{ "metadata": { "kernelspec": { "display_name": "Bash", "name": "bash" }, "language_info": { "codemirror_mode": "shell", "file_extension": "sh", "mimetype": "text/x-sh", "name": "bash" }, "name": "", "signature": "sha256:aea39e24caf20798893acac77f4a63b26dbe5f91bcd040ad10a2fd907e8f4bf4" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Data Science at the Command Line - When is Fashion Week in New York?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook goes through the use case described in Chapter 1 of [Data Science at the Command Line](http://datascienceatthecommandline.com) by [Jeroen Janssens](http://jeroenjanssens.com). The goal here is to demonstrate the Bash kernel for IPython Notebook, and its ability to show inline images. Chapter 1 is also available as a free PDF on the [O'Reilly product page](http://shop.oreilly.com/product/0636920032823.do?cmp=af-strata-books-videos-product_cj_9781491947852_%25zp)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "display < ~/book/.cover.png" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [] }, { "metadata": {}, "output_type": "display_data", "png": 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MNhkqkU8XicdDpDPpdDlmVisRjVNdWTlqWKytvJmdOneeDBB1Xh%2BksRRZGHH3qYT33ik6SzWY62t9Pd3UMwEOCur3%2BNVDLJ7pd24/ONcuXVVxONRDCZzciFPIlEgg/8wy3s2L6Drs4uAuPjBAMBqqqruem97wXg1//9Kzo6jhXFKjDOyPAw4/5xerq72fbcViKRKDNmzECSJPR6PfFYHL1e/7JJrdFgs1rRaDTFmJsg4HQ68fv9OJ0uJI0Gj8eDLCuEQ2F0ej2z58xm3D%2BO0WCgzOMhm8kw7vejAOMBP54yDy63%2B4KroioqqnD9H6ZQKJDJZPj0Jz9Fb08P69avo7GxkRWXrGRaUxMjwyO0Hz7Mug3r%2BerX7iIajfHs089w9bXX0tjYiCiKfPub3%2BLokSP846c%2ByamTJ0mn0yTicfQ6HX29vRTyeez2EixmCwf276enuwdRFFm8eAkjIyOM%2B8d5fsd2RoZHsNqseDweCvkCGq1mUlCUiZ78kiSRTqcpLy8nEo2RTqeQZZnOU6cZ8/vR6nSk0klcLjcCAp5yD6FQiNlz5pDJZPCOjhIMBBkdHWFkZJSW2S2vyQVTUVGF668grnX0yBG%2B%2B//%2BH5WVlRzYfwCjyYzVamXGjBl86CMfpqqqiocefBBRkrj2uutomNbIZz71afz%2BMTZt3sy69evZsHEjY34/FouVUDBIf38/Pq%2BXW2%2B7DY1WQ6FQ4KktT6LVaskX8gBs3/Yc6XQarU5LYHycp57cgiLL6PV6GhobJ0XrXOxNEITi6/P5iWa0Cl1nOkllUuh0eowGA/l8HqfDSWB8HLPFzLEjx1i/fj0rV13C4bbDLF6yiP7%2BfoKBIFWVlShAc3Oz%2BkVQUYXrr81FPH3mDI89%2BijRWIyLly%2BnrKyULU8%2ByUD/AIcPtREIBFh80UW0t7Wx9dmtHNi/n6/edRd3/%2BJu2g4epLenh57uHgwGA%2Bl0GpfbiSiI3PTe9%2BAuLWXT5s089ODv2de6D51ORyQSpquzi3H/OF6vD7fbTSwWo7l5Fq2tezl18hT9fX00t7RgmBCjTCZDNpudXBEUEHA6XdgddvLZAtls0Zryer0YDAbKKyro7emlvrGB06dPUSgUintSyjItLS20HTpEOBImFo3hcDipra1V3UUVVbj%2BL5PP5xFFkXH/OP/x7//Ov3zxiyy5aAlTp06lpbkZq83KddffgNF4LjaU5ektT1Ff30DT9CZMJhOte/dy2eVXYLaY8Y/5KSmx4RsbQ6vRMj4%2BzpKLLiKdTCEKIr%2B9/7ecOnmCGTNmcvz4cVwuJyOjo1RWVVJSUoKsyHg8HhQUspkcDqeDRCLOlie3oNVqOXTwEHqDgWw6TTKVIhaLoijg83lRFJg9ZzbBYICzZ88ys3kmw4PDaDQa0uk0iqxQUVFBIpHAZrPhLnXj9/upnTIFk9FENBLhbPdZKirKcTpdk%2BVJKipvh3CpiTmvk2w2i0aj4YnHHud9N93EA/ffz4KFC5k9Zw5Ol5NMNoPD6eTs2U7mzV/A6rVruHTTpXzsE5/g9KlTHD7cTmA8wK4Xd5HNZrju%2Bhu47PLLURSF06dO8fBDD7Fq1WrWrF3LJasv4ezZLna/tAudTs%2BLL7xALpvl0k2b%2BafPfAa/b4yzXWeZO2cuPd3djPvHmTFrBhaLhZHhEerq65g1axbLli9DFER0BgNOh4Oy0jKcLidOp5OqqkpOnDhOZWUl1TXVHDtyDIfLiU6vR6vT4vN5OTBhFVptVo62H0FBwWK14Pf7kSSJjmMd/PAHP0IQxckqARWVtwPV4nq9F0qS%2BKdPfpLHHnsMi8XCylWrWL12DS2zZzN//nzmzp3H1KlTSacyaHRaYpEoc%2BbOpXZKLcFgkOeefZaLli6lrKyUHdu2MTQ0yPr16ynzlLPrxZ0kEgm0Gi0KCme7ujFbzFxx5ZXMmTOXgYF%2Btm7fzsMPPUR/fx82m42qykqapk9HFESSqSR79%2Bwhk07zo//4d667/npKSkpwulyUlpViMplQFIVUOo2iKBMdJaIk4wkkjQZJlBAmXMlTJ09iKylBrzOQy%2Bdw2O3oDUbqG%2Bqprq4hHotRXVND26FD6HRaJEkiOB5k6dKl6r4oKqqr%2BH/JNRwaHOKWm2%2Bmo6ODFStWsG79ehYvWUxNTQ01NTUUCgX0Bj35QoH%2B/j4C/nEOHjzAIw8/zPFjHXz8Hz/BnHnzMJlMeMo9%2BP1%2BXtjxPPv272P1mjX8x49%2BzLIVK9ixYzuNjY3U1dcx0D%2BAf9zPqZMnUWSZ/fv243A4mD1nDg6ng5raWs6e7aKjo4MTJ07wla9%2Ble9877u4XC4K%2Bfxkq5pzbXG0Wm0xUVUQkCQNJSUlJOJxNFoNFqsVEDiwbx/zFy4glUyh02sREPD7/RTyebxeH3qdjtoptQwPDVNTW4N/zE8ul0fSSIiSSOO0aeqXRkUVrv9NZFlGkiSeeeopvvLlf8Fms1FRUcGVV11FmcdDdU3NpBh4ysvR6/VYrVbq6%2BtZsHABs2fPIR5PUFVVyT0/v5um6U2TOVrLli3j2LFj6PV6FFmhafp0SsvcoMC2bdvYv28/1dXVZDMZHC4nM2c1k8/nkEQRSdKQSacoKbETCYdJpdN87OMfQxBFfv3LX3LixAlcbjelpaWTybGvthzP5XSlUilSqSRGo5GSkhJmzJzBoQMHCYVD%2BLw%2B8oU8VquVRDLBmG%2BMgiwzb/784rlIElOmTCESiXDy5AnqGxqYNWsWWq1WDdarqML1v8G5guL777uPb3/r28yYMYOmpiY2bNpIS8tsXG4XTqcTrUaDw%2BlEFEV0Ol2x5YzZXIyJ5bK0zJ5NMpHEVeoiGonS3NLM/n372PLEE1y8dBlr16/l7p/9nJoptVSUl7Ng4UIMBgOKLLNr1y70ej0DA/2UWG2kUin27z%2BAIiuUeso4eeIELbNn09jYwD1338OhAwdQgJraWoLjAbp7upk5Y8akC3iOc5aYIAhotBq0Gg19fX0k4nH6%2Bweorq3h8KE2BEEgl8uRTCaJx%2BJMnzGd6uoajrS3c/HFF5PJZLFarCQSCXp6esik0rhL3TQ2NiLLsipeKqpwvd3uoSRJ/PD73%2Ben//kTLrnkEtauX8%2By5ctx2O2UlrqxWq0YDAYMRiO5iVIYURRJpVLk83kC4%2BNksllKSkowGo3U1NRQVVWJ1%2Bdj7rx55LI57E47Br2B6264gZHhIVatXcNA/wDTZ8xg0eLFrN%2BwAavVyvDwMNu3bycWi5LJZMhkMtTU1LB2/TpqamqwWK2sW7%2Becf84P/vFL6ivryeZTHK4rY2uri46z3TSMnv2pBX5avHSarXU1dfz2KOPcfW1V1NTVU1VdRX7WluRFQW9Xo/BYCh2mgiHMVssTJ8xg4WLFzE0MITeoKe3p6fYKyyTZd369RQKBbUgW0UVrrfT0pIkic9/7g4Otx3myquuYvXqVcydO5eKykqcLhcms/k890sURTSaYqZ6IZ9Hq9NiNluIx%2BNIkoTdbp%2BwWmLUNdTjHfFSXlGOyWgiGAhgKbHhcrkIBUO0zJ5NLpPF5/OhKArPPv00kkbD9TfcQEtLC1ddczUf/fjHSCQSiKJIVVUVjz76KKlUkr179uL3%2BzGbzOzZvZvjxzqYMauZiopyvnDHHUypq6O6uvo8S0gQBGLRKIMDA8yfP5%2Be7h5i8QSCCJJGy0Bf32T7aFEUJ1YthynIhcn4WCgY4qKLL%2BbAvn1kczkG%2BvpZueoStRxIRRWut0u0BEHgxz/4Ac/v2MHylSvYuHEjU6ZOxeF0otPpLti7XRAE%2Bvr60EgSFqt1YtVOh9FoxGAwkEwmMZvNhMMRCvk80WiU4eFh%2Bnr7GB4e5tD%2BA/T396HX6zl5/ASdXZ1EwhG6OjspKbFRUmLHbDZxtussgiBy7OhR9AYjDoeDvXv2sH79BgRB4OprrqGqqgqXy008FuPOr3%2BN57ZuZdeLO1m6fBnbn9tGPpfDYDBgt9snRddoNmE2mUmnM2QzGdxlpfT19rFg4UL279tHJpMBijWP0WgUvV6PXm/AaDJSVVVFIpnggd/%2BDqfLxdSpU%2Bjp6WbevHm43G51lqm8ZcKltrUBcrkcWq2WH37vezz00MN8%2Bp8%2BzcLFi3E6XVisFqRXuD3nBC4cDmO32/F6vdhsNixWK9lsdlLcdDodBw8cYO%2BePSQSCTLpDEPDQ%2Bh1evQGAy6Xk6bp0%2Bnv66eishIUaG9vx2K1Yi8pob39MA0NjYwMD7P12We4%2BpprCAQCyLJMRVUlA/0DlJWVcfx4B/Pmz2d/6z7WrFvLY488yuzZc/jpT35CJBTGZDRyYP8Bpk%2BfTl9fH7KsYLXZcDqdAKSTKbK5LCazqVivmEwyZeoU9u3dS9OMJk50nAAgkUii02kRRZGe7m6qqirZu3cvM2bMoLm5md7eXrw%2BH6PDI6RTaeSCjCCqm3CovDW844VLURS0Wi3//Yu72b9/P7fffjvLVqygsvLCfafOTcRoJIIgCJSXl1MoFCYtrTNnztB5%2BjSPP/Y4sixz6aZNhEJhCoUct370dtKpNJJGYsznQxQldr%2B0m8VLFrNz505y2Ryr16zmG1/7Op/41CfxeX3sfOEFVq1eTWA8wMyZs2hsmobBoGf3mT0YDDosZitHjxwlEonQ1dnFBz54C08%2B9gTXXXcdQ0PDvPTSS%2BzdvZuGxkba2w6zY/sOhoeG%2Bdg/fpxCoYDJbEaj1XLq5EmsNiuhQBCLxcriJRdhdzgxGk2cOX2aXC43GWMTBIGTJ04iSRIOh4OLli7FarOx88UXuXjpUnr7emluaUZN7FJRhestdA8f%2BcMf2L17N7Nnz2Hdxg1UVFRcMEaTyWQY8/koyDJWq5WSkpJJEevv7%2Beur95JLpeloaGR9Rs3MGXKFECgzFNGeXk5zz79DPMXzGfnzhfJpDKsWrOaqqoqKiorKbHZ%2BPyXv8gv776Hq66%2BmlWrV/G97/wbc%2BbNxev1IkkSyVSStrZDyIrMho0bScQTiJLIoYMH%2BejHP8bw0BCjw6PE4zH%2B6yc/JZvLsX3bNq6/4Xq%2B/IUvcuNNN%2BEpL2fLlifRaDTc%2BtHbyGazAJRXVDDm8zFn3lwOHThIIpkgFAqyYsVK2g4eAqEo2tUTeWvjgQBr160jEo7gsDso85ShNxjo7%2B/j0IGDXLJqFfaJ66OiogrXm8S5lcCj7e3c96tfc8O738W6DRsoLy%2BfFK1XilcykSCdySBJEp7ycnQ6HYqi8NSWLbyw43k0Wg2f%2B/wdRKMx6hvqScYTDA4N4vF4EASBwYFBFi5aRCAwzpw5cyktK8M/NkZDYwOdp89gsVgQAL3RwA033kjnmTNEozEqKytxuVwMDw0TjUb48G23Me73E4vFqa6p4Q8PP8R73vc%2BYtEoHcc60EgSZ06fwev1Mqt5Fvfe/xvu%2B9WvueWDH%2BTA/v243C7Ky8vZ17qXNevX4nK5EAWBRCJBeUUFoWBw0uU1GAyMjAyz8dKNtO5tJRAIEItGsdpsxfcvyyQScUa9XkxGIygKVouVM6dP4x0ZxWazIaquospbwDs2OC8IAv6xMT7y4Y/wgVtu4bobrsdut58nVoIgkEwkiSfixVQCpZhDpZE0fPsb3%2BS73/kOFouV1evWcPHFS8nn8xhNJgYHBojFotROmcqpkydpnDaNdLqY5%2BT1eclmssiyTG93L9U11ZjNZoymYmqFJApYbTa0Wi06vY7RkVFaWuawaMmiYiwMhZGhEY60H2bMN0YwEOSen98NgH/Mx6lTJ7l42TK6z55FURS2PvssJ4%2BfIJPJEAqHWLliJXv27GZwaIhoOMLmyy4jFouh1RbLd4wGAwVZZmR4GIvVjAIcaT%2BK3qBjzDeGJEnFFs%2BNjeTzOcrLK4iEQ4wMjyBpNIyOjrJq9WqSySTz5s9XUyNU3lTe8UXW8Xicb33zmyxctIjNl22e7Bp6ztLyer309PRgNBVX8Ox2OwajkaPtR/ji5z/P3Hnz%2BKfPfpYNGzdgNJqJRMLIikJfTw8lJSVo9XqOHjtCXX0Dp0%2Bfxmq18tyzW3G73ETCEQr5ArlCDkEo9ss6euQY257bRqGg4B0dZWBggHAwVCz5QWbr088y0N9PXV09Xu8oy1eswOl00Ty7BVEU%2BMNDD3Hfr%2B8llUpztrOLYDCIJEnMmzdvIpZlorGhgVOnT7F8xUqikQiN06YRDoUpr6jAaDQhihIldjvd3Wdxlbo4efwkw0POs6UeAAAgAElEQVRDNDY2YDKZ0Wo0GIxGzGYzwUCA3t4%2B2tvbicfiDA0N09BQTzabZWRkBJfbRV9vr7q1mYrqKr6Zca1vf%2BOb2EvsXHH1VVhttvOeEwqFilaQwTD5/Afu/y3RWIzBgX6uvOoqIpEIOr2eWCxGJp1GUSAc9mE2W/D5fAgIVJRXMubzUlFRwb7WfcybP4%2BBgUEOt7VRYi%2BhsaGRo0eO0NXZyaLFi0kmk7jLShkeHCKXy5LJZGiZPRu5UGD23DnU1tbywo7nWbZ8Bb%2B85x4sVisv7dyJyWTCarNhNBoZGR6izFNKeUU5AwMDCIKAy%2BVi5syZtB08hNfrpa6ujtVr1vDYY4%2ByZu0aSstKKbGXEIvFyGazGI1GAv5xZjbPwu8bI5FI4HA40esNBALjaDVaKquqSCQSdJ89y0Xvex%2BDQ4MMDg1jMBgwmUy43W5CoTB2exi7w67ONJU3lXecxVUoFDjcdpgDBw6yZt3ayV1zzu0dGIlEitaVwUCJ3c64f5wP3/IPFBQZQYANGy8lny%2BQSqUIB0NkMhnSmQyKojDu9yNJGlLJJAW5wJjPh9Fo4sD%2B/YiCwIkTJ%2Bjp7mbuvLkEAkF27NhBV2cnuVyORx95hKGBQb7/3e/ywvPPk0wm%2BelPfsLhtjZe2vUSzzz1FEePHEWr1aLX6/B4yoiGw1x1zdX4fGP09fYiiCIOp4uuzrN0HOtg4aKFHG5ro7KqivKKCiKRCJKm2He%2Br6%2BPTZs209DYOHltzBYzhXyBqfV12O0O3G43FqsVg9FAMpnAYrWgkYrJtqMjI%2Bi0WioqK3l%2Bxw6mT59OOpnEarUyNDRI26G2iRQLtU%2BXimpx/UXIhQIajYYf/%2BAHbLx0AzNmziz2ZJ9wEUOhEBaLBVEUEUWR53fs4Df33sd1119PIplkVnMLyUSCaDSKwWjAZDHjH/Phdpdy%2BtQp6uvr2b17NytXXsLp06eJxaJ4vaMMDw3TMK2Rvp5eZLnA4OAgyWSCbCZLNBpBrzeQzWbp6DhGmcfDmTOnGRwaYt78%2BVgsFo4fP06Zp4y2tkME/OOYbRaMeiNN06fT3t5OMplg2fLlKIpCLBbD6XQiiSKhUJiBgQGcLieDAwMYjEZs9hI0Ws2kFXfer5ggUpALBMcDDA4O0DitCVAYGhxi/759eDwetFotmUyGSCRCeUU5lRUV9Pb2cqT9CJdfeQVPPv4ErlI3g4ODZDOZCybtqqiowvUGXERRkrjjs5%2BlYVojN73nvcUJ/ooYjMPhmPz/z//rZ8XM9I0b0Ol1yHKB0ZFhwuEIer2OTCZdtGAkDQf3H0BWZLZv30FpaSlbt24lMO5n8ZIl7N2zF4vFzJHDhxnoH8BqsxGPxxkaGMRsMVNit1Nid1AoFFiwehVr1q0DpVikfbT9CDW1NSy56CLuu/deTp08SUtLCyUOJwIKv7n3Psorylm6bBmpVJJrr7uel3bt4sSJ4zQ3t/DoI3/g4qVLGRwaYteLO8lms7hLS9FqtPzjpz7F4sWLz7dGJzL73aWlE%2B2kUwgIDPT3I8sy%2BUKBiooKgsEgWq0Wt9tNT08vWq0Wp9PJc89spampiYZpDbjdbgxGo9oZVUUVrr8EQRA4dfIkp0%2Bf4bbbb8dg0J8nWudSAL7/3e/x7DNPc/HSpVx3/fWIosiRI0eoqa4mnc7Q3d1Nc/Ms7A4Hz23ditFgJBgM0jCtkTGfl8rKSk6dOMH0mTN54vHHKSvz0N3djSIrOF2uoiBk0rzrpht59003UigUKC0txWKxYDQaXxZaWWbT5s2Tf9/19a/T399PVVUVft8YDz/8MJ/93Ofo7enm9w/%2BnkQyydZnnqHMU8att93G1me3sn79Bvbv28eslhacTgeFfIFrrr%2BOxobGyb0Rz7tGoojZbGZ4eJjm5hbG/GPU1tbS2DSNoeEhkskkA/39LFu%2BnAP79mOxWknE41RWVaHX6/F6vRQKBULBMAsXLWawf4Bpao8ulbdiPgPKY488wtXXXvu36yJO5Gx9/Pbb8Xg8XHnNtcye3XKecCmKwic%2B%2BjHaDh3i05/5DFqtlng8RueZTqY1NeH1jjI6OsqMmTMZ8/ro6urCbreTzWbR63W0trbicrkYHBxk/vz5pNNZ1q5bg6IoNE5rYnzcz6pVq6mqrjov3iaK4nnu6rlUjGwmgyCKjPl8eMrLkQsFJKnYqfRcesHo6Cgnjh/HbLbw%2BGOPoZEk9rW2ojcamDtnLplMmgWLFhEJh7n62mspsduxmM2T1%2BOVjI2NEQmH0ev1nD3bTTqdwjs6SueZTvbs3k0wGATA6XIRGB9n7ry5HNh/gJKSEqqqq/H7fIgaDWaLmZ6z3fzinrvxVJQzY8ZMdWVR5U3j8Ucf45rrrn1nWFyyLDMwMMDQ0DArVl6C0%2Bk4b%2BKO%2BXx8%2BEMfwqA38P5bPkAoGCSeSAAKeoOBocFBEskkgfEAJzqOk81m0Oq0%2BMfGaD/STlVVFTNmzmTatCbmzZ/HrFnNNDQ20NXVRSwawzs6ytXXXIPZbCafz0%2BKlCRJk50XXk1vXx/V1dU4nU40Gg19g4NMmTKVVCpFLp9Do9FQVlpGxYYNACxdtnRSgP9YfeArBTKdTmMwFGNrmUwGvV7PmTNnaGhspK%2B3h0VLlvDw7x/CaDASj8fRarUoQF1dHQsXLaSnu4e6%2BnqMBgPuUjfHjh5lxsyZxKIR3G43zzz9NP98xx2qaKmoruKfQ2EiIP/9736PyqpKFixciCzLJJPJYpKnTsdVl19BQ0MDGzdvovtsNzW1NYyMDJNJZxAECIXC5HI5ZjXPYucLOxEEqG%2BoZ%2BUll3Dnv359Ms/rlYHo4x0dBAIBli1fzoKFCybvPzeRX5nkeiGBmT59%2Bnn3Ta2rA8BoMqIr6CbLAHMTwmM0mpA0EoIgkEomSWUyOB2OyQLyc8eKxWJoNBqGBgex2UoQJZFkMklXZycnjh/H4XBQWlrKg/f/jpHhEaLRCDabjUAgQGlpKRdddDFdZ7uYO3cubW1tRMJhDEYDWq2Wi5cu5Vf//d8sWLiQbC5PZ2cnZR6POstUVOF6oxQzvUMc2L%2BPr955FxqtRCqRwFBdTSgUZt7s2Vx/w/UYjSZOHD9ONpvlwd/tYerUqYz7x9HpdUSjESwWG09veYoP33ormzZvorqmpiiM%2BTwIwqTLJwgCZ06fJpPJsGr16kkr55XWn4BAOpue/PtcP69zwvenOioIgoBGoznv/Wl1uskmgfF4nOGhIUrLyujv68M90cK5UCig1WgwWywcPXIEnba4MUdgfJxAIMjBAwdwudwcOniQ3bteIhQOEY1EyeVyMLGN7MZLL2XB4oW07t3DBz/8IV7atYuLll7Mrl0vMa2piaef2sKKlStRZJlsNoMsyxd0S1VUVOH6E5wTki98/g6uuvoarDYb2XSWXD5PKpXiyssvY%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%2Bn6/oiuZyxa4QVdVsvvwyhgYHWbZiOdFIhIbGBkRBpKa2FlmW8Xp9NDY2YjZbcLlc5PM50qmUmhKhogrXG%2BXggQM47HYK%2BQLpVBqtVstdX72TbDbLVVddxZEjRzBbzJw6eZJMJoPVZqOmpoat27dNxsheXXh9Icb9fixWC1VVVRd83ivjTBe0DiceGx0dJR6PYzKZ6O4%2Bi5xX2LZtK6IgUlFZSSwWY%2BGihVgsVu78yldYeckltLe343a72bF9O6lkEmuJjVgkyn33/pq6uvqJfvAZSj1ltB08xLRp05hSN5Wuzi7i8Tj79u7F7nCQTqeRZRmf14fOoMeg1xOJRmlububffvD94jZsej317lI6Oo4xf8ECdmzbTnNLM2azhUI%2Bj9VmY2zMxw3vvoHWva00NDSqs0xFFa43ykB/P6WeMiKRCKVlpRw6dIiuzk5WrrqEg4cOotfp8I168Xq9rFi5kltvu43Va9dM7lz9P62KnYvhbN%2B%2BnZve857XZQVeiEI%2BT093Nwf272dKXR0H9u0HFF54/gWWXHQR%2B1tbyba2otXpOLBvH%2BFIsRX0M08/jcvtpq3tEIJSbIvjPdOJy%2BUiFotz8sQJDAYDU6ZO4YUdz1NW5qG1tZV9ra0IojjZvVUQRQr5PBqtFovVSjqdolAoUFc3lZs/cDNlZWUIgkBpWRkAs%2BfMQavVUlNTw69/%2BctiDGzzJnZs205FZRWKDDe8%2B134x4uCrqKiCtfrjG8pikJfbx%2BgUJALtB8%2BzLatz9EwrZGTHceJT/SDj8fjfO1f/5Ub3v0urK/oG/96jwOg0%2BrecJtiWZZJpVK0t7dj1Bt44IEHyGWz9PX2MTg4yMjIMEODQygoDA8PE4vFmDJlCgP9/YCCw%2BFkeHgYr9dLJpOmuWU2gfHxoluq1TB9xnR8Xh%2BKLNN%2B%2BDCJRJLSslLq6%2BuJx%2BMA%2BP1%2BxAkBEyWJaCSCu6wMWZaprqnmQx/%2BMBs3bXpNnMpgMJDJZIhGIsycNYvjx4%2BTzWRxu91UVVWhKErRXczl1FmmogrXGxGFRCLB8ePHWXLRRWQzWZ7f8TzRaBSfz0dJSQlmkxGXy8l9999PdU31edt3vV4kSWLnizvZfMVlb/gcRVHk%2BPHj%2BEZHMZnNpJNJIrEYPp%2BPkydO4HS5kDQivd092O12yisqOHP6NI2NjQwND%2BPz%2BVi7bh0dx44xZepURkdGUBSFdRs2cKC1lVMnTmK1WgmHw9RMmcr6devo6%2Bujt7eXMo8Hp9OJyWwmGo2SzWSoqa3F4bATDoWZWleH2WRi0%2BbN6A2GP3r%2BPp%2BPZcuX09vTy9jYGLPnzMHpcmI0GhEEgRK7/bzFBxWVN4O/2eUeRVHIZDJoNBJajYZkMsGJ48fJ5XJks1mGhoZYvmIlDz/6aFG0Cn/%2Bsv3AQD8mo2lS%2BC5EOBw%2B79yK1laanS%2B8QIndwX2//jU9vb30dHfTuncvsWiUTDqNxWIBAXw%2BH4ODg8xqbiadTrNs2VIWLFzA01u2YDKZMBmNjI2NsWDhQg7u308gGMDlchEMhdi0aRNr165hy5NP0t/fj8fjobenh23PPUc0EqWpqYn3/t3fUVtbw7h/nHg8TkNDA7FYjHvuvpvntm6lr7f3Zbd2Iu6n1WpZvGQJkXCYRUsW09TUhMViwW4vrniGQiGMRqMqWiqqxfVGKBQKjPnGKC0r44ff/z4lJSUoikIul%2BOeX/6SDZdufFnBpT9PtLxeL2vXrZvMRL8QyWQSnU53nuWRyWRobd3Lrp27OH3qNKdOniKVSgFQVzcVk9lCOBQiFAwhiRIOp4OZM2Zy6tQpli1fzrFjx8hms6zfsJ7yikr8435K7HbOnD7N2NgYc%2BfNo3XvXuob6tFotBxua6Nl9mz0eh17du8lnU6zYMECpk1vwuf18vRTW5BEiUAggNPlou3gQUZGRggFg%2Bh0OppbmrE77LzrXTcyY1axW24%2Bl0MQRcorKpAVhbKyMp564gkKBRf1M6YzOjJyXuG6iopqcb0OiyuXzZLNZjl4YD/hSASDXo/b7eZgezsbLt34muTQP4e%2B3l6CweBkTtX5J1EUTwSBdCo1ebxEIkGhUODpLU%2BRTCQmu5UyUQYUCIQYHS3WRhYKBRYtXkRVVRVnz57F6XKyd88efF4vep0Od2kZ4VCYwxNZ7BarlUs3b2bvnj243W6mTWsimUpis5WQz%2Bd5%2BumnyWYzk3WPu1/ajc83hqfMg8/no7mlpVjwbTKiNxrw%2BXwYTWba24/w4ou7uPUjH2HD2nW07tlLOlNMMpUkiZqaGgRBoKKqimg4gtlkweF0MjAwoM4yFdXieiPk83kkSeLo0WNIoohGq%2BW3v38Ql8v5pmV0h4Ih/GN%2BZs%2Be/do6QQEy6TQ%2Bn4/aqVNJJhKEQiGy2SxPPfkkB/cfoMRuR6PVEo/HMZvN6A0G4vEY8ViMuXPnkslk2LtnL%2BUVFdhsVixWG6lkiuqaGioqytn23HNoJ%2BoWC7KM2WTi6S1bcLvd1NTWMjo6SiQcRpREzGYLkijR1NREY9M0BEHEU%2B5h3D/O0aNHqKmtJRIOU1lVhcfjwev1Uj9zJj29faxefQme8gqOHT2KIAh865vfQJI0rFu3jrr6OmbMnMmUqVO5/IrL6enu4Zlnn%2Bb9N9%2BMos4xFdXiemNIGg1Dw8OEI2F0Wh1PPfsM5eXlk40C/1KLDkAUBdylr921ORqNsm/vXowmE7W1tUiiiFwoFNsau9xseXILl11xBZFIGKPRiF6vp1Aobm0fi8aora0lGArh83qRZRmLxULjtGkEgwGi0Shms5ldO3eh0%2BlobJqG0WgkHApx4sQJZFnG5XShKAr5XI658%2BezaNFius6cob6hgTKPB0VRyGYynDl9hmNHj6LRaHG7S6morCSVStHZeQYBkcqqKtKpJKOjXtoOHWLc76ejo4NsNsfUqVPYs2cP27fv4Iff/wG3f%2BRWvnDHF9Botdx400389D9/Umw/oqjypaJaXK8LQRAwmUwY9Hr8vjH27G990wt%2BM5kMpWUeKiorJo95TtRMJhNT6upITZTNjI2NYbPZKDEY%2BK%2Bf/JT3vu99KIpCU1MTJ46fmCyNicfjOCdcrHMdJObMnUsul6O9/QjhcIjFi5dw7NgxotEo11x7LaOjo3R1dSFpNIiiyJVXX0U6laaszIPVZmHLE08yNjbGxcuW0zR9GoFAAEmU6DjVQTQanexLX1pahqzIRMJhurq6iEajHDt2DJfbTWB8HI1Wy9mzZzEYjYRCIUZHRunt6SGTyVBTU4PBYMBuL%2BEXP/0ZOoOOTZs3s2f3bhYvWaJ2QlVRLa7X9cZEEavVyuIlS3jsiSeorZ3yJ1f9/lwSiTjHOzqKxdYTolUoFOjr68PpeLnDqgAICAwPDZNOp1i56hKcLifd3T0IgkAulyOXz08G8c9tvFpRWYF3dIS%2B3l7sdjubNm0mnU4jiSKlpaUcPtTG/n37MJpMWMxmmltaSCVTJBIJtmx5kt8/%2BCAIUF1TTTqdouNYBwa9geHhYYYGB8lNbAibzmRIJOOcPnWKvv5%2BpjU1YTAayWYzBAOBYs3j2Bgf/PCHWLd%2BHeN%2BP4gCWp2WcCjE8MgwL77wAn09vZSWl2E0GLn/N7/h%2BLEOfnPvvarVpfLmelP8je6reK6ecP3GDUyZOvWP9r36Szl%2BrINoLMq0pqZicH3CDbVYLGi1WjSSRCQSwWg0EolE2LtnDwajkbr6eryjo5w6eQqtVksoGKRQKGAwGHC6XPjHxlAUhUQiQW3tFOYvWEA2myUYDKKgMNDfx9/d/H4Ot7VRVV1NY2PjRFa7wp7duzGZzciFArIsE4lEkUSJs2fPEggGJ%2BNeTqeTyqpKNJKGcCjEuH8cl9PJqjVrSKeSZDNZfN5iztvo8DCXXXUlgiBgNpmZ1dzMvtbWYlwsEmFwYBCAVDKJ3z%2BGRqMhGo2yfds2urq6OHbkKAVZpqKiAkmS1MJrlT%2BLc/sq/s2X/Jgm2iELb8GOyqIoksvlCAQCHDp4iMWLF6GRJLKZDLFYjFAojMvtIh6L4XS5SMQTXLJqFS6nk66us3jKy7HbS2ic1sThw4cpsdnI5fPEY7HJ9IKKigr0BgP%2BsTG0Wi3Tpk3j0Uce4eKly3j6yS1YrVZCwSB9vb0oioLd4eDSTZsYD4zjdDo4dfIUK1euBKAxnWZ/aytz5szGbncw5h/D6/XiHxujoqqKUDBIKBRix/ZtvPvGmygUZPr7%2B0mlUqxctYr9e1spFAo4HA4SiQQmk4lDBw9hNpspKysjFAzhGxtjZHSU0REvixYvxOFwMDY2xhOPP8a0pmno9esQBVW0VNQY15%2B2vN6iX/ZzbZZ9Pi8Wkxl3qZtsLofeYECn1yNOTOxsNksul0cUBPz%2BMUrLSglHIkiSRDqdxmwxs/255yh1u0mmUhi1WgpyARSFVDLFeCDA0OAgkUgEq9XKiePHWbh4EZ2nzxT3b5w4D51OR2VVJYsXL8Hn9WIymjh65AjxeJx4PI7VasXlKu7%2Bc/ToUdavXw/A6PBIMcO9pIRVq1bR3d2NTqfjheefJzA%2Bjslkory8HI/HQ%2B2UKbjdLrxeH20HDxIOR9BoNDQ0NlJRWUF1dQ27du5kcGCAdPr/s/dmsZIl5n3f72xVdWrf7627L9136e7p6WWmOZyNMxRJiZRELaQlyzESwLERJICSAM6rY/slQd5sy3mwZQmGozgLLFFxYpkih0NphhwOp3vY3TO9332rW3udWs45dfY8nOoyJUSBDRmSDNf/tRt16x6c%2B%2BFb/kv43UvlMrVajXyhwN/923%2BHb/7rb/LZV1/l1mducePmTdLjTEvf9/%2BIdfUUU/xHOSr%2BWUHXdQb9AelMGss0yeXzBEFAs9XCtqxQtiNJpNNpmo0wwr7VajMY9DENk//7X/5Lti%2BFwauj0QjHcQj8gFK5xHA4ROt2eeGFF3jx2otcfuEFFFnm0cNHIISWM0EQMDM7y/blS5RKZRqNBrlcLoxH6/WxbIsvfOmLWLaNQECj2aTVbOF6Hgd7e%2BGVVQqdU6ORCDE1DME9PT1hd2eXfD6P67r0ej0KhTzRWIyRYeA4LpIkomkazUYd13FZWV1lOBjQbDSwRhapTJqZmRls2%2Bb46JgLFy6QSae5d%2B8e9%2B7e5eM7d6jVawRBwNzc3LRoTTEdFf%2BsEI3GCAQB0zRZWQ0j6AVBwHVc8oUCju1Muitd1ymWShiGzqOHD9G0HktLy3znnW%2BTTmdYWV3l7OyUkTliZI6IJ%2BKsrK7Q6XY5OTmh1WqhRCIEvo9oiaytr5NOp0mn02iaxvz8PIIgcHx8TLPRwPM8fumXf5mP73xMLpclk83S7XTJZrM4ts3m1jaJRALPc/nhhz9kaWmRxmmD8/MqoiDx9V/%2BSzz45FMODg7QNI3T01NkWSEai6APdTzfQ5QktrYuk0ql%2BKe/%2BZtcunwZz/PwA59GrU5P61E7P0dRFM7Pz7l06RLXblzn6eMn3Lt3lw%2B%2B/30%2B99bb/NPf%2BE1%2B6S//Mi%2B9/PKfqECYYoppx/XvCfPz87zzrW9x5coVXMcFArSuRjQaIRqLkUgkODk%2Bpt/rkUqn0Yc6o5FJcuxCcXh4SBCES%2B3j42NkSUZRFPr9Pqlkiv5gMKEcBEGAP94xlWdnWFleIRqN8uknn1AsFtnb26Neq1E9O2N5ZZntS9tYoxGCIGIYJicnx2iaxuraGmtrawz6fYSxnOhg/4Bup4vj2MxW5tjY3MQwDOKJBIN%2Bj8svXCGTSXPt%2BouIiKyvX2BnZ4dMOsXW5jaLS4vcvHmTO7dvY9s2fuATi8YwdZ1MLsdgOKRYKuL5Hq1Wm0QiQeD7VOb%2BTU7j/t4%2BrVaL7e1tZFmeuMxOMcUf77imb8WfEqIooqpxOu0OtmOPU3NGuGOy6Yc/%2BAF%2BEKYFjUyTVCrJ8VGYKm2ZVhhzn0ziuC7lchnXdVEiEaLRKJ1Oh9r5OW//xOcnwbCXr1zBc12ePn7Cu9/5Dh999BGDwYDT0xPOq1Vcz2P9wgU2NjbpdLr0B0PUeJyD/X32dvdCWc5chcFgwOUrV3Aci5PjY0zTZDgc8PVf%2BmUEQWC2UmG2UkHrdkmmUqHNzcIiyWSa9YsXuP/J/THvTMf1HB4%2BesTvf/Obk2eyvr7Oyuoql65cRpIkZkolTk9O6XY6mGYYVHL5yhUc12Vvd49Op8MPP/yQ7777Lv/FX/8b/O///H9DluWJb/0UU0w7rn/PWL%2BwzuPHjwl8n%2BXlFTzfw/d8dENnZJpEozH29/ZIJBI8fPAANa7y4NNPicaitJot6vU6I9NkMBjg%2Bz6e5%2BG5Lmo8zhe/8AU8z2Nzc5OdZ89otVp89ed%2BjrW1deKJOIl4HMMw6Pf6RGIR4jGV%2BYV5Pr7zMb7v0263efL4MUEQkM5kWFkO%2BWyLS4v88MMPSSSSiKKI1uuxcXGDTz/9hK9%2B9ec5Ojzk6PCA8uwsTx49JpVMUj0944c//CEnx8csLy%2BzuLREvV6jelbl8uVLIAg0Gg1i0Sgv3bpFIZ%2Bn1%2B9zcnxMeWaGeDxONBZjYXGRdqsNQgBBwHm1ytHhIesXLnBerWKaJh98//vcuX2bW698BlVVp53XFH%2Bk45oWrj8lfM8jkUjwgw8%2BoFyeQRBCCxtBEPA9j%2BPjYwx9SADj0SpDu90iGotxfHTEhx98gGmOSKdTyIqCPhziOg7FYpHPvf02Dx4%2BpF6r0Ww2QRDI5/I0mnUsa8Tuzg5f/umvkMvlWFldJZVKoes6H330ERc3NlDVMBNxeWWZVrPFyuoqjm3T7/epnZ%2BzuLTE2dkZruuEy/R0mosXL/Kjjz9GEAUkRcY0TBAE7v3oHplchoWFRd5%2B%2B23SmTQ9rUf1rMqtz9xiYXEJ13F4/OgxXuABPu1Ol2aziWXb%2BJ5HJBqlUqngOA5drUOn02VmZoZnz3Z49fXXWF5ZxrZtEAQEAWq1Ou%2B/9x7Vsypz8/MTd8PLau4AACAASURBVA9gusifjopT/GnwnG7x0q1bPHv2FNuyyRcKmCMT0zDDXQ5QKBRpNpu88%2B1vAwI9TUPXdd586y16PQ3XcxmZIwRBIJlIhHbMt2%2BP48PaNJtNNK3LkyePmZubxzRHqPE43//e9zg7O%2BPO7dtEo1EKhQJf%2B0tfY9DrT2LSDvYOSGfSNJtN%2BoMB%2B3t79Ho97t29i6Z1mZubJ6aqzM7M0B8MUSIRBFGk0%2B5ydHTEyfExv/D1X2RhYYFUKkW706FRb2BbFmo8TrFU4ujwkHgijiiJvPXW29i2Q7vVRgBs28bzPazRKLTEliSWllfwfJ/jo6OQJKtpiKLEcDgMi7frcXx0RL1e4x//o3/EP/wHv8av/f2/H15HBWESJjLFf6Qrmukj%2BFMWLkHA8zyWl5d5trPD/sE%2Bz548xRjzuFqtFrIsc/ujjzg%2BOuL1N95gMOjze//qX6F1u9y7e5dCoUC1es5g0EdRFHLFArlcDsMwQg1huYQkSUQjUb729a9xcnKCoeu8/PLLSJIMQcDXf%2Bkv8fTpUw4PD6nXGrz1E2/z%2BptvTC58z7MbU4kEpVIJUZJIJpPcuH4jpFxcfQHbdcD3icVinB6fMBwMME2DW7du0Ww0eP3Nz3FxY4NOu0WhUODx48f8yl/5FZr1BoVCgXe%2B9W3mFxZIpVNcv36DTqeNbdu4rgOEiUvlcpmDoyOGgwGpZBKf0H5I13X2dnfRh0Pm5ucYDgZcuXKFZDJNMpnk2dMneJ7Pr/6X/xXvvPMOlmVNX77pjms6Kv6pqr8oEovFSCYS2JaDpnUpz5Q5Ojoi8AM0rcvi0iK5XJ7BYEChUGRre5tHDx7y4rXrPHr4EIDBYMBf%2B%2Bt/jZPjEyIRhXy%2BgNbt4vk%2Bs7OztFotms0Gr7/%2BBkdHR1TmKpydnNFsNbn7o7vIssyNmzdpNhu4rsf1GzeIxVQWFhfQhzqDwYD9/YOJ20QymcSybVZWlqnXG3Q7HRzHDbusk1MkSaJUCtn76XSavb09HNtiNLL4wQff5%2BLGBv1en5nKLLu7uwz6fa5evYpjO9y%2BfRvf8%2Bi02yiKwqDfI5XOIAgCxWKBTqdDJKLw4P4nqPE4jXqD8/Nzut0uvV6PeDyOrCjU63UkSSKVTvPowQPKM2XufHSb//kf/hrFYpH19fXp/mu645riT9V9SSKHB/t8/PHHrKyuUigUsB2bWEyl2WoxMg0Mw%2BDk%2BBit18M0DQ4PDxkMBgwGAyzL4ubLL3Pv7j0qlUpIj5AVVFVlNBoxMztLtVql0%2BnQajZptdqYhs7sbAVZlskXCnz4gx8wV6mQTKX43vvf4/GjxyyvLCPLMleuvIAsSwwGAzqdDp1Oh3arxc7uLv1%2BH8/1OD8/Rx8OubixwfLyMq7rYug6cwvzDAYDdp7u0G43WV1bZ219jXQmw9MnT2nUayiRCHs7O3Q1jV6vB0FAVFVxHIdSqYznuui6TqsVulM0Wy2SqRTtdnviHiHLMqPRCHnsdCHJMiPTJJPJcHFjg9s/vI3j2EiSzO2PbvP0yVMiSoRcLvsneuNPMS1cU/wJCIKAdDrNb/2z/4Wvff3rPH3ylMFwQKlUwrZtkskkmtZH63YJCIhGInS7Go8fPUKWZWRFmRSJ7cuXeO8P/pD5%2BQXyuRxat4tlWUSjUQQELMvCMAyikQimaaJpWvj53S4XNzaonp8Tj8eZm5tjcRz62u/3GQwGLC0vs74eJl2vrKxwfn6OMi4WhmFM2Pi9Xo/9vT1kRaHdbnP/3j067TbpdIp0NoskiNz%2B6CMa9Tr7e3ssLi2hKDKZbBZVVcnlcpTKZeq1GrIsk0ylODo64qe%2B8mWiSpSZygxLS8vEohHm5hdwXZfV1VV6mobneTiOg%2Bd5XL16lYODA2zbplgqkkgkqJ5VicUiGEODmdkyyyuriGIoW5r6208L1xT/jrsugI2NTf7wD/%2BAwaBPPpfHth0isSg9TUONxxkOh/S0Hvfv3yMSieIHAZlMBlkJHRp836dQLNCo13E9L4wbi8WIqSqqqnLt%2BnV6vR6dbgdVjZNIJFAUhRevXaNSmeX%2B/XsEnkejXqfX6yErCtlclsCHylyFOx/d5md/7qt88sknbG9vs35hPeSejUaoqooSUTDHwbDCWBEwGo0QRRFrZKFpGoP%2BAM/3GVkW6VSKmZkZlldXqFTmaNTr9Hs91FgM3/dxXTfsJkcjyjMz1M5rVOYrEAScnpziez7NZoO4GqdUKlJvNCfPMpvLsbS0SDQWQxIl9vf3iEYi5AsFup0uxWKR09MzquPL6HA4ZG1tbXp5nBauKf5d4Hke2VyW3Z3dsf1xmU63A0FATFU5Pjri%2BOiIYqmEKIocHR2ysLBAtVrF0I1Jgdh59oxcLke71aJYLOL7PrFYlEajEf5bNksqleLNt97ivFql3W7R7/dpNBrIY3lROpNhb3eX9QsXePL4MWpcxXND//vz8ypbW1t8fOcOr772Gof7%2B/zV/%2Bw/pdfrs7iwyKuvvoppmsxWKtiWha7r2JaNElEmcpzA98nn8wTAxtYmBEyyGjudDq7rcnp2hm3blMtltra3KBaLdDptup0uuXyenqbheh6mYfDa629w/959TMMY87yaxONxJFmmWCyi6/o45HZAp93GMAw8zyNfLDAzM8Pjx4958vgxd27f4fXXX5uQV6cFbFq4pvi3WNJ7nsfa%2Bhr/4v/4P1lcWqJ2XkOWFUzDwBuTS%2Bu1Gu%2B//z7JRGJcZNJEYjH04ZDV1VU2N7exbZvhcEhrXLwODw7xfR/LshhZFsVigYcPHvBX/up/wt7OLtlcjtr5ORDyyDY2NykWizx9%2BhTDMJitzFKrnvPKq6/w4Q8%2B5MLFi9y/d59yuczp2Sme43Lp8mV%2B9KMfUSqVGOpD4mqcqy9eRZQkXn/zdVzXYzQaYZomjuMwHOo0GnUGgyFBEIZmNJsN2p02Pa3H/Pw80UiENz73JulUmuOjIza3tlAkmXqjjizJdDsdGo0m7XabN9/6HK7r8eTxYyqVCpqmcenSJZKZNMVigX6vjySJZHM5%2Bv1%2BeGmNhgVdjakTusVv/JN/QmV%2BjpWVlanjxLRwTfFvW7wikQhBENBoNlhdW%2BHk%2BATbcXjy6DG2baNpXWrnNeYXFohGo%2BQLee7fvUckGuHk%2BITllWXWLlxgYWEBRZbDDsbzyGSzvPnmm8xWZrl/7x7JZJIPP/wBvh/g%2B95YRnOZSqXC7s4zlIjCjRs3kWWJZqNJNBZF64Ye97ZloUQiPH36lLc//3neffc7bG5u0W61aDWb3HzpJX7w/e%2BzvLyCIIi89957vPbaa7zy2Vc4Pj7h7bff5rxaZfvSJVqtFqdjEXiz0SAWjSGKIqZhsLi0SKfTRdM0SuUS3W6Xs7PTyXEgX8izsbnJYDDANAyqZ2eIskw0GqXX08jni7iOw8nJCbFYlN1nuzQaDYrFIue1c5LJJJl0muFgQKFYZHd3l2KxyO/8i39BACQSSXL53LSATQvXFP82WF1b5e/%2B93%2Bba9dvkEgk2NnZoTI3S7vd5pP7n/Dqa69Sr9eIRiNYIxvXc1FkBcuy0Lpddnd2yBcKDAZ9ioUitfNzXNflC1/6Indu3yGdStPtdhFEges3rjM3NwcI7Ozs0Gq2eOvzP8Gzx0/Y3d1ltjKHpml0O12s0YiVlWUeP37CW59/i4O9PW6%2B9BJHh4ccHx/z1Z/7Kv/8t/45W1tb5HI5vvvuu3z5K19m59kzNE1DkuQwezGfD339VZWZ2Rl%2B6stfYffZM1ZWV9jb3ZtcCfu9Pr1ej163y8HBISPTJJvLcfPmDQrFAiBwfHREu93GNA3q9TqRSARZkkglUhimzsgc0Wq12N/fJ56IY1kWvV4PSZQZjUwEUaReq4W5laKI1u2yfuECdz/%2BmEajQalUYrZSmfj6TzEtXFP8/%2BDll2/xP/2P/wPXb97g8OAAy7LRul3%2B8q/8Ch987wPM0YhOp8PZ6SmbW1sMBwP6/T62bTMYDFheXsa2bGKqSrFURBRlzqtVdF2nP%2BijqnEuX75MKpkilUqjxmOcnZ2iRBSePX1KqVwmlUrRbIYs92w2Szwep3p%2BjmkaxGIqmVyW3/%2B93%2BOnf/ZnuXf3Rxwfn/ALX/tFvvE7v83sbIVEMsHJyTFbl7b53vvfo1gssLW1ybvvfpevfOUrPHn8mK7W5fjoiKXlZVKpFC%2B8eBXTMBhZIwgCrLGMp1QuUS7PYBgGtfNz%2Bv0BkiSysLDI5tYWCwuLVCoVTsZsetMeoXW6k2eyvr5OvdHAsW3SmQzrF9bGesk60UiE2UoFBIF2u00ANBsNDF3n2bMdqmdnvHzrZYLx0WGKaeGa4v8Dvu%2BTy%2BeJRqN87/33ee311%2Bl2O/T7Aw4PDyjPhM6gz8ckSRI5PT2ddE6yLFGr17BGFslkkt2dXXo9jU63Q7vVJh6P8%2Babb3J6egKEAR3l2VkefvopruPSarVIpVJ89rVXQ65TJEImm8Ucjdje3sYwDPZ2d6lU5giCAMMwKJXLPH78mEuXLxGLqdTOz7m4scGDTz7l%2BrXrBIHP/t4%2BoihSKBb56KMf8pnPfpZ6rQ6CwAtXX%2BDdd78zjjor0tM0QCCdTmMaBqZhcnJyMtZRxshms8iKxGAwRNd1jg4Pefr0KdFoFFmWScQTVOYqxGIqr732Go7rsLm5Ge7%2Bmk0KhQKzs7OUSqVwz6WqtJpNbNsOr4/5PNVqNZRXGTpqTMUwTWZmZyZX0ymmhWuKH4MgCPi%2Bz9b2Nrs7O9y%2BfYdLly5xdHxIp91GjceRJJGZmRlM00RRFGbH17HNrU1azRazsxU67TZnp6f4vk80FkUf6sxWZkkmkySSSZaXlrn7o7sc7O/z6NEjKpVKOGopMoPBkNp5DdM0uXL1KvZoRLvTwdB1%2BoMByyvLNBtNSuUyjXqdRrPBxsZFHj54yPalbfb3D2g1mywuLfHOO9/m%2Bs2b1Gs1DNOkXC6RyWT58IMPeP3NN3n48CGf3LuP67j0%2B33arRYLCwvcuHmTw4ODCT9MGHdE3XabRDLB4f4hzWaTg/39kNoRibCxscHcXAU1Hqd2XuPSlSsYho7ruozGVI1Op8PS8jKSJFEul5HkcNF/cnKCqqqsX1gnGo3hOA6j0YhGo0mz2QxpHZbF0tLS9CWdFq4p/qTiBXDh4kVMw8S2LUqlGU5OQv%2Br1dVVPv74Y1597VW%2B8du/Q7PZRFEUWq0WnufRarW4uLFBNBpltlIhk85w9dqLbG5s8vDBQ1zX5ZNPPqHVCrWD2Xye7e1tHj18yOtvvhlaMJ%2BcIMsy%2BnDIzOwsL1x9gZOTE%2Bbn5qjVaySTKQxdp9Pths6roxG9Xo/Dg0Pm5iphUTk4oDJXYffZDolkkm6nQy6fR%2Bt2WV5Z4Vvf/CYbm5vEEwlu3LxJYkxjaDQbfHL/Po7joChKqCSwbVLpNO12G62r4bqhU6yqqrz2%2BmsEY/%2BtdCaDbdmsj90qFFmhXCpTr9dDP34zFLDHYlHef/89dp49o1ar8fKtW2xsbpLNZvEDn8ODA1RVJR5XabfbdNodKpUKhweHpFJJUqnU9EWdFq4p/jiCIEBVVQbDAXc//hHFUoF0JsuzJ0%2B4dOkSkUiEb3zjG6iqSiadplAqcXJ8jKIoBAEYhoGuD0NSpQDtVpunT59i2zatViuMIAsCrrzwAuVSiT/47ncxTINiocCdj%2B5wceMi2WyWWq2Goijc%2B9FdAGRFJpPOEgQ%2BCBCJRLh44QLmmEsWj8fZGR8IHNfFNE1c1yUaieD5HmenZ7RaLazRiMVxUvfIGnF6eortOIiSSCFfIJ5IkE6miMVVzLGn/vPoON/3UeMqju2QTCYZDnUy2TSe55NOpfFcd6JplCSZ4XAYmiaenCBJ4Sht6kZoe72yQr/fp9VqcvHiRVrtNkIAPpBMJjk8CDlzH9%2B5w3mthiiEv%2BNsZXb8rIPp6PgfUOGaes7/GXRdruvy2c%2B%2Byr/%2Bf/4VFy5u4Lk%2BruehaRpHh4d89atf5Tf%2ByW%2BQTqcYDIe8%2Btqr3Lt7j5XVZbqdLp7nhn9UQSjE7mkhpWFpaYlMNouAgBqL8uzpU6KxKNlcjnv37jM7N4siK2xfvkyn00HXw3Erl83x%2BhtvcHx0TLfbpdvp0Gm3kUSRWCxKpx1aK1/c2MA0DURBwHUcLNumbtUnRUceUzUGg0FotTMaYegGtfMa6XQaXddZW1/HDRxwAzLpNMrYpSIWizIYDJElGc/z0HUdXdeJqSHjvlo9Q5JkGvU68Xg8DAKp1%2BlpGjMzMzQaDd566%2B2wG52dZXdvl3K5jCiKtDttEvE47XaHWrU6TkCaJ53JIEoSO8%2Be0e/1kGSJu3fv8qv/9a%2BiTJO2/4PCtOP6M8BzYur1Gzf4wfe/j%2Bd7LC0t8/7773H1xRe5f%2B8eq2uraN0ukiTheT6zszMMB0OWlpcxDJ1uu43n%2B8zMzJDNhCPjebVKr6shSALdrsbpyTGVyhytZhPTMMjlcrz08st89zvfwbIsup0OalxFUmQ6rQ5e4LG7s0O/3%2Benf/ZnKJVLqGqcbjc0ABwMBgwHQ5SIwvLyKsvLS4iiiG1ZlMpllIgysctpNhsQBNi2TSwWwzAMJEmaFLZ%2BP6RFmKaJKInhmOg4k07Osiwsy6Ldbk%2BkQc91h5ZlcTSmTIiiSDqTYWFxAa2rIYgCH3zwAZcuX2JkWpimyfXr16mdn9PVNPzxWGmNRpTKJZLJJP1eH13XqdfrbGxs8ODBAyqVuUlU2hTTUXGKHyte0WgU0zS5f%2B8%2B1bNTlldWefLkCb1OF32oIwgC/X4fazSa7IG6nc5Ey%2Bi4zkS0vLe3TyIep9FoMBwOkSWRfKFI9ewMJRJhZXWVUqkU/sG3WgRBQCQSIZlMks/lOTg4CD87m%2BXy5Uv0e/0wHajZZGFhges3b4ZFMpul0%2BmSTqYY2Ra9nkYspmJZFolEEtf1UGSZIAj43FtvIUci1M7PKRQKeF5Iio2pKp7rIo9HMsu0JmOZIAhIovRv/m8sxunpKZ4XOlUYus7ItnEch/ULF3jls6%2BwtLzC2VhOZBgGpWKRavWckWkSi8Um%2B67z6jm6rofX3ViUYqHI/MICsbhKo15HkiWUiILW1aieV9ne3iYWi03HxmnhmuKPj40Li4uk02ne%2Bfa3J1ytH929SzabQUBg%2B9KlSRTZwsLCpEuJRKJYloWiKHS7XTzXZX5%2BHtd1yWQyIEC9VsO2bba3t8mk0%2BiGAQScV8%2BRZRnHcVlZWaY5Dnp99bVXefDgASfHJ%2Bi6jizL1Gs18vk8pmmGP9swcGybF29cI1/IUywUkRWFylwFwzBwvTB%2BbbZSwQ98et3Q0iaTyYy/dwQlEqFSqUw6n2w2SyQSIZfPkS/kSWcyxMZs/ufpPq7rksvnJ64QyVSSZCLJ%2Bfk5lbkKgRdmMSpKhHqjgWVZbGxucv/evVBcLstIssTG5mYYwea6xFSVk%2BNj9OFwIhXqdrokUknOTs84PTnh2vVrk7FxWrymhWuKMXzfZ35%2BHk3TGJkjzs7OWFtbpV6rk0wlefzoCYVimMdYLBURBSmU7DSbVCoViqUSnXY7tGkuFjFMA9M0abfbvPba62EBFAR6Y4eGbrfLcDgcdzQyfuCzsLBAPK7iui6JeIIvfumLfPjBh/T7fbYvbfPo0aOQdzW2zKnMzVGv1bFMi4ODA2q1GpXKHNbIolwusbu7GxJNLZtOp4MgCIiSGI6ZYx/9Xr%2BP77p8/gtf4PT0FEPXiSgRYtEY59Uqhq6TzmSQZJnVtTUGgz6JRIJBf0BAQLvVpt1us7G5iaaFzhDHx8fE1Biu41AoFvjee%2B9PrHBKM2WuXn2RpeVl%2BppGIplEURSGw8HE/cJxXSKRCLs7O2QyGRrNJicnJ1y7fp1oNDp9Wf8CFy4BCH73d36Hn/uFX5g%2BlT8jeJ6HJEn8g7/398IEnUya/b19jg4PCQB3zD3yPI98oYBtjQgCAUWRyWazPHnyhHQqjR%2BEtIFcLsfs7Cz1eh3XdYkn4uMgizNUVcX1PLKZDLbjhJ1HLIbn%2BwgCzM8v0OuFxWnj4gb/62/9Fjdu3GBvb28sORpQPTslGo1hmibZbBbbsvACH1WN0241UdWQ/iAArucSjURJpzMkkwn6/R6V%2BXlazRaGrpPJZmk1m7iuO5Hg2JbFjZdeYjgYYDtOmIRtWeH39DyCANS4CoFPt6shCgKiJJFKpSbHj8FgyPLKEtFojKPDQxaXlkin0vQHfVLJJGfVKqurq1i2RbMeJoo7jkO32%2BWlWy/z8MEDlpaWEGWZVCLJr/63/w1XrlxBFMVp5/UXCP/XN36Xn//FX5h2XH9e%2By6Az7zyCrpu0Bk7gJ6cnJBJpymVS/R6vUnnVCyWiETDBOt%2Bv8/W9jaSJE5cRufn59F6vTBoQteRJZm93d3JTm19fR3TNJEVBd/zGA6H5MbjYL/XY339AocHB4xGIyRZ5sKFCziOQ6FQoDs2J3RsmysvvEChWAyvc6JILpelWCyhaRrlUgnbcUinUiSTSV68/iKFQpFPP/kU3/fI5/M0GnUMXUcURQaD0GSxMjdHKp3m%2BPiYUqlIq9lktlIJTRUNI/QSA/Txd3YcZ2Kto%2Bs6tm1TKpW4cOECkiSzsDCPJMm4nhuOpZkMp2dnJJMJIpEIR0eHRJQIkXFuJQKYpolt21TPqvR7PZ48ecI73/oWb7z5BuVyefrC/gXsuKaK0z/nsfEXv/aLlMpl9vf2%2BPKXv0y9Xqdeq08uXLIsc3Z2SqvZxDAMyjMzPHzwAMu2WVtbY6jr3L9/n5PjY06Oj%2Bm025xXqyhKKNi%2BuLExufQVCwUMXSdfKKAoCvlcHn/sdhoQUK%2Bd02m3ef%2B999B1nWw2ixqLMTM7SzyRwHUcEok4QRCwMD%2BPaZoEQLFURBkXxdFohCiJ9LQe//r3fi80RiwUePTwIdbImizU0%2Bk06UyGQb/P8dHxuMsMI9Jsy0KSJQRBoFEPuy9JkjAMg8D3SSQSmKZJLpfD932Ojo4meY/feec740g4A1GSuHPnDtlsNkwcEgT6/QGKotBpt%2Bm02%2BRzBTrtDol4goXFBbrdLol4HM/3%2BfV//Ot02u3pi/oXENOO6895WR8Ar3z2s%2Bzu7vDB97/P57/wE9TOz2m328zOztLpdMKRShIRRZFWs8nc3BztVpvKXCX080qnsSwLz/eRZDm8BuZyJBKJcXL1HLphcHZ6OtmRZTIZavU6iqJg6Drdbhc1rhKJREin02jdbij2HoaUiE6nzWg04sGnD/C8kEZhmOGuqF6rkUqHY5vjOPiez2AwwHEcopEo9UYdURSR5dDauVgoTLzke/0%2B8/PzDIfDUGFghgqDXjdcsKfTaQxDn0SXKbLCUA8j1NR4HNd1QzlUNBryuCQJaUw/0bodyuVZXMdFlEQO9veJxWIIokixVKRebzC/sIA29siv10OOWioVqgkO9vd5%2BPARX/rJL4V7u6mzxHQ5P8UfHRtjsRie6/Hud97F9/2J9CadybC6tkaz3mQ0GrG1tcnh4RHZbAZN67G6soKmaciyQlQJeVXRaJRUMolpGKyur/HpJ58gShK%2B75FMpiiXy7TbbXzPw7HtsTwmIBFP0Kg32NreQo2pIRO93aLf65HOpDENE8uyEYXQ58p2bALfR1EUer0eju1M%2BFiGYYTaQmuEJEr4vk9lHOLRrDfG9soBmWyGwWAYphl5LoP%2BAEVW0MfaxEgkQiIZynJkRSESCX8/z/MwdJ3gx/aGmhZyw2zbRo3FcBwXwxhSPTtDlmVK5XLIMdN1mo0mL167RiqdolQq02w0iEQiE87d845O07r4QcCtz3wGx3GmnvbTUXGK5wiCgM%2B88gqiJHH1xavMVmZZW18nEongOA4PHzwgGgtToM/OqqRSKSKRKJubm%2Bzs7nLlyhVmZssEgkAymaTTbuO4Lu1Ohz/87h8gSiKe55LPFzg7PeXxo0d02mHmoed5BOORNBKLUiqVGVkWWq9Pq9VCjamUymXOq%2Bf0%2B30EAUxzxFDXCTwf27axbRsBgSAIEEURJRKhVA5jzebm58mNuz9RkvBcF0EMJT8IIqZhhuEa%2BTyiKFKemUHTeoiSNC5aiTDdOgjzFz3Px3acMGg3CJAlCdd1kSQJdZwo5DgOrVYLURBYWl7lrc%2B/zerqKolk2IF2u13mFxbwXIelpWWi0SjXrl%2BbPG%2BApeUlLMuiMlfhd377t/k7f%2BtvoSjK9GWdjopT/PjI6Loun3vrLe7dvUe1WkXXh/iejztOu8lkMtRqtUnnoWkaB/v7bG1thek8toNpGPR6PbLZLM1mkwDCghC2dpweH4eWMYpMsRD6uFcqFWrn5yFdQlYYDofE4wmGgz7pTAbXc7l27TqGaVIshhyura0tnLFTg%2Bu6bGxuMj8/j6woCOMiuLa%2BRiyuTmLGer1emK84HCAKIpIkYZojDEPHH1tau65Lv9dDFIVJ9qOuG8RVlUQyiWEYYYc6HkkFUcT3/VCvORZni6JIEAREY7FxAWti6CZdTcNz3Umy%2BHm1ygtXr9LptPE8l1arTe38HEVR8DyPfr9PKpXi9PSUSESh3x9y6dI2M7OzU0PCacc1xXM81//953/jr/PSrZexbYdoNMpgMJhc4QqFQug7Pxpx4cIFFhcXOTo6RpIkupqGoihcu3Ed3QjzGwVCMz2t10PrhK4IK6urpNMZDNNkeWWZs7MzMtlsuINSFPr9PsPhgHg8Tr1eZ35unkajAePPKhQKGGa4XJ8pl/E8j8L42hcKwnVcz0MQRDqtNo7jYI%2BF1e1WC9/zsewwgOO51Y03tqV%2B3jnFYjFWVlbQDYNMJkOv1wvHwDGFQh8MECWJkWliGgbb21uIosjFjQ2SySSyLDPs91FVFVGSyOVzvPTSSyQSSdYvXiA%2BTjO6/dFtYrEY6XSGdDrNG2%2B8MSn8oijiuC6pVArHcbl/7y7/3d/8m/zuN353QqWY4s9xxTJ9eyfguwAAIABJREFUBH%2Bx9l2zs7NsbW0xGnt0FYslILxAptNpJEkiCAIePXjAxsYmM7Nl9vf32d7eRtf1if/WF7/0JSRJClnmfoDrupOUoMXFRVLJJMViiXK5zMg0SaXTGLqOZVmUyzM8ffqUTCYdjoThPIvv%2Bxzs71MoFMOwDF0POWmKQlcLxdpra2to3S7Hx8fE43HMcRGNxmLEVZXROB/SdV3icZV8oUA%2Bn%2Be8WmVpaWnievH48WMMXef05GRi1ew44Q4tAPq9HgLhaGyYI16%2B9TLRSIQbN2%2BSTCZZXl2l3%2B8jiyJnp6f88Ic/RFFkLCu8XN68%2BRLtdov7d%2B9Rr9eZmZ3FHI14%2BdYtms0miUSC4WBAt9tF63bJ5XJIgshv/Pqv8w9/7demY%2BN0VJzij2N%2Bbo7333sPUZKw7DBVJwiCUJMoy%2BMYtBzNZgNd17l85Qp7u7tIskxcjTE7V6HX0yiWSthWKNcZDkPOU3qsgbQsi4P9faKxGMViEa2n4XougiiyuraG57qAgKrGMPQhpVKZ09NTisUSJ6fHeI5HTI0xGo2IxWK0GqEjqeu6KJEIcVWl0QzTdwRBAAGuvvgiyyvLGLoxHk1lbNtG13UikQie7yMKArGxxU%2B/3w/TrMfF2vd9kqkUkiQxMzvDcBja/ZTLZYZjvzFJkjg7O2N5eZlkMsnJ2ALHtm0M00CWwuV%2BLBadSIiGgwFqLMbahQsQBLRaTTzPm%2BzPnoefqPE4nXabb33z91ldW2Nre2vqpPrnNCpOC9dfQERjMebn53n08CH7%2B3t4nkcymZykO4uiSD6fJx5P0Om0OTo8JBqNIkkhZSCRSJLNZvj4zscMh0PKpRKlcjl0Pu33iUajZDIZ2q32JME6n88zGOjMzVU4r1ZpNpu4drjkNs0R57VzXMfFdcPvMBgOcF0Xx3HIZkNfr3Qmw7OnT1EUBcd2mJmdwTRMhsPhJBhWjan0NC0Mix3v7trtNpFodDKGat3uxF1CFEUcxxlb08xRKBRRFJlCsUQqmeL09ISIomAYBggCvXGaUL8/YGtri3qtNnGjdRyHarWKrCjUa3WuXH2Bs9OzSfd4fHQ0FqOHxN3I%2BAIpCAKJRILu2L0jk83y6OFDKnMV1tbXp8VrWrimgPC0v7y8zM7ODo8fP2ZmZgZtHE0/NzeH4zg0m00kWSKdCjlcpmkytzBPIplk5%2BkzBAR%2B8qd%2BigsXL3B4eEAymcT3QjKoP77%2BZbJpbMvGNM3wBwcBfhAQjUZwHZdcIYfreSF1IYBiqUSpVKLVDEXa8niRHYyDV23bJggC1tbXUONxHNum/2O7JlUNu6/d3d2JZbUsyyiKTCKZZH9vD9d1CYJgYu733FVjdW2N2dkKjm0Tjalcu3aNo%2BMj4nGVAIFWs8nIsibPUFXVyVXwOQH1OZ3BHRsjiqJEKp2iP%2BgT%2BEGYsNTr4dg2ru8hIkx%2Bfr/fR1ZkRtaIwA/IZrMUSyVmZ2bIZLPTl3ZauKYQRRHbtnnt9dd451vfJh5PcHx8hCRJ9Hq9scC6QKvZIhKJUCqXsG2HQa%2BPbVnk83kq43FTHw7D6K/RiEg0QiaXJRFP8OzJE2zLZnl5mXwhT7PRZDgc4nsePa1PMpWCICCRSJAZuzkk4nE63S7RaBTbsVFkhXyhwNnZGTE1xqA/IBKJ0Ol0qFareGMmvaZpLC8vo3W7RKLRcCQVBOQxg12SQkPCWCxGMpkEQeCttz43KVyh1Y%2BFIArk83lGI3PCvhdEceLhb43CVKFup4MoCLTabRRFmWQ8CoIQ7siCACUSoVGvMxwMCPxgQg15riNNJhJh95oMhd6iKJLP5Sf2Q91ul08/%2BQQ1HufWrVvTl3ZauKYAJmPSpUuXqddrLC4t8ejRQxQlMqEC2JaN7/sM%2BgNisRilchnPc1HVOCfHx5TLZQ6PwoJXLpXC0c0ccXx0xPWbN%2Bn3%2B9RqNZZXVlhYXAgjwUxz8sftum7IuxpbLR8dHeF6HrZlkUqmGI1GqLEYsqJAEEyCLNLpFJYVynssy2JjYzM0GhQI91uuh2VbaF2NbC4MazWN0FDwygsvoMZizFYqdLsd0pkMmqYxHA6JRiL0%2BiFN4%2BnTp2N9oog1sognEjAuTJZlTbSOw%2BEwXKxLIrMzswiiiKZpBEEwNm30JjQK13UBQteMZBKt20UQx4EmhoHreUSjUUaWRSQSIRqNcv/ePa7fvDlOZ5piWrimIAgCZmZnaLfa/MF338WywkIgiiK%2B55HJpic7pucL7uFgSKNen/CV1tbWCIKAarXK7s4uCwvzVCpzIacpmaTdaoV8p2abS5e2yeXzqKqKruuMxh7x8Xics7MzJEma/LEbhkGxWMQ0TQaDcN%2BVz%2BewbQdRkjFNk3g8TqFQoNfvTbIRnxNES%2BUSc3NzLC0tE1NjLK0s4bkuR8fHLC4uUj07I5/Pk0gkWVxcZDgYoI%2BlSbZts7W1xe7uLtlcFllWGI1MioUCw%2BFw4qzxnGHvei7DwRA1Hmc0GrGwuEBtbMj4fNx9PqJm0mmccbEuFAokUynarRbpdBpREEimUmHHaVkTvtfZ6Slf%2BqmfnLjBTjEtXP9R47n274WrV5FEiY/v3Ak5SsMhMVVlOBggyzLdbpdMJuRmJRIJVlZWcFyXXC5LrXbO8fExc3Nz5AsF5ufmxuRPg7X1dZSIwunZGZ4fSmhWVkML6QsXL5JKp2g2mljW2LE0CEAQJm6llmWBICCPr3aj0QhBECZjXDKZJB6PTxbauXwe13EQJBHXcVFjKq7rIElh9MHi0lJ4HZUkDF0nmUpxdHQU7tXabXJjaVKr2QyF4b5Pp93BcR22L13CGlmMrDCHsjculGpMRetpiKKE1u1SKBQ4OT75Iyx5URQnxFPf93Fdd9KB9TWNbC6L5/vE1Bj9XmiTE08ksCyL2UqFs7MzkokE12/cmJJTp4Vriucjo%2B/7bF%2B6hGmOGI1MItEozUYDWZZRVXVyMRuNx7xEIkHt/Bw/8Pnpn/kZbMsO7VkEgVarxd7uLouLS5xXz7l85QUkUaSraaHhn6ZNRi1BFLBtB9/zwu6pWEQUBCLRKKl0Kry8KQq5XI6Z2VkWFhcnQuqeppFMJrl0%2BTLtdpuV1VXi8XhIdchkqZ6dIhCy4JOpFMfHx3zm1i16/f5YeykTURQGgwHZbJZYLIofBKwsL%2BOPqRGdTodsJoNhmHiuR6vdJplMEIvFKJfL9DWNgADP9cZ0Co/hmIqhxmKTi6UsywhjEbjjOMSiUUbjw4GsyHiuh%2Bs46IbO1vY21bMzDCP8nMFgQDKVwrZtCoUiS8vTvMZp4Zpi0nmJosgrn32FZ0%2BecnR0RCKRwBqNUCJKyOR2XdLjMaZWq4W8o5jKwwcPqDcanFerdDsdRqbJF7/0RZ4%2BeYqh67iuw9alS2TSKfb29hgMhmQzaQJBIJvNMRj0UCIK7VabUrnM1vY2ly5dwhgz37VxoSsUCtiWxWtvvEG71ULTtDAgQ9OYG1tMq6qKaZokU0mikQhdTQNBYH5hnk6ngyxLgMCFC%2Bs8e/I0dG51XURJ4uLFi2hdjVo9tJY%2BPTkhmUzS7nQIgoBYLEa9VsMcjRgOhujDIYlUikF/gCCGvvbPx7hoJEIikcAwTWRJYjRe6geAKAjIkQizlfCCKYgilmkSTybJZbNoPY3RyKLf65HJZsnmsvieT6vdptlscO3atWlW47RwTfHjsG2btz7/Nvfu3uX%2BvbtkMqEmUVVVCsXiJEgWCImmnQ7RSIS1tTVmKxUS8ThKJMKjh4/4iS98gaWVZQ729zFMg5FhcuOlm5xXq2i9HvF4HPDJZLIhz6uQp1Gr0%2B60Q0dSNUYmk2U0GjEYDCYFRpIl0uk06%2BtrHB0d0%2B/18D2PrqaF6di7exSLhXEBiaJ1u5MdUjyRQFVVarUaa2trE7H0wsICtVqdRDKOaY5CCkImQ6vZJD725ur3%2B4hjqoMsy8TUOBFFnoxtpmlOjgzmaISAwPNtlB8EIbHX94mO/eaHwyHpVApZUXAch06ngyRJ4Yg8GoW7O03Dtm1EUaTb6SBLoe302vr6NHBjWrim%2BPGx0fM8vvSTPwnA7dt3mJufx7JsGo16SCUYw3Ec0uk02VyOwdgZtVGvc16tIgBn1SrWaMTW1hZqPM559RxVVZEkkdOTUxzbxrJtIECW5HAn9NxKJgiIKBFs22Z9fY3dnV0EUUQURBqNBul0amy3HJoOPrfQaTQaLCzMMxgMiUQijCwrTKy2Q69627ZRVZVUKoU%2BJqCGZNEaMTXG8soKqqrSarWZnZ1BiUQn9ItoNIqiKLiui23bRGMRAgKcsV9XMpFgZI5Ca%2BloFMe1sUbWRKSdSCZQYzHS2SzZbIZCocDR4QGSKDEzM0Or1QoviqMRajw%2BOUyYpkk6kyGZTPL0yRNM0%2BSnf%2BZnJlSOKaaFa4rxIlkURV64epWHnz6genY2WZY7jhNezkxzQm1gvGwe9PvMz8/xs1/9KqIoUq/VMIxQSnTno9ssr6zgui5f/bmfR9d12u0WWlcLuVnRKMViCdMwKZSKHB0eUJ4p0%2Bv12dvd4/Nf%2BAmePX3GyBqFF8mhTr5YoN/rMT8/R6PRwHEclEiEbqdDqVT6MY%2BsEn2th67rYVdEmKrd7/dIJpITA8J2u83B/j66HrpJ9Ht9EskkoijgOqH4OtQxBuOrq4/v%2BaEdjuugD3VyhdzEicJzvXCPFomwsLBAsVDEth2yuQyBH6APh2SzuUkQydz8/CQodzCmkayvr%2BP5HoP%2BIFQolMvUGw02NjdZXVuddl3TwjXFj%2BN5RuJsZZbd3V30sU5vOBxijq1fPM8bh8kaY0M8Ddf1ePjgAT5w4eJF2q0WuqEzOzsTBsZ2u4BAJpNGIByrup0OcVXFcV0KhTyNegNFiVA9q7K2vo4gigz6A4qlIrVaDUEU8AN/ogmUJJnyzAynJyeIkohtO/Q0jUQyQSaTxTRMBFFEjamMRiaD4YBOu8P1mzd58vgx2Vwu9IuPRnFsG9sJSbO9Xo%2BIEsEPfBKJJIauE1NVFDkUUvu%2BjzBevj%2B/GOrD0O9elCQC3wOECZs%2BXywSj6soioJpmmSyWeJxlXgiEQqqx1Y5zy2I0uk0/cGAtbU1%2BoPBRDgeUUKKxefeemtauKaFa4o/vqz3fZ/5hQWuXbvG/Xv3qdfrME5tzuVyofkekM1m6Xa7lMplHMchmUwyGpns7eySyWRw7FAUfXBwSLkcxty3mi0kSaTb1SiXS5xXzwmAbqdLoVQknw/TfyzLIpFMMDJNgrF/VqfdxXMc%2BoMBEFrhvP7GG9Rq57Sb7UnRHY1GJJIJJEnGc92QbhCLTQiwQ32AokTp93ph9mEiTrvdJl8o8PTJE0qlErG4ysnRMdZoFI6HkQgxNUZCTaAb%2BthllXFSUDB5bqG/WZZ4Ik4ymaRardIeGw96rsfFrU0EYDSyiEYiNBoNEuMCJgCe74cuGqUS/y977x0myX3ed36qq6qrOqfpND05bM55AXCRScpiAkhFHqWTfGf5LJ9t%2BWQFy/fH%2BWyd7x7ppLNE2iIpi5RIkZQoCmCQAIIJgWEBLsIudnd2Z3YnT0/nnKor3B9V3SQligLTY1Lo93n6GQA7u7MzqHnn976/7/fz3d3dJTMx4YhzdVwuibXVVQ4fPszE5OToYR01rlH9zeY1aEwPvfVhrl%2B7xtWrV4c%2BPMtRsg9M1MFQyDYh12rEojEktxtd7zM2ZifrhCMRut0O5XKFyckJUuk08/Pz7Ozs4FHVYchrrd4gHAwSiURYvb1Kr9tlYmICfzCAqij0NPvj9ft9kokEuq6TzWaZm5sfnlYGi/JGvWF7BkWReDxOp9PBNAwbFKj1MU2DdqdNOp2mkC%2BgaRqSQ4roaRqlUhFN06jXaozF47RaLRRFRZYl3Ird9AZUiUETm5iYwDANQkGbudVut5memkI3DKqVCs1GE7dbJplM0Ww2cLsVVFVlZ2dnaBVSFAVZsm1K4UgERVE4deoUV19%2BmUg0jOgS8QeDnDlzZrTnGjWuUf1dDazf7/P6H/kRnn7yKbI7O3idEInBkl5RFFu06Ri1S6US7VaLTGaczc0t2wZTqeD1eJmcmCCXy1PMF/B6vdSqVdyKm26ni2VZ%2BLxe2u02Ho8HSRKdkIk8nXYb1aOSTqcpl8pDn2I0GsXj9XJrZYWeY5UZmLFlWabZaGKYhh3wicV4ZhzDMJHd7qEboFqtovU0ZmZmyOVyzMzO0u9rVMoVu3lHo4hOPuPXWPc9dAdU6PF4UFUVC9jNZolEovj9PvL5PJIo0nHkEKZpYmFRLpfpdrocPHiIVrOF1u8zPT1N11HLVx26haZpNJtNBEGgXCoxMzfLyvItgsEgtVqN%2Bx64D6/XN3pIR41rVN%2BsBryqtzz0EBsbGyzfvEE4HKbZaqIqKqZpkkwmSaXTyLJENBqzSaetlq1ncmLPWq0Wjbq99N7a2qRSKXP67Dlq1SqlYml4evF4POQLBdyyTDwep1KpoOs2X6tYKuF26BKDXZOmaVSrVUSXMFSki6JIo9HA6/MiiRKFQp5INMbO9jbj4%2BO4HAW%2BTXFwEQwGyWazRB0ZQtcJjO10u7hwshEdyOBA0R8IBIiNjQ33U4sLiximSblYRBAE9u7bR76QRxBchCM27aFcLjssMiiVy/j8vqEDoNVsOraqBolE0ha3Os1RNwwCoRDT09PcvnULt1smFAxx6PDhbzghj2rUuEb1N05eoijyute/nlKxxK1bt4YnLtO048Jq1SrdThcBOHzkCOtra3ZEmmVRq1ZRPR6bjhoIsG/ffno9ewwTRWl42ye7ZbLZLIIgoGkaumEQjUSGqUSZTGZIirAsy6FI2Cr4arVKNBajWqkMR0ND1%2BnrOqrqoVar2pjqep1yuWyboyVpmOw9iCEDMA2DhsMW63S739DAvV7v105QznhnB%2BHafkdZljFNk6Vr1zh67DiyaNumyuXyUDzabDYRnLfdbhe93yczNYGAQCwS4cUXX2QsHsclirRaTfqGTq9jn9zcbjfrG%2Bt0Ox1e//rXI0rSaGQcNa5RfavSdZ1777%2BPVrPF8vIyPa1HMBC0g1qdOPler8fa6io%2Bn52gEwqFbJ2WplEulRhLJFhaWqLVbNLpdJAlCa/fD5ZFLpcbGpLdbjedbge3bL91uVw0mk36fTtIQ1GUoX1ocGlQqVRIJBKUKxU8Xi%2BG82cN2FyGYTP13W43vV6PSCQyJJ0Oxs8BAWLQqBRVdUznIQSXbUkaMMbGxsbQdZ1Wq4XXSQaKRqMYhkEgGOTG0hJen494IkGr3cYwdAIBG5FdLBQwTXNo76nV6vh8PorFos3pd76WsViMdqsJgkCj0WBmdpbx8QwvPP8CqVSao8eOjmCDo8Y1qm9VLif55twd58nnczTqDQp5O/i00WjYSGJJGqbvAMO9kL3jgVKxiN/n4%2BSpUyQTCba3t2m1WvR6XQ4ePEggGCSfz6N6VAL%2BgC2DEAQMh7M1MH8bhoGqqmiaNkyiHpyCBJcLxe1GlmX7tk4Q6Ha7SI7IFnCQPXWAb7ghFBy/pCSKuBWFmelpm0sWT1Cr1nDLsp0zqShsbm3hdrs5evQoG%2BvrtFotPB7P8M9JJBLo/T61Wo1oNIqqqmxvbeGWZVLp9LB52XmVbnZ2tkkkk4TDYbw%2BH27Fza1bt4lEIrhE11C5LwgCsiyzcmuFtzz0MJIkjhrX97Bxjc6v/0CbF8Cv/8ZvcP78ecYnJlhZXubQoUP4AwHMAdXUaQiD5hEMBtH7faambKPwZ554gi984Qv4nWTnw0eOUqvX8Af8vPVtb6OQL9BqtThw8CCZTIaFxT22b9Dj%2BYa/TygUGn4jq6o6ZMs3Gg0H1mcr/mOxmM2w93jsMdRJ9REcIoVpmnY%2Bo8uF4HyeLkHgxo0lPF4vqqraGY2RCK22LWhNJW02/dNPPYXP7yOVHqder9vGdF2n1W4jSRKtVovNrS0SiQTz8/MgCLRbLRLJBC6H4bWzvYPX40MUXUPoYCQS5fSZU7b2KxQGC1qtJgAHDtqeznf9/u%2BNRsXv9V53dOL6hz023nPfvfS6XW4sLdFoNCgWi8NG4fF4CIVCdoq1zzfE0lSrVRAgmUqiaT07TScQIJ/PE4lEaNTq7GZ3CIVCVCoV2w6jqmhaj/N33km326XkWGQGO7R4PO5kNtq3kpaDiJZEmXq9hiAIQ7Z7r9sd4nAGt4FuWXZ4YBJen2/I2Ld9lDGyOzs0m03CkQiHjxym2%2B0QjUap1%2BvDZX%2BxUCTg9xGORum2uwQCgeHJMxAM4nIJLN9cJhqL4fV6bdyNJKM7qBrDMAiGAmhaH8syEQQXhUKecDiC1%2Bth%2BcZNwtEI1UoF0zAJhoIkEgmefupp3vTmNzv%2Bz1GNRsVR/b0nL8uyOHnqFNMz0ywtLXHixAkuX748tAjNz8%2BztblJJpMhl7cBhOFIxKGqKvj9diiqZVnMzc2xubXJ1NQkiVSK6elpEKBRr1MqFtH69o4skUzYWisHeqgoypBEOrglTCaTzC8skM3uEI1Gh%2BEYCAKag%2BaxsBgfz2AaxlBGoaq2Z3FhcYFQKEy1WqVSLjM7N0u5VCaXy%2BGWZfyBAD6/n2AoxM72NrphkMmMU8gXHF1bAI/qsU99rRaiS7DHV0VFdzIiRVEkGovRbnds90C/T7NhuxMCgSCpVIq%2BI/QNBoNYzg%2BLwX5tIE3xeb2sLK9w9733DBv0qEaNa1TfogYnnoXFRUKRMB/64AeZmZ2lWCjg9/vZ3t5mYXGRYqHAoUOH2d3dpa9piKIL0fW1BbWmaWSzWSwLcrt5RJeLRDJpE1ZNi8U9e8jn8jSbTXK7ttbK7/fbJzyfH1Fy0e12EUURRVHI5fJUKxXC4TCmaQ7DMZrN5nDv5vP67MsAw0BVFDweD5VKhVq1iiSK5HZ3mZ2b5%2BDhg9xauUU0FsXn97Oby1Gv1UgkE3S7XcKRCLIss7Vp77sQBOr1hg0StCx8fh%2B1eh1MW9gaDPipN%2BpIoozH66HnEDDi8Tg%2Bv49mo4nW6%2BESRdtvGY9TKBSIRqPcWFoinU4PU7dbzSaHDh3CrSicP3/OTvseNa5R4xrVK2tehmGwZ88e3vjmN7K1tUU0FmU3myUQCLC8vGyD%2BZzTEhZDRfog7n52dpZAIIBblslkMlRrNba3t1lZXuHo0aP4/D6mp6cplUu0W20KuRyGaeKWZQQXFAtFwpHI0H4TDAZs5LNhILhchIJBOx07laJSqQwRNJJk01G7zvgoCALJZJLl5WU8XtubuL6%2Bzn0P3E%2Bj3sDv99FutjEsk/W1dfq6Tcnw%2BXxDeYeqqoguFz0H8SwILpKJBF6fl3wuj2GYzM3P0e102NzYwB8IEItGbWyQaRCNRG3vp2Gg9fs0m03i8TiWZeJRPTZttVah19NAgKXrS9RqVTKZCfbs3TvyMI4a16i%2B3bExEAhw3/33s762xsbGBo1mE6/HQ0/7mmxBURQkB808GOuazSblchmvzxZiig6xIRgMkM/lbDuOJJFIJMlMTFAul2k5pyfTMO3bRMfjZ1kW/Z6Gz%2B/D7XZTKhZpNhqMxeOk0%2BP4fT5ESaJeq9Nqt4hEIwQCQWrV6jAD0ef10m61yedzNBtNisUiHkUlmU4hSxLtVotavYZpmGSzNnxQ0/r4HcGtZVrohm2Wzudzw%2BYjiiKFQuFrkW/j42R3dmwNmywjybINEXRCPLrtNgC5XG4Y2RaOhDEMA6/HR6Nh0zVS6RS3b93iLQ8/NAznGNWocY3qFZ68wJYUnL/jDtqtNl/60pdsyULP3h8NcMSqEzRhI2bq9Ho9pmdm2NrYRHa7sSz7NBUKh9ENnZs3bnLixAk0TePSpUscO36cYDBIs9Gg7WjBBEEgkUxSKZftxB/H0xiLxYbcrVarSTQao1ouE4qEkGWZYqFkI5J9PhRVIeCQT23Zg0QikWB9fZ1ur4uiqASDQUTnvw%2B0axvrG6iO9UdVFXx%2BP27FTW43x/z8vDPS2o3mH73hR1ldXWXPnkVu375NKpVid3cX07KIRMKoHg/VSoVoLIYoipRKJQBElwvTNAiGQqyvb6CoCnq/j%2BhysbO9jcfjoVqpcvbcudHDOGpco/pOTl/9fp%2Bz586xsLjAy1eu4PX5KBWLBILB4fsNTlGD98/lcshOavRglKvXanS7PY4cPcrW1hbLN5cRRRfdbo9z585x6vRpotEovV6PUqlEqViyqRT9/lAiMUAoS5JErVqjUMiTHh8fMrcEIBqN0Gw1AYFiqUg0EgFBIBIOU8jnCQTtYNzszg472R0a9TqCIDAWjwO2ELVcLtOo1VCcUbFcsqmmpWKRWCxGNpvFMAy2NjcZi8dRFAVV8dhQQ8nOWtxY38A0DKamp5AkCa3XIxQOo/V6FItFAn47mi0UClEsFun1eshutyPnMBAE2L//ANFYdPQgjhrXqL7dGqjOFxYXmZ2fY%2Bn69WH8l82G7%2BL3%2B4ei0YHoc9BsJNFOgW7U6vT1Plubm7glGY/P1lHVazU21tep1euIootOpw2WLbHY2d6xbTDOxcHAEG5ZFqZlEo5EqJTL5PN54vE4gWAAj8%2BL6HIhCNBtt9E0jXazxcTEBOlMZth0XS77UqHb7dJqtWg1myzML6CqCtFoDFGSWL55c4i3SSQTiJKIgEAwFLKZZp2Ojeqx4OCBA7hEEbdboVGvs//AARsLtHKLYCBAX9dxy27S42mKhaJjCO/i9/kxTWNot/J6vdRrNcYzE2xtbXLHnXcOT4OjGjWuUX0Ho%2BP4%2BDgnTp7kkY99jOnpaXRDHzaTAX1CUZQh1UF3cgfb7TaKotiSB1Xl6PFjJBIJOp0u%2Bw8eZH19jUg4jCRLtNu2DOLQ4UOYhsHY2BiNRgPTNIdJRoPcxoFxOp1OUygUaLZaCMDc3DyapnHh7rup1qrouk6vp9HutFBVFSzweb1Uq1Vb9yXZrK9ms8n62jqRSATV4yESjdq8MkGkF2J%2BAAAgAElEQVSgUa/bGBq/n06nY4MLnT1YvVZjY2ODyakpxmJjjMXHWF9bQ5JlAoEAxWLRGaO77OZyTE/PoKgKtWqNWq1GOBIhFI4AJoZh4g8EWFtbo9vt8MCDD%2BLxeEa7rlHjGtV308Ci0Shv/bG38dd/9ddEImGCoaAdh9bpEAgEEJxvMFW1dU6D20HDMHCJIoaus5vNks3uEgwFuH71KufvuIuac4sXCoXQej02NmwSqqqowziwAXY5GAwOA2gHUWoRx8ANsHzjBqIo8tLll0gmUsTGbOFpq9Wm6/Df/X4/bkUhGAoiiRKaY%2BcRJYnNjQ0nkFYjlUrZvPhggHy%2BMLQPhYJBtra2UFWV2NgY9XqdhtOcgqEQ6XFb6iDJsq3hEpwsAF2n2%2BuSiMcJBAJ2wlGlQqlUIhAM0dd1G6HT6bC%2Bus7c3CzHT5wYeRhHjWtU303jGnCrZmdnuXz5Mi4Edra3iSfieD1eyqWSnTmoqojOoj0cieBzmF0DQujMzCy1Wt1O127bqORmo0GxUODOu%2B4iHA7z8pWXCYXDjI%2BPoyoK09PTtNptKuWys9DW8fl96LpuNx1RpOcEvVqWRcAfYHt7i0a9jt/nY2Z2llarhSiK5HI5Ou02HtVDJBohEbe9iAO44sA6ZDjI5la7RTgcQQA6nTbNRpO9%2B/YiSTKGYZ/WdF2nXq%2BTze5gGibTM9N4PF6a7RY%2Br30DqqoqlmmRL%2BSRZZnUeJp6vYbLJdLtdFAU91CrFgqFuHFjiXf87M9%2Bw8l3VKPGNarvoHmZpmkTQg2Dz332c5w4eZLdrJ1VqOs6Pr%2Bffr8/5GyZpkmlWmVsbAy/3z8M2ZAkkXqjjuiSUBX7Bm/Pvr0888wzKKrC%2BPg4G%2Bvr3HnXnXz%2Bc58nlU5jGgZ79%2B2lkC/YH6Pbs9N4%2Bv0hKUJ1Qlyr1ao9Zok2yLBaqRAIBEilUkQiEXx%2BP4V8nqwTiutRVQ4fOWKD/1ot%2BppGt9cbfpyBJ9Lv8zv0CY1GvYHPZ0MAe04Ema7rVCoVcrk83W4XWZLI7dpug0AgMMT91Go1vB4v/kCAbrdLv99H69lJ35IkoWkatVqdp598krf%2B2I/jco0a16hxjeq7al6GYXDw4EG2Njd58gufZ2p62hZh%2Bv32tb9lDXdSuq6jOFacdruFpvXJZDIIgouJiQxdrUepWMLj8bB0/TqyW6bdaiGJMocOH%2BLKlZeZmZ0hu5N1hKIhVNUWlfb7fSzTwsI%2BCfr9fhqNBt1el1jUHuEkUUR2u3EJAs1m0wEa6liWSSwWQ1VVm/xab9j5k87IqjsBGrLs%2BBARwAVaz957NRsNDENHlCSbAqGqGJY1BAxalkmlUkHTNDsSThBwOZcNgB3GYVkICPaI/HWNTzcMLMNw3AM5AsEgx44dGz18o8Y1qu%2BmBsviC3ffzertVZ577jncTgiF1%2BulXq9jOQGq9i2gbZnp9/UhLLDRqNFqdVAVlXKpRLPVZMwxWQuCi7m5Wa4tXafX6zE%2BPs7M9Ay6brK5ucH%2B/fuJxxMIAsMTVrlcptPpkEgk0DSNRr0%2BNGtHo9FhZNlAtqHrBtVqBdntJhaN4vX5aLea1Op1%2Bppmj7FOKhCWhUt00e3Y/DAsC03T7LHONMnt7qL1%2B8zMzNBxlPYDXI9pmrRaLZvo6nLh8Xrsr4sTDddoNOyLArcbr88Llq31Go6rhsGt5Zu86c1vthvwaFH/ihvX6Cs1qm9auq7zH//T/8XRo8eYnpmh3bIlCNFYDLejSxJFmzHVbrYRcPyFPh/dnobgElhevolpWWg9jezOzjAj8dLzz1MqFPEH/NRrddLpND6fh1MnT/P0U0/xxS8%2BQzgcYWZ2FtElMjY2NrzF62t9G1jYaNi2pZ0sel9ncmoSr9eLpmkILjuMtl6rsbm5iaHrRGNjhEMhZLfb9mP2%2BxhOeGwsFrPjy5wm5HdG4k6ni9/nQ3a7uXr1Ks1Gg1A4TDgSHvLGbGqETj6XR9O0IW8sGo0Ob1vb7Tatlo3HVlQFf8BvX3LoOhvrG3zqU59CkiRM0xw9eK/0B%2BzoSzCqb1aSJKHrOr/y679Kp9thbmEBURTxeNQhLM8YQgFtsoJLFNF1nXAohEuwxyRd14lEo8iyzPT0FG4nwl6URHqdLs9evEixVGL/gYMYlsG58%2BcZH09z%2B9YK%2BXye83ecR/V48Pl8wyW27Cjma5UqwVAQ2S1za%2BUWzWaTaDQKFlimSSgcJpPJUKvV2M1m7WRsSSQYsn2Rdtakzu7uLuFwGFVVEQSXndmoKJimgeHs8oLBIJIsUyoW8Xp9yLKE3%2B8nFLIDZBGg3WpTLpeRJIlqrUYymbQbnywjSxLZnR2qlSqyJNOo10mlUgguF3/wrv/ijKDW6MF7hTUaFUf1LXdeY2NjNOoNdrNZeppGo1G3m1MkQt85YYiiaIdJtFoYhjHEz/T7fULh8DdgmAOhIL2exng67VwGTLK9s02tWhve7rlcLrw%2BH1euXHEQN17bZgR02m327NlDq9nEdP5dFMWhF3MwyhmGQTQWZWdnh7H4mE0ldbloN1s0HEKrqnqQZHF42aDrOoFggLHYGC5BQJJEBr1kkFBkGMZQnNrv94nGotSqNSamJm1yqts9vOQo5PP0dR2PqmKYxhDpM2DnNxqNIXhRVRWOHT8%2BMmCPRsVRfS8al2VZ/NN/9r9Qr9eZnZ3FMEzbTOw0qwEny07Btkc0y7Jot9t0u12aDuVUliRKxSJf%2BdKX0bSeQ3fwks1lWVhYZH5%2BnvW1VY4eO0a9UafT6fA//vzPUalU2N3N0Wo2kSSJ2FiMlVu3iI2NYToY6sEN5%2BDvOwjD2FjfQBRF8rk8Xp%2BPVrNBLB5n/4EDGKYJ2At0VVURRdHmyReKNBoN%2BrqOzx%2BwRbdYdr6ixzO8mDAc1E%2BpWEJ2y3S7XWbn5oYcslsrK3Yz7Pft0VKUcLvdRCIRQqGQzfJ3To7FQoGPP/oorVZr1LRGo%2BKovlfNS9d1Pvznf4ZhGkTC9viXz%2BdtLI0TNSaKop2T6JAjBvuaXq9Hp90ml8uxtrbG4p5F2q02e/buGdqElq5f5/HHHmNhcQ9/8sfvp9u2o8Ye/dhfcujwYUSXi4mpSdrtNrFojEQyycrKCmfOnMHj8aDruo1xdhbfvV5veGs4aGzZnR103SC3u8vS9etMTkx8Q2BuT9PQNG1oKm82GmR3dkimUoguEcsyKeRzNvYHexQFaDtatb6m0Ww0iEajhEIhVFVFlmUM02B7a3u48He5RBBst4LP5yMYDCLLMi%2B9%2BBIPvfFNPHfx2eHYOBodR6PiqL6bn27OUv3%2BBx6gr%2Busra3ilu3AVrAR0JZl4ff77dANXaenaSRTKRRZpuXc/iVTSbY2t4hEIlRrVcLhMJZlEYlGSSQSvPiCHfm1uLhAJBalXqvjEkUazSahUJhOq%2BXcvglMTU%2Bzs71NMpXC0PXhjZ8syxiGMQz/APAHAgiAoijDdKJ8Pj%2B8GZUkyfFT2iJVURRxCQK%2BQMBOw8YiGAzh8XjYze4OI9BU1TNMIOp2u%2BiGPhyVPQ53X%2BtrKG4F00H66IZuyyoEgU6ng%2BrxEI3aZNharcbH/uIvyO5kuf/BB4bautEpbDQqjuq7qEAgwN49e9m3fz87OztIkkQ0Gh3uaqrVKj6vl8zEBPF4nFKxiMfnZWF%2BHsFlEyMmJycpFovDtJ2%2BrnP16lUmp6ZwK24ymQy3b6%2Bi9Wyx6M0bNwCLtdu3aLVabG1uoioqYN/clYpFVK%2BXo0eOkEqnGB8fx%2B12k0wmURS7YdRrtW%2B4NQwEAkOqqz9gN1tZdjM7N0cqnXbkCz4a9Tr9fp%2BxsbhNtiiVmJicxO1gr0ulIgcPHRqmElmmNbQntTsdDMPA4/HQc8Suhw8fZn5uDkmSqJTLWEC71aJcKtPv94c/AB599FF%2B5LWvY%2Bn60qhpjU5co/pe1PzCPO9/3/u59957%2BepzzxFPxFlYWLTpDI5HLxgMDoMxdnZ2qFaryLKM4rZPaRMTExw9dozNjQ0OHz1CKpXm8ksvIokSW9vbTE5OcvHiRY4dO2bvk3SDickpW69lWdTrdbSehiRLdLtdjp04xssvX%2BXCay7Q0zS8Hvsk5PX5qNfryJJEKp0m4MgcGs0GgUAARVXodjoEHSROIZdDlCRisSjBUAjV48HtlsnncvT7fcKRiCNONQhHIqiqyubGBh7vgFwh4BJFTOe053a70bU%2Bsbid7bi8vOws9GMO8to2XksOzjoYDKL1NTrtNu1Wiz/8w/fS1/qcPH1qSIIdnbhGAtRRfYd14cJr%2BM%2B/%2B7vcc%2B%2B9dty8LBMIBtne3kZVVTrdLj0nedrv95NMJun2eoyNjVEqFpFkiS9/6cuoqsrBwweH6vobSzcwTIPbt27zr//NL/OnH/ggqsfD2NgYu7tZfD4/4%2Bk0iqJQLpfpdXtIsoQguFAVhWw2y8TkJK1Wi/F0mlA4zNz8HIuLe5icnKRULiOJEolkgvT4ONeuXmN%2BYYFCPo%2Bu60N2VzFfoF6vo/f7BIIB/H4/09MzFPK2VqvX62E5UhDF2WUpqkqr2SQUDNrxay5bVqEoCt1Ol3A4bOdHulwUCwW2t7ftHSJQLpdsdHbZ5oPtP3iAQr5AKBBkZWWFp59%2BmvseuH%2BYP/lqPoUNGpcAWI987GO8%2BaGHRt%2BRo/p7a7Aw/sqXvsS7fv%2BdrK%2Bv22nZwSC53Ry9Xo9AIECr1SIUDlOrVp2gWYtwyNZK7dm7l7F4nCcefxyw8xQnp6bxeFU21tfRDYPVW7ftJtjpOESGDq1Wi7FolHyhMLT6HDt%2BjCuXr5BKp%2Bn3NQqFoh0OOzbGxsYGoiQ6JFSRmelpwtEojXqNq1evMZ7JkN/dJRaPE/D7efqpp8CySGUy9inI7aanaRTyedrtNpmJCaLRKH1NY2VlhX6/PxSrDrA/A3mIYRgkk0kajQbtdttOFgoGabfbDvNepNlu4hJsGYfLua30qCqxWIytrS2CwSDxeBxd11lfW%2BdzT32BSSfz8tVaj/7lI7zl4YdGJ65RfXslCAKWaZIeH%2BeZZ77I7NwsvZ7G9ubWcAFtAaFgkEKhgCzLJJMpAo7h2AJ2szu02y38fj9jiQQer4crly9zY2mJaq2Gz%2Bu1f20shksUye5kiY%2BN4XbL%2BP1%2BJFmmM5BbNFssLC6ytLSEqnqYm5vl8JEjhEIh0ukUyWSK7a1tTCfY4vJLL6IoKunxNPVanf0H9tNsNvE4kgiPx2O/b69HPpejWq2iKIrNxi8VKRbyuN0KE5MT%2BAN%2BPB4vlmVbfAYNe0BjHeRHhkIhxuJxPKqC263Q6XTQ%2Bhpej5c9e/cSCYeHpNf0%2BLhNiNU0KuUKgksYpmy/%2Bw/%2BgL179zK/MD%2B8SR2NiqPGNapX2rxcLkRR5P4HHuCF51/gpRdeJByO0Gq1iMcT5HO7w4W1IAiIskQ%2Bl7N3OJqGgIA2oEwYBs1GkxOnThII2Gk8g1NdpVJhdnaO3d1d/H4nqszxBbY7HSzTRJJslE0wGHQiy/IU8nk8Xg8vX7lCLDbG7Nw8s3OzSC5p%2BHtsUqqLi1/5CufOn2djfZ2d7R1UVeXc%2BfMkkglM0%2BRf/NK/xOvzcfzESfp6n067w9raKl6PF63fR1UVvD4/jUadUCRErVLDtCz6/b6TtWjRaDRAAEmSEVwC6VSaPfv2Ui6Vkd02YULTegiCC9MwWVtfJxAM0Ol0EASBO%2B66i6Xr14nFYnzwAx9AkmTOnT%2BP1ushvsp2X6PGNarvyenrNRcuEA6HeO973oOiKLTabTKZCVt0KssoikLd2fVYljVcWtdqNSLhMNMzMzRbLZseIUk0m03279/P5cuXmZ%2Bf5%2BXLV5iZnWZna4d4PG5z8GWZZqNh0yba7aGqXXfU8oJgh7EeP3GCjY0Nbt1a4flLz1OvV5GcdKJms8k9995LPBHnq889RyQSpdvrsmfvXm7fvo2hG0xOTfHwW9/G%2BPg49953H%2BfOn%2BfQkSP83M//POVKmZ2tbZqtFttbNqM%2Bl90lmUohCBCJRBFFkb6mERuLUSqWhqeowU1nNBqlXCozMztLKBii3W4TT8Rpt9oO3bVHr9ej6Sj9S6USqXSaz3/us3TaHS7cc8/oxDVqXKP6ThqXruscPHSIdDrNZz/zGWRJouEQJHTDwCUIQxtMrVZjamqKmblZFFV1bhNfsnc%2BsozbEY0WCwVcLoFUKkm73Sa3m2NsbIxCoUB6PM3G%2BgaRSIRmszn88w3DIBgM0nX0XJqmoes67aZNprjrNXdSLlWZnJwgMznB%2BHiG5796iZXlZRYX93L5pRc5eeoUjz/2GMFgkCPHjlIqlbhw9wWy2Sw7W9tMTE6STqWIxxMcOHCAn3r727lw4W4W9%2BzB6/WQTCSp1%2BsoboVmo0Gn3SYcDrO2ukY0GrV1WZaJ1%2BPFAjvtCNja3Bwu6zudDs1mk4ZzeylJEpVKhcNHj5DP5ZiemkKUJD796ceJxxMcOXp0tJwf1ai%2Bm3rqqaf4hX/8P%2BFWFDrtNqqiIDgkh3jCJpH2ej0ATNOk3%2B8zNzdHqVxmYmKCXrdrM78E6Gs2tXRxcZGVlRUCwQCGbtBo1PH5/EOkjKIodLtdAsEAsWiMjY0NfD4fPscAXa/V6GkagUCAarlMJBbl8OEjFIsFTNOikM%2Bzvb3Na1/3Wi5fvoKmaWi9HuFwmBOnTvKOn/1Z4vE4a6urbG9vc/c992CaJpsbGyiKgsfjxa24h%2Bjo7e1t3G43169do1yu8NVnn6VcKbO1uYUsywBEo1G72ZoGbrfi4HwO0HRCNQZRaMlkklsrK7jdbsbGxpBliVarTaPRoFarMT8/z6cefwzF7X7VjIyj5fyovqdlWRaTk5Pcd//9vPcP3m3TFRy2VSAQsM3J3S6aE3sfjcWGo%2BN4JkN2Z4diqYTb7aZSrpDJZJxQ1i6aptHtdIekUk3TcA1u/ZxGOBildF3n%2BPHjaJrGrVu3MEyTQ4cPs725SV/XGRuL88wzzyCJEjdv3CAciXDXhQtcvHiRXreLR1W5/7UP0GrYp549e/Zw%2BPBh/IEAG5ubPPPU08zNzxOPJwgFguiGjtfjwbQs/D4f%2Bw8coFavs7i4h6mZKe56zQXues1dpNNpQMDvaMsajQa9Xg9D14mPxelrGp1Oh1KpRLvdJpVMUq1UCEcimJZFr9ulXC7j8XhsWqvfz7Vr11iYX%2BCIo3d7NcgkRqPiqL7nY6MgCMQTCcbHx3n8sccRRXHY1DptO0HH7XZjWhbdji1v8Pv9VMpldMMgFo3S1/soqkq9WrVtNA51tOecggACwSDhUIhcLjccQzVNQ3bLw5u2bDbrhG9otJx9m1tx02q28Hq99HoaqXSaYCjI8o2bpNJpUuk02WwWWXZTqZTZ2d7h9Jkz7N%2B/n%2BWby1y4cIHlmzfx%2Bnz4fD76/T6BQJBQOEwoFCIQCNDXNFTVQzKVpN1s4w/4CfgDwxzG19x9gZnZWSzTYiw%2BRqvVZntnm3qtjuByEQqHSSWTdLpdexR2uWg2G%2Bi6AQJ4VA/VapVAIIDP5%2BOjH/0ov/S//etXjb5rZPkZ1fetef3kT/80H/nonzvoGNWWBIRDlIpFOu02lgPgU1TFVrbLMi5BYGtri2ajSaNWQ5RlEvEE4UgYRVEIRyL2/khVaDabQ8vRoLHFE3G6nS4zs7NEolHm5ucQXAKyJOP1ehnPZFAUlcnpaRAEfH47gqxWqdFstbh69WVWV1c5eOgQpWKRWq1OpVKh0%2B4AUKmUadTrvP0d72B3J8tffuxj3Ly5TDAU/AYztMfrJZFM4Ha7CYaCzC8sEAwFabVbvObuu6nXaqRSKbo9WxqSGc9w8uQpDh06hCRKuFwCG5ub1B2el67rpJIpAn4/hm6wsrJih4c4O7xYLMZ7/uDdrzppxKhxjer7Njp2O128Pi9er4cDBw8OqZ%2Bak7ojusRhIIWmaczNz5FMphiLx%2B2RqlEnn8tjWRbxeJxQOESz0cRylOmCIAxzHXudLqlkkvW1NdZWV9G0PjPTM8QTCUqlEpdfeomd7W1euHSJYqGA6HJx4sQJFFUhlUpx6vRp4mNjXLx4kVwuh6IoiJJIt2d7D8fHx1lZuQXAhXvuBhOuX7vKlcuX/1bTKOTz5J2wDkEQqDcaSC6J/G6Wuy7cjaqqPPDggwQDQWJjMXS9T7fXJRqLAOB2uxFFkfX1dRLJJNFYjLF4nPT4OL/3znfy2te9FskRufb7faq16qvu%2BRoZoEb1HTemwSnr679hL1%2B%2BzPv%2B2x8RHYvxi//rP%2BeP3/9%2BotEYl756CVVV8Pl8lEqlIdeqVCoBkEql7HToYJBarYbP58Pr9SJKIuFQmO2tLSzLIpFIkM/nHUSMaxjkKrsVSuUyXq%2BXaDTKjaUlO7HINAmGQgSCAZuaWq3R7/fZ2tpic3PT/vtbFru7u0iS5IyyJt1Oh0gkwsb6Ou12G5cosrx8k%2BMnjuP1ejl05BCKovDoI4%2BgKAqZiQl8Ph8vX7lCMBQiFAxx6vRpuyn3evT1PmfPn%2BfG0hIzs7Poep9EMkm30%2Bbo0WOsrq5iGDpT01MIgotHH3mURCJBpVLmpRc3OHvuHIau8%2Bgjj/CnH/nw3/r/MWDuv1pqtOMa1bdVA2SM5GQrfvITn%2BDRRx7lo3/2ET79%2BOMUCgW8Hg%2BpVArTMvH7Aw5Uz6Ld6diZhx4Ppmni8/mGiTiHDh9ibXWNZCplnzhcLiqVCvGxOPVaDZ/fTyAYpFavIcv2%2BFer1dANnYXFRfr9PsdPHCeRSCLKEnNzc7b5u1Agl7OtSPF4HM2x6QwQOH6/nzPnztk8rVaLhfl52p0OvW4XlyhSKpU4ffo0oXCY1dVVDh0%2BjCAITM/McOnSJVLpNKu3VxmLx2k1myRTqWEALsC1a9eQZZkTJ08OtWabGxs2akcQWF1dY2ZmmnAkzPb2Nr/8b36Ff/SjP0omk%2BELn/88nU6XYDDI7u6u/XWXJb763Fc5eeokPp8PwzBsc/erpGmNdlyj%2Bo73WLIs85cf%2BxjHDx/hyS98gfe%2B%2B90cOnyEQCDI%2BPg4Bw4d4sknn%2BTFF14km80SjkR545vewEQmg8frHQZK1Go1goEAlmVx9eo1ZmZmaNTrdNptOwE6EECWZRoO9yufyzE7M4ssy2iaxoW77x4STI8cOUI6nWbvvn28%2BS1vIZ5IIIoimq6TTCXpdrssLS2Ry%2BWIRiL4/f7hUv8zTzzB2toaPq%2BXlVu3UBWF2FiMYqHA7k6WTrtNwO8nMz4%2BpK12u13e9OY3U6vV2LN3D1dfvkrI4YsFHbvTC88/j8fxZgKUiiWuXb2G5JZot1q2XAT4sw9/hEa9wflz58lkxlFVlYcefpivvvgCJ0%2BdpNlsYhgGoXCYQCDAl7/4RT78oQ/ZJw8nsGQ0Ko5qVF93uhrcDGazO7z0wkt89rOf5dOPPUalUiE9Ps6Lz7/AHXfeiWWZ7Nm3l88%2B8Rnm5%2Bd5zYULrK2tcu6O8xi6gWHoeDweJiYm8DnN6%2Bq1q7YhOpGgVquxurqKLMv4fP4hS%2Bv27dtMTk3R7XQ4eOggN2/cZDwzTnZ7B1mWue/%2B%2B7jv/vtxKwpnzp4lmUwC8PBb38pnnvg0oVCIra0t3G6FWq2KS3Cxs7NDvV5nYnJimJrdarVtNHQsRjAYYHNzi5mZGdbW18lms5w%2BexaXKFJ3otH6Dlf/2PHjPPHpTxMKhnj6yaeIJ%2BIcP3GCz3/u89z/wAPEYtEhzVTra5SKBUrFEoePHkE3DFrNFgcOHUT1qFxfus7y8jKHjxyxEdDdLu/74z/mIx/%2BMH/4nvdy8%2BYN9H6fer1O2RmxX7U/QBkJUEf1TarvhKb%2B%2BUc%2Bwgf%2B5ANgWdRqVRoNm/hZqVQ4cfIk99x3L%2BFQiBs3bjI%2BnkYQBP7izz/KT/z0TxEOh1m6vsT21iahUBhREvmX/%2BqXkGSJQqFAtVLld377t1lfW2Pv3r2srKwQCofpdbvcvHGTscQYqqqSSCQxdIN8Pocsy4QjYdLpcf7xP/mfWVhYQFVVAoGAvXszTfg6aUCtVuPlK1f4F7/4i2QmJgkEAizfvEk0FqNRt28OZ2Zm2NraGmY0Nup1fH4/qseD1utx9tw5fv%2B/vItPffKTHD9%2BnEg0ys72NjOzs7TbbT75iU/glt2Iksjk5CSGrnPk2LFh9uIAcbO5sUEoFEKSJHZ3czz37LPoep9nLz6L12ubtSenpvi3/%2B7fDX9oDMIzKuUy73n3e/it/%2Bf/5sjRY1QrFf7q04%2BTSCReVc/lQIA6GhVH9U1LlmV%2B/OG38tu/9VuUy2UEQaBcrti3e6EQv/t7/5lUOo3X46Veb/DsV77CM08/wyc/8Qne/jM/QyKRoF6r02636HZ7lMtlxsczJFNJYrEYi4uLNBp1NjbsE8329rYtogR8fh9vefgtzM7Ooaoe6vUam1sbhEJ2U/P7/fzeu97J2bNnicfjw6YFtgH860enUCjE%2BTvu4NJLL3H/A/djWuYwLajtLOBv3rw5RM4kEglcokitVsPlxK49e/Ei5XKZM2fO8sEPfBCPx8PG%2BjoNJ037yJEjw8TtSqVCbGyM69eu2bgal4tcLsdXvvwVXC4Xk1NTpNJpdL3PwuIC/b69kI%2BNxdANky9/6cvfcOkxeBuORPiVX/tVPvXYYwQCflrtFh/%2B4J8Obkpedc/n9285b1nOi9Hrh%2BhlmXZO4r/91V/j4le%2BQigYJBAIcGNpCVVV2LdvP4lkkk6zxZ133cnv/NZv4RIE/H4/586f444776TTbJPdzdJpd%2Bj3db749NOYWNRrdRYWF/jQn36In3n7/8AnPv5xDuzfbzPgc3ks0ySfz9PtdPnSF79Et9PB7/OzvrZGIh6nXC7jEkV2d3OsLC9z14XXDEdKLAvh7/q8AF3TuOOuu3jbj/0YbSd5qOEo2GdmZ5FkmUajYRuZUyna7TaCy4XusLYeeutbSaVTXPrqc5w5e5YbSzdIpJKEggiLdhsAACAASURBVCEuX77Mfffdz3PPXmRyaornnnuObrfL1uYW29tbqIrC3Nw8k1OTtjyiVsMlijz5%2BS9Qq9XY2d6i1WozOztDtVxhdnaGzMQEmKbzOdhpRIZhMDExwU/%2B9E9jGfbX6s4778AlCAgIP2DPkjVYin5flvPfv8YlCKPXD%2BHLcAkUalV%2B8zd/k6n5eV546TK5UpG3/uSPIyoq27ks9zz4IFeuX%2BOv/voxvKEgJ86eZX7fXiyXi62dLIJbwiVKfPniRRrFEjNzsw4rXmFra5s/ef/7OXX6NO1uF00WUVSFRqeNNxig2%2B8jut1EEnEslwvR7cYliQSjUVKRGKIkUa/X8Xg8PPfss7jdbubn520D82BE/BsvQRC%2Bwct37o47uPD617JbKpErl6jnC/R6PVyiDfXrab1h6IYkSWiaxpkzZ5mZnaFaqaKoHk6cPMH1a9fJTGQYz2R44tOfZmFxEZfLhd7X2dzcIBwJ0253OHvuLF6vd5jAvbxih91ev34dUXSxtbWNhY3CmZmdJZnJMDsz87c%2BD5fLNWwEZ8%2Bd474H7kdyqKo/sM/U9%2BlW8Xu/nDctcAl0Pv4E2qWXEeTR/v%2BHpewfkhbbW9s8uFVH3LnBYXeM8USC/qefxVss4FM9qH/0Md4xPcW1isnpM4cpX1yi3WigeFSmEIglxvjcU08z3Wrw5aiHk3edZ3HPXp69eJGVW7d43etfz%2BXLl3FXG7zN8NHodWi1TVyVGsFIjEa7i%2BQC05TRul36gox0K8czUp%2B%2B34vH4%2BHFF15geXmZyy%2B%2BxB//0fs4tXc/Py%2BEMIRXNja5LYv/3ZPihdR%2BfrN7hZ1WA5eTy%2BgSXHbobThMLpfDtCxWVla4%2B957OH7iOC%2B%2B8CKTkxPkcrsAqKqKPxDg4KFD3L51i9m5WSKxKI//9WOEQkGW9%2B4lFAphmLaUZGtjky9/%2BUuEgiGuXr2Ky%2BVi%2BeYyhw4eZG1tnelHHqP/xau0TYMf1vtCq6/jPnkIz5seHPaEH%2BxbRcsERLp/9QVaf/RRBI/na%2Bf1Uf1QVEaU%2BGV3AEGwhY3G7QqiKOFyBTHrJla9TH8px3FJovdnT7Ag2dx3y7KwsDANk0MeD5IV5tpmk/du71LQOiRiMVSfjz/7yEd4%2BKGHySbilGoav3BNw2f6MQAz28MluOxrI3sAsh8fl8q/QuUX9DqX9DZh1cO%2Bffu4cuUKp86c4S8%2B9wS1YIIf/8wVvIqC8Ar2PoZuMC1LfFCSeV9I4iNiGzPoQzZMJEliZWXF1poJArdu3%2BLJLzzJiRMn8AftnVqpVCK7s0N6fBzTNKhWKiiKguA0vje84Q38zm//v2QyEyRTSdxuN7LbTbfXZWwsjiAIzM3NsbKywoMPPsj25iZdw6D52Wdor9Zoij%2BsbUvA6nTw/dzb7Mbl9IQf7MY1KMWN4PUgeNVR3/ohKwNoWc5%2BRQAk0VmAGQyOAILqRrcsBK8HDb7hh5OAQMMysIBpxcc/e2aFX0lCDp07Fha4tbJCqVKmkisQ%2B5m38%2Bvv/xC/drWEx%2BNF/GbfrAJYWAjAu1oB/qPi4oOtKgd7GkG/n0tf/Srj6TRLAR/vum8fv3JpB8MlIFqv7OFvWhY/0xS4Dw/vjAe5RA9VN5hfWKBaqeDxeLi9cov1Pavcfc/dJJxQjdOnT7OxsUF6fJxMZgILC5/fT6loOwO6vS533f0atre3KRaLuBU3%2B/fvZ2tzE7/fT7lUolQuUS6XWLphUMznmZ2apP3auyj/10dRfaEfzlBYwXkp7u/bh/j%2B3SoOlvOm9XWL%2BtHrh%2BUlfN3z981eg/exl%2BL2YnzwGvyaC%2BhbJlFJ4d0lheM1jWs3b7Jv3z6Wrl8nFA7xO//hN4mdOsZ/euNxiqaGKAjf9OO5nLcW8H/0/LzPjLO0vYllWhw%2BcsS%2BvSyWUfbM8RvhPnHDsSW9ws%2B1I1hEBIl/t1zn3jaIXlsKYZomhmFw5fJlrl67BkAhX6Df73Pg4EGeefoZAPYf2M/G%2BgZYFguLCxiGwZmzZ3njm95EIpmg1WoRjUb5b%2B/5Q4LBEIVCgUuXLiG6RE6fOcPuzg79fp8bN5f54ouXaEyPIxjGD%2Bfz8/Xf8z90jWtUo/q6q2sX8C49yht2mmy8eIVsucT58%2BeYnp7m4sWLTMQTvPPMNP1%2B/%2B/d67SwOGu6eWRb5Kd2u7z4yb9mN5vj5s2byLKMeuIQX9QayN/mhsgFuESRd2S7LEYTNB3PpGGauBWFft8%2BW95evU3ZoZeePn2aatU2OddrdbxeD8VCAQSBZrNJNBLh5MlTjI3FiEVjPPS2h/n4I4/g9dij7u5ullarxeTUFIlEAp/XRuaU8/lRGOyocY3qv%2Bui1nnQGlj8856XdwtJFr1B/uTDHyYcjZCZyFCo18jqGu%2BTO39vu5GccdYtCPy8FeD/06PUzD5nT53ik5/6FJ50nMuZsBOL9u0OChbjpoufeGkTzaOgdTrUqlVazSYTmQkAFhYWWF9bt/eBkxM8f%2Bl5u0FLIltb24xnMmxvbdnJP8EgrVaTVDpNdCyGruns3befUDjEysoK99x7H6qqkkolEQQBSZJIJROYWh8YNa5R4xrVD8TD1hQsJkwXj7TCxFoam7dXiccTPP7YY9x3zz1cu3CUHXSMV7BGsYCqYJLpg%2BV28%2BILLyDLMvndPDcmY9RcFuZ3sJ5puwROti1ei5eZA/uHe6aNjQ3a7TaHDh/G7ZbRdZ1MJkMoFKRSqXDo0GE0zT6VVSsVLMui1WqRyUyQSCaoFMskx5M8%2BLoH8Xp9vPHNbyISiaAoKpmJScLRKJLbTWJyEtfUuK3jGtWocY3qB%2BcEFrAEe5mtemzuVCLBpz7xcYKxCB9MqYQE8e9tXgCiBQVJwOPIblrNJsXsLi/LFnURrO/g0CICTcvkn7TdNBtNJqemMAyD1dXbw8iw1dv2P%2Bu6Tq/bJRAIUKvXaLVatNttfvynfpK11VUHeZNBdIn4gwEbuxOJEYlGyGQyqB6V%2Bx%2B4n3arRbNR58DBA1x6%2BWW2%2Bh3E0aj4A964XAKCqiC4ZQTF/a1fqjJ8XyTx%2ByJyG9X3twSgh8UJ0UehXmMsGmVufp5Ot0vu1iofbuYo88o0TAYQNyHQ6Q8xNcVigaXLl7kp6EjWd3apLVoW6Vaf%2B6/v4FIVQqEg29s7Q6SPKEkYuk1ybbc7FAtFxsbGALhy%2BTKyJOPxeOh0OliWxczMLCsry/h9AVqtJgcPHqTVarFv3z4CgQCnz55hfDzD6uoqi3OzuLva6EH5gW9cFljtrv1Im9a3eJmY7Q5WvYml9UE3XpU%2BrX8IVRUs/n3DzR5PkFyxQNzxNi7fukUqEuVpoYvnFbQuEegB/%2BeuyWa9Bi4X1VoNv8dLwTJw8Z2rcfpY/FPNy51bVSYmpxAFgVrVzmaUJMlmwHs8LO5ZZDe7QyAQIJVK0XPGRdEl0ul0ME2T2FiMY8eOcf36NRLJBIqqkkgkiMZiuN0KiWSS/QcPsr29Tcc08f3IPbT1/khJ9HfUf3dZu9Xt4f2JNxD5r//h2/p9ZqP1/7N33nFylfX%2Bf582ve1sr9mS3kmjBAJSBURsiKKCCl7rFRsX/VnAjt6iCOgV9aqABUFAehNCkGaAJKT3Tba3mZ0%2Bc%2Bac8/z%2BOLNnd0mhhXtDMo%2BveWF2d06bZz7P9/t5Pt/Pl%2BK6zeTvX0lh5XMU129BCvrLQPYWGRowgsV1PRZfKw6xUZE5993vYtXjjyNLEpt9Cu9KQeFVhF0KMNtUuT7h4R9tdawcjhP3%2B4hkJknPXteIy4Jvjmpc2DuAPxhg544dTJ8xg2g06pj3%2BQMBVq9eTVvHVNo7OlizZi3ZbJap06c5FjRV1dXMmj2bDes34HK5kGWZ4eERKquqiFZGSSQSLFp0DOFQiGw2w558nhn3P4PXFGCa5Qlz2EVcioLZ3Ufh8WfR/7kWff1WrHjCBqfYKIXn1qI//xL66nXoq9dRXLcZK51BDvhwn7iE8A%2B%2BQtWDvyV8zb8hkikkj/vNBS9VKQkyy%2BON8lxuJBRF4XvDMu/Y1MfQw09QlS0ypaMDyzBekxxAR3CiGuBLa/s4Rw7gVzWWWBpF6Y0Bl0vAiCK4MC7YkR4lnUzZ6a4kkSw1vq2qqqKiIko4HHLuLp/LEQ6HWf3Pf9o9JUtNPRRFoau7m3Q6zfwF8xGWxfbt22ltbUXXdZYsXYpRNEgKk9hpy5AMo0yHHI4Rl6Sp6C9sYOSiy0EIlPoaav5xGwC5v9zH6Nf/0wajiTssehF1Zge%2Bj74Xz2nLUdubCXz2I7iWLWDojI/YkZfxJq1SRnn1O9QApkkSF%2BY0PpIVPFTh425NZVq6SFF79XnemIjULSuMRDwc0zNC1Ai/4VRLwl4HT9FVTt7ZS%2B/IEAAzZs5keHjYibq6u7pIJBKEw2GqKquIxWJEKytpbGyiu6uLmro6LMvijDPP4A%2B33IJb02ieMoWp06ZRX19PT3c3wXCYurpaTGExr6mF7NSZcPvfEeEAUnneHYYclyTZUYymgiyPF2QqMpKm2oXa6vhLCvoxOrsY/exVxC7%2BErl7H7NXx6XzqbrzvxHJ9JsQGcpgWlT%2B9RdU3n4DktcDSjnyOpQAZiCwNJWXnnyK81wR0sJ6zQeRZRlzeIT/MirGVf6HALwkIbjK00DPQ08AEIlE2LZ1m/M3s%2BfMZjQeB%2BCkk0/i0UceBaCurpa1a9aSy2aRZRnN5WJuqcFsPBazjQIVhbb2dlyqitfno7mpCVXTqJ3axq4T5uApE/WHKXAJYUcyhgmlkNrOFS2EYSIMw/556SUKOlgCuSaKsW03o5%2B/2gEv99uOJ/DZi23y/lCOookydQruExbhXr4EuSKEVAauQ7d2AUgyo7EYvypEMCzrNU9OGcgj%2BI9iBTlhHXJiu6DrnN7S4YDkmH7LsiyWLlvGAw88YF%2BHrKDrBUzLZEprKz09Pfj9foQQaJpmg7RhYBgGyWSCdCqFYRi43G76%2BvqoratDUhRiXb2Ii99NIp0uS1EPS%2BB6vcO0QFEQ6RzJq6/F2NMDQOCzH0apjh5iLkogKfIkrC1Xjx/aYSF4r%2Bmj3VLHwex1AGBCsg75F10AtbLGxthQaU01SSaS5HM5J12sqa6hWCxiWRYfufgSXlj9AgCLlyyhr7fX4bgWL1qErhcZGhoiHhslHA4jy7Jd6jMyQsuUKba982A/2%2BLDiBMXlymKIwq4HKZOobhhK9k/3m1PjsY6XMcdY/NiE4nNUg89azQJioJcU4XS3IDSVIdcWYHIFxCZ7GTvIMvCGhnFGoohMrnxiZxMY43EsYbj9n9jo/sqnWUZUdCxEmmkgB%2BlrhqlpRGlvgYp6MdKpqFYJl8ng9dhPM08biqfXUemqCMjcfa55/Diiy%2BOswmqQm9PL7Iso6oK6XQK0zSpra1l167dSCW/L5/fT3d3N01NTYwmRinkC8iyTHV1NdHKSvRCgZaWFlpaWwnU15E7bgGmKKvoJ30WRwZBIpCrK0n9x68IXfEJUFUC/3oxuTseQgoH7NVKkhD5AkptJeEfXYlr3kykUMAh/kVBxxwcIXvzHWT/dA9SKAjFIlJFmMrrrgYBSku9c8qKX/8AEUvaoZdpYeXzpH58I9bQCMgykqZhDcdwnXoCwc98GGVKI5LXg%2BR2IYpFRK6A2dlF8rvXU9y2G8njsiPI8kp62A5FkhjI5%2Bjt7mZaWzsAXo/H%2Bf2cOXNIpZIABEMhIpEI2WyWaGWUzs5OpweiJEmcdvppdHbuxuf1EYvFCIVDdlF2NEoymcTvD9DfP8C01laeGxjkbUEfLt1ELpcBHUHANZa7WRa5ex/D%2B64zcS2ehzAMZElGYCL0Iu4Tl1D5l%2BuRNM0m2wGRyyO53YBAndaKe/li3MuXEL/8O0iqijZ/Jt73n2uD34TU03PK8ZPPLUnoq18i%2B4e/IbldmCNxwt//MsEvXmpHYrIMQiAKuiPZ0Ka34jn7FGIf/zdydz2C9Cb6F5XHGx95CZZlBZZr/HNqbmmhp6eHxsZGLCFIjI468yEWi6HrOuFwGGFZ5HI5fKXWbBUVFdx/770cf8IJ5PI54rEYFdEoo6OjyLLMyMgwsZFhKiunUzNrOoMLp9P63CZMSXpVJonlBe4tA1wWkstF4anx0N29fDEinwdFRm2qo%2BK6q5E8bvS1mxg666N0qdPo9k2jS%2BlgcPkF5B9aBZaF7yPvJvCZjyDyBfL3P87IRV9g5KNXkLzmF86xkz%2B4gfilVxL72BXEPnoFIx/4PPk7H7bBxzDxX3Q%2Bgc98BEyLzB/%2BRv%2B8s%2BmSW%2Bn2TqXbP4eRD16O0dWPKOhE/%2BfHaPNm2GljeRy2o2hZtLv93PPg/YBNsDc1NxMbsS1u6urqQJbJ5mxK4bjjjiORSKCqKoFQkHQ67QATwIKFC8nlC1RVVtLdY/OzkUiEqqoqgsEgrW1tPP3UUxBPMnzpexgdtZtslMeRBFyWQHJp6C9uGA8np7UiDBN0A%2B8F56BMaUSkMwyfdQn6C%2BtRaqtQGptRGmsxdu1l5AOfp/DEP%2B1Q/wsfQ/J5kIMB8g%2BuJH/Po%2BRuf8A5dubmu8jd%2Bzi5Ox8hd/ej5B9eZe9%2ByjJSwIfvI%2B9CcrvI//0p4h%2B/EmtgCKWxEaWxGTkSJP/ASobPu8wBK/8l7y3tu5f5rsOZfwuagmCqQFfnHgzDIJfLkRi1ZRCapqGqqiOLcLndbNm0GYCAP8BAfz%2BpVKpEndo9FGMjI6xdu9bZTBhzl6iprcU0LVpapiArMrUNDTzQFiVUphOOMOACkCWs4bjzT8ntBllCpDO4zzzJBpxf/wUhYUdGlmWXU5ilVE6SyP71ATAtJI8Lbc50MEwkd6mw2zvOZ0heD5LHheQt/c7ttkFHkZE8brSFswFI/%2BIPSOGgrfkyTftlCSS/D2PTdvTV6%2BxJP2c6UsB/yJsKlMehRC4Ly%2B2i/9a/kTLtTtaapmEJgWVZeLxeZkyfzvDwMKlk0i7tKVESFdEKXG430Wi0xC4INFUlGPBTW1tHJBJhaHiYbDbrnK6%2Bvo6Fi47BErD9pfUsvPrL7B2Nl6URHIG2NpMCFo8LLIGQZUQ6Y/MUj/wDyeVyeAgkyQYLWUJSFcyeAUShYO86RkOv3fO7dFyRLyDyBfSnX7A5rYktm%2BRS2yyvh%2BLWXfZ1%2B9wl3q08LQ/buQUUZDh2IEVXyfU0GAwSjUbJ5/NIQCqdtrVdpXnj9frYtm0b1dXVrHp8JYFAwGkU63K7kRUFr9dDLpcjVWq7Njbncvk8oWCQRGKU6bNnI0IB8svmlVX0RyJwTYKZXB4sCznoJ/GVHzJ05iXoazfZljimhcjlEdkcIpVFpLNY2Txm7wCiaICi2BHQawUu08IaTRL70BcYXHEhaKrd965o2OeaeL58HrOrrwRcvrKg9S0AXIYQtOvYu8eloblcCCGwhKC2tpbE6ChDQ0MYxSKLFi8imbBrb8857x3s2L7dqcFUVRXTsuxejoUCw4NDGIaBZVlYlkVbWxuyolDX0ICqqZhujdzxC9ERR72C8IhqeigsC7W2ajyyz%2BadEMzsHcDsHbCjoYKOe8VStLnTQdOQAz6EZUE2hzpzKnLAV%2BrG%2BzqinxLQFTdsc9ILqTKA%2B4zlqO0toKrIXg/CMBCjSbwXvdP%2BUihlT8e3CnghwJUYLyvr6%2BmhqqqK0XicxqYmamvrKOTzJJJJKisrCYVsqUNzczNPrlrFtOnTSaVShEIhZs6cyc2/v4n3vu%2B97N27F1VVkWXZATdN05g3dy6bNm2isb6OkZOXYvz5QRTdOKodUo8c4JIl0A20Y2Y7Pyqu2WRzWWNgdexCgl/7NO6Tlr4y%2BFhvYE0rNcD0vu9sgl%2B%2BDLW16TXmuOVx2AKXEKimSXb9ZvpPH6ausor5CxYgSqkdwJy5c1j5%2BEpmzp5FsViksrKSzt27mTtvHqqiks1k2LZlK4uXLcXr9dIypYWNGzbS2t5KOp0mFArZpUFCIEkS4UiEwYFB2lpbGWquI9lQSe3eIXuxLQPXW31GyYhiAc/Jx40D10tbUOqrEQUd79knE73lJ87vsrfdT/6hVYhECpErmRgicJ2wmOAV//L6caTEX4WuupzAJz9o42A2R%2BbXf0F/bo0dBRpFO0svFAh89dN4Tj2%2B7CP2lgEu8FqC1LrNJFJpaqOVRCsrWb9%2BPU2NjQghCASDkxTx/kDA%2BXgVRSabzTJ/wXxiw8NUVlVRVVWFYZjoBZ2aGj%2BpVAqXpuFyu%2B2uRR4P6UwavVikJRBm83tOp%2B1HN5HSZGRLlIHrLR/DC/CcfTIA%2BYdXIXlL3lyyTOTn37WLtFWVgWPfhbmnd58oR%2BhFpGDAVtLLryN1k2w/AtfiuTZomSbF3d0Mrbhw3/IjwIon8H743ZNSzPJ4C3xpZAXXrm5efPYZZrS2OjRFOBLBNE3bHRVb8uDz%2BTAMg2w2QzwWo7W9nZWPr2TFySuIVlY66WBNTQ3xeJxdO3fidrsJhcL4AwHnnK2trcTjo4R8XmrPO531376B6e4ohnV0av%2BODGJFkrCGYgS/9TkHADI33Ynk92El03jfd46dMqoq8U99HbOr3ybo90nxLJS6Ktvb/rWGXKXdQpHL47voPPs6FIWRd37C5q9eTrxLEqJQQJ02pZwqvsWGKUtMHc2xc%2B24ZrC2tpbh4WEHtPx%2BP/mSENXmrRRGR0fRNA1Jlti1axeqqmJZFnPnzaOzsxO3x4PH40VRVCxrvDwIYM6cueRzWYbjo9R5/AxfdA5aMnPUfgZvfeAqlfpos6cR%2BPj7QZIwdnehP/UCKDIiX0Cb3uqU0xSeegFJ0%2Bydw/0MpaVxPILb51wHTg9FKg2yAtk82qK5NpjGEhjbd9sasZfzEUIg%2BXyoU5r2G42Vx%2BE7LKAtZ%2BLb0%2BtEW26Ph87du51Ia%2BnSZezYsdN5T8fUDjo7O6moqGDatGmomlaaBrY0YkprKz1dXciKjKzIjvWNKGnEqmuqefqpp5FVhc0bNhA95230Yhy14pm3PnCpCpLbTcV1VyGHgwCkb7jZdoAwbHGpFAxMoMJk2F%2BlvSwjBwO4Fs05GEru5/wqYjRF7YYHid74fRC2/ALASqWQ3G7E/ngI08S1cBZS0GcDW3m8tYaiEEllKRQKWKZFJBJhoH/AAS6/34dhFB1wikajVFRUkMvl0FwuBvr7J6xhAp/Phz8QIB6LEY1G6e7qcqItIQSKojBn3lwi4TDZQp5AXQ2j05qRjlIl/WHigGpPBBR58pdYkpAUGUku/U5R7JcQiEIBkc6iNNRS%2BadrcS1fYnNbDzxB5pd/slXuQiB5XBjbd43fcGXFvqlZqQBaaazFffKx43yTLNlAJ0mgKFh9Q%2BNvcbsA%2B/pEQUed0oQcCSFVhClusc%2BnTmmyayjHjjFh0ouCjuectyFPAFVked%2B/LY/DdL1U2dvbh9vtdlRV7e3tTjRtCUGxONnMMpvN4fV6qa%2BvZ3BwkHwuj6IoCCEIlhxR46OjjIyMMHXaNHRdR5JsX/5cLkdbWxsDA/0EwxF29PbgPn7RUbuzeHgAl2Fi9vRi9vRixUYRpa4mViaHOdiL2dWL2dOH2dON2dMNbg3Pqcup%2BOX3qf77LbhOWARA7p6/E7v0ysndflwuiuu2YA4MA1Dx8%2B9g9A0Ddm0jsoxIJJECPipv/znFLTuxkmmEJRCpNOZwDJHJIrk0jO6%2B8Ym7YCYin0fkC7jfZu9kGru7EUUD/annEfkCAOH//DrG3i4bK12anUIODuM5awWhr3%2BWwiq7NlKYFlYsgTkSt91by9h1ePNcikyoP8be/j6H15IV2RGQ%2Bnw%2BOqZOnfSeol5g48aNRCIR/H4/Hq8HwzBK/l0q7R0d7O3sdASpYyp6IQQulwu/PwDI1NbWMNTbx4amKAWfG%2BsoXOjkwwG0tPmzaBh4gcbe56nb8CByqSYw%2BPmP0ti/jobB52kceIHGkfU0Gbtp2LWKytuux3fRO5EDdlqW/M7PiH/ia%2BO811jQ5nFTeOKfFJ5cDYaJOqOd%2Bu2P4l6%2BBFQVta2Z0Le/SN2a%2B5DcLpLfu95%2Bn6oQvuZKqh%2B%2BmdDXP4c1MooU9JP53e02AF7/HbRjFyLX1xD97Y8RRYPCY08jKTLZm%2B/EHHNj/dSHqLrrV2gzO0CRcS2aS%2BUd/03lX64nd/v9FJ583gbC9mYq7/gF1ff9BveKpQi97BRxOA9dgjl5i%2BEdu50I2aW5WLtmDZrLhdfrxeN2MzQ4iCRJmKbJilNO4bY/3wpAZbSShx540AE9VVWprKzkxJNOIpvJUMjn2bxpE5IkYVkWiqLgcmlMndpBLB5j9vQZTDvvTHqaqlBl6ahT0v/f91XUi2jzZqBEIwhdd3yysCyEaSFFQuP0krAQqQxWLo/I5rHiCQr/WE3mxj9j7u1BioT37UFnmsjhAIkvfhdJU/CefyZqazOVt90wGT93dBL/5Dcwh0fsNLTgQmlpQGmuR22pJ3nNL5A8HlI//AXes09Brq2i%2Bu5fOe/P3f0o2dvuR/J6sBIp4p/9FpH/%2BBrawjl4zz8D7/lnTDpf/uEniV/%2BXbznnGLfXr6A%2B7iFoCgUnl1LYeVzZXQ4jEcRwVShESsVRVuWRfOUFuKjcUzLRFVUEokkLVNasCzL2SGcM28eo6OjnHbG6axbu45CoYDb7bbBsFjE5XaRTCapra3FKM3lMa7LtCyampp49tnnWLBgPru79pI76Rim/c99mC71jYmmy8D1Guktn4fs7fdT3LpzggRhYugrJpCYQLGISGewUlnMHtvPSg76kcKhAzbOFEW7PCL%2BqW%2BQufFWXCcvQ21rRlIUrP5hCqvXUli1Gms0iaSpjFzwOSSft3RuCatv0F5VTRNrNMngqR/C94F3oM6ZDtkc%2BZXPkb/37%2BPuEYpit1z74BfQFs/FfeJSlNpKMEyK2zvtHpFPvQCSTO6%2BxzHO%2BVgJmAUIgbF99/7lGuVx%2BKSKlkXU62P1rX9j6ZmnLzWDXgAAIABJREFUI0kSLpeLurp6DN1A9aroeoFVTzzBGWeeiVXiopafuJxkIkEkEiGRsOURY6Ouro5CvsCezj1s3bqVGTNmOOp5AJ/Px84dOzjllJPZsX0HAdVF7/QpqEUD3a1xNMVdh4cA1TApvrjpVSIdk9JAyeN2IrSDJ8V2JKe/sH6SZ5eDiJLkgIWxbfe%2Bpx0DElnGio2S/vktk7F1Is8gBJLHjTWapPDoUxT%2B/vS%2B5xvTdQlh3/vLaYoyQX94DyFAVUj19k%2BaQ6L0P8uymDN3Lv19/aVf2z%2BLRqPERuwC7crKSkbjcaKVlQwNDVFdXc2evXuIVFRQyOfZsmUry09c7oCex%2BPB7fFQWVXFPffcw0nHn0BXJkmfV6NSHN5%2B/UcexzURkF7N6w2fp2QrM7ZD%2BXp38SRpfCdUeqXzTdgRHbO2OQAYl8dbCLskGbVUbD0WFaVTaRtoxvaGSvrBidKGYqkFX3NzM5179gC28ymAy%2BUiGAgiSTL1DXWltdL%2Bmvr9fjRNo6%2BvjxkzZjAwPMxxcxewdlYjnuLRZXVzdAqILDHB1O91rlNCjJsQvuL5rPHzlUt7joghSWCZJv6KMImi7iRpicQoqWTKWYzypcLrMY8tIQR6oYAQAlVzEY/FHS8usCUVAsHoaBxNc2GVvOrHgC%2Bfy5NMJpg7Z67dCi2fo3NKDVKxeFQ9/7LysTzK4/Wuf5aF0A327NnjAEtFRQW7d%2B1yoiRN00ilUiiKgiRJ9r/TaQzDwOfzYpoG3d3dZDIZcqUSoaqqKlRVZfu2bZMsbiRJwu/3EwgE6entpSIaJZXOMP3E49nuVZCPojXx8AOusd6HyRQYJnI4aAs7Az6sVMbeeRwLu3MF26r5zYhixtK5MtdUHvuNuMGQILR1Dxs2bHCiqWkzZhAoiYp1XeeUt72NX/3yRsAu4dE0DdMwyGazCCGYNXs2iizT3NKCx%2BPBNE0URSGTzlBdU8PAwACmaTp6rkAwgFE0iFRE0Fwaz7/wArNPPJ6B6c1IxtEjoTm83CEU2ykUTSP0nS/hXjgbQgEkVcUaHsHsG7a1TyufRQoG8J53Kt4L38Hol7%2BPSKYP4aQUYNiThYKOFPCVv6jlMXldw/aZrBUKqstDQddxu1xIwPCwLXZWShswixYvmgRczc0tyLJMoVCgqqqK3t5edu/eTVtbmxNdGaZBJpslMZqgtrbWibjS6TRuj5uirjM0MMiy445l67btVJ66nNyWbjTJtt4pA9f/5iKWzeM5awWVfyj5Zu2nhs//oXeSufVeEl/%2BAcGvfAJtwSzMvT2MfuWHTq3iG38qCuqc6dQ8/HtQFAaWnm9bLJejr/KYmCoKgaYX6e/qYnBgkOZm2zCyr7dvEq9VWVXFSMl7C6C/vw/N5UKRZWbOmkUhn6egj3NUiqJQXV1NdVUV/b19RKIRwqEwmqZRXV1NKpVC13Wqa6pJpzP0d3XRcNIS5Jvvs%2B3Kj4L6xcMmVRSGgeftK6j807Ul3ZUg98ATxD78JQaOfQ9DZ1xM4svfR1/9Ev6Lzqfihm8jsjYnIIdDJYeFQxH1KYh0ltCVn7T/f75A%2BPtX2ClpGbjK42XpolQ0SW/vRHGNxwCzZ8%2BeFHE1NzfTPzBAoVBwfp/LZhkaHHJ%2BX9QLTlTlcrmIhCP09vTg9fnQFBW3240kSciyjF4o0NPdTXtHBzu2beXE5csJtLWwak4jblMcFSVAhwdwqQpyMEDk37/mgEf8S99n5N2fJHf/45i79qKv2UD6xj8xdO6lJK7%2BKd73vB111tRDz0NZFpLHTe6vD2Il00geN9lb75lc/1ge5VH68oRkhYbRDL0T3B4My2RkZMQp9bEsi/6%2BPqeO0eV2YxQNEkm7iUYwFJrk/yZJEoFgkEKhQCwWw%2B3x2F2ESserrqlBUVV8Ph%2Bay4Xb7aZ/01bcH78AI5uzC/XLwPVmkwUSWALX0vkojbZuJXvrvWR%2B%2BQfkaLhkAKggaRpSwI/kdZP%2B2e/J/vke5LFyoEO6itpCwtxdDzN83mUMLHkn%2BftXjgtdy6M8JvBcGhJSIk1zaytmqXKjsaGRlY897qSLqqqyc8cOZHm8CPu4E44nGBynNiqrqjAmkOuhcAijWKSpqYnYyLBzLGf3Mhwmn88za/ZsNm7cSLQyCorCNp%2BCdhQssP/3wCXbPQg9Z59iBzyxUXJ/vttO//b3/E0LORQg9YOfv7YZNrGv4auMAo3tnZj9w6/uPROP/0YjwDd6rNdzv2/m/RzBQ5UkSKaQZRkhBEaxSH1DPf39fePRUyBAfUMDO7Zvp6%2B315FKKIpCT3c3xWKRcCjE5s2bkSQJIQQej4e29naGh4YYGYk5x3cSA2BocJDqmhpcmobq9jC9oZGn5rUQ0M0jvvjn8Ii4DNNu3YVddF3ctBNU5aB8mJXNU1y3eZxsOMCxJbcLBOM9DXXdsbOxZ4%2BMNKFeDEVBcrmQVA3JpSGpr9DrUJbtc5jm%2BDnyefs4mrb/a3Jp9jlKL0oOAU7ZkWEi0llEKm3zeLKMpL26fRTJZSu1RbbUM7LwsvuV5YPXQcqla7DE%2BDFy%2BfH3lTFsn88zNTiMoetIgFzitZYsXeaAkyzLzJ4zh/7%2BfoKh8SyhpaWF559/HiEEXp8PVRn/jN1uN26Ph8HBAWpKsgh5QgpomSbpTJraujpisRiKqtLduYdjLvkAexMx5CN8sfm/31W065gReZtoF8k0SlMdxuad404R%2B3mPyBcwu/vRFsw6OGWVTOM6dqHtvCArWP2DZO98eJyvMkyEZYyfq2g4XloOsB4UvATWaArPGcvR5s6w69WyOfIPrcLs7gNNm8yNCWGDkZhwM4pa6g5ka9Pcpx6P69gFtmf%2B4Aj5%2Bx/H2L4HXskBQJKwEkm0RXPxrFgGqoI1FCN318P2TpOEDbDF4r4e%2BBOfbS6Pa8k8tGULkBQFkStQeOxpjB17wKUdeKE4CoelyFTs6CbT04ccjjhPJhgMIiyLf/zjH5y0YgUdHR3c9NvfccaZZ2IYtuVyOBJhNBZ3HE6j0agTVZmmSWtrK089%2BSTd3T3U1FQ7EZwQgobGRgYGBtizezdt7e107d2Lx%2BvDEwzSGQ1wjCUwpTJwvYnAZRv6FddswnPmCuS6alzHLqS4ZuOBO0lbFhQNiuu34Dn3bRS37rajGzEhVTIsvBeeQ%2BSaK5H8k3VYkRu%2BQ/qGm0h%2B%2B2eErv4i3gvOZmjFhYhsjshPvon3PWc5kZ0ky8Q%2BeDm5R58aj1RKThFS0E/gXy8hePnH9rnE8DX/hrG9k%2BS3fkLu0X8gqSpCL%2BJ5%2B8lU3vSfNlAKgTAt9H%2BuZeiMS/B98DwqfvHdfaKr0Dc%2BR3HTduKXfhVj1959ZSKyhMjreN95OuEffw2lumLy/V77LTK/vY3Et36C/5L3EvrmvzKw9HyseMK2ty49U8njxv/pD9k7qtK%2Bi4Y5MEzi6/9B7q8P2s/ULLeCB/BIMj17u5gyfTqq214Q8vkcsXicpcuWOX935tlnOVGYJEmEw2EWL12CUTTwB/xs2LCeheoxRCoiDpdV39CApqnIisJAfz9er5dQOIzL5cLj8bCjq5umxka2bNlKQ3MTTz%2B/mrp505DW7n6FBbcMXG9wybLA4yZ396MEr/wUcihA4BMfwNi6i8LjzyKFg%2BN1gROHopD%2B1a0UnlmD/vxLk0SiIq9T8d/fw/f%2Bc%2B0vXHc/2T/eTXHrTuSKMJ7TlhP47MUozQ0o9TUo1VGkgA9R0DH7hjC2d4Iso3bY6at2zGxy9z1eijZssJWjEaoe%2Bj1qSwMAuftXoj/xHObQCMqURnzvPgtt/kyif7qW5Ld/RvoXtyDJEmRzFDfvAEVGbWlE8rjQprUR/PwlhH94BcUXN5L9y72YvYMozXV433s22oLZaLOnUfXQ7xlcfB5WXrdbrZVAVKQyRP7rG/gvu9B%2BpEMxMjffSXHTduRgAPfJx%2BL/2AVo09owegaQ3C7Upnr0WMJJL4VpUPXA79Bm2zu1hSeeJf/gk5gDwyj1NXjevgL3SUuJ/voaMssXE//sVbYNtnF0Gx5aQIs3wB8f/Tsnv%2BMcisUickkJv6ezk7q6OhoaG0tTVsU0zUklPOl0mr6%2BXjqmTmXZsccSCAQmcVmNTU3s3bOHtvZ20qkUoXDY9veSZdwuN4oiIykKHq%2BXLVs209TUxPaAi9kIXBy5mf1hY2tj7NhD5pa78H/4XajTWon%2B5kdkb72P9M9%2BhzWacLzmJ0UZ2Rz6c2snkcdC1wl%2B6VIHtLJ3PMjo579jA2SpoDr7%2B7/iPutku7nFWOplCTAMkt%2B/ntS//xI5HKRm9V32l7pojM8AARhFG7Sa6hD5AsPnXUZx887xImpJIv2T/yHwuYsJf%2B/LhK76PPpza9Ff2kLhuTUMnXUJolAgfPUXCHzuYqRIiPAPryD53etJ33DTeFcgSSJ93U1U/PoafO8/1wb1z11C8nvXgctlmy3mC/g/8QEHtPKPPkX80isRhumAffaWu0j/6s9U3fFz1LnTx6NGBJKmYo3EqH7yLw5oDb/3M%2BhPPAea6txP5ne34zljOdHf/Qf%2Bj11Acd0WMr%2B7fdyD7CgdAqi1JEIbd7Jj506mdnQ4zTF2bN9OQdfHQc4w6O3tpbm52flZbW0tlmXvFqaSSTZu2Mhxxx/n%2BNU3NTXR29NDMplkZHiYmtpax8OrUMgza9Zs%2Bvt7sSwTn8%2BPV1XZM68dfUM3WlZHOkI96Q8PwUepaevoF79H7rb7EYaBXFVB4JMfpHbNvUR%2BdhWupfORwyFEJmsDyVi6NFH/oqoodTV26mZZFF/aQvySK8ZBp2QxI3k95G67j%2BSPb9y3nGeiDY21L4ckdJ3Av34UtakOZJnYZV%2BluGbT%2BHtLLzkaIf2T35L6r18DUPHL79tGhaqKJJcagIwdVlPJ3f0o6RtuGpddjB2nsoL4J79h%2B9CbJr6PvAsrlbF7NaoqcjRM8IuX2gaEOzoZ%2BeDnEablAA6yBB43%2BqrnGL38uy%2BTkEhYiRS%2Bj12A6xi7u9HIh76A/tTzSH7vpPuRFJncPY%2BR/M7PwDQJfftypyHJ0T5MRcE/NIrX7yOVSDhWy0IIvF6vI5OYOXs2L61dW5ry9nNra2%2Bnu7vL4a08HjfFYpFUMomwLDweDxUVFfzz2eeoratD0zSKJTCUZZlMNoPLbf%2BNJQQtU1qoa6hnfW0QTQjEERpyHVZKNUlTiV16JSMXfI7cnQ/b%2Bi2fB98F51D1txuJ/vEnhK66HNfc6ViDI5NzeFlCFG0OSQr6bVD56BX2F9CYYCcjBKJooNTXkPrRf08gu0u7BJaFKBoIw9iXhJZl5GgY7/mngyyjP7%2Be3F8ftFNI82XnyOWRqyKkf/Z7jN1dKM31uE9YhMgXEIZhE%2BRjq6EQ5O/%2BO6JYRBT0fa4VBLm/PQKKghyNOECPadruqk11IEnEP3OVfT%2BWNeEYgGEgRyvI/PY2rMHh8cUCm2MLfuUT9gr%2B5GoKjz0Dms3Hvfw6JJdG6trfYg7HkbxevO850y56P8qH0FT8O7rIFIsUdd1RzM%2BcNYuRkWEURaFYLBKNRlm/fsOE9dp%2BvvlC3kkfG5uauO%2BeewiFwwwODTnlPwuOWcjQ4GCJXbHnTSAQIFJRQTKRxOv14vV4eGndSzRGKsmfcQJqoYiQ5DJw/a8Q9X4f%2BjMvEv/st%2Biffiqpn9883rDnmDkEv3wZ0VuvI/rHn9pNNZxWYjIim8N3id3SvvjiBowdnXa6s79TGaatkL/r4VcPrIqM5PehLbRLOtI//e1Bow6hF7GSafL32WJE7/vOxkpn99FFWakM%2BsZtSPvb6RMCSVUxO7vHr8PjtqO/XB7vhSUer3cA/R%2BrbaDez/UI00AK%2Bsnd9ciEDQwT15J5KFHbxC531yP2jqpxANK9tOuZ%2B8t9SC4Nbe5Mm8Q/yiUSFoKAotLT24vHPZ46RyIRAoGgEx0BVFREHH5rDKxWrDiZVCoFQHV1NT6fn57ubqLRKADJRJKhwUGCoRADfX1IJU2X2%2BMhEY/j9Xrwer10dXXR2trKlPp6Rtsa6DcKts6sDFxvdsg1wUpGlhAFneSVP6K3YiHxT3%2BDwnPrEAUdpbYK3wXnUHnXL1FqKu30T1Gw0llc8215RO6%2BlTaoHEg%2BYFlIbhe5%2Bx/H2LEHkcoghHXQaxOGOUl%2Bkf3zPXY0ks4e%2BJXKYGzaAZaFe9lCRC6777H1oh1BHmh1lChFgBOYFVlGpLN4Tj3Bvt87Hy7t9B3gHixh3%2B%2B9j2P2DWLs7gZLoM3qsBt8JNMUSm3VDnwvWTBN8o89YxOkHS3Ifu%2BBr/soGbqwmKp62fjiGicaAojH445N81h01TJlSqm9gJj0uuWmm2261zBYccrJ9Pb2jksfmhqRZZl0KkW%2BUCCXyznH8wcC6IUCoXCYxGicZCpFIp2mORJl98KpuPQj02Dw8HGHKKU%2BNrdkgVnq8hMKAoLsn%2B4he/NdaMcfQ/T6b6POaEebPY2K3/47Q6d/GIJ%2B1Gmt45NpzUY72joQcJXSrfxdj5B/6EnbTueVLJiLBtqsDudHgS993OaMjAPLAoRh4lq2AGGYyFUVyP7AvhGRsKD4Wnoplv5QLYlfgeKmHXbqLA5yvwL0Z9cwsOR8OyUu6CgNtXZK7tLwf/hdmG9fcdBaN2Gadqs1QKmvsTcJJurejkaOSwiqFQ3f9j0k8lkChAHbU3716tWlT8z%2BzOrq6tAndPYZ62J9xpl2F6gxbiyRTFIsFtE0zQY3S6AoKrqus3vXLhYecwyWZREIBGjv6GDXzl3MW7CAZCKBrutUhEKsnd7MknWd4HWXgevNAS0JyetBm9mO/sKGfSIjwNm9MjbvZGDp%2BdSuvQ%2B1rRnX4rl433MWub8%2BiFqqdQQw%2BwZt8aRZPPimgKbaW/rSK4OFsCyUqqjz3siPv/bqs%2BASRyQFfPsBl9dhqG%2BaKNWV449pcMTpyH3QocgT7KqFLZAtpZ%2BBz1382j62cNDu5H3Uk1ygyDKpkbgD%2BmN1haOxOKOjo0QiEUzTpL2jg00bN3LMokVOtCVJ0iSLZ03T2Ll9B/Pnz7edIiIRWlqnsGP7doKhEHV1dU66aVkWqqYhyRLt7R0888zTtLe345YVwtPbKBQfw%2BV1H3Gf0f89cKkKIpWh8ub/wn3qCYx%2B8btk/3yv44S6vy%2BsXF1J/KNXUL3qVrAsfB84j%2Bxvb9%2BHj3pVO15jO2evctt4LEQ3OrvJ/ukeJLf26vrZKQrFDVsRmZy9eXAI0mqrUJz0HF9TdDu2IJTw0hpNkr7%2BJieCe8XTayr6CxuwEumj3gBcwu6zGOkeZM2GDTScWluaqiYfuOiDPP/8apYsWTrho9v3gSUSSQeMAI47/jj8fr9To1hRUYFpmozGRqmpqZn0XsMwyOfzNDQ24vV46dq7l/a2dpaevIJN2o0sAswycL0JH7tpojTVA%2BBevoTM7%2B%2Bw%2BxoeqE%2BiXsQcGUWks0get50iKgrFnXvHb2zqFIxdXQcGQCcSKiLiSeTq6Csuq5IiY3bb9iWFlc%2BSvOqnSF4P4hUU5JIsY6UztgX1obLHUZTxHUJAaa4vpdrygStySk11rcER5JpKO4rM5EsR2zDxb34D1d80SQB5oPsR2RxSwFfaDDjKAy4hkGSF4p5usrv2Yp5iYZbcTg3DIJ1MOw0vLMticGCAoq6jTqhlbWhooHP3blrb2hBCsHjJEjo7OwmHwxiGgdfrJR4bpa29jerqaoaHhwmHwsiKjMvloqGhgdjICLV1dXR3d1FTW8OL69YRWroQae2OI05Ff/gYCZaiFnVmx6tI3ezGqSKfBwl7N05VEPFR5zvkOmZOibeSDhppuY9fRM1zd9pAqSivkFZqFDdvtwF2xTIkt4YUDiKHAgd9ST4PkR/8my1bOFTulJaF7PPYzqyAa%2BFsW2JxsF0kVUGd1kbthgeRQ0Ektwujp88uxA4F0epnIgV8B7%2BfSAhUheBXP4W2eB4Uy2U/MqBjsSgjWLtxA7lczvaWN01UVaWnpwe1BBwulwtVU3nxxRfGO1SbJpGKCLt27UJYwlk4qkqOqWM7kosWL2L37l107%2B3CNE16e3sdc8Kq6mr27t1LU3MTNTU1rF79PM0d7aRaailYR55bxOEV5FsW2tzpoGmTjNX2t%2BJLLg25xDeZg8POly9/998B8L7/XKxM1k4ZD5AuiXwB/8feh2vxXJTmuldaVpEUGWPTThsDOqbYxLZ18C%2BuKOh4znkbwa99isg1V2LFRw%2BNTYxlgddD/sEn7Pt939mIXGH/koqx9LCg4/vgeWizpqIttgWnxZe2IvIF5HAQ9/GLSrqxg3Nr6swOwt//CoF/%2BWDZ9mbCWhowLPx9w3T19jI0OOTouVRVQdNcKIqCz%2Bcjm8kQCoUntSwTQlAoFOyyMOdRT55bHo%2Bb9vYOJFli86ZNVEQr8Pl8SJKEoigce/zxxEZGqKmpoae3h%2BqKKHpbE7pLO%2BI%2Bo8OrIWxpZQld%2BSnMwdh%2BPedRVUQ2j/fdZzopU/7%2Blch%2BH5LPQ%2BZXf7Z/XF%2BD99xTsTK5/X5okqZipTJ4330WZmc3Zu/gK/LjwjAR6QyFlc8CEP6vb2AOjOz/OktRneR24T5xCYBdU%2Bl2H/j%2BXyNwSV4vmT/cZb/dpeG/7ANYscQB79eMjeK74GysRJLiuq3gdlFcuwmzqw/J68F74bl2IfmBwE%2BSsIZiBL/0cfuLtbfHlmmU1fNIgFuSkAZH8Pl9bN26xVl8Fy9dSteePaiqiiRJzJozZ5KOS1EUQsEgLpebbCbjHHNMSjH2d16vl5HhITKZLA2NjQ6wOR5ebjden49kIkkkEqG%2BpoZdITeKz4N1hK0thw9wjZUMDo7g/9RFaHOmllLGlxna6TrKtFZCV13u2M%2Bkr/u9U4xd3LDV2ZmM3PBtm1N6OXkuSZgDw4R/eAUAuQeesD2nSr71kvyyKGLs3EJgpTJkb7sfTAvv2Sfj//D59nXs051aQlIV1NZm/Je%2BH4DUtb9DipRcL/c5B/tfFZ2IZn/XY2Hu7KLwuK2rCl/9eZTWxn03GiQJazRJ8HMXI9dUkX9gFSKdtsEvHCTxtR8B4Hv/ubhOOdaWZ%2BwPjA0T98nH4jnrZKx4ktzfHnllv7KjCLh8yEzNGiQSCVxaSaZSLBIKBnnkkUcdAKqurmb9%2BvVOtAWgahqBYIDOzk7HKbWtvZ3777vf4cZ8fj/VtbVkMmmCgQCpZNLRdI0dR5Ikurq6mDVzFnfe/lcaZ01nr19Dk5UjKl08jFJF%2B7HqL2yAYpGap/%2BK57zTUBprkYN%2BpKAfpaEG34fOp/bp2xB6EcnjJv7Zb9nEY0n7ZSVSJL99LQiBUlNJ9b2/sbVXsow1MorI5JD9PoJfupTQVy6zHVdvvdcGLsNC8vtR2ppRpzQ6Bn9KQy3qtFYkt8v2oP/9HeQfexoUhehvfoz/w%2B9Cro4iCgX7HKkMUsCHtmwhNU/8CYD4J/%2BfrXg3LZSWBtSOKba7gsM9tdtmitoE6xwhUBpqUNpbkGvHpQ/avBkorU1IHg9WLkfy%2Bzcg8rrtWHHXjWjzZ4GqYsUSiHTGLpv64DuJ/OQbiFye7C132gp%2By0Lyuims/CfZW%2BzIrepPP8P/kXcjR8OIYhFrJG7fj9%2BHa/kiojf9J3IoQObmO9BXrx83QSwPLKBecpEaHnEcUGVZxu3xMGv2LAeoQqEQjY2NCCGIlbzpAWprahx913iD2XGl/ViXH0mSGRoatk0LhZjkOGEYBrV1dfT195Er5GmsrKYwbYrdc/EIShcPn1lXeqhWKsXweZdR/dgfif76Gsy9vZgDw0iailxXjVJX7aRGiat/SvbP99qAMLa973FTWPVPRj7weSpvvQ5t7nQq/3ajnRL1DyH5vKgdLWilRhujX/kh%2BvqtSF43kqpScd3VuE9eZivNS4Do//gF%2BC48l8Izaxh572eQomFiH72Ciuuuxvues4hc%2By2Mbbsxdu21G2y43SgtDbiOsUuDUj/7HdnbHwRJwvf%2Bc4n8%2BKsgLFvpLgRyJETVPb9C5Avoz61l%2BJyPIzfUoM2dTvWDv8NKZ5EneJNVP/YHyOYw40kGZp2Jvm4zI%2B/7DJV3/AK1o4Wqv/0S/cUNmL2DtoVNWzPavBkAJP/fv1N4du24t5hhIkWCxC//DsgyvoveSfiaK/F/8iKMHZ1YsQSSx4PSWItryTwAMr%2B5jeTV19pgapTJ%2BUmRbTJFrLefOQvnT6AX940P8rlSfWJp3o%2BMjODz%2B9m6ZSsdU6c6Uda8%2BfPZs2cPU6ZMsaPqcJhOsxNZlshms6iqSl1dnRN1Te3ooJDPk81mCAQCtDU08Hu/zDIhkZRAKQPXIRqmiRTwk/ru9YR/%2BBUyN96Ksbub/jlnEbriX/B/6iKUkueV86E/uIrEVT/F7Owu2Qxbk0l0r4fCk6vpm/Y2Kq7/Np6zVuBesWzSMYpbdxH/2L9hOMcQiIJOcdM2u3uQYTh11wiQfB70J1fbf2vaFjnxT3%2BT7F/upeL676BOb0Od3jb51rr6GL38O%2BSfeM6xZDa27cbY0wMuzRYrjjnAloAye9cjJZ2XhNnTb5skul1YQ7HJRokujezv/goBL5LLhf7iBvpnnk74x1/F976zcS9fMjnL6%2BwhftmVFDft2NcG2jCRXBrxf72a3B0PEv7x11Dbm1HbmidHFPEE8U9/k8Ljz9h6rzJo7bNpNLJ7D25Zpre7h2kzZiDLMqqi4PNP1u5V11azZfMWpk6bSi6XIzYywrTp0/mfX/%2BGk1acZHtuSRK6rrNj%2B3YHuFRVpbV1Cps2bcLtchOtiE7iuQRQV1/Pxo0baWxoZNu69cy%2B%2BP3E73wW1ytUeZSB6zVliKUK%2BYdW2Z17qirsusBikdGv/pj4p7%2BONn8WciSEyOTQN2x17F5Q5YOX9OhFhs%2B7DLmyAteyBUjhEOTzFDdup7hlh12y8rLrSH77ZySuuGbfsFoIpFBgUnSHplJHaDTvAAAgAElEQVRYtZqe6mPQ5s9Gm9mB5HEjcnmKG7ZhbN2FXFNpq/5NE1SF4votDCw89wCEtkCOhO2/NwysWIKBBeeM2y6//HrCtqTBuR7TJPaRLzH6qW/gOn4RckUYUShQ3LILY8NW5Lqqg3/xvB4KT71A//RTUTpacC2YheTxIAoFjB2d6C%2BuR6mrtdNDyyoj1X7IjiohE8tmMUJBJwrz%2BnzkslmSySQ%2Bnw8hBPPmzee6a69l5qyZ7N27h2nTbZ%2B00047jVQqhc/nwzRNwuEwoVCI4eFhKisrHfAak1zs3LUTf8CPx%2BNxVPiWaTF//nzWrFmDZJpUt7exIaBynAVHipfH4ZMqllJBx5KlaCD5vUhBH2b/EEbvgN0Qs6rC%2BZK%2B4kTSi8g1VWCaFP7xvGPOJ2kqSn3tfo8hBfxIwcABDmhNBkrTBElCaWrA6h8i39Xn%2BGBJmoZcX1Pi3iacR1GQaw8CIBMtaaAkFOVVXY/Qi8iVEbAEhadfmHS/zrUcbAewdD9yXTUikSL/6FPj96OqKE0NTrRZHvvjuATVqovO0QRLTl5BLptD1VQ0TaOmppann3qKt599ttOGzOPxArBxwyba220DwtlzZvPQgw9xyqlvIxQKoSgK4XCYNS%2B8yBlnnYnL5UJWFFpaptDd1YXH4yWRSOD1eh2eKxgMYlgmsiSjagrNdXU8UxVEHSqiHyE012G0qygme1qNfYkN03Z/UFV7m960XpuIc2zL2KUhedx2hDJW0H0g4DDN/b/2F90JMX6NJfLePoe07/1MvM8DvV7%2B9wf72/1dT8lEcL/3%2B2pkC2PXV5JyOMdQ5Mm%2BZuWx34irUvMwsmY9haJOLpdFlmUsy6K9o51QKDwprTv73HN4YuVKGhobHGLdHwiwY8d2LMtynCYqolEamhpL09MiHA6jarYhZSQSJpvJMFjy6hJC4PP70PN5FixcgMvj4bmnnmHqaaegZ7NHzLOWy9OtPMrj0A2vqqLs2Evf4CCmYToiVIDKyqhD1gshCIdCpJIpjJJN8xiJv3jxEnq6u9m6davNh1VX87c77nCAS5ZljKKB1%2Buhs7OTbC7nANdEQ0IkiT179tDR1kquLopiHjmRchm43jAjOyEyGXsdrG9heRzRo%2BjSqNiwE0tV2dPZiWmaZNJpALZs3UqxWHR2AF1uN8FQ0PGXl2UZ0zSZv3ABu3ftwj%2BB0K%2BqrkbXdWRZRpZl6urrSCZTNDU1MTKB/xIleYTL5WKgv5%2Bmlmb0bB65vYX%2BfPagFSll4Dqq8gOBNZrEGo6Pv1KZ8nM5SkdOEpxouOgfjTHY2wvgNMyYMX06Tzy%2B0gEft9tNTW2tA1CJRMLhqELh8KT9mHe88zxWPva4E61VVVXR0tKMz%2B8nmUxRX19PPp%2BfpMgXQqAqKsPxGP2xYfLtTUdM84wycL0RzCoauJbMo3F0HY2p9c6rfvvjyEF/mcQ%2BGueEaeH1euCWu4kLE8MwsCwLIQQzZ81ieHiIdDrtEPTRaBTTMJwdQUVR8Hg8RCoqGB4eYXh4mGKxSF1dPXpRd95nmiahcJh8LseUKS3s3LGTeCxmR32lqO7U004jlU4zPDKCGq0g0VaPZJaB6/AdqnLoVMJjnaz3V/8n2Y1Y8w8%2BQeHRpzC7%2BhDFIpJLKxVgl4nso445EAJdU5ny99Xs3rWLnu5ukomEEwVlcznWv/QSuq477qcbN21CWIJ0yXcewO1y8eLzLyDLstOOLBaL2YXYJRV9RUUFmzdvZnhoGM3tQlFVurq6GBkeoVAoUCgU8LjdqJpKZ3cXw8I8YtoDHHnAJUkwsUPNG19DD3w81TYHjF36VYYv%2BCzZP9xld9SGV/ToKo8jd8hCUF0wmbGjj5e2bCaZTDq/CwaD6LqOOqFUqpAvYFoWqXQaUVIZz5k7F7fHRar0XlmWaWlu4Zmnn3HqEnO5HB0dHaxf/xL5bJZMJkMhn8cf8JPJZHC5XCw9dhlNzc0k46MobU3khHVE1CweOcBVKlJWZ7RT9bcbcZ24uKRKf/1rjMgXcJ9yPNE//ATXcQsP0v2m1IuxbO9SHqWpGFA15JXPER8cwjJMzBJtsHjxYvp6%2BxgeHkaSJPp6e5k2fRrbtmwhmUzS290D2LuHbz/7bB544EEsy6JQKNDU0sz6l15y5BS1NbVMnz4DSZIo6DrRigoSiQSFQp5UKoUkSbS0tDA0OMiSJYsxaqsQpQ5RZeA6bO5ERhR0ApdeiOu4Ywh/98uITPbg5oCvELlZoyNE/v1reE4/Ef9lHzhwCmqadomQWea0ysMehiyxKFGk95nn%2Bfvjj5HP5igUCjS3NCMrMrls1gGX%2BoYGunu66evpJRAIkMlkbF6rvp6Bvj7n3%2BFQCI/H43BYsqowMNDP6WecyfP/XE0ynSbgD1DIF7BKc9EwDN55/vkkRpMM9PVRyOdf0eG2DFyHKIp6TWZ1TopWKjJ8oxcw1hZsrAnr612sXut9HOr3l8f/6hBAqGgye9cA2XWbyeh5DMNA01xMnz6DjRs3kslkSCSTeNweNm7YwGhiFEmW6dzdidvtJpNOM2feXJuVUFUqq6qoq68nm81S1HXiIyNMaW1FUWTaO9rp7%2B2lurYGzeXC5/Oyfds2TNNk1apVnHD8cfRLJpYsl1PFN%2BeK7DpFkUwDkm0XHA0j%2B30Iw8RKpvedJHqx1PsvM84tWSZWOoPITOgLWNBfFUCIfMF%2BH%2Bnx1ckwxo%2BTmXC8AwKJZBdPp7N2KU7Qj1wRsmsZ05lXeO%2BEZ5HN2w023C7kijByyG5vZiVSNvlfBrLDdhQ0lTnbeombRTa/tJ54PE4qmXScS/%2Bx6klSiST9/X2ce955aKrG3j17CJRKzoZK%2BqzYyPhu4RlnnsFD/5%2B98w6vo7ja%2BG9293bde1UsyZIrtrFppocWOqaGToAASWihJITQElogAUIPLeVLKCGF0AKE3gOhY8A2xmDjiqssS1bX1a27O/P9Mat7JVkuEIoN%2Bz6PHklXq9ndmdl3z5w557zPPU8oHCad1pHwvVVVpVIsW7rU0/p1mD17NkuXLmXvffZh1scfE2zvJhoMYnwN5sx6VUxJBAK4LW0Ed9mO2A8OxxozEqMiqSXEcnnctk7sqR%2BSuvFOiIaLeXPB7bYgvPcuyFQP4Unf1jc2ejiJS85ChL0kZNOkMP1jCm9N0%2Bk4q3tTZrJEDt0Xa6PhWgvRU3kObLUZ8V%2BcVsrVMwT2B7PJvfqOTrxehf8EMpsjfu4phHbfAbN2iK7y0JPBXdZI9pHnyTz2AoZXAHGV/w8GcBtXEjv1GMIH7oFZV6NzKB0H2daB/dFcUrf%2BVRN8OLROuZs%2Bvnyrq8JV7DVlAdOXL6W7o4P9DjiQVKqbFY0rGDd%2BYzbZZBOefOIJjjv%2BeN58/XW6u1OUe76q0aNH89abb2IFAiSTCQzTJJFIkE6nSWcyhD3JvkQySb5gI10dfrFsWQORSLgYiW/bNuXJJN3xMBnlEi%2BqPPrE9TmwlsBt6yB5w0XEf3rioBVBA0B4r52I/eQHNO9wGKSzyK4Myd%2BcT3DHrfs3F42QvPbn/T6zZ8ym9cgztbWzGn%2BUcl2SN16EOaSiX5E8a6PhJC77aZ/GHNzmFlaM2m0V4lJSIsIhat98WNfQ7/WzeQnLbLcFkcP3I3THA3T9%2BtZV9RANA5SkdtYLBDYePahVFdrtW5SdfSLtJ/2c7GP/8dR2/PCL9c3TUZCSb2UUy2/8CwtPOZK333qbCZtMYGhdHdlMho72diZNmsSCBQuIRmNIJWltadEVVaNR9tt/f1575VXq6uqoqa4hk8mw48470djQQDKZpLW1lUQiwcYbb0xLy0qy2SzxeJyZM2cyYvgIQqEQHR0dxGMxCok4SikkYoN3bq8/xGXblJ1xPHFPlDTz8LP0/Pk%2BnJlzUbaDNW4U0e8dTNnZJyGCAWpf%2BxdNWx6IiEbo%2BPHlRE84DNmZInbikVjjRkGhQNeVf9DqPVKXIranz0T1ZNdocQnLov2Uiwh9eztkT4bExWdiJOO4Sxt1fXdXlSyu6bMG10g0DOKXn4W12cak732C9F0P4CxcilFVQWivXYj/%2BHjMcaOJnXEcuVffIf/Ge7p8ppfgLGIRat97AiNZhspkSd/7OJl7H8OeOQ8RiRDaZVtiZ/2Q8B47UPn3m2jnF%2BSe%2Ba9fjXR9ddMaBseuzDP5dw/QsddCPth1e2SijOrhw2hva6O6uoZIOMyETTbhvy%2B/zN777K3zD5ubiUQiLG9YzhZbTmTFikYqvNSenp405RUVdLS34zgO4UiYeCLOkkVLiMfjbLrppqxcuRIlFW2trRQcl7KKJNMCLpNsE4naoK2u9WOmWyYiHCJ2xnFgGGQfeoa2487BrEjqgnvBIO6yFXRdfivO/CWU//FKjJoqYj88kp47H8BtWEH3lb9D5fJYI4ZijRuFPX8J3df%2BASOZ9MIYFASDaxU8FZEwhXc/oPDGFJyeZZSdfhxGMk5h2kekrvuz5z/zLJtgQBPjAEtHREIEd96WrnOvpucvD%2BrloGkiV7aTvusB3EVLqbjjWsz6GipuvYzG0bth1lShHBcCAcp/e2mxdHLr0T8l/8pkXb46GgUpyb38NrnnXyd5w0WUnfUDym%2B5jObX39N%2BuLWp9Pj4SlAAds1A22Ov03bfc3y011Y8Rp7jf30J%2BeYmCj1pKisrGVZXxzNPPcXBhxxCoVCgrr6erbbdms6ODqqra4iXlbFk0SJWNjVzz9//znnnn0fj8gZisTKqKqtQrqKxaQXtzStRhmBlUzNKQNOsOZiLl1KfkyjD31X8XJaIuFLXUffkxrqu/B1mTZX2bSlVtJiM8gTpfz6m5eaBwDabayKyLF3kL15WUtExDYwy77N4zPvbOqg095aEiccwSJTkogKBPm15X6Hg4P4pyyL/yjvah1VVUVoKGroAYv6NKRSmz9IDMLQaoyLhVUC1MIfVFhWMem79K/nX3tVahqbZrzy1qEjQddH12HMXYlQmiRz7HVTeXqM16eOrtbxyAmKhEKMqKtn/g2X8ckYzn1x4DW/c9EfaFi5m9vx5DKmrZfnyRrq6u%2Blsb%2BeTTz7h/alTWbpkKa%2B9%2BiqNjY2EQ2H22GtPJu07iU8WLgQMCgWbmR99RK47hd3azuLG5RQKBfK5HPPnzmOL%2BhHkX3idIWYAFzZ4H9f6sdSVEpHQSy6VzuDMW1yqsNA3DMAwIJvDbdEKztpxv35qxuVeekvHkQ3MV1QKEQxifzinZHBOGAuui8xkKfvRscXPu6/8vfa1DQbHxaiqoOuCawAoO%2BkoZKpn9bqKPtYbKPT7JYDge/PbOWjyPNTFvyX94NOs/L972CoreejG21j6ySIaljdwwP4H8J%2BnnyazcAnt2QwdXZ10p3sYNnIkK5uaae3soK27i9ryChpmz6Fl8jSS/3qB5slTyc6cyzYLmpl73yOcFBrCUGV8LerOrx%2Blm02D/Cvv0nXZTRTe/xizvsZTudG%2BL9VbBE8IFC7uouWw9eba6rHM9W55pLI5nI/nr1rbvffv0tW6jl0pjGRci3IYAtJZwodrayv9j38jEmXFCqaDwjRxFi9HtrRr8vNJa8OxGDxDvVtIapXJ8Ggl7W/MosfQST9DQoJs%2BmEWD6kgtfN2jGnP8PSMp9g8lmRyphOxsh2UYsjokbzzhzuJtnfjKmhtbmK4GWLHtCTwzBRCriJhmOxhBshZFs4G7ttav3xcUgGK7KMv6Ah420EoRWCbzTCH1WLWVutlo5S4bV0Et9UqzGJ9XRY5ro6zWuMUKU0g4VmWynX0EhkovDFV%2B6xcd7WRzsIwwXFwFi0jWF1JcIctcT6a6xPYBkZgEkVeKmLBIL1Fw%2BtccOY148xdwScfLmALx8ZyXT658142kvD0w88wriAIKxgzbiQ7TV%2BEDAewlIGpMphCQDBStPAyA%2BacT1yfp%2BVlGIT33534uScT2HqzDX898GlQcLAmeCpBriR548XELz5zzdwnBMI0iypI1piR2O/P8peLX5NpI4QgIEy2zCqQJjsTxRACCeyZNYhJhWMYyA%2BXkQuH%2BqhACb7ugTHrB3F5NdGT119E7MQjvQfZJvPo89gz5iDbOkoDkstTfsNFWljja8RcSklEJOItAQ2M8jhGWXSdTqN6MhCwcOYtKlan8PE1sMa87/YA%2BT0A4Ui6ASFdCJgY37AQvq%2BeuIQAKYkcOkmTlpTYcxbSetDJOlC0rzKNELgrm4j/4rQNgLg%2BbTcYmoAAlc6ycrdj9HLTcda5H1W%2BoEUtfHy95sZaiI1vYNzxVz/LTROVShM76btF66tlr%2BOLlof%2BMvWXYYChc/Y%2BU5S4YXy%2Bs%2Bnz9LEFLZwFi3XTsUiJ1NdmcEml/X%2BWBX4khA%2BfuL6sFZVExMuwxo8GIPfKO6hsFtUrQ9aXn6TEGjdap9h8mhAIpcCVuI2NeiPgf02NEaDyNnJFy7pbROtyjaaF29isTeFNxuhkb9vRSeSDfdkOOA7xn53EkMduR3Wn/eh5Hz5xfSlwXIzaqqLAhFrZph%2B%2BQchFuZLA5hsjymJreP7lqgZ2IIA1diQj1BLMYTX/owqPQBVswrt9i2HdH2GNG/35yJq7EqMsSubhZwGIn3Myqju15qWfYWAk44S/szeBiRNQhcL6u9Pqw8fXirgsC9nQhAjqqPbAdlugejKr7oyZBtgO4f126xMBP6BGlVcDHkB4D7wwdE2t4M7b6NNtPl6n1qyTxWbitnWW2ulVT0mliRxzEAQsAltOQHmK0X3bFELopeTA8xRVWES/z1AKEQ2T%2BedjeuW449aE998d1ZUafElqmahMjsAOW2GNHUnu2dcQ0Yi2VH348InrC4YAlS9QeH8mODqZOnzQnrhNLUWdQgIWcmU7kUP2JnbKsTgLl2oCsW1UStfcwpWIoFVMpbE2Ho3sSSHKYqieNMGdNHG58xZpVey1LhcVIhzGnjZTd1TNEH250TDYDoGJm6CyOdyGJlQ2h%2BzqQWVzxWWf7Ekju3tQhf51t1RPRn%2BeLVWilCl9rOzJ4DY0kbnvCVBQec/NBHfaBtnWqQmvtz9MA9m4kuC3JlJ513UAdF//J53w7Ze38eET15cA10Ukyui57W/aWlKKqgd/T9k5JyHbOpAr2zATZVT87UYq772VzD8ewfHSZQJbb0riynOJX3wmRnUlGCb2Ox8Um66443qcj%2BcR2ntnosd8B/ujubhtndpCWqvPCYx4jMy/ntIW0PYTiZ14FO6iBmJn/QBr49Go7h4KUz4kcdlPKb/tMsJHH6TJrSxK8srzKL/%2BQsIH7olKZ8E0EMEg8UvOpPzGS4gcdYDOQQSSN1xM8uoLiJ10FCpXoPPiG3CWNyECFtUv3kPl3TdgbTQC2dyK29SCUVlOxV%2BvZ8hTf0GEgqRu/Sv2xwv80tE%2BvjEQgHr80Uc57IgjPjciwjTp%2BNkVZO55DOEVO1vzVeilUuTog0j%2B5nxdTWEQ5F97l9ZDT6P8d78mdtJR/f7WddEN9Nz5ACIUJH7pT4j/7KSBzi/aT7uE7GMvFJel67KMVW0dVD70RyIH793/b1LSetApmKOHU3H71avvjuVNNG0yCZGIE9hyAtXP/X2Np2ys3h4Ri6CyOaoe/D3BnbcdtFAhgGzvIvPwM3RdeD0iFvXrcflYb6CyOaI/PIKK319R5ITPA0889jiHH3nEehKA6j1wmfuewP5oLpH9dyOw/ZYYybjO%2B1u8jPwr75J9%2BmVEOETqt3dSeGuq9lUpLR%2BWf3ta0feVuv523MUNhL%2BzF0a8DHdZI%2BkHniL/8tuISGjd414cB1FVTsepF1E483jCe%2B6EiEVxPllK%2Br4nKLw9DWP%2BYtpPOE%2BHJPStSS8VIHDmfQIeUdofzaPt%2B%2Bd5mwOidKzSfeAuawSlUAUbLIuWQ35EeO9dCO2%2BA4EtxmNUJFGuRLZ3YE%2BbRf71d8m//b6uQOEvEX18g7B%2BlW4OBnA%2Bnk9q9gJdqkYIrTPnSk0i3la/bOsg%2B8R/%2Bv%2Bz2UeBRyky9z1B5qFniwGu2I62XD6tUeI58tO330/67oe9MjyuV/Avikpnyf3njTXclKGJylue5l98Y82WZ28pH6Uw4mUU3vmAwnszPIUhQ7OcVMUwDKM84ZOWD5%2B4vnqvW0mfsFccEyH6m5oDf19dO73mjOB/iyjvLalTbK/P74JPZwZ/WpPZ7O2PPqpFvffvLw19%2BMS1Pi2Q1edjRXyelsjndU0b2rl9%2BFgPsWEltvm6gj58%2BFhvLa4irQpdjjhfgGBAV0sQvVqDGYiEtf%2Bod8nkuqhMTuf6GX6y8TcKSkvL9bNMDbHGLItBm8kX9Hxb41Njfrpd3N7S3f7S/mtOXJ4PSTa3Etr9WwR32Apr4iYYZREQJuTzOIuXk//vW%2BRenqxjuBwHc0Q90RMOI333Q8iWdr9SwjcFQkDAJHbCsVgbDdebF4ZAZfOkbvtrcdd2rW1ISWjPnbQ2Zy8B9tnwQSm9al/WSPruh1YbptKXTDEFbuMKhBnA6C3D7a8avqbEJSVGIk7y5ksJ77wd5si6QQ8rO/M48h/MpvPMX2LPmkv1C38nsNVmiGiErstu1iWR/bfc15%2B3AhZGeYLym3/ZhzT0Jkph6ofkXnp7rfmpIqAT3KvuvUUrN61hbsquHnLPvIps71izZS9AJOIM%2B%2BBZUIqW/X6I29bx%2BeS2%2BsS1fi0NKdhYm46j8o5rsDYdp1eAy5spvDOd3Mtvo1I9ELAI7rA1oT12JLzr9tS8/i%2Bav3WYNt8Bs7J89XXafXz9Vom2g9vWSfuJP8caUYcxehhlP/qeRx7GOrdhVJbT8ePLCU/6NqpgY00YQ2jX7QHIPvYCsr0TEDgLFuM2NK55GSoEsrmV6vtu0yErAYv4xWfS8ZNfaWL0N1u%2BRsRVcLDGj6HybzcWyxGnbrqLnjsfxF28TA%2B4Z2Zn7n8SozxB5OiDqPjDFVT8%2BWqM8mTxTVdUjfbxDWAuveuaffIlEAJrzIg%2BxCXWvQ3DIPvEf8g89AwUbBK/Ob9IXO2nXoTK5kEqRFDL4RX1NVfTnohGyL38FoGdtsEIWNgfztUVav1VwNeIuLzqCIlfnY01dhQAHWf9muyjz2tjrKq/TFevfyH7yHO4i5Yz5Ik7%2BEaWgvTRb06IgKWFcz9rG5GwttwLdj8dTrOyApnNlshKrn2uiXiM9N0P4cxfgiiLkHv%2Bde13lX5O6f%2B8OFtvrsRxCR%2BwB%2BF9dy1aVNlHn197wKYQFKbOoOcvD3764M7PM7xiXdv6Is65tvbW9bgvuo0B/p/P7Zq%2BtJfrZ7AETZP86%2B%2BSe%2BaVYk7ul97vX8MwovWDuAwDkSgjctwhgEClM6RuuVs7MdfmC%2BhdJjz0rN4OXxu8Kg0ohcrn9fY36M8G24U0DP0W7/NVipoXxXAMlcnqsjZS6s9E/4nTq3qtsjl9ncXjVjOhLLP/OS2rdKypr0kVbH3eXF5f%2B8Dqp6aXbmT3OU6IdRfUMLz/Nw1dQiiX13mUve2u7trNQfqs91jD63/bLfUZrLm9AQ%2BhCAZ1WEyhUBq/UHD9ejh7541pIEJBL91M9b%2BPgX3UZ/715rP2zhdVsL1j1vHlbJq6n6TU414orH3c/KXipx9kozJJeM%2BdQCnyk6djfzBL18BalzeUZVF4fyayK4W5ph0hw9Cah6k0wW0nYk0YjXJcnI8XYM%2BapytZ9JG6B7TCdDbXv0igZXlFAkF2dBPceRuC22wOrsSeOZf8m1O1D0SVCgzKljYCO2xNaLstwDCwP55P/q1pg1fPEAJyeWTf5YhAE44QUHBQpkHkgN2xRg/H7e4h//JbuE2t%2BgGRsnSvmRzhfXcjsPEo3O4eCm%2B/r9WA4rE1L1kM4e2gZTCHDyW41aaIiiSqs5vC9Fm4y5p0G70vjwG%2BSuk69GVvEQzoNpVCdnUT2n93gmNHIgsOhfdmYH84R8ffrWm8vTGQbe1Ym44jsPl4RNDCnv0J9vszEeXJ9eeh7DdvdMJ9v51NpZDpbD9zTphWUWdBtnUQ2HITgjtugxEN4yxZTu6/k3WO6trqyRkG2DayJ0Pw29sSGDkMN5fHnjIDt6Gp5CvegH1t1vpAWuRyRA7bVwePRsOk73pQT8J17VghcDvbwLZLbfY1eQwDlclijd%2BI%2BHmnEP3eIYM2k777IXr%2B7584SxoQ4TCqK0X856cRO%2B1YKNh6%2BhkGqd/9jfTfHiF82H5U/eU6nQDddwpmc7SfcB75t6aCYRA9%2BiCSt1xWrMrad/J2nnMVmX89rdvoUw%2B/8v7fEdh4tD7MdVHpLB1nXobb2Ez80rMo%2B%2BkPVrn%2BwpvTaD/jUtymFsxhtcTPOZnYqcesuiqfu5COn/yKwvRZmjgHEphUYJmU/fh44uecXCKovod0dNF18Y1kHnmuRJYeaSSuOIfI4fuC7aAcB4RB%2BxmX4nw4l/gFPyJ%2B4emrGs6ZLB0/u4rcky8Nbvm6LiISJnLYfiSvPl%2B/GPr%2Bv1R0nX81mUee/XxFTD7DfFaFAvHzTyV26rGQzXrxXAbtp16MPWs%2BFGwCO2xF5R3XaNFfpRCWSfbRF%2Bm66veEdtmOijuu0YruA5B54Em6Lr8Flcmt%2BnwYBiqdJbDNpiQuOI3wwFJMgGxtp/v628nc/2Qx3s0nrs%2B4/lauxBo/RlcXBXLPv4ZIxD%2BFEIXCjCbI/PsF4uedgj3nE5Rt6zecZaK6UsRO/i7Jm35ZDJPI/vt5nEXLEAGLwNabE9pjB2KnHkP0%2B4fT8aOLyT77KspxsDYdiwiHERXJYnxPYOvNSFzyY%2BIXnoEzewG5519DSUnw29sT3G4LRCRM1aN/pnnr7xD/9TlEj9gPt6mF3NP/RbZ1YNQPJbz/bhjJOOW//zXWpmPpvOBajPI4SK3yYw6rRcSiiIpEsSpGaLdvEdpvN8L77EL28ReLllP4wD2xRg0juOt2VD34e9p%2B%2BHOqn/4L5rBa8pOnU3j3A4TrYk2coIN5J4yh%2BuV7aTnwJD9AKCQAACAASURBVOypH/VfYlomQioqH/ojoZ231ePx3GvYcxdCvoBRXUn4kH0wqyupuOMagttNpPP8qxEVCb3jZhqYw2sxkgm94eJpQ4b32pngOScTPnhvci%2B%2BgT1zHihFYNOxhPbdFREJU/mX6%2Bi8MEnmb4/0fxlILahScde1hPfeRZPvomXkX30Hd2UbZk0V4f12p/y2y4kcti%2BdP7/2K53POC6B8RthRCOI8gR4llZotx2wZ8xGSYlZU4VRmURlc5jexlPgW1tSdvpxJK/7BbK9k54770d1pDAqE4SPOAAjGSd63KEEt9%2BS5h2P6B9WYZmozhRlP/k%2ByRsuKl5O9pHncBY1IIIWga03I7THjpTfdCmRw/ej7ZifIixTi65saBsxfNWFBAMWqrWD2hnP6nLLK9toHLUrZnXlp%2B9Qz6%2BgbBekHlCVLxD%2Bzl5U/fMWAOyZ82g95Ec6Pahg6y4wBIHNx1P5z5sxa4eAEN5DPRNCAYRlIdu7GDr7P5hDh%2BAsXo41diTdV/2Bnt/9TU9MBSqfJ/Grs3URQ9PEWbAEo7qCwutT6PjZFfp8rkQEApij6qm691bMUcNQBZu2I8/0ytfoZYAIBVGuS3CrTal66I%2B6vYYmAuNG0bzTkbgNK4old0QoROW/fk9oh61ACHKvTCa81850nn%2B1frMWrVCI/fAI4pf8BCMew13eTNMW%2B5cCLg0DCjbxi88gfv6PQAiadz4Kd9kK/RJRQNACx6Hi9muIHLYvAK2HnU7hrWm6JI%2B3dBehIEa8jOpX7sMoT%2BAsWII5diRtB52C/fH8om8KILTnTlTceS1GogzZlWLlzkdp8RTH8bIoBBV/uJLIEfsBkLr5LzoivlcJyjIQlkX8kp9Qdubx5F56S0e/A23HnUPuxTc%2BnUBKsR/OJH7BjwBoGrcXMpNd91WAaWBEIrit7Qzr0FV5u391Kz133K/HWEpEOIxsaaPykf8jcsAeuM2tmMk4mRdfp/OUi/W8cqX%2B7rgMeeJ2gjtsBQi6r/0Tqev%2BVIwlUwWb8P67U3X/bdr6nvw%2BbcecjRJAwS6OizVmJNX/uQcRCpJ59AU6TrlQt/E5x5V90YUEja/e4BLIQgFz7EhNLPMWIYKBYj32z/TG693%2BkRKjMknlndeC41KYMZuWPY7VJrXr%2BYEMXSLGnrOAtkNPw23rQOXyVN13WykeTCmUrctKK1dijR1J5h%2BP6jrvyXjx4TIqy%2Bn6xfXYi5bpuTu0GmyH9h9fXiJhw0AphfPJUlL/98%2BiYzm05866MGKvFSp13S1lu0W/WmDcKFomfR%2B5YmWptI6hHeedZ/7Sc1jbhHbfkewTL5ZI1SMtEQiQvu9JCpOngxAYFUlCe%2BxYujalEMkyIt89CISg4%2BwrcJc2aqEQw9O4dCUiGqXzrF/jLF4OCuIXnKqDM/umx0ipXx7eA2GOGkbn2VeQn/phn743IBAg%2B%2B/ndOwUYCTjWBPGlOLwTIPgNpsXSSv95/vouuh6hDCKf9fCBYrOc68i%2B/QrOoB0PbAilFKrz3sUovhyJa%2BJxRxSgf3JUtqP/DGiPF66P%2BkiYmHajjtXzwfHJXbCYahMvjhHRTBA5e2/AdfFnjGb1kNOKxFfb18LgbukgZW7HYOSkuiR%2BxPcdosSsfm7ip9icKXESCT0rgcgV7Z6taY%2BQ2O9Oyiez0bZDrHTvoeIhFGOQ/dFN4BhFnf1iomvjgOuxFnUQM9tf0OEQxiV5UR/eKRO6C7YUHD0BPGc1t3X/Rmztrrka/B2DI3qSr3UQdeezz72or4nj4iKJWocl8K7HyBTPfplOHZEf71Ixyn5iLylQO7lt7HnLER5/99LEMIysWfNx1m2Qu9imQbdV/0Ro1YTZ/H6CgXI5ci/8Z621MqiWBuNKPVXT4bIYfsil67Qz9Nr73oWbKmN4g6qbZP/79sgwNp4jF7a9U12t%2B0SebguqqubzP1P6mWv6/bre6O6ih6PxAFtVRQKiGAA2dJO%2Bc2X6maaW%2Bk4/xrM4XUo2y6NoZQ68r26io5TLizOha/WOS/1bq5tr3Y3vFczEyWLoROdZ1%2Bh7y/dZ45KpeeZbZN//nW9nI9GMEcPA1eicgWi3z8ckYijXEn3dX/S6ZmDzHNlO7gLl5H%2B833aH3nNBbgtbRvcTuN6IAgLmKKYmqE%2BL/Y3DIxEmd6pBJyFy8i%2B8FppOTPIRALIv/4e7tJG7ZfZcyftd%2Bubj2aaFKZ8iMp7hCYG2ShYsbL4a/6NqdoUH2hBCv1wuYsaPJKLeVVOxeB9BNhTP0L1pFcRxVBSIqIR3IXLiiZ5YfqsQdOelCtxlzcXLaG%2Bu4siGib/2nuI2iryr72LbO8qkU/feCKhq3a4rR2lZVF11eDLKKkfyMLUmajunkHvTwQsnA/nloYuEdMPq%2BtiDq/HGj9GLxGv%2BT%2BMZNnq54hSKNsmfd8T/YJHNwynjUB2dOE2tQwuMeftQjrLm0q%2ByIh%2B0YlomNDuO3jk3kLuiZdXn/KmdHnO7NMvI7t7CIwdhTV6%2BAYntPLVLxUNA9XdU5xoIhL%2B37Zp%2B8YLxWMEJk7QTsqHnsFIxNfctmngLGrA%2BWSJnhubjMWIRfvvvAiBXNmmy%2B0MZhYKgUplSi/elrZVNSJ7j%2BvJlCapEAjEGtgd3Jb21RObEKi0J6qbzvQv99NvxAUqXyieV/TN5RMCt2EFK3c4jNbDTtcxRJ3d2h/lxaKJSFhHqIeCGAGzuNwXlrnGF4I95xPwYtlWY3r3Z3UBKpMjvM/OpZfAq%2B8W4%2BFWZ3GLcIjCW1M3yJ0yd%2BkK3der7SNV2jlXXj8ZBiIWLe5A5597DZnL6THO5Qf9wnGwp3%2BsrbpgAHPMyA0umn/9iOOSCtnVg5Esw6yv9bbWP0M7ponK5vQDZgiEaRYdz/bMuau3tvpYabJhhY6/AV2VIhRC5PL950/vcnRdan4VCqu/lwEkpNZklboSlcut2aT3Gli71brmWCkjHsft6CK8546EJ30bs34oIhHTpGVZ2nfjuFhj133Cq64UYrX9tZqYIlsnOgO4TStRrrNmaTmlwLJw5i36ancVP%2BOLV7neknxd/CSidD4RDmIOq9W/ViSJHnuwtymm1rDKMYsvImtkPfYHHyMwfeJadwemRETDOLMXENxpawJbjEfl8hjJBIpPsdNhGJDJEjl8X/L/nayXGn3fZs2rsXwGIhTUu2joaHphCNQGF2n82a%2B3Nzq79u1HCGwxfq3kvM5O8M9wScpxMet0LJNs7/L8QWuz4PWS6ysjLeGpN0n15Yya0KsWEddxbdEj9ydyxH5rbMsLhy06/43K5ACL1yeudbK2CAQoTJlBcKetEZEwRkX5uom29h2M7h7iF55B4vKfkv7Ho3Rd%2BluMvoRjGuvm8N/AI4r/J5gmKl%2Bg5v2nseprQUkKb79Pz%2B33kX9vBu78xUiZQxBARCJU/OEKYqce8%2BWktq%2BjIVJ8iX0FpCWCAUL7764j1Fe0/E8vkE/dN73L6denoDq71jl9SmZz5P7z5rqngfnEVTLvRShI/pV3KTv7RAAiRx9I5t7H115hsu8A9KQI76cTtEUosMrktUbW67QScy1O23wBc0S95yvKagL9JhCZEMjWdpLX/hzLW3Z033gX3Vf9Xi8pggGM%2BlrMXgWmQuELJwhhmrjNLZqLKpKIUACVz6/xHpQrMYfWfLl9ZwhwJdHjDiV53S8oTP2Qln2%2BXwyo/qJJSymF7E5hJOK0Hn66V35HrtOYK8fRYTsbWKlzY30gLgyBPXs%2B7so2kIqyM4/XBQPXdYkmJeaQIZijhgHgzPkEldVJxW6D3oUJbDGh5NhcE4km4sUSu87S5dqh%2BU0gLikxyuMEt5uol9bLVpC%2B%2B18eYXgJzI6jwxxcFyyr6Ff5whC0cBfojRKzvgZhWv03EwZbazkOgU3HfulLc%2BW62j8LGDVV3i6d%2BFKeH5XL651iILTXThjJMozqyjV/VZUT2HITYscfqneqNzCsHzTrSmRHF7nnXgVDYI0dRfjQSescGqEch9BeO2KUJ1CZLIX3ZiBME5nqwZ49X1txh%2B%2Brd1HWRIaOS2DihKJfxZ45F5VKfzPqJ0mJudHIIkk7i5bpwEQ1%2BM6piIR13bQvitQViHCY/BtTSlbzlhNQ0l39GHq5eiEvav4reQn3/f4ljZvKZHEW6qDnyFEHILvW8tIXINs6qXr8DiruvA5r3Gg/HOIzD7jr0vOne7VidShI%2BXUX6pJNkfAaX1wiEgbHJX7RmTpgsamF3KvvFidx/uXJ%2BqEcWa8n9JqcyYZBaNftsEbWg%2BOQ/89bmjzlN8PnJQDsPiIRgy0fvChtIxHTu4pfUP10ha4oYc/%2BpLhcTFx%2BNm7jytXGaAnDQJRFCe%2B3m975/SbACwguvDkVXJfIIZN0YOqayNORBHf7FkYsgkxndACq4QegfkZvm4UzewHdv/mjLr87YQzVr9yvd4hMq6Rw3fvl1Ypym1upvOdmgttOBMOg7eQLtYwZOpUmfc%2BjyI5uRChI/MIzdO7hwLAIL0bJGFJB4opzwXZwlq0gc/8TiHCwT8oE/R/qgYM92Od90i36HTewQJwQXmqN6NOW91npyVy1LSj9X9/SO73nHXifwuhfh733mi0Le/5iej29wR221L6tAX0lwiFkUwvJm3Q0uxJ97rPfvQw4v/D6ZZBrWuXz3r5wJcaQCrp/ebNe7k8YQ%2BLnpyHbBhGpMA3c5c1U3H6197tZIjNDrLsPRwhdxcMc0M%2B9KU%2BDfAnT0Pfbb4wZ9L5WnUf95wCGUUpnGvBSHTjGvb%2BLUIjMg08iu1IY5QmSv/ypl8M5yC66qYOcYyd/F6OynNwzryDbOn3i%2Bp8upjxB9413kv7Hvz2/1HjqG98hvNfOGJVJ7aw3DUQohIhFCGw%2Bntp3/k3k0EkgoPuK23A%2BXgC9OyRCB1t2nHU5CEF40rcpv%2BFinRqRy6O6e3Q0N2DW11Lz%2BoM6uRlo%2B%2B5ZukKFBCNRpreMDe9hiIb1Z33FEpTSajPxGEYyXrqnynK9VT1gYohEGUairF/grUiUYcRjOh8wFETEY7p8izdpjXgMIx7Tdau8BGukRMSiGPGyojNYhAKI8kQpKl4IlO0gohFEPIaRKF2PiEcxEjFdxSGbJ/vsK14bIZJXnVcKlE31oHp0YG3ytssJ7bId2Wde0Sk8poFRkdDtui7CshBx71685GajPI4oi2HEojqEope0lUIkyhCV5aW%2Bicf0V5muz5V7%2BW0K02fpc19/IZFjDwZDILtSqFQalUojrACJK88jcti%2BpP58X5FwjdohGJXluvKG467VbyqiYcxhQzHra/qNozliKGZdDWZd7SpfRl0tZn0tRkWyn8loJMpKkmTemIuymI6Fsx3ti0qUISKR4ovW8O693%2B62lIhYRB/b6/A3DIzypG4zFEC2dtL1y5sAiJ54JIkrz8EoT%2Bpik10pZHePTklLxik7/1RiPzwS2ZOh66Lr9TVuYIuKr746xCDLENnRTeyM4ym/6ZJSs8tW4CxahmztQERCmCPrCWw%2Bvvj3rgtvoOfO%2B1fNdDd1WZvoSUdR8YcrdFsNK8i/MRXZ3IoIBTBHDiN84B46ALWtk7ajz8KeOQ%2BZ6qH81ssI7bIdBCyd1%2BcVaXMWNYBl0HPLX8k%2B9iKiPEHlXdd6js8KzCEVerenrQO5sh13ZSttR/4YFCQu%2Bynhg/ZEhIJ6Q8EjIGfhUoRlknnsRULbT0RUlmNWVWDUVetk9PYunfJRsOn48eW4jc0Et92C8j/8GpVKe6pIChEKYX80F5Eoo%2BeGO8g8/CzG0CEkLjubwKZjMIZUYtZU6WeiM4W7fAWYFl2/vInCtJlU3nUt4QP3BHTqkD3lQx3YW54gtPO2WOM3ovO8qzGScRJXnIMqFHCXNKJcV2co1FYT3nMHlBIExo8u5uQ5cz/BqCin7bs/wV3ZhspmKb/lMoI7bYMArHGjtQ/LdnHmL8IYUkHnOb8h/8YUzPoaql%2B8Rzu%2Bgfw703E%2BmotMZzAScQLbbE5wm83I/OsZUjfdSe2UJ/TOp%2BPiNjRhVJXrqhM9mcGXUZaFauug5u1/Y46q1y%2BPXgLB20XNFVZPfErpIF3TwlnSQO7ZVwkfsDsosDYajpJ6Sec2NlN4%2B30K780g/ovTkd0pApttXLTMnQWLEaZB5l/P0POHe1BSEt53VxK//AkohTm8Tr9klMJd3ozs6EK2ddD2vXOgUKDsnJNJXn1B8ZnJvzMd2dQK0sWoriKw3RYEJoxBpTO0HHiyzhJR6nMnri%2B6OsT6pfLTaxmURcnc9zjZR5%2Bn7OwTKfvxCZgj6jBHrKqvmP77I6RuussjtPCq5TlcFxGPkXngKewpH1L%2Bp98Q3HZzosetWkwwfdeDdF/zfzqh1TJ1OlI6S2DLTQbsdgV0cCY6MLI3098YUtmPTAVgDq3BHFpD4W%2BPaEvQ0Q9xbypSXwQ22xglXZy5CwkftBfBAccYNVUEa6pwFjfoagymicxmi%2BIi/dry/tdZsbJYk8wcMZTAlpv2b3NIBcaQCpz5i3SOpW3T8ZNfkbz%2BQqLHHkxwm811ddc%2BaD/xF2SffonId/YCx0UEglheykn3nIVENhmLNaG0sydCQUQoSHD7LVHZLLK9E2EaKKFj6wKb9DkWE4K65hlS4ja3gucSaNr%2BMMqv/wXR4w8jtNM2hHbapt91dV54PZn7n8BIJpA9aW0RB8EavxH2R3Nx2zoHnyO9JlLAwm1pI7D1pqtOzWAA1lEVO/v4ixhlZdrp3WcuiGAAozyhX4ptncU%2B6zduniSfSmf17q3QpcwDm45b5eG3NhoBG40g%2B9AzqEwWoyJJz%2B33U3hzKhV3XIM1YQzRQZ6Z/Kvv0nH2r5HNrZ8boXyzLa5BJotMpVGd3QS2GK9zB5NxVDaHPWehjsuKhPRnvdUS1kCKWCayqRVr3EhCe%2ByIWVcLto29aJmuvGlZGGXRfonFKpNFdnWsJo/QSy72Bl%2B2d6IK2VWOVSiMRHmxZK7K5pCd7atp08SorkJ2dUMhtxp/YLCU1OxKZEsLCtWvNR0d3ef6hNC%2BodW1GQzrpY7QZX5kWweBsSMJ7rydrhmWyWDPX0z%2BxTe138809TKkrb3oF1MozJoaVE8amekZtB%2BEEcSoHVJawqazyFTnIMeCEKYu3y2E3mUMBpAdXYhEGeH9dtPWquviLGog99RLusZ6MKDLJre0o6SNQOjzhqN6ub%2BWjRbV3YPMpNaQN7q2TQWFkazQZa9TnYgB3hiFwoiWIWIx3JaVq88GK68o5e26EtnSCsjBzxdPandEbxVa00SuaMHabCyhXbfXu%2BSOi9vYTO7lt3WF3CEVX2jpn2%2BWxTXw5gt2US7KXdmG09BUHBwRDGDUVhXLg6zTzqXtYNRWIdu7yDzwVMnnYZnanzWwLaUQsSjmgDLB/XdoSoRp1FR5jm814O2g43x6S4yIaAQzPmKNbeq2Vr8sKe7mWSbGiGFrvz6lNIkZ69Cm62JUVeC2dpB5%2BJlSPwUsRDxaLM8jggGEF6zb93yiIolZVcmg6w9FqUCg58%2ByyhOo1a1VegsYCnRV26TWM8w%2B/qJXIdcbv3isVAdMCIz62v670VKtU7E8UZHEqqpY/fWs1RLwxhqwypODtCO8WmUSc8TwNRgAshSGY5kYA/u5L6QshTP0lgqqG4Jc2aYLSTquZ/6bOjOlsnyDrHra79293l%2BhN8hFpZyBD%2BWnRW/V0IGW4OomtZTrHsfluDBIfqX6LG2u6715hLzO1vC6dpm7un6Saz%2B3q9Y9LkjKT5fe1VvVIhwCQoNfVy/hfcYVg/ofqoH2Heu13te6jtunGeO1zfM1zXV/V9GHDx8%2BfOLy4cOHD5%2B4fPjw4ROXDx8%2BfPjE5cOHDx8%2Bcfnw4cMnLh8%2BfPj4qrB%2BxHENVmnBhw8f6x%2BkWi/q0331xCWAfGH1wpk%2BfPhYbyACAQhaX3k1ia9e5SdfILT7jkQO2B3lOGsuzevDh4%2Bv5jlVEmFZZJ9/nfzr7%2Bq80G8ycYlQiPwrk8k99fKXJoriw4ePz8JeIMqiuljAV6zDsH6o/ETC/1MVCR8%2BfHy5z%2BxXDX9d5sOHjw0OPnH58OHDJy4fPnz4%2BKKx/tTjMrwCfMpbQwvQ1eP6rKf7FtZTqiQo0Pt5388GO77YDv0L/snV/J8nVluEHHAtvX9Sazj3wLKkfa9FiNI9r3L/g7Tf99yru%2B/e732ve3XX17fNNR3f9zp7j5VruMa%2BnyNAeeKofdvpe/2D9bUa8Fnx9wH91BerG5NB58Agnwux9mN8%2BMRVnNe5ArKj2ZttFuawEVq9JZMpqQJblhZ18GDWViNbOzCGVCCbWrR6SjyG6uoGy0KURVGdKWS6B3AwKqqLhQhVKo3b04IgALgY8WpULoeIxxHhIKorBShEJILb2oSuvmdgVtd5MlWmLtOc6wIkwkogEmWodEaXB7YdZCqDsExkug0w9XmiFShX6lroAQvV2Q3BgJZZa1qqy/CGdQ141ZlC9rR5fRLArB%2Bm%2B0FJ5Mo2jBH1qI4urUA9pAJ3aSNGzRBku%2B4Tp3Gxrt/uGdZGZTWqJ4MxpFyXAm5q0VVCPVVqd/lC7zr18WZlta7bXlWBu6IJI1mOiIR0HfimFZg1dboEdUpfoyCMUaul3FVXCplpAywUNmZZjb7udJtn5AewRo3EWdKA6FVOqkjgti33xkQiRARRnugzL4KYdXW4jUu98QhhDh3ah6Qk7sresUL32dChuhRzOg3YmEM9vUHLwl3eqM9rBjDqqlGZHKq7B6OmUvezEKhUGtmTAhzMYSPWSSXIxzdlqWi7BLefyLDUfOqWTKN26nPIljYih%2B9L1SN/QvVktNiCK6mZ/Bh1816h5tUHEeEQFXdeC1JS9dTdxH54BKo7ReyMEwjvvzuqu4f4L06jbuEb1C%2BfRmjX7YtVRSPHHMyI9GLqm2ZQ3/gh4f13o%2BL2qwlsvjGyo4voqccQO/04zJF11C16h7pl0xk6702MIZUQCKC6UiR%2B9TPqmz%2Bivm0OyesvIrj9RK2uYrtYG40k8ZtziR57MPUts6hrmEZ980yip36P5HUXYm0yBqSk7PxTCe27K2Z9LcNSnzC85WPKb7kM2dxG9IRDqW%2BbTV3DdGpefVgragdMjHiM6lcfxFk2n9hpxxK/4EfYS%2BdR/fq/EOGg7hMBw1s%2Bpm75dOqWTKF22nMEttqE8hsvQqUyiFiUIf/5J7KtAxGNIFvaqG/6qN/x1uYbU37b5aiCTe27TxA9cj9NkrXVDGv5EKOqgugJh1Pf9CH1TR9R9fid%2BsVQsImeeCT1jR9R3zSDEdmlhI/Yn9jpxzM8s5i6xVOofv6fOEsWUfPKA9TOeJbKe24mMGEsw7sXUr9sGnUN71Pxj5sJfXtb6pd/QP2KD6l%2B9SFUJkt9y0zqGz9k6PTnMIcO8YjIRCTKqH37CepXzqS%2BZRbVLz0AhkH8ojOpm/0y9cumYg6r1S8eKal970nq5vyXIY/djmrvJrD5xlTcfrWWOvPq1pdd8CPqF71F3dIpyLZO/bkPn7hAl7cVwSDpvz5Cw6hRNG//HYxkHLOuhsghkyAUxF3eRNVTd5G68jYax%2B9Iy4EnI%2BJlCE/wUkSChA/eW1tdsTDKtgnt821Ce%2BzI8jFb0jhsewrTZmoBTyD7r6dpiG2Gs2AxDfWjyDzyNEZFuVbgyXpiF8EARjxG9pFnWT5iHE3j99BiE46Dsm2MyiRtR5zJ8qrRdP/qFoxwqCSeKgRGZQXpB56gacS3yT31Mk1j9iB9%2B72Y1ZVFkVAR1IKrIhohe%2B/jLK2uw6yvIbTPLohQiO6Lr6dh%2BGha9vyejp8RAvuTJVokAkFor50J7rETIDAqEsiV7VrbsbqKhupNyfzlQdpPOJfm7b6DEYsiggFUNovKF7Q%2Bn1L6XqorWT504PERRDiMMLTIRvioA5FdKUK7bqe1AEJBzGG1tB9/LsuHbkbb4WdqrUog88BTNNSPxF28jIbIeLIPPwOmQdvx57J89Ga0HHACZWecSH7y%2BzRO3JGO0y7Fmb%2BY5YkJZJ/5Ly3fOoyOEy8gMHETOs%2B9iuV1m9A66QfIri5URxcN9aNpOegUav57v1YadxxUKk3TLvuSuu7PdJ5zJSsnHUJgi/GEJ%2B3C8k23ZcX4val%2B6T7sFfMZ8vgddF14PQ2bTKTw8QISl5%2BF7OzWFqVCW2StHSQuPIOlGw1nxchddJ32gp/d4RNXX38TENx2c8qOPI3AxM0whlQi4jG6f3snZScfjZIKa9xoss%2B/TGDcZp4moDb5cSWytQPZ3qVltCwL1ZMm9v3DSd1yN1blaIyKIah0pkQY8RjW2NEY8RhWbCNELA5SEj3uEOI/O5nQpF20G8VxCe20DeWXXEHksAP6%2BJ606kzksH2JHv19jPqaohq0jtLTSs5GvAxzzEjMiiTmmBEYyURJ8Vnhqe8YoCTmmJGEt9gbs65Gy0YJiH73ICp/dR3WZhvrpYtUGPE4hbemEt5nX33frW1E9juAwlvTtJCEaYKUWLWjMIdUYA4fijmsHhyXwObjKTv7JMpO/x5GIu6pJmvFaGtI/%2BMV6BeDaVJ4f5a2WFGY9bW4K9u15Fk2R%2ByUo0n%2B8iICO26FUVlO6NvbYY0ejhkajSiLYY0ZrcVqLYuyU46m4ldXYo0ZQ37ydMIH7kn5JZcgKuJgCKwRozErEpijhmMMrUals0SPPZjkpZcS2nMnvSSNRrAqJqC6e8g%2B9xqh3XfQlrRhYCaGYdRUYdbVIEgQ/d7B9NzxAIHaCSCg8N4MwlvuiDV2JLlX3yQ0bgcyf3mQ8OH7aWHg3hePlBhlUeyP5lBz%2B32YvUIV/jLRJ65V%2BCsSxhpWi7BMjIokgYkTyL3wGrHTj0WpHCqfR4gg5O1%2BwggKIGCRuvVu4r/6GXLFSv3wBiyUYxPaYSuqX7yH5LU/R3Z0lZzstq0tjoKj/TyGgbOwAfvjecimFk/e3EB2dmPPmodcZcZbVgAAEklJREFU2VZyLntOXKM8oS0oNcAJ3zvBpSdyICXYjieeUHIYF58DV2LWVFJxxzWk//kY9sx5iICF09RC4cM5qGzOU%2BqRiHCQwuTpxM88nsJ7Myi8O4Oy048j//b7WkDCS4BVtoNypX6obddTfu7GmT0fe%2B4ifc9KFX3OA4/vK88lgkHyL7xO7JRjkR1dqO6UHgPTxF3ehDN3IbKzG2NIBcGdtkZUJCBfKKkmedfkLG/CnjVP%2BwBXttF29NkYyQSVf/stIhLWYrBSoRxvTCwTp6kFZ84CZGdXsZNVwdbj60rtI/Wc58VzuS7ggGFq/UbHRpgmKp%2BHWBSVyyNEAAoOytHK232d78p1EWVR2o49m/y7Mxg64zlUJju4pL2PbyhxKb1L5cz5hNQf/o6zdAWhvXcGwyCy/%2B7IjhTW0GHaihg3GretXS/5VGknTFgWsrmV/EtvEDv5u2A7FKZ8RHjSbmSef46O0y/VMuOOMzjBKIUImNgzPib/%2BlScT5YiDANhGrhNreSefw1n/mLPOtJvZIIW2RdeJ/33f6Py%2BaKQrezJgGXoB0XJVXfsJBjRCLI7BWVRTWzBAPbM%2BbQccCKJS3%2BCsrV16MxdRO7Jl5FdPZ70lkKEQ%2BSnfkjkuwdS%2BGAWhekziRx1APaseX1UkMSAXTalNxRaO8i9MZXCux%2BUdCjFanbl%2BvSPUZGg5x%2BPUvbTHyA7u5GdKS0LHwpiz5hD7qW3UG0dOHMWkrr%2BDpy5C/VD7t13LyXYH84l%2B%2ByryHQWEQig0j10X/snZFc3RmUS0WuNFgkzgDN7Abn/vIW7vLl0X/kCwjIJbr0pzqwFCNMYcA8CjBD2tI8I7vYtZJvexAhsMYHC5KkI08IcPRx3eRPhfXah8M77WgFdKk1ueRs8mbGev/2VwrvTCW63BWTzPmP4u4p9uMtxUbaDURZDpdKEJ32b1oN/hMrliS1ZTvT4w2k7/lwq/noDzsfzUbZL6ua7wPM5qEwWUZmk%2B9o/E/vhUYhggPSdD1D5j99S9Zc/YNbVUPjgYwgGS9aRApnOeqERApnJoZQC09CVKlyBzOUJbL4x5TdfCoZB6pa7UZ4Mu8oVEKbhyWSBPWch0XiMytuvhmiEzD8f98hLIT2LSQQs0n9/hLKfnUjkqAMxhiRJ3/UvjHhMW1MK0n99mLLTfoDsTBH9wRGYtVXIdIbUjXciohGUUqhUGvuD2ZDOobJ57Okfo7J5lCtRuXyJkPIFlO3qG3ZcZC6vH3KBXjoXzRWKhKBs14tgcHVbHrEXpsxAhMM4s%2BajDthD31d7J9ETDiW0xw44ixvI3Ps4hIJFAlI9Gb28EwLlOESPO5jApmNxW9rJPf0KZWd9HyMZx21u0wKurkTm8sWwE9nZTeSI/QlOnIDb1kHq6v9DBCySN16MUV1Jzx0P4DY2IxKxXgVZfQ8FGyNRRvrBp6jcb3cq77wGUVlOz21/RQRDtJ38Cyruvh7n4wVYG4%2Bm48eXYVZXYY0eTvlNl6IKNj133E/yqvO0dRYOYc%2BYDeHgusuu%2BfjCPUxfvZK1aSIClrckQocWdKf0ks8QiGBQ7/ZUJDBCIVShgOzuQYRDemJFwvohcyUiGtZLDdvRorHJOEoqbeEM0CoU0Yj3AHs/5wvgusXMd%2BU4GIkybT0o9HKlVww1HNL6e71tKqVVtWMxlG0jO7uL/iwRCuq2PcFSkUxgBAPITFbfs2Fox3kur38OBVC2qwnN0D4o2dHVJzasT5sw%2BM9K6Z8dtzgmwjJL54iE9b2LUpyUCPc93tBWkffgFvs5myv2tzA9IVbDANtGptKlJZdSOiQlnS1aT6JXwt51kd09GBUJEDp8Qtm2vq%2BwHl%2Bk3i00ymJ6HrgOsjOlxyMQQBUKqI5u7Zfqe85QsL%2Bwr2liViRQjqs3VyxLC6aWJxHhELK7B5XNFlXMCQS0CnVnN0ZFAmGayK6U7lPfx7Xuxsg3QslaSj3RvKVK78OlH3T0RLZMVDaPzBdQ3hu5d3Lq3R4drKj9I14cjpTI7p6Sv2lg5xZKk1EV7KLzva8gqMpk%2B1xnKVBROc4qAanKdpGpnj6Bkn18L70Pl2Ho%2BKe8tpD6HdN7zry%2BH9WT7v3zKsGQyim12e9ne8DnvdcoJcop%2Bef63nvvK6z/8aVrKn23%2B/W3khKK16hWCd7sJdNeq5pUWv%2Bfd6xKZTzrTpbGwXZKVqCUxRdLkZuyOch61rFlrnrOgUK6Suk5oPRyufe7zOYQvWPgzbXetot9nEqjhOH50nzS8peKqzDIAHn0virESmllZO9zNdC66/sd%2BltVriyRw2Dod6zbj0iLp1%2BdgvBg7a5OBXngZwPvo%2B/99z23dNbt2ld3HwNVp101%2BP%2Bs9vgB/esM%2BF2tRYXa6d%2BnA48dtHhkv3FQq/TBWqXjB16PlKjCINc4yBgMbHtDl6n3nfM%2BfPjw4ROXDx8%2BfPjE5cOHj28QvjAflzBNREAnEPuZ9T58fIMgdPiNML%2B4gN0vgLi8oMWqcswRdaX8Lx8%2BfHxDiAtUNo9RVd6PE9Zv4jL11nLisrNJXHa2P4g%2BfHyT4QV1f974YnxcfsyLDx8%2BvkAu8J3zPnz42ODgE5cPHz584vLhw4cPn7h8%2BPDhwycuHz58%2BMTlw4cPHz5x%2BfDhw4dPXD58%2BPCJy4cPHz584vLhw4cPn7h8%2BPDhE5cPHz58%2BMTlw4cPHz5x%2BfDhwycuHz58%2BPCJy4cPHz584vLhw4dPXD58%2BPDhE5cPHz58%2BMTlw4cPHz5x%2BfCxOrzy31d47tlnAVDriSZo73U8/eSTvP3WW%2BvVtfnE5cPHeoAXn3%2BeJx5/HADXddeJUL4sPPLwI7z26msAiE%2BpoPOFXqv6cvvC8qepDx8DHgrLwgoEij83NjbywvPPY5omhx12GMnyclKpFNOmTmXPvfbincmTmThxIrGyMmZ88AGT355M/bBhHHLoIf3I5Y3XXmfmzJlM2GQCe%2B%2BzD1JK5s6Zy9C6oSxbupR333mXZHmSI448EsuyBiWmQCCA5SlEz5s7j3fffYdMJsOmm27K7nvsgW3bTJ0yhZ132YXnn3uOpUuWMmrUKPY/8ACEECxdsoRXX3mFfL7ATrvszMSJE8nn8zz/3HM0Lm9k3PiN2XvvvTFNE7tg8%2Bij/ybVnWLSvpMYvdFGOI7D5LffZrfdd%2BfpJ59kxYoVjBkzln32nYRAsGDBAt547XWkdNlt9z0YP2E8SqlPTbK%2BxeXDx6eEVAoltfXw1ptvsueuuzFtylSee%2BZZdthue3pSKebMmcNPzvgxh37nYI449DC6urq59eabOfa7RzN//jz%2B%2BLvfsd8%2B%2B5BOp7Ftm4t/cSE/O/tsFi1axAXnnc8lF16EYRjc8/e/sf3W2/LbG25k8aJFXHPVbzjxhO8jhBjUgpFS4UoJwDNPP820qVP54P3pnPSDH/LH3/0e13X5zZVXstXmW/DM088w/f1pnH3WWfzznn/SsKyBQw76Di%2B/9DLz583jwgt%2BDsBJP/ght9x0E0uWLObaq35D4/LldHZ0sMN22/PoI48wbepUdtt5F6a8N4VUKsUvL7mU7bbcipdffonJkydzxmmn8fRTTzFn9mwOPuBA3nnnHT768COuuvLKdbJaP7OR9/ijjyofPnxoXHrxJerM009XSil1wL77qScefbz4t%2BOOOUb9%2BrLL1aKFi9T/t3fvwVGVZxzHv%2BecJXvJRUJIQkniErIbiAi5cBMCFgsIMgrSqtxqGaBApVOBoFbaQaijRsQp1ZahCAi00wpVgdCKBWwIIVxmSgl1RkII2MnFhnKZdrMkm%2BzlvP0jyZKrw9jQ0fH5zOSP3XPOe94k%2B/7yPs9mZpMS%2Bylfg08ppZTP51MJfeJUxcWL4XMnfnOC2r51q7p86ZJKTUkJP//Pzz5TCX3ilFJKPbVkqcp/%2BZXwsb3vv69GZGd3mpNpmkoppRbOX6DWv5Lf6fjOt3eo8bm5SimlMtzpqqa6Jnzsu3PmqrzlK9S%2BvXvV2FGj2l1XW1ur%2BickKq/X2%2B75tWvWqBU/ejr8eNtbW9XDUx9SgUBAJSUmqpttzp8yabJ6Lf9VtXXLFjVt6tQu591T9u/dpwAlpaIQ3ey6fD4fVZWVHD1aSHFxEQ5HJFevXuP69Rv84IfL8Pl82Ow2lFIcKDiAc8AAXG43oVAIwzCYOGkSf/mokNjYWOx2B8/mrcIwdALBIMFgkHOlpVitVuq8deH7hoIhzJYdVbfNpJayywyZFB0roqqykkMffojFsIR7X9eu/ou4vnHYbDasNhv%2BgJ/snBwuXChn1co8xo3P5eHp04mJjiY1dSCzH3%2BCGTMf5aFp00hOTub0ydPYHXZ%2B%2BvxqlFJcvnyZc%2BfOYbFYUApqr1whKSkJu92OpZeFQCDA8JEjee6ZZ/nJ86sZM3YMj0yfjmmaGC2lrZSKQvR02aFUuDRTSqHRXKqFQiZ94%2BMZkJpKv2/0Y868uTy9fDkejyfct9E0jVAggNlSEoUXqgamGaKxqQmHw4EzdQApTifp6em8nJ9PUnIyoVAIXb%2B1DHVNA9V1U715jmCGQvj9fqZNmcJvd%2Byi0ddIXN%2B%2BqJbAUygMi%2BXWPJQiEPDjdDo5feavaCjWrVnLqOzhOCIj%2BePBD5g4eRK7f/8OWUPupbqqiiZ/E7GxsThTB5CcksLEyZNY9%2BKLNDY2ohs6lnbjg9/vJzs7m%2BOnTuL11rH6uR8zdvR9GIZBMBiU5rwQd0Lb5vHNm14iIiKw2aw4Ih1MeGACuePGtTu/9Gxpu2tcbheeujrqGxqIdDgAqLhYwaDBg0hPTycQDPLUsmWddh9KmbRrW2stX93MzeP5N1abjerKKsrLy/nzR0cA%2BM3OXXz8949bhug0QHhQt9vN6xs30tTUxIjsHE6UlJA7bhwr8/JYmZfH4oWLeHvbdoYOvZfIqCiWLF3abqg6jwfDMDrNuTVrhwwZwi83beLatWuMHTWaSxUVuNxuCS4henqnpWkau3bs5Pwnn6BQvLfnDxR88Cd03SDvmVU8OXceL/xsHYmJiZRfKCchIZ7hI0bi9XoB8Pl8jBw9GqfTyfx581j0/cWUlp7lWFERxSdOENsnlpjoaJYsWsQjM2agazp7du/md7vfof5mPfaWoAMIBoLU19eH52aaJps3baK29gpebx2nT51m/YYN9IqIwOv18uYv3qB///689%2B67BPz%2B5uCtvxne/QE0%2Bnw4HHZKz57lePFxXG4XZefLqKmuJiUlhXUvrCUzK5NGXyNHCwtZv%2BE1Mu65h6mTHyQmOoZhWZnUVFfj%2BY%2BH5XkrqPN4ME0zvBNsaPCBUhwvLubc2VLS3C7%2BduYMXq%2BXNJcrXDr3JANYN3vWLAZnZMirWHxtd1q9e/empqYGm83KS6/mk5WVBcCwzEyGZWZyoKCA0tJSoqKiWLBoIQB2m50J33oAXdfRNI3vPPYYtbW1HDx4EEM32LTl19ztvJtevXrx%2BKwnuFhewdHCQv7x6afMmjMbd3o6IdNk0KDBuNyult6aSVxcX%2B4bMwZN09B1nZiYGKoqK4nrE8frG3/OwLQ07up9F1nZORwo2I%2B3zsuT879HmstFdk4OwUCQMbm5REVFoes6ITPE4IwMhg4bxuFDhzhedIwbN67zq82bcaenU3b%2BPEcOH6GsrIzFSxYza/YcEhITeHDKFIqOFnHq1EmCgSDzFy4gOioKNJ3x99%2BP3WFvHj8UIjMrk4FpaRw5fJjiY8fwNfh4a/s24uPj0TStx/4dovzCBXbv2YNG87uKzJg5U17F4mvLNM1wr6m176RpGqZpdlp4oWAQw9K5WOm4s2j7uOOxtvf7InPrWEJ2/79SKlwmdjynu51QuKdmmujdfD9d3fd2x/9fFOzbz6PfnimlohAAuq6H381ru9h0XW9p0odQSqHrOobF0two77CwDcPANM1w2Bmfc6w1fDoGY%2BubBO0a9t3MTSnVXBK2jNcacO1DUQtf27o7ag2YtnNQSoFSaLp%2B69oO57feu%2B34HcO9q/PvBAkuIdoERHflZMdFqGkaWhcLU2%2B78G/jWMfH3ZVVXY2paVq7nV/rdZ93D6ObOd/u9/1Fxr8jvyt5uQohvnJ/ZORHIISQ4BJCCAkuIYSQ4BJCSHAJIYQElxBCSHAJISS4hBBCgksIISS4hBASXEIIIcElhBASXEIICS4hhPiqBNf/%2B%2BPEhRDidnTMJh0gwmoF6PGPyRZCiJ7Qmk2tWWUBOFlSggL8TU3yExJCfClFWK2cKilpDjI6ffykEEJ8uf0XYcyLDKXoEtAAAAAASUVORK5CYII%3D" } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the previous sections, we\u2019ve given you a definition of data science and explained to you why the command line can be a great environment for doing data science. Now it\u2019s time to demonstrate the power and flexibility of the command line through a real-world use case. We'll go pretty fast, so don\u2019t worry if some things don\u2019t make sense yet.\n", "\n", "Personally, we never seem to remember when Fashion Week is happening in New York. We know it\u2019s held twice a year, but every time it comes as a surprise! In this section we\u2019ll consult the wonderful web API of *The New York Times* to figure out when it's being held. Once you have obtained your own API keys on [the developer website](http://developer.nytimes.com), you\u2019ll be able to, for example, search for articles, get the list of best sellers, and see a list of events.\n", "\n", "The particular API endpoint that we\u2019re going to query is the article search one. We expect that a spike in the amount of coverage in *The New York Times* about New York Fashion Week indicates whether it\u2019s happening. The results from the API are paginated, which means that we have to execute the same query multiple times but with a different page number. (It\u2019s like clicking Next on a search engine.) This is where GNU Parallel (Tange, 2014) comes in handy because it can act as a `for` loop. The entire command looks as follows (don\u2019t worry about all the command-line arguments given to `parallel`; we\u2019re going to discuss this in great detail in Chapter 8:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cd ~/book/ch01/data\n", "parallel -j1 --delay 0.1 --results results \"curl -sL \"\\\n", "\"'http://api.nytimes.com/svc/search/v2/articlesearch.json?q=New+York+'\"\\\n", "\"'Fashion+Week&begin_date={1}0101&end_date={1}1231&page={2}&api-key='\"\\\n", "\"''\" ::: {2009..2013} ::: {0..99} > /dev/null" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Basically, we\u2019re performing the same query for years 2009-2014. The API only allows up to 100 pages (starting at 0) per query, so we\u2019re generating 100 numbers using brace expansion. These numbers are used by the *page* parameter in the query. We\u2019re searching for articles in 2013 that contain the search term `New+York+Fashion+Week`. Because the API has certain limits, we ensure that there\u2019s only one request at a time, with a one-second delay between them. Make sure that you replace `` with your own API key for the article search endpoint.\n", "\n", "Each request returns 10 articles, so that\u2019s 1000 articles in total. These are sorted by page views, so this should give us a good estimate of the coverage. The results are in JSON format, which we store in the *results* directory. The command-line tool `tree` (Baker, 2014) gives an overview of how the subdirectories are structured:\u00a0" ] }, { "cell_type": "code", "collapsed": false, "input": [ "tree results | head" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "results\r\n", "\u2514\u2500\u2500 1\r\n", " \u251c\u2500\u2500 2009\r\n", " \u2502\u00a0\u00a0 \u2514\u2500\u2500 2\r\n", " \u2502\u00a0\u00a0 \u251c\u2500\u2500 0\r\n", " \u2502\u00a0\u00a0 \u2502\u00a0\u00a0 \u251c\u2500\u2500 stderr\r\n", " \u2502\u00a0\u00a0 \u2502\u00a0\u00a0 \u2514\u2500\u2500 stdout\r\n", " \u2502\u00a0\u00a0 \u251c\u2500\u2500 1\r\n", " \u2502\u00a0\u00a0 \u2502\u00a0\u00a0 \u251c\u2500\u2500 stderr\r\n", " \u2502\u00a0\u00a0 \u2502\u00a0\u00a0 \u2514\u2500\u2500 stdout\r\n" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a look at the JSON of one article using `jq` (Dolan, 2014):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "< results/1/2009/2/0/stdout jq '.response.docs[0]'" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\u001b[37m{\r\n", " \u001b[0m\u001b[34;1m\"web_url\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"http://www.nytimes.com/video/2009/02/20/fashion/1194838010547/recap-fall-fashion-week-new-york.html\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"snippet\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"Eric Wilson interviews buyers, editors and designers about trends and designing in this economic environment.\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"lead_paragraph\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"Eric Wilson interviews buyers, editors and designers about trends and designing in this economic environment.\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"abstract\"\u001b[0m\u001b[37m: \u001b[0m\u001b[30;1mnull\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"print_page\"\u001b[0m\u001b[37m: \u001b[0m\u001b[30;1mnull\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"blog\"\u001b[0m\u001b[37m: \u001b[0m\u001b[37m[]\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"source\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"The New York Times\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"multimedia\"\u001b[0m\u001b[37m: \u001b[0m\u001b[37m[\r\n", " \u001b[37m{\r\n", " \u001b[0m\u001b[34;1m\"subtype\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"wide\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"url\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"images/2009/02/20/fashion/4877_1_fwrecap_190x126.jpg\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"height\"\u001b[0m\u001b[37m: \u001b[0m\u001b[0m126\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"width\"\u001b[0m\u001b[37m: \u001b[0m\u001b[0m190\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"legacy\"\u001b[0m\u001b[37m: \u001b[0m\u001b[37m{\r\n", " \u001b[0m\u001b[34;1m\"wide\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"images/2009/02/20/fashion/4877_1_fwrecap_190x126.jpg\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"wideheight\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"126\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"widewidth\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"190\"\u001b[0m\u001b[37m\r\n", " \u001b[37m}\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"type\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"image\"\u001b[0m\u001b[37m\r\n", " \u001b[37m}\u001b[0m\u001b[37m,\r\n", " \u001b[37m{\r\n", " \u001b[0m\u001b[34;1m\"subtype\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"thumbnail\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"url\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"images/2009/02/20/fashion/4877_1_fwrecap_75x75.jpg\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"height\"\u001b[0m\u001b[37m: \u001b[0m\u001b[0m75\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"width\"\u001b[0m\u001b[37m: \u001b[0m\u001b[0m75\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"legacy\"\u001b[0m\u001b[37m: \u001b[0m\u001b[37m{\r\n", " \u001b[0m\u001b[34;1m\"thumbnailheight\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"75\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"thumbnail\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"images/2009/02/20/fashion/4877_1_fwrecap_75x75.jpg\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"thumbnailwidth\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"75\"\u001b[0m\u001b[37m\r\n", " \u001b[37m}\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"type\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"image\"\u001b[0m\u001b[37m\r\n", " \u001b[37m}\u001b[0m\u001b[37m\r\n", " \u001b[37m]\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"headline\"\u001b[0m\u001b[37m: \u001b[0m\u001b[37m{\r\n", " \u001b[0m\u001b[34;1m\"main\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"Recap: Fall Fashion Week, New York\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"sub\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"Eric Wilson on This Year's Trends\"\u001b[0m\u001b[37m\r\n", " \u001b[37m}\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"keywords\"\u001b[0m\u001b[37m: \u001b[0m\u001b[37m[\r\n", " \u001b[37m{\r\n", " \u001b[0m\u001b[34;1m\"value\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"Jacobs, Marc\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"is_major\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"N\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"rank\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"3\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"name\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"persons\"\u001b[0m\u001b[37m\r\n", " \u001b[37m}\u001b[0m\u001b[37m,\r\n", " \u001b[37m{\r\n", " \u001b[0m\u001b[34;1m\"value\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"New York Fashion Week\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"is_major\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"N\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"rank\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"1\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"name\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"subject\"\u001b[0m\u001b[37m\r\n", " \u001b[37m}\u001b[0m\u001b[37m,\r\n", " \u001b[37m{\r\n", " \u001b[0m\u001b[34;1m\"value\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"Kors, Michael\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"is_major\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"N\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"rank\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"2\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"name\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"persons\"\u001b[0m\u001b[37m\r\n", " \u001b[37m}\u001b[0m\u001b[37m\r\n", " \u001b[37m]\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"pub_date\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"2009-02-20T15:19:37Z\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"document_type\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"multimedia\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"news_desk\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"Fashion & Style\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"section_name\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"Fashion & Style\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"subsection_name\"\u001b[0m\u001b[37m: \u001b[0m\u001b[30;1mnull\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"byline\"\u001b[0m\u001b[37m: \u001b[0m\u001b[37m{\r\n", " \u001b[0m\u001b[34;1m\"person\"\u001b[0m\u001b[37m: \u001b[0m\u001b[37m[\r\n", " \u001b[37m{\r\n", " \u001b[0m\u001b[34;1m\"organization\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"role\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"reported\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"rank\"\u001b[0m\u001b[37m: \u001b[0m\u001b[0m1\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"firstname\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"Jigar\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"lastname\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"Mehta\"\u001b[0m\u001b[37m\r\n", " \u001b[37m}\u001b[0m\u001b[37m\r\n", " \u001b[37m]\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"original\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"Jigar Mehta\"\u001b[0m\u001b[37m\r\n", " \u001b[37m}\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"type_of_material\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"Video\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"_id\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"52457c867988105ad44f2dd1\"\u001b[0m\u001b[37m,\r\n", " \u001b[0m\u001b[34;1m\"word_count\"\u001b[0m\u001b[37m: \u001b[0m\u001b[32m\"15\"\u001b[0m\u001b[37m\r\n", "\u001b[37m}\u001b[0m\r\n" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can combine and process the results using `cat` (Granlund & Stallman, 2012), `jq`, and `json2csv` (Czebotar, 2014):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cat results/1/*/2/*/stdout |\n", "jq -c '.response.docs[] | {date: .pub_date, type: .document_type, title: .headline.main}' |\n", "json2csv -p -k date,type,title > fashion.csv" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let\u2019s break down this command:\n", "\n", "- We combine the output of each of the 500 `parallel` jobs (or API requests).\n", "- We use `jq` to extract the publication date, the document type, and the headline of each article.\n", "- We convert the JSON data to CSV using `json2csv` and store it as *fashion.csv.*\n", "\n", "With `wc -l` (Rubin & MacKenzie, 2012), we find out that this data set contains 4,855 articles (and not 5,000 because we probably retrieved everything from 2009):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "wc -l fashion.csv" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "4850 fashion.csv\r\n" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let\u2019s inspect the first 10 articles to verify that we have succeeded in obtaining the data:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "< fashion.csv head | csvlook" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "|-----------------------+------------+-----------------------------------------|\r\n", "| date | type | title |\r\n", "|-----------------------+------------+-----------------------------------------|\r\n", "| 2009-02-20T15:19:37Z | multimedia | Recap: Fall Fashion Week, New York |\r\n", "| 2009-02-15T23:56:26Z | multimedia | Michael Kors |\r\n", "| 2009-09-17T03:54:58Z | multimedia | UrbanEye: Backstage at Marc Jacobs |\r\n", "| 2009-02-16T23:56:55Z | multimedia | Bill Cunningham on N.Y. Fashion Week |\r\n", "| 2009-09-17T21:55:48Z | multimedia | Fashion Week Spring 2010 |\r\n", "| 2009-02-12T19:40:39Z | multimedia | Alexander Wang |\r\n", "| 2009-09-11T23:07:51Z | multimedia | Of Color | Diversity Beyond the Runway |\r\n", "| 2009-09-18T18:44:10Z | multimedia | On the Street | The Look |\r\n", "| 2009-09-14T14:20:32Z | multimedia | A Designer Reinvents Himself |\r\n", "|-----------------------+------------+-----------------------------------------|\r\n" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "That seems to have worked! In order to gain any insight, we\u2019d better visualize the data. The figure below contains a line graph created with R (R Foundation for Statistical Computing, 2014), `Rio` (Janssens, 2014), and `ggplot2` (Wickham, 2009).\u00a0\u00a0" ] }, { "cell_type": "code", "collapsed": false, "input": [ "export RIO_DPI=100 # Increase image size produced by ggplot2 a bit (default is 72)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "< fashion.csv Rio -ge 'g + geom_freqpoly(aes(as.Date(date), color = type), binwidth = 7) '\\\n", "'+ scale_x_date() + labs(x = \"date\", title = \"Coverage of New York Fashion Week in New York Times\")' | display" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [] }, { "metadata": {}, "output_type": "display_data", "png": 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WLFCrdG3L9/v/sEtTFyNpMqpG3b6u8E3jeWT5oAn8/397//vX///jfeeOOSJUtUe0OMJRw6dOhf/vKXtWvXbt%2B%2BnTGmZvYNGDBg9erVRLRq1arTTz89lppPBZRuWEm1/rB9%2B/a97rrrxowZc8kll6xevTpyz0c1fPjw6dOnH/WhGs%2B1MnTo0KFDhwYCgbVr1z777LNz5swZPnz4F198EVfFX0enmIiGDx8%2BZcqUlStXjh079uOPP1a3EERkWdagQYPefvttIcSKFSssy1K9LRTDBVBZWRn9Ca54T0ey4NquOzH%2BgiXlewGgoLeuZqo37d577z2yliKiRx55pGfPno8//niLFi2aNGmyceNG%2BfO5yhs2bGCMqQZwIrr44ouDweCrr7764osvul11RNS8efNmzZp98803e/bsiXz5zp07o5Rt27ZtFRUVvXv3jmxIeOedd9y/W7RoYVnWDz/8EPmq999/3/07gfeN8ZMmoF%2B/fpMmTXrllVcWL17sfqJYSjhw4MD09PQ1a9asXLnypJNOys/PJ6LTTjvtww8/3LRp01dffeVWw/Gq5YedM2fOqFGjfvvb365du/bINNlxqfFcR0pLSzvjjDOeeuqpa6%2B99ptvvvn888/jeq%2B6O8Vdu3bt0KHDu%2B%2B%2B%2B/7779u2rTrplCFDhuzbt%2B%2BTTz5Zu3Ztv379mjRporbXeAHEfg0n8XTEC9d2HYnrF6yW3wsABZFTzQYOHDhhwoTNmzefddZZak6NYtv2I4888pvf/KZNmzYqABozZsz27dvdYUxE9Omnn65bt27QoEFuc/fw4cMbN278%2BuuvL168uF27dpHJx8eNG1dZWalmSyk7d%2B7s0aOHmlpyVM2bN2eMbd682d3yv//979///jcRVVRUEFFaWlrv3r03bNjgrnph23a1Zu0E3jeWT5qYP/7xjwUFBTfddFPkr3mNJczMzOzfv/%2BHH364atUqNznWgAEDKisrH374YYphIEgUtf%2Bw99xzT%2B/evWfMmOEOWElAjed67dq1rVq1Uluq8fnibl2uu1N8zjnnlJSULFy4ULUzudtVFPXYY4%2BVl5dXSx1e4wUQ1zWclNORAFzbdST6MUzu9wKACPmcYnPo0KGxY8cSkd/vHzx48DXXXHPRRRep8Qpdu3b99ttv1dN%2B/PHHoqKirKysadOmzZ8//7777mvWrFlOTs7nn38eubeJEyfm5%2Bf7fL7bb789crvKSsI5nzRp0ty5c2fMmNG2bdv09PQVK1aoJxw1B/R5551HRFdfffX8%2BfPvuOOOgoKCFStW%2BP3%2B1q1bz5s37%2BDBg88//zwRtWjRYubMmf/85z/POOOMyy%2B/PD09vVo%2Bpyjve6QaP2m8c%2BsiqXlARFQt5030Ej7wwAOq92HhwoVqixAiPz8/Jyenbdu2UYoR6c0336Sfz4iO5cMe9bxUy3nz1VdfZWVltW3bdu/evVGORvS5ddHP9e7du7t165aWljZ58uTHHnvs0UcfnThxIue8f//%2BaurTUcvZuHHjbt26RZZZTXFK7FNH7u1Yli5dSkRpaWnVJopLKdu3b696T6rlAKvxAqjxCfGejiNne8X1SXFtH0uMc%2Bsi31Ety/Puu%2B%2B6W5566imKyK0Q/RhWVlZG/14AxAuRUxxeeeWV0aNHd%2BjQISMjo3nz5gMGDHjiiSfU3GBXSUnJxIkTi4qKfD5fYWHh%2BPHjVWN4JDUAlog2bNhQ7aFt27Zde%2B21bdq08fv9zZs3P//88908TPIYv2I7duy4%2BOKLCwoKsrOzTz/9dJXC7t57783Ozi4qKlI/Rk8%2B%2BWTnzp3T0tLatm07bdq0QCDg9/tPPfXUGN/3qKJ/0tpETlJKNWUscoWKGkv48ccfq6MaOfdYhRqTJk2K/llcR61davywsdQuUsp//OMf9PO0QJFiiZxqPNc7duy4%2Beabjz/%2B%2BKysrNzc3O7du99///0HDx6MUs5jRU6JfepYIqfy8vKMjAwi%2BsMf/lDtocmTJxNRq1atjnxVjRdA9CfEezrqKHKSDfLajlQXkZOs6RhG/14AxIvJmhYQgPpn165dBQUF55133lHXUgAAAIBjwTin%2Bu/pp58%2B44wzIpd5evbZZym8HCkAAADEDm1O9d%2BHH354%2BumnN2nS5Nprry0qKvr000%2Bfeuqp1q1bf/bZZ7Uc6gsAANDQIHJqENasWfPAAw98/PHHe/fuLSwsHDZs2L333tuyZUvd5QIAADAMIicAAACAWBmTzSK5Kw1lZ2fn5uaqqRxJ3G2ypKen27btLkbmKenp6U2bNt21a1cgENBdlqOwLMuyLG%2BWjTFWVFS0f/9%2BlaPZaxhj6enpKjWUBxUWFgYCgX379ukuyNE1atRIrXTkQZmZmU2aNNm%2Bfbu7coCn%2BP1%2BKaU3f%2B7UfMM9e/Yk93uB9n7TYYQ4AAAAQKwQOQEAAADECpETAAAAQKwQOQEAAADECpETAAAAQKwQOQEAAADECpETAAAAQKwQOQEAAADECpETAAAAQKwQOQEAAADECpETAAAAQKwQOQEAAADECpETAAAAQKwQOQEAAADECpETAAAAQKwQOQEAAADECpETAAAAQKwQOQEAAADECpETAAAAQKwQOQEAAADECpETAAAY6YfANklSdymgwUHkBAAA5vkpuOu0b25cdegz3QWBBgeREwAAmKdcVEqS5aJCd0GgwUHkBAAA5hEkiEigtw5SDpETAACYR0pJREIK3QWBBgeREwAAmEdG/AuQSoicAADAQIwIbU6gAyInAAAwj4qZ1GgngFRC5AQAAOZBbx3ogsgJAADMo3JgIhMmpB4iJwAAME94bh0iJ0g1RE4AAGCecD4njHOCVEPkBAAA5lFtTZhbB6nn012AmEgp/X5/EndoWRYR%2BXwe/ficcyJijOkuyFG4h056spGcc845T%2B7VkizqhFqW5dniefbQkQnF82zZ1HfW7/erHxavsSxLSpnAz50VsIiI1%2BUXyv25S%2B5bJPZ5wTu8%2BEUCAACITjLp/msWb952Quw82uhSDWMsGAwmcYe2bRNRKBTy5hXMObdtOxQK6S7IUajb1lAolNwzkiyWZVmW5c2yqbtM27Y9WzzOuTfLRkRSSiGEZ4vn9/s9WzbVuB4MBtXvngdJKRP4uQuGQkQUDAXr7sirCiLpP3febPyD2OH8AQCAeZy5dchKACmHyAkAAMzj5HPyZL8B1G%2BInAAAwDzh1VcQOUGqIXICAADzhFdfQeQEqYbICcBbAjL0Y3CX7lIAeJ2KmZAJE1IPkROAtzy5e8mw76boLgWA5zEiIgxzgtRD5ATgLWV2Rbmo0F0KAK8Lj3NCmxOkGiInAG%2BRTGLQK0CNwquv4MsCqYbICcBbpMSgV4CaOVkJDMwhDqZD5ATgLZLQ5gRQM5XJCfmcIPUQOQF4iyCBygCgRoKQQxz0QOQE4C2qtw4ddgDROVkJJEaIQ6ohcgLwFjVXCONeAaJzeutwjwEph8gJwFucca%2BoDwCiY0TorQMdEDkBeAvWlACIhcAIcdAEkROAt0iMewWIAbISgC6InAC8Rd1DY9wrQHThEeKInCDVEDkBeIsaIY7eOoDosOIv6ILICcBbsKYEQCzC45x0lwMaHkROAN6i%2BukwegMgOrQ5gS6InAC8BaM3AGKB/B2gCyInAI9hjFAfANTE6dfGNwVSDpETgLeo3jr0QQBE57Q5oXUWUg6RE4C3oLcOIBZO/g7cY0DKIXIC8BaB%2BgAgBrjHAF0QOQF4C0Y4AcRCYG4daILICcBbsPoKQCycEU6M6S4INDiInAC8JZwJE3fSANGEe%2BvwTYFUQ%2BQE4C1ocwKIBTJhgi6InAC8xckhjnGvAFFhnSLQBZETgLfgThogFsghDrogcgLwFuHUBwAQjcQ3BTRB5ATgLcjvBxAL1U2HbwqkHiInAG8JrymhuxwA3qZiJsytg9RD5ATgLeF1TFEfAESD3jrQBZETgLcgSw1ALJx%2BbXxTIOUQOQF4i2ptkkiMDBBVuHUWrU6QaoicALxFjXDCXGuA6CRDVgLQA5ETgLdgBXiAWKjeOkROkHqInAC8BTOGAGKBewzQBZETgLcgSw1ALDALFXRB5ATgLeHRGwAQjWqXRZsTpB4iJwBvwegNgFhg3TrQBZETgLeEV/xFfQAQjXT%2BxTcFUg2RE4C3CGTCBIgZ7jEg9RA5AXgLeusAYoFZqKALIicAbxGYaw0QA4xzAl0QOQF4i1MfMNQHANGE83fgmwKphsgJwFuw4i9ALJwVHhE5QcohcgLwFsytg9Q7aJfvsQ/oLkUi8E2B1EPkBOAtTmZktDlBCk0r/edVW/6suxTxQess6ILICcBbVE2A%2B2hIpUOi/JA4rLsU8RGYhQqaIHIC8BbcSUPqCSmNu%2BSw4i/ogsgJwFucmoDpLgc0JJKkcSFIeESgYQEf1AOInAC8BXfSkHqSpHGJMAwrLtQjiJwAvAV30pB6Qprb5mRYsaEe8NX1G/zvf/978cUX3f8KIXr37j18%2BPAZM2YIUVU3XHvttU2bNq3rwgB4X3huHeoDSCFmXrCu1ikybngW1AN1Hjl17dp12rRp6m/btmfPnt29e3fbtgOBwNSpU7Oysuq6AABmwZoSkHpCCuOCdYE2J9Akpb11a9asadu2bZs2bSoqKogoIyMjle8OYAR1D21cAwAYTRp4yTn3GKYFfFAP1Hmbk%2BvAgQMfffTRddddR0QVFRWc88WLF5eUlKSnp59yyim9e/d2nymEKC0t/VkpfT6/35/EwliWpXabxH0mkc/nY4wx5sXpVe6h8%2BYPlmVZnHNvlk2dUMuyariYGRERr/FpycYYS/oXLYkYY5xzzxav5tOqj/rO%2Bv1%2Bzo95qyxJSiItH0H9mCTwc6c%2BjmSy7ort/tx59uSCFqkLHdauXfuLX/xCdc9ZltWjR4/i4uIxY8b8%2BOOP8%2BbNy8nJ6dKli3pmIBB48sknI1/brFmzG264IelFKigoSPo%2BG4i8vDzdRTBVdnZ2dnZ2lCfwby0iys7JxvVZjWVZXm6ozsnJ0V2EaPLz86M86i/xM5uZdcll7s8kIm5ZdV3s3NzcOt0/GCdFkVMwGPz000%2BvvfZa9d%2B8vLxRo0apv1u3bl1cXPzll1%2B6kVNaWtpll10W%2BXK/37979%2B4kliczM7NRo0bJ3WcS%2Bf1%2BIYRt27oLchR%2Bvz83N3f//v2hUEh3WY6Cc84592bZGGP5%2BfllZWWqt/pYQnaIiA4eOpji65Mx5vf7A4FAKt80dnl5eaFQ6NChQ7oLcnTp6emVlZW6S3F06enp2dnZe/fujZyUU01lMBCyQ1p%2BElWbUwI/d2Xl5UQUtIN1V2zLsvLy8g4ePJjc7wWmQ5kuRZHT999/37hx4yZNmqj/Hjp06MCBAy1btlT/tW1bNYoqnPOOHTtW28NPP/2UxPKoptdAIODNbh0ism3bm9W/EgwGvVnFWpZlWZY3y6b6I0KhUPQqVo1zqgwGUlwTq%2BJ5tvpXlatni2dZlmfLpnq1AoFAlOjEtm1bCi0fQQghpUzg507dY4i6LLYa0REMBj17ckGLFI0Q37JlS1FRkfvfvXv3zp07d8uWLUS0devW9evXd%2B3aNTUlAfA4gbnWkHrMvEsOOWNBlxS1OR04cCBybEebNm2GDx/%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%2BgqkHiInAG9RMZNxg06EFGbVux4hhE1EQneXk5DmZa7H3DrQBZETgFq%2BQWsAACAASURBVLeYWB9gPmDCnKREukMW56ozaqgT1ikCXRA5AXiLiSv%2BOi0WRpXZIzwSdJoYhXhkWiI0QIicALzFxN46E%2Btdj5Aq8anwRm%2BdUbGviWWG%2BgGRE4C3mNxbhzosbkJ4qs3JpDNo6CxUqAcQOQF4i7qTNityEmhzSpRUY8N1H7rwmj8mnUFp4DcF6gdETgAew4g80AgRF7Q5JUx6o82JGCMiYdQIcafM2g8dNDyInAC8xcT8fk6LBeqw%2BIWHtelefcUbxYiLiWWG%2BgGRE4C3hMe9mhSFCDNXjPECZ4Q40736ioGjrd27C3TYQYohcgLwFnPH6poV7XmEM1hHeGSEuEln0A2YzCo21AOInAC8xYmZjFpTQq2AYUusvRo31cyjfc04YeBINTdcMiuBJ9QDiJwAvMXEu38nEbbuYphICA/11pl1Bt12WbMGBUI9gMgJwFtMXPEXc%2BsSJr2R%2BFQY20dM6CaGlEPkBOAtZrY5mVdmj5BOc50nDp1ZIYhbVrMCPqgHEDkBeIu5OcQxzikBThOj7rrf6Bn%2BZgV8UA8gcgLwFhNX41KllUaNavcItWKd9rrfxP5Wt7QY5wQphsgJwFtMXI3LIw0nJnLGOekOWVTsYdpVF87nhLl1kFqInAA8JCJFjUlRCPI5JcwjK/4KbwRwcXFbmjDADlIMkROAhxiaFlnFeRjnlADJBHmgv8nIeQnhOM%2BsgA/qAUROAB7itj1ob4SIizCwh9Ejwm1OukeIGzi6rqq3DpcepBYiJwAvCQ%2ByNqy3zsB61yPCk9p01/2MPFGMeKC3DnRB5ATgIW4dYNY8Na9U/waSKoe47lYTJwu8UUOtIzJhImSHlELkBOAhVR0QRkUhJuY994jw3Drt45yIPLB8XlwieusAUgqRE4CHGHobHc6EaVKZPSKcfl37OCfzMmFinBPogsgJwEPcqsusni8hzct77hGSPNFNZmJeCay%2BArogcgLwkKrKwMA2J7PqXY9QB83WfejMXfOHcOFByiFyAvAQ9%2B7ZrHFORq96ppcUnkikFM5KYNRVV9VAiwsPUgqRE4CXhKfUGTa3TqqGE1RgcROk1q3TfeicrAS6ixEPWfWHSQEf1AOInAA8xG17MKsOU/UuKrAEhIeI6S4GeWKgelwwtw50QeQE4CGGDt1wZmYZVWbP8EQSUWlgb53bo6396EFDg8gJwEMMnWhtYouFR4QHGGlm5Ahx5jbQmlRsqAcQOQF4iKG9deruH/mcEuAMrtcaOxna0olxTqALIicADzF06IYXqn9j6e8mMzpeJ9OKDfUAIicAD3GDD7OiEBnxL8RFqHXrtGbCNLbNychFHqEeQOQE4EVmDd0Ir75i6y6IeaQURGRrPdvmrvnDiBHanCDlEDkBeIihQzeEB7qcDOUMzdbc5vSzwphCSGkxTmjshJRD5ATgIVVpkc26%2B/fGsrUmUuGm1HroqvqITWvpRJsTaIHICaDKrtD%2BShnUWICqfhOj6rDwCHGTyuwRzrRED5SBTJsdKUn6mEWm3WZAPYDICaDK6E3T/rpjocYCGNpvEs6jiAosbs7qK8wjWQkMO4PorQMtEDkBVDloHz5gl2ksQNWKv0ZVB%2BFMmCaV2SNstfqK1kPnnjjjrjouGZlWbKgHEDkBVBEkkJMwAdIbS4iYyGmu0zqv3tyrznJ660wqNtQDiJwAqggp9f4Ku5lpzBr06gxz1l0ME6lDp3mck6FXnRSqt86sYkM9gMgJoIogoXeQrKzqNzEJ2pwSJtXger3jnKShbU7ECZETaIDICaCKkEJvOseI%2BeEmVQbCSedoUpk9QuUj0Lz6iplXnUQ%2BJ9AEkRNAFcl0r4MRfnO9qRHjFR4hblK96xHhJKI6GbqMiSRpESfTvixQD/h0FyAmUkq/35/EHVqWRUQ%2Bn0c/PueciBjz4s%2BYe%2Bj0zgY6Fs455zzhq0WSJEbJvdhc6oRalhVl/9zm4ZLUVTGOhTGW8KFTV4Wss0NHtSteCjDGEisbY4wkSUryT1wkdXb8fr/6YTnKE5jzS8h4gp%2BiNizLklIm8HMnGakR4nVXbPfnLrn7T%2BzzgnegzQmgipBS8zgnMnR%2BuCC0OSUknERUJ0Pzr5Kbz8m0IMSbt50QO482ulTDGAsGk5nZ2bZtIgqFQt68gjnntm2HQiHdBTkKddsaCoWSe0aSxbIsy7ISLpuQIiTsOvpo6i7TtqPt333IrrNiHItq1EnsTYOhEBHZUtRdmaWUQtTh/mvJ7/cnVjZb2MRIMFl3H001rgeDQfW7d6RAKKD%2BCNpBLUdYSpnAz52QghMjomCwroqtKoik/9wdq/EPTIHzB1BFkrS1zhBXgTxn3KxZTgrm1iVACpWVwBMr/prVaoh8TqALIieAKrYUejss1FhXLplZvXWqi9OsetcjnFRY3siEaVa3l5BODnFceJBiiJwAqkimeZyTitssxk2Km8JVr1n1rkdUjXPSF7K7kYdZIYikcFYCzK2D1ELkBFBF6u5yUiGIxSyzer5UaZHPKQFOElEmNUZOVb11RrV0ur11nhytCvUZIieAKkIKW2/kFG5zMu3un8i0FguPULW%2BIMnQ5hQnKaUaIW7WbQbUA4icABxeSISt6gBOzKz54Vh9JWFObx0j0nfhmbriL6PwunUmFRvqAUROAA4vJMJWNYBFllkjxIUzQtykMnuEOmiCJAmNvXVu5GRS7Bsxt86kYkM9gMgJwFE14kR3GXzMMmu0tfDAoTNUuLmONPbWRWQlMOkMyvDcOrNuM6AeQOQE4FDVv94Vf1UdwIkZN%2BKEdDfXGcpZ8ZdJ6YneOpPOYNXcOt0lgYYGkROAQzqRkyeyEphVh7mlRfAUL8GIiGxGJLQdOrepyaw2J%2BH21uGqg9RC5ATgcAbraM7m7GQlMKoKM3VauxeopibJdHbPRmTCNOn0Sem0OeGqgxRD5ATgCI/V1Z/PiRMzq83J0IWKvcDp6CStbU5mNhlKcrIS4KqDFEPkBOBQN9xe6K3zMcusqsDt5dGbDctEali90Npb5y58blbjjSSyCL11oAEiJwCHd9qcjMshXjXEGHVYnITb5qRxbl24p1Aa1UkcsfqK7qJAA4PICcDhhSVEnN46ycyqwyK6e0wqthcI5oyu05qVwNA2p3AOccTrkFqInAAcXkiEHW5z4mbVYW7AZNYQYy9Qlb5gUmcOcWlkk2HVunVGfVmgHkDkBOBQ1b/uNici1VtnVB1G4e4SLPobL%2Bm0OZHGHOJumG5W4CvcuXVo6YTUQuQE4HBWENN6/6oCJk7MtDancG%2BdUcOzvEDFS4JJpu%2BMSzPzOUlycojjqoMUQ%2BQE4FCVhhdyiKs7aYMIMrLq9QJ39RWtbU5GBr5V69bhqoPUMuwHGqDuqIYTzVkJwuvWGVeHqT/MKrYXqCMmGUl9Ibu569Y59xiYWwephcgJwOEsW6s3h7hUmTC5WXVYRG%2BdScX2AjfS1Dib0tDAVzLC3DrQApETgCO8%2BorWX2FGRGSRYevWRTRamFRsb3COmC1CukpgblYCp7fOqGJDPYDICcDhqRV/zZpobWjV6wVVCR005hCvKoxJga%2BU0iI1t86kYkM9gMgJwKEyEXthhLh5vXVmLnzmBRGD67VdeIZ2tsrwXAqzbjOgHkDkBOBweuu0prRRIYiPWWZl1nHDPLOqXi9whzdpHSFuZCZMIQUnFTkBpBQiJwCHs4KY1sYe9eYWM7bNyajhWV6gVl8hIqGvty4iBbyuIiTCXbcOVx2kGCInAEd43TqdvXWqDJwMG%2BckzEyl6AVuFieNA%2BwMbXOqipxw1UFqIXICcHghn1PVunWm1WHqD9z9x8vtlvVEb51Rp08ShXvrEDlBSiFyAnCoX1%2B945wUiwxb8Rdz6xLmsXFOJp0%2BSeG5dUYFfFAPIHICcKi7fyGFxltY4bQ5WWbdRgszu3u8oOrQ2RozYYYLY9TpQ28d6ILICcDhhcE64RzizKzICW1OCXODFcn0ZyUwbYQ4MWLctORnUA8gcgJwRNQfmtucfMwy6zZaSrQ5JUgyJ1rROLfO1BHiUjLGGMY5QcohcgJwuKMltM9yUm1OBtUHAm1OiapK6CD0tTmZefokSSYZk8ysYkM9gMgJwOH%2B%2BoY0jtV1Vl%2BxyKjRG4ZOzvICt7lOZ7xeVQadKTnioi45xogzZlZTGdQDiJwAHF5YQkSVwTJtrrWhk7O8wG0vkRojJ%2BaulmgMFe0xYpxMKjbUD4icABzu76/OcbKMkYGrcVUNrkebU5w8ETlJItPyr6rjxogxtDlByiFyAnC4v78a%2ByxUGSyyyKhBJ26NqzePqIncMF3nir/h1RJNOn2MiIgzxomRUVMCoR5A5ATgiIicNI8QN6/NKdzUZFCZPaIqE6a%2B5jrpzug0p8mwqrfOtEUeoR5A5ATgEB4Y5uz0mzBGRk0Rj%2BitQx0Wn4i5dRqziBERcWIGhSBVvXUSfcSQaoicABxe6HIKjxA3dm6dOdGeR7jHywu9dRozmcVL/myckzHFhvoBkROAwwtZbX7WW2daNUZENu7%2B41TV0akxc7266sgyKPAN99YZNrAd6gdETgCOiDYnjSPEVR2mxjkZo2qCmEml9oSqEeKkccVfIiKLmbTOtNvmxBlDbx2kGCInAId7w62z/lAzhtQK8KY1AJBRPYweURWv6159xSJu0CWnrjTGGmI%2Bp3Xr1j355JO6S9GgIXICcAgvjHNSWQnUCvDm3ElXDXM2p8weUTW4XuPqK04uDPPanDgxRg0un9N9992HyEkvRE4AjojBOhr7TZz54WRU%2B43wwBIihnKvOo3D2sK9dZZJna1M/dPgVvw94YQTlixZ8sknnzDGevfuzRj79ttv1UOdO3fOy8v7%2BuuvGWPjxo275JJLsrKyOnbs%2BPLLL6snfPrpp6effnpOTk6bNm1mz56t70MYD5ETgEN4oMtJvbFK7WdQfYB16xIm3HFO2nvrDBvnRKR664wqdu0tWLAgLS3thBNOeP/996dMmUJE//nPf4joq6%2B%2B%2Buabb8aMGZObm0tEixcvHjFixKpVqyoqKiZMmLBv3759%2B/YNGzastLR01apVF1988TXXXPPpp59q/jDGQuQE4PDCBLGftTmZUx%2B4w5yNKbFnSCk5MdKcRcwZ52TSir9V69Yxg4pde8XFxYyxrKysvn37jh49umnTpipyWrp0KRFNmDBBPe3kk0%2B%2B%2BOKL%2B/TpM378%2BEOHDr333nuvvfbarl27rrzyyl69ek2fPp1zPmfOHJ2fxGSInAAcbtWlf/UV03KIy6reugZUhyWFYGRJRkRSX5uTm8/JpA5i9W2VxBlXqz02QGlpaZdccslHH330008/vfrqq61btz7jjDPUQy1atFB/NGvWjIh27tz5008/EdGdd96ZnZ1dUFAghPj%2B%2B%2B81Fdx4Pt0FAPAKLyTCVm/MpWk5xElwxoUUBrWTeYSQ0idZkOk83SaOc3JGiDPGiGlMhaXdxIkTZ82atXDhwvfee%2B%2BWW25h4SCypKRE/bFlyxYiat68eUZGBhFNnTr18ssvVw9lZmbqKHJ9gDYnAIcXJoiFR5xYZFTPl5DSMi2TgkcIJizdi%2B2489RMipwkUUNdfSUzM/O777576aWXDh482LNnz549e/7xj38MBAJuVx0Rbdy48cEHH1y4cOFzzz2Xl5c3YMCAYcOGNWnS5MUXXywpKXn99ddHjx69atUqfR/CbIicABxupaF1hHhVDnGDohBJUo3Nkg202yRxgsgSjIikzlwY7oq/xkROKlpqmCv%2B3nTTTYFA4Ne//vXOnTuJaOLEiaWlpcXFxSeddJL7nGHDhm3cuHHixInNmzdfsGBBTk5OkyZNli1b1qRJk/PPP//ee%2B8dPHjw2LFj9X0Is6G3DsDhRirac4hrHzIcLyFFOJOCMWX2CEnSR5rTd1XNrdM31ipekb11Bn1TkuLuu%2B%2B%2B%2B%2B673f8WFRUR0RVXXBH5HJ/PN3fu3Llz50Zu7Nu373vvvZeKItZ3iJwAHFXr1unMrKPu/n1kVG%2BdZM6KMcjnFC9J0ic1NzG660wbd/rU6isNdpzTli1bVq5ceeeddzZr1uzKK6%2BMfKjBHpPUQG8dgCOizUl3HWbc3Lpwb11Du/uvPUFkke5xTuHeOqMWmSZyshLwBttH/N///nfy5Ml%2Bv3/RokU5OTm6i9OAoM0JwOGFFX8V1VtnUAOAkCI8Qlxn1RuUocMykMsbaSxDvCSTlu7O2aoVf81pqHBW/GWMs4aVzynS%2BeefX1lZWW1jixYt0OBU19DmBOBw71y1rlunchKquXXG/PzJcPZOvY0Wf9wx/4Lv79BYgAQIST4nCYX2daZNGjDkNNFJyQxqKIP6IhVtTjNmzIgceHjttdc2bdr0p59%2BWrp06e7duxs1ajR48ODISQEAWrjdJVpXEJOccZWTxaDR1kIKlUlBbzvZfrtsvyjTWIAECOY012mdW2deJkwn8xlxxkxKpgD1Q51HTrZtBwKBqVOnZmVluRtDodDzzz8/cODAXr16bd26dd68eS1atFCpTgF08cKytZIkI%2BKqKtVViPgJ8kQ%2BJ0HCoC5ORRL5dHd0qrkRFlkGtTlV9dYRM%2BgeIylsu7a9k5xz1lATrydFnUdOFRUVRKSyl7o2b97s8/l69%2B5NRG3atOncufMXX3zhpo0H0CJi9RWNI8Qlk8xZ8deoXggvrLVnS2GTYUNeRDhyspm2krtZCQy64FS0pPI5GVTs2pNSlpeX13InGRkZfr8/KeVpmFIROXHOFy9eXFJSkp6efsopp/Tu3XvXrl2RLUzNmjXbsWOH%2B18hRGlp6c9K6fMl9zRblqV2m8R9JpHP52OMefOewD103hyEaFkW5zyxsjHuHHDu43Xxs6JOqGVZUXbOOeec%2B30%2BIuJRn1kXxUv4iyaZM7eOcVZHZWaMcV7TeWFMkNRSJUQ/rVEIkn41zkjWVcnVd9bv93N%2B9IGt6spPs/yCROqPnvoxiffnzid9ROS3fJxxyer20CW9AgLT1XnoYFlWjx49iouLx4wZ8%2BOPP86bNy8nJycQCERGLX6/PxgMuv8NBAJPPvlk5E6aNWt2ww03JL1sBQUFSd9nA5GXl6e7CMmXVZnt/JGTXXfXRnZ2dnZ29rEezTyQyYk1yWtCRI3zGhfkmnGJ%2Bn9MyxDpVEGNshvV3aGzLKta63U1advT7INC1/c6wWnhjPzcR0SW31enJc/Pzz/WQ1mHs4moUXomK2em/CoeOBwgosaNG6ft86elp9VpsXNzc%2Btu52CiOo%2Bc8vLyRo0apf5u3bp1cXHxl19%2B2aJFi8i5lBUVFWlpae5//X7/uHHjIneSnp6%2Bd%2B/eJJYqIyMjMzMzuftMIp/PJ4TwZj5fn8%2BXk5Nz8ODBUCikuyxHodpsEitbWbkzuPjAoYN705J/bTDG8vLyysvLj5xI7CqvOEySyg%2BVEdH%2BA/v32im9RKvdw8QuEAyQLYnoUHlZHX2tcnNzbdsuK4s2APxwZUVI2Fq%2B12lpaYFAIIEXCiktQWRRIBioo5KnpaVlZWXt37//WD8pqvfHDtpajp5lWVLKeH/u9lbsJaLysnIREpWsrg6dZVm5ubllZWWJndxjadKkSRL3BqlX55HToUOHDhw40LJlS/Vf27YtyyooKFizZo3bQrtjxw73CURkWVa3bt2q7eenn35KYqksy8rMzKyoqPBml1N6erpt294MTdLT04mosrIyuT8lyWJZlmVZiZWtMuAENIcrDx8%2BfDip5SIKR07BYDDKzgOBAGMsUBkgosOVFYd58osRpXhSSjUwMV5BO6jSEVYGAnVx6IgoJycnFApF33kwFAzJGp5TRxhjib2vzaQlGRHZwq67kmdlZVVUVBxrZHFlsJKIyJZ1WoZj8fv9Usp4f%2B4qAhVEFAwESMqgHe07VRs%2Bny83N7eysjKx78WxIHIyXZ3nc9q7d%2B/cuXO3bNlCRFu3bl2/fn3Xrl3btWtnWdaHH34ohPj%2B%2B%2B9/%2BOGHHj161HVJAKKrWn1F4zBnRpwYNy2HuJCSM85Ic24dQdKgNWsVGZ5KKfSlc3TWgCOTpiSoe15GjBEzKJkC1A913ubUpk2b4cOHv/TSS2VlZdnZ2eecc85xxx1HROPHj3/llVfeeuut3Nzc0aNH18txM2AWd26zxrnZQko10Zp0z1OLDyPOOGea54ebmZVA%2BpzTrY0Ir75iXlYCdZvhxbk0UJ8lGDn9%2Bc9/vv766zMzMyM3/vDDD3Pnzo1cw1np2bNnz549q21s0aLF5MmTE3t3gLrgxima8zm5WQnMuZMWUnBinLjewEVIKUkKKVSjnREESZ/uTJjhrAQmZcJUQR6jhpjPKfUWLFgwdOjQ/Pz8TZs2dejQIRgMHnVmevRH65MEf1%2BmTp165FDN0tLSv/3tb7UuEoAe3sjnJBgR072QWbwESZKqu0dvb50gItuc40ZEgrkr/urLhOms%2BcMNuuTUfQVnjBEzqXXWNEIIKeW0adP27NlDRG3atNm2bVu9D4xqFHfk1Lt3b5XBcsiQIb0j9OrVa/jw4Rj4BuaSVeOcNK5a7yxiSrpXz42LlJIzzhnXngmTTIucpJt%2BXeeKv04mTIMab9R1Fh7nZEyxven1118vLi5u3759p06dnn76aSLatGlTo0aN/vKXvzRr1uzUU0/99ttvhw0btmDBgi1bthQVFanh/O%2B%2B%2B26vXr2Kiop69%2B790UcfVdvnBx980K9fvy5duhQXFz/33HMaPlVdijtynDZt2gcffPDJJ580b968WnKwbt261UXWJYDUcCMVjdW/JMmJO6uvmDNgVziLxmheMlZFACFhk6WxFPERJH1kkd6Fa5jq9uLCnEtOjW1yeusaXpsT//Yr/n//TeCFslmBPXBw5JbKysoLL7xw/vz5I0aMWL169eDBg88999z09PTDhw8fOnRo9%2B7dtm37/f7ly5d36tRp06ZN6lX79u0bOXLkokWLBg8e/O9//3vUqFElJSXuPvft2zdixIinnnpq9OjR33//fa9evXr06HHklHlzxR05jRo1atSoUR988MHChQsbN25cF2UC0CKit07bLCdBgpHT5mTWOCc/cU5cbzuZqkFNqv4je%2Bv0Vf9CCu4sAGfMoXNWX2HEGQ%2BJRJKQGY1VVtCe3Ym8MD292pb09PSSkhKV7XPgwIF%2Bv/%2BHH35o27YtEU2YMOFYud3feuutwsLCwYMHq6edc845Kt%2B6%2B2h%2Bfv7o0aOJqGPHjuedd96iRYsadOSkrFq1aseOHStWrNi9e3e13/fx48cno2AAqeaFNicKD93QXoz4MErfutVqIvS2OamQNyS9mAjtWKQkH9M%2BQtyZpGZQt5fTWycZ150LQwu7WzF1K07W3ubMmbNo0SKVjDQQCLhZSQsLC4/1km3btjVt2lT9zTmvlsO9tLR0y5Yt7du3V/%2BtqKgYO3ZsskrrBQlGTgsXLrz88suPmhwMkRMYyh3npHnFXwpHTuZUY4IkE4JLzY0WKtY0KzGBYOSMc9I3tV5IEe72MubQOVkJGGOMCdHgIqckeuWVV%2B6///5169Z16NBBCBG5NlSUxQSbN2%2B%2Bfft29beUcsOGDV26dHEfbdmy5fHHH79%2B/fq6K7ZeCc6t%2B8Mf/nDJJZd88MEH/ztCcssHkDKSpJrNbpO%2BnIRSMmLhIcPG1AdSSkZk6R6drWpT40aIq6wEGvuIiYgRcaa5szUuqq%2BDEWPSpIDPg3bu3FlYWNiuXTshxIwZMxhj1SbOc84ty9q/f3/kxsGDB%2B/cufPll18mohdeeGHQoEGRYdagQYO2bdv22muvEVFZWdnkyZP/%2B99ERmV5VoKRU0lJyaOPPnrKKaeccITklg8gZWwpLOJ6UxI7WQnUOCdzIidBwpKq18QDc%2BuManOyWXhunc6rTnLizLBJCSqfE3HGDBoR6EHjxo1r1apVp06dTj755K5du1566aVXXnnlxo0b3SdwzsePHz906NCHHnrI3Zifn//SSy9Nnz69efPmM2bMWLx4cWSqgsaNGy9duvSee%2B7p1KlT9%2B7d8/Pz69kyIQn21rVs2fLw4cPR1y0HMItUE8SYzltYGZ5oTUZFTqqpjOvuYXTyOWltvImXJPJJzVMphRSMMcPanIiIiDPOSXMuDNPl5OS8%2Beab7n/HjBmj/oiMR%2BfNm%2Bf%2B7W4/88wzq7UktW/f3n20b9%2B%2B77//fh2VWbsE25ymTJnyhz/8wZtL0gIkRq0gpjcRdjgxkmn5nEhyqX9%2BuDpiZvXWCSZ9TGUl0LxaomoyNCheJ3WbwUy6x4D6IcE2py%2B//HLJkiUvvfRScXFxtTVYXnjhhWQUDCDVnFU7pM6q1%2Bmtk6blEJc2l8Sl5vaecJuTMceNnJ4yzafbWS0xHK9bxx4X7B3hdeuIE0fcBCmWYOT0%2Buuvq/QPmzdvTmp5ALSRTHLGGHGdt7CMmdjmpDJhWlJzHaZavEJG9dYRMZ8zIUAbSaqz1aT8qyK84i8zakog1A8JRk5fffVVcssBoJ2QkknGGNOZlUAKI8c5keTEuJR66zA1ysqselQwaemu/iVJJqkqXjegyalqbh1W/IXUS7zN6ajbQ6HQueeeW4vyAGgjSKjKQ%2Bc4p4i7f4MiACGEJXMs2qe3nUydOLPanIRT/escXO/01hl11Um3zYmZlPoc6ocEI6dzzjnnWA9hgigYSjgTxLjOfE7h%2BX1E5rQ4EQmSWZX/aFU2z26ms/te9TSZNdNKMskZ51KNbdNUhnBWAlIBnBFtTlXjnDTnwkgxxlhkskrQIsHIqdpsw/Ly8k8%2B%2BWT%2B/PlPPvlkMkoFoIGqPyymc5KzE70xleDHjLt/IiKSjLLT7ByN1T%2BFR4aZ1uYkOTHOSAq98xLcq86MKESVUyVT0HvVpZ6o9aXCeYLT6kFJMHLq27dvtS2DBg36xS9%2B8eCDDy5atKjWpQLQQJIaIa5z2IQqA0lJRo1zEkRq9VW90Z5qLDQpn5OUgjFGjEmud6Fi2JvxJAAAIABJREFUteIvmTNCXH07uLPOtEH3GLUlpSwvL6/lTjIyMvx%2Bf1LK0zAlM/A888wzV6xYkcQdAqSSCLc5aR3nRBHjnMyow4icRdc4WV7I56Q3BImPlFJKYmqYs84c4sa1OakuRcYY6Z6XAA1QMiOnr7/%2BOol7A0gxIQUjskjn3b8kI3vr1BFjguvO52Rgbx1zeus0Bp1OCnjJSOuijXEJz60jzrgpwR7UGwn21k2aNKnalv3797/11lsDBw6sdZEA9BAkOeMWszRW/2rV4XC/ia5SxE9wIrLI0p3PybBMmIxIqCVEpM7RdeF5CSa1Obn5nPQulwQNU3KyEjDGmjRpMmbMmHvvvTcZpQLQQEjBSXe/iRRuHWbUNFVGRExyvSufqFY6U1pNiIikkIzCbU4aR4iblwvDzUqAHOKQeglGTlu3bk1uOQC0k8y5hdXa5kRMOotfmFKHEZGQREScfF7I52RQm5MQzpXGtaZfj1wt0ZQoxO2tQw5xSL0EIyciKi0tnTt37qeffnrw4MG8vLxTTjnliiuuyMvLS2LhAFJJ1R8WWRrHOalV61UOcVP6TYjUXEBikult7zFunJNqJOPEudaFitVqiWaNrotYfcWs1lmoDxIcIb5%2B/foTTzzx9ttvX7ly5XfffffGG2/ccsstJ5100qZNm5JaPIDUESSYJE46V19xljExqt%2BEiFRvHZea25xUD45BcxJVQTljnLhg4Qg09RjjjKv7BVOOnpOVgHFOOoeI1QObNm1ijIVCoRo31rUFCxbs2bMnle%2BYsAQjp9tvv/2EE0746quvdu7c%2BfXXX%2B/evXv9%2BvUFBQW33XZbcssHkDJCtTkxnRPEpJPcj5FRd9Jum5PeHFTmrb4iBbmLr5Fkms64Wi3RrDanqnXrGNatqyemTZtWzyOnNWvW/O1vf%2BvcubO75aSTTpo1a9Zbb72VpIIBpJpat85iOieIqawEzLi5deSNfE7O3DpjIichbVK9dYwJ5gRSqRdeLZGRQS2dzPmHEUObU%2B3NnTv3%2BOOPLywsvOGGG2z7Z9%2Bgd955p0%2BfPp07d%2B7atevDDz%2BsNs6ZM%2Be444478cQTb7vttsGDB//rX//67rvvMjIyHnnkkUGDBnXt2vXGG29U%2Bzny5UKIm2666bjjjjv%2B%2BON79%2B6tliQZO3bst99%2BO2zYsAULFqT808ctwXFO5eXlBQUF1Ta2atXq4MGDtS4SgB7SGXGic7CO01tn1N0/EUmp7sF0JnSgqrl1xhw3tYwGY4xLJkiSkGTpKIasykpgSgwSufqK7rJosHzfh/N3vpnAC7tktv1968uO3P6///3vq6%2B%2B2rFjxy9%2B8YuBAwf%2B8pe/VNv37NkzcuTIBQsWDBs2bOvWrSeffHK3bt1OOOGEa6655r333uvTp8%2BTTz758MMPT5w40bKsysrK8vLyt99%2B%2B9ChQ927dz/ttNOGDBly5MuFEK%2B99trGjRvT09OXLVu2cOHCfv36Pf/8836/f/ny5Z06darVoUmJBCOn9u3bL1269Kabborc%2BMorr7Rv3z4JhQLQwVm9i3TmEHfqA6NGnBCRdMY5aR5xoob2mzS3LjIpUXjVndQzsc3JyUogVUenGWVOogN2%2BQ8V2xJ4Ya6VddTtN9xwA%2Be8RYsWI0aMWLVqlRs5vf3224WFhcOGDSOi1q1bn3vuuUuXLt2xY0eXLl369OlDRJMnT54yZYq7nwkTJhBRdnb2sGHDVq1axTk/8uWTJk3asWPHM888c9555w0fPnz48OEJfBC9EoycrrzyyilTpnz%2B%2BecDBw7Mz8/fvXv3ypUr58%2BfP3PmzOSWDyBlpJScMd2rr0hOPHz3b0zk5CxcR5bUGrWouNOk3jphU8QwZyaFllPurthI5szoDOdzIqY1AZsu45qeOa7pmUncYYsWLdQfTZs23bx5s7u9tLQ0sn%2BpWbNmW7Zs2b17d9OmTdUWxlhki4m7vXHjxps3bz7qy0866aQXX3zxiSeemDp1aufOnf/617/2798/iZ8lBRKMnKZOnbp3795Zs2bNmTNHbcnOzr7jjjt%2B85vfJK9sACklSDLJLMa15iQUzBnCYVRvncqEqXvtVWGHiJnUWyedrASMERNMagqcqq2WaMbRcyIntUS3IWX2st27d7du3ZqI9uzZ06xZM3d7ixYttm/f7v53586dRUVFeXl5e/fudTdGRlo7duxo27at2mGzZs2O%2BnIiGjJkyJAhQ0Kh0N///vfRo0dHPscICfYQc85nzpy5a9eujz766M0331y3bt3OnTunT5/OmEmDWgEiCSmc%2BeE6VxCrGrph0H20ipxIWkLvOCfVW2dQParmJKoVf0nnCHE1Sp3MaXMSEXPrTGqd9ap//OMfRLR79%2B5ly5YNHjzY3T548OBdu3apVUM2b968dOnSCy64oF%2B/fhs3btywYQMRzZkzJzJ5gbuf1157bfDgwUd9%2BT/%2B8Y9rrrkmFAr5fL4TTzxRTZPknFuWtX///tR%2B7gQlngmTiBo1aqR6OgHqARFeM05/b51Rd/9ERJITESeut941bt06QeG5dSorgaZwWeVfVVed1JcGNi5OPifi2q8609m2nZ6e3rJly%2B7du%2B/du/dXv/rVyJEjS0pK1KNNmjRZsmTJrbfe%2Butf/9rn882YMeO0004jopkzZ5599tn5%2Bfnjxo3r3r2722jSsmXLHj167NmzR%2B2Hc37ky4uLi1euXNmxY0efz9ekSZP58%2BcTEed8/PjxQ4cOvfPOO2%2B%2B%2BWZdRyNGCUZOQohp06aVl5c/9NBDasugQYNOPfXUe%2B65h/OGONMB6gEVtVjMCsigxjJU5XMy7U6aSUtvtKfe25YpTd9XGz%2BbW8clCX1ZCSSZ1eYU7q0jzpgp0Z43HXfccRUVFUR01VVXuRvbt2/v5pMbOHDgunXrqr3q5ptvvvXWW9XfzzzzTH5%2Bvvp78uTJ11xzTeQzj3x5bm7us88%2Be2RJ5s2bV6tPkkIJRjkzZsz461//2q5dO3fL0KFD//rXvz744INJKhhAqqkxRh4YIc5UyGRKHUZE4aFZluZxTiSJyA5WaixDXJx%2BCuJOl5OmyElEZBEzaHQdEfGKyoY5Qlyv8vLywsJC1Qe3cuXKH3/8sVevXuohg/L31kaCkdOcOXOeeOKJW265xd1y%2B%2B23z5o1S/VxAphISBnO5qxz1XqSZNb8cCKSMjxCXGgb5%2BTGu8LW1mQYL9Vbx4hxyQVjunKISykZYxZxMmeUmIqS8xY%2B4zuw37jWWdM1atRozpw5t9xyS7t27W688cbnnnuusLBQd6FSKsHeusgY09WzZ8%2BtW7fWukgAerhrxulsc3JWrVeZMM2pD5zISediyW6XjW1O5OS0OTHGGBMkNeZzcvOvmhKFOIdOCKsyIJgZ0V59MnLkyJEjR0Zuiezgq/cSbHNq3br1mjVrqm1cvny5mtYIYCJ33TqNc%2BtEeM0VRozMmagqGCMiJrnQ1N9EEYGmbRszzikcOWlffcWZ30fm5F8N53NiPGSbUmaoNxJsc5o8efKtt976/fff//KXv2zUqNHOnTvfeuut5557bsaMGcktH0DKSKbm1uld8VeqKU5mrWPKJCfV5qSvDnPPmrADusoQLxkus5MLQ98IcU7crHFO6jpjkrhtSz8iJ0ipBCOn22677dChQw899NBf/vIXtSUrK%2Bv222//7W9/m7yyAaSUkIKT7hziUqrZqUyatI5puLmHC31L/rmHS9jm5BAnlQnT4ozZjHSNcxIkmJRWyCZzIidVTsYYC4ZkhjHflNpjjGVnZ%2BsuRUOXYOTEGLvvvvvuuOOOL774Yv/%2B/Y0bNz7ppJMyMzOTWziAVFIzjCziGic5S%2Bb01nHGDBo0wJx%2Bf0vj2Cy3yg8ZNM5JOOOcuOCC6WtzkuQ7eCD769XU1rDeOi7Jsm2TRgQmQ%2B37xJE8qJZqlQkzMzMTmTCh3hBSMGJcc1YCZ8l6Rka1OTljsvQuXOO2ORkTOamU6yqDlyDSNUJckGC25JUBMmiEuLPiL1lBW5JUixbrLlQqSCnLy8truZOMjAy/35%2BU8jRMCDwBHJKIE9ObQ1xIJwDgjJtShxGRVOOcpNY2p3DQZlAmTBk%2B15xxoW8REUmSkbSETeaMECc1KYERDwWpwaQRAo9A5ATgEFKouXV6R4irW2dOJq3GFe6t07nir4lz66qtvqJtbp0kTozbRMaNc5KMB40K%2BKBeQOQE4JBMcmKW3qREUqpFMDgzZjUuSZKqeuv0za0LD063hTGRkxrnRIwxxgUjbeOcmGSSzGpzCq9bR9wOkjmdjFA/IHICcFTlENfYcOIO15DG5BCXUkZkJdA5REwRBvXW/azNKbzsTuqLISWXZAkic9qc1G2FGudE5gR8UD8gcgJwCBKcaR8h7rY5GdNbJ0hW9dZpLIY7t86cNifhZMIkTqrNSdcIccmImB2iiFTsHqdidEaMSyK0OUFqIXICcAgpOXFLa5eTJAqPczKpt05FTpIsW18%2BJ3fBNaFvmFq8nHSOzNI8zkmtvuK0ORlz1RERD%2BfcN6WpDOoHRE4ADkGCqUyY%2Bqr/qhHiTOfCw3GRVTnEucZq1607bX2rDsfLyUpAnHOtbU5SqGTcZM4602oyHZNM1WGmBHz1xqZNmxhjoVCIiBYsWLBnz55qG2uvb9%2B%2B8%2BbNS%2B4%2BkwWRE0AVznSv%2BBuOnBgZ0mviRJzhTJgeyOekcWpkvMKJsIlLLkhqG%2BekUkoKSeaEIG4pVVOZKZ2M9dK0adNU5NSmTZtt27b5fLXKE1lNXeyz9hA5ATgESU5c74JxQgpnlhoZk89JyshxTl7I52RM5OR0OTHOGNO4bp266pzeOlPanJjT5qTuNMz4qnjSli1bMjIyZs%2BePWjQoNatWz/yyCMPPvjgGWec0aFDhwULFhDRl19%2ByVhVltGePXu%2B8MIL7n/Hjh377bffDhs2bMGCBVu2bCkqKgqFQjXuk4g%2B%2BOCDfv36denSpbi4%2BLnnnlMbn3766Y4dO55wwgk333yzalZ090lEr7/%2BenFxcfv27Tt16vT000%2Bn7BAdyVtxHIBGqv7QnJWgKoe4MUM3IkaIWzbTn88pZE7kVNVbx7hgTFdvnWrhtCQjcyapqWqVE3GjFipOlo3bfB9tSiQJePNccU63ysgtfr%2B/srKSc/72228vXbp09OjRs2fPXrVq1QsvvHDHHXdceOGF0Xf4/PPP%2B/3%2B5cuXd%2BrUadOmTTHuc9%2B%2BfSNGjHjqqadGjx79/fff9%2BrVq0ePHnl5eddcc83atWt79eq1ZMmSRx99NPKNKisrL7zwwvnz548YMWL16tWDBw8%2B99xzCwoKEjgItYfICcAhSHLGtecQD49z0tl%2BExchhVptTxLXVfVTRFOTQZWoOlqcMc6YZBp76ySXxEn11plx9JzVV8gZW2dKU1myHA6yXYcSWW0mw3/0V11wwQVE1LVr12AwOG7cOPX31q1ba1PIKPt866238vPzR48eTUQdO3Y877zzFi1a1Llz5%2BOOO65Xr15EdP7557ds2TJyb%2Bnp6SUlJbm5uUQ0cOBAv9//ww8/IHIC0ExIwdUIcY2NFsy5h2Za00rFhxEji4j0ZiWQ4RohRJKFgtJnwLJc4RV/LUY6M2EKKRkRN6vNiYiImHTbnMwodrL0ahvs1TaZ6zNmZ2cTkWVZkX/bdq1%2BCaPss7S0dMuWLe3bt1fPrKioGDt2bNOmTfPz892XN2vWrNoO58yZs2jRIrXgcSAQqP3KxwlD5ATgkIy4EJyYzsXXpFRDCgxafUVlEA3/T%2BOhC49zYpICATIicqLwCHHGBEmpK4c4SS4M6/ZyBtcTI8tPyOdUl1ToI8M/TQcOHKj9Plu2bHn88cevX78%2BcuO8efPUSHOltLQ08tFXXnnl/vvvX7duXYcOHYQQKhTTBSPEARxSSn/JpsytWzSOcyI3n5M5vXWSJJNW%2BG9tPynu4QoxyYPJvB2vOypy4sQt5rOJmKaQXZJkTDopJRPpAtKGkeT%2BNDKnqcxERUVFPp9vw4YNRLRq1aotW7ZEPso5tyxr//79ce1z0KBB27Zte%2B2114iorKxs8uTJ//3vfwcMGPD1119/9NFHRPTss8/u2rUr8iU7d%2B4sLCxs166dEGLGjBmMsbKystp%2BtkQhcgJwCBK%2BoG1VBIQUum5hBTlhG5PG3EYLEu7UG%2Bl022mg%2BlgtIpsRCwZ0FSMuKvUUY5wTE0ySpshJSMkFM6zNycmEycifRmhzqkvZ2dkzZswYM2bMkCFDli1b1r9//8hePM75%2BPHjhw4d%2BtBDD8W%2Bz8aNGy9duvSee%2B7p1KlT9%2B7d8/Pze/To0b59%2B1mzZo0dO7Z9%2B/YffvjhgAEDIt9o3LhxrVq16tSp08knn9y1a9dLL730yiuv3LhxYzI/aszM6K2TUiY3nQPnnMKNkB6kiudN6qBZluW1BBsK55xznljZVFYbn20TEbcsiyX5LDjdcFGLJ8PHlnNOjKXyIDPGWELvyMmKbHOqozIzxqIfOm5ZRJQmLJuEZduU2uszsUOnLgmf5eO2JYgsXidnXH1nfT5f5NzySGrdQR4uU4q/2on93KlXMclYegbV9LVKWB393Lk9X17QokULGQ7Z27dv7/59wgknVFRUqL%2BnTp06derUai90nzlv3rxqG2PZZ9%2B%2Bfd9///1q%2B7zuuuuuu%2B66o75RTk7Om2%2B%2B6W4cM2ZMnB80mbxY%2BR1VcoMJtw5L4j6TSNVh3iyeOnSeLR7nPOGyCRJcSl/IJlWXJPsDulddlD1LlVOKc5XPKZUHOfGrjpM7zolJTsxJrJB00YunGuv8xG1OVigoU3t9JnjoGBGRxS2LccElk3XyoxTTd1ZKNUKceKp/GDnnUsZ9qTv5nIhYWjoREa%2BTXyS1z%2Bjf2QR4KnKCBJgROTHGAoFkNr%2BnpaURUTAYlJ6ckcEYs23ba/nmFfWFD4VC0c%2BIJLnfLsuzUj2Iz7Isy7ISu1qEEEwSDwSJqCJYmfQk3rEcOiGFECIQCDCikLCTe9nXWLz09PQE3jEQCqjVV4iIk1URrPTVQZ%2BdlNK2ox2QYDBIRGnEQ0za5eWpPHRE5PP5EnjHkB0iItsWREwQ2aFgXRRbNZwEg8FjTZVSc%2BssSUQUCAZSfOj8fr%2BUMt6fO/VZGBGz0oioMlAZoOQXWzU1BYNJPi/evO2E2OH8QZ14cd87vb%2B%2BKiC9GPwdi2TEJfmCNhHpSukkpeQsvOKvISlqJFFVV4%2B0dM1MVOOc0qRlE1FlZU1P9wQnEyYjxphgkmydc%2BucpFyGNIU4lxnnzBkhbsaXBeoHRE5QJ/bahw6LynJRobsgcbClzaXkwQDpGycrGXHiRMQY82aD6JGEFNyNnPQFfE5vHfPZXJoyQlw4ibB9nHFB/5%2B9d4uxbLuuw8aca619zqnX7b4P9tWlZEqWY4GSKN4ADMQgARg5/hAFfegR/eTD/wL0q5/kR8iH4CAILBp5SESkyAJBxaYMEUgsIIwVBY4TKIEE2mIg06JMmeS9l%2BQl%2B/arzmPvvdac%2BZhrnzrdt6u6qvrU3med3uOrH1WnVu1z9l5jjTnmmEQDfepEhQErH5XiEO8G13hziJfyjo/YD4zMacSNICEBaLSM5nCDAqzkZcg8QNHcp1ZUb52unySsbqit136uh4uU6e/uw9bMTExOSDFQgV6gJLBUglLa%2B6WLwjLmJKvl0Csa8QKhDJ/TiOJgs8NqKYk5mXZibg9jfv1Du6HvBeU5Pa45DVats8tVwTUMLMtgTgYGE0igJAN96lR5nSFeiuZk4R3kqKqwLKY%2B%2B/wgotls9pwvMhqtnhMjcxpxIzCfUGE%2BJygL2f4xlM9JkPO4uZzpK2odgQDM5zRQjqi9ZRW5BYH69ThfG/ktZmJiYRpq%2BoqSkmpZmlOeW8fEYYIltFkMvaL%2BsJuJMC8URuI54kZgmlOD4jSn3BU2VKVs3a5MNGiQ%2BVWgBFpX68CDVeskAfDKiakU10uevgJmkGCwap0lmVkSZik1YhAIBHbZ51QIVx6xHxiZ04gbQYKguGodhLve7AE1J86aE5eyh4kKbVbrBnKIGwupyCdoKftoN/GXmViAAat1BLIzQylNanbOUQLYoQspGDGiH4zMacSNwJ6/ZTnEbXItK6NjfoPAqnVUzh6mOYMaAEh5MJ%2BTJABBOXIxzCllm7NNXwHiMNu/zfwZtk59VajFiLJj9gBUR%2BY0oj%2BMzGnEjSBX64rzOSmxKrpwoGHWQIxc9ipFc9KNap0fLJVA15pTMT3qXSoBEUhoOM0JZ9NXSvnUqbmziIgYgA506Ua8mBiZ04gbQWZORVXrVIWhDowBUwkglkRYkOYkEOryEwmDtQSqCoAAF6kYzckaKZkcgwdMwhRVUpCCQFqIv876AUFsCelaiFQ2Yj8wMqcRNwLbPsvSnITASuZzGurkrZqrdZzFrwKgqtSNW6Hh8pySJAAVXCKhtowedc15TsxEaUCfE8R2Ai4nlSB3oXI2aGkq6VEzonSMzGnEjaCr1pWkOYkKK4bNcxLIGXMq5fRPZxN/eTjNySaZeLgEJSnj0q1pStachuqt0/z%2BsVJBqQQEKDHzqDmN6BsjcxpxIzDra4OSDoLW1%2BZ0yGqdlpnntNlbN5RFbMPnpFpIp5VJm8SOQTqk5qRmD%2BdyZv6oquU5EDsAMmpOI3rEyJxG3AhSzhAvw25iMM2JnMMOTPyFFpNJKKqkZ9U6HSjO0ZhTIB9JaaA1XB3mELdUAqWBCJ9oVjqpHM0JBFYLwyaMmtOIfjEypxE3ghJ762z3cNUUg0783fA5lbGHrfddAKSsMtDwtewQZ4WWso9aEwCDGCSkGIg5KZQyhytG6RRVIoBgybGlvOMj9gMjcxpxI9AH7wFoUhlG3QxVgKiaYrg8J0XWnHKodAlQnDnEGW6oSpnlOVXsMZxN7aqwt5jZEZEAwzGnHObEXbvf7sNSCcDO%2BjplIL4%2B4sXEyJxG3AjMdtAUNUxKIKygrDkNVTfRteZUzOnf9jAAAKmLA0VRmH4T4AEkERSh2KlNX8ma01A%2BJ9GchcGgkvKcADDbSUMK6QkYsR8YmdOIG0FEAhALaQ43CMAATw4AyEBRitrNDaOyTv%2BbmtNgPqcEIJAHEEmpBAbQOcTJpq8MlSEO5HG/XE6KmKV3KhHbLjYmYY7oESNzGnEjMId4E1dDL%2BSyUKh1GNFkCkCaYTifapchTlzAzg9gox8QloQ5UJdTkpyECSCRFrGVSjd9hZQUg61ZNKuGrMVoTnnNzJ3PqYC3e8TeYGROe4iFrNqhrdl54m9cDruMy0PzHAzw9ACANsOsPNcgAFIaqr3/qlCA1JGRAHVDOcRBAiCYz6mU9jrTF4kdMYCUBss/s4ZOp1SK5oSsy1IO/S%2BktD1iPzAypz3E3/nar/7n3/wfhl1DhABoUzGpBNmrq0TVDIAMVGc8y3MqJ1lHVABiJAAEN7TmlKt1OtAkkytBz1IJCMMNX7OJvygqCTPP/CG2k8ZQNeIRLyZG5rSHuCePvhPvD7uGqIKieutsDyMoTWcApBmmzijdxF8qp7dOVBhszInBQ9VNrLuqItOcyjC%2BmKzIzEaXh7OIqe0ERCiFr8N2L5cv3VAtHSNeTIzMaQ8RNdVDjz3JGeLlJGGuNSer1g2qOQGmOZXCnKDQzJxInQxm1gEATyVV6yTzdTabswzUlniWIa6D5XFcFWLTV0CZdBay7BH7gZE57SGippUOTFnKY06aMwkxnQHQgXrrZO0QR0kOcQa7XK1jGSrPCZt5TooSmJOu85zsr5IGCVNQsum57LQYw5CqkmWIEwMY6lM34sXEyJz2EAmyGpqydMypmIm/neYEFyYAdDjNqUslKMarq1CALcqR1elA3QkppxIEAJFAJTAAoylElLd/YBCpTFUZqs4x1slcuw5zBBI7HjPER/SOkTntIZJKPbTmlB3iBTGnTnNiOAxUreu8VgSAymkXEiidaU4uDeQQ7%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%2B7BUAu3kulTKMWPEXmBkTnuIqEmh7aBPwAgFULNQXcbQX1nXTazLaSCjLtY%2BJ%2BJCDCdIKqRMAJMSWAaiLCLi0PmcIEVoTrZEUrKxtQLFEJ2JeeJPCMWkr9r0FRCYs0WskGPGiP3AyJz2EKaXDBuGKZk5KddlDGBZ6z1d3WQIo66l%2BwDI%2BUhlbAY5WYcUpKx%2BqDyn7HPK1bphgpGuinU3pY2NEwKG0JxEhcznpFpKjVihDAWxJ4dO5B4xoh%2BMzGnfICr27FvJkJQlkgBoy9GcbA9z3dT6gTQnAFjPrSvm9K9K6ghqmtMgbYkABKY5May1s5yJv4R1KsEwPifrU1PvuaRpiUqWQmXMqQSJccTeYGRO%2B4a1QWfYGPHsc2Kl5WLAZVweecNYO06GOHlvOsQZXErlxOonT/efAAAgAElEQVQmDBBZhnjew6iu%2B2xwE1FS8l0SZikZ4tyFUAAQ0oGSMG16rndSTJNal0qw1pxG5jSiP4zMad8Qu31r2GqdaU41CZVSrbMMcXJWrRvEIa6U%2B/tQVIY4AIIj0s7nlJd963f/x4M//X96W4MgMeDYA4ikWsIgM4Fa4Ok6lWCQPCert%2BZUgkLKXqpKUFozpyHK6yNeWIzMad%2Bw7jEZVnNKAIMSQeoyNKeubpKrdYO06mxW6xhcSt1Esz9MiUA4y3Oi%2BbxPxdF669jynAhlZIh3Y%2BLWmlP/1br8ybdqnRTTWweAACV2YACxnGPGiD3AyJz2DWuxZNgY8UQyEwcg1vMBl3F55Im/nIP1Btk/Ooc4ASAqJs9JVAiOCZyTMLtqnaQ%2B/c4i4hTOlZTnBFV7BNubLoD2Xq3rMqWg3hORlpDmAGsIEAKTJ4%2BBROIRLyxG5rRvWFfrhmVOEXqoHkBTiOaUUwmQZ6/qEIrF%2BvRvKynH56SkRFBiZTiVCIBEINKn2ShBGOt9dBir9VVhOhmA3NHJ2n%2B1LneVKsF5ViplAJyqEAHssuYEQQkq44j9wMic9g2pe/ANXK0jnRlzagthTnbyZperdUPsHznHvLSJv2eaE%2BHM59S2APpscFOIEzguqbdOVLv4rqw5DZCEaTN/oOq902IGwHVJmOSICVTKjOcR%2B4GROe0bdsEhrtAEPVAPoG2XQy3jSlj7nAhEoDSE3pNzzGE%2Bp5LynABiSyVYz61LnfLUF0SVQY4DLM%2BphFqnrh3i3fSV/vOcurlDpD4UpHQCYCUwA/CgOFAU1ogXEyNz2jdsOMQHa2qzNWTm1JSiOQkAYgbgBnOIn6USYKipw1eHEliZCExgZJ%2BTaSd9ThNLEFbY8BwhFOFzMraHQTWnzNeV4D0rpITrBlM6CUoEwCmngUb%2BjXgxMTKnfcMu5DnZGmaZORWiOVnNoutrGyTVJjOnXD0pJ89JBWAG8tw6NebUt%2Bakqg7EruutK8HprF3caac5DRB9fpZcn1MJCrhuMJ%2BTaZ1AIBdJx6G/I3rDyJz2DbvgELc1HGoFoIllZIh3eU4MgJUSDZdKYNW6oqavMExzUoIzo0zWTvrsrYMwkP3CXEaekyL31pnylBxr73PrOs0J6j0rtJBUAjW2l6t1HAuZtzNiPzAyp33DLvicbMs/gAfQpqaInpfcYURWraNBqnX59E%2B52aqUap2IEBxDmS1DPAKwLOy%2Be%2BuEnOU5OSqmWqe5IQCAOB6iWgcARDCfUzGakwiDcrUOHElGn9OI3jAyp33DLuQ5GXuzal2NyO2QXX6XxDpDHIADp6FTCQikhUyuEwiUiMiSMPPcOssl6lNzUnXIPqfEVES1Tkg2NadBmFPm60rqHGs5KWIQ0mxM9MRx9DmN6BEjc9o3xG5S/YA%2Bp1ytowpA7bT/cL9rINcs8hF2mEpZPv13luFBMqWuA1WGc6Tmc%2Boc4r331kEYeexg4lIc4l3wqVXrmAYQTrKvjuAcDzTr%2BlrQx6t1A7QljnhhMTKnfcNabB9Qc8oOcXjY6LoSnmidU7dLBBhC79ms1lE5dRNRsR4nx2C4PLfY3vQet%2BGEjYm/XFAqwcbEX%2BYBkjA1i5xwjrWYVAJVJXS9dfCxkByKEfuBkTntG3bB52QmoZlWAGouQ0XvMsQdAAYnaJ%2B7vqHLc8pbaSl1E4UQmAmOQOCcIW5CY/%2B9dWAALVMhSZhdtc6kMseIA6USgJUdazFzplWV1nlOxC2PmtOI/jAyp33DGXNKg%2BU5WcXwgCoADQtKqNblDPG1Q5y0/yOsJSOQguq6IM1JRQhEBGaQeuPNuUesx80sddU6AqVCOq2E1hniNn2F%2By8y2pmBrFqnxaQSCIRUF1oB8OQjDXDUGfHCYmRO%2B4a1QWc5ZG%2BdAjjQgKw5FXAWzO7szjaRMMD4DqtzTb72V7d%2B59NMxeQ5qSqpI4BzS2ACQDGh3946gVjlyxFHLiNRWjXHnlqYwjC9dVasI1JmBxpk7tC1oAGv/hdf%2BfhX705Gn9OInjEyp32DaU6BfD0cc7I1mOZUk5Rx%2Btfu5A0EuIaH0JysblLXvJh75aipCPIkKgR2m3PrVHO1rs%2B5dQomwFojGWVkYVBme8afhAkD5TkRWJm9DpOefw2oqkvHonTasCc3zq0b0SdG5rRviEgADnlay8AO8a5ahyJ668wSzhwAeHItof8oxVwxFAUQFBhoCMxVIZ3PiQmkXkgppdxb12ueU3I5RJRTIdNXVHM757q3boAMcQgAR0TOO6G2EM1JVXMChcDZO9476RzxwmJkTvsG22sPeTqgQzymFmvNicvQnKxSxkwAKrjIAxxhuzRnBRAE6HjwjkNVSE1zUgYnAqVIvfucBHAKAJ5cIiqi0%2Bqst264JEwDgZQ5gGIJ1w2mdCoDECUPN%2BY5jegTI3PaN%2BQsJZ4NmEogGgEE8gGuZi0ilSAbY9kBCOSbISKJs1fXNKeoAFop4BitqgQGERNYnUKRkgmNveY5qeTBNaDIvRYKrw2BWJ2uSyUYoFqXP/nEcM4rFUHWASjA8ACSkGM3ZoiP6BMjc9o32HPwkKdDJmFKBMDEFfmGpQgVvUvCZAAVuYZlAJ%2BTJSFJAhBEAbQo4dJln5PmDHEC2tbocp9DWIWUO80pDmFTuwZkHXxq4/bcAEmY%2BVNHpMxV4raYaYlC6gBEQYBvGaPPaURv8D38jK997Wtf%2BMIX7t69O51OP/7xj3/84x8H8Ku/%2BqubYbW/%2BIu/%2BMorr/SwmL1HqxHAEc/upodDrcFSpB37QL4UzSnlFErrrXMN9ZpFZLBUAhYACDbCpITxq0nN58RM6nLdJFH/mhPElBsHl1BGb51NKUbnEFfmIXxOXYoYkadiNCdRMc1JlJg4khQx43nEfuDGmdNqtfrsZz/70z/90x/5yEe%2B9a1v/dZv/dYHP/jBN954o2maX/7lXz48PLzpBbxoMHf2oZuu6gE1pwTAwU8oNIU80ay3zrEDUJFvhwjwzLqXCIAQBYUwJ5N7HKy3zjWsFFOmyz2WzGQ9PIc4uTLynBR4zOfE3H/42aba6sClMCcAZ5oT%2B1UhCV4j9gM3Xq1LKX3yk5/8yEc%2BAuD111%2B/c%2BfOu%2B%2B%2Bu1qtAEyn05v%2B6S8gjLUc8mwlgyVhJmkBOHZVOZqT4kxzChjG56SbvXXmc9ICqnWiSiBiMIPFNSRIEQP01glrt/0PIRleA0qadbLMnIborcvvkeVxcFtCEAbMXC8OgAg5conKyI0bsR%2B4cc3p8PDwzTfftD8/ePDgu9/97vd///evVitm/v3f//2vf/3rk8nkx3/8xz/2sY%2Btv0VV79%2B/v/kizOyc2%2BKq2MaT8Y7avOyXvd7AV/N6HNGk1na7F82wvnQXvLjp/4H9hENNjYPexEqeCtfhqt9odhPngnMusG9ZGbTdZdtAuosuHROQ7RoTBQDlLa/h4uVd70YjEEBM5JiIXMNwIqacQcQxg2hbK7z4U%2BfAzjlHLrFCpLdLh%2Bs%2Bo0SVAOecZ4/cW7f929bu2fNelp3Z6tk5F%2BAj9XrdbGGqetXHnaoyOQAKDi5EUtZzf8fnWRtuYAMaUTr68DkZHj58%2BNnPfvYnfuInXnnllfv37//Yj/3YRz/60Z//%2BZ9/%2B%2B23P/OZzxwfH//QD/2QfWVd15/61Kc2v/fVV1/9pV/6pa0v6c6dO1t/zcFx0B4CePXbd5sqvvaB10yE3zpefvnlC/73cDnDt3DrpVsHzUHj6uPZ7NbOX%2BoTPQJwdHR8586dw68eNKwv33qJb2DZx8fHx8fHT/2vtx/eBzBxHsCxrxBx8vJLd452/dJNvjUFcHgwaw5mjFVDcvv4ODlnUsad117DlnYd7/1sNjv3vxmO%2Bc6dO5O/rNS74LjnG/zk5OSq30LMjvjOnTvzZcS/hp9NSJc3tOxXX331qf9%2BuowAfHB37twJ5CKkiAej%2BzJbKsFkdng4PYrA8eHBDT1nbt26dRMvO6Jc9MSc3nnnnc997nOf%2BMQnTH%2B6devWz/zMz9h/fe/3fu9HP/rRL3/5y2vmFEL4hV/4hc1vn0wm9%2B7d2%2BJ6ptPpbDbb7mtuEd57EZFr6fYP548AzOatVvrte9%2BZUrX1tR0fHz969Cieb8h49OghgKZuHbhmWZ6etn1damZm5gvWdh4ePXwIoG7be/fucUILffTgvmx12UR069atxWJR108vpN6f3wcgTQNA5itMcPfBe/fa21tcw8UIIbTtlcMslssVgKZpmlCTutbJ6f17Ybkwzn7/vbvqw/Ov7eTkJKU0n8/P%2B4IoQop79%2B5BtFVJTdvnDV5VVdNc2VmYJNmaH9WPANSStI1bX3ZVVYeHhw8ePHjqI%2BXe6h4AFdy7d8%2BDBXr3vbs3dOJ6KkxzuurjLqZE8AAWy1q8RNKbeM44505OTubz%2BTXe3Atw%2B3Z/N/WIm0AfzOmtt9763Oc%2B93M/93Mf%2BtCH7F9OT08fPnz4xhtv2F9TSptaqHPuR37kR554kXfeeWeLS3LOzWaz1Wp1vYrYTWMymaSUrrH9A1g1NYCjBgDuzR/cckdbXxuAuq4veJQsmyUAiRK8rxlxtVoul9tdxnmwUt01HnOregkgRVkul06pcdIsl%2B1Wl23MqW3b867Gqq7RTXxzdYsJ5qvFknq6dESkquZBvBLaGAGIREktgRtGu1y6prG9dzWfSzV5/uUdHx/HGC/4ICUVVloul6wUNWm66Iu3DiK6xo9LUFIsl8umbWDkT9JNLPvw8HC1WqWnWfdWzQoAAcvl0kLYHy3nFfVXjgghqOpVH3cpCcEBWDURSVvWWNdbv3Te%2B5OTk7qur3FfXICROZWOGz9YtG37e7/3ez/7sz%2B7pk0A7t2799u//dvf%2BMY3ALz11ltf%2BtKXPvzhD9/0Sl4Q5CTMVgEMFYaZJAHw5Cvytes11OfakJQAMDsAnkIz3Oj1nITZJpTSW2eT1wiWhFmzIMZ1j5j21V6ndNZbF7mMTiuFmrrD3fQViPT8wbOZP4Scx4FC%2BhIAYdj0FbIEryKeMyP2Azd%2BsPjKV75y//79z3zmM%2Bt/%2BdjHPvaTP/mTP/VTP/X5z39%2BPp8fHR198pOf/MEf/MGbXskLAttrTXMaagCLdet4DhWHJQuVMLfOeuvMcxrIN0MMc%2BgyxBM65lTEHmaXiYmYAOWGhFJcNzqRpH503YQ8PdeTT0hl9Nbljo4ulcBm2EnSHptX8sRf6yq1SXAlhGGKKjTPrfNwkUAlpMaP2A/cOHP64R/%2B4V/5lV95/7%2B/%2Beab6567EVuE5QEeNQpglWpswWFyZURpARBxRf7BEAPgrgFJEV2fUcWhZR0glQAA4EQBVDGhkLl1tmERg0gJrmEgRrQx5zr2xWAE6mg9fWWAt%2B8aEKiFYFrzoVhzZRLtr1aWzznW/pg1J4m7P11Cu3OOKHlykbSIGc8j9gM7f3%2BMuCKiJq80bQTDaU6me3nnKwo1a//hfteHaU7s2yEIX97DjDk1CYXMrTPKRzlUodOcUkQ1QY8x4tJNz/XkUr9RUteGApZBZdNXEhEA7XdakX3KbQGeHArh6wqFOABJyRHHIaJrR7ywGJnTviFp8ooDY04Dja7L01fIV/A1SxEJdbZmyj4n35D0b5vIac4pAQhNi0L2MLtO5nMipYYVMVGKWlVn/33zSFBaZ4iT9Oaveh5IlpmyQ8tGsfScHKt0Vq0z5lREjVg7n1MUZM2pBJVxxH5gZE77hpSiF5oIY0CHOBIA5/yEq6aQuomqOcQZQODQDmExNq%2BuGV%2BqgnxOVm9iIlKAoiNKCTFJqNCv5mStYQyOVMzE303NSa1a1%2B8Hbz3xF0Agj0J8Tqqw3jqr1qVC3vER%2B4GROe0bkiavNBPGgNU6661jb9NXimBOFidjmlOgINDYe6Use3WTAKiaiEJ663Sjtw5AQ9xV6yqgv8m7Stio1hXyqYNS1pzOqnU9V7etWpd768ijkBqxkua5dQkOLhbyjo/YD4zMad8QpWUgM6eBqnVJIwAmrijUJGXMrTOPEXsAlQvofO69wsQbm/hbRxSiOeVxewQmBdAwU9tApKvW9WQXExWreXlyiVFEX4JaokM39zc5oGuu7HMN6DQnY05F1IgVig3NqR0uRmTEC4iROe0bkrReeSqEAat15hDnasKhoZJ8Tlat8xQAtKnvq2cOcRZRH6ooAGIJBQijKMS2%2BSIRY7UCoBaA2ZvPibDurUsQaAFbqZBanS6wB9Ca5ajvPCfBerZdNUExSqeufU4OHEl7dtaPeJExMqd9g0jygmkavlrH7AP5mlIRvXVdnpMHEFwA0Pa%2Bf%2BQup6Q6m3klFKI5iRIAJjgCgJaImxqAhoAee9wEQkoAHFw0CrLzvFNUbc0BDkBDAkD7vV9sPreJX66aoRDmJFBL1THNCR0FHDGiB4zMad8QJXmlzJyGqtZlh7iryEdSKUJzSgkAOcsDNObU99XLqQSATKfGnIqom0gWnUBQAJGI6hqA9utzSp1byFIJAOy%2B5qTI8%2BGYOJecetecDJaen5lT29/UmmtDNV88yxAH0L8xccQLi5E57RvMIT4VItBwPifxSko8oQpAM1DR8Ep4LEOcA4C2d59TTiVQ6GQWjDmVcPq35jpiWPB1BFN9Vq2j3nxOpI4IVq0jS8badeYkyNU6AIF8Zk79%2BgJzcj0IgJ8cAEh1CcwJSurRVesASBE3y4i9wMic9g1RowMYVMENVa1LEp0CzDY3tOnfan115NnP7NHNoGh6r5StKYbMZkGKqdZZexjZ9BWgJeX6rFrXm89J1ts/uQgFoLvfmkDZIQ6gIl9TBIAh/Do5Cmt6ACCu5v0v4KpQKDJhouwSG31OI/rCyJz2DUlaLwRgqq4eijlBgxKIKxpGvLkG0oZD3FJt%2Bhf/s1cXpNOZVyJQEZqT5MlruVqXwFIvAajlOfVXrRPTHhy5hLM09l2GdLN%2BAQTyEUNoTnqWhOkmhwCkKUBzEoCRNSfrTBQU8JwZsR8YmdO%2BwSplACbq64EoS9TolJQpa04o4CyYkzBdQMecBpDKLNpHIdMpAA8uwue07q2zah3DRQjOeut6Kpkp5TxJBiVSoD%2B569qwKZP250C%2BRkLvUlmu1llv3fQQQKwXfS7guug0J6EcplDCMWPEfmBkTvsG8zkBmA1XrRMVp0TsJlxhuHCEK6Gbe8oAjPC1vRO%2B7vQPzA4AeHAZmYTGnLokTILLPWK5WtcTc0qkZ3lOxgZ2vtlqnYQJoKLQUEL/01csjiv7nA4BpGbV5wKuB4VahnhS8sQoJMBzxH5gZE77hqjJKSnzVHgoyhIhXglrzakE5pRnUNjcOgzTqtM5xEmmMwChFM0JQPY5WRYAN840p17n1m1MX6E8P2TnR9etJ/4CCOTaXGTsWXPqUsQB5wOAWES1TjvmJDnAM%2B08UR6xNxiZ074hanIKnc5m4pZSD7SG6BTa%2BZzqImzOejZ9xaSytnfWktOcFTqZgKhSLsMhDuutyw5xhmsIWPuceptbR9oFYWeHeAG9daTUVesqClbX7jtzP48dtLlDHkBqC9CcAFieU1Kylo6xWjeiN4zMad%2BQNAUlmR3MEg9YrfNKZ711JQgn1tLM3qObGN8M4BDP1Tr1Xr134CI2A7VUAtL3Vessz6mvah1godKBfGa9BficzhzilS2biNpeNdrcl9CRThTCnAQKdQBUwerQxciNGNEDRua0b0gQp6Sz2YHwcJpT8spKZJpTEQ7xLoXSoQt0bmmgap0QnEM1CUKFaE4AwMyUNTPXsKKr1vWXIU6ZhQTyuey186PrBGepBIF8o0l9QL/M6fGJvw5ALIE5KdTS1wAQAoA0%2BpxG9IWROe0bkkSvkNnBYcRiIOaUoJt5TjXp7tdNrFrH3pIwh5kY32USQtlJCEGpDJ%2BTTV85661jY07od26dQC1DfK057X6ekyK72pGXHVFVFHuVinON2Bx%2B1qTWDvPcuBIEqpqZE4tZxXf9ITNibzAyp2fA5kgUhAjx6lBNDuKZ5kQp9sld1skIWXMiGSTc70oQFVLAMsRhvXXD7LsEatRrNfGgMib%2BAgAIXbVOXUMK660jol6qdV3JqWNOGlFEb12XpACr1mkUH6gZoFpn/M2DAaR%2Bqdv1oAB1mhNjmEGTI15YjMzpIoSv/dXtT3%2BK5qdDL%2BQKSBBPrFV10GKpmTkd/ZPPH37hf%2BltDRHJgwBMOACoWXobXnZtqAgR2QZSccAQGeLW5fTFo7/9X/35j6KqgiAWUa0z6uS63jq4lgVEyqzM2ovmJHTWWh/IRYhAC/jU4cwhHsg30moIaHvWnICuWtdlwDYFiMSdzwmAo4DR5zSiR4zM6SLw/BGJuIcPhl7IFRA1OWUJ4aDFQrJfwT245x497G0NCYk3NKeaS6jWQVjz0Xuw6SuqAObu5FEbaj8NiYo4RqsyrFqXNSduSNU5EIG5H7ORmevXmhOAlouY%2BIu1z6mi0CIhBOqXOWW5zlm1zhx%2BiuWuh2EqdK05kTqMmtOIHjEyp4tAMQLg00dDL%2BQKiBBHhKo6jFh2E395uUSPZccI8XoWKdmwIu66diL6WJozgP49RuY4EXgAi%2Bo4aFnTVzZSCZyq8wCUuR/hxyxiboM5NSS7z9cFuvGpc420WlXc882S3zUCQCAmbkndatcjnbSj7ABIAoBUws0yYj8wMqeLkJnTvID5l2vY9C6tJjPhpdQKhSrVK276Y05JtavWVQBqlp7D/a4BVeVOHMlbb%2B8PYqvWRQQAy3AcpIyJv7neRKB1EiYJnANA7PqhLym3RhLWNjUuoFq3medkDnENfffWSTc9x/7qwYmUytCcvP3ZUgkiye6rjCP2AyNzuggUWwC8KM3nBCchHCSn0FpbWq0g0qfmlJAnwFh7f82KuPN72OYEMdt6qXfNSRWAkgdw6g5D0iJ660SfSML0DQEhoE/NSRIAotAm6qp1uvupBAowUR1zabvVhFBR06/PyWZdd8wpwLWsvNx9zUm7ngSQjf4l3f2egBH7gZE5XYgyq3WeGdXkMBGAhax4tQDAbYO%2BNpIIcdj0ORWmOTliBg3hEBcAiTyApT8MqYxRXN30FWzkOYmyAwDn%2BtrMFMDdR//xp//41WxTI%2B3HnP48EIAx/S//99f/7J1ZIFdLI75vn5OaUtiFI3j2sQzNiYict%2BSwZJoTdv%2BENmI/MDKni1BitS5CPJxW1UFyAJbS0GIBAKq9nWUTxNqbHbED1UXUTUTWs1cBVMqRelcsiABECgDm4TAIRSlg5J85Zfhs4i%2B3pOo9ACXuJ0M8SQsgysmj2uXWyBJSxATKetAk%2BtZpCORbTf1X6zRZKkF2W3tyDSM/NHYYAlF1wVlP5Vpz2nWVccR%2BYGROFyFX60pLJXDkNFQzYQBLqbk7PvZ2lrUcc/tzRaGlApiTmuekQwD336pj1TohB2DhDoOWwZwsCZMIjgGALAnTewBg7oe%2BiNnU4ZtEVmxtXAGuFyGQeADvzV1FoUXUUPWtOeU8p7XPybXBcQGaEwjOOwWA7HMqQGUcsR8YmdNFMM2JCqvWqYPTqjpMDsBCVmvhneqehipEiOs%2BWhPyNWvfQ0yvDlXZvBkqcf37nKxaF%2BEBzN0sKMVUAnPKbVmaq3VwNYs6B6C/PKdc1nRtIs8OQIsCNCeFEiYA7i19Rb6RFiGQ9NoVqJZcz53PiXwMroBqHamCK5c/cgDaElTGEfuBkTldBG1bAFyvaOeb6teIUMesYXKQCFlzymbP3vLQk6pfJyMj1FSAz0mgrGe3QyC%2BTG8dpbTFh7WVGoQCgCVmQRC1CObEMJ%2BTOcRtbp1pTq6n3job2Az1qnAygWVh7DxfFyhpAHB37mxoTB7216PsJHLWlgjAgRvPBTjEFdRV6yzPKVEBJ7QR%2B4GROV2ENWEqKEY8kXhyqMIsMYClNtxFs3BfPqdI2SEOoCJfuxLynPCY5hS0G752IY7%2B4POHX/gnW1wDgMQBwAITX8rE35zntFGto5znhP566wRdFBZrhUJ664TAGgCsIrt0KCqNdwDQY3udkc51tS6wb30BmpOQgjJzUukc4jt/QhuxHxiZ00Wg2FrRoSCrUyRxcOLDoXhYb91yadsY9RXplDaqdRWFInrrRM5SCQBUcJdJoeSH993p1sLZLQkzWm%2BdBk%2BUijhDdz4nq9Y5%2BKar1vXWW9dpTg6A0wksCHvnP3XaddQDoOZlAK1ndA7L/hYBMG/4nBz6jH%2B7HhSAcuAzzSmO1boRfWFkTheBYisnLwFw5TCnBPXswTyjCsBSalrO5dYtAL1FOiXkJEwAE/INaz8NVs%2BDzQxxAAGu4WevmVfLLXZCWSZhsmpdyx6%2BRQGaEzqfk22%2BXn2kXK1Ton5s2sacFB6AxgCgcdj9fVQIjEn%2BS3MLQF0xAOqxvc6mr5wlYZKLjvqMf7seVBXImhOUMSZhjugRI3O6EDGml26jKJN4JGVyAA7cBMBCalou7bfo7RxpyQj254qrmkqY%2BAvZCCVAADeXSKGkVb1NSwoB6zynlgOHiAJ2gs4hnlMJPFUNd9W63nxOkgCoOgAMS66H7vw%2BKlBo1pzS6haAxkqePVbrVBM2NSdyLfca/3Y9KEHBxpzEmBMXwJVH7AdG5nQRKMZ69pJOJsvF/aHXclkkymM7p24GYKUNLxdycKjeo6/eurQxjaviUEZvXTe6y1DBtXjGzkEiFNstMqdcrbO5dS0FPyljiKl2eU5QAEFD7ZA1J3Y9%2BZxU0PldkCoArd/5fVRVO4c4EVJzAqA2e1iv1brHpq8E8i0DqtxvOMK1wJaEackOkVRT6jnTYcSLiZE5XYQvu%2B//z9Lf%2Bcff437gpU9/O94bejnPhqgI1I6PEz9l0FJrWi5lNsNk2tujMELPUgm4KsPnpLLpCA/qG37Wms16v73CiuU5JfYAVi17rtoiNCfqfE4MAI5C7SAhAABzTwWU7BB3ACAeQM3YdaVTVUBAAHBrltrVMfJOncEAACAASURBVICm92qdfep4M8/J7oTdLtgpKdRVWXMiAC2pe3D/9qf/fvXVrwy9uhF7jpE5XYRHOIjgf/DasiX5TixAdkoQAJ48AH3ltZnwsl1QbHV2IFVFq758TpRC99EKcA0X0Fun0HV7EYCKnq05cb0CwFv0OUEBJDgmjUIcDiOVwJwka07OqnXwi7/%2B11dv/nuwuXW9kOaECECNOWkAEB12vLeOAKWsOb122NarIwCtVev6TCXQJzPEo/VI7jZzEgBgS8JUZSaOpJN/%2BacUIz/cWtPGiBFPxcicLkIUAvCl6QrAQnoqdT0PUmoBOA4A2g%2B8Pku0Wj4AoAcHWk16662LdKY5VVzVrLvv3BQV3sgQ9%2BCG08VWD1qtAGB7uYW2h7XwRxMB4Ph2EZoTPZ6E6eHr6URnMwBgR9IHfbEMcavWaTGakygpIQD4wFFsmhkjWBZGr5qTDUvmjVQCm2S322UvBQDnWYmQlBw4kYZvfxM2o3PEiJvEyJzOh2oCAXAyAzAvgTnF2KDTnOIHXj9MbvXwLgCZHuhk0tshMkJdd4StyDeuAJ%2BTQHhjcF1FvsUzAoF4fT23REnN55TInUwFAPOtWERrvVXr2IIJ4FGdtQQy9UNfUooARB0ASQHmc%2Bpp2PB1oRBgzZxU6Si%2BvnIAUZ%2BsxTLEN6t1NrGRd11zUqhzBCZNAg9O69u3L0PniBcWI3M6F5RSTQzgb8oHASzbAub%2BSjTNyQFIH7hzkHi1uAfTnCbTZ2hOIpS2U1NLUAdqIgGYUKhZsaVXvjmo4vG5da5xT4ZQU4qPiWer9UDA7SgECrB6BR1WCQDoJSWk5Sl2WwCw3jp7lBCpg6/X4/b6ynNSEnTVOlOeatr5LAxzGKkH8NpRBHDcvtEiqXO99tZJbk8ziT1QpzkVEOlEzAiMpOTJtaTppVtyfLL7YVQjSsfInM5HbP/isAXwt%2BjHACyXBdTOU2oAOOcBqA8HVK3aUwAynWlVXfwoPPw//reT3/%2BH21kGiTT//t/9o9ebSLm3bverdRDeiCWoyDWkT%2Bz6J5//R4d/9IX1X7nzjW2xtuI0ADiemOZ0AkAWjyZf%2BuKt3/xvd7fiqXn6CgBHcOTX0edKPTnELZXAutOTdVq53decVEhVA5O%2BchABHKXvaTUiVNyrL1AB/NN3P/KZP30ZlkpgNeLdVm5yfieUSVPKUln9o29KNdlxb/uIPcDInM4FxfjIOQAfcHcALNoCwjAzc%2BoqZTM/W9hZ/OBAqsnFRzH36IG7995WlhEJrLebSO88DBX5mqSAap0%2BNrfOw7es%2Brhowd951z16cPbXbmvZliAkEMsiOqoSAKVjAGlxGt5%2Bi%2Bt6dzWAzJwUgGN4hLiOwuovz0kAsjynlJhANUN3/FOnKgRG8A6VVwBeZ41GDaHXJEwIgHmcPFg5mEMcCT3Gv10PSh4AM5hVlBy75d/4m6t/92OYTHobMzXihcXInM4FxbYlBuDoGMAi7voITAAp1gCcC/bXaThcONGqUuf1WUcxWi5pudjKPpcgQAXgnYeVTV8poFoHfdLn9PgYLF6tuF5lVzgAgNbMaUvpO6K6qTkpHQFI9dx/%2Bx0AtKv7gVqXGACAWb1U62qdUk8%2BJ0FieHOltYkcuN35vgSCChQaPKtjBeA0tBo1VFuMungmbORfUq5bAuDAEaLe77hyQ8oAmNQzosCB6%2BMDdV6qinZbLRuxBxiZ07mgGFt2AEAHlfIy7foITKx766hjTpPjpUs6OwCAycSSG8/7XqprqG5ltnHsOobefhAmHIrIEBcIbU5fYd/wY01z/OAeAFqdEej1n7fFaRTqtAIwC%2BJYVY8A6MN77sF97LRjl9AlOHhSh3A2qNh59FIyS5KMdAJohSsO7e7XiBVCBPWelAAmZQ2Nthp8/w7xKK5JDCCQj0iYTHdauVGFaU7mEFfylAdN6mS2s2eMEXuDkTmdjxgtzTnq5CjyPBWgOcUUAfhOc5pNT%2BZOZDoDIFUFXJRux/USAM/PMcKrXl5ZSV1KzdsPQoBvuj1sl23OspF7DiDANyQQoZhd4e7hA2zoTACornU6wzYd4srwABzrLKjIDADe%2Brc5HGFXT9IKRpee4BycVo12mhNzXxniidfMKVEg1zK225a49U%2BvZnhvw5FZnYZWk/qqz73fZtREuDqRms9JolTVTuc5qZIwrDrMECUPZ2l2ekXNidp2x%2BfMjNhBjMzpXFCMLXsAjYaDxIu0o/vWJpJab12ehDV100UgOTgEgMkUwLnnSFV7UPI5E/oO/t//66Xf/e3LrcECfAKAu3Mf5LAl0dhW/%2BYvbv/G3%2Bdd3f6fnPhLriUlkZN//NnDf/aHAPj%2BPdgF7J6zXK/S0TGwtRhxUWWpAASHWRCNEwD6nW/mH7e7vHNDc2JlPdOciLkf4UcVboM5VRQawhajpMI3vnb713%2BNF1ttsFURytU6AMzK8K1GrSqKfc6tEwAirIqYKJBPEOkx/u0aIBXAASCoY40Jntea0%2BRKHPfW73x69i/%2B5KYWOmJPMTKnc0GxtWEOtbqj5Ba6o1v%2BJiyVwHfMacaT%2BcQtPvG30WlO57k%2BqWlMWeHF06t1/PAhP7pUd6Gd/KxapwCtXgfQavLffZdSpNMdNdqLyDoMEECgYKKFe3Dfv/11AO7hffu6Nfuk1UqOT7A9NUKRfU6OdRZE0gRAi6RZL9zZTyCtNScmdajW4/bUpq/c/Jk%2BSWRk5tQk8uQali1qTnz6iEQueQtcEhSjAKBgJidPanKdhkBtf77ALrmeAdSRHLjViB7j364BFWE4AI7hTHMinzWnUFFz6XHFIjw/5YcPnv2VI0ZsYGRO54JijOQA1MkdJLeQ3X2OrGF5gOwyczrg6ULr9NItAFpNgXN33zOz8zmaE7XNum51MaLpDeoPKiEgzV8H0ErN9%2B/j8WrX7oDaBtD1AAoAnl1DQilRvfLv3aUYbf1AN64OoNVSjo5BtMVqXcAEgCOdekmxAtCStm98Hy7QC4eGKmk3JSY4OPXrah2cA/qYgqIQlo45Rapoyz4nI8eb/QFbeM2mUQLgTXNyDlmuC1WvdW01nxMBqBObz0kn012urUMS2aQdqCM1h3jWnKZTqF7yZuHYQnWX1bURu4mROZ2Ptk3kAdSRDtXNtYC7q8tzquyvU6pqbZONkZ9UON/LvC6iuXPqEbRaQvUyFCHlMVjhsJJXDmO7eA1Arck0m92s1tFqJZQnJRvy1ruYQwQi7jvfdg/vy%2BERNsMIViuZzdT5bU0ZUyiLB%2BAdDipNqQLQssbv%2BxCIdlgD4HW1zpHSRrXO4sV7iEEXFYdgCzCfU0Pb7K2zG2e7n15tawDQ4BkAQi50pr5TCWzOtGbNyZOLkjTsdIdaUmF1ALoMcfLk7MkjoQIuHevfNCgh83PErmFkTucjtgkeQJP4UMMCz7U79vMojNKiS8IEcMATACttAOhkivOneNq/KzOfU02zneNSzMkKNxo86xsvtfX8VQC1NuYTwlZP7dsC17UAvKE5BXYA4jzL%2BOFb7/Dpo3jne9AJD5QipYjJFNV1cwtV6fFvFGjQCoAjnXlp15rTndc1hAGf789633mzWkfq19W6rDndfJa3qJhDfFZpK%2BThcirB%2By7yNRFbbEkxPbuYMQIQBBtb6wgOodFWQuhz4m92iAsDaIw5IenkGfFvw0IlkeY8J6vW5SIjgMkElw6j6qTELtI2xtEtPuIyGJnTuaAYxap1kQ4RTvX6zzJaLm7/xq%2BFr311e6t7OqKlEnSa04wnAJZSA9CLfU6rJYB0%2BxWan1Otq2sA1D77eRTzrukd6Rsnbb089jpr44qXC%2Byq5oTVUkiJN6p1CABkka9G9ZUvQyR94HV0v4JdEJlMNYTrdULN/vifn/xP/2DzX1TVkjA96zRIbC0Lm9IHXtdqMN8JNc3tT3%2Bq%2Bsu/uOBL1ppTcOCNap0yo5spe6MQTU49gKmXnFxPAkkHf/x/3vqdTz9/2S6fHJ6b9/OD%2B7d/41Ph334VgLYrAFDvSJELnVWrESFQSr2FUSkpgGTVusgeLmpKVbXLeU4kwljnOWkUrFMJpJoAFzURP/Y6j2tOL33mNw/%2B5I9vaM0j9gkjczoXFKOsq3UIC7q%2BaMSLOaXED298fotIBOC5SyXgCYCFrACoD2A%2B74Fih%2Bn0yqvunDwna%2By6DEWwSGJF8NYgBgQ5aOcP7DC3XafItsCrlYA2NaeKKwDt/CGA9Mpr/lvvAIh3XgeybEbLJQCdTMVfUyFwpw%2Bf6GRUqJfsEA%2Bsokzge5/4WxoqnUyHSqmhekUxboanv/9LQE9oTuuJvz35nESEuyisVijARVZu2%2BmXvsiPHlZ/%2Ba%2Bf8/VNKHp%2BzWn6//1LSjE7zdsWgGr2OTGp16rRqL66ZGV8K1BNAKI5xBN5cgDipCKL5NhJqEjWnKhziHepBF0T8VU0J/tiVffoAT%2B4/4zvGTFiZE4XIbZi1TrhA53M6foPEeuU6UH9TpIAOJ81p4MNzQmAnt9pzKsVAHnlNVqtnj4pxYSWS1CEKNkh7lmDNQ3ppF7vrDupOVG9EqiVlgyBPIBYPwTQfOgHjPa1r90BUac5rQDobIpru1La9onrqYA3zckhV3B0Ur/6Mq6eUrNF5DnQy/OTYPWsWudZoa5Z%2B5zMOnbzkU7StSXOgraRKg4NCT%2B4T8ulTCaTL33xOV/fwsye89NLItM//zN05xDJCm5mTp7hUbUatQpYX/abhwgYIUeGxcycmsoBu9vOKRLXmpM5xDc0pwqX5rjZvtZ0x0KRXXZ3jdgdjMzpXFCMoABABAd8NOfrHwFzOksfzCkC4K7qNKMJgGVXZ9TzJzpRvVIf4snJU2PE16fPy8geyTpc4B1rt/1XDQsAOTzaTebE9UpJeaNaF5wHkOanYG7/2vcDkGqih0cagj1b7RfRyVSra3ZCcduSPBZTrpLjHD1psHREDa1E2Hs3UK8TxYRnJJhvOMQZJL7VqFAAZD6nmy88iSZLJZgGiUJBfcMKIL3y2urH/8Pw9jeecyZj1pyeTzGt/s1fkHVg2H3UNgBUfOiSMI05IVToMTZWIesorCZxMM0pF/d3tr1OSR02NSdyCTnPCZeP9bdn8sZZyLTkESMuxsiczgXFaJoTgKmeLDjlzeDqAoN9Sw%2Bak/mc/Hrir2lOXVegVJNzUwlWK51O9egYAL%2B/YLf%2Brkv8CpJaAFDnGbndGpOaVQ8O5fhkNx3iWC2FmYhbyZWlQAFAXJ3qdJbuvAEiuXUbgE6mWXMylW4yVR%2Bs7PIEDXom6H0FUJVk1TpmzZdOJzZ%2B9YL37qZh4seFZ3GijSRM5OR9G1rcW29dnr4y86JAhYMWAmD1o2/WH/6Isnu/7HSlG7mzEj/Xtjr5sy%2Bm2y/LZJql32jVOpeH1rHlOUU15tT0Va2D2Mwf5DwnB6AJDHtkiTyP%2BnVDNUeVtM5zst46R10qQTXB%2Ba0wT4Dtzk2JUrSzwag5jbgMRuZ0Lii2UA9SAFM6UWAptf/m2y//%2Bt%2B7ai28s5feOHMyn5Pr3tYDnuLxat15kg/VK5lMc9f9%2ByKd1kdPvkxvXUoABN6xBtOcZFKzpJOXdDrbVc2pFiYC/fr//dof/uUxgMpVANrVqcxmMp2mk1vp1m0AMplmn9NqCUCnUw0VxxbA4f/6Px/9weev8FPtYm5IC6J5bl1Yk06psmeoGmwCvD6rUEVKutFbB3EA8tDf/jQnZXOIBwFQ4aAhUR%2BaD/%2BoTKfNv/ND07/4V5tfP/nSF2//1n93%2BUaq5/c58WIe3v56/aNvYjKx%2B0ibx5iTZzgNjbbiPYDe2utUsMmcKhucMAkAUNcH//yPTv7RZ673ypM//7Pbv/nfPL36/5yIieCxzhDfqNaBWUO4pGJ3dm6p600tecSIizEyp/MRo5IHrwBUfAJgITU/uAcRd3pFr7c9dm/%2BUWgplJ7WGeIVNpiTHJ%2BcF4LM9QrTqRpzet/ourOczEts3rYGVe/OSk5VQ0gv3ZbJdDePdFSvkmNHfH/J9xYeXQ57q3le8ulP/9ziP/iPYJrTagmA6lqZNVSoss/JvXfXvffdK/zQ9smgh1rqSisCmDXrEKhySk1VDac5JTxDbmHaSMJUZQAmlSn15XPS5HQCYBYUQNBZfTB99J/8pzKZAJCXX6XFfJMnuYcPaLW8giLSWp7T9Q8/PJ9DNb38ilaVabcaawAqzneaE1txtuq1WidIXjJzaiLZuSsGB4DqVXj7G%2B7e3eu9cnj7G1TXeD6h7ul479215uRzKkHnEDdD5yW17fWZsGloucCoOY24HPzQC7gUVNX7bS7VMg/dhiP4KV8TI3mvfklpNuGXADTUhroG4JtWr7Ien7JD/JK/xWYk45VgPqdJqOwHHckBgBXa/HNfftl95V95Zrzv9bmu5eiYDw41VH61eGKdvtv5OEZzrjjnzv1dyHrrXOVpEhjmEHeit1/m1ZJXq%2B2%2BlU/%2BIszMfNUf4epamTxxK7xonfd%2B4qcAWlY9OPTe4/XvYTtnHMz44UPvvW9rTGfee1QTahvvvZufQtIFP5qIbIX2NaZUeUnUfctK64lMHEnw3i6dQyWs3nuezbhtvXMgOu/1nxNERETvX79XBcD1uZ9eBRPyHeodmeYkTr33rrKQBcZzv%2BlEdPE7a8OSj6YEoKJZS6of/L6u3D6FahAxEwwAZzeyyiVvZO40p/MW8NRLtwlnRc/pDKHiGL33YreVuoln731w5BAaEp5OAXi57NqeCXvQee/paR8eAhwyc2rFTf0EQJpUAHzbuLvfoZRCihYIdyX4d78FIEiSC3%2BRazzu5Lvv0swBCN55R6IU2Eft7r7J1LXtZR4Crpti7lO0P1PTeKJ1s4h75uPuWlDVp74XI0pBGcwJz0Emnor1HnbRT5RE6tkvtUbgEwDLdm4nb27qK62H7dTeNJf8LtvDrvErW9EksLfvPfLGnPLPldsvIyW/mMvJS0/%2BxNUKr77GzHp05OanT/zotUOL20aI0G1jT12DmEai3jtUnmANYqS4/bLefw%2Br5XbfyifAzNe4dNyskuMJJiKYN8zMkzAB0JLi4PCxV5se0LvfZmaua51OmRnVBE3Lqhaz7lL2qbwf609dfkFzv6Wk3esvpZ5K5UiZOV86qRIJM2M6g4hL3Qy7G8B5nzoWAUAXvXGkEOacfq5wAFokZiafUwm28qZf9Kkj5a63DhaEgXj2xdMZAG4bnc3yS9UrAC62cslbss3bKgPvP3hcvDaDMSeeTjGdctsws8Sa1amSd2Bm78AaIhKZU6dtt3Wn0IX3rBJ8V61rEh%2BzB5CmAYB/%2BxumOLrFQmYHV/uhsXXv3QXgmuapV2wNZtYrfkLcd77Nf80B8I48IyYE9gmSX2Q6ocs9otf2A26ataDoYqshrNeGzXt2SxiZU%2BkogzkRUbNVk0dVVQDattXzjQ6zpqFZgHsIgPQAwIP5PZyeApD56fvXQ7FVH576Ut76NVarS/4WRJRSilcPU2liC0Da1KAB4JUBnLYL%2B7lyeDwD0nffbaezJ77xaLWMoWqaZnZ4pA8fPrFOWiwAKLOuVraqGON5v0vdrGA6hLaQBsacWOrDwzA/pZTaxfy8C/X8cM455676aTlYLBSEGACc1tQ0DVmkMmtbTTZfzYfgVsumaSbzOapJ0zSOmVKM7921YlC891669fJTf4o9K88uXdMASMvF%2BvXnaRmkciRN01jlwelk0ayaplk5fQ1oTx/J0fFVr8klQURTx018X2VttZoCVNdNXZ%2BjeBFB7bdgnagwgEWzbND4JABiU7fPff%2BqakqpWa1oHXawgRSj0xmAQC0AJ1Wj7dkb5xyAND%2BN3Sd/ulwAiPN5PLzc9Wwbnc5otWwfPVrTr0147y/%2B1NlN1BB5H3g%2Bb5pGmpUFn0Jj0zSkidQvY90SAZD6so%2BLZ8KEk7Zt09PKpinF3JdAumwUSQHMUwtm97W/yl/z4F57fHLuD1CllJ5QyPw337Ywzzg/vfjdDyGo6hUedyL8nXfp%2BwKAlFrARQELtZLvrGmo6HJXr1otlZlE0nxO3eCp%2BPBh6sYwmNTUtu12N6AbPT2O6AHj%2B3c%2B2pY1eN8AYDoEsGxPabUA8P7Kvbt39%2BX//u/5b3/zqa9kqQQ99NaJRgCO8ttakfd0Nqs4nbwE4Gxy7Ro283I6BZCOjt2De084Z/NslqPjy/TWRUkAkrh1npPTqmaR26%2BITYC5eaf8VcH1Shx5nQKYNwwgcADQsDyxTepkyk0DEV4tZDpDF87ubLYMQOeMr3kClJL5pjetNktpglSBzC%2BcL11E%2Bt17f/gR/a8T3awJg09PD37t7/q3vv6%2BpUYAEDnP5UbqzqavsKoSgRtziG87z%2Bnon/7B8ef/4fv/PWliBOoc4kFnZxNguk71zRjYLhP/ctuhKsWYrPO0vq5rp6kBiA/qvfXWaWrNmr3hc/ItooYKRP0N21E1zemw0iZxTjKDaDXh%2Bamax/%2BcQeCG6b/4k9u//esUHzONrR%2BGW8%2B%2Bd/fuamzM58RQJlUlT96sdbhKIyq3rTUUU1OvrVGj1WnEMzEyp3NBMZJ6Y07ExpzmvLARIk8%2BC9yDBxAJ77z19JeyBuObvyEthdJvZGFPuVpJl%2Bd0cKghuPc1BhoVMFrT/sDf4Af3/dvfePwLahDJ4dFldhpjb6LOu7wleJ08/OibcnCoU2NOO5aYokp1nYhYpgCSUB3JmFNLqo8XKXQ2gyrVK3f3bnrlNVg4O%2BDu57ig80LYn8AZYdqgIwtdBakcCzaZk6avt9%2B%2Br8tTl240RpwXp0jJva%2BHgDoV6twdhXgtRdnwWtbQ2jaWe%2Bu2liEe/n/23jTWsus6E/v23me%2B971776uqN7BIVomkOBdZFKWW1J7UsizTgyRLdtR2ICfoBgInQNIJkPwKkB9BfgT9o225LVlUW5KljqcYid3twG0BsY20jG7LliUOxSoWKU5VrOG9V1Xv3fmMe6/8WPuce%2B70qlQiDaH5Fgji1R3OdM/Z%2B9vf%2Bta3rlyqyIx6GGEUuVKSpwiA1P7Ex7ysVK8XJ1priVvkgIscRGZlFd8H7rf78nzybG3dqIjZSYELKRwJQW5uCpKSosbfQ8sBDgNb0Rm5Oq0U4lQw3CzuPAEhDr6r1d4NMRp609WLzs42Lyre8pvW2d0hUfo5STgSBChyuJYC%2BB4KUUWeMYkr0kSkCVOqP3AD1GH84MUhcloauckkXNfNpQCoAWCUj9knbX4K4boMtbO9ZFsZan6Sb18w31PV1gGIRMDdVwBACL3alr392a%2BVBfYAsvseoDAKXnh26gNZajyPymrqmx1DLkkRhDNxwvTj9ioALnT6QVvSsXewkZZzAjDKpGM5JzJznBMA9%2BplkWeam7G4jJzsVV3ghrUwSgw6yznB4y5mlYloQbpbDAGMlXl7W9ex2encLio7n6WVZSQqzsmWBJLLwOUt9nOKx7LXFUXhzNUwGkMSrhIWOTkIKgYCZS%2BzqRuPCyRvkdfJcwB2ir3daVXmGaQkx6lq60Ym4XpAe9EEVS3/dKut%2Bn9PbUCIjEM%2BgMgzSSGYc9IwbMZdbB2nIJivt60H3/PBtGOWc207v%2BNOvA1cu7O7rf1A0oRzAuDALTtmfi%2BFqFmqowaklFkm08RYWvEHa4A6jB/AOEROSyPRmSTlSuEqY0QIIC5Gy9rW8utLs3UTguHtZeDZRVfVftZQ%2BpUTJgDTaqv%2BbAMyPh3mnEjK5OHHvFdeqnvpyiyF5xvXu5Xj16RZvSEFSQEpyIVvW8CyUPcHbGDiCdVIIY0tvIpz5Tk%2BgEwQhY36hxn8uRffAJCvbwIwJXIixzV%2BMO/Avnin5S1Rp/FipMq4bILlSgBw4OdUdM0QwEjptzXhy0cyv4sKOS2DvAKSbc8AMOyT5GZvg5%2BTuHLZ7mVuiWKglXEnFmLk2QMAMPGVLk/NGFmTmt18vzXkdPt3b5Ybx4UQ5HqiKEA0pIQ5J9u3ThJIsYGnabUXZNXfnjClE2bDM7mWzFjnpuAGcMXGlm40D87WyfGIlHK2rzrXd/kVkWdqf684ftcBvTJvO5ydq/mxY%2BznxJwTAEmurrDy8mYJMyGyDL4d2USSmFYbb0N68TD%2B04tD5LQgOGE/JmtP5ztkEAAYFWM7eUw79McmtZxTb3/h3CaLqoJjScPdmkRgRi4w%2B0ldHGDfx3Vtlc4JQCi8SucEQLemOSdjhLFMBpXi2fTU48KY4MUzk4%2BlqfF8uN4tdV8xRT0H4Sq4FLIvYqlzSm56mvUQzDSM51ymbnkLBwdTKSSE1BY5jTLpcoGYNLOcUxACcC%2B%2BYYKASxS5DEfu75lGg5orN%2BGcjLHUTgWY6siJckWWc2IewqWggO7rEYChMreOvJddnPnXq1e4u%2BKCXZQqJbGkdR1BihnOCTZb99b6OYkrlyClCQIud586BiKJCXKSJshrnBOmfaVFlvJDdACHWr9Q/DGbrbtd5CSylI2ayPNAJLJshEzWkBNj5UITgGK1Lfvd%2BaTk2xFE5JALIPJMpoXLFvDQTNTl6xvUXDk4WyeHg/z%2Bh8jzgmf%2BTva6stf1LrwOY4r1rQN6Zd5mGKOu7RZH15lzUqJ8UuBxnyIwxWiMyHOZprLXnbf2nRx5npPrMdISSaxXViGl/MHsc3AYP0hxiJxmw3/pbOeLvy7iOIYG4ErhO6SFpwhJOgBR1fOV43x68cHzv3w%2BvwIAROrazoKN5rbMdeFqRuii86XPeS%2B%2BAADGtL/8efe57yw7vNbvfiX61n9c9q6mWZ3TioquFZPFq2l3ZJJUx9/8i6%2Bv/tHvVy3Y7EZanfzOu73zL1TfklkG3yfPu5VsnSG7hGUE4CryKeAWsJwQlGnivvFq5%2BlfV/N5w7lQ%2BzfWvvS5zlefXvvS55yrlyeHNOh3vvBrzP18n2E5JwFBNeQkHAC5wKzOKQj4qPT6pi00cz0AatCj5oppNA6eY4o/%2BxPvd76M2sQsXzpEAQAAIABJREFUawncmDIFl9fQnK1zEeSm6OqKc7qllbR76WLnC782b2DoXL%2B29oVfUzeuVa%2BoXnftC7/mMldaLOkRlOdW/7F0LT7pW2cJADPFOb1lCODq5aJzRG/eoebIXQOjyFUCjiQpII1nyFTpG5KSnImv9OT5XXI9vfMvdL7465Pz5Qa9zRUIcdtmmDLPySInazowpJSzdfaiSQJQEADoVlsYc8CU/xYGkfUQjzxDBBgP7AEbBGa1RVHDRM2D1gPGyHis22vZAw/7557vfPXpzlefbv7pH0NKvbF5QK/M2wu1d0MUeXH0mIACIAQpy856EydM3wegunvtr3y%2B89WnO1/%2BfH00m4osNa7LinKRJiYIjee9Ldadh/GfVhwip9kInv07URTulTdHQgDwpPAdSo3T0GqcDcFO3DXkdDm/VpC%2Bqvf02hEI4SySOoks48YmCzkbMRyKNHX2bwBgr0hZm9umgkj1unJvqaVvnmeYztb9o%2BYT3xyfu5TbDdryulIkLvs95/KbzsU3UOahOIr1rXpST6SJ8XzjurfCeeSm4D4YZU8JchDmKACQ45JSSBL38iWhC//5m3ewV/t7MGb8/h%2BGEG5Nt%2B5uXxHGVNmB7ydYuWKkUHPIKXUlTdulmhJfFutb/Id1bzJGN5omah5cW0e727K7hyXZuhFlijynvG4CcOFrGEZOQ0/cYuJDXdsRxgRzl1cOBzCmrgEXwwGMEYM%2BKjC3QOekK8i7cHeCJn3rapxTgco%2B4C3SOYkrl/TGVr6%2B6Vy/NpMBLMhIci3cVATyUPqYc5DnTTinqopqyf0cPvttURSypDn5NyLPM55/%2B9NqlhrXA8DV%2BzKJh7JQcFE9KYIAGCMBcNpoPrH%2BdkTVt67hGsAiJw09/sCPDH72UwB0o3FADlomMd/843/4oeFHfnr44af4v/4nPm384C3vt8h0Y3bkmCw7/kqbIHYmQNn1AATf%2BZbI89GPfYSkVAtTnyw89Xz4vkxTmWUIgqox5WEcxgFxiJymwrm262xfBeBcuTR2JABPSV%2BZpJCRUeN8CEB31kSaVimzgY4BjPIRtzabXw2DrZ7KCo75d3k9x%2BtL/v8yVYFMUxgjl83NRFpnCkJgYrrzS50flyT%2BYP8v%2BJ%2Bm1QFQldfxzOGfOwNYEZL9WKMh0rSa1EWWke/D80VR3JQ/0CaXttYaAFxFHgVpWd%2BHIJRpwsNf8OKZm/a04ouTPP6k7qypWo6G/5bdm7NWNw3buxcktA9ACqqQU%2BbPGp6R5zMBY%2BXhFXICqNE0N8vWUb%2BPJAERIydyHJQQSpNJUQg4DDYEoCQ5FORkOaexL29R58TiYu/FF2YqEixQqM39lkS03YGYc5ozKtPaeD657lKdkxCznBO5bAog5Fumc6LhAL1usbGp1zeFLtT06sKQlnCVAABPkdRMnNTK6/ygunoVclrIoTq72yxYnDQdsj%2BWi%2BD2p1WRZUxPWs5pNBw4uu5K4CgAyBm9tDt4i27vmwaVtXUNzwAw2gWQG21WVotjGwCouSKKYtmJ85BlGk0TBOkjj6WnTvN/%2Bd0nge9BcnSL4exuUxDqlRUBCUAK2xtbklvjnAIA3svn8hP3JKffS2EkFyWaZQ0Qy0EfxpggpCC81c4th/EOjkPkNBX%2BmWfI83R7zbn8ZiwUAE8Kz6HcyKZWcRED0O21urfNwIwBDIsxRVGxvrWQc0KW6YZ1DZl/k/M7vMDleXcZcmI3qWVzs8wyA%2BNM/6brTucnVt/7u/t/zutvs9qCEJXUybra6IJcr%2B4uyDiv2pHIUvL8W6wx1jC8kq64E4f8rJzDjO%2BLJFG7V4v1TRHH3ivnD96aGA1JKQoCvb7p1pATz21vyaJcVgpxCgTQDs04kx4jJ2/OKlZKZg5YHg7Y2jrw5NFoiDw7SGHa79mbJ8sAUNSorie3FxQlcQJASXLJz6nge2zgiVsU2chu1/iBTBPvu9OXl80qa3X1fEOyDm9pU1tdwHHID5bOKKSEmOWcOFtnbyr9VmTrrlwCUKxvFhtbmBOJG4IqL52jCOQCyMwEORnPq%2Bg0m552nIUcavDCs7PV6dUU%2B300XhR5RpXOCZDj0UBpx2brbG0dnwgAE0bkun8/5XXcZ1oIa4XFyGmqMjFq4oDl3GiIcsRYsHHPF9lbyjntXC02NgkkS4U4w2VJbkGaQKgKAoxJTp0GYMJosUSP/YFdj3xfDnr8Rfo%2BwPFhvHPiEDlNQuSZ/9LZ9P6Hi%2BN3Odd2EikBeEIEDqWFaJAzohTAsD3FHln1Lo1NGOmNTdXvOjeusUyyorhFnplGA9NKkYkyl9kmi5kORE7jKeQ0oxYX8bgQkEJqM2Wg88udj%2B4W%2B3/e/zYAUso0V1TPAg6ZpcWdd6OU71ShbevfGnLiChQsLQ%2Bs%2BgprbVfStWxdYGvrAPIDZ3dbJkly%2Br36yNHgzLMLt1aFGg2p0YQQ%2Bfqm7PfsZEakdncAVBBQJonsdZeycbWYN4YQaUKua0DSeK6ihqdHmXSEEkDqLjLZDwIKwqqDTdWoQTeaFnGOhyy9n/2i1sS/cpowTNFhVKXtyhJIV5UPpafgkr%2BvB2xUM/TFLTo3ql43P3lvcXR9plBc2ra1tYkhq3UdLvt2zV4frUk5B4AGIUR1H5a1dR5n66AkAEFvBXK6fAlK6aPrprlSRA2ze7n%2BpoGWZC%2Bdp8iKdVD7reucE2Pl5urMycrhQO3d8M6fy0%2B8C7ULZTkn16UguG35sMgyFqozSSlHw6GjI4Qo2SZ%2BXrRWACCEabXlnPXags3WBgGhdUUJ1/9e8K3a/cnZOkdQ4BAqzqlG19miwiXGBDxY6UZj4bvwfZEuvWm/5yIPY9T13WJjiwBRZuvsOAMXANNOjJxMs5mdvBcAhaGMF%2BRYS4ctj5hNB4wfGD/AIed0GDeLQ%2BQ0Ce%2B1V0SWpadOFxubwphEKQC%2Bozxl0lxExh0p/R/XRifdf/FalFZC0aGOAQwpozDMN7ZA1PqdL7NMcu1Ln3MuX%2BRBikrXEP6WyLLOF/%2Bl/93zKIekafy0ZHnHJjR5xs/86h98LfrmX1XvinisBTlQ//rv1v6fs5POdD/SeOwub/2Pet/gf5pWW1Zr2SzNjt9VbG7NNKViVZYFIkQiy8j1sJxz%2Btre1//By/81L/g0NFcM2ZoXRY6pc04BK5eL9Y3k0dPO5TfVctkWXwo%2BmGJ9E0RM6al%2BV6aJbnUkUzjjUftLn%2Bt89enOlz/nvrhECspB1PnKb4bf/ubULpKE/IBAMJ7nUOSZUSYFhEMi8xf0hDZhVGzeMdmktFooaq6UiHPU/PqfrPzbP5z5oozHtqQrTUSeQQiKGlVtneWc4DrKJluVJEX%2B9cLC3JF7azaMRLLf0612euq0c/WyqmV8%2BLerAyDGUnX8tIAWzXModVCiykgh7eTNBZWSHFsTIN4ynRNdvURH11kk9M8evfTp6N9MvUukyHWs/bqBZs5pMjHXOScRxxDCrKzIGhL1XzrX%2BfLn2//Hb4k8Gz/5AdTWOTap57rGD25b5yTyjA0sKs5pqExEEUq46UzTc3q1PW9aOxvGtH7ny42/%2Bku%2BBKu//9XoP/x//M7KH/%2BfjX//58u%2B1/j6nzS%2B/if8d1WW6LsstHIBFDUHdl71LaW6RyOSkuYaOtnvut4ywO1eeK3z9K/fCjqswtm7LoqiOLZBoMrPieGyxOSwjR8CSB55nC3sl3FOFhB7ftUHmoLwUOd0GLcSh8hpEpwv02tHi/VNAGMlAfhSeQ5lWjbgjJT%2BxrGkgDnXiCeckxkBGCltwqjYOj786Z9jgeT4R38cgOp2a/LSiR%2BSHPREkavru6iydWkqdMF/i6JYmBlhzgmAHA2FMc7eDbm/Nzn%2BeFwIKKF6idobT8gSKeR93vGqwk4HIY8jQhdCa3j%2B4KlPjD76M/UdUY1zklkGIgoCK%2BhZhJzOJm/s6X5fjwFospxT6YxMiry0msPCEAC5ru4cyR56lBxn1nVz5kcZDXnJq9c3ICULpBg/ZQ88xPVH7s5VoYv4Az%2Bsjxzzn/nWwVsT8Th47jv15bhIE%2BMHmozUvqeo4ZmyAYs3Pn58fiPDj/z08EM/MXW5XBeAaTQY5DnbV/xXX3auzFpdV6VSIk2QZ6Qc8vyqto7NIwiuIyvNEDnwrusacroFnZMcDYUuTKvNxImqFSTy7Vf3crRYip1ai8XISejCck7L1uJCVbQHy3UVrBMmpIQQb4mHOF2/jqPH%2BO8Lq3jTGbIkkUPDSPKYvPEUgWxp/eT705yTcT0KQtR0TrLfgxDDDz/V/8R/xkZEsrxQIs8hJSmH/OC2a%2BuQZaxwQqlz6js6RAO17isAqByTZw1EFoV34TXV3ffPPS/yzL100blxrUrwqX73gGSf6nXVwN5XhsgxnqvgKQNAawfTyIlJXzlavJxToyE1V5Y0NAQFwbL8vup1hS5uyjpPfWVnG0CxsWXISDhCkCgV4kxBMTtLYdj/1C8lT37AHsMSnZPtgeN6VRdt8gMKbj8hexjvnDhETrVIU5KSHEcfXScpE8HISfoOpVo0KBgp853VEYDXwrRaxAxMDGDgaAojCJG%2B%2B0EWSCaPPwkhZDJGJS%2Btjd0WlHT3AQgekojEcFgl%2BBau8KrnX46GctDjeuDqXRGPC2EcoTIteO6vYkVFnFUEWKOd8vkCMJ5vWu3iyLH658lxjB9Y6ov7bbmeVbYumrwvZNsA9nQfQGG0rRiyrgSQ5FXZOq5N08c2IKXxg%2Bz%2Bh7wXzxxgra5GI17ykuPqtSOMnNTOVfK87MQ94BliZ5ukjN/7wfj0k872FTVn9jO5gL19AHLQ9y68NnkxTRAEhowg31WmQk6OUJm74AHRR49x6dMkXA%2BAiZrUaECI8JlvwRhR5M40nTbJfsaxLAq4LtxJqXxCGQADVzl2EnIkOeRNOCeHbgk5dfcB6FZLr7aNH7g1m4ySc6pthLGUVYgX9jMzXQu1Jkdxv9uFexQkZ3ROktxJflZK%2Bv79nIiwf4PKVsr9UPUcU89FahgHbmWEYYwDtnMsw9Rq62SaIgzJdevXU2QZuW566nR%2B8l4IYTxvkrXJc%2BO4AG5fPkwkixw1nZMaj4bKhMTZuglyglE8/ZtWWybJwUDNP/Os8X2Rpt5L5/wzzwAQ8aT52gF25zIeVw8dwUh4SpLvcLpwDjlJSWF0QLaOFwyLz9v1RJEvzBvy2BW8eObW7b6cnasUNczKKoEq/1VVgnWU2ToA%2BV0nqjQ6hZFI4nkbPH4cyHUtogWM75MfiDy/aeXKYbzD4xA5TUJmKdvmklL66HouJYBAKU8ZIkRoDJV5JuoDeD1MqlF4oMcABsrMJLxISuP5Yjy2nJPrGremUR2NULoDyNHQlBxP9ffChJ2Ix7y2k6MBWwzLep1UHBcCUqh8DjmtyohVxgAqwYqFcTUzgqnjL8vEqo9ZS6pFK8iL%2BS6AG0UfgKGinq1jzinDJFsHgEW%2BAJJHT8tkTshcna8xIh5X43Kxvmk5p91tfWxDt9oAZHff2d3WR9dJqeyBh8n33We/vXBrKIsKjR/4tZWuSBLjBxBCGI85p7SQmoQvvXrX2AOCXJdcj3yfaQkxHjFtqXanCi0nurc0Zb2wqSEn1jkRnErn5EhS5O9reycMHXMrZUrMNJjWGoTQ6xt1X3tmlerJCFtPV0x0TiCa3UtRwHGN7y/3EBdCmPKYAcAhb6LOlvL71zmJ8QhZhrUj/M8RpX3XeC%2B/OAEWhiS5fMt5isg4ALKZ1nV1zskPZvzJRJpUMygA8sOazimDx8jJF3l2G6WCXJRqs3VSklJiNBwq7csGKr94CQAKdpnBZbAH0E68AEjf8/5iYyv8zre8V1%2BGsDUEwhiR5wfkdkU8rgR2RMReGL4iAEXhYEYixsYEyxXiByEnf%2BlyS4zHEEKMR%2B6Sx38%2B1O42P1kQQkBJGFgpHcQcVq7ChKEwC56dKbMJjiA0rPg8tHQ6jAPjEDlNQqSpKWlbvb6ZSAdAKBUvxRqidcXP33RjAK9Fqe0YWhSMnIZOMWOZCFYmJnElL4Xv1zinAQCn1wUghkNbLjQaqpH9uz5OVSJQlcRmZRVCyNGIJ8i68lHE49yRzDmNM1lfYa2oiFNp4NE/y1Bah1enPBOm0VTsZ1NSU5bTnhsEC%2Bgr%2BXUAN3QPXFs37UogyKtcCXgkzY9t2O9uHS%2BOHgvOPCN7XTGn4hSjIYhMw5btFOubst9zru2o3Z18fbNsYNxzdq6yRwC5Xv7go86LZ5YlCGSvS8pJ3/M%2B78JrsrQ1EklCQWBghPF8hyLXAIgz6Qi1p/tvZrv6ZhM/uV41ebDUafzBH6EwnCm0lKMhO0PKNGFzVHJdZKVC3KQAjJhk65iu47131MpQmYOtcZhFkL0uOQ4TdcXGlrq2M1ENz%2BmcLG7LazpxzP7ErBBHEMo5OqoMVZoSVHLdScNdkvIAUkEYcys%2BmbaIcs1yTiOTZNAJpV4pazOCHHKrW85ohdlsnS%2BMsRnJJCbfp%2BluQtZ6owwKJtlJkWfkeKjcvJKYCUL77q00o%2BTEUPWseZ4YjYaO9hEKWA9M60tkHHY/54XBAVIn/4XnACSPPp6cOq32bwii/O6TFu2lCYiW%2Bm/lmSiK6hkhkIKrJClJSli6buaep0bNRpyoasgDQI1HByGnaff2qcNI4uLIUd054tWMf5ddTBGPVXffuX4tX98Aa7NIoZbllJZzWnCn8cg8L3WyN7/n8%2BqRPI%2BkZEeD28/JHsY7Iw6R0yREllY%2B2vnGVio5W%2BcwcgqwOlIawElv8/UoFWni7Fxd%2B8KvDrM%2BgIEyFM5qJCmMxHhs689dz3j%2BJF/AeqYklqOhzFK9vglADgciHuv1DQhRz9a1v/avwu/8LQARx2ZllfxADAfW66UUHYN1Tq5yhauN0CSyYvLjrshoRAkruI0fgEikiSWr/amquipMucosOafA6jPmyrsuZdeY29/L%2BwAyM8U5uZJk2f8VAEURAF1TWKennnCuXu589enOl37DuT5l0sPMnCnLdvhbrd/7bZmlevMObmDsXnlTjkf5sc1ya6dFlrmvvbzwpFSvZ1qt5NHTAPyXz/GLIo2NHxgysLV1BsAwk6Hw/6j7jQ9897/533a%2BtnBrVZDvm7Iqm1ZWzWorP3FPsb7lTHNOcjgQrTYbI4ksI8eF6wltLbIYOWmhnIpzUtZoB8CWe2SstNC6PmnVw33jtc4XPyt7XdXrmlbbmk6tb4o8rzT4vPSvI1RR14YX1it81jWqyOEoEwRYtHAnMoKEmO5bFyCsuiUK5RyALVb/799r/sWfLXu3CqZeqmzdyMQA9o9v%2BC%2Bd5Vc0aUkugw9PEaecphXiPmrY0fiB7R83gZXpFOdUU8SLorCgJwgBfHtw7oFzn7mY7QBwLr/Z%2BcKvHlzlgEpjXm6fPF9m6UAZX4RSEmdnrdoJtuOeNRBZrlXyXzqbves%2BEzWy%2Bx82np%2BfuKc4tsFojwsARZosRLpWLlnjnCR5rEr0HeJxo15bB8A0mpUvaPStv2797lfKN4w4GDn5PhaZhAGQ4zGFUXrqtLp0QQwGAJyrlztf%2BNV5zbi6cX3tS59rf%2B2LQhc8CBBIQLH/qmM5J4XpJOPk4KMlyMm6Erh8b/BIyFL3Q6nTYRwch8hpEiJLq0Vh9uAjo5P3Ami4Dndf97ECwCX5U6vvvxCklMTulUswZlAMAQwcY7zZtBfXdFgJsOvBD0Q2la0D4F65BEB31sjznN0dGKNXWhRGNesBLQd91pKLeGzC0DSbcjTkVbgwZqJ7jcfaUa6xAK6esFtRkSHDZYBV210eHWjusO3BN2y2rqKmzJJsHYucAOyl1wFcx7Chay41koTxqrxJdu8D/Z/7tO6sVV9PHz09%2BMmfHX74Kbiu/9xUoo2ZuWpcztc3hz/zyeGHnxp89Gez%2Bx4AYFptbslS%2BVLqYxvkuM6SmUz19vVq20QNE4RyMAAAY2SaUhgZEIznO9TwDV%2B937jzv//nW79y0tt8I1sqnOIYfegnRh/%2BqP37xz7S//gvQIh8fUNdm7K6lqORWG0hCEUci4pzKoHL2KSSFEGqmkJcGhdAJIOWbAylrn6O%2BXD2b4iiCF54js%2BxumIAnFLqNO/YJGo6J%2BS5dUNNZzingpRj%2BZi5LEY87grIqlUia7TX1dGXUmv4rteOqOuLPfGFLtT2Fe%2Blc8s64k3OrteFUiidIPhO3l9rVNO50UaW4nrPscgpn/YQr85dJgmCkPvH1XtK1jmnenW6yDN27WKC9s3kagHNd0Xw3LeFMc4y0//qTK1YsLT%2Bcl0AA0e7CCuKUU1MRAuwgYjviyXqIgByNCrWjgAg1x186heHP/4U%2BQEnE%2B1PXLOdm/oil%2BiWTLYBVc71nkOFVgKimCZvTBRNylO6e6q7z4hTjkcgMkvMnFAC1oVcqYjHJoyKtaMgUqMBANXvLryYqrsHY%2BIP/sjwqY%2BxutEQydJFzFUGgHWNX4ic/BA1kegkspQcF1Iy52RbnvsH2eUfxmFwHCKnSYh0wjmR46TBCgBPSi45CUQTwAPi2AP%2B3amg7WKPlch9EwMYugsyDhRGKoknOqe6RnU4YJWxw8ip0TCNJvuPm0bDNCfNyZkh4NpyGY8pjEyjqUZD2dtnm8Fq1hFxnCvpYQFyWlUNlKadZdvd1HJOS5FTU%2BS5zFJbgeL7kJKcBQ1YWOTkkdxL9gHsmEEnD1AlbhQJ41TIiRwnP3HP1FWSMnvw0fTU6fT%2Bh/2Xz9XH%2BlmTPSHS%2Bx5IT53OHnqUz1232iBiXVr1Gep0lpU6q17XtNvgmYALDJMYRCaMiEgYz5WGs3XjTJ4O7/vM2kff7d/J%2Bq0DQneO6I6V4Oh2Rx85BkCvbwldqL3r1cfEcIDVFgWhra1zPS5X5BRSTKms9eIAIyfyALRVs6GCsSgwzRjVg2%2BY4NzzsrtfCdjNaouCsJI6WZxUFBVxZTFTZmvrTLOJOc5JaE1KmSUzSjy8LiBdx9ZyMud0p7PxXPwKv5If23Cu7ywkPxhZCq2Dc2fm362H7HbR7nCReUGak2VdlyYpJ5NL4zJu8xXlRgFi2kOc00Y1zonv/DJbijQxrlf7fI1zyjIrN/YDAN2iB2Cn2BejoffqyzhQjWQjn37WPB/AUGkPgVsaXziViWglrg%2BjhUZEYCVTkVcixWJjyzRXKo1OpQ1f3LQgtqZoVkgAI8s%2B075DaSEcoWYgCIUR5/jAAw4RY1ZO4ZloiZkTrIxycR/0eExhRDVdkSXM5h5e20jgsSfTBx7he8ByTsLwMQOAnu23U8UyzknmVrNf55xsE6oll/0wDoPjEDlNQqQp1YbOzLD80HZfd8UKgCfkXXe76wAu0B5PSAORARg4C5CT9REpdYjk%2B9VAL0fDYutOCMHIiZorJmqq7h7/jeZqVcEukzFKnQev0kyjKYZD1e9xb4RqKlVJXLjCM1ZuNa4hp6YIUYrZeagSiTVWIH%2BZzqkBQIyGjPbKgmpvfhX7Rrq9YpyTsbef7QO4KgatIkSpe3UlgVQ9b7Is0lNPiCzzyvwLADEccJXfsq9wkwquhZy82OosVIeILBPxmPkYCiPJtqJxDIDC0ICg2c9Jo4Y7jzirN4rbcSovNjYB1LvxqNFQrKwiDGWayqIg18MU55RwlrOaSpUgfqWtmpEMRoycljXBGI9ISjEeySTRJTcDIYoNK6vnK8B%2BSJMOblO1dTmx0/0MrVVouK7NYsxVlo3HewJSqRI5SQKwqTZuFP3L%2BXUAemNLpKla1EiEs5nF%2BqZ/5tklCqryUvS7Yu0o/z0ypSGIR5UbljFalbV1nmNAcMifSjnxgiFLWD1NQVASfuViJstQu9PqOqeqto6n2G4xALCd7wXnzggi4/mVteyyKLN1ZfW755HAUGmHfCUqoAwA0rhVXQKFkVwmVS7Vh1MvWjo5rTDfQr3OZK1V5ACIIMnj%2Bj5PmWQRctL868eTR8b6pzByWp6ts2B0/jCIRBJXyImPkw973kxBjIakHFNz6yWQJKfknEgIa%2BC5UJJIQQgh5jGoyKzDltU5hYec02Hcahwip0nILKWg1vXWAIAStljXE00Ap/wTJ/0tAG8U11R3f9Twc2E8kgO1UJkYiixjzQEph7yyQJdIjIbFass0mtyz1jSaprnCkwdbUU/qsMZjAGI8EuORyHMThKbRVIOeSFNO%2BcsJ5zQulHRhx5dpzikC0K9xTjJNZJZZGmlRlMbBQ5Fn5LrWU851J8ipFIpezHfelQRHM5cRxg4NVgsfpe7VVQBEbm5%2BpxXH1ovNreDMs7LX5TFajUa0fFBG2cC4qBqh8JG3JhaCMktlr8ticFt01u6AQW0yRjkZmDAiEMjzFAUOKUkV7lxTq3t6cVXRwWFWVilqVCJxYYxIYlFyTpwAsgnQPAMQm8wnHyVtA8B1wMippRoNGYzEbGVcPeRwUNxxF6dB%2BRw5ivXNSiQu8sw0V1FD27xr232lyMn2pZ7N1kGqZU1/x6OugHRL5CQFpMCGOgKAaad5BFmFs7ttVlbj935A92/IN9%2BoLtS8Zlz2uigzvENjD77vGKE150O5opNxGz%2BwrommjLC9UnCTJiDi2jrUs8%2B1AhEA5AeisNXpVbaOiat%2BMQSwm%2B8FZ5/LT9yjj20cwDlZnqYUO9qDcb1YGC2gyK9l66aaJeOAtiEVizONnCydnE4qf5dwTuWIwYs6kCzF9b5DmZYO1IzOiUXW/EWb7OPC2wNbrwAWsNYdR20dQ5YJY0wYkh8CZRaYOaeyO28lj1OjITWnxgECCVI8woiaa/xCzglSGt%2B3HHM6GRBQyjOM60EIq3PyPEip%2Bj3Z7x2M5g/jnRyHyKkWWVpfwxVczibh8UAsVwGcju5fd9ohqQu0B6JrD70bwFbqjmRBmH3M2KdA9roQglyX/IBLvkWaCK2p2TStNowxnk%2BOa12LlCI/MM0VMRxav%2Bly0elyLi8MTaPJU0u%2BuYVy7he6EFn4Iw1XAAAgAElEQVSmlXKp5JzyKYU4Ss4JgR1ebfP2JRZ2lTmCHPQrg2CqmXmG3/nb9lefBnAh275n6B3NFSOMHQxWdKBEpXvliW3xXmYiOfWEc22H7dfdnatyfFDBMwDTWQNQbG7VX6T2mkhimaaiyNtf%2Bc3OV5/ufOU3g%2Be%2BzSMyg60a5zTmfxoDGMWatsg1o3zCOQ1NPDOR3GIU6xsTjdFoCCKwzimJ2VHa5oDyHEBs0shMspwAHEmiRE6RDMasuV7iJyRHQ2qupKeeALdWrI7h2IYoCrV/g7MzZnUVtQm1VDhxhV1BK3OckzEwhhxVlpXNIaekJyAcZ4I5lKS2bAfCO5O8BkC3OsbznUUmW2rnarGxmd97/yfe%2B9r/fOWL/OLKH//Byv/77%2BofE0UuxyNxxHJOw7JKtOcUQFm2po0oDR0scqJGNoWcmPxILPgrnV1txQORzLO6Q0e9Ol3kObkTK6aeGQPYHV6RvW7y6OOmvdTsW9241vnCrzpXLmFa5wTXGzoagAPr3om6FZapZ%2BsWI6cyhz5Fx9qMZBJXLWIWWjrVcHMOwMCoUiLG2TpXOLPZOpvwioGpHlBi0CflmCXOJuDLLkTF3nmvvNz54mdlmojqufM8CMEHbDmnXhcA19%2BoG9exyPhAw5QN6wDAV8a221viVk9BJOOxMKb91S/wgBB%2B529lkVvoKaXxPGsrIwSFUfDMtzq//YXwr7%2Bx7LwO4x0eh8jJhjBGFEV9DcdNy5Uknk1Prj32%2B8E/fXjjPQLibtN6PUwgxI377wNwR%2BJqUGLmyo4YOfV7pFTVKRZpokqKW7c6AHg5xes2tuulZlPowlqzlMJMNoNmnRO/ojfugBA8tvKglivhGDuYDtMa5%2BTUdE6ez0OVzNJlZk7Vkajuvvfad/OTpTLJ86vaOufym3I4FPH4YrZzT%2BwdzdzrGMcm7Ym0QVE1H3DuqdC3dKelDz46fOpjww8/RZ7vP/ttMRzogzmnVqf/iU9nDzxcf9H2me/tq2u7Ik3jJ99fbGwFz/6d6u1zOzAwHZjEIGJgmofBSBvAouTApbSYcE4Euj3aSa%2B05NBqpOxMs9qyJsV5Tq7LFppMSMQmbRQBSr0L6shJNiPpjzDXda4WcjTUjWby2Hv6n5gS4NNqCyxOL3IQmZXVyUa4r45yRJ5bBtHzqWYxBSacAFIO/ABCzO99mPQElFfLlipBRPLh4ORz8asA2FbKnUNOoiicvRt6fYukvLBiLua7YjR0rl9zL12UNfdO8NqDCKWSbFxW7fXVhM4xRktyHFtbZwC4Jpya/ssiL3Y54tq66usiz3kNM7lu9er0Cjk5LknZZeRU7APQR4/p1bYcDhY6LwTPPyOMca7tzNXWeQNlAEhTt4wHrELcbsqE4VJZW7bAUmSiRUti27T4QM7Jlv1qI%2BGVyMks1DmZMlsndGEd54cDAGrQ5xrAhQcJAEKQ51V3lLq%2BI4pC7u9XXC%2BkJN%2Bf0jn1eyDi%2BhtWi8%2BPA1fy64KUK%2B1%2BPYe4aUzlhDkTFEUiHqvruzJJ4ifeV2wdD577tkiSCssOPvHp%2BIn38d/9n/nk8MNPmVbbqXVoOIzDqMchciqDm4DWhk5tkRMYOWnj/ui9PyOEBHAS7dfCTLc63aYD4M7UQ01%2BUYUJQwBq0OcJ0o7decaDjmk0eRZnJFT/P6MoqySIxyQlhGDOaYKcpDStNvmBqHEnhYRLFjnVOae6zglCGB6q0nS%2BHrAKUoqCIDzzrEhTLuPHdLaO58Lu/uWBid8VB8cy57qMt4s9AJFoTFJOigAI485zcgtCyvSBR9JTp5OHHvVeOa/6vYMSAQCA/OQ9pKb68rIGXPV7nCmLn/xA8t4PqO6%2B/%2BIZEzU4O2nCiM3xZDyGlNtyJI0P2N%2BaV968tSPOKoDbkzpRc0WOx7YKaTgAIFZW2cNdFAVct057jClpaO6UbL/uSNtFhHVOsUmNkovb8uSZyDLTaJBSE5gLoFSoVL5ijJx4I4ylqNFg0QmI2NJzaheFBueapWQ/hZldj7MBSHhi8hM4CoURj4f3Phe/wj96sbGldmdF4pxDZGevrmO6ThGcfZ6NsFW/W/%2BwFfkdschpUHJOA1WgzAQxqanK0npYzmmirmPQgzTlLC0FQd2fbL5aol6dLoucnTABwPf3MAKwTX0Axg9MuwNjxLw6J8%2B982cByF5XZCmkpFJHb1x34GgAstZsRwqCIEWTbF1dlz278br6sAp7zKlME5ttX6JzssUlrBCnQpSJzsAxSSGVkAs5JxmPJwu50RCA6u7rVgsHBrmTyhin1wOgevs8XjEgo7KxjzXJ04UcDbnRCqvF1Wg0Mw68kW5LKE/a6xm4ZOasz%2BthglDEMW8zefL98fs%2BKPs9Z3e7uoDF1nEqde7F1vH01Omic2RZq77DOIxD5GRj3lBbGwGQEiQFKUG5nqyrTsgjr0dJsbHFLU2OJx6AEc0hJ560%2Bj3b16ws0C1tilZ40OFBgZuN6xpyEsMhuAIlapgwUtucrbPIyayskpSmbAPOI1qhhEMhgKhsIcLBOqdBKRDh9lsyyw7gnPhgxHhUbGxVQqLKiFkMBix0eLP/GoB7xv6aaIxF8Xp6FYCvVuopJwCS3GWD2sJIT50WWjMauPVv2YNstSGE7O07O1fNaovCMLvn3dRoqhvXq6Iza46XjEUcUxDu6K5LIUrk5CmTVchJtQDcJufUaMAYprW4FkmstigMGRaQ61mRclEAiE0W1dwcYA0dHAHZdpqR8Ak0Dr2FnNMBchN7puMxsxTaIiebhEJZGMWHxzllOcc5wXHAt80cbhsWQwnlyklrZCVIGzwW3tvVwzezXVhbqWzG9Mgpe5ABGFB8IxTB2ee882cNt78YT6rxrXVZyTlNFOKyLAw0RhM3zFmqcwIA3xeZVU%2Bb0p9M1pwaaAHnlLDhViVRIs/vIQWwjQFJQZ7PN5WY4ye8l1%2BUWWr8QPW6yLJ64R48f6g0AElO9aQAkIIkJtm6ui57NtKy4rUWxvO43Z5IEl4kLMzWyXhsATT/0FrLUm4VOJTkwhXOjGCIHJccV8RjKx4Qggcx1e/VRXULg/xJ6zoWhKnS9pbXlrbaFECS2G4K3X2uv2GfApHEM%2BPAxXzXF75Xck6uNPNNY6aOIYpUEru72yZqmEYzO3GPWVmFMXAX18cAkyYKh3EY83GInOzcMG%2BoXRgYYZ9Dz6G0hpxOqmPX3aK70eH81x2ph9pSuAorDsgzcr2UciuWzDI5HEBKE0W6tQZAR7VsXZOZJ6vORlVP1%2B4wtqMw4v6aulXWiPHEnFjOSZEPoBPqUS1b5wonEF7Vus6KlNPkAM4JAFdaVYQTALi2tk7tXOEX3hxfBvCuxF%2BLjgF4KbkIwHOazkytNflVNnNgxj09Gs9RdPXQnSP5HXehhJLfU5ByTKOpel3n2g4bGpGUySOPAaiMjkyFJ%2BKxiaLdYp8RJ3vDeIqSEjl1VBO3yznZaYANRUdDclyEIcoSoUm2jhXiOgkK5pwmHuIAJDkt2WjIEMAgcg5ATvVrlVaV7Z5HyhHJ2Ga1oiZJyXe7zfiwE0ESgydI36tXQtWRk/GDeT%2BnUTESJL06cpKkjXgsuBcAS50YHjlXLsmaN6Oza3FtQllORc8zst%2BTWZq87wOoTMN5g/0uhVGF8nmJ4gqnLzI%2BC5nnBi7KogTO1jkUzTTPMZ4vs9TyH%2BznVGXr%2BOGqFYhMqtOzHIApCymM5/dE4gong74eCUhZcBegmtRJ5JlMk%2BDMM8X65uDEXarfFVmGuvzc85hzQi1bB66mRM3Co6bLnvwcLH9c2DpJCPJ8JIlMEwoCCvzFDGUcG66%2BZM7JGEmloYNLhoRH4bywj8EHr9DMaksMByLLxHhUPVPLgjyvoir5Z5W9rozHrCgCQL7PQEqmcVE6kCluMdntiuEARDxIVnEh226ISJQ0tu9QoZd6iIM55vFY7W7bvk9Spo88DtRc3efCNpw5FIkfxqJ4pyMn/8UXOr/1GyyvxrTiUhsBYYcPT1FFQgC4298C8MpRd6BjAMdTD6U7Xz3I9Zif3wn1gy9%2B5k/NWbDmejSkMIKUut2GEGZlBTzLSsmlT9RoQErmw2UcUxhZdY7rkuNwA07WSFXVN5ZzEqQoANAOdT1bB2BVNYZTnFMi8owO5JzMygr5fl1FZHwf4xG0lttXSSmzsnox3VEQd2VBe2UTwIujVwG4zoozzTkp8rkf8J/2//rBF3/54fP/xSPn/0tWiiyL9NRpAHxBvtcw7Y66fk3t36gcMpNHHocQphQAmTKHJePY%2BOFOsc8OolW2LiuFWcw53dA3sXRaGNScIGBZNkaloOzSU3FOeQ4gKeKw1rUGk0vntVQzkj6AYaAWKsTlcKo4/K/HZx948TNXc8vxUBjKqn%2Bi5yGwHdkslgqZcxoDEJ5Htb7UAJBbV0ZgyuLIhjEjkwDSFZObzZHQJN7t3xlK/4X4dQB6tUVB2PzLr3ee/mzjG38BAETOlcs5E056DKCHpGg2i/XN9N0PoeKZAADq%2BjVdIzZYIb7prvVFmWjLUg0HJdZcxjmR54ssk4M%2BSWm41YZyUOuCvJhzKv3Yqo10RXavfweA7RUJgILQeH7FOakb19ee/mzn6c86O1e/e%2Bpdd971B9/ERZFn9Y0b1%2BNqXKKJZTwAKUkZb8Zwvy51av/r3%2BJ2AjLLIISZo0wM/0ZJYvzA%2BOFCnZOIx2a1jbKm0pCW5DJdFzgGQIDVefKGE152hXbkmCrNeGe7X89FdUdVVKLqd0U8Np5vzZlKzkkkqT5yjJTjv/ISiHSro/rdhXzqxXw3FFGV1/YdKgoFYFmjSc57quu7UwNC2WtlYZhGk%2Bmug8/uMN6Z8U5HTu7liyJN5XBY0vWTkciQQI1zqtfVH7/jUQCvtgxzTp33fhTAiBY8Y7yoOh8lGRW/Nf7L4six4PxZOR7ZrFwQ9n/uH6cPnQJAjtv/5D9OmeCR0jRXuPGCTGITRhXDxJvtf%2Bzn4/f/EGrVNyKJyXG0ACvEW0ExzlT9SFZUWHFOrHOaaXE6H%2BP3/3D/k79YzRkA8nfdK7LMnDujdq7oo%2Bu6s7ZXdFvGd/zGWngUwIvjV1uFIiec0Tm55P9x768AfHnv393j3fHPjv18RsV300sH7D1994ODj/9CccedB3xmWejVtrN9BcYU67bszqy2%2Bj//S8nj77H/DENYzmlkomg73wtpBeWk6ylT6ZyaKvSFu3czM8zFh2HrE4fgvAYnZ6tCRZcnb8WlbWMdB5qR0yzo5No6AMPwIM6pcnA4G7%2BeU3GluFGebCRiyznB843v243waoEPkrN1DvelrpmMVwpxltVP62ZkPB5KraDqEmElqdBQQq6r9q7eBwAh%2Bh//heGHn8pO3uufe15kmXP5TdXbz%2B97AFXhApnLH/vY8Kc/YZorJKVTyoZkr%2BtefjO7593V9nkBsOms9WHF3SLL9jwAtvWb/RGpsQA5xWP/pXP5yXutqNnzODUp8zmdE2e%2BSuSE8imIAyeW%2Bn7/LgCXI/tLmVZblFDPuXoJxox%2B9McHP/mzr508kgvzfDhQ3X1ya2o81xuxA5xRbKRkvyunOCczna2TaSL7PSZjkKbkLSiMZRsqmSbkBwjmkC5s1wHmnESes9ZNwCl1TgTA14155ERRVOmciqPrIonZ5fWmnJPxLIvJ8jVqNGV3n20w7SfCUCSx0FoUOYWhabWcq5chRPbuB%2BVwoAZ9TFtGEehithPJsEzWwVM2W7eMc7J5T2OqXuOm2ex96hfjx96z7LDtsmd4mLA7jAXxTkdObDPDzDNmhk4jSZbIaZZz2hQQF7Pdvh45UO0Tj2IR54QyK/R6mAL45ujcC4/d7Vy55F65NOkocvfJCq7ld56o6ntNqy0r3/AoKlbb1dYAFJt3WLVTWX3DTaAK0op8KbEamKQQ2kyOeUVGUzqnJBHpzTin5ko10NgjPH636RzRf/Mf1PbVYn1Tr7Z7etQ2rm40O9ExAN8117ZSr3D8GZ3Te4KHf2//z8%2BnF/9mdO6fHPmpf7L2UwAuZDtz%2B6yFlNm77oO8nVvUtNogghDVEtMefLXEDCMIIZMxj%2BC7xf4ReQwlzqsrxAGsOas3tRFfGBSEJKXlnCpr79Aeg3EdAOS6zDnFlAXax7QrAQAFr62aDUZOvlrMIgwHJggqATJf2J62gz5bUVcNQKjsK8JwgQV2PCOS68IPprqMaQ2AnMWckxwNB44RkKIm/5eCNAkAR5xWdd1YdRv/0I%2BJLPNfOhu88CxFDW6hU/WivtH2dasDKc1qqzL1Cc4%2BR0IkD5%2Bqtj/SSSj9tmoOKAYgskzk%2BTV3csUcSVIioGY2g5x837lySQ767N0ATiTxydoCkRqFIwT5gUhT7p5U6Zy6AQA84N8F4GpYQpx2p%2BKc3N1tajSTJ96XPfjoDTMA8HqYqBvXZmAZ19YZI6s1BgAlSdEs51Rl6zghWPoSLV72cLs9kSYUBMYPFmTr4jGIdKNJUiLLRJYZ4WFC1xkAvlmZN0biLpx2hdbugIjxDRdkHBS%2Bb%2BFprwsgv%2BukHA3lcMBnB8D4geB6QMD4vl5tg0i3O/rYOozh9kp1P6drRTc2aYBAikm2LtdL%2B9YBqJqKVr3GARTH755vNlpFZctyk7M7jHdkvKORE9dFA1Dj0TxdbyAFasippnMKhLfhdC5k2wMzXlFRQwSoGfTVg5/M1/2xL1xfuF85eoFcV4xvYvAIzjf1e9ZpNwjNNOdU276tvpFpYsJIw0jyXWm4be1o2tJpSucUx6LID0jzLw4hitNPmldeFuNRsbFp2u0ukk4mTaO51twAkAuzlbmFcNxpV4IfjZ68nF//b9/8bCj9X2h/6JjTjmRwMT8QOX0fwdJ7vdpa5j9OUhrPF%2BOxiGMThjvF/ppYQ0lXBA7leiI/WVMre7eVrYMQ1Giq8ZDLhVhLW3FOVp1aSsdik/gLs3XGm3BOHuY12mARVWOSzmDk1C0scjIshivXBjSdreNb0TKX0z2CAFgrSC5ILKvH6/sdqkJB1rkPV3F1BdaclRmurji6XmzeETzzLe%2BVl5KHTnGFV/Xg9CpOtNVh21JhTHD2%2Bey%2BB6jW32NESVOGq6rRpxhCiCwVeXbDFfVL50nj0yxxQp4vjDGrrezuk3ZHru0mZMHi9N1i/EDEsRUDlZzTXgAA9/l3KoirvoU4erUtumW2bmc7LysquLDg9TCb9Awuj2TgaAfSkJzWOUFSrftKqcu27/a6qPKqS1Ltxg/EaCTynPxgyga92gUL2qKIXE/kmUhTwEGJ1wPXliXO65x0EMpkzCs05mOcK5dMGC2z0p0ckuejMmoSIrvrBIjUzrapHoQgFHmu2M2faxWBYmNLl/2pqGzKy8EdAz341aoqcKjQEhDLkVMEwDRXbjrwTg77EDkdxvJ4RyOnibfycCCzlK1HqneNltwXCYCrTB05ATjhb17Id4YmXlWNpgoBjM2CAmDLOXmjE97mz65%2B8A/7f9V/4AHcgvDZtDpyOJDxGMboMLTO1%2BVYk5E13qyqb%2BR4ZDkn47mKGDmNp1vXDct8IgUBS00PztYtjOyRx7n4W69vmVZnzy06CajR9BqdhlYANqiZGzHpKaEIwP3uu467R19ML3x89YdWZSQg7vbW30hv0kn3ViKlBX1dWHo/4y0%2BExRGqt8TWlMYbed7q%2Bigqq1zjCEUujImaN0e5wRWSwyHbFFj8xpByEkWW3HpOrlmV4LUNVO1dQw6FXntSufkyQq7VL3nAKjpfvUMSXumBMphKONx1QDELvFhs3W2to6dCV2PC9CqTZXZupJzyjJ%2BZPiyi%2BFg4GiQlPVsnSD23z%2BiWvP6sOTUE2p/TxiTnnqcX6kAfXXAuiRcvVdfFuNRRRFxDHXckMGKDAd6TI4r8lxncc8RKLN1AHyHPNPIKCfQRHDt%2BwDSRx6fEJmeby9LmpJSfJpVUOCLKltXjgx7ngZwxFk9lntX/aw84Bb39hFaq%2Bu71Y3HwPG1KAFANbNQct2hMg1yCyPc2j4dBVV2/LWfjCJV/uJcmGbtKJdxTn7AWX4TBGZel1Z%2B3QQhXJcbUxI5KO86XxkAPjXn25hQGIkkkeORCSO%2BZ5zruzctrAMAz5dZBiLZ3acw0kePAZBZWuecQMRnR0HIXrV6fdO0OnYv0/JwbpTpC69iOj3HEAmH/IGOOfk7EzwOHzwgLPiKlGq8tOPyYbyT4x2NnNjXmJSSoyGy1MzoBkiKWraunr4BcMLduJBu9/V4RYaB8ByhlnBOEYA3nMEJb%2BMzax/t6uGf3q8AsCr8gKB2B8ZwaS4FoQkj8rxqdvzJV/%2BnX939w2r7Mh7Lfs9EUV%2BPlAm8EjnVjQlWVNgvKp1TmTD63pETokg%2BepocVx85qlvtrlOs5Y5uNCmMjuQKwKZY1SQmBWKSABhS/3nnIwB%2Bee2j5QXc5BHw%2B4nrRe/BFz/zZ/2/mXmdpffcnWZZUBiyQzFn61ZFG4ArJz1EJ5ZOanXP3ObS0zRX5GjIbIHN1knJAJ0TQP/78Qv/cP2PAMSU%2BcZDbfq37esRrkrLOY09sBzE/%2B75zr/6l1XpvhgOqrJtQ%2BbiXLZOJDHSlGVV5Puylq2zBYBW5%2BQYz4cx1lscZflVqXNiE/yEssfP/9P/q/fvy2zdrM6JOacji7Kc2f0PGt/P7zrJJQ4odU6Y4pzaMh6LIvfPPKM7a/nxu%2BpbGJqYOaeBicl1RZZey/YEXNRAp%2B8Q65w%2Bd%2B2Pf/SV/85uNgggZfLo49WmKpNGmaWYoyeZnBPsIVI%2BKV3XAGgj3Mzcq67FJVx54Ny4pq7vCmOqHDEDxzfCjMSUhpLCcOAUTRHkGnVXAkdAkhvXPHVZl20vbK%2BHEuPKLFuWreN2NKxzElk6Ux1mIXIUkevJIkeakJjg9dAlAI5ewDmZMASR2t%2BrOCcYc1N5OPiyE8nxSPV7utWuwJapSiWCAGXZHfmB6RwBkG9smSAwvg9jZlqvXEi3XeEoqowwJzUB/%2BOVzz/44i/PDwgURRBiRntwk5DShNEh53QYC%2BOdjZx2rprVllltq9FIZulMEygihZJz8p0pPycAJ7yNy/n1fT3gxiYNGSzUOVnkJAcnvM0nonc7Qr0Ujvs/9%2Bns/ofnP1wPHl/YN9xEEYTof%2BLT8XveByCl/JXsMsured3mffclOej/1Un3Un5tXa27iiJ3qm0tZnVO5ZkeqHNaFs7HPhl/%2BjMkpWm19x3dzpVpNCHEUR0A2HTXdG0lzZxTrvErRz7%2Buyf%2BlydCK/W921u/kH2/nNPFfCej4st7fzrzOkvvp/wU5sKEES9zk8Db04MGVlkfg3Igrsrr1pzV21OIAzBRQ42GtvFL5SbFk7TrAng%2B6r/iDmOTxig8M1GcoJzM/teN/8oRyuqcHAAQSaqu7YgsC84%2Bz5%2BUo6Epi492in0mhLq6ytaFMEYN%2B3yHm6A0F8gykpJqMmRyXZ6PJzbirHMqOScAIo3PJm8MzPj19KoajQYeBERd58S1dQDW1ILGNeS4g0/%2B4vAjP1W9Uumc9gs7S7HSxX3jdffSxfTUEzM66JGJGypsynBsktz3RJbtFvvc4K8qtvKUcSnKqTibvP5mtnspvwYgefy9vU/9kqkl/ozrlU6YqZnLXDM5F5x/QR85ygZIAPZdDaCdqztiZ1tZ5FRsHUcYBefOqN2JSRVKzmkk9a6XTykBosb%2BiTsb3oo2oo6cPIWmbJ5PLkwuVxTVdE77YOspY2a67E0%2BX%2BI/CkLjBzBmSrVW/dBBRK6LPJdZVnJOQKlzcilaqHPiY6AwMr7PSTp9C8gpO3EPhPDPvyB7%2B6bVMZ7Pt1zFOfE/mWU0QZDdfXLw8V8oto4DYNpphqG/mO/e5a4TRO3nJgD/Yut/%2BOdbv7Iio78Zn5s9eMftf%2BoX09NP3vRo62GaK4fI6TAWxjsaObG9h2k0xXAwb6hNpJS0yMlTlE/3D7nb3SigzycXV1QEoCnD4SKWWAdBz9E3ZHy3u%2B5AHXePvZFu5yfuqResLQweMtydbQAUNgAUd9zJao83s11DZqfggSYEEJz5DkWN347Or6nVY/KYpyia55zqOqdSF7lw8L1piOaKPn4XAOP5XU93csWLwqMUAlgP1ot6tk6SAHItQul/qDmBMie8za4eVjTD7cV2vgfgm6Nzr6SXZ96qS%2B8XBoURr853fW3IhFjxyionNgSqc077emAWtWG/aZhGU8Rj1d2jIKxmNa4DYM7pdW9MoNeyqxm0g2mFeJnoBMCc08g1AEQS8zQTnH0ORDJLRZ5XGY03Sjw6oXCCEIDqde0FCUImrkSekedxayDbWNr1rMtR1diOs3XWz4nboiXPx68CuFH0xHAwcAjTOieurQNwxFncuKbY2KqACIChiZWQAqJnSqjX7gCIvvkNkip56NGZrw9N3BABP3e9UIgi3y721Bzn5JooJ30h3wHAB0xhWEzTVygV4iJL5wvUyQ9kt%2BtcuVSH4F2VA1gbm63U25Ylq6ec4tRp9%2BXz3sU3TKNZgbMbuu8KB8BrYYrpu7EfqoYKtRFu3ZVA0ApWnk9emxxDMGn6q/o9kpK1jzJLF3JOpnIL84Oy1eC0NC0esykDuM1OmpKYXDpXkRSkzILaOmuBZgzXpTJVWdyssA6AabXzu0/6Z56V/V7BAkTunVAVmVrOqcuHbUtDhEDZZXKmad0b2dUT3oY2qPs5AfgH/unPrH30sfBe2/ZnOvI7T3yvFLuJGofI6TAWxjsYOWWZ2rtRHNswzaYcDecNtQUpIas8%2BpQTJoD/n733jo/jOs9G33Omz/ZF2UVdEAAbSACkSEpUp1hlWbZsy5YlkZSL7CiJZefm%2B3KjOHHsFDux4iTfd1OcfEncIlqWq1JkSSYlq1qUKEoiwQYWgGgEsSjb65Rz7h9ndzA7uwBhx7n53RDPTz/9wC2DwdmdmWee93mft0MKA0DMTHk5FwC4sFI9fQUAqKKyxjKSOHcAACAASURBVDr2%2BnahcYm2aKZUc1OTUG6ht8C2wJhTKfGlWJxct%2Bqp1OEP%2BbeZJhY4KvGUxzRXUa1TDTALtDK2auE4k6VAo0YOm36DY6e2ILgAoNEVNsn85R8BYEwN4myfjgghAPgPyk4sEYpH3IH4wZ/3vVaj4mUhDwASVdnQOqiq1gV5r0HNVC1mfOXf4vaw/iD73TmVZIpLAtdFIQMATGYQQAQArrJax5ZOQgKPuAxHAAAVC1wqSSQZJxPC6EVUGoNYulqzr0eID8wzJ2t%2BIpsMz6SjQhHrGogSG0dd8vlxXFlYKgkVZYc4D1Ae7lEoHM9fAICYmcbZTJYjiFYwJ7vmBABXNNenzZwHq25OsXaYGfy5uVlt5ep5Q30ZGTPv5hSm9aZEhDRtiiQxEaDS5yRQVQeDfcFO2LiIHVQQSxnihSKtzkaSZWQalOM0G3tLcLpAkDddaCry0yhrzRQyNmxGxBSHztlLQnNGcp3cAQAXlfkRaQxZUvAgD7WxPQAQOHBh95B2yTqZmIpSMu8TgtMpsyEErOJWrEH1wHZoE0lijMRhdWKh%2BYAQKfucAJhcZ1s6U62RSlA%2BXkojU1hm7xI0JwAorN/AJRPINEsaEmNOisWcmOaUYBN%2B7G8sNVU4wpy06YgYqtSc5m91%2BpWuU4WL1T6tXwDE5V6OEV9GTVy9zIlMTgAhRihMXG6UzdgDtYtUN6iJKGddw0SO6iay%2BwXahVJ3qwcrwKp1tXxORFEvqkXr9REpfIVWfJvlmfgCpetZ5SmSiQpRPQYAlBeKAhcXyNfa5zRq7Avu0kzEtBPHAJbSlcbMGtTUpNJFgv3JJiXV4jwAEEqSZjZpZrUq0wNDwkwDQEAXWKmoDrsBoMHTYhDE23yvAnbWOgEgIoahbPa0u7xrOr4XQtSIK1h6n%2B%2Bm7ydenDESNc2hC6FULEBoissDgEBUS3NyVus4DwDMN9iDucTzsklJ0aUAAD87XcGcygHWs0Yyiw0AGCyOAQDGMkbUYiF25gQACpJybGRHsYCTcW3tOuL2yCfe4eIxYBQNAABGtaiEhNVyuyXhlOosmXRpbK0sFzBFhTxoWslxxfFAKeUFQIhVcuc1J2M%2Bz4mUr8SMiMT0BJfNpLEOgPACPif7ui2ENMl5OZcPuyzmRAWRyas16605WnRjhQ0USsgIacVpkpZpRaFT5AhHlBk9wbbpECHmDzFBKBhsEI1mDxAvQVYAQFu5xt6hmeA0v8HhVLKpKGjUjJUrjLSuXm9pA0pNmw05ZqbXK50i4oYVzaGAZknBjT0A4Ji%2BooJqUnKqcLG0WUVFhQIQgtNJIMQINwMAzuexrkHNap0l5EhyefReRecKC81ni2zoxUQxpeMKuU4WKCZKgWhJM1vhVbeYk6JCuYK2JIc4gNa5kt1clTgT40PlDZZCR1MJNlXa/kbWVGEfvZIjhRkjERHDhDo1J3bA9ildWVK4sGhW3BJB3R6cyy7HiC%2BjGlcvc6KXLwGA0RgmLjfWijibYdeMf0m%2B2nPmgSkjhqmA5%2BMcCaVgv/zX8z7WUjdfravpc3K5huUiRqhdDAFARAhNGbFFyIFJyaazn/zn2WehrFRTWXZkGjH/b4Fq7Kqwbcvpplvf%2BpPkD29wre8UmzUTsZOgq%2BboOjP/qYn/9Svx/1N6VJIA4LOX/%2BHui79fvTOPTn%2BnZ/CBnsEHdlz4zZpcgTlp/CbPbkMbhSBHoSEQMUhpghgDz9XQnNrERozwiHb5xcyx1Wf2MW3gnfz5Vaf3nixfNq6IKT3WyPn3B/ckzMyGsw%2BuObP/maTTHLoQ2D4TQZwy4wDAUdnSnNgtbKFydN2cWZoHcs/IH3zm0v%2BzlF/xyOW/v1//JgAAIfZrDJEVpvaNlgXIwcIYAHBIsXdasZ%2BtUC4VS1lsAhteUSiY/mBhXb84fN7z7z8EAKv%2BNaZF28WQn3PP%2B5wYR6SUXbxPCrH62946mT2PNK3EpUr5CAJYAkD5VhuZJiDE5DFGIPLFFPPYJWZGaC6TQybQCp8Th0rVuiDvhbLXZxGkzKwbKz7OZe0wAJj%2BgFlX7yyuAcB8b50KAEmRIl2fglTQUMCuOQmUI8oF7RIARITQgI05fSP2zHXnfpVpRQfUc503HDXMYs1WNda4Wqjs7EtAMWDwOJVsLUgAcFG7bD3FegB1m%2BYUM1INnK8V1w0rTokoQ3Iu6oZKzYnHVEIKAmRRPebLRsUCs8rp4SZgwUiU1qw9lX4LxlQUrRh0%2BwtYEy4AgCDujxzt9Hz1qKcIANatjswTnqiDxbGewQfed/H3rDcSqRz5bXX4iyKpykmpDWv8kc8PAKX5B%2BWaJpUkwBgRUp0hwqz3pm2QwJg2TYG2CyGTzJ8XGXNiB2yf3AkAJ4pLPYcsAtPlBtOky7LTMqpwFTOnVJLyApWVUlZsOsVOnV%2Bb%2B3GBam9kT2M6P1KKqRFaZXsdk5HcWAEAN6dUT/wFANMfPNfTEuKDEhIAICKGCCVsDGpNzJnJuJk%2BkRuG8p1Z9bnJUq2m9DmTkpOu3LvUa/6s%2BVf/suVTAKCbiDEAl0js1Tq2n2mSez13%2BpQ2Bhhb0xtOFS4ezZ09lr/g%2BEXnixMRIfRw/QeGtckXs%2B9U7y2jbuL1u9g57N7V%2B77v/nVJdDl8rwIH1cxJRHwTHxzTpr8%2B97ROjaO5swDwRu60AeY3Y88stD4OTBvxsFi3SVn19fZHvtz0EEZ48VxyO0rTRhU1qsdlJFKTF2y2Nqio1nkAgKkLJ/LDb2RPP5U6HF10dAzD4eypYTLLfmY8mCF/3Y2Zd90FAKPFKQAIFYXB4igAUORVhHmGylVqTi6sZLEOAMJ0FACIL1DYdF1m17sz229Pv%2BduS3Ma0aYiYsiHXVaeEy3fyrNv%2BGFx2kD0SPIY1svMSRSgnJJgen1mICgNniy919Apx82/HaGT2rhJydqMMqtCdOdOkXgAoHK3y9U67IElDK7JkLyXU32cO2ljTpntt6ff/YEFXp9zY4XdsaREgrTiZZT1mSpU%2BpwwUZgN7r3%2BG%2BNmeqx81FwoTswYCfbxDSipOG9ejp6t2aqmr1yduuseZlW2EEd5v85z6eSNCY8HK99Pvmg9xVLv9XJYVMbMF6ke5L0RuflCq1vv6Kr4K8y8mwYAgFkSraUDwrULjVZ5saQX5nLMBmSGW2DeElQzz0mC8ideitWt9Dlx6RQLEB%2BR8z/2z9ybX/lwtMu%2BdDJPO7iOP2v%2B1ff6bjxRGJ43ISDEWDUj4vlN16Xuuqc6xHwhFDZvTb3vwyxOSVu1NnXXPfNeN4SY4bJa9tObWy23OMOUEQOAsBCk1FmtY%2BdndttwPOc8m/0CKPX02UYoLmMZDFcvc4JMhtVrTHbrQymVpNOFkbfz5wDgzdwgB4Kjd6O6vQ4ASj4nJGdrVesA4KKUZ6%2BEMtka1Rc097BzPavHlTSnKuY0pkeZghU14peNOZ0atwdu3BvY1So0AIBVrXOJJKfPKxhsP88Wx2aN5KQ%2Bqyki5QXGeBgVq7YKRY3YGjny2433tQj1j8VqGIkYc/KESpcEtxK4rmMHABgO5lSrWsdW4/XcKcbJ2KWC3Wr/a/JnS6y7TemxEB8AgD2ea/cHd9dxXlbEXApK00ZVNWrEQ3xAM5HEzysWAKA7R9clAeBA4pALyxTod%2BLPLb79FMmNatE5M10qddk1J7eHKRNjelQA7uaE57IeAwATvC7bdZRdzPRyHVXFUpbqlOPYuGXT56eCUOzpLfZusA8nGdOjETEc4D1WPJI1n4txo%2BPGGAAMFEdBK6cpMv7EIg0RKq7fIEyMcYkYACDDYPvPtkME8RiZQIB2xbwxXJhdtUImPgBw7DbTyTycKiJ%2BCZpTzoNVu0gGAGZdvVkeMmiHTg2NGi5c9jnxBHRtCmf9xAW23jqJoxwRARCH8B2erWCzOjHOxDjrsJgBgIm581Br%2BjXlBb2j0/FgEnJBncfJpNvEH3Df%2BGTi5XmxGSF76j37wtRx3nYpPIKSjrCoLC1IJFC9dAaBPqVrYF5zUgEAFXI4EaeSZPr8FGMcj8ECzIl90CWfuKwAQnbNiZmlmNnoW%2Bo5nqIvzm3Ylm2DCtJJqCntDey6P7DTXje0dqZ84Lh%2BrslIVBD1yIrSzzzvXFjmnZKrFKyqQQLRMnMyKWCoOGBZtQ4B6lO6Bgo1TOI/L0qDJpeZ0zKqcPUyJ5rLlE4E5Zt1KoiPxQ66sLxCbHozP4gpz9kc4gCgkYrlYjSIncHdXO1qHQCMalHLFBWRwrDo1JFpIwEAI8XLUG6vc2hOFOioFr1WXQsAUSPO7qSZZ4hBN5HA1ajWsf38WfYkABjUHHFTKokAkCK5uJn2ca5qvsJ4CYfw/YGdP828PanPOvaW%2BZx8nDPV09ExxNdyiANARAoNFScRRWukdtZPNJAfWi%2BvyJHCDxMvLbREdjDSY/0zxAeWIgUxsIUlshI1YiEhqBnI8jkJmGI8rzn5OTdGOGakM2b%2BycTLd/tu3e6%2B5vH4c4u7nQbyQxRojhRyXhUWGO81ok21cIGVOZkVj3TkqWZOViCniuUcKYCscIk4IERsIpaFtJmbM1LtQqOPc%2BVJcX4CGvuqiyKUG82O4SmkFVnTXEl5Kg9vKfT0UsxJJ44Bq9bZL/myfBxNRah/VVYxgV7SZ2XTefnHuJSECQBBzntFzankc%2BJc81RvYTA3oZtT2J1ASjCRpk1xeS%2Bt0JxEjgAgnkhhPrhOXqFgaSBfYk7s5oQZ7EbNWQAYT40g01xiQkeC5P0Gh9MpQGhf/e1ZUngy9UrNV8bNDAAEeW9EDLGBIdZThJIcKcrEDwCqTa7DiJoE9SldQ9okO5/YNKek6fUDQqCoLB6sdp6TKALGjFRRjCkvoML872VmKdPrM8A8IJ55z4w/lANNkMFmt5KF0rjrPrnLXjcEq8C98MSSXxglNWsJDStRPc4hXM/5KEUWoXIcsH1y16nCyEJ54ktHabpo6hdMJFnGf2NcvcwJsllaaq8tldszMvdk6pX3%2B2/Z6uo5V5zAVBAqNSdHtY61y3lLPie1ZrXOoOYlfaajzGy8WA1wnrGFmdOUPgcAE9qMQU3T5y9gGlM4e%2Bs%2BOwVvVldjhKNGjKlTlqYFNuakiiSnYcvdyPbz1UwpAWjYbbAzL7v5/lT9%2B3Ok8KPEy9Z2TEpmzWRICADAfYGdCNDjVSoL2zEfdtkfJBQIhcpqHdVrncQiQhgA9niv3e655mR%2BOG6mR7XoB/3btqhrDsQOJc1szXZFCxo1EmYmxM8rEyE%2ByBZwKWCfPlVVRhA1gi2fEwCIeH7oL4ewH7svG3NPJJ7PksL%2B4O79wd2X9Nln028kzexCJ2hLNpj28JTjiLtG9umYPh2RmjvzpUugjlwVFAQBRtSgVrVOztEikSSglLg9Dg3D2iAARMSwD7uhTG2hbIenolSg2nltoo6q5%2BRstphh34FSQ1O5rYnKirZytXzmBDJNZJogCPOWakk%2Bxs9s0IP1oALAqDbFLv%2BVhK9UrYNSGOYVbtmZz8nPuVl50aCLGfAZn3Ah2Y1kBCjJE50ac7zmYZqTrbcOAATqiohhDuF1csfxcjGacesRbcqqm4/mJmDJCR1JM%2BsnIjJ0Iko9yoprlFWPxX5iPWu3MM5rTkKI3fBYT%2BVIkVDCG14AcEnzf6zAgUlRv9JFKDmSO5MiOUZTuEwaJ2LEH9CoEXPzqeyMI1pzHghRSaK2hn9cnL%2BjY2Yp4g/8JHVkGmc/MdGAc1mDlwBAmPcMkbyOAMDHuex1Q2B1urJ%2BuUQssfmjpIkugbxGjVgd5%2BMRZ9ecoPKA7VM686TIXG4/1x4690pRgeOWq3XLqMbVy5xoJlOSnXmBGQJ%2ByA%2Bmzdw%2B/64%2BpYtQwoHAl1uGyr0blcxJCAOAn3MDgIuT2dnQ8Vsu6TMGNdttzCYihhbRnNhpXafGpD5ruN1rbhroCH2rZ/CBv5/7V/YC9t4usbmO80b1%2BJgeVbDUwJf0DEIRoeXeOsEkFPJG6SNmPqeoEWdxABfdBju9sib2PZ5rN6urv5940dqTOTNpUJPxkhAf2OnZ9KOk8946SbI8cC6u4kzKKjVcpe%2B1ZrWuU2oGgH2BXawd5snkKxRor9y5L7DrTHG0Z/CBNYP7F3GLR/UYBVqhOQmBqaVX6wSRCmJBlS8Zs81CvV1zAgBZoEVbglej4P9W7NkvTH3jGmVVj9yxzbWxRaj/lfE/7xl84KGJP6%2B5fYs5zXgE4vPXdISMFqfapXAHKX18BaoqQgUPE20WMRXLWTNfKscs0A0%2Bol0GgIgY8nEusEc6MZrIC%2Bxe/MPSdQToCSlW6q3j531OpT1Z34/yeWF0GJlGTCDrBj/y49RhAMgo/DkheU3GE5ACADCuz0imDyp9TjymlAIpBxNU5zk5UPI5YXeG5E1KPjb%2B5V%2Bb%2BMuFXszItJtTMMIuTk5hPSoZBKgLqQg5LcMCVdlNRZ/cxb5IhJJpPQ4AY3p0yogxTW6ETwMsNaEjYaYDVIZyCtG%2B4K5ThZEzxVEAGCyOrTq990RZ3GLGuDrex26x7HEkM2YCAETiwQgUvkJzMkzoVbo4hPePfWntmf3fyL5AOU59%2BXl%2Bdsbw%2BW86/6mW3kPN17/%2Bh52XFmIwRFHn%2B%2BAkGfLzzIkZpAyv/7HYwU4Ibot7cSZjODQnnhTLJ40%2Bpeu4zf5IVRcpzw5aCg7EDvYPfpwt8o9Th/vOfmx6AUmYLaYVRrUIokac3c4RUrEjskDtmhMAHK8ybtbEjec/ZZ1dnUCIqq7lat0yqnH1MicoV%2BugXLD7Fnp7g9Ldq3SyAw9T3jZ7dd6BaOFGV%2B832z%2B7Qe4GABeSmQLv%2BCWjpWqanTmFRxeOdJo2E9Ybh43olKh91LuzSag7VRgpPa5HAaBdDLHK1KgWjYghBKUdY9xOKPfWgW10nYplHnEAsM2z0YPV8yvqstv3AMCINoURbhMbb3VvOFm4aNV3onocACxeskVdM6ZFWRyUhYSZ8fEu67czsCs9b6/W1eqtA4Ddni3fav/dm919fUoXAByIH8II9yqd7/fd8tctv/HFpk%2BwO%2B%2BF1oqxTHYaZQjxgWkjTm13oosjddeHnlwJaTO3w705p2OXOM9aRI7aP%2B7/1fzwo00PPdr00N%2B0/gYAcAh/K/K7jzY99EH/toPpozVFxIHC8CqpDQAu9a7K7HlP9QsKVIsa8YgYbucbAAABLhLJLt6ALVUSAFQs5UiRVTQWym4%2BWbgoI7FTbGaEfr7Pv1ytY3xub9OdiMJb3pydM9lHt5pNrYAxF5ulhvGWN50nxdezpwHgHU%2BOAN0UlwJKPQCMaVGZBABV2JxZg1tpdB3vXTzPyaBmjhTdWPHzbgo0YWaO5M48m37jUlVpmIEpu%2Bw2wIPVFNbZ8DgVXJytnZNZhnmiskJ5t9QSN9MJMxMz0yyAY7Q4xQ6lRuRhiWukKs%2BpGqwA6gPGnBQA2ObeCABvZc8CwJHcGQNMK8CaaU5BzlNyN9q%2BJD9MvMQjLgStqkicg2so8mL1sfbfe7TpoVah4XDudPp992S2357Z%2Ba5zvR2X9NmPZlZtn/P%2BY8tMXqh99s7seU92683sZ%2BL1cen59ceJOBGli1zy1eyJj3BbEAVULOh8xbRENi%2BBEd9%2BpXtYu2z5EPKbr0/fWdu2XxNfiz2dJrnL%2BiwAnC9OZMz8E/Gf1nxliQVWZXdVI6qXCvQEkP0kI3LUihFpExuDnHegVh6mA3NG6rI%2Bdzh7aqEXmC43TS9X65bhxNXKnAihudz8nZnLfdyTO0Ym9gV2A0CP3CEgHlNBLGtOYi3NiUN4l2czRhgASkN/qwp2JeYkzPuQImJoTIsudHW/rM0xgWpUmzqWPw8Anwy9f60UGS0Px2Uzm5r4ukY%2BEDVio1rUvnEm7Vi9dVAZI86uNxuU7naxcRSnjLoGABjTp8N8UEJCv9KlU%2BN0maJZPSzsn21CIwXq6ApMmBl/lcmJXTIdDvGazElE/E7PJgSoXWgMcJ6zhbFuscWFZQ7hD/hv%2BVjwXW1i4yI9MqU95OusR0JCUKNG/Eoix/yutrQ9ln25S2pex/dSCl55/vIvcsQ%2BqbBP6doX3L0vuNuylK2VIvuCuz8f%2BggP%2BDuJ5x1bTpiZMS16m3sjAMxIRs1Ro%2BxrEBFDIVeTTLBk%2BiggB3OyW8RKPidWYvYFqjcIAMfzQ%2BvkDh5xzHw2n8pdYk7S8fyFNrGxw93Rqalve7Olah2r%2B9iYE8WYuNxcMoEM4y13Gsp38G%2B7UwjgmssQdDcCwKgelU2/LBj2PCd7mEKQ81qJRzWRIXkKlOU5AcBb%2BbMZM29SspABP2PmAIDNovFgNY31S7IOACpS7V85a5AZK5S3CY0AMKpNse9Muxga06fZwOmbXL3DahGWVipiHvYAqFC%2B2If4QCMfYD3wx3IXAOBEWSWdM1IerAqId2G5nvdZ9Nqg5nfiz%2B/2bKGGajc5ASt0EgQAt7o37Avu3upad6JwUW%2BNFHs3FNf1H4NJAPjVYv/nLjbPifrT2rGaO2k0hi0PHPH5mSmKgUslic9/IH6QR9yHhWsBACjVOBFsBywbXVfq8Fc6CSVWwY643Y5Ow0Xwevb0ueI4lO9wmBh8IH6wZim2ZJxYwkcwZcTCfBBKmlMFV648YDstZ9siYEJgzczx0o65Pcua0zKqcbUyp0IeKJ0PsXW5/0/rtBcpd/luBAAR8aulNo4K1khJqZbPyY5Sz3%2BVSXxMj7o5hUUCMrQLoTwpzhgJqIVpM75O7nBheaQ4dbJw0YvViBiKiCFLpmIzmziEw0IwasRHtal2sdF6O2NOlkMcKpkTu5r2Kp0dYtNIOYdmtDjFJLFeuRMArJ4U1qTWWNacOsQmqPK2J80M89PYYZY0pyukEtiBAK2XVwAAE58s9Mldi%2BSyMOW/kZ9XX9gpdekFu2Ft8rXsyX2B3dkiDwAeaV5zknjnjOeaqOO9ezzXPhH/qSNKlNnD2bSZhcpVY1rJk0R8/o68VG0Ygkrm5MJylhRKmlMtezgAnMgP9yqdAMCqddYkuFLusyCcKAwzSbXfbHzbmy1xJsFZrQMA0%2BfHiQQyzWNKCgBOF0cNah6T4p15OVAgHk%2BYQ3hcm5aJ33H5d2pORmoRFZBNBHIjhe3wK5kBAFgvr3g8/lxNAxlziLuwAgBeTk0hPSpoACAh1a5AsGYrgarsPqRcL5tmpbpr1bUzRuJMcVRG4hbv%2BjRnzgpGTcO1A8zD7uUqLvP95ZJWuT%2B0xPVjZoplqAJARAhZU3GeS781ZcT2BnZlNVwtMTKbIEOvvGJMi1othyfywyqWu8SWGxKenpz6z4lDV9xh0%2BtHhTwqlO7ocDKeD/i%2Bl3jhTu/1QbF0aOtYxBjmp%2BeyPG4dAUCv0oUALZTAvji%2BnTjEJs%2BwrpdpIyEg/pI%2B%2B1KmBuEr%2B5yuUK0jlMwYiZAQBABSmb/qOGD7lK7TSzCJsxPajJFglLrGjrncyz6nZVTjKmVObGAFLUexJdzi98Jzd7u2sulgANCvdGPKi2XfRM3eOjvYqbx6dJ29sY6B0ZSRBaaOMC26Q2oa1aaO54fYmSsihmeNJHN4jGolohPiA5P6bMLM2Bvr7NW6GqPrkEsFZaXY2i42MisxAIzqpT1s5ANNQt28r9lMCIi3Tv3tQiOUbTQWkmbWz1cxJ8p8TvOP8Fxtn5Md/Uo3APTKK%2BwP9imdF4oT7A%2BvNnJG9bgLl%2BaXMTAWZWdOiyeSH4gdEhH/If%2B2VAFDJXOyOoyuiP3B3dNG/F8Tr9rd4gOFIQ7hzepqFcsLlavYYrYLjcTnX5GXPKYz3QcYc7L11uVpqVpnZRykSS5pZlnf1rg2HTNTbCWZhOPwOWUFOF%2BcYBR5g9RxQS2mBApWb51j8IUvwKUSyDSOyYkg582T4nlt4pgwc01KBQDkD/o595QRk4nfI1UQI0aaS5oT7zXATJk5jRosj97BohgT8nIuRutfyQ54sfrZ0L6oET%2BUPmp/pUmJQU3L5wQAHqzGIDeiaCrBPJKrq3UCKfmc2M3GSHGK6R9blNUA8EpmoF0MMbfiRbWwFOMz87D7kQtsad19StdgYSxpZs8Vx4Oc12qLmzNSdXyJ4EaksOVzOhA/GBHDt7j6chqu/rjBln3ar3RToNYheTx/YZ3cgRUVAB6cbnmjLOoAgF5eXofVkvj9AICScQAwqJnOzX2vLjpnpPYFdlsft4kFe26tXNKcMKXgQq4OMewwDFGgCw0VYEiR3JgWfSr52r3%2B7VDueokasVtc/c1C/YF4DcJX6q27UrUuZqZ1ajRyfgCglZqTxFccsH1yV4FqbH1YaHDN6UnWh7JQaY%2B6PTSTBvJLmOWyjP9OuEqZE%2BRzYDtQv%2BsdzXBkX3CP9Xyf0oWBl8rtSzymGIG%2BsAjB7phnqtqILKJjgRGdmszJoOacmQzxwYgUGi5Onipc7Fe6oEy22EE%2BYjEnIch0b0djHZQ1J0UgCFUwpzVT/%2BNd8Ud5xEWEMGtfN8Cc1GfZHTkA9MnzwzKjRryR97NaJAB4OLWO91p8iyFpZh2NdQDAfDn8Eqp1drC/dIOysvLBbpYoc7owsvrMvsO5CjvClD7XyFcUrcJCHZTVMgBImJkNgx%2BvmUQFABo1vp948U7fDQHOky5yAOCxVesETJaiOQHADa71K8Smz1z6q57BBz4y9ifswSPZwZViq4rlIOdZUHPSp%2Bt4r4dTTZ%2B/Oyf5tSBUaU4CPy/XubFiUDOr8oAQS2H%2BcerwmjP7ewYf6Dv78Ul9lumFTLdzcwqPOKvPn6puADjBzZqU9CmdALDe20OAHhdmoJbPCQBMrw9n0rNmekzI3uO/DQB%2BljkxhOIbUy4AMD2%2BIOcllMim3yVUkCFGmhmBruO8ADBtxHdc%2BE2WR/8n0QP2F6fMHAB4sBLgPQBwvjjRp3Td4uqLCCFHwNgnBv/0vaceKWlOSAYAP%2Bd%2By7j4vyNTLQWxiAWec1brd5NWvwAAIABJREFUfCgY4DwAwArcY3o0asR4xG1yrQaAc8XxdrGRBYUMqdpSqnWXjTkoz%2BOzmFaf3KVT47tzzxvUvMd/G6GEudFjRoplqAJAuxBig7qnjfhL2eP3%2BXdghHM6VisbAuxLBwDr5A4OYfaxUqAnCsP9SjfzGNyXaJeR%2BINyeMcdw4%2Bw5f3j6D9XfIg%2BPwCw%2BdAfG/5i0/Wvf8r13Eqp9TrXWuvjNrDIVxQ6WYA%2BfnrQ9w%2BH6zaqK4/mztr57qPTj9924TcWWqJ/mntq7Zn915//dZ2aD9W/180pVrWuWai717/9%2Bcxb1fX0UqPrlZgT21RYqCMEKABnO0Cry%2BsAcDw/FDfTGwcf7Bl8YO2Z/dUuq5HiVJNQJyJ%2BoYKd6XIDIdbQ5WUsg%2BEqZU44lwNbyOQ35DObcWSNZ/6y/X7vNgAU4OePZJGj2sLCyXp5RQPv/2HSmULk8CEBQLNQ5%2BNcNVvGZs2kSUlYCHZITacLo1lSYMd/yWFajE4ZsRkjsVaKgM27bde0NJvPCSNQhIoY8SZjXZvZCzYqdkmfNahpbaFf6TpXGGc28Cl9zt7wz36RY0BvwswwymiHUVWtswsnC2G3d8s32z%2B7SV1lf7BX7mSJMt%2BK/0SnxtfnnrY/O20mLBsWQz3n4xC2NKfvJ15MkdzXYxXvsvDj1OGYmdoX2AUAqQLmMbU3iEkCLSyNOSFAX29/5NGmh%2B4L7Hgpc/xC8dKUEXspe%2BwO71YAqON9C7Xlj2pTbOWJL/Bbo00Pj6%2BERat13VILAByLuFPvu4d1Ib2ePe3jXF9q%2BoRG9cfjzw3khxUsdYstbK983PwkOL21Pf3eD76jJFhOIAD0tG1FgN5xZwCAsIuowNt/NfEHgJDj9BIA3OHbGuS830k8T4BuSqkUY%2BL2sBq0SoJ2Zz2UowHsA1h%2BmHxpWJt8uP4D6%2BUVDjcuixDz8i6LgvcpXRjhvcFdL2cH7N%2B3Y%2BlzLyXfOZo7iwAxn9NvN973Z3Uf/dszkW%2Be7Eyais9GfFl5fa/3TuuRdjE0qkWjerye83UIYdbW0CE2tfD1PODBjSsdkltN/DDxUkQMd3MhsAVeMyb6zemnAWBvcKdV3pozUyxDFQAiYqhI9Skjdix/gVDCyrjZIrZHEjiWDgBULHdLrcyvM6ZPJ81sr7yCWda8nGujspLF9ibN7JnC6Af8t6yW261WEgbi9QFCKB4DgFOFkW1x759LH/yntt9GgKxQA50T7BYxpjkVDTQ8J06mxN3qjRP6zCvlNJMi1R%2BLHRwpO8YcIJR8PfbMRmXlo00PHYh8boXYFOID00aCUDJrJsNCcJtno0HNappidK5Mv/eDZrCuept2sJuiEB8ggAAqplI5qnUtQn097xvID30v8UKa5P8g/LEQHzicPenY4Jge7RZbeuSOhTUnNwDgzFKtk8u4SnCVMifIZaEccvN2/tzp4ui%2Bpvfan%2BepCADYfvnnyCLMSUD8h/3bn0m9MWu7TMbNdJrkIlKF5oQA9cldNQ/UqbK1qEMMM9W9r6w5IUCj%2BhR7FyvHMObE2uKsLdg1J6iMEScEcgUxk5cILQVyjmhTLHLTUq165U4DTGYSt7p/LUTE0Jjm0JwyNWMwoSqVQLtSKB0P3C7PZkebnp9ztwuNh7Onnky87MHqwfSb9qBLRwwmAHAI1/N%2BtowU6IH4QQ9WzxXHWV%2BYAwfiB1fL7SxTNF3kvHKFLOYQ/xfHKqltX3D374c%2BIiHhQPzgd%2BLPU6D3B3ZCKdCodrWOjXwHAOJyNxpKQ7EeIyo7LcPzUVilXmtzXG8v1TSP5y/0K90fDb5rt2fLd%2BLPv50/x%2Bzh7FkfdicsdzbG2orugcJwm9jIZBgP51ohNrEA0pLPia9oLmNyxdtqkge0Tu7oV7oGC2MI0Ia0i3j9gDGTXkTiqzbrAFQMYPlm7NkWof63G%2B/b7r7mdGHE7glLmzkAcCPFg1UmcLLv/If92zmb9Z4CvVi4DAA/Th1WscRe2S6G9tXtefBS46aUa9ZQg6ph3wcO0RCePzQiYmhUm4oa8bAQtII82oVGHnEtYuNFtaJpdIHPK/pS9vj9gR2YFUyl0m1VIx8I88Ez%2BdFWoaFTbI6IIaYS2TWnSLm97nh%2BSET8GrldM5BOkEuosXSE2rQTuZNtjbVK9CldpTZJSepTuk4WLjIHNwW617/rGmXlWGXfLuV44nKjRLxAtCmS2DXr29vwLkbBLaaoAW%2Bflsh8TpkinsnwlMI62NrIB6wS278nf8Z8VzXPYK9kB0a1qU/Vv39fcDdjhyxibbYcccK%2Bn9UB35RlhV8p78Bqp2XVM3ueU/UBy5LED8QO3eha/8m6OzerawaqDFujWjQihXvLi1yNUk7ycnvdMipxlTInlMsCxmzewoHYIR/neo/vBvsLSmYdex2du4Jl%2BP7ADhPIdxPzgjCzHzp8TgDATnnVPSbTJS06yJgNS6IDAHaiH9WiA%2BXTLpQrU%2BHyRDyGss%2BptGX76LpEgSMUmRSlClwLX88jbkyLloMTQ9aOQfmcaHX/WmgXKroC86RYpHp1bx1bOkcqAaHoF7MK9CldB9NvZknhr1t/gwJ9Ij7fxVZdrQOAEB9gvorXs6cvFC99sfkTdbz321Ve2vPFidezp/f6d7J/pouc3eQEABJHdQP9XFPSfZzrTu/130%2B8%2BHj8uR3uTU1CHZQCjWqcdinQMcsDhxDx%2BjK8SxWcRU275lTHe1uFBuuKZVDzdHGUVTn3BXZNGbHD2VOMXVn740jlHsgPsXmoDP1KqThb9jlVaE6MOb3jza4xgjISmTuqk2v0GRxzWQU5D08VjkhVZh2AMoFmRp%2B0mdsb2MUh3Kd0Fal%2BtjBuvbikOXEuDmE3kqE8sbWe991us97PGImsmffzboOazFNYWkZeAIQI4KQuBtXKKKxKESIihC8bc%2BP6NPvOsO88K523C42LDESy8HjiOQ7wh/3by0PW5n1R7MCx/n88f0GnRprk5zWncqTTQH6Ite6yMnqVxAgAFe0UfUoXs68NFIZcWO4WW9jYOCrJfUpX2swNa5cH8kMszqNdCE3qs3qlCYn4AygRG8lfJpSuKEjUmhZn%2BZwQb7/PYb11F2MSI3BTSele//afpI6ws9O348%2BtktpExNdkTgfih0J8YJdns/UIC08pRZwIARmJK8XWpeQF1AQrttZxvpqak2ZWHLC9cufx/NCwNrk/uAcA%2BpWuIe2SPVyXqYDtQmO/0s1mUlX/RhZgizLLQ3%2BXUYGrlDlBLodUFyCUIrl/S/3sg/5tMqq84SYAlZd/kV%2BsWgcAzPX57dghi1uMVgV8M/QrXXlSZLNpmXuRXT9Kd1R8gBmP2PSD8sZDY1r0ePm0CwB1nJdD2LHxas3J8jnF86XrYizH84hrERouaJfOFyc8nMrEAwCo530tQv1AfthyXNk33iGFC1SzamHsqlzNnJhG4kglAICMxl3RJ14NZpK9Rlm1y7P5NvfGb8cPMcbJ1s1RrQOAsBBkp%2BkD8YP1vO8u740f8t32VPK1MS1qt4geiB%2BSkfhB/zb2z3QRuyXHdZfQqhyKK2J/cE/CzEzqs/uDu9kjQc5TU3OKGvEC1SyHmenzZTm34zoKNuZUMHBex33yGuvm%2BLw2kSdFRmhudvVFxDAF2q92lzZIkJ9z29Pns6QwpF2ydy/2KV0j2lSK5EryAy/kSIEZjZNmNiGQmIt7y5vbYDZAWenskyJQ7uwLcl7ZdA6tg/lBxQDlwTU84u4N7ICym41dOA0wCSUpM4cAsdZUP%2B/xc24rNnZ/cPeMkXg2dQTKfYj/s/U%2BKPexloAQFYQ5IUgoCigVjEHmK7JMI2LIpORscYzdDzARiPWlRsTQSHHK%2BsPZf/nKbDYDzO/GX7jdc20D7y9FOdhMOezvKjUtKl0XtanThREK1NKcQnxARuKoFh0oDLGPLKdjqGoIsC9decvdAPB69vSx/IX1SidGmMoKIERF0VrM4/kLXWKzC8sdYtikZEKfsZYXAEyvHyfiQ/kJAOjAdbRMNyjHM%2BphIN5eWxc5ghAMz4ls9yZT4t7gLoLogfihY/kLR3JnHgju6ZE7HBW3pJkd1iYPpt%2B8L7DTUj0BIMQHo3qsfGYLQolZlt67uNO8%2BtloMc0q8tWak8gRSisO2H6lC1O%2Bgffv8Wxhv9caw8e2zJxnETFsmaKq94HKCnAcWq7WLaMSVy9zApcbAP49%2BbM8KTKzix3VJSeRo/qVyjd7A7tG9ajlCRjVohzCbBCvHVb//5yR2jD4YM/gA2vO7D8QOzilx0TE%2Bzl3m9AoIH6jOu%2B7iojhEW3qRGG4t6wZ8Ihr5AMrxCb7lh3MSRVMiznFsqXTWSzHAcAKMfyjxMtfm/uxYwsblJVHcmeY48pRrSvbrUp356zPqNrnRKrlOp4CwJ%2B9EPqT58N239VSsEHtBgBGRPYH9lzSZ9mEYGaxb%2BKdxoiwEJzSY3NG6unU6x/2bxcQvy%2B4S6fm9ed/fe2Z/f849xQAFKj2g8SL7/XdaO08q9bZtyPz8zNEl47N6uo1Unur0LDNtYE9EuS8SZKt1hfZMlp6JAnUpQWvWsWcWKDD66OuLx4Kf%2Bm5cNPgHw8XZnKkAGX%2Bwa6sGOG9gZ0A0C93AcC5GemPDoUDpNWuOZ3MD5uUsNcz9MqdFOiJ/BAzR5/jk93H72VGY/Zf8/WvX5K0a0gTlD%2BIDepqQMj0BwCgjvdKVZPXoLJBjEdckPPs9mxhfKVZqG/g/cfzFyjQdw898tmpf8yQvIolDmEACHKeDUq3dbdwg2t9p9j8/cQLUL4JubtuW5/S5bV1UwIAFcVZoR4Agi5H/Dqxx4gwQsZ8hADQKTXziGMPdkrNU0bM/of3DD7Qf/bj9tIwE132BXdDLTszW1W2RP1yN6HkjuFHAKCBK0VmIEBtYuPh7KlZI8levIDmVNFbBwA9UkRA/CfHv3I4e4qF7lKMqSQTSe4Qw16sDhSGThQusm2Wo%2BCiAPDhkT/4rcm/A6Y5pZLD2QkAiMi2NCaE2KRCDTg7c0IIJI6mi5xfMTuDxUtJgX2f/2L6u%2B8efkTF8gf9t/bKnfaogr%2BZ/VHP4AM3n/%2B0VaS2EBaCKZJjbaTsO9CvdE3qs4wTrz2zf6FRVMfzF1aevv9sYcx6ZCbD45Of7TZuAACTAlRpTlB5wK7i1t438cwHyWfYraY1hi9LClvO/co/zP07q2xGhNBquU3BUu3QXYSQx7vsc1qGA/yVX/LfESiXRS43ALydP9ck1LGsZztIVWv9FTUnAGBXiAPxQ7e4%2BwFgTI82C/XsuLWDeU0G8kNzRipLC38Y/tgPki99Pf7MNcrKkBBEgEQsfLfzD1YK86e5dqHxR/rLhBK7ZvAPbb8VrpSFSkmY5fOgatOcYnle4imlJfHpj8IPMr/kNZWm7Du8W3%2BcOvxvyZ9B%2BR7RQilPocyckmYGAKrznEoOcZtzYn04DwDxPPfCBc9EUljV4ExaXwTXKWu/0f47293XAMBt7o0tQv1jsYM73Ju%2BH39RQsLN7j7H6xv5wLQefyLxvAFkb3AXAKwQmw5EPjehTX838cI3Ys88GLzjqdThhJmxZCFCUVbDjmoda2svGsizpDmw8/iHtv9bB8PqSazjvYSSuJmu5ysSmBx10vzmrckjLYEq5sRhqpvo8Iir1a93BIqvXnT7il2nCiNb1DUD%2BaEg57V4%2BYN1714jt6%2BUWgHg9VG3SZCnsDqOX7U2NVAYRoB6bdW6XrkTIzyQH76xbn36vR/8uvwyKqAvNz9kkV75xDF1evqOtnUAEOaDByKf26KsSd3Vb4SbAaCO98mmHyonr4HVIFa%2B/H%2Bt7RG7FY9ddN/InjlZuHiheGmP91o2ixoAvtL8awqeX24E6BZ3378lX2PLJSC%2BVWr8autvOpL6qSDN0noAcGhODo%2B/NTuSfas/Erx9s7qaKc33B3b6sNuwKRw6mF%2BY%2Bvp34s/9Xw0fYo88Fju4Qmy60bUeAPT2Fen33G3U1Vuvv8XV//jKL9wgrAeA69S1X239zbSZk7F4i6ffek1EDP008w6Ui3rMgFgl1wHYeusAQMHSgcjnRoqXOcRZVbDUe%2B4m/gAC1Kt0vZwdGNOiHw%2B%2BC2ydHxo13sqdexvO/V5ov%2BT1ASFDkyeCOi93rLVn9VJeQLo%2BlZG66iuWVOJJweCavXqrXz8VVYoGerT5oRcy71BKV8vtHqz2KV2PxQ9O6rPNQr1BzW/Gnr1WXXu375aIFG4R6u2bYkEhA4VhHjgWccL%2B/BOF4X%2Bae6pAtW/Hn/u866NQhSO5QQPMI7nB1XI7e2Q0LiLKtSbfDQAUnOdnxpzsB%2Bz4VJNAXb7YdoA5sI3h%2B5fkK7NG8uuxpz8RfDcARKQwD9xuz5YfJV/%2B3dC%2B6tM18vpYis0ylmHhKmVOkMtCYwgABvLD/ZXpiwylIOyKhBiaLV5BgWBVib%2BdeXLaiDfygeowJwbW33Q8P/RC5p2bXL2fqLuzjvc9PPG/Y0bKupTe6O41jPlTeUQMMe3drhlco6xybFkzEYcsPR5cItFNpJlI5GgsxwUUgwJimlOX1NwlNVfv2x3erUHO%2B9XZfwFbgDhDmA%2BKiLfyFErVuqo8J9YZVLF0PL2mNWcQ9NKQezIp/lzMCSO827OF/cwhfH9g51/OfG9Em/pe4oV3%2B64PcM4xumEhqFPjH%2BeeusnVGykvPjOr1vP%2BB8cffSU78FjsJz1yh7V6qQJ2BIhDecbzEoMJ7HCsKmtAmzOSDuY0ok2JiLeIL1FdGSq1is4Meh7TZJ6jAPetjncEi69edDdoawfyQ1vUNcfzQ/avrozEHe5NABDPcednJQCQ85GkPH/GHygMWfPsGNyc0ik2DRSGAKFUR/v3z770vuDN%2BwO7rReovKhMvp5bIbOAVxaJrkdK/vQg55FraU4cqig5bVZX25/tU7q%2BOvvk12NPezg1Y%2BafTr1uqZ49cofjz%2B9Xur8Ze3Zcmx4pXm6XQxzCDokUAKgozpA6macOFuKwDPs5txerKZJjSqqfc9/o6mVPebB6b2C7Y7MvZY49Hn/u0/V3cwiPaFOvZk98Lryf6WEUY62zIj6DQ/hd/q25XA4AMMJ3%2BW6CKkTEMKFEQsJquQ3KmlPNPCejsp3iJlfvTeVdZTCaW9kPfUrn383%2BK5TpSIDzeLA6Upw6XRhhbqfvJV74tO9aABiaPLUCydo16yqWThBTVE4WuBZvReyZLNBkAZp9WrNXpxQmU8KKYP1emzDPzkID%2BeFmof75zFuX9bmvNP8a%2B3o4wHjqQH6oUQiw24keuYMH7keJl1/PnfZg9buJn/5O895qvmIPF2W4lBQAQEn1poszrFqHKqt1YDtgKYWj46rEk2hKmkiKrT4Nyha088UJD1bHtenHE8%2BzbwUA7A/u/tfkq8%2Bmj7zHW2F4BQDw%2BmBm2vngMq5uXKXVOpzPIreHRaXZTbUWqqt1Al6st87C3sAuiugTiZ9CrTAnC31K5zv58yPaFLtQvdt7fZDzzhgJh8xjgVlZrdPuQtBNxCIJGOyj6%2BI5PqiaQdWI5RajyyLi7/HfxiLOHQ5xjHC7GGLteFBOWazOcyo7xJ3mah7TkMe4lLpy7/ciuC%2BwEwH65PhXYmZqn99ZY4Uy25sxEtUV2J2eTWE%2B%2BMXoY0dzZy3BCQAyGgeVMZhQS/z/xcA8ZNWRTmN6tF0MWdIUAOSqEqWBTc8F8EhkbajgEolfMduMDQOFYdYCaReQLBydcGGgIY%2BB881FqlujBo/nL/RV3ST0KV2saYvpcB9tuMP%2BLPMzUa72F6aO95Vyz6UrlJzs6Fe6NGo8nXp9X2DXVrVHp4YHL5jiU2pZKAyN6dNdSu25H1QQZsSGgOr0xIhVLR3Mpr3QIebA/uDuS/rsC5l3AOBA/KCAOBZq9QuDdXsw3gAAWQ1LPHUcJnyV5rQ4GIPhEF5fjpDtkMJjepSZ4dbLKw7EDxo%2BLwAMc8kVQohU5qRTQRhzrQCAFn8lc%2BIJALR49WafjgAmU86JfqvlNgkJjNwciB9qF0O3uvqhFtjxOKRNWicTdhL7l%2BSrEhL%2BsuVTM0bimdQb1W8sdRTaQjgvJYW4OAQUvzWhVtcEHAfs0JwUy/HvXZdUBHJkTLWWa6g4OZAf%2Blxof5NQd7YwZimRW9WeLqm5ZvYb8vqWq3XLcOAqZU7M53Qqf9GgZvXlBGoFYUt8xQjYhS4MLUL9NtfGb8cOsUT/BZmT3EWBNvKB3d4tUOYrUEVWLLDtWKfdhaCbSMBO5sTubudyXEA1AorBNKdFsC%2B4CwFijivHU%2B1CaLg4GdfTCSNzWS9p4I7XVFfrLDR79UuJckfPAgu40OMMIT6w07PpdGFktdx%2Bnaun1guCANDIB/Z4r3U8xRTB04URF5bf773Z%2Bl3VAeJQHt%2BxRM2JkAVDhpnmFDNThJKkmY3raY3oADBanLLrkUUDGQRV%2B5zYlXVTa46NNGnx6Y362uP5C2/nzhWpbhcgS3tC0VsT6tpQobuuoGcbEGBGcNNm7qI2VS2v9sldY/r0hD7zWOwna6XIFteaiq2x6Xh8beYU5DyyGQBOFyov/yw%2B1nH5N2lJhLQOt32B3Yy/eip9S3Z0iy0Klgbyw6Pa1Aq5hkQKAFSUZsUGR2MdVEUjQtkVvtAh5sA218ZWoeFbsWdnjeT3Ei%2Bwe5ulvHEhsJsf6yOoSZTZp2wStPhRYKFP6cIgdEtt1vCDdiHEmnCbhLrPNNw9ok29QoaILI0oxba6lc73i%2BKo3I4RDXsqmBNjIS0%2BXeZJUDUmk867HR64Hrnjnfz5wcLYi5lj9/t3Ulr7rMKqdaRsL2NgbR93%2Bm54l/e6Lqn5W3PPJowMM%2BanjSKUv65BzjtYGMuZBgCkzOJURhhVXvIEJt8adzF/vV1zYgdsuoDzOs7r%2BMiYyyOZveH8hpb8ictKwWCBF50UqAerH/DfwvxYVjsCArQvsPuNzNlhbdK%2B/wViUo8H5bLLMeLLsONqZE5I08AwkOpi8R41NafqkpNgS8IciYl/dDA8la4tn%2BwP7p7QZzacfdCkpLq4wLBB6QaA%2BwI7LCbE%2BEpzpUvAQgPvd3PKRqXq3FcJzUQCV4M55XRcNHCdagZVM69jdh5ZCMzP0cTXOdKVAKBTan47ey744u6VJ%2B57dPpxBUvWKdtCXsMIgVClOQFAq19PFbl0EQ9Oy188FK5Wv9jCXl5Ul2JTma1AAQfYAt7r316TYt4f2Mkh/D7fzR5ONQn6i5caX7zgSReY5uSo1lWI/4vjwNvBx9%2BprWRYmtNnp/5x7Zn9wRd333bqMxTomD5tZ9U1/cIAIPIUIdjUVjJ6N3s1vhC%2BWJh7/8XPQdmSbMfpqJwp4mvbc80%2B3TQFr9HKCO7R/FlCSb/sfP0GpZsCve7crzp0OAbmBCcLRETW8T6F%2BHmuqsKInCUnQuGvX2l4dtALAGE%2BGOaDN7l6O8TwHd6tdby3mqDbNsWtkzveyJ2eNhKd6gLMSZJmuaDD5ARQioG1X%2B86pWYJCcGqCm9NcAjvDe76aebt/rMfZ%2BNKlvKuRcBOBVZKflbDiuBke4woZzX86E9Dh0ed9yTVaOUb7778%2BLWxT1uPRMTQmB49nh/qk7v2eK9t5AOPxQ5O1btymLQFqni2KI5JrSGP4ZC%2BFIEEVZPx%2BFa/PhoXqw/mjcrKV7IDO4Z%2BkwPcnbjnKy826rXYnopl5mOzE1bWx7AvsAsB2h/Y82p6YPWpvT2DD%2Bw49ld/eqj1jbmZk8WLhJJ7/LcFtDVfPtT2YnT6lhN/TAiaEwe7mqfiee7vX6uH8mxpBqaTfe944EvPhb/0XPh0VN7UlsMYtrRldRO9c0kBgD6li0P4bv8tKpbv8%2B/gEWc/P9/tu%2B39l5/41qn5ZC%2BTkEeeMx5OuIFSFp68jGUw/Jf5nCYnJ5966qm5uTlVVXfs2LF%2B/fr/z341i9JHbvdAfqhVaLCP47VQKjnZA%2BJ4as2tOzzqNil6Y9R11/oag3t3ejb9Xev/SJlZmZN2lT06DjQL9Qcin2MxjAwrxKbvdHy%2BJo0DAATosfbf6xDDNZ%2B14KjWWaPrWGMd8zkBwFyWa/Etdgv1Fy2fmq2VfP2p%2Bvetc61QXWomkzEMo7PKKUUBjl9WOgJFrhZzavJoADCZFF8bcekEvTmu7lld0bF/eNRlUvTGmOt9tRaWYZt7wzfbP3ure0PNZ%2Bt473e7/3ADX3sZW4T6JyJfYIFYJ6fkVIF7Y8y1oSUnVAaIg81wutBuWJjN8udnZACI5fhgVc3Ix7l4xA0VL/0g/uLt3mvXBbr/YvTxQ%2BmjM0bCPnAwX8svDACb23KtPj2glC6xLT4dAH3e%2B4jkvhwW6sJVhac3x9R6l7GirjiX5QGgSe/9QeLFDUr3E/HnG/mAQ1ICgE3KKuu7%2Br4qdw7x%2BtJ33aO31i4QS0i4SdqKOCevwrYkTIYLs/Jslk%2BPqztWpkWOfq39Eeb6EhB/oP1z1bKlHf1K9zdiz1CgC2lOs5u2FY5IdS4ngVvVUHxtxD04I/eESk99InjnLa5%2Be4V0cXwyeGeYD2pED/LerbUEzp8L3VLLt9p/1%2BppqB73C2WR%2B60JNafjwyOurZHs4t%2B/oVnFrQfFRJNmTjNnXrsQypj5QTJ2p/d6Hrh7/du/Ovsvr978EMzUiEfJ3bJj9K1It9c523HnyhQTdQCgJ5Q/PqkMz0lddRX2xE83fGCtHCGUdEqtrx6pyxS5k5eVjS016EVYCKaLuZBNc7rbf2uTWLdFXQMADwT31Im%2BItFM05w4tyMDwr8Na22dFzDCe4M7T5/dSCh69iJtwb0A8BvtN9zV0LhaiBd0JPBgN7b7ZPP%2Ba2KWFZXDpcaURrfREdSOjruuj2Q9WH088nlW2WwS6p7o%2BMIqcf67PTVb7zaCuRk1b6YUjgOAf7t0WSluyev10%2BKPpGyauBek%2BMu42vBfw5wMw3jiiSduueWWTZs2TUxMHDgr/6aQAAAWTklEQVRwIBwO19fXllt%2B6cD5PACAy338cg3nB4NZyyFOCJgE5XV8JipJPDl%2BWdmzJinzToqAAL3Xd%2BMVd6PaUHmzy9kpZoedZi2EmppTTudieQCAoMtkt%2BDxPN/iW2wUbqvQUB2mAACNfGB//Z66urrZ2VlNqxG7PBITZzL89g21bQFNXoNDdOCycnFOknjy9oS6c2Xa4ljpIj4TlSWeDEwqt9daWAYEyB61V43tnmtq7hvDDa4SR39z3CXxJF3E71xSPbLz7n/pPqej4yqHKQU4MqbevsYZ3YQABTnvE4mfFqn%2Bu6H9WyMbDkw%2B%2B%2BXpx6Ey6GshzUkVSKftisV8Jz1k6/XBLFRhLscPz0m3r0khgDrVkHhyLdz2g8TnP1l350/Sb/5a/V3VOhxG2PquoloJzlpHDSuVBZn4pSo9Qqgy6xwZUyWeFA184rKyqTW3wVZkXOgAtL%2BA9UYs5HOa5YNQ1VgHAF11xaBqHh13Wcypjvdez69zvn9hKFj6D3qbHNjp2WT9nNNwXRXPZtrPSEyUeBLL8dV8xYHywnJsYQGAJYQRSpgH7v7Azr%2BZe/JPMj%2BGss3LjoTakNSFFp%2BT7gRUM1DOeV8bKrol88iY6tiTRj7ACl5nonKqwEk8OTKm1mROIT5wvjhh15wULLFuBgCQkPDh4HZKaSxD/zwRolzBiPW80fDECjEcRq0r8n2EK6DEumt8iksy7228FgB6m/I1V8P6oB3Y0pb9/vHAaFyMBDS71/56teLL8Oa4i%2BcNMHyPXzz9YHcEAH42JnE4KxDX15p7Hl5ur1uGDf811brR0VGe5zdv3owQamtrW7Vq1cmTzolC/3nA%2BSwA5BT%2BfHFiIY2H%2BQxwZYMYABRNdHRCAUAf6k9oBhqYXNCi8V8Ch8%2BJx1TkaU7DsRyHEfgVM6iaCMEVrU6/MN4cd7kl0hOufQrjMA15jIFJhcP0A72JrIZPReeLfW9PqJQtrImO/ycv7EyGH4mJO1am61QjU8SOUh0AcIhy%2BAqp8QBgEvT2JXVduLA%2BXHjnklrTnhLkPWkzt1Xt6ZZaBMTva9jNUmrsPqeFmJMDqkD8qlnt2GV4c0zFmLKrF0LQ7NVD2vo0yX1i/CsmkPsXqG/%2BR5DVnDNroaw5WdW6ZIE7NyPf3Jlt9uqWV3fpsELPF9KcmJ5a7XNCCDa3Zc/PSvH/tG/7fwQ1NSfrhHPH2hTjK4tsobSwK7ItPv3N8ZJux3zoUKakbWLjNteGwfyoiIXq8LPLKREAmr2LTZ7BiG5qzZ2JyukFOovfHHcFVHP3qvR4QqxpYGBq0xWN%2BUfHVUBwc8%2BwQFyj0YY%2BueudSyqmwgvB3%2BeoAIk1i9/sLYJ14YIqkKPji0mbsRw/NCvt7M7lpfFTl%2BoAYCSbFtM9nvDJvDp8Vr0VLzOnZdjwX6M5zc7O2hWm%2Bvr66en5tk9KaaFQcenFGGP8SyN5uFCI8cLR4gRnutaJa4tmjUUomhwACDyyfq/EAwCki/xb466VDcWesNYe0N8cd/W3/Bw99ksE0bFpUkJ%2B7k9HM7FXJva1cokkVeAAOJ9sChwCAK9kzmaFmn/1EvctW4S8jo2qLeR1dGpKvnFFTuAQVHmkGFr8%2BmRKWBcurG/WGs4bb465VjeWTohHJ1yrGoo9YS0S1N8cd234hRYWU4xJjX1z4I1xt4DpprYiBfzMGY9j0RgknuZ1bvGFOjUl5TR8XSQPAMcnlRNT6tqQc7cbUNMwid/ve0/R5LNF%2BLD/zr%2B99AylNMQ1WxtPFXgAcMtwxVpSq0%2BfSNb4%2BEwC71xSe5uKbhnYHVGr3zgy5t3Y0Hcqd3G7%2B4ZGrrm46PRAhBDRsfbzfDGyGnbLtHrpOAyaWVq6I%2BMuQLC5Le%2BR6JMnvONJudG9WHK0A61cxE8bZCxgU80bRvUfPpMVMIaAWuMT3NxWeP6c58i4e1t3DYnulwuk46UfU4RCQcduybl0ooABQBHIhtZiPM%2B/MuyO5TOuGi4jAIA32cK25z0KfXKgtLD1uEml/gbO70F17OO%2Bz3fnq6nzXVKrbgqk0uY8lpA4RFv8NZbOjusihZeHPUcn3Dd0OCWlVAGfn5V2rUpvbCv85Jz3yJhrzxonwwihZpF4gii00PoYgCnA0Ql1TUPhjvbgwfMXV2Xu6hXffHNYFb0TY8qrWfWsK7em1W/8YlcBEcM1rfnXR9Wdq4WFlOwjYy6M6aa2wtHCxOzI9S/OHHt1soAovm9V3Wtz6bMn%2Bg9l3r71l3cNWsb/34HozzWa65eEV1555fLly/fccw/752uvvTYyMnL//fezfxYKhS9/%2Bcv219fX1z/88MO/rN9OLpzbdzgva7XbaO34i/sgUL7rOzYGf1WefvaZXbChHX52Hr728i9rp35puKEbPnHr/D%2B/9O8wNA0AsK4F/uftAABfeQbOTNZ%2B738cCOBPPwSNCzchvXwWvvkq/M67YVUYDp2C77xe8eynd8LGCLx2Af7ppf%2BsPbRw40p48Bb4f9u7%2B6Cmrj4P4L%2BbhIRAckGIEUgVrG8IgrZadNiOtWpZpmJBH1p1WqfT2em4M2h9aWe7M8%2BM7fR1nelsaTvSp/3DjqzjC7ZKqx0rte7YOg7YOuYBlk2hQqkYkAAhQeTm5ebuH9knpXKRWyK51%2BT7%2BSucnBN/52e4%2BXHuuTe3ONpzlNbk0KY7L8Wjfz9OvRK%2B6DMjmd76CxHRX7%2Bg7nF3Z00sUUcfPTdxt2%2BaqObyuM8GExv0Ywd9fH7cnvfKMwVUnHdn4/b/otujFjKWZlHFGvL4aPcR4ia5cHA3Zpb%2B42nxp/7233T5zq95VYp/WUn/9MdLPvw8bTtIa3Noywrqv0X/VkN3Pzw/nEnb15LHR3uO0MikEptlor2lE3errKPG6%2BJPaVT03mZi9XTwIl34eTIxhOz%2BZ8p7gN5u%2BPu15v8/OBc%2B8suLN7f%2BZ%2BonTVfzdxVR/t1uyXI3PS766%2Bd094%2B65XNo2yrqvj386lGNRtARkTe55dBfclw%2Bz78ea3vKcnPL42sm%2Bc9D1JGncmpoaGhtbd26dWvwx/Pnzw8MDJSXlwd/5HnearWO7h8fH2%2BxiO9ymJxjndcdt/lEIT77HzeoHcsQL%2BRl/H408gfI2qX1%2BSk%2BTlgy08cQBQJkvaH1TMEngVqtFgQhMKnrYBfM8Kck/j7Q7lJ39quJaM503mzkiah3SH3NMfnzF2q1WqfTeTwenhdZwZiWEMhOu9uKgi/A/NKrWZjmIyI/T1e7tKHTOr8nViBr1yQTq1KpGIYRje2P3Sg33WfQCUTU0a8xGQJjT9h1DqjtgxMnasLE9vtdIwHPA1ozwzB6vd7n8zk4p8t/6459JzPYwIOmiRdjOD/z96440bdGok7It9z5juX8AdtIZ44%2Ba%2ByVkndgGEalUk2YutFUKsrL8CWMWRT5xaFxDKn%2B8bKUk%2B4P3mi0c0BjH/zTf7j3%2BgcDQmA2a%2BF5XnQHmyWZn5UiHvaQR/U/dk0EDnIajWb0rWsn7q%2BmJQ/4Ru9KDGrt1cycxge/dvfnm5qB4XHTNV5ir3t7E1X60FfmEdFN3pmoS2AD%2BrGHlCwTn85O/D8%2BOKL63x6NaOkx3RiYO91PRMMeprlb5J3pEbwdXE%2B2ftwjbXAlSafhFz/gY4g43n%2B4zZ6tnaOPY/Is3Lfuy0%2BwBT/f1C2c4Qtn0cd2M845/oZ7hqHcDH/wIHD6%2BvXWgRFSUcksc/a0FJZlh4eHfb57eaBPTk6%2Bh68GkSdP5dTe3n7y5Mk9e/YEN6UePXo0IyNj5cqVdxlit9/LdRKDwcCybHd3tyzTn5BOp%2BN5/k8diCNGp9PdZYe47NRqtVqtVmZsDMOkp6e7XK7h4Sk/eTQJDMPodLo7TpQrh9ls9nq9g4NhLOtNpYSEhNtKvXBdr9dPmzbt5s2bf6osjpi4uDhBEJR5uNNoNGazeWBg4N7%2BXmRkiG/ag/uFPCduMzMz1Wp1Q0NDIBBob2/v6OjIz7/bZWUAAAAASiDPDnG1Wr158%2BZTp0599913LMtu3LgRq5cAAACgfLLdCTMtLe3FF1%2BU618HAAAAmARcZgkAAAAgFSonAAAAAKlQOQEAAABIhcoJAAAAQCpUTgAAAABSoXICAAAAkAqVEwAAAIBUqJwAAAAApELlBAAAACAVKicAAAAAqVA5AQAAAEiFygkAAABAKlROAAAAAFKhcgIAAACQCpUTAAAAgFSonAAAAACkQuUEAAAAIBUjCILcMcjgypUrFy9e3LFjh0qlxNpREASGYeSOQlxXV9cXX3zxzDPPpKenyx2LiOD7WZnZ83q9H3/88apVqxYvXix3LOKU/Marrq5OS0srKiqSOxBxSk6dzWY7e/bsCy%2B8wLKs3LGIUPLvrNPprK6uXrdu3dy5c%2BWOBRREiXVDBHAc53Q6FVs1KvMgEuTz%2BZxOp9/vlzsQcQzDKDZ7giA4nU6O4%2BQOZFyKTR0Rud3u27dvyx3FuJScOq/X63Q6A4GA3IGIU/LvLM/zTqfT6/XKHQgoS4xWTgAAAACTgMoJAAAAQCpUTgAAAABSoXICAAAAkCpGr63z%2B/0%2Bn0%2Bv18sdyP0nEAh4PB6dTqfMyxKVTBAEjuPi4uI0Go3csdx/PB4PwzBarVbuQO4/PM97vd74%2BHjFbsRWrODhTqvVqtVquWMBBYnRygkAAABgErBsAAAAACAVKicAAAAAqaJwv0VnZ2ddXV1/f398fPyKFStWrFhBRHa7/fTp0/39/QkJCWvWrFm0aNF4jb/%2B%2BmtdXZ3T6UxISCguLp43b57M84kg6akjoitXrpw9e3bt2rUFBQXBlvF6xogwsze2JXaEmTrR4TEizNRdu3bt3LlzTqdTr9cXFhY%2B8sgjss1EDmFmL4jjuKqqqvnz55eUlMgwB5BDtFVOHMcdPny4pKQkLy%2Bvp6fnwIEDFoslPT396NGjK1euXLp0aVdX16FDh9LS0pKTk8c26vX6I0eOlJaW5uTktLW1HT9%2BfMeOHUajUe5pRYL01JlMptOnT3s8HrPZHBru9/tFe8o4o0gKM3tjW2JHmKkTHT5z5kwZZxQxYaZuaGjo2LFjTz/99Lx58%2Bx2%2B2effWaxWDIyMmScUSSFmb2Qb775Btd8xBr166%2B/LncM95LH40lJSQl%2BL5jBYGhtbTUajR6P59q1axs2bGAYJikpqbe399atW4IgjG3ked5ut69bt46IUlNT29vbGYaxWCxyTysSpKcuKysrMTFx%2BfLlzc3NJpMpmJ%2BOjg7RnjLPKlLCzN7YltgRZupEh8fIx3/4qcvIyMjOziYio9HY0tKSmpo6Y8YMmWcVKWFmL6i1tdVms%2BXk5Hi93vnz58s3G4ioaNvnlJiYuGTJkuBjl8vV19eXlZXV19c3evHDZDI5HA7RRob5w8WGer2%2Bv78/YsHLS3rqiGjsp/t4PWNEmNmLtWpptDBTJzo8EnErQJipY1k2JyeHiHiet9lsQ0NDsZM6Cjt7RDQyMnLmzJnS0lLc7iHWRFvlFOJ2uw8fPvz444%2BnpqZ6vd7Rq6lxcXE%2Bn0%2B0cdasWUNDQ42NjYFAoK2traOjQ7FfbTt1Jkyd6CjpPaPb5LIHFHbqRg%2Bf4kgVJ5zUNTU1vfXWW1999dX69etZlp36YBVn0tk7c%2BZMQUFB7OxJgJDoPDtrt9uPHz/%2B2GOPBf%2Bk0Gq1Ho8n9CzHcVqtVrQxISFh06ZN3377bV1d3dy5c%2BfMmRNrd8uUkjrRgdJ7RrFJZw/CTN0dw2NKmKnLy8vLzc3t7u6uqakhouDJu9gx6ezZbDaXy7Vhw4YIBQpKEoVrTl1dXceOHSsrKwsdQ6dPn97b2xs6Ddfb22s2m0UbiejBBx/ctm3bK6%2B8UlZW5nA40tPTZZmFLCSmTnSs9J7RKpzsxbgwUzd2eOwIJ3UOh8NmsxGRSqWyWCwLFixobW2NTNgKEU72mpubBwYGPvjgg8rKykuXLjU2Nh48eDBCcYPcoq1y8vl8n3/%2B%2BYYNGzIzM0ONmZmZarW6oaEhEAi0t7d3dHTk5%2BeLNno8nsrKyq6uLkEQfvzxR47jYueuBNJTJzpces%2BoFGb2YlmYqRMdHiPCTB3HcSdOnPjtt9%2BIaHBwsK2tLab%2BUAwze%2BXl5S%2B//PKuXbt27dpVWFiYn5///PPPRyp2kFm0fftKS0tLTU3N6BPVy5YtKy4u7unpOXXqVG9vL8uyRUVFCxYsICLRxsbGxvPnz3McZzKZ1q9fHztXmkhPXSAQeOedd4iI53mGYVQq1cMPP/zkk0%2BK5jNGhJO9hx566OrVqzQmn7JNJrLCfONlZWWJDpdhJhEX/u%2Bs1Wq9ePHirVu3dDpdfn7%2B6tWrY2ezc/jZCw38/vvv3W437ucUO6KtcgIAAACYOtF2tg4AAABg6qByAgAAAJAKlRMAAACAVKicAAAAAKRC5QQQW6xWK8MwtbW1cgcCAHBfQuUEACJqa2uXLVsmdxQAAIqDygkARNTX18sdAgCAEqFyAohybrd769atSUlJRqOxrKzMbreHnhoeHt65c%2Bfs2bPj4%2BMzMjKeffbZGzduENGqVav27dt35coVhmHee%2B%2B9YOeqqqrc3FydTmcymZ577rnu7m555gMAICtUTgBRbtu2bbW1tZ9%2B%2BmlTU1N5efnu3btDT1VUVFRXV3/00UfB%2Byk3NjZu2rSJiL788suioqLFixc7HI6Kigoievvtt7dv375ly5aWlpYTJ05Yrda1a9d6vV7ZZgUAIBPcQxwgmrlcLpPJtH379vfffz/Ysnfv3jfffPPkyZNlZWU3btzwer2zZ88OPvXhhx/u3LnT5XKxLFtSUtLT0/PTTz8REcdxZrO5uLi4pqYm2PPy5cvLly8/cuTI5s2bZZkXAIBcNBN3AYD7ls1m8/v9S5cuDbU8%2BuijocdarXbfvn0XLlzo6%2BvjeX5kZISIBgYGWJYd/SJNTU1DQ0NPPPFEqKWgoCApKemHH35A5QQAsQZn6wCimdvtJqJp06aFWpKTk4MPAoHAU089VVtb%2B8Ybb1y6dMlqtb722muiL%2BJyuYiooqIifhS3293T0zP1MwAAUBasOQFEs8TERCIaHh4OtfT19QUf2Gy2%2Bvr6AwcOlJaWBls4jhN9kWDh9e67765bt250u8FgmIqYAQCUDGtOANEsOztbpVIFtysFnTt3LvhgcHCQiFJTU4M/%2Bny%2BQ4cOEVFo72PowaJFi4xGY2dnZ/YogiBYLJaITQQAQCFQOQFEs5SUlJKSkqqqqoMHDzY3N%2B/fv//MmTPBp3Jzc1mWraqq6uzstFqtGzduXL16NRHV19cPDw%2BnpKS0t7c3NDR0dHTodLpXX331k08%2BqaysbGtra25ufumll/Lz8xsbG2WdHACAHAQAiGoOh6O8vNxgMBgMhpKSkoaGBiKqqakRBOHrr79euHChTqfLzs6urq7mOK6wsNBgMBw4cKC%2Bvn7mzJlGo3Hv3r3B19m/f39OTo5Wq01KSlqzZs2FCxdknRYAgDxwVwIAAAAAqXC2DgAAAEAqVE4AAAAAUqFyAgAAAJAKlRMAAACAVKicAAAAAKRC5QQAAAAgFSonAAAAAKlQOQEAAABIhcoJAAAAQCpUTgAAAABSoXICAAAAkAqVEwAAAIBUqJwAAAAApELlBAAAACDV/wG0rr29TLxWhQAAAABJRU5ErkJggg%3D%3D" } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "By looking at the line graph, we can infer that New York Fashion Week happens two times per year. And now we know when: once in February and once in September. Let\u2019s hope that it\u2019s going to be the same this year so that we can prepare ourselves! In any case, we hope that with this example, we\u2019ve shown that *The* *New York Times* API is an interesting source of data. More importantly, we hope that we\u2019ve convinced you that the command line can be a very powerful approach for doing data science.\n", "\n", "In this section, we\u2019ve peeked at some important concepts and some exciting command-line tools. Don\u2019t worry if some things don\u2019t make sense yet. Most of the concepts will be discussed in Chapter 2, and in the subsequent chapters we\u2019ll go into more detail for all the command-line tools used in this section.\n", "\n", "Further Reading\n", "===============\n", "\n", "- Mason, H., & Wiggins, C. H. (2010). A Taxonomy of Data Science.\n", " Retrieved May 10, 2014, from\n", " [*http://www.dataists.com/2010/09/a-taxonomy-of-data-science*](http://www.dataists.com/2010/09/a-taxonomy-of-data-science).\n", "\n", "- Patil, D\u00a0(2012). [Data\n", " Jujitsu](http://www.oreilly.com/data/free/data-jujitsu.csp).\n", " O\u2019Reilly Media.\n", "\n", "- O\u2019Neil, C., & Schutt, R. (2013). [*Doing Data\n", " Science*](http://shop.oreilly.com/product/0636920028529.do).\n", " O\u2019Reilly Media.\n", "\n", "- Shron, M. (2014). [*Thinking with\n", " Data*](http://shop.oreilly.com/product/0636920029182.do). O\u2019Reilly\n", " Media." ] } ], "metadata": {} } ] }