{ "cells": [ { "cell_type": "markdown", "source": [ "# Courtship song of flies\n", "\n", "Clustering annotations of sine and pulse song should yield three clear clusters:\n", "\n", "1. _Sine_: relatively slow (150Hz), sustained oscillations\n", "2. _Pslow_: relatively broad and symmetrical pulses with a central positive lobe flanked by two negative lobes\n", "3. _Pfast_: shorter, asymmetrical (biphasic) pulses\n", "\n", "We closely follow the approach in Clemens et al. (2018): Discovery of a new song mode in Drosophila reveals hidden structure in the sensory and neural drivers of behavior." ], "metadata": {} }, { "cell_type": "code", "execution_count": 17, "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import umap\n", "import hdbscan\n", "import das_unsupervised.event_utils\n", "from io import BytesIO\n", "import urllib.request\n", "\n", "%config InlineBackend.figure_format = 'jpg' # smaller mem footprint for page\n", "plt.style.use('ncb.mplstyle')" ], "outputs": [], "metadata": { "execution": { "iopub.status.busy": "2020-08-27T08:13:18.045Z", "iopub.execute_input": "2020-08-27T08:13:18.052Z", "shell.execute_reply": "2020-08-27T08:13:23.148Z", "iopub.status.idle": "2020-08-27T08:13:23.105Z" } } }, { "cell_type": "markdown", "source": [ "Download annotated recordings of fly song. Recording from: D Stern (2014). Reported Drosophila courtship song rhythms are artifacts of data analysis. BMC Biology. [https://www.janelia.org/lab/stern-lab/tools-reagents-data]()" ], "metadata": {} }, { "cell_type": "code", "execution_count": 18, "source": [ "url = 'https://github.com/janclemenslab/das_unsupervised/releases/download/v0.4/flies.npz'\n", "with urllib.request.urlopen(url) as f:\n", " ff = BytesIO(f.read())\n", "\n", "d = np.load(ff)\n", "recording = d['recording']\n", "pulsetimes = d['pulsetimes']\n", "sinetimes = d['sinetimes']\n", "samplerate = d['samplerate']" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "Cutout and normalize short waveforms from the annotations. Normalization aligns all waveforms to their peak energy, normalizes the energy and flips the sign (the microphones used for recording the fly song are directional). The normalized pulsee waveforms should already reveal the two pulse types Pfast and Pslow." ], "metadata": {} }, { "cell_type": "code", "execution_count": 19, "source": [ "win_hw = 100\n", "pulseshapes = das_unsupervised.event_utils.get_shapes(pulsetimes + win_hw, recording, win_hw)\n", "pulseshapes = np.apply_along_axis(das_unsupervised.event_utils.normalize, axis=-1, arr=pulseshapes.T).T\n", "pulseshapes = pulseshapes[25:-25]\n", "\n", "sineshapes = das_unsupervised.event_utils.get_shapes(sinetimes + 2*win_hw, recording, win_hw)\n", "sineshapes = np.apply_along_axis(das_unsupervised.event_utils.normalize, axis=-1, arr=sineshapes.T).T\n", "sineshapes = sineshapes[25:-25]\n", "\n", "good_shapes = np.sum((sineshapes==0).astype(np.float), axis=0)<10\n", "sineshapes = sineshapes[:, good_shapes]\n", "\n", "allshapes = np.concatenate((pulseshapes, sineshapes), axis=1)\n", "good_shapes = np.sum((sineshapes==0).astype(np.float), axis=0)<10\n", "sineshapes = sineshapes[:, good_shapes]\n", "\n", "T = np.arange(pulseshapes.shape[0]) / samplerate * 1_000 # ms\n", "\n", "plt.figure(figsize=(8, 3))\n", "plt.subplot(121)\n", "plt.plot(T, pulseshapes, linewidth=0.5, alpha=0.2)\n", "plt.title('Pulses')\n", "plt.xlabel('Time [ms]')\n", "plt.ylabel('Normalized amplitude')\n", "\n", "plt.subplot(122)\n", "plt.plot(T, sineshapes, linewidth=0.5, alpha=0.2)\n", "plt.title('Sines')\n", "plt.xlabel('Time [ms]')\n", "plt.show()" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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22h+mDQ0XfBXNok4Br2CIKIxm4PDXAGQBfA7ALUSUfJr2BOD/AYifKhkDAgKaLA34uxrAl086/p8Arj114gS8QhFMyROJvNaioHBh2wbnGpxIagycIHsel7p09x1rctq8YHA5K+xWw2NS1wyBmGRbxhEs9wGETvdNBLxgrgFQZIz9G2OstuguPA7g7U/T/qNoBhhPnioBA54/uR27Qrkdu4K4nFcZS5X/iYx+S3kdAl9swLPDWyJBJretJMhCru64sq0zU1IillezRV+yeuEOJcxy4qgywKf0BSHhdcmG0aGcv/s+oYRksNTv1cEZAB46ad9uACtObkhEq9Cs2nndKZAr4IWRABDO7dilnW5BAl48luZWvx7A14nodwCMAugBcBmA955yqQJeaXAW71OIWVHfMbiMH2v3PLAKp4QYFsIcl9FJMDuPh5TzHco+cq4h8bF4XhV5ce6M49PR4lkxHs0kUwGvbOJoluxeypNcOkQkAfg6gOsYY6UTgcVPBxH9HpoZSAEg/WIIGvC88AE0EBTielWxdKnfLQCWA7hjcdd9AM5gjP3wNMgV8MqC5z1L1WBGPcsl4kjT4DsLAq+l7GjK9AtiWXG7W6rHCw2h1u4ioXmZY1ZM8cdSTEovNJP8iVs3b39K33DAK4YigJNnh+HF/Uv5FID7GGM/ey4nZYx9kTF2NmPsbAQxSKeLoAT3q4wn/DMZY1MAPnuaZAl45cJ5jMXCXF2r2FEuLnEhW3b5suUKaZOXZkSvFmVau1KXMhbb3zIrJzSDV45pHkqSyHJFJIsABOKcOJ6sKAJeOewF8Mcn7RsCcNtJ+64AsGbRygg0kzx9m4i+zhj7HQS8HAmU/6uMpVX9fCLynmo7nQIGvCLgiViUcXbYMVW3wukSR57LkSc58MUCLyRkX3YjnrzK1YUptNTUcqHldf+tr2oTVZu5xSgBgBgqhLZu3h6UkH7lcguAXiJ6PxEpRHQdgHYAty9ttDiLV05sAMYAvCtQ/C9rAuX/KmPpg/YMAGcubmcDeDOAH6G57j8g4GnxOFP0PTdqkMqpls+VBYmSVo3zeJBnVSwdoZzHOM5hoZiMhZa8IBaG7OMs5M+ucKOGGJloFv7h5aoCIAj+e4XCGKujGfH/CTR9/78N4M2MsQYRfZmItp1O+QKeP7kduzgAnvKzKY10N1D+ryIe/2cyxh476dijRPQzAPcC+MwplSrgFYUnmCLnNlobPi8y0fGifgSCN2cLYhi6piuiHxFNRoLI+X7FF8d6HXNeIlpbWqju8Nvq6xMViwEoCWqFR1P5W6f5lgJ+QxhjdwNY+xT7P/wMn+l5KWUKeEHwADwAIarYQYXXVxHPZmIVAaROhSABr1wYOULcrfbZHs/VogJCtkzkNCSJPFjwfZFcxRV8RgKFGfPkFRUlxZhfS5e7usflrnqHNZHOI+MLShkIZv4BAS8nBDSVv0CmJ51uYQJePB6f+RPRLVisub4Ih2awzl2nWqiAVxaMfC7hVftMl0NYM/lYrUBOhDkK56NBQlzzDc/3FPIdrRHjrP5afd/BO8ND3Bpxz+s5q/fnIb/RWZ0Z6leUkT7mX3j8dN9PQEDA45yY+RO5LBiYv4pY6sPZddIxH8APAHzjVAkT8MqEkc+nvUbbfmiIM12WQpbREHlP5HwmMBbiPDsPzlRm+bgc9wv996Z6PD3XMjdWtft6G8YyQ6uU9Ep0BWo+k/idfcDVc6f7ngICAgA0lb8LgIGxIBfHq4ilZv8xxtjfLdn+njH2FQC/dZpkC3ilQD5Jnp2weILghiApjsE5ksgEeBwn8gIj3yRDSla9Fh2zmbAi1tudLOJcsqpbxnpDNTQzH4t2JM1d9ZQYvfHaq4NUogEBLw9OzPwDXmUIRHTN4uv/JqICnphpLQ1gK4LZf8AzUONISTPIRDY8ioBZYUcW8xLAGM/xoiA4UcuzSPYigu0wDJj6fIGf5ObiSaysu/G9PJ9excyKaGY9LyoQmolh6qf7vgICApYofwaW27GLZjeuZ8/8kYBXAhyA/7O48QA+v+T9/0Fzmd+/vxgXeq6lPonoQ0R0ZLHdPiJ655Jjf0JEFhGZS7Y3vxjyBfzm1Dg/43CiKHOOL9o27IYHwXA8WfTB+QJsyeWZT4ItZcQ2nxo1Xs6JtVBa5TjGCVaiaoazKmcx5glySLDNWTmrnu57CggIALBU+fvMoboTLPd7lcAxxnoZY70A7j/xesk2wBj7xAu9yHMt9UlEZwH4DzTrDCQA/DWa9QaGFpusBPCxpQlCGGM/fqHyBbww4s5cn8V4ENkccbwX5oWG53PwBRBjElxiCuPJ91CTOdn3FauxQlloFCV1vGILIhfXlYShshQ4j2WkullVY6Ebr7068C8GBJx+OOVnUwwAA0cWV7CC5X6vEjgiiiy+fj0RRZ9qexGu81xLfb4JwHbG2A8ZY+ZivYG9aKYDBYABAAdfBHkCXkSS9vxaGzyII/COYvOS6biqaIbNOhPAwZU8scaFRAKxY6Jml8L1ibiXX6Pqs5Yr+HrKRarCCTHibEestSjxSFsbSA1m/wEBLw8EAC44Msj2g8p+rxI4AIXF12UApZO2E/teKM+11OdXsSQ3OBFlAfQDmFjctRzA3xJRnoiOEdEWeraSYAEvOQrKyx1iYCSCJ9eqkCjHyKK0XScXBMZxpJmM03zLTtYEmqh3SHpENvl5xDRWsxXOjZU8SQbj4LsSGUmzxMtre0/3fQUEBABYVP5MIB0+CwblrxIEAMsWX7+UD9s4nkOpT8bY+InXRHQFgP8CcD+A7xORCGAewP8D8H0Ag2jmEm/gKeISgjKgp4Z/ec975WySOi0Kg5EGhWtYRKZcVFokxaz6TPAh+xwMeGAcx0TFbSQPsIzdiciCsqzYa4x6OmKC6SnxhhlvkaX6jKC4BEhBQpGAgJcHTeUfk2yaM1pPtzABLw4cgDgRrQUQe4bthfJcS32CiDJE9F0A3wXwnwCuYoz5jDGHMXYWY+xrjLEGY+whNIMST3YdAAjKgJ4qYmK6TRTtiO0DLlMx74epAZNrc0zTJJEU8sF8F0yoc7KjcrM+JRFKJXPVKdOThOS8yLfAKbqeLaZ9YmkwnmKCDp0E/oUU+RkeHg5mKAEBLw4CAMdPyg44ChL9vErg0Ezu8+ji36faHn0RrrMXT873PQTg4aU7iCgF4AE0k0osY4x9jjHmLh5bTUQnlwuVAdReBPkCfkNifDLmw9EsnkFgEjgJjYonNsgjjvmAKHjkehxEgaHKS5LGKdpUhvdHoiEhiUpKRyrp+o4g+lzEJjNHvMunBN0p8D7w5AHjszI8PMwNDw93AsgNDw8HFQIDAl44IgB3duN6H/Q0KeGHYxEMx+KnVKqAFwTHGOMYY/zi36fa+BfhOs+p1CeAj6JZ3vM9jLGTZ+sNAJ8mog8QkUpE5wD4IzTjBAJOE0kyu00SBVt0INoqi6DGl3iVy3sEkfNEQRSY77jwJVmQUecjbohBa4guJ6QFHpbLKfC4UDRkWWKN8zOcYFJGrNszAnOYX408uwRPIoSmiymPk9xKAQEBvxHPJdFPFE1rbsArhCeM4ohoiIg+SUT/SUR/Q0QrX4yLPI9Sn2cDuASAQ0Tuku1vGWOjAN4B4M/QDFL8HwB/xxj73oshY8CveT7L7Dhpdr0FDj7zIXmcJ8vVkC0rqmMaJg8OxBMET4QARjoH3hUUQUIkHBGFUh3aQtirspIiyWFbkHXfy4B8X/BErsKrlu8VfhPTfRhAY3h4uI7mQCAgIOCFQaM3XMUAgPGc27Pltieu9R+ONVcDAGUMxxKnQb6A34DHlT8RvRvN8r0b0MzydyGAXUT0thfjQoyxuxljaxfX5p+96LMHY+zDjLHLF19fvWhtEE7aPrV4/DbG2DrGmMYYG2SM3fRiyBYAYDjGYzh2Qtnmbrz26mcNuPv/PvRRyZIa5xqCAsEnSEy3LN4FSHHLHMI8DyYIABgPjxwItumh6tUj5XCFU1SzKolGRGd1hCxe9Xi57vvtxLme56pCSYpbzCv/JmuKaXh42F98zYaHhx8fyPRsuU3s2XJb7EkPr4CAgCeR27GL8MRib2AqbwE4uV8mARQxXKkDCGJtXiEsnfn/A5qz8asYY5sZY28A8D4Anz49ogWcYiJoJmACmh348Q6+dfN22rp5e27r5u1PiPRtUXuShu8PWpwIDgJUue5XHXKY77ucFpEMUSSOfJDjw2c1MMfhOM4WeP+Y7dSdBVG1ZYOLOmHegcsckdnUBvI914hJjZBmeX6V37p5+3N2Oy36+Jc+rBp44uw/g+YMpa1ny22E4VgUw7HANRAQ8NQ8ydzPwsJTKX8BwxXnlEkV8KKwVPmnAdx50vEfAWg7deIEnGomt+zMTm7Z2Wn5axIAXAzHCM0OLy9p1oJmvgdu6+btj8+kNa2xzHatmEU8GAtBIHAOHCXMTNK5Lo5zQMQcyGDgOMDiFY+cODwxgpCe9xM13Z/zIo7CCW5VY2LIVuNHjXguX8+GOuPTfoXz6SQ5no0Qmgr/BA0sBg32bLmNAGD0hqsaABbSKKfR9FNGMBwLIpgDAp7Mk5V/VHIABMtwXwUsVf7/jWbA3VJ+B8DNp06cgFPJ5JadGgCv44aLJ0xvbcrxuxqGJ4QB2GhG+GJR2fPX3bTJQjM3w+NBeKXw+Fs435EaEsHzooBPLMJI6fM8hZmQUtUaeHLASCQNBmySbebFUOVDiimtsLlGIaRpdp41tJoX9oQ6SSozuZ6qmZDXZvb5ZZ79Jsr/8YJAw8PDLhbLVre7XPLqhqhs3by95eNl1X4vv639sN8+B2AGTYtAQEDAE3n2QL/hmITm8+IE7mIMQMDLnKXK/xIA/0JE00R0HxFNo5lnfwMRPXJiOz1iBrxEJAAUMRyjEP/L2Xn7X+R5M5wBYJ7U5kSWxzoWlf8XP36p2Kixi4gaZHASRJ+HTy7HMccbM5OyJpQFJki+4trkiwprwIcjMM6XmS9An22rWt6cIhwTam5W4lzPVsnnXE+wJSzX7ZBwdssur8Th+Sp/bom//3G2bt5O3S7XN+gI42jmlmhbT8f0K+3PqhiuPKl9QEAAgKZ+OLl/MPbExX4nW9ssBJaBVwRLR2j/cdqkCDjlTG7ZKQJwO264mGEYIYGbrzMoWsHSFAAGfh24o11306YiAFx30ya2dfN2tnXzdurLyW9qTNVbKprCAA4SCfC4BdTNpCOIniS4Ls2LshP1qyIvhOFaDuJuDXUly7mSUVIkBkXn5g2HYpqjZiTJ8Bmn8MT0vpos3hmTa4LOS57vlV+oSd51eb3luMAtfOOm17sAcPDP31yfaJwrQ0YETWvGU3LjtVdraK4eKFx/861BTfOA1xo8bM/FE+NoXEj8Up+/gidmb7UX9+kvvXgBL4THx3CMsa8yxr6KZma9W5ZuJ44tHg94dRDH4ozeFiiM5qzeN7ywgubonX3h936sAdC3bt6ubt28XQAA5pt1XT+UdOzUO8mveyVZ5iWHwBOxeYkJiiGZYdlVZiTPMzkRHGPgBQJjPCTP5ByftyD7tiQ1BNniGzUhPNNwYlaWFT0PHDzb7TcVXgHAN/iQzbzCc5pFLEb1P6nOuGBHjGlJz84IrHJi3wr1TuWoeWkl65K4GAvwJFPljddeHUEzJqAMoCOoMhjwGoTnihbQDJI9gcdkbmlfIQxXlvY7C8/PWhdwmli61O/tRFRAcyb0Yhf2CXgJGVk5+Jt0Nqnjhovtbdv7udEurX/bJWkFQFXgcqHrb76VAbCZX2tB8zcSBdD2r+//qGpVvtguRO96b5n1tXBUIEMIgbcBjnzwrsfCoqa6XImzEPUz9YjnwIYoCZBsDh448n1bIlmmjFc3ZUsJVxWDgaLH4HGCAB+uhyzPO1rFinAVMWp7fuVJ97Zte7+0bXt/57bt/blt2/tPKGUVT3RXAADixbXqqFLnAdQWs/8RAHKZsnCuJUhoujFMLIlgvvHaqzkAsetvvnX2+ptvtdGsKfGM9SG2bt6e3rp5e+sLSUkcEPAyg+OKNocn+v1dJvHo2XIbj+EYmdxJY/OmGy3oA68Alv6TPgvgfwPoW7L1Lv4NeJkysnJQAtA9snLwOafCndyyk98V54Xcjl08gFzbrDkFIN5xw8U6WFLEcIwnod1lzM4AsK+7adOc785NExdfLRCbURTnAtvkVJ8zJF3QIDKRON6B7YpumCNtWvTQ5ch2SeQsYjzzRQ6CA3ic5TGXOI9iQoZriBEuLyl8PSxT9rjji75EFnwPKsHJTJd71LyUrtbJUpcu93v4K78nRWY3LO/f8fkigJpRkFM3Xnu1jKbyN5be59bN2zkCLzLOVD+kPJgBkOvBRBcA47qbNvktHlfqd7gUTlL+aK5umDvx5vqbbzUASIuDgiexdfN2Bc3gqAKAjtfyAICIziWih4nIIKLdRLTxadp9iIiOLLbbR0TvPNWyBjwrPFexgcWZ/+K6f5EpPJzV8fD71tyw7E+XfyJ+OgUM+M1Z+pBSAdzMGBs7eTtdwgU8J7IAjgBIjawcfHrT9HCMMBxLYzjW+Y2+0TO+2yl6/exQFwAnrHsOAHPb9n7Vh+IBEKXQ1e2+c6xy3U2bqsPDw1STtqXtaERQY+xsScqQ41aga3JYpxB8EGO2TSFBdl3fFoml/bRZtBjvEDHRI5kgeww255HJTMc3kl5FlnmUpb1zqs+3ugvjxJSaRiUfgispYn7w2MLyFoeTjDLHOCwxIwpWbDA8d9a44ETjk1+5UqyOh3sAZDijHkXT5Igbr72au/Haq8O6Ot5VSj2icMQYgOLw8PB0H8bV7+MNDgD89X9ckW9xudTW2VtcLAYp3Xjt1QIAdv3Nt568brmIZvDjE1hcDZEBMH/dTZtsNFcPtL8WBwBEFAbwYwBfQ/N3+TkAtxBR8qR2Z6EZY3Q9mt/pXwP4OhENnVqJA56Oni23RanmyKS7S2f+bQCSTOM5pvKpL+3/ZO3+2NpSbseuYKnsK5ClD6ivA/gsEXUQUXTpdrqEC3hmRlYOqgCMwQMjPprKKf4MzXMAjNylv1pYW53VvnL4itJa7IreXr62imZEbxFA7IFki7jT+aMW4kKSaz9aGx4eFgB0co4d5f3Yw3LE3cAZGYmz5yVL43iPaeCIR51zWIq50oLkIWVKLM9HG+ClOebJAsd7IEbwBZDDHERtSdFV2eqgiSgJCV0XdieI6GEo4F1fZC2sHPZAnQDsmuCLjdBY6/DwsDC5ZWfcjExYt993R/3WiZv43sjatjXq6yp9F707zof6L51ItZ77x3/7VysBtJq5rhboo8vuL7mzI17L0RPfzfl4uLobg9ET1oQRyZsHsDR5URpPUQVycfb/VBkHMwAWrrtpEwOA627a5ACYRdMC8Fpb8nQNgCJj7N8YYzXG2P8AOI4nV958E4DtjLEfMsZMxtgtaBb/uuIUyxvw9ES4BTNJLuMBuLkduzJouoTH/bjcIpumCNHJfa5xfVcLm0nnduzK5Hbsio+sHEz7LtjQlu/EerbcFuT6fxmz9OE0CuALAK5bsu9EENWLUdwn4MUngaaiweCBkcbIysGly/J+TbPaloHhSgM7dnUMFM87Yoa5zEW4c+FH7INtAMq7/mtQmntLZ4fs6wuPCOdeeaj36F3tYy0tADoAHBOrRa8r/dPlRWnoLNRYUvRnJYOpHA8OYCJqku6HPVmdiEaQmzJqTlIj5qQ8Thx3eOaJIAaPcwTZdZhmC/x8OuYlihXIcnS0YRxq1yPuOCvHmMYs2LqdFlu4cHt5Oscablgw1VnZya+s5w4Z/51ejtoZkXMpHHVMp6/vmLzswDmT/5LtnlcSG4/6l43HQ6Xps/oXxLn1OxU//Eibc3fXnujQ2OJ3Bd9XSNO7sh5nYevm7ehXeK3M+dN79dd3/uzaq2cB8NfffKv7pO+wiXXjtVcrSuJPT5Sj1gDgups2PcHdcN1Nm5ytm7dPAWjbunn75ImBwWuAMwA8dNK+3QBWnLTvqwC+ceINEWUB9AOYeEmlC3g+nPjNShtKDzbmjhTXqpY+v2fFGfM+B3uDubfz/uxq6ryjT7/0jXcOzk/2zwi6kzy8bNnC6MHWVGff/PR+6qljSd6NgJcXS2f+fw/ggwCWIfD5v+wZWTnIA2CLs/4TGIvWgF8zHNMAKBiulHM7dgmKxxzZBw73h/yrHx3xO6xZ+VszZyRmM21x05HD6THW2tc4bu1YtdxuyKp9j95WuMtvz071X37ejDLweyLCs76Sb8iykamwGCQGgAgCq8GWk2S5dU9jdl3h7THHF0ggy+GZC54E+Mz1Fd8Qw77Fz3Exkhmv1pX0kYaTELr4quVxvKl4gGWZA1Nev39p511ZixNBtb1Jjout+v+ys+u0+4xEVCwkc2H37DH5gdaB49+4Jp8KXRKJGnO7+7EPdreQmC4n+Eijl+NTpQUpRR+efVgEYN09vCl6b+39CY83jhSz9xvX3bRpSgLqZY5lHaZwktieQ1OpPx0lXlrbh6alZBmAxHU3bZp//KseHqbh4WEJAK67aZOHZmXB7FOe6dVJHE9c9gU0Z4tPsB4yxsYZY0cBgIiuQLOmyP0Avv9UJyWi3yOih4joITxL4GXAC6dny23c70BOtUXkGoAOTmNDXodQ+bBx88y/3H3LqpXFAz2/NfH9tsLklSt2+We0nnd7ed1vt/xruff4aOXnl1xmPxIZsD8//38aeOLkMuBlxlLlb6C5rO944PNvsm17v7gkmvxFY+irQ9wF/31B8o//6Y/bh4eH24aHhztOKA0A2Lp5O7918/bsYvT40xW3aRbTeCIlLDX9D8cUAEkMV2YX98Su3tdwH4Tr3y0MCqwq0+seuyvyWPIj3Xdc8hG+v8jPslg2nGR7q5vmvLGR3jVJS0YkSaw1a5qxGF8L1UqeFnIKEtN8uUpRQXYI5HvgQmles3Xmg4pMiolxQ7BsoV71mOSLzIfHcfA4CwJzfY45kulpnBOKitlyiQwvudc07BwvoGCLPOAh6uuiujIyyjV4Xp4Rw+G81BGbqjuRMD9+KZ/Vc921vaynfI/MhatmZIbWPMwGLio4XexYeuzh9ELUipoj53/pLW68GjrDCnPqyuT8Bi2vrz9L9+MT0ujtdQDqtu39rW/a9He4T3aNqpflJLlrvZL406dN+qMk/lQGCZJj3FNCM0iQbd28XQWA4eHhNJrug+Tw8HAWAK67aZMJgLZu3v5aSXryuDVkCSesJE+AiDJE9F00lxb/J4CrGGNP+d0zxr64WAzsbDyFSybgxeW9C3f3Dvo+t9YiSXP12XyyNbKMDnGZdHoV1L2b3rH3obPd+tCgP/0g/08XzR41BFk7flf7u1fNbbfva5tafjiR8eL1RgzPEPXfs+U26tly23MOUg548Vn6z/kUgC8S0Qoiir2Wff7btvcL27b3t6OpYFu3be9vf/grH8ls297/goK4hr46RENfHcpkjEzPusK6zK7ULnyv93sOgGne1XL//Of/kd26eXsWzWjzMpom/dTTDADkwQMj1tIdi1YAWqzQl0HT1D0FAD1bbgsLByu9sRkj9SttTDlYWsa/Xr9R1IzIyu9fsPLYsmm7gz/ao4U79/tq2xH7cuPL548JLcWoarZssu6JqKEDr1Nkiwna1BkcpqddCILBhyAyCT5PlPN5qpDutpRUixPUguHnzTBf92xP9nhG8DkBrm9zHO/LxMF3HVmz4kmxbX6GYyF7wTZijFNK8zYJEFwILUUjN26t5HKpKc2Io2N1+9GZhDl9viAnQlceLyezpdGIW3CSeTPx5oOsI55XeFWZkC8Tia54LCH1pY5Vw3/9zU+/vRPTG/blytre6B1Zzt0jjszeEwKQa1MeWjm6e4XbGp4rn7vqlpa6eafRKT96BPCGtm7e/qR0v1s3b48BiHrWI0eIpD4A+etu2jRpS8XWT//5f6wcdNvpd83LC8PDw7MA9H/45Keyk1t2KhsjgpkWqHNyy055cstOcXLLzldzvoC9ANaetG8IwMNLdxBRCsADaEaRL2OMfY4x9nSult+YG6+9Wr7x2qvbb7z26r4br706cF0+B2689mquVc71Hpn5ZiOtm1qHORl+fSjie1OR7sKo9LqJSW58XF4463DDbM3bfMf77pnJmGFfmJN6o3dfRBescS8oH8/oWTQHfc+EDKDr2eTp2XJb7EW5sYAnsdQsc6I87rvxa3/Pa8bnvzjDP7GunQGYvXzTUQ8ARv/2Vs0OzSwvd23nFwcAPoDC5ZuOPqmS1dBXh04s+9K//c+uiKbJU3J5Hm/dqHUO2lEtIwm1K9Pf2LP10Vvc+ztv7dHNVNJW15t6bL5TSo7nv/DnHxqf3LIz2nHDxfbWzdun0Qwem7rupk0+AIysHIwAqD3VfcR6dM0xuDZR9ecxXLF6ttxG2HJbjkmc666ITf3BaA2Hzvu0xwS7FLpv1fJywipcXryPWGNtmmkFK96yf6LleHVuj3nJ2W9Qft4ZqTttKh1rEeobi4dkxga80bmGKK/xbI5Zqgxm8gRymKBbaPCyHxFl3abibLQG05dM3uZFnQdiTORB8EAiRAIne7bfYKIix82CXg+lVX2y7T4pvq/fpowv8Ton2aXVZSF+x3xFLQxKpXWOPD0wZBbTk9aaephqVWWsuEJKCPLcQqMSaQntUa2JM/d3Jjp5Ux1VI5g7yCXdLhaOnzt/kPXMPPbQ7WtWtBxaviry87Mv8N+d+y8tMqXfd+iB9QPle7n5+ZakWI1z3S2hA373ij87MvfIH128dTN2ozljLQNIAWDX3bRpdutmCI5+Zyyfu7P4mU/elz4r0s8L+qAs2pwEGZHJLTtTv4vLsZfNp+/15tsGkTkW54lmHD/dKnI2AGFyy04OzZUJNTSDCH0A9Y4bLn6lxwbcAuDfiOj9aM7oPwygHcDtJ7X7KIAxAO9hjL0k93zjtVeraA7ep9FcyRTBk10ST2Loq0PpPR/c8xtZF7Zt78+iWRPj8WfHK5CwIWV0yc6PyoXRTW1aRevKLHS5M9E1h0qJvkflzvhgqJAolhS44hpjXqpsQZgv9DU685I+d2bYGPPPrBa1aTnU6Pe46uSWnS0dN1w89xTXkQGUerbclhi94aqnzCWzmICrC8Cel/KGXw5s3bw9AaCxuGLolLBU+feeqou+3Ni2vV9A02Q7d/mmo0/68gU7FhPs2PyKn38l33HDxd627f2C7Qmt7/k/n6zeO7PBXc5P0RpfX3V333dmIEEH4F7xqL/u7kGqiqEryxPdnepsZKx1pVnrdRv9E40al9s+tWzlQOxRO14949AXVu6Wuypd5nS6c3/CPtL3V1t/tuoPoBmTW3Z61920qbF18/ZZNAcmM4siRdF8qDUZjiXQNLcyJaXpR36Y0wcPjFiLdevbAMxbG1tlNE3VUSbY4oFv/7ebcR9UJ6Tk3NAk1hYkV4/LbI0+e/HhERywhLwVP9K1qrqu+54WFAaoaInR9tpjXkj064zZ64/IKcEXRAgegyNzkI2qV8kyg8lmo33aK6kcs2oSmeQKpuS6YAIP5jGOg8/5Pimcz8MReMmQjGrCdqKjZToyaMkWwOu+iLAFc1XEUxRWobKXQEuMMW1CUKuizdmHZzKhEqs8lK52vD0ZM48dt+bWFLLVkbQIhGcGVtQFlhkPhRamykk/O+CV6+3L3/GG8ft35CT9CK0v9f0PPjx9oGM1v/noD+acVC7q1MPCaGnVsbfxPzZu+tEfdkS6ao8lBn7eFpq4rByBMpTkWT0tCvOTW3bKy2VuqMTLoXWV7IWeZRdHnXrF5DMzgJd71PDmHeNu4oVulRM7opZUoCmvvEL0wrOwwF9306X5E/+yyS07VTRnRyaa/bANi1aaF/g7Ti6er375pqNPm7r4pYAxVieia9A0438JTUvAmxljDSL6MoAextjlAM5Gs5aIQ/QEQ8inGGOfeqFyDA8P56RMe7sTTez55D/dwG689moDS+IRcjt2tQFozG5cX3mKj7cMfXWosueDe55Xidpt2/szaOa499C0uL0i3RNRMR0bF5PVv7/5Vvfjn/uOnY7YZxyopCek2caao5SVz3EKmSTV+HtSyM1Zkttl1rOHHS221p+Wu0tGuhy/7zKfrZnbFa0kz5C5Y3Bx9+SWnfQUA1sZzbwYJyqGPs627f1RACbweRmA2bPlNn70hqteqYOp50oYzUHq9LM1fLF4XPk/lW+fmj3z6wDed6oEOpV8579+t4N5UiTaHauLamX6GUbrHJo/0GjPltvKwOeTV3B+ZNmyb7UdlvZWo7MbWu5x2mYvfGxY+8gvPzYJoE1NW0d+9LpVy2sGXm+gEY/ZtjWNdbsFpJNFgRM56tRSc3u88nKt69qxS7x92o8b1zz4lpXLuez4PcnJc/8xNHforxoXxNAcDTpbN2+3Pv/bWzt4ayoXXXFZrJy5RNm+efv4dbm3xStMs9dZX8oDkFLpsvt1/EOyZ8ttVSwqlNEbrvJyO3YlAMz6nB2tHvto/x1DyGklObF+oTPFFFt1cU94rqbVunltoVaOXTYSb8M6587oYLH06HF78BqeRpUwM9vKJJR0IUxVvoWLcgDvM0bUACcavO6lS21G9LhuT+2LKbSmSOFiC2+nOAafU0SOqjyI88nyoDAGWCIvMd+Wox6ZprzAx42WkQVltldxI2GTrHhPIZzNxvJKCpGo62cU3ue8M+2KtctLZRRx8CxVbDQ4Nj+wgnXgqNGxImpWola2IGgFvqoxf5mcEJCecW8zsqvy968Wf8ePqAcrjVXzB2i1Hjb10HQkEe09+KjfQ2qHTkna3nhrmBNyd5jH72lJVC9McYlfXLDv0NjDtm9KLUrPqr7o+UmTQ93266l98+NGRlyZSrlzdrV2ezJXFieOt6/pN8JZcSIptWfmfnZANbNlN97azTGxjffl8NbN253rbto0AwA/LDvW4u+KXXfTpsrklp3OM8ySnpJt2/ujJxT8tu39MTQfIPOXbzrqbNven9y2vb9l8f0psygwxu7Gk03/YIx9eMnrq19KGTjTkMVSfspOtyYAzF1/863sxmufcEkCEMnt2FWf3bj+8T4/9NUhDk0FHkVTMT0ntm3vlwHQ5ZuONhbfp16M+3ihjKwcFAD4JwUFPyMpuVV7kIP1d5/4r8hcFB1ts/7FSf2xBKfbbVl5iEkJIV5jkLt8j7eFis+ioXiuWtRLmtiiCwOT7ZXj7XfHUmqr3Rut68fqD1k14ezI+RqeWPwHAITRG65ye7bcxnI7doUBWLMb1zuL1hMfTUUooGl9E/Bs1QVfwSwuCbbRLJkuXHfTJrdny20cADZ6w1UvWd99XPkT0WUAvognRtPyaEYsv6r40bfeyI9WNpy7R7xc5/yWwvm3v1O+QOWFyZ/vDAMwOm64+PHZ/+SWnTk0TYa+A8aLnhPeQmOJx5I7faHcVv1no3NAnPCnWu75p+pdZ1+xbPcV686yW2ozTi0klivr1xWToTFHuufAytIlWmt91cxBEfMuPdbom75LuGvtZb0t9UIP0ZHGCrH7+AOxb/RzC5cOnp8X9zzQo7bdX3rE68DF0wBgVf+HE5TzBlfMzB/n9F2P1bnZrj4pesHXihvdPW5/LddemJ0NpcyCGk/ctOaaTjQfcDNLRsx0810N4eed9bV1W5x/666HVnCdRxZmz0h5+xva1KpC7ZL5hjPy3Ui6+pbYI/FszS2fIWjCGPV0+FY102k7U7LGhcfikTbFrCqcI3IhzyeXs+E5HCtHHLvE9T42VNx/7N6QPN7uOxtcHmXNt12diWA8B8nzfEY2fJ+JJjiBILl9jSJ/uGewkTg+qZrW8n3h0P4rDE6GajMVpcaQFI3OktFINwzNErxKuVorCsTPLmSEjrNHVaXSiosi85HjkqovjKqNWVf1Y6VqF9+31mhM7tdzUT1bPZfie/q7HN2r6Pzqtfa+H59/9D7pwUjUUcILsnbmwoi9u3tvjW/vrfgHYik6csbqzJvm76/OjZNixcIDs+HiwXhB4MTKAf34JfPsCCWM1aW4XkkKzuERU3FS0dC6XDGkn+Xw+dpkUpgdGp2cuOv86a41sz9r2RAqPDivX9FXrW6c192OS7du3r5tKnpIi4stfsiJVQHIWzdvl667aVN59M/vDE1u2al13HDx40VRhr46dKKyIQfA3vPBPS4AbNvenwCgLM6SGADr8k1HH7ccXL7paHHb9n4FQPu27f0+gMoJ5fRqR6iXE5xr70Ezt8UJvBuvvbprLt3K4beuq6NpBcgCmBkeHhYBuOh9vEhN6HleMoElz0kTivXn268LfXrT1tP2fS9m/DwxCHlOSyhvvPZqoSX1enUF4+MlP7JhefHRi3hPS3I665wPtXHETYZc75A6Y6/gE6EaWRbrr8lhtqG2EJlutCdkmY9alsgn+Maxhiak5KKd+3EifGZb9egjHbj4+FNdkyk8j6bOaaD5HYqXbzo6tRhzBQAOmnrq8fimxZVO3OCBkSdYZxb7SgRAfc8H97wiqnUuJgPrQ9MN5gNI/v7Hfq5DQxIA69ly29ToDVc9471s297P/yZupqVm/8+guf7WArABzXW4fw7g48/3pC9DHrctfujGr2Wz8as2HNZ6H9tUTi20mX7X/R1jWWM8P7gQrk6SGlLz/7mb+1V61lxfTSa7s3LiEWGq0DOjL+uv9W/4mHFsvigY413zUjGhF3qKIRvVjtTK//tbl4y3p4osVDuzoLkHBqxI20BemxpVaNRqqJlz7pGNg07pwVXvvONXxtqZY1NfeNtG/tw9v6zJ+ri1+2xNOuYPvLGkHtobSvi9k+VQbTm6jtyVEQdq//vv+xv58QIvrenonz58h2AWL3ik7Y2dTBqv742lu74Xffd3vnzrn3q/vf8nmePR1tAfbrpedHjB76nMlO74z991JrfsFP5S2Ya+nkHlJy1t685fuB9eUUqHM3aY5Uf2w35dONk5twbUWJhKx3FJbec5K8OlerjtwWNj5WUrHgH/ni6PeVmukNzVeUZBnh0J8XyDcwQXcVtjBZGD7bs+SazW0bBnBD7yLRL4iyyjKPIAU8BT2SGPE4njOAEOMzjB8QWHFyWTE+Uz9Hn+MZW3ZS87V6kcD0WSQq0qEiImxLxXHoqIGY/xEmeZfFdWd+eP21IiJQuZoiTuI4RWT2kz/mCldMS34e+PDsxRuRqPT4VQVqPdbRyTZ1iqZf1Rd+/6VufQvJ7Yc7/SeXnLvF48a75W39m37OB8pefdLetE8W5h6NFs1Q0daITOv6c2bWfV8KxkXqlfkasuWz30K3VXraP79qrczRnra3BGyztakkfcRMjz4qKmlmolhmpLnBPWtxv7mdM/Ofu6SaNYkDLhe32ztX3hrnI6+ciZupot7zJff8Wven78y5pS5NB8UFV//9CVqX8YvrmvoYS819cvEgp/9Q+MxDHpiFyPfcK/zDHcgcq8Nj1/c/Y2e+irQ2KC9/OfbEPo8k1HJ5+p41++6agJYHIxniW1OFDwsRiTcvmmo+WXvuu9dCwqgR4AxwYPjDCgudyS41z65pvGMmsLse4/+PQfhBmY26MoTDRNfbRjWeLCB7fNfe8T17u5Hbu43I5d9Ld+rKtMDUfwhUZt9m0cJ5Zae7bcpj/BF910rclLVs4s5Qn/g7/E59ga7F6T27HrgdmN609pHMdils8cAHfwwMjEyMpBdWTlYHbwwMj8YipwbvDAyJNqYADAL9MbOzfILXHLZcKamfsyRshYaStOsirwUSFaFZSaqJpzSd6Pi25VZ/xAveAd5Cv8aHSFqDmiJJc4dSHcYqyq732Hy7eNabyxaUzpP/RQcXTFBz7+PdvilfroDVc9wdUylJ7ofmQ2er+f07KLg1UDABaMpNsVmRDHa50umnEUS8lgcXKT27FLA+DMblzvoJmTxBrUe6XJLTvRccPFz9v1ciJV+PU331p+vp99riz2x77G/IpZif4sE+epd95lY5+NG6H1Jn920ufK761Jj3wjYnsAOnq23Db5VAOARYtB28p3Adu29zMA+cU+/5xYqvxXATgfTVPxVYyxHxDRUTT9dxe9kJs93ZBAworv/u3Kwdlzw9H03Z2PSA/uonrEH3rokjXjC3coPRJpk7kO3zeEM4+HqrtXjGiNT1lna0e11aNOuBA7e2E2fTzR37ltJccfS6eUNccOdHcuxC9CRkvPc4adsszYBVro3IOlyESjZvS1GCuruljMt4lCrqL2D3ZbUt7Qdr0+VhekH1611v5KeA2SE87Duzpm7UrYovftMAwt49fv7H+HYnUs/GSMt/uu2nFfeu+KVXzdqf5+m5t9rCvRe++x2bsvPb5OcxPt9dpUdDVm5/z73z07lrr53ddWD7npujjL2m7fvy3WGLv74D+e9e7Oh7b8ak5zSrlsbTpcSuSUM4+ML6ukajOCYom1Semx17VtlL+VjRXbp2uXH24fGYvb6oaOfGl+Isq62nynftALXXthpexZUrk00hnFnF2IDPh+uOqLzAwJYLoIS3bhuSYijfBkNTY7ebddH8tS59CMWaSI63M+ZE4UTFciXnR8niPZ8H3dUwiywgTYEgTN9nxnPPuGiej053sVJ1bV/Hbf5av8nOC2necxb45PMtuYFZfzSWmGy0s+F0tO8TG1yyuGitKjDy2U0z2F1tY2SUwU3VDSmSrkJ+FGBqCqoTBXZgcz88sjC20JL6X+h1+aTd0ppDpTjJsd3DV/xpyQEC1J2/8u3POGM4rekR52NDcXEvWZNenq+tnHuh+bXq/Nx9rOO+5oylBsv16TrJTccmhhbYXekfe7MmJF4WyVCzWsSC3O05RDLY5vWRGnoRyU7WRZ1TvOVsMPPRLy/ekEV8p0ZG7raDeHfn+03H4PP9N6eCjz1TMXktvyq1l+yoKg3KUcX6+7LXbNi5n9Ry84cmZ0xO2UbtWmK29pfdv8jSVfcqb+/Yw/W/a1grRw+XCMSxZbB+787jprTzmXNz3RQzOC3r1+cCeH4Yq3bXs/LZr9FxZjAtjlm45627b3Z7Zt7w9fvunoKzYJS0NG5OaLObZiii0bBA4DwDL8qGdXpGP1xVPnTiScltmJ+KPunuhMza92nJ3Uw9WRZWvnPvTdrRHgekNu3GduuufeTVP8ecsO2d2HkrNVvlQbfCCy4lPHPKMz1rMF5ugNVxkYjuXQLFHLMByTMFx53DK4bXu/PG5z3tBXh7Q9H9yjA8ActarvY1+dnmMtncD68VP8tbQCKETe+kUBAAYPjBgjKweTALBz/TldyUoZg8104I8zsnJQfONbPyec5TW0dYrE/bR/Zt2sLl7lZNRWnwpx5rFwXJxlGm9SUer32qs1fkrVMCvzfCszOaOSZgeUOtaqddKYLOkevE5mdTdcXa/HdH620Bb76OQ33c91fygMoNKz5bYOANzsP/WpveEPyf80sjX3utxXnDzS8QwWCgDwo6NvaJyTe7RtvNY5j1+XF8c1n16jXrmO4isnmTHY3JUEwHI7dpUzgLfng3vm//pfP7oOQGlyy06h44aLn+8qkiyA2o3XXt1y/c23PmcX3POkBcC0U+rqbxcpFuNp33HeG4x6JGddBysW/mdajv1uCouWEDR18uSJD4+sHAy/6y8Euib6R6lliuvXJtezSMeuSTQHP885UdZS5V9BM7JyDM1sW0CzQ53xgm7zZQBHEr9pXydf7PyM/ra2ybvWfuHt5b1a9Y3f6ZruyS/vnHVkYa6qFPRVYy3VvnntUhuh2cPmRLUsjF0TrSVDc51+nRP3ya+b0ZXoZGJ9MdTlpKLybFWLz9Z8K1Ewp4SIiWyv7/cyeS4/kbQFG3b7DLXLshGdtuyZgVRBCLnpxsEOu+opc32uHJ8568G2t+7Ljbc++rOhryffMKJmNyzMrxiphXoZXync2rN6Rcvx/HihtW9iIlMaeMB5SFo9OKAeW/v6X9WFaDW3Vxe2XShUjMf2XTXm9D4sM8e7NuerDnqOxF1r1ccmds39JJod6info+6++HXWu/Yck2EKJdctn1Wb5L9ui+fJv5RmX6/BcR2p1i54fTPr8sdnQkKqIO+zYwdi2lVZzlLslvohKpVyx7GxkdUPtpuCK9atmOCrBGkBcMMEnzlmlNr3s2h5509S98Z/+4CYmuap3GO4ZKu8COZ7EscxnXHkcg5EECTLUVzmUk2SWxyHKiqRUAo1Hmrxw1dzLpyoJ3IHSIhzZHoatexl1UJ4vr27RSpG9AW+hcXgdZgtU9VGoXXw0Kozpi7Mzzh5W++MuJYbVupxeHpU9BuezxxnQsh03xZ1tPCs//G0q+az4Xphkk+onq7obZgracpYa4qsyaLiruqbbdsWqSlyquidsSdyNt/B7ve2zaXaW5gvtMxXCj1htnKB5eJTIdkruyHRacw3dOK4qD/Tl4+o2WVymI/YLfMWz3drUs2fSOilcuTSK2N6pZyoG6ZVU1rXOfud5bldqXpHKGNoqW/EhTZNDy2o9XrS1o7RferojBRJtcdt95f6g1MVehi8oyW2iWHpsQ0ZTiq/a+ychV/lR/z/ou6zp0PS7qhN6VYh3zMz1zYLwByKzWh3LvTI/qdWty4k48e3ob90+aajM5dvOupu296fvP2HK0KNsVxKEZTsj+89vx7mKl6HWskP/MnUsdPdV58NnueEO4Zfz182/DPv/15Jq+9ZRaW2IrMu/7c1vSnNjvcKuSv6ZhfqHqe/a5Ny2w7d7lg7Wo4t3BlaWxmLT2dWzo6JxPvHhz53Xev6GX6dEr5ycMXEj0ZW9KTEW31J/In0B+KRKYoflf9Ffch8exjD711AMztmFcOxBoAshmNzaJay9QDEv7IgCWia/vXcjl0yAPMsPFioILYqt2N9K4DZU2EBGFk5GAXQGDwwYk1u2dk/uWXn4Y4bLnYAmFf9x9faN2kh+ZEVq2n1ykFt8MCIvviZ5L25VV0fPPrTllysks9H+89a/di860juKpeLCJrlqTpMjk1wCPM8cZxJddlD2NNYGA5S5GFveBw8ZclWdC6tG8o0r3kVM28yTdLOPHz4vXltxeeGQuta4k55oWfLbZ1nlB8NG7ya3J47K/YTOvfAJe793PUPfoH2RNcsS+6YE3f919X+aO4aY+15+/z3Hfi5V9Ko/Ztv+rjq8JDPTyG9r1M5uK/T7374Ix9dwHs/bAPIC9bhLixmE1R9hT+sjE0PmN0Z/DpI+lm58dqrUwCK1998a+PGa69uufHaq8WnqPHxlGzb3t8JYPLyTUfZ2CV9/I0t7+IVz16luDb3ptF7S+ftfvj41s3bI2JoHv1XgS7fdNT48a++1NMITT/8kYEu7nf2OS0Dbj1PtMOo92oDQ5Vvsg9Q+5k/ZauqhNTs0JZvR++rXteYuCPV/u9vHYy8+86CdrBvr3XZhl8sHPnRZ/kV//QJ7pZ3nkVf2ffXZ33to//w8LMKjCcq/y8B2IFmfu29RPQVNIud7H+uX97LFZ4R1z6fxIWyFXJ/fLb3YKh8zS+XJdTx5NRPdg99tNq20FDfefsPtX1Du3i3eM4PGZw3LrSIZ5Nk9TcaBU6tyt4GPWxyUqqRF8O10XqXdEjWB3P6fFpwjxj5GONnIlqcTE5kvtduIy7ldN/nBfJ4wXRaxTgn5OL1ktBYvqI0Xe73iuaknqlcFZ+WzBT1lFNv8X7Unqfk0dJc5+wIK6zp6wobnGUuX7H7sb6NuwfMhzMXzvwkt6YQGz1z93f6PKtRqtZXIfmL7JVlVwj5XW0dmfKE5RhOdgdX7ExHjFLcq1zO+49UfjJ0uXHVJFpSdt+jYu9olx9Sf1ZaiJ05t/ZQtK2eaFdsrUfhvB9Ic93LBdUXnRnvwpLU/agqHO3q8b3RY/WOLlWrImKPtzKXl0ELYpVvR0wU4DMGlxhEMVTxOKUoxcZnd7179+QX//Sj/mTGrXRXystMLsSYxzVExkIcETzB4ZgAgaeQZ4t2xRSlJGpVWRY4cbatMNLjtc378E1BkOWcU4uXBbtS9xzV1+JuxZ1NqmJb5jivTinx8lDdShwPCSiur48en3F7V6hGpcKzYzmTaxur+K6jkCOmTK31YnnUuiuUjevxTj1ddaUeQ+rqVz1PcGurU547WQtH6gfVOLdSnDs2Jrm9ZU+Jum5DyOj72ka4jlQrb9gtlaORYwmuc1yyTF9LluqKz0fcGnFIz6HcZTsu03JmddmExkeKAov7SsMX+ZCVRkYre0b9YGrlqFjyqyIXmhiLrnM7KtMrLclxHGv69wW5viszW5sKebru9dUmopfXj9fyk6Mj9549wMiP+ZJi25ZZrZfLj/qJ3Iak7Zx7hb1qz1HqKs12aRsqXuNYAr8qH++pS8lau2bXRoXZnGrFJqRjQ6VSdPpYJPm9X509VJKEmRlr1RrXSGUVse6F1IbbGoumw/Pr1UNTbQ8OAC975S+LpNShvfkrwx9wVvBr02tLk4+s4KbmsnfJy7MZZ029FKKsXmlIU3n94XVdH5h2Vh+J+/U1UkfhsSkn23rBob1t6NeWr2lISRUt3pmR6Yk3Ne5+4Ke1t6xbnzjecx9bFwsbH538XM9nM/3lLPs75wONT/7jF5rLaocrHoZjJ/zKCeOGRL1xVlIoepwPLPqcu76WxIkgy+398/vYkHMfXZTAM2eOfLEIAZid3LJTvU84FF3n9sQB5D//rg/VLnr0gYE33XPHyFX/8mXu3H27OgeBgz85Z2PbTM8FFxo9SR08m+sw+WuK0zVW98pXV6OI8ihyFVeEFYowP2mRRyryoW4kiiWIqDEmhmlM9ljMsNEpzMI1VdoXVlmyZnE+K/IZ3xcaTvs6wxsNLUTOip9XvL1+fGVvGpxo5bV2fzu/vu/dI4/Y87ig7Rzr4ZZtNABg7r439BxLwdwxdPb84fqEc2DgC6vO19Y9CsmQQW+9j+1541v/PpKlh41a175zANw9u3E96/7xnQqAhcktO7VYIrLwsd5Pa9/csxXYslND0xqW+ULuW9ptiTttAMU9H9zzVEulletvvvVEoGcBTffCDABs3by9C8DE0lTdw8PDHAB28SVfy6A58EjPXNXlaz3+GrVu1Vc0zJGJ/neEv5dYPbj3nZ8NIXXWtJo+mpra/5bKv++5tzVcbdePv+67mvToO1ff3VIWu0s7lBCTZubZ6tfdC9nzPbZ8Y/q4xvFH985UI+buYst9lTe0p+eWreU2HdYeO+5+XeR4h4UL8/xPus9bfexIF3dx/ZHI9t85Y1XrPebICVfY07E02v+TRLQNzR/p7wH4RzT9Ku99vr/AlxuCAHG5uufd4uQf7/fS98v3d7eKb1lYd69VlJJzBx9aD4FixsDywYvNDtFL6j5rzCoHFX9Ni60dseVqOu5a7kQ8rXlodEf8kpBI3RuLEhclUxKqAihTTlPM0ZgXNfkxP+2VFNse4wV2XmGBOFvnDoRD/qTYokRtLTLD+pLdYqUgSWbaXhCXz5MzppmR8QjqipxZUPf1djp9U1XBSURjY2q45Q1Hjh3I5Syn6rbHvh+KFzyps7BMSWwK5WbblpdrvFKZCWH3sd5iUjmwJ5Mv5bP1sFlSIuG9WpbTBK23tLuc4cOry0kLcbkWXZg9r+REd18pjWjSWExsW2nmi9mG1mGp+5bLxwpzx6L9hibNRARCyEA+PFBqF+e70zOucqyL1UOuyeJ8VebZatOimqCA933IPpevJyrHO7T8DIZjout9pMLCkZlQYXa1DVH3fVEjsok4Di7nk8f5nGJCMqNulZfVuNAw5JDICf/3b/Z6f/3Z3znAu42G64Vjra5PCyof8r35dAvvmo7lmV4o2c3C5UiMFa2aYZppN2pWZ5UVWn3a6RJ2hxaUcw5AEoWwwiaV6a4EwkVhvCS0rPAqrCwfz+1JrHL6zEkjMVOYLybj44VQil9Zt1OZiHH8G3yH+tbwI3OS1caVhFjETvhqj6UbWb0SryTCkVEidUqNV32vqyYpCUjz41Ges9LJyFTIdOJGkQl6rU5zfNSPKrzINzxLXqjZtRZX0lpLYwPH421Tmneoo5KXi21OdTZhRDkn0pWOxo5fMad2V2xeAjcRbTSONup1UTB62wuja6xjJis7R42K5Jn9q1rLcFNWpf+QHZrrbITHo6+f7Z8/lFg26NAZ8ntLMxFXOmQa6auVmFSo+8tmy5VCTx8zVNUkZ0C0WWxZJbxbk5N7G9IVWmTuYMtMnlMOtsxEj3UeLF91ujvqc0ASudDeCS/BRwpnpxqNqbC5vixGIpeF/SMRc6LdPxDt6n+0LxzqqBV5HWgN6UrvvK1iw76pASXHs72tVmx6PssbrrhrU6Zw/DZu+Wi2uFYstKdb94Tl1JBefJPp/vz46+cuMM7yL7xnM/TkJ5+YU6OB5rLBqZmsvHLbOFUhYA7NZ2kUALdkBUHxo/jXzH24SMjt2FUCoM1uXN9Y9MurJ2bfz8Ri2W02u3G9DzRT76Kp5OtPEQlOgwdG2N1/+f3cGLcwGedDLePb+4u3XfaN5Lc+/lFPu/SvGr/4z28rWwdXaCMrByPl3vXvDHdo9dEz3eU9hdTtbDrlMGfyDIQXBjPCAk3ZxMKqCkck0ko+4pE6WsqH2aipkBWJkk3zSFXj0DiF9gqWz8V4ai3xNK8xP5J0JK2hU8atc1bd+V91wfpKW7ojKojSyolw62xOE2KzoYsmPhj9n+X1UCKbrHVwvfyb57sT96z/dv18Zb/T2ZbdMx/52YXR/IDRwczeVSN/8rnvHvzBea/r2DjxcOLOlbF0C4RlfSPv34+Ne+d5N68AMO4N7+7dI0yOnzX5+nW/MKtzXdHoqk6JW/jn3D9Nrq6vXPn3j97Y+OzgP8dwUp6UxbwQj9fouP7mW91//oMPZ4f/5m+sTH5jCc2A2yyWlPoG0CpJOjc72x9633t/fmDbz/rbubDX9omOP5j4U+G71ufLn2mrc16pqPTurMhfefPO839euaDj/LCw5+3ZAds3RjU9PHb4rHf81v6fjOzOxS5ZYccwwOcXFir1xEPd84M8pez2OW9bMbvQwStT0Vvarnnb69y7bl++4PRc3vqffDkkxv99KjO9yptddevQ2+aqAl/+JTaMvPm8n3a+9f0/weCz/LaekHuZMXbniR8tmnn+XxVIajS5G4lwXHjw2rm0MuK7/rHbsz8ZGvAN7swQy067uf4xXgzNOZIu1OohiQ/1nuFoMw2+fIZp687BUFx2eEMLmaLliOGkUw1xnuWyhlonlRRUo745YescZ4S5Lsyyds/h63JYGI9LftbO8bwXq61medlWQrQgw5oypIzklm2ENKvXPHam5OwbWuAzhRmkG4mGQU5SrPvyMn6FXl9TtPYlC3XOSVHrlCkULhaMwnExs+dY5dj8/rC08h1TOS9vCeORtB/p2MTsDm8ydPjuZH/bzo6ivGFqbyHUl06OKR35Hr0UM0qNAUj5lZzOpmayIn9mtYwhgTs62WJxx8cUg4RMZ4ebOFZNHuyNquH8wmyboMgq2yXbsTY9XNL8mbYSZcgNS1DLFs3JHBMt34pL3LynzR39wDX3OHgkls5zsmEqCVv0p3ybkcc43uDA+RzxnAOffM4Ds33F4x3XEzVFNnWZSwgcANSctgcykYmqtxBrk3gFnl/XBM5KWr66P+TUo1XIPlgt6tvuYdXnu5jEC0ldzEtyYYBoaH+7ztmaWF/dGGcTfp3L1lGojaX77DIt5ES3oiUqI93HMVgykk6K86QxMW9k7kRovn1aXHZRJE/jLH5GWKkfzxatRrruHeU446y8kgqXXJMTfZWlpVRsTlLa+wrzaCPHkXRZsnzZR2gyaemhSEjg7XTJpyIXdvKqLyqSxzf8muuRH2mp7B7I6vJ4KSV3H5P9bjVZFZO8Z07Uukphi+8SedeaViFJMoeoZRJfSF70gBSdaYmP150OLTzvab6nywuxRCEr8So/pNOcLYyqq+qF4piq27ti81mQ0BJhFq80PFt2vHDRk3hDErSoXapypiua3kLUsPNvSdmHBVsSqyt9e3rVhDBx2RxbBeCO09tTnx3yOAKqbovfMVoRW49kCvedxaIuSyiRFYei6ZCTTHCy19BMTlpX4fg8qXq2TdfzLt/e4OtZOR6djakqq6w15s4PNazVHYVK553nrVhYoe9b01np9L7bOOeBP2K3+Cb19Brlg8UPxXro3i131M6/4bITyqIOoHvbJemZXTWu/s49Z636eP26iTcO/qFlahsGLi0+WMTwpa0ArMuHK8Vt2/v5uF2utC6Uz185eiT8r1+/6cgbFgcKIysHLQAH0PRpxwFMnJitLSr9lsVr+t/++D+YFwq3O5cbf9Uj+wLdoTr1ni23zY3ecNUTikoNfXWI/kz+SGuNGffOdz90xR5vY9vFlS/wE6s621jxgRzrThhKTG/ZOXBGX6lluWq2zjD/cIgtpPPvE0SttSL55yh+QZjiZCaTDUFi1DnHoywDQrmE/ZEulojrKPpAiA8zxpI0FlZZS/kYTfIygAbabJAuZlCJOYzz5vl0RbxYM3/hz8uaF55HPRFvjWYtw07NjJl7MwOrokVzYVVk5z0SuzubS/++xtyWyuDcffOHWkvHzxZCZ9w7rxbu71zdsm17//SfbPo0Vrq/iK33dW+v/tb8gGlesewfPv1TtIZjzsznorfwDw02PITWlFcc/r/n/EVsmflPYMjECkiy0MT5ehsvR980fVXnYqKtWscNF5eGvjpEa1ZE15x9MPEw0AwaBdAi+15eKs2Llfi+rlh5dRmAsrgyxx4eHg4DMM4973vs4IEL/M/82cdb3nwUkYcu6JZ3FM5o11yTH+APVv5D7tPllh+kNuzRx3vn336mih/6F06sw7Q+HzezlVTf9MyGsaGWeE6HPRVu7/NLUo/dU6pHS+ht8w/Myz5/DR30pr2BrL5by06Vahe2h61o36cSf1F8g/Flpz61bn1nfaG8iq+oFlfXW2f2d01UWkO7tg3i8k3P3JdOWeEFIjoXzRreq9CMJfhjxtiOp2h3FYAbAXQD2AXg9xljuxePDQD4MppJQqYA/BVj7NvPdm2O1RkXf6B/Quh3eUG8KOlXzrKRUWokRb9j8TzxC+BQrviyyJiYCsMP0YxXGVSMiFb1unjJneA7rAnRcBVJ1tMex3NUEBSuKHqME22upSGLAk/khg13gqUEjZkCJ1XIJcld4A46cZ6PL1CL4zmi5eiWUGchGWILpU1HmVQHMJMr8QIttEUrZAhmW8MmJRPTj1tlOEWRF6+05xrzx8LxCEchs88urhod14/ziRaWj1bmJaEGKHndDe+rHK92+LnSmqGhid3xfCrePsf38W6hfmAhmnFF3u+fVyR9TjAPZsOxthaj6vRxujWl2e17i96M5ScWcpzbc7RdjWU8JZHzBH3ekbVj2pTOCxE13sg7ZcaDiPy0yDhHjzA7waAYzCLZGrd9NgMADb8vPC06zBNjC7IPv+GRwHg4cIkJkg/fA5Hge57JFI68kMPJSBmGNMn5KgD0TJ1/sLZypOaR4PPQ+JC3wNteWDGZGBEsRS1ndUpQmQo2z1pcueJGnGNcqT7kaeWZ+bxa6+zYl52by+lJbtnGI8l9uufHwu2VfcW83cIlQqoNGHyDTbJZWinGE/kuwXHmVnj7EsVqyk6YGu9EKbGfSaHWkKXnJdIMoTdW1FzVaYQQlRNKbo7ju+pF1CQZe2ICa5MnK5zuhETPsQuxouqxqFSRZC/tFUIrbd1fiJghikKvWwnT8ZLqnUl5ucY7rs9ijlo2pwtoiCRVV8/bgt9Wr9rr6/NOXuqrWfFYZW8oBs2NtRwP9bT3FI7pPdJ81dKkAdvxOUdP8/NI5EoRjvnQw0m/ptSLMfhe0p3lPTiuwDhO42rKgiTwZVtxOxKcZzstgtXHWxKbEnTbUdzUlM+vkERTqEHdc1Gzf76ssRgzelcYcbPelswqd583We/mj5qIxWRlxVRiNZ/wRam9PDM9qXicyDtRecEPIwptIjl6yCo7frbUI7fqo41Oy0sZ9RmuqxXn7EILZT2hXhEVbyLhL/uP0ofHl4VubnzHRl9JPyyaQqpOH/1SuybExtb+a8Vwh2P8zyvCSn/iYmGVKU953KPhOw+9Wf9KK3/2UP2f7/0JNk5txD1ZtTmJqv7x8f9OZW/XJ3nmnbFr2coLfWBu9YGRny8G4q1DM84qD6DlxmuvLhzoW8Pjde/OApie3bjevepLdw9K6X2XPGBudN9i/NjtP/rwL1d33cB/Nm4k/+wdf1b68L7bUmgmFUr+6YNndh/o3aflIoVLR/g1buJRI7Rs9FAuHx1gsmasOBZ2Dhts7YpDPVbLeLKDq3oh482zo2HinA5PgrrAuxnR5sFYhI5qDltnFeDJEie5nFcMC5D444iiwym5NhmS4OtRJmaMAsuoLqt585xldBATfPB6GVpbjeq8wdx0TKoW/e4VdrhW8Edy1oKUtCL+zgzfuKSU71n4vuHNxdWFy+GFhc+l0ndd6/8dN6rnlpVDq4WYGzdyzoL6cH1t+Dtz2ZXZ1O3yfvGa6gfv3SHXW8O7FP3iNyaV+XeUy7G5/uqBD5fDwk6h8IbcLQM3Lfj6Gmm3cv/A4II+ORBZtUorH/pWW2tOKQk15T+MfeU/5FZrk1t2ihhEOGwI5k1nrR7c/zf/eqyT/DT5XkEqLzgA4p6yIWyoM/Oq0VozRGrJ7dhlviGVy3zlo5sPbtv+tTb9aDafm5+9cteKM6sPmLkzr2zcvaegrh27SvpF4prlNcwcS79vbGCNsmJmtLCh8o45g933hpLMBkLFSjUvZObEWumCLiVa65g+VhoLI9s+X1ypCnGvnkg7MAvqdKI1uWIyD6Mt1a2G1DPn1bYHutmBzi9NfSRxZuaH4zPnr1CjTm0yVJiPHe4cLB/k2qd2xdbh+mfpS6dE+RNRGMCPAfwTmsr7bQBuIaI+xlhxSbtOADejmRb0JwD+CMCPiKgfzbXMt6CZKvRqNFcmfI+IdjPGDjzT9SVVjjlhbbXoToc8SzUh+ELWm/PLzHYlknnYAkv4XkQzdSnhFYW6IkoOVNF24XBcgZdMideFHHzZdOrRcTHM+1w7fBrQVSZaScyLVURdCz2lmuhxZSraMdNze3imFIWFlM/znuuGuapIrMiv8Dkq0xTpTJIFkQdvJ710McV4MeY5gh3y1OmkUudQYqJrikIiLImuxckdilEJR0RTzyeTruH7K0jynbCocw1P9TGzspj3hImw1OWUGFtjxrt43RRmBJqQ9HB7JFt/TDuqJRtq5Mi+9ko6U5VbGi1O/qJ9Mctxi53fWDG+LzqVEDuO5TrVoYXpjJrgcvk6f1DhHxsrxTpWdtYbKcOrCqaXERuqwtp0BwYl4AkNSCRUeVmffdRYOYrhGO3335G0uYV6LBJTfT/s+y6DIPgO55LHSTzvuxx4zuXIc3jTiyZNoWqnHZM7bhYSACB5qs753JTH22d4VpxTxbxSVYoOs+RsQQ3FZPlYOVqL8pxrJWIwHka+ZdAS86F5Z8W+UroM1ujplkRX0syKoKGNn4iXqo7fLqSthdlpmJwqqa39lbI2qU67dhExaluw7veX22dKx9RRU1ZWOlLUNhIcOF4mrRIuY67qFWUl5Id8r+pyC4IoZlIMPCv5bfNeyIpQzAhlLLERhqDX6/FQVfREUyhICXFKCSHkNbhqTU5wjCHq1f01VpU1JFkwUA9Nh8SEaym+ail6lmS+kI7HKlzaSzuVmNYI9XS4VXh+1c3NK74hddB4vUNwpSpryGQJrkcKG1WoWibeh18SE74mkuhJeaYgLooqx5nOLCTfARk8q3k1MuUoJijOZLWBiEtSxI4gDgcGr7g2jGfqQi8beJ6Jhq8NjosLrMvi7ZmoFG0X2bqD1Bbv8tJm0a3u0+M9Z0ftOa5jQk8UYlHbsnlRGT3Qk0oUU1ItXg7JijYtFJS5UKtqQJdT4vQhmPr0Ow/Kc9/JjVyo6cLUcmF65kB0rHzObLTniF+85IHC7u8ui56xKrll5/796WhPdb7XXFXpM/9P7H5/jU6ZBHj1kHL+SKH+9kGQ0vAYF18Y/l3/t4ePTo/tefsq0bXT5WTyNrFkvXPr294ff9/5FwgXHhgpLs7+o4tR+ULXwsKZ+1ZwIoD7d/zBe7R74ssz15yz7OwoTR4vVVaj2hXy5Q3RMy4d//Rch7VloaqkNnCR1rv92kxXfe1ALx+aSQyVxfEfdUWkiLdntK8eG1SETslNxP1IwZyb7M1ak7MRJsdTq7r1Q7N5PjXAEtGumg1/KlpSE3VGDVUFIw4DXg22l0HDi3hnVop0JBX3InbDLvvmGBRVCjEIXXPHfVHzNTXKlEgjp5RVJjqeTlE4gCUAsknxhimMxlNd7fWxuymS6U4Yj/RHK6Hk3lTfMZuV91K8tbfstMuWNDO2qlK7aqbUOfZo0ulLN+jRw9GWyfPkhZ5xb7L/2MNXcgPZB9raw7uO19TQwh/EvtdzX16+M693bmxxxnva2pOj+UNJYVJV2pz8JemLwp2le9qsn2jeLzdEOKdMzuRAxw1/dehnX/3DY2unNw5sbdS99znr/WxRDq8cj0z/KsNWaJXpNaGFwzOc52au7f3zme+Mfk4U9dZqMftA/M/+9X0z137+ntaLD45MHMl2cJ/57jtjZ8SQ7rSOdJn+6j3j9vwbFpTc3EdavqU+WOwP3dD6+ui7xr5/lp5Y7x6paAfXlfIfOFL1ownaE5boIrhwJ/TYMa3XisTPNQ5yM35XTiXOCIktPsKjRlsNrWNeh5/1R8W0HZ/rLs+1SyFDLISdcNUJ9XIRo8qXNqwYqDSMmKb3umlvWm+dx5jS+8vDH3zjswY6nqqZ/zUAioyxf1t8/z9E9L8BvB3NQMMTfADAXYyxmwGAiD4N4HoAG9FcatOF5mzfBvAzIvoFgPcD+OtnujjHJC6ZT7ZJgudrYj0WrXuMg08xLgLmc7DBwwIPSfFQIIkMVwXvFVnYqcjt5FFD4liFC6MWEiQJWaoS4PpxCGGHInaNwXAw4zBMc62UY8spLkJlUo1VxCRIV6CRLWngGSNJMIhBcBos4YkImRYYHefLah1lioiGV2cWr/BupAHRLokEQbXJR7towZaisQKprs7PuLYguZ4ncbbdAcnzPEVUSVcyHuD7PuezsFc0Yp7WHffaEMEMP9UmFnk+fNDxUmfGFSNrxPYWin5Gr+oxq08oXlZuT5cdpZcG/XzN5YsdohnTQ9W5xoGuWJfGlR1aSAnjshxpb5jOvNIrSguzaEhpxFCGKEYtU3BGHp1fV4UC7aC/WuXE2+thymZsQbaZA4s0TuBsn9mcCAYJjNmQGeN5QJzjQtSFsvOoXY4DwHU3bbI+90/ffrgiVa9SnCh0iRF8iRf8tKrWaiTGC4rj9kFxGlrOo65ZL5+Yl8K7p7xItsOxPdG10C2WlNmwNRMV4sIK82hjxgt1Ot2dkPMh1YLnN9RaqNeqW8ekVINGWzrWZyuTZamTu1g5fGzezK7pEcqxPHyFcxxX4+So6irkKyKf4g2PQnmb860azYu8meQiBayySCywZPqIxOkxt+6HqKw6HOe4Po+4WJbawOSSL1ORyzOQWk8S74q8JDN2plOHyBdwVMuEy64Cmxa8NtvnTTHLez4PUar5pq5IedEkmaqQYPmwTC7RaGi61GCzSgqKGkHaK0KwG8h7Iixege65IKfMNN8lm1MYF1EQ5TnW4ZeJrDlq1ESUGLFRoQHHEcGzisC74isivbesyinTF3r73E52IJHgujEdOpIQkvFR00mxow1bOpKZpO6qzfi4EOfkpOhUyvV0RLKy8aIlI5kY48elgeUtpj1eishSwi25Q7bOZhUpXK0cbIthtTCX1d44Nlc78g7zgLtgdH2vyoXe/2jXOd8+avy8ekv7yIZ1bt8ZV88I/77OvJg/4v0qH+UK79zaecF0OD851kax0mykwL+5um1kP5Z1DQ8P9609Vl2t1uuVUSfZtxCT754I5zq+ddlV77wQ+ObggZHGyMpBNrJysOMXq3vKt14Ycgemx/u+8q3b765GulPFxMpEt3S/d+uqdx/WDi+PCPzd4210bUd/+03tEf2OrnG5kA9d/nep2m1/YpVSrNOfiO9OVozE2oH2ltwdM4/GJs3q5OqhDst8JLo9kzAbk6wljZqYI4eWW3pPOS63T3FiXbEnY6LVGgopx2mGzyEu1CB4YZLqIfRYeZaPcd7xCKusrbYYUzY3WpEp6ki81deykGHMn5prRFYK8arPLC2SrpiCB5mhYkFJF1D22rxkgkn7ueQ5dkwcjbh9LF59oN1pVGZGIumN5xUa8cma/cMV2mGW79lQHGlku1vK5vGWEC8mK6Nppg52X6TNzGyrZxIHnCvN9NRcZ8sapmUK95vr1eTl3Qtz/L1tK5cdzkTtDQU9ZDemf9bCOW8/4nWZN+3Ka9/OzPvj5ib7ouXrL/zz64f5damNal6bzR1PPnaYm69fnCsq+wHUwpZr1EU+9/Fv/ODBz7/nHdEZ/djAyti5yqivzADwV/34V11Zbd/0pUec/kuXf+N4cX/Pxd6eK+2WEJ8+YHckdEFNDNjcgSp3SWIweeiNc4h076FBnFks7+0tjV9W4UiUOB2gVp7jZlkxHO5bWdZSLBqdr6GUiahWyKypTA/roitGHqlxhbX9niuVufmEm6Mwq2sRE23qudz8uXdRdqEjwpK2o6MQ6xWNWPbB+dhUJl4he6V+bGB4eHj38PDwMwf8EdElz9bhlsQC/KacAeChk/btBrDimdoxxnwi2rek3e5Fxb/0HKue9erkE8kGGY7E1apxHCaeq/M8C9dqSEOHTBIJzGKuxxHvOCzkOOSJIjWkNOYVEbwkQqEqtVQBz/IR5kJM9SqwbQ+uKABqDlGNUGcuZpjOig4jHgoJtsfIKVOR01nEN0myfBZmPFxRorrAs6omQ+DSlDGrrM8uM4MPk8uIWbIGkxfAOQ755KAiiLBCFkTfFTWWFbIWgXccgNWZzUvwWJ7FLEYhLwRbdN1aOBUtqQYVfFlQ3ZifnjAlV5nOFQRnzPc0I5dv5KRwgYv5alFgctLOCI1ObnTSqEZKhuxcbtvJCTn0SMYLrYyEFsqa4tSh+FEBKmeJ4MQ6l/GKss9HGDxNbeg/L63ZO3rDVQzDiDzGpVhnpE7Tesx1QlN1ruGLflySQXBF5ki8A/I4mxPg+ZwjRnjFn2i3ajbPzMfL3oYanQ9WlWnYsgnBkVjEyot1yXQEIUyC68VcT/DS1GjM6yEhn6Na3ekoxwolxFW2Out60gLXP1GMHDLiFAr79UGmCuWj4flGAokW0asjWW+RxPBMzeyzG/5sWMjXimJOCDemH+SWr+mqFH3yE6Iq17ypUJxvr9leMSo4XaZY4CVHmrE4TjWMpJ3RRYvvsBk7LMb1Cj/L+t16wlNssjnBFQRPtZloeC5nw7X8pFzmEyzMGqySmSNFN/xkUeMaggKoWX7A0Jns6lTgInwdhIZegM8MKmsy52t1qHYaNkRSwj6vexo7JrZD5EUKw0Oh6mDaW84034EHm8BZUESDKa4LcCGWMi1CtQKfuazMKawSSZOVUyA5QIJ8WIILgYHcGsnPvTufPnif80eV5aJAoRg19KKuqN6xChkXir47wrNIyHeiKRghSXZmatGOFJ8vxUTp6HRVGUhBqxATQl4EI8L+mJBI1QZYQaxGDsIOEdTjCxHqjuXv+cl099CaDKcmplHsXsPn9xn1+vS4b3/ssY6eB31uOjXgZCYa1tCFNbCdM+47OjnxsbbJ6mPz541M1P/w//2s+I83fvzsSfPWhVXK1fYF93zf14W08silLfuOHer1/utbnxrP7dg1re/Zv/qT128557+ufvfDswdG9O+84U1+JZl+K6e82ZXEo9FiVHyjEO6wOqbuuKe8Qejmy13pI/DnPz/539z91tnq7JqNEWbtqfsDkv7L8ftWnNfVK+4P6/US15Ert82vyB3bOxtzE5dxLW5Czfxq/wF7YKPCiVWDxXvPZHNhs+JFBN6Oi/NFa6olEV1nKmqDa/ANSOgybMzFDdCCxMKWwCbDzKhI0Vl4rfNjRqnGwty0YGVtGdpDRowbSJVGphoyR5FKoh1kSrYouZqjSRXX4pit+qJa4pL5kue1ZUL5aqo/RfPTbkgwBd3oW2MWFvZFVdXjG21eVR00aoeNNYaen5f7ZLFYyZq5RHq3Pj5/DkJr9Thf5JTUQ3pjAUbD67g3uWJqxQRaPcWYd93w3V1jiey2cHj+PPXIm+tCtNvDPbP7THtDy363+t5ob2M6sRCqmt6GXdXX/2B9fT5rdH5DnQ4dF86qXLZuU++VlYdKN4fLiWxt5C9/2vb27j+hn0991WAgPRnp6/hF5ko6Z2Rb2BL3j+fbgAt/2X/ZIz1dxtGju/iFZC+x7Hw05GT1Pm4iei+lIuE5eygeVdQV8sRuQQ+fn/alzkmlI6xpDydHnFBl7UJlJiLSSlNbWR8QjnfNuGEjbURqEudGxyStsZ6b3fCIGNkb9ey19UZGLkf8s3yJwLk12a5FkfXVSFI+GKnIXfsf1hq40qrklBG2d6Q1KXQrey96wBn83rP1JQHNrH5AM7K/E81o1jk0k0VIaPrdN7zAPhvHkytqVdGMjn2u7bjneA4AABH9HpqrFtCRTkGacRgUniY5Fz5vMt8WUA2HUPc0guEg5oPAdEiaDabxUDgPsKIs7XiguRpEW0JdASOyIbkLzIPphAXV9w3wvFly64Jmt9oupVWRm1cqkmc4ngjPtRSe45wo8YrGG1FNsOHxnmODk30Yfp15vImqr4DzXETtOXCcSwpzmUwe8WELDheFZieBkgtBERC2x4kgwuLCzPd5Yp4Fl2ccL4RhcwVmejWppeyhocSZLR9lDbENZpuW8kyRpdyk7Mh+3Ut27GcTR0O+4y0cT4ajcYUPhyvzpZovrJFj6bnyeLXV6svsVz3NNnSzjYHiaRdOOSnzoXqDTMowUsoMRsQrKfyucKxhAECdxYWCXBV7M1Jk99SKoq2NlqUyH9V9AcxzPUFlCJVdakR81upbrOwkIm7MMsGUsOrX7NdtuV39+Q1vNHg7YjKN8zWuDNgKkq6V2O14oqnofryW0hxW17V6xJlKh7MlL2UtM/w2Usq5eI206Zj4gERad6gSiZFSy0ss10h67dkaPWZ0NqYys8l2vWSFS7W2fCwyGYLoEfFSvFHXWYctW1KFcZ7HaiTx5Ifref14tE3qqEluVbOjBd/hM5bnloUkZo2E7fAFud9vQEpEwcOV4nqUChxzPF+zQ9Uy5/plSF5FzJlJNywIfIPnwZuDJDgmlWO6b7gmSRWTDshtpCs+y7EiojAJigjF8lnWdGHwItmkg3ECaoxjqmhzUVf3UY/AdHmKyxqTmUt1UWCc7oJ5BMFTIQgMCnwIFAJzVNTCGiSBkK37TK0QQTCxoPJQVAGmzzPi6q8Iu7/LyCuwRLhPO1jJWMn08WqPtSJ0XFNNu5bwyskZLSNFPdhJlunWOatGYlGreKmEonmU5qissYpmu5Y8E9c8w8qn3zjHnN1pSTmcTWj2dO1Im47BhFErjcqxQkKzqlN0+MquRDlfsFeuX8NmshtGpHtj8fwdRnii45tc/i3JyrwS5y1vqBJpjLbqy2689ur8jy5vTJ1buqA9z/65sWfVT687pIUPMCmc2Hju7Y/ldrxdApCrO/JDY5nW3B/e+ZV3/vX9/uyeK19vx0zDuvz+26YHlLNmjjp7fktfee736Z07ePZQ10JqYbb3d6V/K+2v9K5OsVLnUVafrGYiPbqRTOtCeGEuR/2zLcuEs3RbHlf5klgUY4ftFraQDRVWTB4fSoqJh0fj3des8EYzXGMh3quWQgU17U7UffWMvCcrSlXybBkeHwNfqZOnuSzKBBbzxvWZembWSdgHe2t5ewffORdRJqev0JV9h42cfgBthzKpwure/eXvToelDaUYd0aWhVqkBSb4vAe1zshK+7DdkGgYorEOE/Qo3x4329bOrTy2W6hLXGt7WSuEROftsaizd9Lt8Q93tyzP1ub8/WF6pMuauT8iRN9Uypsm3+GwrMdnWyWP66PHIu0Fo39XaOODcTz4hg3TkTtvWcEWXm/cNxIXuffcgvTd14wYiaPZWmQdvVmUZ8Yqu1os6UxR7piSRi49n4XKWuncNWcj9Ni0WLyoRD/rkdV6RlY07i+SX55utxP09soqHK8c7j0WMlZ94Ohndv8kmrXXVS82w2d9RfCPZuvyjHXGZOZiS7Nafk6hR95zsB7by1jhrOpCa9eR0Jw6hLlK3eB7PMkdoIhYMI0p1TTOZGFVtMvxvct9h3EJqd7Kk24rjVb1iDplSdFGvrOmlZlUWjeN1nPiolWLIc7mrXoizBpmhSINnsXSPWx+KjVTdyk0tWyauNERUxYv0DqWF0uzPOfAvjS091n7ksAY6wUAIvp3NBX/XzPGXCJSAPwzmub2F0oRzTWTSwmjWa/+5HbaU7Qroqn8n+7Yk2CMfRHNWgVoT2e8Gd9gkeIsVqscGUyFghApC9OspNaYJxOqngaOZf1Ew3EVx2MN3uHj7KDvA7DViG8mYcYbnsH5stuIeobA5Dw40U3QguKRE1OZRFWJFy1O8jSINT9aUYjj5VbX9WRZEyySvQpzrSpnYplf7PYXVJ78TkuIVHk96okSc0TfMyBZAlevhfyGJ/O2zChs64j5DmymoDFrYzzpUSUW9TOsxELwODgqQl7cZkbNE6QMqUKG1/2621WvsZqh8dMhly+SyWKuy823hEOd+jxzy7Ehz9E4Jdk4oriFEmb6+4sxZ5XM9JLiamkSZucaSrThjStJRbUUvWKzkKB4HvGqThHXkkWOXNf2IXiWntt7xbofORiO8fe51yalzGNWWW4L5fKW67W6NcHzTN/neAJnEc9HJY9YVfA5yXVIdxnvch5qaiyds0vFUMhqATCa4irSUTDD8zmZfIJoxcWwUxLqMR+8F4KNfOn+RKcS1ypS/FhVHFdK4S7DZSWJP8zHOtJHG1a+RzXcep4fbePFC6q8Xao67ZKD0oG6OZdKiZw976ajkfRcIzWT5Q9ynt4iu3G+yjMjnpVk0cCsITmQ2iOCxftlrSJ7ds3xeJWO8p48L5HfIU5RX6XK5pW0WVvQOJN3ScQs9bmyzOuzNufrTJYUhETfRbjAOSR4zI77U+48mRGNT3gS1+0ZzIgriBg6fLsBh1xMSmFPZ0SiKlIy6iJs+kgaNSY4DGlPJscHq1MGFh+CTDpTLBclyWce57FcgoG4FJmQwGxggjSm8UU7wgQmmRzKnMOc/5+9P4+27TjrQ9GvZt/P1be73/v05+gctZZsy7Ykd1iCYDolJDcESOMXQe7IE8lzLje5h0fIFQ/0bhJicEIXIOCIAAYi27iTZKvvT3923+/VrzX7flbV+2NLWJaNRRcc7vNvjDnWnLVq1tpjV33zm/U1v68CyMmkjPd4bsryOdT3GAFlTKDxgz+rUH8zkBMmqSfJqJGRc+CgvQa1VA8ygkNqOmUDVwJhe5uTGqo5lLMgim0oRKQIBYbzUZbW+w7poJBvGHqYlTXIoFfkAOUZr7PDBOqlU1G3PLnBuSqtNBc7jQR/WsYVY1ACXfdSLfUa85gtXasOGjc/cXRh+raDL1XnmOEGN+5kd0tHKp/VpPxzi/W2F71P+CezW40PHewdv32UTJ678f39kfDFyZI6exKF+UR4bjgcZ/yoV9dnP7C/kz16+/tm03D2+bXKNvzwC3bh1MIjO7Cr57vHTtx0ef0D5pzFBNPcwS0/y32Q3gjL5B7Y6az1s2PFVionJARVf6G8mlXebdLJf3TNtFrTiOitGkK/KG6cxJfetpnd0GiDLIx9+5TIBge8nJepNoUdvy/MCyzua2rmQ1moxzGioQWBkkLLgRznQX9bXrIMZseVBo1nV8yZo7pwYZSwK5sRObXVQ+npL7arF967vpjP9566fO09tU4ais1p/nLg66dKbb80O8BDgNSGKBeBGERw9xzujMZ6/bjeODCLvYZllb2qX5T7XPHFcr1+c5JAodPZfVVf4PLWajXcpx9Mc8sI1ILwjgim1rnBlZszOhvRqPE576Z6E9Y62DB8afGXVub733asLu1/z2w/5P6fUVhdKd4mVMhsa0tpRa8mX/L24pJY5nXlnGrd7qmWd6rXHE+F6uyW8PzWZj79wXexzWd2ser/4fYP2ufIoLEid4+FsHD2WDhIyqo1/+6oFyGdVbXLd8of4yvm97kjW9MS/Ey98n0no2FW1e0b1sIT0wqf8UWJpv0wVTTJbHNkwllIRySrz3CsmFcS11AMxjGyYJbmBHX9LCIUibZXjDUGN5hCMmN6LC2Cjwa8YSiJyqjEYSiyOZFDaN4WVUG2p0aEzxhGo2ezbr0HpL6iHXQqYThl+cLA5966tMEbff5/FwAalNIcAIBSGiOEfhwOaQV//C8os1cA4H99U9sZAPjU1+l39vULhBADh2b9l+EwHeYnEEIMpZS8YYzn3urHEcqhxriASwXi0TI1ccy4kpXaLEJqKIAUaSkrKPlYR8l+yjM84UXO1OyOcANjB2KfTXu2Lg7CWHCHc5gXi3yNciyVDDzQPGY+6HD8NT4hDTV1kiqJBJ3FsSw3dvt+VmnY1sJAl3kkjNM5Pk85Hnt78bmna0X3ntDDlUoi+7FER4FdSA9wpZnnA4JEhxFBkE0oK4GeCUPVgoV8RIV8jpTHLONlNusoJtrOw4zHGSvlPtSzWJIiAE1IfFMm3EiAWMsAneoN6TanijnPCkdWE/7q7BG1ol1k2nEpCLPq21O0P5pTRtIwTPKJ4qjNSObIUtRnDiotL5hMcaWI14YKsJSgBClQDtPE1mKZ5hKPObob+OXJvLkLAGBcIbfKzeZ/wN30HreVDapETPcJaFMYsxwiJCQcTwUAJuYIYhiMUpxzhCAm4BV5PrPp8xA2AWC7XxCmRBIEHlMqNPwEQk4EJBG+yeSJhxBWXD46qWz3V8LSYiDaQSbUWwHvRaxYKktRCc7tX12dzAhtTtPPDXHoM6TgBkpd74oWqUYFJ/cPioTSzkqhvHC84ftKAAaJIiRyQOKc4A5rsKKhIo3iXI5j3uN8EuWKQKmNRCXD7+SGVHLSbF8+htSUlblUIDLhQM5dRkJ+SCUSULYMITLUUAgx5seYTVEqijF3hAv4XLDwiFPQCt/ggricVImP+IQVCBMRgzqcmWLEY4KyhJCJKKW7RllgiCShXCEZiISNrIxJ+9QQRRQRJgY5jyFnhCskF1rhHm/QLMpEgykhCmG8wA1ZRFV2gERS4fMMZyfYHlU0nnZNgURZgUg+mzTC4C/jJf9/OCjFVPbd222ouoqQmWV1v5KOaoykZBMk2nwnOlE5JqznI9KJHG2B4zyWEWUe2S7Odd46xnI4TTzdmXH7pYQL+xPF0Aq5xBpWWowlZzDLeuWxV7DkJKx0kPi9WU0faNno8bqAq9uR6cnj8Q2/s3jk6VuXn51r0W73kjk1UwnyrVJsH/sQsL7dNE/+ze6/xdUeQwZ0Sq8l7OQ77C+y/2HhZnY93CjcfO1xbxidkqYk9ajg2Lf93sz7L8qjfGzoB+8YGvrzqzcdO/riTpMI9X43YZ9W8927jJWqWwGILGSPq5aGvOuyjoV8r0J260UpRlgVcz1X0wGsCbesnypvvW3ngCOocdssO36fS2fzNMvNHd57l1hKJoqdT3NxxDtBhUtRMdtUWU4CT+IpBYRzGvkesqZZEua1JEutQIxRd7389stnYpvEapLMdDu/0pMr0mrxau2Cd+czaD9UP/1td7/46W+7GwHA+o1Xn/8lZsTNDkRyyoxIPcl4qehhZMk+mA5lfTSHi8m1opoqFISqsC5zAef7wZbZVKbS/Zmw/vJ+kt8GuynLv3Oksa5E66PgtlVSGhn39l+t8KrxXmTKwnh/Rtg3093AcLnTm5ieLaY3t8cbCxeW5hxBffSSat8oi2S3PYJK56L0ZbYkk9rpA3sK2i2plzZXCmlxuxDv833UX5hudLob+4vCzZlxc7107bn3EfnM+/lk56VrK+14TrvWy9fLsV+dvkH2GwNHCldTt98UvJJbUgtRltSn4I+MlxutwaKDzTLdmOJk40A1O52MOrdlrGT4oR5GHLmV4anAKXuW4ZuWp5yoGf6IGuFO7tOWSvgo0dVRmSpqntkRO0iPMlQoOCQZGwUqiweSRswEq3LgJddo3a3FLAJJQa28l3dNpsTGOyiwJdQXA+00rUUz0lvX+Xmj8vfh0Lz/pTe03fRa+18UnwSAf4sQ+jsA8DtwGM3fhsPI/TfiNwDgnyGE7oFDpf6/w6EL4nW6wgkAfBQh9DAcRvy/FwD+6Vv9OEEMEEVOJD6jEl4DhvJMzasijxvTnMV2WkQ2mExBwI7AMAJRE986QEd37DwOsbgbTEkhN+OXl2XmFmEDEYcOd5CZZ+que+xAkACfFDipgkdfVk0ds/wMGY6dcrvbrVbKI//TxRuXl+JhS2DOCVwqHyi7itUq7pUfrxU/E/GjM06kZicmk2ZfaCoLmfBKlJsGI9aLpTSWQpowsopJ7uumhSQDcR0+rzBYQjzhiUpaDCYhFrJIJ/kuEr1iyEsyI4o6Q0hdmiCrOGE8O6Q1LwkiYTbY533j7PaqsFWYVjen+rQ6rkh1p64zkdoRKlE/hOrpkZu5zVIyHeFgRjFHTDcxmQrB1CpoEptTEqsGF+VBMkVsflc4OqYktmTriAQwAr/oKCNW6Gdg5mVxcgxT6MYCwjlhcg5BCoQFjmCSsyxiEKEsjuU8E6VUYNyqP5IVGpcbj18QfjKPChxiiMMIwGEGAoUFICyiRJFHjJwtOtfYsFSaFxwh8gzWW5oM9nllqZYiOWJ3XyGhmZ9KoDoI5HXa9N4W8DY2WG64Na02F5R0TRxKLNJIwg4ydv2Sxs8f5XflLabG+lyF8Bgxx9CYWJgDJ/M4Ers4CqeQLUZ5XZXyVpynfW9GiMUmp6djolE/yTmSGKlDqYjwhC9QDgqE8CWe432fjSWqjec5hkV8Smjg5UYgcLHQIEy5wYV0X025iR4TphwkTI74psVhmuc0RGKSmVVEcsIUBzgayLYVCwNaTBNGMCQRsxWGpCIF6vlqnBAO56mWtRkiTV+ZMCGoUV6SUsxkih9JKJQ5yrJitKXzVNZ8EPGIurToYKuJEzs27FJagi/8Jcj5/3DIglCiEK60+Kayxm2oLimLkKvZHs8bQSRZZ9ltNQGbLMU8uoBcLBcKfiMulDvqbhK5ZVJKTSoHVqrDMGbkkrwpE1vbRzziFTMngjTQM4FSRpzpptxaiaiXGm3uxGT+vbL4ysWaUbpth4sK8/3wvYJJ+8/nZHok2NfnG6I45guFK6lxusYAWknK0YQgopDs809P3bjwdv+z6Cee6+bXzaOL0+WQKYRC8lunnckHVl5+7vnKd0rv+OwjLjoeTn1HgZueTkd+lxM+vFy8odBcfu5Z//iLZpQdw5ck9+LpBN1IuZm1vams2tjMmo3o6pVJcnJ6XGtWMwEhZ9Gk89bwzt5goViDVPUgj3ahuLuYjRq7qECLvVTmUWQGqJImqgoO6WMGZlU134WQ1lEQj8E3JDpSmTxy689PxyVXy+k1zS5EYbFaGXLu78033863UCq/WH6xb/n3JCgl23BYSAgBwMo+W2NTvb97wvciW16YA8C3U+xTPkEIUET7OsdJo3nk1wAPJU4GqzBqo3FB1PZ2nGxheuToM6lmVEuMs3qZVN+9SIZBQZhMD6m0vFE4sko18bZBuHl905jP7mae/Twv+2emGK9yUZxh1CkRWWjAvcrfkH2Hz7+3LC/M9ejqy+f6XntknLhwNvq8s5LMXJxKdEUl10OJma70t3p5aXRTbVewnvheWmtdvnZsdmZu37L6ozY3EwGXhIs+iuNpKM7tRO3NlexaM2Xfde4Wdbc8wRbnp2WiJFn0wVH/rJPx2aZeMhrRiPIZ4bmCVNrq6ZEsT8wsRbioZSlrA/IEu5qOEmPIOyFCNCd8oMXGvixlDWYUVtipvBPv8xxvZsQgEkUhOyYzDAejMKEu78oFv2e5xoJqxAHKEhpIuQ+82C80Y67WBA2uKuO5TVOHt6qb/Ubl/68B4L8jhH4DALbhsFrW9wPAR/+iAksp9RFC3wGHRYJ+CQ53+N9OKQ0QQr8MAHOU0nsopdsIob8LAB+HwyIFzwPAhymlFAAAIfRhOEwV/FcAsAUAf5NS+paFDDIkpI54U4/DEwJi4se6G0ZoXKQgDupJux0hXp6MyORo5OREp71EWnz+XNep9fFwdzrgGpqu+BBIOGKuDD+o7Ve5KJWQR72hWKfzPeFlvvfiRvgjNzOD1buPW9d/fijEuHn9eNU7MjoJ9xXJzppyRBi41jvD4kub3dmb1TMDjSkPa3/0pHyie4f6B22u4lsVywmPxtyByMaMLwSlq8dP97hO3Ba82NAqfaZNzCokeWUH71UncRFMqPJYrgsyHvNMzhGPlzJfTKMgkNURAzzCmsH7M55U7vikOtRTp5O1PNPerzD6UjxQV8YFJYQA2EqN+I7No3w6ref7TK+K8DX/hqkGCqBj2rLmAi8Lab4hsGDYBMcagJylKeFRxqdMtEKzsTq6QX5GHouKsaF2pXejM9vqSOI7/CSWMywxEc3yROBAYDBLOAAWGMAJlyOGiQQcF9lQdNky+IKJE5UfhlU9sLWuJoHIWCTNWCZWBCiPM8HXVGSESYhVprDHK7yMi7utdCg1U2Vqo5RtF23gUlayBZkKHXNQnfLnAjGnxZHsXqmJNhMROe2TSr+YM1pBn5SZOJbdiJP2yTSdlRwvgG09p7XIDjQESciUCcYTvY51YjHzYZp6YX98XT6iSqgEEAydXV4JkeSGTbnP9BnO45jGZtU3ZJ7S9gDvC3lf3km4WnhhuvwKSbBYhlFThcKJLE7KVKJXNN6Ob+9bxbEb6OsyFtSMQ3mS9pm6aSAosTik0Sw3xjtzDFsFMdc4ARFUlYlDKR9YmsVyvSAVSyEr8CE3PbYLyjWFM02eSaRBMXXlkCrtyf5WTivasFAsZlzHE70tq4CFaiVWXMtIXVYSFgQwEIZS5y8q538VEBnKJuiEMWLCNLeRQWSNTpsB1wkSJLFcISHAySRkQC5YGZNqJkNk5E1Qu5jKq5xNRjp2jWiiaDlDE5AyvT8jeviqoAqtzmna0V7l69mCsEu6+AhXjoJYHEdqjLglmZwuUEEYjvhsQYqCK3qWmyld2Jj26B2Pqa3n38nvT41EfObky3u/hQHyeKrnKE5cCw2Jrovl0R1RdnoZOs23j7adl4+EJ961bDciNSJq72KwfqT27aRyfa/iKB+4mC5QRhnt6MmoiOvFKWZMBY250q/3lcAWatVZVahx8eQ+DTmfnOTiOwU1OqsmIRmlsH9UGFfcrtTEPNg9qytJctG9J9lT1ho1UsssLFFS7pQWwpQVSODFyDSmdCADYLFBJ7GKDJTCpCQiTMtukQyxyk1vRczi5dZkWbpWb2+P8vLu+fP/YOf8+fPNsThmAAC2H7o3e429MOzddY7MPt4dd5rtE3c1/+iJz7x6TONF8dYo9TkLqjBFV1GNrAEjtlEjjNGAJ0k+71bQFkwaI6jt1cULFTsX9pX+oiqNT7Ix3pzw7YVq3lvrp21Fyfli2SOK5RhcvUmGofK9RWXvCXm/0N8pTwx2s0bAnGTvnFEVPTMVe4dz+0vyeHsznLJPKfsnlVTwS6Or5zhJinbTzs2tHH73UlUhijR/ylmstXubUe94tveOweXq2gul2eNz3ucHqSTPMAafxXg2fS7zjjSUNrbl1UVRKLulsRQTIbqIDG82C5W+k7GVc87aYLW8oNUCdbE7qAks+LKUA1GYocYNSklDUdW+QgUshTkfm+JIywQnKXAQp8wY67Ql5SlBqV6J2FgAhu/xEI0og0cI8yybxNVJySRihGIyZBGr01V9LIlU1AUpT5fTEmcgNAYKFYt762rSb6T3/QWE0IsA8IMA8B449Md/N6X0sb8MoaWUPg0AN3yd9h9+0/XvA8Dv/wljXAeAt/9ZfzuKnLGaf+F3YnLj0TArkzWBeIFi9+51WzrF9gZV2MZNeNNeKYlbYiRyBXc3VRhmdHMStNtzsJwnghty13MUZFDyg72s9LYNfIcntYej6iB0zprZkYr6pSj00j8s63OZMrqpOOKvuS+v7F0vl0ZbS7Mqis3G0jNDa+neJkr2H6vVLzFDfzFR9K344Nbxl6rX08Xj+4VuUGRhctIpen/4/O1XuyRjT3YPvKRei9IFT+hUEq25PKPfFlRhXA9YN0mAlCZ4OlC5oVxkQ2Us5/sVmgmUDUDyVKxmlhhOarJYyHAop3SbIphNozgRcnoiweqGXIRW1oPVWlESA+ZMjhsHmWZXOIfw+9gWRZ/nW/se3lmc4YpZTANmIcsRsEgSGBrmFhJUVyNOylsi7JgzpzYZ57outOTSVTPkK9tuRmUx41lfwCRFTJ4xwABlGQBKacZj4FGKvNhgAyPWcQqVG7pb6R/OHWlkkNRUIiAWe3mKirxAJEQZhckAUyUagFOoMxPf9BtRp8KQmLPUBnJDMUaCzxUQaa0JqiuPRBYx5lzEkKdnFAJOTWaEjXSVldotgjbknVxVGEk1+CwdYcrUFEsUORwEQ95nTG4Cu4IGE2RSgVipwdjhntFmc35OJ5nih2R0ddMsX30fusQ2cx+97N9iS7lxbCZL00zOrA4m1wI+Ojh37MLIyVuuq5x4d4R8sxUOVZnubVjsfMQxIDOpbf3adLJyImsnsxOz2uO3tWFFFWIsbzYjjWUruXeRThk3rAY9SWpAX0iGIR2G9Wy7XXWt0i3sJCdC2ictdfVa2CxmmThHJr5GEyXkBFlJBbLv6YX5PN2Jxcjq3cI2row54R0gubk07ZYkYs538xguVYQvzPMrfy2Uf5CjvIpWST2t6qtaE09ZMu/W01DEWMrVAp5Enixls1mY9BhTMp04wOiE0C9c4NsxwY4mhAonsZm8Z1YShbpF3vUmklBQSqxrPyfPMgIiymYD8xMPJwO+Ji75G55lhPqspZlTZIieKua9JW5teku9+amID1u+XQnFdFJPhVKaSuURNz85t6huvzjckJlImmoau5D0qvPv/bLsZu3+1e6o0lgsONdGR4tld2CMldLk996TGGfEc0Sxr2Qj08oHVxZjmWME5ZWQb7TLthMTR7jtBoxVPokWVqcLqhrH4QlGn/JUdq67FF7jBtGCahyUtFUuS2VuS+Knb2BEPtRxvrhstpWeHKzP57YWkUU+oHuMkRiUUVgBOQ7GmoTG0YTJwQbPFChBRihm0ebxoHCtI/ReZfLZ5whbeN/L0lY8qdwVnz9/vgEAKGMzCuiw5k3vrnN/bB1GKSFDWvc/Y95ukFLnleKAeE6eqmVtwo/8BaQU94DRKCMOKXBiSyjIHKVmp4LHM2nb35+2OT6AROsQxp6xJL8juGWDVtBUjN3RhLzQ1yfv3lBginSGx4wl60lpT6tMYcIEG1O1wrDR+MKt/eePRU5zoVM9+jTO/tBOoqk7z9VWdg5wXXiOObd+LFn+7jRMnxcKs+Mv8nZ7Xs61Lr8g3RFPhBekbu0eGUU1f1W/KM8IIJ1rUamnvJeYy3/AbKPFrH5juODPFfv85nS0M1oVPlBKkv131ZAAniO4jJKXtnJlZTHYZi+YfI0NdIalMcvGERSlOlEZhK6KvC/xq8WyrWJR34knaYuDvE/2RZqO+QaHUg9pTJWLkcBKXODVsCkPpMhJCV+RMc8zXpiAwsoiztOMX2HMqKz5YiEHdp9pi767mRFvKsE9ZvTmRLqvxZvpfV9CCNlwGPX/DACkX++mv27gEcNsmbcbrDDo5mib3OoVynVrrjqBUW+jrLkLo+3dkqCOvnufTNxe/1is6FpaNKNarfLb5vVhJCpPqUNVYNkCuN341PrWaD+2vtBH+nxQcISzyjv8L8qbgtrqGXdbWFm8VtjYCzribFE57oHL5C63n9RPC9fGMnpu7TejdwvvdlarhkZ2R7nc2q9WKoPsLsR0nhKCao+LSdtYm/oh60718bMpp62oUGtcn/ix6GdfLNthu2yvbdMaavmD6nGZYeP58grrYy2JfY4uZmS+bwphj21kZSmwC86B0uQ7+tCusAonEShEuewM1SCezliNI414kF+TityJQQx1YYyGrN8ckxJgLoVIDGk5NBkoxajLt/CxeExjjkdi5tGxlhKUe2Mi0O6NrD+1Kq4kDJ3m/6haFX48+fzQo++qizxjAeaqPs849ZSkiM2BxQLOeZ5VY0wdAXN6ThiLMiLOGTGr6RulHb8lx7EUo7zBUR3zmYuxwLJskLJ2UQbTygBlnrIi38k1OuugUurJZhEfhJYzmyvHt40kHkV5L8CX7Sl6RlT56uNs47N7clC/Ie+21ZEk7LFGuBsyouxIxSSLxt0Cm5ZJibG+QNvirDWVlpNccQSHKTKYkXgvJUhM+tyNxNIYH3kqPqlvjRsi3b+RcnKcTftX2ZOeHnPNPO7sXhMG7E5B7ewylYrK8LUVKNQIw1fU3m7vVJgtM0ycjL3jct0PmF2cM3vGAtPwhxqgtXKQalGVW3QqtpIglOQvVZ7CpW1t9c74BMpaeEqznsiP7a0zQ1apjd3y3row91tRrclGcnCDdZUrOkqkCgnfM6S7Ph+X+GISR/stdreWmH2d4XxzJjC969nw7cU58qVhxvdeimr0RiYv/MP03HWuwywioFvfbDn90wDxFFEo40LuSU22hT3iZ6FdZYtKjyRUYBUySG1vPhxqPjmJcUeHWHdy3h66XG1Ko27ZimQo13iLtCw/22LEYlefcJznC3pVi0IrodPlPsswM/IelMYI1uQWezTyhgPesSskqul8SdyqynONnB9+oXYKo4J9vTRGx3PiuB9yx3irUm93EikQWquDIYi5IgaZMpmaF5j+eLctuNNuyysWNt+zXZy8zGQiUqE4Mwj4KwPLbRQYVZMEVXSZ7KaKml3zo9FC2pZ27UjfrXZTNpSsi3xWmM31mXQ33v1QbhWezmPDkdHg1DqZh1BhNiugLLS642F/9phsZS50RUQqcWVa4lP5gKKAwwyKaEMx3HWyV6ryi/FWuiZi+ZQzoqGOsmIYJBiUES8kzxbt7Glv+sLC6WFxTedXguP4RBUArpw/fz7/3V/7XZNVtipvnJu5j34KAQBVNtwrkhge372hxhl/xK0UxINzURiQgbLEdEjE3iZv4SJtgTUYIFHlQMgM1jISYzaYNCPgbA6plJbVy3wm3jDLvTpkLUmpgdPY1qbCd3dXV3CrdnyFYyfr6X4DJTWiiAunWger/bm+f0ukSwfHekLry7ODU7XRsctFZlLYVOqrUTCMjpsnFzM88qfwATtMGl4i5aqlirfvpAf2XWMDXkyltdV4WY2NxUUTjwIqti+jiJx5nGjZhCvaRN2aCZz5zbvSmPQ0lSkm12GHYcmEU0t8ibTZoOy1WWaRcDLftptMLAs0Tl3kKDLM2R7WlP1Oia+oVn6GsSuuOzfx1RTLYU1ey6+Vp9lTkw4uJSGyoeou8R7aj5kwECM+0YSmYUtJzMtcWlITkk+oqbFojZfTskeEJbSNnstFC4leoZgLnhjmB1r/xbeUpT9W/gihWQD4XTgMsGMA4E4A+E2E0Icopet/wv1/LUAJZB/kei+RTMDb5FzmGsjuMx3JxHa0hDF3R7788qvLc8XUpO+gt069UBc7vOQN6Fpe48XTO8wMs7tSB0BbfrE4jDd1Ky3IAADelhplZX/6SXJzOquN4Vz2OQ3c0juL3GZ0ljwT6VzCbQUl66JduzTartdLbyt7ijW5ujZsVJSCWHRAXH2v9AKt0y7K3GkaEKl6PL3iLvWN6RfT7965SX7qtMpYI4e8e2NPyEwirbyU5Z2btG6gNmQ3jLjiZBxTVjRdRWO9WYYK/SU7l5YSFV8ohJVNoiM19lGboRYDuViKQtITa77hUcVBM5Yg9/WGZbuhWShO/GKmZCFjRbuBpSpqTW4IBcuDXa6Zl1Oc22QWq4Ij+tyeDXElGuNCgHJmXVIY7vlhO7ml3cZm0knRpaxSnYM08HWfg7ju8Gy3TWJKGZojyhIsAphJSB1VQYaDeDbNC7HkbWeaUWZkJr9v+8WzvkRLQkBECKM812IxSVXgUASKM0gPeI3X0x7gvBQy2r6qeAXRKLT6I7SalB2PfLk9zZ/KZiiaqPZI2RA0Kzr+IpWkGnWQUtmvqDkrrRhVQfc29nKqNDEUcO0gwElxRXCLJ8SYifO5sJrvkoKNpHBE5LIQKKON1i6TVsQNMnGOL/elQiySzbCdp9wy8eS4MH5ck+x6hnASdlis4GT77UFPKMSRMU3Hm5FQiS+yKR+jml4M6/0XmXy/kg/Qh1efyupO4L0811CfOT4KN9s7nKPlmhqxwvdcLzAFOZlSs88He1tmd1WXuP0zbzPVYPPZUWFiX9anClVbr0yR1PZvD3cWxo1ED0SK42u60rWW54S+6EoBBodGpxzo2akknGbJr9LhjFBpH5merwSDvzn89Sf26Q/XU4BH/xx1z78p4HKcNVK5soZErI12GYWnyRZHdJo3c9VO80JGU4w3hCBrZL24miKEwU22SqGY4aQhvjzc8+7IYTYCRtYTjmckakM90fIRy7MRX9Y5XghYnyOxyAPVorCQmcqAr0YUjTWXIbE8ltSV4kl1KIR3Imb9U61axUjE07ubg73jDdP9XbplkwydbLDQqVNEZ1NDvWSo/MDC4hGhXHF7Yn8xoxLiJ+50C3PxNlWCBX/ferZYK93SmflE4uxpchW/p97bKr00/y7pRHSlfS4fXLxWqZy2BS6Rsr0zsa2vuyRnD2qt9i2QlDaZVuhxjFoXrGMsKkjugsFhcKNNXC8csayRzO1pOSIQlDq83i2jGbYnbOsYNxM39tMJfyKUidwYpa43FUoMWDbiN6fI0tqxyo3cbzi/q32i/lsr2wZxhzP/Qnv0B//W6+skYIThzJunBwDy+f11H3fJQfD3DbpH9C+20dYNPs97xXRf1j1OfLHehDu1AWuGZZYZe9Qqq1knFXOZKxQua4LUGExIsbvOSNyRjFV93gsXN01+Vy+GnL52xDtxw0HMGWzndEe6gV9KO6WEaq7K8cFQHZ/JZGav5Vmc6QzMQkGRosS5dGTSMOIw2L6srS7WpclqKXWz05CEMq6/s+eMSifTeOu6jqXvy3DrCqrp+zM1vzVZrT5lcG+7I5Dsq4PKpboev0t06welDkH8jEfNpKl/GdrzqrwmxqicCCNBnTaCOsVSukeytE32hltOtTyfxnluuGBxpWxFq5BZb2RkYiOgGisNlYYjpoE4NNvmTEhGlfQAcSQQD4T5HFIL2QVdGMtcvORYfBy5RI9rgiM6UiXFlGY9lihunrPloZfJ0uLElSLTIK0sLDxh3lbbrLQO89y/kSy94fw/wGFJ33cAgE0pfREh9Jtw6H9/71+G4H6zEISRfcsXPvO8XEnRdx0L3GiHT35//z1Lz5+8UfJZ9EVjrTeri/JUa9p5+ab08yMljYcAkN/OLZdOxb8MAcgiAIDEpcED7d9vRlR1fgnfuw8A2hLT23iY/0+Ns2j5mYev35mIhR9t/cjPfeAAzpvGL67fmvyduVf52+qd0n8bvVM3lndWPnTkOv+JHfEyHSK1URfrqiZ94UfgMwdPDub0J1ZvOXJtgXt3kNbsytJFZ7sYPDUZnGTK+i5ze0eobgQnuaeyU9ePgn+l7A7OToods502VXFrvVyQ2X2bm6ruo/UdLvfmFvsl3qrGHuPXhTDdQiYVWB9pQjvVd10IzBNwWdjnK+4cy5pssJxeKZzhgZSp7pr6FI04xknBFjgaGI20kMSCrVOG9+yQpLVEZEbZhF0YKF4UdCrtHbWHT24vhsr3X3yJlZrzO2XIFp/1JFfNYxIwSgexPguUo5gKmPAEDItQq8kIyMlilKdonHhxJFSnnIZ56XjSW5p48WzCs5zDC0khj7SYq4KWWDBhGaHbnM7EBMclIZKKkY4EKO4zkA/VzFO2zJC9OSuGF9WG9j1Zbw+740isL+AyO2YUO1W+oN6ShXxPX9rOKpPyfLnm47pBbf6ayUdK1mYYnFjHfF/1hGJPzeIs5BDHBes9yTFjlfdXdxNxsiOkEvXS2RpeSkPhWnYy7uxs2xzHUuVzeS7cXAMTHXNHMO3RF4qTqzt3P/8S+dhHHhOnDiuxJT9TixIAwNsP3Usfvv++wmateAQAXv71f/MUAQB4+P77aq6Sya9M+xVfyjsNRmKu3dxfc7TcHs6cDwCgdWTjS8qx8UtlnulPri50JwDQe/Sf/mEGAPB9/+kY9+DEmv20prJPKPLyl37o2ujh++9DAID+/Q/+uJ6IsqbkdP/LX/T5ffi+NgD0/7oofgAAASE+w5y3zw8jrSjxWihpx3w/tlQhqNER5GGJWgUxXswg3+fcwhZPKJH0RIpELb6e3zwUZpj2JMSCQniSLWSmchE7UpFnApORENZrEY45viiioIf3iw6Dcwi0SCzloh8P9nohKpRa1bEt5lSuTzvZ7cXilS9tV4SjkhhGz8OJs1rRf+rEwWPtTf6mm7K6+KTIbNzZ5bXJTMgqzRX5xqtKzCKx3puKuOYBmeYj9sSWbHxROubn5TxybtVVNwbHQWvqbJOw+ErkKe2nCy2lOnnZmtXZijWZ/zJqutOr6cnO2cQ6ssxUN3pKrJcHeBwXGHWGUNiSZTWNhXJUZO1yNF73Geed19UClqIGLiBGI/lGSKiE6ngk+WyCDE5yNhWeLQ6LQWYmF+p9PJiNIP4DJUsWOtH4k/fhIgDqwGFqNQAAXP6By/nRn/mxNzPEcgCQPfjIo/Th++8DAZKDtVpxY95TMpulaSrQMBXn6yHTQRz0KWI45IR83io40sG4Gpqizb9jFCeXUF1CQgOdpatVMmKkUuH5eBDeKBhcKmK2G1iF2Jr1h/5VnXvvWqo/qaQwqNKpBYM+tubks5jLXO4WC7wt7JS3pSB12HCo6ueUKPXKXbOQhnI6c1vn2qqo1QYn7O7+iC0Jw9RC16bRrcuBqhBmc0yhRI5n11sITV+5U7i0FGQ3l5il1lVm58rMnipWtjKjmftOUmWjAhkMI4srpAWcoU0OEp4EqwkVZuft68gvsjkjFESt9sLahNZPFwIOGpaTdlOf8hpHBqzECH414/JdM6FZn01NQxG9ocVolY5IoRwKlBeVfRq40xgQ5Ewl49AKmyd8XnSn2ZTjTCFO/IAGKsqrHVuJzdvjSeVXyG8BwP3fUJbeOHnvAYDvp5QmCKHXaQF/BgB+7C8qsN9s5CwL3vuL2PvluHdwqVgKbtDe8crJo9257lqk+8EHeaUwfP/iC2sNbjyA807yhlvHV79mtA8ffP5f3lVdQgdHjzF7fo+WpB9P/056hS7IMA/0n9l88rGPPFYB+KTwwH+525376KeomKfwsdK/f6X9RV8szUVzD5540n74+p3p8Xyl/EznXOFL0vcLP/7zv7D5wv33vXLm9gujKxflqgXJnOqjo5vZs3+4EzWmlyXin4xWz91W1vY2sFbmD+Kn2juZYOv7HyhW51+xRsJRTti2KmWhCjzqi1nG6qHQtMRRPCANxoroZiVLZy1mVGcVLroUykrRd5m4wUHsofyW0cvUUabTvoTVTGDzPAi5UJjPROUKI+TTeMwTKGe5X9HZFLuldTD4ZUidCeV7MpKatYn33Pg7jx5NLm/exCyWLXJQcuDYAJKI1AbA7saYsBqAkCOOUDblADM8zVEmqHgYOahQERm648h8NaUyn8gpUgOGEQUrIUIT5wrhGC+CUMhhBiISjBGvc5jjWTnsy4GjouRUh80Dh21dm1LXW++yzfi6dFJfYF/cs5T87GSiXDqphvy7g1D6DHui1qshtbp1FZWlvXCtyklq1uKEDOXT4Ju7IGy7qT++szYWn6GNVzq9U//lntxr7UrR0lhsYMKWk5vQwRMtdpJPx7xxddh9WuGL4e817536G5PtyRA5E4yWL373Zx79Y4X6wMfvTgAgAQB44LW2h++/7/USsFcAYOrh++8L4TCddfQTv/rZwXf/5B0HJZe/4dJR5+C5j1z4ij/+vDn+2VKh9jZ+ave52q2FG+iRtBN9dulTP9OM1wS+cBel9FdMo/uMItuXf+ByAgDwMx/51wCHPBtJ765zBwAA8D6A/Y8+iaYeuvMbUoD+z4accGBhKSzygTQWeLWjYu90Px0t0awQTRC/ryfYNepZexWZM2w6niQWd23JCBaoUExtO6/maeapht+OCX8gIQHnBkOFmLNEks1nvbRDVClDVTYUpjPK7HNHyXA8Jre0vXEYxe3T0pmDYVQUo2yPtAVO4ktXQ7ZCwk1VretyYbdvJnlSWTeLxzIiehIST7d8ZjCovip3iw2+50Fk4z25jHLdFcvTnlUAWdigYiwdhxDpnhnUmLTqzCSTzV9rzyvnQuvYSJAXi8MVfm5mtPmE8x6nKrltLfAUlJdDUR6M0rR9VMciqsbDeo5rvJMYmZzl1C2EqWDx3R0pWpLFmOdYDVX8iLTYXbIl6ZxBUiFOXMyTUr5rciR1j/gFCA42USk+wRa7q4NtdZ5uT+Z3vjyIRM67/AOXSePxC7Tx+AXUu+vca2uG0rmPfgq9obQwDwCvr3s8+x+XR727ixg5he0crKkG7vvraDYpTUThilCCM6xLBkmZ24jr+Hahy/k5YkSq8ifYXtix9ZKjGJzqeL5NjuoDcwbP8pt+w2r5vhHOxEHB1axoSGXhJD+OnLG4idq9BS6dq672dSirw5TOmF7zqaT6iboF36YXsgCwuhmHURURVVknTFMfe1DR9ctbSXjnGc8qWoHOmIJRTIZ+GNG0sxTKtWoa1Hz7VCGQyfNCP2zJWYfd36v5sbIv3CTn2iBYDFM2lE7xe1pXVkdazMh9rnGk5HrFuAJUzmOqePvRSNSqjYMoWFdbeVEgbIWjeY+EpZQTUz7oxkpS0OU0aKLczKZSR3yMbzCLuexouseupgvF43Qzysxc2ad5koQLcYt0q0eYOOlxgHM9kXWumHtJr5ap7XFb2uPeXvtXcOktZOmNyn8PDiP8L7+hrQoA47+owH6zIQPmfz57v7H7D1pGzbal2eH+xg/Hv51dJI21+x95KoHzpgEA7JsU/5+I9/3k40MAGMJ5E8H5V+i3AcDcRz+lAoD280akHE9ZdCRj6dl/9ulpYCFNQDh4708+juEnAQbfNTUlnPJaD5540nl6ODtmHcvGrCD/m3/8929BpZq3vDwTtWe8ekvc3T7YuMm/Q12/Nd+Jni/4ocVWPzCyEVe5pb+dbdUvZnkKtbw8/8xj5qxRLveKXTyFF2JTFSpUO7K/w4iRgXnMVAsMx0VKpIxCbY0xnFnIecbU0PYOl5cYkdGaUGZfEFxc9JBERNlvxp6xS6t5Uk6S4mReyAqDSBDl0K2h8cK+yQwKFzuIn49vLLUfe4K78L1TUeg/J+c7fFosKKVtvhicGULtagVt0izXKi7lsgRjAVhWyFkeE4aKHIMY4nOE4SCVjEjY2+YklLR3qXkVn8wNhWP5iJNyIfBVmTDcCDDmKU8ciO2cNsAUAfwozsR0oOR10K7tlDg3OsmUSvtZnC2kR1iadrNhrfy2PbxQ9iu7XYJBH7vyqaPYz10cmoJsyL5u6mx8clhKVlVJY+zdeOp6Ut9dLlT79Z3hrC+P3rX+7ah/tqfYe4HyXcZpZufSPfbj7jAWohQs43o0w+5Lp07Z6pn+jw4H/ihb8yWecwCg+vD991EAGDz4yKNfw7bx8P33SXAoWwcPnniSPnz9zj04fHDaDz7yaP7w/fdpb4dy8ZbS3vKvoLDx5E/XG3dGMQYA/uMFQ/qkpq782A897d153mT+5eKPLMjqfcnPSy94r0z/nz5lzddpksXG4xfM18YlAOD27jr3VSHAf90UPwBAyjJoy2SKmoAUJU3sVhIqglRyQmYYb9LClMOCWrYtZqzq22HW5PQSwrJllEY89IqspyTKKEqzsmXmWzgFre6zWm7nFekG/sWBGRgFD81NLJ7nlvwDOkkqvJfo870SN26h+UKe5cbynNc3khug1D+oiE53HekVZSOo83X3QC/ZnWAIC8f360X+1MHOXCTJLxadqOxHmXGRWwoW8OSEaQ4uCrF5KoqnA6Jn5TRkCkQo8znNykT390tdVL5UO50e5T12cSCIB1qaDQv6zOObN+2xlaqbFmjVdUpY4ZmTl9JpCeeCNJdZo6guaA6lajkJsKVDoKYRYUrbvGinBd3VYZ63kCrYeBjV2RGv8UftHc9iq1zGTfy8zDjlXUnLhPFGAU9DklZeOrL9ietwmHFFLv/A5dfLGScAIAJADAAAiCZC5QsCwL2vPzc5+AopnA8A5my8tTlkZ5freKdhMSW26i1HqX6ctVOHmbCEciRPXFCEoVTjvdDplBXD0IKuW2RyaYut+9W6UV9uFBxm7DAN1+EtlWvu5HXv7uQgXyMIOuW2TsTJsWBcTEqaGImpsZQa+82SDaMuozw7S5T3Ep2tx4wRR9JaWOuZOJUP0OrUrHEi304vJUffVsh2ukphqvWSX7meCdq71JBbyDTNa3iOuYHLE18qezPB3vwkVoEaRm0vns60HPJdFpBKc6eiR80JV3FtkYyP5gW2mfXm95mYED22xJFpWoUwE/fZUiLynoF5JRV282EsqVTIoUZW+DWlFpweatt7ZrsmiRxtOrZslsHW7Vht6Hmm7G2ydc5i9mU+orxi9yjU5oYCTYUcq2IEGRsFKrQLu0ohI5iVNblr/ST+TQD49m8oS29U/v8nADyKEPpZAGAQQj8IAD8KAP/uLyyx32REGQl/7n/76VevHz8hAUD5xPL1Azhv8se1YRPOmwMAMOC8s/9nHvi888cPz+2H7g3gkCFxPPfRT0kWS8v3B0L6v/38e4dfdQ+FdXdbPllYjPR3VHfGw1jlNibAEI7vU4YRkTORnd0TE5zSgcp2N6tnFputv/2b4+Xf/sVSe/OPOknVmB3jYOPvXTvt/d5799yT+8/XAxu8Z9riUz84OrjhChtLwji/wVbnqhIN2EIYbx1IYVMx5BKWILQsKQiL/iBSGux8Ankw3LT6fLnIs9gQVMsjKFMusc08qzLdPOXVNga/GxmcBHQ3SluFbdH4PZZf4UQ5kX+qIp582L741BPV97ytNpCS4OSloLX+wXnJm3tCnH+1nkcShKoSYzFzIUFTAGwOwANiEiRlDA15hJjMIFOJZUoEOjrJWj6dYCpOayShiPIlY4J8XCUBiAEivFkCLCj5bg7MPBTY662GzyWbLOdWlKQ5M1gS10qRd2KE9Cbb4C/Xr/G64KNs9ZgfzqyiaXGK6W0I+W6T95X1erF6bpXMRBBuyIxI8JYqr03zB1pg8PUzB7dd9VAVF9h047I0Vw2E6gffEV378lRqXf5O+Yd6dR4pP0C+/J6fN25+bj7cCe8Z/KIGANHvTv9g/I/2fpU8+Mij3Yfvv0+Awx398MFHHo0AAB6+/z6RQ7i0qFnGB5urvsThOgCQB088yQQ5z2z6JePZB07L721kwdliLwAA7eYesn6oWS8/oufDDs+la4LwlYfxeYf8JMD6oZL/ezIAWL27ziWNxy9wACC9dp392SXmf15QAKjAIEo8gjyjmmBuPC5hpnXdl0VFzLkyTgnLYhyLUkEUL+59QSsdkWhOCMPmHPJ6ItN2kNy/cT1RxrVsLz2QDaUxqccr4k3ctLrKlN0doXYwwyFdlbKBZkmA2BK9LHWYo92YMXKaqFkNm5thbU9ykvI5LaZhE6+Pmbjk8XJ/VI599jLDdDuVysKt+wfHtkQBpbi9Pou3pZxtUpTfs7Cf9RlNipAeamE9DmCPL5TTqhvZaKjwJq5zVI7lEU9tZbPFkyU2FGShzfrvLtvPLIPfZN3M5BolF1bFaUHOndTGaitM0C7WoB7yNC5G3SRJBFT3um0B+2W3NB+iIKJJDnTDrPHNsBuruYJ3JMWROBwUfcEUkOdw2mw3sXM04I7vnli+Tq8fPzGEr2ZVjeHQOhUDAJC06HH6NQMOyxEDvGb2BwB48JFHg4fvv0/PLM4pRMELjC7cFNkKYRuRJ/r5bMbVyV7uKWboYp7EQIoIC5xSHCccTMoVhckylIWJtFpaSGa8KzCmU9IlruWKEQ2P0KgwVmSVn5huGuikiyp+PXJRLzcliY0JMjBnl+UsttBUbKJSyfH1iF048Plswa1M7FS9ZbLoeK1dA9Ipmj0bGeiEJuB9BinvLmB3u83MhDLZvHHEFsYRJQVklNf2uHFNSTekKNFlXm6IPjdIjkUxNx+y0z7xJ65oxhMadDGsmpF7FDDrutG4LTa4NTJI6zLLxOlekZmcinN3ikjqOF2gOA+yTJVJgjmRCLmnEaZaRKKzUzrJF3E3L4RdPwiPMATbZGDmeh7prshSkSW5n2UmF6bbWYgEneYK5fI8ZyU+mncsI1H4fray+5ay9MZUv99ACI0A4B8DwAYA/G0A+L8opb/xF5bYbzI4AO768ROvE1EcmlDPOxmcN/cBoAYAf6nUptsP3RsDwMHHPvJY+83f1T65714/fuJy98VikeGJf+8HV0r8NN5+/UXi1z50t4J1SbEAXIo7/OhaFeHgu+5u2l+KRRpeMt89fi6Q6s2fayTc3cnOavfgHzvvv/7c4vzOzO7mHElZIb39eOrvqvJadKk9OywEu0faLrZ7e1UUaVy5UuZt4jNTcXRlyOKivs/PJKbEQck92g/lEdugOwIR9UnHLu0VSTxdUBK0xrR91YmlBPQnVguqWGDmzCGasT8q/V9iUzqClvV08O5dUnKkXiRYc5sA4EsMx+dxnjkMzZGUBpmrsyzClMkVwKJPZRrmDs+xRQzVQGfWKEyHqOBFmjNy+IzKHsW0mhXQqhAKmhsSVlDySFQEmg3xQiYkm+gUZdG2oDJJmBQkdsW51bfFUnFGsuqZ+gX+rG8EtleeTKBvcokpz5JGuIQ2Wj2uwC1K8VFId7ksP2MxhlBckcovlylHdqRs/+19b+RTw9G4V8hL1buUnWij/v3+xmdukz+9+/vke47+7/lzJyhW4+/VfufVf/yTD722bn7Mf/tHf63w49x/ZY9Wdorjf9FkHzwR4gSz7n9Yfbvy8P33zVRFz7yjMokRUHaSKt7H19/GYMrmcBhcCwCAAWATAJIHTzyJ4LxDAA6drNd/7Yx9XRQKAMBc/oHLb6bEht5d5xwAcN5wncNfDjnXnxkIobcBwM/DYeDwGgD8r5TSx79Ov3sB4GEAmIXD+iH/iFL6VpZKYCll5GTgy3DATmSVGRCZGtzALGKcc2opvCpXR9N+UkWKonQztz3RkwM1Vvw71jtNb65CHDe9qArJnMtpQY7qmuoxCi1ZBKc1OWExFWrOYGa03radPjXjamVXPQLyaCLcVrhcDIjm7sUaT3i/Ns0iby/kKqutiiCHuz2E/SLnVvgtI1aPBbNMKrvcOOfRZJ7vnhwHhVyeC3jsDMJJ1s6FvJsBy6kCGnRYAgeydUULT3belQ/u2UdVJqsrROz72oG0KGghQfOx7I0LfN7Ni6dYVMZ1OpATXJdNZ9+RTVqLcN6zCtOFQj52x6zOF3i9FkTxEHGjMstokcXoZFOdZwr8nmr4JC0EgjMSaQ54PJrIepJEWXWO3X5xaJoT6cCLgIEAAODE8vUYXt/lHyIGAPP1Cxwu+JxxpQRvUP7bD937x9RyDz7yaO9Hfvgfm6Q6HBWRPNoDQa0kbOrz65MKKta2GmWnkaUqJKHvO5rcqPgi9MdJXPQVAWI3yaaKI5ONvJ6qqDS3UFTjJOTVCuFmEOhFGDQcQinnm1leZYqJL0S9uT12BjXGQhJLqSwgcsaNDWFdmAnnw5BKHPwRy/U+lMcKDCryy61eusSJm+9u+0pyrVTqHYGtbRbS60U5PxkiOVW2ApMcYd2Q9hZ0msUuP1+xSCZz4Cg5640B9NDEFzqST/Vtk/TVJDu+AfXSHO4nxcziVWOCxqASSFNMVW1niWgOzZOKj2fZERPQec/Nu1ldlYxJ7JpZ0Tc1n/CGNUlQXeBY3DVT6Yg9YQIx5DxsZnml4B5J1rWDOqK7WVsxsNg1PUGCBhMzgaCcCiP1RSN15t1p8RfOBfA9byFLb071+wy8iXUPITT9pyHS+Z8Z+aEfanRi+fpXBzYdPmC/5mH6lwjysY88xj7w8bu/imvxtTKeMckYae/JUq4143Pj4yf6AIBuA8hXl7B3Q8c3h5WzBkCQZMN4bN/sNrjTT8tCPdp//+f+c+R5Pec/4+85fpTLdt61+nOdqUWj6nSPx08spJYR/BH9tLB4peCXj76QnB6+TfzD06Rhm/pY8RFGXcR5etGcFTXiee8M7cJyUuB7tVF2c4j1Lj2FQyEdloJ8WoivpV5+g1lg965MTeLg8dnFT1es1duWuDhleeHi9+69uPnz9emlZrPvlrvJ0e3eTS61zRff+/E7Kf+JLzIo72cdlmAipxbOgxDxSQTAo5yRqJgGOGNLQiXwjUtleXjEGU+lcbnOycUizXMmQxj7Ypkrp0PEECa2FYzkTM6NAMks51m+PJArgOUT/G5yLTyKW3z/lCcoy7PhmM/FQuNzFdFo7eOIx+SFnVy+dxY6OlusFfhxV0eIY54xZwYKcc1i3P+S1SjonUzeXdyf27iSqsPJ7H7zBrTnl7xHpG8TLj/zJeHDzE+lP4kdVnti+6F7CZw3NQBYgvOmAwCSSxXhu9h7qz/AfW754dGd+8+MZisPPvJoTzxvandWt6ZYRCgFdPD0cDbPKWs9+MijKQDAw/ffhx585NGvZ3r/qrbLP3CZAoD1P2iN/qUBIaQBwH8HgH8Dh2RcHwaATyKEFiilkzf0mwaAR+CQ6fPTAPAjAPCHCKFFSulb8JISMkOCwhZqeVo3TZuE5wg2fFDTZEtUk2Yimpgt9yKkoUCN6jUHXa+QrsbyMW9OJJevyYuiX3g5Ffr3ZAONGxllu053oIUciaZlN+Pt4YgolJHyoxM+xzk7AazOx8vFPkITqnKq5tJ4r7yvSC+HmP/AlCUMJJ8cS9RJEgOqiFG5X4622pdFSfryUtW51bMHl4hxF+9bKBfxqpkJtESWGV5ocpeYS05dn7qlKJUe1xmvzNklTST2BX7MnawVo75hZ8THEmPLoVQIOcXMUWpD5IOscgXPjmJerCRcRNw01NrjdbGvaCovdUIcQbDEbukKOcUFYjG/yskcJZ3k7TYJEh6LvBcxay3kMmkim1CTeqKzOQUVv+h3Iz+f6T3wK3d/XXdQ765zpPH4BfT6Nc0LORDxG5aF35Tmuy14+fRU1Lom6d7NY4ez3HraPXmA3mGb21y3OkPqfVcc8TlWgxIn13qC6irsIOdJSUqFrm8xHFeIqSdVPbAmPEp8X3BVkTP7LS5oKnEjpNIG04RhY9c7qjUPDnzOrF0I69t9b//kcZKBmqq6bHCXYS5DrZVcJ0jYlNZRdeaIJpXlcaa+PJWsaIFnzidpKjDamX2qx0Xf47aa9W29s1fiplbUGV+U9wpAHbHqTGgnq+WuwOSeMFJ6ZK0wF+KMTo/lmlkJGGlXvDbRWoQw7rRMo65l5Lyg61gHh/YdGQprEJFcDdE4VYVJDqMS0eSr1Uw+PnJCOQum1TrdbbmdeKRByRWkgFZmFnl34mgjRVhXqlh0U07ncM5FpSJfcMPEM2RGcrpTXljvi5DqUkv551d+6C3l9Y2pfhsA8NOvFcR5IzbgsLrfX2t8jeL/q8EEAEoAMPzYRx5jXzv3H/j43dGJ5esYDt0EAZw3vdpZDz7W+6SvMYNKW7hS9Y/cyh2lLw9b+FL2B/T/s+YO62vW506WKO7PX2Oe5I4GN81FUvLKv/1QoSo577fu/8Kn8G+d+L7Cdx48tv8Q+31PftuV/3LMPcZdiUh67ir3HZ+/I/n1d/SEgEK1Vo4mxuSVNIglRnLO6Jw7H/YLPXu+8jxTZlFWmHDsQLox28Pratu3oI7ek7/YX9cra6azJ5rqAU3p0clUbie/pp5t5+7Uhn1UlmiP4YemJP8fH787ajx+Af0/EkGQ03FAEIhIJGOgiGXYLMGUpZkggpJihBQ3j5S66tJdRIErM0xlL+PLt9AsZUTCsVGSZSqTwJCRMpMPWMlVmJgMJR+xvoHFzMBEHtCpyWyMFQQdqxMlSwfeKY8g4l+WS2F32hWNgXN32x7kkaHOX++KYl1u4HVJZVnkyVwWWUHhmER04d/f9IKydLEpeV+sZagxmvYS644rGLjJr5J/lMCh6XO8/dC9r/vvWThkmMQAYN+Q/FIJAK7+2E/9UvogADx8/33k4fvvawDcyQPA1oOPPBoAANzypsXxJyj+v874DgCYUEr/7WvXv44Q+qcA8F1wyOz5Ov4XAHiKUvoIAABC6KcB4EEAuAvgG9MMI5rjdZZRqDQa614NhkxRmfY2X+bREYlA0ELiPMMlQwZASlNRTbVUWTTTtVf2dT6fIUJNj5yKiMXtCUj9ktorsz7QHQmxSymRaDozVIJudYDKQaI6r5aRdbaYlhiXdeQoUu1UKKNyLCouPsjCNDNLZGL3U6RKCAo5JwZeSY1LkW/2QCmIShz3ubhkgX2aEap+McFoJxeWFN5NK6xhjvJScizplXPm2BoKGQWZLyyt59p2m8mnJg7jDjmhMq3SuODb3oqby/uFWVqaCJ6a9aZKmbu/rpemTCYKRJ839TyWIpYTE76Ip6IOhjxWEkHND9QFOpZDFicuuSdEuSHw8sQaOrZ5EMX57a4uu4VMIBHWxM7SoNfpD2TmZfHo5p9hvjElIvuNOlzTTyY3ZJd9iMQDXt875uKqsOTRyUSsXDzi9I6PBDVi2VhVGCcbJjWxLoIiJ0EqMlW5kPpeO9mFCVoSa1yXa1EyVcl7RJAT10AZ8pCoJIJdIKDHLl/HvpQziqAGG1nMVtPpWyNVYIvUFkOI9f0CjtY8PlJFYViDoTQbKLMbWbta5tY2+mK7UY7NzY7c1yTiuYk4nvazkO4V31Gvq/J4arI8s14RhdIop+MK15mSFfMmWrji+9Ts0FOLYSyx+2JVunU8BuoejPaOlwt5Kg2KITdh2Mq05gTRrlLnDd46K9FCjFSXCfXaC1P7ayd6pQZazOn6iiDPxNFwfLnRDM+t79hIF9iWrvpsvhPGmtgHZjpwacYesRI15lwZGzahTl3ogxhHOYezQK/5LBueyOXqKh3bLrx1VT/mDedzAPBTCKFfReiransj+Bb+XHgtylv42EceE+CwloELAMWPfeQx7as6nnfsteidhdu0T5z9G6XzAofSS1ejb7u2+G8fW5bL2e60cKHxI63vJ3eUrl7jlfduU6a01rV/p/eBrFsHgIOPf/ffMT/57vc354/11VPuxsXvuP607LHvTI+s7/mNg89e0ty95k5wdqXKJITthZbCcvGRLJOBzl59FWn2cqXgjpHvllE/mhc3uKnQCtfBuK7FPqomlyJ7eGRvKE9WdWVzVjaS4r48n7XhWa0e/C3rhlt+q3MDvIrWzHOe6gXqFx9bRAAgmK7HMCjzAEBkgBlhQhDDxJiCQjgGg5BS4NkMbDlnjjjFJWr0nysEkwqAixBX46QcCEcDwlEOsMRxCtSTvjrIY9nAKmi1ObZDcr+EffYGZYvVmE19hLNAUga0fPQz+oy6eC2V5tYvmxXsTPNatJAYOSo0NuPEyLAn+i4muSWi5pcpufXV93z57NmCM3eRcPO/zTVOP3/TbulLCYgH389+Mdl+6N4DAFiHwxe316EAgAfnnWAu/i0RALLth+79Y0KsBx95dACHptCD1xX//5/gRgB46U1tlwDgzXRjX9XvtUJdV79Ov68BxzKCrCTZTIdR9SQrGP4+u19sHIlAaEqChB1xFE+Qt8HinqGEUSCyIFhp5WRamN/0dYfywhgZ+HpuOqbTM46ODG7X4uIkImAFbb/fZPLpGQYl1b2po/xgVOwNBJKzWSDmycQgwjg6YBkYsaVyogjvzIw0akXd2mox9hV2WqowKmlqXK2iJNm5ngJtFyt9eqQxjwrZsKz6GgmQgUOPEiVTsqgxS08WOgXE6mn36FR/LE2oHDhZRS+rmRlymWqFJItzHiqSKsRcJRMFOVAJpRFINVuwIyXBemaIQQWhbFCs80qY+gcKmEPJoC47JQbciPHJDp4WVE4FQe3GJFKyruBXlcmN0YUh1vjVA7ng3+raSZgbvhyFo8+ZzbdygdI37P4xEJ75hr0B8Iv4lhVV8sGOS50K7cp8v+D11cmyms7vV/AFfqhnXVOQhCId4ZrlpblIhTZDic/K3JwbKoY7wAe6TMZq1XJDfcPT68oy4LIXRF41ynDCzRXX0nKW1PPMkLaKJvDnOuFsi5W2aDnqEJ1lmYNwcWpGlo8GOTIhm/Ujr4xTKOxdbixodVdntiS/3kGqNcpvgCQkgiXJvAhPCqGGao6gOxK2aoEhylUWH2sR5aCL6zwabOGxjoBlDO1cZ4PQ3GdDMTLkVPTQiEVCDgyHceLWsaiq+56iqcKuIsp7DOsVnQN5XaWxRcUOZFu1W+zhTlSuiceza8HmXFENuVm+443Rrp5NqZ3uyPSH3JJzPTeypNlBU5GZRixfCHkS8A096JSw3zPCHJczx1UC7NYG9K29fm+cOAyHm5MzAPAsQmju9cl+y1G+hW8EBw4ZE/cf+PjdyQMfv7sDAMbHPvKYCADwsY88xnzsI4+1P+c86N36s7/4cuFfL+9ejT4YwmvWlo/1PkkvhN/ZAwDnNv2R6QcaH8b/5Fc+Eltpb2svWDZe+qwn9+46d/BB5mnywSefOCj9Vsf5R4/919VW+z0HK6TCmg4eIfbyU3rPSpazWx0aab5tV18qZ976FPPimVsjMpg6qK3qYhRf4oPlqxr7pZEo7o/FYDiEqe1F7cKjl2ene9fRzcsTZmozBhE1yGXdyAv+2eh0DwBqTejsbDdnGGGM815QVVt0Xy1NPMIyicORTOQYcYARYIFmXEbFFLERcFRlxExlYs7CMjEWnEydDYRJgxVMNsEcVROKgY9ZnGYZZBTtsFmg8RkucqKX11Ds0gXCRsqQRFefbM3hJ5K8mkl5c6Wk9NxT/k5DlvqM658a9EbkaQsWhlPBgBBhKhykav+Aao83HW49b1S+8Eyr+EtnnvuZ//bRvzu//tmb1Mp3P+sHZzJu+Bv/5l9038e+QgEAXktlCuY++qnia3OK4LxD5j76qQIA6NsP3fs1GTEPPvIo/nqR/v83RwEA7De1uXCY0vjn6QcAAAihf4gQegkh9BIDBNGBzKwXZiWZ93OTC0a6wKcHIrBlIguMSywTFBRx0rKeyaLirmyLLGaOp2snc7a27eT1/rY2d8IV0knTQ8NAnFZkLKVcnvkXG6VRgIzJuFBlNRun/JzuzDBXNsQgzJfClK87V0VTuMS4xibJwxzCIVOVzKtJy1NNjGJQObfMBX2fMJNcTCwogBY3yJAnPOBT+Nn+2xx8dSwj/8tyJSQx3VB91yfji/M5bDaG/kI0UUrNiM54EXvNFTOe3WAaXKxGBYEq9Mh4lLD8Vt3lSSThQqBSXX++pPMJ0qgq4fIS7gZK7pH5MMOmXEAq06QicC6bMu6CHzgrnJgJaCuZaDRZ05TdA8M13bwVIylw23Ew4YTeJocmIzjMDPlGeD3iHwAAUyJ8w50/AOANaTGRaLK/KRZ3b4yo46isWMS5OUnRJTDJQYHsCdlETkTMc+uaadciP43JpsKpPqckRVqLU1FM5JiBBHqLRZI6NRwxvBIn8lbOIoNP10eM4ZawxJELpjJKFzLZzHxUB6HolmKuQGyb0cjpUPKPhlAc+lqtMkU6KAlGQS1qKhUUchZpHxspc7eW2IMjNihjW9RGcupa1WjcDhV/6aK6FFhcg6u5jp8Tx829Xe7AKC94spKyMhNblSk9Z/wcgI3VfjgaGceTA1V1RerliShNcnwjtZJKZrMpKUvSswvRnvpsXfVNGEjL/JwdUl4wWH9bHt2810686gWFX05V4VokRjtsMPN0E29sMLGfZIHQb8cWx2Ghl2uDXJMJbmcpmCCwOmJ4O9ehkiHu47e9dfz6V721UUp34JA7/yUAeBkh9KG3HOFb+IZ44ON3+wCw+cDH736jUHUBoPqxjzxmwqFFYPDAx+8ev+EeCl+xuGgA4MN5J4bDdMw6nDfZBx95lK65L+/3ou0pOG9K58prw+w5JAEc5m/fIxTiy8XW1nXjXDB37frKoAb53MS9ulbC7vTeeMQOb391RI1kJ6J8V9k/GLLFj78j5PdmR4HRDpTHsN1zqxkd7zCFPWBfrLSUhcUS4/JSsBK28CTV2aV05f1/DwAg+9t3P51SxHD6kBvtWtO1I/FurdT1QktShvVkoAq54uZM5jIU8QRJCcfEQNk4FeIYMTQiJvUUT5HPbGrVEo2rBSXqMZJaYCIOsZjKoIQ4JLjJFOSsy3Ylx8oKpMRnfVnqveTjpTvMVWiZiWgIpdKcp9Y3GvrkpaOq2+H01FQl5dx8ulaSoDl2Jmy/o5cvn8mum6nG/fp2wDv/6ac+wv6Df/EvAQCC3l3nOnODXIBDd8xXYfuhey0AQMc++smpn8u/szb30U+1AIBsP3TvXwtO/L8iTOCro8MBDtfv5M/ZDwAAKKX/iVJ6C6X0FpxB5NKllwLKPAb52qeCHH62MeR/F1FmTXW1vQEYz0znUvmmg72IePlKwqjgUW536JYQ3gkXOv789GZWoSRJi8bBoDtg2i4TRt5AFfECuuRzfCa1MZhH45ST0iCAHhvblXQjVlFSVhV/NpG8Kri06NmUsFiznKX8ZAxZNET5biTDJK3Qjtbs7pZFx8/GeU4n7LN4OdoLjGOr2vgIzuLZm63ucQ76R76oz81RLuLXdDby1UatbY+am2aAeHUJPLIwNJEjhHqhn7JjekUWuC1G1Is62FaZU5JMSVhJIFKQMbtZySuMFOGIFBkhSOlI2u2nhdBNcU6XUMUIckRzNnEAkBJr9PLSHkcZvtjx5FJw1to0UyVfP9PZHI1Mw4HXovW/ASI4jPiH7YfuxZRIcObXzvyJLwCvvTgjNBFePUGZ4kBtrqvKWK5OEA2pU43D5jVMRIoFpzMyCqGJtdFqsbKV5IB4o8fEZOghSO2mo2HZUbgcoXDIl5EY93xGrxdtg4z7hXYnkbWUwlRRQ06B5GM/VLezDRClHeaIVIOxdozZZfcywk3Y2sw6O1tjS4I4zfehCKD74ICZBQMzwG6EUCHhi4UuKYcVkVY63CA94KvqTDyhfK0YrtabgjSZHJGT8dGgRUwtYQeZ45lSbAldRWQOco7Y3KyWqJyqGRZ1NZypsmE1DtxsGWkHCh+ulCaTpaHU5vVs4SDkmkJu8BebWZrWwaMq51Cli79U1iZTk0LJy+koTnyZqONKsq5U/VF15iAQpJ1VZS53UeEpp6BdCLXqVmqSi0Q3R5eml7ZmRfbJH9/ov8U0frXyR68JWkop/YdwWCr3ETj0b34LfwG8psy/6vqBj9/9+qvZ4IGP3/2NBO5Q+QO8nlrYAYA2nDf5Bx951Nrxn0YhftcRhoMBADjXj58owOEOyr3NedmxRFPinVb+4lT/Vz67lG/xEA9fOB4t7utJKePHr1yfu/B4vz3a3GYY9SAcryT+YDVMhepURF40pPErV9HxZUZ6gbnD/Zh6lL56y2JIN+LozJW9jPQBQL3n7o3xxz7yGJPxTMpyCw7bYZrHnUG7eNHpfWL6e/NiZnOkn3FEw32cUgmzXCpRDL5kxCXqoZAqAMw4bwa0PhOtKZzdYRRWoUTOuJwELOFpDhT1/RJOqFuheGZ83YwNJUF7Lm+6lojyaztFVZaGMN4S1Vo/vRpH4eqVlxg7obq/cyzc1KhhdFY46SISuZ1CfL13WTzy3371nf+L9U8/8SsX/vUPPkAOao3JG3Lg0Zvn63VsP3TvZEX6e/aPcr+/uf3QvZ3th+51/7xr4v+muAJfW7zrDHylJPfX7YcQYuAwO+DN/b4GGDGwXy8/PpM43Jhrrb5roExLXnSHDtTYE9XKGalPdmiEBFbu3pSv9CJS8CN+ivhKywl0NuA4IaRypRmIQu+3Z88m7/LXd46yjMlwE7af0Vxg92Mx3w4xi00k1A9ChUgTkjMuV4yTDDVDNlFSxqSKlrgsZVK+QLPLsuvu6mokpmJ6cWZBavvBTEXwu/f0pIjL5vJiNGUUx3NCpGHggdIJp/UpElBLfpk/xilSbWSyGuyoLXnAH+E6up65WpP2yvOotiaCw/W4tlSBzWw6F9k9dmJ2dBy22chu5w2b4lCJeTM/MIcEEQ1XeL2rJXWTDSYEw5gHP/ZcQSRTdAdzkbdNFTnD+HjQ1ZrBNN2NOY5iIfGvWFQpLyvzE3iNjOobIIbDNFIAAKBYyQBAmPvopxj4BlaDi8mX1rTMs55m2laVC9iCoF3TeJaq2PMFRg+OJWHQSDuekY1mOCrgjrQUjN1WVkUkbtOqo2YHrIzYcT6YbWAkWUN5JtlXSryLDKFEwiUzibhjnn0xC+SSiXoaq9t4Tt6nxKGcywqx6Af6UCyAloWK7nlaSJBYLFZUylgkiWamjsmFuE62SiFV+HMQFN4ZrWMeE9MFMHi2kytihfF5Ryyle4WrpXLJ0polN0m3GMq3xGzA8BDgIgfxSZ0R5ymVW9aur+JwlhX54dGh+vI6R6xqvC0csW3WB145YOtanOhpK45W2pbGVyIn4rFoD5p5EprMF27srehzE5SWfMA70/TODb6yYcWLu7iSHWTcaAKT3T7jz3jELz4ZiDK3K5dCC2O/RZejbbnS+LXCT7yVKH2V8v+q8EBK6a/DIdXvf37LUb6FPxce+PjdzmtxAV8P5DXXwFcro/MOBoB9AKjAebN1RHtM3gu/J9yPH4UTy9ddANBoGhhTD93pAYD4vt0XO09Nnag+6/2IG0ny1fI+vUCbyXrNDy/f9ErJWiLNZpIfe9t0tGPz2eV1Fd32cwJ96mq1Saqaf9NynxT9Dyc7X34ZaSyX1egefV/URtrqcHBktPzbv/h6ik9laLAHX7rxtKVaZntonXFL9krsc5ookRiTLPOQSj1KgFKAVMSIpgwnySjPRWLCfoXYjjiTzFpAE05GmEZkH8VYphRxguPrLJ/LqRN4Ce0w5VqFyZiDFNRqr8wvlSp98BIhJ+WKOr2/9hxlpzs5KPOzAuPfkT5+ssXjvZE0fVliQnWdjTdLEd995ti3acCg69/5s78YffG2dzK9u855AAAf+8hjCL7azZXCefPNwa4afB3LwLcAAACfBIB5hNDfQQhJCKEH4NCy9Zk39fsNAHg/QugehJAKAD8FAH34Uyj/iEBcYQ9GW4XEltTmdKbpDc+MGuXsAqsLuztlC+7gnOTaS/o7c44YUpnnAt0ZBOxkMBhoC5loX9xt+k74nFLlWsRauio2GCbWfNaf3g0nNepBLuWJOx4xsi6R7vSaMe/M4kFctm2HMFMpw0ywGvoc4kKpqXeIIyBCjCWhxWdCzgbq6e0RZnNT7U9uudFV8pHoBhxh8VQoK50g0/suVwr73Aier6M89sZ0GHMdnbO4hEkLI0lPQzCkx5Q5jdcm3QJcvznK9Lmh3MMmjaaqDgltqLoVVy2EpZqpJ9dzA8NWbniSyE5xPkojn/U1HmhmYySbsZthTk1UGh/IyTDb1QrL01aGRfH64BZ88cIxH0hUxbvnnh0eTBhJeSq5I4SvTu37GrzG7veViH+sZnBIJMXBV9j9vgb/8V5gBcSvH8BkIgYVO6sstzk2rWBrXInMyZ6tOCIOtXycoMQJUFmKg4yfMEJSZkyZrKoyCsfUIO1Zxi4FOUoIYi09u56C70Er6nYKmWVdL5Is4JXE5PzgHW43LDGk19JTRGFYTyRvcivRolnlWhvTkRanJU+Mm+WlvuemjCib/udPyeykcsDVxOdkwd5WjHPdmEqzQImOewceP4lneq8KbuKnbx9rwUTyoJ2Wi2zmM3uCng15ds9CdRjTVk7oHpSEoU4ZTlKIuflUSrj9ek1VJTdqDJPdE+JWPs054/faX6gujvcPhDSdMhn5yorcfMk2VXxEGh63WOULytbWqT3ynTZIw81PHOOVTO0eS+iBc7tX31OYIpsDmpi+VAq5YE+Py/bYkBxM3OsZQfCT8f/xVqIEDEJIf+38DxBCxhsPANiGQwvAt/BXjz4AVODrCeN5h8B5pwvnnc7ne0cvvzR+CQNAGQBAuuUfBPHlR7SH778P1ZxAOrvXxzV26wAACk87H/Q6JTOW9u2LuLpa7Z6ck5MDjj99+cqld/Yu4anboo3m8b3WXGcnWnG3dp4vDvFlxcU1Wxze6ey8wEX+Sz5M737g33z3HhyaaOsf+8hjEgAwl+bFyaduK9DO+Eyw8NyTLhw+CMRteWYvP0X3WS3tA6YYWIIFIkLOYch5LlCJz4SimPB0hHqS4Is8YmLdo10+Y8tEytm8kE5IMS3bNlk72uhkcfr8jqbv84IYG0HOK4o/aBZWD7ySkDSEVy2z/Hg8OjWlFoVhOUvmnxzRm79cdrujYeZ+9k5r7aWXyqdtUij8HhxaR2qv/Z9fhwZfYSgDODRxvtk8zbz2AvYtvAmUUh8OI/7/ORz69H8QAL6dUhoghH4ZIfTF1/ptA8DfhcO6ISMAuAMAPkwpfcv4IhYTrLrx9/bxuf2yc7v+slKVD4y5a3MuTmcH227X233eacFzHeWAcRj2yi32Z71jaCAMaWPL0fY+IzA083H5y8eFa5JfGXWucBJQWg49UCcaFnY7Suuap/kFlCgJjo7UlqBoIp5qsm4zNGHyhAomcNyI8kzqJ8dyRY40ElC3TrqYEfLJpB4Tn0bjRfcS6bHsHOYZvowlcaSH84aUTc+lRKoKixDJDedSYVZaL9nlWBeKMRdEeQrMFsGsKe2JOC9Mv0KnvEhuCCdFV21KKZ8qWWWRlaYFNQTF3QusvM/ul5CKGYwZCGNER6wvGHwdxclI7KCpWEsyZAzr6IIcOmToIqzluDicMa8keHCLv1/2izSRHh/qci0zYNCDBtp+6N4/U1YUzQoZHMYn8fCNXQaC59HuvJ6FK7i1thhvPdsQ6QsHWtkosNlgUsZP7ir2tphJmzxvk5BvjrVQ5TyX03hhVCmbW3wrH+YGkbkSu6rjTJpCTKOUIjHqh2LVjhvObH+36BUiLotVqRxy2+xBZmK4hHoKh5yC2gxgi68lqnw8ivU2zgtZNGIGZtls5x1hP1lA2XjBa0fOPrUKZRgnGQ8zbMQqQNITjCczyE8FAkXhmUkxQwrL44i6ch6GXMYpvURgSBu2o14pCcSIYYzA8mTMbSiSJxptpajxVyrIoGi5VZq3xCm5THZ6tdwdLGbr6hWWt58yFpJqfvBuktKtzzTulH7pxtaj8/FevJhNxsDC9RtsphOPpq8efTEb91vNej30RnLoM1LmnTQG5qgR7WHDz1/MsXZmL+T3/8nCW7PyM/AV+l4bDnOJ33i83vYt/BXjNdfAwRtjAb4eHnzk0bwXbaVh7qr7H31S5adu1fK95/Zu3O4dazo+Pn392gFHcfSjW78QAkC0kU3bun+MbCadbngwsbfUjcv7SvzUFXEKvC+c3YanZ30rYPPZ0amBGk8vN/aWoj/sn86PlUI+ygX2vyLz1df+vhQO10cJAAa9u85hAMh/5W/cvvUi1w7hcN1wI7Ha+czgpmKouweAUUIIBkR5DHzGpyAFCuMi3akoKTmwUxFquSAwvhBxMo4BET+uergXlMYZAvZCWC5+4Vo21zs6//lHc57JSBISNFH4z5vzwzTmQjsVjeNXRuF3Pv/5zydp5WCn8AFbTnrpBptbp8PL+89J79z0C9D9l49MSO+uc93Xjjc+sAw4DDx7HSG8UfmfN7+V+fIWoJQ+TSm9gVIqveanf+m19h+mlN7zhn6/Tyk9QimVKaXvoZRu/GnGT3ESEdLabkd8FqUF0MTG/mx4AR2wc/19mCVBq8UkUL9lYf+i2RXZ5uXgrD+uoNW0CHPH4sllVEkfN3pO5+2qsxVLmcjT1PlcRe5OQy54rVKx2Z31kEWFKaGXa2EvTgq27DAtnDIGS7L9AwDeZj2ezynFRB5YbBRbmfxCNSaU1IYTbZTJlaalJUYYuRWrXCJJYFW8MC6mnjyzraRBUsp8wTW1KKgUMml8g5tBGTyI+aDvVQfu2+muMD1u4TQ0kQGCgj2R3XBvFWh2hCnh3bEKwQCcXTpRYjFJBdbwu6pOE5tjRh1gq0w799IqnahVbkgGeuyr3KvGAB84vlbvmEpj29Mn3eJ4ynFLuxUS8/4tV9e2U4mVxZuD7T/DNJPG4xcYAACSliKc1GU4lJPoG9wjWEM6OqIo/hVOyviUSVI3eKaCDGHotJhKX4r5BeW/X2xZvYBhSa7vEg9FG24+nTp5iSlwgqGhUZ+yHOJ4ZLCIyiaxWV7KpVg0CxneqY+VTJlzsv6IK4gblMz3Ej83UxtV04QtOzxWMm5+wCVuSq0x9v0KjsyUdQd6k3jpUJwlY9VgsJ8ZpcSrlDOFqooNKQ8o1MvagrcL7mwQzyWVxQ3O0DaBjy0lUy2mnglIyFWmI3kUtIbLB93yQkfkJTXDLaeZoUqaZRO5xE54yHwZDV8iHIsuy3NP+2wx+qPiTaWeUN5+uVW2l4J+cpt1ORyKvP7hof42aBqjIKcK9qaP7OnHB3WKL16eO0vFQbBc5z1Z11uGzoyvc2Q6znOVVBlOn4vWLrbpBfdvf+o/v+UkMgCw9Nr5PAAsvOl4ve1b+J8bg8e6nyBwGJ8x+PTZxfDVuUbw3mdf3AYAePCRRycAoP/o1i9IJ73rw98ovXcTpXeUZIfp/dPP1T0z7BqMufQKK5yuKuPPHF2dOxIrscTr+78Tv3v8VPwzrQeSn4K/z78atLdeYy8EAIAHPn53+MDH7+68HszYu+vcqPvtt157vnaSnFi+ngEAbD90bxZkCgqomLIAIRCMKPAU8RnIREyBiQWfraW5nBf7WhQRxuM9UYPZSUjGOthKEnsN3Z1o0twTrQ2Ta+cvDE41XvqDdCh+KhfblzpkQt49So7f467vzHGLXzootrqT/OQxvTuFxJXL2SuGODtRc/hC8+86T7z9DPGZx5bhq9P2AADgYx95jAeA/E0ulsPz8+br7rECvIFJ71v4q4fMEv6/t6b+MxVbs1G6mXZlby7mbclS/W6uNmfeviXu3762xXNliSdRvtQrn3ReCY/nU9rAKvqT1mP6WYNq/ZNDezaLiupLNGN3XxXmh5mXAVF3Py/jzUGUTS3bYRiOeJsZByxTYps6IeqqmUdi4OIecAJQSylkXKGwylTZBmaEvpQVttsF5taow+0ogr6iNIs8N57oDSIALwvTXV5Y0/kar3X1SBjxUwnm54SgzStaleRMXlQVbcubrj3OzuCJXyRehuQgt8RKZCfvD62UDyT/mpqhirWfaEzOzwaBsoTVpKBV8hIzgqbE6ZQq3pDKzHOx5h0fKkETZF/wu0whbx4ogmC1dC/pDlreQa2zjgKtpcvZxm5qjKumS3D9z7TJ++OgP6BCROK6BAD8G9Nd3wySGbyc0rjiTS2bjT3FqrZMrrRTUYCs6CmlSJhpVh1uXjGpN7svXhMBdfO2Xw3JcNBjUb4Zy8WuUkjTgu1liZhNZa7bAwNlBqPVtZVJOwNcozpXzURtAGV5q1wpC4hrxtnRiOOLQssdUYFmCcqEyTWjGe4YU2FqThpVsHPN87b1kE5UzxUbgc1GApPJTcwKbkwXbT89tm/xNK0JjbEh4mzSTmA3kISMlV0+HRdkcgx7DTM21JzWh5HSrJbkbTvkeh1X2/A6jN5LVafdYJ2VEW5dzSuoEVflp6HoGk9qi4MRLl7OVd8NmFJhnTl7qRTt174r/O9PV8d+8+nyuRW3ZMwNq42OTj0zdfqrRip3X07m/nCLngtb/ONyKoXxqFTbYOOqGtOLEaMn0ZyIcOHWP120fwEhdAMc0jb+Sce38D8xHnzk0TzIbe+RrZ/WH9n6aR0OUwvfnK/bAYBAx0Hn8s9+516u4S8tZEMVs+LU/U8Si0NzicosNTXazAMZQZbtMABQ+Inf/MT+DWwn5Enqn3KuvXUI6SHw3Ec/JcFrMSVzxt6waox7iGUcAad8Clwm5zH4jC6JmMkR063Yeo2IQdXkUQSMw1MsIWYuz1cm1YDsR1n3Me/WzdR61fjdo9/xxIvumWDbO/XsjdedL19vVLY6svWsLORfNIVsemYUfsdIrjh9aXsrm/bYU+jyZz8W/e4vPX/jHVdLw4/aGDYtOIyn+GNf/sc+8hgDAA34+kWsHPhKCpoK551v+fu/iQhzEn9oMlIrYXB1V+03jOGukuZLfrOroepovdMl1UVByL+0hK5AkgmTmDHqpqxuD3I73GvYjRb/5SwtWxezUTY8u2EgiaxSFQd766zBZL231a+31vBWubCuYi0KlBLVAp7by8RhlnHzRDT3WuBW6geORjLqS8JYOmlXAi8pYEOM02rAMZdxOW4Uh1VUtCAsDkw95gygSrSnMQFNp9GQJVycmpGvsmxeEFEmkGyc19KDvIBrwJMkUblBMeI4RegizhRyEqUjsUs78v6gzrNqwFZNZDKB7mWjJucaEZ5HjCDiIWMSIBxGEckKiFVG8uzIdbp2nisB4x93GdF0xNih44JmrcPJE2DoqCDZ2/UoJKmB4h/+3L+P4U+f1v1Gi1hEsrL0jToDAOBwTgZKPf2JZ7fYdPHqiwdnq7yYOwa7N4HMnUy0yC07L+Zlgd8BhVw9sRP1hUwe6zGTjVTooZjN0Jg7kuW2pPIxL1FIy9jCuYMYB9pFVosCMuHEQVH2kZN7+jo206iWCYNMZa10b5eVSRYywrzab6CUkTjM2YZjcRvsEfp44U55hmwZFI9pt9YoYFPO14DTLb5EBHBZmXEoS7AQ4WYo48mYMAGTxnmAw2h0j9PFaSbGqa6Ao56QSvHOhgmT8ovyXa/OApHZaD837WuIy9WDafk5qZY1w6vi6S92xksypNTrl6E/Fe+tlsbd9XXu5LU150R202SXjzl38kzl7oWbOi/9PIzC5KaOl9/R+P3qWrjGzlqdWZ0wr2CrdHlOX1NA3L+43Jhb6UfzaI35jvzlynT+y9mPvuUkMnDIq/3qa59f73j1T7kgvoVvIh585FEbDhW8CwD7Dz7yaPKm7+mDjzwaP/jIoxkAwOfOPbW90rIGy0f/1rXNuXvPLq2G80X7qZlW95knxOSinXLszoOPPNo5f/48exN/oJ3Y/LIPX5ub/SfBhsNdchcA4G8d/73oeGXTSjneEUlGI+BzNYuQI4qSmNCglPfpfMRy9TjCfpIhREYkMyrhVNhNfZUMe878/i7qNmqJvT+ozeJ/9+pHFFkorcRD6lWw4u6xhf6/rpLmp6kadtjyhUy+JpnNZvLhnf6rLhy9oJzv+727zkUAIF3+gcsxHBLw1F7jWDDgK+mWX+vvPFT2Jpw3p+GrXQLfwjcBIhE41EPniHXxDiaJLnebNdRljKc3BF1YBbwqwpplN3ZP0r3ytVTirxwfT67NkWHqWm/vbkbndmtXWjmzLzmT9ACmt/c1r1BNZbmLHEFenlBgduNbxLo7ZEEKx066yOKg6GI55fZEKlsCt7AlHXdQIfVlpqIoI53o4m5dBIrESGdSJXKrImKzLnbyVMxcV4oq1E5LzAQ4WcwW0Eu5KU64E263rqUEjoy242aYRBLxKYrr3BR08xnc4VuxjSaFgWCrYu5XGoYjKljnk1lXLvGTeqoPCw3fbcvKblUJtXxb1cHVu5GqhIxdpJlbgRALg0DYjZl5k6jKSiam0latt7e6vUhVj3vmuM9uLsZ7m+Io5N4WddTRjcwevLFa31vgNVcZDwCw/dC9Oc1MBd4iS4DEbf0DOy8MFjuv8g6fBT32rCWlXApRnp1WduFknNDppEFb4Evr89U9E+ySNGT3Qx5DIWmnBNVTPsUZCTSqpGqeEaYU+LJ90k+zrJ+lI7dgsp7PVJcH9aofJ54xSzIRSRp4ctoV2322KQKObNcymTOwISrWTlnjOZ4vhFGs6ook+MlotsiWhTU4lbwU4rTAUqglw7zGXarWeSVziYzH2mYuKiwtqGoUx1iaGqZsKnZLibwllpIw2fBG6nZvhJT9Fg73y5kbdpSo3FOXxrobHJdcM4mcUjSIa5KW9qSabx6E8kLvGPscM7X9kuK4GychR2sXGnV4pniPvzZ15Bd++fZ/NT6y9cTGq+JIZUcL3HI9vLhviJIc7seCe9crxUjzG/zmPTb03Ug4AnY+hRiN3/iRmZ99y3lkKKUMpZR97fPrHd9K9ftrgtcUfPrgI4++ZUDa5R+4TFcbncGZi/+vbiRVrpWtA4vHB1f+vz/0znJrQrGna/H/+5//WAMAWgBwgAiRX69O91bYfujeePuhe3tvKPKBWQRsznMDgWZMxEmhhIEECo9ECrkyTnUZ9zigoe6YDogaj/Q0HqwRVajL/efmIuGz99A/EA/E1nO3rF7jcVMu/7ufe5/zxXMSpx/Q3j/Zszs/dpmsFPPlYbnJr/DDha1vO3j/c3t74YEllGwAgDO/duaPU5Feq7VgAUAdAJgHPn733jfIugA47+wAQAfOO99S/t9kUIZhVGF3yZBtumDE+iJaW69mc8F2tYhSDUY92eaWrZPZCtwsLlKaWdp+GPkGOU3G8RG7eSZmj6SbbEUojfANNjOeP8NIzWa2svj/a+++w+S66ruBf3+3Ta/be1VZNctyB2yjVSjGxpBQzBuKHBLAQRCKQ/ATEt4F8gYHYkqIieKYYFMMphlj2RhjyTaWbFlWX2mLtL3NzE7v5Zbz/jEjebVeWW2llbXn8zz32Z2dmTtn79wzZ8655/x+5opDoXL7rprLCtJSWU95xoWl+TgDaVJ50hFviVqcanbCXs1E0W7JWMuiosk+NpWvDPvtNsnsNqUakLAVsg5bTGhKLJMy8bg9bBbdyoQtwVSfXWNECbPN7snY46KeM7mFssyQxrIJddQhmyWTObE0myowQ0WFaky5UcHs+QaHRNG4NxHQPdFyi6DaFEdWzMMuSW5l2J5SWDpEUk4uP5iNRBuNJoK4z14zmFNqJpcl9eHOdEDIeJMTwbRzfDxtz8VjFWVl4dQzN6K/MeW2WPwTFqMiknIedLSUpTymAorL904rpfmr3hMmyzhVIinSjYpcPA/A9JKQCrTISHeZ/zEheHM9PrFpzFPwbxuTVrqu6Z4Yt4mppcHyhmh9cMIEa9k0o/pQRMn6y6lcq5Gns2k9LwXkJkUka0gt6Gpa9GhR23Q+5jAKfptHEy3tDhRsqSi5ZbhcYrS6VrKkFCUs15b1oEFOwu5IVsj2gerL0x5oaq0wbY24vKYbCiMFk6wKHjVUXSsXUtZ4XzKVseaWCUcw5SiP5TQ9P+mo81j0RLotE8x7tUF1n7XKSJndWmOOBSuVkVBNzmRPOXYG2rORDams3miLW4N1pglTNh2RlqStQiQUGrqsd3ud1W4ys2tTiQ11f5LjEbuzMpGzrJrcHuitXlO/JfsheZl1IPiF//2/Y00T4/W7L/vIgcpQenB/zXtinxT26cw5Ut5b8Ma3u2sjPVrHlFPKSPWO0dpWqaB4dWtd5cA6cr78X6d8304I8kNEwozZ/g4iqiCiHWdzQnAXv33tgv9AK9W897d3HX3L1s2H3vXY73pyhs+uWFabsvXtJlNoytzV1TXu6N1twomz4M/Ihs5BBsDQJSVqopyuM0EnTTFAhhj3VmS8QiGmyfZcylYm5U1V8ERkXcwWQnVG/hDp1cHV2vIer7ffvwWXm/WJfLnRYE1VP7Pf3dPS6mkJxv01jz0ztqr/mYkrLcYz+fSyHSTJenLbnYXhlibW1dV1LBe5A8Cx37Fpc2d60+ZO36bNnbHT+if4DP+LgipJlLI4xJyQGTzUwV5OezzbUyaTL1ErD/Zds3ZXn2J9AWr5ZEN66igrWFnUXONvHhxXjdzk+Mr0SL9sythhLSTjtooDJMiOKcM1XSuum4pp6xpfkMsCg/alY2HyHlT0iWS9MTEsh6cscmo41yiYd2atQqajsC8KqbIhrKv5nElnUd0x6YEuqCZnWMqYzVo64+93wO1STaqGmHfKIeXUTNJXSwNCRtAEH3MaumHKVqc0aQ9amajmghY5azOQsMb1tj6X1SubKZLoSBxOLg/kwkpcS8bFtBCSGlUftRtQjXRtLG4ri+dtUqYqr7E6ayWZ4hlFHbTKUUvenh8fdlead7p13R3IHi44PAdqHNu3X2YJZte7X6rYd21TTj7KTBm3Qi3tEy9gRWHqB4c+eOzy7mn1/I85FuZXsg4GHB13nfR6P8SMIdoGoh19vQwAqUwOH3UOHl0RF1aF7Uq/QzNJe9lUWlDl+FC2nV0R6p9CRSyqV5Tvbo8bE0qiIMQ9LbGMO5OXzZ5CmRJKSNlUzEFoiYrlYxWZkKvBr1Tmkl4JhkWxUo4pSLNaSZh2y8mI5GCZunwg257wG23pYN4tsICzIpks84+L0TJLZcQcVShByQHR7ujV6nMBV2VejQ5m0g6XO23KC5YkYqaEoE/bdXNtOpBsTRWmzZojU29trHAo0ckmffrpWJVpQpfkhCQHCo6My0FyX2DcVZ4bahNFryWsomLpo7WZhNhvv8FXm0zkRMX00jvGHxp5Jtbft1Zx+NJSaHi81po028KFy6fS2Tc5d0yUdaSXXk/bCjVOy3X732z397naKRn4VHbIksyULz0yWlvYtW6HtGREtTijLFOdRSFXW6uPHowaVPmUfMoEma80/kT0PhQ/HGfO9D+fGe+4Bda9sTszXkFy7/KO49e/qyaHlTfsOtjz5bu/MSalE8l7brulEsUJcue66kNnoiUqGlANpknQTYWyQojGbA3uaj0Dq2hyxA2zuCY6iZxal70c05Fkq+8lb6Qm8JcVf+exWzLdpqrHpVoh0X/7oT9mAVBZYkdANb0t09HXO9H43PDkO7oe9adz3pa9Zemnt69yLJuqq5s564Wvz78EENOpRg8nJsod1sbUgKmq45kjI/ZgdaVteu+h5mtDe6/pGb5ycsvEyx07JqZIyspSyCbnfDYlnbyGwlLKJPYzsys1sb46dGhSiT6JzH67WfVnvZTMWmuWGYdsZb0F+5LygJqqW5KIqQVNyliT6cKQ5q2UCsSEVIWWc8f3JByOhmqnLsgFpz8lR0cnDJfZYXbFLELeGynUSW6Xxee1CNmEUh5ShHyNX7AaMVPW4dAlh0+0pHrqyrJlTsGa0ZdXOFNQDpmbImvHhxpdcUtCj4tBzZLsq66asFdW6JLkyeSb0gOarOQldxrOgNoqR6Qau0lTq0bjK8P7xUrTkUh5vjbt960c09JZsXDULVUqqkkfqzIPupJiU3XTaMg7lSqj3Ih8GalaXWGt+uR4q3mSXR6O/u1lDwyO3H3z6IzEVafjeLAf2b03itJlgLk4ln41JtmGktXP7JcBQLIfCT5dUXAsySG/2feBaIap2bratsvSypG01VtTXhPPFChRrY2bKidtyYaXM3mn7I3RmItJufJsIV9OlLnayHUnpDJjSCpUSXIhLTgk2K1uoyFnRBUxnHBbc3K7kxn93lUmhJJaj70ucch5lT9vEyxx3aNXhNpEWZ6G4S9kPOmwnik3KoOCOShbKZo26jNNKcHvDdoob9SrY7n6spxMdVWqQ2/VUpm8ks1GXM1yimWsWdWZrzHyXrOKSW8h5tC8seQou+7wZIVsm653RDypZbvUUGtoRT5fO5GVJxgNi/Yy0fC5zZGvVN/YUh6/1rzGPHbQ4k6ngo2N1qWhxG6nal0qPGWyWGLtDullywH7UeGwlLuxxdL4CIXWDlctM40MOYffMpZri0c70npWDoYkb6w6bKTLQvmqA4Imp9U3Z08VqPHEnv+XAdyB4vrbHwO4AsDjAE4dKoh73eqtp8GnLqclALD6wdWeVWNML+Xxxp0PbwkDyN758JaJechAp0qCNUwMBkHV84IjV21Ma2lVkvfUtpRHVaGsKTQtWVQLzJJOipDz7cYSf4uenAQgfuqzY3HFs7PwYvsPk7Kh67c//3NPxhSNSZrNd+8d2+ruvWMb3XvHtkpBN002obH82SsrJ3/d8muh9H85AORKqXG51zEiTdxjZA757b7x/uQV2q/2vb0+XRFcckj5Q8478SkbCStX+cqStT0NRuiIJ25dOX0k3bZmW69k8sdGPUZ5C27KuAXhw0846+o8qcxRndqfiLBVB6B6ezYEAnquPJLRMkr1ZMHWL1Eux1xhfdDmrlBGU1pdZIBEMslGyrFPMQf7s2mnvQqCI56ssyqqOetjyZDNLIfKsjW5dLjKquLyYQdl260G6dPkiAYA1WMW0pVC3qrEXWY5WFCtwbDoM8uWG/VDjrG66lRKzMLmmgyms9UdsXirJ1swC6LhMBUqrYkq6o6NCZ7QkOacZKJiONPWXMTk2NtojGTqCkcjSyZEX7QqqxhOa48v594T9CY74kJVJlNZodiOZA55hvURR1zXB10rDl5Zs0tHcda+uKFz8GxGtTI4NuMfKOC1M78qSe9H7QDKv/e+j1R2Tq+2GYpotqtsujXt8ByopEOSrmcUUR0YNSVao9LySCYc27+nXG78tVtpFtjUpFNN1IrGlC8Z8b6cFyjtrfGbL5d9/S0wKvOVLidqKuLh+tx4zsMyyXgC04aR7TdLgjiuaPZMIVdhyodqxGklazZpkJVaOZLPM1HI5zKUl6lVtcZaEh6hLFtOilNNOjTNK9aHzPa8LE8j5kL6DRnBvyIdDGti+YBKVmrKhcU4BYJrPXsmmqTDh5YHX8yOOiptVrVcei/rtjQqrukN8XCgbtqf6LHVKeNUlt/jbIy32Kb1HatseksqIRlqbeRA63syN7UoidzSWqMh6xdSxjq1LfvijvHUn7Vk/Ut8WXOmtXz8yUj5ZHPvFtvVpu3Za8rzo1dZnljuXJ0PNYWqV/X6B0zL/V4pvowMM2lBDanmfYP/76qKU76BMxv/VgA/BbANQDtjbD+AzwP4xlmcGNzrxCP/eCiZk4H3fW1Vy/WHjIpr+tkJoz13PrwlebLnniHNJirTGpgqQTdyipQrz6sEnQkO2A0pnU032zJiQqlmhiWZGE+xI57hvw6ssv5hDK+MQCUAOLq6uiLP1zwfHrePT2/a3JlBcZZ+A4D0F771YV9XV9forz/z634AltUPrq4F4Ore2P2a8RK414mCpnodIWcuU354iDVkKbZu1YTQ92CW1CFLPma+alci89C1H4t07rq1sSxmjBXSZvOnVlVP6S39g9eINNUePmBbGm6NNk+8a3vW/Wb3ZUfG9byUc5gTwVGnPxD6wNhArUsuk4WKxqmnHbWFqmYaz1mTR32qeReobPL5OjmWlumKyrDTH9e17owo2IJKmaugOtSqck0hZ9SLymSYdM1hywXfmMk5fNOZiriclSTLhBjqz9dO1GT11HJE0+7yplyjuyplSsqhpG7VRQtZs0qoos/ZvColqzpMucODFZawX3P6Y7ozn0tfoZK6RLcUHPm24MhYnT4dvLJg8lTEE6MeSsllNu/RuJw8moAjG2jTlKhU35vxV0XXVA8fHHA0ST+4/TaKOWs1s9j2JABhQ+fguSSeyuOVML/HJwDOhZFJUU3LBP/6tb4P/HFLX0FWmmSxZ/RlWRtfp0ttO6LXRh+d/uCuq1sP+WL5mi0TcrAhUWP3rpKn3K2ufUucDqQctqlJt1S5N2ryNUph1jOaUPpialS4LGwMlquu4VQmnWjNBmoglDmYtQYFUvIDBY+WhkNQbC69Qzcia03CgY5kY7c95k5K9rxp0F0lt8pBEvOJXFaKkSXR6EVawaCpMn/U2e7M1+uRJRa5r1oXX04Z8SwVUiN7bWynolb67VLvkET2TCjvqdjv94QRUa+tDhpHgslm63C5Ozlir1X9warAqLtRTXhqpEOWVKH/+roRT9PLSth2xfi/BX7y/LS8dXKsrFoD4OhzXV+4LAKHzfaslC34DmuSo+dgzVDVRBmqVGHcuqznl/H1u/erCXOqW3WsUVzppE2OmWw9Y9RQpvhG07Zk2mSOZ50pVa1P5qk6dGaJfQIAVqH4QdtMRFT6felZnhzHEdFdROQnohQRPUxEnpM8zlaKBBYtbY/PyC4IItpHRLkZG78sMQ9u3cV6vvpTXf30Y0a2o6/3fAV10q1KIWmIQkZihpCV1XBGL5ermS/ZKKi6J18w66jQMygYnpg4nQxdt8NWcI+iK86Or7cvTiqyA0BCSZhRmoewaXNnbtPmzrFNmztPGNbv3tg93b2xe6p7Y/epawL3uqBBKNRGJsfDtmbFx5bFoo0//eN1/mvd3Ru7o0t6l5jcvsa9oam2P4br16AMYu/Ral/ynT2fEnvUdUlhYGh6BCvuL0SmBl5uyHUMNTQ7rKrF++mHvzf+8S2/fHG3uuTHa6anRLftJd/VUz03Nlor4wnFZlqXEK0Jj7hGMexRXcyWmfJCBVFVWcpWdyRpmPwdYv7Fdn1XyByfZNak/4gtH++xZiS/OWGOuXWfX2N5n1Vy5qs1zV2Zz1mTJkckmkjsIBYZdxYC212GdkTMV+y3WAsh1ZKPVPlCyTZxXA0IjqjXnx60s+wBMVy9z2rW+69Mjh1eHkw9FbNW/aTgMUI27XB8LL/6D9WudGjcbqw7ql3+ki0Q6OsVPMpL7RsHgmtsMusta65luitnqW6pGDEOd779swKA7NZtba8Zj/+1lML8HvOaPf+c7foqRpYAANywc0fuzofuj5hoT+JFy9ThrMjqxViVGNXtI/cPfDEv1vZXkOFyiNl8IphfphparV5be3i0Odr7B0sP2BVp/1DY5koGJHt10LDm8+6Mq1yLSBXxsonqzIofNJoiYxUanqtNu/dqKYzX22KJauZxZjS3JZI1GlxixtZQyIaO5ryxSpZLJJA3SZlAPItoWtB3IR+NBWUpkU0xdmh1ZowpmWR/dSabFsrGZC+loq355J+ZmBaodPldgkWbcMt6v1tzvGPS7PHF3Y69R5e2ZgalpvqaIyNTSVPecNSxFTYH/WzQFHhhWn2s+5Gy9w++NbIrfU/v9YYnIUtkpJNp13ubTKnybK3mjOSFw6Y9ktX5mR9++uChlsB0RbJ5a8JaWBlR+hySVBYYrVFCNf79Q60DTz1/tDIRmFBEKT52uSrmE/vS5mwuaqeG1dJQ+xca7jvleziz8f93AM+jmGBjO4CnURz233nmp8YriOj9AP4OwE0AmlH8hvi9kzz8X1FM+LEOQBOKIWQfLu2HACwB4ClFDzMzxqrPpWxcUWkiziSKSwXPF9VpCSUzgiluNVSRkZ7PGd6UQ9TNMVOalAKlDV2XC9lkoTJb2LP68GN7ZmVCRGnY/liUPbF7YzefhLfICLqqbq9YahnVWvtyGUtPVMmU1ceWj/zTF+6v80bsjo/2PDH9hZhFWRmp6v3+//lY/g2Ho5OjrueXvWWfqo2Z01Oxwq+FXR3VfQ3+IZM3nkjuXrW+NuBxBwCwtYU2e0SvGk1OxqMhVrV75aDfrwSVeJMlkb5WYFMetcpWaUsG45Tbr2UKL62d1mPTFba8VS9L+U1v3FoWHeujmGbOiun6vGyOB0Q1YFCZbQU1ZFjBklGVxh5BkCZqC+NjJucqlYlVhzLJQD5jT+s5j7PGoyVg0YX08iqfnrKsCNcLccGRS0bH3TUj/pr2gwFnfrsYMO0wix0+i3EFSZK4r9b94pNXCbH96WR1tNAwFVnGpOB4ecx79XT0v1p8wdrPZX9jt8Qw+o13f2C0ZXd3vzXtG0Vxcl+s9PPUid9PoVQP51wVVv3MfsEQrKapt6yfvVKoYGv7tlAjCdvbdWndqKibVkYbpm/90c7fl4m1O4d1S4Vhw04qZ4WBZD3L2d4ujzTUDk2bq2WLEpeYSR2xWCqEtJOOWhPSULOeNLcy4XqPjvHGCl/zEuvI8PXO0HM2s3XcpushVc45xjPTsQOCzdlvWMyGOWqxRGOjVqcXXlM20x7zqZ7stL/NpotXm31OuxRBuJALWbOB0ZRFjlsUve+o5lldNk05r+zL7hQqA7WuAxanL21KWtzTMVf7aHl5YVU0KT9Vmw0MrKg4/HNvdejxG/07Hnlr5NlUT/Uq8xHbB6oGTdcH49ujkwAsbZN2+W1P39VoiC75XaMvu0L5G3exvsaxwdq0Y/WDq2t9roHo5x74cvSmfYlnEo54jWQouY8+8v/sPY0VbMuG99gDHhQCNdcJP3lLFQ7J+fFKFghWT9QeHQjiSeM5x1xvxwmkY78wxr5PRI+jOIT6CQB3othQf+ssz4lj/gbAfzDG9gEAEX0FwEtEdEcpFvhMtwD4ImNsuPTYbwA4SEReADYAIcbYaS03485M6QvAeW1M3fZAJiU2hCsR7DB0KZ+QxFSGkhVhLRMsk/ImJlUYAVHLvSWlHiyVZy6Z1Q+ubkCxt8EtMkwUZDWthuwt/zHCqix1Of87kz9b9zVT08TNdRsGq7Vtb75XQTFnwzgA8z989l7Hb//hExMAwk9c1mY/0rKiYk/H5SNrnny6Nuys8FfEXO5v/+Xn7e95fu8N1vBzlQVpaqBy5RsG/Kmyxie9xoHmxNa6aaf3zZUIJRRvYP+w0eCMuP0r82jx7ahTtffo+5/bi8v3Jb3JZbvl6tBlyqrLTbmjS3Pm9MGUWZLlVG2Fv2oyOh13x8ytqarayHBKmXalNS9zyIV9UqhmXdBsElNk7BMyU/J0h7NuOEVTS1hUZJMN9thgRe0jbX7bMlb7/G5hT6+9RnxDICzF37FVsmktRmKkPCy0jninyr15VzI3nO1rLvvVG69tDhy8zJdpegpBz8uuy9WIbPaNVLce2PndvzC2bmsTUVziChSzcp7LqFih+pn9in/92teqi+VK9sDsVM3aDd2G9qfVgsUQ0L9UEhwpTbxxWf9DB/ubPhA9Yq6ZKovJtUOp9r2WuoSohp6IHlliH1kSec4+zK5xi3HXkjKXXnttdnDMkKteDGmJJqNQ7smSGDuS2htS1PZVolhX35iwyWmjfzBmkSdsacOe1FYu80oTI3FH0mRzuEfJsNTpSv1RS1RWE7mxsZir0lorZWssmdSYl5rL3Rk6mrba13qVUSuLiUMkCm6LOv28GsHSpM1xqDlYcAkYK0s6vSRX2TJOXyD+ltoDkbJCtGfP7velPvvjr48DwN9/8+u2FeHy66Y8jcF1L/xC9lKnJnpaI7s7PpOoCZlrv/n7LUrBdq0Q1poDTJeqr+n1RntbkiGUciW8aXdvZPDmq5KDDTstItXUdvTvHOjo35l65vJgetpl9LGcyxkt/2rFHjMeWhs4eEWQ1al/aonjDad4805Y6scYG0UxyhNDcSTg6zjLtZ8zXA5g94zb3SgOETXN8dj3A3hqxu3rULzOG0fx8oNERHuJKEZEO4jounMsG3cB6UpSFyRHRAAjFYKqG/mcnFfzllSGFWRNQV5XyRDVcsE5cLJ9dG/sjgKY7N7YfbrRBrlLiEagK6cmAwCqSMz6tcS6STWxuiYVcqWuCIwOohhcanzT5k7mX782G3c46d3f+O9AR19vfKqyPhFzeluD5TWBjDgRkAu+iColB9+2T2tPmPU23VTOfn/t2nIjWvP8akEY0Bz+KkF505grVPGt6iALrM8/85OKlFtfYwyPe9t/6WtXRqNXHQzspIxS3pSSC0tkh8uspF1Zh+IvqxtPlnkPyrEV8t4jdmuqvPJotkY++qjhKNserY+kJqqNfXGbe8jVtrMP1u3bl2mHD9QX5NFoTg0lC0t2e12W7dpI/ROXqerKtoq9B67cd7S8UB32my77XXzCM2kzrLCl/aajzIC/0TegV3cP/OTygzj8Bs9Y3/JgdnqyxhzRJXlf05OZgfVveCTqX7/22ChaFYrRP6tRDHZ1Lk7MfTFLKf6/LKujs78chDc+bdgBmO+8+89ykCljUjP6iKfNPVB3w5LnxKizRWobuTrR1yTJpp0hW7W8ZLhRfE65ypYzJYJNWZ9cd3h865NS7dN7I9cfyYpXG3mrbXiftTt3NaoiNQXZ7ghOxjLqQfNBqW3saXlNOJ9bOm01RQ+/7NR7Scs8lay07ByyKAeRm4z2NpWnp6o2JIOsfVQg834ytHiapSb9S5dpnoaC4nRb0pG45WhGK0xrknoFGTlpiT9Zmyxz+l5cfd2oXhc9tEzfni0XCmOVSaN5InB7hkRP89f+/tmylY89W5tymq8YrGp/9l0vPGFaPkkxUW41ADTc8eJ3taeSR6ZMTrPiCzkLpZFOApC7/YkmYeYE5YidDkQsIVPYWS8mLWocgGWiMsMKUs4taQHfG/py00+2Woygs0p/GZWu77necco3b+ZSv/cQURjFxnY+E/u4MSMyHGPMQHHJlXP2AxljexhjCSIyEdGXAfwHgE8zxnQUh6gOA9iIYuCZXwJ4kojq53pRIvo4Ee0mot0oZsfjFphqCaqGbE/mdSntZhErDJIckpAxDGuayaJVNSTNwTTDcFzW/Vr76d7YfS4TlbjXMY2gleeSGUVlrHtjtzpy983R3OQHk//83OOZinC3f9PmzsDM/Az+9WsDcYfTUf3M/tqf/sUdnsapoYP+9WvZi0uODC6Zd8duRQAAIadJREFU1OoFbUiVs5NuUzru298ie3Im/dBPr/iKZUIZ6yYNDdexhsw695sMQ2jf9b34vzidUv1UbUR5fCSRW7Uyuxe/W2q9rLnmGXfe9mLmarVBqRyc3GtNe/sNPS6Z4/kRKx6XqoyI7lMa9sUry3tbTRN1S4y+oEedzDS27n1IiBkZxV/hEnMuv10Wf9GKmthjlvAf9xjqU2vyS8K9k8bOx1hVx28uX8nsS6o9z8jL3+BLrXpYTrWMZMvaXvqG+fZHqteFd7PlHZ72ZTvioTH70bxVSoXLTNMr7usLOCeN3XoZYlu3tTm2bmuzobhErxxAYkPn4Ll27HJ4Zcb/XCpE1R/ErLDBHX29uiMHvSbCFACYhDF4RS4oPtDQ7vitvRAtF9KxUckbaa7wZG+7/19yZlXLHZLj15ums97MoVyfmy1/ut7K0jZ/wC7T7quDib7tE+m1T1UGbtzTL11de8i6+ujzDv/hX8qNXzfMLdKbZTWI8p6DlN/ZWyf6uy3Lc8/ao9SfMK5O7rFYR1yYDCWrIt3VzukptVo9nGbeRAcNJwL5aO6gucm8x8TUqeqGy4Qlpl3j17U8amnIDTu9hfGcTcw1p8biLYnD/31L4OBzyyyju0aib3wyV91TttL0c224Wqj93IFftnzH968Th25dr4npONPKV3kBBCoc2/K1pt2VB7C8/QhunCIowXtuu6UOxWyoQQAV99x2y/FEYp97eJeelWXZk/ZEn7ouZwEAXYQDQPzY52FKJv/o6tr0R8cGxic/dsMpVzbN7Pl/A8X0vWec2IeIbiciNteG4nV764zHCiieMLOHgo7dvwFAL4B3A+hkjP0IABhjv2GMvY0x1s0YyzDGvoPi0N6GufbDGLuvlFXsShTThnILTLUGdSZacgxCzmRoFjNj5DSlskfEprBd0CxhTVEFSZqCqZnPzOfmZOTVzO+vEJRv/kA/vpD597/9+1htJhzt6Oud87KVf/1av3/92in/+rVj3/zP+8IAMFapJe7rfOnAtCOQNecm0lMVduOl1t8duenwtTEAtsdaf6X4lVTPRlkduqnjk4E9+s6jkpZu31aTeTQtUbDXtK57XIsHlXhZqHnk4y92m9PZUKHld2PkKmwLrLjfP111YEBu60lOWPxV4UL0lorDv/3EWKbgmcz4E6HOQdMkMyK/qLHWPx3cYzECuigEfnCFO+gJqu7ulsgqLWAOOY9Cnn5u1a/6D2Ybnh5Put8YD9tz4t6mo6OVK3VVcL5c4b/BMpxtkfq1t+WbTS+Pdr/TnLBslVOFu939lIdoFv3U+dwD+Q2dgzEUO2EeFBuX3IbOwXO+1l8aTRDmuq/6mf0iANHr+wIwd6rf4FX9zAsA37/7rfG3R0dHykQ7TUjG9Ev2sOoTqZtZ7IkjS5ZMrx4bH2uDY0+moG3dWbdcq1WW9lfbKgeuKY/4LQ198Up9qKx57BmrMO2nCgr1yuWP7qt0pyZjtXW5DNN3BmMVf0yFP7R1PG95MRVvfv7eqk0Rn6oMHqkMHdZQMWEUlERrZrhRsgUzEOKZ2vhExG7Hcxtsg26rEP+3oIA+lysbPVxxVaR+MjSdFk0hZbmxz+fx7N7H1mzZGEm63YYRWvG53aOf7fqHgecdl2ci5Im1Cr9rrow51KHM9Tq6XIoSCyVBJAWr/1RXY9tZkzXFV/SjLWuJXaFKpjW+Ox/eMnnnw1sCpWXVQQA1xw7WPbfdUp416WlbKjG1ZHpV9Ysrw5UAhO6N3YlSnpKCf/1adfWe9HOteZtr4q7nT5mBdOYbZwHwMGNsdPZ2GufBQyieWHNth1CcxHfMChSDCQ3N3kkp0NCjKE78u4Ix9sKM+z5IRDfOeoqCGVHbuIsaA1AgmWmGyuIFxSzmdbtaEA3mtskZw5B1L2L5rGAP1999PV+Pz81Nh/bIPx46WBOFpXd5h9S7vKMWgNTR13tG2Ra7N3ZnVClv3bpqfyii+J7ftvKPoylTdGTM3SOZVKsrK2X1w+mr9qC4uqT6hXZ7mU/1Jdf+/rfp3Q21lWHL5QcPFZabDdeeyPayR01XB68xDzj/cF08Zn3iquFdzs9Kjz6X6reEW3yJso6KQy+05LQbx21j4Xg01i2IL8evcb1tS6q+rfDCmhtzkqb56o3/FWPqJweO5juGqlONZM5WNB0t3129yne9a4mw2zNcXti5bfz6wk7ndaaAprX9yqWOTIp65Z9lZY+1qtd/5C1TKQCiFKZpADWe/5WUxLv1mV+GEih+HjtLXwbmCytF+tNWP7haWv3galr94Opm0lM1KF5eUDDH/JyOvl5dYKDe5R1C7/IORRp7cfJDMOdWilGLUrY98N93vzWzTxruV9bc1lLfeJMwbNWij3rf6lyZ7PWJrrpR8n5wIpt+Q2yrzn463jKQ1pZbk/6a60Y3uL9/8MFKa/+zlXf63cngEjMN7M9bAke1/MGkK0mHzFrBtGb/n8QHr2r3eDNDA61p6bsFjb2oh5kRTqyxjSTEtG8y2T8sFpIjpI0GjWTdmyeyWqRhtK8+1OdKeTSRNYe379Kviy0LTNV9PfhLoNiOHk+k1l/TOPD4ivdWD2bLQrf++9279qffJfQnyqtF01WiNVM33oVvT1+PlyeiiQ09Qf/fxIHjIcePu/PhLTkAyXtuu6XhnttuqQGgd7cnplJCv7xuaIkecuV1AP2lh1tQSqe8aXOnOqHSZPK3Hz/lGzez8f8JgG8SUf2MEL9OInrV8Pyr3n3GCoyx2FwbgPsBfJaIWoioCsC3AfyEMTbXt8FvAvg7xtj9jLHZDUAjgPuIaAURWYno71GsmE+9ai/cxUgHkLeb0vkUyWmTXhAlJkWn4XTly/PObLYspWlixhCUc+6RcItCBsWJfdMdfb1nO7JXAGD64dsPJOP2ggBgYk/9H+xt4bU6il9Ws6QEnQ2x5bIl1d78sq18T8qs1WSlwYF7Iz+Z7jbajtxP1yZCnqdrne4Hjm5IZn+pVxvS/9G32ZGk1N/u/OOQZta/mzoiBEI40vvSn6wFb3e8v32r/4945mH57YOqtCH+2/KI0DYIwFt391tDmzZ35hKeHl975LLxVYEbfG8aeW/1jUMfiLelynZGr70y/8a8NUk2KSIGcjUHFR3VmjBkLR8KongpNNPR15sFEDZ3C+nsdcbM3p8dxRHV+V4enUZxZFcFYM+b1y5Pu/7CbE4/C//6tRpO0vgDQH89BQZqUAugykj5QyYNu9cwrPvK+CcdE3c9X/83uQ0uvxAVtrjCuR0prfzG8POGW4sHURw1juyP7uhd0ZOvmZqu2hvw7lpht+wWXircYL9seKW5OulKlfuf7/51y6+VL339c3kt87QIIKk5vQlnbEd87YEfSqvDFTHr0ecNR19mj6PS9OwS+UexcKqiPGKRslvNLQMd0ciO5giJSiYxelUq0H9Z5ei+e5Z/cftjdR8Oe8RBhy2rTZVRUgWQRFf8+P949KY3xrd2XJWqGeufuue2WyiqN0RGcx0NkvkKbNrceexLWKS00abNnb65jk8pxsoEgPCdD2+JAsj+/tpA1GfrqanOrJucsdrJilLjDwC+muuSrzFh+jhpxu8jAP4TwKYZfyMUK8FZJ/dhjP2MiJYC2IVi5qhfA/ji8Rcg0gB8FMATKE4CvI+IZi9SbEPxsoQXxSBEZgB7ALx1jhUD3MXJAFBwWpPpcWZOmA2qMpvEkVheMGeyilNWTQIx5EgSz1ecAe4S0tHXO+dlwzMURnFFUz2ATPfGbnX9ve/ou2H4tsqe6hdMI3ffzG768rfa3zh0W8+P615K5wqrY7/qnLQBmNr88W7jADC46gfXVP1h5B8Cm7/24dHmux6v+I39yykwmIefrCwDMPbR7zyn3XPbLeOhfda6K6uHza5D4khHX28ewNGD3//nJqv+EXOVv9EJHYPHCqVLWSnh6R2q8Fd4UOzVCW/tWSEHxzP1v77OFuppNPn8n3nTjAZjEFu3tZlRvAyK0v7zU9va6gBg67Y2BYC6oXPw1Vkrz10KxTkE0bTz1taC9aogg5Dx+r/kBP4JKDb+sbme2NtI8ZEqqm33seGOvl6tA9Ae+GpXeEuuOfL74iRvqz8vpv+ItWW3Rn9x0K3Fy+98eMuxRjZ9J67HPbfd4qk3PmmpTj39J6X222vuEd4ct2ULow984Yb4PbdZ6lAckXDdjiblzoe3FG793q1Wi7tCvHrAqgoUyACoM9TI+Mfu3DL0gw9taH9nWZ97l/c25w3pYRrtdhxZZy5IP83cOPw/ru/EgLHo39ZbLc+lb0yzUNr38Bf+b/9c/xcAaJJ0pCwWsgJw5xM/ScacHY4O24sMXR+0AtDRFTc2FT8TX/M8Ll0COPY/55I2rfa5Nb2HPrT3KyYAuPeObYRicrKZ86CMe+/YRjPnvsxlZs//ayhOpmvHGV7zPxXG2FcYYxWMMSdj7K8YY5kZ90mMsR8xxkKMMSrdnr2NMsZ0xtgXGGPVjDE3Y2wDY+zQuZaNu2B0AAKkQlYVKCfkrKpZziSsUtZvTqo2WWMFAVRgvPHnLpBSz4mh2PHJAcAzm5443kB+/h+/JbvEROp/LBZD0x0FR8ddbhTDRB//oD301y8FmOpNNN/1eAMAfd1X9wwkJyxjAMY7+no1oNiD++T3n+4TCLap7xcIALZua7MElz+kuidvHD4iTQXq775+5rCvBEDbtLlzAsAAgKlNmztDFUljqKfR1IcZQ8wzHJ0jYl9y67a2KgAVKH7RmXf+9Wt1AFKw8ceejPt9gYm3vTs0+bZbM3ilbRFeY4Ju7r6bxMSx4wQA05V/muhI1bTW3329/mhMLYQy7bVr8mZLteOvXWbP52Mzn3zvHdsEs+fzhiC6w+/6t+/Hb0pndvzizp8d/OE/fePYJaDM7U80aaJO1oG6lGv1g6vrh53DgY5Yx5TurQ+Zp8etAILH0pzHVMvgTZ6XBz+duHvy2kMhnZk/w2pSvmxla0I/bDTJ6IoX/OvXxk3bp8WX/FcO4jX416/VSz13C9OnawPa2pducN6nAfCgKz7X+3dK3Ru7CwBSL378eR8AKjX85Zj13m7a3Ok/VcMPnNjzzwJ4hPekufPEACCQoOctgpqRDENLi7rLYspBiElMUI1YwayoTBDO6Notx52jKIAynBjpTm2MrlAitqllTEr2IQurUSgPoDgBq3f2DkbuvvnY6qhj9Fn7Q+/yDskuC5PJP9fLtm5rYwCwoXNwCp1Aqmvr7ImKMl6ZJBcH4L73jm0xAGopst6rJjbOFap3Q+dgYuu2NhWA6Szj95+uLICMf/3aE7ICrn5w9WtOOuve2K2vfnC1eMLjLdDqgcnbPvuHK0wmGDvM2rROmPrxd9/G7r1jm/3eO7Y1oHhsjwX8Cmza3Fk8Vl3xE47BnQ9vid5z2y11f/nHBmFXR2QaQGzGUPmr5oqVetnRwPKOjAu77GucIbu3cXjvndKwdV3+PgV3PU4oDtmnRu6++XRHUXwAnJ++/4Nx4IOn+ZST697YfewSVwTF81HbtLnzjLIxHjOz8f8qikPuX0HxutDxbw6MMZ7HnDtXOgBREHNZxYJ0eSaZCuWW5yO2SUXQLVaLlhmL2+0mA8Qbf+6C6d7YnS3lf5i55j101fhNjYNl+70Pf/G/D6E4WQ6rH/yv1Gkmh0qjGJRs5uemm1SKnebyOqGrq8sAgE2bO/Ol2dyuWfs7LRs6B7OYcT34fPCvXzvX0HUGxXkIp/rSIax+cDWVjqsdQOrn33lbovmux/0ApJG7bz4+N2zT5s4UzjAi4Z0Pb5k8k8eXFAA43ImhbMWvJpMAkrjrcQuK886yI3fffNqXnEpfKOb9M63U4J9TRNaZjf/m0s8P4JWG/5yv+XNciQFAyopCWLaLYOF0VHGazBZNtlsZC8uifUoVhSUSEf+iyV1ofszIZV8aMh1d/eDqEyZidW/sPt0eVgbFIDozz2XTOUxMjAJo2rS58/W0ZDkBINu9sftUX3bCKE7cDABwoNhTxsjdNzPMvUTwvOvo62W9yztOmME/cvfN2ea7Hh8rleuSMPOaf8uMbV6v+XMcSj3/oEkKmJ1ETM3lDSY4JbJWGroadQhWMSsgLTGdL93kLqjujd3pufJElK6xnrGOvl4DAPUu7yAA6F3eoeAcGrJS5sqxs33+Quje2G2cRsOP7o3dWRQn5VWjOD/gomhcO/p6h2bPmL+UGn6g1PgTkYji+vrxs1znz3GnYgAQcko+K5iNgqAaBTCHHxDihqbHM0IkmiMxLEHnPX/uUhDHK1FMK/HagcZO2ajMzlh5KSml2w6BB2O7oAQAKIXPHQbwzoUtDncJ0wGIGqQCM+l5AomqmDYypIdFFDKGwMwFpiSYyCecvp7NV/ru17uOvt4UAE/v8o4aFNffv1ZIar2rq2tRX1rt3titncFlFW4ezBz2NwD8koieJaLfzNwWqnDcpaM0G1mQoBUMUcjoSk51q3l3jqigkEZEgpwTZJVE45Lt4Vzq5it99yVkFEDwNGIS6Dhx/hXHnXczT7iDpY3jzpsU7AVNzCSYNY2Cns1oulhmZZoOUZQ0QWIFMct7/q9f85K+mzE2HwF8FlzpmvHpLAnTUZpU3dXVJZ3mczjunBxv/BljXzn2OxFJjDF+AnLzjsAKqmzkjKwjq8lMkqDkJC1u6IJJMgSwgpLhPf/Xr8tRjMR5zMz03YdnPfb9AI7OuD0zffdic7zxRynAzwKWhVskZqb0NRPRfxBRCECeiMaI6J+JSF7A8nGXmO93fp1pJjULQZZJUZI2XVAVLaVrkIkJBKsteK5pRrmF48b8pO8+wSJIz63hlcZ/ZoAfjjtvZl7z/zqK1+DeDaADwKdQnAB4z4UvFnep2rqtTcjLesbMKCaIep4MURINTWUQYBDwxsYXea/nInYh0nfPtgjSc8+85m8CwL8Ac+fdzGv+7wNwDWPsWESkI0S0H8BuFCfxcNy5MgCYDZLVgqgm7LpmDWqsIJOKgiBCZEYBs8KichedhwD89iT3/RrFDsSfSrdPlb77hwA+C+AHc2TxXExmDvsrXV1dZxVfgOPOxMyev4ziEN1M8dLfOW4+xABUaoI5F5eiPrOuunSD5cvlVH3AqI3KTNPmilHOXTwuUPruRaWrq6uY9IrjLqCZJ9wTKMb2rwUAIioD8B0Az174YnGXog2dgzkAJpUsWlbRYml9NJzSHfkp1a2rkishQD2vMci584sx9jMAP0YxffdRFHORn5C+m4g+QkTleCV9tzZra1qQwi+810yCw3Hzbeaw/2cAPABggoiyAMwAtqMY65/j5ksgD7M9azJSyKZZAW4tL1uYoTizjBV4kI/XudKqoa+c5L6Znze8seO4BXS8588YSzDG/gLFUJRvBtDCGLuRMeY72ZM57kxt6ByMqVCMnKxlDWiSRdVEXRBllUxEyCzGZV4cBwBqV1eXDcWMchx33klE9JGT3NdBVPxyfrJZuBx3NlTIuu7JkxEBnGrcknVYWJ6Y0yzG+xa6bBy3QJIAqnCSlREcN98kAJ87yX0MwHIUl57wxp+bNwUouujRzAWzadCWKjRHFXMho+nmCjnBe/7cotTV1ZXr6uo6ntKW4843iTF2+ew/ElElgP8EUA/gry54qbhLWhYW3eQAU4kxWdAKJmay5qHJXnOMh/blFrMkX+bHXSivWl5SugzQg+J66xWMsUst2Qa3wPIwFxSLYhRgWGHkog5NUrOinpXEHP/g4xatrq4unj6du2COz74lokYA/wNgNYCPMcYeWbBScZc0FbJqCPa8oWUtsqQElUJOlFgmqSh5HtaU4zjuAhAAgIg+A+AQgACAlbzh586nBFwFQ3BmdCNNisWWNQuS3pwITQqy8aq47hzHcdz8k4hoB4o5tb8GYAuABiJqmPkgxhhP9cvNmxFqzf+P9KXkRsuXJRdMibRh5MxGQiXimSQ5juMuBAnFVJoA8C+lbTaGV+JOc9x80BPktmTL9LBtam2PbNrugaCaIPA1zhzHcReCwBg71XbODT8R3UVEfiJKEdHDROQ5yeO8RKQSUW7G9osZ999ORCNElCGiP5TmKXCvPwYA9+9qlBdkcqTNYi5MgkokzBkDnuM4jptn5z2ZBBG9H8WsgDcBaEYxUdD3TvLwpQB2M8bMM7b3l/ZzDYo5vz8KoAbF2OEPnefic+eHDsDE9NBwnSIkbVI+rhjZmGjSec+f4zjuArgQmaT+BsB/MMb2McZCKMb9fi8R2ed47BIA/SfZz18DeIgxto0xFgfwzwCuI6L281Jq7nwyAKS7N3YzABAFqJLoj4uKwXv+HMdxF8CFaPwvB7B7xu1uAAqKWb1mWwpgLRENElGIiH5FRHVz7YcxFkUxa9iy81Ns7jxSAfiP3RBI0sxl4YjZXeCNP8dx3AVwIRp/N4p53AEAjDEDQBqAc47HiiimA30Tio16HsCjc+2nJHGS/YCIPk5Eu4loN4Dysy08N//869cy//q1+dJNYjBUk0MDipcDOI7juPNMOvVDTo2Ibgfww5PcPQ3AOuOxAgAL5khgwRj7x1n7/SyA6VKO78jM/ZTY59pPaV/3AbivtJ/dcz2GuygYBtMKJDIzeOPPcRx3QcxXz/8hAJ6TbIcArJnx2BUoZrAamr0TIvpSqaE/Rin9TM7eDxG5AdQB2D9P/wO3MAxdKGSJmLShc5AtdGE4juMWg3np+TPGCjhJHmoiuh/A14jocQAZAN8G8BPG5lzWdQOAK4joEyhOCvs2gC2MsQgR/QDA74joJwBGUJz5/wfGWGA+/gduwegaZbOMUdlCF4TjOG6xOO/X/BljPwPwYxSv5R9FcZLeF4/dT0RaKZkQAGxEMajQAIoTA7Olv4Ex9gKAL6EYhXASgAvFZX/c61ssQVMp4NzjSXAcx3Gnhxi79EdaiWg3Y+zKhS4HN7cf/+u1FbJNu+wDn9n99EKXhbu48brMcfPjQsz257jXJkBFcfkfx3EcdwHwxp9bcILIVGYQb/w5juMuEN74cwuPQcNJJoxyHMdx8483/tyCM3vyqmTVUgtdDu7cnW4Sr1nP+TgRxS5A8TiOK+GNP7fg3vOx/YZ3SeJkOR2414kzTOJ17DlLAHzzvBeO47gT8Nn+HMfNCyJ6CsA2xtjdpduXAXgJQDlj7FUjO0QkAdgO4BkAf8sYc5/Ga/C6zHHzgPf8OY6bL2eSxAsAvgxgL4A/nOdycRw3y7xE+HsdWMbj+x9XDiC00IW4iPDjcSIzY2zVWT7XjVlJvIhoziReRHQdgPcBuBLAVa+1UyL6OICPl26u4nX5BPz8fQU/Fid6zbq8WBr/fj5UWMSHTU/Ej8eJTtWwzkcSLyKyAXgAwO2MsTQRvWaZZifp4u/XK/jxeAU/Fic6VV3mw/4cx52J+Uji1Q6gFcAzRJQD8BQAFxHliGj9+S0+x3HA4un5cxw3D+YjiRdj7ACKKwGOPe/NAH57OhP+OI6bH4ul53/fQhfgIsKPxYn48TjRWR+PM0zidcHLd4nix+MV/Fic6DWPx6JY6sdxHMdx3CsWS8+f4ziO47gS3vhzHMdx3CJzyTb+RHQNEe0hoiwRHVzss4iJ6DtElC/NqD62rTn1My8tRNRFRN+ZcbuSiLYQUZqIxono0wtYvAtujuPx50RUmHWefGoBi3isXLw+z8DrM6/Ls51pXb4kG38isgN4DMXJR5UA/h3AI0TkXdCCLazlAG5ljJlnbAcXulAXChF1EtHdAO6addcDAOIAGgD8OYAuIvqzC1y8C+41jscyAPfMOk/+cwGKeByvz3NatPWZ1+UTnW1dviQbfwC3Aogwxr7DGEsyxn4EYBjAXyxwuRbSEgCLOXnOOhQj0I0e+wMR1QB4O4AvMMYijLHdAH4E4PaFKOAF9qrjUXIxnie8Pr/axfg+XSi8Lp/orOrypdr4z44xDgAHUfwmtOgQkQKgEcB9RBQloj4i+quFLteFxBj7d8bYHQBenPHndQCmGGNTM/62KM6TkxwPAFgK4K+JyEdEE0T0TSIyLUARZ+L1eYbFXp95XT7R2dblS7Xxd2NGjPGSBOaIMb5IVAPYD+A7AGoBbALwXSJ65wKW6WLgBj9PZssC+A2KH5obALwVwL8uaIn4+zQbr8+v5gY/R2Z7zbp8qUb4iwComPU3OwD/ApRlwTHGxnBi8pStRPQjFIdNH1uYUl0UIpgRi77Ejlmx6BcTxthbZ9xMENHXAHwTwJ0LVCSA1+cT8Po8J16XZzlVXb5Ue/6zY4wDwGoAexagLAuOiN5IRBtn/dmEYtz1xawHQAMRuWb8bTGfJ3VE9E+lhDzHXAznCa/PM/D6PCdel2c4nbp8qTb+jwBoIaIPEZGZiDYBqAPw+wUu10JhAL5PRDeVjsdbAHwAxdnTixZjbBTANgBfJyJLKcb8RwE8uJDlWkBRAJ8H8EUishHRMgBfwsIfD16fT8Tr8yy8Lr/KKevyJdn4M8ZSKM4Q/gcUrwP9FYB3MsbSC1muhcIYewGl64IAwigO/XyEMfbyghbs4vBXAFpQHB58AMBnF+txYYxlALwDwDtRTM/7OICfoXhtecHw+nwiXp9PitflktOpyzy2P8dxHMctMpdkz5/jOI7juJPjjT/HcRzHLTK88ec4juO4RYY3/hzHcRy3yPDGn+M4juMWGd74cxzHcdwiwxt/DkS0lYi00maUtmO3B4ioqfS769R7O+sydJVeNzeP+0yV9tk1X/vkuIsdr8/c6bhUY/tzZ4AxtuHY70T0QOlvt8962IU4V340x+ueNcaY/dj/w3GLBa/P3OngPX/ulIiomYgYEbln/P4JIpospRTdVEoX6SOiYSJ674znXklEO0rf2vcRUedpvuazpX3uIKIMET1ORLcS0cHSa/6AiMTSY28lol4iShPRXiK64XwdC457veP1mQN448+dvfUAOgB8BsB/ophRqxVAF4D7AICIqgA8BeDbACoBfAPA74hodoa2k/kQgDtQDNm5DsC3APx56XVvBnALFfNT/xzA36GY1vNeAI8QEZ3rP8hxiwivz4sMb/y5s/VVxlgCwPbS7W8wxrIAngPgISIHgA8DeI4x9ivGWIYx9jMAL6NY4U/Hjxlj3YyxAICjpduDjDE/gD4AjSiewzqAmwA0AfhfFPNXcxx3+nh9XmR448+dLV/pp1H6GZ91v4hiz+GdRJQ7tgF4I4D6M3yNY6/zqtcofUDdCKAGxQ+uYQB3MJ60guPOBK/Piwyf8MedrdOpjD4AP2OMffjYH4hoBYDQfL0GEVUDqGGM/Z/S7WsBbCOibaXsZxzHnRqvz4sM7/lz59PPAbydiN5IRAoR3QJgJ4rX8uaLFcBviGg9EUko9lAIp/+BxHHc6eH1+RLCe/7cecMYO0pEHwLwfQBLAQwC+EvG2JF5fI0hIvokgPsB1AKYAPCJ+XwNjuN4fb7UEL+Uwl0MSoE7mudzXXBpvw8AGGGMdc3nfjmOOzleny9+fNif4ziO4xYZ3vhzF5OPzHc4UAAfma/9cRx3Rnh9voj9fykSERcCru/tAAAAAElFTkSuQmCC", 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" ] }, "metadata": { "needs_background": "light" } } ], "metadata": { "tags": [], "execution": { "iopub.status.busy": "2020-08-27T08:13:51.431Z", "iopub.execute_input": "2020-08-27T08:13:51.437Z", "iopub.status.idle": "2020-08-27T08:13:52.063Z", "shell.execute_reply": "2020-08-27T08:13:52.089Z" } } }, { "cell_type": "markdown", "source": [ "Embed all pulse and sine waveforms into a two-dimensional spaces using the umap method and cluster the resulting points clouds using density-based clustering (hdbscan)." ], "metadata": {} }, { "cell_type": "code", "execution_count": 20, "source": [ "out = umap.UMAP(min_dist=0.5, random_state=3).fit_transform(allshapes.T)\n", "hdbscan_labels = hdbscan.HDBSCAN(min_samples=10, min_cluster_size=20).fit_predict(out)" ], "outputs": [], "metadata": { "execution": { "iopub.status.busy": "2020-08-27T08:14:42.462Z", "iopub.execute_input": "2020-08-27T08:14:42.472Z", "iopub.status.idle": "2020-08-27T08:14:44.310Z", "shell.execute_reply": "2020-08-27T08:14:44.319Z" } } }, { "cell_type": "markdown", "source": [ "This results in three distinct point clouds (each point corresponds to a waveform in the UMAP space). The three cluster centroids contain a slow sustained, a broad symmetrical, and a short asymmetrical waveform." ], "metadata": {} }, { "cell_type": "code", "execution_count": 21, "source": [ "colors = 'rgb'\n", "\n", "fig = plt.figure(figsize=(10, 5))\n", "\n", "gs = fig.add_gridspec(2, 2)\n", "ax_scatter = fig.add_subplot(gs[:, 0])\n", "ax_individual = fig.add_subplot(gs[0, 1])\n", "ax_centroid = fig.add_subplot(gs[1, 1])\n", "\n", "for label, color in zip(np.unique(hdbscan_labels), colors):\n", " if label>=0:\n", " this = hdbscan_labels==label\n", " \n", " ax_scatter.scatter(out[this, 0], out[this, 1], c=color, s=8, alpha=0.5, edgecolor='none')\n", " ax_scatter.set_xlabel('UMAP 1')\n", " ax_scatter.set_ylabel('UMAP 2')\n", " \n", " ax_individual.plot(allshapes[:, this], c=color, alpha=0.2, linewidth=0.1)\n", " ax_individual.set_xticks([])\n", " ax_individual.set_ylim(-0.5, 0.5)\n", " ax_individual.set_title('Individual shapes')\n", " \n", " ax_centroid.plot(np.mean(allshapes[:, this], axis=1), c=color)\n", " ax_centroid.set_ylim(-0.25, 0.3)\n", " ax_centroid.set_title('Centroid shapes')\n", " \n", "ax_centroid.axhline(0, c='k')\n", "plt.show()" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", 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