{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# SPIRE Aperture Photometry for Point Sources\n", "\n", "***Author: Ivan Valtchanov***\n", "\n", "The method for photmetry is outlined in [the SPIRE Handbook](http://herschel.esac.esa.int/Docs/SPIRE/spire_handbook.pdf), section 5.12.1. This notebook just shows one practical example.\n", "\n", "The workflow is the following:\n", "1. Using `ESASky` module of `astroquery` search for the source in _Herschel_ observations. Pick on observation for the example.\n", "2. Download the map using the [astroquery.esasky](https://astroquery.readthedocs.io/en/latest/esasky/esasky.html) results.\n", "3. Perform aperture photometry using [photutils](https://photutils.readthedocs.io/en/stable).\n", "4. Bonus: compare the aperture-derived flux density with the one in the SPIRE point source catalogue, also available in `astroquery.esasky`.\n", "\n", "For this exercise we are going to use a known stellar calibrator: $\\beta$ And, with RA=01:09:43.9, Dec= +35:37:14.\n", "\n", "For reference, the model flux densities of $\\beta$ And in the SPIRE bands ([Decin et al. 2007](https://ui.adsabs.harvard.edu/#abs/2007A&A...472.1041D)) are (430, 217, 105) mJy at (250, 350, 500) µm. \n", "\n", "**Requirements**: `python 3.x`, `matplotlib 2.2.2` (in `matplotlib 3.0.0` the WCS from `astropy` 3.0.4 does not work), `astropy`, `astroquery`, `photutils`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import os\n", "# Set up matplotlib and use a nicer set of plot parameters\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from astropy.io import fits\n", "from astropy.wcs import WCS\n", "from astropy.visualization import PercentileInterval, ImageNormalize\n", "from astropy import units as u\n", "from astropy.coordinates import SkyCoord\n", "from astropy.table import hstack\n", "from astropy.nddata import Cutout2D\n", "\n", "from photutils import SkyCircularAperture, SkyCircularAnnulus, aperture_photometry\n", "\n", "from astroquery.esasky import ESASky\n", "from astroquery.simbad import Simbad " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#\n", "# set the download dir for ESASky products\n", "#\n", "download_dir = os.path.expanduser('~') + \"/tmp/\" # change this to your desired directory\n", "#\n", "# define the target and get its coordinates from Simbad\n", "target_name = 'beta And'\n", "target = Simbad.query_object(target_name)\n", "target_coord = SkyCoord(ra=target[\"RA\"][0], dec=target[\"DEC\"][0], unit=(u.hourangle,u.deg), frame='icrs')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Search in ESASky\n", "\n", "We search for _Herschel_ maps in ESASky, using as an input the target name. The search radius is set to 6\" (that's one pixel of the SPIRE 250 µm map). This should be sufficient. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "#\n", "# We'll search ESASky for $\\beta$ And directly, using the Simbad name resolver\n", "maps = ESASky.query_region_maps(target_name, radius=\"6 arcsec\",missions=['Herschel'])\n", "#" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Check the ESASky results table\n", "\n", "The results are returned in a `astropy.Table.table`. It is useful to check it." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " name dtype format\n", "--------------- ------- ------\n", " postcard_url object \n", " product_url object \n", " observation_id object \n", "observation_oid int32 \n", " ra_deg float64 {!r:>}\n", " dec_deg float64 {!r:>}\n", " target_name object \n", " instrument object \n", " filter object \n", " start_time object \n", " duration float64 {!r:>}\n", " stc_s object \n", "\n", "observation_id filter duration\n", "-------------- ------------- --------\n", " 1342224965 250, 350, 500 583.0\n", " 1342259256 100, 160 152.0\n", " 1342223338 100, 160 276.0\n", " 1342248031 100, 160 152.0\n", " 1342263815 250, 350, 500 583.0\n", " 1342248033 100, 160 276.0\n", " 1342223336 70, 160 276.0\n", " 1342237161 100, 160 276.0\n", " 1342212508 70, 160 276.0\n", " 1342199613 100, 160 276.0\n", " ... ... ...\n", " 1342237163 70, 160 152.0\n", " 1342223337 100, 160 152.0\n", " 1342237164 70, 160 276.0\n", " 1342223339 100, 160 276.0\n", " 1342248036 70, 160 276.0\n", " 1342199612 100, 160 276.0\n", " 1342248034 70, 160 152.0\n", " 1342199608 70, 160 152.0\n", " 1342237508 250, 350, 500 592.0\n", " 1342223334 70, 160 152.0\n", " 1342247980 250, 350, 500 583.0\n", "Length = 45 rows\n" ] } ], "source": [ "#\n", "# let's check the results table and what observations are there\n", "#\n", "print (maps[\"HERSCHEL\"].info)\n", "maps[\"HERSCHEL\"][\"observation_id\",\"filter\",\"duration\"].pprint()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "observation_id filter duration\n", "-------------- ------------- --------\n", " 1342263815 250, 350, 500 583.0\n" ] } ], "source": [ "# Let's pick up a SPIRE observation, i.e. one that has 250, 350, and 500 µm\n", "# one example is 13422263815, this is index 4, we remove all the rest\n", "nher = len(maps[\"HERSCHEL\"])\n", "ikeep = 4\n", "maps[\"HERSCHEL\"].remove_rows(np.delete(range(nher),ikeep))\n", "maps[\"HERSCHEL\"][\"observation_id\",\"filter\",\"duration\"].pprint()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting download of HERSCHEL data. (1 files)\n", "Downloading Observation ID: 1342263815 from http://archives.esac.esa.int/hsa/whsa-tap-server/data?RETRIEVAL_TYPE=STANDALONE&observation_oid=8614128&DATA_RETRIEVAL_ORIGIN=UI [Done]\n", "Downloading of HERSCHEL data complete.\n", "INFO: Maps available at /Users/dbaines/tmp [astroquery.esasky.core]\n" ] } ], "source": [ "# now we can download the map, we set the download_dir too\n", "maps_data = ESASky.get_maps(maps,download_dir=download_dir)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "#\n", "# extract the HDU for the maps in a dictionary\n", "# there should be only one index [0]\n", "hdu = {}\n", "spire_bands = ['250','350','500']\n", "for band in spire_bands:\n", " hdu[band] = maps_data[\"HERSCHEL\"][0][band]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualise the maps\n", "\n", "To visualise each SPIRE map we use the `astropy.visualization.ImageNormalize` module, doing a colour cut at the 98% of the pixel distribution, using the `PercentileInterval`. There are many options for pixel cut and stretch selection, so check the module documentation.\n", "\n", "It is necessary to ignore the NaNs during the `ImageNormalization`. \n", "\n", "Alternatively one can use [APLpy](https://aplpy.github.io) for visualisation." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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pdFKSnHLKKQC8+eabOR///fewgHXmF3O3bt0AWLx4cWL/vffeC8D5558PQJ8+fQDo3r17AdR468rXxkdEREREREREpLRSp7yIiEgR0ICLiIhI0VE7LCKlXcWKFRPbtWvXzjrm6quvTmzPmDEj65h4ujoR2XjqlBeRYqV69eoAXHzxxQAcfPDBANxwww0A1KxZk4MOOggIPxpeeeUVAPr27QtA27ZtgRBtb9H3Q4cOBeC1114DYMSIEUAqT71IYdIMJslFi8Tln3z6PDt16rTex+6///6o3LRp05zHvPDCC1F55syZiceGDBkSlQ8//PCoXLdu3U2u59akTlwRERERKSjKKS8iIiIiIiKlRj4NmEnxoEE7ERHZVIqUF5FiZeXKlUCIYj/zzDMB6NWrFwDt2rXjkEMOAUJ++TPOOAMIEfPbbbcdAGPGjAHg888/B0IO+ZYtWwIh6s+Ou+uuu7bKaxIRERERERERETHqlBcRERERkQ1atGhRYrtMmTDh9rrrrovKxxxzTFQ+55xzonLlypWj8tNPP524lqWdg7AYe+Zz2qLtRUWR1SLyZ/Q9ISXNqFGjEtuXX3551jGPP/54Yvv222/POuaBBx5IbHfs2LEAaicS5OtsJHXK5znlp5WSZpttkl9LL7/8MgAnnXQSAD/99BNr1qwBwoIy9uPh3HPPBWDPPfcEYN26dQDUq1cPgI8//hiAI444Agg5cJ999tnEdVavXp3YLyIiIiIiIiIiUlCUU15ERESkmNBAuoiIiEjR0u8xkeIjn/9/VKS8iBQrF198MQAnn3wyAG+99RYQptb17NmTsWPHAtCsWTMAvvzySwAuu+wyACZMmABAzZo1E8ftu+++AAwZMgSAOXPmACG3/COPPALAH3/8kbMOIiJbU75Oy5T8YOu4mHg6mu+++y4qT58+PSrbjDVIprV5+OGHE9f661//GpXjaXFmzZoVlbt16xaV+/btuylVFxEREREpdhQpLyIiUsicc+qAFRERKSJqh0VkffTdICKFRZHyIiVcvk3ladmyJQD/+c9/gOxo9Z49e3LiiScC2fnnbeE4i4y3aDt7j6pVqwZA586dAejduzcQFqg78MADARgwYAAQctRbrvmBAwcWxEsUERERERERKTCnnXZaYnuXXXbJOubP7mczF3XPpVevXln77P7a3HfffYnt//u///vT64qURuqUFxEREREpxfr16xeV4ynbbEF1gOHDhyfOad26dVR+++23o/IFF1wQleOD5/HF08eMGZO4VvyxeJobS08HyY6C+vXrJ87/6aefEBEpSt77vAuWEinJ9P+jlATqlC8F9GWUv/L5x9+CBQuAkLO2VatWAAwePDiKgF+6dCkAF110EQDVq1cHwk285YqfMWMGAFOmTAFg5syZiecaN24cAKtWrUrsHzZsGABNmzZNPE+880BERERERERERGRTKKd8nlM+NBERERERERERESlp8nkdGEXKi0ix9MsvvwDw888/AzBr1iwA6tSpQ/PmzQHYfffdAVixYgUQouq7dOkCQJMmTQBo2LAhAJMnTwZgzpw5ABx55JEA9O/fH4AzzzwTgJtvvhmAe++9F4CvvvoKCHn5LrnkksTz7LPPPlv+gqVUyecfFrL58nn2kxRvNjsNoEaNGlE5nnvW1lcx8XQy8Ty28ZQ3bdu2jcqHH354VL7ssssS17I1YQBuvfXWqDx//vyoHE+fY+vP/Nnzi4iIlBaZ7d8pp5ySdUw8xRykZqHH1axZM+scm31u7B477p577klsn3HGGYntoUOHZp3zv//9L2tfQdP9lhR3ipQXESmm1DknIiIiUvD0G0tERESKmiLlRaRY2n///YHs0foZM2ZwwgknAPDbb78BcPDBBwPQp08fIESw//HHH0CI5rPIukcffRQIUfiWK96uu3LlSgBuu+22xHVtpN1u5Ox5bVG8jh07bv4LFhEREZFCowhKERERKUrqlBcRKcZ0wygiIltb7969o/Jxxx0Xlb/++uuoHE8rA1C1atWoPHXq1Kh8/fXXR2VLEwfJdDetW7deb13uvPPOqGzp5ADq1asXlW1Q3cTT15x33nlRuV+/flHZUtCJiGwtmoEhIiKbQp3yIrJV2A2y3QSfddZZAJx++umJ4zp06ACEPO8vvfQSAJMmTQJCtHvcf//7XyBEtq9ZswaA6667DoCHH34YgKuuugoIOWktUv7aa69NHGcdCEOGDAHg3HPPTdT9pptuAkKEfWZHueWif+ONNwAYNWpU9hsiIiIiIiJ5SYE0UtzEB9bNIYccktg++eSTE9vxAXeTOaht9+1x3bt3T2y/8sorie2dd94565yjjz46sf3BBx9kHSOS75RTPs9p0TgREREREREREREpaZxzeTvwqUh5EdkqypcvD8CCBQsAePrpp4EQMW/R7TbSXqtWLSBMaZ8wYQIAjRo1AuCGG24AYPjw4dEX8jXXXAPAqlWrEv+aJ554AghR+1deeSUAP/30EwDvvPNO4ni7rk2Rr1atGgA9evQAwjT8GTNmANC3b18Ali1bBsCOO+4IhIgDyzUvIrIx8vXHZmmmwAgREREREclFnfIiIiKFLJ9H+0WkZLOBZ4B33303KsdzzUNyIfZ4uX///lG5ffv2UblixYpROXPq+48//hiVX3zxxai8du3aqDxt2rSobKnvzMiRI3O9lMS0/PjzW6o8Kb3UDouIiEhRU6e8iGwV++67LwAHHnggECLk+/TpA8CJJ54IQPXq1QGoUaMGAMuXL0/8u8ceewBQrlw5AE466SRuueUWAEaPHg2E3Hc33ngjEBZ5a9CgAQDHH388AEuWLAFCNOrVV18NwOOPPw6EHPOXXnppok7mo48+SryG5s2bA9CsWTMgRObb45Zr3nLq6eZPRP6MIqtFRERERETynzrlRUREREQKmAZi84sGzETkz+h7QoqTPffcM2tf5gKsmS644IKsfTvssENiu1u3blnHjBgxIrF9xBFHJLbnzZu3weeF5Ow607Jly8S2Bb2J5At1yovIVtG7d28gNNoWKW8rs0+cOBGAbbZJfQ0NHz4cCLnkLSf99ttvD8Bzzz0HQKtWraKo+aZNmwJQoUIFIExHnz9/PgArV64EQm54yzk/ePBgANq2bQtAx44dAXjggQcAOPbYYwH46quvgPDj5Ywzzki8hjfeeAOASZMmJV67PW4/zO15Bg0aBIRIfBERkcLSqlWrxHa88yh+k27tLkDDhg2j8g8//JA4v1KlSlH5qKOOynnduFtvvTUq29oupk2bNlE5nsrGfgtAcpDjm2++SZxvM+QgzJ4DqFu3blSOv654O2xts4jIltBArIiIbCp1yuc5/TiQovbrr78C4cbebuqtY9xS0VgqGDNgwAAg5KmtU6cOkLrZtg7/iy++GAhpZurXrw+ETnpLJ9OkSRMgdLYb6zgYO3YsEDrPrTP+pJNOAuCDDz4AwsKtjz76KBD+/+rSpQsQOvUtbY49bs+zzz77AHDTTTcB8OCDDyIiIiIlg35Xi4iIiBSufF4HpkxRV0BEREREREREREREpLRQpHwpoNx2UpRsMdVddtkFCBHwHTp0AODuu+8G4OabbwZCHjuLSr/tttuAkCLmgw8+iP6mr7nmGgCmTp0KwCmnnAKEBVnNZZddBoTp7hYBX7t2bQA++eSTxHM3btwYgJdffhkIUfy///47EKa9W2oeW+jVFpKdNm1a4vzMUV1b5Pbyyy8HYODAgUjpk6+j/SJSPC1dujSxvdtuu0XleA7Z1atXR+X4guc2m8wccsghUTmeb9baZkimj6lcuXJUfvvttxPX2nvvvaPyd999F5X79esXlf/9739H5fPPPz9xfvz79LTTTstZ/yeffDIqH3744VG5Xbt2iWtZujzJf2qHRaSkOO644xLb8VRtJjOv++TJk7OOiad7g2TbCrDffvtlnfPLL78ktm12elxmWjq71zc33nhj1jk77rhjYvupp57KOqZnz56J7cyc+E8//XTWOSIliSLlRURERIoB770G0kVEREREREoBRcqLlHDFvQPnyy+/BGD33XcHQtS6RZlblLjlib/33nsB6NSpExBG5m1R1+nTp3PRRRcBsGLFCgCuvfZaIDuy3Y47/fTTAfj444+BEKF34YUXAuE9tIipE044AQgLu86cOROAPfbYAwg55fv06QOExeMqVqwIhMXvLLp/2LBhAJx77rmJ57dZBPaeaKS/9Cju/9+KiIjkM7XDIrI+mkUjIoVFnfIiIiIiInmuVq1aie1nn302Kvft2zcqW7o5SKac6dWrV+L89u3bR2Vb1B1g2223jcrly5ePyhMnTozKtiC7iU+Ft8XQAc4666yoPGbMmKjcuXPnxPk9evSIyiNHjozKliYOwqA/hLR1kEzdA3DooYdG5dGjRyMisjHUkSsiIptKnfIislXZzfnChQsT+60DwHLdWR74K6+8EoD7778fgOuvvx4IOWbr1q0b5ZC3XLVvvvkmAOPGjQNCVP3ZZ58NwEsvvQRAlSpVAOjfvz8Ar732GhAi5i2P7DvvvAOEaH3rVMjsROjevTsQIvRnz54NwNq1axN1t7z4K1euBODTTz8FYM899wRCJL1F3pctWzbxOkRERERERERESqN8HfhUp7xICZavX0wiIiIiIiIlidIi5Y/i9lnWq1cvsW1pVeMsdev6zoEQRGbiM8oADjjggKxz5s+fn9i2VLFxmQu5zp07N+uYTJmL106ZMiXrmGeeeSaxbalvTebC7wBDhw6NyuovkeJOnfJ5TovGSVHbZpvU14zlXbfo76+++goIq8SfeeaZAJx66qkAvPHGG0CIarco8tmzZ9OgQQMAxo4dC8AhhxwCwG677QbA8uXLAfj6668BqF69OhCi7W3aukXY2w+Y4cOHA/DWW28BcMQRRwBh+v6ECRMAuOGGGwB46KGHEnW3Kfc1atRIvAeWL99es9Xb8uX/73//S9TH8vAvWbKEHj16RM8jIiKSS5cuXaLyvHnzonJ8rZIdd9xxvefbOi8Axx57bFRu0qRJVM68cY/fGDdr1iwqx9PfdOzYcb3nx+20005R2dZzgdAuAnzxxRdR2dp1E/+t269fv5x1tLYY4I477ojKgwcPTlwrnjInXq5YsSJVq1ZlwIABuskXERERKST53KdZpqgrICIiIiIiIiIiIiJSWihSXkQK1K233gqEKXWWI/6qq64C4LrrrgNCHvVzzz0XCHnZLXrtlFNOAUKU3IwZM4BUtPn+++8PhOj7VatWJY6xaMDtttsOCNH6++yzDwDffvstANdccw0AixcvBkKOd8sJP23aNAAeeeQRIEQcWsS8RRbeeeedQIi432+//QDo2rUrAPvuu2/icavHN998A4Tc9ZZH31778OHDqV69enRefFE+Kdmcc4q0lCya3SZSfOk7W0REpOTQb2opCdQpLyIiIiIiIqWGBsdFpCTJzCHfvXv3rGMyc8jvuuuuWccceuihie277747sZ2Zlx5g5cqVf1q/zO9TCzozmXnpAd59993EtgW0xd18882J7XvvvTex/be//S3rHMuLX6tWLdq2bbuBWosUPXXKi0iBmjVrFgDvvfceEKLS161bl3PbcsrbgiyTJ08GYK+99gJCDtrffvsNSEXav/766wDUrFkTgIMOOggIudobNWoEwA477ABAlSpVgPBjwR63/Zbb3XLNjxkzBoAOHToA4ceJHWevwXLO33bbbQCsWbMGgOnTpwOw++67AzBx4kQArr32WgAeffTRxGubM2cOAO3btwegWrVqABx//PHceOONPPzwwwC0bt06er9ERESMzbyCZO74Sy+9NCpn3uy++uqrUTl+Mx3P4x7PCZ+5aFvnzp2j8sEHHxyVFy1aFJXjN/s2uw2gfPnyiWutWLEiKsdzvD/55JNR2Wa3QXZO+bh4p8To0aOjss3Mg7DGC0CPHj0S58cXmhs/fnxUHjBgANtuuy1/+9vfGDBgQLTffiuIiIiIiGwK5ZQXERERERH5E5oKLyLroxR0IsWP/p+U4k6R8iJSoGya3DPPPANAnz59ANh2220BWL58OQD169cH4KGHHgJCBN8PP/wAhEi54447DggRdq+//npUrly5MhCi/eyfOpMsAAAgAElEQVTYBQsWJK5l0XELFy4EYJdddkk8Z6tWrQCoU6cOEBpvmy5nEe92vXnz5gFwww03AHD77bcDIae9Rcxb5H7Dhg0T75E9n0UwPvXUU0CI/Fu6dCkAS5Ys4f7776d3795AKhLRovJtn4iIiIiIiIhIPsrnwRV1yuc5jdiLiIiIFI3C+g1mac8ADjzwwKgcT2vz/PPPJ86pWrVqVG7evHlUtoFmCOnYAOrWrZs4f9myZTnrEk8t8+WXX0ZlG4zPfG5IpqmxgfPMc0499dSoHE8/A8mUNWeccUZUjqeiiddl9erVUdkWmDe1atWKyhZYAKlAAOccy5YtixaEhxCEAHDxxRcjIiKyIfF2CuCVV17503Nq1Kjxp8f8/PPPie2TTjop65jvvvtuk+sST/8G2bnrIaRjNZaKdn2PQ0jpaho3bpx1TOZvjeeee+5Pr9ulSxcgFdRXrlw5rrrqqqxjMn+fPf7441nHSPGSr+vAqFNeRAA4//zzgRAFnrnwysbaZ599Etu2CM2NN94IwE477QTAxx9/DISctP/4xz+AkKe9W7duABx99NFAyOv622+/8ccffwDhx0mZMqlMXEuWLAGgSZMmQLjp/+CDDwDYbrvtgLBYjXUCvPbaa0D4or/66quBkD/3008/BeCwww5L1Mny5vbs2RMIjftll10GwN577524zmOPPQaEHwovvPACkN3RYbz3LFmyhBYtWgDw+eefRx0Mln/eXkvmDxQp3rTAnOSigXQREREREZHSQTnlRUREREQKmAbeRIovDY6LiIhIUVOkvIgAYbq53aDYdO4ePXokjrOp2ZY73qaZd+zYEQj51C0fu02Xt22bgmZT5du1aweESO9TTjkFCFHkVq82bdoAqahziySdMGECkD3V7fvvvwdCZLxFzNuUPstr/+KLLybqUKlSJSBEn2+zTeorcocddgBg0KBBQMhd37Jly6hOEN47y3E/evRoAGrXrp2o31133QWEfPo2K2HatGkAvPHGGwAMGTKE3377jUMPPRRI5bC3c+6++24gvK/2/j/wwAOIiEh+6NSpU2J71apVUfnhhx+OyhdccEFU/vvf/x6VrR2CMCvMWDsLyQEEm7kGcM4550Tl2bNnJ863thKS7ZzNIgMoW7ZsVJ45c2ZUtplt5rzzzovK1hYCNGjQICrHU86MHDkycX7//v2jcq9evaJyPBXP+++/H5Xj0/fj9YKw3kzmtbbffnu22WYbdt11V66//vpof3zKu83yM3379kVEREREJBdFyouIiIiIiIiIbCaloBMRkU2lSPlSQD8OZGOMGzcOgKOOOgqAH3/8EQhRchZR16xZMyBE31WoUAEI0d5XXHEFAJMnTwZgxx13BGDGjBlAiGK3POqVK1cGoHXr1gA0bdo0cd3TTjstcV7ZsmWjyDtbjG3WrFlAiL63yHmLYLfo/Pnz5wOwdOlSICxAM3bs2MRzTpo0KVG3E088EYCaNWsm3jOLYI8vSgdw+umnA6kc8JCKroMQ1W6R+gMGDABSEfEQIgItz/7xxx9Pv379eP3116N62kI1TzzxBACjRo0CwgI8Fr0XjxoUERERERGRomf3giZzIVWAl156KbEdnx0H0Lt376xzbN01Y/eJcbb2mYkvXA7JGXLmf//7X2Lb1oCLe/vttxPbzz77bNYxma655prE9gEHHJB1TIcOHRLbmTPQrrzyyqxzbA07W3fut99+yzomc4Fbm40ed8MNN+SqthSBfE45p075PJevf7giIiIi+c7Sppn4TaQN0kIYqAV46623ovJ7770XlW2xcvPVV19FZRu8BujXr19UtoXNAb788svE+ZYSDsIi8QCNGjWKyjYYDmEgHeDXX39NXMsWZIdkypt4vY4//viobIvHm/gi87YgOoRUbxAG5CEMwgMsXLgwcS1LBwfJlHD9+/enXLlyLFiwgGuvvTba/+ijj0ZlS29n4ulz4qlwRERERETUKS8iAHz22WdAdmT8QQcdBISR63333RcIke49e/YE4OOPPwbg/vvvB0JOWTvfbrJtBN9u1C+99FIAXn75ZSB0Eth5Fl1ukflffPFFFMVvuXUXL14MhMj0+vXrAyF/rEXhW57a3XbbLVEXe+0WOVCjRg0g5Jm1TgGL+rdOipNPPpkNsffMntfeA4u4v/rqqxPb9pq/+OILINVp0aFDhyiSvnfv3rRt2xYI+YPtJt9mKFgu4HvuuQcIUfdSvOTzaL9sPv1NiIiIiIiIlA7KKS8iIiIiIiKlhgbHRUREpKgpUl6klDnhhBMAKF++PACvvfZa4vHtttsusW1R28bytv3yyy+J/ZZbbsGCBUDI527Xu+WWWwA49thjAWjSpAkATz31FBByv1kEuEXe33XXXYnHGzZsGF3bpr9bZPvee+8NhDx9NoXe6lqlShUg5M6zCHubkm+R8+XKlQPg4IMPBsKU+W+//RYIkfbxKfa5WB78JUuWAGF9h+uuuw6ARx55BAg56W3KfJ8+faJ6zp8/P8oT/91330XXvvzyywF49dVXgZBn0F7L4MGDATjmmGMAaN++PQDt2rXbYJ1FpGhpHRiJy0zzEs8Fa20fhHYF4Mgjj4zK22wTfup/8803iWttu+22UXn33XePylOnTo3K8TysmbleK1WqFJWtfQWoWrVqVJ49e3bO59tvv/0S14q/lgkTJkTleJoZmwkGoU0z8f9v4vln4yl7brvttqgcf1+tjTZ77rlnVLYZbXatbbbZhtq1ayfWkomv4WLr65j459W1a9eoPH369Khs7bWIiJQO8XRqkJ2PHZKp0SDZNq6P3Xsau4eM+/333xPbtWvXTmxn9gVAMn0cwH/+858/rUvmjHK7d4177LHHEtuZrxmy87pn5n63Nd7iTj31VCD1WpxzUT9CXOY9cfw3gmnZsmViO7PfRKQgKFJeRERERERERGQLaGBdREQ2hSLlRUqwzZl2W69ePSBEifXo0QOAO+64A4A6deoAIbLdVi23CLUnn3wSgEsuuQQIke22+Nx5550HhGjveJQbwIUXXgiEaLLtt98eCFHnltPeIugPOeQQIETeN2jQIBrRt8h2y/lukeS77rpr4rktUs8iBu012vtn70HlypWBEFlv79WYMWMAWLNmTeJ558yZk3g+W+jOFtyzleotF73Vc+zYsYl6WUS+5X9fvXp19FobNGjAyJEjgVTue8vZP3DgQCBEwlesWBEIn4dF3tmIvs08sEiMf/3rX4iIiIiIyJZTOqT8ogEWkeIjn1POqVM+z+XrH66IiIhIvmjatGlUtgXPc2ncuHFUtsFzgClTpkRlGzCGMAgNYaDZ2GLmkJyKbgPJADvvvHNUtkF6Y+nwIAycZ9YlnuYl/rqqVauWuFY8hYwN1kNINwdhOjpkT69v1qxZVG7evHlUXt/v4O7du0flzGntNlAPyVQ4M2bMoGLFiowdO5a99tor2h9P0WNp6MygQYNy1qVVq1ZR2QbbATp16pSzviIiIiKSf9QpL1LKWLT4iBEjANh3332BkN/U8sraDbblgL3mmmuAkLfWcq7aTb1FYj/44INAuOG0m/unn34aCNHke+yxBxBy186aNQsIN/lXXHEFAG3btgVC5P3o0aPZYYcdEufYzbn9u2jRIiBEtNtrshtvy6VneW8tGn/cuHFA6MSwjgWLzLdofsvp99lnnyVei+Wyt3+tk8Wut3DhQgDmz58PZOfRs3yzlsPXOUf58uWj96h58+ZRrj27iX///fcBuO+++wB47733EteyiPmhQ4cCofPAPv/WrVsjRUODpiIiIiIiIiKlkzrlSwFNvRIREREREQk0OC4iuWzt74azzz77T4+59tprE9tvvfVWYvvbb7/NOsfSmZrMBd4hpE018Rlx6ztnwYIFie1GjRplHRNfJB6yU9haWte4zEVnM18zwMsvv5zYvv322xPbmQvVQpjxtmjRIj777LMoBW1cmzZtEtvDhw/POiZz8ddu3boltvv27Zt1jsimUqe8SAm3qYMuP/30EwBnnXUWEKK+LbLdGq39998fCLnnLad8ly5dAKhUqRKQynsOYSq6TTW361hk9qRJk4CQt92ua9HoFsW+bt06IOSct6nvlmO+UaNGNGnSBIAaNWokXpvNArBIeYuc//rrr4EQuW5T+G2KvB23dOlSIPygsch5O++dd94B4OijjwZCpL4978SJExOv3Viu++OOOw4IkfKW790+A5ttYPUrU6YMVapU4fTTTwdSP2bsffjkk08AaN++feL9sfQClibAVqzPXKneHreo/MxUArJ1abBU1kd/GyLFl/7/FBERKTk0+CrFnTrlRURERIoB3TiUXscee2xUtrRtAEOGDEkcZynKIJXj3NhgNSQj2uJRc5nRcPHc77Vq1YrKttg5EKVMA3jggQcS51t6O0jmfj/ooIOisg1mQxh0zyxDMke8LYqeub9KlSpROf56IQQcQDKnfDxXvS2yDnDllVdG5VdffTVxrXhk3IABA6Ky5fCfOXNmIle+pcgDuPfeexPXir9/FiAAyRz+LVu2jMrxXPWZj0nB0gCLiIiIFDV1yovkqRNPPBGAt99+O7Hfpr6ddtppif12g1i/fn0g3Ahn3jjfddddietaxHb58uWBcAN7wQUXAGHBOXteyxlv0eKWm95u7u1G98cffwTgkUceAeDMM88EUlHl9lyWo91yulsefJsKZzngLULdItItkt3Oszz39tosb75FrFtdy5UrB4QOD3tvXnrpJSBE6FuHhEXi23tgz2/1ts6K66+/HggdCdYhUr58eY4++mgmT54MpKLiLSLeFrWzXP3nnHMOAC+88AIQ1gCw19arVy8AevbsCYTOv3/+85+J19auXTtERERERGTjaWBdREQ2lTrlRURERES2AkXjioiI5K877rgjsf3zzz8ntgcOHJh1Tmbu98w0owC77rprYjszB7oFZsXVqVMnsT1y5MisYywIzcRnx0FIURuXmdf94osvzjomM898fAYbZM8kg+wZeJbyNS5zsMtS3poWLVpknWMpYr33rFu3Lgqc29B1M/PFQ3bO+H//+9+JbQuGi7NAOSl4+TrwqU55kTxlDXlmBLWxqd+33norEHK8WwNq07dXr14NhFzy1pBbJL7lIrd86Gbw4MEA3HfffQBcdtllQJi+bXnYLUJ7+fLlQJhGfuSRRwKwYsUKIOR7X7p0adSwWlS/5Xa3iHSLvrcfJnZNiy4/+eSTgRCNb/+ed955QJjGb3WzyHvbHjp0KBAi8C1Pvj1u17Oc93Xr1gVC5PwOO+wAhAVvrNOma9euAFSvXj167Z9++mkUiX/BBRdEC+DYlHh7/+3cF198EYDHHnsMCDMX7D2w6fe2poBdu1OnTkDINW/H5/pxJCIiBSt+U2ztI8Dll1+eOM5mcEFyLRBrdyC0jQArV67MWYbkDf+qVatyPsf5558flY844ojE+a+88kpUjqddWbx4cVSeOXNmVI4vxhZ/DiCRDsbadAjr0kBoOwFq1qyZOP+www6LyjYbDWDUqFFR2dZQgfCbArJv8G12GsC5554blXv37s3y5cvp3r174ub9jz/+iMqXXnpp4lo2aw2SHSj//e9/o7J1HkD4fZHruOOPPx4RKd40ECsiUvDy+bu1TFFXQLYu731e/wGLiIiIiIiIiIiIlCSKlBfJU7a4mUWAWY53i6Y7+OCDgZDL3fKjW5TXAQccAIQob4sWtwhti9j+/PPPAfjggw+AEAlvkXKWt91y1Nt2mTKpMcHM6XsWTW754S36/NlnnwXgmGOOiepStWpVIESsjxs3DghRa1OnTgVCbnmLCvzwww+BEJ1/6KGHAiE6zqIUTz311MRrskg+e36LbLTIdruuRezZe2rX3W233RKv/c477wTCVKy//OUvQMj375yjYsWK0WwFgBtuuAGAzp07AyGKb9iwYQCcccYZQPhc7Dk6dOgAhEUC7Tnbt28PEOWqt/esQoUKQMh7b2sBSMFwzuXtFDzZMhpIzx/6fzz/6DMVERERkYJS5J3yzrlrgWuBeuldE4A7vPdvpB9/Hzg647THvffXxK7RCrgX8MD/ee9fyzge59yOwNdALaCa935Rev8xwHs5qrar935u+phBwM/e+56b8xpFRERE/ow6/EqvffbZJyp37949Kjdu3DhxXMuWLaPyvvvuG5Ut/RqEhdUhmcrFBqJNw4YNo3I8h6wNikMyfYqlajPxHK3xFC62GDqEBcwBdt5556icmTImnr7GggIA+vXrF5Ut7R5kD+jHU+M88cQTUdkGyyGZFuj000+PyvHUPZl1ib/+Dz/8kG233ZY333wzWgAe4Mknn4zKFrBgbAAd4J577onK8fdu7NixUTmeLghCSjoIi9BDMuVNZv5i2TgaHBcREZGiVuSd8sBMoCvwA+CAS4BXnHPNvPcT0sc8CfSInRPdVTjnygGPAJelzx/onBvlvU/+woZ/At+Q6pTPZW9gSWx73ua9HJHiwW4y4zeLAB07dgRg2rRpQMi/bsf17NkTCLnEP/vsMyBEuluuWovAttyvFtFuN71NmzYFYPfddwdCLleL4J8wIfW/t+WML1++PBDysO+9995AMu8rpKLSrfPihx9+AELee5sFsP/++yfqfMghhwAh4t1es+XPHz9+fOI6drM/ffp0IET9W4S8zS74/vvvgZCD3iLd7b21Tg7L224L3EyaNCnx2m0RHrsx/8c//gHA/PnzWbt2LQ8//DCQuiG3hYAs8t1mKNgMBsvxa5+bLcRjEfHHHntsok5r164FQu55u67d5FepUgUIC/xYXUREREREREqz999/P7Ft94EmvjbJ+uRaM8TWezN2L2fi66wYu1c1V199ddYxdh9s7H7Z5Bqs7NGjR2Lb7tfj4gP9EPoGTOaaKwCDBg1KbNsM7bjMgefMGaUHHnhg1jnWr1GtWjWOOuqoqJ8h7plnnkls23p4cZn3vfHBcYB27dplnbPjjjsmtvv37591zIgRI7L2SelV5J3y3vtXM3b9LR0934JU1DzAcotaz6EcsBb4Kr29Jr0v6pRPX68qcAdw6nquM8+i50VEREREREREREREtoYi75SPc86VBdoAlYDRsYcudM61A+YCrwK9vffLAbz3S5xzTwNzSKWv6e69/z12zX1IRdn/BdhjA0//VTrq/lugp/f+k4J7ZSJbz08//cSsWbM48cQTE/stIj3TAw88AMBdd90FwMyZMxOPW6T8HXfcAYTI+IkTJyb2n3nmmUDI096sWTMgTMm2EfWbbroJCKPcFklv9bMocxvtnzcvNUnFot3tvCuvvBJIRXrbtHGLYLdp8zbN37ZttoBFGrRo0QKA0aNTXy+W471BgwYADB06FAij/za9PjMi365nj9tsAKuPjeBbfnx7D7755hsADjroICBE7lue9wcffBCAL774AkhFHBx44IFRTvxnnnmGSy65BAhRDJdffjkQ3v9u3boB0LdvXyCM+lvdPvroI4Ao4t6i9m3mwwsvvADAu+++S9xVV10FhPz9mY+LiEhurVq1isrxaC1bCwSSEXHxyKvrr78+ca142pdq1apF5XjKmZNPPjkqP/7441HZZraZeASdzaKDZCobax8htCPGZlIBfPnll1E5nnInPttt5cqVUTmeIgaS6XusXQL461//GpX32muvnM8HyUg0m8UGob2FsL5LZr1sZp6x2XAQfutAKgKxQoUKzJkzh2XLlkX77bcDhFlrubYfe+yxqHzNNVEWzsRrz4zcs9luEH4fAYnnjx+Teb6IFB7vvdaFESlGlKJMSoJi0SnvnGtCqhO+PLAUOMt7PzH98GBgGjAb2B+4i1SqmdZ2vve+l3PuQWBdRod8OWAI0Nl7P905l6tTfg5wDfA5qQj79sD7zrm/eO/Hpa9/aQG+3EKlHwciIiIiIiIiIiJS0uTzOjDFolMe+A5oClQBzgH+5Zw72ns/0Xv/ROy48c65OcB/nXMNvPdT7QHvfTJ8J+VOYJL3/rn1PbH3/rv085tPnXMNgI7ARRuqtHOuMmBJo3z79u3/Aqko3PgiV+ljc52/ocuv9/FNudaaNWtYuXJlVq6zzX2eLX1sYx7flOMK6phNOa4gz93SAZMpU6awatUqFi1aFOVTt6gwi8yzyCz7ErNF1yxifb/99gNCNFfz5s1xzkUR8hZNZgvKWYT1bbfdBsBXX6UyR1mUny3kZtFaRx55JBDyzFkUe4UKFRL1iC/ABiEasEyZMgDUqVMnOq9q1apAiGi3yEO7pj2HRd/bte3x+MJzECLODjvsMIAoMt3y6lsd6tWrl/jX8rHb9W0RPIuct/2W388WorNowz32SI0TWpS75bC35/fes3bt2iiif9asWfzzn/8Ewudgi8pNnTo18Z5YzniLuLTPyepske4Wzb/bbrvhnOOII44AQnSlRUxeccUVQIj2f+651Neqfa4b20huzHEFdczGHLehxzfnsY2t+9q1a1m1alU0S2JTr7k5r2tT9k2ZMgWAadOmVXfO7U5qzRaAhfHBbxERERGR0sruS03mbOJRo0ZlnTNmzJjEdnzhdpOZUz7z/jW+YLjJzL+emS8esmea2f2oycw5D8mZapBa4y1T5qyzTz/9NLFtM8Tjbr311sS2zdyOs/tjk7novK0RF2czxRctWsTo0aOz+hkgeyZirtzvtuaaefbZZxPbNpM/7uijj05s2wz4uMz8+pm59aV0KRad8ulFWaekN79wzjUHbgSyV6YA+wbbE5ia4/G444Amzrlz0tvWqbDAOfd37/3t6zlvLHDERlT9nngdn3rqKSA1bfeAAw5IHLgpnSoF1dkCqcU1Z8yYkfUluaWdXluro2tjHt+cYwv6uE09dmtdZ/Xq1axYsYJff/016ly16eTxac7x57HHFy5cmNi/bt26xOOW+sU65e1466S1BnH58tS6y/bDwRp/q48tmmod03a8dQ7bNHE7zwYqrCPcOsytoz1eZ0uBY9eyzmx7DquDHW8N8po1axLvjW1bZ7nVyeowf/58vPfR+VZHS2djx2e+JvvX3jurn72Htm3veebfgnXeWoqCJUuWRIvm2DXtMauL1cHeT1tsxhbatcEO+1zs8W+//TZRF/t7sNdq5y1cuBDvffRjbKeddir0gbZNOb4gBz8L6nHnHMuWLWPSpEmJNA8FOUC6sYO36zvf/s5GjBjRH4j/Sn0U6JBeq+VaoF56/wTgDu/9G+nrvg8kf5XC4977KGeDc64VcC+p1HP/571/LUf9dgS+JrVIezVb+8U5dwzwXubxwK62Bo1zbhDws/e+Z84XWQxpdlt+it+wx9OpnHpqWOYofmP65ptvRuUZM2YkrmULkwOcddZZUTl+UxpfKC2+EFzm74L4c9ogNCTbSEsxB+F3Qa7rxVPpxNPUxJ8/nrrH2hwT7ziwQWYIbReEAXGAmjVrJs7/8MMPo7K1rRAWQ4dkGiFLgwfZ34N169aNyjbIDqn3uGzZsjRt2jTRuWCLtQPRgKbp3r17VO7Tp09UtkXZAc4444yonPm+xM85/fTTo7Ityg7JlDW9e/eOyhY8Ibnlc9SdiIiIlAzFolM+hzKkUsnk0jT975yNuM7ZQIXYdnNgIHAkG+7Qb7qR178RuI1Ufcu0adPmzOHDhw+oWrVq1qrLRWnu3LlR3m/JL8uWLePFF19kzJgxUST5wIEDgXDjbjdxdsO6YsUKIETIW8Rzy5YtgXBDZxHXEyak1lu2G3PrjLfr282sjbrb35p10tvN6nnnnQeE/OwW/R2/eQaiiH/rULfXNWdO6n/JvfbaK+qksA6BzDz0dnNvnfaWr9VG2mfPnh1dK/7aLN+sdaBY3ey5LerfosWt4/qXX34BQtS4RSnY+RaBYB0NmQMevXr1AsJnYXn+v/76a+rXr8/nn38OQOfOnZk2bRoQ3le7gb/ootTEHhux79y5M0A0S6ZLly7E2U28RWq89lqqP9Q6Km6/PTVmaZ2z9nxdu3YFQv57y0FvefNzRWRItsWLF1OmTJmsvMrFhQ3OtGnTpsPw4cNfBtal/7PFKmYCXYEfSA14XwK84pxr5r23RdqfJLWmi1luhXR6uUeAy9LnD3TOjUoP0sf9E/iGVKd8LnvH6gQwbz3HiYiIiIiIiBQbRd4p75y7E3gDmA5UBi4AjgFOTqeRuQAYCSwklVP+AeBD7/03f3bteHqb9HPVSBcnxaLtbgJ+IhXlV55UTvnjgJM24vp/AFGoTadOnXKl0BERESmRateuvdh7nzVI7b1/NWPX39LR8y1ItacAyy1qPYdywFrgq/T2mvS+qFM+fb2qwB3AqZkXSJtn7bmIiIiISEHQzEURKQxF3ikP7Aw8A+wKLCYVEXey9/5t51wd4ATgJqASMAN4Eeiznmttju2A+0hF4S1PP/8J3vtc0+JFip3KlStTq1atKH2S5TGz3O4ff/wxAMcffzwAw4cPB0JaGIuQt6nnFqVtEdI268NSwlj+OstRbilfDj30UCDki7NIeXtem4LepEkTIEST2xR0S29j17fp3BalbqljunXrRt++fRN1tKnyNuXeIuftPbBp/ZYCxyLU7T2waHKLkLcfYbY2hM0q+OSTTxLPc/jhhyfqMXbsWCCkHrD87BbdbhHzllrAXpvla7fp6EcddRSQijr/4osv+OijjzBt27Yl7l//+hcQZjg8+eSTicdnzZqVeI0W3W/PbbMGLLf5scceC4QcenZde822RoFFxp9yyilA+NwszU3Hjh2R0sE5VxZoQ6qdHh176ELnXDtgLvAq0Nt7vxzAe7/EOfc0qVlpHuiesVD7PqSi7P8C5Fqk3XyVjrr/Fujpvf+k4F6ZSMGIp8iwdgRC+wjJFCTxGTSZs8ni6WDeeOONqGxrpgCJ2ZqWqgySKWogtGGZzxNPHxNPWRNPvZN5XLxeLVq0iMpvv/12VI7npI2nooFkzlj7vZFZjr93mXKwAAgAACAASURBVPlh43WJ57q1WX+QzOEbTxFkM83M3LlhLNHaUEilv1m7di3169eP2nUIbTiQtYZTPLdwPJWNrQ8D8PDDD0fleEoiCGvdQPitAXDfffflrL/9FoTk3xTAxRdfjJQOSjFXNJSCrmSL32O1adOGm266KSs/fLytMXYPa84888zE9ssvv5x1zkknJeM/c+Udz8ydHk/BBtn5zSHMcDe58q3H7ysBWrdundiOp5ozmbnqbSZ7XOaaijaT3ORKFxZv4yGZms1Y2leTmQHC7j3jrC0sW7YsVatWjWazx2Xm5M/Mbw+5c9zH3X///Vn7MvPt33zzzVnH2NptpkePHontO+64Y4PPK/mlyDvlvfdXbOCxGWT/YNiS53qfkFfe9t0N3F1QzyEiIlIaOOeakOqELw8sBc7y3k9MPzwYmAbMJjXL7S5SqWaiX/7e+17OuQeBdRkd8uWAIUBn7/1051yuTvk5wDXA56Qi7NsD7zvn/uK9H5e+/qUF+HJFREQKVa61hjaSUsyJiEjeyOd1YIq8U162Lo3Y57+VK1cmRnptUTNbRMyituyY+AJwEHKH2+JkjRo1AkKktEWs26rwlp/dco9bdLnlb7cReVsozaLJLCrOnseuZ9Hsls/9hBNOAEIUm+XEtxH6rl27RpFjtqq7XduiyCwq36L+bfFTYxEA9p5YJJ1t2782em9Rcxa9aCPgFnVoDYTNDqhfvz4QZhHYbIC33noLCKvTX3fddQAMGTIEIFogetKkSQA0bdqU8uXLR+/tlClTaNeuHRCiJyzyrWfPnkAYeb/66tQa1Bb5biPwe+65JxDeZ4t8tCh/q5O9p7ZQnK0Kb9GUnTp1AsLnZPWwKAk7PnN1eUnJkx8W35Fag6UKcA7wL+fc0d77id77J2LHjXfOzQH+65xrEE8t573PlfbtTlJp5p5b3xN7779LP7/5NJ3yriNwUe6zwDlXGbAwYt+6devqkPretO+L9HG5zl3fZbd4wV2zbt061q5dm4ji3Rp12JjHNvXYLX18c+q0ueds7u+iTT1v5cqVrF69mmOOOSbaZ7OVIBkFF4+sskXCcz1n/Pz4d4gtTJ55fny/zaQztnZEZl1q164dleMR9LbWi7FZZJnH2do1ENp6SEbdxyPjIbk4bDzqLb6AbPy1ZL4vJ598clSOv/5cnHOJqP3MRWPjryX+mP0mWLBgQdSOQ5h5BmStE2Iz8iC5GO363nv7HWHuvjvEDcUXoI2LR+fHFxWOv1/x4zam7SmIYza2jdvQcVvjMXvcZgDGv/vXd16u/Zvz+jfl+rlYlO60adOqO+d2JwSbLYwPbivFnIiISMmgTnkRERHZZOmIuSnpzS+cc81JLYB+dY7DLW/Enmx4oXVIrevSxDl3TnrbOh0WOOf+7r2/fT3njQWO+JNr3xOv34gRIwA45JBDaNq0aXRQQXWmbOo5c+fOZe7cudEA3cY8x5bUY0se25xjC6KTbnOOK+jzN/a8efPmsWTJksR0d+sIBGjQoEFUtlRikOywzUxfE+/Yjg84xxfZjneex/dnTmOPd0zbILLVO9f5mSln4sfF0+fEBxjix8RTycRfIyTfl3hHdrwcr0vZsmUTn4MtIg/ZU91NvJPaFmyHZBqfzNdig/yQ6qBft24dlSpVSqQCsvfFORctRG/ineTxzzue/ib+mWZOw3/ppZeA1N9cPP1M/LUceeSR0SBFfLAjM8XP3nvvXaCDYwV1rc0dONySOjrnmDp1KuvWrUukNdicwc31PV7Q+wC+/PJLAEaMGNEf6B976FEgO+8DSjEnIiJSnKlTXqQEsBzqFrH90EMPRY+tWbOGlStXRjlFLYLdIi0t6ttu+J9++mkALrvsMoDoBjLz5s1YBJf9a/nh7Ea1T58+iTraze348eOB0KFgeVntRtJyn//1r38FQr53i4o777zzgHCzajeqVatWZdy4cQDUqlUrcc7q1asTx1qOP4sOs+g/i9yz99Ous3DhQiBEo1l+fIvmtyhDi2S3aDzrGLFIPXttVi/Lu2f/WieFzRqw6PeRI0cC4bNYt24dS5Ysic7r3r07n332GRAi7oYNGwaESPmDDz4YgNGjU/dd1nFg2/a4PWf//ql7Oots//7774HQkWAR8ZYzr2vXrgA0a9YMgF69egEhd63dSNp7ff755wMwdOhQJO+VIRVJl4v1eGctGpvD2UCF2HZzYCBwJBvu0G+6Ede/EbiNVF3LtGnT5szhw4cPqFChwno78grTkiVL2HbbbRPRwVIy2HclhO/LVatWsXr16qh9hGQHcDwKOi6eC/zzzz9PPBZv/20mEySj0212ldXBZOZ7tXYaklH08dzl8Zl4mTPtGjduHJXjOV6tIxmSOe3jneg2K8/EI8TjkeM//vhjzv3xQQRIdthbuwTJXLk2Uwzg9ddfj8o2c8xY+wZhFh+kZsEtW7aMAw88MLE/fq34Zw3J3PHxQZDMPPbmH//4R2I7vj5LmzZtorL99oLwWwWSeeNHjRqVuFZ8Bo79BizNypcvz9q1axMDJ8WdzfRs06ZNh+HD/z975x3313j//+ediQoV30qrVlWMUEGE2mLvUXRQ1Ka1t9qjVEtDzdJaNUqoHbV3jBYl6JdWjV8RVTFCVJH798f9fZ5rfD4xKiG5vZ+PRx65zuc+4zrXOZ/POdd1vd6v94grgAn/9++Net1uZDHXAV3v2nmkUFafj/RZEARBEHwcPqpIq91nudjkw4hB+SCYiukG9hdBEEyFdHR0HANcBzwH9AM2BVYEVv8/G5lNgZHAK3R1+IcDd3R2dj7SdocZub3N/x1Lee1fsiRyuwNP0xWGPw1dHf6VgDJzVuu+3wFednnPPfdsZ58TBEEQBFMss8022+udnZ0fNgk91VnMQavN3Oabbz4QupJT5hFF/y0fZxD/40ZIvP/++7z++utFJM5H3d8njU75tCzmPs76k9Iib1Jt80Hkydd79OjB0ksvzVJLLVWskyfTljyJN7Qmg22XkHXOOecslvOoLMlt3QAuvPDCYrldQtY6gWy7gUHFY7LRRhsVy+3atY7aU1iWk4sDoNVKTnvXnNqWTYFdTj0ZVy+3s3ZTaNfR0UFHR0eLtRyUFnzQmnQW4LLLLvvA+uWT+PLnP/+5WFZQl1Mnnq1t9C6++OKWbfJoQ/j440Cf1PLtv932w9b7qPueMGECnZ2dXHvttZ+JfdzH5aPazUEMygfBVIHqNtXkKqFWXnllZpxxRuaaa67mYe4PtsovM7XPPXeXkMUHpC8QKoQMN9eT/sgjjwSSek41uEorXwT0JFcxZ9i8qjlVdj4cv/nNbwJJSe0D0B8u66eHvOurkBs1alRzjq5ruLaKdxWvKtq/8Y1vAClaQP9Q1fgzzDADkMLfbROVe577scceC6QXp6FDhxbb6w2vEt8633dfl3OHIfFeGy0qfBAvt9xy5Fx66aVMmDChCfN/8sknm/ZQAWf77rbbbkBSVZ5//vnFuaik9+8ey+vrdVdBb0SFPvgqJGsV3wYbbADAOuusAyRPej3sfZndcsstATj33HMJugWzAOcBXwFepyvR2+qdnZ03dnR0zA6sAuxOV7j8/wMuA46ayL7+G/oAx9OVXG78/x1/lc7Ozlsn4TGCIAiCYKpkKrWYg8pmzgHNpZdeurCZg0nn6/9xB2sm9vkDDzzAbLPN1kTYftTtPsnfJuU+JqUN3X+zzeTc90fZ9tJLLwW6BnKHDRvG448/3rJNHn0ma621VrGcR09BaekmK620UrH8wAMPtKxjf9NB8nqQ3v5njv1tMWo8J4+mg9ZB7XoAHsoIOmi1oIPSrg5K+zloby1Xr1PXDVrbvB48X2ONNVq2MbIfuiLpHnvssZZ1Vl111WK5tp+D1vOs2zfPGSQ333xzsVxbB0Ian5G77rqrWG43AWmeuJpJMUE2KSbt/tt9fNTJxueff55//etfzfjJx52knFT5vz7q+k7OfBS7uRiUD4IgCILgY9HZ2bnNB/zt/wErTOzv/8WxbiN1+v3sZ0B7748g+AzIbV60BZt++umZZpppWHLJJZu/5WooJ0uh7BQ7KQ2tndjtttuuKed2LLkPem5Tk9er7mjndjB5Bzbv6Ofe5bXfeb6cdyCXXTaNu+VJSPNzrzuc+WBDbk0zMcuahRdeuNg+b7NcyZhb0+RWQD/8YeoPvfnmm8W+HJiB0pbnhhtuYNppp2XEiBEcc8wxzeennXZaUz799NOLfe24445NOR8c0T6vXmennXYqttdDvN53rszM23L48OFNObe+gVJlmdf/jDOSaLrd4EHQbZgaLOZgIjZzffr0aasMnpLo2bMn0003XdsBy2DKJ8/1AV2DgPXAfa0GB5h11lmL5Tx5NLQquyEJyURr1px6wLp+VrVLal4nC69t6yBZ3Uo9uN/O0ja3opvYseu2qQfY6+Tj7dapB/ahdTKitq+r2x+SoM7BUm10c+pzqNsbWs+7vgbtFPj1OeQ2fFIr4+v7rD4OMNHJvs8Lr776Kj179mw7GTUl4v31UezmYlC+mxP2Jt0DVeV6mOo3e+ihh9KrVy/GjBnTvEjMN998QJqBvfXWLuGoP/4qolVKG9amUn2xxRYDUud91KhRQJqV9uHkQ8gHoR1Mf4BUh2+44YZAetDp+6pqwHp7js5+OmN8//33F9vNP//8zQuGqnyP6YNdxfvMM3dFv/qSoIetHrO+dDjr7TF8EDozbxSAD3TraBiebeT+9YA/9dRTgTRAocLf4/mSofpAlYQetKutthoDBgxozmPMmDFNu6pE33TTTYGUQO6ss84CYOuttwbglFNOAWDfffcFYJdddgG6woAB1l9/fSANrhhd4CCB6n8HOf74xz8CcMABBwBwxRVXAPDzn/8cSIMO3l962a+77rrF/zvs0CWCUmEfBEEQBEEQfHKmVou5/9t/2MwFnzmRlyAIgknBR7Gbi0H5IJjKiYmXIJg6ie9uUBP3RBAEwadHN/7NDYu5IPiY1APxHR0dLRY2gwYNatlOC1HJk3pDe8ubQw8tXZ4UYOXUivA8wgraK7Dr/bRTFdfK8nq/SyyxRMs2ted9u7wJtfK8jjyozwdabXHyZPaSR6NBEsPJcccd17LN3nvv3Rzz7rvvZpttWgN8FahJfU2g1du9jl5sV988+gzKxOyiaFEuv/zyYrndOa255prF8nXXXdeyTjB1EoPynwNipnfqZ8899wRaE8lsuOGG3H333cw333yNd7je8bvuuiuQHjg+CDfeeONi2Yeqqm8V7T50fLi7vmpy/dIMpfeBbmiaanaV1+7fEHsV1S4b2nfNNdcASd3udqrPp5122mZd1faGCVpnX4Z8WbHTZRSBEQcq1VX/u76e8CZvMeRdpbxRBHqFGU6m2l81u2pwz+HRRx8FklLecHvPVYW8Ya/vvfcezz//fKOCP+200xqVvw/4OumPvvdGU5jExu3MFWDdrrzySiD9Thge7wuQSY/2228/AHbffXcg3ZO/+MUvANhnn32AZNtgNIHbXX311UDKEXDLLbcAKUKjfqENgiCYmsgTmBmhNv/88/OVr3ylsCfxtxFKX9S8c52Hc9dh8HlysLxzmHeqc4uH/PM6SVhusWDkGZQd3vx4uV0OlCH5PqMhPfeh7Hj67IVWX9Z8X/lx8rD1J554ou36kPKn1Ovl78B56Hwekl6Hn+cdX6PBoOv9o0ePHvTu3buwiTE6D9J7gOQJ9fL1jC6ry08++WSx/f7779+Uf//73zdl3/GgHBQw1029PsBmm23WlH2W1+UTTzyxKcdzeeolLOaCIAiCYOqg1dgpCIIgCILJSkyWBhMj7o0gCILJT/zWBkEQBEHwWRNK+SCYglB9bFiZoVeiMkw/7+985zustNJKLLDAAo3SqlbVjRgxotiXCjL3ZRI2lc6G2Pl3PejrBG+qw1V1qXiec845Adhkk00AePHFLgstFfh/+9vfgKRMM9GN6+lpr5JeZZve47fcckuj1ld5bp3dtypBQ+IefvhhIKn8TRynB7wKRf8+00wzAUnV5+eeowp9lZHvvvtu8XfViLbNyJEjgZTAzc9Hjx4NpERuetB7rXr27Mn//M//NOfz05/+tFEgGiKoD/2QIUOApKrzWIsvvjiQMsobbWEiu5133hlI0QEq6A2909tfRecJJ5wAwLbbbgukaALPQc96lXtu7/1w7733ArDWWmsB6Vp5vO23354gCIIgCIIgmNqIyZ7uQze2twqCYAoiBuWDIAiCIAiC4BPgZC4k25CnnnqKV155pZmsBAorm7zD/6tf/aop5xPy2qVJ7hebW9PkA0G5fYuTxgDvvPNOsa/c5ub73/9+U84n93OLnNzyBeD9999vuy9tyqC0rHFyHkrrHIDXXnutKWtrVx//G9/4RlM26Xi77fN6ag8Hpbgg9/gdMGBAsS+t5SBN3gMsvPDCjBs3jq233rqwpTGBOcARRxxR7GvYsGFNObe2cQIcyuvthLmYZB3SZDiU56+gA5KlHJTWN/W+tPODlJgd4LDDDmvKJ598clN2Aj8IgokTg7hBEASTj+76GxuD8kEwBaHK3E646ndV7HYc77nnHqDL03zcuHH85je/adTcssoqqwCw0korAamTrgrfzvmPf/xjIHnR65v+wgsvAKmzphfqP//5TyD5tuudawIYO/Muq4h/6aWXiuVevbp+fuykO3Dg8V3fel100UXFdpAGJOaYYw4gqb0fe+wxIPnS2jZ29FWZ/+EPfwBSR986q2R/+eWXARg7diwAK664IpA6/yrifUCoJncQwHq5X5MFOTBw//33A8mzVxW6yV0uueQSnn322UbJ/+STT/LDH/4QgLvvvhtISvQbb7wRgM033xxIqvtjjjkGoNnuBz/4AQDnnHMOkK7zc889B8Cyyy5b7Nd7TQ94/e3t3Ltflfm2wbnnngskT1pzDyyzzDJAUsR7rxuZYRvkHrdBEARBEARBEASTi6uuuqoon3nmmcWkOsBZZ53Vsl2eYwRaJ3qNJs45+uiji+V2SUbrHCN1ItV2yVbtq8oCCyzQso79ZKnzquR5bcQoc6nzp0Dqw0uddPYrX/lKyzb2saVub0j5ysQoccnzxYgTydNPPz2LL754E6GdkwsLIPWdc+znSp2Qtd21NYr8g9bJJ72h9brpZJBj5L9873vfa1nH8ZJg6iI85YMgCIIgCIIgCIIgCIIgCIIpiu5sDRZK+W5OZ2dnt76BuxuqkPVPV8Xu7LnKbWfgF1lkEUaOHMkLL7zQzJ6rzl5jjTWA5LOuGtuwbpXRqrz1+nZWW2X90KFDgTQ7r4LdkO7pp58egLnmmguAf/3rX0BSvr/++utAigKQZ599FkiKe+v99NNPA2n22pB41QJf/vKXefPNN4u6uy9V9CrR/fsrr7xS/F0FgH72Kt/1oLcOKuid4daeQHW3HvLbbLMNADfffDMAM8wwQ7Hfiy++GEgKAdtSJf+SSy4JJJW4kRGrrroqO+ywA6NGjQK6vO9/+tOfArDRRhsBXfcAwH777Qek62V72za77ror0Oodr2WCbeI5GY5/9dVXA0nxroJe1YIh9F4n79VNN90USNfgu9/9bvG/Sn0jLTzH6667DqA5TyMCrEcQBMGnjVFrUFqgGHkEKYoM0u/XTDPNxHTTTVdYggwePLgp+zwF2HrrrZtybhWSW45Aabty1FFHNWWjkSA936FUodVqsvy5nCv9ckWcEV5A8+wVc5ZAGVKcW8m89957TTlXzeXrAAwaNKgp5+q1vF1zWxujAeXf//53U87td3yuA01OFijtW373u98V+/I5CqUVzj333EPv3r255557imvksxta1Y6+gwHccccdTdmoNEiRZQBbbrllsX2eZyW3KzIKrj6XvL61XVF+XlosQfl89f0TynuqtuU55JBDCIIgCIIgCD4ZMSgfBFMQeccKUmjbn//8ZwDOPvtsIA14jx49mg033JAf//jHzSCqA8YOhjuA4OC5A9QOPNvJdkLAfTsgrUWLiULtSNpRrpOmur4dbq1jTORqB93OufX07w7SO0hrJ9YEpVdffXVjwaP1ioPg9913HwDLL788kDqkDhh77raFnrbayzjobt0doDY80OOsvvrqQBoQdwDB7euJBQdbtOpx8MAOtm04++yzF/V68803GTlyZBMi+Morr7DXXnsBXdY2ADfccAMAxx57LAA33XQTkOxkzjvvPCAlXrXz7fV2UMf2/eIXvwikwXM75frn2gba0HhunpOTgMcffzyQBhjqQQ/bQpsaB4v0w9VX12txzTXXFIMFUzsdHR3d1hcv+GTERHoQBMHkJ57DQRAEQRB81sSgfBAEwRRMDNAFweeHGCAKgiAIgiD4ZJifS/Jk7GKk88To6OhoIsFlk002aVlvxIgRxXLtF64o7IM4/PDDWz6rfdDrutQe41BG8EHKDZZTJ203f5vUUXFQJm2HMopNak/52rO9nfe7QjmZZZZZWtap20HhmLTrK48bNw7oEuZ1dHQ0YrWcDTfcsFjOcwpIfd/UPu71PqCMkIOU7y3nt7/9bbFc3yN1dBqU0YmQothzFHBKHmEIrW0XTBnEoHwQfAbU6mNRkT1y5Egg/diqyFbRrQVJHpa+2GKLASl56MILLwwkpbF/NznK2muvXRzbh4GJYX2Ia2uiKl01t0p3rVgMEdf2xoeq4fkq5H2Iq8RXKe+5+cBWje6D1mSnb7/9dqO+r5PFatmjhY51ypXnkF4+TGzjC4F1sV1db8011wSS6l9rAC1kVPn74PY6mrzU6AFtB3xAquD3OKrXTfZy7bXXMvvsszdtv/LKKzfnYhi+LxnaDxnSf8ABBwDw/e9/H0gPd0POtY8xOsPIBB/mJrbxfy0UvB9U+au033bbbYE0qOh1sx5aMXlvG/3h/r2fTEjk+Wm/c/XVV7PVVlsBycYpCIIgCIIgCKYEYmI9CIIg+LjEoHwQBEEQBEEQTAQngKFUkJ144olNWWuvfP3evXvTs2dPVl555eZvWoTV5IoyJy8hTWBL7vGeK7bMWQIp7wwkSzhoVWI5oQw0tnBQqui0gwMaKzUZPXp0U26nQoQ0cQ+lmq32O9curj7+22+/3ZTztnMSXfJ2ckIckvUepEnfuu6KGCS/FnkbzT333PTo0YMvfvGL/OxnP2u7Tu7HXy9vscUWTTm3Y8vzBuT+9ABnnHFGUz7ttNOacq7EVAwByQIOWtV61157bVPO8xzkitJ80jsXjigWkL/+9a9NuVb8BUEQBMGUQkSdB1M6MSgfBJ8BdlJVGduhsmOj6thOk+py/cFN2jlkyBAuvvhiHnzwQVZddVUgqa3dpyrvCy64AEidTzu3KpGHDRsGwO233w7A0ksvDSQFtcp1E646AGHH2DrqSW+nWHV57ZuuIt6OuQnnVMzbFtZbJXj//v2bY9uJ79+/f3EuhrkZaudghaFsqr09loMOKuBVsj/44IMArLDCCkBSurtfz11Vt4p2z83oAD93oMHr7yCGyVId8LCD37t3b+aee+6m7caNG9dEMOQd73yb3/zmN8U+jVS48MILgRRJYXijAxk/+clPgDRokw8yQLpXTWBoskIHBjzut771LQA23nhjIOVFsEPv/17fU089FYA99tgDoBm82mWXXYCUUHbfffdt1PbLLbccAHfeeSdBEARBEARBMCUQA4Ddg4h6CIIpi+6cByYG5T8HxMtB96a7/jgF8d3tzsS1DYIgCIIgCIJJj/ac0s5b/ayzziqWDzzwwKZ86qmnssQSS7REUik+y9l7772L5TnmmKNYVpCWs/XWWxfL2njmKDoTbU8ndlxIYizRlvaD9quQS7SFzal953v27NmyTr2d4jTRfjcnj/IDeOaZZ1rWUXQnf/rTn4rldm136KGHAl1CvDvvvJNFF120ZR2FhvKHP/yhZZ26v1b74rfbr0I40Uo2RzGaDB8+/EP3W29Te+1DGWkJrTkGnn766ZZttJoNPjtiUL6bEwO2UyZ6mB900EFAeqiqGlZRXT/MVCvr1/7ee+8x7bTT0r9/f6677jogPSRVJOsp78P/1ltvBZInuMp61dz6sl988cVAUtQbBu3DSJW4inz925dcckkgKeX1sNfrXH91w8OHDBkCJI9x22bLLbcE0gNTFfs777zTWAN4LOuo6t6/G6puHbQd8Jx9STK83bDt8ePHA/DVr361OHcffqrLfUlwfVXmSyyxBJC87Y02sE28Jl5nX/BM4HLzzTc35/X44483bTt69OhmHX3rfVlU7V8n79HGoH6Qe70N4dev3fvGaAxzD3ivGuZ+9913A/DYY48B6R42CuCOO+4A0n132223Fce/6667AFhqqaWA9LLsNTWawXoPHz68uV6+YOywww4A/OpXv2JqJH6fg2DqIE+uZaQOpN9FKO1b/L0bNGgQAwYMYK+99mr+ts8++zTl3PLGqDIok8/lliVQdu5zK508CdsXvvCFppxbseS2NjX//ve/m3L+HMk7cHXH17wsUNrE5IMWufVPntCt7tDn+863N4oO0nMB4Etf+lKx/cCBA5tybmWTn/Puu+/elPOBACO6xEgtSFFh0PXO1bNnT955553i2uV1MQJP9txzz6Z88MEHN+WFFlqoKRsdCRS2OJDysdT1zMv5fnNbGZ/TkicJzO1v8oGdfffdtylffvnlTbl+hvs+Wtfl2GOPbcq1xVAQBEEQBEFQ0poCOQiCIAiCIPjU6ezsjCiKIAiCT4HuHAofBMEnJ34fgiD4NAilfBB8BqjAFtXHqthVDS+22GJAUgbvuOOOAMw444wAzDPPPI26W8Xx3//+dyCp41R5u2+V1fPPPz+QvN5VfRm6pdorV99BUqC5/w033BBIoVoq8OeZZx4Adt5552K/KuVV8qmstl7W1xchfeNN9jbddNM1dTUxnZ7uKhj1t9cbXqWcinYV7J6jXvH/+Mc/gKTY01fduv7yOZCcWgAAIABJREFUl78EUrI2QyNVwHvuqse9zl4bj/PQQw8BSXmvEtCoAOs500wz0adPH4YOHQokBf4HkSs626Gy0rY799xzgZRDwAgF28A2MYzOun/ta18DUqSDHvKXXnopkKI+DJvU/91r5H175JFHAuk+uu+++4r6+vlxxx3HN7/5zWIbvw+q/I4//nggXqKDIAiCIAiCIAiCIJiyiUH5IAiCIAiC4HOHnqOQJlchTfxJ7mea+9I6yQylNYrrzzTTTEw33XSFVcjPf/7zppxb0zgJDynBeX0MKC1cciubQYMGNeU8UbfWb5Cs7yS3uXGiFeCHP/xhU1Y0AK1epLm1TG5Nk1u7aBcHpWWNE7OSt3/uS/voo4825dwH14lkcbIdSvsbJ+khWdzVXHTRRcXyt7/97Q+s8zTTTMPjjz/efL7uuus25dzGB1LCeCjvq3z73GIot48Bmkl5KNtok002abvfddZZpynXHsC5zcxll13WlHN/3tw+J/c8rpO/59ZN+X2VJ6HPr3FtNxQEQRAEQRDEoHwQTBaGDRsGJIX27373u+Lvte93vZ2q87rTevrppwNJ3fzWW2/x7rvvMn78+KazZufOTpYdPzvGen3bcXOAYd555y2Oqarbz1Wda62gwt4Or0lM7KSrsHY/yyyzDJDU5Q8//DCQVO61gtv/b7/9diCpn8eOHdsMRDhA4DH1pVdV7yCDnUk9e/XFd+DAc/YYLusRXKv477///qINvJ76tarA93i2hREOtpWf2xYe3/326dOHr3/9683x9Fv/JOQDJ5AGHPQGvuaaa4B0f6h8Vylvh922d30TC3nv3nvvvQAcdthhQLrO1157LQA//elPgZS7wMiNE088EYBx48YB6Rr07du38ew/++yzgfR90MPWATbv0VDMB0EQBEEQBJ8GYUE35ZBPlkKKJM+pk62aJw26+hIbbbRRMXkNKfI3J88JA60JWc0l9kHrmP8sJ59shzL3C7TvF9b3n33inHqCPc+JA+0Tp9Z1qQUDkKLfxX6z1EldIfX3J1YXaJ2szoUDkMYocpzQf+edd5gwYQLbb799yzp1Ppk68Su09iV1ApB6jAfg17/+dbF8/vnnt6xjZLrUyWCXXXbZlm2M1Jd240lHHHFEsXzOOecUy/vvv3/LNva9ZbfddmtZZ0qgO1vOhad8NydeDoIgCIIgCIIgCIIgCIIgCKYcQikfBJMBVekquA0tPvjgg4E0Q224++DBgwEYOHAgkFTKhlo7w2pI9ujRo4EudXPv3r2Zbrrpmtl9Z9qdPV9vvfUAeO+994AUznz11VcDsOKKKwLw/PPPA8kzXuWz2zn7/frrrwPQq1ev4vO+ffsCKXTb7VQCOLvvrLmqApX2zpQb9q/a/LrrrivOZ+aZZ27qZju6jQp6Vdnuu1aDGxrvbKv7c8bZv3uOtrvK+2eeeQaA2267rTgXz9VoBW0DnHn3+PVEmVEEeskvuOCCQNe1HDVqVHMNJyVGTDgzb+j/DTfcAMDll18OJK9421Tf/EsuuQQow/wBttpqKyC1oUp5z1m1gz7wXl99+A844AAgRRXYFrvsskujyreO5jtQKX/MMccA8Nvf/haA733ve0CrNcGUQHee7Q+CqYVcXZVbm/h8lFzBlCugctWaOS0gRZhNP/309O3bt7A08TcSYM0112zKPk8gPQug1fbDCDxIuWIg/WZCev7W+6rJFYA+7yDlT4FStVar9PLIK98B6v3mVjJf/OIXm7KRTzJ27Ni2dckVe7niz3cW8VkB5fnneUraKfAgRa1Jfi/kdRk0aBDjx49n4MCBrLrqqs3nuTpwoYUWKvbVTiHpvsSIQEjRhPLHP/6xKW+33XZNOVdr5ue77bbbNuUzzjij2FduReQzGErLmZtvvrkpn3XWWU25VnXmVjq5CnD11VdvyieddFJTru/j73znO3zWxHM4CIIgCILPmlDKB0EQBEEQTAFEdFsQBEEQBEEQfHLinTqYGgilfBBMBlTSqUoyOZmqIX20VfaqPqtV4/pzq1bWH14v9J49e/Laa6/xj3/8o1H87bXXXkBSE+vp7jGsi4nkDj/8cCAlj1MRrbpcxZ/KsVpN7nFVm6sYUx2mykyFnPtRCf/CCy8U+/W4quBWWWUVIKnHXnvttUaZvtJKKwHJF78+lueqOk6l9frrrw8k5Zb7Uamo6sw281ytq0nNXM/rYZ2NlNCbfrnllgNSG7s/11Phlyexg67rnav/JgWPPPIIkM5Nhd4KK6wAJL92Fe0mJVR1vvjiiwNJNWcUgH76etepovvrX/8KpKgEVYtXXnklkKJEFlhgASDdf3rOG21w6aWXcv311wM0voB33XUXkLwFTz31VCAp5/XmV8HqdyMIgiAIgiAIgqmPPGpIzjzzzA/cpp23eo39B+jqp+y///5NX1zy6Cmpvclr8qTyUvuv51FwYl9Z7GuJfaycPNE6tPrdQxnZBq3e5HmCczHXl7Tz6HfMQYwQF/ON5bTzeq+pPdk32GCDYrmOnGuHUe45P/7xj4vldu1p311qn/x25JGPACeffHLLOuYHFN0SZI899mjZ5rvf/W6x3M7PvvaM33zzzYtlo8lzbrzxxg+sG7R64AeTlhiUD4IgCIIgCD535J0XE2oDLLHEEsV6eaKsvIOWJ+LS2gtKy5HOzs4ieZiThVB23Ez0DsmSDVo7vvnkrRPFUHaYF1lkkeL4Uidqy21m8gRsDz74YFPOrVFyyxIok6Ll+8qP6UQrlBYmeTtAaV+jnVpN3va1HUreZrktUX5euZVMfl659Q/A2muv3ZRra5sePXrQq1evtgnW2pFb9kwMJ8WhdRAmtxIymT3Afvvt15TzQaL8nqoHO0yODmniG8rvgYIOKK2a6qR+u+yyS1MeMmRIU84Hy3beeeemXA8eKAiB9gNWQRAEQTApCJuyYEonBuWDYDLygx/8AEidGTu6zmLrdW3HSX9ZM2fbUXM7Z9FVYM8wwwy8+eab9OvXr/Ex1VNetb2dczuzdvBVl7tP1eR28hdeeGEgedDr/6o3rh1wz03ls51+j+9Ahce3I1vPNHtcO81LL700kLzGX3zxRaBLWe35u66dbtf1GNbRwYptttkGSEoDFev6ms8222xF25hh3dC3RRddFEhqCxUBqv+/+tWvAun6PvTQQ0AaPFDtb8d6scUWK+pZ8/zzz3PSSSc1qnUV958Er+saa6wBwCGHHAIk5buz5X/6058AGt9cP7etVYVcdtllxTnZIdfLVi9mVQ5eI6NEVALob+t6DhJcccUVANx0003NwJgRD35vjDhYbbXVgDSosMMOOwDJH3+OOeYAYJNNNvnQdgqCIAiCIAiCj0pY0AVBEEweunMemPCUD4KpnO764xQEQRAEQRAEQRAEQRAE3ZFQyndzYsb+s0XPa73PVEb7v8pdld+ielkFt9fwqaeeAuDggw8GunzBZp111iJ0WcWzynmV8SrdVY0bIv3uu+8CMH78eAC+853vAPDmm28CyQPcY+hN59/dXhW4/6tW159NJb7K+h49uuYEVZGrWjek3Hr/4Q9/AGCLLbYAupTWhrbrxzf77LMDSen++uuv583ZeMDbznrlGYrvxIZtMPPMMwMwatQoIF0v1fxGAdgWtoFtbhj+euutB8Ccc84JJE+5r33ta0CyIdDbT8sDfeVmm202zj777KbtJiWeS+2vb9sYsu+9u+eeewKw1FJLAemetO2MoNDXTw96o0Fc3ygQveuHDx8OwK9+9SsgRW64nt+F3I/vvPPOA5IaX5/7b33rW0DylVxyySUBWH311YGkoDeC4cM8ICcn8bscBJ8euW/oxL73PtPaYdQb0OS2APjf//3fpuwzClIujiFDhjDrrLMWljO5zUz++RNPPNGUc8sT3xMktzfJbUPMSQOlV+03vvGNplz7veZRWrnlTr6ez2oozxdSdBhMXCCQP7+MfIIU4SS5PUp+zrn9jc9yaPU8NTIKyvZ7+umnm7LPdkj5VaBsx3q9vHz11VfT2dnJa6+9xsorr9x8XvvzfhRyu6P83OvnvdGPUHrD5lY05i8CuOqqq5ryjjvuWOxrYtv4ngWl3c8tt9zSlM3dIr5rQno/gJTbBeDEE09syrvttluxvVF4kJ73kJ75QRAEQRAEnwdiUD4IgiAIgmAKICKfgiAIPj3iNzcIpj7qnCRQTg4C/OIXvyiW2yVSrRNw5nlLFlxwQU455ZTGPlXq3CwAW2+9dbFcJwwdPHhwyzYKuqSdlWmdVLbOUfLvf/+7ZZs8XwokIVLO0KFDi+V6wj7PvyIK3ySfmJU610qdH6ZO/ArlxDm0T6S6/PLLF8uKFkVxVo4Cuffff5/Ozs6PlN+lTrbaDi1rJZ/gFy1ZpV2i1zypMLTeMyuttFLLNlrCilazOXm+GCjzt0ASduYceeSRxXKd3Bhaz+k3v/lNsVznwwk+HjEoHwSfgDoTtV7V66yzDpAUaiqX9DLX11tF90svvQTA7bffDiQveVVpJi2rM8e/+uqrdHR08MYbbzQ+5qq6fMipDl9mmWUAuPXWW4H0oFSp54NItd7000/fHAOSksuHvS8Cqt08J9e3o1N/rgJbr3pVeHqS6+Puufqi4/7uvfde1l13XSCpsj33/AEM6eXA9vUcVBGqlFd9Z1SALx56uHudfGlRZa7vvfVQLe71Uv1//PHHA6mtfZG56aabivqr9Pal8O233+aBBx5olN6fBBPyzTvvvMW5mAtA9GtX+WeSORVzquVUwusJr+L9gAMOAJIK8KSTTgLS9VtrrbWAdN94/VU5en8aheD1v+mmm5r2ufvuu4GkIPR6WEevuxENRkCosDfh3O677w4khWm7l5DJTUQzBUEQBMGnTzx7gyD4IGLSLgiCT4PwlA+CIAiCIJhCiIGiIAiCIAiCIAiC7k8o5YPgE7DssssCMHr06OJ/1eZ6WquYdrBFVbh+rIaJjRgxAkhqYcPzVGKrvDfkSSVwr169WGSRRYCkfFaJvtFGGwHJs1sVtwrlRx99FEgqflXbtbe7avJnn30WSL6jhnFdcMEFAHz7298Gkg+syn19UlXMqwY3NM82cH2V+tZT5fSwYcMaZbN1Ut2tyt5200e/DglU0a6HsB6/KulVRhhm5/6sq0p8r7OqfpXw+rPbtqrCvRaHHXYYkMIHVXZfffXVQFLmzzTTTMwwwwxN/dqFa35UVMjL448/XuzTyAmjPPRf91z33XdfIPnFnnXWWUBqS1Xsv//974F0L6tm33///YH0ndlwww2L/RmuaAidYXsq8pdZZhkOOuggIKnt3Ydhjd6b7vOUU04B0nWtffANSTWaQ79jffSDIOge5CHgRv8A7Lrrrk0592T/IPKw7twTPvfPNgqno6ODjo6OQm0344wzNuXc8/u0005rynlYeJ0jZWI+7rkPe+5bn0fY1eHnuV97js9OSO8M9THqZd8doGzL/Pi5fUAdAp7vK7cQyJ97ebh/7sMOZRh/Xpe8vX2XAph//vmbss+xD2O22WbjrbfeYt555/2vfORz8jB+3wmh9Tm/zTbbNOU8hN+8LFCGpx966KFN2fc3yUPU8xD23D4gtx/ILQ0OPPDAYl9GxQHss88+Tdl8CgBHHXVU2zLAjTfe2LbOeW6D2mIhCIIgCILPJ91ZtBSD8kEQBEEQBEEQBEEQBP8lYUn46TDffPO1fKYwSxQHSbtJaAVpUnu0v/POOyy22GLFZ9qw5iiSk9q/vN0kbm1Nmid7l/peqsUDtX88tCatr0VZUE58Q5nQHMpk8VKfdztvfYVcUvvD19cIWn3nFeXl1OK62qNde9IcJ+T/85//MG7cuI/kKf9RqK+lFrk52223XbF85plntqyjta3UXvDf/e53W7ap/eF/8pOftKxzzz33FMv5pDfAGWec0bKNIjfRzjdHYajsvPPOH3icdvWdFHRXS6kYlO/mdNcbd0pBT3KV0LvtthsA2267LQCPPfYYkFRbqtdVQpl85amnngKSx/iqq64KJC/snj17AjBq1CigfKiNGzeOF198scUj3oeRSmXruP766wMpSYpKqKWWWgqA/fbbD0he4f5Qq6RaYIEFgPRAV1WlClz104ILLgikFwbrp8JeVbOqQ330fRirgtcn3ofgmDFjGoWbSrthw4YBSfmsKtIIhYUWWqj4u3XyAeMxfGFzO9tZFZ3bPfzww0BSMFpnr6vKQM/ZFxcTshhBYdv5EmOSF697nz59+Mtf/tL8XZX5f4NtZdsYWaFq3+tq3VZbbbWmDpA84n/84x8DcPTRRwOw8cYbA+m+W2ONNQC4/vrrgeRl74uDbeJ3RUW+Lx8q+byf9Hnfeuutm/YzP4Kq/J122gmAtddeG4BDDjkESN7x+uB7b3ss/77mmmsCKUeEbeL/QRAEQRAEQRAEQRAEk5IYlA+CIAiCIAi6LU7yQqnu0foMko3Vh+Fke73fXD2lfUzfvn3p1atXM9EKpeLLiUEobUty9ZsJ3yVX9uUKLSdWIdnFQWkZo5BAnDyvz0t7MyitYOo2ym2B8vNXSABpQrfeXmu6dvvK1YH5fvN1aiudXPl31VVXNeXcmsUJdYDNNtusKeeWQB9Er1696NGjB3369OG5556baF0+LrmyUeGCvPzyy03ZSW6ArbbaqilvvvnmTTm3lTnmmGOKfSnKgFLJl9sd5ddLOzso7ZWgtF5yYhxgl112acomeodWVejE1psY+fXN78kgCIIgCIKpmRiU/xwQYXSTjx122AFISlz59a9/DSRVscprlb16wq+yyipA8rC2Y/PCCy8AqTOpD6wdMjuQs802GzPPPDPzzjtvo7JXVa1HqZ1YvVgvueQSIKm0DVkzzG/dddcFkh+6gw76t3psBxZqz1LXM7TQzqYdqgcffLCop4ptldwq/F3f/+2EDRkypOk02qm3o62Xu+F9DnKogFfZ7jkb4uUgh+F6nrPKehXsAwcOBJLfrgMndlw9jsp7z8nOu+sbSug18H+vryF2HR0d9O3bt61C3vwFqv2NfDCKwOs+++yzA3DOOecASdHuoIlq8O9///tAuk9sSzvShi16/cwdcOmllwKwySabAGnQxegAFfdGeZjboO5UOzh1wgknFOflNXn33Xeb75O+ultssQWQwhb9Php1MXz4cCB5zDuI4UCU30M9cFXiG77q57lf7qQi97eP3+ggCIIgCIIgCIIg+HwRg/JBEARBEARTADFJEwRB8OlQJ2EOgmDqoN170sorr1wsa7MpeXJvqf3XjzjiiKZ85ZVXsvfee7f4gedJukURl9RJ1fPIKskj9Sa239qDPY/Og1ZhHCQBmbSLLKo92muP+bpdoIyiglbvckgCL9GiVmrPfmj1s6+TnQPce++9xXKeAB3KaC8xyqyjo4M+ffrw6quvtqyTRxV+VG655ZZiOY8omxhaAucoHBNFirLnnnu2bJNHNEJ7/32FaFJ71e+///4t22ijLPV9BmWkIcDll19eLG+66aYt29QJ3g866KCWdYIuYlA+CCYBKtr10VaVfNFFFwFJjVwnSVER799VL/u/qnaV9yqsfXi+9dZb/Oc//+E///lP84LiD6kvAIZ+q5xXOf38888DsNJKKwHwzDPPFHVTUe3D3Lr64PPlwQe33uMe7/777weSetwHh2HehtG7X9XhLquY98XBzx966CGWWGIJIL0EuU/rolpfhg4dCsDZZ58NJBW5+/a6qLQ2MYnKen339cFXie25+XfP0XpYT/9u9IF/V+3uuX7ta18D0svcG2+8wZe//OVG0b3ffvs1L3Eq0X/7298CKXeA/uh6tavW99zERC9Gb5x//vlAetFVsa51gpEY3j9e/+WWWw5IyXxUzh944IFNnSFFjXgN7rrrLgB23XXXYr+q0r0vfZlYbrnluPPOO4EU3j948OCi7qrw/d5dffXVQMqL4AuEPvUm2TE6wJfxX/ziF0CKcKl99IMgmLpo18GEsjOVW57kliGQfvMBtt9++6bs7xdQJIPzmfPee+8xYcKEYjAgHwTMO8J5x/SRRx6Z6LnkHUsjmqAcpMg74XlntU4Kl2/jMx9g6aWXbso+nyD9Tss000zTlH2+1fXPBydyK5m87pCeVVAOGEw77bRNObeJyY8N5aBHnlwufx/w+QTp/QpSlJTkAwC5xc/bb79NZ2cn9957b/N8/zDyNs/tZ/IkefkgSv0uZn4VKDvbeZI43wMgPWOhtUPsex+UgyfmzYFyYCi/prfffnuxr7xdc2ubPDmd0aCQ3iEkf57m0Wi/+c1vmrL5lSDljAG44447in35jhwEQRAEQfelu06k9/jwVYIgCILPgu764AmCIAiCIAiC7kS8t3cP4joGQfBpEkr5IJgEfPOb3wSS6ljFs8pbFWCq2E3EpVpclbmK3a9//esATcic6ia9x/Vjf//99+nZsyfvv/9+ExKmKu6hhx4CkuJNlZFqMhV6hkKplFIlpeJdP3WTxZlYTt/2WWedtfhctZ2J4hZddFEgqc5VdNsWRgXoHT7nnHMWbeLfVWwPGTKkOVeVcp6Ln6vMcxuV0/rh12GPhq+poFYZaB1sM9tQFaWqQdVktsW//vUvIKkVbROVgbfddhsA6623HpBUnEZCqJTr2bMnY8aMaa7FRRdd1IQCqvB0XVX8uVc5wHHHHQek9vXYqsa9Fz2H+kXUMDevixENXn/besUVVwTg5JNPBpJCz/tA9ZwKRn3yDb30/lGtanigCeyWWmqpxuPdCIlDDjkEoFHQG53xy1/+EkihfyZA9Jiq9G33P/zhD0C6Hm+//XZx7irwDz300GK/uYI0CIIgCIIgCIIgCILgoxKD8kEQBEEQBEG3RcsygB/84AdN2YlUgJ/85CdN2Qk4yW1DLr744qbsBB6U9jNOivfv359pp522sM9xghNKj9bcezX39xw/fnxRFyeXIU3sQ2lNYhJ0SNZvkCaMJbeQyfel5RqUNiUKA+SJJ55oyrk365JLLtmUnZCH0haoPi8n8CEJFKC0f8kn1LULbLe99mdQ+qDm1ih5fU32LlrTQUrsDl2Ci/HjxzPXXHM19mhQ+routdRSxb60DoSyjfO202IN0iSx5J7BP/zhD5vywQcf3JSdDIdyYt1Jccnv49x+J2/vESNGNOX8ns7PF0prmRtvvLEpm7QdSi/bDTbYoNj+yiuvbMq55U5utWdCeSjtb2q/23wbJ9GD4LMi8sIEQRBMerrzb2sMyndzImncp4OdaZXbdtrt/Ju8Q9W5qmU7yHYOVdSrdtej1o6zHT9VzdNNNx1vvPEGY8eObRKj2NGrt7UzbOezTkpjx9uOssrl+tzmnntuIHnD6m/r/vVMVWWuMtrtTVrj/w4YqCb3uHYs7RQ6GPDoo48252DntfZutx1VcdueduQ8dz3DVdo7cFP76Fs3lfcOxOgJq8+tanUHXfTF9TtoEiIV8UY8uH+vnZ7pb775Jv3792/aeMyYMU00gEp017VN9tprLwBGjhwJwN577w2kqA3XU11+zDHHAEl5735NxmKnWv9X/fcdeFA1vu+++wKwxRZbAMnnvU76o7L/wQcfLNbXk9YBjFGjRgHJK/fkk0/mvvvuA2DbbbcFko+sgy5HHnkkkHyeHWTbeuutgTRos+WWWwJw3nnnAWkASd9n71UjLFT577jjjkBK2OOAR52A6KNQRzQEQRAEQRAEwecJ86pJPiksdU6nOq8ElPleIOWDknbv23USTPtM0JXL6sgjj2w59oknntiynzqhqX1lqROpQmtelXoZ0gS/1ElQjSbPcYxBjLbOySdi21HnEIFSxADlxKwYRS3zzTdfsWzfLsexETEiO8dobKnz/pijLSePyO/fv3/Th8/JJ4ehzA0k9TnVk/h1PxdSH1jaJbjdbbfdiuU6kar945w6f0q7eyafvG+3/J3vfKdlmzrZbrtrW7d5fc/X3zeATTbZpFhul7zWPG6fd8JTPgiCIAiCYAohJtKDIAgmPx0dHTExHgRB0M2J9+pgSieU8kEwCfClXo/xbbbZBkizhqqIDTtXua0iW1WAquexY8cCSTXuzLhK7hVWWAHomnnt0aMHM8wwQ6M8Xn311QG45pprgKTC94FkKPTgwYOBFD7vbKth835u2L2zqM6UqqhXxb3gggsCSQ2gSlyczVfF7n6dybYNVCmrRnd9jzdmzJgmBFy1vSoAw8z1xTfs3XPT6188hsdUse45qKT33JzNd5bc4xnxYKj1PffcAySlvv87q2zEg6pzoxRUVvj5dNNNxxe/+MWmXjfccENzHWyXW2+9FUiz8qofnHFX7a3iXNWFSg/D5j0H71XD/73XtHPYb7/9gHQvqiLXm16vesPZ9W8//fTTgdKWAZKPv9733geGwDurfv/99/PII48AKQLFmXzD2v0eWlfD7TfeeOPi3FXGDBs2DEjf27vvvhuAAw88EEj2CNoEeA7HH388kPIwGC6fh9AHwX9DDBBNHowAAvjWt77Vdp0LLrigKZsnRoxugtJeJLcDyZVaqq3eeust3n333eaZD6WFSW4Hk1uN5EqxWp2WK+Py/fpMgJRfA9J7RjuMmAL4xje+0ZSNdINSUZdbuUCp2sttZoyQg5STBUoboVqZldu05M/qfPv8GLX6L1dx5W2c29Tk36/cVqdWMebKvdyKxyi7WpX3ox/9qCn7zBPf56C8XrmtUG6DZCSX+AwHOPzww5uykWEAm266aVP2fQZgjTXWKPaVW9b4ngFlG+c2Md/73veacq4ghdKyZs0112zKua2O71DQeu/klj35/er7M8C1115LO3KrJkjvblC2he8XQRAEQRAEUyqhlA+CIAiCIAiCIAiCIAiCIAiCT4lQygfBJEBl0WabbQaUaihIiqabb74ZSIq4r3/960BSXanCGjBgAJCUuKrGVD3puz1mzBh69epFjx49Gj9sFdLLLLNMsU/VbirVah91lfSqtlWbqz5wU8mKAAAgAElEQVRT1aXKW/W5Pmn63FsP/dVdT0W8anH91FXxqWCzXkYN2JYq5F566SWWXnrpom6q9RZffHEgqbH1oFONaPI26+Q+rZPqflX5qsT1DB8yZAgAt912G5DaWCX9GWecASQfOKMBPCfVljPOOGNRT33uVPR5vd966y369u3bKNKWW265RuWpv7nnOHToUAD++Mc/Ainx27LLLgvAuuuuCyT1uFEYO++8M5AU7yrUbSuV797Dxx57LNCl2ofkF6jfu+o3veO9n4YPHw4k5ftJJ50EpGujF6Rt6P3n/dWvX7/Gf8+6qNxT1er3QyWrbaWy3u+CkQxeZ79PHnvgwIFAUgL6HamV+Sru/V7bBmeddRZBEARBEARBEEycPLIJysghsQ8hCy20UMs6eSJvKBNwQ1cfqsZcX5InqrZutYd83ceH1jxtdSLzOuk2pL6G5FFOYl9N8ggvSP3JnPq8a090aE2WXa9TJyyH1K+XP/3pTy3rGBkuedJ5gIUXXrhlmzo/gHnZcurrkkc/Apxwwgkt2xh53atXLzo7O9uekzkAJY/Gkzpi67rrriuWzU+WkycvB9hqq61a1qnbr06mbuR6zs9+9rNi+ZxzzmlZp45qyyM6oYyKlI022qhY/v3vf9+yTh11mUfeQcrn9kHHyhPfS+15X9c3pzvbEIVSPgiCIAiCIAiCIAiC4L+ks7OzWw8cBUEQfJZ0V5vPUMoHwSRAlfiiiy4KJK9q0fvU/2u/9EMOOQRIM72q2lVW6ymrV+nIkSOBLt/vF154gTfeeKPxoNUbVIWy26pM10fUl0Zn2VXCm7Xd2W3r6n5cdj1V4KrFPY710X/d/Vsvve+dnXe/1l8vUmdmn3jiCaBLnW5kgZEGqg08Zq2gsO6qEPxBV42vUl5PW+vkuak2VyGt2kIFvSp1Z4RVMqi89xycbfe6W2+vgcdXYfH222/z17/+tWmbZ555ppl9V8VvXfVRNdP5iBEjgJRbwLrosar/uap876m11lqrWFZ1btSGfu377LMPkDxnna0fNWoUAHvssQcARx99dNEmKuT9LqhGNxu83x3bfIEFFgC67hvzF5irQR/61VZbDUjfF+9tr7Nt4/2x+eabA8ln//bbbwdSVnvPTRWDnvHes+YOcDuPo6Lec9xll12YGHUdgyCYfPgbD6VHt1FKUPpf10otfxeh9BPPfcz1kYcUAfSPf/yDcePGFco1o5Cg9IHPj+nvbb0OlP7b+bMuz+OSl80XAqVXPJTKwdyrPlff5X7jRjDJAw880JT9rYbSE99nPpSKyFqZlw9k5WrA3BM+z0lijh7xnQRKH36j92ryPAG1yi7PKZAr58aOHUufPn145ZVXCj9985ZAq8oz9z83mgpKJVquxKzVnrnHus9TgF/84hdNOfdOz33n63sn98r3XQ3Kezpv13z7/JrWx1l++eWbcv5My79fvm9J/p3Mcw2YHwdKdWzuQZ/XHeDcc89tyrly8JhjjmnKuVKxvo+DIAiCIAg+K0Ip382JGfsgCIIgCIIgCIJER0dHTIwHQRAEQfCZEkr5IJiEqPKde+652/5d3zQ90VXa6jXnBIoKMr3PVVq5rPLrtddeo2fPnvTp04c777wTSD7nKqDdt8o966bqXnWgau9aTT7zzDMDSe2t8klPPX3WVT6rsHc/ruf2Kq/0vlcF5/p6iLsf66FK66233mpUbCoOVXnpb66KyrrVvvlGNtiuKg9V+88+++xA8oS3DVXfPfbYY0BSAOqfblvZ9vrZ2WbWQ+9B/d/XW289IHnxqQbs3bs3EyZMaLzML7rookZpqJe8kQ8qxfSI32677QA488wzAVhnnXWA5N1mFIDeeGPHji3WN+rjoYceApIqTrW662+99dZA8qxXJa4XvT7v1lMV4SuvvFIcZ/fddwfSvW8UgkrQ4cOHN+r/448/HkgRJvrb244bbLBBUTdVhIsssgiQ7gP/rge818u660Xvvah637bTk9HvjveFasRf/vKXQLqvau/KIKiJifTuR1zPIAiCIAiCIAjaEYPyQRAEQRAEwecCJ5ChtOfQ0gvSRJ84SQilHUuexErbOUjWWNNMMw29evVqJtQBHnzwwaacW4Lk1i7TTjtt2/oCxb5y24/c1ia3ZsntSPL1IU3WQ2n/ktcrLzsZ2+5vf/vb35pybmfi5DaUVjJ1QrXc5sXJYEiT3FBa/zjZKXn7Pf300015zTXXbMq5jZDCBICddtqp2FduDZMnpuvXrx8dHR0MGDCAJ598svk8T253wQUXFPt65JFHmnJ+v5iIHGCzzTZrynXivksvvbQp57Y8ebtqrQeljVBuPQRlMsL8euX3vknkAa666qqmbCJ0OeKII5pyfr3yejkRDq2JDvN7ZNCgQU05T36nPR6kyfK6vlAmtsstlUwsX+/X8pe+9CWmn376loR1QRB8etRCNgUxOflvMiTbypz8Nw1aLbPq5xe02p0uvvjixfLgwYMZM2ZM8Vn+Gyd1gtPcNg6SkCqntnDTkjWntg3Lbb+gtN2TOtFrO2FA/r4ArTZvuW2c1LZfdRJaKN89IFmgSv7clTrJ6ODBg1vWqS0F66Sz7a5tbmna0dHRWI/mXHLJJcVyu3svfweBZKE6sX1AawJZrV9z5phjjmJZ8ZrU9xTA6aefXiy3Sw6cWxECHHzwwcVybrUo+TsTlO+5cuuttxbLdZLZOvkutCY8bpdAVptdye34xPZbYIEFWHPNNVtsorsDMSgfBJMQVd2qiWv0Vb/lllsAmge9ymyV1vrJ2klVXawi3B85/dpfffXVpuyLwIABA4Dko6ka2E65P2jWSfW+HScf/J6T3rl2+Kyb5+o52NHyYW3H1Q6/D049b3O/dEgvO76c2Hny4fXqq6827eMLgmp8O7N2XH1ZsU2sq/u0E++5+3Cz4+qDzba0rezoGpXgS50dO9taf3dfkHzw6D+rv6+DNCr8bauvfOUr/Oc//2m2u/DCCxsl+m233QbAPPPMAyQFvNEYvowccMABQPJWVc3tddLLXXX3tttuC6SBgJ/+9KcA3H333UAarDIyw+3NGq+Pug9Q7yf99E877TQgqdwdYLLz7Iu3Knbb4rzzzms83Y2y8AVGP94f/ehHQIpA8Hp5r/uyXUek2PH3nvR66fGvQt6XFr8T1s028X5TQW/9HLCwDT33IAiCIAiCIAiCIAgmTne2mwtP+SAIgiAIgiAIgiAIgv+SsKALgiCYfHTX39dQyn8O6K4375SISlnVv3rGr7DCCkBSdKuIN9xdv3XDvLbffnsgKbJVMRvu3a9fP6DL63r8+PG8/vrrjUe3Ye+q6d2nIeyqw62rIUoqr1WkG9aualifcz9Xoe1+9HNXHWzom6F3zm56DirxVRurYrdNaoW8680000yN5YD+87aHinPV4qrtXV8vcJX0eoi7H6+LIWMqrb1unqv+7H639Iz3HPRRN5TSqAFtCIwKUNFt6J7XzoiInj170r9/f/r37w/Apptu2qjyDXe3Hf3fSAijMbwuJ5xwAkDjT3/QQQcBcOSRRwJJpW8YnveNYf1GXOy///5AUtBfdNFFQIp4MGTP66V/v9dIn3UjKwyHW2qppQA4+uijgXRtvF/feOONJkeA95jt7bldccUVQIogUaHuvo2w8Lti23idvZ62pfeJ3yUjGwyPN4LB0ECjAlTYjxw5Ekg2Bda3V69eTDfddI3FRRAEnx4+H6C0bPG3B1qtVfLoluuvv74p+1sNsOGGGzZlo6569+5Njx49mgglSFFAUFpqvP7660154MCBTdnfK8nD2XNrmzzkO7esyct1iHL+fphb+eRh6nmIfW6rA+ndBMpQbPNwQHquQtmuuRULlKHweai6z1+gyScD6TkqPichRb9B2Ua5DUEerp/b4kB6xkMZWj3LLLMwzTTT8NJLLxVWCb7D1WUoQ8Un1sa+C0B6toqRYFC2qxFcUIbu55/X55Vbxpx99tlN2egzKMPj119//aZ83HHHFfvKw/HzY5pfBko7BvPeSG4JcP755zflPLzdXDNQWtHUVji5TU5uEZRbXmyxxRZN2ffavn370qtXL3bbbbfmb3l7B0EQBEEQTG5iUL6b053DPIKYcAmCqZ34jQ6CIAiCT594/gbBZ0+d+6Id+aQctPfoVrgj+aQxlBPikufDgGQ/2dnZyfjx45l55plbcrHUk9sAK620UrFc+87ffPPNLdvk+WGgvUd7bYdbT4zXHu7t6pdPBkvt41//Fi666KIt29T7qfPdAFx55ZXFcu0Fn+cPkVoEkQsUpD7v2ltfMVyOQroJEybw73//m7XWWqtlnTo/SZ2rBspJa0iCLsnzq0htU1rnZGmHFqxStwvA4Ycf/qH7OfbYY4vlXOQBZd4YycUTkIR4ObUnvyI/ufHGG1u22W+//Yrl73//+y3rKHgTLYBzRo0a1dSzX79+Le3Q7vdgaiMG5YNgEmLiGT3D/eFTKe+PvcozlVImkVtuueWAlCTOh5fr6Y2uwmzGGWfklVde4bXXXmteRlSC+TKi57c/lj5MVM+p4FNdLD4AfVCrbHb/+rf7d1XIKt312fbBrnLe46pQNJqgTlbjuapidz8vvfRS4/2tInnttdcu1rV9VRiq4POhox++dffFQlV2vewLmepH1Y3uz+vrdVSxr3rL45h0SFV5ri6DpNj2/N59911efPHF5tznnXfe5jqYfE7Vp0o5VWL62/uyoCLee2nTTTcFUvIhX/w8B+uoGtAJINvSe9vtVlllFQB+97vfAemlSgWg97ZtqoJetaL3k37+fldUP95+++3Ny5Mv5yoSbUc9273XVNzZ7ipJ9ZBXabnBBhsA6cXLlz3b9Lvf/S6Qoge87vrv28Z63ns/qNC/5557gOT7v88++zT5Cn7+85+3JA0KPr/EIFEQBEEQBEEQBMHngxiUD4IgCIIgCD4XrLnmmk05V3XlVja5HQhQWE05YQxpohZKJVSejHzaaadtJuGgtF3JrWVMog6lclBrMXniiSeacjtVFySLLygtREx2Lbk1jZPBQGG3k9c3t1yBcjI9n1DK2zJXDObnkrcjwH333dd2m9zmRFszSFZ67fZ33XXXNWUnR6FU9uWqLidyRZs4KG1unnnmGTo7O3nhhRcKy5TcLscJcTn11FObcn5fDR8+vClvvvnmTblWqGmnBzB06NCmnF/jXDW48sorN+XaCsdJ85rcekhrO0gTzJAmzEVrOyjPP7+OTsJDq5I0358iA4C99967KWuvCEnsAK0qz1xRmLdx3ha52tEJ8rFjx/LWW281YhIo2z+3+AmCIAiCIJgcxKB8EExCVMhffvnlQFLgip0FOxB2ROwQGt524IEHAnDhhRcCyRdUf09D3AYMGMDgwYNZeumlG59rPUf1T9cHtFasuw/D0VQT197uqsrtGNpZtrPl9nYKVUir6FZhbYjdk08+WdTDQQVDCO2Aq5B2PTv/c8wxR9MZt/1UrquE9lwdANCD14ESz92O3Z133lnsz/BFow88V6+fbeG5jhgxAkgDFnUH386n3rIOhFgfVelXXXUVkKIZllhiCfr27dtc246OjkYdrrLcc/R/O+2GL+66665Fu9phNqrATrrq8WeffRZIgx8OaHjdvXc9nqpxvVsdXLBN7Kw7KKWnvMp9veb1yHcAw8ET23jRRRfl5JNPBlJH24gRr+dhhx0GpO+JXv8OfNkpt9PvdTSiwv89N+8Pw+Y8R8PmvH7eJ14nFfSGbVofr8Hf//53evXqxdChQ3n55Zeb72g+GBF8fglbsiAIgiAIgiAIgu5PDMoHQRAEQRAEQRB8AGEvFQTBB9HZ2RkT6x8TRTySR0TJUUcdVSy389beY489iuWPch0uueSSYlkRjZ7yX/jCF4qE7JDERTl5smqgiL6BMipOTDgteVSY1InD8yg0oIjCk9r7va4LtCZKrxOv//nPf/7Q+ubRdVL7rdcRcYrQcuq2qaOy2h07jxqD9p79ecRdR0dH27ZSXCV1/SGJxyRPDA4p8ipHQZy0u2e0cZVf/epXxXIeQSZ1tGM7+9PaJ7/OrXDXXXe1bKMAU/Ik6VJ/v+pz1Oo1J4/Cg1arYkgiUskTzItRrf/85z8ZPXp0Y6Us9W8IwCabbNLy2ZRMDMoHwWTAMNv6x91wZdXJ55xzDgAnnXQSkDp8Pgx9mP3gBz8Akgpehe8777zDiy++yJtvvtk8UH2Y+UOYh15DCnlWXayiXRW4Dz7V4T6M9FU3rNvEHD7sfflRZexL1VNPPVUcX2/xcePGAemh5P6uueYaIPmxW18fGOuvv37zEmXSFpOY2F7u0yQk/uAPGDCgaBvV+V4nz0XFtG3hg902rnMCqB435F97BF+mPP7LL78MJBW4/2tVUPu9P/fcc8w666w88sgjQNdLiC80JpFRNe494T68Xl5XIxm8ruuuuy6QXpBGjx4NpBcHw959GVWZb8i6XvOXXXYZkO5RXxiM9jCngW1/yimnACliwjY/+uijAfjZz34GpAew17Rfv35NwhiV637P/F4YaaBdgy+MPrz1ojdiwZwEvpR5DxuhYlIo7we96/3OeH+Y+8EXEr/ffq+NdPG+efjhh+nTpw/f/va32WGHHTjvvPMAOOGEE4D04hMDQEEw6TFvBpTWIOPHj2/Kp59+erFN3tnILWPyzm9uqWHnT+sac6xA+i2EsmOcd8DqTmCOUW2Qfpeh7NjmneU8cqvuEPvbCWWnN+/M5nWpO095Ary8LfJynsTLCC1oHWzI1zNara5jfvy6Lnk983pde+21Tdn3DyiTn9UJ64x6gvJ6P/fcc/To0YNevXo1zxEobXmuv/76Yl+5hUueTO3MM89synkyv3pAKh9Yyq1ZzHECZfK0PMlbPZCRd2TzznL+rppbJ+X1NV9Nu+V8MCG/J/PEi/XAUH5f5gM3+cBJfr75PV1bF+X2PXniw/x8820uuOACoCvRYr9+/ZpoSigtqfLEkO2SzwVBEARBEHxSenz4KsHUTAzqBEEQBEEQBEEQJKKPFARBEATBZ00o5YNgMqDqplZyiV7XG264IdAaSuR2qpxUlasQ1jt94MCBvPvuu0yYMIHHH38cSGokVd0q0wx5U3Xlvl1WpaaCXvW3SimVZyrfv/SlLwGw+uqrA0kFrFpN9bGqK9vk7rvvLurjuRnSpApQFZf7tR4333wzw4YNK85RxbTrWAfPxY6X56gSS+951VTW0XNTIe25qLRSJT7XXHMBXWpISEpHz1G1n22nP7p++Sr63a9JzY455higS/3Wp0+fRin41FNPNcdSha3SU0WZ94Gq61rpriLeJHff+ta3ivVMNqhiff/99weS4v3cc88FknpRVZmKT1WCG220UXFcIx1UUKosVKHo8oknnli0kWF3uZLN6+O+9cn38zvuuANIylGVjvrsW2fvOdtQdaQJ6VTEG33i/aLKXxWg99ktt9wCpAgO7zOjVTzuQgstVCg5jRIwFNAohfCaD4IgCIIgCIIgCILuSQzKfw4Ib7sgCIIgCD6vONEJpYWKVleQJveg1ZMz97h0EhhKKxknkHOcfFt++eWbz5zshdLqwwlXKO1MamuV3KYlt9zJvUa1MYM0aQitFiS5lU/eLnl5nnnmacpO+kpuFZJb3jhxDWmyGdJEZ10vSJOeAPfcc09TztsotzDJ7W6gtF3J65m3S35euUVNbYeSW+bkdjQDBgygo6ODXr16NXZ0UNq/3HbbbcW+cpsWJ+ahtFzJfW2dkJbcTuWFF15oyqusskpTzn1ar7jiiqbsBHFef9G+Dcp2XW+99Zpy7jOrPZ/k9+vaa6/dlH//+983ZYUkAOuss06xfd5O+b60SKyPmX+/au9lre2gnMTW/hDKdjFp/PTTT0/fvn2La2GyeYAjjjiiKecWQdrfQKjtgyAIgiD4ZMSgfBBMBuwg5Z3EHDsXdir1HNUnXK/QJZZYAkjq9I033hhIHbu33nqL3r17M2HChBYveDsZKtIdHLBudsLstNTqYDtjdvpV76tGV/1rx05Vsgp7owGsqwMZtfd8rYRWfa6K3PXt8M8+++zNIIU+pG5rJ9+61N7+zz77bNEmdqZU69v5V/XtdVJJbSfcTmOdCGfJJZcEUtvqmWsH3/paTwcrHBBQ7Z4ruR966KFGvX7XXXcx55xzAulesZPt9fV6qTjXQ/iPf/wjkAZRjA7QE97IhK222gpoVdR73b1u3tteP/1x7axaD9XpK6ywApA6uXq1OsigGt1r533pINLzzz/ftI/XzQiTm266CUgJb7xn3KfX0++EdTeywXOto0S8r4wGceDA+8r8Bw5aGfnigJDXyjYyx8E///nPRkV/6aWXNuvrSW09HZhbcMEFWwZEgu5JJIkLgiAIguDzgu/gYl6uD+Kggw5q+SyfAIVychtg3333bdkmz3sBNDmeOjo6WG211RgxYkQxmQnlxJ3kE4vQmuC0zu8GrUkv6+SVUE78Q2vyT3NW5dSTlkb35uR5UCD1V6SeHIYUhSx1slWgpa3qpLN1u0Dqh4r5vz7o2PVyPjEr9kt79uxJ//79W+4HaBUajBw5smWdOpHrlltuWSwbQf5B67RLnLrXXnsVy+YdlDw/jNR5gXIBhqy44orFspPQkk/ISy6+gPbJlutzyAUD0HrtoTWvTbuEx/U51Ml3AXbccUegayxi0KBBLW2X578Rx0mk3XdlSiI85YMgCKZgYoAuCIIgCIJg0hIq9yAIgiAIPmtCKR8EkwGV186cH3744QAceuihQFL/+r+zjb/85S+BpJA//fTTgaRi3n333YE0+zfbbLPx97//nUcffbRRujsb7yy4ygHV5aqNVTKrjHcG2dlx66Tq2/25ngpo91/7uqvYty2cHXX21SgBZ1ZtK4+jOl2FvNu/++67zTruS4W7yx7TcGnVCNZJ5bqKab3IrYsqZm0CVG27bN1VNnv8hx9+GEhhzs7AO1OsYtu295qYB8C2d/99+vRh1lln5f7772/W1xbAOqvu1sfeMHKvhxEO3nuXXHJJ8XkeDg8pSmObbbYBkprfNlTFbUSDCn1Dw1Xk+7nRA0Ze2BbuZ+DAgUDKD6CdgjYDXtO//vWvjdredradtt12WwCWWWaZ4hjeB1pUeM7OwltH72nr4ucq7a+99logfSe8j+roE79bF154IZCU+9pVaI9x/vnn895773Httddy7rnnNr8DKuq9RuYN6NGjB2ussQaQrk8QBEEQBEEw5RATPUEQBMHHJQblgyAIgiAIgk8Fk0tDa4j0xDzH87BuJyShjCSqw23z0NpFFlmkKR9wwAFN2eTMUIaJO1EqTpQDfO9732vKv/3tb5uyk7n5sa1fnqjayUIovbzzcPJ8nbzu0BpmLLlXfR4qn4cGm9Bb8rD2/PydeISy7evw5NxXXbs2KP3ec095bemgbBNIk5JQDmzl90Hur+8kqOQTzN/85jebct6WWthBeX/UtgG5j30e6j3//PPTu3dv5pxzzsKvPA/Jd7JenKiG8h7JQ7S//e1vN2Un4SX35899+3M//4ceeqgpb7bZZk25ti3IvdOd5Iay7XK/9PyeaGeBIFosQrIuhNKrP7/2UFpU5PXKfegVf0CyHQS4+eabi33ldhL5fZRvo3AF0vf+6aef5qWXXip86B955JGmrEUeJIEBwHbbbdeU63wEeZ6HIAiCIAgmHd3VQSAG5YNgMmDneIMNNgDKl3xIyl47DK6vV9wNN9wAJKWt/tsHH3wwkHzaZ5xxRvr27Uu/fv0aZbS+cCrW7SDYadQnXWWySnc7Fv7vfvSDs9OqqtjOpct2yO24qf51O8/Rc3bQQ392O1+q2B0E0Uvbzv+gQYMaz2/3WZ+rf7fTruLZuppQzo6kgyEOBKjqtqNYD7B4HM9NpfSgQYOA1JFTSW2buB+V23bWjQpQHT7LLLM09Ro/fnxTr1lnnbVRWzvQYl0XXHBBICVP817yum+++eZA66DMTjvtVCzbCVd5bxt7D3qf2cG2rl4nfdMdbDI6wDZWya+a/brrrgPSYIsDGg54OHAzZMiQ5p5x8G3w4MEAPPHEEwBcfPHFxd8dmLIOXn+9B03eqPef3yuvl9fZ+8XvjoMmnpPbO5C1ySabADBixIji/7POOgvo8vvr2bMnu+66K48++mhz/f3O7LHHHkCKlMkjYbwOZ599NhCqrCAIgiAIgimF7jpoZH4rySerpU543s7z+qKLLiqWa9/xI488smWbww47rFjOE55PrH75pDeUk7JS5warz2nRRRctEnRDOQEt9XnnE9vQfjI9n3QEmojYnNoHvY5ubuf9XU+AtvNxN9p5Ytvkyc6l9sVvN1FbT0rWvvn5RL7UbXPKKae0rFN76deJ3rfYYouWbexT9e7dm5lmmqnpC+bUbb7rrru2rJNP7EPrtW7ngZ8nLIfWvjfAzjvvXCyff/75xXItDoFSuALt/dfta4r9f6m/F5Ai0KX2pYfWSO26fo5t5NT5F370ox+1rJNPxEN7X38j4eeYYw7mmWeeYmIcSlGKGG0uSy21VMs699xzT8tnnxXhKd/NiaRxQRAEQRAEQRAEiY6OjpjYDoIgCIKphO46rhlK+SD4BDgTbhjufPPNByRFtLPThlJvv/32ABx33HFAUo2r9DY0WfWz3tSqoN2fx+3ZsycdHR10dHQwbNgwIM2aWgczdas89nP9tVWTO+PprLzrWUdnhmuVumoFOzZ6w+unbhi4ymhDm1VG6+suqtqvv/56IP34GjY/66yzNopyZ6+d/VYxYB1VrtcqfJXO1s39GPasakNVhbPKqiX0tzeawOOpALDNDNtXKaKa/IEHHgCSDcKll14KpOtv9MJ7773H2LFjm/O47bbbmtl3LRz0cvdcVBMY8u/MsKr9tdZaC0gqb+vu/eH6KiKsq7PJKtdVtKusP+ecc4p61W3l7L5t6v1iSPiJJ54IpJB8/+61feyxx1PQ8icAACAASURBVBgyZEhxrran95bbeM943b2nF1tsMQDOO+88AFZeeeWiDbwPDOvXEsDr6nU0Z4D/e3zb1HPddNNNgfQ9Puqoo5rjWseddtqp2f9BBx0EpHvfqIMZZ5yxaU/VICoszDdRf4+CqZfu+sIpfm8BNtpoo+JvPgsh5cGYnPj7BqV9zNChQ4v1fI7W+LyD0rbDZ8iXv/xlpp122mLfuTVKboGSq7hyy5fcsqQmv1d8dtZ1yS1TapVdvu/cJia3dvH3EVrVf0ZKQamSytVyub1Hvk5eXyjb2GcelDY1eRvVSr68XXNlY17/3C4pt6WplWNGX0H6fYeuNppxxhn5y1/+wujRo9ueV21nkm+fKxZz+x5zqQAtaj6fM1Bev/xa5J/natDcfgbK+zVX2OXb+L4J5TXyWS55G+fnldtL5QrD/DsApUItv99/97vfNeVcxZhb0dQKvdyGKv8Nya9Rrlw0CnWWWWZhpplmKr6HO+ywQ9tybivkuzy0RsLmCs52KtYgCIIgCIKcUMoHQRBMwXT3AbogCBKh2gyCIPh0iN/bIAiCIAg+a0IpH3RrVMOo8lbBopf31772NSCpfFT1qMBSxasiSaWsKnNRnfzzn/8cgF//+tcALLvsskB68d93332BUvGTo3LJ+qn01eNOdZDqpdlnn50333yTMWPGNOuqIvdcravqIVVcqsQ8J/3VVVTrmadiTuWdCmnV3K6vL9/yyy8PJCW9bWeyMutnfVU/q7pSQa+CL1e/QZeyUVVVfV08B1VjevPrM/j/2TvzKD2qau0/1d3pdAhJCDcGMAQQFC+DoICAgIEwJMxIIBAiMs/KqKBwBQFZAoIyXkFRAREFIpMiMxKERIGbcLnrfiAqyKTAAplukARI1/dH8zu1z67qpJskJOnsZ61e/db71nDOPqeqzjn72c/2dYAdhW3YhtGFvb12ITbhOtiU/dHrp52xNew/rnffffdJqvoJ/Q8t+/79+2vllVdONltttdUSmx+dPnTR6bOwCj/xiU9kNuGc1J12o11gPMKGQ4vP9yciFs4//3xJFbsSRtmVV14pqYoigBXLebjXcDbACjz++OMlVe3u2YZtbW3pnPfff3+2D/cNjETagfsSFjl1po60M8w+NPSuv/56SRV7Ept5xioRLWjbYxP6G1r0O+64o6Tqvv3+97+v2bNn65ZbbtHs2bOTxj0MfvQAiYLYfvvtk9Yg+5CvYuedd87s6HUiA4FAIBAIBAKBQCAQCCx6iEX5wGKPjTbaKC0YIhvBgjCJNdj+0Y9+JKkKk/YLwIQTs7jH4isyFzfffLOkSjKCxTvkMTgf0h8siHNen8yEheirrrpKUrXYyKIei5AsYCJzsvvuu0vqCsXu16+fVlllldpiN6HBlIWFYhJqsEDMoimLuCQpJXyf87IATqJPpHpYuCRZJYvDLIyyME3YOIuyLEzTFuzPAikLnnyPDTo6OpKduTaLruxDmDISAoSis2DNQj/OEsqE/bEFdfaLviyIUw4We5FeoezWeWJtg7QP+7MYT//CNmuuuaZef/311H/WWmutVGeuQd0pG+1Ku9kksbZMbNOOLK6TEIZkN7SrX9ynX7EwTmg3iVVIOMu9x/E4unAu0N4kDOKeob9Q/ra2tpTklvt6jz32kFSF5Hs74qwhhB/bHHbYYZKUEsXgNMHJQvJZ5GOQf8DGOKxYTD/rrLMkVUlzWYzH1pRv6623ltQlEdTa2qrjjz9eAwYMSLbneldffbWkSjbn1VdfTfcdCXDos+PGjZNU3bc4omx4fSCwKMFKg3jYfsv9LUnXXXfdPF3zhz/8Yfpsk6vxHJRy2Q0vjWK3ScAs5Y46K9li5eI6OzuzZGc2cZuVurDyLdbx7xN5WUe1/WyjqnDs+32sLI1UjWX8Na3shpUD8bIhVp7ESqjgvJVyORZbd58QzkqV2GNse1kHuU++Z6Vp7HVs+W2CNisr45PR4ZSWqnet1NXeAwYM0Msvv5ye876MXuoIp66Ut7dNrGbbBSc9sPJDVibGytfYulspM9/eti/ZMlsZImsLHM7+vFIu/2PHti+++GL6zDhEqt674LLLLkufGR9IlcSev4atC5KR4Mgjj0yfbVI7K1nD+FmqEur169dPbW1t2m+//dJvVgrH2mvXXXdNn620FjKEwN5vvNMl6a677lIgsDjj8ccfz7YnTJhQ28cTQy655JLaPpdffvkcr3PhhRfWvmtKwOnhE2X6ZKDM1Sz8e4R3T1EUGjp0qJ577rlMAk2qJ/pkfwsrySU1J0X1BD2fbFWqJ7D06wjMDeZ0jE/QKlXEOuCjhvy7Q6rmf6BJNtMn+/RkJsiQFj4BbxO5qClBrIWvj1S9LyG4efk9KZdrk+rjEimXmpPyMYVU72dSLgco5e9x4G3skyIjfWyBzClAbtXCJ8Xdf//9s+2m+9bbxidWlupjd5+o9pZbbqkdY8cD3QFJZ8CamMWUKVMkdbXpI488kua8AKKaBcS2OZWPOTTwz4h5nXv0BiFfEwgEAosoIrS67yLaNhAIBAKBQKDvoCzLkJ0MBAKBQK8QTPk+jiVhcPDWW28llg8JFT2OPvpoSRX7a25e+u4wduzYbPsb3/jGHPfHKzdp0iRJ0tlnn539DnMfVhfe1zPPPFOS9OUvf1lSxVbm+njGR40apdbWVrW3tyd2Dt5ZpDhgAeCthhmIBxnmG2wwEn16theMJ1jfHI8HHhY6nlRsDRsNxpMvJ/vhiUYGB6Y+XlZsNHjw4MTk4lowHGH6wWrE+07EAXXiXHjE2d50000lVQx7WHns59kSeFTxksOqQhYFth025jyU1yfB3XfffSVVLIf29nYtv/zy6fyW2YZXGzYG+1AXmIqw7uiLsA1g3NMOsBSRn9lggw0kVZEURAXAyON6sM9pJyRcYLVTZlhytAntDaMUW+H95nzUc+bMmYnRALuAulAH2gs7kuTNJ+pFNoj2pD2oEyw8IiboV/RVvidxK+x17h3uV8pLG7EQ39HRkZ7Lw4cPT/cS/Qfbw8gfMmRISiZHX0H2iWcEjFX249kSjPlAYOEiHHCBQCAQCAQCgUCgCbEoHwgEAoHAQkJfd5oGeo++0idwUkl5iKiVSfF1tbIjo0ePTp/JyyDl4dtWasPnerGh1TYs2EpSfO1rX0ufrVSGdYD6c5GHQ8rDY5GpkionY2dnp8qyTM5HKQ91trI4VurDysR4G9mQZxtWbcOlreyIdQr4cHm7beV7yL8i5fItOCSBDTO39bdSHVYKxob94+gFOBSlSqJMyp3hNhTeS+nYkHIc41KVQ0SqJMWkXLoIiTNg5XOsXcaOHat//etf2nrrrXX66aen760UDsQFYCV3bAi+Dbe3x3iJANuu1mbWRraNbX+xcje+nFayxvZ926euvfba9NnLMViZAnte20b2fv6P//iP7Hhb/gMPPLCxzFbywYbyI8MIcIxLef2tvNJBBx2UPnMPjhgxQssvv3z27LDPGtv3bN+xEju+75BbSqok7aT8PoAwEAgEAoFAIBCL8oHFHv/7v/+bmLCf//znJVWDZLSgLrjgAkmV/hUTca9jNTeQZPGKK66QVLGGGbijz83Ek0kMkxQ08ZjUM7mm3EwMYBWjRcrEBE0yJu9DhgzRP//5T5VlmSaRLH7A4oZxzCQAZjusYZ/QFbBN2T/96U9Lqia7lIG6U3YmsEwkYdBzHSbSnB8mNgswsNTRLuR8LJK0t7cnHXNY1EyWvM4bk2HOybk4joUHznf33XdLqrS/WWTABn5Bg/PCxIflT11ZzKANuA46p0xYKSd5AChna2urBg0alNjlw4YNS2X27G803dHrY/GERR8WPJhwE2VA2dB3PeCAAyRVtoRxTRQBmvC0L/cYUQAsDsD2ZnEIjTvKDZOftuCeIZ8C/QsbjRw5UtOmTcvOQaQBfZq+xUIdizEseNxxxx2SqqgA+hRlxzb8557CFiyI0De5/2HW33777ZIqpjx9mnsHzTurl/nSSy+l+xstW/Zj0Wi55ZZLdr733nslVYsQp5xyiqQqQuGYY46RVD1j0L33UTqBRRPBqg4EAoFAILCo45prrql9xxgUbLnllrV9bN6GJpBzqrfwWtQnnnhitu11qKV6BDRzKpx7b775Zm1+3KRN7/X2fS4Y5jYW3rHsc9lIyhz6Uu4A7e4Y7yj0OvRSXb/ea54zz7KwTlaprh8v1bXJ/XaTDr23A+sCFpbkIeVkAala57Egn0Fra6uKomhsN+bdYPz48bV9vJa6b1vmXxYnnHBCtu3XD6S61r/N8SNJv/3tb2vH+H40ZsyY2j4exx9/fLZNhLuFd7r7+0LKndFS7gyXmvXtvS6+ze0CLDlGan5m/PjHP5bUNa/fdttta/eb7x+SslwxUpVzzcLmiJKqHHGAdRuLprwD8wOhKR8IBAKBQCAQCAQCgUAgEAgEAoHAh4Rgygf6BNCQfuyxxyRVDFqYqjCRLfNUkj7zmc9IqsJVYSl+97vflVSxfGHY42VHK/qiiy6SVHnU0Zj3bGQ8hXiM+Y9HHq1zvPGwy3//+99Lqhj4MLet53yllVbS8ssvn7x91A3WNizhXXfdVZL08MMPS6rYvzCrKZNnyBNi7VnF7IfnHNvhtacc2B7PMm2EF55oAGzB+fgdxjTnefHFF1P7ws7H24zmN+xvGMteWxyGO/bEu0v/gIlAGDlMfBjw1BWbwcwmlN+zvGG342WGZU5oNRryPpx/xowZevTRR1MbPPDAA6ld6GOwBfCwI9NAXemzTz75ZGZH2h0bcA94LX9Y27DCCRvHO0+oOTamDagz3mu+hy0Aa53zwmCgz+O1x5Y27J98Cd6TTxQHx9JHsTP3IefE3pSJusAg4flAe6+++uqSqrB/+hFlxla0O/cpERjY7rvf/a46Ozv1m9/8Rm1tbYltwj2KJMYRRxyRbEedJ0+eLKl6tvFs4h647bbbJFURM0RQ4P2fWx6MQGB+wTKtyG0hNTNaAPeQlLORiC6SlCJmpFwaxDPGiOqRcraLjaiyshU836VcSkWSrr/++vSZ54Ik7b333ulzE6sJWKkS3nVS9RyWckkLK+Hh2Wg8d6Rc8oZoJCmXyLHsNs9+szIvVjbFsvEsu8yz3qzMi43ysJIvVrLGSqZ41p0d19h2tSw63hdSXkepesdIOSvNMuFsH7H18kw9K+FibTR9+nQtvfTSmjJlSsZGtG3qWZWe2Qhs21vWn2c1Whsz9pGkiRMnps+M96SchWrvFakab0nVGE3KpVWsjSyjzkrBSLlMDWNiKW8721+89JGVibEMVltHIvSkPM+RZ1JaGSV7T3zpS19Kn++///702UaKLrvsslmb2eeTzVNl+zQRhFIV2QqIXpMqpqYkTZgwIX0mGtN/jvdzIBAIBAJLHoIpHwgsxugr2sOBQCAQCAQCgcCHiRhHB+YnyrKMPhUIBAKBXiGY8oFFHjB3YXjBaIElO3z48MQ0humMPjbaW7DsYDTDkoGVR8IpmHUk8IJlSrIr9ieJGQx9WKpnnnlmVnbYgbCRYRp5bXtYTtQVVjOMPBhdsMytptjzzz+v5557Lulnw/KFocTgEN1qGGCPPvqopIpRBrtok002ycp83333ZWWArQQzCtvDRIR5CGsNNhUsI9hlMLNgx3HcTjvtJKnOmAerr756YlBiB6s3b/8DmNNo5sGUZBsGM8yxf/zjH5KqvgbzC+Y9LC0YdNgSG8I4hL2FpjhsMOoEq90z72nn1VZbTR/5yEeS7ZdeeunUx2lPGJiWJShVrEuYhTDeYCqi60e7wMaEVUi/oUyUdYcddsjqQN19vgOYh7Qr/Ylycs/AyKecXhOfe2PZZZdN9wPH0PeIBoFtiI1glE6fPl1S1fdoN9qZ+/GWW26RVOnqY1v6GzbDRvRV6gTDj+vQjvynnBMmTFBRFJowYYI6OztTudlvzz33lFRFyEyfPj2dm7KRD+Piiy+WJB166KGSKpb9lVdeKanS/KRuxx57rCTpvPPOUyAQCAQCSyoih0cg0D28frWNVJKatZV9REyTPvQee+yRbfvIF6JSLWwEipRHEAGvpW4TVUt50m/AuBswJ2IO1K9fvxS9DvwcU6pHkfljmG9YEAELvH4817ewkUS2vBY2mq6789qIIqleJ19+qT7PbNL+9+WzkXJSHoUGfJRjk1a9jZSS6gnVjzvuuNoxN998s6SufnviiSfW2kiqa4b/8pe/rO3jNdhtUvvurk20OLCRacBrnNuIcKmad1vYxO9S8zvMa+BvtdVW2baNcgOso8zp2j5BuY12k/LIU2AjVqVqvm3xzW9+M9tuyjlBRNrQoUPV3t6e5sLA5waQqjk68Pr2UhW1D7wddt5559ox/jni8xt8UCxxi/JFUXxD0pmSLijL8pj3v+uQ9D1JEyT1l3SHpCPKsnzp/d9XkfS3siwXO9d3eOwDgUAgEAh82EC2SVI2gP7jH/+YPuMkAnbyYCcfZ5xxRuM1rDyFn+zZsY8dsONYlPLkbFZmxE8k7GKElaIhubMkrbfeeukziwpDhw5Vv3799OCDD6bf7KTVTnKtnIu9hpcNwXkvVU5zDztpsOf1ydCtjex+djHGSrv4ibqV/LGTGSuTYs9rFwt8vWyiMTuRt5NmHLFSLhkj5YnqrBQPznRfLrsQ1LSwAay0y6uvvqqyLNXZ2Zldw0rRPPLII9nxdvHD2sLKINlFCXteKU/IZxcVrLyTlQWyZbFSMlLeXjapnF3gIkm4lLeRX7ywsj723rHHWFkYe14pn8Db/ewCkr2m/WzbRMoX8WwfwRntQXnb2tpUFEVmf0g5Ur7ohGScVEnLSfVEccjZSXkCO5sU8+CDD06fb7zxxvTZJyL0CfACgUAgEAj0PSxRi/JFUXxW0qGS/sf9dJ6kHSSNl/SGpIsl3SBpUwUWOtBAx9vOhMdO2GGwM7A/6KCDJFWDaPRhGXjDXJ40aVK2HxNnPIRMstG1hIXqGdVouVIOvJ3rr79+VgfOy6SFLPUsXnDcPvvsI6nydjKBYOLFAsHs2bP1zjvvaMaMGYlViweUyRsTZTy7TNKYnDIBwiZ4DdmPSRznoyzorDNh5/xedx2wP2CiSnmZINJGTKSfeuopSZUn0mrK0weYrGEf6oT9YAAwaWfCz3GUHU88/5mow8xmAQMmNt9jE9oX2zJppp/wH5Y5tqLtWKyyzPmZM2em49rb29PkGc89TBD6MPaCXcHEmUUeFq6oC3VgsQCWC8fTfygzZaQN+J5tzs/1aE/021mUYUFk1KhR2Xn5T3+jX4wZMyZlemcCjvYrE9z9999fUrWI4XMIEF0Dw4L+wkIT7erZAGj80i+4N84++2xJFYOH6AUY9UywsSWLBXYB6Mknn0yLE0SpsFBHOVZZZZXUTvTpAw88UJJ07733ZscSncGC1be//W1J0sknnyypYo5ccMEFkqpFBxj3gYWLYG4GAoHAh4MgLgUCgUAgsHigL8+RlhhN+aIolpZ0taSDJb1mvh8i6UBJx5Vl+buyLKdJ2l/SJkVR1OMcAoFAIBAIBAKBQCAQCAQCgUAgEPiAWJKY8v8p6bdlWd5dFIUVL1pfUj9JKc66LMs/FUXxrKTPSfqjAosE0JjafPPNJXXpMktdIaEw2CdOnCipYqyiFe+B/heMdRuuKlWhqWjNsZ9nl8PeJ4QcpjQsX5jZ22yzjaSKAWvDz+352J+QetjLsNFhVHOe9vZ2jRgxQkOGDElsfJjKsIJhSsOwRQOQKADODVsY5jKMaxjtnNeGiNvjOC/sdRjSsJVhF8OYhgUMi5gICELYfZg8URADBgxIzCZC9GG60+60A+egTEQiIF8AYx7PK2xkmNSvvPJKdh36A8xmmO4wowlH5zhsgI4Z+2NTbAyjHrY7jGqY8rTRCiuskOrENemDvs4w1WFMkx9h7733llT1IULlYbrT5+iTaL+zH0x6GyJuy0P0Ae0FG512hsmNVjx6/tgI28JKp/9Onz49tcu0adMkSc8884ykKlyca9jwfVsmjmM/6kr7wmynj95///2Sqvtx1113lVRFd2DjyZMnS6qeK0hwbLDBBpkt6GdWUuDpp5/WmDFjJFU2hZlPm/Xv3z89YwjbJ1oHzTzs9eMf/1hSJb+x4YYbSqqY8ER1nH/++ZKqaINFHUuS9FwwNwOBRRdxfwYCgUAgEAgE5heWiEX5oigmSFpP0mcbfl5e0jtlWb7uvn/p/d9UluXTkmIUHggEAoHAh4yQnlt8cOKJJ6bPOKukXJvZOnaPP/747HiruW0ds1bD2ToErYPLa8pbLfTuNMOtdrt15vnEXjapmE0MZzXwccZKlQzX2muvrcGDB2c64Tj9pFxn2x5vdbWRzwNWs9wmgbOJxGxSORz0vuxSJdklVc5AqXt9ea+XjjNWynXF7ffWxrZNvaa8TZ5mr2/10i1s+0q5xjzOZCm3C45cKdcot2WU8kRpd911V/pMP3jiiScyrXqbm8Anw7M6+laH3WrF28Rrtk2kvF3suW3fsXr89rNPoGcTM9o+Yu1i8w7YfmjrK+WJ937xi1+kz7Yf2+SBth9Kuf2to8O2q62L1aBHbrHpN3t9mwvC1oXrzZo1S7Nnz8406u09hRSm1HUvg7feeit99snu7LlsW5KcXZIuu+yy9Nnmm/jiF7+YnQvJPqk5+V1g0cTi6LizzxkAqQpMmTJlrufZfvvts20IOBY+H8jKK6+cbftnhSTdcMMN2fZ+++1X2wdiFfDl9+8MqSIK+X1ow/fee6+WKNXm5gD2/SfVn+M+UalUTwbq84k0nccT1poSiNocHVL+PgWeYOcTiDYls/X19slipbpUrW9bn9RXqicVbUog7JO0+ra271YwduxYSRWZz+fskOrJgX3ulKby+PcPhC8LOwaRmtvfvkeatn3CVinPbSJJv/rVr2r7+GS7XpLVj72ker2bEhP7vuYTP/vyS3XbNZFlTz311Gy7qS05zworrKC1115bRx55ZPb7oYceWjvGE/SaEgj7Z5HHr3/969p3nljb1K+anmFzQ59flC+KYqSkCyRtU5Zl/ekxb+ceJInRa7nvvvuuKXUNlO3DbG4v56bfuzumt9//85//1KxZsxKDuKfHfZBr9Xa/D/r7lVdeKanSkT7ooIPSpOfMM8+UJN12222SpBNOOEFSxURGA5oXH6zhY445RmVZarPNNpNULSxcffXVkqoXHGx0HjxMcGFIw6xlEsvDngkXCwMMyJlgUT5ubCb6aGfzUIBpy6ChLEvNnDlTr732WnpJMGhisWLdddeVVE1smVhhX150DMgoKw8zn12d35dddlmVZZkmqTww2fZa5NSNcmFDJuIsqMyaNUtlWaZ7iAUMrjtkyJD0QmGgxMSNAYNni1NHJku8fLAF7UAkBJM6fkfPnm0GM7QnE0LqgA46Ay4GLv7BTc4B2pPr0Fatra0aPHhwKm9LS0uqA+ei7PQNtMUZhGFHys7LjnMycBg8eLCKoki22nrrrSVVAx/sz/Xo27Q7xzHA9XXlZf7GG2+oKIpUTrswIVX3EkxvG3nBy5NBP/ZlEu37GvcVL+K1115bRVHUtObpT57RzqCfutPOnN8P5ojY4dnE/txL9AO7KLfXXnul/ssCCv0YlvsjjzxSG1xgz9deey0bbJKnYrvttpNU9WUGcm+99ZaKotBvfvObrK5+0MZ9/8wzzyxbFMXKqhzT/yzLsj6iW0Bw0nPfNN8jPTexLMvfvf/d/pIeL4pi47IsI8otEAgEAoEPAUtSNNuc0Jc1j5dERHsGAoEPA31+UV5d8jTDJU03i7ytkkYVRfEVSWMltRdFsYxjyy8nKXfD1XGOuth7kqrF4rIss4e437bfd4fufuvt97NmzdJ7773X6BX7oGWYl996s9/cft9kk01UFIUGDx6cFhpZ1GRRi4UsFk9ZpCMxK14+FihZbH322WdVlmVadON75Cjee+89FUWRrguzyCa9LIoiec45ngVSnzyVxUAW5VjofPLJJyVVi8v0YSsF079/fw0YMCAtyn3+85+X1LVwWBRFWgBksdyy0SwoO/tTFhiDnJ86sxDKfv57rkPd2Y9tPLl8z39swnnYnzZqb29P9kZ2BLtSBl8W2pG6sb9NqGqvZRdNpaqfUEbagfOwqOptgs05L+2OBxUbUQ6eFVy/f//+GjlyZCpfURRp35aWFpVlWWMPcG0W9tnP/85x/EbZ2cbe2A7HgbcVdWGBe9CgQSrLssbQ664/4HjiHqBt2ca2djGdc3Es57L2L8tSAwcOVFmW6X6hD9NulJ371NuE49rb21WWZbJBa2trliDOtp9UOS4oJ+fnutZhMWjQoNo95/vZwIEDU1l9e3V0dKgsS7W1tWV9h2vw3/Ybu22vY8F+N9xww0WSLjI/XSLpiNoBCw4hPRdYrBGT+r6DaMu+h8WR1byoIaLZAoHAoop4bwcWBywJi/L3SPqU++5ySX+SdLak5yS9K2krSddLUlEUn5S0kqQ/zOXcR0s6WV0Jc1vGjx//hUmTJv3gE5/4RBa+uDDxxBNPaMaMGYmR25dgtZBZNGWxHe1wQkx4IMP+hKULq5zfCUFmUY1FQL+gDRP+q1/9alYm9L1hrROmBWsV5izX4/zoarOYTNjQ+PHjJVVMXhi7hIMNHTpUr776qp577rnEwiV0jEU8vl9rrbWyOmIzFhpZBKWunIewZhbAOR8LopQZFrMP3WZxD2Y87YYEAeHwaIqzcMkCKUxfth999NGkrQ/YB71ztOI5F9eizixYw6iHRU4ZaRc037ERC8+wjn3ZWHwlXPPpp5/Orke/ZH+uzzb78f+zn/2s/vSnP6Xrf+xjH0t9g9B1Fq05NxNMIh/os/S97haep0+fLqmKFmA/FnWbFnOlymEE85p7g3alvbkXqQsOJxaRkQigvDjAiIZ4/PHHa8x07gMcPPQ9b1dCI4neYJt+ApOe5wN1W9qo/AAAIABJREFU5H4j8gGnCtEDbNMm3BOw+2kLImywNb8fffTRevjhh3XNNddIkg444ICs/JTz0ksv1Z577impakfObcPbpSrCAOeG/50oA0KBCan0IcbYcvz48UdMmjTpJkmd7/+9qQ8JIT23aILcCVI9JNeGgiLhIlV5PKRc6sPf09aZx3tayiM5rEyNDY31obM2PNuGR19++eXps32H845swu23354+25BdnOBS9Qy05xo+fLj69++fhRNbqRIrbdIUNi3Vn7k2rNhKjdiwcBsybhcdeU8AO1b1IfqAnB1SPSTXtrdtCzvm5Pkn5Q5JnqvAOpgZD0jVc1rK29jaTspDq23b22g/K0vE+1mS/ud/8rVEK5Fk++G7776roijU0tKShadbmQQvFWBtzntNyqWErEyLJ07Y3xgrSnmIug0Jt/X1YdZWgsZG9FrZBGtjG6Hl7b3LLrukz93JWtg+7WUNrCySbS/eYVIV9SrlsjJ33518sZJyWQUrRcQYzh9PHWfOnKnZs2dn5bf3jn1W2XvF3mtWwkrKpZvsvWrtN27cuPTZyl5YOa7FBRHNFggEAoEPC33Vkd7nF+XfD7PP9BGKonhLXSH4//v+9k8kfb8oilfVteBwkaQ/zG3AUJblLElptH3cccfNWZhoIaGvdt5AF8IDHAgEFhRWXHHFN8qyfGHue85fLCjpOS87N27cuGWlLqeEX2BekNJy3f325ptvqizLbCFzXq8zL+Vp+h3np1Q5ZX2UiJQvlK288srZPtYx3V3Uxkc+8pH0Gw53KV/AsxEkflHbnssuJhP5IuWLhk16rsAuTlq9VttnrDatldRqbW3Nyt/Z2Zmub7UzrS2t9q13XCAd58tv62sXbG2Elde9tcc06eRK+SKxj8yyi9G2Xeziu13ktE4Xr/dr+4FdQLXH2Hp5AgAO3qIosuOtE4VFz6IoMqeA3acoiqxd7WJ/Z2enBg4cqLXXXjuzvW0jr0/f3T1h7yMWyIuiqMlf2rpYLduiKFL72f5iz2vLXhRF1ndte9nFYKupbKMGfdvbfoE0nFQ59qU86tA6bYqiSBGlbAPbL8aOHZvt46PT+J7IUCl3NtiFfx+BRr0HDx6cLazTrkVRZHWh7Yqi0IgRI9J5rNNE6t4h5iOoAe1QFEVyZnGcrRfymOgML2xpOYOIZusDsDkqwK677pptQzwDPclz0PRe8c9+lAaAf4ZKdaf5aaedVtvHqwJcdNFF2XaTfrTX0r/uuuskdd2Xo0aN0l//+tfsGSw1a55bJ6+kGhnSa8FL9Xr6XDZN1/KO9Satcj9msEQA4HW7vYa4b6Om8jVp1Xtnu3WqS3Wd76by2Rw+wNvX6+Z7fXOpytfhVQss/LivKYeN71feVk193BMY/NhLqufo8WMayJAWNmeKlDv6uzuP7yNNdfRt0FQnP8b2eQfsOBd4+zaV1+dN8vkjpKoOgwYNUmdnp376059mv//oRz+qHeOvZckewJMNNt9882zb21Kq37eWnAPoj73Rlu/zi/I9xLHqYgBeL6N5t1BLFOgWRx99tKSK9frGG28keRoenLCcrrjiCklVgiVeQrCiYLxyU/LC8drebMPQhhH3wAMPSKpegOhj+4HKz372M0nSd77zHUmVVvQ999wjqUp2x+CblxYvXx7m1IvyrrPOOnrttdf09NNPJ/YgDCBsAUOQOjOpY+IF44eHK3XlhQezivMxKWbiwQSBSTj7MwDhIc5LjP8kr8Hm1JV6wNCn/DzYNt9888R+YjLEYgjJVmgn/5LhBciklbLBPoPVzSCCMlFnJlLYgoEatuP8TFb9Ihe25XyUn7rR3xjoMCHn5fjcc8/V5H9oR47ZaaedsjpRR8rKf/oDfdFrwLPNoODYY4+VJO27776SqnuJe8DL2TCgo04wvOkv2JY+zX4wP2Fuwz7fbrvtUrswSOU+8Ax5+haMNaI7YDxiA8rE75Td2xSmKBOH008/XVLF6EMWC5twPLZnYk+bMABBbobcFrvvvrsk6Q9/6ArSInph2LBhyb7cD7TLhAkTJEnXXnttOqdUafPvtddekqRf/vKX2e+U7YwzzpAknXfeeZKqdl4EsKCk5zLZOQZ/yy23XJoILGhpuTmdnwXrpknpB7l+T3/vzTnsAqAfcNoBrGXc2u/tZ398d4tYTRJePSmzP29RFI0Ts7mdyx5jPzctrtnPLS0tamlpySb19hg7MbaLnvZ57BcE7GTUTors4rU93tq0KXlbU/kt5mTv7q5v0d0CO5JbTeiuLnPK12R/s9e0drV1tPt4u9h2scewMNyvX7/s+ra83o7++KZj7OfeEGm8dJqU19f/bv/b69h72n625fL3qr2mvaftIpK1I+MxjrML9rYstl1ee+21tL+1o4/4s+eyzgIb8eD7Z1mWKZLlxRdfTOdiMl2WpV566aX0vU24+NRTT9XKxbZdfOvOxtaWtuyMJZqclozteK4uAtJyEc0WCAQCgQ8NfZmIOk+L8kVR9H+fLb5YoSzLLdz2TElffv8vEAgEAoHAwsWCkp5rlJ1bYYUVagyfhYG3335bZVnW2FuLEiz79PDDD89+szJIOJckadttt02fLbP05z//ebfX+eY3K9KlXdyzi/1WMsYzXKxjwzLkcOJL0p///OfGa3tGHUmlpXwRzS6uTZ48OX2mL40cOVIdHR1ZQmsrxWOZR3bR0ZbRy/JY2AV623/tIjNOR6nOsrISLHYB07LZ7PGeLW0d31ZKB9KElLP2rGSLZSFLOaPKHmNlkOzCqpf6sFIttv7Wfvfee29jeSFoAOsIsG289NJLq6WlRS+++GLWXnYh2icvt+xCK5Ni7WplViy73ZfTsiRte9l+YO8vLxlj2YRrr712+mzle2wfsef1zE+Y21Jef/vssvvsv//+2fH2WWHbvjuZGsum8+1lWX2WBWilZJCNkyq7rLfeetp4442z61vGsGXRPfroo+mzZT3atpPyNj700OT/1SWXXJI+N7FbewrICQtTWk5acNFs7587i2j74he/uKrU1Qb2vulpNFtPo8B6cszcvp89e7Yee+yxmjP1g5xzXn7rzX7d/e7lrzyr1D/riqJIbFQv02rh3yP2vSBJu+22W+0YH5FiI4KAlZuS8sgqqZ4vTKozrn20yrrrrluzT9PCoGd3Wyde07ZUZ3c3lc87E70DuantvH2bZLH8PhCgQFP/9Wzvpjp5NrWvkyeASXU2clN5W1pasrr68zTly4Oc1L9/fxVFkcm3dXftpv7qSTLeNu+8806tHbrL92bhHfiMczlXU2Sj76/W2cs+PgrC28qeoynazm7bevm2bOqL3g7evk22su/soii04447ygN7DhgwQAMGDMjGL5L0ta99rVbeoUOHZtt2LNVdeXi/8J0lBAHs2V3kniSNGTNGUhcR9eKLL+5RZFuvFuWLothOXRnUPy9ppKSW96VgHpF0p6TLy7L8xxxOEQjMMy644AJJ0jHHHCOp66VwwgknZPug/ciAgge8Z7CfddZZkqoXNzcaDFoG6jzs0erk4QpjmkE8D5KJEydKqibfLEjAiGWSxsOKCQYPfiaBPEAYaPiHfP/+/dXW1qaOjo40OYZJi+45jHPqwEIJLx6uwX/YwbDPWZzwSW05LwsB2ArmNCxijmcAxWQbTXEeZjCEYBnxkOYlwMvrySefrCUXpS5EATAJZ6DHi23UqFGSqskgdWFyC4sbRjuTY9qZlxR13GKLLbL9GZSxiACbmYn0ZpttJqnS7qXdGcTQD/2LmnZ/6qmnUvsymGNCiH1hc7OoQ/tgEyajDHCZaGJvrkVZ+P2kk06SVPVd5DUYyGGr66+/PrMFi2YMjugnDI64N/me83Lv8oJ87LHHUl+hD9HulJnvuX+pO9+zAEVfxs6Umf2J1mChgUH6pEmTJFX3NYsE9CuOv/nmmyVVix48H1g4QOd99OjRGjJkSOoH9Bt+P+SQQ5Kt+I32Zx8GADDiecZtvfXW2bVZsLzvvvuyuqHZS8gui6RNYbQfJhaU9NziIjsXCAQCgUB3WFjScgYLKppNchFtV199taSucaqVdOhpJNoHiTDr7W/2u4EDB2YLWPMSyfZBf+vJ73Pb10fUzG1xuizLWtRPUwSWX6D0C4JLLbVU7Vp+0bVJXsM7Dfy1mxaafVmYL3L9gQMHfiAZYL843WQHv8DatI+3sS9vdxFuFk319usJfgG4afG8Jwvhc4rs4xy+Tj1ppyZ7did5B6iTj2q38G3bVG9fXr9P070zp0V59m+K0Osu+tKfh/3mdE/ayLjuoumAj4Tz96R/FjSh6XfrRC3LUrNmzeo2Nx2whAMfoTt48GCNHDmyJilkc+lw3MiRI7NrNTlG3nrrrWwf66Avy7LWJmVZpj7tZSjtfhACWAPrSWRbjxbli6LYVV3MtEGSbn3/8z8kvS1pWUlrS9pa0slFUVwh6eSyLF9uPlsgEAgEAoG+HIb3ISGk5wKBQCAQ+PCxoKLZpDlEtFnN/kURf/7zn7Xyyit3m6NjccLJJ5+cbfsIslNPPbV2zNe//vVs2yZZB57Ja5PHS9JVV11VO8ZrytvIFQBpD9hIHalZU96zpyGutLa26pOf/KSmTJnSo0XYuWnK24VGsNpqq2XbPdGU9yzypqgbv8DepGfvF2F9svOeaMrbSCTg2f9eU75pId9LzTb1mXnVlF9llVVqUU1N1+6Jprx3EDRFM3r7Ni32+/7pnUpNmvK+nk35Ajw7vSe28udpOi+ENeCfcT3R7G+6B31/tVG2gH4+YsQIrbnmmokYCiDDWXhN+aZFeX9fQrIETZry/h70Dgypej7RD3oS2dZTpvwJ6pr83laWZd29Il0nSUVRjJB0pKS9JZ3Xw3MHAr0CHZzw6ltvvTXdjGh6ox3Ni58HEtrt6CvDcOXBgvcQzWiYsXjgfJiP11vne7bHjRsnqWLQ8jBCoxpWOglrLr300ux72MaUi/rwcH/77bc1aNAgLbfcconlTcIqHvZcE0+k90jy4MWbybV5kPLwxkbsx8ONFyXb6623nqSKHU6ZCR2GrQwTm7ahnJwfG/Lwg3XS2dmZXlyw6xmkUxcesuuuu252TjS6gQ8Vw64MGrgOIXqegU+YN8fRBjDwGVgwILrpppuyOsPgZoBHqDbXX2ONNfTEE0+k7WHDhiWmO8cy4GEgwaCJvsjvMON9RASJWdjmBcQLD/vDDue6RBvQ3v/1X/8lqUp4wj3D/erPR52QhSCKgH4He5x+tN5669Ve5mzTlwgX46VKvgTa1+dLoP25J7ABbH36Pu3IoGDnnXeWVPVJIh9gY5DTgMgNok5gobNdlqUeeOCBNMCjz9OfkVoYM2ZM6tPYg+igww47LDsnfRSWPvcEv8PMIJKFvs3+tMfCZso3IaTnFj1YSQYpl6mx0jJ2smGlYPzE1U5k7ITEfrYTJCLCpFwyRcoH2zYxl5XfsZIYtlx+wG8lLWzYPO8gKWcJ8UwYPHiwOjs7M2YS7yUpn/jYyYCd5BH501R+m2iNnChSXndbLlteKWdM2cUJW9/u9NWlfMHAM6KATWZm+4FnNtkJn21LK8tjJ0hewsTWzR5j+4u1q1108IsW1hZ2UWHYsGHq16+fhgwZkpWXd79UnwBbW9o2tgsPtk/54y2sRIKVsrG2t23k5YpsW95+++3ps7W3nSDbdiS6EVhpCFsXW8bvfe976bO3sV2csZJOd955Z/psJRVs8msfum7vI9velolo60IunZVXXlmDBg3K2s/WxV7/oIMOSp9//OMfp89+om/L393322+/ffpM1NvihgUVzfb+uRfriLYPwqxeFHHjjTdm237x3CdolOqJPpsWwvxCHbmRQNOirJf0s/cQOOKInJPhnzk2GTvgXQ0Yv1Puj3/84zVZnKby+YVOv5DbxNL25WtasPSLu/691+Sk8ovlTbItvt6+3ZoWkf0Yy0utSfXFXL9g6ReepboMTpMTwS+E+8V+L6Uk1eVrmmQh/Tikycnh6+0XZZvKa9/JUi4VCKxMoVRvkyYHRncJ7i3mNIaQmvuDl18i2tqCOTXw90WT08Pf677OUl3Foun+4t4YPHiwWlpaarb6xS9+UTvGO898clipmqfP6TzzgunTp2v99dfvUWRbjxbly7L83Nz3ksqy/Lukb/Rk38CHg56EmwQCgUAgEAgEAoHAkoKYIy1wRDRbIBAIBAJzwTwleg0EegMSwuFhxNtLmAqeSFiobMOkw8u86667Sso9q3hrDzjgAEkVS+Ghhx6SVLFqYEmNHz9eUuUJhrkOg+0HP/hB9j2ss3322UdS5YUmPAWvJKwzQmZgh3NdPKewmvGAn3POOZIqDyjngfGExx5WGl7ZWbNmaZllllFRFMnLjeeScxEehz0pK4wB2OMwsL/0pS9JqkKBYEbDDsfbi/cbBiNMRLyitBfbMMGoM7bmvFyHumEz+gkez1mzZqWy0lemTp2aXYP+QBk9053+gSY8HleYYLCEKTtsROyPrfGw46mmn9B+nBdmI+wsmALUg3uC3+k3bW1tGjx4cGIEPPfcc4ktYPeRKg817YE3mrJgC1jhlJkysB82guVBSOOee+4pqWL9wabjP4x7GPR42UnmB2uW9ofVAEOeKAHaEBYj7M9HHnkk9VnahXNTJs4JG4I+xX26ww47SKrYg7Qf7WQZrFJ1n2Nr+hX9AzYtHnyuQ9mpE/ujC28Zrauttlq6v7kX0H+HcXLPPfekOtHnyR1AHgueKfQhtOJpTxjN553XsyA2H1US+HAQi0R9C9GWgUBgSUFEswUCgUBgQaEvz5F6m+h1TUlfkfQ5ScQWvKgubbiLy7J8rLtjA4FAINA7hOZ4IBD4MGHDyK2Ei5U9w3kk1ZNrWY3UKVOmpM9IxUm5TIwfXFs9T5xhUvdSHTaU14fsItUl5dIoOBAladq0aY3X9mHDtp5WEsSGw9uwcq7d0dGh9vb2TBIER6i/TpN+qFQPV7bh4VaOBYeolLeD3ceHfNty2dBu5K2kPKTaXkPK5WusbIqV3LFSI7btrGSIlIeA29B/G55ty+vt1V1/sUDiTKqcpP68Um5jG3790Y9+VG1tbXr++eczx6XVVvUapTbU3Ybyk8xcysO3rZSNlPcRG1pvpQPsea0kkZchs7rBtr9bvWbbpjh5pXqIvpVjsKHvVsfV2tH2KUmaPHly47kgS0j5vWLvQS/zYKUWbB+3cj22vkjhvPvuu1p++eUz6QlbFvv95Zdfnj7bNv3Up3JZdWQrpe4lnazslA2f9/dXIBAIBAKBvo8eL8oXRbGdpJskTZd0syRGv8tJ2kZd2dd3KcvyjvleykCfAEzNY445RlI1wPd6XmhSoxnPZJqB8s9+9jNJ0iGHHCKpS8P22GOPzc6BdvMuu+wiSbr++uslVdprsMZhqHrGLVrOJ554oqRq8sNEk0E/dfA6ZXYxQKomiEzaYfR+4QtfkFTpsjP5g43O4gfl5Xsmv+3t7VpxxRX18Y9/PC0UMEFgcM+EHu1vJhPor1ImvmfSxiTNs5KpOxMvrgP7F8Y8kxGY3bCOmSRtvPHGkvKM2lI1oWQCxv6U79VXX016Y9iVvsICCefArl7rnbLdcMMNkqo+hi2wL/txPfTU2J+FKvaHmY3NmejDjKcN0JVlsYS6EpmBTmNra6sGDhyYjh85cmSKLNlmm20y+zH5ZbJH32HiT44Bys5knfZhgYG6bLfddpKqhS76CzbGtrQ37HBsxIIJ0Qf8jm0or9WJk6ooBLaZSP/rX/9KfZyJMvcfkRDcV7QL9zeLOlyT8zBJZlJMWdDfZ3/KRD+gf9H/WEThPxE69N0///nPkqpFCfpyWZZ66aWXks233HJLSVWyKhZI11hjjRT5gK7tAw88IKkeFbT//vtLkvbbbz9J1X0Ho/6WW25RIBAIBAKBQKDvgXEgIOeThZ+3eo1mqZ6I1CfbtI5Q4HXm77rrrto+RHwC6+iXmnWybV6YprI17eM15H1eDKluB0gDbW1tGjVqlP7yl79o9913z/ZhTG/hdca9vrbP5ybViQRNyVU98cE7JJvawMPbRcqdt01oKovXRff9Qao7/nuSFNXr0Ddpntu8I1JdA78pyShlwbHt15ukul58k0Pfa977OjRpuPs+7PXXpXp0dk8Y4D4Pk09MKtVJBj6/QVMbeDKAz2UgVXNj4PsQ89I5lcWvj0n19vd2kaSzzjpLUtea1B/+8Idasuim5LAXXnhhtj1x4sTaPqh4AEuWkPJcNgsavWHKnyXp7LIsT2n47dSiKE6VdI669OICgcCHgL4awhMIBAKBQCAQCAQCgUAgEAj0VfRmUX51SVfP4fdfSvr6vBUnsCTg/PPPlyR95zvfkSSNHj1aUsVOh9GLtjlMz+uuu67xfBdccEHyvOHx3nvvvSVVnvQjjzxSUsUmxYMJMxoPNl4/PGewxPEq4okdMmSIpIp5j0ccb9/qq6+e1QmPLkx7jkODGpYAtsAzh5cfBgNeSjzngwcP1quvvqpZs2Zpp512klSxiAnNhg2Mt9Lr1MPAxSYwr/Eww5iHrQ1jGlYyjgFY5YRX4xXG+4qtCXPGu49HnOvBNqe8tD/nXXXVVRPznbJyDdj8hDzTLygz58S7T//g2tiCMuJBpy5eqxxbYmuY0DCq6VfUFZtjK0KuYXwT5QCTu3///hoxYkT6furUqfrkJz8pqerL9CXaD3tRV+wOM57v6VOwO2Ck+77KPcB+9NnddttNUtX36R/oocOogBmP1x3b873Xxuce4l6EMb/UUkul+w5mgO9bRNPceuutkqp7AcYHbCEiYmgn+jL9h/Ode+65kqTLLrssuy42wabUCTYCrAyiBeiveOC5fktLi7baaqtkG54zJ5xwgqRK9qGtrS1FUSAtQN28vejTMIJOOaXLj37UUUdJqiKReM4GAoEFi5AhCwQWTcS9GZjf6Muax4FAIBBYMOjNovzTknaQ9EQ3v+8g6ZlufgssJMTgIBAIBAKBQE9wzTXXpM/77rtv+owjUqqcXlIlEQes5jXhph42lN6HYtvfrEa71be3IbM2lBenKrBjHxvq/Otf/zp9tiG7d955Z2N5/X42/NaGhdsweJySHR0damlpybS9SYIt5fr0NgTahoCTMBpYjXMLpMOk3K5WT9+HklvNbLtAafezYfdeo9yGK9twd6sxjjNayuvow81tOW1ostWOt30C5yawuuo2ZBpnq5TbbquttkqfvQ681Tv/zGc+kz4PGzZMAwcO1KqrrprZyMoi+FB2q1Fu7WclG2zdva64PZ/te01h4P57ez9KuWzEzTffnD7bewdntZTLNFiteKlyxEu53rzNGWHb3ksHWLkMex/ZMP/u+qRfTLfa7Vaj3Yb22+cGZIIVVlhBs2bNyp4PNh+CbRfbp+zzYOrUqVlZrP1+8IMfKBAIBAKBQGBO6M2i/CmSflEUxRaS7lauKb+VpG0l1cV6AoFucNJJJ0mqJgawgb/85S9Lkq666ipJ0ne/+11J0j777JN9z6D8nHPO0U033SSprvvFROn73/++pGpyxKTFJm6SpCOOOEJSNcGAzQsbmYE/EwgmDzBjmQDAVmbSyQSAwT5sVs7HBBQWLBNymPHoe3M92LEvvPCCVlttNbW1tenBBx+UVE3COCfMaibflIkkfExSOY6FDGwFQ5cJN4xpWMFMmNHzwla0JxM3yoHtmAQzgeL86LmhjQ5TmvK98cYbqZ0pA5NzJuWUHXvRjpSdaxKRQJ2JCoD5DHsbNj/bd9zRpdLFBJsJGpNG2hWGPsx9FipoZ8qJjagPdW5ra9OgQYPSgtSIESNSXbgGiy/sw2IQ9wcsbMpOfgQmy1yb/gJrnPPAoGdCy38momzTJvRZJvPcG2x7rXj6DbaHOU+COa4zcuTI1M7YnTrRNzg3/7n/aV/6JPkMSK7HNvcQffrss8+WVOnbcR7+c+/cd999kqSf/OQn2Xko1x577CGpWvBkkassS7311lup3/JcYIGEhaHBgwensrNARzuSL+Pb3/62pCqCgnwVlJV2YhEQe9uFvEAgEAgEAoHA4guvQ24dVYC59JzgNcTJiwVsUmbgnXc+QbRU12S3zi+pWZrVJqCWlCXaBswzgXe2Eslr4Z27OGGZI33qU5/KEk5LuaMVeN1um/xbatZfX2ONNbLtJv1qcqZ1dx0iiC28lr7XeZfqWurWsSk16457/XKvBS7Vteh9rgLf1k3XboJ1okt1zXPfP6SqDfr166eiKNL82cISE6S6I1vKk61LdT17b0upPrfyCcEladKkSdm2TbguNedWsEQOKScQAH8feAf+JptsUjvGR0+j+GDhddxt4nipWYfeP4seeeSR2j6jRo3Ktj1ZR+rKHyl1rTHsuOOONW19XzapynUI/P0m1e8fr5vf1G4+v8H8Qo8X5cuynFQUxd8lHSXpq5KgArwo6Q+StijLsq6yHwgEAoFAIBCYK8qyzNilgUAgEFgwiGjiQCAQCAQCCxu9YcqrLMupkqbOdcdAoBeAVQrOOeccSdIBBxwgSfrpT3+a/Y6XlTDcj370o8kzjzf75JNPllRpOBNijbcQtjb6yjCcYfvi/YUhjceT8Haujbccdvhmm20mqfIm47njeoRRw/AlLPkrX/mKpMqjCJsdRi3Mezx62KCzs1NPP/20nn/++cTCho3POdCzhgENawFbwEiHAQG7HAY116TMsINhE3udfbygsJlhK3uteFjrlAe2AnXDu87vtM2bb76ZFq3wynIMLGvsDVMdTyfnQhcdRjKefWwF+4MwcvoH50M7Hu8414flv84660iq2g3mBYxobIMWPaxnJofYvqWlRR0dHal8Tz75ZPLQcy1sABOG9qRMeNXxehNCDnPaR1BwLfomtqL9YDTgTaY/UDfOByOB/zA32MaWXqef699+++2S8pwD1IUoAP7DJoANQjvS7gcddJAk6Vvf+pYkaccdd5RU2R3Jne8HAAAgAElEQVSGxTbbbCOpulcA7BXuZyuTIFXPGZ4D9Hk8+9dee60kacstt5RUSTAURaFhw4YlW5ILg8garnvHHXek/k8780yib1Fmnn3jxo1TIDAvuPLKK9NncrxI1XtTqrNr6ONSzqLbc889G6/hGV2WXWaZT1ZSwkqAWGkPz8iy8iiW6WYlTOzxlnlj5TR8uSwjxzKvLCuPsgwfPlz9+vXLGIeW/WQlMSwLzcpzWCkYqXr2S83MJCln0zUxiIB1AFmZGsv8sqxAxgHA2s+yySw70jKPrISIhy2nZdvZY+z1fN+x1yQSS8pZY5bpybtNqt7VTcd7G7W2tmqllVZKz3spt7dnEzLWkXJpF6LBpFyWx79fbPvbPm5tYdl+tn9buRp/HcvAtMw0a29bFv9etP3CSssQvSXl941nXto2JkpMyuto7yl7vL8nLPvSltlKF9njiYodPny4lltuOX3961VKtDPPPDN9tpI7RM552OekNOc+HggEAoFA4IOhLzvSg44VCCzG6KsPpkCFaONAIBAIBAKB+Y8YYwUCgUAgEFiY6BVTfk4oiuI7kpYvy/KA+XXOQN/GkUceKanS7yLBG6wmmHEw7GC/wMSGYbvyyisnJiyAJYr+MrrVgEH4brvtJilnpNprcx6YR9tvv332O+xV2E+wWGGvwUSCsQuzCVYwzF7OT4IoWHJo5sGcHjt2rKSKyT9gwAC98sor+vvf/17TZGMf6gqTiLLDeIMFBksOO8N6o2wwqWCawUaGFQZznvPBhIbNBvsXm8GChGEGqxH2OuWHGc5+nZ2diX0FSxFmFeeGqYxNYNBTBjTgYRxybtoPe8PGglFNdAHtjc24Dow4GH/sj34itoVxRl/3/QDdw5kzZ+r5559PCeGWXXbZ1J70MZiWsLPoazCpYaNRdxibMOph+8FI89EE9FlsznVoP7TgYKFRF/oXzDxsTXm9rj7MeDTfYCpik46Ojm710embPEuwAX3+5z//uaQqweI999yTXYs+zHOC69AXsRV1pK/TR2EpUjfLZJWqe4BnFzqCt9xyiw4//PAUyXPJJZdIqli95557rqSu/kcfs0k2bVnJO8EzI5jygUAgEAgEAh8e+jKTMxAIBAILBvNtUV7SCEkj57pX4ENFDA4CgUAgEFiysfvuu6fP3mlkJTWs1IaVI7HyElYWBuk1YKUbrKSGlbmxUhe/+c1vsuNtsnYrY2GTLVl5EHsNKwUj5XIoXtoG4HCT8rrjgAdWHsPay8ImCON6HR0dGjBgQOZMs7IrVv7GJr+zNvbJqizJwMp7WGkZ+72Vy/GJ75oSn0kVQUCqHOxSXQrHSpBYqQ/bjrZeVobIJ8KzkkE4Pv0xSIVJ9aR4Nvmalayx17H1t/JIPgmfLQvOXKnLSbzUUkvphRde6FaapSmRHbB2sWWxEj9ItgF7T9ly2gRlVm7IJjNDgs+WH0A+kPJEgDbxoZV08gnwbD1tGSFFeJDwHNj+8vvf/z599pKWwD4DrCyNVCVbl6QddtghfbayQlaGyEpFFkWhE088sfablN8fJE+XpJtuuil9vu6667Ky2KR1SNhJFfEgEFjQ+NGPfjTXfc4444xs2z7ngX/X7bffftm2l/2SpLPOOivbtmMP4BOu2nevVJG+LA455JBs2767gX+fWRkySfrd735XO8bKgEkVmYrnxYwZMxIxC9h3Unfl8QkifYJWqZ6cFPKUhU8q6+ton+nAJxltes97mTS/3fQes/JnUj5OAN4OduwoNSem9Yk9/dhAqkhSwL/bmhK0AsZAPmmuVE+CC4nPYt111822fYLTpsS/Rx11VLaN/LGFlYKU6slVm8atvnw+MamkTFpPqieH9eQuqT7OhKRq4eUSfcJmnxBZqvdxL6kn1RPa+mTBUmXjpZdeWq2trbXnVZNsnH9mND2vkLVdFDDfFuXLstx3fp0rsGTAM2iZUKG/DHjoozHPw/Cuu+6S1DXJQQedFz0MZ45lwH3vvfdKkg488EBJFWuYSRDsUs86ZyLFg4NBO5NjdJ1hwvIy9vrrvOR4iHIeWK7UgwcHgwL+cz7Ks/zyy6ssS6266qqJtcu5eUFRZh6MDHZ4aG+66aZZ2bEF21wbhjwDGBZDcPrwIubBySCL67JgQhQACyvYgIUKdNYBE0cY3K2trWliyrWoIxNjtP2xCS98/1JnsEAmbSbJLIiwAMD39FkypPMyx9YMaoj6oB+yH3WFYU/5eMl6Vvvw4cP10EMPpcWx1tbWdCztxEuSdsK+DHw4lgEh1+LewK5ssz/b5Gu49NJLJVX9i37A4gcvY85H3SgP7Ut5uQ7l5jxs+37zt7/9LfV7IgcYELBwgJ39y5l24P6ir5K1nn7B8bvssoukitHOgIyBIv2OfkGEBfuheY0tGGg99NBDkqTDDz9cUpeG/ZlnnpkiN7g3sfHo0aMldfUb+jiDOBY5sS/3IRMgBp92sSYQCAQC84YgugQCgUDfRjznA4FFDzbfUl9DaMoHAos5+vIDaklHtG0gsGQh7vlAIBAIBAKBQCAQWDLQK6Z8URTDJB0g6XOSiFl5UdJUSVeUZflyd8cGAh6wUMHBBx8sSZowYYIk6ZprrpFUD5f69a9/Lali1tow43322UdSxYy++eabs2NPO+00SVUoD4xb2PqwkAmNJYwNljDsUxjPhLTB6oWdjGY8jHcYsuPHj8/KB5OWkDpY4bCgKRcsZNjJlOOVV17RjBkz9NJLLyW2NtfeZJNNJFWMd+q80UYbSaqYytQB5jz7E8pEiDFMa+rqtcW5Lgxp2MiUFRYydYBJD9uZ8hOCD2uccHnY6ffcc08t/A1mO+ekDEQ8wM6mXWHaUzdsxfcwnbE7dYTBDOOabWzDdWBmU3b6CzaCvUzkBPkR6MvUp729XcOGDUv7jR49OtWRa9HHfNgYzGqY55SBMnl9dsJUaS+iDggRpIzcj5SJsHHY45yXPk5EBbamDQhxh5FPOX3YIvWcOXNmuj9pf29fjuU+ol0Ix6dPsh/Hw1AnWof9PUOekOAxY8ZIqhj2hMjSFtxDPNMIb6dfEZlRlqXeeeed9CxkQZZ+svbaayfbofGPrAZRHEiBIA3A/UwUEGWy0g6BJQ+/+tWv0mfeQ4BIL0k6//zzG4/faaed0mcra+Pfz0R9SNVzWJKmTZuWPtt8B1ZCQ8qlM2y5eFdKeWirjYrxIeVWAsaG/NpwaitzYp+hXgrHvnNsKLiVurD15b7s16+fWltbsxBzxgNSLjljr2nLyHMD8HyR8vBxG+Fn7WrD83297H42xNnay3720irW5jYE3Uok8TyT8mg1HzZupXHseW0otm0jH15vy28lVGzouQ1xt/v78HMrdTJlypT0ebvttlN7e7vefPPNTBphnXXWSZ99dJJ1tNk2sv3YlpfxSBPsb/Zcth/y3pByWRgp70vktpGq97uU29iGiPuQctv3bB+x4fS2HX1uJ3tP2f5u62X7lG1v31577bVX+mwljqZOnZo+W7mgX/ziF5K6xpVDhgzJymLvL/t8s88aIgilKjITEMUrhZM1EAgEAoHA3NHjRfmiKD4r6Q5J/5J0tySEhJaTdJSkbxRFMbYsy/+a76UMBAKBQCAQWAIQYdOBQCCw4BGL5oG+gG9+85vZts8dAqnJwuZ0kPK8GOCII47Itr2Ot82ZALbccsts2zqegXWySxWJBPicLlLuRJTqmu1SXR/eOlelusa8VNe8xlGNU3/WrFk1Te4mXXTrGJXq+Vd23XXX2jGeSNCkVe/znXgtbWQuLWzuEqlZf9/rlVuCgtSsgW/zAUn1ftYE78z1+vFSnmdHatbAt85xqd7WcwLP+aZr+/F2k0a77/deS9/3Iamu/W4d9wCCH/Bt0vR+8kQY39bS3O+VptwFlhAjVZLFFocddli2bfPtSNKGG25YO6ZJv97joosuyrabNPoPPfRQSV33yP3331/rr9YBD7xW/aKkH9+E3jDlL5I0SdJhpeslRVePvvT9fT7XcGwgMFdcdtllkqpkSieffLKk6qHEoAKmFczPL33pS+nBxkuUm5WbGHYxTBdeULC5YPDwQuTFzQMH5g2MLx5esH45nv1JXjdx4kRJ1QCEByEPcF48PPApv2f0wl7me+q72Wabafbs2Xr33XdTHXmow76nLgwY0D2H8cbggm3YyDCgefnw4oLdxve8uCkbTDyYgQwgeDjyOy9z6gY7CrYhL1xeOOQS2GijjVISG/aFmY5dqaMvG/bGzjDK2J8+Rtn5nvMyaOW8tCssM/oXTDPKDrMUhjS24PzYwrPgW1tbtfTSSyf2c0dHh5555hlJ1SAGVh5MM9oPbX7ajfuGASd9kYEj7cD9RjtTV8rK9TiO89KunN9HKfgICWyGrbEJ9xS25Twf+9jHUr/3zwDsR2QL7Yi9YUei7e4Z9OR8YLBDu7HNgBzmu2UVShXLkXLB8P3JT34iqWIZk+gN25VlqTfffLOWWApmKM+nNdZYI0W4MNDzA/VAIBAIBAKBwMJDWZbhWA8EAoFAr9CbRfl1Je3nF+QlqSzLsiiK8yQ9Uj8sEAgEAoFAILAowEvHWbbLUUcdlT5feOGF6bOVpbGyI1dffXV2LjtEtLIOVpYKKSapzoix8iaWaWTllyzbzV4P5ywg4baUS+HY8uPslXKmmGcSWUkLe03L+LMSNTgTl1lmGQ0cODBjdVlWlZXYQepLyu3t2X1bbLFF+kzCZylnl9nzWok/z5izLEbLgrPHWOaYPx4nsJQzBe1+tlyWqebb3jLqrFSJZeNZ6SQcxcBK8Vgmm2Wf4RT2ZbdtJ+U2t9ecNWuWZs+erRkzZmTntUxUJPmArb+9vq2XZWLefffd2fGbb755+mz7DpJzUi5LZOWRrPSPv6btI5ZZt8MOOzTu71ln1ma27Ww/sExVzxy0cjBW7sj2C1tG26duvPHG7FxWXssySSHmSNKRRx6ZPu+8886SuvrAMssso3PPPTf9ZuWHSKzur++ZiIFAIBAIBAIfFL1ZlH9R0oaS/tTN7xtKeqmb3wILCYtCaObPf/5zSdVAF+bsww8/LKkajBMqA1sdtjHsWPa79957JUnrr7++pC7tcybATAaYiDBpYiLINWFYwzbec889JVUTYRjUsMXHjh0rqWK0w2xl8kO4HhNZdD/Rv2cCcMMNN0iqJnmw1Ck3ExvKy4SZiRGTICYqM2bM0P/93//ppZdeSuekbGwzIWSiwmSXBQAmeUwkYYPzPRNXFh84Hzb0eu5MlGEDMymjrrCT11hjDUlVe7NoATuZBR3aENs8//zzqR0+/elPS6oWQCg7Czt///vfJVU629iGCTBsFljHMKYpC2VnMoYtWOChPfid6zOhp+xsE3GB7agrdaPPW9u1t7envn/nnXemyTdlpj28Rj9sb+47+hSLFbDHaReOR4OWBSomyCyqEYJHf8CWlIOyYiNY6fRl8jhwr9EPsSULK57V/re//S31XfYlJI/2okzYnXPRzixisMjEQh/2pow+Yobf6U/YjnbjOixacP5rr71WFkzw9957b0ld9+i5556b2uD444/PbGQXRQkbbAqTDAQCgUAgEAgEAoFAILB4oTeL8udK+lFRFOtLukfVAvxykraSdLCkr83f4gXmByKMLhBYPLEoONUCgUAg8MEQ469AYNFG3KOBQCAQCAQWJnq8KF+W5X8WRfGKpGMlHSGJmMLZkqapS9rmuvlfxMDiDkLFYZ3acFILQuhhxjJQ3mWXXSRJkydPliQdcMABkqTp06dL6gqBhQW85pprSpKmTZsmqWL3wv6F0U4YLYxYmM6EhcOAha0LaxsGPmxw2Oiwg9HD9hrnJLGAQYs2PSxjmLKwjWHswnLmd+qDbdrb2zVgwAANHTo0lYk6sQ8sXs94Buhuwya3YdBSxchGy5x2hEUOu5ttfsem1PmJJ56QVDGjkQPAVlwHvW4Y3yxMc55p06YltjbsbljhMKVpf9qHc1BWvud4fqcMJB3CltgOBj6MeCIq0LjH5jDg6Q/0JyIiOA/9Fga+TybUr18/LbPMMilS4qmnnkrnJDqAPso1YbjDtvb5FOhjsL3p00R5EC1A+3E8/cgn/6HdsRHnI4KC9uS6hH0TLYANYLvTNiT1od0fe+yxFNlCH0Nigr4LU50+Rhm4/32eAv6ffvrp2bVIyMT5Lr744mx7gw02kFS1G21xwQUXSKqiQMjrcPPNN2e2efbZZ5NNJk2alJ4HXJ9n5te//nVJ0tlnn61LL700Ozdl9GH8gSUb6667bvpspSO43yVp1KhR2TFE8Ei5fMz555+fPlupCiKOJOm0007LzmUTw1l5ECtDYWUreC8A+36yMhhWimabbbZJn60cipfX2HjjjdNnIvSkPKGdlUmxybzs91J1j0u5TIo9l03+RtlbWlrU0tKSPTftIqCVM7GyOlYWxyers1If1ka2jPZ7e21re6l6Fkndy99YiRufXM32C5uAzMq/2OgeK5HjEwtaCRR7TFPyO6neRvbc9hhrYytFY8c6vI+athn7SF25Td599129/vrr6bktVXlFpHqCP1sXe01rSytJZM8lVRGbUp4Qj/GHlEtC2Wt4yRjGC1IuzXLXXXelz1a6yfYp+9mX37YlEYwevr1sgroHH3ywcT8rW2X7rrcRUalS3sY2maU9xsobDR8+PJPssbDyUDYZpZUrYvwXCCwIMOcFzNks7PtRqhN6xo0bVzuGcTPwyVelXFJNqnKPAfKnWVjZOqmad1lYSS6p/i5oSopJnixgxyGAdQHgJe2aktn6OjIm4R36/PPP13I4+YSnUv5slepJcO17BPikrU118u8m+96R6tJrTd/Z9znwCU39M9U/76W6HJovv1TNIYFfc2gim9kxjdScZNbL+PnEpE2JX6kD12xKIOsT0TZFI/sEsURNA5+oWKonUm5qAz/+9XVoSpJM/jjgE79KuQSbVB8bN9nXzhGkfNwBrDSeVK+Tb3upS83CoilBMzntQFNi6pNOOklS1/t9rbXWSpHlcwKKGuDMM8+s7dP0PF1Y6A1TXmVZXivp2qIo+knibn6lLMt353BYIBAIBAKBQGAuiCRxgcCii4heCwQCgUAgEAjMT/RqUR6UZfluURSv8nn+FinQ13DcccdJqjxU+++/vyTpnnvukVQxtfCUwYiHqQs7Bm82kyKYLS+88ELyxMI0w8uO1xz9ahizeBphHZHsjTLABoC5DPMIfXsYcTByYATCkIIFjtdzwoQJkio2MnXDI0s5YODhbfSsZliyaGYPGjRIL7zwgjo7O5PnE1YCXn4YtV43HU8vZaBMeMLxHlM2GAawKfDWYws8sZwfjz/MaPbDI77hhhtKqrzdsKZoQ9oU28L4evvttxPDAwYhrAWOpR1hR3INGFjUBXY3+8Goo12xKbbAo0pfpEz0Uf5zPs6/0UYbSar6A/2A/X/1q19JqtgjMCNIKMf5VlxxRT3wwAOSqj5Nu2F/IiaoKwt89AfK7PsqUSZ8DyvBMwtgV9CO2Ih7hHanLSifje6QKgYANud32p1+R19fdtllUx1gBsCYheEKq46y+KgOkrmdcsop2fcTJ06UJH3hC1+QJF155ZWSpD322ENSlXOC+5goDtqJPj9+/HhJ1TOO32HQc8/hvZ89e7Yef/zxxKiBdUJkDW389NNPJ6YGdcS+u+++u6SqDwUCgUAgEAgEFg7CsR4IBAKB3qBl7rtUKIpim6Iobi2K4jVJ/5L0r6IoXnv/u60XTBEDgUAgEAgEAoFAIBAIBAKBQCCwJKEvRyv2mClfFMW+kn4s6Vfq0pW3iV7HSLq1KIoDy7K8ar6XMrBQccUVV0iqmJjoW8PehhEAKxUtaPQqd9ttN0nSn/70J0kVIxetL9ilaGHvs88+kqSbbrpJUqUNCiMXpi3s6I6OjsQwh4mMdhusW9i+6NOji4UeFvpV6HvBxOb/ddd1pUtAwxMGPgxZr5cOSxmtSaIBYGDDfIb5CwMbFjM63LCJsTG2h8n/9ttvq3///ho0aFBi/cIKR8frtttuk1S1D3bHfjDUYYPDMqbsPAApA5rF2JjjYEjDWobli41gZKNZjN4a2p7UlbakzdiG3d7R0ZFYw9gB+6G3DlsctjXnQmedqAHahfNwPO2CzWhvygornT5JGbEBmqrcA3xP3TkvkRj0ffo6LOjOzk699957qc1ef/11rbfeepKqdkM7kD5H5AP/Yb7Tt9BYRDcWG8HS5nvOT9QB7UOZ6Rf0VSIosDGRFJQP23Ie2OaUmwgNGPhEVmCL1VdfvWbHe++9NzuGcxD5Qh3oLwcffHBmE691iP2JzqCf0F7UxT9feI6MHj1aUqWpuckmm0iqnqEw5a22ZEdHRyovkTA8jzbddNPs+EBgbrCapFaPeU59iAgSKdfXtFqLRLxIua6k1Y2XpDFjxqTPVifU6lRbvW+vM22vbzUu7b06derU9NnqrXO/AKuVb7VPid6SqueXVL03pFyXWqoiduZULqv9yjioo6NDQ4cOTc87f4zVH7c6pVbv12rYS7n2q20XxkZSztS0mrle89NqgtqoKNuPrA6v1x21esH2OrZeVofWfm/L669v+4gts9UetX3Kn8/qj1uNdXu81aj1/dj2cXvMMsssowEDBmjEiBFZGW29vOarrZctF899KdeO9TkEbF+w/dj2UauRbnMbeH17m0PAnqs7rX/7vb9Xbd+x17f3Pe9Aqa7LS9SflNvM1svqBlt9fN61wOojb7fddumzzRNhy/Lb3/5WUtc9v8oqq2T37re+9a30mftYytuIcVggsKDx05/+NNsmYtPC5llpgteulvJ3h1RFqVs0acZb2Pc98O8Im88F+NwmXkPe5ogA/p3sdd6lusa11zz3WuBSPRqY9zPPzrfffrumId+kD+73sfkopGbtd+b0wL8Tm8rn3+E+n4AkfeYzn8m2/XtAqreLzVciNevv+wVRr8fedC2vVc8akIXXlPe57aT8WSxVOQKB196XqrbkndoUwdKknT83+HZqyivi28DbQapr9Nu8QpJ09NFH14754Q9/mG03tYEd+0v1evvcEFI+NpCa33FeD973B9b5LLxevM2FA3w+veuvv762D8848jQdfvjh2e92jA522mmnbJso9EUVvZGv+Q9Jx5Rl+Z8Nv11RFMUDkk6RFIvygUAgEAgEAoFAIBAIBPo8+jKLMxAIBAILDr1ZlF9J0t1z+P0eSd+bt+IE5jfmJWncOeecI6nywsIs6W7QASsNLy7Mlauu6vLTwNyF9YNHje/xjKIXDTsZTXQ863gA0Xd/9tlnE8uJc/MbTCiYzd4jCmMVDzf/8SDD7MHzjzcPTx/eUhj6MGn4HmYPzGtsgjcUpjWMXtjFXiccrzzHcf533nlH7e3tWmqppZI3HcYSXnnOgY2wN9fGJnhAYSZRJ7zPeJytnr21GR5/bE6dsR3eXGzIcdgMTznlp71hYNMvNt5448R0pOzUjWNhUmMD6kK7sh/HU0fKyn+YeDCYaReOw/sOYw7vM7bEU+69/r589BMypm+wwQbp/P3790/33KxZsxLjknZEm59rUEbYCDDXKSPHcZ8++OCDkqocDXjuKRP700dpP+41vude4rywTn1fp+70aWz56KOPSqr6D7an37z++uupjz388MOSqkgEbEIZuBbRGvRV+hB9CmYn9wjtfsQRR2T78zvMxh133FGSdOONN0qqnmU/+MEPJFWMPM633377ZcfRL2bPnq1nn302PWPpN0QVEE0SCAQCgUAgEAgEAoHAkoi+7PjszaL8/5N0oKQTuvn9AEmPzXOJAoFAIBAIBJZQzEuSuN/97nfp8yGHHJI+b7zxxunzH//4x+wYG8ZsJUH23nvvxuNtCKsPnbVhqPa81jFp5Vhw0gGSYEt5mDNOXimXtLBlsfIzUi4PYsuyxRZbpM823NaG/Prwehs6bycF9ppWNoQEzJ/4xCfU0dGR2cVK2dj62/B3K43iw9PtNW05rV3tZxvm3SRjAGxItiUw2FBnH2Zur2NlC6wtcIpKuUyJlfHy29YuNuzftr2Vy5FyeRFrS9uu9rxWegEiB7D29zIPZVmqLMtMegDHrVTJ0QErs2ClaazkirWrd+Lbvv/v//7v6bMN17f3oe0fXlLB1sX+ZiUHbHtZyRl/LhsujnPeAxlKKZcLkvK2sLa0fcT2KdsnvYSDvachIkgVwUHKZT8gAfzbv/2b2tvbs/Y+7bTTGusSCAQCgUAgsCDQm0X5r0q6pSiKbdXFmLea8ltJWlXSDvO3eIGFieOPP16S9J3vfEdSpUUN69Nr1DJgR7MNhrzHtttuK6nOxOY/2uNeq/q+++7LysUke6+99kq/odnFpIaBO6xeJndoXHFNJj1MeJjMwz6HLbz66qtLqli+TDKoC8xaFlWoA+eHCQ2YlPAfXTLYylyXiRFsda4jdU2ynnvuuaT/hhYsk3UmxywKMHljYcGfk4kxE1nsTF1pDyZusJZhJWMbbM2kisko1+c/mn+0FZNDrut1wV944YVUZiaYXIs6MynGJtiRhRUmrZSJxQgWhJjsex11jvcMfGyB7fnfpItnMWrUKEkV45r+ho1XXHFFvfPOO8lWK620Upq8W51ZqWof+ii2oa7UEVtgwz322ENSpc9OFAhlgNVN/6ButA+LGdgCjWHagoUHrsvEmt9pfybiTKgpH7aeOXNm6lssEnGfsshIHgXqTp223rorD/lJJ50kqdKrRC+ThTm03PkeW/Lsoz05nntk4sSJkqrFL65PBAcatbfccktW3meffVbLLLOMjjvuOEm5hrc9bpttttFdd92lQN9HX2aBBAKBQCAQ+OC45pprat8R3QnOPvvsbPuss86qHcN4GZDPzYI8TODWW2/NtjfffPPaMd6hTR4yC59fwutZb7XVVrVjvA62dboDr5Puy9Kkk04OMMAclPnf8ssvXyuf1+yWcmeglDumpUxjLn4AACAASURBVHreEqkevc9cw8I7PL1jvakNvMPb5zmR6jroXgt+/fXXrx3j84rg3LRg7giYG3a33QQ/v5WkI488co7HNPUHCA0dHR1aYYUVGkkJNq+QVM37LPzaje+/TUQam29HqudEkOokByLfwbXXXls7xmv/ezKKVG8n1shAUy4I64yX6k54qa7b73M0NPVfm59Iko466qjaPr3BjBkzNHnyZF1yySW9PvbUU0+dp2svaPR4Ub4sy8lFUawt6XBJG0siq8+Lkm6TdGlZlk/P9xIGAoFAIBAIBAKLIcLREggEAoFAIBAIzBv66pi6N0x5vb/o/vUFU5TAogrYpWDcuHGSpGOOOUaSdP7550uqPHGEk+OJu/POO7PjYU7DgEVzmlBYwoDxivN/r732klRpzcPAnTVrVjoGjxwebpithMbiUcRjiScbZjRlgzFL2DFa73hDYffilcd7iNY5THxCYvE44jnFI8nvlIP9pk6dKqnSlqY8XJcHEnryQ4cOTWx8PO+cE3YxdfdZ42EwU1dY++wP0wB2L9uekcB1YWz7TPN4UNkPW8MCgMEAmwBb8T2e87feeisxyrGfDQOXqvanrN5T+9///d+Sqv5Bu2IbQvIpC9v8930YjXoYAjaMfk544IEHJFWsC+4B6gdg8P/lL39JfYTIBH/f0Ddga8NK2HTTTSVJ06ZNk1QxJ5CrwL60O30YTzh91udB8IwB7leY+TBMYL5ja9qGew+WAx5+bAgr4NVXX019i77Bs4MM67fddpukOjMH3XzuH2wAGweGCNvYgjIRgUNkBe3N/UmZuYdgMlFXbAYzif332WcfPfXUU4lBD+Mem9P/3nnnnaSff//99ysQ6Akuu+yy9Pmwww5LnzfaaKNsP8tsIh+CJJ1xxhnps5XgsKwgK8si5ZIiljVjGWqWMeTZZNxTUs7csvIg66yzTvpsn7WedWQZRLZcltFmWVKWXeYZbN2V39af54JUjYfa29s1ePDgjHVk62zPa9lsNhrOT0Bs2awEiLW3rbvd37Os7HvcvrPt8XYf/7y3dbFMQMsktHW3siM8v4G1KzlN/HmtLayN/DVt+W0faWKISfXxipVmsWVZY401tPTSS9fsYCVmbF+V8jZivCXl9bXMNs+os/3Syt/Y69jP9hpWnknKJYqstAvvSClnYjLOkOoMR3tP2ecD7zspl5fyY0/LurNsUCtRZG1nJWamTJmSnYuxlCTtueee6fPtt9+ePn/lK19JnydNmiSpqw89/vjj2ZiLPFZSFcUYCAQCgcUbRVH02QXdwOKPXi3KS1JRFG2S1lLFlH9B0uNlWdbjJwKBQCAQCAQCgUAgEFiEEIs0gfkJ+tK85IUJLBqINgwEAh8merwoXxRFi6TTJX1Z0hD38xtFUVws6VtlWXbWDg4sNJRl2esXy8477yyprlMGSwUWKezd7bbbTlLFKh07dqykSmsaRj1MIFiq5513niTpwgsvzK6DzjaANQRL2WtNv/zyy+k7GLSwfGFIwyJCXwyNblhA1AUGHZruMKkZaMHMgh3G+dHXp+4w672mNSw1GL+w7KgL5YLxBpsYrWmYdJZt/vLLL+uvf/1r0n9D+wwGHowx2OSw+WB/wYC2mu22jtgfm8LCguVEWYkSgE0Fm5x2p41g3bEf7EaYSpQLdh3HUw/LmMZetBt2hjUFy4qy0Y70JdqdXALUkb6L/ek/1J3juT7fU67rr79ekvTQQw9Jqu4RzkN7T548WVLFZoMZyv+iKNTW1pZYaJ2dnaldqDMadLDpOJa+Rj8gVwN18hEnsAw5L/2CdoJtSF25F7gONqN8lBmWI9clySFa9TD1aQNYdtiIZI/vvfdeOgfH0GeoC32RvsN94tuNOnE854NZDFMdzUUiVWDgUyZfRhiGtCfPTJJkYlPLVhwwYIBGjx4tqWLtev2/QCAQCAQCgUAgEAgEAn0LvWHKnyVpP0nf0P9n78zD9aiqrL/qEjILIQKiMo8yfKgMMosyNzJGokILAg82iA1208rX3Z/SjWC30jjbTiiIIggoMijzPIogIgjtBAFxQMAwNWS8qe+P8KtaZ1fdJDcECGGv58mT971v1alz9tnn1BnWXke6TOVBr7tIOkHSSKW8TSKRSCQSicSwMdRG+mGHHdZ8jnJcLiPhshqTJ09uPrMhLbWHOffd47IfbGJJ5SFrLkcSpcNcasPlKTzPLmESDz9zuQ0O7JbKQ6hcnsMP94qHg/khVC6F47IpLr/i9/vGmVRK0/gBaWzAS6W8BxJBr3/96zV69OjiHq9fl+eADCC1UltS9wAuL5fbmE1gqZRyccmTWC42lqWyLn772982n71O4uFfbhc/DM/z7PXIRngfXMLED+hDik0qbRd9BxKEpGajU2oP7o7psokutRv3wOVMvE0su+yyGj16tF73utc1m7lS6QdRCsdlW9z3XPLFpVmiH7uPen05vA17u42HwHnbifI/wP3Q7cXmMnDJGEgYUmk7L288fM7t5O3A5bRcysd912W2JOk73/lO89nbhEtVIb0ptfZebbXVtM022zSkEalsLy6F03foXiKxoPjnf/7nzt+8D5JaApbDfVNq5RQd8QBTb8OSdPLJJ3fuQdYV7Lzzzp1rokyX96uSdP3113fuiQdn9h1wGaWwYj8VD1aVuoeXej8HonRolNfry4v3iVLbL9HfPProow1hC0SJMqmUMOvLS5TEk7oSbvFQV6n7PogH9MYDZqXuuCzWo9S1eXy3RxlVqfvOjX16X37j4ap9Ph4P5I11InXHDvFd2Fe35I+6jIf6St022FdPMX9RFq5PsjbWQd/71t97UjmGk7pyg1Irvwt87ABiOSEGAh/fgXhA74IcZvzVr361+N53oLDPXSTpwx/+cOeavv7plYjhLMofJOnAuq4vC39/QNLXq6p6UNK3lYvyLzucdNJJklodR5jL//RP/1Rc9573vEdSOyGkk+LFvvnmm0tqmdA0Tl6ut912m6SWjYyO8t577y1J+sQnPiGp7dzQoqSj4EVPx8Yg5MEHH2xYt5HRzIufPJBnv1dqdScPP/zwwhaRHRzZ3EyqGMzQuZP+7rvvLqntAOns0cNEC5tJAPnj5cjkgo4bJjDPHTlypFZYYQWts846zSSePJMm9UIeSJOXFWWl3mAsM5ghz/zO/9iAFzD/w8gm0oKBCvniPl7U+Em0LWXmZcrvq666avOiYrDKy4NnbbLJJsU9LFrhq0xy119/fUnt4A7f5GXPIAAfxHYsEvA8FpxY+OHFxUSVdMgH9cfLlPvQeOX72LFjtcYaa2iHHXaQNNf3qQ8Gjiz2cA2DBXzWmeZSOwjEH1w7121AlAgDHeqDNkXboSws2pFujIigLkiPfgabUB7qgoUc7ttiiy0aBjm+C0P+wAMPlNQuZLFQRxQBNqJ9Ub/os1PWW265RVKr7Y7+MLYkfRZZsMk3v/lNSa0t99tvP0kt6//jH/+4HMcff7ykuQuws2bNasrhi0qJRCKRSCQSiUQikUgkllwMzP+SBq+SNDTFZa62fD+FI5FIJBKJRCKRSCQSicUAqSefSCTmhewjEonFB0vyOTDDYcpfK+nkqqr+tq7rIh6oqqrlJX3quWsSLzMce+yxkqQ99thDUhsuQ5gwzk84DCxetKFjGM+Xv/xlSS0zHmYvesxoysNaveCCCyS1jGjYw7BTCR/9yU9+IqllR8PAvf/++xuWLQz1ddddV1Ib5kfahIbBIof1T2gPeSUdmK4wa2FKkwdY3WuuuaaklqELa5nwZpi4sIexMenDuIY9Tkg44WU8h+tgM0+fPl1VVRUh3TCLYaDDSI7hVdifCAQY87C6YTTDgIYRHaMSYA9zHWxv6hnWOvWFjWHWE/lAWbER7HRYyUQP3HfffU39UJ+UmbzA8ieEnnA5zhAg71xHOuiiw3gmJB2fhCFP3mHCk1fSwxbkB7kG/JEywQbHf8kv9TxnzhzNmDGjSX/s2LFNe4QFDtMcXyav2It2gy46bHB8ljME8OmNN95YUusH5MlDut2G1BdliBEV1A3tGZY7bQkbU0fbbrutpJaJz1kJLudAaC6RD8gTwHwnAoJ2i+8Rwokv086wGTYhXWxC1AdthbB9Ii6222674rn4EZEy22yzjaQ2Qubf/u3fJEnnnnuu3vSmNzX906GHHipJOvXUU5VIOL7xjW80n2PI6GWXtQGMP/zhD5vPvIckFeHXxx13XHG//4ZvSqUkhbc/l4KJ4bUe8urh5i7h4fISMVTYQ9/9vUYEVrxmxx13bD7HcGsPk/a0iMKTyrBuDy+mvwQeIuyh67xTpDK8moifadOmqaqqoswedu1/ZzwglXI/LlcjlfZ3mRi3sUu+uLRBDNV2+PM9FN/rNIbb089L0j777NN89jBnlxhye/nzpHZMKbXvJamsL6/jKHHgEzUP8XZ7nXPOOc1nr4co6+P2p3+XWj+qqqqQiHAbeZ1KpUyE/8a4UCplAbytSaXNvK26jAXja0m68MILe9OVyvZ26623Np9dTsLbrUu+XHXVVUVaQ8n3eEi+jzujLJfL8njEno81XM7BfTKeu+J59np1uQ2icx1/+ctfdM899+jMM8/s/JZIJBKJRCLxYmA4i/JHSLpY0p+rqrpbpab8/5F0r6Q9Fm32EolE4pWLJXU3ONFiuAdxJxKJRCKReP5Ykll3iRcf+FLfuK5PJz1qSEddb0k67bTTiu+QRBx+ToskffKTnyy+9+nFx79FXXqpW4648f22t72tc49vNkrl5h2AADPUPb5BCyIxyM+5AVG/PGrKR21tqdw09ryxobj66qt3rvENRRB1/KPmeZ8dog56n1Z91PF2soTUr/0eSXjx/ACpW//ve9/75vlcqavj3/fs6OdRu74vL75xLnV16aWSdCC1ZEXQp78e8xe14aVu24kkCKnrn/HcmD799agX72fIgOgj8VyCePaC1JWc9Q15EOs/asj36e9H/+0jcMS6/b//t1Qsh1Q3r3v6+rjEXCzwonxd1w9VVfVGSbtK2lISpzv9VNK/Srq8ruuutydeUtR13XmRDYXIIoH58oEPfECS9JWvfKX4ncMb0CyHGX/kkUdKarXi0WvnO+wcGF6wSWH80jnDwPrFL34hqWUGw6CiY9pxxx0bNhBsNhiufIedC0sIthIdIIw6mK50hHQedPZEBWBTbDRlypTi77AVSZ9On5cK6cUoAvKNLXkx0YHS0cKcXnnllTVnzhwNDg42zDgGKrDQeAYsQF4eDLa4Lr7oYYrBoKd+8BM6cF641AsvIsoIUx/2Fy838kO+sTkvTVjM/B0m2zrrrNMMiEg7Ho7DQYYMIEiDgRU669QH/oANIqsfXyUPDLyxCYPZ+ELlOwxK/ochj814TtRrf9WrXqVnnnmmaQu/+tWvmrzjEzDQaQO85Ekb2+Dju+22W2ELWHj4A5ErtAXazs033yypPdeAtkF7pawMVvBlfBj2OOlia17Y5JPn0N6xxQorrNCkRZ/Cs8gjZzTQB3EvdmWQwfXXXnutpFZDnqiCeC4Gz8Vm1DuMediE2ILzN2DhxkEItj799NN1wQUXNAcCoX0fo5QSicTLE7nplkgkEolEIpFIJIbCcJjyem7R/ZLn/iUSiUQikXgeyEW7RCKRSCQSiUQikUgkXnkY1qK8JFVVNdDHiK+qakDSynVdd+OzEi8rsEgUmeu33357cd0b3vAGSa3WPMx52MRoOZIejOpdd91VknTCCSdImssWlVoGN5qlMKZhi8JehW0MS/bXv/61dtllF0mtHjb3omfOPWhwwlyHSe86nZ4X2MeEcbmeaJ8trrnmmuI+mNyEWcHgJoyJ62Dgwtgm3zDxSQet/IsvvljSXHby448/roceeqhh21JPRDBgCxjWMONhkWMLrsPO2B2WMCFdhLxRBpjW1AfMbVjJsJV5DuFk/A4jn/spc9Qahln96U9/uhMWhk4szGV8jXqHtU3YHGXEFjDmYXvznTwTIQFjnjLg67SR6Os8NzK6iT4g2oCQxRghMWvWLD3++OPN89ddd93GDrCwsR+hkfxOHmNZiFggkoHriUih3WN/2gxtgggHfBVGPr6NTYnqIF/UGXWCP2FD8hm///KXv2y+kxfSIjIl1gfa7ZMnT5bURtXARMdm73znOyVJ//mf/ymprb+TTjpJUqtjja/TX/D8gw8+WFLbvmmf1GfUsN9///0ltSF+dV2rrmtdfvnlSiSkBYuOOOKII4rvp5xySvOZSBSpPO/F0yWSBHhYtYfLul44Z4VIpa54DDMmEkdqzxWRpOuvv7757BrZ9DeA90fMs4N+Xir1xmOYNBFsUvsOlUob+TPol6VumLNHu7gt/O8e4kxfseyyy2rkyJFFOLGHVHsYsWvgEykmdaPYiOCRSvt5/j1c2a+Podkehu/h1S4N4H4Qw6np06R+aQBJ+tKXvtR8pm+WSj18qSyz28u1+n1cEMOr/btHrXm4vNeX67v72QJSqZFOlJc0t+8fMWKEpkyZ0oyppG54uyOeu9SXF7drbFN+v5fL7/G6J8pMKrXWpbKcROzF+xl/SqVuPeMX4D7mYzKPzvV2FH3P26S3Cc5gkaTzzjuv+cz4SJLe//73F2kdf/zxzWeX4WBsLkn77rtv89nP3kgkEolEIpF4KbHAi/JVVS0j6RuS9qyq6ilJX5N0fF3XCEGtIGmKpKWGSCLxEoNFOQ5/Y4DLAhILWocccoikdgDNQhUDXSZSaLVtvfXWkqQrr7xSUjsIZ8LAQlVc1OfgOiboTMKiThy/I6vBwjuLimuvvXaTNxYOmRSQVxbZkOJBMoVJIHlGx477kdZg0Xwo/S8md+jrfec735HUblhgWxYF+TuTXSbw/J2FSNJngZ0JODZ3HTbySh6ZMMX6QiaEiSp2Z7LL4v6WW24pqZ2I4Q8sVHI/k1cWF1iAZiGUeqJMcdGXRRgmdSzGxgXw//qv/yquc7zrXe+S1E7emYiSF+yPfSkzPsokFmklJvcsUpAn/IKFHGzF4juLQCxa8TsTYWzF/Sxwc3AhtsbfVlttNT311FNNG9xggw2aBSnsEw+ZZZEKn8QP2HjiPhawWERn4Qafw2Y8m7zxPCb01C++zEYTNqZ/wYYsXpAf2h6bAltssUVhS/Izbdq0Js+kxaYGdmTxCh9BrxN78yw2pFhMZ6Nwp512kiR95CMfKfLCdfgDNqE/oS2cffbZcrBwgC3POuus4vdLL720c3heIpFIJBKJRCKRSCQSiblYks+BGQ5T/gRJb5R0oKQJkj4qaZOqqibVdQ3FIePwE4lEIpFYQCypg4vEwiMljRKJRCKRWHJw5plnzvcazlhzfPSjHy2+X3fddZ1rDj300OL7dtttV3yHIDSvdD3aBMToM4+ukaSjjjqqc49HRkn9kUIe/SR1D06NBDipOy7yqDrgUXhSGxULIOTN6x5IPpBppk6dWkRxDfXsmGePMpK6UYF990Dcc8RoJ4/0I38RMYpsww037FwTD+mMiGWWpIsuuqj47tFmIB7IGsvYd8hoRDyoVOoerhoPeo0+JbWEuxgN74iHLUOyc8S6jIDc5oj11tcGPUKtL399dRsjzj796U93rjnjjDOK75BjQSSQSd2+J9pF6tZ/ROx3pO5Buqeeeuo803glYziL8vtIel9d19dKUlVV50v6saSLqqra67lrcnVhMQaHGcKopUOLL6mtttpKUsvehfUdgTTEDTfcIKlle8OcRfKFFxsyF7wAeUHRcdGh0rnBUuXgRzpV2LB02g899FDTkXFqOmGx/P/FL36xyDtlp/MlLRjNUeaEMvEixma8+HhZwNiHZU6ZYA/DNqbMdGDUCdcTLQCzG0YwnTGM7YGBAS2zzDJaaaWVGlkSmNBIEpAGdqUM1C8vGwZfhC6TBxjNvFiRJIBlTp4oI7ZgMES+YClzUChl5e+w/qkbXkbYsu8k8AgiCPA9DtDFZ2655RZJ7UuClyR/x+cYlBFeju+RLkxsBpv4MtEB+BO2wX+wNQNQyg57HFth66qqNGrUqCaq4P77728GZLC9+Y00YMaTR/yB6/BR8hgHSPg8USO8zMk7bH98kIEybYfnRVvgbzDiaaukQ13ht7QV/PGBBx5o2jm+TN6xF2WOAw4kFmh39EGExnMIdRzUETlx2mmnSVIjkwXwFyZbe+yxh6T2MGRkRWjnDHqQn0okIi677DJNnTpVt956azG58QihOMl1eQ3amdRKyEnSXnvt1XyOkxmXmeG9LpXRbS4J4ROmOCnztH2i4pIaPknzaC+p7dek8vB5f+amm27afPaJuttBasceMZ/07zG/LkESJWPc/p6uTzjo86S2bx85cqSWXnrpIm0vi0+wiCqSStu5HIjUvk+k8pBzf4ZPYF12xMsulfXqablEkcsAuVyNNLRkjePv//7vm8+f//znm8+xXC514puVvmDj+Y9jV3+XuS0Yc8T7fcIbI/CIPJRKfx0YGFBVVRoYGChkfVyeKUZ7+kTb69jlW/wZcVHDZX7uvPPO5vP222/ffPb65t0tdd/vRJNKpS38GZ5H94+4GOCLNm5vrxd/RqxvX1xyaRqPHuMdK5V9k8sLSeUi2eGHH958dt9xn0KCao011igktxKJ5wN8LDfWE4lEIjEcDMz/kgYrSGq2feq6fkzSTpJeJeliSWOHuC+RSCQSiUQiMR8syaGZiUQisbghF1ATiUQikUi8lBgOU/73ktbXXN14SVJd109XVbWLpMsl5ak5iyF8co8mN4DBwgGtaLzDGoYVCtuOQ0wBbC/YQrBg4gFKhLfBOoYZBysVBi+sdQ7PgnmPjjPPg1EDU3vUqFHNZ9LkWphIpAXrB9Ycg3EYbjBo0TGH/QujmvspMwx3mNKwdWAdwXCHBQWDCFtQP7DKyQeMMdLjIFPS+fWvfy1p7oFYY8eO1cSJExv7YwvSxn7YF/tT/6SJpjjXwy6jLPwPQwlGI6wqbApjiudgM8pIHcHohH0e9d/JT1/I11CImu34AWU8+eSTJbVs7Rj5QNQH9xExEaNASI/oAsqO38DOoi5Ih7JwH/4X74MtPnPmTP31r38tGIyEu8HGg10PIw4fxncpWzysOJ4dQBlhCPoBaV5mGJTUH2xDmKWkS5uA9YctYMTzvAsvvFCS9I53vKOwAX7FIayf+cxnmvrBPrD4iaYhT+jqc3AitsCOnIvAgXqc2QA7FfYntsLGsClh6hKGB+vf2X5Sy7CHEUiZo3Z9IpFIJBZ/5IbZkoWsz0QikViykf184uWA4SzKXy7pEM1lxTeo6/p/q6raVdIVizJjiUQikUgkEq8kjB07Vssuu6xWXnnlYiLxve99b8h7XELE5V9cAsW1K6N+60EHHdR8dmkWl/3ggGmp1JmN2qourcOmtKRC6oMNOqndFAReTpdpcakPT8ulVfx5UinJ4ZIeLvXhsjouteF5jGm5TI1vmDrjlsO6IQ24vqjb2CU9XOaEjVqpu0HqdkE2TmoPU49wORL/LPVrlkqlhIpr7kaN4eHCbRS1Rl32xO0PiUFqCQlSKZkilfrBLoXjm6UuLePpuh2lUr7Iy/zoo49q2WWX1X333Ve0I5dHuvzyy4u0XKLJ7eryLUNJycSyuPyMSwx5X+H5jX7s5XI/dNtBzJBKX/O/S6U0jkvOuNSg2yjqUXub9rz4PchexudDdABXX321FgaPPvpoQ9JIJF5sRDmwvj48vmNjO5JKmSmpq5Pep+v+tre9bZ73SF1SVJQMO/roozv3eLuWuv201NXb9vYvlX0e8P5a6n93QZABUZKyT6vc+1SpS+paccUVG+IP6NMdj7ZBehPEfl3qapH36bh7Hyx1ywTpyLHRRhsV3/v07BcGUWc8PkfqSuTFeorvEak7Foj+IXU15aNf+RgPQNQaMWKEVlttNU2ZMqWzQB/HNNGHpHLcIXXfq31litr/8R6pJYSB2E6jvKPUShIDlycEcYwffbNPdvCSSy4pvsczJ6RumaJkJMQ5x6677lp833PPPTvXzE+r/pWC4SzK/5uk1/X98BxjfmdJm/T9nnhpMVRoJg2QxonuMUxWBtYcPLLvvvtKks4//3xJbWfHi4fJHg2Qjo9JN+xUOiYYubws6Ghg9PICZkDCpIdJFZ3BVltt1UxsYaLCuuU7B+NQlo033lhS29EyIKAM5AlmLIx4XgIsfPCyoQOkA4VVTN7pNN/85jcX6cDs5iXGYgNa1nT0vDTIF98HBwf1xz/+Ub/4xS+aFz5lIY/UI9+ZSDEQYZLGoI5BAoNDJkXkjQEXZWWSyUsVG2Ib/I/FEwaC2ID7KRvXx4gKIjg488CBb1xwwQWS2gkmE20WNXjhUR/YHV/Edvgqi1L4LIMf0se/KDMvc8rG4g1tAb/gOws6DCYYBPqhNMsss0wz+R4cHGzSIC+UAXY4duceNJPjghVthpc1NokHI+EPPIfrsAl+ESMfGMzDMuc+8k09oxmLTzMYhwV/5JFHNvmgnukbKCs+usMOOzR2k6R99tmnSOtzn/tccR02I1qHAQd5o+y0U/KIjWjf6Pjjs0cccYSk1i8ZwMeF1csuu0yJRCKRSCQSiUQikUgk+rEky80t8KJ8XdePS+oeW93+/rSk7pHgiUQikUgkEon5IjXlE4lEIpFIJBKJROKVgQVelK+qqhuj1MVsSQ9LurGu60fmd3HihcGxxx4raS6zeKeddtLIkSN14oknNsxZ2OKERMHq3XrrrSVJV155paSW9Ut4N6zQ7bffXlIbinXfffdJkiZNmiSpZXnDvIYt/Mc//lFSy5xntwsWOmFRMG9hmcJyhfEN8xf26v3339+w7GHzw3A/5ZRTirzCMoYZTegQ4cYw3gkhg8FMGcg7bGDyCtsctjc2IYqAssAuJj+wgrmPkFyiF2AZw1KG6U2dzZ49WyNHjtTYsWObvMB8hnUNQ5kyYzdsATuc+/ET6gtm85133impYp0ryAAAIABJREFUZUSTDmWHLR718HkOZwWQH5jaMOcJe4phV7ChCR8cMWJEY0fsfP3110tq7Yw9YTDjYzCsYUDzO/XB97e+9a2SWvsTVYAtyBNlIXqAdKgn8gMjHh/Gf2Dakw5RAYTpzZkzRzNnzmyiEJ555pmG/R/bAT5KJEmMqsBmfI+hgLDNyStyF/gRbYI2Q5RJDIvca6+9JLVnUJAefkXEBnru+DLpINtw6aWXSpI222wzSXPbBgx16gVfo53hs/gcZeTZnJNB30f7xobUH1rx9B+EUqJvDyOePoxIDNrSV7/6VSUSC4Ott95ayy67rNZZZx197GMfa/6+8847N5/f+c53FvfQVqQyVJQ2JpUSHnvvvXdxP5FBUnuWh9Se3SC1EXRSKZvBewV4pM1NN93U+0wPO46h7i5X4WHFLhPj8jH0oVI3rNtDwb2/IypQKuV+XMomhhp7mT2PjJekMpSXaKenn35ag4ODheQOfbdU2otxi1TWQwzb91Bpl+3wfLnEgYcu+zOkUgZkjTXWaD57WL3Xkdt7QeHSJl4Wlz+R2n49Pp/3vNT27VI3fN0lENx3XDbgZz/7WfOZSCmpG2Lv+XQfmT17tubMmaMZM2YUPuJ2iXIIXhaXj/Fzmtz2UUqHcYkkbbjhhs1nZ4x5ft2/3W+lMsTf24f7p/uLbxD6s6V2TCiVIfT+d79/m222Ke53iQqvF86xkkpZDs6IkdpxBiAqTipD7HlnJxIvBvD3JZnNmUgkEi816rpe4vrZ4cjX/OMCXDMg6dWSBqqqem9d1+ctXLYSiUQikViykazoRCKRSCQSiURi8cGStuCXSCQWbwxHvmaN+V8lVVU1IOmfJX1CUi7KvwSAsbPCCitozJgx2mOPPfQv//Ivnetg5sB8hqXEiwjmMwz2TTfdVFLLMoWFB+MZdrCzwDw/MKDRVSYdWDGwgWCJ33777ZJaJhhMfpg/MHhXWWWVhgkFIwsGEAylqAUN2woGFqwyogNgE8HA5+8wgGBMky566bCU0aiGYQVTm4N0KDOsKRjVML1gr8FeQiMbRi/lWnrppbXiiivqDW94Q8MwJo/kGZtwIAt545nkncVB9K9hc2Mz2NqRiQ9bDKYUZaV+YWjiZ1EfH5ZmZL3BKscmsKCvuuqqxo4wJkmL/2G9wcQjDexNtAi2wM74DexP7sdW+DwHg+E3ML64z9l8UtumYFzDVoTdhk9T7/x99uzZBVNs7bXXbiIQsCdlhQlKe6NNUCbqC3tjK2xDPWIb7iOv+BysSfyF52Ib2i02xQ9hsVI2bEI/RDr8DyMfm6yyyiqNr+Ir9E1E79CeYRrG9uNsW6ltj9QzfR59Hey9f//3f5ckffrTny7ujwvqXPehD31IkvT5z39eiUTilYuc2C9ZyE3UJQvZPhMLA85Ccjz11FMaOXKkPv7xj2vzzTcvDpWWuoemStLFF19cfN9xxx0718Q59e677965Jh70SpQn2HbbbTv3xCg35m6OeOglUcQgRvVI3UM642GmUvfwUuZi87onHqYZD7yUuofVxkPS+w6H5VB2wBx67Nix2mmnnXTllVcWkUxSeRA7iOdx+eHfUnnIN4gHr/fVgUc8SvM/1Lfv2X0H0y4MPIpJaqPUHfEwXY+CksqoLIAiAug78DhG+cUyclagg/pmDvjkk092DhGO+YmH2Urd9Yl4wGmMPpW65Wb9xhEPOI6HAzPnnRf6/Cr6CJHvoO9AYY8clPoPaI7tlOhzEA+5l7pnp6Gq4YiHyp544omda14JGA5TfoFQ1/WcqqpO14Ix6xOJRCKRSCSWaLDZDHzg77+tv/76+tOf/qSbb765kYiSyslvnEQgASa10kpSu3kslZNTl3eQSukLl0DxyZXL4px99tnN5yjz4hITLuNx4403Np+RgYvXS+VCgeeFQ9KlcnLG5qTUla/xtNloi9f5RMRtFyeJPln2BQWvR5/osEm93HLLadSoUQ15QSoXE3zBxaVNfFGCjdK+57gsj+erbwIolT4hlXXki0gu/8KGfB/YiJRK+R+fkLq0icupuL2lcgLqfsBGtFTKpUWpO7ex170vlri/eL7iRB0SgFRusq+44ooaO3as1lprrWJhxm0fF48grEhlm/IFL29HceLLgfNSWUZfaHGfQO5Q6i5u/PjHP24++wKbLw7ccsstzWeXhYkLWt6O3H7u3y4zE8kKvpgwefLk3vtjvYBY9xzeLvUvqswLudGSWFTITZ5EIpFILAwWaFG+qqr31HX9vQW8dhVJq9Z1vcJ8L068IEDPeIUVVtDqq6+uK6+8UqecckrDYEW7mwkQLFMm+lwHjjvuOEnSD3/4Q0ktg/VTn/pUcd173vMeSV3WMrqZ7AAyWWTiwiSNSfMll1wiqZ2ksBjBBI5JNJPZ17/+9U2ZeCYTWiYn7PgxOWPCtdVWW0lqWQVMxNHvZaKCliZsfiZNTGjR3mXyCruXPMNaxraw/skXu5qUg11d0mU3nee6XvjUqVOLSSCTGNj+TOiYQGFXfudZMKDRssVGPJt0mFRiYxYF8B8mOLCWWUCBec+gFXbyaqutJqmrQc6EDcY8fvDAAw80ixRMiqM2f2RZsEtMWckTZYHNz6IIvkoeYH7gD9xPJATRA9Q3E+F3vOMdkkrmhdTWAemRD9oW6YwaNUorrrhi01Zvv/32ZlLOJByfxLexL2mSFj5C3lnwYnKLLWEA0S4jg5288xxsj49zHfVGZAyLN1/72tcktfV53XXXFfkgHcqMf0yfPr2pFybdaGvDNsJHaVeUkXbNQg/MEvJOXvid9n7ggQdKav2AaJPDDjtMkvSNb3xDDhYOr7jiCkntQsO5556rRCKRSCQSiUQikUgkEgkwMP9LJEkfqKrqf6qqOraqqvXjj1VVLVtV1e5VVZ0p6Q7N1ZVPJBKJRCKRSCQSiUQikUgkXjbISJpEIvFiYIGY8nVdb19V1V6SjpL0n1VVPSPpL5KmS1pO0kqSHpP0LUkb1XX9l6HSSrx4ePTRR3XnnXdq1KhRWn/99ZvwzsMPP1xSyyqFBQrzHL06WOD8T6gtYdwHH3ywpJYlTIguoaeEHH/kIx+RJF144YWSWnYxTFoYvLCYyRfs8f33319Sy9zlPsKwf/Ob3zQscFi3yAHAuoa5DsN6gw02kCTddNNNklrGPLpxsMUpM6xdNAHRLuPvMN/5DiucMsHIhd3Mc2GLw+wmioDykH9sGfX0R48eraWXXlpjxoxp7AgLGAY1IdowkbEFaZJHGMqwhWPeSQ8ddZjZ5Jky4U8w7Pn+xje+UVJb/0QxwMiHJU4+YWJjC767jADsbvIO0x0GNTIL1DdlgPnO/x4SL7W67GjWEZpONAFh2NQbIfHkjd/JO2WGhQ4zm+eQPjbHNnPmzNHMmTObCIkJEyY09uQayg7rnjSwI74Y6wNWN/fBqIclTn+AP8H+xgbRz7Ah98HIJxLnoosuktRKZyDNAfscPyKqABvhp08//XTj97QzykKIPGnGMHmY9bRn2gT1w+9Ee1Av2CJGVNAGPvnJT0pq6xdGPlEBfRqiiVcmXGZEKvucM844o/l82223abnlltN///d/F3qNritKHw5caoR3ilTKQ7jcg8t2SGXIvctreDvyCDrXq4x6py4P4pqfrsnq8hJRnsKf6dIyLu/hUiEuuxG1TF3mxzU1ab/x77RjqRtt5TZzDVq/h75Xas/oWWONNTRmzJjCFp4vt5/3F7xPpTZaCLiskcvyuPyMS5i470WJH/cRl9JxaRk/iyNq0/o9Xq8uGePSQ5wDI3X1Ul2L2O1N1J1U+gvjNMC7SSolb6LUCXDN1KgH7D7m+RocHFRd15o1a1YTbRjzG/WGPS2XD3I5GNcW9jqVSrkm17LlfSSV7cuf7/JEkvTBD36w+UwkZsyLtzvPV5Qx8uu8XO4vLqvjsjgxby5X5BI9Lr9zwgknNJ8Z04FDDjmk93Mi8ULg1ltv7fxts802a9rL2LFjO+/Zb33rW5174t/6tN8Zj4LPfvaz880fZ0eBvoXl+Leo0S2VMl5SG80Noja81JW0i+MVqatp7e9RqXxPAJdHk/o1r12KT+pKgfXlJb7rmdtQl2uvvXbnGpcUA/6eksrxgNT/Hoqa8lHXWyrf91J3/BbHPX3P7tPA/9znPld8j++KOO6QuucbRPtK5XtF6solRh31vvzFOZzUHXvEsUx8J0ht3TLGHT16dGfM6WMlqavHLnXPJmCeOq97XFZS6tpOKscp5M/RN4eM13DGnSNKXLJuBuJ5ElL3zLU+rfp4tkKUeWS9bl73vPe97+1cc/755xffTz755M41H/7whyW1dVnX9RInFzacg14vlHRhVVXLS9pW0mqSxmjuYvzPJf28rut+8b9EIpFIJBKJRCKRSCQSiUQikUgkEsM/6LWu68cknT/fCxMvKGAesZs4a9asYidQmsvo2WWXXTR9+nTdeuutDYuY3XG029llZUec3VJ2Ls8666zimbCbYMjDzvriF78oSfr+978vqd3dhT2FTvu3v/1tSe1OM4xY9J/ZnWXnkXxyHcw2drz/53/+p2EUwoCDpcYuKXmHyczuJDvXsITIA7bicDp2wLEVGtbsnrIDys4tNuR53MfOPgwn2MHkA7a7sy0cMPRhvk2fPl3PPPOM/vrXvzbMSxgG7AbDsmC3EjviJ9gI1hesS/5OFAA77zDoYI8RIcGp7JSBfFB2nguTMjLvqW9sBhuA6AZ236dPn95hZ8AWp8xEFLBzjr3xaWwFAw1fpj5oC6RHnth9hpFHVAh5Y1cbJgBtBdvDAKO+YWRwXYwKWGqppTRu3LiGxTd9+vQmDzBL8OWoTx99Ft/jOmyGj/Fs+gfaIbbE5jD1KCtMCdgGtDVYN7QN6jOyBfhOebA5/sf3J598svEp+j3aCe2d+oMVAKsnPhvfP+200yRJxx9/vKTWd+lzAFFGMDWob2c4LwyqqsrQ2ERiCcaSxuR5pSP76yUL+Q5OLEo4izORSCQSiQXFgmrKJxKJRCKRSCQSiUQikUgkEolEIpF4nhg2Uz6xeOCkk04q/r/77rsLTUfw85//XFdffbXWXXfdRgcVtilsXRivaJvyHQY0TFpYqLBNYcLCLv/6178uqWXUwuqGAQ0TGwYu+YV9ClMWFioa5OhckW/YxmiQr7766g2TmLzBYEYTCyYyaTnzWGrZ2zBuYaLzLJ4NuxhmNWWAPQ7LnPtgh6OfB+sbW/Ic7ie/sKFhC5MOgLW+1FJLacyYMZowYULDBof9DRucPJPXyBaHCQ2DGgY8OvtEPHA9NkMvDdYxjHxsQLQAz6d+YWRTJmyLXikaokQhkD7s6Fe/+tXNM2BA44v4atSrjzrmkckeNdrwB55DmWG/UJ8w5tGAvfbaayW19bvTTjtJam1MPqkLokWIGoDdvt122zXPffjhhxv9ug022EB33HFHcQ3th2dQdpjxMOXj2QIwemCb8z8a9NQ398PIhwlPnqlP2jt+QFmog6uvvrooM1EMMfIC36Y89BdbbbVVY2/Y8/RR1Ae+hF4e9Yi9KQvP2m+//SS10T1Ee3CuBhEx5B3tenS7P//5z0uSPvShDymRmBeinjL9q6RCO/4Tn/hE85k2LqnQr3b9Z0n6yU9+0nzGR6VSt57oL6mNEAEHHHBA85n3uVSyvOl3pDbCR+rqurqWLWc4SG0bk0q9UNfAl0qNddeZjTqgfXmMWqVeZk/LNVoZR0ilDqfbQZJuvvnm5rNrfLvmp9dLZMi7pmef/qhUas5usskmzWf6ZOA6pEPl2evFNWejvqvn2XXVPY+uNTxU3qVS69Zt5Hn0a1w7XCp1cF0v1iMGXeeU8VRf2lFDdX75iv7lNva8vOY1r1FVVVp66aWb949U+pfr8UulH7pfeMQf412pG03mrFvXtvVnev/gOq9RO9bb3lDX+RkEfk5A9Glvb15H7ofnnXde83mfffYp7vdyuka394277rpr8/m4445rPicTObG44fbbb9fMmTN1ySWX6IYbbuhofXO+ksPfP1Ibne2IOuObbbZZ5xo/t0Pqar33aUjH9tyn473NNtsU3/0ci740pK5OenznSF0t8qgp36c7Ht8XUde7Lz/xOX7mDYhlYr7A2OTxxx/v3Of9LYhnnESt8qjPL5X9vtR9d0jtfBJEHfI+3fH4nu7T3/dza6SupnyfBnrUGY+67lJXoz+mE31V6r5/oz6/VJ6ZI7VzTsD6jYP5JmOLJ554ovOs6CO77bZbJx1/10vdtuxjXRDH6X1nCvjYQOqeedDnMxHxfAapO36NZz/1pdt3TkZEPFcm1nVsSwuKSZMmLdR9SxqSKZ9IJBKJRCKRSCQS80FKEiUSiUQikUgkFhWSKf8yBfrs/L/55ps3O9px9/O3v/2tLrnkEh144IGSpBNPPLE3zT333FNSq58NOxT867/+q6SWxcJOMUxoGM6wj5m4wF6CuQRTGyYsetvs7MUdcthMMHHYJWZHcdlll23YubCvYbKTZmTb8wx259GShgFI3gA75rCSyTM7t2hQU7Z3vOMdklomNYwudldhvm200UbF8ziBGuYkZYYZQZl5zrLLLquHH35Yg4ODTXQAO+3YhDJyLzv+2IBnwDxC4x1mIIw92MXU41VXXSWpZVKQLkwP2Fb4A7aDYc3ONawKzgqAyUa9swNN/u+//369+93vltSyMrEz92JPdqaj7jm+GaNEIqOaHei7775bUuvrPIffr7vuOkktM5Wd+EsvvVRSu7vMfeSH3ykbjET8Y4cddtDo0aMbf/vTn/7UsPLJI+2O77AdKSO+jz84+8NthR9wHwz1c845R1LLoiEd/Iy/b7nllpJaH4YJT7rve9/7JM1lE0lt24GBi23ILxEzMAl+//vfN22fvBPhAAuZ9ks/QN/DM8kLdub3o48+WlLL6KEtXHDBBZKkvffeW5J04YUXFvfhD+zyOyswkVgY1HWdi36JRCKRSCQSiUQi8RyW5HM7clE+kUgkEolE4kWEy9mccMIJzeef//zneuKJJ/Tggw8WkhAuHxPDpJFbksrwbJfn8FDaKLfExqlUhr17CKyHrXLYs9QNv/YwXg+R9bBnNrPi36VSKsXlTDy8/corr2w+s3nYB7/fJTF8458NPqkM+SbsGXiI+FByJC6fwqblmDFjNHLkyE6YMvCQbDaXpbLuYtizyyK41Ihf5z7i+Yoh/+4XEDKkduN/XvmVSlt46L2n5SHunsco6eTwMG6XWWFzX+pKH7kfe927vSAXSKXMgttRKkPa/bennnpKM2fO1COPPFLIOLnvsHHdlxeX1XE/9LDv6HsuV/CLX/yi+extzcvi/YbXvVS2b5cRuP7665vPSF1KrUyhpI5EpvuCH44OiSA+I0oKuazFZz/72eaz+4X/3aVsTjnllCKt97///UokEolEIpF4OWLYi/JVVf1A0k/ruv5U+Puxkjav63ryospcYsFx2223NQNeBtHoW//DP/yDvvrVrzbXHnXUUZLaSReTYiZUTH7RpkW3C/Ypkzgm6ehuw5glXX7nO5NtdOFgFTNJIn3yDYscxiwMWn5nQL/eeus110Z9M/LEpIgJNHlgUkQeiQ6gTEx6YOQyoWSH7stf/rKkVpuayQiTRSbGTGb4TlmZ0GKLY445pigjz2eSRF1hkzXXXFNz5szR4OBgkxbXwKhGyxe2PQstTDRZbKDeqV/yyPVMhkmfxRhsQv3CmEafDHY6NoRFjhYZ/+MvTKApD/fz3NGjRzc6p/g8em9cy4IGdiUSAj+J+orkiYk4/kLZt956a0ltPXI9zyO6AEY2oEzkhygBFhyYPJMeE3vqoK5r1XXdLByNGzeuqTeupf6ipj8LX7QvvrMogz3xZTT8mPhyH2XD1uQFNj/1dMUVV0hq/YGyYjsm8EzSmXizqMaCCtEP+AvPe/rpp5s2jz35jUUMbIH27Hvf+15JbVsgmoQIBdoX7RXtQ3ydPNIe41kALE76gt9wUFXVErnbn1h4JEs+kVh8kf31koV8BycSicSSjezjEy8HLAxT/q2S/r3n75dI+qfnlZtEIpFIJBKJVzByApFIJBKJxAuPuBEOicPhkUtS9/BNae6hyOPHj9cXvvAFrbzyyp2Il3hgq9Q9DNSjbwBEJ9B3GGg8INIjiqRuJJBURtRIreSkI5Y7RifFw2z7ngXByxEP14z39B1e6ge0S2XEHYiHwUYgNeqIh1fiDxCDxo8f3znYte+wUshfII7j+uwQI88gjjmij0TyYd8hvvGQ0b4xpR/sLkk33HBD8Z3yOyC6gb76j3+L9u2rtygZHKNBpa4vxkNGYxpSS2AcM2aMttpqKz322GOd9uOHp0vS9773vU46O+64Y/E9HqTaF/UXD1uOtpPK6Eip2w7iAa1St7+KdS11D1c+7bTTiu977LFH5x5kWgHyrY54QKxH0kn9kasenZiYNxZmUX68pL641lmSlun5e+J5gJPZ6RwZCBCqSmf92te+tmGsbrfddpLmMuI32GADDQwM6Jxzzmm0wdFuhtlKx8HL4PLLL5fUDiB4AfA/YbaEixJKTmPkxYMW9RFHHCGpZZnCJofdzMAA5u7f/M3fSGo7U1iohENvu+22ktqOf9VVV20GIHTSlBGb0Gkx6CAcmL8THo1GOH+HwQz7l86F+qDj4+8xCoDn8OKlzEgM8FLEtkgUcD/P5Xmw2WFyP/vss3r22Wc1derUJpKAgQsdN5EOsHpJk3rC7tQPaXNaO8xrWMT4JFEG+Ana5qTDi5hoBcq+xRZbFDZjcMb/PAeb4Z/kf8KECR2mOiHaDBgpG2xy7Ex94Du0J54dT5/HV3lx8sLEv4gO4Lm8QBkgw14nEgMbELXA/Zwaj/8xuHjmmWf0wAMPNPmdOXNmUy+R3c8zaYfkFZ/BVvgJPkd6DILxH/yE9IhOAFxPOpQBv4uTAgax/E4YPi956gq/iQOn0aNHN4Ne6htfwRdpf5Mnzw3YwscoIzaA9X/yyScXz6DvwXbzkldIJABnu0jlhMkniLRX4BNi2qQk7bvvvho/fryWX375QhrEJyBxIO8yGC474lI2PlFy+ZmYT9qKVMpV+GTcy8s5LX1l8cUNn1C5LeIkxMvyk5/8pPnskzSXnPF0o7yG/+aLAD4Z9T7fpXPiooDf730TZ69I5YQEO44cOVJLL7108x7lb3159jr2Z/AOBz4xcvv5ogoRSlIpG8I7CLiNvPz+d95LUncBwGVTXGLIJ95D+W6cpHpabn/GEPEa/7tULmi5jbwd+QIH73GpHW/2lcUn4GuttZZmzJihhx9+uHiGv+9iufw39133CX+Gy9VIZR0TwSq1UWXxfvcXt5dUtm9P18sylKRRnHATQSaViwDe13h/ENun14UvPviCgfuO+zHzF5DyNYlEIpFIJF6umPeWYj/ulvTunr+/R9K9zy87iURiOEipg0QikViykEz5RGLxRY67EolEH5bkQwgTiZc78t2dWJyxMEz5EySdV1XVWpKufu5vO0raX1LqyS9iwFCCUQL7POLII4/UDjvsIEk644wzJM1llM+cOVNPPfWU7r333oadhXY0LCFYc7BuYNyiCf32t79dUstC4jva1LDeYFbBDobpBGsZJg2627C60JImf+SLMp9++umSWn3oyKB9+OGHGxYuDJ3LLrtMUsvygWkOmxeGEozbe+65p7gf1i5hg7CoYFyRLizuyKSOgD0J0+d3v/tdkR7sRhhKMK1gJ++5556SWnYxNhocHNTg4KBmz56tm266SVJrZ8qKnYmEoGywsWAyUa/kDcY8fsD92B8WJnl/y1veUuQZlqMfcia1TD3KDgORCA8iMbAFTH78a8UVV2zqE+Z0ZKTzfwxDhIXN98guh3nN7/gJNqP++B7PUeA+mKfkHb/ieq6DyQ1jHzYo+VpuueW02WabNW3k5ptvbuyMj8CqJwQPxhu+DUsPhhxMvRgKSB6pDxh2RMLQjrEBz91www0ltX5CyC42oe3gD/Q/1C/PIzKCtoUfwiieMmVKw/4kooTvPJu+iL6QvxOWiY1oI/vss48k6fzzz5fUHlZ37LHH9pY1kUgkEolEIpFIJBKJxIuHJXnjc9iL8nVdX1RV1T6S/lXSfpKmSbpL0k51XXfFuhKJRCKRSCSWULiUgks8uKZk1DJ1xg6SbNLcjbuRI0dq/PjxOuSQQ5q//+hHP2o+R41GZLakdoNZKqV0XDYjasm69IRLfXCYd8y/b7S6BIhUbpq7VIbDpTY8v1IpUeHyJD4A900yl1yJerIuoeIyHGxyxvtd/iVuxHk+XfLGdVf9MxuHK620kkaPHt1sHEulXbyMLqvj0iZRWsXhMi8uW+J6xi6HErV8/TfPl5ffbR+lWVySxHWWXdbI/+7PcNtLpdSK+5j7i9s++h6b6lLp725Xb3deFvcJqaxLzxf3V1VVXOPpujyRVNrY9WvdJ9jo7yuX+0iUket7ppNDvD1JZZ/g17nUlT/f5ZncplJZL0i/SWW7O/vss5vPSBcCLxcb41JXXiuReCERF3cgdTjiu+zCCy/sTWvGjBm69NJL9ac//amjt3zNNdd0rvc+QJLWXHPNzjWxz4768ZI6+vWxb11vvfU690DcAVHfXJLuuuuu4nvUvO/Ts46SWX0671EnHfIP2GWXXeab3z47RE32qIvdp5MetfQhv1GOcePGdeoAEpwj9vsugSZ1+0+pHJdI3XqTunUbyX/Rh6Su9n/UQO/LLyQyEMeJUkuqBH11G/MbbefvaRDHOJE0JnX1zKOUXpRMlVp7QtiaMGFCh9gZZfBi/iXp1ltvLb7H9uTjNRB9/Gc/+1nnmkhaREoZ9J0x4WMFqSWfzevZyEAD5GnnlW4ch0jd8V88f6MvEiHq1/tcJlFiYZjyquv6x5J+vIjzkujBRRddJEn6u7/7O0nt5JsOls7uy1/+csM0hvF86qmn6o477tC4ceO03nol8IzmAAAgAElEQVTrNVqUdE50uHRsTMIYfKAdDuOaxgeTmRcMmuKkQwcBe52OiIk/z4GZSwdJVAD3kw/0a5lMMKnhpbjeeus1AyQWFCgjLxkY1bx8eWHRcfFy4iVMR4lOOhNf9C0pC50Yv/NcJmGRQc0EKb6UmGixOMOhMkwmeSHwouJFvs0222jq1Kl68MEHG8Y7dmVSjI8woIEtHvXzySM24BlMqHk5UEY0QKl/fPLee+8t8g4zHhvzAiSdyKxmYBjZ6kwaH3jggWaxi8EI9Yl9uYf6RcM9RnHEPFKftA3Sw0djJAP66wySeNFRNu5j4QJb4h/4Mr5NnWH7GTNm6LHHHmvqfY011mjaHfVMWfkfn2dAiN25nglzZL5HfXa+U1byQPun3rHpu971LknSjTfeKKm1MW0OpjwDadokNqFtoVMb64jzE6S2vujT8E1swGCCeqAvgllP/fYNZiTppJNOktSer3HkkUdKmtvPLmosibv9iUQikUgkEonEyxEpdZJIJF5MLIymvKqqmlBV1WFVVf1HVVUTn/vbJlVVvX5+9yYSiUQikUgkEks6cmKfSCzeyI3xxKICvpT9fiKRSCSGg2Ez5auq2ljSlZKelLS6pG9ImippkqRVJR20CPOXeA5f//rXi++HHXaYpJZFfsUVVzS6ybvttpukuSzq3XffXfvtt5+kNtzu0EMPldQyVQkHJrwFpjTMVVjjsEZhWBOuCpucwQjMWwYlMKFh+BLuRFgRmtREBcCQhfkNUxYWMWFO5OuJJ55o2PfcA6MWRiwscVi9kbUP0xrGMyxi0iNsCiYuDFzSI9QOJjUMaZjT2Piqq64q0oElTFQCIdSRcQ27HEY1+Z81a5ZWXXVVbbrppg2TGfkE8gKLGOY0dowMaiId+DtlwP6w92GswxKH0f7jH88NnqGeKQtlxNYw92HaYwuY8lxPOjC1YTVvvvnmTV5h/cPOp96wBUx0mNPYMUaJwM6nrJQtRj7gR/gDz+G5XI8fEe1BWbEJYXa0HdoU95GfwcFBTZ8+vfGzRx55pNGUJwoA3+I79uMZRFnA1ic87u6775bUtvvoa/gP6SHHQLrUB/0Etqb/+NznPiepew4CkTNEVtBP0B/ArCcyB2351772tY3vbL/99kXeqcc3velNklrdeuxJe6EeKQv300dxP30Qv/NcGPecv/F8kRO3JQ8uLeORFUSWANqHJH3oQx9qPn/0ox/VXXfdpcsuu6wIvXY5kBg666G+vE+lMvzYw7aJfgMeOuxyKB6avOuuuzafPSw7Sk0cfPDBzefvfOc7zWf6wJiXGNLtIbQuGeBh9LyzpFKOg34U+GKb28jlfjy0mneQ1PYhgD5eat+FUlkutxfv8FGjRnXCxD102MOBPazaQ/NjWLbb30PX/Z5zzz23+ew2inIEfo/bdffdd++9P4Z+uzTNUHXnod1uu0mTJhVpeRi5h8kzDpNKn+bdALwuXQbAQ/ddWsVlAGI4t9e/19EyyyyjUaNG6TWveU0R7u9puR/FfLnUlcsNucRODD13yRq/x/3dQ81dNot3JfA2ccwxxzSfvU26v7r0DmME4LJbbgsP/z/ggAOaz1ECwOF9mofsDxXNlkgkEolEIrGkYGGY8p+R9K26rteR5EJRF0t66yLJVSKRWCDkol4ikUgkEolEIjE85Bg6kUjMCxlJk0gkXgwsjKb85pIO7/n7HyWt1PP3xEIAht1ZZ50lqWWOwJaDhQRr6YADDmjYLTCEpk+frjlz5uhzn/ucrrnmmoZZDrOVA1FgSsG4hQUMIwmGGSwZWDwwo3kuDG0OhoJ5BEMXtiqMWpg5MPBhm6NJDfsVpg4sLNjKpL/00ks3TKzI8sZuaM1Tlu9///uSWlY/7ClsAxscFh9sOLS+yQuMO5iz5AnWEuldeumlRf44QA/WFAwxbIX2NSw0Z7BJLfNqxowZGhwc1OzZsxtmM3mFRU59Uc/4Dmk++uijklqWH8xHbECesCH1AVvvlltukdQyRPEbnk/6DGzwo6jXTh0StYAfoQcPA/t3v/tdc++dd94pqWWykTZMtcikI0/UK7rpsA3jqd7Yjvuod9phPNwFFjq2oi3i6zAeyWc8RwGWOKy5MWPGaKWVVmr8auLEiQ3LFR+D5cp3ykw7hjXHs6l3DpTiAEOYoNwXD1GivvEvfBa/oZ5hkxOJg6/DpMO/uI/fiZSJB92stdZakua2LfoE7qWssAdhK9IWYCNjA+qXczc4XCoyhxOJlwq5SJRIJBKJxEuDq6++uvM3xrXAI4nAxRdfXHwneh30HaQaI484s8kRD56NB55K3cgu5tGAc+kc8TBNzn1yeOSc1D0MNEZeSWU0Ul/epO4BsczzQN+B1jHqJ9quLz9xPBWj6aT2jCrAvI+57F/+8pci+kjqP+A2HnoaD5BdkMX9vjLFA06ZW4G+A07jAaGsKThYexkqf8zpHPGg3HhQqdRdr4j+4IeKD/Usj0AEMdKKuSPwiD5A1BbrBwMDA51yxsNr4wG9ffmJddDXJmPEXJ/vxfYUEX1T6h7A2ncobqyD6EPx8F2pXaMDnFPp+PjHPz50Zl8kxHWaJQkLsyg/Q1K3B5DWldRtwYlEIpFIJBIvc7gsg8vRuKSGTwJ9gu2yE5J0/PHHN5/POeec5vPkyZO19tpra9q0acWgnk00qZXXAr6R5XIyLqnh0iLINAGXZvEJlA/kXQ7E5W7iZPq73/1u89knbC5Tw+a21JXEYNNeKmVHfKLkaflkKU6c2FCO+XdpFX++SwQxiQNer9tss03zmY13qd28ldqN2fHjx2vEiBHFhMdt7Ie++9+9vHGDlI3K+BvSYDG/5EUqbS+VCwd777137zN80honsD45ZUNdKiegvjjlPn3NNdcUaXmZfVHB25fXUZzs+0TTfc/lZ1yaxSeuUUbJ24g/c5VVVtG4ceO08cYbF4tYPimPC0FI90mlTI4/0yfnsU1sueWWzWdfbNtzzz2bzy7J5IsTXifxN2+7vlByxhlnNJ+9HuJCBOQIqewTfPHEF4yQ2wQu0+NtNdZrIpFIJBKJxJKMhVmUv1DScVVVveu573VVVatK+pSkHyyynL3CgD47kwRYqOgsfuMb35DUTgbRpoYputlmmzU7mEzA/vznP2vatGlaccUVtcEGGzRsUCaOMJ6ZsDC5Iy/sOKMByuA86qmzk4529BZbbCGpZfuyeAHrm0ksbASeh8Y1k0EG6SwmYBsWGhjsP/zww02ZI8ufQT8TRCZL7HozkWB3mmcz2WLCyk4/CyNMbNEyZ1GEiSA7eEwysQULA7CCmWxde+21hY2YOLIDyv3UFfkZP3687rvvPj322GPNNdQLZWaySN6xP+xsdve5HjYCthwqQgGGNfej+4p/YAt8Gf/Ch1ng4nwE7mNCiO1j+lOnTh0ymoOy+4KI1PoBiwO0K+xM/ZEe7Yv7WThh4swEFqY89cxiGVEjLCqxEIEPx+gA/JHvtKWtttpKAwMDTVu9//77m3v5H1+jzNiZ/oB6iOcVUJ9M5nkmf8ef6GPoN5gwM7nHdpSRXXwWIsgH/QiMCH6nre21116S2ugR8kW57r777maBgXoizyzG/OhHP5Ikfe1rX5MkfeITn5DU1kfcWcc2MJh88SWReKmwJDJAEolEIpFIJBKJRCJRYmE05f9J0nhJj0gaI+k6Sb+T9LSk/7fospZYVMgJfiKRSCQSiUQikUgkEosezLdThi6RSCQSw8GwmfJ1XT8paeeqqraVtLHmLtDfUdf1lYs6c68kXHLJJZKkd71rbgACLPHvfe97xXWwR2Gl9i24T5o0SdJcpuuECRP0xBNPaPr06Q2LGFYpDHZYx7CJYTDDcEY7bdttt5XUslBhVMMmhoELsxnmM+mj3wyTF7YrjFlYxbDBYcQTWg/DFsY05Zg9e3bDVOaZ3APLFrY3duVeGLIwlAl/h4GLhjUMaQZa2GbDDTcsbAf7HBtic/JF3nkOzF7SIXSf5xNeTPrUBX5Q17WWX355rbHGGg0Le9NNNy3sSf3AJod1DaMZG8H+J6+E70f2MNdT3+QNn4R9jo1hSpMeZxm8+93vLtLFbw4++GBJLfucUGjyNTAw0Dk/gWgN2PvYgr/jO0QiAP4Oi5z65XwF/Aifpd4IIYc1ji1gr6Ovj+3xA/wNf6QNEPWBf/Lc6dOn6+GHH26087fccsvGB8g7eeZeGO7kGZ9EE5OyYl/qj3ohRJ28U3/4PJEWPIcQfMpOvmj3nDlAfvC/I444QlJbJ6SDn1533XWS2n5nxx137ESwkDZl4lwKfB8dxTvuuEN9oN1jfyQmXALkhURVVblpmiiQk/lEYvFGttFE4pUFzg0DfX3AzjvvrHHjxumQQw7Rrrvu2tGQdrkmEHWco0621NW4jmdZSV3t9yOPPLL47tJmYL/99iu+R9ksqatFzTwAuBwYcLmwodKNElVRW5t5rMOl3qRumaXufDVqfbuk31DPYv5A2frK+Na3vrXzt/isOO/os0PUkI+66VI7rwXMT0GUI5S65xfE89Wkru74vOTJAPNJ0Kf9Hn0k+mvfnMclFKU2stoRJSCjZrvLEsa/UYcDAwOdeoj+6nJ/IPpAbMt9kmtRb7/vbIVYT1Ef/txzz+3cE+3X1x/Ec9LiGRN9/Vc8L4B5tWNx0JRfkrEw8jWSpLqub5R043wvTLykyMlDIpFIJBLPHz7o9wnYmWee2Xs90mxSuzEHXA/6sssuaz5PmzZNjz/+uP7whz80m3vSvLXTXXvdf/NJjE9W48TKtfJ9Eu4TETaopXKyFid7rkXuv/lYxLW/4wRzKAkpP0QN+TGpnKjHQ/JcZxsJK6mcbOy6667NZy9vnPD54Vq+wLHTTjs1n107nAnZwMCAllpqqWKi6vb2+6+//vrms1/fd5BbfI5UnjXgk33327jA4/e7rrhr+/vCURxTsnkqlfr6Xo9+HoJPZqMf+iKWa9d7/pFHlLqHlfl391GvF2+3bgv3FanU3vcDz6ZMmaJRo0bp9ttvL+qIzWapOxl33/XJstvb8+Ia+jE9P8vC26QvNrFhLkmXXnppkZYvQPhCCIQRSdpnn32az64VH0kN5513XvP56KOPbj4jRSm10ozS4hm1mxvjiRcC6VOJRCKRGA6GtShfVdWApIMlTZK0uqRa0hRJ35f0nTrfQs8bHPjGJGjzzTeX1E420ds+/PDDi9+32247feYzn5HUDpQPPvhgjRkzRo899phmzpzZTNiOOuqo4pkwWOPEjwkWk2YWCGCuMglhZ4/f0Zr+yEc+IqmdaDLRYILBJBlddiYI7H4zSYFhHVnPMGufeOKJZjJH2kwI2ZlkIkYeSJuJF+wEJutMmpncsBPNAgC7uEzUSYfFAmxDftjJhG0BMx4t8aj7TT7ZuWSCTTmwwQYbbKD//d//1WOPPdYwDVgweMtb3iKpndByindMg0k2kzXKxASXvDLpg5GNX1A27mPSzQ4wE2I0yf2gs3mBBRIWR7DFs88+2+xKx3MG8CF8g8kh9c31lAk/YXJNZAJsBSbq1Af1R1vBdrQh2i11wfNYfKAM2Jp65flMevGn8ePHa+21124Wyu6///7GnqSNnfE5FuVoj0y2sSP+wEIB/oAPUj+0N/5O+rQ1Fhe4HvY/fRX9B+x2+qp9991XUnuegh8kJ7XRIEQH0EYee+yxxn5cg0/vv//+hT2pF/qWqG8f2UnkwRdBE4mXArmRnkgkEolEIvHSI5e2EonEi4EF1pSv5s4UL5T0DUmvl3S3pHskrSbpW5J++ALkL7EIkC+URCKRSCQSiRcfOQZLJBKJRCKRSCQSfRgOU/5gSW+VtGNd19f4D1VV7SDp/KqqDqrr+tuLMH+vOHzsYx+T1LKKt9lmG0ltiDPM3n/8x3+U1LLS77zzzkaPft1115U0N6x41VVX1fLLL6+111670YyGQR11k9HnvvrqqyW17GBYpYSiw9AljBhGNazVHXfcUZJ01llnSWqZtrCbYRHDvHVteKlls0YWNOxh8gWD9oEHHmg0wGBpw3CHAQuLGwY8eYVJf8MNNxR54ZmwtdF4jyHOsINhncPUpiyR8Q4rGZYyNuc712ObX/7yl5LaUHIY0/jH4OCgBgYGNGLEiIbZzLPIO8xmIg5gj2MjnsWzsQFMZ1jcsM3xr6hvTyQGTHoWIqhvyhq1zoYC6RCGju/PmDGjsRd5pN6xL3mFOQ2rH7tRX7DGKQOh+B7+7dcTbh7LwvXISPDcMWPGSGpty/MoG36Jjck/dTB9+nQ98sgjDeN7u+22K7T1/VmwvIlcwNd5NrqEMNvxUXyWPHE9/oPfkEeY70S6RFvAyKdtcB3tn7JgC+oQ36Zt0nYvuuiixlakjV1h3yN1gM9xrgZ5wEZR7iCRGA78nUl0htRGf0il7AXvFamr8XrhhRc2n13S40tf+pJWWGEFrbPOOoVW5B577NF8/vznP1+k5XIuHonkEiwurxG1I11GxN9xRBxJZZ9Iu5K6UScuxePPYfwhlXIe8Z3qEXsujeKanX5N1EV1eNqul+r5cr1Wl2xx2Q6prCPXsvWyuJwJfc3IkSM1YsSIIv+uG+p1TASXVJbXnyG1716plIzx8rrMicu3cH4RIMorXue2cI3VqLfq73P3F8+zyyt5Hxz1U/06v9/laxgTSV0NX7eZy7m4bqs/0+VYolyR/xbbR1VVGhgYKCRnvFyMF4BLCbnvEi0mSXfddVfvNVKpt+y2YPwvlX7kdcJZTsAlgt7+9rc3n11eizGeVMrdnH766UVanCsllW3V4bJRvK9BlJtKJBY1iH51xPG9S5NJ/brjUabN2w648cYbNXHiRB1yyCG68cYbC4k6qev/UlfWLuZFKvtoqX8cG/McteBjRKpUSktJZX8Coj54jCaNYwmpq53ep6Ue9eFj/vsk26LGeZ+GuL8PpW7++3TSh+r7KdtrX/vazsZ6n8xePHfAZc+kctwEmD+BOO6QuraI/tCXbtQZj+/avmdHffu+yOGov+7jyqGeHc9W6LNd9KM+rXofX/R972uTvJeYx/7xj3/s5M/HHVJ/O43v9NgGWVtwRJtHO0hdW0T7+jwDuLyc1K6FzetZ8dyEBSGKRJ1/qRzHS+V47MUC0cRLItllgZnykvaX9B9xQV6S6rq+WtInJf3tospYYtEg9RITiUQikUgkEolEIpFIJBKJRGLxwXCY8htLOnYev18i6eh5/J5Qe/AbLCZ2h2HcsDPJLtf5558vqWWDwTqBzQ6zafbs2c1uKbvSK6+8ssaMGaPllltOdV03u8owXfkOs46/w7pjh5nv7AJz6jh5hRkYWb7otMMyh/lEWcg7rIWtttqqyD+Mbnb8Yceym4vm9LrrrtvR8MaulBF2F0wA8rLBBhtIaplnsBbYDaTMMK3ZmYV5xU4z6ZA+rAR24NH1Jj+UHVvB4oPdzHNgL8OAYxeVXdu11lpL48eP1/LLL9/sBMPoQ8ufvPMs7B11zWGDEekAk4Ey4ZOwqLAVu5awB6kLWH9R15uddXTb/eA2qWVGw7xnV5vnzZw5s/E1NpyoD3yFMrHbThqUkR1sfJ+yYivKhC0je5xdfZh5pMMhhzC32WmmbmDa0t6xFeXAX/DPqqq01FJLNQz9qVOndnTn8Xna5S233FLkhTMGqD9sB5sOH8OGfKfs9Cv4D2XGhjyfw/z4nf6B66h/ygojnnaNn8ECZgf+P/7jPyTNPdQOtvH73/9+SdLkyZOLvALO1aAPI+IIn3em6UuJ3DQdGlVVfUDSBzT3/Bpprlzex+u6vuS536+VtH247Wt1XR/x3O+rS5pS13WKtCdeMuQZAYlEIvHKQPb3iUQikVgYDGdRfqKkv8zj979I6sY6vMR4pU/sc4CQSCQSiZch/iDpnyX9VlIl6X2SLqiq6s11XaM5coqk4+yebizt88Bhhx1WfGfDSmo3UKUyVPSCCy5oPnvoqcunSGUY6LHHtnyH5ZZbTn/4wx901113FeHDN954Y/OZTT6ARJxUyot4SHDcuHK4HIuHmnuot4eB//73vx8yXQ+T9VByD9Nnw1Dqhtl7GLvbmE16qQy79jDiGMbrsh8+FvLrXKbFJVPcplIZku2yJV6vbiPKPnPmTC211FJFyLnf4yH4EBikdqNf6ob2e2i3S7h4Hl1qycvFxjNwG1111VXNZ6T9pDJcPsqUuP29/G4j91evuyg/4/l3GSavOw9Z97qTSpkZiBBSGYbv0hVsDEvd0H0PI3cbjR07ViNGjNCECRMKCQbPb194PvC6c/kWl1BgoxrcfPPNzWcvs8vMDCUj9OY3v3nIvPgzr7mmDYL2snsbhhzQd7/f45I1EBmkbri5ywS8VFI2uTGeSCQSiUTipcZwFuWXktQVpWoxOMz0Xiy85BP7IjPPDdYZdKOBddRRRxXXHXrooZLaAW0csKJFCYN3pZVWaiZBTJL+/Oc/a9q0aXrmmWd07733NteiKQ/TnIH1Bz7wAUnthJEJDqzfHXbYQVKrtwYTmwkTk0iez6QQlioTSyZLDITJB0xZ8gkDF7YxEyAmfjDrpXZCwMQoRiCw0MDkEvYvv8PeZlII25dJI9+pP3QKYdyiN8gEm0k/1zPBx3aU6Uc/+lFxH/lggrj11ltLaqMYyB8LH9OmTdPUqVP10EMPNXZjwQM2Pf9TZtKAiU4kBPWCP3AfGofYinqlvllUYXGGBZ5YX0xGOWuA62F2U0cwwLEpC0v42eOPP95cG7X0mEBSXzyD9obPUR/ULwtGTL4pA7aI+vtRR4+FBtoOk1JsQ9lhk7P4gu2JGiC6AD+dNWuWnn766cYGa665ZlMmIhAo6x133CGpnThj/8jux9eIZEFPj0UYbIENyAs243/aOQt39BdRP5JICOqK63gOfRttFw1c6p+okxVXXFGf+cxnJEk//vGPizQoG30CPsUziUzaZZddJEnve9/7JHU1chOLD+q6vij86f89t8m+peZurkvSs3VdD73a/DJEbqQnEolE4uWAVzrxLbHko67rHJclEokXHMNZRK8kfauqqhlD/D5qiL+/pHilTuxBvkgSiUQi8XJGVVVLSZosaZykW+ynv62q6r2SHpZ0kaQT6rp+wTbVE4lEIpFINFisiG8RfYe2vuMd7yi+QzgDfoAx8MPcpf5omGnTpunZZ5/VFVdc0TkQW5KOO+64zt88CkbqP5AzEl36Dlf1qBmpPDha6h5mKnUPEO2TdYwRRPEAyXiQqlRGKUnSaaed1rlm2223Lb7HiLkYqdaXbt/BmTE/8TBTj7gDSH+CKAX87LPPdg5X9cPDgUf2Sd1D0ft8MRLL4qHuUre+Y2RPzJvUPYDToxtBjCyM6cSITKkl8wE/XB1AqATxMOO+MsZneTQliOWObcWjSQEEOupyxIgR800HyVeHk0ClMrpUKiMLQbT5brvtNmT+QPSZeHiw1O2LYl4k6bvf/W7xPbYdSLiOeJh134G3ff1aYtFhOIvyC0Ip/PbCZuTFwOIwsY8vhIMOOkhSy5C95565Y5hTTz1VknTAAQdIko455hhJapiiMKd33313SXMbPx2Ah7HedtttOv300zVlypSGrcvvsHnReoZdSlg9LwLCZWG085KD9UuoLJ01gwM6MTpkwqZh+MK0hfV/0003SWo7YzYUot43+aKTnTBhQmNXOnvYwbC842ADFjjsXF5OlI0ywZxmgPO3fzv3LGPCoenEeDHxPNjMsMujfjdsYeqAARPP43pYxLCFsR3lGzdunJZbbjmtvPLKjb148TOYgiXO/wwCGNDw/5QpUyS1Lyg6ceyMzWB3U1+8EDh9nPphgILtKRt+wyAMG66//vpFuuSX8hBd8OY3v7nJI6z6+J0XPCxu2kaMssBvyBs+SdQGA0N+x7+wGXnjOuqfMuHLMPiJUqDdInVBG8PP4kuW8t10001NtAXPwp7kmYE27Yb2TBmwCS/7GB1CPdJuo/3JCy9n2gp/J388j8kLgw/qNUZG4K/YjvbO4PeGG25o+sMzzzxTkvSmN71JUutrDMoOOeQQSW37oX4oU98AKrH4oaqq/6O57+rRkv5X0r51Xd/73M9nSnpQ0p8098ybT0laT9IkSarr+gHNXSRYIBxzzDGaMGFCMYGIA2KXhRgKLkXzoQ99qPlMRAr45Cc/2Xz+0pe+1Hxeb731tNFGG2m55ZYrZDOuuOKK5nMcLLuECO1JKt97PrFzSQpJ2m677Xp/cwkSl9vxiXqcBPuEy8vskzeXQIkLDi6D4YsG9D9SucDgf49SOj4h98mE55lxj9Se3SKVsjJSSXDwyatLzvjE0s8nqaqqWHTwct1///3NZ5+0u+159wJfjHCf9Od7Wi6ZwlgCuP29LL5Y4PIvROSBoezqci5eFrddTMsnx24jz4unGye9vBOlcoLpEiru357fuDjiefbnTJw4Ua973es0ZcqUJgJLKqVw9tlnnyItIiKl9n0tSb/5zW+az0RfSmUbjr+59BFjJUnaY489ms/uuy6xI0k777xz85l5hFTaxWW6/Bnx/B+3kZeL6NrEko9XOvEtkUgs/kiJsiUHjMWXxDpd4EX5uq4PeSEz8kLihZrYV1X1KkkIVNbvfve7V5bmDmj7dpz7WOvIZ7AAykSKa/mdyUPcceQQ1xEjRmjmzJmq67oYXM+ePVtjxozRxIkTm0nOqFGjVNd1k+Yyyyyjuq41ffp01XXdmSgxoWGgz6SbCSAT5FmzZqmu62byz31cx8LYmDFjinAwdlVZrOM+Jovx71FGY8SIEc1vAwMDquu6+M2vpRGPHDmyuC4eFMv/c+bMUV3XxeKI1NYPtvCDOfv+j/dlBENiUaPP9/jX93v03fj/UG2C/2lL/B/bM/fzvzNfqqpqvnu7rqqq03+Q3ujRo5u04sG7vklVVVXx3X8fM2aMqqrSq171KlVVtUC7/vN68S/Mb/73wcFBTZs2TU8//fR8Bxh9v5MS+uoAACAASURBVC/IMxY2ryz2PfjggxOrqlpN7Xvwr3VdP9254YXBryW9SdKykvaTdHpVVdvXdX1vXddft+vurqrqz5Kuqqpqrbquh9x1ie/tSZMmTZTmLoa/9rWvLRaanPlU13XBEhqqD/e/szDLO9rt7O9yXwwePXq0Jk6cqKWWWqppi3VdF0wdX3Sr67rQ4o6Li8AX0nnXAzbiGAeA2bNnN9f5YqgzrCLDycvPmEBq3/tSqetd13WRF18oHTt2bPPbM88803z2hX8fr/hivY9FpHLBlo1DHwNIpYZ+ZAi6XXyDwcviafG88ePHa2BgoGB+eZ59U8HHGb45EZlcfo/b35/v+XXt9nmx7pxN5fd4m4gsNy+Lpx39oA9uO6m0uS/Ke1n8eVF73X/zPLtdBgYGmrz5hoQ/QyoX8r1cK664okaPHq211lqr8Jc+fXWeA+GgqqrCxj4O9rRiHTnzkPek1L7vpLLu3I6Rycj3qqqKfod3YVVVxfPcRlFT3v3S6/ihhx5aqPfZcK57vu9eMG3aNA0ODuq+++4bdpqLKm/D/Rukgpf43dzB4kB8SyQSiUTi5YhqSdxpiKiqaqSkVdVO7A+TtL0tzPu1O0i6StLa85rYP3ftVyUdHv/+xS9+sWAjLcgAjYX0uMDFBIjBL5M2v45/c+bMKRbhuL+uaw0ODnYmU3znPl8ACOUs/k+8fLEg7X1+18xvl3JB/WRh+x6/b37Piu1pONf55/j7gqa7oPlMvDyxIAuz8/o7/fJQfje/NIf7/OGk87vf/U4f/OAH+5L4Sl3XRw75gBcQVVVdKem+uq47792qqsZp7qb7bnVdXzaPNHrf20cffbRWXnnlYnFp6tSphW3233//YS02cc6DNHfD3dMiykMqIzcmTpyoGTNmaNq0acX1sKXZdPLffOFs1qxZve9s77Nmz55d/AaTOv7m6Y4fP775uzPQh9qwlsoNAq6rqqpYMI33+YKg3+MLgP6MoRYQY958odIXc72+hzqUkvEVcBt5vvoOiuVZvgkz1IGynpeh8iiVZfZyebqeX7dDX+g48IVlt8VQi+rxOUP1Y9E/+/IV4b/5/Z7/oca0UlmWBXn/xk2YodIaO3asRo8erSeeeKJYPMen+4gtTz31VONPQ20c+AZU3ITx/Ps9vpHgm2buu9i7b3ONdswcoe957rcs6JOW14vf78z++WG476rn+1v8fdasWfrrX/+qlVZaaZG8NxfmnuG+x3/1q1/pPe95T99PL8m7uYf4dkBd1xc/99vfqUt8+2ld15Pmk2Ykvb3r7LPPPun8889vorYWxJbHHXdc553NuWogHhi93nrrddL5whe+MDcjz6UViXd1XevEE0/UjBkz9Mtf/rI598vTOeecczp5iXIgg4ODnWsiaYONa/9blE4h8pnrXv3qV3fSjf3nUIfB923ggyi/IXU3Wy+++OJOWhtvvHFxDeMbfo8SKFJXgiPmReqSEqZNm1bkP0YOSd3DsIlgGjVqlPbYYw+dd955RfSQVG6igugzvrEuqZMG+XP0vZ/jxmp8V62yyiqduo3RVjFSU+raz31mKLhsU1VVnXed1K07H0tI/WWM1/TJA0Vfi3XdJ9HEPUsvvbQOOuggffe73+2MZ4gyp/76pJM8Kk7qvqP9XUw6tCe+E2nmfhIlY2Ldus9w37bbbluk4e90cNVVVxXfY/Q93z0d7ODPiz4dbfypT31K0sKT1xbkmvjbnDlz9POf/1wbb7xxx9cWZqN8qN8XxUZ8Xde65557tM8++2jSpElHnXfeeRdpHpvor4hF+YhFMbF/7tpRkpaRNCBpYPLkyfuce+65X/7Zz36mTTbZZFh5QsaGATAdHQ2HEGtevLzA+P3Vr351I0PjrPFtt91Wt99+u66++uomTwzEOaiTxnvkkXPHcj/84Q8ltR0eL1g6bDYceJncf//9qqpKO+64Y5E+LEEOBoUpxsuMDosOkvBuBhyxPHRodGJ02r/97W/15JNPFhNnOjIYZeSVzgu9NaRYyCv2Rz6GPGNnBlCE6vLio8x05oRo02FwYCvyM0y4CQuPB9TyPcrsRFbUG9/4Rg0ODuqRRx5pwuB54fGMyGzGrgwYGJDSIfMS4yXDxBObwpIkr6RLvWEbpHmwDWWnDIR7w8ijjDB0YYPCBGQw9cQTT3SY0FwT7YnkEgyveIgwE398Cukl0uV/fJPDUWkL/I7fEeZO26JOyE+UikGuinTwVxbzjjrqKP3mN7/Rtddeq7qutcMOOzTSR7Dc2NDDvuPGjWuYuV5W/seu8RBk6pG/ky4TbAZ1tFv6BWx7zjnnSGr7MkLYmWRQZ/gfNuI5Tz75ZMGaxe+oM2fKch32xOcvvfRSOV6oSf2iwrXXXtswtBc33HHHHdp00001efLkI88999zzJc157t9TdV0PdbbMC4qqqq6W9Pu6rg/u+W0bSTdKemNd13fF3+26eb63Dz+8HRZEmRdkkxYGSFYBZ7v7gPm9732vXv/612u11VbTN7/5zebvLiPhMiNSOSj/6U9/2nz2AbRfc+CBBxb3++aBTwBdNsUXIH0CFduKs+j9N5cA8UlZ1Fl1ORaXxPBJJnJ/Ujn5iNIsPvnyzz7RcUa422ioiZtUTsgYO0jlpBGm/KabbqqlllpKP/jBD5rfvL6d6e4TMp8wxwhJX7D2ybbLpvDuk8rFgbhxMRSr2hedfOITFxpcTsXbi8vyuB/68+PChk/4fWHXNyiGksuRSr/0BSbPv9ve/Zv3EnBf8Geuvfba2mijjfSDH/yg0Ih1P3LbS+Umli8Keb16GeNig7cjX5jy/A/19+jH3o45VF2S9tprr+azl9cjPL7yla8UaU2a1K6reju++uqr9XLBU089pRtuuKGjM744Y3F7N78QxLehNs9PP/30Zt7Wh4VZSLn++ut5pqR2bOqg3+MepCa9bRK58qpXvUpPPfVUZ6ExLirXdV0syg017oybl32LmvSxQ5Gm+hZP6Yv7NuHnlaehNlxjXjz/MZ0+gor/1rfBGxdCY4S61L4D+FtfXuZVHk9DmvvumD17djMfnhcpLdbLvAgL/5+98w60qyjX93OCJBQjWIII5lLuRSyIGAUVDCBBQpOggBSRjogFxEsRFFDhgoANQRQFKSooJdJBxBKQICCgFMXywysRy4ULRgUSzMn5/ZH7rPlm9j6hSEkO3/PPWXufvdeaNTNrrzUz7/d+8mQI5fr1h/ktvsv8FqKhf36Dtiz9Fk/az7f7nd812m/Bd7hjteWfX/8dGBhg8cUX74mI6/e9fn2kX1081mNLGxUKdZ0PDQ319Nd+C0+tkCtaVvdb/Ic6UnQ4nqyF7idz/8O9f//99/P85z+/p2890XL+qwvow/1/YGCAO++8s5sXaehZRH88nvIjiVEMn5hW+VrvsmLD/z38dE+/H/7wh2cCTJkypRuA+6DqAMFJQwdPTqS5auygxMHReeedB8Db3vY2YN4kDpQfIyc+77333m7S3YnjTTbZhCWWWIItt9ySLbbYohvIO4hz0GXSCFeHnaR1ct6HeCck/fHRj9sfKx/+nWy4/vrrgTJI93j69LYe037PCW1/VKwLByp60DsAnD17ds+EsT/eTmA6gei+fe25+CPshKSh004keG5ecE7q+74DOicLWsWTdWVd2n6es+X1h9M28tx9IHTCwh/hCRMmcPfdd/PLX/6ye7hzktS+5zk7APYYDg4tu+3gYNSJQgd4Tj442PbB2Alq9+v/3a+Dds/dm6J/HbB6XNvEv+7Huh89enT3Xeul9a13IcgyWd/2ISd4PMZwnv3uP3q6Q+lnLizYX7xGLLOLNLanry2f5+xr28iJmtmzZ/O///u/XTl++9vfdvVoGTwHy+x17oDfyQL7gwt7lsXJJq979+f3/e1yss9ztQ5tf39//JzXgP3Kuttmm22A4qPtQkS76ObfyZMnA/OuWX+jWs9alVMm6OqX8Cd5Yrz0pS+dOTQ09Kj3wyebgYGBo4HLgbuBscAOwPrA5IGBgX//v9eXAf/LPAXe54Cr5zchD8Pft5MkSZJkYeGZuje3DA0NPQI4u3zTwMDAmsC+9JlUB67/v7//AcwvGn1f4FCaxfPVVlvtcYveHo1tt922eh0Xw2WdddapXn/yk5/s+cxqq63GYostxlprrcXPfvazHrFFv+iGL37xi9XrfhOWrVK6neyHenEUeu242kSV0JsEtX0NvZNM7cRovzw7bZLRfqryduKzXRTtl0C0VRXHhVBpk/S2Y4F+Aph2cdcktIsssggve9nL+M1vfsO3v/3t6jP9JmHbidA2+W5rtwb0RA32228rDmnpl+hzpWBNBv0TdMacJlCLIAB++MMf9nynLV8USAz3mTYhb7+Et20UQb+ojTa6Iua6gd7cO1DG2KNHj2bXXXflqquu6plgb+u330R4FBlAb//td05tIuV+11ercm8TNPdLOtv2+34JWRXJSsxhtbAzODjIJZdcwhve8Ia+yYgXNOwr/RbR28+O+En5p2pgnyRJkiTJU8YyzEse/xJgJnArMHloaOh7AwMD44ENgQ8xz792BnA+cOQzVNYkSZIkSZ4E4VsunidJkiQjhceyiD7iJ+V5Bgb2F154YRcC7wrJT37yk76fNfzTVWJX+lyhVCXqSp4qV1c9tdUYM2ZMp1zdY489un0ODAzw0pe+lBe96EXdquKRR847PdUGhqe6su5K/a677gqU8HCP5QqsK9KqyV0xd2Vd1bDqZMNyVP1OnDgRKGp2V/9VH7tyqkLb1UBXUFUEjxo1qvuMdaCaWK9cy2w76PfnvjxH1d+qkF2Ztx0vueQSoHgSek62mwp2VcfWmSvHnqvKAb/nfvyex2stfqxLz3fRRRfloYce4oEHHujO1dV4V6ddSbR9XWVtLXysfz+natyVXJXTeiGr/rZubXfVApbHvt2GUfs5FdIqrq1bFf6ionvVVVftyqJi2uvC9ldl4cq0deH/VYnbhy27def1ZSSDfdb9uWru51s1v9ZKRr54LnoXGiVif3H/fs/9Dw4OMmvWrC5E641vfGMXZeN3jEixrKofXO233lr7Gl9bVx7bvup16LVk6K11uPnmmwNw7rnnAsUCwz6ssshz8dxVKfjbZvt7XPvnnnvuCZS2Wn755Ts1gr+bU6dOBUpf3nnnnYESiXTBBReQLJwMDQ3tPp//zQDWG+7/SbIg8Wy0iUySZOSTwrde8vc+SZIkebyM+En5HNgnSZIkSfJYOPnkk4f93/rrr99tx4H3tGnTHnW/MdkZ1F7oref0n//8Z37605+y++7l8SWGEr/lLW+p9mXOGaDyRo4hwNpEQVnIk5joLPqiDxcaGr1xo0c11CHQMRQ3hnZHL+02PD56X8b/xfDgeF4xNLoNSx7OUz8u+MZw/OjPHv3N2+9E7/oYShxDmm3Tf/7zn4waNapKfjecP348fgy7b/1AY7h1rO9YR7G+Y+h6G2If8xO4UAq1l3jsE61dQUyKFtsi9ovoox7D9dsQ+1ive++9d7cd8ylEb/82oWCs19gX+rUL1P2oDSOPfSdaKSy99NKMHj2aZZddtjp3rSShCFLk4IMP7rZj/cf2ivUV8zJAHZY/XN6D2D8VVEARv0i0atC6Eup2fcUrXtFtD5f8EcqiONT2GDEfQGs1l4w4MqItGZE8XbmlkiR57Mwvr8PCzoiflH+muPHGG4HycGvmZr3FReW1yk/Vpe3nNtlkE6A8eOvLLlOmTOke3P/f/5tn07f22mvz5z//mec+97mMGzeuG1jtu+++QBmMqlDWd1t/bhXwDk5U3jpwdHDhgKtV4jrgUIHtQN6Hf7+nytnj6A+tT5oDPZW7DraiMt/PmKDHyQAHOg7EWtW+ExWq8k3Q5b5bD3C9/S2bfl96nVmHKuQ9vueqwt3+0SamU5lvXTlodX/66as+Nrnt4OBgN1hTjW9uAY9pe6mkdjLAdvKHzgGsymnrTn80lfS2m+1h37SdLLN1aT+wrawbv6fC2oiONumx19J///d/d31Zj0br0307WG2T0tme9hP9BfXh91qw7rwWnAjwnB2Aq5S3TrwuLYfXhANh+4dt5blbN77vJMzo0aNZeumlu0mYjTfeuDs3P+PEhJM4TnrYfv4u6Dmpz6GTMX6uzctgu9tfPHeP50SPdWh72v5tlIJ92uRy/k74fffn74y/gU4YLrnkkt3E5gEHHAAU78c2MZ7Xtbk92gnRBYmR+GCRJEmSJMnI5pkUvvWbNG394R2HRNqFpnYc9tnPfrbnO1/96ler1/180seMGdM9y48ZM6bH49pxfCQueEKvvzn0+sP38yZv/cvjAiX099tuPa/7HTsugkLvQn1cmJTWH7yf93t73u1CZD+v+rbOHbtEWt/u9jitdz2UsY2Y+HeJJZZglVVW4ZprrqkWKqHkzorEhVnorfP2ONBbn/0SkbYL6e3rmJRd2kXmfolKnU+Qts84Jp9feXUdiLT5AOKi/HD7bfMQRBGJtPXZXgdx8V7e8573AGUsPmfOnJ66aOcJjj/++J79fOhDH6pet17v/XIVtIKVDTbYoOcz559/fvW69a7v95vR+tc7PxWJC+5Q5iClnWNMFgwePT1zkiRJkiRJkiRJkowgcmE8SZIkSZJnklTKP8W4gqWi01UvFdkxRBbKSushhxwCwFFHHQXA5ZdfDpSVNn3jDzvsMGCej73qUVeCDz74YDbccENWWmklxo4dy6GHHlrtWzW5K+wqXFVnt6txrqzpKa7aQC9olc2egyvWriB6zq7Otz7bfl7veJW1Kr9bn25Xnf/2t791K8eq+NtVYleSDeVVWasC2TJZVtUOrq6qcFaFbDSC52Cma9vb47W+3iqp9fN3ddg6V7HhOUY/bSh1HkPun//85zN+/PiuvTxHV/uNPLD+3UeryrcdXVFV3aDSWcW0q+AqGTyu7WNdqeRWoW17qQSw77ua7Oq1SnBXwa1zy33//fd3q+iqw1XMqIBXBa76wtf2Td+373nOtqftZb+yX1gm+43Xmue09tprA2VF3zry+15zbY4I68pzV0ngYNFw8JNOOqmzGGjzFLS5BKZPn169VtHgOak68e/3vvc9oFgYWEdGVKhwV1Wgh7zlUJFkf9MHX0W85+I57rDDDkBRIFlO697j29/uuusudtxxRwC++c1vVvtcWMnw2AWbVm0SVXdRybXhhhv2/Uy0zWgVUFHZFq1CJk+ezKKLLsqiiy7a9XeorTpa9Ve0y4j3vqgsipYxrR2KkUFQK9/MCwK1Qsr7UXseUH6PoFZwRauNqCAyIk/ieUYlVDyvWMaoqIr2L1B+m2B4O5eY7yfaAsU6gdrSw980qG2IolWI5zh69GgGBgaq70c1VGzLGPET1Yat8izaB0V1Y7QwMeqr/X4bVRRVjFH953Me1CrG2I+gVgfGeo3tFa+DeF5t3piNN964246WSkbPQW0r1Kq9opIyPiPFZ9l4vnG7VebF/0Ul7SOPPMJiiy3GiiuuWNnExHYwck9in47XQSzvRhtt1G1fc8011fd9XgS44447uu14Hcffo2gL1KpWo9WV92qolZRRSRz7+nvf+95qX1F1uu6663bb7fknSZIkSZIkw5NK+SRZiMlJvSRJkiRJkiR5fOQzdJIkSZIkzzSplH+aiEm7oDwIvuENbwBK4rVtttkGKIojPZFV7aheUkmzyy67APOUtyZaUtXzvOc9j3HjxnHVVVdxzjnn8KMf/Qgo6lIVTipvVNup/lGxrsJaVY++Xfp5n3nmmUBR96oQU5HluaiWUl2jSkelmKo8lUSqi6yr7373u0BRmanEHRoa6pQ9KpBVyKnG9lyMBlBFpZJPpbxqI5VhKu/a/fl5Fdaeq+VQVai6XLW3ykvrwDpXFWaOAZXVqq9Up6luV1n58MMPM2fOHB555JFuX7azXvIq/lQkGgWgsl3VoUox1dyem/3F+nY/Jphzf0YPRHUiFPW6ClLrXPWXKj5Vc7a3kRP696s0XWaZZTpVl9eFn1VFZ2SKXuKWUWWZSjKV6taBqjLVYfYD693Pt5EUetK35+61aL+0jq0Dj+vxPB/rfvbs2bz0pS/tlH6LL754l/Dx7LPPrurL68j68lxa1b/7so96bPNZGFWgSlX1pH1e1aJ90DpVUW85/M2z/7h/f8M+8pGPVHWmkt82/MEPfgCU/rHHHnt0/2u9EJMkSZIkSZKRy+677949s8boEnnXu95VvTYPWGTnnXeuXrcROzGyR9popTaSHGDGjBk897nPZfXVV2fGjBk9UWT9PMXb99ooOOj1wG+9v/t95qKLLqpe77///j3fac8zRn1J66VuhKzExN0SI/+gREtH1luvTjXQJp/vd44xmTT0jrdgnmtAJCYfH45+Pu5Qj63apOKOryMxsT30Rl/FqCNp+1GMgpO2fzr+lH59pvUzj1GP0tZxWw/9kny3x+5Xd20Ec1u+1o8dej3vW9986M2B0L7efvvte77T+s6vvPLKPf2mLc8+++zTs58YYQa90aaOuyPtb4Zj6/mVL0YLQv826JejoSVGs0KZKxRzS0b6eeknTy85KZ8kSZIkSdLQWj/EwUUc0LgoB8XCCmoLjXYwG20stPyCeYubP//5z7n11lurQXNMYBZtJ6AsGkI9iI62NtFapB2E9EsCBrVtiIuwUA82XIyVWC8u5EI9MI8DuXbwEOslfi7uNw60Yx21g+Bo6RGtNlwohrqNYh1F+xSo6zgmv4sWJPEY2rfMmTOHUaNGVecfyxntZIZT7cYytt+P27EdY5+K9RhtbaBuyzhpEC1IosVQO5CPZYvnEts+JlKL59hOdMQBf5xUUkwBdVKzNvFftAWKFkeKMtryx8mDduIjTmrEJG533nkng4OD/P3vf6/soX760592263FT5zseutb39ptR8ubOLnlIn6/MsfJoLjf2A9iO7bXRGyjmIBPa0WoF73j5zM5XJIkSZIkzxQ+Qy7s9rX9yEn5pxgVr6pDffDfcsstgbIKttNOOwFlUKfq3IGwnVCVrCtlM2bMAGDVVVft/MkdTK233nqMHTuWO++8k5///OfdqqIKVpXSDoJVVKt4dUCr0kDFvArb8847DyiDFwcSqsMdbDugcjCoesCBg+pXj7/bbrsBMHXqVKAMNB1AeBwHdLNmzeoU7a5WOoHhIM8Bh4MgB3PWiZMt1rfHtL3adnMwZFkcgHvOHt/BsGoIJ2ZaD/FLL720qivLbftaPge3DkwnTZrE0NAQc+fO7QZf9jVXg5008X0jIxxouyLtCr2DQ+vUwa2DfCd9jJhQAd0OJG1vJ7Yc3HkOnqt92brye/Yrz9X2Hhwc7D5re6p8t484mWS92yetT1X6ls3rysG0q9f2G8tuu3oOTgI4sWEbGIXi95zEsS69xjw3v7f66qsDpV8sssgiLLbYYl2b/f3vf++OrdreurAeVV6oVvG6MirHMvh927uNYPH69Lr3e/5ueG7u337kJI0++NaN14gRE67Ut+VWxaRPt/04ThK9853vBODoo48G5uXPSJIkSZIkSZIkSZIkWVhIT/lnASNxNSlJkiRJRiJ5z06SJEmSJEmSJBn5pFL+KcZwTxXzKq5j+DOUUGn/qk7VH1wM21ZprZp4cHCwU9eqLL3llltYdtllWXTRRVlsscU69a+KYz3cVP/q6WyYtb7crYe74eL+3++rwHf/TiyouFYhrwJfZbVKXRW1F1xwAVCU1O7Pc7UcF198MTBPya/aVj98vcBV7XruKqVVSKvOtQx6wm222WYAXXiyymcV7banqmX3o6Ld/Xmu1plKbI+vQlqVsUrp3/zmN1W5rTvVzHqVz507lyWWWIKll166izhQ/a8i2agA+4cKavelT75lct8q41VU+76REiqfrTPbxzq2/VWz20bu1/ft01dffTVQoh2sEz9vf1h22WW7vuI5eO7WlyHetr/7tAwqz1sffPuPSvrp06cDsNVWW1XfEyMrDC+3fVWRW3bP0fdtA+vM8/Has7wveMELKnX8jBkzuigOowCsA6NuLEu0DIDitWheAyMSVNpvvfXWQLFw0OJBJbx+eEZYeA5Gh2iJ4f49d0P/vTasA/MnWNcTJ06s6sLzirYP+u3522PZ9af/1Kc+xcLEwMBATsAuwJjXQNZff/1u+x3veEe3Ha1Nou9ptLHw91O8z0HtT/lf//VfLLPMMqy88sqcc845fcv17ne/u3rtbzjUE/rRviU+c7R2KNEaJ9qORHuO6AHbzxNUog1ItCeJHqHRC7SNsIp2NLEsa621Vrc9nI1G65EbX0erk2iBEssY6yFankDtyRqtYWLb+XwAMHnyZGDefW5gYKDyDo3HiZ6h0VbH+yz0tlf0FI1t7D25xXs49C74RNuUWMb4fiyv9/d+n4sWR7HvR0uiuB37LZToO6j7S7Q4sl6hPi+o/Xlj28frM7ZXLEvr/xyJNlZ//vOfeeELX8ivf/3rqn9GK5jW8zX2XZ/L2s/5zA/lXiix/mPfjzZWPgNBbVd0+eWXV/uKnrU+m7f85Cc/6baPOOKIbvtzn/tc9bn99tuv7/eT5Kni1FNP7Z4ZfWaNmEdK+nnKn3HGGdXrbbfdtnrdz/v905/+9KOWbbXVVuNFL3oRkyZN4mc/+1l1n4H+983Wvq21TYNe7+xoKSXRfgp6zyHem8QIY4m/MxIt7KDXAz1a5Em8P0J9X5D2t7u9FxhNHInPI9Dfo719BtB1QPpZxLV9Jj7nSfuc0tYL9NoKtrkE2/qG3vtOe47QW1fRJg9qqzZpbQVbK8Z++23btp93eVu+1msdevtEexyjrSOtN318rpG2vVtf/3ZeDcoY235xzz339Ng1tv2+bWuo7ekAdtxxx0ctb3zugP75AlpP+fhMAv1zAbS/K62/PfT2qxNPPLF6PWXKlJ7vJM88OSn/NOGDtDcIrRkcYLQ3VB8kfOj1YdgBnJPCThbv9BTlXwAAIABJREFUv//+PTeSLbbYglGjRjF37lzmzp3bTW45OebN3x9eb4re8LWPcQLMAYiTfq1thg8XDgx9kPBHXOsWj6uliBOiq666KlAGZi4SeDx/SL1xWIdQBoDu2xuQP2h+x0lwBzA+LLQWPE48+qPvOXhO3vAcoLr/dtLVm7A38PbH0+O6f28OrX3R6aefXtWJbbXkkkty7733Mjg42N0AbCfbw5uF37GsDsja5LNOlts+1qkTxdZNmwzVG6L+ytal/c2/TlDbH12AsN94A7c8WvlYJ/fff3/PPp34bRdJohcslBue16Pta13YP5xoOOSQQ4AykLaM3kidtPdBz0UV29PX9l0n/e1/TkBbV9apk4Fbbrkls2bN6vrPc5/73K6M1ovH9tzsMz5EWN+231VXXQUUOxuvv7POOguYl0gLynXo9d0uVHmNXXnlldXnbE/7tpN0Tiy1Aww/76SZ16zlMnnPXnvt1f1e5mRAMpLJhZokSZKnnlwYT5JkfuTvQ5IkTwdpX5MkSZIkSZIkSTIfcoImSZIkSZIkeTJJpfzTjBYcopL61FNPrf6vNcv+++8PwA477AAUNatKX0NQPvGJT/Dtb38bgC996UsAXHTRRVx//fXccsst/P73v++Usqp0VXnvscceQAmXVsEcQ1gBPvOZzwAlgaPqXpXZhiyp2FY5q5pZRbXlUDXcJoBU4a0i1/KoMjesXEU3FKW8anCVz1pxqCZ23w6sVBH72nMyIkFVsmVUzevxDBtT4ey5GopsGVX1226Wy0gHrQ183zpUbfy+970PKNEJ2qg8+OCDPPjgg9x///3dZy2L7asa3HaynW0HFememwplwwdV/6tg9xxVPk+bNg0oCmjPubVLsh1tV8thWJnlaCMtVFK733HjxnVKdlXVWugYJu4xVI37XcMqVfMbvWE4rO1pH/P7qtKN2jAqwKS3WsF4XBXwXs8q+L0GfN/29pq0H9o2g4ODPPzww91+H3rooR47KBM8b7DBBkC5BlSVW1b7tHVmfzBpsSGFhvaaGNj283j2M8Pg99prLwA+/OEPA3DYYYfRD69B6966bMP+3vOe9wClTd761rcCsOuuu/bdb5I8XUQ7uWjnctJJJ3Xb/cJ5oSQnlre85S3ddgwJPvHEE3nggQe45557+OAHP9i9H207Wlu7GH7vdQV1uG8MeW3Dh6MNRwwBjrYb/s5D+X2Ccj8Q76lQh9nH0Ohos9Je/zEkeaONNuq24/NItAKK4b7RwgOowpT9DYc6ND4+k8XQ9zYEP9ZlDEuOodlGMEK5b/nMEes1liXawcRziZY1rcWB9y0o0XNQWxRE+50Y3h7bDmo7lbgdbWliKHzbd2LkU+zHsV5jn4ht4v1TjJaE2g4m1r1RiO2+oD63aC8wnKVSLHtraxCvF6MGYd49etasWdx1111VG8Vz9BlKYnvHevW5AerrqA1Zj2XeZpttum2j3qC2O4rXc2ubFS1rvBdDHXka3/c+3JYDigUdwOabb06SJEmSJMlTRT8LqpFCKuVHOKnqSZIkSZIkSZJ/nZE8KEyS5ImTdkhJkiTJEyGV8s8wKmXe+973AkXxpurd5DImaVCdqsLa5I0wz38aigpMNfVhhx3GSiut1Cnz/Nxuu+0GFLW+XuH6YOunrbJG5ZPKGxVuqnJULalwUinfel+rIm89xP2+ajHVzarDfd8HHvczbty4TtWmMk+Fu4oj963iSrWXyStVPKnGV/Wvcr5N2KIqyrKrTlRhpFJKdbEKMNtbRZfqwdNOOw2Ao446CijK72uuuQboTTyjwis+AKqes/3aslsWE6gZqWDyEZV9bYJQ61/lu3VrO6vQ8pxtC/uN6kWV156z32uTodif7F+WW/X5Ukst1fUNk8PqHa+6zde2r2WzD9kPTIakIt7P2Q9UtpsUWaWYfdkkyO5PpaVqcvujSj37nZ+3TlW3t/7/jzzyCH/961+7/W6xxRbdb4N14L5sD8vsvuwr/rWfmCtCpaV15jXjb4/nevjhh1d1pPe8fx+NdqBin1Zhp+ruK1/5ClC86s8//3xgnsf9Kaec8piOlSQLMzmoT5IkSZLhOe+883reM2JU9t13357PrL322tVrn6klRsFJTOAOvZHkMO++/fe//51p06Zx++2395SlX7RnjE4ajnY/bbJt6I0Sa3H8FYmROtB/sbFNetl+po3EATjmmGOq10bvR4zQlSOPPLJ6fdFFF/V8xzGrtGNV6G3bNpFmjMASo3HFaCYjzGbPnt0T0dcmdYXenHFtWfol5HTeRdpEtVAnTYfeyDnHm5GYEBz6J86NSeahjrCC/glkY9QX1BFi4tyTtHnE+p2jY2mJUYfSRvmZF03a/gHlHJ3jGT16dM95trTRn9D7TB4TpkP/RPFnn332fI/Tj3XWWad6HSPVpL3mTjjhhMd9nJHASBwn5aR8kiTJAspIvOkkhVRVLVzsvffe3fa6667bbcfBy0EHHdRtx4FRO3ByMRxqS4p11lmHf/zjH9x///386le/6t6PFhwTJ06s9hXtbFxghNoORXsy6E2AHQdnJvaGeqAUbUMiJuCWaE3jQi/UtjpxIBrtV6Ae7JrwGuo61vYLymItlIVGiZMtLj5DSagOtZ1HtOuJ9nhQT57E/5nwGupBrQPPgYEBBgYGqnaJ+4rlj4NthRdQBAgS7VxceIa67Vx8h97Jl0hs+zjYi1YlcRKoHZS7gAz1ucRJgHi+0f6mnWyKRGubOBiP9i/thEssc7QVitdenCCIdjkKIST29zghs+iiizJmzBhWWmml6vqIfTq2A9RWOLGOtZ6D+rqJ9Qi1fVDsr1tvvXW3HYUjcQJOOziJ7RJtkGI/SpLkiZHPc0mSJMkTISflFxC+/OUvA/DVr34VKKvIKqUdYDgw9QHcQc3znve8bgXYwd/LX/5ydtllF2655RauvvpqjjvuOKB4Rju48SFf5fyxxx4LlMHDFltsAcArX/lKoPhrqqh1wOAKuoP0VnXsYOimm24CYLPNNgPKgMkBlq8d/PnXwVzrt77++uvzne98BygDf1dFVetbZr35Vc478GtVBtavK/F62+oL6wSJZfBBzO85UHfFWJ9cJxxciVUtrp/nO97xDqAMqhzMqSJ2cKq/8OKLL86iiy7KYost1q0aW0YnXpzAUPHuINpBu6+NpNAX9pZbbgGKQuSnP/1pdW4OHK0D293Bqe+7km7bOHC237QK/HZV3T7v/mbOnNlNqjhx4TnYru25WW9OZvh/J0H0gbZPqnBXIW8d2h6WxfdtTwf59lGvAa9JB/deE16DKvb11fd6f85znsMSSyzR9f3LL7+8uw6/+93vVvXlpJP7sKx6CzuxYj1Pnz4dgEmTJgFFkW4/USlv3/b3wDo++eSTgTKR5bXi74B146SPkwFeO/ajONkY8ZozF8E999zTRbDkBEIyUklrjCRJkqeHXBhPkiRJkuSZJj3lnwXkA2eSLLzkJF2SJMnCSz6DjRyyLZMkmR/5zJ4kSZI8XlIpv4Cx5557Vq+PPvpooKhOr7322ur/H//4xwGYNm1ap6ZVefziF7+YMWPGsPzyy/PqV7+aAw88ECih129/+9sB+OEPfwjA17/+daCoeFXGqlRWia/aV7WximmVsnqGG/6r77eqddXJKmgNG9br3vdVFxt2bzn9vurkG264oQvfV42rMl0M49cXX5889+2xVFSrsFY1rA2B6mOVzPqI6X+mktdzMGxcxbR16X6sa///0Y9+FCh+24bA27bWlUptlf9DQ0NdKLVh0CrSDan3r5ERtp/qbj+vytuytkrmNpLBqASV79at/vr64XncVkFvm2jnYP+1v7k/6zyGsrtPP6Ny3vpURW796ddm/R5//PFA8WF3P62foe3UWlAY+eDn9XYzasFrwr5qf2vb1UgO69TPq5S3rVZYYYWuXrbbbjugREZodWFfNreA0Rpef/Zpf1NU3Pta1b7tpzJ+0003BYri3miOCy64AICDDz64Krvtbnt67rajbWW/1HrCfqcC3xwFs2fPrmw+kmSkkhN/SZIkSfL4iJZnw2FktRgdLNOmTXvUfey888497+26666MHTuWddddl1133bWnLIcddljPd6IlHpSo+Uj7PNBv0r/1OPc5Xlp/c+j1Km+tyaC2netHP2/9j33sY9Vrx8WR1g++bZNoRTbcd1pbN+j19m7PqZ+Hv2Mjsa6MZH/ta1/b478ere6kravW+79fedu5CsdzkTZ63EhucbwbadvfcV8kWupBr4e8UcqRtg3aegHYcccdq9etX3y/emiPHS0Gpe2v0ZIQamu89juOuceMGdPNWUhrF9f6/EOvJZ1OArLLLrv0fKe1dnSuY35ESz3o7xevq4HoZhHpl5MhWfDJSfkRTq7YJ0mSJMm/Tkx6Fh+4YxK4uLDuojr0PujHAZsL1zDvgXvs2LG86EUv6qymoPYFb5NruQAH9cAwDlqiv3s7WIz+3dGzOg6Mo196PN82aZcLjEBV/jgwj4m0Wq/66HfvghzU3u1a4AFMmTKl224HpzFpVnwWiucfB/GxfaNXOtSDexcqofZ+j/XlgNbBZhwkx4XlN77xjX2PGY8R8w9AEShA7R0fzzG2i5ML0DsBFcsc/dq1q2u/3z5TxgmNmMMg+r3HSYXYvu1kQ6zL6OMeJ8niwnh7HcTjx/aK7Rqvj/h+Ozly44039v3f3LlzGTNmDC95yUuqazLmM2iFDDH/RPS6j3UR66tNghgT2Gk3B0WU0W63E32RmIQv9h2FCdB/MiZJkiRJFmZyTixZkMlJ+QWcq666CijJmlTGt3932GGHbnD0jW98A5i3Qnjdddex5ZZbsuKKK7LHHnsAZXCrd7zoZ+5AxQGDgwj/uoLpgEpltqoAs1Kr6nfCwMGUA2c96U305v9VzDsoclVYZa6fV5n72te+tls5XG+99QA46aSTgKL2VbnswGfbbbcF4NxzzwXKhImTGKqRWyV7uyLpqrv+3K5yWicOslsVunXnX5X+lteBo/7gqph33313oCjtF1lkEWbPns1DDz3Utb+DK28+DtZUsjvgcpLFwb/tZfs6eHdl3IkE/+/A08kGB/SeqwM+B/e+bySFdeuqtZNG9pdWue1q+3333dfjX277WrY2p4AqEic3nBQywsG+qyLF/Rh58YlPfAIoidWcaHGwrFe9E3VOFliOOMEQz90Bstecn3MSZMyYMSy99NKdGuHFL35x91mVJa7yW7+W3fqz3tynUQK2n5M3Xu/Wmd8zb4XXp59XTeIElxOQqfJNkiRJkiRJkiRJkuTJYqTmgklP+SRJkgWUkXjTSZIkSZIkSZIkSZIkebaTSvmFhK985StA8bHbb7/9gKLQPeuss7rPqnCdOHEiW221Vac8P+WUU4AS2qoyfqeddgJg6tSpQFGq6xWtsrr1w4ph41CUs5ZFVbF+7KqGjznmGABuv/12oKidVaMbmq7SWi9qFcB6hKmOHxgY6FT8N998M1DC61W8q1hXdW8Z9M237Nad76vIVlGvCt2y/PznP6/K5PuGUes7p7+XdaBSWmW0x1Eh//rXvx4o/nJGB1xzzTVAUeQPDQ3xnOc8h9GjR3e2Ax7DkGm9xlVOqxLv578WP69CXZW24eAqqVt/fJXWRh1YDlXj1o3H95yt0yuuuAIokRaq0I1G0Mpg5ZVX7raNttDfzfB3FejmH1DlrVLeulDd7zkZLaD6XDX6vvvuW5XFfmXkhf3FqAP7slEpltM6sO5a30Q/Z7lmzZrFvffe20UCTJs2rTuG9aZFhPuyT9nXjTwwMuLCCy8E4K1vfWtVZ9pOWFeeo9gnd9ttNwC+9KUvAeX6Th4/I3W1f6RiFFpL9JOM7XnGGWd0220+hFe+8pXdttErMC+qZ8qUKSy//PKVb2206mj9V6NlTrTHiD6i8X3vPxItZ6LfZrxHRC/RaCXjb58YfQTwhz/8oduOlhjRWiQeG+CSSy7ptjfbbLNu299sqG1p4jHMjyH+bkJt1RHrPlqYxPpq8/dE+6HoxRo9aqO1iveQwcFBhoaGKguWaNMSvYC9l0JtxeJznkT7oGizEm1xYnlje7VtH71co+VNtJaJdWf0Xr9yRn/ZeF7Rhijut7V5iTYtsb8OZ0Xj85dES6nYd6NlTfTjjccwilHi9RbLD/Ou8aGhoaq/xPpubXliP77yyiv7fi767LY2TLH++/ndtkQrnBafJaHur9GGaM011+y2Y/8aieQ9OHkySXuMJEmS5ImQk/JJkiQLMPmQnyRJkiRJkiT/Gm9/+9ur1+3i3hFHHNHznTYXR5scFOYtarogtuSSS7L99ttX/28X96A3oWX7Hehd+I55SKRN7NmKZW699dae72y11VbVa+1TIzEHBdSLelDEdRGFXdIuvkJvPpCYJwXqhXdp60p70UibBDXmwoF6wVHatlWct+SSS3avoyig336hd6zW5stpk4P2+47CwogCquHK2y9xquJKue6663o+0+aqaZPBRoGFaD8rccFY2uS/rfisFRkAPclXFWNGorgA6rw30JvfCIqQZs6cOVx66aXcddddPfmC2npok61C70L5UUcdVb1uxQr99tMmfu33vZh/Bvq3Qcw3BP3Pu/3NiDmlkgWXnJRfyIjKO4B99tkHmKfCU82t4nippZZio4024uijj+ZnP/tZl8zt9NNPB+ADH/gAAJ/5zGcAOP/884GikFch44+PGbXdv+oj9+uDgsopFfNmrdbT+rjjjgOKf/vEiROBolryB1NFlDc/j6cq3YefBx98sNuXCkKVSarofAhThe8DjDe3iy++GCjKah9gVFt5bibgUoE3YcIEoCib/asSz7oyUZh/PTeVSp6TNzjVzartfMCyrn//+98D827os2fP5sEHH+zOScW6NzAfJrypuE8Vcueccw5QEvGpwPaBxDpRia/i0bJ4Q/PG4Ll5XI/nw4ft6wPqDTfcAJQ2+fGPfwyUfuSDmHXz0EMPdSrujTbaCCiKM9vLhwsfMv2/KjXL6ucsqw+K+u+r0FPBaPv6kGT0iJ/zAdabscexLq0rBwHeXFW7uz/r6NWvfjUPPvhgd76zZs3qztHvWnYfjj2mynbLbpn8vsfyZu3+7HuqdP3N8WH2/e9/P9D/YSxJkiRJkiRJkiRJkiR5dHJSfoSToZlJkiRJ8tThQjcUOziATTfdtNu+7LLLqu9EhVRUxz3vec/j3HPP5Xe/+11l5RKVTxtuuGG1r6jairYrLlpCWVSFYosmUf0W9xW3XYSF2qakVcFFNVPcjspCbdigLFhKtFO5+uqr+5bZhO5QkqpDsaGTaNUSbW6i0iyee1Scxf1CWayGWrEXrVXi8Vx0HjVqFENDQ1V7RwuSqBhUXABw+eWX930f6raM6sZopRPLFZVprVozKgC1loPaCic+Q8b3oW5jF/ChVm5GhVi0qGmfTYf7Tmy76dOnd9uKHCRaIZngHmoVXlRSuvgOtZUN1IrA2N6vfOUrWWSRRVhiiSUq+5c11lij226VjAoNoCzsQ9328fqKdjvQqxCU2Keiejbuq1UBxrpozzlJkiRJkiR5+slJ+YWcL3zhC8C8wb8DcNXAM2fOZPr06VxxxRXMmjWrG6TpW6361sGEnpqTJ08GYNKkSUB58FdJq0/6FltsARRFs+ptJww22WQToAz0VFA76LYcKnwdaKqAV4nrwOFlL3sZUAZeUSmsYr3dpyE8hm6pIle17z4cqDjBYPiaA1DrwMG0SmYV820ImnXpANBzcbDl4NXjWzcOng1zcyLDiAgnaTzemDFj+O1vf8t1113HBhtsAJRBq8dQJf7Od74TKGpuz1F/Wuu9HbT7fQf8lsmBqhM39ifPye/ZbtaJkwhOsvh5B4+tAtvjOUlyxx13dPkEbA/7mO3qJIaDbr2G7SdOBOkNbJ/Uj926M7RM1bmRFqr73Y+hdraLfdYy278c6Dv5YL90cO4khZMNc+fOZc6cOV3d9vMSNsrCMqi6dyDvd/yckQtOjpgbwjIYetqGGH75y18Giv91G86ZJMm/TtpVJUmSJEmSJEmS1IxUwXFOyidJkiTJM0BOwCZJkiRJkjwzaN0pMZm0tJ7XMeJFvva1rzFz5kyuvfZaTjzxxCrqC+poGlEcJYpkIq2/eozwGW4/bQSaQqZI600dI7AkRgNBnfAdeqPuoDc5dExkL1OnTq1eb7zxxtXrGH0oiqOknwd+204nnXRS9fpTn/pUz3fanAJaAb/whS9kp5124qqrruqpK0VwkbbOFQGKgqlITO4OdYJ0ac/zd7/7XfU6Jq6X1qO/9USH3n7evtbiNNKK9hS6RWKUHtQRfMOVpfXfjwnkpa1PxWrSz9d9r732AubZuk6ePJm//OUvPd75ivkkRppJG1V20UUXVa/byErojXDrV58tbc6DNjdEMrLJSfkRwmWXXdapvFWqv+pVr2KNNdbg7rvv5pZbbumSbXgz8UavmtsJIm9qP/rRj4DiOa1q3BuLimvDv/0R9QfPm5iKW3+YTVyhktrPux8fAvy8yl2Pr6JXBfW5557bKY7f/OY3A+WhRTXvCiusAJSHBR+oLLOKaUOm3/ve9wLl5mFYe/twtPnmmwNFYW9Yv2VXSf++970PgP/8z/+s6kZ1uOeoEt7jW/eej17met4/+OCDrLnmmrzoRS/qblj645sExzJ/4hOfAEr9euPxRqEXue1jyLh1ZJlVyHsTsh19sLGfefO2TqxzVzd9EPZzlv/SSy8F4G1vextQHlpUmccwbfdl2bVF8LOWzYcWFfU+PFkHPuSo+tc337rSEsIHByMZrGMfZk3S4n7sf/YfFfg+2KpW92HC/1ueNdZYg0UXXbS7Rv/xj390DxD2VevHslifXi8+aBndYR3sueeeQEnK43VqXzPyRaxr+1N6yj85jMTV/mczZ555ZrcdF13apE9GEEHJvwLzIlIeeughZs6cWQ3ijeKB3oFxHOxtt9123Xa0+ojWKt63JA5k4wAv/gZEa5BoidFOBhiJA3WyqWirExOXtVYfcSIjJuQyNw3UA8NoOdMmu4uTDLH+4uA5JsAy3wb02vLEZGVx0BmfCeKg1vvq4OAgc+fOreo4DjhnzJjRbcfJFnPtQLknSqz/aDkTB5fx3OMguB3YxjqLg+doDWOUG5SIK4l9L7Zd7DuxveY3MI02PTF5WazX+HvZTiIZ7QflmQ7q6yVaJ0VLpXZyKQ6yYx994IEHWG655fjjH/9YWflEu6E2yVq89mIbxf3GsreD+bi/aKUTJ3D6JfKD3mfWeB0mSZIkSZIkzzy96aOTEUdO+oxcUmk78sk2TpJnF3nPTpIkeerJ56skSZKRTT5TJwsDqZQfQajk2nbbbYF5yp2Xv/zljB07lnHjxvGDH/yg7+dXX311oITnqCRSOWvomapjFUWGkqmuUuWkikwVsIonVX8q1lQOqj724VhvbM/jvPPOA4pqWbW7qrKJEyd2ansV0qrBVPurIlIxpaLeMuuXbZSBZVFFp3LaBHOe4ze/+U0APvOZzwAllEuVm6pB1ZOqDfW+V7FnXVrXqsRbT3LrVJXl4OAg//znP5k1a1ZXVvflZyx7q0xXcaWiLCoJY10ZmWBZVXep0PO4tqcqr+h7D6WdVc6rvFddZyiadWiSP8MuzRNw2223dfWvglz1fKucF/usERMq0z2GijkV8KoBfd9z9lysM9vX8EKV8qrmVCGq6LPuVaerdDPqxD6uam7OnDk89NBDXb953ete14Ulqoy3DJ6TZVTd6L5U79vnVYXaX+wnnnNUpkb8nXgsoXhJkiRJkiQLMm0y5iR5ImQ/SpIkSZ4IOSmfJEmSJEnyJDM/dU60B9G6DeZZnT3vec9j3LhxXWJwqO0tWqLdhYtvUBa4AX760592261fZ7T6cMEQYMUVV+y2o21JTPIc7VOg9vmM29FCJB6vraNYL/E7UVQQfW6jndkJJ5xQ7WvTTTfttqNlzbRp0+hH9N1tPU6j7cjNN9/cbUc7kVgXHuO2225jYGCAK664ou++oj9srG8t7QAmT55clSXa3MTjR2uaaDmjmAB6E3RHC5jYd6KHavRqbT2Goz9r67sr0QomWjK11kfx+NH+Jh4j2gi5UC/RC9YFd6ivnegFHS2KWl/pWE+x/Pfccw+Dg4PMnDmzuiZiGaMlUnuc4WycYhnf9a53Vd9XEANw8sknd9vRfmc42rIkSTJ/TjvttEf9TD/f6fXWW49x48ax9dZbs9566/XcZ/tN1rc+84pjIq2g7t3vfnfPZ1q7tdZ//ZOf/GTPdz7wgQ9Ur1tvbegt8wc/+MH5lg1g3333rV6vtdZaPZ/ZZpttqtcbbbRR9XrLLbfs+U58hoEihou097dDDz20en3EEUf0fGeLLbaoXiuOi8LEY489tvpMa5UHvVZ8WsBKazv4WL4DvdZk2pxKvxwD0YoPeusF6PFWj8+LUD9bSLRig14Pf6ifXaC3T7eiuX7Hjs8C0grBtt566+q1IsyI9q4ec/nll+/JBxEtFwG+/e1v9+wnPpdCEXCKYsNIa4kXLQkl2ulB7/N08uwiJ+VHIHpF77nnnlx77bXceuut/POf/+wSqaiI9iaux7w/rt4s/UF2oPvjH/8YKD8+7Q/gAQccAJRBvQNEB6dOHOhv6g+Wx/NGeNxxxwHFX90fTB8gvFH6kPHmN7+5u+kfdNBBQPGi9dzOPvtsoAw0TeSiMtofS8/x4x//OFB+yPVNdZJBj1N/3D2HdmCnP6833o997GNAGZhZHs/JiQOV9Q7avEE5INa/fZNNNmGJJZbg+c9/fncuHtMyxokdKEp0owpUndsvPJbtb2SCN3XV3ptssglQPOx9XwW3/cTJAevQ8t10001A8SZ3oqb1Pnfg7mD8V7/6Vfcgq1LeiQXr0Ruxnq+eY+tB6zVw/fXXA0VFbrtaz06WGBVindq/bN8bbrgBKO1qHaqE96G3Ri33AAAgAElEQVTMh3XbU49gJ2isg1GjRjF69Oju4eMvf/lLFwFh+9lunrORB04qOenlaycSfFDy2vGhSI/m4Txq7Vf9klYlSZIkSZIkybONgYGBtMpIkiR5Chmpv7PpKf8sYCR23CRJkiRJkiRJkiRJkiRJkoWRVMo/CzjkkEP4t3/7N/bYYw+gqHA333xzoISfGXL2ne98Byhhattvv331Wj92w/dUK999991ACTtTkasKXZX5bbfdBsCuu+4KwJe+9CWghKHvv//+1f71V/fvm970JgA+/OEPd+VT0a5C2bBe1dsqmS+77DKghCKpxjdsXTW3KmKV1SqeVTobTrzmmmsCRXmv/7p1rBrcuja6oI1W2GqrrQCYPn06UEKZDddSlaxyXkX9ww8/zP3338+MGTO6cDrr2dcxPB5KeJyh5iqfVYFbh4Zs65duqPgqq6wC0Hmbe67u13PTOsDwaY9n+xuZ4ftGWKiIN7TO/9vPVlhhhe5YKuPte3q06x3v/w2FV5nuvq0rQ/Lss/rjW/+W1To1zNN+ZV9V3W+/MYzP9lKFbjmMDjCqRNW6/W/OnDk8/PDDXV6F8ePHd5Emhs+5Ty0G1l57baD0ffuqIY7W0QUXXADAqaeeCpTrXBW/ivsWI1o8B9vZayt5fOSiadKSfSJJkiRJkiRJkmTkk5PySbIQkwmFRj7ZxiOXbNtnLy4kAqyzzjrd9qxZs5gxYwZ33HFHtxAJxfYNii2XRF9SF4IBdtxxx2775S9/+bBlid6h0d8+eo66MAiw8847d9utl230N42+5ocffni3Hf2+tS8Tk6BD7SHrQinAF77whW47etNq3SfRe9dk7m35tf2C2lu29a/V4gxgn3326bYVEUBZlIciRnjLW97C3LlzK+/V6J8a2zL6qEZvUW3UJC7aaGMGZSEWan/66OF/6623VvuK33GBHWp/4egV3/rMRr/1mNsgethG73NFAFC3KdQ+9jHxfPSAjd6u0UMf6hwGigyg9naN5xuvr9a3P9qzRd/kwcFBhoaGmDNnTtVesV5aP9xYL4paoPahjeVqPXfjvuM1Ga/V6Hl84IEHdtv9vI+TJEmSJEmSBYeclH8WccoppwDF81t179vf/nagKOSPP/54oAzKHFDos67v+i677AIU5bOqcT3IVb47yPb/u+22GwCXXnopUAZmDiJVADvAdUCqgtqBo0r5mTNn9qjCVfs6GHPwooJZ9bYTHSqkZ8yYARTfdcvkfvS3v/DCC4lYppNOOgmAM844A4BvfOMbQJmo0H9df3+V+Q5gHXA5UfDa174WKIld/P5ZZ50FzGurxRdfnKWWWqob4Okdbhn04vdcHaxanw4GHTi33u8mqLMMDpz9nCpwB/5629sPWr93JxTsVx7H8jug9a/fc5D+ghe8oKsf21X1/ve//32gTHToi27kgcmPnGQw8sG60SvedrAPt5EYXhuq0K+88kqg9BPrxH5l37eO/atCX7W5n3My6SUveQnjxo3rVOurrLJKNwnjpFGrvrcM7tu+bntbR7aXSQAtq4ln3vCGNwAlAZPnaN04UdImwEmSJEmSJEmSkUhczJVVVlmFUaNGMTg4yB//+MduXDI/HC/Jpz71qZ7PvO9976tef/3rX3/U/cak5UBPolKAE088sXodF/nEMaiYR0v6JXrda6+9qtcxObU4HyGOL6SfYMW5ComLnRKTmgP8+te/rl73SyDbJkV1oXn06NEMDQ2x5pprMnXq1Oozbf446BUoxIVWqBedpU3sGRfTpc0L1yYQbhe3oV78hjKOjkTRBPQu4PZL3B4TsEP/ZLBtAtk20W8rDIDeZLBtEncocwXSJmQ1d1xEwYv96R//+EdP+WKSdeifQF1nAGmT9vaLLG/bKSaplzbJcCu4MbI90q9ukpFBesonSZIkSZIsAIzUBEZJMlLICKeRg22Zv7lJkiRJkjxTpFL+Wcgdd9xRvXY137BaV3tdsXXF1VXIrbfeGuj1bXe1WYWtamG9rsVVSdXBrmS6EmkoviuPKrT1CVdB7WrrYost1imWVQ27Mmto/KGHHgrAaaedBpQVa5XUrcf7DjvsABSVv3Xwla98BShe4aoIVB2r7o9h1PFcXK3Wp13VwQknnAAUpbSrsJZTL3mV3obp77LLLtx5553ce++93aDC77gvV7ttT9tLdb+RDssttxxQPMmNiLBdLbvqBBUI9h/rxLBvV77XXXddoLSrbeTqvuV92cteBpSoAfuXq9quOo8ZM4ZXv/rVQIlssN49B5XvqiZ+8YtfAGXgpfLdMqoQ8H3VAPZVz91ICdUBRkBYVvdj+6om99xUxfh/+63RBHfddVd3jjCv/y677LJdaP0tt9zSraRbj772OlLBY7ur+rC9XWW3nawT28PrzPZ3Jd86t7+Yo8KImyRJnhjXXnttt/3Zz36WP/7xj/z617+uLGeiiqlVlcVrMFrWGDUFtWqnzTMSFVxGzAF8/vOf77aPPPLIbvvMM8/stidNmjRsWbzHQ51zIlqDtKqfadOmddtRARYteoymgxL5A+W3S7y/Q22n4u8x1Oq2qLzy3iKrr756t/21r32t2462J0Yr9ft+tIaJljPxO/H9SLQ6glrZF7ejHYvRflCr8VqFVyxnLEtUIUaVXavKMxcM1H00qta8v7W0KsHYxt5roY7GiufofVSiojC2d2wjnwVaoqUQwM0339xtR8Xg+PHjWXzxxVlttdWqfUWVaXt9RpudaE0T+5T3VehVn8bPRaLiL9axeV+grtMkSZ5aclE9SZLkqWck/s6mUv5ZQKp6kiRJkmTBJwf1I4t8/kqSJEmSJEmSZDhSKT/CeSyDez2n9TlXFa4KJyrnoHi561mtukpl1J133gkUZa37UW2lolo1sKozFVeWWU88lVEmStOnXRXhqquu2qmMVF6pulcprYr4oIMOAoqS3WOrklpppZWAoiZXobbJJptU+/vIRz5Slc0oA5V6KuP/8Ic/AEUl6H48F5Xa1rkKfT3Fp0yZAhQF2FVXXQUUBf9NN93Esssuy+DgYOfhbmSC6m2VWZZVL/KPfvSjQGkPlXwqDy2jkQl6jqtgs/38nP3Ac7fOVdxZF/YLld5GQlj3to1KN1Vq9p/f/va3ndLRCQ8/o3LOpHwqD21P1aK+r2e80SMq4z0HlaaqzVQV2l9U5qusV52oV59173GNjFAJZxtZXhWs+i2eeuqplUov+u55LFX7fk71vdeC7WvEwoc+9KGqDPYtVfpGmaiotO683vS3NDeF1+2+++5LkiRJkiRJkjyb+M1vfsMDDzzA9ddf342rI46dI61fvHnJIh/72Meq1/vtt1/PZ97znvdUr1sPbMe+kdZ/vV9UTYxcgzqZOfRGK0GdrB3qZODSRpM7/pMY5Scx2Tr0z2dlTjxpfdxjkniZPn169dqxkuPL17zmNRx99NHVZ9rE4FDmRCQmd4fehO3Q62ffz8+89RlvPdD7RX+1+2kjwaDXQ771QI/RZtJGyrWRd1DG+hKjwKDXex96k7a3ORH6HeuAAw6oXn/wgx/s+Y5j5lGjRrHSSitx/vnnV0nsocx9SeuBD3WkI/T62fej9Yu/4IILHvU77XV69tlnP+p3no2MVLFLTsonSZIkSZIsAKyxxhpsv/32PYNfF2gBdt555+p/Memci6FQ23lEO5GLLrqo+v473vGObttE7FAPCOLgMQ6YNttss2pfLt4CfOtb3+q24+A92pa0g8VoLRMnCeJAPz6QRyucaL8CtbVKTKAWrT6iHUo8touUEi1EYjI+F9LbYzgpMmHCBObMmcMXv/jF7n/bbrtttx0H3FrHAdxwww3dtlZ0Ege5cWJCuz6oE4/FNmknO2IdxwkMLfmgJGGHYtkmMZmhScahLA5DbdkS66idtNBGEOr+qjAA6raf3/djgsJooRivq6uvvrrbvueee6p9xeNHW6QXvvCFjBkzhvHjxw9rsXPTTTdV+1J4APVkVBS8xH7cimlMvt4SJ/k++9nP9v2MdpNJkiRJkiTJgklOyicdV1xxBVAe9FUPq2xW5e3D/8EHHwyUgaAqYpW5qskdnDqo9bUenK6Qmll97733rj6nIleVuANMV8Q33njjbkCk8llfe1fWHcjpye7K6Jve9CagDFStA9X+rrxefvnlQFnNdyDtYNnPOVniBIQDQAdG7scBY+sVr4rdunTF3tXpd73rXUBR0n/uc5/jT3/6E7/85S+7fajatg5sD9lmm22AMnB0ssWBoIN0V9H1Z3e/Ktb9ngNOldr6pttu7fcdlFuXDrhbpb2TJU4s+b3FFlusK6NldlLKFfDWC14Fg6vd9jlX0Z3wef7zn199zkgJv287eK5+3rJ7LThRc9555wFFGaAiw/I78aPi3v660047AfMmvJZffvmuLiZMmMBrXvMaoORH2GqrrYAyAWW9qmxXte/A3okf+7iTAV4DTsB4Tp6rE3nmMzDSoVWiJI+dtCpJkiRJkmeGTPSaPJlkP0qSJEmeCOkpnyRJkiRJkiRJkiRJkiRJkiRPE6mUT3pow2BV3qq4VSn71a9+FYB3vvOdQFHMTpw4ESjKXJUoqowPP/xwoKiDL774YqCoi1XgqiZXsS8bbbQRUHzat9lmG84555zqGKqJVf236oVNN90UgNmzZwMlvFqV9x577AEUNbGfV/lu+Lth+B7/iCOOAIoHoHVhiL7lUdk/adIkoHiwbbjhhlW5jFIwrF5POhXVb3zjGxk1ahQvfvGLO095w86tt6lTpwLFu1DVtWpwjx3DtaGEqRturfr/hS98IVCU1KrNb7/99qqsKvE9jmpz+8krXvGK6nMq6a1TPfFU2utvN2vWrC5s3agJQ+jdt+puj6HnnuHmfl+lu8dQ6a6Puqp9P6fiXQW9inejBSyHx19//fWr49uf7G+W13K5Xy0oHnroIf7nf/6nu/ag+M57HZiPQAW8fceoC/ua1gKW0fo1osH8CuJ133o9et3LPvvsQ5IkTy0XXnhht+39TaJVR7QqibYdRoVBiUaT6H/rbyGUSC2o/UajF6m5KSTa50RbnWh/Y54ZqO1joNyvoLbn8LkAar9cI/ig/DaK0WNQ7gVQ7vNQIvSgRB9BbW0Ctddn3G+se+8TANtttx0w7745d+5cjj322O5/0Z80+sPGnCHRssXIOfG5Aeq6jJ6r0TIm2hj9+te/rvYVvxN9aKNlTfTKNQJLomXNkksu2W3Hto8+tNGup/UVjpY33oPbsgxXRij5VaDul+b8gfLcCHU/bn1mo03OzTff3G0vt9xyvP71r+d73/tedW+MNkDRrqYt83D2TNG+po0+i/uLNjtXXnklj4bRekmSPD2MVL/jJEmS5KkjJ+WTJEmSJEmSJEmSJEmeZPrlfYiLutA/wWWbU6TNNwNw6KGHVq/bhb2Yb0Tigir0JqaEYoMqWqdKvwUIxWjSJvEEOOqoo6rX2tlKXKAd7r0oVBAtYWXHHXesXsfFXmkT01533XXAPOHZm970Jq677jp+/OMfV5/ptyD69a9/vXp9+umnV69jXhqJi+pQCyHa8gxHv/ptiQINaZPBKuyTmC9G2vqLIg6JOYP60S9Bb5tkOAoURLGbKGKTKEgR+70ih6OPPrpnP22y5bYdoQgkpU0qe8IJJ/R8R7ti6ZcUOQruAI455pj5vk5GNjkpP8IZGhr6l1ftVZ+pFleN5A+2KjuVePp4qyLyx+oDH/gAAHvttRdQFL6q/lSBq7YysZ0Z4vVr92boef3jH/9g1113BYp/uoo19+UP/K233gqUH8JddtkFKGpxPen159YX36Rrqtr0dt99992B8tCkgt3EeUYL+JDiD7tqJzN4n3XWWdU5v/KVr6zK/elPfxqAQw45BChq9ZkzZ3Lbbbdx++23s/nmmwPwox/9CCgZxPWz15PfY3iDULmlMtAbvHXog5BKQ1V7KrO///3vA0VB501QxbY3fttLZZ5KNqMYPK5RBarSVYmpilt88cW7MqkAnDlzJlBUl/ZBozF8QFX5rlpP9acqfB9cVBna3pbFdvMhzv6l2l9FoVEHPjRYZxMmTADKw4/XkA/ZPiSrWn/Na17Dfffd151HfBi3zHq9qxj961//ChSVvg9NKvE8pn3ca8brWyWhdaSC0L6r2t+6M5mj13l6aiZJkiRJkiRJkiRJ8mQxUvOx5aR8kiTJAkyGwibJs4fHspDuArasttpq3bZ2VFBbiJx55pnddmt/E+1JXIBu349Ku2gHop2dRLVdtMxx4Rtqyxit4EQbOygLylCrxVzcBFhqqaW67Xi+ACussEK3HR/go5pOcQDAxz/+8W776KOPrvYV7VBi+2ywwQbddrTo8djPec5zGBoaqtrFhVOoVW7RfiWeo1ZyElVvLtBDbXPSKvCkVbHF70cVXGz7uH3bbbdV34/9IirV4vmaRBxqy5nW5iUq36Iq0kV3qNWdrfLQBX2o2zX2vWgxpMUb9KoNTSwPtXr1rrvuYtSoUSy22GJVXURFqdZ+4qJ+ey6KBKC2kGpVeVG5p8Uh1NZH8TttGyVJkiTJs5WROIGbjDxyUj55zKigdfChklYFu4pbVcl6yzpAMExPP1cHeiq3HYC3HrMO0r/4xS8CcPLJJwPlR/bf/u3fun2qBn7b294GlIkIVdyGTbVlUTWuQl018X777QeUSQ8VzN/73veA4kHrAP6kk04Cime5CnlD3xysqeS+6667gOIPbhRAq4h3P5MnT67+f8IJJ7Dkkkvyghe8oCuTEy6em0p433ewqpJd5bqDVQfZ06dPr77vYF4/XevISRwnY8444wygtK++sX5ehbW+uEYXGFLmwFp1uBMYDmAffvjhbh/Wo2W33p00cZLB0DUnKlSuewxxkOvkgu3lX4+jQt+y6U3rNaJq3YkF/+/kgJ7CttFmm20GlIkB/ZNPOeUUxo4d203W3HLLLV37OQG05ZZbAqUveU4q3w877DCgXFcO/u1bXguWyTL4f/+qkDd81T7pBJF9M3nsjNTV/iRJkiRJkiRZWMnn8yRJni5yUj5JkiRJkiRJkiR51qCAIyffkmeCmHQcev3YAa699trqdeulDb3JwLVmlTZBN8All1zyqOVr97PTTjtVrx/LdROj32S33XarXmsBKhtvvHHPd9ok5QqPIorTRHtN+fznP9/zHQVHstVWWwHzhGADAwOMGzeOO+64o/rMEUcc0bOfmIQbej3Z20T00Ov937Y11JGQ0FsPbV4C6PXf/8UvftHzmbbPtDkFYhSixAT00P+cFPxJTGIO/f3tY9QY9EYHQm8fjhGHUCetF9vEch988ME9Sd1j5CZQJXCXBx54oHodIyQB3vve9/Z8p702xo4d2/OZJInkpHzyuFHZLP5QqoxXXe7NxR9bHzb0WzeE/JRTTgFK4gxV56qc9VtXAaxye9tttwXgggsu6EK9/aFUna9C2ZuPKn/90f0hNdHHhz/8YaBEAah8bn3Qjz/+eAC+8Y1vAHDOOecAdN72KvVVlatm1iPeBzGjDAyj3n777YESxm753Y/noef5f/zHf/DHP/6RpZdeuvO1N2GKx/Jm7P+9YfpAc/HFFwOlnVST+9pzV/nu+4ah6y2vClyVuQ8bKrpVwvvahxwV3IaLG3ExnBf9nXfeycorr1x9RuW8+7YOrGfLbLi8+9JX3SgAy+jNUyW+/cn9eIM3N4Gft73a5C3WSRsFYnKjVrFvv3z1q1/NX//6166/3nXXXZ2vvOd64oknAsUiwMgE69GHCa8NFfEq5o2MsA60k/Dz5iiw7owW8Tr2Qa59IE2S5Onh9ttv77ajtUocDEUrmNb+JiaSiwObaGfivRDgyCOP7LbbAXe0gDEnC9QJ4qLNyHe+853q++Z1gXJfhdrmxgg1KM8b0Gv78fvf/77bjr+x0c4kDl4POuigbrsddEcrHu/HUA9kjZSDEn03fvx45s6dW+3v8MMP77ajbUq0U4nlMgpKop2Mv/NQW8nENo62MtGWBWrLndjecZAck655j5M4SI+DXZ+h2veNZoPeAX20Y4lWPtGKJp5jmwwuTjLENoq2RuaBgbqO22R/8TxjwrYVV1yRuXPn8uCDD1bX2ne/+91uu01iaPQglFw/0DthJO3zwJe+9KVuO04GGGUKdZ9OkuSZ4cnI45YkSZI8+xj16B9JkiRJkiRJkiRJkiRJkiRJkuTJIJXyI5ynY9Xe0K/W11slrSpmy3HggQcCReWk0veEE04AikJNdZcKPxN87bXXXkBRgH/rW9/qVPoPP/xwdax1110XKGFkqoOnTZsGlFA2Vd0qBvUMVz2l8t0wJ9V9fl9ltH73qv9Vvqmcso5M1vX9738fKMnyrrnmGqBEH6gE9/vvfOc7q/P5wx/+wN5778348eP5wAc+ABT1meo0P6ufvh7wF110EVBUaHqHq6T2tQn2VOepVFO5aJ1Zt6q85s6dC5Q28f+qF1V2q/pX6aV/u6pyleEq61/1qld1idM8RxV+quvMDeA56NGuitz2MkxNlbhhdarpDKFTPapi0XBB96d6rQ0rNSrBc7Lcqs4tv33bct94443AvH68yCKLdP1qYGCgU2yq/jP6w32r6l9//fUB2HzzzYESuWL0gO1/3HHHVWWSmNgQSjvI1KlTq9cxgV6SJEmSJEmSJEmSJEkyPDkpnyRJkiRJsgCQ4e9JsuCS3uNJkjxVKMyKRMstKGKtiOIbaf3iW2946PXSvvnmm3s+Ey3goNf7faONNur5Tuvr3u83c8cdd6xet/7rirjmh8K/iJag0p5Tv7JoWysK0BSMjRs3jrPPPrv6jCK4SGtPGu3goIizIgqxpPVjh17f+db7vV9dKYqT1hMdevtVtHmDXqu6fvtpveuh1x++rYd+bLfddtVrhXKRaLUHxW5Woq2feE6tF36ktVDs5w8frfWgt+/161fRVhL6t3/yxBgYGBiRz2I5KZ88afhjrQ+33pn6rOsBf8wxxwDlB9Sbx2GHHQaUG5DqdBW4e++9N1AU9j68bLnllp1Pqh6b+td+/etfB4pi3geIW2+9FSi+6HvssQdQ1Nr+4KqEdpLEBDD77LMPUB4s9NjVI16fWMtsXXz0ox+t6uzNb35zVXfeQDx3b26HHHIIUDx2Pf5SSy3FZZddxt///veunn3AUOWv6r5NtqJK27+qxL0ZGgFh3VoHfs4cAa2S3r/6uluX06dPB0rSGo9jXanM9kbb3mBXXXVVYJ5v7Gte8xqgqMLdh4lp7FNGAajWN4rAB0DV5T5YWN+qwq0bb8j2D/fjQ4IK+nYyzTowemCFFVaoymVUieehD6/nM378eFZcccUu4uL+++/v+qzXmX3HMuurbB1dccUVQGkHI0/OO+88AD7zmc9UZdGLN/obQ29im5Z+D33J/BmpDxbJM8dw/Sl6ibf3guiXHv2r40DfiByo88oYvSWTJk3qtmMirliumLDLiB4xzwfU3uvxt/WAAw7oto2CgnKflPibNXr06G7b/DUAn/vc57rtWA/md+lX/nhvip+L0Ub+Hv/zn/9kcHCwiwiE8hwB8M1vfrPbjoPOOBnSTmBcddVV3XYckMcEcD5bQN327X3VnDBQD1zj73+MAFt99dWr73sPhTqBm/cnqBPpRb/0Nroq+qLH/Zp/COpJiza/kT7+UPvNG5UH9TnGxGvtAD8muTOPEZScO0NDQ9UkTMyTYI4iiT7y0Ss/5mb42Mc+1m23Ex0x+WOctLvwwgtJkiRJkiRJFm7SUz5JkiRJkiRJkiR51uBiXy6OJ0mSjGzydz5ZkEmlfPKkE5VAUMKSVD5NnjwZKCri/fffH5ineIeiClPBdfDBBwMl1M6QK8PUbrrppk4VpkI6KsmgeMir9lPRppJOlbaq4o985CNAUXK95S1vAYq6WBWcisNtttkGgNNPP706R8MMv/KVrwCw3377AfDZz34WKMo41VeqyPQYf8973lOdh3UzYcIEYF6dLrnkkowaNYqf//znQFEB+lplnMo7ldaqtqMiDcogRcW1daoi3nA7le/6tqvMVmHn9y2HuQVUnamq81xVrelZP3PmTKA3jG355ZfvPmtZrD/V3i2q6/SGtw5sR/uiCjX/7w3cMDQV7PqymxugVdyr0rMOPEcVh/Zhy20UgP3UOp0yZQrLLbdcp/RfZpllWG+99YCikDTywHpWFWkft8xelyrhd9hhB6DUoedstIDX4wUXXADUStMkSZIkSZIkSZIkSZLkiZOT8kmSJEmSJCOYaOfhAqqce+653Xa0GvnhD3/YbZtgHWprFJNhS7T90I4LSnLs9hgm2xYX6aFeCIyertHP00VGKMnMJVqwuLAOtc1NtAPZeOONu+020bULo1AW4dv3tauDYutz6623ssgii1R2NC6gQlm49bMS7Xq00ZNYf9H3NX4nesq6+NseD+Cee+7ptuMCeLSiiZ6wLjCLi+dQFr2hbrv4/SgCaD1WtYWD2pYo2gJF+5vWWzf6vn7729/utqPljVZzUJLUQ221BHDaaad129HyZtKkSYwePZrllluu8vqNVjyt9VE8z1ivChWg7tMuyosL5kmSLNhkTpgkSZLkiZCT8iOcBeEB4Vvf+hYAr3jFK4AyODaZxpe//GWgDCj1Xb/jjjsA+MY3vgGUZBz6i6r0XmWVVTrVsBMCm222GVASr7QhqqqEL7roIqAo1/Vj32STTaq/qrcdxDlI0qP+vvvuA2C33XYD4Lvf/S5Q/LodCFoXDvL0UFXhrRLe4zipcPLJJwNw1llnAUVV/sY3vpH111+f8ePHc/TRRwNlImSdddYBSnSA52xdqBK3DJ77V7/6VaAMfm+88UagqP5VVjuAtk71Sd99992r/XruTpiYBMhyqczWg9aBtQPZ3/72t0CJKnjooYe6ZEMq1R1Q/+pXvwKKF7xl+9vf/la977lbj7aHZbEfud9HHnmk2o8q8j/96U9AUafbLxxU265Gdbh/z4dpSjIAACAASURBVM1yOBniZJlRCddccw233XZbt9/77ruPT3/600CZAHGSw6gP/ek33XTTqky/+MUvADjppJOAMvllezjBMGPGDAAOOuggoPjZquZPkiRJHhsZLp0kSZI8UdoEov2Ii9lQ8pvJGWec8aj7cIwYaRdxHV9IXGAWx4AS89FImw8kLvRD7wI7lEhzmTp1as9n2gVNc9lJm9QVyvhfHMcvscQSTJo0ieuvv75nYfSLX/xiz37e//73V6/bZKv9IrmjWAL6RyQ7TpSYOwbK2DvSJiaN4gFpEwbHnCxQL/7P71gtbXLgNslqv4SsbUJex9aRuIgN8+Y/IjEvizg2N2nv61//+p5zMB+fOCcVaefR+iX6bfnxj3/8qJ9JnhgjNR9besonSZIkSZIkSZIkSZIkSTIiGIkTuMnII5XyydPGL3/5SwD+/d//HZincIeinFc9fOSRRwJlZf+b3/wmUNTnKntl4sSJnZf35ptvDhRF+Zve9CagqO9VAujJ7ue23nproITrv+pVrwLgsssuA+DFL34xUNTJe+65JwBXXnklAB/60IeA4j3+tre9DSgKAdXmhjWrfDjiiCOAEmp94YUXAkWV7IqyCgG/Z8j/hAkTuOKKK3jwwQc7b3FV165Wq5B2n6rMVferSPjkJz8JlFV5w9RVl6tCX2uttYASqaBX+Zw5c4CitNY33TpTde7+XIX3rwoBQ+0Nebc82iSMHz++6ztGT6hEVyXhsVTpq7JfZpllgKIQMJS8VdRbBiMkVFu44m/dqVK37PZhLQGMKrBdJ02aVNWVbaWKoVWhjBkzhqWXXrpTkdxwww1d2Q3pV91w8cUXA+W6MRxeawr7sKi4F4+hwqZV1uyyyy5AUc60ZU2eGPmwmESejv7QT90mO+20U7ft7yyUHBZQIn6g3OskKrIuv/zybtvcMlBytgCccMIJ1fe9hwMccMABfT8XFXJGWEF/dZX4Gwwl9wfUFijRisXffvEeA3D++ed329HiJ6qnvF8ut9xyzJ07t1K3eV+A2j4n1t0DDzzQbbdKOe/1UNuxRDVXtGOJqsNrr7222pf3cagte2JdxvpqlXzeC6HkL4HafiYq8LzHQm8de5+GWlUYvx8VgKrfxPsq1LY+UakXz8VIuX778hkRSlvCPEXqb37zG84999zKIif2z1ZFGa/paG0Tr8Mf/ehH3fbLX/7y6vtt2ZIkSZIkSZKRQyrlkyRJkiRJkiRJHoVcSE2SJEmSJEmeLFIpnzzttInhVNpNmTIFKGp2VewqdP2rKl3l2+9+9zve9773AcUXu/WQV9E0bdo0oHiyqQQ877zzgJKcTTWyqn4TrelZplrfxG4XXHABUNRlJv1Shabi/d577wXgqKOOAooy75JLLgGKd7ne83rbqai2rvRznzp1Kn/96195znOew9VXXw0UBXP0YIeiEPN9zy0meoOiwFYtrre/deP+rWN93X7yk58AReGmos7kdSoabRNV/yrfjDLQE191nOUzOuAvf/lLdwzVgLfccgtQfPBVzOtB5+dUyqvOV9n+spe9DChKRc9ddblqQPfrX+vQ/9vuvlb9Zj/zffuDqkHP2bqyjdZaay2mTJnS5RqYMGFC50Hod1deeWWgqPBV7KmU1x/f/AReRyZONAme/ndGl7Scfvrpfd9PnjjPdL6PZMEk+0WSJEmSJI+FNvL1mGOOqV63HvPQ6ynumDti3jUxn5bEqC2JCdahRJ5HzCknjs2lX3RQjNyDXl96qBOJQx35B72RYtCbMNzcXo5hl19+eQ4//PDqM/381mMEIZSo8fnRJjt3LBtp/eFjtBeUvGuRGHUGvZHSUCcdh94IypgIXdqE6Hq2R2LCeID111+/eq3rQcSIe4mJ06V9LjZvnbR9CspYPuaNa9vJuRNxjBxpF+KHGycnyb9CTsonSZIkSZIknHnmmd12HJTFJHDRJqRNtuZiIBRrOqhtXlycbj/f7u9rX/tat63FHMCxxx7bbcfBXDtoMxE70C3cA6y99trddrQpiZMJbVK20047rdt2ARRgvfXW67bj4G6NNdYA5iXcnj17djc4hLLADLUdXxx8R/uadqAeJ0bihEe0WYn2YjHhXDuIjjZlMalftNtx8Rl6F/Fd9IUiFoA6IZyiBqj7TpsALu7rwAMP7Lbj+cf9mhBdos1NTI4Yt51wad+P7QO1LVC0uTn11FNZccUV2XfffTn++OO792M9brPNNgyHi+Ew/MC+34RP8tTQCniS5F9haGgoF9VHCNmOSZI8neSk/AhnYXjQ1AvbG6CDbwdP7TmoPt90002BeZMFrvC7D1UCKqf1R9cbfN999wWKn6srt+ecc061H1d4XSV3oOYKvQMxvVjN4u2A+rDDDgOKR+hxxx0H0Cmf9XqdPHkyUFbanahwAKuHvYNuB3Nvf/vbufTSS7n66qs7P9t11123OgdXtq2TffbZByge/yoLHKw7UPa1SgPV+6or3K+DZM/Z1WtV/67q6yWvIl7/WQfDruyrQteT3gG9K/1jx47t2sGJE1fmVSb4vmWyHvVF1tNXT1v7mMoBIxhcrVfZbvtYJvMdWDYnNfSzVWmhAt+6MRpBv337j/3BiabLL7+cn/zkJ52Kfeedd+7OxX07eWK9uQ/LYr163TghtMkmmwAl74F9us1MnyRJkiRJkiRJkiRJ8kyyMMxvPl7SUz5JkmQBJtUaSZIkCyf5+50kSZIkSZIkyXCkUv5ZwMIyKGxXvVTCq9RWOf373/8eKN7Zl156KZtvvnnffaiMVqluqLrKer+n6njixInAPAU6lFB6/e718z700EMBOOKII4DiQaa63FB/w7kNs95vv/2q72sVYLlVofv9u+++GyiecfruWe5FF12UCRMmsNRSS3X1YUi1amzxnC+99NLqHA1HN3Rc5brKa1Xe+rEbym54vN/X29zXeg1aByrw9ZZ3v6rc/b79VQW4yvDBwcGuXO5LRbx/zSnwi1/8ApjnyQ6lz6hg9/seS2W8qn6V6ta/f1XY68Ouz77q8g022ACAL3/5y0CxI1BpbxSDfvAq8bUg0IPefvrSl76UUaNGdZET9957b/cd689oABXv2iz8+c9/BoqFhGU58cQTu33FOjBfwSte8QqSJEluvPHGbtv7BdSWLf5uiJFvUKJxoLZc8XcYSrSaGG0GtQ9utAQxdwuUfBxQcr6I92eoLUi8D0PJ8wG1V2vrcWqUHZSoMSh5X6DcM6HUyxJLLMHQ0BDbbbdd9z8j36BEkAFMnz692/aeAfC6172uKov3F6itdGK9rLrqqt22eWGgPEdJtIyJ+X6izUv8fmw7KNFeUFvbmM8FaiueaGXj/VKifU9s++gLHH1v23OJbRYte+K2zwYAyy67bLcdLZXa70Tv5T/84Q8su+yy/PKXv+yeC6Fuxzba7OMf/3i3ffPNN3fb/XxzkyRJkiRJkv4sLPOaj5eclE+SJEmSJEmSJEmSJFmIOej/s3fmcVeO+R9/35UsWRNGpUbWlJRK9qzZGhEyTMYyGIy1GQYzZgxG9mX42RmGYRIlDNmLKEsqW1GikskaKtJ2fn88Pvd13fc57c/T8zzn+bxfr15d9zn3ct33Oc+5ts/38/3jHxe7T5xnBeCSSy4p2ie/0P3kk09mtvOL6hDsWEW8qCuuvvrqRR6Tz10CQWQnOnToULTPzjvvnNmW4E6USg6bP48Wt9dZZx1at27N4MGDU6tTEecGEXGuGMjmYoHsgrSIF4YBNt9886J98oleZQErZBUbk3/mEtXF5JPpSsQm8olfoTj5q6xXY/JCjbfeeiuzLevamPznFIs7RCyAgOI8MHHeHyFL2kVN4ubv4c477yzap1OnTpntWAxiTGXhSXlTY3niiSeAoACWQkvJ255++mkAzj333FS5J5WdlEoPPfQQEBp8KZ6k0NKPsZTrgwcPBkIjJ0X6448/DoSOzsCBA4HgES6luxobKdvk/a7ry7teqr99990XCFEB8mlXR+jhhx/OnEf7q5433XQT8+fPZ968eWlDqMbspptuAoJ6Tx7yUp5LsaX35VsuhZ4aUnUSVDep6aQ8VBSC1Px6FkqiJs96qdj02ey0005AUPRLTaf6qLMiJZ4UjY0bN04bcB2j/5XJXuo/JYhT50MJ1KQi1D2owyLlnSIedE0p8aX61/kUObH33ntnnpm+BzqPVHR6durYPPvss0D4TqvzpWe19dZb061bN0477bS0vuqQSb1/1FFHATB69GiguOMSJ1iErGIViqNLDjzwQMyKIUmSsvTFM8uOE8UZY4wxxhhjTN3Ak/LGGGOMMWahaCE6T2wFA1kl1RtvvFHymFhJ1b59+8x7WlyEsFgNWcuYWNn28ssvp+W8Uu2ZZ55Jy7GlSLzoEdvixJZvsnsT8WJlfP3Ybieuu5LG77LLLvz444+pBRlkn2VsBRQryDbddNO0rAXvUtfXYjsEazjI2qTstddeaTl+JpC1mZGtG2SfUfzs8qq32LJHtm4QEoxD1lZGi8iQtbWBrCJQCcshWNlB1m4oryDUIjxkrWE222yzknWRQCG/D8Dtt9+elmMl4ty5c/nxxx+ZOHEi77//fvp6/D2Knylk7Wtie7j8fmbFo++5F8dNZeDvkTHGmGXBk/KmxqNws/PPPx8Ig83evXsDFZ7kUtVLsSy/be0jhbpo2rQpAH369AHg2muvBUKHSipuKaSlHpfv6BVXXAGEQaXCAHW8lPXbb789AC1btgSCx23//v0BGDRoEAD33HMPALvttlumfgq9UuiU9j/00EOBCgX+dtttR/v27VNFugb/8kRVdIB8zBV5oMGtvNzl7a57UB000JViXYPdKVOmAMG7XNfXwFyDX6nXhUL6dG9SrWuAqkkGTTBIva7Qv88++yz9fBTiqMkUDZJ1rnbt2gEwceLETN2ltB85ciQQBtSKBlAOAJ1Xz0IhgfKu14SEvOYV9qhnqUgKKes1iaDvh0IiNQGgiYzYTxhC9MORRx6Z1ikffXHqqacCIRpgYYNNvb8wHn300UW+b4wxxhhjjDHGGGOWD0/KG2OMMcYYY8wisBLWGLMoaov9nCxORd5jHoJATVx++eWZ7byHOxQn4I6TpIt+/fpltn//+99ntrfeeuuiY+LoKQgWnotil112yWzHicmFRFZC4r4111yTJElYe+21UyGVeO6554rOI3tT0atXr8y2RFqLunbeux6y0XBQLHRbaaWVio7J+9e/9tprRfvEie0hG/UGwX41Jo40AzjggAOK9okj5iAbtQfFyeKhtM98nvzzy1+nFAMGDAAq2u1HH32U4cOHFz2/PL/5zW8W+1qpfAbGLC+elK8D1JYOwuK49NJLM9sXXXQRUBE+r8ZajbSUz99++y0QfLRvueUWAD799FMghKTvt99+QLG6+JprrgHgxRdfzLx/1VVXAaEjoc6MvOp1/REjRgDBH18e9+rIKPRe11MovK4jtbg85u+9914gKLHnzp3Lhx9+yKRJk9LEMzqH1NZSpEtFro5DmzZtMu+roZLKXA2g1N3yeJf/+f/93/8BIfmOzqfweFkJyLddSVl0T0qUonrJb12qcoV56zOUt/2MGTNS9b6U7/mOjZTt6pjo3hRBIQ95Ha+6qQ5SvitsX50KPQNFF+hZnXzyyQBcf/31QIioUFSAzq/OlaIKZFFw8MEHA+H7oI7wyy+/zAcffMBtt92W3ps6Top00LUVtaEOsf4+4nNBcZi+McYYY4wxxhhjTE2lXOY183hSvswpZ1XPX/7yF6BiAlyT3LL0UBJY3f9vf/vbdF+ASZMmAWESXwlcZfWiiU9NnmryXdd55JFHMv8rA70mz5XYUxPYSjyqSVxdRyvyspzRqq5+cGRbc8QRRwBh8lkrxPvttx+zZ89m1qxZXHbZZUDIQK6VXK1Ka3Jdq/da8VbiUCkTZOGST9gqa5XrrrsOCJPtmnzX5Lo8cjWRvc022wAwf/58IEyya2FB9dJEtybKZbcjuxZ9ZjNmzEgns3UO/a970sS0tjWZrnPLI1aLOap73qZIHru6nuqq9zXJL+/jX//610D4/GUhpGenSXlNlKue+v5ovyFDhqTPcsGCBZx00knpfeoYKQtkR6PFDP0vKx3ZP+lvQxY8slTSczXGmKVF1m8itoqT3RpkLbn+9re/pWVZzInYb/7JJ59My9ttt11ajr3EtRgMxUo1LUxCSL4O2X5R7D2uxVooVpr96U9/SsuypYOQJB5CGwbB9m3MmDGstNJKadsOoV8AoT2ErF+6FnLz9YWwiAtZtaPaQciq3tQOQWi3RayWiz3Z27Ztm5bVR4DSKjcRq93iOsefi6z7IPR/StU/fpbqL+XPm1+MV5sGWTVhXFb7B8HeDoqVj7GPvuwCoUJMsMoqq7DpppumbS2Q+XxLqUdFrHpU/84YY4wxVUs5z4nVNcrxs6y3+F2MMcYYU9mU62q/WXYKhYK/F8YYY4wx1Ug5TvwZY2omVsqbWk+svJLaW8py2ck8//zzQFDhSTktvzkplYVUYlJ9S1GdV8RLJZi/jjjmmGMy15My//777weCwlrvy3pGiV+l1JYaT4otKQXbt2/PRx99RL169VJrm8GDBwNBnf/6668DwS5GryvJqZTXsquRwk7ee1K8v/DCC0BQw+k8iiZQFIASwCqBq5T2UgRK5S8bGykCpYhXfaVikxJcKsZGjRqldVWHSSr8DTbYAAjq8EMOOSTzHBUFIN8+KdqlEMyr96WW03H6nFRn7a9n+Oyzz2a2ZZM0ZswYIHj0ScG/5ZZbAnDnnXcC4fsrZeOCBQtYsGBBarvUoUOHVHEqJadU9XmOPPJIAObNm5d5XdY+sVrTVB/u9BtjjDErnrxlpTF1lbzHPBRHM8m2VFx55ZVFx2jMJ0qJDCZMmJDZVrS6ePvtt4uOyXvKn3vuuUX75CN/82N7jTNjFEEvFAGlcWP9+vWLjitVv3333TezrTGyUCR0TN4PvpRPuqLGRRxFByFafVHk/eMhjJeFLFDFtGnTio6JoxSh9Geb953X/IjIe+RDNkoOir93kJ3rgeK8A0uSu6CyiKMKjaksPClvjDHGGGOWG9lk5cuxLU337t3Tcj6B2oUXXpiWZQ8GIXcJhEVXyObIyCff0sIvwO23356WY3sRWdsBqQUchAVbEdu+3HDDDSXrEiciu+SSS4CKRdD58+dnBvFxneOBpRZMISzw5usLWcugeEAuyzLIDtzjhHj5AXM8GJbVHIQJCQj2egCvvPJK5vj4OcVWQMpVA2HxOX9eLeSL2KYmTngXTxYpbwsUT4zEg/Zdd901LY8ePTotx1Y28fVjGySAU089NS03bNgwLU+ePJk2bdrwzjvvpAvf+brE37tF8cYbbyzRfsYYY1Ysjlg0xqxIPClvygoNjKSU10rw8ccfD8Bjjz0GwKOPPgoExfqJJ54IBJW2PFSlbNYKd5cuXYAwEFfCVyWKPfvsszPnkYp5hx12AMKAdLfddsu8f/PNNwNhwKnVfq1cy5P1xhtvzNzHjjvuSJ8+fWjevHlal//+979A8H7V/1K0f/zxx0BQfWvwrCSnUrjnE7J+8MEHQEgYuvvuuwNBFa5npdV1qQQ0UaH3NYiXGkFqdPnpyjtYEwlSwUs9PmvWrHTyQoNqrd7ruSvCQZMUuhcNvDXI1us6j1T5+t7o3uUhrwkNqaqkPlCEhDpx8vyV562ekb5XUg5ooknnu+OOO4qus9pqq2XUXJp40ndSCXHz6oO8SkNIvW+MMcaYJceKamPMovBkrjHGmKXFnvLGGGOMMcYYY4wxy4AX7YwxxiwLVsqXOXU1adwDDzwAwDXXXAOEUHAprOWbLmW9POVatmwJFPtManunnXYCgpdd7969gaCQVyj6JptsAgQP+OHDhwPQoEHFn5zU6FLob7rppkBQn0vNrOvnPetPO+20tN6XXHIJH3zwQXpNqbHl/S5lurzrFCWg8G4p5uXZrjB9qby1rRD6iRMnljyvlPZSl7///vtAUOpLoa9nIJW6tlVfKfrzKnY9i/r166cKcyna857vUt2rLmLbbbcFgkJdSnpFAWh/+bArnF7fF4W+K3JBCnhZFaiO+h7oeN3bu+++CwTffdkCPPzww0D4DEaMGAFA586dadKkSfr9aNmyZfo5Sxmv568oAF1DnvPGGFPdKLoLyNh+5P1GlbsEshMcijaDrBIx3ufAAw/MnCv+DVQkGcCwYcPSsqLcIOSKgWJv1/iae+21V1pWXhogzesC2T7ArFmz0ui9+D3I3q/6E5C1U8lHN8W2PrFVito/CG1avu75NlHRYZD1i41zkaiNBtKcJiK2w4n3i71yY+ufuO6x3U/+3PEzUs4VyPreqr8mYk/f+DNWHwSy/sFqh6HY01ZRiUDms2vSpAkrr7wyG220URppCVk/W0X/lXqvqjxujTHGGGPKnSRJynIB1JPyxhhTQynHRscEyrVjYZadurqQbowxxpiawzPPPLPI988444yi1+I8LbBk45h4cRzgySefLNonzo0C2QVxccghh2S2zz///Mz21KlTi46Jc8lAyJuiheWGDRsW9clKJSuVbaqIc6xANp+KkP2okD1sTOPGjTPbce4YyC50iziPCwSRXExeeCDxmIjFByJe7C51DihO0pqvb5yvRUiIJiTii4nFHJAVIYCtWU3tx5Pypqzp06dP5n8p0dRAde7cGQhe5FLjtW/fHgiNkpLUSWUuz3CpyfK+3ueddx4QvMg7deoEwFlnnQWEjPUnnXQSEHzg1fDLa17KPXnYq77HHnssUKG4Hz9+POuvv37agdh8882B4Jcvdb/eV93btWsHwFtvvQUEhbpU4FKtSTGvhlXnVwOo19UJUKdCUQlS0EvRFyvwIHjF63zyTJc3vRrnWbNmpdeRwk1KdSnMdS7di/zolb1einR9LlKgt2rVKnPPEyZMAKBFixZA8KC/6667gBDpoHt86aWXgKDCa9asGRA851XfXr16ASGaQfeohG9SGirJ3Zdffsm4ceNSZX+nTp1SBaTqru+KFJDqJCsvgTHGGGOMyZKPijXGGGOMWdF4Ut4YY4wxxqwQYtsPJawWHTt2TMuyaYNgAQdZO5aNN944LWsRVsTKuv333z8tx3YksRIwVpzF+wM899xzaTm23NFCK8AFF1yQlqW+U0Lz+Hyxoi5WtGmxFsJCMxQn7Y6Pj61dJCaArBXNwixmAL799tu0HCv7hg4dmpbjz2T27NmZ42M7nPhziVVr8b1owRlgzpw5mXPFVjpKDA/Qtm3btKxFe4D33nsvc7xEE5B9RnGdf//736flWLGXt/WJkR0iVHyOc+bMYerUqeniPGSViHkFZ2wlZIwxxhhjTIwn5U2d4r777gPC4HGbbbYBwiBdA/8nnngCgNtvvx0IanEp7gcOHAgUh9xpsqFv376Z/eVFLgW2FPO33HILEJT28i7XRINU6w8++CAA//73v4GgPn///fc57bTTaN68eTrYlZpeqm0N6OW/LlW+QunkpSo1ue5VdVDonNTa8pTXZIo83+UPq8G0VOy6B10nf10p7zUhovNLpS4lvvyBhw0blirXVVcp0jX4Vp1176NGjcrck/ZXHaR413FSmyu6QAp7TQjI11aTAhroy1NYkyDyupcSXz78isDQBInu54YbbgCgS5cuQIVH7uzZs4siMQCOOuooIHyX5KMvFJ2hz0GRBsYYY4wxxhhjjDGmevGkvDHGGGOMMcYYY8wyUNdywlx//fVFr0lkJCQMWtRreQ/5ONG5OPfcczPbcQJtkfcrjxPEQ7BvjYmTf8fXmTlzJi+88AKPPvpokXf+iSeeWHSeOLqs1LXyycQBRo4cmdk+++yzi/aJE8hDcbL1fIQgFPvZ56PtoNiyS2I1kY+qg+JIuXyydQhCPZF/DnFEm8j74uevA8XfkXxEmoSFxtRWPClf5tS1DsKSosZISnc1pmuvvXbmf/mZH3300UDwnv/1r38NFDcSUtA/9NBDQPBzv+aaa4CgnFeH49BDDwVC2LbqJRW66qfzDBo0CIDjjjsOqPBnP/bYYxkxYgR/+9vfgNAYS10vlfWbb74JBD90dZwUQn7AAQcAIcnNbrvtBsALL7wAhA6F1OYKSVfYtjzjFTav6ACFvivBjhT7avAV3q8oAfnB65nMmDEj8/7qq6+eXkvfbTXo6gzo8xswYEDm+SmaQKpxhe5vtdVWAOy5555A6CjpmayxxhpA6AzJk17PVs/+3XffBUK4/XbbbZepl56hvkf6rPQs9fkrgmPddddls802S73yY9RR6969e9F7EHzqjamNJElyMnAy8POfXnoXuKhQKDz50/urAFcDvwRWBp4CTikUCp/99P7PgY8KhYIbwBqMIqxKceCBB6Zl/SZCdjCpvCz51yG0kxCi3yC0w5C1slHuGAiRSCK2eVE7kb9mPCGgqLgNN9yQefPmZQaiyhEDWWsWtSsQcoYADB48OFOX+FkszL4nru8mm2ySlhW9Var+sc2K2kyAjTbaaKHHK2oMQlsOIdINyLRf8WRMfhAd29yoHwJw+umnp+XYsiY/sRMnmIsH9WpvIZssLk4KeMcdd2TOpUiz/L3cddddjB07lsmTJ7PvvvtSCuWYMabccTttjDFmRZIkSVnmgSlOBW2MqTV4waW8KcdGx2TxZ7xQPgHOBToCnYDngUFJkkhCdS3wC+AwoCvQFBhQDfWsVPx9MMYYU0uok+20qRt4jG2MWVFYKW/qNHmle8+ePYHg/S2l3T333AOEcCkp12688UYgKNiVNG7atGkA9O/fH4BLLrkECIr5P/zhD0BQTmv7lFNOAYJ6UN7jUtZpv7vuuguo8CDfdNNNKRQKqbp73rx5ADz99NOZOkvhJpW+/O/1/ltvvZV5FlKqS/ku9b6U64oikPJdanIp9ORBLzX4pEmTgPBspZSXel3KNvm7S0X3s5/9DAgqvkKhjc09IgAAIABJREFUUOSfrud17LHHAsF7vVu3bkDwlH/77beBoILL++XrXqSIl3e/1JRSNcrbX375zZo1A0IHThNr2n/bbbfNPBspB6V4lF++EgjKo/6TTz5h2rRp6bNPkiT15JcqMlbxGVMuFAqFx3Iv/eknVd72SZJ8AvwGOLJQKDwPkCTJscDYJEm2LxQKI1ZwdY0xxtQyPOm2fLidNsYYY5afslfKJ0lycpIkbyVJ8t1P/4YnSbJf9P4qSZL8X5IkXyVJMjNJkoeTJNkgev/nSZJYumaMMaZS8YTAkpEkSf0kSX4JNAKGU6HKWwl4VvsUCoVxwGRgh5InqUX4e2GMMaY2UdfaaWNM7cB9alMbqAtKeYXWjQcS4GgqQus6FAqFd6kIrTuAitC6b4EbqQit26n06Uw5Iw9yqZHl+d6jRw+AVKG98847A/DPf/4TCArt2267DQhJYKRilrJeivmrrroKCP6mw4YNy+yv5DTDhw8H4NJLLwWCf7tU8a1bt+bVV1/lyy+/TH1f5d2uc02ePBkIynQlZlHyFanCpRaXKlvq86+//hoIPuzypNf7Us7nveEVBSAVuN6XWlzqcp1XinlFGay00kqZ45SEZpNNNknvRb69qvN//vMfIKjrFR3QpEmTTN30jOSnL1/2ESNGZJ6VEv7II1b3uvnmmwPB/17+v1LzS6GvesgDX89MHQRd73//+x8QohOUeGjXXXelWbNmaVRDoVBIoyfkZ6tjjSk3kiTZmorB/SrATODgQqHwXpIk7YE5hULhm9whnwE/AygUCh9T0ebnz7kGsO5Pm4WePXs2horfudjTO9p/YXVb4n2X5lwLFixg5syZJEmyVNdemn2WtZ6V9f6S7q+8KAB//vOf0wikOHGYoqAgtI86p9plCNFKUNHW6Vyxr7gi2yD8xoshQ4akZUVKQYheA7j22msz14CK9q9BgwY89dRT6XuvvfZaWt59993T8nPPPQdU/M4rlwtkPeEhRMNBaDchtHOQTdI2c+bMtKxINRFHWrVv3z4tq22D0D/JnwtCPhYI7SPAjz/+mJa33nrrtKx2HWDKlCmZc8V1ju/x73//e1qOk9zl6xJfU32D/Lliv/fY6159Aqj47my22WbptqL9kiThX//6F82bN+e8885LcwskSVKU3G5JWRa7qqU5Zkn2rYo6LM/7y/re8hz/zTfflEwuuCz3saSvLe78+fe0rXHIpEmTGidJ0pLQzn1VKBRmsIJZEe30IYccsh5U5I/SmCHat1SdFlXf5X59YfvOnz+fQqHA3Llzl6n9XtY2vyZNOmpctSji/B+QzQ0DIT9XzP7775/Zjn/jRT5PicbQQtHoMfnvk3KYrLbaamy33XacfvrptGrVKrOP8ojF5PPj5Nu3fCJVKE7+qrmBGI2hRT6vS76vAsXPL59QFrJtNxR/bvn6QzbvC2T7RSL/OSnHniiVHFh5+kScx2Zh5HO3aF7GrBgquw1f2rZw3rx5ab9rac5ZGddfVL3y6G98Sdrrsp+Ud2idKXfsQWyMKVPeB9oDawGHAvckSdJ1Oc95JfBbbWghVpOoeaq6s5d/f+7cubz11lvUq1evUjuPlXmO6mhzZLMGFYuV4phjjknL+YSovXr1qrTrx4liNUmbr1e8T57OnTsv9hpacDVLhuzmRLx4EX9HqoLtt98+s72oz74uUpWLgst6/kUdM3r06KU+Z1Uv2OZf07ZsEwcMGHADcEO0y81A8axj1VPl7fTDDz8MVCxoxguGUDPHQDX196Cq//aW9JgTTjghsy0hnCj1/I4++uiS54w//3hhF4otanfbbbei88YLxVDRphcKhdQudOedd84kMQe47rrrFnueOPE6ULJPl9+On5PeixePS23n71nXiokT2i+svvl7zG+XunapdnaVVVbJbOtZiligIPIT+aW+Y/n+XZ6TTz656Nj8MUOGDCk697L+ftSEBfWlPaaqFumrg1jcUl0sSbstG+Qlaa/LflI+JkmS+lQo4hcZWpckiULrPClfR1HDs99+FU5Hv/zlL4Hgo77hhhsCQRGvBvqVV14B4L///S8QvOaltNf5tFqvzqVW8zXAl4Jaimv5wwutyE+ZMoU99tiDHXbYgVNPPRWA8847Dwh+6V27VvSNtYrcsGHDzLm06i41tzoS06dPB4IyXp7zUiJIOfDee+8BQYEnJfzEiROBMFCWqk3nVz0+//xzIEyKtW7dOvP6xhtvnDn/7Nmz032lttdqqe5B6BrqXPz85z8HYK211gJCFIAUslIGKJpA3v1vvPFG5p6lzJdKUc9EvvmaLFDnRO/ffPPNAGy55ZaZ8+QVWlJsjhgxgu7duzN06ND0vWefrfi5Ouigg4DgwW9MuVEoFOYAkkONTJKkM3AG0A9omCTJ2jkV3gbAtMWc9gzgAirs++oddthhB/Xv3/+mLl26ZNTU1cXgwYPp0qVLZuK3NlMZiwQAZ511VlqOFXKxAixWOwP86le/SstqpyBENEF24j5WzMWqe8gq8mOl/DvvvJOW+/btW3SNzz//nPr166f5ZiCr6J49e3baiX/++efT19XXAIpUerFa7Ycffij5eqymi+8rP6hWew3Qrl27tKy2EbIKwLw6XW0ZhPwzkFUsxoq8eCIgryxUZNmi6hVHA+Tr8umnn6bl+Dvy1Vdfpd+v+Jo77rhjWlYeGqHoN4C1114783rz5s1555130j4WwBlnnMHSUhmTW5Wxb1VNxNUWBg0aRNeuXTNRJzUZ9V8PO+ywU/r37/8IsOCnf98t6riqYkW20127dl2qdroyFs+X5hzTpk1jwoQJ7LzzzpW+qF5ZbemKnLhb2H75Sfm8MvqCCy4oOuZ3v/tdZjtub4TGj0J54UTfvn2Lfss0xhVqO1ZZZRXatGnDmDFj0rGmuOOOO4quHUeEQRjDikaNGhUdE0dxQfFkOmTbYihu90rlFctfK9+fgTAeFnHbChTdMxSr9N99992izzhuV6FYgR/35UQ+8iAf0VcoFDj//POLjovJf6cAbr/99rT84osv0qFDh/Tcy9OmVXXbvSzHVUY7XlkROZW9aJ5/b8iQIbRp0yaNnKyMBfLliUxeFG+++SawZO11nZiUr4rQutpCbVnxMsYUU84DYWOWgXrAysBIYC6wJ/AwQJIkWwAtqGjrF0qhUPgRSH1q+vTp8+0idjfLSWUNKOKQ5512Cu6CsTo6r6STnVn+/FqohmAZA9lJ/byi7vDDD0/LAwcOTMv77LNPWo5Dz5Wcfccdd+SHH37g4osvTt+TbR1kB6xapIWwKA7FIfnxZEQ8II8XDmK1WmwrI0GBiG1XZJ+Wv0Y8eM8vFsWWT/GAXROHeeJFgfzAO16IiJXo8WJ7vAiRn2iIJ0Fim5v4Wcah/vHiSh4lg4ewKA8V38N69eqx2mqrZSY+8qpDY6qa5s2bf1soFGqif2GNaaeXJWpheWjQoAFJkvj3YDHkJ5rz7Uqp9iN/TKlFtLzAKV5QhWxbKPIT49pHArIZM2YUTSwrWiUmXlSG4kXnUvY1+fOWUqcvzr6m1DH55ye1bky+/V3cOSDblkJpi5v8okH+M4kXsxd23rzaHoq/I3lkfbuoY9Zaa62SizmmdpEkCQ0aNKhVv7NL0l7XiUl5qia0rsjz7oQTTtgeKtTSeW/aFe1LK77//nvGjBlTMrypKn1plyd0dUn3Wdp9l2W/v/71r5n31Pip0ZGnvDzgv/jiCwqFQjogvPLKK4HQ+F144YUAvPzyywC0bds2c52rr74aCINrDUClsJbCTivRCxYsYM0116RRo0ZcccUVAPTs2RMIynM1mnnVtjzJ5RerDogGmvqxk2JNg1TVQYNrKRPU0EmVJ9W/vnvq+Gg/dSx0L3qmUrfr/GpUt9lmG0RcLnWNfGct//1XB0CDfT2b7bbbDggDenWY5C+r74Y6h23atEmvmyQJ11xzDRCiEqR8lKfYAw88AISwKyng9ayltJRX7fTp0/n+++9Ti4Y4XCuvGnjttdcqbRGuKkLsKnu/Jdm3Jvraxq//8MMP1KtXj6lTp1aK9cnSXHtx+0otVF2+tUmS9AWepCIp3BrAkcBuwD6FQuHbJEnuBK5JkuRrKhQHNwDDbTtnjDHGVD1up82yEEeOQbHaO28PBiGCfFHkbVDy46Sbbrqp6Jj8pLf6vhq3r7rqqkUTzflJZIC77747sx2rtKG0Cj4/Yb0keS3yz6qU/74izEWXLl2K9okXrqE40jAfVQ/FnvKxfZ/I++TnPfv79OlTdIzyvYm8XzyEnHxCDgYivwBjypdyFSzWiUn5Kgqtg5znnX6A27RpUzRpuKJ9acWoUaNo0aLFQlVLy3qtZa1PZRy7NPss6zEL20+T5VJkaeVbjZveV0i3JrDz+2kFXZ+LQt2V7EQNvv5fY401gNC4qQGbNGkSc+fOZd68eWmD2rhxYwqFQtq463XV4bPPPiNJknSyWwtIUsxpFVsT1Xpfk+lqcDWJr+N0fk1Y6311bDTBrXtWglJNSCt5lRYFNMGuCXVdN0mSIsWEOg/5a+TfF7q2nmPe9kZhfLo3dcjUEHz++ecUCoV04SBvn6Nnq3B6fY7qlOl91UPPVveles2cOZNGjRoVvb4kVHWoXFXuu6T7V2Uo3orwtZ0wYQKrrLIKzZs3r9TF2MoID9TffzX61q4P/AvYkIok7G9RMdDXaO4sKkIAH6ZClffUCqqXMcYYY9xOG2OMMctNnZiUL8Fyh9b9REnPu7XWWqtkeE510KBBAxo3bly0ImqWDSUSkQL+L3/5CxA8o+QV3717d6B4FfmGGyrmtjTJq9D73r17A3DrrbcCpKp3cfDBBwNBIS6Ffrdu3ZgyZQrz589PQ+7++Mc/AsF/T556CvnXxLAStGjCWop4LSgozP3FF18EgqpfE8qaKJ48eTIQJow1ia6FDU26a8JaIWaKOtB5tK1FBHkMalvevRMnTkztB3TPWiGXQl7XVlSA7k2T7VoUkVpf11Y0gBZdlDVeCnqF1yv6QAsHelYKX5QfrZTt+h6MGTMGgKOOOipTH+Ui6NixIwB//vOfATjzzDNp0qQJ//rXv4CKhYnYBsHUbj799FNWXXXVooSFNQEtslWXb22hUPjNYt6fDfzup39lQz4plilGkWZ58u2tIpkg5HmBrPd77AMbK7GGDBmSOVecUDb2RI3Dt5XPBcICe8OGDVmwYEGapwRC7pH8MfHr8UJx7MkOWQuXmNiXN65XbIuTD32PPXhj9V8cXRZfLx8qH9sBxKH4sU1NbH8TJ1TO2/LE1jrKSQOh3YSsdVBsAwRZK54XXnghLccWR3F9FS0IxQnhFhbifvjhhzN27NgilZ6pvSRJYqvPZaSuttOm/HE/zBizIin7SfmqDK2zN60xxphypgb71hpjjDHG1Ai8uGOMMWZZKPtJeRxaZ6qAs88+O/O/7GXGjh0LwBNPPAEEX7QjjjgCCKrxHj16AEHZpczjUtdJcS+122OPPQbA7rvvDgS1euvWrfniiy/45ptvuOuuu4Cgspa6TIozWenIMkXqXCny5EEnheDxxx8PBJW4FPZSuqvuUofL7kJKPKnu2rVrB4TEONpPnVcp7+TrpygCHa/zyZJmr732Su9FFj1SwkntJuscqfeljpP9j5SHw4dXBMQoAkH33rRpUyAk95NaX9ECuq6seVQfnU85BkaPHk2MnoXOJ8W+lP56pq+//jpQobSfOnVq6mkfKw6NMcYYY4wxxhizcLxoZmoyZT8p79A6Y0xtxR0IY4xZMvLJwWTZBnDGGWekZS0M54+JE5DddtttmXPFloSyJ4NscrH4+HvvvReoWLCfPn06rVq1St/r0KFDWr7lllvS8m9/m6YoWmT+kDiRWt4CplQdtfgLwTKt1PGxzY0W0SFrZRPbv0DWMkaL2fk6Pv3002lZwgQoXmSWRR1kLWfic8UJ6/K5Y/JJ6EScpC+274mPV3L2UscYY8ySYtuTpUc2qEIWsDF77LFHZruUjZuEUeLhhx/ObF9++eVFx8RtMIS2b8aMGQwdOpTLL7+86Nr33HNP0XliazbIWt5BEOfFxPZxUPwcAJ566qnMdmzLB3DAAQcUHZNPtipb2hiJv0TczkO2nyTifgFk7f9E/jOQEFCU6rPE/QIoTkILQXAoevbsmdnOJ+w1prZR9pPyxqwINFA99NBDgZDgU37uDzzwQGZ/KeKlQj/99NMBUu9wNeZSSEuRL5/UAw88EKjwqx0zZgzjxo1Lvd+ff/55IKjq5dO65557AkEtroZe+8lHfb/99gOC2lyNuwbfUodLLS7vVSnbta1GVg29Ji/yqnRlkpcffD6xrAbuw4YNAyoG3lLtq1MmRbomHHSsGn+dW/civ1u9Lo9iXUvvjxw5EgjRBPLMHTBgAEDqba/BvZ7lNddcA8A555wDhMl1XU+5A/LIp1af86uvvsp6663HHXfcAWQnWowxxhhjjDHGGGPKnXLNA1OvuitgqhYnjTPGGGOMqR7KcfBQV3F/2hhjjDHGVCZWyhtTiTz00EMAvP/++wBcd911AFx77bVAsSJe4fUK1dPxd999NxDC1BTiJo9zqc432GAD5s+fz7x581Jvd4XI/eY3Fc5N119/PRBU2gplV6i3VN1S9UsVLuW8FPNS/3fu3BkIqu1nnqlIz6Cwu2bNmgGw+eabAyF0TYp9Kee//vprIHjUv/3225n9VA/Vd//99wcqvPKl9le4veoktf4bb7yR2d5oo42AEI4nZb2eo17XeVW3Ro0aZfbX+RSp0L59+0zd8yHvV1xxBQAnnHACkA31L0U+fFBceumlizzO1E7KdbXfLDteSK88FAGVJw4Zv/DCC9Oy2kKAxx9/PHOMcp8AfPjhh2k5/m1WGwUh4myjjTZi3XXXzYTaK5ILsiHZsUXOt99+m5ZjyxXIhpUrnwnABRdckJbPP//8tByHsivCTWy77bZpWe0dhPwnENo9KLaIiesZh6XH54otfuJ7z9cl/lzUZkPoIwAMHDgwLe+9996Z4+McLrGVwJprrpmW582bl5bffffdtLzPPvtkzhXX35Q3boeNMcYYU514Ut4YY4wxxhhjjDHGVBv5RfFSnHfeeUWv/eUvf8lsX3TRRZntUoKHfffdN7PdsWNHoMIO9fjjj6djx46pZaqIc5uI7bffPrMd51gBaNmyZdExI0aMyGzHi9Yin19mnXXWyWzn6wbZRW0IgrOYqVOnZrbz/vYS4sXk/exLXTu/wLnrrrtmtm+66aaiY/Lssssui91HNrLioIMOKton/rzz+xtT0/CkvDFVwBZbbAHAzTffDMDgwYMBuOSSS4DQyErJ99e//hUIHun9+vUDgke6FPSXXXYZEJLMdO3alb59+9KsWbO0QZJa+4knngCCalxJXY466iggKOAPPvhgICjQ5I+uTocUY1LGSxWuBlw+7FLWSdUmZaHOJ8X8BhtsAISGWslZdD0p43VeKfClXh8/fjxt27YFgue+/Ol1jU6dOgHw1VdfAaHTJS93KdzlEa9kNaNGjQIqkvNB+DykFGzYsCEQ1InKJSDloq6vDsXGG2+cuUcpCZV0UB0wfa6x6tEYY4wxNQurqo0xxhhjTGXhSXljjDHGGFMnGDt2bFrWgizAc889l5aVWFzEE7GxZc3VV1+dlrUQDsEObrXVViNJkozya+jQoSWPiZVqWtCFrH0MhEVeyFrD3HvvvWlZi9kQbN6gWGUXW/HEyj4loYdgZQdZGx/IWu7EqrTYJkbJ2wEmTJiQlmW5J+L7iq3gYvseWftBEDMIiSEAOnTokJZjW534ucafoxLfG2PMsmL7OWOMMcuCJ+XrAO4gVD9Sanfr1g2AXr16AcED9Y477gCCD+w222wDBP/Wc889FwiKavnEr7zyyvTv359vvvkmVX0/++yzQFC261q77747ENThUoNrUH/ssccCsOeeewJBIS+lvdTgGmzLD1aDennIS00ulbl81OU1r8G23te2JhG22morIIT1tWjRAggTKTvttBNTpkzJ1O29995L34PiSYyrrroq80w0waJoAU1maFC/YMECIOQGkO/unXfeCYTP8aOPPso8ix49egBwyy23ZF7XpMjll18OhGgFRRHoc1eIoXIH9OnTB2OMMcYYY4wxKwZHRRlT8yjXPDCelC9zyvFLa4wx5YAXTI0xxhhjjFly+vbtW/Ra3q9clrFC9qsxskMVJ510ElAhTKtfvz6dO3cu8luXNWrMfffdl9k+8MADM9vDhw8vOkaWpyKfSB2KfdzjxOVQehwhMZyQCC9GIjaR94fPe9lDNpoN4IADDijaJ45EhGzUHgRRW8zTTz+d2S7lZ784HnnkkUW+P2jQoKU+pzErEk/KG7MCUaMnhfWvfvUrICilFcouBb0aL4WIH3/88UBoLFu0aMFaa61FkiRpQ/2HP/wBCGHiCqNXY69zqy7yblejqGQ08lcX6hhIPS6V+eqrrw4ENbmU+p07d85c59tvv80cJxW57m3DDTcEKsL9dW/x67E3vXzp5cEuf/p33nkHCJ0Nqf11LXWApM5XnaSg17PQPeiedbwiGFq1agVUePpD8PhXo68OkHz888jz/p///Gfm9T/+8Y9AcQIeU7544dTEOPzdGGOMMcYYY+oGnpQ3xhhjjDF1jlg516BB6BJfe+21mf3iBVQtogPsv//+aVk2dBAWlTfbbDNmzZqVLlpDVh2nRXMIi8iQVeLFvu2QVaJpgR+C7Vr+XmKvdS1ci1hBp0Xq/PGxeu+DDz7IHB8vIK288sppWQvXAP3790/LH3/8cVo+7LDDMueKFyjj+9KiOMB1111X8hqQ9cSPlYI9e/Ysed74vuLP1NQtyjUU3hiz7FgcYYxZkXhS3phqYOTIkZlteaBLAX/QQQcBQb2uZHQ777wzAOuttx5QMcDce++9adq0KaeddhoQkpp17Ngxcy11MOTZPmPGDABeeeUVAF5++WUgJEjbcsstAfj666+BoC7PK98V1jdmzJjMcW+++SYQJgqkdJeXvLY1YbDSSisBQSmv/xUup/q1bNkyVbbLz14J43RPSgwnxbl87nWckA++6jp+/Hgg+Oc//vjjAOy2226Ze9d+CpWUB7wG/7q3hVEq9BGC57x49dVXF3keY4wxNRcP7I0xxhhjjDELo97idzHGGGOMMcYYY4wxpfBCrDHGmKXFSnljagDrrLMOEEKu5aMutfvf/vY3ICixd9llFwC+//57LrvsMj7++GMeffRRIKjr5f3eq1cvIKi/daz866VQlwe8ri1lvJTuUuCrwzlixAgA9tprLyCo1BWeLk/75s2bA0Gl/vnnnwMhvF9qd0UDqN46Ts9A511zzTVTJbwiBt54443Mc1Toff369YGgutdxusc5c+YAFRYDAO+99x4A7dq1A0Jkgp6dogNkJ6BEPo899hgQFPXyzT/44IMz78+bNw+AKVOmYIwxpuag3+dSqB2FENkGcOqpp6blOOmZoqXmzJnD7Nmz0/YS4KqrrkrLDz30UFqOI6hi+5V80jZFswGZ88aJ5OJ94uRs+YRvyqOSv47aVKjoZwi1hSK2uYntb5TnBUIkG2SfcXwswJAhQ9Ky2k7I3qPadAh9DjFx4sS0HCfvi62D1M+A0F4bY0xlYBuk6uWUU07JbMftCBQnHYWQF03ccsstQMWY96WXXuKWW27hxBNPzOxTKhHpn//858y2xuRi7733LjpGY06h8W7MgAEDFnmeffbZZ7Hn7d69e9E+/fr1y2znI7y//PLLomO++OKLzPb9999ftE9swwfZfgFA7969i4458sgjM9uKbo/Jf7b5pL6m7lCulnNWypc5ThpnjDHGGGOMMcYYY4wxNQcr5Y2pQZx77rkAXHHFFUBQlV155ZVA8Dh/6aWXALjttttYd911mTdvXqoIkKd73759gbDKvueeewJBjSe1t1bdpUTXSrhUaFKR6/1Zs2YBQXGvJGw6n1Toa665JhBUalLeKRmcvOp33HFHIKgMFBUwbtw4ICjn42d09913A2E1XXVSEjqp+fIJ8pTkrVOnTgCMGjUKCEp6ecYPGjQICOp+Kd/1LKQg0DPViq2iC6SieP311wHYYYcdgJAUME4wtzjKcTXYBPz5GmOMMcYYY0zlY4Gqqel4Ut4YY4wxpgbgRZqayYMPPpiWldgb4IEHHkjLWhCHYLkyatQoVl111UwYvRaHISw+A3Tt2jUt9+/fPy23atUqU5c4hHyTTTZJy7J8g6xNS2zzIms2IQs3yNryxCH9sf3M2muvnTlelnAQkrgDPPvss2n5kEMOScvPP/98Wh47dmzmXN26dUvLStIOsOqqq6ZlJYaHYMFXivhZSMwAWYuBF154YaHHm7qFf3eNMcYYU114Ut6YGsg555yT2dagWINTDbhvvPFGXnzxRcaNG5cOzqXWvuiii4Aw8JTPW+vWrYHgv3711VcDwUdPkwEaYEslLr+5YcOGAWFwLG94ecVLBb755psDYXCdV9Br0K/B+1tvvZW5R0085CcB/vSnP7HuuusCQRGvOuoamlzQNaSYlzeu7qF9+/aZ7d133x0IEw0a2OuZaqV9jz32AIJ/vyYaTjvtNCD49P/iF78AgtevjtckxSOPPALAQQcdhKl7WLlhSuHvhTHGGGPMsjNw4MDF7qPxnNA4rlGjRnTu3JnTTjuNF198MbNPnItFKDJ6YeeNF6TFNttsk9mOc6YIRWiL8ePHZ7aV2yxGY1Zx8sknF+2TH3cOHjw4s625ghjNG4hSnvKxOAFg++23z2znF+NLneeYY44p2icWMywrXnw1NRl7yhtjTA3Fk3PGGGOMMVWD+1nGGGOMqU6slDemFjBt2jQgrCbfeuutAIwcOZJp06YxYcKE1LN9p512AqBnz54AnH766UBQZ997770AnHnmmUBQoku1rZBwhXn/97//BYLqXCvNOv/EiRMB2GCDDYCgHv8FBhCUAAAgAElEQVTjH/8IhPD+fIb4SZMmAUFxMGHCBCCsxCtju5T1UhSMHz+eDz/8MHPs3LlzAdh4442B4F+ve5P1QJs2bQDYbrvtMnWQN70U7fKo//HHH4GgpG/bti0QogIUDSBuuOGGzLY85IVX6Y0xpnbTr1+/tByr4WKbmO7duwOw6667MnPmzIw6THlVIKtW++6779LyZ599lpbzbafaRAj5SwDWWGONtPy///0vLasdA5gyZUrmXPF+b7/9dlqO857ESr28sk8RdHmUawYWbjOjdlwotwtk7zEmttg59dRTM+/deOONabmUkjGPIuOMMaYyKBQKXuQxxpgqphznU6yUL3PK8UtrjDHGGGPMisQTbsYYY4wxpjKxUt6YWsSRRx6Z+f/GG2+kVatWLFiwIFV9vfzyy0AYPOp1JYs77LDDABg9ejQAH3/8MRBU5kpIJ+X83nvvDQSlvN6XP7vOI295nX/o0KFAUOhLFad61atXsSYo1aE871555RUgqNLllS/lfL169VJlu84hz/0hQ4YApJ7zujdtaz+p7ebNmwcEhaHqqGR4uqY8+9555x0AevToAQRPe3nPf/LJJxhjjDHC4ghjjDHGGGOWj3IVR3hSvg5Qrl9eY4wxxpjqolTyNgg2cj/++COzZ89ml112Sd+LLW9imxUtKkM2eVs+aZsSmkPWWubNN99My7FdTnzt/MLxBx98kJbjJHNacIaQLB7C4ruQtR5kLW+U4B1gwYIFlKJDhw6Z7dg+J66LEttDdoFDtnWid+/eaVkJ440xxpiFkW/DJXqbO3cuCxYs4KuvvipKtlqKxx57LLN99NFHZ7YPP/zwomPyyVZfeumlon1kDSs6d+6c2c4nmIXQ/xDbbrtt0T4S2okxY8ZktvP2qxAsYMXFF19ctM+4ceMy2/k5qFKJafPcfffdi93HmHLDk/LG1GK23nprGjRowBZbbME111wDFHup7rbbbkAYsEuBrsGtPOGV2VwD5T333BMIg2N5vKrBlf+rvOUnT54MhIZcvrnyX1enRvXQ4F7XeeaZZ4DQedAAPz+J0K1bN+68804gKNmVjV5KeCng9SzUqdE51fnYYostgOCrq2gBKfH1jPRsNLmhe9Mzka9vy5YtgaDuz3vmGhOTJIlVtKYIL6QbU3Pxb3Z54d9bY0we/y4YY1Yk9pQ3xhhjjKkBeMKvvPDA3piaj393jTHGGFNdWClvTC3nwAMPpGnTpvz+978HQtiaFPG33HILENTcCqmbP38+AAcccABAqj6XKrxp06ZAULR/8cUXQEU4PgS1+DfffAMEhb1CynWclPZvvfUWEAY/sUc8hHB51VN06dIFCKH9zz//fKpoX2+99QBYaaWVMtdWXdu3bw8Eb/nvvvsus3/fvn0BOOOMM4CgfJ89e3bmGcinX3XXM1R0QD48X57zTZo0wRhjjDHGGFO+FAoFL8QaY4xZajwpb4wxxhhjTCWhhdw333yTRo0aZazMtKANYXEc4NVXX03L5557blqOfdsh6xcfTwApoTlkPeFjT/a8J7ys3iAkQIdg6QZhcRvCor2QVRuEBfr8MTNmzEjL//znP9PyCSecsNC66Pnl2WGHHdLyrbfeWnIfKParN8YYYxbH/fffD1SIuF566aV0O+bYY48teq1fv36Z7XvuuSezLdFXTD73Sdzuii233DKz/cgjj2S24/Zd5CN/JEyLiXPTQLCiFe3atSs6Ji9Ak0gv5rjjjltkXfL3Y4ypwJPyxpQZGsxef/31QBj0S12uQbReHzZsGBAGu3369AGCYl2D/k6dOgFhsC+V+muvvQYE9bm849977z0g+LoroZw6JhrAr7POOgC0bt0aCD7sUtZL3a7rffTRR2ndpYjXZMRXX30FwJw5cwB46KGHgOA1/8MPPwBBfd+rVy8gdD7uvffezDNo3LgxkE2UB6GzpU6MfPSfeOIJAAYNGoQxxhhjjDHGGGOMWT7KNR+bPeXLHIfSGWOMMcYYY4wxxhhjTM3BSnljyhT5pN93331AUL5vt912ADz66KNAUI9LKf/5558DIfxcq5FSyO+xxx4AjBo1CghKdinfO3fuDATFvBTuQ4cOBYK6vWXLlgCsvvrqQAiLU/3ef/99IPi7S1F/7rnn8oc//AGANdZYAwhe8muvvTYQ1PYK1dd+EydOBOC2224DYNNNNwWCyl/PYMSIEQB069YNgPXXXx+AnXfeGQjRBQMGDMjcszFLQ7mu9htjsqitADjyyCPT8lZbbZWWTz/99LT8j3/8Iy03b948cy61WwCffPJJWp4wYUJaVm4ZyNrKrLXWWplzxb8/cSh9bLETXz+2ooGstc6sWbPSchzmHpfjsH9Fw4nYciYO9VcfI3+9RaH+iTHGGGOMMTUZT8obY4wxxtQAHN1mjDErDi+OG2OWhjg3irjhhhsy21dccUVmO15cXhil+n6ynhX536onn3yy6BiJ7kQpr/px48ZltmXDKuIcNyIWAQBcddVVRfuceeaZme28533Tpk2LjjHGeFLemLLn9ddfz2yfddZZAOy5555AaCB33HFHADp27AjAlClTgOAlf8oppwAwcOBAAJo1awYEdZ3UdGq0mzRpAgTlu1Tnqo9Ufd27dwfg66+/BoKqTj7wkydPBkJymx9++CHt3CgxXMOGDTN1lzq/fv36QOjUqM7yr9e2POmlzt9iiy0y19Z55C2v/1966aXMvRpjjDHGGGPqFl7cMcYYsyx4Ut6YWow7gMYYY0zt4f777y/5+tNPP52WTzjhhLS84YYbZvYbMmRIWt53333TsuzXAIYPH56Wu3btmpa18CxkCwdhkRngl7/8ZVqObXFiWxkI9neQVQJ+9tlnJa+pRX4I1nUittmJrXy0oA/QqFGjtBzfFwSLPGOMMcYY4QhUU9PxpLwxdYxrr70WgKOPPhoICviXX34ZgFtuuQWo8G4HuPDCCwF47rnngOBnK392+bhLfd62bVsgTCTIE16D9M033xwoVptrEmDOnDkAPPPMMwD07NkzU4+zzz47VaY3aFDxEyaV/WOPPQYEZby84MeOHQvA/PnzgeAhL+95edLrGeiZvPLKK5n3+/btC8BJJ50EBG9gKfWNMcYYY4wxdQ9P/pUP/iyNMSuKetVdAWOMMcYYY4wxxhhjjDEmT7nmgbFSvsxx0jizMO655x4gKAEOOuggIISn33HHHQBMmjSp5H5SxEvZPnjwYCD4scunXeHte+yxBwDPP/985jo63wYbbADAjBkzgKCclxr+V7/6FQA9evRI/e6nT58OBLW9wvdVVynYV155ZSD41d93330A9OrVC4BRo0YB0K9fPwBuuummzLOSWl8omkAo6sCYpSFJkvQ7aYyp28Q2LYoUA9hmm20y+x1++OElj49/Sw477LC0/M4776Rl5UcR2267bVo+6qij0vJ//vOfktfPJ6uL7Wvee++9tKz+AWQTu8WWM/kkceoj5Ov89ttvp+U+ffqk5fHjx2OMMcZUNks76XfaaadltmM7Oci26SJu8xZ2zXz7n0/8mk+kCsWJXo877riifTQuFsOGDctsx32AhRHb54nYBq8UijCvDspxIteUD1bKG1PL8aJL+eLP1pi6hRfSjTFmxVGuqjtjjDHG1A6slDemjpMfjBxxxBEATJ48GQir8Npv//33z7y/sPNoYqlVq1YAfPDBBwB89NFHAPTu3RsIq/GHHHIIAOuttx4AW221FQBjxowBoHPnzgC8+eabtGjRAgiqetVR3vLyuZeSbuTIkUDxqr6iAFZddVUA/v3vfwPFSkQp89u0aQPAu+++m3lfUQfGGGOMMcYYY4wxxiwOT8obYzI88MADAPz2t78Fiu1knn32WSDY1ii0ToleFVqnSfqLLroIgNtvvx0oTr4qe5pvv/0WgJYtWwJhMv7jjz8GQsLYVVddlalTpwJw6qmnAvD3v/8dgMaNGwMhxF7n2HXXXQH49NNPAdhvv/0AWGWVVYCQ+HX11VcHYLPNNgPCZP8bb7wBwAknnLCwx2aMMcZUCldeeeVC31OydYBNNtkkLav9g2DJBrDGGmuk5Y022ihzLrXveS644IK0/NVXX6VlJVkvdT5Z0gEMHz48Lcf2NUOHDi15PQjWdhCSree55pprFnq8McYYY4wxtQ1PyhtjTA3GYdXGGGOMMcbUbGw/ZyC7ML0wTj/99Mz2+eefX7TP999/n9lWtLm4+OKLi445++yzM9t33XVX0T7xgj4Uf28/+eSTomOaN2+e2ZaIbmm4//77l/oYY2LK9TfWk/LGmJLceuutmW2p8Pbaay8gWLzox1Gqc+0npZuSpv71r38F4OCDDwbglVdeAeD4448H4IorrgDgjDPOACpsagDWWmstIFjIjB8/Pr2m7GeaNWsGBMubgQMHAkHprmOlmL/++uuB0HFR50MT4LK9kQrwF7/4BRDscYwxxhhjjDEGLKIxxpgVQTn+1npSvsxx0jhjjKm5lGPHwhhTdUyYMCEt77DDDml5ww03TMuXXXZZWj700EPTcvv27TPnmjlzZlpesGBBWn799dfTcs+ePdOyLOCErOIgLH5DyL8CsMUWW6Tljh07puWjjz46cy5Z1AGMHj2amop/s40xxhhjTGXhSXljzBIhlfhxxx0HwOeffw5Ap06dgBBip4G2wuWOPPJIAP7yl78AMGLECCAo5t966y0g+Lw/+eSTAPTq1QsIkwarrbZaWhcNiuX9/uOPPwLwxBNPZOrWrVs3IPjmNmzYMHNPed/evI+tJhmkrB82bBjGGFOVeCG9fPAErjE1H/+dGmOMMaa6qFfdFTDGGGPqIp58NcYYY4wxxhhj6iZWyhtjlgop4K+99loA+vXrB8Dqq68OwN577535v0ePHgDcc889QFCtS93+9NNPA8EPfpdddgFCQpkGDSp+puTvvvvuuzNkyBAgqOs/++wzICjhNdkp9ZO85eUdv8022wAwZsyYzL1JtZ9HPvf63xhjKhurNY2p2XghtfzwZ2qMqQ7+8Y9/ZLZPPvnkon322WefzPa+++6b2R48eHDRMRdeeGFm+9e//nXRPmuuuWZmu0WLFpntUjnUFI0uTjrppKJ9jDHLhifljTHGGGOMqWUMHz48LZ9zzjlpWZZrkB1I573aW7dunZbXX3/9tPzoo4+m5XjQv6gJzPj4/v37p+VLL700LWsBHeDee+/NHB/742+yySYLvY4xxtRUvMhjjDFVR7n+xnpS3hizTJx11lmZ/0888UQA9thjDwCef/55AAYNGgQEBfz06dMB6Ny5MxDU7Upet9tuuwFh8L7SSisBwYu+RYsW6Yr++PHjAWjWrBkAI0eOBILXfPfu3TPbOsfmm28OwOGHHw4EVYHU+ddddx0AZ5555tI8EmOMMSZDuQ4gjDHGBBztZowxVU85/tbaU77MKccvrTHGGGOMMcYYY4wxxtRWrJQ3xlQKt912GxDC4aVw79SpExDC7MeNGwcEf3a9/8YbbwCkfvFStyuMvWvXrgC0bNmSG2+8EQg+9E2bNgWgb9++AOy5554ArLbaagC8++67AHz00UdACJN/6qmngKDu/+GHHzL/WylvjDGmNnDFFVeUfL1Lly4lywBNmjRJy7GHrNrl/DF5oUdsf1OvXtD5qG0GuO+++9Jyz549F1r/2IrHGGOMqUvcfPPNRa/dfffdmW3lbxO//OUvi475z3/+k9kuFa234YYbZrZ32mmnzHa7du0We96pU6cW7dOhQ4ei14wxi8dK+TqAQ6eNMabmkSSJo5mMMcYYY4wxxpg6iJXyxphKZezYsUDwjJf/uxR1ev/pp58G4JBDDgGKveTlFy/2228/oEL1np/IlHf8M888A8Daa68NwIABA0rWca+99spsy/9+9913B2Drrbde3G0aY0yV4IV0Y4xZMXhx3Bhjyhv3q01Nx5PyxhhjjDHVjCeGTFXw6quvpuX7778/897FF19c8hgtngOsv/76aXmjjTbK7BcPdOfPn5+We/funZYffvjhtNy2bdslrbYxxhhTbXgi1xizovCkvDGmSnj99dcz21Kfa1D/i1/8AoCGDRsCMHToUCD4w+v9xx57DAgTVqussgpHHHEEAA888AAAjz/+OBD8auW5t/feewNBQS9WXnnlknV+4YUXluYWjTHGGGOMMXWcQqHgiVxTqRxzzDGLfP+oo44qeu3oo4/ObC+J4EPR6Ivi0ksvXew+xqwIylHEZE95Y4wxxhhjjDHGGGNMWVGOE7mmfLBS3hizQnj77beBEA64yy67ADBt2jSguLE8+OCDgeBNP336dKAiRF5K+C233BKAli1bAjB79uzMuVq1agVAr169AHjwwQcB+NnPflZ5N1aFWHFjjDGmsjjyyCMz28r5AnDCCSek5bjtidtmtcdi3LhxJc/Vr1+/tLzpppum5WbNmqXl/fffP3OuJ554YvE3YIwxxlQxnsA1pmZSrnMjVsobU8sp1x8nY4wxxhhjjDHGGGPKESvlyxz725maRl59IE95qd0nTZoEwMCBA4Gw6CAv+h9//JGPPvooc46OHTsCISGdFPNTp04FoF27dkBIMrfVVlsBcPzxx1fKPVUlVmuUL0mS+PM1xhhjqgm3w8YYY4ypTjwpb0wtxgMJY4wpD/R77oV0s6LYeeed0/LYsWPT8oYbbpiWO3TokJZHjRq1ROdVYncI1nUQkrEDzJgxY+kqa4wxxpiUe++9t+i1nXbaKbOdt4oDePLJJzPbBx10UGa7VD/Ucw7GVB2elDfGVCtz5swBYL311gNgk002AeDDDz8EiieqDjjggHSSQBMEI0eOLHluZaVXxnj9L7/6Hj16ADBo0KDKuh1jjDHGGGNMHcKTlsYYY5YFe8obY4wxxhhjjDHGGGOMMSsIK+WNMTWCL774AgiK+K5duwLw4osvAlkFSuvWrQFo0aIFAJMnTy55zlmzZpV8XX71xhhjjMnyv//9Ly2rLYaQ+0XE1jaPPPJIWv7yyy9LnnfAgAGVVUVjjKlx2H7OGGOqjnLNA+NJ+TLHiV6NMaZmUq4dC2OMMcYYY8yK5eWXX17sPttvv31me80118xsb7nllpVaJ2PMovGkvDGmRpGfpGzUqBEAvXv3BuC+++5L1XpNmzYFgh/9OeecA8DZZ58NwPvvv1/1FTbGGGNM2WORS/nhz9QYY4wx1Yk95Y0xxhhjqpl8UmtjjDFVjyPWjDHGGFNdWClvjKnRyBf+5JNPBqBLly589913AAwePDizr5TzF154IQA9evRYQbU0xhhjyo+hQ4cu9L327dun5QMPPDAtK99LOeIJXGOMMcYYU1lYKW+MMcYYY0wV4MgHY4wxxhhjTCmslDfG1ApuvvnmtNyrV6+S+3z66acArLPOOgBMmzat6itmjDHGGGOMqbMUCgUvwppawYgRIzLbRxxxRGZ7gw02WJHVMWaJSZKkLCMWPSlvjDHGGGOMWSpGjx6dltu2bZuW11133eqojjHGGGOMMbUKT8qXOV61N+XIgw8+uMj3p0+fvoJqYszyUY6r/caYCvz3bUzNx3+nxhhjjKkuPClficycObMhwNixY6u7KikffvghTZo0YdVVV63uqpgq4IMPPmDu3LmpbYspL8aNG8fqq6/OjBkzqrsqpgqYNGkS33//fY1cOFU7pnatXKlJ7fa8efP48MMPGT16NA0auHtWDtSl3/AffvghLcf3++abb1ZHdaqE6dOnM378eEcClBHjx48HoHHjxtVckyWjrrTNMTWpnV4UU6ZM4bvvvqN+/frVXRWznMyYMYMJEyaUVfu1KL7++uvMdqk+S21+FhMmTGCttdaiUaNG1V0Vs5y8//77fPHFF7VCgLk07bVHfZXI0KFDVwPo3bt3dVfFGGOMWW5GjBixRnXXoSpxu21M1dKxY8fqroIxZUe5t80xbqeNqX7clhuzbCxJe504ZK/ySJJk3c033/zwrl27fr/66qvPqe76AEyaNKnxgAEDbjjssMNOad68+bfVXR9TufjzLW8mT568zsMPP3zjIYcccmqLFi1q/pKwWSpq8uc7c+bMhiNGjFjj7bffvr9QKHxV3fWpKmpau+3f9PLCn2d5UZN/s82yUds+07rSNsfUtHZ6Yfj3vnzwZ1le1LbfebNwatNnuTTttSfly5wkSVoCHwNNC4XC/6q5OqaSSZJkI2Ay/nzLkiRJmgGfAM0LhcLU6q6PqVyiz7dFoVCYUt31MdWP2+zywm10eeE2ufxwO2wqC7ff5YPb7vLCbXf5UK5tdr3qroCpcmRWvKBaa2GMMSaPfpfdFhvhNtsYY1YcbodNZeH22xhjqpaybLPL6maMMcYYY4wxxhhjjDHGmJqMJ+XLn6+Am4Hvqrsipkr4morP95vqroipEvz5ljffUPH5flndFTE1BrfZ5YV/w8sLf57lh9thU1m4/S4f/FtfXvjzLB/Kss22p7wxxhhjjDHGGGOMMcYYs4KwUt4YY4wxxhhjjDHGGGOMWUF4Ur4KSZLk4yRJzqzuehhjjDFm0bjNNsYYY2ofbr+NMcbUVjwpvxwkSbJrkiSPJUnyaZIkhSRJDlqGc/wpSZJXkiT5PkmSkj5XSZK0SJLkvz/t83mSJFcmSdKgEup/a5IkHyZJ8kOSJF8kSTIoSZItl/faSZI0TpLk30mSfJckyTdJktyZJMnqy1vfciVJkt/91JmcnSTJq0mSbBe9t0qSJP+XJMlXSZLMTJLk4SRJNljM+ZIkSS5KkuR/P322zyZJslnV30l5spjPZ5MkSQb+9PfzXZIkDy7u81nCa/ZMkuSNn/5+ZiVJMjpJkqNy+yzT57yo+zFLj/9+aw9usxd6XrfZi8B/4zUPt8smxn+j5Y/b74We1+33QvDvQs3C7bYR/tssxpPyy0cjYAzwu+U4R0OgPxUJC4pIkqQ+8N+f9tsROBo4BrhoOa4pRgLHAq2BfYAEePqnay7Ptf8NtAH2BroDuwK3VUJ9y44kSQ4HrgH+BmxLxffpqSRJ1v9pl2uBXwCHAV2BpsCAxZz2HOB04CSgCzDrp3OuUuk3UOYs6vNJkqQR8DRQAPYAdqLib+WxJEmW97f1a+DvwA5AO+CfwD+TJNkn2mepP+cl+L6ZpcB/v7UOt9mlcZu9EPw3XvNwu2xi/DdaZ3D7XRq33yXw70LNwu22Ef7bXAiFQsH/KuEfFT8kB+Ve+xg4H7gLmAFMBk5cyPHHAN+UeH0/YD6wQfTaScC3QMOfti8ERgPH/XSNmcBNQH0qvqTTgM+BPy3mHtr9dB+bLOm1S5yj9U/n6BS9ti+wAGj603ZL4DHg/9u792C7qvqA498f8hSbBAoSqQ0hVJOpQKEMxXS0PNIgAnYARfBVXqJAqYi2KC3tgMQOIC8hUStQLoIvBGFaQZLG0QnFgAIFQR4SBUzFBCgSoJCEwK9/rH1gs3PPvecmN+ee3Pv9zOy596y99tprP9b+7dmPtX9HaTQ/B/Yf6W04QvvNbcDs2u8NgN8AnwXGAyuB99XGT6vW79vblBfAb4G/q6WNB5YDh1e/NwZmV/mWA48Cp470uujFYZDts2/VPsY11vXLwF9WvydX2+v9wM3AC8BPgbcCuwO3V+31+8DWg9TlTuDMTrfzUJenVu7p1XFkBfAYcNFIb4deHWy/6++AMbs13pg98Dq2jffYMMg2MS6PscE2OvYGjN+t8cbv9uvX40IPDYNsD+P2GBpsm/0PPim/7n2acqDYlRK0vxwRU4cw/XTgnsxcWkubC4yj3Blv2YES0PcDPgAcQ7nj/mbKXabPALMiYo/+ZlLdpTwKeBhYPMR5N+v7dGbeXkubTzmwtuY9B9iEcjd/p6puz7Upb9SKiI2B3SjrB4DMfLn6Pb0at1Fj/AOUA/z0NsVuD0xsTLOMcgBsTfMJ4K8ogW0q8CHKyaxqOtg+m1CCxIraZMsp+/o7GsWdAcyi3BFeBXwDOAc4CXgn8Ee0eRqmeiVrBmVbLaiSO9nOQ10egPcCJwMfB94CHATc0195Y53td9QyZhuzAdt4LzIuG5frbKNqMH4bvz0u9BjjtnG7xbbZ3lr3kaZB3ZiZXwKIiLMpDXRv4MEOp58ILG2kLa2Na9kAODoznwXui4gfUna6/aud/cGI+Ew179taE0XECZSD2eZVnWZm5sohzrtZ38frCZm5KiKeqk0zCbg2M1sHp1+1KWu024ryZEV/63gaZX2tzMxmv4dLGXj9t/K0m2YS8BDwX1luHz469KqPCYNtn1spT52cHRH/QLlTe1Y1zZsa05ybmXMBIuKLwDeBGZl5S5V2GeXJnVdExHjKneNNKE8QnJCZ/1mN7mQ7D3V5oOwbS4D5mfkiJQj+pE15Y53td3QyZhuzW2zjvce4bFyus42qzvht/AaPC73GuG3cbrFttuGT8uvez1r/VDvBEmBd9Df1SHVy0LIUuK86OainNef9dcoTBXsCvwCu7kL/SxcBp0XELRFxRkTsvI7np9fqA3ahnDReFBH7jnB91kuZ+QSlv7P3UJ46WQZMoLwW93Ij+89q/7eCxj2NtGbbfJaynXYH/hE4PyL2Go66D+A7wGbAryLikog4OIbhA1caVn3YftclY/bqjNnd1YdtfI0Yl9UlfdhGe5Hxe3XG7+7pw+PCkBm31QV99Hjb9KL8uvdi43cytPW+BGh+cXib2riB5jPovDNzWWY+lJkLgPdR7lIdPMR5N+v7moNhdRDasjVNZl4KTAGupLxKd3tE/G2b8kazJ6n6D2ykb0NZV0uAjSNiQpvx/VlSy9PvNJl5J+VVn3+iBIyrI+KaNVmAUW6w7UNmzsvMHSj7/FaZ+RHgD1j9SZR6W8w2ac22+XJmLsrMuzLzPOAa4NRq9KDbeQ2XZzHlaZ8TKP31fQlYEBEbtSlzLLP9jk7GbGN2i2289xiXjct1tlHVGb+N3+BxodcYt43bLbbNNrwo3/sWAjs1vuY8E3gGuOPjZxYAAAnOSURBVG+Y5xXVsMlazHshMCEidqul7UPZ1155hS8zF2fmVzLzEOA84NjhWYT1R/XK4h3AjFZalK+Mz6CsxzsogaY+firlFZyFbYp9mHIAqk8zjtK34CvTZOYzmfntzDwWOAx4b0RsOTxLNjp0sH3qeZ/MzKcjYh/KCcW/r4MqbcCrbbOj7dyoY0fLk5kvZOZ/ZOYngL0o/bHtNJwLMhrYftWGMXuUsI33HuOycbnONqphZvweBTwu9BbjtnG7xbbZnq9RrIWIeAPlgxIt20fELsBTmfnrDsuYRLmjPQl4XTU9wKLMfA6YRwnGV0bEKZS+kWYBczJzRX9ldjjfKZQdch7wBOXjNJ+l3M27sco26Lwj4s+Ar1H68/pNZt4fETcBl0TEcZSPNcwGvpWZj1XTXEj5OvYvgC0ofe7dv6bLsp47H7giIm6n9DX2SUpfg5dn5rKqb7Tzq/4BnwEuBhZm5q2tAiLiAcoXpK/LzKzW72kR8RDlQHUm5avf11f5P0X5+vR/U14LO5RyMGv236UBtg9ARBxF2XefoATbLwIXZGan/Vf2KyJOpXys6peUE4f9gY8Ax0N5LXew7VyV8wPgusyc3eHyHEnp6+024Hngw5RjQs/1vdYjbL/rEWO2MXsN2MZ7j3HZuFxnGx0DjN/G7yHyuNBbjNvG7RbbZn8y02ENB8pdr+xn6KvGPwJ8sjHNXcDptd99bcrYq5ZnO0rQfp5ysDoX2LA2/nTgrsZ8+oDrG2k/Ai6s/t+2KnMpsJLy9fevA1Mb0ww279Y6mFxL25LyNexnKf2C/Rvwhtr4i4FFlC9rP045wfj9kd6eI7gfnUg5SK+gHLz3qI3bFJgDPEX5CMp3gYmN6RM4svY7KF8eX1Kt4/nAW2vjj6UclFr9ts0Hdh3p9dCrwyDb56xqPa+knPB+Coja+MnV9tmlltZqMxNqaUcCT9d+z6J8kOSFatv/GDisUa8Bt3OV5xFqx5sOlucgygd3llX7x0LKyf+Ib4deHWy/68+AMbu+DibX0ozZA+83tvEeGwbZJsblMTbYRkf/gPG7vg4m19KM3+33GY8LPTQMsj2M22NosG2uPkRVUUmSJEmSJEmStI7Zp7wkSZIkSZIkSV3iRXlJkiRJkiRJkrrEi/KSJEmSJEmSJHWJF+UlSZIkSZIkSeoSL8pLkiRJkiRJktQlXpSXJEmSJEmSJKlLvCgvSZIkSZIkSVKXeFFekiRJkiRJkqQu8aK8pK6KiDMj4qsjXY91JSLOioiLR7oekiStCeO0JEm9zVgtjQ5elJf0iojoi4ishhcj4uGIOCciNm2T/18j4qWIOLTD8icCJwGfb8zz+trvUyPipxHxbEQ8HhHXR8TURjmbRsSciPjfiHguIq6NiG0aeSZFxA0R8XxVzhciYsNGnr0i4s6IWBERiyLiyA6WYeeIuDkilkfE4og4pZHlXOCIiJjSyTqRJKlTxmnjtCSptxmrjdVSp7woL6npJuBNwBTgZODjwBnNTBHxeuBw4Bzg6A7L/ijw48x8dIA8ewJzgLcDM4GNgHkRsXktzwXAe4BDq/zbAt+t1e11wA3AxsCfA0cARwKfq+XZvsrzQ2AX4ELg0oh4V7uKRcQ4YB7wKLAb8PfA6RHxsVaezHwSmAscP8AySpK0pozTbRinJUk9wljdhrFaelVk5kjXQVKPiIg+YEJmHlRLuxbYPjP/tJH3COA4YD/gMWBaZi4epPx7gS9n5pyB5tmYZmvgcWDPzFwQEeOBJ4APZuY1VZ5pwP3A9My8NSLeDXwP2DYzl1Z5jgPOBrbOzJURcTZwQGbuWJvXt6q67NemLsdTnkiYmJkrq7SzgIMyc1ot318Dn8/MPxxofUiSNBTGaeO0JKm3GauN1VKnfFJeUlsRsSPlrvjKfkYfA1yVmcuA71Pumg9U1pbAHwO3D7Ea46u/T1V/d6Pc6Z/fypCZDwC/BqZXSdOBe1onD5W5wDjgbbU883mtubUy+jMdWNA6eahNMzUitqil/QR4c0RMHqAsSZLWinF6NcZpSVJPMVavxlgtVbwoL6npwKpPueXAPcAbgS/UM0TEWyivwn27SroKOCoiYoByJwFBeQKgIxGxAeUVuFsy894qeSKwMjOfbmRfWo1r5Vnaz3g6yDMuIjZrU6VOyoVXl3G7NuVIkrSmjNPGaUlSbzNWG6ulQXlRXlJTqz+4PYArgMsz89pGnqOBuVVfbwA3Uu6+7zNAua2gvHwIdZkD7EjpZ2998kL19/UjWgtJ0mhknF57xmlJ0rpkrF57xmqNel6Ul9T0f5m5KDPvppwo7BERx7RGVh98OQI4ICJWRcQq4HlgSwb+OE3rZGOLAfK8IiJmAwcCe2fm/9RGLQE2jogJjUm2qca18mzTz3g6yPNMZr5A/zopF8q6gNJPnyRJw8k4bZyWJPU2Y7WxWhqUF+UltZWZLwP/AsyqvX62P/B7wK6Uu/+t4QPAIf0E9pZfAs9Q+sBrK4rZwMHAPpn5cCPLHcCLwIzaNFMpr/ItrJIWAjtFxBtr082s5n9fLc8MXmtmrYz+LAT+IiI2akzzYGb+rpa2Y1XHnw9QliRJa8U4vRrjtCSppxirV2OslipelJc0mO8ALwF/U/0+BrghM+/OzHtbA3A18DTwof4KqU5G5gPvGGR+c4APAx8Eno2IidWwWVXOMuAy4PyI2DsidgMuBxZm5q1VGfMoJwpXRsSfRMS7gFnAnMxcUeX5CjAlIs6JiGkRcQLwfuCCVkUi4sSI+EGtbt+gfKDnsoh4W0QcBpwEnN9YhncCNw/wdIAkScPFOP0q47QkqRcZq19lrJYqXpSXNKDMXAXMBk6JiO2AA4Bmf3itE4TrKCcY7VwKHF59bKZlA2BV7ffxlL70fgT8tjYcVstzMvC9qh4LKK+5HVKry0uU1/ReotyJvwr4GvDPtTwPV8syE7gb+DTw0cycW5vPVsAOtWmWAfsC21OeLjgP+FxmfrWxnIcDlwywHiRJGhbGaeO0JKm3GauN1VJ/IjNHug6SxojqS/K3ARdk5jertJuARZl54ohWbphExLspJxY7VydfkiStF4zTkiT1NmO1NHr4pLykrslyF/BjwIYRsUVEHAjsRXkFb7TYHDjKkwdJ0vrGOC1JUm8zVkujh0/KSxoREXEdsDtwBXBaejCSJKlnGKclSeptxmpp/eZFeUmSJEmSJEmSusTuayRJkiRJkiRJ6hIvykuSJEmSJEmS1CVelJckSZIkSZIkqUu8KC9JkiRJkiRJUpd4UV6SJEmSJEmSpC7xorwkSZIkSZIkSV3iRXlJkiRJkiRJkrrEi/KSJEmSJEmSJHWJF+UlSZIkSZIkSeqS/wdsRIwGnROY/wAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#\n", "# Display the three SPIRE maps, will use colour interval at 98%.\n", "# NaNs are messing the normalization, so will take care of it\n", "#\n", "fig = plt.figure(figsize=(15,5),dpi=100)\n", "pp = 98.0 # \n", "for k,band in enumerate(spire_bands):\n", " wcs = WCS(hdu[band]['image'].header)\n", " ax = fig.add_subplot(1,3,k+1,projection=wcs)\n", " ax.set_title(f'{band} µm')\n", " lon = ax.coords['ra']\n", " lon.set_axislabel('RA (J2000.0)')\n", " lon.set_major_formatter('hh:mm:ss.s')\n", " lat = ax.coords['dec']\n", " if (k == 0):\n", " lat.set_axislabel('Dec (J2000.0)')\n", " else:\n", " lat.set_axislabel('')\n", " lat.set_major_formatter('dd:mm') \n", " ximage = hdu[band]['image']\n", " norm = ImageNormalize(ximage.data[~np.isnan(ximage.data)], interval=PercentileInterval(pp))\n", " ax.imshow(ximage.data,norm=norm,cmap=plt.cm.gray,origin='lower',interpolation='nearest')\n", " ax.grid(True)\n", "plt.tight_layout(pad=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Converting the input maps from MJy/sr to Jy/pixel\n", "\n", "To do aperture photometry we need to convert the SPIRE maps to `Jy/pixel`. The pipeline produced SPIRE maps are either in units of `Jy/beam` (point-source calibrated maps) or in `MJy/sr` (extended-source calibrated maps). The maps available in `ESASky` are the extended-source calibrated ones, so they are in units of `MJy/sr`.\n", "\n", "Doing aperture photometry of a point source starting from the extended-source calibrated map will require the following steps, as explained in the SPIRE Handbook:\n", "\n", "1. Convert to point-source calibration, dividing by `KPtoE`\n", "2. Divide by $\\Omega_\\mathrm{pipe}$ to convert from _per steradian_ to _per pixel_.\n", "\n", "After these two steps the maps should be in `Jy/pixel` and we have to set the proper unit in the header." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MJy/sr\n" ] } ], "source": [ "# check the map units, to make sure it's MJy/sr\n", "print (hdu['250']['image'].header['BUNIT'])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "#\n", "# Using the SPIRE Handbook we copy the necessary parameters\n", "# NOTE: we also apply the same scaling for the error image!\n", "#\n", "KPtoE = {'250': 90.646, '350': 51.181, '500': 23.580}\n", "# the beam solid angle in arcsec^2\n", "omega_pipe = {'250': 469.35, '350': 831.27, '500': 1804.31} # arcsec^2\n", "for band in spire_bands:\n", " wcs = WCS(hdu[band]['image'].header)\n", " pixscale = wcs.wcs.cdelt[1]*3600.0\n", " hdu[band]['image'].data = pixscale**2*hdu[band]['image'].data/KPtoE[band]/omega_pipe[band]\n", " hdu[band]['image'].header['BUNIT'] = 'Jy/pixel'\n", " hdu[band]['error'].data = pixscale**2*hdu[band]['error'].data/KPtoE[band]/omega_pipe[band]\n", " hdu[band]['error'].header['BUNIT'] = 'Jy/pixel'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now the maps are in `Jy/pixel`. Let's define the coordinates of the target $\\beta$ Andromeda:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And define the apertures for the target, and the background. We use the default aperture sizes as described in the SPIRE Handbook, table 5.8." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "aperture = dict()\n", "aperture['250'] = SkyCircularAperture(target_coord, r=22. * u.arcsec)\n", "aperture['350'] = SkyCircularAperture(target_coord, r=30. * u.arcsec)\n", "aperture['500'] = SkyCircularAperture(target_coord, r=40. * u.arcsec)\n", "# and the background annuli\n", "back = SkyCircularAnnulus(target_coord, r_in = 60.0*u.arcsec, r_out=90.0*u.arcsec)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Integrate the total flux\n", "\n", "Next is the actual measurement of the total flux within the target aperture and the background annulus. We do the background subtraction within the loop over the bands.\n", "\n", "We use the `error` extension of each SPIRE map and estimate the error on the derived flux within the input aperture.\n", "\n", "A few comments:\n", "* the aperture areas can only be calculated if the aperture is converted to pixels. To do this the method to_pixlel() needs a WCS.\n", "* The final result is the flux density and the error, both in `Jy`." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "band,flux,error\n", "250,0.3249,0.0036 Jy\n", "350,0.1818,0.0032 Jy\n", "500,0.0982,0.0032 Jy\n" ] } ], "source": [ "ap_flux = dict()\n", "ap_flux_err = dict()\n", "print (\"band,flux,error\")\n", "for band in spire_bands:\n", " #photo[band] = aperture_photometry(hdu[band]['image'], aperture[band])\n", " img = hdu[band]['image'].data\n", " wcs = WCS(hdu[band]['image'].header)\n", " err_img = hdu[band]['error'].data\n", " photo = aperture_photometry(img, aperture[band],error=err_img,wcs=wcs)\n", " bkg_photo = aperture_photometry(img, back,wcs=wcs)\n", " wcs = WCS(hdu[band]['image'].header)\n", " bkg_area = back.to_pixel(wcs).area()\n", " aper_area = aperture[band].to_pixel(wcs).area()\n", " ap_flux[band] = photo['aperture_sum'][0] - aper_area*bkg_photo['aperture_sum'][0]/bkg_area\n", " ap_flux_err[band] = photo['aperture_sum_err'][0]\n", " print (\"{},{:.4f},{:.4f} Jy\".format(band,ap_flux[band],ap_flux_err[band]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Corrections\n", "\n", "For all the subsequent corrections we need the source spectrum, as the pipeline assumes a source with $\\nu F_\\nu$ = const. Our assumption is that in the SPIRE bands $\\beta$ And has a powerlaw spectrum with an index 2 (i.e. Rayleigh-Jeans). \n", "\n", "We can use the tables in the SPIRE Handbook and pick up the beam correction (Table 5.5) and the colour-correction for a point source (Table 5.7).\n", "\n", "And finally, we apply the aperture correciton, which corrects for the point-like source flux lost outside the selected aperture. The corrections for the default apertures and sources with differnet spectral index, are listed in Table 5.9. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "band,flux,error\n", "250,0.3394,0.0038 Jy\n", "350,0.1897,0.0034 Jy\n", "500,0.1055,0.0034 Jy\n" ] } ], "source": [ "# the beam correction\n", "kbeam = {'250': 1.0446, '350': 1.0434, '500': 1.0746} # powerlaw with alpha=2\n", "print (\"band,flux,error\")\n", "for band in spire_bands:\n", " ap_flux[band] = ap_flux[band]*kbeam[band]\n", " ap_flux_err[band] = ap_flux_err[band]*kbeam[band]\n", " print (\"{},{:.4f},{:.4f} Jy\".format(band,ap_flux[band],ap_flux_err[band]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we need to apply the colour correction KColP (Table 5.6)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "band,flux,error\n", "250,0.3209,0.0036 Jy\n", "350,0.1798,0.0032 Jy\n", "500,0.0996,0.0032 Jy\n" ] } ], "source": [ "# the colour correction\n", "\n", "kcolp = {'250': 0.9454, '350': 0.9481, '500': 0.9432} # powerlaw with alpha=2\n", "print (\"band,flux,error\")\n", "for band in spire_bands:\n", " ap_flux[band] = ap_flux[band]*kcolp[band]\n", " ap_flux_err[band] = ap_flux_err[band]*kcolp[band]\n", " print (\"{},{:.4f},{:.4f} Jy\".format(band,ap_flux[band],ap_flux_err[band]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally the aperture correction, which is also source SED dependent (Table 5.8). Note that we use the standard apertures of (22,30,40) arcsec. For different ones the user has to use the beam profiles from the SPIRE calibration context and derive the correction." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "band,flux,error\n", "250,0.4107,0.0046 Jy\n", "350,0.2233,0.0040 Jy\n", "500,0.1255,0.0041 Jy\n" ] } ], "source": [ "# the aperture correction\n", "\n", "kaper = {'250': 1.28, '350': 1.242, '500': 1.2610}\n", "print (\"band,flux,error\")\n", "for band in spire_bands:\n", " ap_flux[band] = ap_flux[band]*kaper[band]\n", " ap_flux_err[band] = ap_flux_err[band]*kaper[band]\n", " print (\"{},{:.4f},{:.4f} Jy\".format(band,ap_flux[band],ap_flux_err[band]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparison with models\n", "\n", "And finally let's compare with Decin et al. (2007) models:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "band,measured,error,model,model/measured\n", "250,410.72+/-4.60,430,1.05\n", "350,223.35+/-3.98,217,0.97\n", "500,125.53+/-4.07,105,0.84\n" ] } ], "source": [ "model = {'250': 430, '350': 217, '500': 105} # mJy\n", "print ('band,measured,error,model,model/measured')\n", "for band in spire_bands:\n", " print (\"{},{:.2f}+/-{:.2f},{},{:.2f}\".format(band,ap_flux[band]*1000, ap_flux_err[band]*1000,model[band], model[band]/ap_flux[band]/1000.0))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualise the apertures and the background annuli just to make sure they make sense.\n", "\n", "We'll use Cutout2d to zoom in." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15,5),dpi=100)\n", "pp = 98.0 # colour cut percentage\n", "zoomSize = u.Quantity((4.0,4.0 ), u.arcmin)\n", "for k,band in enumerate(spire_bands):\n", " wcs = WCS(hdu[band]['image'].header)\n", " ax = fig.add_subplot(1,3,k+1,projection=wcs)\n", " ax.set_title(f\"{band} µm\")\n", " lon = ax.coords['ra']\n", " lon.set_axislabel('RA (J2000.0)')\n", " lon.set_major_formatter('hh:mm:ss.s')\n", " lat = ax.coords['dec']\n", " if (k == 0):\n", " lat.set_axislabel('Dec (J2000.0)')\n", " else:\n", " lat.set_axislabel('')\n", " lat.set_major_formatter('dd:mm') \n", " ximage = hdu[band]['image']\n", " norm = ImageNormalize(ximage.data[~np.isnan(ximage.data)], interval=PercentileInterval(pp))\n", " cutout = Cutout2D(ximage.data, target_coord, zoomSize, wcs=wcs)\n", " ax.imshow(cutout.data,norm=norm,cmap=plt.cm.gray,origin='lower',interpolation='nearest')\n", " wcs_cut = cutout.wcs\n", " aperture[band].to_pixel(wcs_cut).plot(ax=ax,color='r')\n", " back.to_pixel(wcs_cut).plot(ax=ax,color='b')\n", " ax.grid(True)\n", "plt.tight_layout(pad=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compare with the SPIRE Point Source Catalogue\n", "\n", "The first release of the SPIRE Point Source Catalogue (SPSC) is available in `ESASky`, so we can extract the photometry in there and compare with the results from the aperture photometry.\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['AllWise',\n", " '2MASS',\n", " 'INTEGRAL',\n", " 'CHANDRA',\n", " 'XMM-EPIC-STACK',\n", " 'XMM-EPIC',\n", " 'XMM-OM',\n", " 'XMM-SLEW',\n", " 'Tycho-2',\n", " 'Gaia DR2',\n", " 'Hipparcos-2',\n", " 'HSC',\n", " 'Herschel-HPPSC-070',\n", " 'Herschel-HPPSC-100',\n", " 'Herschel-HPPSC-160',\n", " 'Herschel-SPSC-250',\n", " 'Herschel-SPSC-350',\n", " 'Herschel-SPSC-500',\n", " 'Planck-PGCC2',\n", " 'Planck-PCCS2E-HFI',\n", " 'Planck-PCCS2-HFI',\n", " 'Planck-PCCS2-LFI',\n", " 'Planck-PSZ']" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#\n", "# search ESASky for $\\beta$ And\n", "#\n", "# first, let's see what catalogues are available\n", "ESASky.list_catalogs()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "band, Flux (mJy), Flux_err (mJy), SNR\n", "250, 435.17, 11.63, 37.4\n", "350, 213.89, 14.70, 14.6\n", "500, 110.54, 8.77, 12.5\n" ] } ], "source": [ "#\n", "# The following will extract the flux, its error and signal-to-noise ratio\n", "#\n", "# note the flux density is for a source with power-law SED with index $\\alpha$ = -1.\n", "#\n", "# The SPSC is based on the timeline fitter, so it only needs the colour correction, see the Handbook, flowchart 5.21.\n", "#\n", "spsc_f = {}\n", "spsc_f_err = {}\n", "print (\"band, Flux (mJy), Flux_err (mJy), SNR\")\n", "for band in ['250','350','500']:\n", " output = ESASky.query_object_catalogs(target_name,f'Herschel-SPSC-{band}')\n", " spsc_f[band] = output[0]['flux'][0]*kcolp[band]\n", " spsc_f_err[band] = output[0]['flux_err'][0]*kcolp[band]\n", " print (\"{}, {:.2f}, {:.2f}, {}\".format(band,spsc_f[band],spsc_f_err[band],output[0]['snr'][0]))" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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NcvV3WpvoDZSUu9z67lrS09P572Njq7S9iGy0ZwqvVINqw3CVOxNFbeXn51cnkoVSynM0YXhIbGys/seplKpTtA1DKaWUSzRhKKWUcokmDKWUUi7RhFGW96+1HkoppYppwqgBzz33HL169aJPnz5ER0fz008/AVbDd/fu3enbty9Dhw4lMTERgK+//pp+/frRt29fevbsWWJywA8//LB4or9+/fqVmMajSGpqKoMGDaJfv3788MMPJSYlrIpPP/2U5557rsrblyUuLo5x48Zd9DpKqZqjvaSc/b0rnDk3qyrPBFk/m4TCtN1V2uXatWv5+uuv2bRpE35+fpw4cYK8vHOz33788cfExMQwa9Yspk2bxsKFC5k6dSrr1q2jXbt25ObmcuDAAQAWL17Mq6++ypIlS2jTpg25ubl8+OGHpY65fPlyoqKieO+996oU8/kWL17MH/7wh2rZl1Kq7tIrDGfOycKV5S44duwYwcHBxfMwBQcHl3n/imHDhrFnzx4yMzMpKCigVatWgDU+onv37gC88MILzJw5s3h7Pz8/7r777hL72bx5M48++ihffPFF8QjwIgcOHKB3797Fr2fOnMkzzzxDQUEBAwYMIC4uDoDp06fzxBNPANbcT5s3b6Z///4888wz3HXXXVxxxRV07NiRRYsW8eijjxIVFcWYMWOKpxpZvnw5/fr1IyoqismTJ5ObmwvAd999R48ePejfvz+LFi069/GeOcPkyZMZOHAg/fr144svvqjy562Ucp+GdYWx+HE4vq3MogBHJRPpldemcUkUjH2x3M2uuuoqZsyYQbdu3Rg1ahS33norw4cPL7XeV199RVRUFC1btuT666+nY8eOjBw5knHjxjFhwgQaNWrE9u3bufTSSysMMzo6mhkzZrBhwwbeeOONit+Tzdvbmzlz5nDzzTfz+uuv89133xVXm/3888/07du3eKLEvXv38v333xMfH8/gwYNZuHAhL730EuPHj+ebb75hzJgxTJo0ieXLl9OtWzfuvPNO3n77be69917uvvtuVqxYQZcuXUrMuvvcc88xYsQIZs+eTXp6OgMHDmTUqFEuxa6Uqjluu8IQkdkikiIi28spv11EtorINhFZIyJ9ncrGiEiiiOwRkcfdFWNNaNq0KRs3bmTWrFmEhIRw6623MmfOnOLyohsgOU8r/t5777F8+XIGDhzIzJkzmTx5stvj7NWrFxMnTmTcuHHMnj27eMba7777jrFjz005MHbsWHx8fIiKisLhcBTPPRUVFcWBAwdITEwkIiKCbt26AXDXXXexcuVKdu7cSUREBF27dkVEuOOOO4r3uWTJEl588UWio6OJjY0lJyeHQ4cOuf09K6UujDuvMOYAbwClK9kt+4HhxphTIjIWmAUMEhEv4E1gNJAErBeRL40x8RcdUQVXAtmZmQS+XMFtSX/9TZUP6+XlVTyyOyoqig8++IBJkyYB59owzhcVFUVUVBQTJ04kIiKCOXPm0KtXLzZu3Fh8b4kL5Tz9OZSeAn3btm00b968xN3xlixZUmLmW+fpzn18fIqvPKo63TlY1V4LFy4srnorkpycXKX9KaXcw21XGMaYlcDJCsrXGGNO2S9/BIq+rQcCe4wx+4wxecCnwA3uitPdEhMT2b37XIP55s2b6dixY7nrZ2VlFbclnL/+9OnTmTZtGsePHwesmytdSMN2WFgYKSkppKWlkZubW2Liw0WLFnHy5ElWrlzJ73//e9LT08nIyCjRnuKK7t27c+DAgeLp2T/66COGDx9Ojx49OHDgAHv37gUocb+Pq6++mtdff52iiTB//vlnl4+nVEMV8+xSwh//hp/2nyTxVCHhj39D+OPfEPPsUrcds7a0YfwGWGw/bwscdipLAgaVt6GITAWmgvWF6PxlCxAUFFTinhHlcTgcFDYOodHZ1FJlhY1DOOPCPsqSnJzMtGnTyMjIwNvbm06dOvF///d/ZGZm4nA4OHPmTIn4MjMzef7557n77rsJCAigcePGvPnmm2RmZnLFFVcwZcoURowYgTEGEWHixIml3l9OTg55eXnFy40xZGVl4efnx6OPPkpMTAxt2rShc+fOxb2wHn30Ub766itat27NlClTuO+++xg7dixXXHFF8X5yc3Px8fEpFa9zWX5+Pm+++SY33XQTBQUF9O/fn9tvv538/HxeffVVxo4dS+PGjRk8eDCnTp0iMzOTBx98kMcff5zevXtTWFhIx44d+eyzzzh79iwFBQVlvr/zf8+13fn/CCh1sU5k5ZW73F3nmlunNxeRcOBrY0zvCta5EngLuNwYkyYiNwNjjDFT7PKJwCBjzP2VHa+6pjcvbuC+iGqo+mDKlClMmTKFyy67zNOhlKDTmysF4Y+X//104EXXBx7XmenNRaQP8B4w1hiTZi8+ArR3Wq2dvazmNPBEUaS6xnEopeoHj43DEJEOwCJgojHG+R6k64GuIhIhIr7AbcCXnohRKaVqo4yz+R45rtuuMERkLhALBItIEvA04ANgjHkHeApoBbxl97QpMMbEGGMKROR+4L+AFzDbGHNRN30uqu9XdV99ukOkUlXxv12pPLZgq0eO7baEYYyZUEn5FGBKOWXfAt9WRxz+/v6kpaXRqlUrTRp1nDGGtLQ0/P39PR2KUjXuTG4Bz3+bwMc/HaJraFNy8n1Izy59pRHc1NdtMdSWXlJu065dO5KSkkhNLd37yVlOTo5+EdUB/v7+tGtXwXgZpeqh9QdO8vD8LRw+dZa7r4jg4au64+/jBVz8Pb0vRL1PGD4+PkRERFS6XlxcHP369auBiJRSyjU5+Q5eWbqLf/6wj3YtAvj07ssY1Mn1cVHVrd4nDKWUqou2H8ngofmb2ZWcxa8GdeCJayJp4ufZr2xNGEopVYvkOwp56/u9vL5iN62a+jLn1wOI7R7q6bAATRhKKVVr7E7O5OHPtrA1KYMbotsw4/reBDX28XRYxTRhKKWUhxUWGmav3s9L/02kia8Xb93en2uiWns6rFI0YSillAcdPnmWhz/bwrr9JxkVGcrzv4giNLB29tjUhKGUUh5gjOHT9Yd59ut4Gonw95v7cPOl7Wr1eDFNGEopVcOST+fw2MKtxCWmMqRzK/5+S1/aNg/wdFiV0oShlFI1xBjDl1uO8tQXO8gtcPCX63sx8bKONGpUe68qnGnCUEqpGnDyTB5//nw732w7Rr8OzXn5lr50Cmnq6bAuiCYMpZRys2XxyTy+aBsZ2XlMu7o79wzrhLeXxyYLrzJNGEop5SaZOfnM+CqezzYm0eOSQD76zUAiWzfzdFhVpglDKaXcYM2eE0xbsJVjGdn87srOPDCyG77ede+qwpkmDKWUqkbZeQ7+9t1O5qw5QERwExb8dgj9O7TwdFjVQhOGUkpVk58PneLh+VvYd+IMk4aE89iYHgT4enk6rGqjCUMppS5SXkEhry3fxdtxe7mkmT8fTxnE0C7Bng6r2mnCUEqpi5Bw7DQPzd9CwrHT3HJpO/58XU+a+deeCQOrkyYMpZSqggJHIbN+2Mc/lu4iKMCXf94Zw+ieYZ4Oy600YSil1AXaf+IMD83fzM+H0rkm6hKevTGKlk3cdy/t2kIThlJKuaiw0PDRjwd5YXECft5evHZbNNf3bVOrJwysTpowlFLKBUfSs3l0wRZW70ljeLcQXrq5D2HNPD8N+bx7BhMXF1cjx3JbwhCR2cA4IMUY07uM8h7A+0B/4AljzEynsgNAJuAACowxMe6KUymlKmKMYcHGJGZ8FY/DGJ4fH8WEge0bzFWFM3deYcwB3gA+LKf8JPAH4MZyyq80xpxwQ1xKKeWS1Mxcpi/axrKEZAaGt2TmLX3p0Kqxp8PyGLclDGPMShEJr6A8BUgRkWvdFYNSSlXV4m3HeOLz7WTlFvDENZFMvjwCrzoyDbm71NY2DAMsEREDvGuMmVXeiiIyFZgKEBYWVuW6vKysrBqrB1QNj55fdceZfMO/43NZe8xBeLNGPHyZH20LD/HDykOeDq1cNXV+1daEcbkx5oiIhAJLRWSnMWZlWSvayWQWQExMjImNja3SAePi4qjqtkpVRs+vuuF/u1KZsWALaVmFPDiqK7+7sgs+dWAa8po6v2plwjDGHLF/pojIf4CBQJkJQymlLtaZ3AKe+zaBT346RNfQprx35wCi2gV5Oqxap9YlDBFpAjQyxmTaz68CZng4LKVUPbVu/0ke+WwLh0+dZeqwTjw0uhv+PvVnwsDq5M5utXOBWCBYRJKApwEfAGPMOyJyCbABaAYUisiDQE8gGPiP3WXNG/jEGPOdu+JUSjVMOfkOXlm6i3/+sI/2LRozb+pgBka09HRYtZo7e0lNqKT8ONCujKLTQF+3BKWUUsC2pAwemr+Z3SlZ/GpQB564JpImfrWuwqXW0U9IKdVg5DsKefP7PbyxYg+tmvoy59cDiO0e6umw6gxNGEqpBmF3ciYPzd/CtiMZ3Bjdhr9c35ugxvVzGnJ30YShlKrXCgsNs1fv56X/JtLE14u3bu/PNVGtPR1W9Xn/WqLT0yF2tdsPpQlDKVVvHUo7yyMLtrBu/0lGRYbxwi+iCAn083RYdZYmDKVUvWOMYe66wzz7TTxeIsy8pS839W/bICcMrE6aMJRS9Ury6RweW7iVuMRUhnZpxUs396Vt8wBPh1UvlJswRCQTa04ngKK0bOznxhjTzM2xKaWUy4wxfLnlKE99sYPcAgd/ub4XEy/rSKMGPmFgdSo3YRhjAmsyEKWUqqqTZ/J48vNtfLvtOP06NOflW/rSKaSpp8Oqd1yqkhKRy4Guxpj3RSQYCDTG7HdvaEopVbll8ck8vmgbGdl5PDqmO/cM69zgpyF3l0oThog8DcQA3bHukOcL/BsY6t7QlFKqfKdz8pnxVTwLNibR45JAPvrNQCJba025O7lyhTEe6AdsAjDGHBURra5SSnnMmj0nmLZgK8cysvndlZ15YGQ3fL1r/zTkdZ0rCSPPGGPsmxkVzSarlFI1LjvPwd++28mcNQfoFNyEBb8dQv8OLTwdVoPhSsKYLyLvAs1F5G5gMvBP94allFIlbTp0ikfmb2HfiTNMGhLOY2N6EOCr05DXpEoThjFmpoiMxppFtjvwlDFmqdsjU0opIK+gkNeW7+LtuL20DgrgkymDGNIl2NNhNUgu9ZKyE4QmCaVUjUo4dpo/ztvMzuOZ3HJpO/58XU+a+euEgZ7i6sC9UnTgnlLKXQochby7ch+vLttFUIAv790Zw6ieYZ4Oq8GrdOCeiPwVOAZ8hDXK+3agHk31qJSqTfalZvHwZ1v4+VA610a15q839qZlE19Ph6VwrUrqemOM8x3w3haRLcBTbopJKdUAFRYaPlx7gBe/24mftxev3RbN9X3b6ISBtYgrCeOMiNwOfIpVRTUBOOPWqJRSDcqR9GymfbaFNXvTGN4thJdu7kNYM39Ph6XO40rC+BXwmv0AWGUvU0qpi2KMYcHGJGZ8FY/DGJ4fH8WEge31qqKWcqVb7QHgBveHopRqSFIzc5m+aBvLEpIZGNGSmTf3pUOrxp4OS1XAlbmk2gGvc27uqB+AB4wxSe4MTClVfy3edownPt9OVm4BT14byeShEToNeR3gyuQr7wNfAm3sx1f2sgqJyGwRSRGR7eWU9xCRtSKSKyKPnFc2RkQSRWSPiDzuQoxKqTog42w+D3z6M7/9eBNtmwfwze8vZ8oVnTRZ1BGutGGEGGOcE8QcEXnQhe3mAG8AH5ZTfhL4A3Cj80IR8QLeBEYDScB6EfnSGBPvwjGVUrVUXGIKjy3cSlpWHn8c1Y37ruyMj5dOGFiXuJIw0kTkDmCu/XoCkFbZRsaYlSISXkF5CpAiIteeVzQQ2GOM2QcgIp9itaFowlCqDjqTW8Bz3ybwyU+H6BralPfuHEBUuyBPh6WqwJWEMRmrDeMfWN1q1wC/dmNMbYHDTq+TgEHlrSwiU4GpAGFhYcTFxVXpoFlZWVXeVqnKNNTzK/Gkg/e25XIi2zA2wofxXQpJ2/MzcXs8HVn9EZ2ejsPhqJHzy5VeUgeB690eSRUZY2YBswBiYmJMbGxslfYTFxdHVbdVqjIN7fzKyXfw8pJE3lu/n/YtGjPvzr4MjGjp6bCKZMHMAAAgAElEQVTqp/3NSU9Pr5Hzy5VeUhHA74Fw5/WNMe5KIkeA9k6v29nLlFJ1wLakDB6av5ndKVncPqgDf7omkiZ+Ls1zqmo5V36LnwP/wuodVejecABYD3S1E9UR4DZ0oKBStV6+o5A3v9/DGyv20KqpLx9MHsjwbiGeDktVI1cSRo4x5v8udMciMheIBYJFJAl4GvABMMa8IyKXABuAZkCh3fOqpzHmtIjcD/wX8AJmG2N2XOjxlVI1Z3dyJg/N38K2IxncGN2Gv1zfm6DGOg15feNKwnhNRJ4GlgC5RQuNMZsq2sgYM6GS8uNY1U1llX0LfOtCbEopD3IUGmav2s/flyTS1M+bt2/vz9goncy6vnIlYUQBE4ERnKuSMvZrpVQDdSjtLI98toV1B04yumcYz4+PIiTQz9NhKTdyJWHcAnQyxuS5OxilVO1njOGTdYd47psEvESYeUtfburfVicMbABcSRjbgeZAiptjUUrVcsczcnhs4Vb+tyuVoV1a8dLNfWnbPMDTYaka4krCaA7sFJH1lGzDqLVjM5RS1csYw5dbjvLnz7eT5yhkxg29uGNQR50DqoFxJWE87fYolFK1VlpWLk9+vp3F24/Tr0NzXr6lL51Cmno6LOUBroz0/l9NBKKUqn2WxiczfdFWMrLzeXRMd+4Z1hkvvaposHT4pVKqlNM5+cz4Kp4FG5OIbN2Mj34ziMjWzTwdlvIwTRhKqRLW7DnBtAVbOZaRzf1XduEPI7vi663TkCsXE4aI+ALd7JeJxph894WklPKE7DwHf/tuJ3PWHKBTcBMW/nYI/Tq08HRYqhZxZfLBWOAD4AAgQHsRucsYs9K9oSmlasqmQ6d4eP4W9p84w6Qh4Tw2pgcBvl6eDkvVMq5cYbwMXGWMSQQQkW5YN1O61J2BKaXcL7fAwWvLdvPO//bSOiiAT+4exJDOwZ4OS9VSriQMn6JkAWCM2SUiOquYUnVc/NHTPDR/MzuPZ/LLmHb8eVxPAv31T1uVz5WEsUFE3gP+bb++HWuWWaVUHVTgKOTdlft4ddkuggJ8ee/OGEb1DPN0WKoOcCVh/Bb4HfAH+/UPwJtui0gp5Tb7UrN4+LMt/HwonWujWvPXG3vTsomvp8NSdYQrCeNeY8wrwCtFC0TkAeA1t0WllKpWhYWGD9ce4MXvduLn7cVrt0Vzfd82OmGguiCuJIy7KJ0cJpWxTClVCx1Jz2baZ1tYszeN2O4h/O2mPoQ18/d0WKoOKjdhiMgErFujRojIl05FgcBJdwemlLo4xhgWbExixlfxFBrDC7+I4rYB7fWqQlVZRVcYa4BjQDBW19oimcBWdwallLo4KZk5/GnRdpYlJDMwoiUv39KX9i0bezosVceVmzCMMQeBg8DgmgtHKXWxvt12jCf+s40zeQ6evDaSyUMjdBpyVS10Liml6on0s3k8/eUOvth8lD7tgnjll33pEhro6bBUPaIJQ6l64PvEFB5fuJW0rDweGt2N38Z2xsdLJwxU1UsnH1SqDsvKLeC5bxKYu+4QXUOb8q+7BtC7bZCnw1I14e9d4Yx15+zmAM/Yv/cmoTBtt1sO6bbJB0VkNjAOSDHG9C6jXLC65l4DnAUmGWM22WUOYJu96iG9HaxSpa3bf5KHP9tM0qls7hnWiT+O7oa/j04Y2GDYycLl5dXAnZMPzgHeAD4sp3ws0NV+DALetn8CZBtjol2ITana7/1riU5Ph9jV1bK7nHwHLy9J5L1V+2nfojHz7xnMgPCW1bJvVUdkHPHIYd02+aAxZqWIhFewyg3Ah8YYA/woIs1FpLUx5pgLMSnVIG1NSueh+VvYk5LF7YM68KdrImnip02R9V7eWTi4BvYuhz3L4URi5du4gScnH2wLHHZ6nWQvOwb4i8gGoAB40RjzeXk7EZGpwFSAsLAw4uLiqhRMVlZWlbdVqiLR6ek4HI6LOr8KCg1f7c3nq335BPkKD1/qR1SLNNavXVV9garawxianDlIy5ObaHFqM83T42lk8nE08iUjqCcnO/+aLnvfL3dzd32XVXXywbfcEs05HY0xR0SkE7BCRLYZY/aWtaIxZhYwCyAmJsbExsZW6YBxcXFUdVulKrS/Oenp6VU+v3YnZ/LQ/C1sO3KW8f3a8sx1vQhqrNOQ1ztZqbDve9i7wnpkJVvLQ3vCZfdA5xF4dRxCS58AWgI8U37CcNd3WaUJwxiTizXx4CuVrXuBjgDtnV63s5dhjCn6uU9E4oB+QJkJQ6nabsexDAoKHFZPlgvgKDT8a9U+Zi7ZRVM/b965oz9jerd2S4zKAwry4PBP56qZjtsTaAS0hM5XQueR1s9mbcrevklo2Q3cTULdFnJFc0nNN8b8UkS2Aeb8cmNMn4s89pfA/SLyKVZjd4Yx5piItADOGmNyRSQYGAq8dJHHUqpOOZR2lkc+28K6AycZ3TOM58dHERLo5+mw1MUwBtL2Wgli7wrY/wPkn4FG3tB+EIx40koSrftCIxd6uxV1nX3/WtLT02n+x+rpVFGRiq4wHrB/jqvKjkVkLhALBItIEvA04ANgjHkH+BarS+0erG61v7Y3jQTeFZFCoBFWG0Z8VWJQqq4xxvDJukM8900CXiK8fEtfftG/rU4YWFdlp8P+/1kJYs8KyDhkLW/ZCaInWAki/HLwb+bZOF1U0VxSRb2V7jPGPOZcJiJ/Ax4rvVWJ7SdUUm6w2kbOX74GiKpoW6Xqo+MZOTy6cCsrd6VyeZdgXrq5D22aB3g6LHUhHAVw9Odz1UxHNoApBN9A6DQcLn8QOo+AlhGejrRKXGn0Hk3p5DC2jGVKqSowxvDF5qM89cV28hyFzLihF3cM6qgTBtYV6YfPVTPti4OcDECgbX+44mHrKqJdDHjV/Y4KFbVh/Ba4D+gkIs7TmQcC7q8sq0nVPLBKKVelZeXy5OfbWbz9OP07NOflX0YTEdzE02GpiuSdgQOr7Gqm5ZBmtyUEtoHI66wE0SkWGte/wZQVXWF8AiwGXgAed1qeaYzRGygpdZGWxiczfdFWTmcX8NiYHkwd1gkvvaqofQoLIXn7uWqmwz+BIw+8AyB8KMRMtqqZQrpDPW9rqqgNIwPIACYAiEgo4A80FZGmxphDNROiUvXL6Zx8ZnwVz4KNSUS2bsa/p/SlxyV1o9GzwchKOTceYu8KOJNqLQ/rDYPusa4iOgwGn4Z1q1tXJh+8DmsMRhsgBegIJAC93BuaUnVbzLNLOZGVB0y3Fjz+DQBFFxH3X9mFP4zsiq+3TkPucQW5cGjtud5Myfbcp42DS46JCLzEs3F6mCuN3s8ClwHLjDH9RORK4A73hqVU3Wcli9IKDfznviH069CihiNSxYyBE7vPVTMdXA35Z6GRD3S4DEY+bVUzXdIHGmlCL+JKwsg3xqSJSCMRaWSM+V5EXnV7ZErVY5osPCD7lNWLqegq4nSStbxVF+h3x7kxEX5NPRpmbeZKwkgXkabASuBjEUkBzrg3LKXqroyz+cTtct89CZSLHAXWOIii3kxHN1ljIvyCoNMwGPaIdRXRoqOnI60zXEkYNwDZwB+xZqoNAma4Myil6ppDaWdZmpDMsvhk1h04iaOw1Gw6qiacOniummn/Ssg9DdII2l4Kwx61EkTbS8FLp4SvClcmHyy6migEPhCRRlg9pz52Z2BK1WaFhYafD6ezPCGZZQnJ7ErOAqB7WCD3DOvEqJ5h/OKtNR6OsgHIzYIDP5y7ijhpz1HarB30utGqZooYVi/HRHhCRQP3mmFN3dEWa6LApfbrR4AtaMJQDczZvAJW7T7BsoRkVuxM4URWHl6NhEERLbltQAdGRYbRoVXj4vWDm/qW2fAd3NS3JsOuXwoL4fiWc+0Qh3+CwnzwaWy1Pwycal1FBHet92MiPKGiK4yPgFPAWmAK8Cese3rfaIzZXAOxKeVxyadzWJ6QwvKEZFbtOUFuQSGB/t7Edg9lVGQosd1Cy703xYYnRwOw4/nLKSgooO9TP9Zk6PVH5vFzVxD7voezadbyS6Jg8H32mIjLwFtn83W3ihJGJ2NMFIB9x71jQAdjTE6NRKaUBxhj2Hk8k2XxVlXTlqQMANq1COBXgzowOjKMAREt8fHSrpZuk58Dh9acu4pI2WEtbxICXUadm3ojMMyTUTZIFSWM/KInxhiHiCRpslD1UV5BIev2n2RZQjJL45M5kp4NQHT75ky7ujujIsPoFtZUpxh3F2Mgdee5q4iDq6EgB7x8rSuHUc9YSSKst46J8LCKEkZfETltPxcgwH4tWLOT61wGqs5KP5tHXGIqSxOSWZmYSmZuAf4+jbi8Swh/GNmFK3uEEhrYsKZ9qFFnT1rVS3vsqTcyj1rLg7vBpZPsMRFDwVcnYqxNKppLyoVbPtVxf+9afIvD5gDPBFnLm4Seu5uVqjcOnDjDMrtX0/oDp3AUGoKb+nFtn9aMigxjaJdgAnzr/2nvEY58SFrvNCbiZ8CAf5BVvVQ09UbzDh4OVFWkYXdGLut+uBUtV3WKo9Cw+fAplsansCwhmT0pVtfXHpcE8tvhnRkZGUrfds31vhPucnLfuXaI/SshL9MaE9FuAMQ+biWJtv1dux2pqhUadsKoyOmj0DRMT+Y65mxeAT/sPsGyeKvra9qZPLwbCYM6teT2QVbX1/YtG1e+I3Xhck5bYyL22DcTOrXfWh7UAaJuOjcmIqC5Z+NUVaYJozyvRIJ4WUmjWZvzHm2tn4GtrZ/anc+jkk/nWFVN8cms3ptGXkEhzfy9ubJHKKMiwxjWLYSggLp/t7Nap9ABxzafu4pIWgeFBeDTBCKugMvus8ZEtOqsYyLqCU0Y5Rn3D+sq4/QxOH0EUhOtictyT5det3EwNGvtlEjOTzBtwC+wxt9CfWWMIeFYZnF7xFa762v7lgHcMagjo3qGMiC89nR97dU6iPT0dE+HUT1OH3UaExEH2fa91Fr3hSG/t64i2g8Cbx2cWB9pwihPzOSyl+echsxjdjIpehyxlx2xGvaKBhY582t27oqkKLGcn2Qat9T/xMqRV1DIj/vSWJaQzPKEFI6kZyMC/eyur6N7htE1VLu+Vrv8bKuba1FvptQEa3nTMOh29bkxEU1DPBmlqiENO2E0CS27gbtJaPnb+DezHiHdy18nP+dcUilKJM4JZu8KyDpuzZzpzMuv9JVJoHM1WOsG1a6SfjaP7xNTWBafwv92pZJld329omsID4zsypU9QgkJ1OrAamUMpMQ7jYlYA45c69zsOBiif2VVM4X10n9uGiC3JgwRmQ2MA1KMMb3LKBfgNeAa4CwwyRizyS67C3jSXvVZY8wH1R5gUdfZ968lPT2d5n9cXT379fGHlhHWozyOAitZFV2hnHZKLJnHrCuV00etewc7Ey/rrl/FbShty0gyretsu8r+E2eKR1lvOGh1fQ0N9OO6vm0YFRnK0C7B+Ps0jIRZY86kWWMiim5HmnnMWh7SAwb8xrqK6DgEfLWzQEPn7iuMOcAbwIfllI8FutqPQcDbwCARaQk8DcQABtgoIl8aY065Od6a4+V97guemLLXMcYa4FR8hXLEqTrMblfZuwLyskpv2zi48quVWtCu4ig0/HzoVPHU4HtTrcmRe1wSyH2xnRkVGUZU2yDt+lqdCvKsBuqiq4hjWwADAS1KjokIaufhQFVt49aEYYxZKSLhFaxyA/ChMcYAP4pIcxFpDcQCS40xJwFEZCkwBpjrznhrHRFo0sp6tO5T/nrF7SpHSjbUnz4KGZW0q5RKJuf1BgtoUe1VD2dyC/hhdyrLElJYsTOFk3bX18GdWzHxso6M1K6v1csYpzERy62ur3lZ1tVq+4Fw5RNWNVOb6AZT3amqxtNtGG2Bw06vk+xl5S2vUGJiIrGxsSWW/fKXv+S+++7j7NmzXHPNNaW2mTRpEpOAtKx8bjxvW4Df/va33HrrrRw+fJiJEyeWKn/44Ye57rrrSExM5J577ilV/uSTTzJq1Cg2b97Mgw8+WKr8+eefZ8iQIaxZs4Y//elPpcpfffVVoqOjWbZsGc8++2yp8nfffZfu3bvz1dL/8fLLL5cq/+ijubRv357P5v6b/3zwJsF++YT45RHil0+wXz7XDeuIX84JzhzYiH9BBl7n5Qbj7Y8EtuZIFsQnpZOa60Nqri8ncn1IzfXhnY+/hKahzHzlH3z99dcltg0ICGDx4sUAPP6XF1my4xjZLbqQHdQBGnnj5cjluksjGNUzjO8/eYuNH61iDtZlKUC7du3497//DcCDDz7I5s0lJ0nu1q0bs2bNAmDq1Kns2rWrRHl0dDSvvmrdTfiOO+4gKSmpRPngwYN54YUXALjppptISyuZVEeOHMmf//xnAMaOHUt2dnaJ8nHjxvHII48AlDrvwOncy3Uw7s3teH9Rcp1JkyYxadIkTpw4wc0331xq+4s595p4OXj+7jH0bZJKbsJ3+J21qpmOZvuy/mQz1p8K4brf/51Bw0db594dD5fav8vn3ldflXPufUT79u2ZN28eb7/9dqnyBQsWEBwczJw5c5gzZ06p8m+//ZbGjRvz1ltvMX/+/FLlcXFxAMycObPCc++vf/0ry5cvL1HeqlUrFi5cCMD06dNZu3ZtifI6de797UcKCgpKnF8ufe/Z596F8HTCuGgiMhWYCuDj41Oq++KuXbuIi4sjJyenzK6NO3fuJD0sHUeho8zyHTt2EBcXR0pKSpnl27ZtIzAwkEOHDpVZvmXLFry9vdmzZ0+Z5Zs2bSIvL4/t27eXWb5hwwbS09PZsmVLmeU//fQTx44dY9u2bWWWr127lr1797ItYRfxx4tOukaAH+CHz3W3ExQUxHd7v2PpfxfTys9BWEABoQEOwvwLuOXqoTR2ZJCTnUhk00yGBxdQYvaMV3pgaMRkhz+j+zhIyfYiJceb49nepHqH8fqbr7E6vTmbsnuQ1ymKRmfS8Dv0I94pO2npOMWN1z4DJzM4fnh/qfh9fHyKvxSSkpJKlR89erS4/OjRo6XKk5KSisuTk5NLlR86dKi4PDU1ldOnS3aZ3r9/f3H5yZMnyc3NLVG+d+/e4vKyPvuic69bRjrGmFLr7Ny5k7i4ODIyMi763DudfoqeLXIZHJrNkNBsolrk4r1zKwVe/hz36czHW/JYmxLA4TPnxqNcsi2RbOPj9nNvx44dZZavXr2aoKAg62+wjPKVK1fi7+/Prl27yiwv+uz37t1bqjw7O7u4fP/+0udWYWFhcXlZf7t16dwrKCgodX658r1XdO5dCLFqg9zHrpL6upxG73eBOGPMXPt1IlZ1VCwQa4y5p6z1yhMTE2M2bNhw4UFWd6N3fWaMVb11fkP96aMUnj5CdloS3llH8SvMLrVpQUArvILaIkVtKCUGQRaNV2nqgTflZu46vzKSSo6JyEkHxKpa6jzSqmZqPxC8dNBivXaR55eIbDTGlNOQWpKnrzC+BO4XkU+xGr0zjDHHROS/wPMi0sJe7ypguqeCVE5EoEmw9Wjdl1Nn7K6vx5P5395UzuQ5CPDxYnTnAK7paBgckkNQ/gk4fRTvoiSTkWTdKa1o0JczvyCnZFJGQ72b2lXqhLyz9pgIe+qNE4nW8sDW0GOc1VDd6UqrzUspN3B3t9q5WFcLwSKShNXzyQfAGPMO8C1Wl9o9WN1qf22XnRSRvwLr7V3NKGoAV563LzXLnoojhQ0HT1JoIDTQjxv6tWV0ZBiDO7dyretrfnYZgyCdeoOlJFh3W+O8q2Bv//K7FBclmaahdb8B1xhI3n7uKuLQWqubtbe/1c21/53WVURoZMNMoKrGubuX1IRKyg3WfcLLKpsNzHZHXOrCOAoNmw6dYll8MksTktlnd32NbN2M+6/swqieYfRuU4Wurz4B0LKT9Sj34PmQlXzeOBWn5HL4Jyu5lDlepXXJqq8SI+1b187xKlmp9n0i7NuRZiVby0N7nrtfdcch1menVA3zdJWUqqWycgv4YZd1g6Hvd6Zw6mw+Pl7CZZ1aMWlIOCN6hNKuRQ10ffXyscYDBLUDBpS9TmGh1a6S6XSF4ty9ODkedi+D/DOlt20SUnG34sDW7m1XKciDwz+eq2Y6vtVaHtDSqmIqaoto1tp9MSjlIk0YqtixjGyWJaSwLD6ZtXvTyHMUEhTgw4jiWV+DCfSvhQ2ojRpZcxk1DbEmwSuLMdbEkedXfxUlmYzD1hd3dhljQ/2CnOb+cr5acaoSK6tdpbwbdAW0tO4HsWc5HFhlJbJG3takfSP+bCWI1tF6O1JV62jCaMCMMew4epql9lQcO45aXfvCWzXmriHWALqYji3wriWzvl4UEevubv5BVp1/efKznZJJGfOAJcfb1URltKucX/VV3o24sk/C4ketqrjoCfZ9Iq6oFSPvlaqIJowGJrfAwdq952Z9PZaRgwhc2qEFj4/twajIMDqHNGm4s776BFj3b2jVufx1ittVypkH7PCP1rKK/GFzxXONKVULacIA+PU3bI6LI9bTcbjJyTN5rNhpVTWt3J3K2TwHjX29GNY1hIevCuPK7iG0alrLGn9rsxLtKuUoLIQZLcov12Sh6iBNGPXU3tSs4llfNx48RaGBsGZ+jO/XllE9wxjcycWur6pqtP1B1UOaMOqJAkchGw+eKq5q2nfC6hHUq00zfj+iK6Miw+jdtlnDrWpSSl00TRh1WFZuASt3pbIsPpkViSmk211fB3cO5tdDwxkRGUbb5tpf32OqcoMupWoxTRh1zJH0bJYnJLM0Ppmf9p0kz1FI88ZW19fRkWFc0S2Epn76a60V3HWDLqU8RL9ZajljDNuPnC6+wVD8Mavra0RwEyYNDWdUZBj9OzSvH11flVK1miaMWignv2TX1+Onc2gkENOxJdPH9mBUzzA6h9TDWV2VUrWaJoxaIi0r1+r6mpDMD7tPFHd9Hd4thFGRYVzZI5SWTXw9HaZSqgHThOEhxhj2pmaxND6F5QnJbDx0CmOgdZA/N/Vvx8jIUC7Trq9KqVpEE0YNKnAUsuHgqeLxEQfSzgLQu20zHhhpdX3t1Ua7viqlaidNGG6WmZPPyl0nWJaQzIqdKWRk5+Pr1YghXVrxmys6MSoylNZB2vVVKVVFNThThSYMN0g6dZblCVZ7xI/70sh3GFo09mFUZBije4ZyeVft+qqUqnv0Wwu49d21pKdnExtbte0LCw3bjmRY4yMSUkiwu752DmnC5KERjOoZRv8OLfC60BsMKaVULaIJo4py8h2s2XuiuNE6JTPX6voa3pInrolkZGQonbTrq1KqHtGEcQFOFHV9jbe6vmbnO2ji68Xw7nbX1+6htNCur0qpekoTRgWMMexJySoeZf3z4XSMgTZB/twS045RkWEM6tQSP2/t+qqUqv8adMKIeXYpJ7Lyil+HP/4NAEEBPtx8aTuWJSRz0O76GtU2iAdHdmNUz1B6ttaur0qphqdBJwznZOEsIzufj348yNDOrZg6rBMje4RxSZB/DUenlFK1S4NOGBX5+c+jaaJdX5VSqphbpzgVkTEikigie0Tk8TLKO4rIchHZKiJxItLOqcwhIpvtx5fujLMsmiyUUqokt30riogX8CYwGkgC1ovIl8aYeKfVZgIfGmM+EJERwAvARLss2xgT7a74lFJKXRh3XmEMBPYYY/YZY/KAT4EbzlunJ7DCfv59GeVKKaVqCXfWu7QFDju9TgIGnbfOFuAXwGvAeCBQRFoZY9IAfxHZABQALxpjPi/rICIyFZgKEBYWRlxcnMsBNvOF02W0ezfz5YL2o1RFotPTcTgcek4pt8nKyqqR88vTFfWPAG+IyCRgJXAEcNhlHY0xR0SkE7BCRLYZY/aevwNjzCxgFkBMTIyJvYD5Pbbaq1pTg6Tz38fGVvmNKFWu/c1JT0/nQs5NpS5EXFxcjZxf7kwYR4D2Tq/b2cuKGWOOYl1hICJNgZuMMel22RH75z4RiQP6AaUShlJKqZrhzjaM9UBXEYkQEV/gNqBEbycRCRaRohimA7Pt5S1ExK9oHWAo4NxYXq3m3TOY6YN0inGllKqI2xKGMaYAuB/4L5AAzDfG7BCRGSJyvb1aLJAoIruAMOA5e3kksEFEtmA1hr94Xu8qpZRSNcytbRjGmG+Bb89b9pTT8wXAgjK2WwNEuTM2pZRSF8atA/eUUkrVH5owlFJKuUQThlJKKZdowlBKKeUSTRhKKaVcoglDKaWUSzRhKKWUcokmDKWUUi7RhKGUUsolmjCUUkq5RBOGUkopl2jCUEop5RJNGEoppVyiCUMppZRLNGEo5W6//obN/Z6rfD2lajlNGEoppVyiCUMppZRLNGEopZRyiSYMpZRSLtGEoZRSyiWaMJRSSrlEE4ZSSimXaMJQSinlEk0YSimlXCLGGE/HUG1EJBU4WMXNg4ET1RiOUs70/FLudDHnV0djTIgrK9arhHExRGSDMSbG03Go+knPL+VONXV+aZWUUkopl2jCUEop5RJNGOfM8nQAql7T80u5U42cX9qGoZRSyiV6haGUUsolmjCUUkq5pEEkDBFpLyLfi0i8iOwQkQfs5c+IyBER2Ww/rnHaZrqI7BGRRBG52nPRq9pORPxFZJ2IbLHPr7/Yy+eIyH6n8yvaXi4i8n/2+bVVRPp79h2oukBEDojINvtc2mAvaykiS0Vkt/2zhb3cLeeYd3XspA4oAB42xmwSkUBgo4gstcv+YYyZ6byyiPQEbgN6AW2AZSLSzRjjqNGoVV2RC4wwxmSJiA+wSkQW22XTjDELzlt/LNDVfgwC3rZ/KlWZK40xzgP0HgeWG2NeFJHH7deP4aZzrEFcYRhjjhljNtnPM4EEoG0Fm9wAfGqMyTXG7Af2AAPdH6mqi4wly37pYz8q6k1yA/Chvd2PQHMRae3uOFW9dAPwgf38A+BGp+XVfo41iIThTETCgX7AT/ai++1LttlFl3NYyeSw02ZJVJxgVAMnIl4ishlIAQxAQLIAAAVOSURBVJYaY4rOr+fs8+sfIuJnL9PzS1WFAZaIyEYRmWovCzPGHLOfHwfC7OduOccaVMIQkabAQuBBY8xprMu0zkA0cAx42YPhqTrMGOMwxkQD7YCBItIbmA70AAYALbGqCpSqqsuNMf2xqpt+JyLDnAuNNUbCreMkGkzCsOuWFwIfG2MWARhjku0/9ELgn5yrdjoCtHfavJ29TKkKGWPSge+BMXZVqDHG5ALvo+eXugjGmCP2zxTgP1jnU3JRVZP9M8Ve3S3nWINIGCIiwL+ABGPMK07Lnev0xgPb7edfAreJiJ+IRGA1HK2rqXhV3SIiISLS3H4eAIwGdjr9IQtW3bLz+XWn3ZPlMiDDqVpBqVJEpIndYQcRaQJchXU+fQncZa92F/CF/dwt51hD6SU1FJgIbLPrmQH+BEywuzoa4ABwD4AxZoeIzIf/b+9eQuOq4jiOf3/4qsUH1IhkIV2oKb4w8REpbanZiagUfGQRCqlFENuCCIqg1opQS10JIi5E6kJLi/jAIsVXYyAWbWljKlEERRBc2GwKpTFg+3dxzpjrdGZyJ47oTX6fzWTOnPs/dyDMuefemd9lkvQNq03+hpS10A28Kekc0kHY3ojYJ+lzSZcDAsaBR3L/j4C7SF+mOAVs+A/22arlCuC9dOzBucDbEbFf0iFgr6SNpFs7PJj7/yv/Y44GMTOzUhbFKSkzM/vnPGGYmVkpnjDMzKwUTxhmZlaKJwwzMyvFE4ZVnqSnc0rsRE7yvD23j+S04W8kjUlaUWi/Nf9dSwCdkPSFpOWFuqcLSbPjOdytfuy/anX4PQ1LeqXJa+skbe3QOJslPdSJWrbwLZbfYdgCJWklcDdwc0TMSOoCzi90GYqIwzl75yXg3gZlBiJiKseSPwM8nNunc9zH/82TNH4f8/EGMJYfzVryCsOqrhuYyvEbRMRURPzaoN8ocPUctQ4yv4C29XkF8q2kfgBJ/ZIOSjoq6cvC6mZY0ruS9ud7GOysFZG0QdIPkr4m/dj0LJJ6gJlaxLXSPTfuL7x+Mj/ekVdMH0j6SdIOSUNK9+04JukqgIg4Bfxc22+zVjxhWNV9DFyZP2hflbS2Sb97gGNz1LoTeL/w/MK6U1KDTbZbmlcijzJ7pP49sCYi+oCtwPZC/15gELgRGFS6wVc38DxpolgNXNdkrFXAkTneR81NpF+XX0tKOuiJiH7gdWBLod9hYE3JmraI+ZSUVVq+adEtpA+8AWCPpKciYlfu8pakaVL0y5bGVTggaRlwEni20F72lNTuvC+jki7JuVIXk+JCriFFz5xX6P9ZRJwAkDQJLAe6gJGIOJ7b9wA9DcbqBo6X2CeAQ7X8IEk/kiZXSBPnQKHfb6RUXbOWvMKwysuJwyMR8RywGbiv8PJQRPRGxLqI+KVJiQHSh/Y46Si/7V1o8PwF4EBE3EBa3SwpvD5T+Ps07R24TdfVgpRVVVOsVRznTOH5mbp+S3Jds5Y8YVilSVqRj+JrekkhbG2JiD+Ax0gJn8va3Hww78tqUiroCeBSZuOkh0vU+ApYK+kypSj+B5r0+46zr8XclsdfCVyQQxDb0cNskq5ZU54wrOouIp36mZQ0QTr3v20+hfLpm93AptxUfw1jR5NNf5d0FHgN2JjbdgIv5vY5VxB57G2kC+9jpImhkVGgTzm2NLs+p5Y+AXySx27HqrydWUtOqzWrGEkvAx9GxKeSdgH7IuKdedbqAx6PiPWd3EdbmLzCMKue7cDSDtXq4u8X+s2a8grDzMxK8QrDzMxK8YRhZmaleMIwM7NSPGGYmVkpnjDMzKyUPwFUB933wGKr3wAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#\n", "# let's see them graphically, we use the model as the baseline and do the ratio\n", "#\n", "spire_bands = ['250','350','500']\n", "r1 = [] # aperture to model\n", "r2 = [] # spsc to model\n", "r1_err = [] # error aperture to model\n", "r2_err = [] # error spsc to model\n", "#\n", "# will proagate the errors, assuming the model has zero error\n", "#\n", "for band in spire_bands:\n", " r1.append(1000*ap_flux[band]/model[band])\n", " r2.append(spsc_f[band]/model[band])\n", " r1_err.append(1000*ap_flux_err[band]/model[band])\n", " r2_err.append(spsc_f_err[band]/model[band])\n", "#\n", "#\n", "fig = plt.figure(figsize=(8,5),dpi=100)\n", "fig, ax = plt.subplots()\n", "ax.axhline(y=1,color='k',ls='dashed')\n", "ax.errorbar(spire_bands,r1,yerr=r1_err,marker='s',label='Aperture/model')\n", "ax.errorbar(spire_bands,r2,yerr=r2_err,marker='s',label='SPSC flux/model')\n", "ax.set_xlabel('SPIRE band (µm)')\n", "ax.set_ylabel('Ratio to model')\n", "ax.set_title(r'{} photmetry result'.format(target_name))\n", "ax.grid(True)\n", "ax.legend()" ] } ], "metadata": { "anaconda-cloud": {}, "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }