6ZTD4TCawWonB62WB0Dg8b0HAACAldBzHrY3ZcoUJSQkmI4BhI2a4jwFDnu59957tW7dOq1duzbo8+aEDhB4JSUlatOmjekYlsV6yB5KSkpMRwAAAAgqes4DYWbZsmWmIyBEUJy3l3Xr1pmOYDmZmZmmIwB+s337dtMRAAAAbMnlcsnpdJqOgTBFcR4IMxTo/CsjI0Pp6emmY/ikucX1PXv2+CkJwoXVTuhs3LjRdAQAAAAAhqWnp2vHjh2mYyBMUZwHgGa49tprdd1115mOYURVVZXpCLAJhpMAYFpN54S0tDSzQQAAgOUUFxebjoAwRnEeCHEUUOFvFFoBAHaze/duSRTnAQAAYC0U54EQ9/HHH9f52WrDSoSD0tJSJSYmGrkRZyBQnAcAAAAAAGg+ivNAiPvqq69MRwh7NTed/OKLLwwn8Q+K8wAAu2IbBiAYuLEk0DSXy6WsrCyu9kfQWW0dTXEeCDMclAIAgHDFFYQAAql169aSpLKyMlVVVamwsFAlJSWGUyFc7N+/X6mpqaZjeKy8vFxZWVnKzs42HQVhpKqqSmVlZZJ+XWebRnEeACwskEUEX9tu06aNn5MgXFitKGa1PAAAwN46d+4sSXI4HEpNTVVGRob27t1rOBXCRX5+vg4fPmw6hsdq9sXZJ0cwpaamyuFwSPp1nW0axXkAgFcuvPBC0xFgM1yxA8AqWB8BCKT+/fu7Hy9fvtxyQycAQDhzOp1avny5++fa62yTKM4DALwSGcmmAwBgL3369JEknXTSSYaTAAhlffr0UXR0tCRp27Zt+uKLL5Sent7sMbUrKipUXl7uj4iA5TD0EwKtqqpKu3bt0pw5c7Rt2zZJUnR0tHv/0LQWpgMAQKjjMj0AAMw666yztG3bNnXr1s10FAAhrHXr1ho9erTeeustVVVVaffu3dqzZ4+WLFmimJgYnzu5FBcXS5Li4uL8Gdej+UZERNh2WEtT75spJl+vL/OuPfa36c8oVJYVf76OUHlPnE6nysrK3EPZSFJUVJRGjx5tmTHnKc4DYYZCsTlcSo9wxbIPwDT2fwAES9++fXX77bfrnXfeUXp6ulq1aqWePXuqqKjI5zYPHDggSeratau/Yno836ioKHXq1Cmo8/UXU++bKSZfry/zrqioUE5OjtfTBUKoLCv+fB2h8p4cKTo6WqNHj1bfvn1NR3GjOA8A8AoFDoQKlmUg/HCy0B62bdtmmUvNAV/07dtXzzzzjAYPHqyKigp17ty5WcPSbNmyRZLUu3dvf0X0eL6tWrXSqaeeGtT5+oup980Uk6/Xl3kXFRW5i/OmP6NQWVb8+TpC5T2Rqq9q6ty5s/r3768+ffpYpsd8DYrzAAAAAAC3RYsW6dChQ/rDH/5gZP67du2yZXG+uLhYsbGx3J8HkqqLQRUVFaqoqNCjjz7arLYSExMlSU899ZQfknk33y5dugR9vv5i6n0zxeTr9WXemzdv1h133OH1dIEQKsuKP19HqLwndsBeAwDAK/Q6hK+s1lPdankAwComTJigmTNnmo5hOxdffLFee+010zEsr6SkpM7YvwAAhDN6zsP2xo8frxYtml6UZ82aFYQ0AOxm//79ioqKUufOnU1HQZBRnAcA+Nvq1av1l7/8xXQMSxs0aJAuueQSTZs2TZKUm5ur9u3bG04FAIAZ9JwHgACjAGhtV199tUaMGNGsNvLz87Vz504/JQIAAAht3377rSQpOTlZw4cPV3JysuFEAACYQc952N6UKVOUkJBgOgbQJIaDCV1//vOflZqaqrVr15qOAi9w4gwAALP27NkjSUpLS9OAAQMMpwEQTMuWLTMdwZI2b96sXr16qVWrVqajIEjoOQ8AAUYBMPSlpqaajgAgzBUXF5uOAEBSRUWFLr30Um3evNl0lCbt27dPc+bMMR0DQJiaN2+e6QiWc/jwYd1xxx1KSkoyHQVBRHEeAILEl57zgSzs+9o2VwAAgPW8/PLLpiMAkJSdna2cnBy9//77pqM06ZFHHtGrr75qOgYA4P9zOp2SpIyMDMNJEEwU5wEAQFBwFQkQOOXl5aYjIExx1QYAAIDvKM4DAICA4moLAKZxcjAw1q1bp4svvlg7duwwHQUAAMCWKM4DQJgKVME0KytLr732GoUQAIDlcLLQv3bt2iWp+maeAAAA8B7FeQAIsHArUj/33HOaPXu2cnJyTEeBxYTbdwGh59ChQyosLDQdA83AesgeQu0kSlVVlekIQB0bNmxQRUWF6RgAAFGcB4CgsdqBZqAKFDXtWu31whyrLgsU6eCtESNG6KabbjIdo15W/Z5ZBe+PvYTS+nnlypU699xzlZmZaToKIEkqKirS3Xff7fGNxFl/AkBgUZwHAAAAPMRVQUD4Ki0tVWVlpVfT/PTTT5KkgwcPBiIS4LWaZXj//v0ePZ/iPAAEFsV5AAAQFKHUExIAEH4uuugi3XXXXaZjAACAEEJxHggzFMcQLCxrqGHVHlcsowglDJkBBMfWrVtNRwgpVt1HAAAgWCjOA2EmLS3NdASEOA6y0BCn02k6AgAAAAAAlkFxHggzycnJpiMACDMHDhyQJL399tuGkwAAAAAAYB0U5wHAwgI57IavbdMz3t5M9F4vKSmp8z8AAKGK/SQAQHMx/GZ4oTgPhJlQOGBITEzUokWLTMfwGBtWWMmPP/4Y9HkynA0A09gWAwAAqwuFeg28R3EegC39+9//Nh3Ba+GyoQ2X12lXDocj6PNs1aqVJKlly5ZBnzcA1MY2CoFWs4xxQggAAHiihekAQHONHz9eLVo0vSjPmjUrCGmsj4NSczIyMjRs2DB99NFHatu2rek4ARPog9G33npLr7zyin766aeAzgf+06tXL0nSbbfdZjhJXRROAMCa7Ly/aufsCA/s/wCAtdBzHggz7IyZ8+OPPyovL0+bNm3yeBo+r6PNnTuX98WmoqKiTEeog+UIAACEK09PJHHCCQACi57zsL0pU6YoISHBdAygQaFWAGQHHQAAAADgq4qKCtMRAMug5zwQZkKtUBzqAlkIZ1kAANTH4XCorKzMdAyEMfZRQh+dPYDw9uabb/qtrdLSUj322GMqLi72W5tAMFGcBwD4FQdbOBLLBGAvjzzyiC688ELTMQAgZLhcLr322mvKysoyHQWwhIKCAr+1tXz5ci1evFhffvml39oEgoniPAAEGYVKwBromQnUb8WKFaYjAAgzob5Nzs/P1+zZs/Xcc8+ZjgIbKy0t1eHDh03HAOBnFOcBAEBY+vrrr01HAAAAYSDUTz4gOC666CKNHj3adAwAfkZxHgDgFXr+I1SkpaWZjgAACDEUYT3D/iTgm9TUVNMR/IJ1JfArivMAEGDhtuPBwRaOFG7fAQDWw3oIwcb+EADAV+y3hBeK8wAQYLt3767zszcHa4HcKAd6g88OBQDAaiiYIlBq9ntYxnzD+wYACFcU5wHYSn5+viRp27ZthpN4LlQuPfQURXkciQNuAIA32G4AgcO+OgBYC8V5ALbyn//8x3QEeIgD68D4+OOPlZiYaDoGAACoB/s/sAuWVQCwBorzAGylqqrKdASvhVrvFHbkzXr//fdNRwAA2wq1bTKs68hljWXP+iorKzV16lQVFRWZjmIp7PsDQGBRnAcA+BU78AAAq2HbBFNY9uxj7dq1+uSTT+gIAVhMcXGx9uzZYzoGEDAU5wEgwJrTU8rOvazsnB1oLpfLpUOHDpmOAQCAJYXbSQv2i4G6vPlOjB07VjfddFMA0wBmUZwHAHgl0AcXTqdTDocjoPOANHjwYD3++OOmY4SsRYsWacSIEcrIyDAdBQBsh0ImQlW4nZQA/GHbtm2mIwABRXEegK3YcYe2vLzc52nt+Hqba+zYsTrvvPNMxwhZNSc+CgsL9fXXXwd13uFUbNm1a5ckKTs723ASAACsL5z2EQAAqK2F6QBAc40fP14tWjS9KM+aNSsIaYCjFRQUmI7gV4E+YfD9998HtP1wl5OTE/R5huNJJiCQ8vLydMMNN+idd94xHQUAYFPsn8FuXC6XNm7cqP79+7P8IqTQcx6ArYTKRnjbtm1KT083HQMAYEPJyckqLCzUkiVLTEexDXrlItBqlrFQ2VcFgEDyZbu8YsUK3XXXXVq5cmUAEgHm0HMetjdlyhQlJCSYjgE0qL6DtNGjR0uS1q5d2+i0di4m2Dk7EGwlJSX67rvvdPnll9f793379ikhIUGxsbFBTgaEFgqnAADYU80VwCauBAYCiZ7zABBgzSlSU+AOHTt27DAdAUdo06aN6QhuL774op544okGx6i//vrr9eCDDwY5FQCYwUkUIHA4vgCsj+9peKE4DwBBFi4HnOHyOj313nvvmY5gjFV3Lq20jBYWFkqSnE5ng8/ZunVrsOIAAIAQZ6X9IIQfqx4fmMb3MjxRnAcAIIyY3OFjZxMA4ImGriICAIQGivPAryjOAwAQBP7aAbXzjqzVsgcyj9VeK462bt06Pf3006ZjAKiHw+EwHQEBFm4n7O28XxBunxUABBvFeQAIMDvvjDdHuL5uHI2DOljRY489poULF5qOAQDGcDUd7KS8vFzl5eWmY8BPOFYEftXCdAA7qqqq0r59+7R7926lpKRo9+7dSktLc/fw6Nu3r6ZOnRrQDJWVlVqxYoW+++477du3T/n5+YqLi1Pnzp01cOBADRkyRPHx8UbbPXTokJKTk7VlyxalpaUpKytL5eXliomJUUJCgk477TQNGjRI/fr18zonwlco7MiHwmsAwkVlZaXmzp3r8/R830PDihUrtHPnTtMxANhAU+t9l8ulBQsWaMSIEUFKZG3htp0Mt9frT5deeqnKysr0448/mo4CAH5Fcd5Lq1ev1vTp03X48GFjGdLT05WUlKSff/65zu/z8vKUl5enHTt26NNPP9WYMWOUmJgY9HZTU1M1a9Ys7dq1q96/FxcXq7i4WGlpafr666/Vr18/Pfjgg+rUqZPHWRG+7LhDa9VeAYHKZcfPKJzw+Xjn66+/1ptvvunx8//2t7/pnHPOCWAimDB27FjTEerge2wNa9asUevWrdW/f3/TUWABNftVTX0/t27dqsmTJysnJycYsYBms8o2p6SkxHQE+JE3x6JWWQaBQGFYGy+VlJQYLcxnZ2drwoQJ7gJ6RESE+vbtq2HDhumcc85Ry5YtJUn5+fmaPHmyNm7cGPR2f/nll6MK8926ddPAgQN16aWX6oILLlBCQoL7b5s3b9YjjzyigwcPev5GADZi1eK8r9g5QjhxOp1ePX/ZsmV67rnnApQGgJXcd999uvPOO03HCEl23HfytDhfUVEhSSorKwt4Jjux42cOwHfbt283HQGwDHrO+6ht27Y69dRT3f82bNigzz77LODzTUpKUm5uriSpU6dOmjBhgnr06OH+e0FBgaZNm6aNGzfK4XDo+eef1xtvvKG4uLigt9u1a1cNHz5cl1xyiTp06FDnb06nU0uWLNEbb7yhw4cPKzc3V0lJSZo2bRqFPyBEcJAFoLny8vIUGxurVq1amY4CIIjYhwCA0MaVEMCv6Dnvpd/+9reaM2eO5s2bp4kTJ2rkyJFKTExUmzZtAj7vtWvXauvWrZKkFi1a6IknnqhTQJek+Ph4TZgwQV26dJEkFRUVaf78+UFtt127dhozZoxeffVV3XjjjUcV5iUpMjJSw4cP17hx49y/27lzpzZs2NBoVsCOjjzhxAmo8EShAfDesGHD9NBDD5mOYTmsT3zHNtge+JyAwGEbAgDWQnHeS+3atTM2NvoXX3zhfjxkyBB179693ue1bt1at956q/vnRYsWqaqqKmjt9uvXT0OHDlVUVFSD86wxcOBA9erVy/3zTz/91OQ0CG9WOFj705/+pEmTJvmlLYZzQrCZ/A5xMAhfrFmzxnQEAA1gvX403hMAQG3vvPOO9uzZYzoGLIzivE2UlZXVGed96NChjT7/d7/7nWJiYiRV93LfsmVLUNv1xumnn+5+nJmZ2ez2YG0ul0tvv/22iouLTUfx2fr167VgwQKPn3/kQVrtn/3xHbKqQBWBrXCCxs4oGvzKSstSTRY+H8/Mnz9fiYmJKi8vNx0lpBUXF3t93wUAAIBA8PTeHlbzj3/8Q3/9619Nx4CFUZy3ie3bt6uyslJSdQ/2U089tdHnR0dH67TTTnP/vGnTpqC2643aK1YOAENfSkqKZs6cqVmzZpmOEvZ8LQLabWcIaEggl+VwKLK/8MILeuKJJ4zMe8qUKZKkH374wcj8rcrfy93FF1+s2bNn+7VNhJZArUfDYR0a7tifBMIb63ngVxTnbSIjI8P9+KSTTvJoyJiePXu6H6enpwe1XW+kpaW5HyckJDS7PVjbRx99JCm0e4w3JVwORtjhsqaKigrTERAi/vOf/+irr74ymiFc1qee+uyzz/zeZqidAGHbBFNY9uoXLu9LuLxOwIRQ+n6xbxueWpgOAM/ULqJ7OuZ9x44d650+GO16Kisrq07v+wEDBnjdRm5ubrMy1CdUThIUFhaajnCUnJwcSVJ+fr7hJEB4mjZtmm6++WYj827uzmZaWpratGlTZzvUHMHYkWcHG4HQ0HKVkpIS5CRAcLlcLk2dOlU333xznQ5DVnbk9zWUikjNceT7wvbSvj788EMdOnRIDzzwgOkogGWx7kdjKM7bRFFRkftx27ZtPZqmXbt27scNje8dqHY9NXv2bPdQNh07dtQ555zjdRvjxo1rVob6LFy40O9tmlD787WKFi2qVzsOh8NwkvDgcrmCfrDDwVX92CFrvhtvvFGStHbtWsNJYBV8r4DwUlVVpfnz5ys1NVVz5swxHQcWZPXtQijuJ0+bNk2SKM7DK1b/rgLBxLA2NlH7hmctW7b0aJraz2vohmmBatcTS5cu1apVq9w/jx49WtHR0T63B3uIjKxe7bAxBmAa6yEAvuIqBTTE0+JrKBZpfRGo96E57Ta1fzBkyBDNnz/f5/YBeLcfzvrSrNGjR3PcFGD0nLeJ2mME1/Q8bkrtQvfhw4eD2m5Tdu/eXeeGoBdeeKEuvvhin9qaPn262rdv79O0sJZ3331XvXr18ukKCjux+86F3fPDHHbq4G+sj+BvlZWVevXVV/WnP/1JrVu3bvB5n3zySRBThR+2F555/vnnFRkZqUceecR0lJDg6TaloKBAr732mq6//voAJwIA87Zt28Y+d4BRnLeJ2r3VPR0OpLKy0v24VatWQW23MQcPHtSzzz7rPjHQvXt33XfffV63U6N9+/YhM0Z8KMrMzNS3337rHuO6sYOtl156SVJ4DVlh8uAz0PPmwBpWFxERoU8//VTDhg1TXFyc6TjwAesZ+NvixYv1zjvvqGvXrrrppptMxwEa9dFHH0lSSBTnWZ8DCGWs49AYhrWxido9d2r3dm9M7ec11PMnUO02JDc3VxMnTlReXp4kqUuXLnr66afVpk0br9qBfUyYMME9DqFUPVZouGnOhpiNOBA4xcXFmjx5sqZPn246CoAgaarnV812l+0vAoVlC6axDMIKWA6BX1Gct4ljjjnG/Tg/P9+jaWoK4JIa7BEYqHbrU1hYqCeeeEIHDhyQVN3j/dlnn2VImgCywgbvyKGPvv3222a1VzNmvZ009jmYvDzMimN8hjIrfB9Rv7KyMr+3yefduG3btnncKQCwIl+HdgRqBHt/qbi4WK+88kpYdpRB/dhnR6hhmYZd2a/KFaaOP/549+PMzEyPpsnKyqp3+mC0e6TS0lI9+eST2rdvn6TqkwLPPPOMunTp4tH0sK+GClRsOD1jx/ep5jO3Y3agOf73v/+ZjmALlZWVGj16tF588UWjOVhHoTk+++wz0xFgMVY/Kfv222/rX//6l5KTk01HAQAAtVCct4naRfC9e/d61OMhNTXV/fiEE04Iaru1lZeX66mnnlJKSookKTY2Vs8884xOOumkJqdF81i58GD1Axg0zMrLFeBv3izvpaWlPk9f87xwWDfW7Gvs3bvXaI5QfK9ZPyNU2Pn7adXvoZ3f01BgxfffqssqwoPT6fR7m1b8ngGeoDhvE6effrqio6MlVRe7d+/e3ejzKysrtXPnTvfPZ555ZlDbrVFRUaFnn31W27dvl1R9A9knn3xSp5xySqPTwT++//570xEaxIbTM3Z+nwKR/a233lJJSYnf20V46tq1q+kIgF/ZeZthNbyXAFCNIj4CoTnb2XBYJtkPCS8U520iJiZG/fv3d/+8dOnSRp+/atUq9xi6cXFx6tu3b1DblSSHw6GpU6dq06ZNkqTo6GhNmDBBffr0aXQe8J/58+ebjgALC9QGP5A7S59//nnA2ra7tWvXasuWLaZjNIqdTABWV1RUZDoCEBbCobgWKvis7GfLli3KyckxHQM+4PsWnijO28gVV1zhfrxkyZIGLwcvLy/Xe++95/75sssuU1RUVFDbraqqUlJSktauXStJioqK0t///ncNGDCgwRzwv5qhhKzIxEZn3759mjVrVtDne2RBkg1uePrpp58C2v4999yj22+/PaDz8JVVl3mr5kLoczgcmjRpUp37+MAakpKSTEeAzbFtQWNYPswYMWJEWN3I+/bbb9cf//hH0zEaFW6ddsLt9cI7QS/OFxQU+L3Nr776yu9tBtOSJUt01VVXuf815Oyzz9YZZ5whqfqg7plnnlFaWlqd5xQWFmry5Mk6cOCApOobr95www2Nzt/f7bpcLs2cOdM9pEpkZKQeeughnXvuuY3mAALt8ccf19y5c03HqLNhrm8jnZub2+jfYU/5+fl+aceOy4RVM/s7Fwfc8FRaWpoWLFig119/3XQUwJLsuD616rbO6uz4WcN+Dh06FHYnxH/55RfTEQKG9S1CTYtgz/DBBx/U3//+d/Xu3bvZbR0+fFj//Oc/9d133+nyyy/3QzrPPPXUU3WKZ5KUl5fnfpySkqIHHnjgqOmefPJJdejQoVnzfvjhhzVu3Djl5uYqMzNTY8aMUd++fdW5c2cVFhYqOTnZfUa4prd6XFxcUNv98ssv6wyP06VLF23btk3btm1rMscxxxyjW2+91ZO3AjbR0IbT1w1qOOzAm75JIhAoNcOiWQU79gimPXv2qHXr1tzrAPAA62cgcPh+wW7CoQaA8Bb04nxOTo4ee+wx3XHHHbr66qt9bueXX37R1KlTtW/fvqB/UdPT05WZmdng38vLy7Vnz56jfu9wOJo974SEBE2aNElJSUn6+eef5XQ63WO61xYfH68xY8bUGU8+WO0eeXXE/v37tX//fo9ydOrUieI8wkqg11+lpaVq06ZNQOcBeOr999/XuHHjTMc4SiC+hzUHvhwAo8ZNN90kSe4h/xBc4fRdzM/PV0VFhTp16mQ6CtCgI7e94fQdBRB+3/ns7GzTEWBhQS/OS9Xjkc+ZM0fbt2/XAw88oJiYGK+mX7lypWbOnKny8vIAJbS2E044QUlJSVqxYoWWL1+uffv2KT8/X3FxcercubMGDhyooUOHKj4+3hLtAvUJ57PfwXztlZWVDf6tsR2i1NRU3Xnnnfr88889uvqmtnD+bGEv/j4o8MdJ+HASTgdlGzZsMB0BXrLz8jl8+HA5nU5bnwhqal+CfQ2g+fgeAfaUmJioP/zhD7r//vtNR4GfGCnOR0REyOVyadWqVdq7d68effRRnXjiiU1OV1VVpblz5+rzzz+Xy+Vyb0zatm0b6Mh1zJkzx6/tDR06VEOHDvVqmujoaA0ePFiDBw/2axZ/tDtq1CiNGjXKj6lgZ3Y+uA1nn3/+uYqLi5WSksKNnC2G75T/OZ1O5eXlqV27ds1q5/333/dTIoSaI+/l4y/ccBz1cTqdpiOgEffcc4/R+bMf8avVq1frzDPP5CpTwADWRc0zb948ivMhJOg3hL3rrrsUGRnpPnjIyMjQww8/rP/973+NTpeTk6NHH320TmHe5XKpT58+eumll4KQHIBpxcXFeuWVV0zH8NqROx61f67pabtmzRolJiYedUVQc3da2OmBFVi9YLh06VINGzZMVVVVzWqntLT0qN9Z/bWbwHsChA5f9jMSExP1zDPP+L1dq7DqOs6quUxxOBy6//77NXXq1KDMz5dlOiMjg6EwAA+wfoPdBb3n/NVXX61evXrp+eefV05OjiIiIlReXq4ZM2Zox44duuuuu9SiRd1YGzZs0PTp01VUVFSnMH/ddddp9OjRioqKCvbLgIWMHz/+qGWmPrNmzQpCGhzJXzeEdTgczb4824ob7ZKSEknSggULJNW9uXSgNbcQ2RA7H1AjvJladhcsWFDnRurwnN3XN3bPH04mT56sM844Q9dee63pKCHhs88+08SJE03HCAi+1/ZQc4VJVlZWUOZXs1x4czxSs76x8xBVQENYVwK/CnrPeUnq3bu3XnrpJZ155pl1iu1fffWVHvX/PyQAACAASURBVH300Tpnh99//309/fTTKiwsdP8uJiZG48eP1x133EFhHggT06dP18MPP2w6RlCsXr3adATLsuIJFgTGwYMHAz4PqxwUfPXVV6YjwKa4oWLwfPrpp5o0aZLpGJbDdtk+WD8AMOW6667TJ598YjoGYFlGxpyXpPj4eD377LN699139fHHH7sL9Lt27dKDDz6oP//5z1qyZImSk5PrFPB79Oihxx57TF26dDEVHRYzZcoUJSQkmI6BAEtOTjYdwWeNHQzV97e5c+cGMk7AcaAOf7jyyisD3lOMcZntj/UNQo3L5dKcOXN0zTXXqGPHjqbjwAeerpdMrb+sst60Sg4AgZeenq4ZM2bohhtuMB0FsCQjPedrRERE6P/+7/80YcKEOjdhKSwsVFJSkrswL1XvqA4bNkxJSUkU5gGEjPT0dNMRgLDV0DiuxcXFSkxM1MaNG71qj0IDgOYqKSnRa6+9Ri99G/K2ZzrbjPBkx8/djpnrEyqvI1QUFxebjmBpXO0UXowW52ucffbZmjFjhnr27ClJ7l7yNQtjq1atNGbMGN1///2Kjo42GRUA/Oq9996r83NFRYWhJPawZ88e0xFCAjt7jcvIyJAkffnll15NV/ugjwPAhvlz+fOmrZkzZ+rVV1/127xhL3b7TrKeth8+M+/Y7TsJwDpYfyDUWKI4L0nt2rVTt27d3D/XfNkiIiJ0xhln6MILLzQVDYAfHHnAYmKDaoeN+KhRo/zaXiAOFD19HzlIDQze1+Dydb3B59Q0f6yTvXmf3377bc2ZM8ev84d98J381a5du3To0CHTMRpl58+LdQsA+FfNetXO2wagMZYozu/fv1/jxo3TihUr6nzpah5v2LBB48aN0/79+03GBOADNqBHa+w9OXz4cBCTwKo2btyovLw80zGAgPLH9oGrjeoKRFGQ7bg1DBkyRN98841f2ho1apSuueYav7QF+IsVTmpUVVVJkjZv3mw4SWCxXgfqKikpMR3Ba3yPQ4vx4vz333+vhx56SPv27XMPZRMZGalBgwbVKdTv3btXDz30kL7//nvDiQH4QzhtTKxwsOGtcPp8rOjOO+/UPffcYzoGYHkffvih6Qg+8VcPMNbV4aOgoECzZ8/2W3sOh8P9eMeOHSosLPRb2/5gx30nu7DqesMKucrKyiRJP/zwg+EkwcH3DKg2aNAg0xGMqaqqcp+YhDnGivNVVVWaPXu2XnjhBZWWlrp/3759e02ZMkXjxo3Ts88+q7Zt20qq3nCUlpbqhRde0Jw5c1h4AAAhrWbccwTXggUL/Fqk4sD3aP58T5pztZEVCkGwListHzX3vygoKAhI+7fddpsGDx6s+++/PyDthzOXy6V58+aZjiEp8Nuj9PR0TZgwgeP0EMS+DBC6hg8fztV0FmCkOJ+Tk6PHHntMCxcudA9f43K51K9fP7300ks6/fTTJcn9c58+feo877PPPtNjjz2m3NxcE/EB+IGJg16r7Fha6YC/Kc15z6zyfgOeKikp0aRJkzRlyhTTUeAh1jMIlI0bN5qO4LZq1SpJCvhwZ6tXrw5o++EoJyfHdISg+cc//qFFixYxLB8A2EhBQYEOHjxoOkbYC3pxfuPGjXrwwQe1c+fOOuPK33DDDXV6ytdo166dpkyZouuuu06S3AX6HTt2aMyYMZbacQZgbaaKOEcW4+1UnK8PN4RFqKpZZmtf0QdrYz0Tmv73v//pvPPOM/r5LlmyxNi8j7Ro0SJJ4XUyqqHPnu+8f4XTMmUaw/MCsLqffvpJKSkppmOEpaAX5ydOnFjncvHY2Fg9/vjj+sMf/qDIyPrjREZG6o477tBjjz2m2NhYRUREKCIiQgUFBXryySdtO94oEA527dpV7+/teNMVX4VacR4IFxQtYDehsn1555136oyJjvDT1LLM+hn+UntZC+RyNXXq1Ab/Nm7cOMsMf1Sfn3/+2XQEoFGhsv9j2r333qtbbrnFdIywFPTifM2XxuVyqUePHpoxY4bOOeccj6Y977zzNGPGDHXv3t3d697pdOrf//53ICMDCIDy8nLTEWyBHY1qDodDb731lukYQMDxnfdOuL9fFCgB6/H0e8n31ywrvf/Lly/Xyy+/bDpGyLPSZ47QVVVVpddff50rceEVI2POu1wuDR06VNOmTVOXLl28mrZLly5KSkrS0KFDw/6ADIBvwmndESqvddGiRfrnP/9pOgZ8ZLeDododCbzh6+sMle9poLlcLjmdTtMxAAB+YLd9g3BXUlKic845R1u2bDEdBbC0devW6c0337T01TCwnqAX56Ojo3X//ffrgQceUMuWLX1u44EHHmhWGwAQDkKl6MfwBgiGmu+Lrzezo9DgHW/XTw888IDHV1taXc2yEirraABHs9r322p5rGL9+vXasGGD6RiW98svv8jpdGrhwoWmo4SslStX8v6GgJqOJHQogTeCXpx/4YUXNGzYML+0VdP7vmvXrn5pD4C9VVVV6eWXX65zX4varFw4s3K2I3FDWCBw7LQuCLbVq1cf9TtT65mkpCRlZWUFbX7//e9/dfDgwaN+zz1NPMd7Yy+VlZWmIwScL+v78vJy5eTkBH2+gWSFPGPGjJFkjSwIHKt/vg8++KCefvpp0zFgEU3tt7BfE1qCXpzv2bOnX9vr0aOHXnzxRb+2CcCetmzZonnz5un11183HQWwNHbm4E+ZmZmmI/jF4cOHlZiYqJUrVzb53A8++ED/+Mc/gpCq2rPPPqsHH3ywyefR+7NpVi/OoJrV7ylWVVVlZL5/+ctfdOmllxqZN0IH+4GwO7blCDVGxpz3t9jYWNMRAFjIhx9+qG+//dZ0DDc77gDXDOuxc+dOr6dlZwkIL94W5626jigqKpIkLViwwGiORYsWKTEx8ajfl5WVNTmtL5dQOxwOZWdnez0dEGrKyso0btw45efnN/ncc889NwiJjrZp06Zmt2HH/VIEhlW3x0BDrLTMOhwOlZeXm47hNz/88IPpCGGthekAQHONHz9eLVo0vSjPmjUrCGlgUu2N9U8//aRLLrmk3ue5XK6gbthXrVp11PyPZLUDpd27d0uSli5dqt///veG0wBmeLuesNIBQ7iwy9CGniwb2dnZuu6664Le6eSFF17Q/PnztXbt2qDOF7CaNWvWaPny5erXr59uv/1203H8zurbKCvsC5t+j1588UX94Q9/UIcOHer8vubkMRrmcDi0Y8cO9e3b13QUBJAV1hM1xo0bp++//z5k9p927NhhOkJYC4me8wBwJG4g6h//j707D4+iyP8H/g4gAoKAIiLuqrvrsbK46xFF1O+uK6ioyII36oogeKyuuIogCMotCiIqIggIIqAggoRb7hvlPkKABJAkQAgJCSQhd/r3R34zzEzm6KO6q3rm/XoeHpJJd/Vn+qz+dHWVlZsUu29w5s+fb2v5sqlU+YwVVte57Jv6WNK4cWMAwPnnny85EnG2bduGwsJCy/1JGxXpppLnIiJ9PMcKrwVk1vTp0zF69Ogqn6enp0uIxl3Gjh2L559/XtebL0QirF+/XnYIFEXYcp5cb+jQoWjUqJHsMFyltLQU5513nuwwhPO9GQo2KCxvlsRQZUDY/v37o23btrYuQxQzXU0QRSsR5waez2OD02+6kXEqPbxp164dnn76aTz11FNS4+A+qw/Xkz3GjRuHxo0bo0OHDrJDcVRqaiqAyvFjiIjcxvHk/LvvvmtLuUOGDLGlXKJoFAuV4XADdal0I0nRZffu3bjgggvwxz/+0e9z7nOxh9s8sli4FnkE7g9Wv3uo+T1dkhFFu2DHwLFjx/Dpp59KT87HOl7/5Bo/fjwAxFxyXo9Yqnc4JT09HS+88AJmzpwpOxQiV3M8Ob97926hJ0W2qCEiD99zgUoDwgYKdtPilvNYeno6B4sJo3PnzgAidxNB9jh8+DCKiopw/fXXyw7FELcc/yqykgQSsd5/++031K9fHw0bNrRcFp0j65jQM+gu+eP56xzP+SjUeYlJa/VxfyYyZvHixcjOzsaePXsiTstzIFForuvWxveA5sWTiIzwnDNkVwxkL9+Kxx57jP35k7Ief/xxAO5+OOLm84NRIr6r7PX12GOP4aKLLsLPP/9saL6ioiKbIoo+JSUlAICaNWvavqxXX33V9mWQvWSfE3zF2r2q7/f96KOP8Ne//hVt2rTRNb0Mdr3BZPdyiUitcz2RCFIGhNU0zfS/uLg4ZRJsRKQfj9dz3FYpz83N9XYTZCQxz21ORHZRqS546tQpw/O88847NkQSnR566CHcfffdwsoLt8/s2rVL2HLIHioc8xTZzJkz0bdvX9lhKEmF+wCRx1FWVpawsoisUuH4IjLD8ZbzCQkJhqavqKhAfn4+UlNTsXnzZixZsgRnz55F3bp10aNHD9x88802RUpEbhPpYqzKxdpIhVj2TaimaWjdujU6duyIt956S2osbnXkyBE8+uijssMgHew43lQ575BcgfvW0aNHq0xjZF+RfW1wUk5OjuwQpIilbSySCuuN531juL6cU15ejurVqws7Tvbt24dnn31WSFlEKjl58iRyc3NxzTXXyA6FYoSUlvNGVKtWDRdeeCGaN2+Ozp0748svv0SzZs2Qn5+PQYMGse9jIvKKxsq9CjeZAPDLL7/onjYat4MVa9euNTQ9H4K4F/d9fUSsJ7et64MHD8oOgf4/t+07REQi7gdycnLQokULLFu2zPuZ1fNhsAfNGzZsQHx8fMw+WKXQ3HT97dChAzp27Cg1BlXyAOQM5ZPzgRo2bIj+/fvjyiuvRHl5OUaOHImMjAzZYRER6Va/fn3ZIZDCVq9ebfsynK7sqVQZz8zMtK1ss9+TlW/jPOvMyr7l5HovLS11bFkUvTxdzOnFcwvFotmzZ8sOQUnZ2dkAELFxY1lZGeLj4zFnzhxTy1mzZg0A4MSJE6bmB4AJEybgscceMz0/Oc/u642T9xLx8fEcG0ind955By1atJAdRlRwXXIeAGrVqoUuXboAAIqLizFt2jTJERGRClRKAIZTt25d3dO65TvFgrFjx2L//v2yw2CyJYji4mLk5+frmvbkyZM2RxN7ZJ6n9B4PBQUFNkdijtnj2e3XhtLSUiQnJ8sOI6Lx48djx44dssMwbeTIkbJDEM5N18BIsbr9OLbKru8/fvx4W8qNFZ6HyUuXLpUWw9ixY/Hbb78ZmkelsWjIfrF+/lTFsmXLDDccoOBcmZwHgJtuugkNGjSApmnYuHEjzp49KzskIpJM74VBb6UtOTkZixcvthKS67Hic86ECRPw5ptvyg7DceXl5Rg7dqzu5LcMnTt3FjpgpFnBjhfeJNrD6LkpMTHRpkj04X7g7/PPP0fHjh1RWFgoO5Swxo0bh65du8oOw7SFCxcKLe+XX37hIJ9EAiUmJiIvL092GERRg/Wt8BISEhAfHy87DArCtcl5APjTn/4EoPLp7t69eyVHQ0QyLFmyxNuq7Ycffgg7rdFkTseOHR27CVU1Ca5qXGZs2rQJu3fvlh2G7c6ePSu0tdOuXbswYcIETJ48WViZoh04cEBIOXoq9L/++quulrS8OSCjZJxv58+fj5KSEseXe+jQIQCRH6r7HkezZ8/ma+aS9e3bF4sXL1Z6O7jp3BtNdSwr3LTNROvUqZOlhh+HDh1Cenq6wIhCi8XttHfvXlu7QyRy2syZM2WHQCG4Ojnv2zUEX1Mncp+ff/5Z97ShbmDeffddb6s2vkFTVaSKdHFxcdCn56dPn7YrJFPKysosl/Haa6+hc+fOAqJR2yeffILevXsjKytLSHkVFRV+/5uh0g2d1WTIf/7zH1e3pLWDjARTtCS11q1bZ+naZeXYOnjwIPr37x9x7CZVjt+hQ4di0qRJssOIabm5uQCAUaNGeT/jjf45qhwrMuzYsQMrVqyQHYYr6em+JVQd7IknnkD79u0FR0Qezz33HB5//HHZYZCPWD7Pypaamurqrv5U5+rkvG//oSq/bk9EwfXp00d2CLrk5+cjPj4ey5cvt20ZsioaoZLVVgZxsoOI5LxKRCXOg/E8WIm2/v8OHz7s+DKNJoCdShinpKRIae0smojznhtu0vLz83Hw4MGgf8vNzcXw4cN1lSP6oanKg9SGOpb4EF4uz/HmuYaVlZUhLS1NZkikiBkzZsgOQQhVH/wuWbJEdggxS9Uxa4ic9sgjj3gbKFVUVLiiDu4mrk3Ol5eX+w3MZ2SARSIK77vvvnNlX2RHjx7VNZ3RC8mpU6cAAKtWrTIakm5G3iIQKVJ3IJ51xYuvecFu9DytD2VROSkXyqZNm2SHoARN0/DUU0/pTug6Qcb5QYUEit4Y3n//fezatSvk37Ozs8PO7+mmig1RSDWe7olUwvqKMdG4vqxcH3zn1TQNEyZMCNmtiZMDehcXF5taVjB2b3NZ+5SdjahkysjIsLVRTzTIy8vDe++9JzuMKlSoq9rltttuw4QJE2SHEVVcm5xfsGCB3+ApTZs2lRgNUXRxa+uMSMn51NRUhyJxnqZpyrUojMYbvmjhdLdFIiqnCQkJAiIxFouIfdjod4+0TE/f/ykpKWZDiip6t5Ge6Yxub73Tb9u2zVC5gaK5qwheJ9zt888/lx2CUty0P6ekpIR9aGiFrPXwwQcfCG1IU1BQgLFjx2Lw4MHCyowGVut0aWlpEbtTiyQ+Ph7x8fFITk62VI4btG3bFm3atJEdhtJkv/F99913Cy3PLdcSt+aMVOW65LymaUhISMCkSZO8F4aaNWuiWbNmkiMjItkiVRY9rQ7MJmCOHz9uLjAHfPPNN/j73/9epSuTJUuWuPItiFhQUlKCJ554wrYbC7dU7PRy4gYs2DpTrdWLyMF+gco3Eqy2yJa5juzYz1Xb5uG4KVZfMuK2sq8MGzZMYCTOcev+4XZuWO9PPfUUunTpIjsMoX788Uf06NHD+7uo64OVMXdEWbhwoewQhOnQoQPatm0rpKw5c+ZU+SxcN4huODbdhuvUvjcbuW5jSw2nF2im9U95eTkKCgqQmpqKrVu3Ijc313uxjYuLQ5s2bXDeeeeJDpVcok+fPqhRI/KuPGbMGAeioXD0DHikMlEDoBjpP13vjcWGDRuCTj9t2jT9gQliR0VClUTziRMnUFFRgWrVrD/bPnbsGA4dOoRp06ahf//+Vf5eUlKCsWPH4uWXXzZULity4R07dkx2CEp57bXX8M9//tPRbnJEHs9u3N89XaVZ4cbvbYSd53wz627WrFk2REIU2zzHoqzz2ejRo6Us14yioiLD83z11VdYvHgxZs+eHXKaaLyWhBuT5/Tp06hfvz5q1arlYETyJSYm4uqrr8b5558vOxTTonFfDUWFB4LkPMeT86NGjbJ0YPkm5TVNw+WXX46nnnpKVHhEZCNR3VK4nZELrtUEhaiubmQnx/fu3St1+b7mzJmDRx991JFlTZgwoUpyXva2cDs7x45wksj9QNbrwLF0o+Vr69athqYP9kCX5wEidcXquc1tpk6dGvbvofqaF82u/eWrr74yNZ+d+6+RBkp2ePrpp/HHP/4RM2fOlBqHk0pKStCpUyc8+uij6N27t9RYzDxk8gi3X0ZbncjThWVOTo7cQMhRjifnPYweQL5P1jVNg6ZpuO6669CrVy9ccMEFdoRILjF06FA0atRIdhhRJdoucIHs6ldYRQUFBULKkb0OZFfmfckezFUE2dtTVSLXSyytYzckooLF6FTcgcsxum9EGjBWD03TsH79etx5552u2F52EJmMWbx4sd/vmqbF5HqVcZ6LtEwVzr2xsC8MGTIEO3bswA8//ABAre8sKpYXX3xRSDl0zrhx4wxN//HHH+N///ufoTdWI50DVBzI2k6eRmFpaWmWyikuLkZycjKaN2+ue57t27dj4cKFePfddy0tOxIVzvsiHTx4EIC4RnZ6zZ8/39HlkT8pfc6bOXg8Cfm4uDg0a9YMb7zxBj788EMmZYls4JYLXGCSVERXI0SRhHtdNhjR/RC65fiMBiolG8ifZ9u48XhYvXq148tctGgR3njjDfzyyy+OLzsa9e3bV3YIuqhyDquoqBDSnZMvVb6bG4k4b86ZMyds397RQNXGGCUlJZYe2trdEMG3p4NAR48eNVT+d999J32wT6o0cuRIPP/88yHvg4LtC7169Qo6LoBoKtQFVWpIZpbbuyB2O8dbznfv3t3wPNWrV0edOnVQv359XHXVVa7uK4uIxAm8CLrlRk2FCgSZt3DhQrzyyiu6px8/fryN0VSl4nHgG1NOTg5mzZqFrl27Kher1WNTz/fJz89HeXk56tevb2lZ0cDs+va9eXDj+XTZsmWGphfxKrfn1Wi7Bi3TKysrC23atPH+7oZW0G6myjl2/PjxGD9+PDZu3OjYOGHbtm1DZmam3/4WSllZGapXr+5AVP6CbZ9Dhw6hfv36uPjii21brmecInKnPn36YNWqVdiyZYuh+WS+QRbLdu3ahRtuuMH16zo1NRWAOv2hq7Y+N2zYgL///e+yw3AU62hiOZ6cb9WqldOLJCIFlJWVobi4WHYYpsydO1doeUYuZLIrHmZap5aXlwMQ16WOkbLS0tKgaRquuOIK72c7duzAVVddJSwWERURz9tgsWjEiBFYsmQJ2rZti8suu8zx5dt5TOkp+/7770dxcbHhm+pAsbr/ADDVCsvK+lqyZEnQzzMyMkyVZ7ZrR9Fk7ENsARmbtm3bBqCyfuBUct7TJUmk5HxJSQnuuOMO9OzZE40bNwYg7tgwU84TTzyBevXqYeXKlUJiCEZvv88LFizATTfdhKZNm4acZvLkyXj++ecFRSZWNLRkDWbjxo2yQyCd9uzZgy5duqB///5o27at7HAAVB4X06dPR8eOHYWcj2XfqxJFC/YBQUSOePzxxzFjxgzZYZjy7bffyg7BMqNdsVjx66+/Aog80JYRelt5dejQAY888ojfZ127dsWbb74pLBbRYq1S63l4E2vf20Plh5Q//fSTqb5YDxw4YEM04Tm5/+zZsyfo59u3b3cshlgReH64/fbbDc2/atUqzJo1S3hcRq1cuRLx8fHe7xNt3NytVCDPOXnt2rWSIzknLy9PdggAgPfffx+vvfZa2GlGjx4NQM1relJSkuwQyGaec9CmTZskRxKcp2skmQ+mA8/Tq1atwmeffYaEhARbyicic5icJyJHGO1jUA+zlYForkSE+m533HGHUjeeougdxT49PV3YMu3cf8aMGWNb2b6cPgZUOubsTCD49qnsWY7oRKHIfTnQ4MGD0blzZ8PzDRo0KGQCm6zvc5GOn8svv9xUuaol01JSUtCiRQskJiaaLqNHjx4YNmyYwKjM+f777wEApaWlkiMhlQQeyz///LOkSPQT+RZkILvOQVbKdaK+EhifU+di0W+EbNmyRZkBJCM9RLJLZmYmJk+eLGXZZnmuSypen/Q0JlOt7hLLjhw5IjuEqMLkPFEMOnPmjOwQbMGLdXjR2Mrz5ZdfDvr51KlTlUoI6yWygu/G7++EcOcJq61cMzMzq3w2b948of18nz17FoB929fsWzabN28WHEl40dRyN5KdO3dW+cx3P7Z7LCan1rHnDYy9e/c6sjwiu+g9Zsy8qaQqM3Vwu+rtKgzkqmkaTp8+LTuMoOLi4iyd1z1dLr388stYt26dqLAiUvHNw/79+2P06NGOvqEczfSsRzfV+9wUK8nH5DxRDLrvvvvC9jfp1gsJk/OxJ1Qr4lGjRnn7uFWRnccYjwPzunXrVuUzt54Pjdi7dy/eeecdS2V88cUX3r7gs7OzER8f73jC3iintm3gcmQOpqba/qxaPEQiGbker1mzxsZI/EX7cSc6UWqmXjVt2jS0atVKd//+Rsi6dnn4viUYTlxcHH788Ud0795dSDx33nmnkHJE8oxrEAt172g/bxDJxuQ8UYyKxif8bqkYRXvlRpXtEK19/aqmrKxMiVZqIojsE1TVbrfS0tKwbNmyKp8H+8woTxcNaWlpAOBIizpVzjcimG15qme+aFpPQOVgvFa6v4kVIrb7/PnzHekDPTExUUo3C6LOuSUlJd4xb8ys9zfffBNfffWVkFjIOM9bacGYabG9detWAPoH33WSiH0+Pj5eV/kffPAB1q9fb2lZY8eOjfp7p2ilWpdN5eXlmDt3rtRGEkSh1BBZmMz+Rps3by5t2UTRhhUgtRUXF5vqxkDV7VpeXo4WLVpg8ODBaNOmjelyFi5cKDAq/cxW8GRuj4cffljXdJqmYfHixWGn+fDDDzFnzhxs2bIl5DQqJQZVikW0EydO4Omnn8b333+PSy65JOg0zz33HPLy8kJuLyfXz7Zt23DgwAFce+21EaedPn160M/1HkduHZBclGDrSdVrgh4dOnRAaWlp2POO26myffr37482bdpg8ODBVf4mKsaCggJ06tQJHTt29Pu8rKwMNWoEv13dunUrEhIS0K5du7Bl65kGsH7uO3nypO4WxaFES3Le7n132bJleOedd7BixQpceOGFti4LgNJvYhph9/gnAJCfn+99i85sGYEWLFiAF154wfB8VEn08ShrzAQRFixYgEGDBqF+/fq4++67hZYt+5q9Z88ebNq0CV27dpUaB5knNDnfp08faQfn3LlzpSyXiOQJvAjqPf+cOHECV111lfDl62WkD8rAZRw+fBiPP/44xo4dG7bViihOVDQ8LeXmzJljOjmvaRree+89kWHp5uknORrt3Lkz7E0WAGzcuNGhaCiSdevW4fTp09i4cWPIZJSdLWDNnC8SExN1JefHjh3r/XnBggWGEjIlJSWWuoz47rvvTM8L2HvjanSdu+kmOhwVB7ITRcVtpHdQUE3TsH37dtx8882Gyvdsz9TUVL/Pe/fujeHDh4ecb+DAgRET73qmiWUq7m+RrF27FkBl9ypOJOdJPyMPqCZOnKhk0j09PR21atVCo0aNZIdCPgLPNbUTEQAAIABJREFUVTNmzED//v2xZcuWoGPzBON5Q0bFN1qs6tatG0pLS5mcdzFburXRNM3Rf0RERogaoOntt982Nd8bb7yhe9rAc9xvv/0GwPk3lVQ/19oVX1lZmbc/SZHLdmJ9ilhGNFZeyf18u1Gy41iSdb47cuSI7mntjPHYsWO2lS0iEbh///6gn7vhNfWysjJ89913Udvt2vLly/Hiiy/il19+8fs81HbPzc0N2y2aZ+BJt3FjwjuU7OxsXdNF03dWQXl5OT7//POgf1O9Tq7XpEmTpC6/rKwMZ86cqfJ5+/bt8cADD5gud/LkyY40oDLKc4zqOVaPHz+ODRs2BP2bKo1ykpKSvD/n5+dLjIRIDOHJ+Wi5WBARRbJq1SrZITjG7ed2s/E/9NBDaN26teBoSCbVEwj/+te/dE0XzS2HPcI9HLJjO8reN8aMGSN1+UBlssLOVsaB52Iz5+Znnnkm6Oe9evUyFZOTFi1ahI8//ljIGA8qysrKAgDk5OTomr5169auv8Zu2bLFdXUk2fE6MYaB2yUlJeGbb76RHYYf2ddIvZYvX64rWTt06FDcc889Qf9m5a20H374IeR0RUVF+O677xxtQGNmWZ06dcLrr78e9G8jR440XJ6TwtWPPdtJ9jlQL7fESWII7dYmsJ9AInInt14I3FJpdBMr63TRokU4cuQIpkyZIjAi6yZMmIDOnTujevXqEacN1mLMap+y4ehZ33qPzwMHDiA1NRW333671bDCysjIAKB/LAS3nV9knFfi4+OxatUq1K1bN+Q0ycnJtizbyvfVu231Tjdr1izTsZjhtn3TjEjfMdKbQk4wux3c0MraM7CkUw/XWC+y144dO/Dyyy+jf//+uOmmm2SHY6vt27ejTp06uO666yyX9cEHHwAACgsL/T6PhXNwLJF1/lm0aBHKysq8+1koTgxaH+jrr7/G119/jRtuuMHymIlvvvmmoYf6RraHmXsdVY5fTxyapqG4uBi1atXy/i3WromFhYWoXbu27DBIJybniagKVS6uZJzVbZeeno7f/e53wmLYu3dvlb+XlZWhvLzc1KC2IowdOxbNmzc3lLT2fT1VRFLFt1s2sxXF1NRUdOrUqcrgnp7yevToAQCODZh45MgRXX2Hy+b7GqwIJSUlGDZsGLp37y603BMnToRNzttFpa5B9HT9Ycf1yg03byr2NX/s2DEcOnQId911l+55fOPSE6Mbtg3gnjj1CrW/iT7+ZNQ/rSzT002i542BSKzuFzJbnHfr1g2AmDqFpysRs+ue9ynWObEOZZ4HRXVhKpqnz/MFCxZYTs5v3bpV13SitrVv0lsvTyMnvfOY3WeClT99+nR88sknWL9+fZV7Tk3TkJ6ejjp16uCiiy4ytUw36NKli6Vxk3bs2CEwGopEaHKeSIY+ffqgRo3Iu7IKr4uTvfRe0KOxUi+qAty+ffugN14i11mXLl2wd+9eITd4nlaIRuMLN/0DDzyAK6+80m8AShV169Yt6I26qH1h7dq12Ldvn+7p3XJciW5xvnXrViQkJODSSy8VWq4sKmzHrKwsbNu2ze8zFeJSiefhGxD5mN+8ebPuwdKs6NSpE3JycoSc242exzzjsZiVkZGBtm3bmp5f0zTbElHh+i5OSUnBxo0b8e9//9uWZTsl2h5m2GXYsGFCylFlfVuNQ/b3OHXqFBYvXow2bdqEnCbYtStS3EeOHLG1Wzc3Xk9lb2sAOHz4MI4ePWroAXQgz31LQkKCK7pi00PPtpHxVp6nb/zS0lJvct431vbt2+P888/H+vXrbYvByf022HFt9Z7HSIMmT13FqUZh0ciWAWGJiGJVcXGxsn1Bq1IZD9aa3mnh1sXJkyddUbEIfB1ctP/9738YN26c7uknTpxoqHw7uwci9wh2LL799tvo06ePrvlDDVgWrTRNCzqAXTivvPIKli9fblNE5+jtZ1ykJUuWAADS0tIslZOYmCgiHN1E3bB369YNn376qZCy6JwxY8boHv/DSeFazhtJMAU7737//femYop1ffv2FV7mrl270Lt375B/N1uf9z3v6ClDlfsGVTz++ON44403/D6zuo42b97s2GCmoh6GqfCgxAxN07z3Hp7t5nlYEk3S09Nlh0AmMTlPrjd06FCMGTMm4j8y7sMPP5QdgiHBKgvx8fHo16+f32d2VjbvvPNOtG/fXvf09erVsy2WQKpXQAK3y65duxxd/s8//2xqvv379wuOxJ1WrFhhaHrR3cCoxvPqcigFBQVh/15WVoapU6fq6tolkJ7XUHNzc7Fo0SLDZYcT6dxaVFSkq/sHp15Hd+MN5uzZs6sMYGfkmlZeXo6vv/5a2YfIRr377ruyQ3CVAwcOYMGCBZbL0duNS6CpU6daXrYTNE3D0aNHTc8vY9DB7t27Izc31/T8I0aMsDS/G8+nTjC7Xpx62BksPs9nBQUFQt9MpapeeeUV9O/fX3YYhpjZxnPnzrW0vBkzZnjvYwPfrIyksLAQRUVFmDFjBsaPH286jkj0rhe7u480kocgtTA5T0QhhRttXkWBFcyvv/4aAIQnoCI5ceKE7mnr169vYyT+zHRrYKYCZvRGJNT0q1atMrzsUPR8D70tdQMNHjzY8Dy8ebH3xvPYsWO2la3X/Pnzw/79v//9b8T5R40aZWiQS8+xlJCQEHHaadOmVXlwabfu3buHff0/EI+TqrZv3+73u9F1tHTpUowZM0ZIgtaX3pvNwPO9jG0cy0nEp59+Gu+//77lcnbv3g2g6vaLtG7Hjh2LlJQUy8uPZOjQobYvQ0VWu44IdRyvXr3aUrl6efaflJQUjBw50pFlypCRkeH3u6rnpKSkJMyZM8f7u+jztarf22kZGRnQNE2pMX+M0HPfq7dLrmD7xLZt2zB8+HBvV09GG1M98MADaNOmDfbs2eP9zOrbdlZMnjzZlnLNHE8DBgzAF198YUM0ZIbw5Pzhw4e9/8y09iIi+SJVvrKysiy1rhElUutKmW9M6G2V6GRiwsyyAm8g3Crwu8tO+oWqQIm4btr9hsTq1asdewXXrC+//FJ2CH6Cbe9Ib4Z4ziG+yRYZb78cO3bM0NgD4egdvCwY3sSL4dmvKioqhJ4HN2/eLKwsM6x+F6euCU5fe1Q8bmbMmFHlMytxFhUVVemfe/bs2brnF7VNVFzXRoVaF2+99ZajcfTr1w/Tp08XWmZmZiZOnjwZcTrR2zHYOjXa8lcm3+u20Ye6gQ+TA4k49qyU4Zl32bJlluPwZWYfmj17Nm677Tbv72fPnsWmTZtEhuUlsi5ZVFSEWbNmAbDv+iaiv/rA+5YJEyZYLtMs2YOs+u6f8+bNw6RJkyRGQ76EDwjbvXt37wYfP348GjduLHoRRCSZp+Wj7H65O3bsaGo+J26OW7ZsqWs62UniSDz91h09elRarHoqZaqvx0C+iTHRN4Ii3zgIVFZWhrfeegv33HMPPvroI9uWQ/IE7o/t2rUDIP98T5UCt4/I84emaTh06JDheYYOHYrf//73QuOIVnad9+1mdZvY+X3btGmD/Px8y+coN2wTN8QI+MeZn5+PunXr+v1d1MM0I+vjwQcfBODctUzGtiooKEDNmjVtK99owwyR3aOGWp+zZs3CNddcY6nsd955x5H9Itz9TGDdfdiwYVi4cKF3UNNwNE1D79690aVLF1x77bURpx80aFDEaUItJ5DvdxL9QM0IPecUVc6f0VzHIWuEJ+eByh1O787ftWtXAJUHy7Bhw3DxxRfbERJRzElNTZWy3IqKCkyZMgVPPvkkateu7eiy9Z53ovGi6MT2DtayRNM0aJqGatWq+X2mx7Fjx1CzZs2I/e737NnTWKBRrEOHDoa6TRLJd7tyMFdyWqQ+/Mm6BQsWGO77tqKiwq/bAxFEXqNTU1PRtGlT1Khhyy2PaU4lCexejgrJDqMJwz179mDu3LkxPV5BqGPMjvrxSy+9hGnTpgkv12lZWVlo1KiR7DAAhN5O//jHP3Drrbc6siyVmO3PXMT5y8j6uf3223VPa+TN5dLSUixbtgw5OTlo0aJFyOnsPl9beTtSNtXHZdPDDccqhWdLn/NGDvzMzEzvP3aDQyROpMEG7bJr1y6MHj0aU6ZMkbJ8txFRUVq2bJn3VV07L8y9e/eu8tnEiRP9XsM0ol27drr6n16zZo2p8sOtCxHr6dChQ/juu+9MzduwYUNT8/n2kWhnsjLU4K5GB32lSuH6WM7NzQ36irvdlWzPWzEUWzZs2AAg+LVHZh+sVgU7XoqKivDII49g3LhxEiIKTsbN85AhQxAfH29L2XqTvMePH9dd5h/+8AdLMUXSp08fpR8ouZXvOcV3fezfv1/XPCpYsGBByMGO8/LyHI4mtHAtsEV0MWbXteDQoUNYunSpLWXL5rsvy9qvNU0T0qVrUlJS2L+rdtyK4OTxzesFhSK95bwblZeXIzU1FcnJyUhJSUFycjJ+++0374WyefPm+OCDD2yNobS0FGvXrsWaNWuQmpqK3Nxc1K1bF5deeilatmyJVq1amRpoUmS5KqwnMsfKRcPzkE1vn+tkTLBz65EjRyREUinYoDyizv9690NN06S01njppZdsHdRUltzc3JBvK5gdNNe3/99YrJS+8MILIV+Z9rxq77RQN8hWjl8z29bs/mAkTtn7nMg6sWr1a6PrNtz0Ive9pKQk/Pvf/wYATJo0CR06dDBdthme7xLq+zq5HUUnos3Q+zBQ0zTl3nIAKgfwmzBhAtatW+f3uWrHYzj5+fk4cOBA2GmsnCvNrAvV1p+IwZIDyb7+mPHUU095fxYZf9++fYWVReeIPo4i3VO5cZ8G1DvfEAVSr/ajuI0bN+Ljjz+W+upLWloaRowYUaVf0JycHOTk5GDfvn2YM2cOunfvbqiljMhyVVhP0ai8vByFhYVV+m40w60X1nBkd2tjR9cyqm8no/0T22H16tXo0aNH2GkiDR5sRkVFhel5Vd6uIgZeChTsIQ5VKikpCfp5pOSeXVTaN0UkcuPj44O+9UNqbWsrgg1QP3/+fL/f3TQAo5uZTX6EanXta926dbjiiiukjGc2evRoAPZcH0PZtGlTlW4wrCSX3nrrLeWTbrKXL1I0JgKjafuoRk/f8qJF0/bMzMz0/hzq2FPlmHTTeldlncUKW7q1iWYFBQVSE85ZWVno27evNyEWFxeH5s2b495778Vtt93mHQQmNzcXQ4YMwc6dO6WUK3s9RauRI0fi7rvvtn05brpo+NJ7ATl48KDhPkr1eOSRR4SXGQs8rxKa3SZu7P/cN7Fvd8Vn+/btWLx4sa3LMMKt5xenxUqF2InvOXPmTNuX4RRR60tUOUb6xbXLyJEjq3xm51tNssb0McPJ84iVZUVq0Q0Ab7zxBh5//HHTy4hEtTdcFixYICCSc8J1r+a07OxsAM4+7HCakbqOjOs962LOcGI9R9p/rMTg2+uBE4J9Fz3Hh5U3xPbt24ddu3aZnt8ou/aJWLlviGZsOW9SgwYNcM0113j/bd++HQkJCbYvd8SIEd5EVOPGjdG3b1+/vhlPnz6N4cOHY+fOnSgrK8OHH36Ir776KmJLa7vKlbWeopXZvrdVlpOTY7r/bbOGDx+On3/+GRMnTnR0ucE4WeEpKirSNZ2Z8T/69euHY8eOmVqnnoFm9dycixYLDxG7desmOwRyiIiKuciuRey8URBxc+PG5ERgf8JOd0MRqH379o4uM9j3XbhwIRYuXOj3mdG3dYysx1Bvu4hejpmyv//+ezz88MO2lB2JlUYPL730kvfnwH0kLy/PO3C86PHJ7r//flxwwQW6pze6/QLfsFPlnOPkgLDBeB4UWK2DMRllnZHErp79w8g+VFRUhI8++ihkV4pW6Nk37KhHHDx40NAYG5EYefPXjuP6scceQ+fOnfHqq6+aLsNpRruTe/bZZ3WVW1hYiPz8fFxyySURp/Wc+1V6KErqY8t5g2655RZMnDgR3377Ld577z107NgR8fHxhip2Zm3ZsgWJiYkAgBo1aqBfv35VBk2qX78++vbtiyZNmgCorND69vXrVLky1xMBn376qbevVTOcvHno1auXY8vytW/fPinLDXTixAnHlqV3gCcziYdFixbpflNHJVaSLFatWrVK2rLN8K1gqn5DvGjRItkhxLSuXbsCsLc/eTuvUytXrrStbKt8X90GxA7+Luq4tvO8anYQ7kii4UHt0aNH8fHHH2PUqFFSlq93HCmj+9mZM2fMhKNLdna235sQoh5Oeq6XKp9LglHl4YFHfHw8pk6dKjuMmGb3m0Iy32yz4y3q//3vf36/6xlvI9x5R2SLbrPnN0/jKc/5wenzhCpvDL700kt44IEHdE1bWFgI4Ny9XqSuUHNzcy3X51Q7f5NxTM4b1LBhQyl9HQL+rze2atUKV111VdDpatWqhWeeecb7++LFi8O2NLGjXJnridz1Cn+wvmLN4kVJDU4nbs1u923btknbZzRNw4QJE4SVl5WVJaysUNtPRn+YKrDj5k2PpKQkAOfeLInk7bffxuTJky0vt6SkBF988YXlcuym+gMiX3bGOmXKFNvKNuvOO+8M+vmePXvw3HPP+X3m1DnYdzlxcXHIysrye5tM5sDqoWzatMnQgw7Pzb/VBw1DhgzRPW2oga7Nblc985WWlgb9PPDBlR1k1zOtnEt857XjnGTXeW769OlVPpOxHdx0zTEi0veS8VarU0KdS4zwdM0Zyscffwyg6j6rdx82MrbX9u3bdU9rherdUdn1gHrv3r26pw08riK1zm/durXhNxGtirTvkvOYnHeJwsJCv1aprVu3Djv9nXfeidq1awOoPPD27NnjaLlkD9k3BaqLxvUTrTcDetj53RMTE/Hiiy9i7ty5pstQaX9zuqK8Y8cOR5cn0/Dhw6Us13N9Xb16ta7pV65ciaNHjwpZ9qRJk0zNJ/qYEDEgLDkv1HbbtGmTw5EEp2ka2rRpU6WFo1PLBvTvv8Eevqxbt87W2K303StCpHXzr3/9K+jn7733XsSyly9fjmPHjpmKKxLVzkk5OTmIj4/XfQ2RKXDdRVqXS5YsAWAscek0PfvDp59+6kAk56i2j0YDu/fBatXOpes0TcNvv/1m6/L0ENkgKJBqY3+YlZyc7Pe770OuUHUkO8fK8eV5gG/kQTw5g8l5l0hKSvI+3a1VqxauueaasNOfd955uO6667y/h3olyq5yyb0ivXYlWrAWXmYf+qgwMJ1sKiSMRcWgt5x58+YZLtvTh6OdLe1SUlJC9vce2IrTbUJtm8DKqF1EvnFDJJusc4DRc/Unn3xi+sGNHp5+4vfv32/bMnx5+u9funSprd8rGL3bPNhr7v3798fatWtDzuNUFz3BHrY4sS+H6uZGz0Nqq2MNBR4znnsoI8eSU/U0T7eJnu2k57rZtm1bnD171ta4RPCsQ894aSoLt72//fZbByOxTs++a1frbaPnFtXq1mbj8U3O//jjj3jssccMl2m0L3q7152maVH/9sv48eMdW1YkZ8+exaxZs7zr3JPrMTKeATmDyXmX8O2v7Morr0T16tUjzvOnP/3J+3OovqbtKpfkyMvLQ//+/XW9phfsVaaysjLcdtttjrZECdbS8/nnn3ds+SSf1QqarDd4IvWDO378+JA3Kb4VU1GtnVXQsWNHR5ajwkMoMs/3IbBd27K0tNTww+ZY2q82bNhgeJ5p06Z5uzw6deqU8LqCp2/j7OxsoeVGIqJPa5X2nRUrVnh/tjMZ8dprr5maz66YrL7RZSYuNySygaotXcPtrzLeFvN9sP/000/7tTINt13i4uKwatUqxMfHh3048+uvv4oJ1CYnT540NV+obqUCnTlzJuRDO03TsGTJEmGNs9gaVyzf5LysVvOe84eoc/ett96KH3/8UUhZFNmYMWMwbNgwJbvvI3817Czc7U84VeKbRNfbl7vvSNKhBiOxq1wn2dFqolGjRsLLtEt+fj6qVauGOnXq4Mcff8T8+fN1zde+ffsqlToRfe+R85zsSiJaeG7iZLUa8F3Hv/76K7Zt24abb75ZSiwkhp2DFs6aNcu2skXSe+4QPWBoUVERMjMzccUVV3g/a9mypeP9d5pVWlpqW1cboQS7yQ9VDw+2XZ988knDr2DHwrXFw7MuNU1Deno6Lr74Ym+3kJFEegMpmt8c0jTNtvtBTdP8kr6eNzWsUO3eNVQ8Ruo6Tu9fJSUlfg/IjPZx7hlnK9yDkv/85z/en9PT0/G73/3OYJRq0rsP33PPPWjWrBkGDBhQ5W8rV67EggULEBcXh/vuu090iKRDuGujb3LeLM+DF6PdR3l4Hh5t3brVciweq1ev9nsLIBxVBoSNxGwdp1+/foIj8ecZnFb1sQLIpuS8Z8fv2bOnrpbYHkan912eSq+O2MG3lXODBg10zdOwYUPvz6EGtLOrXCe99dZbwss0002GLHfffTfq1q3rHQ2cgktJSZEdgiluTGaodLMaatDq2bNnAwAWLlzoZDghHTt2TJnkvMzt5+aK44wZM2wre9iwYbaVHQ0GDBiApUuXVnngvGjRorDzqXKu+vXXX9GuXTvZYRhid9+oTg1sZ4bRrlHat2+PFi1a4IsvvtB1TR83bpzZ0JThhrpLnz59HFnON99848hy3CpUPU0P3/3s9ddf1zVP+/btkZCQgKZNm5perhuFGszS81CjoKAAJ06c0N3ISyXBvpsK13ffcf0C6T1Hivgen3zyieUyVDZ69Ghd01kZZ8zXTz/9hMGDB+t+cyVQ4LYPV1d1w7WUxLGt5bymaYZeSzU6vS8VTr52Kyoq8v5cs2ZNXfP4Tuc7vxPlkj1CnaBVeEjiYeYicvz4cVx22WU2RHPOU089ZWv5qti9ezduvfVWqTGoVJFYt26d7BCC0jTN0g2pm4XrxkfvK5cnT57Evffei1mzZuGqq64KO+0vv/yCiooKtGzZ0kiYrrBv3z78+c9/Dvq3vLw81KtXz+GI/Jmtn3n2A70DwiYmJppaDsmn0vVCr6VLlxqeJ3CMJhH3LvHx8ZbLmD9/Pvr3769rWllvms2cOdOxc9myZcuEl+kZ28Bthg4damh6GffjvucPI10c5ubmOpacd9M5bsCAAcp3AaRXeXk5XnvtNSkDf3u88MILlsvwbbhqdl/auHEjAP35AjsHfLXD5MmTHV2ep4GXWenp6SHf4Dly5AiuvPJKw2Xu379fdwOnYF0bG+XmxlQqsy0579QF2k0XPCt8XwGvUUPfZjvvvPO8P4fqZ86ucp308ccf46KLLpIdBlnw8MMPm376LNrSpUuxadMm218xs8uPP/4oPTkf6LXXXtPdqkE0VRPggXGpGqcZBQUFyMvLQ5MmTYL+3cgr6zk5OThz5kyViqon0bVmzZqIyflXX30VgP6+WX2p/vD/2WefDfm93LpP+XbpYbWO56mjcNCr4JyuQ+tdnhvr9sePHw96o/344487FoOZ81WoBw1///vfq3xm5IY+XDdN4eJMSkqqkjSdNm2a7uVaFeltGzP7ptn9+fDhw0hMTMRf/vIXfPDBB+jQoYOpcsyykoAK/M4zZsxAbm4uXnrpJUPzRaLnreFgCclTp05hwoQJhpYlmszzXKhlR6o3yIzZ6PktOzsbBw8exNixY22JJz4+3lu/NKO0tFTXA1YR3dp4tlvguBzz5s3zjhWVnJyM559/HmvWrJHe6G/Tpk3o0aMHVq1apTs/FUjTtJBvi1hltdyMjIyg3QsDwKOPPmrqfuWZZ54J+TffY+fkyZNCxvW5/fbbLZdBVdkyIKxnoDsn/sUK39bqep9U+fYffv755ztarpMuuugiNGrUSOg/sk71pFYovXv3Fvbam1uJ7k5g06ZNQsuLBoE3QAUFBZIiEe/FF19E27ZtDc0TKunzxBNP4NFHHw05X0VFhe6uiUQNdkaVjh8/bku5nr4xjYiUUDDTCiwzM9PwPB7Z2dm2jkEgm8j+8X3rCr79tLtNqAdAJ06c8Pvd6e9mti5mdqBTz/LCdc0TbgyNM2fOVFlnomRkZIT9u551Ffg2np3dO+3btw+dOnUCUNnwYsCAARFjFDF2VHJysuXvFXjdHj58eMguaCMdE+G+s56Brfft21flsw8//NC2pG2gUPF7+sq3o2xR04sma0BTu8yZM8f2Zfgm50VvvwMHDuDrr78GAHTs2BHFxcVC+5U3a9q0aSgqKjJVH/RYsWKF4w0zjh8/jvj4eN3J9ZdffjniNCUlJUHPYWaJSMyTfYS3nOcI3faoVauW92e9A6n5Tuc7vxPlEhkl4vXsaCT6Rr64uDjiQ7Xu3bubLr+srMxw5dFsEiCSZcuWSe3KxK7kZTAqJbP279/v93uk7Xvy5Ek88MADGDRoEK699lq/v0VKEKxYsUJ3C5bJkyejS5cuuqb1ELleMzIycOmllworT7Znn3024jR27pe+ZduRzHvwwQdNz3v//fejVq1a3kSe7IRIKGbjitS62CqVzmeieb6bjH3CSlcFTm4Tu+oECxYssFxG4EM3o4OnTpo0CXXq1LEcRyg9e/bE0KFDIw54Gu6cmZGRgc6dO1uKQ+Sb1VaPlWAJMDMP67ds2YKMjAzdLUYjxS0y4WbU/Pnz8eSTTzq+XNGDwYeTnp4OANi2bZtjyzRLZh1hzJgxEevGsq7J27ZtQ0FBARo3bmx4Xrse8voKfDjjefgU+IDjs88+Czq/niR+fn4+nn32WWzatCnkWwRmex9QtW4ay4Qn52+44QbRRRLg19ei3oqgb1Kjbt26jpZL9ojmG1YVqNgNhOht/t133+H5558XWqavSK8sB2NXy4Z169ZJTc6HSzAEbleVKkiiYxk+fHjYv3tacezatatKcj4Uz421kTcOduzYIfUc2rZtW/Tt21d4uWlpabjkkkuElxtJsOPWyS4fVBfNY/J8+eWXskOwROb5Vk+rxHDjchjl21pIoFHXAAAgAElEQVQ83OCEKonWcwJQ2fezp/9nMyK90bN3796Q3SX4itTi3JPYpHM8A7MbTYSdOnUq6Od2P+QMxvc+x8zbESreJ4USqVs7PV0iiSTiuhlN50Y91+G33noLgLqDpI8YMULXdFOmTLG8rD179uDGG28M+rfFixeHndezrlNTU/26jYu0P82aNQu//PKLwUjJCtv6nCexfFtA6H3V+uTJk0Hnd6JcItEVCCP9VJv11VdfmZ5XZoUpsKVyOHa3Wtm5cycaNGhgaJ5wr2G7JZlgVTRVuAOFe4XS7Pf2dIugdwBZoDIZEa47BbOMJPqMHKt6dejQAffcc4/wcs1IS0sL2Y+vb91BL7PdPb3++uum5rMiJycHdevW9RuXh/wFO959P7Mzaa5K//pr166NOK/IboNEfW8nB10W0ceyGWvWrDE9r6Zptj/0OX78uPS+oD0+//xzx5Zlx1uIeo+LuLg4y8fQ22+/HfRzEQMqGt3nfJOEZt4e+Pnnnw3Po6oePXqYnjfcAxoz5++kpKSQf9NzPozmewiVBR7DZsbp0HschsvT/fTTT7rK6NmzJyZOnKhrWuDcA0lyjpzaDxnmmwQ/cuSIrifXBw8e9P78+9//3tFyidxIz82niv2nr1y5UnYIlvzwww9BP9+7dy9eeOEF0+VavVGeOnWqpfnDiZaKdKgWYXr9+OOPpuYz22einsSYGzmZOAsnNzc3ZD++Zh4MBvbv7MtqP8Si3XvvvXjnnXccX64Vqp2HDh06BEC9uMzYvHmz3+8qfCcr10Qnx1AwOwCgEwITJE5u12CJeT3L/+GHH4Qkgn198803VT5z4o2Ubdu2uW78GKNdHxlhdJ37NmgId31Vkew3TH2PNT19hYsS7ntXVFToOgcYPf5VWtduZCT+UGNx2EVmd1oUGZPzLnH99dd7W2MVFRUhOTk57PSlpaV+LfT++te/OlouxQYnW86owmoyUjS33KSYSZZZvaGxMqAjAIwaNcrS/LIrt0647777LM0/a9YsvwGfVHz4RZVCtYi3KpqOk9WrVwf93O7v6PYb2WjghoEZo+lYM0PEcWLnQ3uRAsdxsuv87Uvv/rVr1y7DZWdlZWHfvn148cUXTbVONcvKPuN0tylGuamLGll8t/+8efPCTmtl8FK9MQQeYxUVFfj2228jlmHkjZtt27ZVWU6wY9vOh05uIeIYCjUmQuAbQ6Ku3yLGXiH7MDnvErVr18bf/vY37+/Lly8PO/2GDRu8F4m6deuiefPmjpZL9rCabBRNVssZUSZMmIBp06bJDiOsSOtTRp+VkQSrsL3++ut+fd/qwRsH/UQm50R2qRBJSkoKunXrBgDYvn07Pvnkk6DT2TVAYCRuOp/ZLVSLeDNU6ZohWojq69/u/T3Y4M3B3oLhcWeOmfXGBzvWRLpvAuzdn/Py8nRNZ6ZbMbuYeQjfrVs379sbKn0XPVS63vnui04f+5MnT3Z0eUYlJiYiPj7er49634dxwcZh8K0v27U+V6xYYenvRgV7CBHsu4XrklQFbqlHBFu3p0+fjtjCPdT9UiTB6mGkDibnXeTBBx/0/rxs2bKQfe0WFRX5JRzbtGmD6tWrO14uuU+wC1laWpqULgKcMHbsWL+Lm8wLebNmzUzNF/iqucqVEaPdWnhGvY9GtWvXlh1CSIcPH5ay3JSUlJB/C3wQ6NaEklvjNivU+WjQoEHen8M9hIuW9WX39zDzBtXhw4erzGd3nOvXr6/yWdeuXat8Fi3bXQSR1/RgY15Ea/1OlPj4+JB9hgPy36bUO96IE8eU3n6Pw43vFGp/FzlIcrjlkH1Gjx5taX679+EhQ4YA8O/6x/dBkqzuQHwb5jlxHEcaG4Yis7q+9DSGMdK4kOc792ByXgHLli3Dww8/7P0Xyq233oq//OUvACr7Dhs4cGCV5NWZM2cwZMgQ76sw9erVw6OPPhp2+XaVS9GhQ4cOUgbXs5tbKhpuiZOqClcZ0vPKqCxbt26VHUIVgYl7ldYXGefbMu3EiRN+f3Ny2waeX0UsW6VWkpGo0PLN7KC/bifjHGamO5FocezYMYwbN87UvOHG9WEdzbpoWIcqfAejbz0GOwep8D1kOXDgQNi/79ixI2IZbrr+hyO7jm1H3cyq3bt3O7asUGOxiabCeiV/6o64o7D+/ftXaSmRk5Pj/TklJSVoMvP999/HxRdfbGnZPXr0wFtvvYVTp04hMzMT3bt3R/PmzXHppZfizJkz2LFjB4qLiwEA1atXR69evVC3bl0p5cpcT0R2kd1KyipeiCkS0fuIiJaZofryNmr79u1CynEDlW+yfWMLjNNT1wj2t0gyMjLQpEkTa8FZtHHjxiqfueW6EaovZ5X3JaqkyjZSdV+PlHjTK9R6/vLLL0N2McN6V3jt2rVzfJlWj5eDBw/6/X7y5Ek0btzYUplm+D7oNlpPClwHnpbjsnjiCXW8uOE4uvvuu4WVZdc5fefOnWH/rnc965nul19+0VVWJC+++KKQcswqKiryO9bcxg3HDlVict6EtLS0sH1/FxUVBe0WwOhI2cE0atQIgwcPxogRI3Do0CFUVFQEbQlTv359dO/e3a8/eafLlbmeSB5ZN4gi9hs9Fy+rg4RSePPnzxdanioJCxLLbEXTrgG7YsXp06fRqlUry4MLBm6/06dPY8CAAVizZg2uv/567+dGj9/OnTsrOQ6H3cye5wLnC9b/O9kjOTkZZ8+eRdu2bYWU9+qrr6JPnz5CyrJCxJsQbk0kuGWwWDtYqWv5Jr2mTJkSdJqKigqhb/pYGcOrpKQETz75pLBYrIimc/att94KoLJHgQYNGkiOxriioiLblxHs3Gj0fLl06VIhy9Xzt7S0NMPLKi0tFXKsi7yObNiwATVr1hRWni/ep5IvJudd6Pe//z1GjBiBtWvXYvXq1UhNTUVubi7q1q2LSy+9FC1btkTr1q1Rv359JcolcsLtt98uOwRLjFYiovVi3r9/f6nLF3nzZ6QvbavbU8X9YcOGDbjkkktsKVvv97XaakfF9RqMb2tzUZ588skqr2h7HqgHGww8GM/6GzJkCBYvXuz9PPB898Ybb3hfGU5KSjIds9sGCqTYEXguGT9+PAAIS87/+uuvEadxS9LbLefdaBE4dpFMnu5Tg/niiy8AVH0A5PQAh1YS+6L5HtPhul/y8O36Ru8YAU7LzMxUJjnvey6KdP5ctmyZ3eE4cm4M1tjNyXNy+/btlWulnpiYqLveC9i7vlJTUw2/JRNq3+W1Vj1MzpswceJEoeW1bt0arVu3NjTPeeedh3vuuUf3QEAyyhW9noiiWSxcIN3wHUX2tx5qcO1gVFo3emN55513wv5dhbEqXn31VdkhOCI3N1d4mYGv7QPnWkGtXbvWUFlz5szx+z09Pd3v99TUVIPRqcstCVDA3lg/++wzJc4BbnHy5EkcOXIE8fHxti0jXOJTFDft/2aYuVb7dulpxr/+9S9L8wPht0vguB+q8lwnAhtRqNLP94ABA9CiRQu0adNGyvK3bdsWcZpoamkf7Yyca6zeQ/h2yZWdnV3lfBGsfLvO9aol5gFg8+bNtpWtd9utXr0an3zyiVIPB0k8DghLRLpY7caAxFu/fr2SlRgyTpWExpYtW3Q/VHCilZBsqmyXaKNK90J6bkCNivTQKlZMmTLFdNLMjoeVocrct2+fEsd5586d8fLLL1dJxIpMqLvlIZgK20MvPftqVlaWpWUcPXrU1Hy+se3Zs8dSDEaWZTeVGjP4mjdvHvr27evoMt10rLhFqP3L6cHLPQPQHjp0KOx0IvYBz1spTlP1WA5UUlIiOwQsXrxYeGLezocOZA6T80Sky6RJkyJOU15e7r0ZF1lhDDb+QawIV3Hp3r274YcmbqkIkRwvv/yyK443PQ+lnNrXrSzHzgo/j3VyKyf3XTN94gajp1uZcDIyMgBUTcSa6R+YqorF86GKraQ93ZeRGLGUnI+l7xrK2bNnLZcR7FxopkvPkpIS9O7d2/SbQRs2bEDLli1Nzeu0lJQU28p24trEY8c92K0NuV6fPn1Qo0bkXXnMmDEORBPbhg0bVqX7AhG+++474WXGqoqKCtkhxIRIXROI7l4gFhMPkSxYsMCR5VgZp6Bnz54CI7Gf0/sZ92t7cf2KE9hVU6xiEkAdvv2Lq6Jz586yQyByrd9++82WciN16RnsvP7II4+gtLQU9erVM73cYP3bRwPWrcgstpwnImHWrFkjO4Solp+f79cvoBkcMFENGzZs8PudFTnxTp065chy3nzzTd3Tzps3z+93u260VKEnURdu3w/3NxFJQE/LUlX6LDaL5w/5mJSmWBFssPtY79ZGxZiIggl2rQp8uKznehapYcqpU6cMjb1FRGw5T1Fg6NChaNSokewwyEYbN24UXqbowW2cqJi3atXKe1MUqluPSBWh9evXo3v37sJjI/scPXoUl19+uewwYpLVh2GBiouLhZbnNDvOc1u2bDE1dobIZOjOnTtx5513CiuPjJkwYQKee+45KcuOpqRa+/btZYcghMoPOqJpfzHrhRdekLLcoqIiAFUHGCcSydPFmFvYcb6cOXOm3++5ubnYv3+/oTIee+wxnDlzRmRYrqHaNeynn36SHQLpxJbzRKRbWVkZ5s6d6/hy3d6qURTf1kpTp04NOs2BAwfC9umZlZWF9evXC49NDzfc1OqtUG3ZskXocj/55JOQf/O0AI/W1z9VtmjRItkhRL2kpCTZIZBkY8eO9atb2HGtUO1mOVpF+3oO1mpclkjHiV11LrsHlyX9ov3tO19O3UMkJiY6shxZ1q5da2q+UMd9YWFh0M9jNTEPGNtXndivrXS/Sc5icp6IdJszZw4GDRrk99knn3yCadOmSYqIghE9mjtV5eTbB56KW0JCgmPLJPfbunUrcnNzhZZp5iZiyZIlppd34sQJobHEIrfclKWmptpavuz9xWz3TSSGqHWs0rg9e/fulR2C17Bhw2SHEJOisb4f6m3pkpIShyOJToGDjlvFRixE4rBbGyLSJS4uDgUFBVU+9yTmn3nmGadDEi7aW3yROFb3FSOJghUrViA/P9/7SrddOB5BdOnduzeaN2+OyZMnCyvTTILriy++ML28cInlULHEYqIz3Hdu2bKlg5GEFimJ5PaB3+Pi4lBYWIiKigpccMEFuuebOnWq4e4CVCaiHsW6mD4qdZPGrmb87du3T3YIrvX555/j//7v/2SHQQFkvDlvhczrSLiGJUThsOU8EdkiFhMkFDucTM5PnToVr7/+uqXl6TFkyBDbl0HOOn78uNDyjL4lZed1INQxOHv2bNuWSeZt2rRJdgi2e+ihh/CPf/zD0DyjRo1iy0MXk5kg50MMdT377LOyQ3C1s2fPSlu2b71FtXtZTzeXvnbu3OlInCq9qaNHqO52nLBw4ULd06q2j5FcQlvOf/rppyKL0y0uLs6RxAUREbmLXZWeatWcf7Zt9yu9Kr2uHyvcllxRqX/bUOtu5cqVhsuK1bdGtm/frms6q+fRp556ytC+bsd5Oysry9ZlxcXFefvYHT58uJAyY5Ud2z8WEyCx+J2JZHGiPie6S5podvr0adkhEBkmNDm/fPlyx280NU1jcp5IEW5LNEUrbgfzVF534QaE5WCxcmzevNnS/EyeiGemhfbgwYPRvn17G6JxRkZGhqn5xo0bJzgSf2+//TbGjBmDlJQUW5ejx5dffhn0czuOwRkzZggvkyiQyvUVIitYN6JYwX2dfEnt1kbTNL9/oqcnIrFGjx4tOwRysWhqme1ktzZ6dO3a1fS80do3ohOJi1deecX2ZbhZXFwc62sOUPXh3ObNm1FeXi47DHKQqgnjXr16yQ6Bohivc2IFu19QaYyFYGTuA7zOVjVz5kzZIRAZJjw5H5hAD/cPqKzEef5Fmt53Ws+yiIjIn6rnxueff152CMLISM6Hmyc3N9d0LG7rR5KI9Ik0CKteTidcd+7c6diyli9fLqQcVZPSTuN6ICKrgtV3p0+f7siyV61aZWo+mee+aGr8JIrqD3M8ZPaNT+oR2q3NhAkTdE+blJSEcePGoaCgAJqmoX79+rjrrrtw7bXX4vLLL0edOnUAVA4IcvToURw4cADr1q3D6dOnERcXh7p16+LFF19Es2bNRH4FIgohFm64YuE7yiRzgCfRVEvOW7F37158+umnuOyyy2wpn4icN336dGVb1EfiZCvAlStXonnz5pbLiXRNUPWhuRH5+fmGps/Ly0NeXh6aNm1qaD7WxfSJhX2OyMOp69nx48e9Pxs5htjHOZlRVFQkOwRSiNDkfOPGjXVNt2nTJnz22WcoKytDzZo18cwzz+Dhhx9G9erVg05/7bXX4p///Ce6du2KhIQETJ8+HQUFBfjss8/w9ttvo2XLliK/BpErzZs3T+ryy8rK/AZcmz9/Prp16yYxovAiVbjy8vIcikQ83tieY1dl3uo69q3862XXoJVTpkxBeXk5zj//fFvKJ3mys7PxyCOP4KabbkK/fv1khyMUz3PhjRw5UnYI5CMaEqXPPvusoek7deqE1NRUbNmyxaaIYhuT8xStDh8+LDsEw8aPHy9t2awPEUUHx/ucP3r0KEaMGIHS0lLUqlULAwcORPv27UMm5n1Vr14dHTp0wMCBA1GrVi2UlZVhxIgRSEtLcyByIrUNGDBA6vIDB5bLysrCRx99JCmayHyTtp5Wetu3b/d+psIAdoBaLazdyK6EttV1vH79esPzpKenW1pmJKzcR6fU1FTMnTtXyrI1TTP1IEqWM2fOCC2vZcuWTEzGCF53q0pNTTU1H7toIIptQ4YMkR2Cq7DPeaLo4Hhyfvr06SgpKUFcXBw6deqE66+/3nAZ119/PZ577jkAlQk2p/ogI1Kd1X7LrCTngrVykJUQMspTqfF9ZVvlVv+RJCQkyA4h6slIHjD5Q26zePFi28q243j473//K7S80tJSzJgxQ2iZpKZZs2ZFnOa9995zIBK5duzYYbkMN7+56CS2nKdYwgYkoX3xxReyQyCTjh49KjsEUoijyfmCggJs2rQJAFCnTh3cd999psu6//77UadOHWiahl9//RUFBQWiwiRyrYkTJ8oOgRTgppaqdrOrMm+0710R7LrR5g2POWwRHVl2drbsEAyx600bUtuePXscWc7ChQsdWY5Mvm8gkr30PBAicgNVG3O55QFXcnKy7BCISABHk/NJSUkoLS1FXFwcrr32WtSoYb7L+xo1auC6664DUNl6fu/evaLCJFJefHy88NfvyRqrFTiRLcWYbCUz3HITopfdx8Hu3bttLZ+IiCiUnJycsH+Ptms6Ra9BgwbJDoGISDqhA8JG4tuC6sILL7RcXr169YKWTbGlT58+uh70jBkzxoFonHPs2DEhx5HHihUr0KJFC9PzHzp0SFgssUjk2Bm8ISMj+DCHYtGiRYv8frfrvFlaWmpLuW6h4vWI5zxn2T1eCpGTVDynxQIZ692pt6qs2rVrl+wQiEgAR1vO+7b0FdHq17elqYwuBoiixYEDB9CzZ09MmTIl5DSRbmbNDvwVSaSWQUQiMWlD5A5Wj9XZs2f7/f7oo49aKi+UdevW2VIukVu0b99edghE5HIykvPFxcWOL5OIYpejLefr168PoPLkmpycjPLyclSvXt1UWWVlZThw4ID3d5EtiMldhg4dikaNGskOw9U8A8nm5uZKjqQq9gFMZC9Py14+mDBGxPriOjdP9Lqz6wFzrOM+XomtbUk07lNy8Jwmh1tasRMRmeVoy/mmTZsCqLyoFRQUYNmyZabLWr58ud8gsJ6yici8pUuXyg5BCt7gkBvYvZ/yOHAe17k8XPf6cV0RqSfScZmSkuJQJET2Yy8JRBTtHE3ON2vWzNvCXdM0TJo0yVTFISUlBZMmTfI+ub7wwgvRrFkzobESxSIOMkskT7hupQAmyKIRtymR83jcUTSINN6a7xvmRG53+vRp2SEQEdnK0eR8tWrV8NBDD0HTNMTFxeHs2bN49913sXDhQl0VZU3TsGDBAvTt2xeFhYXech588EFUq+boVyGSTsUuaMicefPmCS2PiQd3+uyzz2SHQA7j6/HkFrE+sC2RapKTk8P+nXVBe3C9EhGRHRztcx4AHnvsMaxZswbHjh1DXFwcCgsLMW7cOMyYMQN33XUXrrvuOjRt2hR16tQBAJw9exbHjh3D/v37sW7dOuTm5nqT8gBw+eWX4/HHH3f6axBJ17t3b6xcuVJ2GFFBdoJs9+7dUpdP58jeF8LhDSHROVaPBx5PxsyYMUN2CEREREREUcnx5Px5552HgQMHok+fPjhx4gTi4uKgaRpycnIwf/58zJ8/P+S8nhspzzyXXnopBg4ciBo1HP8aRNLl5eUJK0tPkkLlpGU0YwKJPLgvqIXnRLni4+MjthwlcTwDx5M5PH8TRYfy8vIqn3GwUiIiskpKXzCXXHIJPvroI9xyyy3eVvCem1xN04L+A+A3zS233IKPPvoIjRo1kvEViIiIiEiSJk2ayA6BdMjIyJAdghIqKipkh0Axhg+E7FFWVlbls3feeUdCJEREFE2kNTlv2LAh3n//fWzYsAEJCQnYu3dv2Ok9FYxmzZqhXbt2uOOOO5wIk0hpsdDvfFFRkewQXIc3ZERE4fE8aYzZwSVjoZ5CpCKe44iIiNxDen8wd9xxB+644w5kZmZi7969SE5ORm5uLvLz8wEAdevWRYMGDXDNNdegWbNmaNy4seSIidSRnZ1tuQzVW3N16dLF9mWofANjJjaVvw+RUw4fPmxr+ezWxt3s3j+iDce4ISIiIiKyh/TkvEfjxo3RuHFj3H333bJDIXINEa3Kb7vtNvz5z38WEA0R2cnuhy7R9lBn7ty5skNQytmzZ1GnTh3ZYShD5LgtREQUG/hgnoiI7CClz3kiEiPcAMpG7Nu3T0g5JB5vAsgj2pLn5KzPP/9cdghEROQQ1hmIiIjcg8l5IiIBVLoJUikWEofbVS1u2x7R1lKcDy6JiMhp1aoxfUJEROLx6kJEMY9JHnIDtyWDiYh43iKS49ChQ7JDiEq8ZyAiIjso0ed8WVkZ9u3bh8TERGRkZCAvLw+FhYUAgCFDhkiOjojIXpGSF/fffz+uu+46YeURkRp4rJrHdeccrmsiIiIiIvtITc4XFRVh7ty5mD9/Ps6cOeP3N03TQj6ZXr16Nb799lsAQL169TBy5Eg+xSayWUFBgewQYlZ2djY2bNggOwySzO4E2dmzZ20tP9qIqHd4GiIQERERERFRbJLWrc3hw4fxxhtvYPr06Th9+rShpMNtt92GvLw8ZGZm4tChQ9i+fbuNkRKpgfu5faKtVWC0fR9yRkZGhuwQYk5JSYnsEChKdOzYUXYIQfF6REREREQUnpSW86mpqejduzcKCwu9LeQ1TfNW4CO1RqtduzbuvPNOLFu2DACwYcMG3HzzzbbHTWrq06cPatSIvCuPGTPGgWjsc/r06Sqf8Y0RCiY9PV12CGQDJrmIKBRV6wM8bxERERERhed4cr6kpAQDBw7E2bNnvTcSV155Jdq1a4cbbrgBpaWl+M9//hOxnNtvv92bnN+1a5etMRMRycLEhjWqJqzM4L5AdE40HdtERERERBS7HE/Oz5s3D5mZmd6bqocffhgvvPACqlWr7GEnMzNTVzk33HCDt8X9iRMnkJubiwYNGtgWN6lr6NChaNSokewwpJg5c6bsEIjIIUzORx9uU7LD5MmTZYdARBSV+GCYiIjs4Hif8/Pnz/de1Fq0aIFu3bp5E/NG1K5dG40bN/b+npaWJixGolhRVlYmOwSKYOHChbJDIEUwkasW3qCTqkaPHi20vBMnTpiel+ctIoomvPYTEZEdHE3Op6amIjs721tR79Kli6XymjRp4v3Zyo0DUaz6/vvvZYegBFa0o5fRxBD3BdLr008/lR0CkSOKiopkh0BEpAQ+cCQiIjs4mpw/dOgQgMrkxxVXXOGXXDfjggsu8P5cUFBgqSyiWJSbmys7BCJbMdlOVCknJ0d2CORSxcXFskMgIiIiIopajibnz5w54/25adOmlss777zzvD/zxoGIzEpJSZEdAlFEFRUVskMgwZxsgcfzHBERERERkXocTc6XlJR4f/ZNrJt19uxZ78+1a9e2XB5RrGGr4kqzZ8+WHQIRka14vicZ1q9fLzsEIiIiIiKlOZqcv/DCC70/+7aiNysjI8P7c7169SyXR0REpCr2cxp9nEyYa5qG7Oxsx5ZHBLDbSSKKLnzQTUREdnA0Od+wYUMAlTeInv7nzTpz5gzS09O9v4voJoeIiEhVTM5HH6e36f79+x1dHhHPW0RERERE4TmanL/++uu9T5vz8vKwc+dO02UtW7bMW+E///zzcfXVVwuJkUhVdtzgsvUHOa20tNTR5UVTYiiavgsREREREREROZycr1u3Lq655hrv79OmTTOVbMjOzsasWbMQFxeHuLg43HjjjahWzdGvQkREJrRs2VJ2CGGpnAA/fPiw7BBIMD4gJSIiIiIiim2OZ7TbtWvn/Xn//v344osvDM2fk5ODQYMGIT8/35tEad++vdAYiWIFE0NE/srKymSHQGQblR8+UXTiPkdE0YT3TkREZAfHk/N///vf8Yc//AFAZYV96dKl6NWrFxITE8POV1RUhEWLFqF79+44fPiwX6v5Zs2aORE6ERERESmACRJ3YHKeiIiIiCi8GjIW2rt3b/To0QN5eXkAgKSkJPTp0wcNGjTAZZdd5jftmDFjcPToUezbtw9lZWXQNA1xcXHQNA0XX3wx3nzzTRlfgchxdiQiNm7cKLxMN2LygIhk4LknNtxwww3YvXu37DDo/+vSpYvsEIiIiIiIvKR01N6kSRO89957aNCggV+yPScnB0lJSd7pNE3DkiVLsGfPHpSWllZJzL/33nuoX7++jK9AFBX27t0rOwQiopjldHKeD1SUGXcAACAASURBVAPkqFFDSlsYJai4z5WUlMgOgYiilIrnPCIiUp+0UVSvvfZajBo1Crfccov3IuZpGezpssa3pbDnZ03TcOONN2LkyJHe7nGIYgEre/Zh9whEJENhYaFjy4q2a4ibvg+vMURE0YHncyIisoPUpjwNGzbE+++/j5SUFCQkJGDnzp3IyckJOm2dOnXwt7/9DW3btsUNN9zgcKSksj59+uhqlTZmzBgHoiE3kp3kkb38aGZ03XJbUDTLysqSHQIRERERERH5UOI926uvvtrbd3xGRgZOnjyJvLw8lJWV4cILL0SDBg1wxRVXoFo1aQ39iaRj0pCIiKwYNWqU7BCEYetFf6quD9ZdiCiWpKamyg6BiIhcSInkvK8mTZqgSZMmssMgFxk6dCgaNWokOwwiigKqJriIiNyIyXkiiiWhegEgIiIKh03RiSjmnTx5UnYIZBMmhogq8ViQh+ueiIiIiIhCYXKeyCV4c2+f/fv3yw6BbMLjhkLhG1exq6ysTHYIREREREREACR0a/Ppp596f7744ovRsWNHVK9e3XA5Z86cwaRJkwBUdkPw+uuvC4uRiIhiE5P5FK24b5/jdHI+lrvL4n5HRERERBSe48n55cuX+92kHDx4EL1790bNmjUNlVNUVORXFpPzREREREREREREROQW0rq10TQNmqZh27Zt6Nu3L/Lz802XQ0QkG89FauJ2IYpOsdwa3U14DiYiIiIiCs/xlvMenpsqTdOwb98+9O7dGwMGDMBFF10kKyRdysvLkZqaiuTkZKSkpCA5ORm//fab9xXp5s2b44MPPrA1htLSUqxduxZr1qxBamoqcnNzUbduXVx66aVo2bIlWrVqhfr16ytRrl2xxiLe4BLZj8dZ7IjF5C73b3JaQkKC7BCIiIiIiJQmLTkPAA0aNEBOTg7i4uJw5MgR9OzZEwMHDkTTpk1lhhXSxo0b8fHHH6O4uFhaDGlpaRgxYgQOHTrk93lOTg5ycnKwb98+zJkzB927d0d8fLzUcu2Klcxp1aoVli9fLjsMIiIlxGJyPppYedDAhxRERERERKQKKd3aeG6K+vXrh6uvvhqapiEuLg6ZmZno1asXUlJSZIQVUUFBgdTEfFZWFvr27etNdsfFxaF58+a49957cdttt3n77c/NzcWQIUOwc+dOaeXaFSuZ9+GHH8oOQVkVFRVSl89EkTqYsI0dPO6IiIiIiIhINqkt5y+88EIMHTrUm5yNi4vD6dOn8e677+Ldd9/FX//6V5nhhdSgQQNcc8013n/bt2935LXdESNG4NSpUwCAxo0bo2/fvvjDH/7g/fvp06cxfPhw7Ny5E2VlZfjwww/x1VdfoW7duo6Xa1esRHZgko48uC8QERERkRmsRxIRkRnSBoT1qFWrFt5//33cdddd3hb0hYWFGDBgANavXy87PD+33HILJk6ciG+//RbvvfceOnbsiPj4eFxwwQW2L3vLli1ITEwEANSoUQP9+vXzS3YDQP369dG3b180adIEAJCXl4fZs2c7Xq5dsca6EydOyA4harEiTRR7SkpKZIfgKJ7niIiIrIn0hiWvtUREZIb05DxQmcB9++238cADD3gT9KWlpRg+fDgWLVokOzyvhg0bonHjxlKWvWDBAu/PrVq1wlVXXRV0ulq1auGZZ57x/r548WKUl5c7Wq5dsca6zMxM2SEQuQ5vkiiU06dPyw7BcQUFBbJDEIZdUBERERERUTRQIjkPVN5kvfLKK3jqqae8CfqKigqMHTsWM2bMkB2eVIWFhX59srdu3Trs9HfeeSdq164NoLJF+p49exwr165YiUlGIjN43BBRIJ4XiIjIDF4/iIjIDsok5z2efvppvPTSSwAqE/aapmH69OkYN26c5MjkSUpKQmlpKYDK1ubXXHNN2OnPO+88XHfddd7fd+3a5Vi5dsVKRGQGb6KIiIiISIT09HTZIRARURRSLjkPAA899BB69OiB6tWrexP0CxcuxIgRI2Ky2xPfSsCVV16J6tWrR5znT3/6k/fntLQ0x8q1K1ZiktFOItYttw8RqSwWu/EhIiISadOmTWH/zi7XiIjIjBqyAwjl//7v/1CvXj0MHToUxcXF0DQNa9euRV5eHnr37i07PEf5Jrz19nl/ySWXBJ3f7nLtijWcU6dOGZ4nkkaNGgkvk4iIiIiIiNyJjXGIiMgOyibnAeDGG2/E4MGDMXDgQOTl5UHTNOzYsQN9+/bFyy+/LDs8x+Tl5Xl/btCgga55GjZs6P05Pz/fsXLtijWct956y/A8kcybN094maQutpyPXka3C1s8ERERERH9P/buPDyKIv8f+HsyuQlJSEISSLiPkBCOcB/hCveNSAxXOBQQuZeAQISA3EJAFBblElZBWEERWZBVLokoYFy/uuqiCCugoKhcchOY3x/8ZnYymaOPqq7umc/reXieIdNd9Zk+qqurq6sIIYRoRZfD2tirWbMmFi9ejOjoaNsQN6dOncK8efNEh6aZO3fu2D4HBgZKWsd+Ofv1eafLK1airtFw69atDCPxPlo0rFsnPib6Rg9ZCPF+dJ4TQghRgq4fhBBCeNB1z3mrxMRELFmyBHl5ebZhT65cuWJrrPd29+7ds33295e2ywICAmyf7969q1m6vGJ1Z9myZYiKipK9ntFcuHBB8bqeJuYl6nkqi3r37o1t27YpWpcQQgg7VOYSQghRgq4fhBBCeBDSOK+kB3BMTAyWLFmCOXPm4Pvvv/epoQfse5YXFRVJWuf+/fu2z0FBQZqlyytWd6KionxijPjDhw+LDkFTN2/eRKlSpTTJS4uKdq1atbjnQdSjmy5CCCGEEOKML7VBEEII0Y6QYW2UNn6EhYVhwYIFSEtLg8Vi8ZlGlODgYNtn+57p7tgvZ78+73R5xUp8z2effSY6BFl8pTwihBBCCCGElET3A4QQQpTQvOf8+vXrbZ+jo6Nlrx8UFIS8vDxs2bIFly9fZhmabpUuXdr2+erVq5LWuXLliu1zWFiYZunyipX4nlOnTqFt27aiwyCEEEIIIYQQanwnhBDCheaN87GxsarTMJvNGDJkCINojCExMdH2+dKlS5LW+e2335yuzztdXrESondUWfcOtB8JIYQQQgghhBCiFSHD2hB57Busz549iwcPHnhc5/Tp07bPFSpU0CxdXrESwhM1yHov2reEEEIIIYQQQgjRK2qcN4Dk5GQEBAQAAO7cuYNTp065Xf7+/fv47rvvbP+vW7euZunyipUQnlg04J45c4ZBJIQQQoh8NEkhIYSIR51CCCGEKEGN8wYQEhKCevXq2f5/4MABt8t/8sknuH37NoBHY7inpqZqli6vWAnhyXoMqvHTTz+5/b5+/fqq8yDy0U0SIYQQQgghhBDCF3VYVI4a5w2iW7duts/79+/H2bNnnS53584dbNmyxfb/Ll26wGw2a5our1gJMbLExESsWrVKdBiEEOLzioqKRIdACCGEEEKIV7l3757oEAyL6YSwzz33XIm/LViwwOMyLDjmYxT79+/HSy+9ZPv/7t27nS7XuHFj1K5dG9988w2Kioowd+5czJo1C5UrV7Ytc/36dSxduhQXL14EAJQuXRqPP/642/x5pMsrVkIIkYt6zhNCHG3cuFF0CIQQQgyI6pWEEEJ4YNo4/+9//9s25qXFYnE6/qX9Miy4yoeXOXPm4PLly8X+duXKFdvnH374ARMmTCix3uzZsxEdHa0q7ylTpiAnJweXL1/GpUuXMHHiRKSmpiIuLg7Xr1/H//3f/+Hu3bsAALPZjGnTpiEsLExIurxiJb7DaOPnqqmsU0Xfd4wcORLr1q0THQYhPu3TTz8VHQIhhBAD8lRnN9r9CyGEEH1g2jjvC86fP49Lly65/P7OnTv473//W+LvLF6hjomJwfz585Gfn48zZ87g4cOH+Oqrr0osFxERgYkTJxYb+13rdHnFSohe3b9/X3QIxACSk5NFh0CIz6PxMAkhhChBHWoIIYTwwLxxXsoFiy5qylWoUAH5+fkoKCjARx99hHPnzuHq1asICwtDXFwcmjdvjg4dOiAiIkJ4urxiJUSPNm/eLDoEwkBQUBDX9On6RwghhBDinaieRwjxZVQGKse0cf69995jsoyebdiwgWl6HTp0QIcOHWStExAQgIyMDGRkZDCNhUe6vGIlRG+oJ6Z3KFu2rOgQCCGEEEIIIYQQ4iP8RAdACCGEEEIIIYQQQgghhPgaapwnhBCN0Gte+kaTUhNCCCGEEFeoLk8IIYQHmhCWGF5ubi78/T0fyqtXr9YgGkKInujtJkpv8RBCCCGEEEIIIWrRva5y1HOeEEII+f+oQkGIMRjpXDVSrIQQQlzbvn276BAIIYR4Ieo5Twxv4cKFiImJER0GIYQQQnzI6NGj8eqrr4oOgxBCCCGEEOEuXbqElJQU0WEYEvWcJ4QQ4rWoxyohhJfg4GC0a9dOdBiEEEIIIYQId+fOHdEhGBbTnvNff/01y+RkSU1NFZY3IYRI0bhxY9Eh+BxqnCeE8GIymdC1a1ccOnTI7XJUDhFCiG+g8p4QQogSTBvnc3NzYTKZWCYp2a5du4TkSwiR5+2338bjjz8uOgwhpExcTNwLCQnB7du3JS9PN0mEEF78/KS9gHru3DnOkRBCCCGEGFOfPn3w7rvvig6DMCCqPdgbcBnWxmKxaPqPEGIsmZmZokMgBtS6dWsUFBRwS58qE4QQOaSWGbdu3VKUvtlsVrQeIYQQQohRlClTRnQIhBGpHVdIScy3HDWWE0LciY6ORnx8vOgwhImLixMdgtdTOgmNFo3zdI0kxHvQAz1CCCGEEEIeobqxckzHWBgwYADL5AghXigsLAzly5cXHQYxIKkX++joaM6REEIIIYQQQgghhKhHjfOEEM2FhYV5XIaeuhJHvHud0zFHCCGEEEIIIYTIR8PaKEdbjhAfUrFiRdEhEOLTaFgbQtjYuXOn6BAkP9BT+uAvIiJC0XqEEEIIIYRojTq7KUeN84T4kAkTJogOgYktW7aIDoEYhJzGcBpznhDjOHPmjOgQJFNatmzcuJFxJIQQtZKTk0WHQAghhOgSNc4rR43zhBDDSUpKEh0C0bGYmBhF61HjPCFELinn9MOHDxWlnZCQoGg9Qgg/AQEBokMghBBCdIka55WjxnlCfIi/P9NpJogCs2bNcvr3OnXqYMyYMRpH450GDhyoaD2qTBBCeKCHcoQQQgghxNvR/bRy1DhPiA8JDg4Wmv+cOXOE5q8HzZo1K/E3i8UCk8mEJ598UkBE3se+UqC3YW0IcdSkSRPRIRCFeI85DwCzZ89WvC5Rrnbt2qJDIIQQQgghPoIa5wkhmunRo4foEHSLGob5oB6rRO/q1KkjOgSiY127dhUdgk9asmSJ6BAIIYQQQgyF7r2VEz7Gxe3bt3HixAmcPHkS58+fx40bN3Dr1i1Z43OaTCasW7eOY5SEEK15U2P1wYMHRYfgFUaOHClpOW86dggh+qVFWSN1ODoq99gym82iQyCEGNC9e/dEh0AI8WH+/v4oKioSlj81zisnrHG+qKgIb775Jvbu3Yvbt2/b/q5kZ9INiW/Lzc2VdPO6evVqDaIhpKTw8HDRIRjepEmTkJycLHn57OxsfPTRR7LyMJlMVKEghMgitw7aqlUrFBQUcIqGEEKISH/88YfoEAghPqxs2bK4ePGi6DCIAkIa569du4Y5c+bgzJkztoYQ+5sbKTc61jGaqSGFEEKIKzTmPCFENPuy5cUXX0SjRo0ERkOkoOsBIUQJapsghBCihOaN8w8fPsTSpUtx+vRpAP/rqWg2m1G6dGlcuXLF1vAeExOD27dv4+bNmyUa8UNCQhAWFqZ1+ESHFi5ciJiYGNFhEEIMjhpjCCGEEEIIIYQQoiXNG+ePHDmCr776ytYIEh0djREjRqBJkyb4448/io0pvGHDBgCPxm47efIk9u/fj4KCAjx48AAPHjxA//790bFjR61/AiFEB+rVq4cvv/xSdBhEh5T2WtKicZ56VBHie+i8J4QQQggh3o7qvMr5aZ3hrl27ADzaaREREViyZAlatGgBf39/lw0jgYGBqFu3LiZPnowlS5YgNjYW9+7dw6pVq7Bnzx4twyeEMFC1alWPy1y/ft3t93Xq1GEVDvERnTp1Eh0CIcTLSLkJoRsVQrxLlSpVRIdACCGEEC+iaeP8tWvXcPr0aZhMJphMJmRnZ8sejqRGjRqYP38+IiIiYLFYsH79epw5c4ZTxIQQHuLi4lBYWOh2mc2bN7v9vnz58ixDIjrHolf7888/zyASdaiRjhBCCDG2uLg40SEQQgghJdAwrcalaeP8999/D+BR40RgYCDatGmjKJ34+HgMHjwYwKMx7Ldv384sRkKIvu3duxcA0K9fP8GREKMJCAhw+72eKjODBg0SHQIhxAOpZYaeyhZCCCGEEEKIvmjaOH/58mUAj25SKleujMDAQLfLFxUVufwuIyMDwcHBsFgs+Oyzz3Dnzh2msRJC9Ck2NhYA4Oen+ahc3Dj2pq5bt66gSHybFg1onq57Vk899RTnSAghakktM+iNGeOhByrEHTo+iCtU3hNCCFFC09atGzdu2D5HR0eX+N7fv/j8tPfu3XOZVkBAAGrWrAkAuH//Pr799ltGURJCiPasN3oFBQVYs2aN4Gi8h5ybJN4320uWLEFCQoKkZenmjhDvYR0Co0KFCoIjIYQQQgjRF3rg6T3oHlY5TRvn7XeUs96DISEhxf5/9epVt+lFRkbaPlt75RNCiN5lZ2ejW7duTr8LCQnxOPwKK08++aQm+YhkHU5NCjUVQ1f7015GRobi9Akhxle2bFmu6Tt2ciGEEEJYokZUwgM16LI1ffp0YXnTvlRO08b50NBQ2+fbt2+X+D44OBhms9n2/0uXLrlNz37Ym2vXrjGIkBBC+Js4cSLmzp0rOgyEhYWJDkGxqKgoj8vcvHkTJ06c0CAa6RUR1sv5muzsbO55DB06lHsearVu3Vp0CAT6a6Swr0MTQvjQ23lP9IXqb4QQkegaZVyaNs5bx4oGnDemm0wmlCtXzvZ/Tz0ez549a/tMNySEEELs3b17V5N8hgwZokk+VsOGDdM0Pz1p0KCB6BCY6tq1q+gQiBehRiFCtEHnGiGEEFISXR+V07RxPjExEcCjHXbu3Dmny1StWtX2uaCgwGVa3333HX7++Wfb/52NYU8IKS4mJkZ0CERH6OJZnKeeBk2aNHH69wkTJvAIxyXrfCu+SIveIEbocULnrn7QvvA+5cuXFx0C0Tk67wkhhOiVEe5lSEmaNs7Hx8cjIiICwKNhbc6fP19imaZNm9o+nzt3Dtu3by+xzNWrV/HSSy8VO+iSk5M5REyId6lcubLoEIgXadiwoegQmPL0Btbq1as1ioR4E19+mOLtlN78aDE8E1GHbmyJO3R8EEII0SN6eGxcmjbOA0CdOnVsnz///PMS3zdu3NjWgG+xWLB582bk5uZi586d+Oc//4kNGzZg7Nix+Pnnn2GxWGAymZCamko9ggnRuU2bNokOgTCm1wYmZxPq1q1b1+06DRo0UDU8mpQx8OWgihV/no4JVuLi4jTJh+iX9Xy2NuhNnDgRAODnp3k1nBDCADXOE1eo/kYI8WVUBiqn+V1B8+bNATzaaYcOHSrxfXBwMAYPHmxreLdYLPjmm2+wadMmrF69Gu+99x7+/PNP2/Jms9kQk7cR4utSU1NFh6DYzp07vXJsaH9/f9EhSCbnRjghIaHE8v379/e43pkzZ2RXKKwTc9pPeM6CmopNmTJlGEbinZ5++mlMmjRJdBgIDw9XtB5VfAkhxHuVLVuWex5VqlThnocvouszXzSUMSHu0cNj49K8cb5x48Zo0qQJGjVqhOjoaFy6dKnEMp07d0bPnj1tDfRW9j2PLBYLzGYzxo4dS6+ME+JGjx49RIdgeBUqVCj21o+3SEpKwrRp0/Dxxx+LDoWrzMxMdOzY0e0y//rXvxSlzatXtJqbuw4dOjCMxDuZTCbmD1SUsL6toYce1K7mVCDqPXz4EEDJGyZqxCGEOKOHawIhzohu+BswYIDQ/AkxAm9st/AFml/5g4ODMXPmTOTl5SEvLw+xsbFOlxs5ciSeffZZJCQkwGKx2G5grJ9TUlKwaNEitG/fXsvwCTGUOnXqYM6cOaLD4M7ow0bwbqBx1+iWmZmJ4OBgrvmLYt2uzZs3F34zoaWcnBy33xcWFmoUCfHEeozKLcOoUddYfv75Z03yoeNCe9SLkxiVFr3ziffp16+fsLy7deuG9PR0YfkTYhQ1a9bEsGHDRIdBZNL1mAbp6elIT0/HhQsXcOHCBdy8eRNhYWGoUqUK8/F9iXHl5uZKGp6DJnP0XjVq1MCvv/4KAKhYsSLOnTsnOCL5eDYem0wmvPrqqxg9ejS3PAhbpUuXdvmdp2PFSMMVieSqIdNXt5+rzhLEOKhxnh1nc5c4M3DgQKxcuZJzNMTXaHEu0xB4fHh7Z5Bx48bhrbfeEpK3r9bPCDESqosqZ4h35sqXL49GjRqhTZs2aNiwITXME0JcosmhnWvUqJHoELjav3+/6BCYCgwMFB2CLrG86aXKY3ENGjQQHYLX8/ZGG28xYMAAhIWFYcaMGW6XGzFiBM17RZgJCgoSHQJhQGndIi0tjXEk7MTHx4sOwYbagYgrCQkJokMgRBV6/EgMb+HChdQg64IvNj716NFD8fjhRD+ioqJw+fJlWetUrFgRf/zxB6eIiLdxVT5SAypxp0yZMrhy5QoAYx0rgwcPxubNm0WHoXuvvfYa6tatC4AeWBHnTCYTl3M/ICAAd+/exSuvvOITQ1IS4xg8eDDy8/NFhwGAbeN8eHg4rl+/ziw9ItbQoUOxcOFC0WH4PF9sf2LFED3nCSFEKqU3TLt372YciX4YqQHJ6sGDB7LX2b59Ow4ePMghGnYuXryoST6VKlXSJB8jc1V5pEolcceI5SlAE/5KVaFCBdtnKguIUnv27FG8buPGjWWvk5mZKXsdo5ZlWpP7JqPScoP2h/Zom/umzp07iw6BEKeocZ4QL0aVDukWL14sOgTD4dlwce3aNdnrmM1mmM1mDtGwY+1xS4gaPM69WrVqMU/TW2RnZzv9O11jCfFNnspguZN8q9WiRQtN8/MlvXv3Fh2CV6pWrZrsdeiaS9yRenyEhoZyjsS3UccG5ahxnhDiVSwWi6LK28OHD91+TxVC46HKAVHCV8/1mjVrig7BEOyPD7XHipZlFJWHynXs2NHp32mbEkIcKS0XfK088dW6FnFO78fDiy++qEk+sbGxmuRD9En4mPN37tzByZMncebMGVy9ehW3bt2SPZyByWTChAkTOEVICNE7xwv64MGD8cYbbwiKxncEBASIDkESLSp86enpWLduHfd89Co2NhaXLl0SHYYsWt0It2/fHgUFBZrk5QsqVqyI+/fvazZEFEt6v/k0usceeww7d+5knm5ISAgKCwu9fmJ1XxMWFoYbN26IDkOYZ555Bvv27ZO07MiRI326jqNnoaGhuHXrlmb5sbqOxcTE4IcffmCSlh7VqVMH//73v0WHYRgs6uTh4eEMInGuVKlS3NK2x+LemuZiNC5hjfN//PEHNm/ejKNHj+Lu3buK07H2kqXGeUKIlZ8fvRSkhRo1amiWl94btWrXrq1ZXnrcFrVr16bGeRfKlCmjST5qtGrVSnQIhhEcHMw0vZkzZ2L+/Plulzl27BhMJhN++uknPP744y6X87Wel46ysrKYNs77+vb0Rn5+frY3JfPz8zF69GhF6fC4Dqs53pTEk5CQoDg/ol7Xrl3x/vvv2/6vx7odTyEhIVzSbdWqldsOEV26dLE9lPK1be7tmjVrJmk5pft937596NKli6J1tST3vqNv37545513VOWZk5ODZcuWqUqDCBrWprCwEGPGjMHBgwdx584dqvwSQogAaiulcifJ0hJVuN07duwYs7TatGmDefPmMUvPnZSUFGZp6b3uMXbsWM3yatiwoWZ5sSBy3/n7/69fC4tyJi0tTVKeZrOZJnr2IDIykku6dD3xHvHx8Rg4cKDoMDxq37696BCInYoVKzJPc+rUqczTJEDlypXdfp+enq5NIERzvK/Vanuk5+TkMIrEPRF15LJlywrN31to3jj//fffY+HChbh9+3axsaEtFouif4QQ4lgWiLyRHj58uOx1qCwzLrn7jtW+tq8EOcOzYddxcszExETmvYldYdkLXe/nXUREhGZ56X1b6BWL7WZ/vYqKilKdHlHHWf3BVZ2Czhvjsd9net5/VBboh8ViwebNmxWt666uFhYWpjQkYsfd22Se8LxfNMJbk0bVp08f0SEoEh8fLzoEZtyNUqDna6veaT6szZo1a1BUVASTyQSLxYKAgAC0bt0aaWlpKFeuHEqVKgWz2ax1WIQQA2rRogU++eSTYn8TeUFIS0vD2LFjsXHjRtnrUs88ebTaXt27d8eePXtUp2Pf25aF7du349NPP8WMGTOcfp+RkcE0P3u8XkXmqX379jhw4ICkZY3wqr/eK76NGjVCYWGh6DA0wXLujfT0dLz33nvM0nOUkZGBgwcPckufEF+h9zKYsBUaGip5Wftj46mnnsLixYtlr2dv1apVGDdunMv11AwPLJKaevzhw4fRtm1bAEDnzp3x9ttvM4qKneeffx7t2rUTHQZzNWrUwKlTp4TGkJmZiXfffVfx+l27dpU9jAuLt2e0une1vh0i9Tql5Ld1794du3fvtv2frolsaNpz/qeffsKpU6dsB2aFChWwevVqTJgwAa1atUL16tVRrlw5xMbGyv5HCCnJVxt8lfxuTxcVX92WemXUSgCruMPCwqhXjgy1atWStNyOHTvQunVrztH8z7lz5xStp/fyaMWKFaJD0ITJZJI1Xr/9fmvbti0WLlzIIyyXlixZoml+hGitbt26br+3f2tb0amDVAAAIABJREFUTTmq9zKYBS2vhd7KZDJxf7PwwYMHXNNnzWQy4f3331d1Dtm/daDX87h06dLc0haJZYcEpVztN6n7U8pwgo5YnceTJk1iko47cnvod+jQQVE+5cuXV7QecU3TxvmTJ08C+F/jxLRp06hhnRCimi/cJBH5rNcaOceHnoZI0quEhARUqVJFdBiyONuvzh6UeBqrlLWjR4/a4ujYsSNyc3MlrVe5cmU0atSIWRysH3axflNETxzLBKUTkOfn56NTp07F/hYeHq44LqI9LR8Sa3FD7w087RPWQ1HpBY+YGjduzDS9pKQkpulpRe4x8/PPPxf7v9RrhB6PK6vU1FRmaQUHB6Ns2bLcfq+cdGloIf54zNcgAqtjpVSpUkzSId5J08b5q1evAnhUaFavXt1rTlZCCD9KKm/2DYdqXnuTS88Vax5YNkyobRR1tu311LveGoueYlKqW7duaNmypegwVNPbvli0aBH69u1r+7+78sRsNmP+/PnF/jZkyBBusRFtjB49WnQIhtO7d29uaeuljEhPT8fgwYNFh6E5mgBZLF+p07KefFfp+PR6lpiYaPss5bhw91ZYXFwck5is1JTTq1evZhgJIfrCYqjwdu3aITIyUtY6eqk7GZGmjfP2T469aUIEQgg/1atXl7W8dS4LK/sKpa+rWrWq6BBc6tevH9P03njjDdy5c0d1OqwrGFpWWNydO1LjcDYpqZY37GazGXPmzFGdjrPfq2RfbNq0CUFBQarjcadWrVqK5gzwpSEItK74JyUlYe3atViwYIGqdDxN8stz+AOWb1roSc2aNUWHIAzrRkURXJ0T/v7+GDVqFPP8aF4zZVgMZSG13Ob5wM1RYWEhXnjhBbfLaPWWvzc1aLk7z9S8kcGi/mn/FoBR2qPUTHpL9MXTMVynTh1mebG43pUqVcrpBOUmk8nlb6G3A5TTtHHefsby+/fva5k1IYT4PKVjw02dOpVxJPw9fPiQSTpavCLPy7Bhw1SnIXry14CAANtQH3If1HmiZN+lpqaiSZMmTONwtHnzZs3HBnfcFqx7thnZnj170KVLFzRo0ACdO3dWlZbUYYt44P1QSRT7m0MW5fGNGzfc5iHCiBEjnP49Ojpa40i0pWR/etpXrIbcUjqclSt6HyrO3Vj+3bt31zAS7ak5z8qXL+/ymJR6fLM+1lhYunSp6jRElasiOm2pbazU00ME0ddDvcSghJS4o6KiPD4w9ET0vamzxnwijaalvf1YcxcvXtQya0KIF6pWrRoAfY9vrKdGruTkZEXrJSUl4ZlnnmEcDeHNXSVQbcXNfn1rPuXKlVOVpiuBgYEAPPcMT0lJcfmdnIq8USv9Uki9QVRaVvDWtWtXzfN0LMOVPpxp2LAh9/FtWT2UNLp27dopXreoqEjyslpNjMdyvGfWvHXSQ09Y7xO112STycS1vunuulijRg1u+eqB0obRxMRENG/eXPLyrraxHt56cry2qCljjU7J8aD23LTv4CqaN9eR7Y0bN050CACAFi1aME+zXr16qtMQ/QDAW2naOB8bG4uUlBRYLBacO3cOFy5c0DJ7QoiXGTt2LP7+97+XGAqgYcOGgiIqqXbt2qJDYMJTr+WsrCyu+YuqDBq58hETE6M6DSm91a29ul5//XXV+Tkjdd+Hhoa6/I7l2MVGvjGpX7++Jvnw2kZt2rThkq4ckydPLvG3jRs3qk5X6hAlCQkJTv9OnV60NX78eOHzPOihLJL7RoYeevuz2G6stz2LxnnWxyPPYbakSE5OVvWgePr06UziaNasWYm/Pffccx7XY/U2hB57zutdhw4duKX95ptvckvbFV+YuFbr+2U9XItE4fEmpZHvl/VE89I+OzvbVqF57bXXtM6eeKHc3FyMGTPG4z9iTO4Ke39/f1vveXtRUVGoUKECs3y8heNvlHNzqcUbAHp6qKIHPXv2dPu9p2PW3faUerPnblIvK2slr0yZMpLSFMFxjFOLxeIT57yj4cOHS1pOD41+euXsTS0WY4RKbQj7+9//jpEjR5b4u7PhWKTSSw8xVrQ4focOHSq88VINd28a8bRt2zYh+cohZax7FseYY8Oz2msS60bcmJgYJj0slbJYLHjjjTcU91xPT09nHJF3WLNmjegQuOM5TJR1qEUpXD1M10LTpk0Vr5uZmenyO17XVzkP4qxlgpqHFizvAVhe1/RW/1aynXzx/ooVzRvna9eujcGDB8NiseCzzz7DK6+8ggcPHmgdBiGEEDs8e5lIJeeGQW+VF6nkVFg8TQCldA4B4FED46FDhzwu5643uhJPPfUUAOmTOMrZz3Irg75YeXS1PfU0/JYzaWlpALxzkqnExEQ88cQTkhvIg4ODXW4Hpcc0i/kpRLGWUT169OCel8iGFtZGjx4tOgTdGjx4MPc8QkNDmddjeKRnLXuNSMn22Lp1q7A4tOo5rGSfyt2W7pa3fsfqeHV23VMz6SwR89aMq8nBnSldujQKCwtVPYBw1LBhw2JDSMk5PqUO7xYeHq5qzoNVq1bJWl7UfY4v3l+xImSg5szMTJjNZrz++uvYt28fvvnmG/Tp0wcNGjSgCQSIbAsXLmQyfAMhvkzt631GbSw3ImvvErU91dWMFay04tWvXz9s2LBBcb6smEwmxb/BG4911g9hWGvQoAG++OILmM1m0aG45O/vL2u8cis/Pz88++yzHCIyvm3btqF///5ul/H390dhYSEA4LfffuMaj94m1VVSFuXn5+Ott95iNo4tr5twkTf3WkyEnp2djYKCAtv/HXu9y51LyRuvS1Za/jap4+fziEnrBtHy5ctLHmKYx/nIc782aNAACQkJ+Pnnn7nlIYeI8szZ9p01axbmzZvHNd9evXrhvffek72e6DfRypcvj/DwcFt9wpVVq1aV6Ewh5VhOT0+3PRhbsWIFJk2aJDtGZ0NsEe8ibBbFvn37IiUlBXPnzsX58+excuVKAI8qRKVKlZI9edu6det4hUoIMRBrBah58+Y4f/684Gi8m1aT4emZ3IqSnAq6s5vzNm3a6KL3prMJYY1G743znvIx6nZnQcm+q1q1Ks6cOcMhmkfi4uKENwSoeeikR1LmvLDH4rcb6bxSEmvbtm3Rtm1b9sFIJHUfJSQkyN7/rIg4BpYvX45BgwbZ/p+VlYUVK1bISkNU45bUfar07TYjnZNErP79+2Po0KEAgF27dgmfTHfZsmX44IMPJL2p6o6re42tW7diwIABqtKWy9P5mJeXV6xx3pvqJIDyBvImTZrYPnvqPa/FA2K1qFzmQ9gMI8ePH8fy5ctx8+ZNAP8b//XWrVv47bffcOnSJVn/CCHEXk5ODg4cOCA6DMNcvGJjYwG4rhA4q0iEhIRgzpw5GD9+PNfYnFEzfj5L7dq145Z2UlKS2++Dg4O59qL429/+xi1tqVjtV6Och7xpdZOkx+0tOibR+VsdPXpUdAiaqFixoqL19LKffN3LL7+M6tWr4/Dhw7LWe/jwocdlrNdNpcML8HgI5jhPUkBAAHJzc2WlIef3sJwcnPW2EHEOiphs3Gw2Y+bMmZrnK3X72k986mwdd2/cWu8p3Ll165akOOSYMmWKrOFReKtevbqsee/q1q3r9O+uHryVLVtWVjz2+9GIwwSmpaUxG9/d2Ztw9ttHbkdhOct4KjObN2+OqVOnSs6feA8hjfNbt27FwoUL8euvv9r+ZjKZFP0jhBBnFzyz2ax5BU3vZZK7yoB1jFVnkyhZLBaEhYXh4MGDJb7r0aOHrZeKN1Iz2ZAzLCt7fn5+HscfbN26teT87D377LOSxz/V+3Evl1F+j2OcauYgcGS0nk59+vTxOGeF0X6TO2rmCHE1NAvrsk40+4YlVrzpGAKgeKJNNRzLLVfb1Bob66GE8vLy0KxZMxQWFqr6/c2bN2cY1SMDBw5UvG5gYKCs5fXwBp4WPA1RYbV06VIcO3ZMVtpjx46VtNyKFStcDs/Vp08fWXmqIbc3rv3cQM7qRe7On9TUVDRs2NBt+vfu3ZMVjytGqbNJIfc8dmb9+vUAPF+vjLjd1q1bx+yNKqUP8B1JfTtDTv3BZDKha9euTr/r0qWL5HSI8WjeOP/xxx9j69attgPU2mPeYrEgKCgIUVFRiImJkfyvbNmyNN44IS542zi2Ii9Icioxenra3atXL0yZMsXjcq7Gch40aBDq1KnDOizDaNmyJdP0tL4hXrp0KZ5++mmuefBusJKafuXKld1+73jT4ypduWP96oWUnmreKioqymNDgFTOHkLqjbVRxP4BtNrevHq6UZfbG9AZ0ePXaiEyMlLScq4a5f7xj394LDdFsZbDAQEB+OCDDxSl4WxMX1Y9xlk+DLUaPXq008Zkd/MulC9fHrNmzeI2cWu9evUAAOXKlXO5jNSyQ275ZB2uo2PHjrLWU8LPz0/2tX/48OGSlqtfv76kevgTTzwhK3+57N/OaN++PfLy8iSvq+Ta4mkeQT1dc6QyYm9zb6bmGGJ17+LugYr9UGWsPPbYY5KXdbV9pPx2a5lvNpud/kaLxSLrbQAijaZ3oBaLBRs3bgTwv5uISpUqoW/fvqhfv77qye20dP/+fRQUFODIkSM4d+4crl69irCwMMTFxaF58+Zo3749t167X3/9NQ4fPoxvvvkGV65cwf3791GmTBlUrlwZrVq1Qnp6uqJJ03ikyytWIk2tWrVEh8DU/PnzRYcgSVZWFpYuXSo6DACQVfl25i9/+Yvts7sLr54vymoqb6xvHpzd0KelpeGLL75wunyrVq2KTRonl6tKFUuuetzu27dP0QM163jIhw8fLtZI52lf5OTk4O2335acj6tjNjg4GK+//jqGDBni9Hsj3lA6U6NGDZw6dUp0GExIKX+c7Tdn49CHh4czi4sYG6/rWrly5XDx4kVJy7p7yJCYmKjJBH/uaDG0nadGPlcGDx4se9x2PbGWWe4eoPj7+6N3797cYmjVqhU+/vhjt8chj/PE/iFF/fr1NR1mLyUlBd9++y3zdAMCAnD//v0Sfx83bhw+//xzzdpBTCYTXnjhBdXp1KtXD9988w2AR8OxfPXVV6rT9MRb6l+uaPn7ypUrp6oOOGvWLCxbtszj8ER6vj90pGT7S33r0GgN2UOHDsXixYuRkpKCoqIinDx50uWyR44cUXWvSv5H057zJ0+exG+//WY7OJs1a4YVK1agXbt2hmqYP3/+PKZMmYIXX3wRn3/+OX777Tfcv38fV65cwcmTJ7Fx40aMGzdO8qt0Ut24cQNz587FjBkz8M9//hM//fQTbt68iXv37uHXX3/F8ePHkZ+fjylTpsiaCJNHurxiJUQUpRUmI1UkBw4ciOeff150GLqiRQWqdOnSkpdVcjzxPgZd9VhW+lZbfn6+rRf4jBkzJK8n9yGEu32bkpKCffv2yUqPaIPV8RwYGIi33nqLSVqisOwEouW1yt1YxVLYd+rQooOHdduwuh4ojdlZ72WeDbNS8BjeRQreb4RpQWT9UM6x7OktFKUTwvLuOOCM/aSMrrz66qvYu3cv87xdzQkwbNgwrFy5knl+vE2YMMH2uVKlSrLXZ1V2sBqexNew2P5GuseVwv5tGCnlmrWtiwdruev45pBW29yav7v8rNsoNDRUk5h8gaaN89beSRaLBf7+/hg3bpzhek3//vvvmDlzpu23mEwmpKamomPHjmjSpImtonH16lUsWLAAX375JZN8b9y4galTp+Kzzz6z/S0+Ph5t27ZFp06dULduXdvreD/88ANyc3OLjemvZbq8YiXEiPRUcfE0ierkyZOdjjkvhZ5+p94MHDjQ49jwerZlyxa33/PY99YxtWvUqMEkPWcxeqp4x8TECG348lQ/0vM5xzq2rKwsZGRk2IZYYNFIKiXGf/zjH5LTE9ETSs6DPU+0Op6WLFnisResfSxxcXElvp8+fbrts54m/5NKT73mGjduLDoERfz8St7CRkRE6GrbOnIctoR1OaaHa4KzoYRc4TUcjto8Q0NDDT9MXNWqVbnn4e/vb5uvSk5nDOtwRayGzHRWFuiNlvN78B6qLCMjA/Xr1xcyiTJP2dnZxd6clFLudOvWzW09zFUaUhqzAwMDUVhYiJ49exb7u7UeTLyTpqWZ9bUXk8mEWrVqGfLV4fz8fFy+fBnAo/FdX3rpJSxatAgTJkzArFmz8Nprr9lOmqKiIrzwwgu4ceOG6nxXrlyJn376CcCjk3Xy5MlYt24dcnJyMH78eCxYsACvvvoqkpOTATx6OLBo0SKPBQuPdHnFSnyTlONCzxPZtWvXzuMydOzLv6nUw02oVJMnTzZsAwgAJCUllfib/TFr/5nVOM8NGjRAYWGhx4a3kSNHKkpf6vHjbpxd3rp06aL494ngqlcgC1FRUViyZInLySF5laGsJ6PkzVUjxccff6xxJK5lZGTIaqhwNkmmpx63vK4Poq/VPPLPyclhnqY7juPks3oA2qlTJ02HPpGjcuXK2LRpk+x5oKzlj4ge5jzwGKffHSPVE61GjBjh9vu6detKSicxMRGFhYV47rnnWITl8iGQ9c1JOZPN2o99bxRqhwhdsGABo0iKc3aMuysvWNyLREZGYv369YiMjJR0jvG8brJM2/pAKyEhAQ0aNLB1EpJCblkTHx+PDRs2yFrHmoecjs0sto+rNEwmkyHLWL3TtHHevjFe6fiBIhUWFtrGVvP398esWbNK9DKNiIjAzJkzbTcef/75J9555x1V+Z4+fRqffPKJ7f+TJk1y2uAXFxeHOXPm2PI+ffo0PvroI03T5RUrIe7wHu9UKmcXKXrCbSx6mdxUpIoVK0p6qOTMwoULAUh7KMXC008/LXluDcdt36hRI4/rDBs2DMuXLy/2N60qowEBAYYaukHvlXQjnHtqTZ482enfjfaQwdu5OxbfffddDSPRfgJsx3Ji4sSJktZbtWoVGjRo4PL7tm3bIjExUZflUExMDFJTU4v9zT5OVw+BO3fujGnTpqFTp04u01b6e1mWh1KHqXI2N8KOHTuYxeFKixYtuOchhZRtzvohN6vzQcnx4ilvvVyTpbx91atXL1V5hIeHo7CwUNUEoXLXdbZ9y5Urh8LCQhQWFrrdPzVr1pQdn7fYtWsX1q5dy/ytPMftLbd9QOT5YqThx41O08Z5+4v37du3tcyaiT179tg+t2/f3uVrQ8HBwcUK0H379uHBgweK87Xv8VSlShW0atXK5bKhoaHFXpt87733NE2XV6yEuGPfYyMlJUVgJMrp8YaSpzlz5ui+4XHgwIFo1qyZy++dDbegR3KPrR07dhSbiFUO6+udPHpRs66YSmmU8vf3R+vWrYv9zdfOVW+npuew6GPBvtHJZDKpuoFi+VumTJnCLC1PRO8D1ni+gWJkzZo1c/oWhRXreQFYcnUPaO0BOWrUKJffZ2Zm6mbYjqZNmzr9e6lSpSSt7+wtVy3eCnj55ZfdHjtGYsRRB/TuwIEDokOwcXc9+8tf/oLDhw+rSsOTXr16ISQkBF27dlWchmiZmZmSljPyb/TE03VQapltNWbMGNtnVxPQ6/Haa0SaXu1r165tuwhbx2w3itu3bxcbP97Tqy4tW7a0NRj++eef+PrrrxXn/d1339k+u5p4z559b8BTp07h0qVLmqXLK1ZCpOL1tN8XJoRlzd1vT0tLYzpkB4/tPHnyZLcNuFLGW3RViZFKr5UdV3F5itdkMuGpp56y9bCXwkjnkNSbArVYbBN3D56UsO57Eb20pZwnrraZdfxbo/noo49KlKF6KS/U9sYWec7b520dR9l6ruhl+8olZ3sqfTDrDaQOGcKKdb+waiSyDhcqhbuHQJs2bUJcXFyJMcGlDCum5hxRMqmoPTm/X4SMjAyPyzhObur41sScOXMk5cW6rOJRJktN08hzNjnq0aOHqjqS3EZVufLy8lBQUMA1D96mTZsmaTnHsdxF0rqz18yZM4sN1RQQEOB2eVfHrKtzOCEhQXlwPk7TxvmQkBA0b94cFosFf/zxB/79739rmb0q//nPf3D//n0Aj3rGe5qkLiAgoNg4vV999ZXivK9evWr7LGWCmjJlyhQ7yVzlzSNdXrES76SnRhGj3nTLofVv1EvPeJHjD0u56XZ82yMrK0txTM5ImXhIS8888wz3CatEkXpTIIr9MTtu3DhkZ2c7XU7J3AHWtKUOcaCG47n38OFD7nl60r59e03zK1WqlOQetUZ6wKVmnhbWE2yWKVMGJ06cKNGoprb8Uvq6vBZluZHnR1FrzZo1qhum1q1bJ6wxMTAwUPIY/k899RQAoHr16iW+S01NxZ49e7j30h4+fLjtc+fOnbF582YEBASgT58+xZaTel676tlvT6sh95zp3Lmzx2Xq1q3rdqLUyMhIfPjhh5g9e7akPLWq9/PMh3VHApFq1KiBo0ePcktfTscXrQwbNkx0CD6he/fukpeNjIxEr169bOPsy6m3W891V+d8Tk6OTz/kV0vz9+QGDRpku+lbs2aNbZJYvbNOcAo8erIvZTKGatWq2T6fP39ecd5KLnj265w7d06zdHnFSryTs4km1TJSI4S34znEkDc9TLG/QeWB1YR79lz1lLP2+kpPT+eSlzO+es6r/d1ms9ll44vaRhme++Ts2bP4/fffJS27a9curg8L7I9Nvcx9opReziPHegHvnoKe8BhSJDQ0FH/9619lr/fyyy9LbpTzRu4aLVkICAiQPLGls+tSQEAA0tLSSjQm6uXcsqpcubLt7ZYJEyYIiWH9+vUlJj8NCQnBp59+WmJ8fpZYjyPNg6exqMuUKaOo16+aerOrY1hvx7ZeKHmQ+uqrr6rO1/FNC9GNpIsWLcJjjz0mNAYA2LZtW4n5owC4ncfEntr5I+VQep4+//zzstdxN6wYndtiaN44Hx8fj2nTpsHf3x/nz5/HrFmz8Msvv2gdhmz2jfNSeoQDxQtE+/Xlsq9ISBn25cqVKygqKrL939WDAR7p8orVncuXL+P3339n+o9I4+4mhnWFQM7s5KL48oVs4MCBJYay8vbtofZhpJW7Y5vFQwgtJ/yLiYlBYWGhy2HN1BwTUtYtLCxUnD7LOPTKMXZXx5eWv/Htt98u9n+WvYMTEhJsr9fKOZeU/H69jAutlLs5grTkuJ969uwpu4Ge9/ErZTJpHuLj47m8im8/nqyeSXmjR+SD+5UrV2qep9pjndf24tkIbi0PWHYC0ILU4UzGjh1ra0iUO2kkKy+99FKx/+u5Q4we62RHjhyRvU79+vWd/t3dmwOefvv27dsxf/582bG4Y5+np/yt37du3Ro9evRgGoc7y5YtK/b/6tWrl5g/CkCxuQ8d2f82x+GmvMXo0aNVDamzaNEit9uQyKfdHfv/d+nSJVSoUAGTJk3CK6+8gh9++AFjxoxBy5Yt0bBhQ1SoUAFhYWGyC1qpDeZK/fnnn7bPkZGRktaxn5jrxo0bivOuXr06vvnmGwDA559/jqFDh7pd3rFxwlXePNLlFas7aiZzc2X37t3M0/RGFStWtM0zkJWVhb///e+273JycjB9+nQm+fTo0QNTp051u0ydOnV0OVSWVpXGmTNnMq+AyVG+fHmsWbNGcqOFHivTeuFu2xh9u4mK32QyISgoyDY8ndq0jMp6g+1pbg4lv1HpdlE7zrAnSnr89evXD9u3b2f6YEvUcdOkSRNJy+Xm5qJv3766ewXdbDajZ8+e2LZtm+hQbLSc8FYLTz75JFavXi06DENx1lgp4qGN3q5H1u3Sp08f/O1vf5O8vBzPP/88pkyZgpSUFHz88cey15dq6NChLjuNKdnuiYmJWLFiBSZNmuR2uYCAALRu3Roffvih5DYHFuzv41q2bOlyOam/XWrDrdFNnjzZaa9sVpxNpCyFv78/wsLCbHOnOMrMzMRXX32FL774QnFsrvZhamoqvv76a9uDBev2+cc//qE4LzmkzAmmNWcPB1gbNWoU1q5dK3n59PR07NmzR1Ye1sZ8k8mEWrVqoVatWrLWJ+5p3jg/YsSIYieyxWJBUVERjhw5ougpo9WuXbtYhOfSnTt3bJ+lzixvv5z9+nI1bdrU9vv++9//oqCgwGUPp1u3buGtt94q9rfbt29rli6vWIn+TZ06tVjjPEthYWEee84lJSX5bON8hw4d0KdPH4+N8946zjcPUsaM1XNPIr1JSUnBt99+KzSGjRs3YuXKlThy5AjX87Jq1aqaT3ov94bH09i8SrdPkyZNMHjwYLfLxMXF4ddff1WUvivuzkUl5+mkSZOQkZGB0qVLqwnLUPz9/Zn9XvthHb1Jeno63nzzTbcPbWJjYyW9OWoE3bt3l33jLhqv63JeXh7mzp3LJW1P9NKI6SoO+x6/PCYEd8zX2eSFaWlpitJyh8dQZXJ6+9t38pNLyXnQtGlTpvdxnu7bjFiHvnnzZrH/z5gxA82aNZPdON+/f3/cuXMHZcuWxbp16zBkyBCX15Xc3FzbZynHb0hICMaPH49u3bq5XS4+Ph7r1q3j8lDR+ma9lm/uOurXrx927NghLH/g0f6KiorC5cuXUb58ecnr6InjeRoVFSUoEt8g7IyxWCwwmUwlGuqV0OIgvnfvnu2z1ILGvvJw9+5dxXnXqVMHycnJ+M9//gPg0atmDx48QNu2bYstd+nSJeTn55cYJsg+dt7p8orVnWXLllFBQZCTk4OsrCzdXdT0NBxPt27dio1Xy3tb2acfERGBa9euSVpWyve8Y5fSU0WLGwu93rzIjctaRvPYb1LTrFKlCnr16qWqI4AUIhp09TKkipTetykpKZo2zisRFBTk0xNjquWqoaxjx44e13W3L1NTU0vUwVncR0g1ceJEjBo1yu0yjuVR//79hff6VzqkU3Jysq4a590Np+DqOlCzZk18//33ivLz9/e3Db3Zq1cvxY3zequXutKlSxdFdVb7zmgiHszFxcVh3bp1iuZx8HVdu3YPvNyrAAAgAElEQVTF+++/73E5JY2s1iHlXNFr/dYdx/l4lA7fZH37as2aNQDcT8StZA4gTyMX+ILp06cLb5zXWosWLbB27VrbRN9anmPWB7M8HtD6EnGPs2CsQtm+4mE/Rro79q/Pqz1Qc3JyMHnyZFy/fh13797FsmXL8OabbyIpKQlBQUG4ePEivv32WxQVFcHPzw8NGjSwDRnjblxwHunyitWVqKgol69sEXFY3YxILScCAgJQpUoVJnk6o/T3SOn5olVZKPU3uHrtVk2cEydO9LpeZ3q54TaZTLq9nmZnZyM5ORl79+4FoJ9tpkZ8fLzoEBSrWrUqgJKThmlp3rx5+OWXX5CXl2e4MYMdecPxbE/KmN5qqBnbFHj0hl7t2rWLvSmiZdlnNptlDzHA8401bzv+REhISMDPP/8sez29XnPV8PT2pbvjLTExsdj8aq62j/UtOsfv3aVtv6ycY96Xzo8hQ4YgKysL3bt3l7XevHnzJDXOe+KN54M7QUFBuHv3LlJTU/HgwQNV6QD/e/jRp08fnDhxgkmMVnrpvOHN9FLWpKamMpt7S+5vatOmDaZNm4ZevXoxyd9Xad44n5GRoXWWTNjfsEjt3W2/nNobnri4OCxduhSLFy/Gf//7XwDAxYsXcfHixWLLhYSEYMyYMbhw4YLt5HT3WhmPdHnFSowlKSnJ4zLWgt9Tzw29XPQ8sY8zOzsbb7zxhsBolGPVYGZf7vFu9FEjPDwc169fByDvBsPXbkaUmDhxIgC47X05YsQIrF+/XnEeSsfjVOqJJ57QxbmtpMdwRESE04q7lsdycHAwKleujNdff51ZmkriN8p1RQ61+9G+8bywsJD56+5abXO971sjvO25fft2hIeHY9++ffj6669FhyOZu3NASr2UB/vjcfz48Vi5ciVSU1PxySefcM1LzTJyOTbO27M2ZAJAw4YNiw1xp3U9SsuyQcu8YmNjnT787NixIxYsWACA6qwsVa1aFf/5z38QHx+v6OGe1cCBAxESEmK71nbq1KnYMDaeSGl4dzXRrAjTp0/H4sWLFa1bUFDAOBp29F7n0IKfnx8yMzNFh2F4mjfOe5oERa/sX1O/evWqpHWuXLli+8yi8aB8+fJYsWIFjh49iqNHj+LUqVO4evUqzGYzYmNj0bhxY3Tt2hWxsbF48cUXbetFR0drni6vWIl3qlevHpOeG2qwrrROnDjR1jAphTde2OvVq2f7zPumQM32e/LJJ7FixQqG0bgm6ubI/vV8Edz97scff1xV4/z8+fNx/PhxxevL5elY84YbYCnn06RJk7icN3LO5Y4dO+LDDz9Ehw4dSnyn5weCvHjDsQc8unZ88MEHtv9bexUa4ToppZNJ7969nf7d2oj22GOPYefOnYryf/vtt/H4448rWtee2WxGdHQ0Nm3axPwhTXR0NP744w/Z60nZ/+7OgRdeeEF2nqwNHToUWVlZCA4Otk3cx/O4LlWqFCpUqICTJ0+qTssap7N5Q55//nkUFBQ4/S1btmzxOLQQPbjjQ077g3UoDLW6du0KwDsnhGUdc2BgILKyshSvL2X/quk537hxY3z22WfF/qZmG6gZ6UDJ6AqeKK0z9evXz9apyxNRD0wdTZw4ES+99BKz9Lylvqk3Qoe1MZLExETbZ6kTPf32229O11fDz88PrVq1cjnJqtWpU6dsn2vUqCEkXV6xEnVee+01PPnkk0zS6t27N5YsWcIkLeJ9TCYTKlasiHPnzokOxaXly5ejdevWihoZjVQxUTrmsCstWrTA9u3bZcfBowIaFRVluxnUG6kTQOmNUW6arQ3w9kMPOrLe0E2YMMGwHUR8SVRUFIYOHYqxY8fa/jZixAiEhYUhOTlZYGTSvPjiiy4b3638/PyclsmdO3cGADz33HO2xnk5D/kBoFKlSrKWV2PZsmWK1qtYsaKQxnlnE4mqzU8JLR8cVqtWDf369UNeXh6zNDds2IAePXoU+1t0dDT69OmDzz//vMTylStX5jq8k5HqYlpRsk2Ujp/uyFsnBNcb1vPi2F9zAeD48eMwmUxo0qSJ7LSMdk4+/fTTspafPn06p0j4WLVqFWJiYpg2zhM+aBAqiewb18+ePStpfLHTp0/bPleoUIFLXM5cvny52CtWrG5meKTLK1biWt26dZmkM27cOLRu3ZpJWka7iOuNURrSWGMx9jerY5gXKeeGiP3fqlUrNGvWDID6hn8t4hd1jrz22mtC8hVBxIOIdu3aAXBfFsydOxe5ubmGH9/eE2+5DvTt2xdBQUHFJhMMCwvDiBEjDPEbpY6rL7XcZPGaOK/txnry6/3796tOQ4v6pBGOQ3vutomSCWDdrWN9AMLrAYTJZLI1IsfGxmL8+PFYtWqVx/Ws28Bo+46FkSNHon379rq719JbPHKIjJ1Xw/Dw4cOL/d9sNnvsdc/7fGL5UNEZa/yhoaFc8zEyV8e6L5alWtC0cf706dNYv3697d/vv/+uZfaqJCcn2yocd+7cKdbb25n79+/ju+++s/2fVYOoFIcPH8bDhw8BPHqowKo3Oo90ecVKtKG2ckIFu+8wyr62Vnq9bRJZV/mquYGW89BZTVlRtmxZAGA64bOa/SBnXV6TlTvGwPpGUcpvdBxKRkTjfLNmzVBYWIjIyMgS31lf946Ojkbfvn1LfG+UMkkqi8WC8PBw0WHYfPjhh5KWS0tLK/Z/Ka/geyrP1HSIYXFcRERESJoM3heMHz8ePXv2LPY3V+WVs/NYLncP6rztnFfKfvuz6H1rn16dOnUwbdo0DB06VPI6ctIHHk16uHbtWvTu3RtDhw61TXQuBatjQO/Hkv02e/rpp1UP6WQ/pIjU367lNjKbzSUal7Wi9bEgd9Jf4t2ys7O5DAut9zLOW2naOP/111/jvffew+7du1FQUGCo8cVDQkKKjZ984MABt8t/8sknuH37NoBHN4ipqalc47O6efNmsXEqWb3qzyNdXrES4zByrwlfp/a1VbUXfYvFwuX4OXfuHCpWrFjsQWGLFi1KNC7wpGWFaMyYMZrko6bXWrVq1fDuu+/ahnzwBmqHnrBYLLKHaJBDStr2jWA9e/bEqFGjPK6j1aTvCxcuVDWPgVHVqlWrxN/se6BrSer4sOvWrWOWZ2RkJN544w1JxyIvFosFBw4ckD0cjZKhA0RzvAY3bty4RK/OpKQkTe/35DZczZgxQ1E+WtZfedYJ5PScHzp0KCpWrFjiwZP9tjCZTMjMzERQUBCzGJ1p0KABNR5pSMkbFo7kPESR6/jx4yWGZSHez92QhiKIeBt74sSJ+Oc//6l5voQPTRvn7927Z/tcuXJlw11Uu3XrZvu8f/9+nD171ulyd+7cwZYtW2z/79KlC5OLmicPHjzAihUrbBPWVqhQgUmDN490ecVKtOPp/JXTY9RoZQGR34vZ042ss2MgOztbVh5y0nbnySefLFbhe/nllzF79uwSyynpdc7jhl7NhOMDBw5kGIlnSs/1xMREw5QT1qFW3PE0F4sUoaGh3IbMGz58OEaPHi15+dmzZyM2Ntbjcu+++66asCTr1KkTs7l+jI7VHDMs8KjnOZYLycnJtglk9cBZueXsIcrMmTO1CMejpKQkAM4fpHnqDT1s2DD069evxN8dt4GeynLr8GzO6ClOPUhNTcU777xT4vzy5Y42DRo0EB2CZDzG/Xd3jtAkv/rCs0OHKDk5OaJDAOA9x6DUYfkIP5o2ztu/rqinV2+laty4MWrXrg0AKCoqwty5c/Hjjz8WW+b69etYsGABLl68CODReIyPP/64yzT379+Pnj172v658q9//Qtvvvkmfv31V6ffnz9/Hnl5eTh27BiARwXwxIkTPRbEPNLlFSsxFjkNl75cseeJ9Xiwaih5QOmu56EeKkJqxrxPSUlhFke5cuWYpSWHtWeclGEovOkc93ReDR48WHaaSo9na0Oa1Y4dO7B8+XLV+YaGhmLEiBGKYnKHhvrQnhadQ5xxdmzVrFlTQCT6w+oeiMdbuQMGDMCuXbuc9nb31OlCy+uyq7wcrzX2y+ltWDmtWBtlefUy1cv1Xcp2Zr0v9Docq7N9Mnv2bGzatIlbnlp09hB9LonO3z4GNR1zWOSvhJQ5G+VgMRSaHmRkZNg+s2wPs77lbh0eFHj0Nrgze/bswbZt2zBgwADdz8fmzTTtWhIVFWX7fOPGDS2zZmbKlCnIycnB5cuXcenSJUycOBGpqamIi4vD9evX8X//93+4e/cugEc3RNOmTWNSeN64cQNbt27F1q1bkZiYiEqVKqF06dK4desWzp07V+whQUBAAJ577rkSN+1apcsrVuJ99FDJsdLLzQVLderUER2CjeO4wnLp6VhhoWbNmvj2229Fh6HKqFGjULZsWUkNbjzOr6effpp5mq7k5+fb6jCeJo4SeaxWrlxZUe84VzGbTCZNy8aqVavaHux37doV77//vqz1IyIicO3aNUnLar2ftMhPi321YsUKTJo0iXs+RmXdB9YOCq6G92ExbwSPeR5MJhP3oZCUngtS1rPOY2UEPCYpdZZW7dq1ceDAAeTl5eHo0aPcJmvVG2+rN8rhrDwJDQ3lOsxuWloa3nzzTW7pK/H2228jKCgIPXr0EB0KM8HBwZg7dy5atmwpOhTZjFQ+a2nSpEmoV68epk2bxvQhaqdOnZCamory5cvjhx9+AOC6d7z179a3EeTWvwkbmvact59U9cyZM1pmzUxMTAzmz59vGzft4cOH+Oqrr/Dhhx/i+PHjtob5iIgIPPfcc8XGqWflp59+wtGjR7Fv3z4cOXKkWGN39erVsWTJEjRs2FAX6fKKlXifUqVKFXuAZxQsXhP1xgcDjqT0riYlsXrFUO1NqrMJNUNDQzFo0CBZaYu4WX7iiSdcNpBJ7cnbtm1b1RO7Dxo0yPaZ9XbgVYaIbNzwNISGSM8884zoEIRJT0/H/v37MXLkSLfLyTl25s6dqzYsZljMhwI86gk3e/ZsdOnShUVYsvAa79vTtnFVDmlZx/GF+pT9/Cvnz5+XtE5ERITteufp3JVLzja3PtyWM/SU/XFn3wNUjqysLNSuXVu3Pd29gaeHTSJGTahUqZKqt1wdSbk+fPLJJ8zyc6Vbt26IiIiQtY4eykZPPecd5yVITk7mGY4mpBwzfn5+Hjv+KB2uT+1DfFdvo4l6K9PbadpzPjQ0FGlpaThx4gSuXr2KL7/8kkvjNW8VKlRAfn4+CgoK8NFHH+HcuXO4evUqwsLCEBcXh+bNm6NDhw6yC013GjdujNzcXHz11Vf47rvvcOXKFVy7dg2BgYGIiopCjRo10LJlSzRs2FDWycIjXV6xEu+2f/9+mEwmt+N/KvXBBx+gU6dOzNMlhLcpU6Z4HKdbi1e527Zti3feeUdVGiKYTCY8++yz3POZP3++x7HmeUyG6o09A5s0aYJDhw4pWler7aGnIcPUWr16tex1IiMjmQ5RJGeOGjk6dOiAZs2aYf78+QCA9u3b48CBA1zysrLeyPr5+cmaSJzlsduvX79ic1+JpHUZZZ1s29ohwHGyUm9gf+90//79Yt9JaYCTOlmzVHIa/YYMGYIyZcrIerPTvofwa6+9Jis2q8TERPztb3/D5cuXFa3P0s6dO3H9+nXRYWjuhRdeQGFhoegwVJFShuhtklKepA4vZuWp5/zatWtx4cIFDBkyBACfYaOqV69e4m96eHDhzqxZs2xDa2vF1b6tVKkSnnnmGWRmZmoaj6/QfMakIUOG4IsvvkBRURHWr1+PF154weOTIj0KCAhARkZGsTGilOjQoQM6dOjgcbmQkBA0b94czZs3V5WfFunyipXoD6uLmcVi4TrnAMse+aVKlcLNmzedfqfmxo/HTaOeLpx6r/jIVatWrWK916SSux2kvH4uJU3R299Zj6qmTZvi+PHjQuJgzd/fn1tvVZFYlEtLly7F1KlTJS+/YMECXL9+3TZhfNu2bV0u6y2NbSLxmtBQD/tm8eLFAGBrnO/Rowf3xnk94Pmm2uTJkyXPa9GjRw80atQIn332GZO8pRxT1sb5xo0bc80vIiJC1jBaLLmLi8dQR57Iua4GBQUVmzRYyrr+/v6oWbMmvv/+e91MWGjdB0rKOV4TudvjWeez/83Weo+zuqrjm8XR0dHF6s2i66XuZGZmYvv27SX+bh3jXM+xa0nu8e+pcT4yMpLrOPLHjh3jWjfhdVz07t2bS7pKmEwmPPXUU6LD8FqajzNQsWJF2yRj586dQ15eHn755RetwyCEEFn00NAgF+txRZW8kuqtFdjNmzer6u3Jc8xdPXLWOG/EB/NEnho1anh8o8BRYGBgsXNLzluI3lreSOHqoTEvnra1Hocy43V8iJqUWwQ5kz6OGjXK6RuyziablcLd9U/ryUADAgI0e9Dj7++P7OxsScsOHToUGzdu5BxRcXopd0VMCKs3Wr+R3rBhQ+Tm5iIrK6vEd7we/GrB2RAi+fn5WLVqVYm/e/sx5Q7rxnne/P39nZ4javehq/WVdOIivk1Izblr166YPn06goODcerUKYwdOxbLly/HJ598gl9++QV37twRERYhRGNGrNCwHK7KaPz8/BAbG6toXcd9bcR9z1rv3r0xevRo0WFIwurmW+v9rodGg/r16yMlJQW9evXilger31m1alUhw83RBKPqffnll6JDKMaXhi18++23Vc9JwZOoXneuynuex4a7slDpQwFHcq9jLK57EydOtH129xvNZrOsIWNE4zEprjta1kF8oZ5rMpnQt29fp28/e/r9Rts+bdu29XgPNG/ePI2iEUfNfuM5NMuAAQN0M9l1SEgICgsLkZKSYrjjnIil+bA2jhVEi8WC+/fv46OPPsJHH32kON1du3apDY0YVG5urqRJMpSMq0q0l56ejo8//lh0GC5lZ2cjMjISM2bMEB2KItZXg4l4s2bNEh2CZNYxauX2grZy1pigdhgYo1R4S5Uqhddff111OpGRkbahXnj99q1btzIdo1nqQ4PBgwdjxYoVqvIi/K1bt050CKpIOR6VlEuBgYG29fTwQNCedYznrVu3cs9LD2Uyy8beevXq4cSJE6rTcUXpsZKZmYm9e/dKWtbZdmB9jLJITw/Hjp4lJCS4nafPcfsp2SdFRUWy11FDb2UlC127dhUdgkuutnerVq1QUFDANE1XqlWrpigfKXJycrilLcfrr7+u6EGwnG355ptvynqLTQnr24/WsqVSpUo4e/Ys1zyJgJ7zFovF9g94tMNNJlOxv8v9RwjxHrzP6fT0dAwYMEDx+gEBAejYsSPDiPj9ZmfpJiUlccnLE0+/Ue6NGc8hUbzxJpHVK5tKx0p1tv+nTJmCv/zlL9wmg/QmtWrVKjaJn6f9OWXKFEX5mM1mSQ+7fZ2rBsCFCxeKCEczaWlpts/OJlXTOynXWrVvx0m9njsux/K6w+saprQBkNWbc1pem999910sW7bM6XenTp1impfc36V0QleW289+gnNfvhfX6pjctWsX5s6d63G5Bw8eKM7j3r17itcFfPs4MLKlS5fi8OHDosPQHaXndkpKCve5MWrWrMk1fQDIyMjAU089ZetYvWXLFhw6dIh7vr5OyB2YfWM8i3SIb1u4cCE17gjAokLatGlTxMbGok2bNgwikiYwMBA5OTlcepF5Y6OuHvXs2RPdu3fH7NmzRYeiC0a6DtqfI5GRkRg0aFCx75s2bap1SLr36aefwmQy4bHHHpO8Tv/+/ZGfn686b6OVaXLi5fHbOnXqhB9//BFr165lnrYUSsoCZ9tByrHWsGFDHDx4EBkZGbLz9EZ6Olf0EounOEaOHFnib927d0f9+vVVpy13OUeJiYkAHr0t+cYbbxT7TsQksHozbdo05OXlAdBPHUTpQwtv9OOPP8pex6jDF/Kgl2NaC/7+/ggLCxMdhteqUqUKfvvtN8nL6+X88ff3xzPPPGP7f3BwsG6GDfJmmjfO165dWzcHHSFEORYVl6ioKMmv5rKitPyxvrLubFxF0YzQC40lVo3y3bt3Z5IOYadixYqiQ9AdZ2WOVsMSdOjQAe+//z7TvLyd0W9yrcOgSKFkknDCn6hru9xyydkQEM8//zyTWFhtg4kTJxYb791byZ3UuHTp0rbPWjRkSilXBw4c6HTCTlFENvDeunVLWN5SKTlHeZdtVatWxSuvvII+ffpwzcdbGPU+khdn5/ySJUsUPSwjvknzxvlFixZpnSUhXkcvb40onRzUHb1e6Dt27Ihr165xmXldy2FttD5usrOzmQz1wOO4YNUIIJpezxl7UscB1vq3vPDCC9i7d69hx9JOT0/Hhx9+yK2RdPbs2ZgxYwZat27NJX21RB/7ergOi7Zx40YMHz5cdBhumc1mVcM9SNG6dWucOHFCFw/weZ0Xf/75p6L1tDhPXP1mOkc927FjByIjIxWvr0WP9UWLFuH48eNulwkMDMRjjz2GnTt3co/Hm0yZMgW3b9/WPF9352a5cuVw8eJFDaN5JCoqCtHR0UK2hzcZOXIkLl26hMDAQNGhaMLdNTcsLAypqakaRkOMTPMx5wkh6umlkPf39y829veIESNUp8liUiOlJkyY4LJXttlsRlZWVonxmFncBGv5G7V+7bdv376yemIq5W4/yN1Hohv8eBBdQdZL47zZbAYA23lcoUIFPP3001zz5Kl79+44duwYt97ajmW8XN7aMGakMoJVrK7K8Tp16tjOK73avXt3icmOrViNDZuVlYVjx47Jbpy3vi1khLcQ/vWvfzFNT235oHSCclJc5cqVZTfO25crauZpkHoMREdHo1u3borzsWJVHhrpGuBJ//79uTxgVbKNXn75ZXz88cfYvXs383hYsj9ujXIsKJ0zyh3H3259I7lRo0bYuXOnbVJRQog0dMYQQpgZPXo0l3S1qviEh4crmmHdSDIzM1Wtb214cNXYO2bMGKd/99ZGOj2Qsm1btmwJANi2bRvvcNzSunHeMb2WLVti3Lhxqs8DEVztZ2+fwFWryS2BR0Mvehsjlb1KGoikHB+xsbGoUaMG121hMpkUnYsdO3ZEYWFhsQk2WcTCA6sH3azi8/ayTwqjDGHkiVa/g3cdw8j0cK1o0aKF0HGtne3PqlWrCoiErQ0bNnCZC6dXr162z3Xr1mX6RnKTJk2YpUWIUVDjPCFeQuvx8bypQiqaxWLhsj2dVbTV3sxah7eg8RjFUHqcWHuvWOdOkKtSpUoAoHjyZj3c9AGPes4PGzZM8XYghHgX68Sf3kRU/cwxX94Noe4ephmhjqr0umiE3+Yr9LovlBxbautp1nqmkXtLO9ufjhNCG1G9evUQFRXFPN1q1arZPls7AbFw5MgRvPzyy8zSc6VJkyaoVasWlyFrpZg6dSrS09OF5E30ybilJyGkmJkzZ3JNX02Pcm/sjd6xY0cAbF5t1EvDpRTWSrceeqwZabtZlS1bFgDQqlUrwZH8j7NJ+RxFRUWhsLAQ9erVU5SH1H1lxH1KCDEGx/KlSZMmyMnJERQNP3prnGdVrjsOnySlEVCvjaf2jBCjIyPGDBg3biNo1aoVhg8fjn79+okOhSnqzCGNfS96tUJDQzW5zwwPD8fmzZsRExPDPS9nsrKysGLFCiF5E33SXeP8rVu3cPHiRXz//fc4deoULl68aIgZxwnxNdabLSlPm61jqhqB1JvI6tWrc45En6wPJYy0T/UkIiIChYWFuppgMzc3V7O8PN0YG6lx3n6s6qZNmypO5/3338eFCxdYhGR4am/GtGp4kTqHAuGjQ4cOTNKpU6dOiSHavGGfesNvIGzQscCXkeosvPn7+2Ps2LFCh6UhRCQ15QGVJQQAxHd9BPDNN9/gwIED+Pbbb13OzF2uXDmkpKSgffv2XjkmKCF656qCP2PGDEyZMsXtunIuOLxvJFinn5iYiB9//JFpmnJpefOVmpqqyQSvIom+mfX1/FnSqrJbunTpYv/v1q2b5IlUXdV79GT69OlYunQpHjx4IGs9Ods/JydH04dW9sf51KlTsXTpUibpirzB8pWbu6CgIAwbNgybNm2StZ7j9jHy8AtG4nhNsY7hrGayaVd85Ryw8pYx54l34/12ty+rXr06fvjhB83ysy9zvOl+QQ1R20HuRN5E/4TWSs+ePYspU6YgNzcXBw4cwIULF2CxWJz+u3DhAg4cOIDc3Fzk5OQIbwwjxNe4uvD4+fn59Ct/qampokMoYeTIkaJDKIHHTXhaWpqk5by98picnCw6BI98rafx3LlzMX36dNFhMNOvXz/ur94OGDAACQkJXPNwJSsri1lavtho5eo3Hz582OU6Bw8exP79+zlFJI2e3mDyRq7K+yFDhmDbtm22Yd6UYjGsoC/p2bMn4uLikJKSIjoUYVhOvAzo57hzjEPJdcixkwFLSUlJJf5mvXe0H7dcNL3sTzm2bNmiST49e/bUJB9fJ/UY3LVrF3bs2ME5GqI1YY3zhw4dQk5ODk6dOlXspt36z8rxbxaLBadOnUJOTg4OHDggJHZCfFFYWFix/xuxAsOStTIZHx8vOBLXnFXOed/MurohCAkJYT73QNu2bZmmJ9Jjjz2meN1p06Zh/PjxDKNhz9fLCxbsyxoR27N58+Z47bXXNMvPOnlZo0aNNMuT1XAp5BF3D+7Dw8NV9fpi8RCkTJkyqtMQYfjw4ViyZInL7x3HZmeF1bBkfn5+3IYGdIxBD9cePcQAABUqVMCePXuYNMKy+k3WMkLtgxqpfOVtGSXlo9ThaFjte2s6UjvaEOd4lfeOHIeA00rv3r29qrMLKwkJCdRz3gsJGdbmxIkTeOmll/Dw4UNbw7v1IhIaGory5cvbnmzfvHkTFy5csI07by3I79+/j5UrV6J06dJo0qSJiJ9BiK61aNFC1fqlSpXCzZs3bf9fsmQJvv32W8yePVt2WnIqclrdxLz66qtYs2YNvvjiC0Xrt23bFnv27P5kxFwAACAASURBVMHVq1dtf9PLhLB6uRF0pIdJZPXqueeew86dOxWtGxgY6LRXkj13x5gW44POmzcPe/fu9aob42rVquHXX3/VLL/8/Hzhjcd169bVLK+oqCgcPXqU25tZjuXkiRMndFt2Etfk7DPHcjA+Pl74m7hKjrmxY8e6/b5Lly549dVXlYbkkpHOD9aT0RI+4uPj8fLLL6Nx48aiQ/HI8b7IEyOdL0ZB21QcZ9teiyFuZs2axSVdQvRI85aSP//8E8uXL7c1zFssFgQHB6Nr167IyMhApUqVnK539uxZHDp0CHv37sWdO3dgMpnw8OFDLF++HOvWreP6KhYhejNo0CDMnz8fN27ccPr9sWPHmF8ky5Yti+7du9sa541+w9OoUSP8+OOPihvngUcTQto3zhN+x4WWlUIWaR06dEiX54ir7Thy5EisW7eOW74JCQm6HG5JqS1btiAxMRFt2rTRLE/7HjJ6PLZ40HLING96cMRKfn6+xzll3LF/IKu2wwCRTlQPR0e+0pBWsWJFzJ071+X3f/75p9O/5+XlYfv27bzCMgxeZQPr4698+fI4depUsb/p9bphpDqCiFjXr1/v9G0NXymzCCH6pPkVZfv27bh165atYT4pKQl//etfMXz4cJcN8wBQqVIlDBs2DKtXr0atWrVsBfnt27epYkN8SmFhITp06IAdO3Zg27Ztxb7r06cPFi9eDH9/f+6vubnqBc26MUXLSpu3Tayl58q5t1eAS5cujfDwcObpevt20/Mxay8pKUnV2LVG3o9KxoX39/dHQEAAh2iK08N2tX+I0qtXL4GRqGcdWkgp+/0xefJkteGo5qx8cWyg0cMxpBav3+CpfHbM1xu2pRRBQUGK5h+qVq2a6uEaRG1jI49br3SOEaPUT4yC9fA4ctSvX99pXcZXyiwlnB3/Dx8+FBCJfhmhjKBjXN80b5w/dOiQ7aCoXLky5s2bJ2ucuZiYGMydOxdVqlSxNfAfOnSIV7iE6FZMTEyJMTtnzpzJbdgD63nbrl07AODWY9RTD2lv5CvD2kjRvXt30SF4NSNUHKUy8nFuZBs2bMD69etlrXPo0CEcPHiQU0T60qBBAwBAx44dbddLvVq8eLFm49XqQURERIm/sZ4gUg94lY1U5uqDHvaDXnuMS0ENis7p4bgSjbaBZ7SNSjLCNqlatSqefPJJjBkzRnQoxA1Nh7U5ffo0rl27BuDRQTxmzBhFY90GBwfjmWeewbPPPgsAuH79On744QdukwsRfcvNzZU0lvXq1as1iMb7WXs/evsN/ahRo7B27VrRYUhirRTs3r0bRUVF2LdvHwBjNsRaJ9qVQurvM0KlSS1Pv9EXtoEocXFxokNQTc7xERMTg5iYGFnph4SEyA1JEj0f19Y5leQKCgrC3bt3OURUkqeH+VLr6Bs3bsRnn32GVf+PvTuPr6K6+wf+yXKzEchCNkgiW0gIkIRFMICRABHFSktbFSu426q4oKLVRqw8VkMtQXGLlj5Wfaxb9RGrj4IV1wCWn1jZt0BEQCABs0MSsv3+oPd6k9xl7r0zc87MfN6vFy9ukrlnvnPmzMyZ7z33zNNPqxGWZs455xw888wzGDVqVK/pKbQ0cOBAHDlyRLf1WUVhYSEef/xxj8vIfI4gY2FbIjIeTql3RnBwMBPzBqDrx96HDh0CcObilpKSghEjRvhd1ogRIzBgwADHz4cPHw44PiJyT69OqdbrkbFzrVYSfcCAAUhPT1elLL35s1+M+OGDrGQZBSfj8enJ+++/32t6MaJAeJri0Ru1z4mZmZmKlhs1ahSuueYaj8tER0e7/Vv//v0BBLbtSp1zzjmIjo7G2LFjNV+X3S9+8Qvd1iUTrc/nztNSuHsArAz9BJHXNaNdU/VghZHzRmj33mKcOXMmhg4dqmZIZDHr1q3DY4895td7ZTiGyHp0HTlvHzUPQJUE0llnnYWjR4/2KpuspaSkxOdRfOS/3Nxc/POf/zTlV8HNQuTNmKfOjJK4fOkMdXR0KF7WSETsPzPdwP/85z/HqlWrdFmXr6PmtX7wrgizZs0SHYIhmOkY84enftqwYcPw1ltv6ZKctwKt29r8+fPxt7/9TXEcMlzTRPZZrX7s60ntfib1pnZ7dldeSUmJqush6/Fnhg5R7IMU0tLSBEdCIumanG9ra3O8VuOhkWFhYS7LJiLP+vXrh4aGBq/LZWZmYu/evQB+7DzNnTsXM2fO1ORhl6QO+0gTV4lDrW9K1q1b5/ZvvCHSjllu/tVoI84jrcxSL1rzt943bdqkciTmwfOdbwYPHuzT8qxf97Q+77l7uLO7fSJyX9nrYvjw4W6XiY2NRV1dnV4hkWBqtEcz9i3MuE16sHK9Kf12HXk3YsQIvP766z5N70rmo2ty3vlBTMePHw+4vBMnTjheM1FIVvXBBx/4/BXNf/7zn/j222/xq1/9yuNyzh+AOY+Aio+P9z1Q0s306dPxf//3f0hJSdF93c3Nzbqv0+xmzZqF1atXe1zGyjcHnjCBJ8706dNxxRVX6LrO4uJivPrqq4qW5TFjDkbYj3rHqNX6ZDqfutvGnjHa+6ueplV6/fXXUV1drV5wJDV3Hy4RKT13Op9nZDovask+sts5n2fm/Jsv11H7CP3zzz8/oHXy+Zmka3LeflB3dXWhoqICDQ0Nfh/UjY2NjhG9zmUTWU1SUpLP7wkNDfX6EN2eFyUlD90FgKioKN0eZqc2I9zkK6UkMS/j9vryQZOM8Wth4cKFXpPz3ljl5sEqjND2//SnP+m+zsLCQhQWFuq+XjIPIxxb3ui1DTJfV+x1MGfOHGzYsAFjxoxxu6w/D7n2hcz1ZEVnnXWW6BDIiR7Hh9IHrZvh/K+VmTNnYuzYsZgwYYLoUKRjs9n4TVJSha5PgMvOzkZISAiCgoLQ2dmJ1157ze+yXnvtNcd8wyEhIRg1apRaYRKRC0qT888//zz+8Ic/dPudmTs7anQqzXTjpjS57q5N+Dvy3sxtzFmg22mVejI77kd5mel8bhVaz0duljbh7bwj43lJhoedy1gvVuCu3ufMmQOg+whgf8uTZd/K9IwFVxITE3v9zjnml156CS+88IJm67/ooos0K1tLr7zyiugQHIKCgnol5mVp/0RmoWuPJTIyErm5uejq6kJXVxc++OADvP/++z6Xs3r1arz//vsICgpCUFAQcnJyDPXAByIjsB9fvjrrrLMs+4BAfzspgdy4T5w4ETfccIPf71dboA+E1YKv6w00TtluipQwYgfbXcxGGNVjxPqWkah6VHLO5j42DpGJGy3aSWRkpOplAvpfS82C9SAXe87A1+ffVVRU9PqdbPs2Li4OgLJvz/ak5YNevX0zZdSoUcjJyfGpTLOLjY1FVlaW6DA8stL+INKD7sMJLr/8cgBnDuauri6sXLkSjz76KI4cOeL1vUePHsWyZcvw3HPPAfjx5sheJhGpS8RFt2eH0iwjzjwJZBvLysp8fpCelqywv7y5//77dV+n0TvIzs+3CJSnuYWpO6O3m0Cose1a1J/a59C+ffuqWh7Jz9eko1ZkOL+YsU/iXK/2b5GT9ozQluz3UGr2qbSiZ32GhIQoWk6Gc5adEdpbIJR8GCOS2euf5KTrnPPAmaltioqKsHbtWkeCfsOGDdiwYQOGDx+OESNGIDU1FVFRUQgKCsLJkydx5MgR7Nq1y/GJdVdXl2NU77Rp05Cdna33ZhAZnoiHhSpx22239ZrySs/OkkwdM7ORcVS91cje2ZQ9PlmwnsiVpKQkXHbZZdi1axe2bduG999/X7NR1KScVa9vVtluWfvTgHX2gSiy1e+vf/1r3HXXXVK3yZ70mK5xzpw5eOuttwJaj8zsOTUjefbZZ9HS0oKioiLRoRBJQ/fkPADccsstOH78OLZs2eI4oXZ1dWHv3r0uvzJm55yU7+rqQl5eHm677Ta9wiYyFW837EFBQao9aNmXDoMRRntoQa8OflRUlKblG61zaBaxsbEAgKuvvtrl32WfK9i5L0BE/gkODsZvf/tb3Hfffdi2bZvocDRVWFiI//mf/8GgQYNEh0JeiL6+aKmsrAwjR44UHQb5IZD+hpI2LaLd22w2zddhxONZy28TGbE+/KH2fURERASnpSbqQchTckJCQrBkyRL8/Oc/B9A96W7/2fmfnfOngnPmzMGDDz6o+GtKRNSbt87K3LlzdYpEPnp2tmpra3VbV1JSkqblK30grBq02kdG7GhnZGTg6aefxoIFC0SHQmQZrpI7zucPI55LjCI3NxebNm1CfHy8quXqvc/M9IGkLNPp6GnixImcSo3Iwsx0DicisYQ9wj4kJATXXnstVqxYgWnTpiE0NLRXMt7O/vvQ0FBMmzYNjz/+OK677jqEhgoZ+E8kRGFhIXJzc1Utc/369bj55pvd/j04OLBTRGZmJgDjJCicPwD0p7Pl73YeO3bMr/cZjVHagWj+1lN+fr7fH1hz35DVBNLmtTxe1LjRt/cVtP6mFJGzoUOHdvtZhusKYyAtcd8SEZFahGe3hwwZgjvvvBO33norKioqsG/fPtTV1aGpqQnAmQe7xcbGIiMjA8OHD9fl61pEMiotLRUdAmnETKMuzLQt/pLxZs3bfhk1apROkXgmY92RvGRvL/7Ep0Y/91e/+hUuvPBCPgxWErK3U1+52x4+H4ishtNymIvS88ott9yCFStWaBwNEVmN8OS8nc1mw8iRIzlvH5HOEhMT3f7NqvO/+0KNaWJEJbRF3tza152bm4utW7c6fs/kvrbc7fPU1FSdI7Gmuro60SGQ5K699lr89re/DaiMoKAg1ad7UWL06NGc4sMFs13XZN4e+9Q6Z599tuBISGaJiYmqTAM4YsQIFaIxJ6VzlMt0PlF6X3Tuuefi3HPP1TQWmerFivgBMIkgTXKeiMSYPXs2UlNTUVJSgu+++67b38x+YZo8eXLAZYhIgJhJZmZmt+S8v8zeVq3Cl5sRI+7zN998U3QIpAItpz3z9rB2mb344ouiQyAdeTsO+vTpo1MkPx5fkZGR+PTTTx0fEjHBRa6sXr1adAiWJ+OxKVO/Usb6sRLWP4kgbM55IpJDUFAQxo8f3+siJFMHRU3O2xUTEyMwEnPSszPDB8KqR/Q2azWCyqwPyBW9v8xAjTpUOjKQ5MabcG2IGhnbt29fHnsWpfcDudnOAqdHHfbr10/zdYjEdkhkDkzOE5Fm7FO+5OfnC45EH+wcaXcT7qpu8/LyNFkXmcd1110nOgSXZDlXMClJJIYRjz1/z1tG3FaZyXL9IHnY2wQ/kHCtf//+okMwPSO2CyLZcFobMrzi4mKEhnpvymVlZTpEQ87sU75MnTrV7zKscFNnpm30d1v86dSFhIT4tS4iIq2Z6bxOgfF0fTNiQsOIMROpiccAaY19CCLrUT0539jYqHaRivTt21fIeonM5sorr8TLL78sOoxu9OoEi+psm6kD5msd9lyeNzzaMlNbIyIyghkzZuDJJ58UGsPLL7+Mbdu2CVk3r+tEZARGPVfNmTMHb7/9tugwiChAqifn582bJ+TE9o9//EP3dZIcSkpKkJCQIDoM01i4cKF0yXkrMGqHsKf+/fvj2LFjLv/W1tbm9f1aJI8D/cBA6/X11N7eHtD7XTFL+yJtGPVDGxnbtVHrkrQjw0N+s7OzkZ2drWqZVnlWUaBYL+Y1dOhQ0SFIy+wDq2Ty29/+FjfddJPu62XdE6lLk2lt9L4x4YmBKHA2m63bzzyu9GOmZI6nbfnhhx90jMS4YmNjdV+n6ONdzfVHRESoVpaszHTOMKugoCC/2jX3LclK9HXCHzLELEMMpI2UlBTRIRiWjMeFjDEpERoa6phKloiMS5MHwtpvSLT417N8IlLH8uXLcffdd6tapv2BsOHh4aqWS8bH87d7PW/21EjWyZ7ws8enRpz2Dzeio6MDLouIAhMXFyc6BOHMer1zt11RUVG6r9tdLDJc+2SIgUg2gR4X48ePVykSOfG8QWQ9qo+cT0xMVLvIXo4fP27aji6RKGlpabj88stVLfOGG27AmDFjkJaWpmq5JK+BAwdi586dosMwLa2m3DHiTYC3upDxgcH9+vVDQ0OD6DAoQGPGjAEAjBgxQnAk8nv55Zdx+PBh0WF4lJWVJToEU+nbty9OnTrl+Hny5Ml48cUXMXXqVIFREekrPz9fdAhERGQgqifnn3/+ebWLdNiyZQtefPFFHD9+XLN1EJF6QkNDpeucGu2Dvfj4eNTU1IgOQ7GioiKsXbtWdBimYrQ2KwsZP3BYsGAB/vjHP4oOw8H5G4lWEB4ejtbWVgCBbfOIESOwadMmtcLqRrZ2e99992HkyJF+vz8lJUX6qR/mzJmDRx55RHQYhueu7fbr1w8AOO0CWcZDDz2EWbNmiQ6DfGSVvpA/vNUN644ocJrMOa+2yspKvPTSS9i8eTOAHw9+eydw4sSJwmIjsgK1R9RTd7IlYwLBzhkRkXlccsklokPQHK9byvSsJzP1XbS0d+9e0SFYkpbHtbeyw8PDeV4h0+M1gEhdUifnjx07hr/97W8oLy8HcOYEEBQU5DgRZGdn45prrkF2drbIMImISGJGv0HSo/MrSx3JEgeRGtieyQpGjhzJ6ew8aG5uFh2C6piUIzOS6ZrNY4zIeqRMztfX1+ONN97AmjVr0NHR4UjK2xPzZ511Fq666iqOmCfSkEwdFLMzUwds3Lhxfr2PX5f8kZW21a7nN+LULFNGWj07gOSldJ+Z6XpgJMnJyaiqqtKkbH+O1z/+8Y+oq6vTIBr18eHb8uK1QgzWuzFxv/mG9UWkLqmS8y0tLVi1ahXeeecdtLS09ErK9+/fH/PmzcP06dMRHBwsOlwiom787aSYKRkTFxcnOgQyIC06+GY6rkgdzm2CN5XkLCYmRrPkvD+KiopEh9CLt3Oqu2dY8FxsPtynJILzuUXLa/hvfvMbrFy5UrPyleAxRmQ9UiTnOzo6sGbNGrzxxhuor693nIzsSfno6GhccsklmD17Nmw2m+BoiawjKysLl156Ka6//nrRoZgaO2A/mjVrFl544QXRYRCRCfFcSxQ4f5NiIuYAtz+MePDgwZqt24p4LiUzi4iIEB0CEVmQ8OR8eXk5Xn75ZVRVVfVKyttsNlx88cW49NJL0adPH8GREllPaGgo7r33XtFhWAJHcZ4hw9fjRe8LLdZ/7rnnYs2aNYiJiVG9bFJOdNsiIteYbPTOiCPis7Oz8Y9//AOpqamiQzEVWfc9r7HGI+M+k6F9m/FZFUTkmbDk/JYtW/Diiy+isrKyV1I+KCgIRUVFuOKKK9C/f39RIRJZmlmnJ5GxE2g2wcHB6OzsVLQs94c+LrzwQsycOdPtlHBm3A8y3FyRtflzXLHdEqmLiXki8+G1Ui5mvI8g0pvuyfn9+/fjxRdfxNatWwHAkYzv6upCV1cXzjnnHFx11VVIT0/XOzQi+o/ly5dj5MiRosMQol+/fgCg6weDZutgBtJB06tzt2TJEl3Wo7ZA6kfmZ7WwU096Y5sj8o3SY0aPY4vHL5E5BHoPpMW5gOcXIhJBt+T8sWPH8PLLL2PdunUAfkzK21+PHDkS11xzDUaMGKFXSETkxtSpU0WHIERQUBBycnJQVlaGs88+G0uXLvX5/UYQHR2NpqYmw8QbKFfbefHFFwuIRBmr7BdX1PygSsZ6lDEmo5K1LiMjIwEAgwYN8qs9DxgwwKflU1JScOzYMZ/XQ+SrnsecrMcgac9sg0rUJurYkOmYlCkWpdw91JqISA+aJ+fr6+vx+uuv48MPP0RHR4cjKW8fLT9o0CBceeWVmDhxotahEBEpYvbzUWpqKvbs2SM6DAC9b/BkeNBcoGWxU08kv7a2Nk3KjY+Px8svv4zhw4fj66+/9vn9vibnifQSHh4OwJhzz5O6uM/JjNh/9w3ri0hdmiXnW1pasGrVKrzzzjtoaWnplZRPTEzEFVdcgenTp/PAJiLSkUw3VR999JHoEEgCWrRJmdo5yecnP/mJZmVnZ2f7/d4+ffqoGAnJwCz3OQMHDgTw47nV3YfrIrbXLHWshC/baqV6IQoUR84TkUiqJ+c7OjqwevVqvPHGG2hoaOj1sNfo6GhceumluPjii2Gz2dRePVlQcXExQkO9N+WysjIdoiEidy699FK8+eab3X5XV1cnKBp58aaASHt33HGH5uvgsWwc/DDPu4SEBEXLsd2bH48XIiIidamenL/55ptRVVXVKylvs9nw05/+FJdccgmioqLUXi0RmZQVbgCUbGNpaSnuvvtuHaLRTkxMjN/v5c0+mYGs7dgK51ki0hbPI9bBfS03WfsarsgwnSURkQxUT84fO3as2/Q1AJCfn4958+YhPj4eHR0daGxsVHu16Nu3r+plkjGUlJQoHs1DxmT2DpiSm5zCwkLtAyESRPRXiceNGyf1Q4KJSFtMNnrnro7M3kcjMhqzns+0PteI7ovKjHVCpD3NHwjb1dWFjRs3YuPGjZqu5x//+Iem5ROROXjqXIh6EKhZO9E9OdePnp08X9fFDqg4vhwLau6nlStXqlYWyWvWrFl49913dVsfzyXkjlWu+0RERETknabJeftNidYdUN78EJGR2R+YrZfvv/9et3X5iudzz8xeP2ZPWJl9/+nJn7rMzMzUIBL39PhA0uzHjBmY7bg32/aQ76x+3vF2DPAYMXYdGDl2IjKuYD1WYp/mRot/RGReq1atwqFDh/jQUJWdPHlSdAimxmuTHKyePCBrSEpKEh0CCSb7tHdWPRcPHjxYdAiaseo+lZVW07EMHDhQ1fJckbEtsR9PRCKoPnI+MTFR7SKJyKIeeeQRAMDHH3+M3//+94Kj0Y6ojqlWnU+9OrUNDQ26rEdvvCkgIqXmz5+Pe++9V3QYJJDoa4bSPozoOPWWlJSEAwcOiA5DEzImVEl9b775Jjo6OkSH4ZIWbVCvWR+IiFxRPTn//PPPq12klNra2lBeXo4vvvgCBw8eRF1dHaKjo5GcnIxJkyZhxowZiImJ0WTd27dvx2effYYdO3agtrYWbW1tiIuLw+DBg1FQUIBzzz0XISEhUpS7e/dufPrpp9i9ezeqq6vR3NyMsLAwxMbGYujQocjPz8eUKVNgs9l8jpeso7OzU3QImlK6fX369OGodyfOnWc1b/plSyDwJsE/su1HIi3409+j3nie9c5bHfFhit2xHswlODjY9PcjPYWHh4sOQVc8hxGRSJo/ENaMDh06hNLSUlRWVnb7fW1tLWpra7F7926sWrUKCxcuxNlnn63aepuamvDYY4/hq6++6vW3qqoqVFVVYePGjXjnnXdw1113IT09XVi5TU1NePLJJ/Hll1/2+ltzczOam5tx9OhRrF+/Hq+++iruvPNOZGdnK4qXSFZad+ZiYmJMm5xnR9jauP+JyKx4frMmGb6daLVnXWj5nI9+/fpxmk0NyHh+lDEm0ldERIToEMiCdJlz3kxOnDiBxYsXOxLzQUFBGD16NM4//3xMnDgRYWFhAIC6ujo88sgj2LJliyrrbWpqwj333NMtgZ6SkoLCwkLMnDkTubm5CA0981nLvn37UFxcjKqqKiHltra24oEHHuiWmI+JicHYsWMd9ZSSkuL429GjR/HAAw9gz549yiqDiAxJSWdXhptO0Xpulx7bKUtdqnnDL2vygIis64YbbhAdguZkuZ4QkXlpcZ7huct/Zqs7e/6LSE9sdT4qLS1FTU0NgDNzCS5evBhDhgxx/L2+vh7Lli3Dli1b0N7ejkcffRQrV65EdHR0QOt96qmncPjwYQBAWFgYbr31VkybNq3bMlVVVVi+fDl27dqFuro6LF26FI8//rjHk6UW5b799tvYt28fgDNfAbziiiswZ86cbl+N6+rqQnl5OcrKynDy5Em0trbi6aefxlNPPeV75RCpRPaOhezx2b3wwgvYuHGjX+81yjYSkVg8V5ARzZw5U3QIpBMzn6Os+OG3kfanDLHKEAMRkZFw5LwPNm3ahB07dgA482naAw880C0xD5wZIb548WLHyPDGxka8/fbbAa13//792LBhg+PnO+64o1cCHQCSk5OxZMkSx7r379+Pzz//XPdy165d63h98cUXY+7cub3mrAsKCsJ5552H2267zfG7AwcOmPbBSSQnI8zVa4QYe8rOzsY111zjcRl3nXYr3vB5wzpxjTd+RERERN2x3xgY9i+JSAQm533w/vvvO17PmDEDgwcPdrlcREQE5s2b5/h5zZo1AT3pfN26dY7XQ4YMQUFBgdtlo6KicNlllzl+fvfdd3Ut99SpU6iurnb8PHXqVLdlAkB+fn63xP3333/vcXkiNRlhPrlnn30Wd999t+gwVBFIZ9dIHeVAY/X0fiPVA/Um6/6TNS4i8k72RJzs8WnFzOdVq+5TOzPvWyvjfiUikZicV6i5ubnb/PFFRUUel58yZQoiIyMBnBk9v337dr/X7TwX+/jx470u7/wQ2oqKim7Jcq3LbW5u7vZznz59PJYZEhKCqKgox89W7+wR9TR48GBcfvnluq83KysLt99+u+7rJSIi0puW/U+zJ3zGjBkDQOw3/cxex7Lp16+f6BB0xzYmHvcBEZkZk/MK7dq1C21tbQDOjLYdPny4x+VtNhuysrIcP2/dutXvdTs/GT4pKcnr8nFxcbDZbF7XrUW5MTExjofiAsDBgwc9lllXV4f6+nrHzz2nCSIiMV555RVcddVVosPwiJ109bAujYX7i8iY7MeukQej9Dz/3HDDDVi9erWj/2+lh5hbVWxsLABrJemN0OY++ugjAMDevXsFR+JdYmIiAGUDBPVmhH2tNyO0KSKjY3JeIftDUwFg0KBBikaHDBs2zPH60KFDfq/bnw6883vcJci1KDc0NLTbRfb1119HS0uL2/JeeukldHZ2AgDy8vKQmprqc0xEZE1GTm54wpsC8+K+JSJn5tA6jwAAIABJREFURj4n2K/BISEhjkQb/cjI+1YpK2yjEdjzEt999x0A4MSJEyLDUaR///7YsGGD19kI9GRvz2zXvdkHqRKRdkJFB2AUzsl5JaPMAXTrqDq/31cxMTGO97ubosZZbW0t2tvbHT+7+2BAq3KvvPJKbN68Gc3NzaisrMTtt9+OuXPnIjs7GwkJCaivr8eBAwfw1ltvYefOnQCA9PR0LFy40GsMrtTU1Pj1Pk8SEhJUL5NINjJ1PgPtEHOedmPTYjSpzB/eyBwbERnfvHnzMHToUNFhdGO1a7HVttfsfNmfeu97mRLcvnD+tj0ZG893RIFjcl6hxsZGx2v7V/m8iYuLc7xuamrye90ZGRnYsWMHAODrr7/G1Vdf7XH5TZs2dfvZ3bq1Kjc9PR2PPvooHnroIZw4cQJHjx7FihUrXC7bp08fFBYW4qqrruo297wvFi1a5Nf7PHnvvfdUL5Pkx44FAdZsB8HB/CKdlfHDAm1Y8VxCcrjzzjtVK+t3v/sdli5d6vd5wqrnl3Xr1mlSrsxJYtJfUFAQoqOje/1ONBli8BVHzrvHOiHSHu/GFXKemkXpp7zOy3ma2sWbc845x/H622+/RXl5udtlT506hb///e/dftfzIa1alwucmTv+z3/+M2688UZERES4XW7cuHEoLCz0OzFP5Ct2LkhrRmxjRvy2kLd6NuJ+ICLyldbJb3fzirs7x/r6eyItqN3e2H7lxP1CRGbBkfMKnT592vE6NFRZtTk/PLW1tdXvdefk5CA7Oxu7du0CADzxxBPo6OhAYWFht+Wqq6tRWlqKY8eOdfu9c+x6lAsA9fX1eOGFF/D555+jvb0dcXFxyM7ORt++fXHq1Cns2bMH1dXVKC8vR3l5OS644ALcfPPNiuby72n58uWIj4/3+X1kHEYZdaVXBzEjIwP79u3TZV1qcq4fNerKKO0iUFZ44JoWx46M7YM3kdbC/U09cWQmkfHx+CUiIrUxOa+Q8yh453nXPXF+cEZ4eHhA61+0aBHuuusuNDQ0oLW1FcuXL8err76KrKwshIeH4+jRo9i5cyfa29sRHByMcePGOaahiYyM1LXcI0eOoLi4GD/88ANsNhsWLFiAmTNndku8d3V1Yd26dXjmmWdw8uRJfPjhhwgODsaCBQt8rpv4+HhDjvokIlLC07ePyJpk/OCByMh4TLnnLhGpVp199tln6OzsDKgMJkuJgLy8PPz73//GwIEDRYdiSEePHhUdAhFZGKe1Ucg5OeJpxLgz5+UCTa4kJydj2bJlGDJkiON3R48exWeffYYPP/wQW7duRXt7OyIjI3HnnXdi+PDhjuX69OmjW7kdHR0oKSnBDz/8AAC49dZbMWvWrF4j4oOCglBQUIDf/e53jt+tXr0ae/fu9aFWiIjUJ/omX/T6iUgdTPiSHozezqKjoy3xDTEyNln7Zs5xTZ48GQCQmpoqKhxDq6urEx0CEVkYR84r1LdvX8drpSfu2tpax+ueD2rxx8CBA7FixQqsX78e69evR0VFBerq6hASEoKkpCRMmDABs2bNQlJSEh5//HHH+/r3769buRs2bMB3330HAEhLS8P06dM9rjsvLw9jxozB5s2bAQBr165FZmam4joha5C1QyyK0W/EPeGDzsjM2GaJ5KTlddXTcW+k67mRYiVSm6zXb1njMjLWKRGJwOS8QmlpaY7X1dXVit5z/Phxl+8PRHBwMAoKClBQUOBxuYqKCsdr59HuWpf79ddfO17n5OR4XS8A5ObmOpLzzuUTWQk7gtph3ZJsAk1ysU0Tkax4fiKrE30MmPWDNK3rlc8Ecc9bm2KdEQWO09oo5Jxc/+6779DR0eH1Pfv373e8Tk9P1yQuV2pqavD99987fs7OztatXPt0NkD3bxt44vxV1lOnTgUQIZFY7Jh4pnb98OaDyLqMcJzoEaNZz4OknGxtQI92b4Tj3wqstB/mz58vOgSvrLQ/tMD6IyKRmJxXKDs7GzabDQDQ0tLidYR3W1sb9uzZ4/g5NzdX0/icOT9YKS0tTdHIebXKdX7wbWNjo6JyGxoaHK89zY9PZHVqdxpl6oQGGotM20LkzqFDhwCgW/+AiMiIZPtQgEhLQ4cOFR0COdGy3897CmVYT0TqYnJeocjISOTl5Tl+/vjjjz0uv2HDBjQ3NwM4M9/86NGjNY3P7uTJk1i1apXj51mzZulabmJiouP1tm3bFJW9detWx+sBAwb4GSGZmZo3gGboSPCGWFtmaCNWYMT9tHv3bgDAN998IzgSInKm95zzvI77Z/bs2aJDEM6I1z4zYL2bX3DwmdQY9zURicDkvA8uuugix+u1a9c6HnzaU0tLC1555RXHzxdeeCFCQkI0j6+jowMrVqxwPLA2PT1dleS8L+U6f4Bx+PBhfPLJJx7L3rJli2O+eQAYN25cwPESkfzY8XXPinVj32arJKyssp1E5JkZz/dablNKSoru6yT3ZK53jqwmX3G/EpFITM77YMKECRg1ahQAoL29HQ899BAOHDjQbZmGhgY88sgjOHr0KIAz867/8pe/dFvm2rVrMXv2bMc/d/7973/j1VdfRVVVlcu/Hzp0CL///e/xr3/9CwBgs9mwcOFCx1Q8epU7YcIEpKamOn5+5plnsHr16l5z9Hd1daG8vBxLly51/C4hIQHnnXeex3iJiMi8zJ60ttqHEETUHZM/RESB06IfxfMzEYkUKjoAo7n77ruxaNEi1NTUoLq6GgsXLsTo0aORnJyMhoYGbN68Ga2trQCAkJAQ3HvvvYiOjg54vU1NTXjttdfw2muvIS0tDYMGDULfvn1x6tQpHDx4sNuHBDabDffffz+ysrJ0LzckJAR33nkn7r//frS2tuL06dMoKyvD66+/jhEjRqBfv344deoUdu/ejerq6m5l33333V4/TCCSGTt1cjLTfjHTtlgZ96P1cJ+T2bBNk5XagC/bKrperDQAQHRdExGphcl5HyUkJODhhx9GaWkpKisr0dnZ2W3OdLuYmBgsXLiw2zQvajl8+DAOHz7s8m8ZGRm45ZZbkJGRIazcrKwslJSU4LHHHsP3338PAKipqcGGDRtcLp+cnIy77roLI0eO9DlmIjIOo3SgjRKnmbDOyVdsM0RnDBs2DOXl5bqv10oJQCIjXHOMEKPMWH/+Y90RBY7JeT+kp6ejtLQU5eXl+Pzzz3Hw4EHU1dUhOjoaycnJmDRpEoqKihATE6PaOidMmIDi4mJs3boVe/bsQW1tLerr6xEWFob4+HgMHz4cU6ZMwfjx432a316rcjMzM/HMM89g48aN+Ne//oV9+/ahpqYGzc3NiIiIQGxsLDIyMjBx4kRMmTIFoaFsiiSe3h2LSZMm4csvv9R1nSQ/dnDNj0ktIuvQ+px+wQUX4MUXX9R0HUREMmE/Sl+8NyHSHjOifrLZbJg+fTqmT58eUDlFRUUoKiryulxkZCQmTZqESZMmBbQ+vcoFzkxxM3nyZEyePFn1son8dejQIdEhOAwePNin5LwVOkbuPgR0te2y1oescZF4bBtEpDaeV4jIqtQ8//Fc6h4/DCHSHh8IS0SW0t7eLjoEl6zQIfS0jfa/9e3bV3F57CiaD/epMqwnY9DjvM62oA696tHq13ojrYPImZHaHK8LRETGw+Q8EZHBDBs2THQI0rvyyitFh0Dkliw3zhEREQDAh7ETkVtGSEoaIUYRWC/qkbUuneOSNUYtqbnNwcFMjRGROJzWhgyvuLhY0Zz1ZWVlOkRDVuZrB9HfDuWDDz6Ijz76yK/3WsWoUaNEh0AkvV/+8pcICgrSZGo70kdnZ6foEMgLsyXM7Nsjy4eMVjR06FBUVlaKDsN0bVstetaLq+OQ+8U/9npj/RGRCEzOE5GlmOFm0j7alZRhJ1t+WuwjMxzrWrPZbJg7d67oMHRjxjbR2NgoOgSibnjNJVHY9s4w47WuJytsIxFZC5PzZHglJSVISEgQHQYZBDtzJDslc/OTMak14pTtgHVgx2uasRh51LkRYzYrnv+8U7uOZK1zq09roybWHxGJxIm1iIj+Q+9OmdU6gVbbXiKtMElGZA68LpI/2G5c+/vf/65Z2axzcS655BJd18d9TUQiMDlPRNJjIuqMCy64QHQIpAA79b7T4hjnfiBybeXKlXjnnXdEhyEV9jPck+lcWl9fLzoEKci0T4hEUvNYaGlpUa0ss2loaOj1O56HiNTF5DwRWYpMN+C+dmpuvPFG/Otf/9IoGrIT3dkUvX6R1Dw+ZTrW7dTat1u2bFGlHLKmcePGIS0tTXQYZFJaXsPsI6Ot/iBkGa9vJAantVHPzp07AQATJ04UHIl8Tp8+LToEItNjcp6IyCCCgoIQGspHhZD58IbSNwcPHhQdAvlIqzbOJB3JRo/zOa8ZyvD8YH5W2Md6P4spJSUFABATE6N62Ublqp55HiZSF5PzRCQ9NS/+VujEmpGrNuBpX7LDaCz+7C8j7mMjxkz+S05O1nwdvKapQ696NPI5QKa2ZuR6VENwMG/h9cYR6tYj0zmPiMyPV3YiIglYraOv9vaaqf7MtC0iTZgwQXQImmEbMYZ+/fqJDoFIuGHDhqGgoABXX3216FAsR+trhZWuRVbaViPhfhGHdU+kLs6PQEQkiOhOjej1B0qr+I1eLwSsXr3a1IlRjuYyxnFqhBhJe0ZvB4HGb7PZ8Pjjj6sUDSnZH7feeiuefvppHaIh0o9z22c/SF/ezjtGv84RyYAj54lIOnl5eRg4cKAmZWs5FQo7JkRySExMRHh4uOgwerGfI3hT6b+CggLRIRAFzAz9BRnOY9nZ2aJDEMJb+4mNjdUpEusw0jErw7FpBkba51pzVRcRERECIiEyLybniUg6Nput23ya7GSa10033eT3e2VtF1p+yMMbBbK6zs5O0SEQqUbW65gnMl2HjFh/apBlH8gShx5k3VarzoVvP/a13Garnl+UCg3lJBxEamJynoiIdOGqA22lGwlyj+2AlFq/fr3oEBTT48aeD4YkrYWFhQGQa5Rkz2OL1xDXmFwk0YYOHSo6BCIiQ+DHXURkKbxREUfUzbOZbto7OjpEh0Aq4HmI1JKbmys6BPKDkc4BkydPxu9+9zv87Gc/Ex0K/Qfnf5ab6Po30vlFCdH1SeZrU0QyYnKeiKTETgAFIpCOvMw3ATwuiMiZzOcrOsPoU5UFBQXhl7/8pU/Lk7ZYx2Qn+7Q2Ru63Gjl2IjIefheWiCyFHS05yXhDQXIzYpuxx2zE2ImIlNDz/MZvk5FeZE+CWxX3BRGZBZPzREQqYQeRKDBW+fDMKttJ2mNbIiurqKgQHYLU2C9VD+tSHFd1z2ufXHh8EAWOyXkikpJWnS5P5bJjoa1ARh1ZaX5Vo0+B4I/CwkIAQH5+vthAdMKbSiK52B96qjWznsP1ZvV6lOVB0FbaD0bYViPEaCSszx+xLoi0xznnyfCKi4sRGuq9KZeVlekQDakhKCiIySsyLHZgfZeQkAAAiI+PFxyJttRqG2xjROpasWIFvvzyS03K5vFKagoKCsKECROwfft2r8uyL21+Vt/HWp5fRdRtcHAwOjs7dV8vEYknx8fuREQ6kakTK/qGXfT6ZYmhJxljIiJj43lFbqmpqbjkkktEh+EX2dqWHvH07MvJVgcANG1PISEhHv8uY30YnZHqVKZ7HTW4el6P2bbRTpZvxRCR/jhyngyvpKTEMeqSzMOsnS5ST3R0tKLljHRDBRgvXiISJy4uTnQIJBj7S3LisWldevbjZH9QrdbnJxm3mYjIH/xojohIJewgeqZ2/SQmJuq2LlmYdbusQq39x2Qc2cXExIgOgXxghnO4GbZBD1rWE/eBd6wjMiK2WyLrYnKeiKRTVVWFY8eOaVI2k1pE8uLxqQxv3lgHRLIaPHiw6BCkYIVzlBW20RXZt9sKfak//OEPuOGGG1Qpa9q0aS5/L6IeZW9bRKQdJueJSDoHDx4UHYIu2AHTjpFvTNgulDFiPRkxZjO58MILRYegOrYp+VltH91///148cUXRYehukGDBvm0vNX2u9nJuj9ljUtNrrYxNTUVN910kyrbHxoqz0zPsu5Pm83m8e+yxk1kJEzOExGRcGp36r744gtVyyNtWaVTr9aHRlapL7VxDmgi7UVERGD06NGiw1CdTOddb7HIFKtZyFqnRh6MQsaRm5srOgQi02NynogshZ1YOahxk+OpjB9++CHg8onUJuvNPRGJwXOCcXBfEZmTTPeGPM8QWReT80REKrnssstEh2BZPTuzzj8braNrtHiJiEgZM5zfCwoKAABZWVnCYvB0zTerGTNmiA6BFNKzPRq5vyu7pqYm3dfJb/gRWReT80REKsnMzPRpeXailWNdncF6ICJnPCfQiRMndF1fVlYWNm3ahMTERF3X68wID2rU6tjkMU9GItOodHdkOqZEnlc9kamOiMyKyXkiIkE2b97seC2i0yNDR0uGGHqSMSar8OUmzgg3fEREWjt16pToEMgFtfsSMo6QliUOPbDPQUREWmJynogsRcvOta83KZWVlRpFQla6YSTrYZKAxziRHc8HctLyHMXzn/54nIljpfZupW0lou6YnCci6anRUYmJiVEhEs/YofKM9UNWp9Yx0Nraqko5RGR8vLbqw0j1bKRYtWKFby70JGtcajH79gHG3Uajxk0kEybniUh6eo1WCbRjwY6JPMy6Lzhy60dm3cdK9OnTR3QIJAkrHwdGpMX+UqtMtiV1sT7lnT/bH9yf5sW+NRHJIFR0AEREemIHTBwtRzGpuS7RH9LwBpC8iYyMFB0CEUmC/Rp9iL42i16/r9auXQubzSY6DCFE7yueE4iIjIcj54nIUnp2WPPz81Ur29fOuOjOu0g9t51zs5IVBNoWw8PDAQC5ublqhENEJsBEnPWu85MnTxYdglexsbGm+paXEY4zGY8DNepNxu3SipW2lYi648h5IpKeGh2Vpqambv/bjR8/Hl999RU6OjoCXoeaXnrpJdTV1YkOg4hUFOi5LCQkRKVIjC84mONLiKyqs7NTdAhehYZqd5udlJSkWdm+sFIi0UjXXyvtF7ORdd/JGheRmTA5T4ZXXFysqANcVlamQzQkK3vyXcuEt5odl1GjRqlWlhXoORJfa0aO3V9W2Wa1Rt4ZYQSf1hYvXiw6BCnYj52RI0cKjoTccXV+s8/FPXjwYJ2jMYcNGzZg/vz5uq7T1+uU/ZtOZA4RERGiQ1CMfQTfBNIHjY+PVzES6/SHiag3DjsiIksLCgpSrRPLDpVnen4N26z7wqzb5Q8j3nzyeQTqOf/880WHQKSIqxG3WVlZeOedd1BUVCQgIuM7fvy47uuUZepCXgfIHbO2DZm3KywsTHQIRGQSHDlPhldSUoKEhATRYRCRF1FRUb1+V1lZCUCuRKvMNwFkbGq1LbZR6kmmcygpk5aWJjoE0pBWU2/xWCcyL1n7dzzvEGmPI+eJiP5D5KhWEZ0xGTqAq1evBgCcPn1a1XJFbhtHR5PWeJNERFZmhOukFZ6LkZ6eLjoE3cja5lzFxT4CEZHxcOQ8EUlLzSln9CBrx10WnurHSPuZ5MDjjehHPIdaF/e9PnxNthvpAaL++O///m8MGzZMdBi6YZ9DHCvVfW5uLjZt2iQ6DCISwPwf6RORYb333nuiQyCd+JNcsFJn3SqYZCIiM5P5uiVzbEYkQ31qeU0dM2YM+vbtq1n5gZKh/kldVtineXl5okMgIkGYnCciaaWkpACwRmfM6tS+gTRymzFy7P6y4jYHgh9iUE9sE0Ry0XLOeW/XTF5TiQLH44iI9MTkPBFZHpMa4oneByNHjnS8ZmeciIhIXidOnNB9nb/4xS98Wl7t5Lw/fRP2Z6yF+9v4uA+JrIvJeSIiEq6zs1Po+qOjo4Wu31lsbKzoEIiIiKTV0NCg+zp9nW7CCg+EtRLZkqZjx44FYP5nG1iNbO1MKaPGTSQT9hqIyPJEj9om9ZPzRu4kpqamuv2bkbdLbUY8btXaf2wHxsN9RgAQExMjOgTyk+hj2NU1b+DAgQIiIRlcc801AACbzdbrb0bsH9EZos8zPc2aNUt0CESWweQ8EdF/yNYhIv8Fsi9DQ0OFrVuN9xuRfZuteEOZkZGBNWvW+PQeK9YTecY2YQwRERGiQyATSUxM9Ph3nhe0IcOc/66+mSFj/3H8+PGiQzCUsLAw0SF0Ex4eLjoEIssILANBRESkAi1Hzvt6szJ69Gi3fysrK0NHR4ffcZFrc+fORX19PSZPniw6FE25aotRUVFISEhQ9P7bb78dS5cuRb9+/dQOjYjIMGRMQmrN1Ta7qwcr1o/WWKe+W7NmjSpTNVqp7ocPHy46BCIShMl5IiKLGjx4sOgQHETPOW+XkZHhceT8xIkTNY/BSjchdlFRUbjjjjt8eo8R6ynQmIcMGaJKOaQP7icibfQ8tmQ81rSMScbtJTFkbgtKBx4QERGT80RkADJ3PNUiYhsDnb7FV21tbW7XbaavXge6LZ7agnMdknVZ4ZxoBn369BEdApEiF154IYqKikSHQQo49zF4LSBnbA/+4TdQiEgGnHOeiCxh+vTpokOwvNOnTwMAhg4d6ph3NyQkBAAwcuRIVdfla4dapg8HPMVeUVGhYyQkK5naKxEZ38MPP4zCwkLRYSgm4hzo74dt06ZNU2X9vkxrQ6wbM+G+FI/9TiLtMTlPRJagxpyHarNqZ9M5ET9s2DAAwNixY0WFA+DHTqerB2z5W5a/PLWL1tbWgMomY+PNERGRmP5T//79fVreHmNeXp4W4ZDFWfUeQgvsW7mntJ2xPRIFjsl5IrIEdhrEC6TzW1NT49PyNpvN8VrJ9D1G6Zjbv31AxqTWeYjnMyKyMiOdA7XsXxipHozOl7oWtV/YHtRllHsDIjIHJueJyBKUdFjZqdWHP1/Nrqys9GkdSUlJAIDLLrsMQ4cO9bq8vQMuQxvwFMO8efN0jERuZrlp8ueG3yzbTuqZMmWK6BBIEJ4PrMV5f7v7tl9zc3OvZUk9MvQViYjIXPhAWDK84uJiRSNjy8rKdIiGZMWH/Ribv/tp+vTpPr1X9mltZs2aFVDZRGQ+X3zxheM5HmQ9VkzA9rxO6jF1oYz9RXcxPffccwCA7777Ts9wSABXbcBs5wQZjz0iIrVx5DwRWQI7dj/y96FmgZL5ZqGzsxOAHO3EUwwyxCfa9ddfLzoEYWQ+hkicqKgoVT5YJDKKntfC+Ph4QZF4p/Z5OygoyGtfwD5yvqOjQ9V1Wxn7X0REpCWOnCfDKykpQUJCgugwSENqdIjZqf5RSEiI6BAcZNkvubm52Lx5M1JTU0WHwuS8F2lpaQDMUxf+bIdZtt1KWlpaRIdAJsXzgZx1oFVMSpL99nXbBx5Q4GRsY0R64eAQIu1xmA0RkSDs6GvH107k5MmTAUCK5DyRO5xz3rguuOAC0SEQmZYV+lO+PK/H/k0aXiv0I2raQU5rY771EpE1MTlPRJYg41f+RXWeRa03kBsIrTvIak5ro2X98kbB2ALdf2a74baS5ORk0SEQmUbPc6mMfTw9Pkz1dk3hNUM/ovpnzvuYfUQShW2PKHDy9WSIiDQgY6fBeXoZPeOT8UMBtbff1/JkmnOezMuXkY++lkNy4z4jUk/P40mP48vfdYhIzvNbVkBoqL6z9zrvC9Hn+7q6OqHrp8D17dtXdAhEpDPOOU9EJIjNZhMdgmHodaMj4+g7Z6Jv+CgwrhIlVk6eWIns5xYyLiueQ3pus4zXRpEfGMhYH3p64IEHVE/OO9fpgAEDev19w4YNqq5PKVf7euDAgQIiITUNHz5cdAiWN3fuXBw8eFB0GGQhTM4HoK2tDeXl5fjiiy9w8OBB1NXVITo6GsnJyZg0aRJmzJiBmJgYTda9fft2fPbZZ9ixYwdqa2vR1taGuLg4DB48GAUFBTj33HP9euijGuVu27YNxcXF/m4aFi5ciKKiIr/fT+SKjImRQB7MOm3aNDQ3N/v1Xplu5GW5geS0NsZh5BGBrvZfRESEz+834rZbHY9dIvUYYVobtfkyMtvq14o+ffpoWr6rxGltba2m6/QFrzfGx30o3j333CM6BLIYJuf9dOjQIZSWlqKysrLb72tra1FbW4vdu3dj1apVWLhwIc4++2zV1tvU1ITHHnsMX331Va+/VVVVoaqqChs3bsQ777yDu+66C+np6ULL9UdcXJxmZZN1ydjJCSQ5v2zZMhUj0YeeN4m+rsu+vIztxJns8ZFnrvbfgw8+qPj9vrTrgoIClJeXK16etGWF5CGRKHpeGzMzM3Vbl7+snpy3Kvt+N+v1RuvjPJD7MrNasGABIiIiMGzYMNGhEJkek/N+OHHiBBYvXoyamhoAZy4Uo0aNwoABA1BfX4/Nmzfj9OnTqKurwyOPPIIlS5YgLy8v4PU2NTXhnnvuweHDhx2/S0lJwYgRIxAWFoZjx45h586daG9vx759+1BcXIzS0lKvDyFTu9z+/fvjJz/5ieLt+uabb3DkyBEAQGxsLMaMGaP4vURKyfjVX1GdZ9E3azImmNVMzouuX5KXq/aVmJioSjk9ZWdnMzkvEbMmS4hkoOcUMqISeGFhYb1+J2N/SgZWrxerb7+/es54kJaWJigSecTFxWHRokWiwyCyBCbn/VBaWupIzCclJWHx4sUYMmSI4+/19fVYtmwZtmzZgvb2djz66KNYuXIloqOjA1rvU0895Uigh4WF4dZbb8W0adO6LVNVVYXly5dj165dqKurw9KlS/H44497vEirXe7AgQNx0003Kdqmjo4OXHvttY6fCwsL+ak1WQY7z8ppXVdGSc6zzfzIiHWhVoKWHwAZjxHbK5Gs7MfT0KFDUVlZKeWHX2of89dccw26urqQkpKCxsZGj+uw/94+ZR8FzkjncCPFqoSI7fnrX//qU3I+KipKw2iIyArk68lIbtOmTdixYweAM0+wPaGDAAAgAElEQVSBf+CBB7ol5oEzn7ouXrwYKSkpAIDGxka8/fbbAa13//793R40c8cdd/RKoANAcnIylixZ4lj3/v378fnnn+terlLffPNNtzn6pk+fHnCZZD4TJ04MuAwZb9wiIyOFrFdUYi+Q9WrdMa+rqwMA7Nq1S9P1kLXJeB4ifXDfk1Zcjag2O3ufwGazdftZz3UrpVafKz09Hb///e8RGhrqdUABp7XRn/O3xkUlx+3rNVtyXi/O9Zabm4v4+Hi/3mtF9nMxEfmPdwo+ev/99x2vZ8yYgcGDB7tcLiIiAvPmzXP8vGbNGnR0dPi93nXr1jleDxkyBAUFBW6XjYqKwmWXXeb4+d1339W9XKU+/vhjx+uhQ4f2+qCDaM2aNXjkkUcCLkfGtnXFFVcIWa8VbtbsD8tVOmrM/vCw7OzsgNft74PAQ0O9f5nN6p1/AGhpaQFgzHas1v5jOzAe7jPSipWTIkZ5XozavF3/rJqc//Wvfw1ATHvQ+iG0Slj1eJCB2h/At7e3q1oeEcmPyXkfNDc3Y8uWLY6fi4qKPC4/ZcoUx8jYxsZGbN++3e9179mzx/F6/PjxXpd3fghtRUUFqqurdS1XiZMnT+L//b//5/h5xowZfpdF5pWQkKDKqDB7+/LUee7Zmb300ksxbty4gNftjqjRbqJu1gK5WYiNjfVpeXvdKkl4Az/WiRpJDn+fm6FkSi/ecAEvvPACAGDv3r2CI/Hd7NmzAQCpqamar8tqSRnZ+XLjft5552HkyJEaRkNmYsVjvee10KrXRhmfpyRSRESEsHXr/e0oV/vYrMl5I2yPWjHaB3Py23ZE1sM5532wa9cutLW1AThz8R8+fLjH5W02G7KysrB582YAwNatW/1+MKx9ygXgzDz33sTFxcFmszni3bp1q8sPE7QqV4ny8nKcPn0awJkE2tSpU/0qh8gXvtzE3nvvvRpG0p0vX500qkASCD//+c99Wt4+Yl5p51bNGxotbyKMcIOitYaGBgDGnEs3PT0dgP8j7Kw6GtIMfLnRfuyxxzSMhMj4ep4L9XwgrK+0OF8rHTlvNSKf+SNDnZs1OW8EatW5fR9mZWWpUp7sXnjhBUtOzUbkCpPzPrA/NBUABg0apGiU47BhwxzJ+UOHDvm9bn86G87vOXjwoK7lKvHJJ584Xo8fP97vqSCIlLAnRmRKatk7cvPnz8ftt98uOBr9eOvAzps3D2PHju32O19HQ9n3s68jT0Te0ChpmyJHhcniN7/5DZ544gmEh4eLDkV3Mp2/RAkPD0dra6voMHzGZAlpxcpty/4hrYx1IPIDA3vfx4gfYstKxjYGdI/L374vBU6tOo+Li8NTTz2laEYDM8jJyQno/TfeeCOSk5NVioZILCbnfeCcnFcyyhwAEhMTXb7fVzExMY73K5lKpra2tttcZe4+GNCqXG+OHDnS7cGLgUxpU1NT4/d73UlISFC9TBJL5hGnsbGxunakZaoDVzc7d955Z8Dl+nqDIsNoI0/7JSQkBB0dHdLeHOopPz8fTzzxhKWTDmwHxsNkCWlFpms66cPbtwNl7vOalQzXZbPubxnq1hs1Y5w0aZJqZZmd/TkTRGbA5LwPGhsbHa+Vzn8cFxfneN3U1OT3ujMyMrBjxw4AwNdff42rr77a4/KbNm3q9rO7dWtVrjfOo+b79u3bbS57Xy1atMjv97rz3nvvqV4micUblR/JVAdKY/G10yvzaDp3RO+X119/HVVVVUJjUCI1NRVTpkzBJZdcIjoUv+mxr+fNm4e//OUvuOKKK/Dqq69qvj7yzEjnIiKjEHHdlOFYVrrdovsVepszZw527twpJLlpH7gXHByMjIwM3dcPmHfkfGVlpegQvJLhvEBExmauM7fGWlpaHK+Vzo3lvJzz+311zjnnOF5/++23KC8vd7vsqVOn8Pe//73b75qbm3Ut15Ouri58+umnjp+nTp2qykMYiZToeaMisjNlfyikqE68KP7Uua/v8XUkvAw3sKJjyMjIwJQpU4TGoERUVBSeeOIJZGdniw7FZ3qeb6Kjo7Fp0ybcdddduq2T3Ovbt6/oEIhMIyoqCgBw/fXXO17rYfLkybj77rsVLTthwgTk5+fjpz/9qepxyPBtPxnFxsbiT3/6EyIjI1Uv21tdh4aeGfP40EMPKR7EpwZX09qYrV3YB/WNGzdOcCTume0DESLSH0fO+8D+8FLgxwuwN85J50DmSM3JyUF2drZjKpgnnngCHR0dKCws7LZcdXU1SktLcezYsW6/d45dj3I92b59e7cpdAKZ0gYAli9fbomHaVJgZJxzPjMzEx9++CH69++v63plqgOt3HjjjQgLC+v1QKWnn37a5Td+zHpDQ/K67rrrel1Tybw4JypR4EaOHImdO3c6kq8XXHABLrjgAt3W/+STTypeNioqCk8//bQmcdjvQ9PS0lz+nd8WtSYjfmvUF+eee67f7/3Tn/6E77//3uMygSTYmZwnokAxOe8D51HwzvOue9LW1uZ4HejD6xYtWoS77roLDQ0NaG1txfLly/Hqq68iKysL4eHhOHr0KHbu3In29nYEBwdj3LhxjmloPI0g0Kpcdz7++GPH67POOivgUcPx8fGcI568UnKjIqIzq3diHhB3s2bvuDp/aKlVncfGxrqcuz4/P9/l8jIk53kTbX72hMq4ceOwYMEC3dY7dOhQQ3wtXA/nnXceBg0aJDoMIvKDfaCT0md/mVVCQgJKSkowefJkl3+XcUAKqcu+j53zCzL0ZWU1ffp0t38bPnw4PvroI9x88806RkRE1B2T8z6IiIhwvFY6Ytx5Oef3+yM5ORnLli3DH//4R3z77bcAgKNHj+Lo0aPdlouMjMSCBQtw5MgRRxK9T58+upfrSktLCzZs2OD4OdBR80RKcRSReEOGDMEdd9yBOXPm+PxevW40RN7QWPkBp1YRHh6Ot956CwMGDNB1vcuWLcN3332n6zpl9dhjj4kOgUhVVurX2O+rlE4vamYzZ850+zf2ebUzYcIE0SEAOPPt99tuuw2jRo1y/E7LOee1+haIDOzHS79+/fx6//z583X9Bg8RmROT8z5wni+0rq5O0Xtqa2sdr6OjowOOYeDAgVixYgXWr1+P9evXo6KiAnV1dQgJCUFSUhImTJiAWbNmISkpCY8//rjjfd5G52pVbk9ffvmlY5764ODgXtPnEJF5BQUFYf78+X6/V0scbUR6GTx4sO7rHDRoEEeLE5HhjRgxAocOHcK0adNEh0IWExMTgwULFmjyDAF/RERE4Oqrr+72O3uuoueUjkrl5ORg27ZtLv/m7punBNxxxx2iQyAiE2By3gfO8/o5z5nuyfHjx12+PxDBwcEoKChAQUGBx+UqKiocr4cPHy6sXGf2B7oAwNixYzlXPOmOo4hYB66oUSe33HIL1q1bp0I0ROTOz372s14Ppycia5gxYwY++ugjTJo0SXQoUouPj8f333+PsWPHig7FNIKCgnDdddeJDsOj1NRUvPnmmzjrrLP8ev+zzz6LlpYWlaMiIiIl+OQKHzgn17/77jt0dHR4fc/+/fsdr9PT0zWJy5WamppuDz3Jzs4WXu6JEyewdetWx8+c0oZE4NQhciXnf/3rXyv6kM4II+evvfZaPP/8836//6GHHsL555/v8m9MRBCdcc899+Crr74SHQaRNGS6pmutqKgIn332GVJSUkSHIjX71GkPPvig4EhIb0OGDEFISIhf742IiEBsbKzKEclv9uzZyM3Nxdlnny06FCKyMI6c90F2djZsNhva2trQ0tKCiooKjBgxwu3ybW1t2LNnj+Pn3NxcPcIEAHz22WeOJGRaWprPI9y1KPfTTz91vLdPnz4455xzVImJzOedd95BQ0OD6DBMS6Yb+alTp2Lq1Klel9M6OW+f8mPYsGGarseTiy66CBdddJHLvz366KNobGzUOSKSTWpqKgBg/PjxgiMRh1NPEVmbGtOEmp39IaE8XxJ5l5CQgL/+9a+iwyAii2Ny3geRkZHIy8tzPAz1448/9pic37Bhg2N+9ejoaIwePVqXOE+ePIlVq1Y5fp41a5YU5X766aeO1wUFBXyYE7ml1hRQSkyePBl79uxBaGhot4cq+aJfv378MEEj55xzDjZu3Oj27/YPTAM1evRofPTRR4iLiwu4LC2Eh4c7brbJulJSUrBx40a/R8URkTjJycmalBsayts56u76669HcHAwv2FApvDCCy/wG3Mm8dJLL4kOgUha7M356KKLLnIk59euXYuLL77Y5UPWWlpa8Morrzh+vvDCC3W5me7o6MCKFSscD6xNT09XJTkfaLl79+7FoUOHHD9zShsSJScnp9vPw4YNw8MPPxxQmW+88QZ++OGHgMrQ04MPPoj33ntPdBiKZGZmYuPGjW6TD3/9619RU1OjyrpkTcwTOWNi3liysrK6fYuSrOmZZ57R7GHQ+fn5iImJweWXX65J+WQ8aWlpeOCBB0SHYQkFBQUIDQ3F+eefjw8++ACTJ08WHZLp5OTk9Lp/Izm89NJLPn2z19+BcERWENQl0/wGBnHfffdhx44dAICkpCQ88MAD3TrcDQ0NWLZsGTZv3gzgzJPTV65c6fZrmGvXrsUTTzzh+Nld0uzf//43du/ejRkzZrgcfXPo0CE899xzjnndbTYbli5d6vWJ7VqV6+zZZ5/FBx98AODM1/Kfe+45xe915cSJE7j22msBnPk0PSEhIaDyyBo2btyIQYMGcSSRgZw8eRLbtm1Dfn6+6FCIiIiIiIiIyKK0ykVy5Lwf7r77bixatAg1NTWorq7GwoULMXr0aCQnJ6OhoQGbN29Ga2srgDMj3O69915V5kdsamrCa6+9htdeew1paWkYNGgQ+vbti1OnTuHgwYM4cOCAY1mbzYb7779fUQJdq3Lt2traUF5e7vh5+vTpit9LpCY+58B4+vTpw8Q8EREREREREZkSk/N+SEhIwMMPP4zS0lJUVlais7PTMarcWUxMDBYuXIi8vDzVYzh8+DAOHz7s8m8ZGRm45ZZbkJGRIUW5X331lePrTsHBwZg2bZrPcRERERERERERERGZCZPzfkpPT0dpaSnKy8vx+eef4+DBg6irq0N0dDSSk5MxadIkFBUVISYmRrV1TpgwAcXFxdi6dSv27NmD2tpa1NfXIywsDPHx8Rg+fDimTJmC8ePH+zQnrVbl2n3yySeO17m5uUhMTPS5DCIiIiIiIiIiIiIz4ZzzZEicc56IiIiIiIiIiIj0oFUuMliVUoiI/HDixAnMnj0bs2fPxokTJ0SHQxbD9kcisf2RKGx7JBLbH4nE9kcisf2RKGx78mNynoiIiIiIiIiIiIhIZ5xzngyvuLgYoaHem3JZWZkO0RARERERERERERF5x5HzREREREREREREREQ648h5MrySkhI+EJaIiIiIiIiIiIgMhSPniYiIiIiIiIiIiIh0xuQ8EREREREREREREZHOmJwnIiIiIiIiIiIiItIZk/NERERERERERERERDpjcp6IiIiIiIiIiIiISGdMzhMRERERERERERER6YzJebK8BQsWYMGCBVy/RYnefq6f7c/K9W/19YsmevtFrt/K2y4D0dvP9bP9Wbn+rb5+0URvP9fP9mfl+rdy31M00dsvev3eMDlPRERERERERERERKQzJueJiIiIiIiIiIiIiHTG5DwRERERERERERERkc6YnCciIiIiIiIiIiIi0hmT80REREREREREREREOmNynoiIiIiIiIiIiIhIZ0zOExERERERERERERHpjMl5IiIiIiIiIiIiIiKdhYoOgMgfHR0djtf33nsvQkJCvL6npKTE5e/b29sBACdOnFAnOB9Zef01NTUuX+vJyvVv9fWz/XH9bH/WrX8rbzvbHtfP9mfd+rf6+tn+uH62P+vWv+j1s+2ZY987159zXjJQQV1dXV2qlUakk71792LRokWiwyAiIiIiIiIiIiILWb58OTIzM1Upi9PaEBERERERERERERHpjCPnyZBOnz6NAwcOAABiYmIUTWtDRERERERERERE5KuOjg7U19cDAAYPHoywsDBVymVynoiIiIiIiIiIiIhIZ5zWhoiIiIiIiIiIiIhIZ0zOExERERERERERERHpjMl5IiIiIiIiIiIiIiKdMTlPRERERERERERERKQzJueJiIiIiIiIiIiIiHTG5DwRERERERERERERkc6YnCciIiIiIiIiIiIi0hmT80REREREREREREREOmNynoiIiIiIiIiIiIhIZ6GiAyAifVVVVWHz5s3Yvn07Dhw4gOPHj6OlpQWRkZFISEhAVlYWpk6dipycHEXlNTY2oqKiAhUVFdi3bx+qq6vR0NCAhoYGAEB0dDQGDRqEnJwcTJ8+Hf3791dUbkdHBw4ePOgot6KiAgcOHEB7ezsAYPTo0Vi6dKlfddDW1oby8nJ88cUXOHjwIOrq6hAdHY3k5GRMmjQJM2bMQExMjF9lk2dGaX9qx+mM7U8MI7Q9rdqzHdueOEZof9785S9/wbvvvuv4OSkpCc8//7zi97P9iWOE9rd27Vo88cQTPm3X/PnzMXfuXEXLsv2JY4T258q+ffuwbt06bNmyBT/88AMaGxvRr18/xMbGYujQocjJycHYsWMRFxfntSy2PzFkb3vbtm1DcXGx39u3cOFCFBUVeVyGbU8c2dtfT7t378ann36K3bt3o7q6Gs3NzQgLC3Oc8/Lz8zFlyhTYbDbFZbL9KRfU1dXVJToIItLe/v37UVZWhr179ypaPicnB3fccQeSkpI8Lvdf//Vf2LRpk6IyQ0NDcemll+Lyyy9HcLD7L+58+eWXWL58OVpbW90u429y/tChQygtLUVlZaXbZWJjY7Fw4UKcffbZPpdPrhml/WkVpx3bn/6M0va0KtOObU8MI7U/T/bu3Yt77rkHnZ2djt/5kpxn+xPDSO1Py+Q8258YRmp/zurq6vD888/js88+87rsT37yE9x0000el2H7059R2l6gyfklS5Zg/Pjxbv/OtieGUdqfXVNTE5588kl8+eWXXssdMGAA7rzzTmRnZ3tdlu3PNyFLlixZIjoIItLe9u3b8d5773X7XWpqKkaPHo1Ro0ZhwIABOHXqFE6dOgUAqK6uxrp16zBp0iRER0e7Lffzzz/HkSNHAJw5uWZkZGDUqFHIzs7GWWedhfDwcNTW1qKrqwudnZ3Yvn07qqurMWnSJLdl7tmzB+vXr/e4PUlJSV5HCvR04sQJ3HfffY54g4KCMHr0aOTl5SEhIQHHjx9HR0cHWlpasH79emRnZyMlJcWndZBrRml/WsUJsP2JYpS2p1WZANueSEZqf+60t7fjoYceQm1tbbff9+nTBz/72c+8vp/tTxwjtb/Kykps3LgRAJCWloaCggJkZmZ6/Jebm4sBAwZ4rAO2P3GM1P7sqqurce+992LHjh2O3yUnJyMvLw8jR450lN/Y2IiOjg5kZmZ6TCqx/YlhlLbX0dGBrq4ur+c6+7+TJ0+isbHRsf6bbrrJbeKVbU8co7Q/AGhtbcX999+PrVu3On4XExODkSNHIicnBwkJCejo6EBTUxOAM4n8L774wtGO3GH78x2ntSGymAEDBmDmzJmYNm1ar686dXZ2Yu3atVi5ciVaW1tRU1OD0tJSLFu2DEFBQS7Ly8nJQX5+PvLy8tyeUGtra7Fy5UqsW7cOAPDJJ59g4sSJmDJlisdYY2NjMXz4cMe/b775pttX6n1VWlqKmpoaAGeS+4sXL8aQIUMcf6+vr8eyZcuwZcsWtLe349FHH8XKlSu9Jl1JOaO0P7XjBNj+RDNC29OqPbPtiWeE9ufO//7v/+LAgQMAgKlTp+Lzzz/36f1sf+IZrf1lZmZ6HY2sFNufeEZpfydPnsT999+PqqoqAMCwYcNw4403uhwh2tzcjE2bNsHbJARsf2LJ3vYGDhyo+FzX0dGBa6+91vFzYWEhQkJC3C7Ptiee7O0PAN5++23s27cPABAcHIwrrrgCc+bMQXh4uGOZrq4ulJeXo6ysDCdPnkRrayuefvppPPXUU263ne3Pdxw5T2QRDQ0NGD16NG699VaMHj0aUVFRvZYJCgrCsGHDkJ6ejvLycgDADz/8gBEjRrgdmZSdnY2MjAyPJ9LIyEhMmTLF8ektcOZT1+nTp7tcPi4uDhdffDGuvPJKxzxsAwcOxJ49e7B9+3YAvo+c37RpE958800AZ77mVVJS0u0CAQARERGYPHkyysvL0dTUhNOnTyM4OBh5eXmK10OuGaX9aRUn2584Rml7WpXJtieWkdqfK/avJHd2dqKwsBBjxoxxjG5WMnKe7U8sI7U/55HzQ4YM8etbHj2x/YllpPYHAH/+85+xZcsWAMCoUaPw8MMPu43B9v/bu++wqK78f+Bveu+IAtIEBazE3jA2rIkpJiZZo2tisq5lLVFjLNj7YjSb6O5aVqPRxCTrRqNi7L0XbAiKgiIgSBdmaAO/P/hyf3OZAWaGGWZG36/nyfPMudx7zhn4MMTPPfdzLCzg5+cHPz+/Gvtj/OmPscWeKq5fv45Dhw4J7QkTJtS43wFjT7+MKf7WrVuHwsJCAMCbb76J0aNHw9xcvIbbxMQEfn5+8PT0FJL+ubm56N69O5ydnRX6ZPxpRrPCk0RkdNq0aYP+/fvXeoe9Srdu3dCiRQuhfeXKlXqPb2JiIkqmP3z4sMZzXVxcVK7hraoDBw4Ir/v16wd/f3+l51lbW2PkyJFC+9ChQ5DJZFqdy6vIWOJPV/Nk/OmPscServpk7OmXMcdfRUUFvv32W5SWlsLe3h5jx45Ve3zGn34Zc/xpA+NPv4wp/h49eoTDhw8DqExuzZgxA9bW1vUan/GnP8YUe6o6duyY8LpZs2YKyU55jD39Mpb4k0gkQgIfqHw6sjZdu3YVrahPSUlReh7jTzNMzhORUvKPcMp/aNeH/J1VqVSqlT5VIZVKhZUwAOpccd+jRw/Y2NgAqNwVvWq1PjUcY4k/VebJ+DMuxhJ7qvTJ2DM+hhR/Bw8exL179wAAn3zyidLVUbVh/BkfQ4q/+mL8GR99xl90dLTwOiIiotZayqpg/BkXQ//sKywsxOXLl4V2v379ajyXsWd89BV/1Y/b2dnV2qeZmZnoKQBlZb0Yf5pjcp6IlJKvdVZeXq6VPpOTk4XX2l4ZX5t79+6htLQUQOUd2ubNm9d6voWFBYKDg4W2/AYp1DCMJf5UmSfjz7gYS+yp0idjz/gYSvxlZmbi+++/B1BZ3iEiIkLtcRl/xsdQ4k8bGH/GR1/xJ5PJcPr0aaFd1+pRVTD+jIuhf/adOXMGJSUlACrLhNQWo4w946Ov+HNycoKlpaXQfvLkSa195ubmIi8vT2gre3qD8ac5bghLREpVbf4GoN6rR4DKGmr/+9//hHb37t3r3aeqnj59Krz28/NT6RGzwMBAxMTEABD/caOGYSzxp8o8GX/GxRhiT9U+GXvGx1Dib8OGDZBKpTA3N8fEiRNr3ey6Jow/42Mo8VdYWIgzZ84gOTkZhYWFsLOzg5ubG1q2bAkfHx+V+mD8GR99xd+TJ08gkUgAVCaTAgMDUVpaiqNHj+LUqVN4+vQpJBIJHB0dERAQgK5du6Jv376wsLCocWzGn3ExlM++mhw/flx43aFDBzg5OdV4LmPP+Ogr/szNzdGhQwdcuHABAPDTTz/htddeq7Gk1/fffy/cPGjXrh28vb0VzmH8aY7JeSJS8Pz5c9Fdy7CwMI36KS4uRnp6Oq5du4Y9e/YgNzcXAODt7Y333ntPK3NVhfwfCVVXLjRq1Ejp9aR7xhJ/qs6T8Wc8DDn2NOmTsWdcDCX+Tp8+LdQ8HT58uMrJ0OoYf8bFUOIPAC5duiRsDludv78/RowYgfDw8Fr7YPwZF33G3/3794XX3t7eSEtLw8qVK/H48WPReVlZWcjKyhI2O/zqq68QFBSktE/Gn/EwpM8+ZVJTU4USc0DtJW0Axp6x0Xf8jRo1CjExMZBKpXj06BEmT56MDz74AKGhoXB3d0deXh6SkpLw66+/IjY2FgDg4+ODKVOmKO2P8ac5JueJSMHmzZuFu6KNGjVC586dVbru7t27+Oqrr2o9p3379pgxY0adNc206cWLF8JrVWvmuri4CK8LCgq0PieqmbHEn6rzZPwZD0OKPW30ydgzLoYQf/n5+di0aRMAwMvLCx988IFKc1CG8WdcDCH+VJGUlITVq1fj2rVr+Nvf/lbjqjzGn3HRZ/xlZmYKr01MTDB//nw8f/4cANC0aVM0b94cpqamSEpKEjZWTE9Px+zZs7Fy5UoEBgYq9Mn4Mx6G/tknv2rewcEBHTt2rPV8xp5x0Xf8+fj4YNWqVVi8eDEyMzORlpaGdevWKT3Xzs4OvXv3xujRo0W15+Ux/jTH5DwRiRw7dgznz58X2qNHj671sU1V2dnZ4a9//St69+5d777UVVRUJLyWr6tWG/nz5K8n3TKW+FNnnow/42AssadOn4w942Eo8bd582ZhtdXEiRPrNQfGn/EwlPhr3LgxwsPDERYWBh8fHzg4OEAmkyEjIwPXr1/Hvn37hKTpsWPHYGlpiQkTJijti/FnPPQdf4WFhcLrhIQEAJWxMHXqVIUnNG7duoVVq1YhPz8fRUVFWL16NdavXw9zc3FahfFnHPQde3WpqKjAiRMnhPbrr79e5/wYe8bDUOIvICAA//73v3H48GF8//33NcZA+/bt0bt37xoT8wDjrz6YnCciwYMHD7BhwwahHR4ertb/VLi5uWHo0KEAKv9nQiqVIiUlBQ8fPkRhYSHWrFmDI0eOYMKECUprlOlK1QY6ABT+57km8n8Yi4uLtT4nUmQs8afuPBl/hs8QY08bfTL2jIOhxN/169eFJEDfvn3Rtm1bzd7Q/2H8GQdDib+qOt6mpqai4xYWFvD19YWvry8GDBiAqH1s/3UAACAASURBVKgooexSdHQ0Xn/9dbRq1UqhP8afcTCE+FOWDJo2bRp69uypcLxt27aIjIzErFmzUF5ejtTUVJw8eRL9+/cXncf4M3yGEHt1uXPnDjIyMoR2XSVtAMaesTCk+MvLy8PWrVtx6tQplJWVwcXFBaGhoXBwcIBEIkF8fDwyMjJw5swZnDlzBgMHDsT48eOVPrnG+NMck/NEBAB49uwZlixZInyg+vv7Y+LEiWr10aRJE/z1r39VOJ6VlYUdO3bg2LFjuHXrFmbMmIHly5cr3eFbF+TvxpaVlal0TdUu4wBgZWWl9TmRmLHEnybzZPwZNkONPW30ydgzfIYSf0VFRVi/fj2AysfmP/30Uw3ejRjjz/AZSvwBgL29fZ1j2draYtasWZgyZQpSUlIAAL/++qvS5Dzjz/AZSvxVX93ZvHlzpYn5KiEhIejWrRvOnTsHADhz5oxCcp7xZ9gMJfbqcuzYMeG1r69vjXscyGPsGT5Dir/U1FTMmTMHWVlZsLCwwIQJEzBgwABR4r2iogJnz57F+vXrUVhYiD/++AOmpqZKn1xj/GnOtO5TiOhll52djfnz5yMnJwdA5Yf9okWLtFYX3s3NDVOnTsWbb74JoLKW2N///nfIZDKt9F8X+R3H5e/m1kb+vJp2LCftMJb403SejD/DZSyxp2mfjD3DZkjxt2PHDmF13tixY+Hk5FTv8Rl/hs2Q4k8dVlZWGD58uNC+ffu26B/2VRh/hs2Q4q/6z7pbt2519t+1a1fhtfxmncr6ZPwZFkOKvdoUFRWJSp6osmoeYOwZOkOKP5lMhuXLlyMrKwsAMGnSJAwePFhhRbyJiQnCw8Mxe/Zs4Vh0dLRoM+0qjD/NMTlP9IrLz89HZGQk0tLSAACurq5YsmQJXF1dtT6W/OYhycnJuHbtmtbHUMbBwUF4XVVLty5VfzAB1VZzkWaMJf7qM0/Gn2EyltirT5+MPcNlSPGXkJCA/fv3A6gs2aBqAqAujD/DZUjxp4l27doJr4uLi0VlH6ow/gyXocWfo6OjqO3j41Nnv76+vsJrqVQKiUQi+jrjzzAZWuzV5sKFC5BKpQAAU1NTlUueMPYMl6HF3/nz5/H48WMAlZtf9+3bt9Y+27Vrh7CwMKF99OhRhXMYf5pjcp7oFSaRSLBgwQI8efIEQOWH6eLFi9GkSROdjGdtbY2QkBChrWyliS40bdpUeK3sH3DKVG04Vv160h5jib/6zpPxZ3iMJfbq2ydjzzAZWvwlJSWhvLwcQOXPf8aMGTX+t3v3buG67Oxs0deq6oBXYfwZJkOLP024uLiI2i9evFA4h/FnmAwx/qr/rG1sbFTqV15VElVZn4w/w2CIsVeb48ePC69fe+01lRO4jD3DZIjxJ5+wb9OmjUr9yu9H9ODBA4WvM/40x5rzRK+ooqIiLFy4EAkJCQAq63guXrwYfn5+Oh1X/m6osn9M6YL8h/zjx48hk8mUbmAi7+HDh8JrVVbQkHqMJf60MU/Gn2ExltjTRp+MPcNj6PGXlpYmrOiqS1lZGeLj44V2Xl6e6OuMP8Nj6PGnquobximrUcv4MzyGGn/yq+ABKKyCV6Z6Mr56SQrGn2Ex1NirSWZmJm7duiW01XmijbFneAw1/qrK2QDiFe+1kX/SSNlnJeNPc1w5T/QKKikpwZIlS4Q7qFZWVliwYIFKm8zUlz4eWwoNDRV2AS8qKlJ6l1deaWmpKOEgf4eY6s9Y4k9b82T8GQ5jiT1t9cnYMywvW/zVhfFnWF6m+JP/hzwApStKGX+GxZDjr0mTJqLVq8nJyXX2KX+Og4ODwkp6xp/hMOTYq8mJEyeEJ9rs7OzQpUsXla9l7BkWQ44/+Rvbqt48ys/PF14rq5PP+NMck/NEr5iysjKsWLFCuBtvYWGBefPmoWXLljofOz8/H3FxcUK7oe6M2tjYiOqTHjt2rNbzz58/L6yIsbe3R+vWrXU6v1eJscSfNufJ+DMMxhJ72uyTsWc4DDn++vfvj99//12l/6ZMmSJc5+HhIfpa//79Rf0y/gyHIcefJuTr3Pr4+CjdwJjxZziMIf7kN3i9cOFCnf3Kn9OqVSuFrzP+DIMxxJ4yJ06cEF6Hh4fD0tJS5WsZe4bD0OOvUaNGwuvbt2+r1K/8Ex2enp4KX2f8aY7JeaJXiEwmQ1RUFK5evQoAMDMzw6xZs0Qbe6hDncfzKioq8O9//xulpaUAKv84derUSaNxNTFkyBDh9dGjR4XNT6orKirCzp07hfagQYPqfBSLVGMs8afteQKMP30zhtjTVTwz9vTPGOJPVxh/+mcM8Ve9REhtLly4gFOnTgnt2jZJZPzpnzHEH1AZK+bmlRV/ExIScPbs2Rr7jYuLw8WLF4V2TSVHGH/6ZSyxV939+/dFT2Zoskk7Y0//jCH+5JPoT58+Fe1zoMzNmzcRExMjtNu3b6/0PMafZpicJ3pFVFRU4Ntvv8W5c+cAVO76/sUXX6j1mFx1x48fx7Rp03D8+PFa6zMmJiZi4cKFOH36tHDs3XffFdUs07VOnToJK1vKysqwePFiJCUlic7Jz8/HsmXLhHq7Dg4OGD58eIPN8WVmLPGni3kCjD99MpbY09XnKWNPv4wl/nSF8adfxhJ/586dw/Tp03HixIka+5RIJPjpp5+watUqVFRUAADc3d0xbNiwGufA+NMvY4k/oHIFqHxCad26dUoT9Ldu3cKSJUuEkiPBwcE1vh/Gn/4YU+xVJ7/S2NvbW7Spp6oYe/plLPHXqVMneHt7C+3169cjOjoaMplM4f2cOXMGK1asEI65u7ujV69eSufA+NOMSUXV/90Q0UvtwIED+Ne//iW0vby88Nprr6l0rYODA0aOHKlwfO/evdi8eTOAyrvBTZs2hbe3N+zt7WFiYoL8/HwkJSUpbC7XvXt3fPnll7XeGV24cCGys7NFx3JycpCbmwugcgdyZY9SLViwAG5ubkr7zMzMxPTp04V+TU1N0bp1azRu3Bj5+fmIiYkRNhkzMzPDokWLRHeUSXPGEn+6mGcVxp9+GEvs6fLzlLGnP8YSf6o6evQovvnmGwCVZW22bNlS5zWMP/0xlviTjytzc3NRnzKZDM+fP0dcXJxoI1h7e3usXLmyzg31GH/6YyzxV6W0tBSRkZG4e/eucMzHxwfNmzeHqakpkpKShA0dgcq9DqKiokSlIapj/OmHscVeldLSUvz5z38WVkmPGjUKI0aMUGne1TH29MeY4i8+Ph5z584V/X11dXVFSEgIHB0dIZFIEBcXh4yMDOHrFhYWWLJkidKSXlUYf+oz1/cEiKhh5OXlidqpqalITU1V6VoPDw+lfySqNvsAKh/devz4cY2PLQGVNcj+9Kc/4c0336zzf1CSk5NFfwSqKyoqQmJiosLxsrKyGq9xd3fH0qVLERUVhUePHqG8vFxUN62Kk5MTpkyZ8sr/gdAmY4k/XcyzCuNPP4wl9nT5ecrY0x9jiT9dYvzpjzHGX1lZGZKSkhRW2clr27YtpkyZAg8Pjzr7Y/zpj7HFn4WFBSIjI7FhwwZh1WlycrLSDWKDg4Mxa9asWhPzAONPX4wt9qpcuXJFSMybmpqiT58+Kl2nDGNPf4wp/oKDg7F8+XJ8/fXXSElJAQBkZ2fj/PnzSs9v3Lgxvvjiizrr5jP+1MfkPBFpbMiQIWjXrh1iYmJw//59PHnyBM+fP0dhYSGAyj8Krq6uCAgIQFhYGLp37w4bGxu9ztnHxwdRUVE4c+YMTp06hSdPniA3Nxf29vZo3LgxunXrhv79+yvdXIwMC+OP9EUXsafreGbsvTz42Uf6pIv4e/311+Hl5YW4uDjExcXh2bNnePHiBfLz81FRUQE7Ozt4enoiODgYvXr1QvPmzdWaM+Pv5aHrzz87OzvMnDkTgwcPxvHjxxEbG4vs7GzIZDI4OzsjJCQEPXv2RNeuXWFiYqJSn4y/l0ND/O2Vr/ndtm3bOm/+1IWx9/LQZfy1aNEC69evx6VLl3Dx4kUkJCQgOzsbUqkU1tbWcHZ2RlBQEDp37owePXoI+3PUhfGnHpa1ISIiIiIiIiIiIiJqYNwQloiIiIiIiIiIiIiogTE5T0RERERERERERETUwJicJyIiIiIiIiIiIiJqYEzOExERERERERERERE1MCbniYiIiIiIiIiIiIgaGJPzREREREREREREREQNjMl5IiIiIiIiIiIiIqIGxuQ8EREREREREREREVEDY3KeiIiIiIiIiIiIiKiBMTlPRERERERERERERNTAmJwnIiIiIiIiIiIiImpgTM4TERERERERERERETUwJueJiIiIiIiIiIiIiBoYk/NERERERERERERERA2MyXkiIiIiIiIiIiIiogbG5DwRERERERERERERUQNjcp6IiIiIiIiIiIiIqIGZ63sCRERERNq2Zs0anDx5Umhv3boV7u7u+psQ6YxEIsGTJ0+QmpqK/Px8FBcXw87ODg4ODggICICPjw9MTEz0PU36PxkZGUhISEBOTg4KCwthbm4OOzs7eHl5ISgoCDY2NvXqv7S0FCkpKcjIyEBWVhYkEgnKyspgY2MDe3t7+Pj4wN/fHxYWFvV+L/n5+UhJSUFmZiZycnJQXFwMALC1tYWLiwuaNWuGJk2a1HscVX355Ze4d+9ejV/39PTExo0bG2w+ZHz++OMPfPfdd0L7iy++QJ8+ffQ4I+Mlk8nw9ttv13pOREQEJk+e3EAzIiIiQ8XkPBEREelUeno6PvvsM52P07dvX0ybNk3n45B+lZeXIzY2FpcuXcLt27eRmJiI8vLyGs93cHBA37598cYbb+gsUbpixQqcP39edEydRKgqSZy6aPsGVH3fk7yioiL8/vvvOHLkCNLS0mo8z9TUFB06dMCwYcMQFhamcv/nz5/H1atXER8fj5SUFMhkslrPt7CwQNeuXTF06FC0atVK5XEkEgkOHDiAuLg4JCQkIDs7u85r3N3d0a9fP7zxxhtwdnZWeSx9UCcOTU1NYWNjAzs7O/j4+CAoKAjh4eHw8/NTa8yYmBhERkYKbU1iLDk5GZGRkcjKyhKOWVlZYfbs2ejQoYPo3DFjxojOW7lyZa0xsGPHDvz888+1jm9mZgYLCwvY2trCyckJjRo1QtOmTREUFIRWrVrB1dVVrfdDRERErxYm54mIiIjIKDx79gxffvklcnJyVL7mxYsX2Lt3L6KjozF69Gi89dZbWp3T+fPnFZLYxk6b7yk2NhZr1qxBRkZGneeWl5fjypUruHLlCnr37o1JkybBysqqzuv27NmD+Ph4ledUWlqKM2fO4MyZM+jTpw8mTJgAa2vrOq/LysrC9u3bVR4HADIzM7F7924cOHAAn3/+Ofr27avW9YaqvLwchYWFKCwsREZGBq5du4bdu3cjLCwM48ePh5eXV4PM48GDB1iwYAFevHghHLOzs8OCBQsQGhraIHOQyWSQyWQoKipCdnY2EhMTcfnyZQCAiYkJgoOD0b9/f/Tp0weWlpYNMiciIiIyHkzOExEREZFRkEgkShPzpqam8PPzg6urK+zt7VFYWIhHjx6JVjaXlJRg8+bNyMzMxNixY7Uyn4KCAvzzn//USl+GQpvv6e7du1i4cCGKiopEx21tbREUFAQXFxeUlJQgLS0Njx8/RkVFhXDOyZMnkZeXh/nz58PcXL1/slhYWKBJkybw8PCAra0tTExMUFBQgOTkZDx//lx07okTJ5Ceno5FixaplKCvzsHBAV5eXnB2doaNjQ1KS0uRnZ2NpKQkSKVS4byCggKsXbsWBQUFGDZsmNrjqMvU1FRhBbq630dNxMTEYOrUqViwYIFaTyVo4tatW1i6dKno++zi4oJFixYhICBAp2OrqqKiAnFxcYiLi8OuXbvwySefoHfv3vqeFjUAMzMzbN68WXQsIyMDc+bM0dOMiIjIUDE5T0RERDrl7u6u8A/Umpw7dw5bt24V2sHBwZg5c6ZK12qSWCPjVVWapHfv3mjdujVsbW0VzomJicHGjRuRnJwsHPvtt9/g5+eH/v3713sOmzZtQm5uLgDAxsZGlCSsj9DQUEyfPl2ta1xcXLQytrbeU3FxMdauXStKzFtZWWHMmDEYOHCgQs331NRUbNq0CVevXhWO3bhxA/v27cO7775b61jm5uYICwtDx44d0bJlSzRr1gxmZmZKz01KSsKPP/4oejIgNjYW27dvx1/+8pc635ezszM6deqEsLAwhISEwMPDQ+l5paWluHTpEr7//ns8e/ZMOL5lyxaEhoaiefPmdY5VX40bN653H3//+9+VxpZMJkNBQQGePHmC8+fP48qVK8LXpFIpFi9ejH/+8586K+ly8eJFrF69GqWlpcKxxo0bY8mSJfD09NTJmAAQHh6OP//5z6JjFRUVkEqlKCgoQH5+PhISEnD//n3ExsairKxMOC87Oxtr1qzB9evXMXny5Aa5WUL6Vf13sK6SW0RE9Gri/xEQERGRTpmZmamcJHJ0dBS1LSwsNEowTZ8+Xe3kJhkHW1tbDBs2DG+99Rbs7e1rPTcsLAxff/01FixYgNjYWOH4tm3b0LNnz3rd0Ll27RqOHz8OoDI5/Kc//QlbtmzRuD95lpaWWkmsqkub7+nkyZNIT08X2iYmJpg3b16NteS9vLwwf/58rFixAhcuXBCO//LLL3jrrbdqTLYDwNKlS1VOdPr7+2P27NnYtm0b/vvf/wrHDxw4gPfff7/WmxxeXl7Yvn27ShsMW1hYoGfPnmjbti2++uor4QZReXk5fvzxR8yfP1+l+eqbu7t7rXsZtGjRAv3798e1a9ewfPlylJSUAKh8ymXXrl2YNGmS1ud0/PhxfPPNN6K9Jvz8/LBo0SK4ublpfTx51tbWdf5u9ujRAwCQk5ODgwcPYt++fZBIJMLXT5w4AalUitmzZ8PU1FSn8yUiIiLDx/8bICIiIiKj0LhxY2zZsgUjR46sMzFfxdraGl9++aWodnleXh5u3Lih8TwkEgnWr18vtN955x34+/tr3J8h0PZ7kl9JDQDdu3evc5NXExMTjBs3TpSILygoEN1YUUaTFcijRo1Co0aNhHZ5eblQJ7wmZmZmKiXm5Tk6OipsiH3jxg2FUj/GrkOHDhg5cqTo2Pnz57W+Unjfvn1Yt26dKDEfHByMlStX6jwxry4XFxeMHDkS69atQ2BgoOhrFy9exO7du/U0MyIiIjIkTM4TERERkVGws7NTOSkvz83NDV27dhUdu3Xrlsbz2LZtm1C73MvLCx9++KHGfRkKbb8n+VIuANC5c2eVrnNzc0NQUJDoWGpqar3mooyZmZnCzYK0tDStjwMA7dq1E91AKCsrU6h9/zKovtntixcvkJmZqbX+d+7ciU2bNon2JggLC8PSpUs1+lxoKJ6enli+fDm8vb1Fx3/++WedxDYREREZF5a1ISIiIqpFRUUF4uPjkZaWhuzsbJiYmMDT0xNt2rSpMyFUVFSE2NhYPH36FFKpFA4ODvD29karVq20Um9YIpEgLi4OWVlZyMvLg7m5ORwdHeHr64vAwEC1V/m+zJo1a4ZTp04JbfnNYtVx584dHDp0SGhPmjQJlpaW9Z6fPuniPVVfGa7OqmZ3d3fEx8cL7YKCgnrNpSYODg6itrb2DKjOzMwMdnZ2yMvL0/lY+uTs7Ax7e3vRzysvL6/eJZoqKiqwceNG7N+/X3S8R48emD59usL+BYbI1tYWc+bMwZQpU4Q69GVlZfj1118xefJknY8vkUhw584dPH/+HBKJBK6urvDw8EBoaKhWa9+npqbi6dOnwjgmJiawt7eHq6srgoOD4eTkpLWxdKWkpARJSUl48uQJCgoKUFxcDAsLC9jY2MDd3R2enp7w9vbm31ciItIaJueJiIjopbNmzRqcPHlSaG/durXGuskxMTGIjIwU2h9//DE++OADlJaW4rfffsOhQ4eQkZGhcJ2lpSUGDRqEUaNGKdQuz8vLw86dO3H8+HEUFxcrXOvg4ICPPvoIQ4cO1ajm8NWrV7Fnzx7cu3dPtOGgPCcnJwwYMADvvvuuQa8qbSjVa5bX9H2rTXFxMb799lth5W5ERATatGmjlfnpi67ek4uLi6jmvPzGnXWpqlteRVfxW/33Wlebl0qlUrx48UJ0zNBKsGiL/Kp2APVOnMtkMqxbt070eQ4AAwcOxIQJE4yqZruvry/Cw8Nx4sQJ4dipU6fw+eefw8bGRidjZmVlYdu2bTh//rzC7xVQ+XeiX79+GDFiBOzs7NTuXyqV4vLly7hw4QLu3LkjugGlTFBQEN5++22Eh4fX+rMrKirCmDFjUFhYCKDyqalt27apvU/Io0ePMGXKFKEdHByMqKgopeempqbip59+wsWLF+u8eWZnZ4c2bdogIiJC5aeCiIiIamI8/zdDRERE1EDy8vIwa9YsbN++XWliHqhMIO7btw+zZ88Wbfb34MED/O1vf0N0dLTSxDxQWe5h48aN+Mc//iGqnVyX3NxczJ07F4sWLcLt27drTTDn5eXhl19+wbhx4+qs2f0qqF6ypLaNP2uyc+dOoQyFs7MzPv30U63MTZ909Z5atWolaj98+FDla6uf26JFC63MSV5eXh6uX78uOta2bVutjwNUbo4r/3vu5eX1Uibn8/LyhGQqULmHQH1WzZeUlGD58uUKifnhw4dj0qRJRpWYrzJs2DBRu6SkBDExMToZ6/r165gwYQJOnjypNDEPVP7M9uzZgylTpiAlJUXtMVatWoWoqCicO3euzsQ8ACQkJCAqKgoLFixAfn5+jedZW1ujX79+QruwsBCnT59We37R0dGi9pAhQ5Sed/z4cUycOFHYrLcuhYWFuHjxIv73v/+pPSciIqLquHKeiIiISE5paSkWLlyIhIQEAJUr5IODg+Hi4oLi4mLcv38fOTk5wvkJCQn4xz/+ga+++grJycmIjIwUElSOjo4ICgqCg4MD8vPzERcXJ/qH/7FjxxAUFIQ33nijznmlpKRg/vz5CjcLbG1tERgYCGdnZ5SXlyM9PR2PHj0SkoH5+fmYN28e5s+fX+eGnC8rmUyGixcvio6pm/C9f/8+9u7dK7T/8pe/6HRF99q1a/HgwQNkZ2ejuLgY9vb2cHBwQGBgIFq3bo0ePXrUe3xdvqcBAwZg7969wg2kw4cP45133qmzXM7Zs2dFJYcCAgIQEBCglTlVKSwsxKpVq0Q31UJCQhAaGqrVcQDg7t272LZtm+jYO++8o/VxDMHx48dF7ebNm8PW1lajviQSCZYsWYI7d+6Ijo8ZMwbDhw/XeI76FhgYCAcHB9GTFLGxsejWrZtWx7l58yaWLVumkJT38PCAn58frK2tkZmZifv370MmkyE9PR3z58/H0KFD1Rqn+pMStra28PX1hZOTE2xsbFBcXIysrCwkJSWJ5hITE4OFCxdi1apVNT5dMWTIEPz+++/CGNHR0RgwYIDKc5NKpaJSZg4ODujZs6fCebdu3cK6desU3ou3tzc8PT1hb2+PsrIySCQSpKWlIT09Xa2b6kRERHVhcp6IiIhIzoEDB1BQUABLS0uMHDkSQ4cOhZWVlfD18vJyREdHY+PGjcI/0M+dO4dbt25h48aNKCwsRKNGjfDZZ5+ha9euotWdUqkUW7ZswR9//CEc27FjB/r371/r4/pSqRTLli0TJeZ9fHwwatQodO7cWaFkS1ZWFnbu3IkjR44AqLzhsGbNGnzzzTc6K91hyM6ePYusrCyhbWZmhk6dOql8fVlZGb799lvh592pUyeEh4drfZ5V0tLSFFb65+bmIjc3F8nJyTh58iS2bNmCgQMHYuTIkWqXegB0/568vLzw8ccfC4npjIwMREVFYfr06aLfJ3nx8fH47rvvhLapqSnGjRtX77nIZDJIJBKkpKTgxo0bOHjwIHJzc4WvOzk5Ydq0afUeB6hcCZ2Xl4dHjx7h9OnTOHv2rCiR161bNwwcOFArYxmSGzduYOfOnaJjb7/9tkZ95eXliW6QApWxMGHCBKP/3pmYmCA4OBhXr14VjiUlJWl1jIKCAqxZs0aUDPf29sb48ePRrl070blVJdiio6ORkZGBX375Re3xmjVrht69e6Njx47w8fFRek5RURFOnjyJH374QVhh/+DBA/z0008YNWqU0mu8vb3Rrl074cmChIQEJCQkKGwYXZOTJ0+Kbob369dP6c3BrVu3ihLzvXr1wqhRo9CkSROl/UokEty8eRPnzp2rdfU/ERGRqpicJyIiIpJTUFAAc3NzLFq0CK1bt1b4uqmpKYYOHYrCwkLs2LFDOL5ixQoUFBTA09MTK1euVJoEt7GxwaRJk5CRkYEbN24AqPyH/rlz50SP8Fe3ZcsWJCcnC+1OnTph1qxZNSY53dzcMHnyZHh7ewvJ0dzcXOzatQuTJk1S6fvwsigoKMB//vMf0bG+ffuqVdbm559/FhJoNjY2GD9+vDanqBGpVIrffvsNV69exZw5c2pMitWkId7T8OHDUVFRgR9++AEymQwXLlzAxIkTMWjQILRs2RLOzs4oLS1FamoqLl68iFOnTkEmkwEAzM3NMXnyZIXyOKrYs2cPtm7dqtK5gYGBmDFjBry8vNQeBwAmTpyIJ0+e1Hle1efGJ598YlQbSWZmZgo/E3kymQyFhYV4/PgxLl68iMuXL4sSnAMHDtToZo9EIsFXX32Fp0+fCsfMzc0xY8YM9OjRQ7M3YWCaNm0qSs4/f/5cq/1v375d9HSXv78/VqxYofSpGCcnJ0yYMAFNmjTB1q1b1d58ecKECSqVLrK2tsagQYPw2muvYdasWcLN0gMHDuC9996rseb+kCFDRGV/Dh06pPLfMPlNrk1MTDBo0CCFc7KyskQ3gcLCwjBz5sxa+7W1tUW3bt3QrVu3GkvXERERqYPJeSIiIqJqPvzwQ6WJeXnDhg3Dzz//LPzjvCqp8cUXX9S5On348OFChD0a0QAAG7dJREFUch6oLEFQU3L++fPnOHbsmND29PSsNTFffZybN28KYx0/fhwff/wxnJ2d67z2ZVBRUYG1a9eKyqTY29vXuFJTmcePH4tWk44aNQqNGjXS6jyrmJubo2XLlmjXrh38/f3h7u4Oa2trSKVSPH/+HHfv3sWJEydEtZ2fPn2KefPmISoqSuV5NeR7eu+999C5c2fs2bMHFy9eRHp6Or7//vtar3nttdcwZswYNGvWTCdzAoA2bdrgjTfeUHi6RdssLCwwcOBADBkyRO0bKIagrkRldU2aNMH777+vVvkReXl5eaL4tra2xpw5c/Daa69p1J8hqp4kV6VWu6oKCgpE5YXMzMwwffr0OstVvfvuu7h586bCPgx1UXdPgcaNG2Ps2LFYvXo1gMoSU1evXq3xRk7nzp3RqFEj4QbGqVOn8Omnn9ZZLikuLg6PHj0S2m3btoW3t7fCedVvjHTv3l2t96PK32EiIqK6GN8uOkREREQ6ZGNjgzfffLPO86ytrRESEiI61qZNG4VjyrRu3VpUZzcxMbHGc6Ojo0Ubv3700UdqJQTkS0uUlpaKbgq87Hbs2IHLly+Ljk2YMEHlVfMymQzffPON8P1v0aKF2jWZVWFiYoLRo0dj27ZtWLZsGUaMGIHOnTujWbNm8PLyQmBgILp27YqxY8diy5YtePfdd0Wrr7Ozs7Fy5UqFmsn6fE/VxzQ1Na2xtnQVExMTREREYOzYsTpNzAOVteD3798vWsGsC6WlpThx4gT27duHZ8+e6XQsfQsKCsLIkSPRp08frfVZUVFhlBu/1qZ6orymzVo1ce7cOdFq7h49esDf31+la9W5aVkfXbp0Ef1M7927V+O5ZmZmohXvRUVFOHHiRJ1jVN8IdvDgwSrNTb7cFRERUUPhynkiIiIiOaGhoSpvYujl5YWbN28K7fbt26t0nZmZGRo3biyUbqgtISCfTDc3N1d748DWrVvD1NRUqHt99+5drSbPDFV0dLRC/eQ333xTrVIbe/fuxYMHDwBUfu//9re/6SRRaGpqivfff1+lc62srPDJJ5/Azc0NmzZtEo7fv38fZ8+erfP9NdR7AiqTjps3b1ZIlNWkoqICR44cwZEjR9ClSxeMHz8ebm5uao87aNAgUQmUsrIyvHjxAomJibh69SquXr2K8vJy3L59G7dv30bPnj0xbdq0OjerVWbx4sWim2dSqRTZ2dl48OABTpw4gZSUFBQWFuLQoUM4efIkxo8fj759+6o9jjFISEjAmjVrsGXLFnz22Wd4/fXX1e6jqrxJVa3w4uJiLF68GJGRkS/Nhta63Ew0NjZW1FbnZxAUFARvb2+kpKTUex7l5eUoKiqCVCoV/X5Usbe3F+q1y5dsU2bAgAH48ccfhX4OHTpU6w3FgoICnD17Vmi7urqiS5cuSs/18vIS/X08ePAgevXqpXSVPRERka4wOU9EREQkp2nTpiqfWz2Jr07ZCjs7O+G1RCJRek5RUZHo0fxGjRoplH1QhY2NDQoLCwFAa6t38/LyUFRUpNK5Tk5OGm1aqqkzZ87gX//6l+hYr1698Nlnn6ncR2pqqmiDy3feeUflFagNYdiwYbhx44Zo5ffBgwdrTc435HsqKyvDkiVLRPWiTUxM0L17d/Tt2xeBgYFwdHREaWkpnj9/jps3b2L//v3CRriXLl1CfHw8Fi9ejICAALXGtrW1VXqDLSQkBIMHD0ZiYiLWrFmDx48fA6jcMFgikWDBggVq36hQdvPA398f7du3x4gRI3Do0CFs2rQJpaWlKCoqwrp162BqaorevXurNY6+bN26Fe7u7kq/JpVKkZeXh4cPH+LUqVO4cOECgMqbjVFRUXjy5Inaq7GdnZ0xdepULFy4UEjQl5SUYMmSJZg7d67KN0ANWdVncRVtlkaRr58OVD4Zo47g4GCNkvNFRUW4dOkSLl++jMTERKSmpirdq0CZuurcOzs7o2fPnjh58iSAyg104+LianxK7dixY6KnESIiImBurjzt4ejoiLCwMKGcT25uLiZPnow+ffqgR48eCk+5ERER6QKT80RERERy6qrNK8/MzEzUlk+410U+CahsZSFQWa5EfpVlWlqaWglmZV68eFGv66ts3rxZSJbU5Ysvvmiw1fqXLl3C119/Lfq+de3aFV988YXKideKigr84x//EBI8Xl5e+PDDD3Uy3/p47733RMn5uLg4SCQSpYnphn5Pu3btEiXmraysMGfOHIXkqoWFBfz8/ODn54dBgwZh/fr1Qs3s3NxcLF68GN9++61av5d1CQgIwLJlyzBjxgzhZtX169cRHR2t1RI/JiYmGDx4MJycnLBixQoAlT+HDRs2oF27dmptSmyIbGxsYGNjgyZNmqBHjx64du0ali9fLsTYzz//DD8/P/Tq1Uutflu2bInFixdjwYIFwo3LkpISLFu27KVI0FdPRjs6Omqtb/mnsGxtbdXeX0STjZEPHTqEHTt2CCvh1VXTzWl5Q4YMEf29iY6OrjE5L78RrKmpaZ37H4wbNw4zZswQ/jaWlJTgjz/+wB9//AELCws0b94cwcHBaNWqFVq1aqXVzyIiIiKANeeJiIiIROpT4kO+Drg2aCuRLq9qNerL6Pr161i1apXoZkfHjh3x5ZdfKtxIqc3Bgwdx9+5doT1p0iSNSp7oWkhIiCgRX1ZWJpRKqq4h31NeXh727t0rOjZx4sQ6k6qWlpaYPHkyQkNDhWOZmZn49ddftT5HJycnfPLJJ6Jj//3vf7U+DlC5yWTnzp2FtlQqxcGDB3Uylj516NBBYaX81q1ba7z5WJuQkBAsWrRIFN8lJSVYunSpzvcJ0LXqZVw8PDy01rf8qnxVy7PJU+cGMwD8+9//xvr16zVOzANQaa+M0NBQ0T4UZ8+eVbri/vbt26LPwI4dO9b5/fXy8kJUVJTSTeBLS0sRGxuL//3vf1i6dCk+/vhjREZG4sKFCyrNm4iISBVcOU9ERERkoDRJar2qbt68iWXLlqG0tFQ4FhYWhtmzZ6tdlmDXrl3C686dO8PDwwPp6em1XlN93wCZTKZwjZubW43lFTRhZmYGd3d3PHnyRDhWU8mjhnxPV65cEZWV8PT0VLmMi5mZGT788EMsWLBAOHbs2DGMGTNGpevV0alTJ9jY2Ag3rJ4/f47k5GS1ylOpqlevXqLNia9fv46RI0dqfRx9GzBgALZt2yaUNMnMzMStW7c0Wu0eEhKCJUuWYP78+ULSubS0FMuXL8fs2bPRqVMnrc69IVRUVOD+/fuiY+qWbTIUp06dwv79+0XH/P390bNnT7Ro0QIeHh5wdnaGpaWlwmfwmDFjkJWVpdZ4Q4YMwXfffQeg8kbNsWPH8NZbb4nO0XQjWC8vL6xYsQL37t3DyZMncePGDaHEljyZTIaYmBjExMQgNDQUM2bM0OrNFSIiejUxOU9ERERkoKqXO+jYsaMoaalP06dPx/Tp0/U9DQDAnTt3sGTJElFCuHXr1pg7d65Gq8Pl+7l8+bIoqaqqjIwMhRJE3333Hfz8/NTuqzbV35/83Gs6ruv3lJiYKGq3bdtWradK2rRpI9qkMTc3F8+ePUOTJk3UnnNtLCws0LhxYyQlJQnH0tLSdJKcr77BpLLE38vA1tYWnp6eotXL9+/f17gUTYsWLbBkyRJERkYqTdDLP5FgDB48eKCw4rtly5Za69/Ozk5Yxa5KuZjqqtfDr438DT8AGD16tMobW2syt9dffx1bt24V5njo0CFRcj4vL0/Y9wCofCJB3bgLDQ0VntzJyclBfHw8YmNjcfv2bTx8+FC0Wv7evXuYN28e1q5dq/YTB0RERPJY1oaIiIjIQFWvF6zJRn0vu3v37mHx4sUoLi4WjoWGhmL+/PkNugmtvlQvJ6HN+tWaqp7gU7e2uoWFBRwcHETH6lM2ozbVyx3JP3mhTdWfLtDVOIagejmV6k9gqKt58+ZYunSpqNZ3WVkZVqxYgUuXLtWr74b2+++/i9pWVlZo166d1vqX/5shkUjU/t6npqaqdF5ycrLo3LZt26qcmJdKpRqVV7O2tkb//v2F9tOnT3H79m2hffjwYdHTZoMGDapXmToXFxd07doVn376KdauXYv//Oc/eP/990W/y2lpaQolvIiIiNTF5DwRERGRgXJwcBCtuE1LSxM2sKTKFbkLFy4UJXqCg4OxcOFC2NjY6HFmDSMnJwfPnz8XHXN1ddXTbP6/6qtIi4qK1O6jevJOVz/P6qU11N1AU1WZmZkNMo4hqL5Xhjb2NggKCsLSpUtFN23KysqwcuVK0WppQ/b48WOcPXtWdKx3795avYkYFBQkasfHx6t1varnV0/iq1Ni6N69e2rNSd6QIUNET+FUbf5aUVGBw4cPC8fNzc0RERGh8TjKuLu7Y/To0Zg6darouLHEHxERGS6WtSEiIiIyYO3btxetmD98+DBGjx6txxkZhoSEBMyfP19UHiEoKAgLFy7UaCNEeb/88ova18TExCAyMlJoe3p6YuPGjfWaR11Onz4tKrPg6uqqUD6lSkO+Jzc3N1H70aNHao2bnJysUJ5H3dX3qkhMTBStLDYxMYGnp6fWxwGAGzduiNpeXl46GUffqkoQyXN3d9dK34GBgVi6dCnmzZsn3AAoKyvD6tWrMXPmTHTv3l0r4+iCRCLBihUrRCu7LSws8N5772l1nJYtW+L48eNC+/Tp0+jSpYtK1yYkJKj8dFb1p2PUKety7Ngxlc+tzsvLC2FhYcLv0/nz55GXl4eEhARR3HXv3l1nN8DCw8Oxfv164QZiXXt3EBER1YUr54mIiIgM2ODBg0WP5u/duxfJycl6nJH+JSUliTaJBCo3VVy8eLGo9MXLLDs7WyHhrmoSTtdat24tat+5c0dUg7wuVathq/j6+urk51q9Znbz5s118uRBVlYWjhw5IjpmKD8rbfvtt99EN4wAaLVsS7NmzbBs2TJR+aaqBP25c+e0No42paWlYc6cOQqJ7w8++EDr+yj06NEDVlZWQvvcuXN4/PixStfu2LFD5XGq/z6q+vsdHx9f75/T0KFDhddlZWU4cuSIwkawgwYNqtcYtTExMRGt3ld3w3EiIqLqmJwnIiIiMmA+Pj7o27ev0C4pKcHChQvVTtCXlJTUa8WioUhOTkZkZKSodIavry+WLFmiUKfcGCQnJ+PKlStqXZOVlYVFixYhLy9POKaLVbiaat68uWgFenl5OdasWaNSnekrV67gwIEDomM9evSo8fzDhw+rvblqRUUFtm/fjosXL4qOyyf9qpNIJNi3b1+NG+7WJCcnR6H0kqOjI8LDw9XqxxgcOHAAe/bsER0LDQ3V+ibIAQEBWLZsGZycnIRjMpkMf//733HmzBmtjlUfOTk5+PHHHzFt2jQ8fPhQ9LXu3btjxIgRWh/T3t5e9PdCJpMhKipKYRPa6vbs2YPr16+rPI6/v7+offTo0Trr26empmLVqlWQyWQqj6NMp06d4OHhIbT3798v+gz18fFBmzZtVOrr5s2buHnzplrjX7x4UfTEli42kCYiolcLy9oQERERGbjPP/8cDx48EFZAZmRkYNq0aXj77bcxaNCgGstGFBcXIzY2FpcuXcKZM2dQUFCAfv36NeTUtSo9PR2RkZGiJJCLiwumTJmCoqIitWqbm5ubK5Rf0YesrCwsXrwYAQEB6N27N7p27VpjyROJRIKjR4/i559/FiXmAeCjjz4SJaz0ycTEBKNGjcLq1auFYwkJCZg2bRo+++wzdOjQQbTyFADy8vKwd+9e7NmzR5S8c3Jywttvv13jWBcuXMCGDRvQuXNnhIeHIywsrMabNGVlZbh69Sp+/fVXhdrabdu2FSU1qystLcWmTZvw3//+F7169UKPHj0QFBSksNFrlZycHJw4cQK//PKLQmJ07NixRnMjKTMzs8ZkanFxMXJzc5GQkIBTp04plC+ytLTE+PHjdTIvf39/LFu2DPPmzRM+D6oS0QB0dvOjqKhIoYxJRUUFpFIpJBKJUGIlPj4esbGxojI2Vfr164dJkyYp/A5oy6hRo3Dx4kXk5OQAqHzSaObMmRg/fjzatm0rOjc/Px87d+7EwYMHAVQm9+tK5AOAh4cHgoODhd+j/Px8zJkzB1OnTkWLFi1E55aWluLo0aPYsWMHXrx4ASsrK5iYmGi0FwUAmJqaYtCgQdi+fTsAxX0j1Fk1//DhQ2zduhU+Pj4IDw9Hly5d4O/vr3Qj2aob3Fu3bhUdr+1zg4iISBVMzhMREREZOFtbW8yfPx/z588XSiMUFxdj9+7d2L17Nzw9PeHt7Q07OzuUlZVBKpUiPT0daWlpKC8vF/pRlnAwJjExMQqJmJycHEyfPl3tvhqiJrw6EhMTkZiYiK1bt8LOzg6+vr5wdHSEjY0NioqKkJmZiUePHol+nlWGDBmC999/Xw+zrll4eDhiY2Oxf/9+4VhKSgoWLVoER0dHBAYGwtHREaWlpcjIyEBiYqJCEtjS0hKzZs2qcw8BmUyGCxcuCBszenh4wNPTE3Z2drC0tIRUKkVWVhaePHmidOV7cHAw5syZo9L7ys7Oxm+//YbffvsN5ubm8PX1hYuLi1Bzu7CwECkpKUhPT1co7wIAY8aMMapk3syZMzW6zsbGBnPnzkVAQICWZ/T/+fn5YdmyZZg7d66QoC8vL0dUVBTKy8vx+uuva33MM2fOaLw639XVFZ9++qlO5iXPwcEB06dPx6JFi1BaWgqgsuzM3Llz4eHhgYCAAFhZWSEzMxPx8fHC752HhweGDBmCbdu2qTTOJ598gjlz5gifScnJyZg+fTqaNm0KPz8/mJmZITc3F/fv3xcl4v/617/ihx9+0Dg5DwADBgzAjz/+KLy/KlZWVhr9fiUnJ2PXrl3YtWsXrKys4OfnB2dnZ9ja2kImkwmfv8XFxaLr2rZti/79+2v8PoiIiAAm54mIiIiMgoeHB77++musX78ep0+fFn0tLS1NpdIer0o9dmNXWFiIe/fu1XmejY0NPv/8c0RERDTArNT3l7/8Bc7Ozvjpp59EK4jz8/MVNkitrnHjxpg6dapC/XpVZGRkICMjo87zzMzMMGzYMPzpT3+CtbW12uOUlZWpvNmtu7s7xo0bh65du6o9jjExNTVFt27d8OmnnzbIkxy+vr5Yvnw55s6dK6wULy8vx9dff42Kigr07t271uvNzMx0Oj8TExMEBwejf//+6NOnDywtLXU6XpV27dph7ty5WL16tagES02/Gx4eHli0aBHu3r2r8hitWrXCxIkTsWHDBtGNtadPnyqtQW9mZobPP/8c/fv3xw8//KDmOxJzcnJCjx49cPLkSdHxXr161fvvXHFxMe7fv1/ned27d8e0adOM/qY3ERHpH5PzREREREbC1tYWM2fOxPDhw7Fnzx5cvXpVtCmqMm5ubmjTpg26deuGTp06NdBMSVV+fn54//33cefOHTx8+FClmube3t7o168fBg4cKNoY09CYmJjggw8+QPfu3bF//36cOnWqznj18/NDREQEBg4cqFLCfMyYMQgJCUFMTAwSEhJUWo3r4eGBXr16ISIiosYSQtXZ29tj3rx5uHbtGu7cuYOUlBSlTzHIMzMzQ0hICPr27YtevXppdAPAkJmbm8POzg5OTk7w9/dHixYt0LNnzwYvF+Xj4yMk6LOzswFUJujXrl2L8vJyhT075GnjZ2Jqair6XjRq1AhNmzZF8+bN0bp1a7i4uNR7DE106NABGzZswLZt23Du3DmFVeZA5Sr7Pn364KOPPoK9vb1ayXmgcgW7r68vtm3bVuO1lpaW6NSpE0aMGIFmzZpp9F6UGTp0qEJyfvDgwWr1MWDAALi6uuLq1au4e/cuMjMzaz3f3Nwc7dq1w7Bhw9C+fXt1p0xERKSUSYWy5y2JiIiIyOCVl5cjMTERycnJKCgoQGFhISwsLGBra4vGjRujadOmaNSokb6nSSqSyWRITU3Fs2fPkJ2djcLCQpSUlMDKygp2dnZwdXVF8+bNRRthGpPy8nI8ffoUSUlJyM/Ph0Qigbm5OWxtbeHu7o6goCA4Oztr3L9MJkNKSgqePXuGrKwsSCQSlJaWwtraWhijWbNm9RqjikQiwZMnT5CRkYHc3FwUFRXBxMQENjY2sLOzg7e3N/z9/RtspTQAfPnll8ITF6ampti7d2+DjW0shg8fLkrQb968GY0bN9bjjBqGRCLB7du38fz5c0ilUri4uKBRo0Zo1apVjfsmqCsjIwP37t1DdnY2ysrK4OzsDDc3N4SGhsLGxkYrY8hLTk7GhAkThHZQUBDWrl1brz6zsrLw9OlTZGRk4MWLF6LPX29vbwQEBNRZZqs2qampGDdunNCOiIjA5MmT6zVnIiIyflw5T0RERGSkTE1NERgYiMDAQH1PhbTAzMwMPj4+8PHx0fdUdMLU1BS+vr7w9fXVSf9mZmY67V+era0tQkJCEBISovOxSDvy8vJEiXlTU1O9rWpvaLa2tujSpYtOx/Dw8GjQTan/+OMPUVvdVfPKuLm5GcRG4URE9Gphcp6IiIiIiOglk56eLmqbm5u/0onH6vsDeHl5NeiTDaQ9xcXFOHbsmNC2s7NDr1699Dgj5ar/Dlbf0JyIiAhgcp6IiIiIiOilUl5ejs8++0x0zNPTExs3btTTjPTv3LlzonZoaKieZkL1dfjwYRQUFAjtiIgIg9vTQSaTKfwOEhERKcOtxYmIiIiIiOilde/ePdFKawDo3bu3fiZD9ZKTk4OffvpJaJubm+ONN97Q44yIiIjqhyvniYiIiIiI6KUgk8mQmZmJsrIyZGZm4vLlyzh06BDKysqEc0JDQ9GmTRs9zpJUUfWzBCo3tX348CF2796N/Px84ZyIiIhXYlNfIiJ6eZlUVFRU6HsSRERERERERPWVmpqKcePG1fh1BwcHrFq16qXdePllUtfP0tXVFevXr4e9vX0DzoqIiEi7uHKeiIiIiIiIXnoBAQGYOXMmE/MvAQcHB8ybN4+JeSIiMnpMzhMREREREdFLxdTUFHZ2dnB2dkZISAg6d+6MLl26wMTERN9TIw1ZWlqiSZMm6NixI95++224uLjoe0pERET1xrI2REREREREREREREQNzFTfEyAiIiIiIiIiIiIietUwOU9ERERERERERERE1MCYnCciIiIiIiIiIiIiamBMzhMRERERERERERERNTAm54mIiIiIiIiIiIiIGhiT80REREREREREREREDYzJeSIiIiIiIiIiIiKiBsbkPBERERERERERERFRA2NynoiIiIiIiIiIiIiogTE5T0RERERERERERETUwJicJyIiIiIiIiIiIiJqYEzOExERERERERERERE1MCbniYiIiIiIiIiIiIgaGJPzREREREREREREREQNjMl5IiIiIiIiIiIiIqIGxuQ8EREREREREREREVEDY3KeiIiIiIiIiIiIiKiBMTlPRERERERERERERNTA/h8HePdJbeYnwAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "clc.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our new, corrected lightcurve looks much flatter and has a much smaller CDPP. Let's try plotting the periodogram again." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 373, "width": 779 } }, "output_type": "display_data" } ], "source": [ "p_clean = clc.to_periodogram(freq_unit=u.microHertz, max_frequency=400, min_frequency=10)\n", "ax = p_clean.plot(c='k')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is much better, although there is clearly some periodicity still left in the data. However, now we can see the oscillation modes of the target! Let's zoom in to the region of interest." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 373, "width": 779 } }, "output_type": "display_data" } ], "source": [ "p_clean = clc.to_periodogram(freq_unit=u.microHertz, max_frequency=400, min_frequency=100)\n", "ax = p_clean.plot(c='k')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can even find out what effect our detrending parameters have on our target. Below we change the detrending windows from $w=2\\; ... \\; 10$ and plot the periodogram in each case. We can see different detrending parameters has an effect on each of the modes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next few demos take a long time to run. Toggle the boolean value below to see the results." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "LONG_RUN = False" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [], "source": [ "if LONG_RUN:\n", " # Loop over several windows\n", " for windows in tqdm(np.arange(2, 12, 2)):\n", " # Create the light curve\n", " lc = tpf.to_lightcurve().normalize().remove_nans().remove_outliers()\n", " clc = lc.correct(windows=windows).remove_outliers().fill_gaps()\n", " # Create the periodogram\n", " p_clean = clc.to_periodogram(freq_unit=u.microHertz, max_frequency=400, min_frequency=100)\n", " # Plot the periodogram\n", " if windows == 2:\n", " ax = p_clean.plot(alpha=0.4, label='Windows: {}'.format(windows))\n", " else:\n", " p_clean.plot(ax=ax, alpha=0.4, label='Windows: {}'.format(windows))\n", "\n", " ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like there is a significant effect on the oscillation modes as we vary the window size. When using K2 data for detecting these oscillations it is important to understand and mitigate the effects of detrending to ensure the modes have the highest possible signal to noise ratio." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Varying the Aperture Size\n", "We can also easily change the aperture size. If the aperture is too small, increasing the aperture size should allow us to include more of the target flux. If there is a contaminant nearby, decreasing the aperture may increase our singal to noise.\n", "\n", "Below we create a new aperture for the target. In this case we've used an aperture where pixels have a value greater than the 70th percentile." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/obsidian/anaconda3/envs/lightkurve_base/lib/python3.6/site-packages/numpy/lib/nanfunctions.py:908: RuntimeWarning: All-NaN slice encountered\n", " result = np.apply_along_axis(_nanmedian1d, axis, a, overwrite_input)\n", "/Users/obsidian/anaconda3/envs/lightkurve_base/lib/python3.6/site-packages/ipykernel_launcher.py:1: RuntimeWarning: invalid value encountered in greater\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] } ], "source": [ "aper = np.nanmedian(tpf.flux, axis=0) > np.nanpercentile(np.nanmedian(tpf.flux, axis=0), 70)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot up our new aperture against the pipeline aperture for comparison." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 277, "width": 709 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Two subplots\n", "fig, axs = plt.subplots(1, 2, figsize=(12, 4))\n", "\n", "# Plot pipeline aperture mask\n", "tpf.plot(axs[0], scale='log', aperture_mask=tpf.pipeline_mask)\n", "axs[0].set_title('Pipeline Aperture')\n", "\n", "# Plot larger aperture mask\n", "tpf.plot(axs[1], scale='log', aperture_mask=aper)\n", "axs[1].set_title('Larger Aperture');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's create our two light curves, one with the pipeline aperture and one with the new aperture. \n", "\n", "`tpf.to_lightcurve()` creates our SAP flux with the pipeline aperture as a default. To use a new aperture we simple use `tpf.to_lightcurve(aperture_mask=NEW_APERTURE)`." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Create the light curve with the pipelien aperture.\n", "lc_pipeline = tpf.to_lightcurve().normalize().remove_nans().remove_outliers()\n", "lc_pipeline = lc_pipeline.correct(windows=10).remove_outliers().fill_gaps()\n", "\n", "# Create a light curve with a slightly larger aperture \n", "lc_larger_aperture = tpf.to_lightcurve(aperture_mask=aper).normalize().remove_nans().remove_outliers()\n", "lc_larger_aperture = lc_larger_aperture.correct(windows=10).remove_outliers().fill_gaps()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When we plot these two light curves we can see that the larger aperture is much less noisy." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "#Plot the pipeline and large aperture light curves\n", "ax = lc_pipeline.plot(label='Pipeline Aperture')\n", "lc_larger_aperture.plot(ax=ax, label='Larger Aperture');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, when we plot the periodogram we can see we've increased the signal to noise ratio of our stellar oscillations." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 373, "width": 779 } }, "output_type": "display_data" } ], "source": [ "# Create the periodograms\n", "p_pipeline = lc_pipeline.to_periodogram(freq_unit=u.microHertz, max_frequency=400, min_frequency=100)\n", "p_larger_aperture = lc_larger_aperture.to_periodogram(freq_unit=u.microHertz, max_frequency=400, min_frequency=100)\n", "\n", "\n", "# Plot the periodograms\n", "ax = p_pipeline.plot(c='k', alpha=0.5, label='Pipeline')\n", "p_larger_aperture.plot(ax=ax, c='C3', alpha=0.5, label='Larger Aperture')\n", "\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By increasing our aperture size and including more pixels here we have increased the signal to noise of the oscillation modes of this red giant." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Using data from multiple campaigns\n", "Finally, this target was actually observed twice by K2, once in April 2015 in Campaign 5 and once in December 2017 in Campaign 16. We can get both of these data sets and compare the results. " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/obsidian/anaconda3/envs/lightkurve_base/lib/python3.6/site-packages/numpy/lib/nanfunctions.py:908: RuntimeWarning: All-NaN slice encountered\n", " result = np.apply_along_axis(_nanmedian1d, axis, a, overwrite_input)\n", "/Users/obsidian/anaconda3/envs/lightkurve_base/lib/python3.6/site-packages/ipykernel_launcher.py:5: RuntimeWarning: invalid value encountered in greater\n", " \"\"\"\n" ] } ], "source": [ "# Download the C16 TPF\n", "tpf_c16 = search_targetpixelfile(ID, campaign=16, cadence='short').download()\n", "\n", "# Create a new \"large\" aperture where flux is greater than the 70th percentile.\n", "aper = np.nanmedian(tpf_c16.flux, axis=0) > np.nanpercentile(np.nanmedian(tpf_c16.flux, axis=0), 70)\n", "\n", "# Create a new light curve for C16\n", "lc_c16 = tpf_c16.to_lightcurve(aperture_mask='all').normalize().remove_nans().remove_outliers()\n", "lc_c16 = lc_c16.correct(windows=10).remove_outliers().fill_gaps()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# Create a periodogram for c16 data\n", "p_c16 = lc_c16.to_periodogram(freq_unit=u.microHertz, max_frequency=400, min_frequency=100)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 377, "width": 795 } }, "output_type": "display_data" } ], "source": [ "# Create subplots to plot into\n", "ax = p_pipeline.plot(c='k', alpha=0.5, label='C5')\n", "p_c16.plot(ax=ax, c='C3', alpha=0.5, label='C16')\n", "\n", "ax.set_xlim(100, 400)\n", "ax.set_ylim(0, 50000)\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like the two data sets provide similar modes, however the two campaigns have very different instrument systematics. To find the true answer, users should iterate over many different detrending parameters and aperture sizes, and combine datasets to increase signal to noise." ] } ], "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }