{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Other modules for geoscientists" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nikolay Koldunov\n", "\n", "koldunovn@gmail.com" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is part of [**Python for Geosciences**](https://github.com/koldunovn/python_for_geosciences) notes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "=============" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some of the things will not work on ZMAW computers (Iris, Cartopy)." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pylab as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cartopy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Cartopy](http://scitools.org.uk/cartopy/) is a library providing cartographic tools for python.\n", "\n", "Some of the key features of cartopy are:\n", "\n", "* object oriented projection definitions\n", "* point, line, polygon and image transformations between projections\n", "* integration to expose advanced mapping in matplotlib with a simple and intuitive interface" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simple plot:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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wsLAu8564XC4CAwNxOBzdQpTRG5w6dQqdTsfQoUN9PRSfk5OTwyuvvEJUVBSr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\niY2NRalU8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86g1G8oaEuh9LJH7WiAT4TXpm0zMjIarEi9HZPJ1Gqb6aZNm/Dx8WkUdYqJ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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = make_cartopy(projection=ccrs.Robinson(), resolution='110m')\n", "_ = ax.plot(lon, lat, transform=ccrs.Geodetic(), **kw)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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YMWOgoKAAOTk5hIWFQUlJiet4EtW+fXtYWFggLS1NYmPExsbWm0kK/7Vy5Up4eXnh/85s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IyMpJmZGadMmcKcnJxSH6+88PZ3dvbsWWVL+SSAWGuubLGyssLDhw/h7OyM8+fPK1tOhUNdXR3T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\nY+lLAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,7))\n", "lat = 53.565278\n", "lon = 10.001389\n", "ax = plt.axes(projection=ccrs.Mercator())\n", "ax.set_extent([-20.,40.,32.,64.])\n", "ax.coastlines(resolution='50m')\n", "ax.scatter(lon,lat,300,transform=ccrs.Geodetic())" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Ang5DZmXqjdnZVoV3gdQkFB+fgI9PM1q1asyIERmrYaZrgiDo/MODIIBKgLfv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Du2M0sqCuHhkbi4XAUymsklJ6cW6Rn159i58xA3btwuaDPyHIlEwqlTzigUn9fRunHjNjNmZChZ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Vw6e+OCMqhmjJBTxPHXunFpRMJuOXX1YzdOh4BvQfxfZf1tChlgGJqVJ0NAW0NAQ0ZVlVFeIT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\nEREpUkRHJCIiIiJSpIiOSERERESkSPk/BZzboFcse6AAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "plt.figure(figsize=(8,7))\n", "ax = plt.axes(projection=ccrs.Mercator())\n", "ax.set_extent([-20.,40.,32.,64.])\n", "ax.coastlines(resolution='50m',zorder=9)\n", "ax.add_feature(cfeature.OCEAN)\n", "ax.add_feature(cfeature.LAND)\n", "#ax.add_feature(cfeature.COASTLINE)\n", "ax.add_feature(cfeature.BORDERS, linestyle=':')\n", "\n", "ax.scatter(lon,lat,300,transform=ccrs.Geodetic(),zorder=10)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from cartopy.io.img_tiles import GoogleTiles, OSM,QuadtreeTiles,MapQuestOpenAerial,MapQuestOSM" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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Ok262sllN2IwWzGYjwaAcyx2qiRCQrOnRcpWJhjcbGjnZUw1ruHyB2P1ATzIN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OnJrZ2PW4tVIx0hpxeqw6czzTQ0lGYTBLAR5tUJNtErLbRrAmwBP/eIwrLxXK3huiKkODUdyS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r2E1hjiCVYIU/t7lXPQaNRcPZXAwcOnAUhOSaVGnQr3fd7iKqiCpA0plAYUQElT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\nRGbMmDFj5r3yf/L3FDGbDqF7AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,7))\n", "ax = plt.axes(projection=ccrs.Mercator())\n", "ax.set_extent([-20.,40.,32.,64.])\n", "ax.coastlines(resolution='50m',zorder=9)\n", "ax.scatter(lon,lat,30,transform=ccrs.PlateCarree(),zorder=10)\n", "gg_tiles = GoogleTiles()\n", "ax.add_image(gg_tiles, 3)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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kyYHNXjpl7JmQJVLuXqnO4+qZbwOgiRWgfMt88pvcc7frU7146oMQx19C++1T\nTk72JbVQOoCR6M2Da5eJbta237Hu5OzPhmQtd9z6prk8dbqhK0UUCl5Ci/krFJ4yMCZhVeldbCxe\nC0962xAlDMjEy1LyeoLuzo0VHLyZMgXls8G6pXyQ2b59LBCOo2n0/FRVgcCy3jiMu+LuhH5Ip9PI\n5WjAatZ1954KgswoYMAwgP379wd+VywWUZWXvA18gkiq2Jai87m2WEcuy/p2FbDjvekN6m3TV8e2\n9/yKlayrrBYQnCT5JJqKy6gWaaTaNTqBC6tn1rzmjcBPM/sn5xXT+/56J9ZLl7xxamyE9p3qZRQB\neNQvkNjQxMq3z9VmkFfp3u+SVFR5xEKfdfSAu/iLodpngaVx18EmEqTUdQPZDNGxbcvC4CAtSLvz\nVvMJ98kzZyGzhbnZtnrqEJRbDuIsEiLnv2eGgHKr93kU1J/DcpH6w2Bhyi2ccvnqj7GTrcH4pKpo\nWRy7g2jek+e/CLDkOP3QaXn+lWudFeRYWJIs9U6FabkZaL8eIpo3QoQIESJE2CKu2zK9MvMw5F1v\ncP+3MjQvq3Wfqi1bR9Wg1dVl21ux8xRk+R1JNOaIeuu2UMNiS/3gYg1/0WVNy2HpHBXfhhG00Pn+\nNe3GlHrjhb39qQUVLQOh8v9RA59lupZaF+gVnqxd+YO2m4FkF/TZTwVzlRwAyMwiEhIrwGov/dwt\ngOLHlWIFyHt/EQBQZqkPi8e/hPFJog2TmWFXoHTg8AtRKVLyg5nT34E88VLa98BYaN5fIwYIAv3W\nXzWmeQPEK7ySydGjd7jbFhbmkUzTalYSY7gwzZTe6bZbpq2f4KgYk7FD48wG3euPfuyjePN7Xk7n\nr09AjBHb8vef+O84/DSK973nHq8PnDp1Ct///oMAgJ956c/jD95LpaL+5iN/7dKWdpuufWmp5CaY\nsC3TfR58Wz6bBET6rGlekgjAe5YjIyOu+4Pjcumiq6p3dAdCht6QpK+83++9+114z/t/FwCwb/cU\nVluMsmu3AjGlnN71w2C5kc2G4BZln5rIuSn86rbtWsA//u6D+OznvgQA+LMP/1nAquSfOSyz6YqO\nAKBUWkI3JDnh5ubtRzNbZtO1UrflNqf8lSV2bZaN+UU6v0lNh6ysbfL5rdT18vsCQEkni78W05FX\nyBJMOnRsQxRdqlcVBFisvy6FKIA3CsPg5yEHUmxmEsQQ/dM//hNu3k85cxcW5tFiKQ6npqYgMJUx\nt0o5eBysAM2YAAAgAElEQVS4H7ZFfWChHZQmSj4lnhDjpRo1LK5SXuzBglc6LnFsCtPfoapgU/tI\nYKloWXf8vfXALTh9/E+o8cF3QggR6QG8sg/goIY2Y7/kjieMKrGxVV8np3k3Iss0QoQIESJE2CKu\n2zKttmzIbFYXVQHpMAvy2jJshaVnC3F/lQQJqRytRmrXam7Nyn6xpWHwV35RVQUKX43c+FrjASiD\nJMxpVL8TiMuUbW9V1i/0pRv5fBa57NYrscywjHVm23L9bwBlfQKAtj0I0/JW6q7/UlHXravp+kEP\nHcR5FhqTvfagG3fsT75/uDCOpVmqw7qwLEOZeBnbi+IVG28pbmiMJHnye43VNyzpeqgQrBv+cCZu\nGU3G97rfN5lfuOLzrZ++5AmB/KEw/WDaksuAcJ/p97//AH72LKXIzB8aQ6tFwrMvffHLbmjAPfc8\n07U6P/GJf0SCCTO2DwziDb/2W3TekgCFJ+tnojV/PGgYzp07hy9/hay6d73z3W7KQl1vuTUm/f4t\nLrwaH92BhMAZHQmOL4NQQg4XZQ0wEYeGYYgsHEzWYtjGcurpBvWnenkV40l6juO+iAndkKEm6fzG\nBRFNJ/yZ8njWbQO9RRvMVgejA17ox1yFmAdlPDyhvayovgLiwRCoGqsEVG7Sda3lQxV8uojJPfR8\nlxZlNOvXF3MbECmxGqrdyezdY6sadIOugbdQAEyp/HwdrLL+vomCTwDIJ5qS6X5P7aeMWJoUtNR5\nbOno9lFcmaMQun35NvQmf35T7m+azaabLjCdTvsylPX2KUNvQYyFv3OtBl2pJEuwSzTetMbrbnWm\nwcIUruyhNIxnL1Cc+MEDxwICxn0sze2pMx9H/ADFk8ZaKbSZeMesWyxWkqA7xKRWLW+8LFepT4eJ\nONfCpifTxUUasTmNx5E1w4OGcwavlkyT6pUuxWSdxR3JrQpkx4s57Qd3MA4Z/BOJ5FNS2gqgQZtT\nzjyRAgAsN0VkfX75Qp4GjiL6U9Td0LYeaw7AU2+2jD5JMXQV8AlCwu6V3FX5xrsG30s/8lMAgKJp\norJA1W7GcgYGM97AxVXAA5aBKzN/C4AKtqu7Xu224WpeP2KJfM82P4KUeNw9P0UBMov0khamvAfy\n5GWqVlRSCxuaOMPQ7tiwhaAK5Jajd+DhH9ELfcuhw/jOQ6Rs/z9ecC8eePBhAOSCyA/RpPP444/h\n7W//bQAkBPrudyll49OedgvOnqWYvgsXiEq/dOkyHn+chGy7p3bjze+gMlCtMgnM/vTP/wSVcsnd\n1zvfTglT9t50Mz796U8CAL7+jX/F8DBNQL/6eip5tWtiDMefOO0ea+4aDZI/fvBhfPSjH3Ov7cpp\nyu/78Q//N/Cu8MpfeAmefS/R1uVmG3/xJ1Qw+r3v/48AANFW3In1v/zxh9ztqjKAH3+X6O3Pfu5L\nSGapjxx++iH3eAk5jW2MUfvWV+7HV79OhZyzrJzcG1/3q+5k2rRMIE1jjax4CuKNQskHVUOGokLR\nPddUK7F2GbfhERN9FUGbgFyg8xD13hy4AGDrgC/BJACg4gAVg/r/sChAdzjlC4hMZNgyvMnHj3rd\nweguWqjszYdXmOFJGJaWrwW2+ylpye6lp7m4aCNQVM0VLvnz9QKAHjO87QlaEM8vfgl7JrwSifEE\nq/qz85cAkOhocoieWXZgwp1Y9+85hHPz32O/ehYMg34Xb8oQBGpTq9WQTjPhlO88+CQathhYCxHN\nGyFChAgRImwRm7ZMS0un6MOhl7jbxLQYMJ3DwC3UejzjCpAKYhIpgyyL2dqKG4fXj9p1HBOVGs+Y\n8dRbno7lJdSXZTEQZ8rRnn4C2OHxWjzBPBoLgNQb+hGGlLqCth2+WtwMuNWm6zYyKZ+1yVaO/mTr\nsiSgxjL1+C1TS0IgfRG/F36q2s1apWSANFkrK40FrBz/HwCA7TsPuZSvJCmY3ENiAcsycOUSWUCV\ndgZ2baHnGngpSA0iIK+XzN0TO5hmGwcPBkNyisUilHGi1kZgIMH6V7kUWzO7URi6mZB7nn4bvnP/\n/QAAu9PA975Dq+Dn3/0szM0vAwDOPvEYcqNkJczMXMaxW0mYdHl+Ad/9Hlmm737X27DKChd/4AN/\nDAD4v//8fXjZy34BAPDhv/6v+MTfUvLtt771LQCA+559HxaXia5885ve7FLJn/70J91z+vM/+xB+\n9EMSa7z1bWS5fvVfvoprSzMAgA996MP4pdeSuOx3fv93oGW8l+7r3yDL8F3vfQ/KZWIP3vmWd+Fz\nT7/TbcOtbw5Zi4F3rwcefNiljadnn8Qfvp9Sv/3FX30Q6Tw9099/9x9i2wALS4CIBx4kBuHzn/8C\n3vfh9wEAZo/PsvN/O7759a8BAMrXiq5AyfSlFPVna/Kju2B4Ny3cKlZhb1u/qPhTBTdpfheM8ipq\nHVZUhMWhUkUZek5SvAPVR/Pu6EO67Bm7FwCgTAXTwLpxpEy81motQ2NhOYri9XW9oQMD3u8GmCXn\np3bjXakm+XjTZoK17u83Q582W0FB4p5xEn7OXWKiyn2vxWKNwmiK57+Nyb2UjU/RsjgwRh3y0rm/\ngTP6y9Re8KzNWB+62Y/2Jgo5bHoy5akD/fNdqL8UgJCIwWkGb9yOehUZljigvlLCQo2oq317dgEi\n0ZMzC4tQmA8lsD9BdpWfHBulUv3qYD9N658kwibL9dAdb8pT8RkL0+hkaCCNyXJoLmGOtj0Iw/Q6\nsCKH+095ruG4GXxsNismXa/TvTFNGxVWGLpjmqiygcav9hUlGbUarwDkID3O6FWhFigUzu+Pn14N\npX6lAuypNwMArixfxXKTcmvu8S00uifWS+d6o+5jLPWdWLsMW+6NV/VfQzAtZW8+0IXyDMS0x6Fn\ncu3AXwA4c25jRdF5BRmu5r377qfjQx/6MNvWxBOPEt39f/6Hd+DJeXKFfP+RxyCzXMgHD+2DwFwU\nfj+/v7j9oUN0vT/1nJ922774Bc/D5z7/OQDwCmQnvP6Z8wXuff7zX8Bzn0uFmR955GHEJOqbpSJR\nwgsL82gwFe7w6BBe8fpX0fkYTaDt0Y2v+MXXAACGRgsYGi247a8yf+PoyMbp1Ye+9TCeex/5lvcd\n2O1uf/UrX+VO2iZsfOVrXwYA3HrrEVx65FTPfs4+eZFdr+YqdDeStrBVBHYkqW+nEMdlhfosn4gt\nswnF51c1GY2qNyWojFJcT7F7IyEYve8+p1lr9UV3WysWRzpO/SAnJVBkC+DJEIrX/Q2PZ71wDrkc\n9Ustz5SrkNFqUb/0GzNqUsX8LC16V6cG3cm0XC65k6nqS3gDwPWJOh02pq1TK70bzWbTnXAdn54C\ngEthN1o0vqQSB2GnSW1sArhwkRKp7Nl9yIuH33cXhFmqrmXG7oWQ9PzvYRO+f5J1r2EDiGjeCBEi\nRIgQYYvYtGXKM/uoiuDGlmb9saUApAytlhuiBEeilY9apZWvriQxf4nom3wui4MHKY7I7jRQZ/zi\n8FgWS5c8cQy36mRZDHEKBy0+L/7UOydRlN3tZH3eOIrYkYKCBr4a6tSvITHWnz6SJQE2y9hzohW0\n3ncyClLRHZid3gw01VY4py67NLmv8LTZRqnUK/SxLRO7d5OloBZEVFJ0nFgpDV4PUpZF19pdb3lJ\nCmx2veMZmA4pUs8c/yC27ySxiV/1LEmKmzzfD37/2mUJTX8SdRar208ZHZYkPp7urFvZMp/rbEqY\n5Ff15gtk8Xz7Ww9gaoquV9NSeMYxYm/e/4H3I8NiW+94+t3euUrhzEOOiWOEPt/3A7d0K9UqiswK\n1Zs6YhJdPadzVV+at9ERXzo/axWq41noqdFw6nE9hNU2LRZL7j0APPVvJh3sT9cYNQ4A8Wl6HvEO\nPetXv+q1bowtEljXpdQdpzrX8GWUCtf7hOInaZFyOIxiVUYG1lT8Wp02Sq4wqAaRpYDEQFfRCFa8\n/dT0o8jn6X46eR3zMbq2BGP62jXvHVDiiluIIZ/O4fQC0ahVQ3ct01azDIAsvHw+H4h15lZek8VN\n+9/Ydtt0rb3ueFROD4uxmGv1xmK70GTpBHkmJACwRZZPAB57ZacPoC5RXzt/+jPu+CJJCvbspjHo\n9PF/gDNJlK8U24ZutNtmQFDVHUO7Fq47NCad0lFCOEU2w6iknGqhw2g5h1WQv3B5GXsm6IFraRF2\nx+vdKTZg1+NAOs0GiEoVWfYyhil4FUUNlGfiSuDNpAbcCrSRIzBaFArhL2mWaIeXY+MDqSjJqCfZ\nUN/FVglMIl5q6agx+rcteC92Ruk32G28woFpOQB7kaqy1DeSKGyCDkuoQZ/pvG3b9PLHTrwFV0pE\nE10qn8ehcXr23cXluxGrfg6pne8CsI66W+5VgPP+0MmtH3SdkO3QYuIAEI/RvlPpNhIlekgVVuQ+\nny/gyJFbAQCf/NS/4Gde+TPu7wbyXj/gvtEP/8V/dreJ0tb6ptrlAuFhMHsOHMTkJCk2X/SiF0Pp\nWmDEpBsjG5e1GOr13hmN+zj9mJyccOlcAFAVGjMuXgy23T1FC7uBkQJe9Sqin/3hMDzcqB1fcRW5\nnYaJlEjXGKwSE07NWXrMTTbBKeKcmoLUpIV3K5FxJ1BZuT7FrmmI0Js0rGbym9uHYAgwfBM/V/xi\nnTAaALATpLlYLk4HEh1UajTJxVIG+OS3PTEAk40rrTbLnR7XXT+qGZdd3cT2HaN49AQpy+fLDibZ\n/OOY3iK/UChgdpZcG07HgdG1qKrVai51KokxSDLdn3hc6vGndiMmjGG1Qr5//2TKVb3daRI7LE2n\nc/cv4PyD/wwAgUX7zYdfiPOnPwsAaORfCEcjlwVfkFqWhVTKG183o82JaN4IESJEiBBhi9i0Zeqn\nqMKERyfSnoK11AImRLJELlym2LWdNw1Bi69NY1Wv1mGJXvq/9RIK+Gsd5tmqNYzafCpgqxMoVSj1\n1ojPMlWTWWS2kQURi8VcCoPDbFuwGkTNdGsO/AvQJYPHmFmosID3X9q3J5A0nVtiZytnr/s6YiVW\nYaEWfKa8nir/Gyb04fCsxC56O30THQM34cQMFdzNOWVXjBSGvQfvw/lTHwQAGOlboExsvOg6F+qY\ndT00qH+jSKXpmsfiJqzuJCK2gXuffS8AStTwkWeQ+8PuNFzL88iRW/Htb9GqevfUJJx1+vFGceTO\nffjYx/8LAGDXxC5XdPT23/oNvOGNFFN6/IknXHp15jJRYn/9sb+5IcdPyGncdsdRAMB73v4eAMDe\nPTfj/IXTbhuuE7vvRffi7//HPwAA/vQP/hjaNrKEZi8sws9m//LbiHp7x+vfiZkZShe4dyeJTx45\n8Qg++Jd/BgAo120YLNkHpQTcuDJUUjtwnTIJbqV3wKsQac2Nx5t2wy9cuhFot3S050lwFGcVhqRY\nfN0qNJXatYBlKjNVddWoIh6nq88gCZmJHLl4EQhX2Q7mPdrYbNYAdgcNM3gevCpMPC4hra4dnykw\ny9XpOOuKk0wLaDGR6k6f7i0dpypXpRWPKo7FYi7H1GwPI3E3KeJPPH4GB8ZYKlGfe+nCxR+ho1E/\n5iImIEg/D2zfeK1lwdlEXkdBEJzFBZLEl8QEdvh8pf5J1I+8E8zFyEukAcCEERzoLs0wOmMy4ZbD\nUmbjAfUjV1WmFbptdsv7zh8a8eijj9zwxA0cfmWubZvIlCkfr1+5WinOwtlHVeK7J1KAJtMSC7y3\nnf70TXY7BS8PJdP49jwpGg/lBpFimWwgx6FXiXKbmaFBM+AzrdXWDT42d0lINOi52DXbzaXrDxe6\n4ffSrAPnPgKA8vquBaNVxdkLpJaVJ14K+HLJ+inno0dvC/zu5MVH0R6miXWt8mr9FL35HA0uuXLJ\ny6zFv8vnoLLFwyOPncAz7qLnFBeXsVIkenlhsYJSiV7M5z7nmTB8i8+LF88BAPbvuQkmy7fKF4Wj\no6OQWXmtalPHKguD2c38soZpu20vXryI226jsIdMQkW1XnHPiYO/F9u3j6G4Qr+bWVrAxCTRfjO1\ny9iVJnr43JmLGN/tjVqclvVvV5UETObnP/mop7y9+RgNcLMXFwPKXe4nPf3wBWRZxrOxPVNYYpPF\nxO5g2ytPUtIArjbfsXuHqyqeqV0OqHg3m2M3HOv7qPtNrmaZVld6yDi6WZrXD2Nxdc2JM66pobSv\nWP02nrb/vp7txy+cw8AYhZXk24Ou73952TtHPs76xwsZcfzPz1IikNHto3j1fRTetVozMH74WW47\nnmRkPdrWD394zVqo6pRx7ehhL9f2cpEMmOWlA5DF3siPGppI7af30Hi8DOXCRwFQhiS/i+nSeSql\naQ7SgrR7Uj187DCSchKO46zbSSKaN0KECBEiRNgiNs1JdJpshe7Tdsyl1qdE/BYpRx1tV3R0aaaM\n+BCtMuMNB0zIh+pIB0vzvauXtI/eWSuG83rgt3Y6Jsv9KgVjLj3Bi0qJG4BA8gYA6JQoPReGdvUc\nwxDsNS3SMIyyBBeVhfPwVy4163wFu3WKqbvCi0fv9q67NhLj64/p7S5qLbN6uOtB0TI4fAvRqEuz\nX8fiZZZObs/rAN9KmItUuCCnoA6jssQq6uwMniuvXZrYREFwP0qlsutSOHjwIGpNSi2YLygQZWIc\nLCuLNEuXWVxdhcaUgWI8gf17iPqu1isobCNl7dQUWXYLC/PIJOm6VDWBsZ1kNVZYAoXCtlG37ejo\nqFttRjcaUJkFddttx5Bh8ajc8m02ve+Ht7ew0iDXi2U23c/ju0dcVW7ZuIqclerZvlReRDJJ95hb\no4BnxY7vHsFKveztg9Uw7W47PEaW7krjChqsDw/LI7jzTi85BAA8ee1s4Fz92EiO3RsBPwXM0Upk\neixSUTD71jntBx5bakBwBVCxnAprtdcy5QkcHHNzeWNFx1NLl6GjvEjvhcno2X4JDEy0Mbqd5X5u\n6FitkfU6kFYC79tmLFKOblqZx3zanY57XgAgxnpzVXMqe/7yHIZY8o9m2wkUB3ehyhBueisA4Nyp\njwQqzvAkD0uzPwIAXKvMQdrxPPo+LvfkLF4Lmx59qykaVNOmjYU2vWhiyQZCWN70NQO2Sh0lxoxg\nqSZBLdDn1ZSB+XNEg3XqZkCRKTMfXrUQc4s9l0sxDI+xGz7j3TVOQRaLRXcgzWazAXo4DIahhyZw\nCITRXCe9KUkKLGdtv60o0L43O6l2w3DoMYZNeH44jukLdfHhBLD2ndp4cozu8+jxn/rQOv19+rD7\nFe42t9j4uQdCQ2qGx49ggKmQr8z8AyoifWcNHsXVq3Q/eR/I5XKoXOXLjuBEXq/RoFTq2K5qt93p\n8hc31mZ2/H55QyD3R75wN/IFmjS//MUnAu0PHWBhYO2mG9AlxyVMT1MAOp8gt28fw/knyf84OjKI\nJVb0nX8PwP1NPpsMuBH4xLqwMAd5Z3Bx58eiuRyYmMo6LVDKXXEnodslmiQBoOzvOH1CVjbUll1C\nVdfBNbwLq8uB34eBX0MZ11/4+3qhNavgFR0362P1g4fDyD4Vst0Mp3gFFt7UbvRO7gBQNcJzWzsd\nb4xx4jUoKo3d/uGNq3m7sX8vLfwef/w4qsxwGUgrbgITwFO9+pM3hKHdNl3/qmVZAf8kn9DJ7+pN\nYo5D/X65+FjAHwwAqcI0skO307GXbMDqPb6qCnCtv4PvxNkzH6fr2nPILTI+PE7KfMw+jmtz36Dj\nbrtnzWvpRkTzRogQIUKECFvEdfOCpYq3imq1qkhbtDKTBmOuItSGRxvaOlmXkiq5cZXOgu1WijHl\n8ALV/tRvAGA0afUio9eeX11edK2S0dFRtxoHEJ5j9kYlcOhOKQgASiKHxVUWWJw94FJ8HGlJRnqw\nNx9vtWGixQKwbUeHxVd6yc1VMPCDr/4kyXFpx83+9qkQc8XS23u2lSpEkToH34WFJuVzvnb6Mxga\nIZFKtjDupQkLqIGXsVwlUYKlEy0ki4Lb/wQIGDCo76wqHVepWyrHIIvUl9qd4NrStJnFrwnrhvAa\nrd5XaWZpyPd5EV/+Jglufu+t3nkb9WtIV06w86b7YVhL2BknF4Fz8XvYsfO5gf12rBaGt/WKLvxY\nKzb3fxeowsaTaVhmE5ZI1kcw5vQng/WUwPUy0NDpmbRbQJwZXvm8FZocQkzEITEqlwuRpFjcKzZu\nmwEBElf89kNC21jaTIAs1JjIC3WLGMpRP26ZTcyX6X2a3AY0apyZGXNLtk1PT4eqgv1WJxcddTqd\nDVVm4VVeupXKLjoszaa6jHUMYwiC4pZmO3vm49gzQVYvTwM7PH4r1FWKmZ1deQDAsdD9hGHTk6ld\n5z/poMnUdh0Int9yee2HquuGe8GGobuDtCybgdqUHPGLDtq76cFmcm03hCOMGq81vBGPh0cANz7r\nUTe6syABRPPWFkmxiUIVbRamEI9RZ+wOl+E+glKp7GV7cXT8YIEG1eVLV3BrgjppIR6DaXqTs23T\nc+hHqW62lNBPCmH3TTCL3j9MtWvd9HYsVkk1unD8SxifJNUufwE43BJwM19wt5mnSWktN16K1SMe\n7TkyRJzjDjWHi6vhbyCnfeOpBKzWOgO0s3bpOD/mv/UfkWE5e3ODU1ASwfMOeGm0DLBCFLLN/poT\nP4X1FKiqqriFDfhCrlKvQdfpmlIZET+Z4LHNodXyzoovjJ1VB4K6vuKWU9I5pP5dJlQOzZcEYmmR\nxrJyuWuoZZR3uSwhl2OZ30Y8l5OkJtHpyu4myDGYZbJE/BOpFIu7CR4yqztCMwYpSnAM4PWOW6xf\nd0+AcZYjOx6Xkc7Tb/WWAcMXPSF0gokbAGDm0kUkEhsbb2KxWN9k+GFohbiaAtdlCOAJO2JtQLNp\nn61WC61Wb41Sde8bcP7SpwEAvAJyMjOMLKupe8sAYNvr53/miGjeCBEiRIgQYYvYtGUqpmgV1ShW\nobEyX5ullMIqsQuC7ObT9acCNC0HUonm/GZSgJCglUIcvcfsTi2YTmruPm40uCVu2yZk9Xa2NbiS\ntEun3eObXUkkVFUJUHXcSh3aloVp0WrNrwfICiLifWKCu1Wya53rem37gT+b6/19GGJOr2Uq5ojG\nIaGUT7EiMBHSxFtwaZXSE6rVC4HY3jD4VcBXv8byRL/gze73VqaMnE1ipMa18LVlMynAmVu76HyM\n5SJutkoBiyAMYTmJN4PY9L+gto1iBhPaztA2mZSKap3OmVumzbruvgtSOo11k9w+BfDnzQ2r+mIq\nvSxBysijoYbb0d15eAGyUCWbtqdE8SdupXKat14OsUhD4G/DrVNLbwToXYDSCxqLvZWWBDkGk6Uc\ntBODWK0Qi+Pvh5nkAIpNahNP5KCyPL2C0Ps+N5vNUEtR1RTU6lwwNAwxJG/4ZhCPS6GVZUzdgGX3\nWsxCbC+6kUkOoNUi9k53snDH4DYw3KT5ZUnVEXKZFOe677UAgHOzlExmd1t3LVP64gu9P+yDTU+m\njTmarERRvi6/zFpJBNYbqBXZBk8JKTLapzuUY/4K8d17b7rZDSm4dGlm0+cJBJMW8BAZgEqq+bP9\niDmS7TeqSwHqUVvHz8lpuHbHu+5MUoEGXjOwjHt2E6c/lEzjzEVScKITruTjk6bpy04iSY47AeRy\neeiMHtKNjS0w+MJH0zbna5VlXg6ufw5eQ+ADpDch2GXye6a23+H2L1k2gvthGZVMZxLHT/w3AIAi\nZTG5axd9DjnX4fEj4E/m0U+8F/mX/x4dRyhgXKZFTTleD61zujQvI2f21n71I58hDerVa1/C1MSd\noW2uB5Zl9OQxliQF5ZPfBAAkbn996O80VcG1lUpgmyjJbj5mqSYhZD0aPI6c2FCZs81gvf0JqtCj\nbt69ex+emP+h+z2Hks+FZriqLTZ9Kl+44+uNSfCwPiydxsjllWH0JI9dA+0W3EnRD8GnbO2XyMFP\n+xpGref7bHoUMxfI7TSQyMGO8/a996RfvdGxsR2u4ne1ZiCd7F3IiH1CbPx1Qbmat9PpwLLos9E2\ng35VtXffzRjQMmgByEuxZdOjmFk9DwBIacfCfaaCim5Dhx+fQx1/NQBgdu4b2B2nDFzdbqT1ENG8\nESJEiBAhwhaxacuUWz2bFbVwmrBbTeq3pmLw0tj5rd52nVZDYl6DI9CKRUwHVcIcYSIkv9DJD7/l\n2S/e1P3dGmpWO0Z0imVd7NumGyTE6qVJMsk1ckEygZZhCND1XtqVW8vDw0PIZXut/DraUJkQy+5s\nLbZ1PaxlkbpQiOblBd/9FpjQNgF5bdNJEGTIN78FAGA7JuauUDWIqcneouJ+HH3GK3D+G38HABAP\nvRwYpud3+w4Nx1l1GH9ZtkZbxPAt1MZ4klbGiqK6QjFVFVEqkRUoPH4S8TZR0m9/oYgvPuKxCL9y\nF0tQcuFhlK7Nudu5qtnJEnULqwItT7Rxq3QltNJOo3QJm0UmpQY+r6yT7U4rZDDcJnZnKV5CrMxi\nTvWnlh5etqmizBTIMk0kkhhk8cSt9jIazKoySmV0QmjebnhU8E8mDnW1TH3FtDaXEKRhSG4yBqvT\n9uhdpuA1y013m6BqXqypKINbXnFNRbMabv3zxA2dVgwrrFqMxix4wwiTdBJazOodH9uJxx+ntJ5L\nbQM3i9Qf/fH96XQGy8vLPfsIU/MC4S6/bvAY1tH8MZgmMRSarwh6VaeEKYX03eD3gauRNwtn+Nk4\nXSJ2cyJWx1By4/ZmZJlGiBAhQoQIW8SNKXGwBrjlmc3SKsbsWg1zy89vObZa1dB6pLGSACXPVnsh\n2Wkcx3R9m03LdCurZLNZlEq0WnIs8nkCXZbnFkJnnAQV+dMXVgPZeuQMreoNnwXsR1jGonPTs65w\nClCxPEOr9GVQQXYAsOMKCjm6n9lN+IE6TgO5LFmDuez6vytXHKyWwv2zHDycyY8NZ0uS1o6V9Pa3\nvpVrmja0zsaDPbgIaGnm62jWSdSRmLoPdzCL/oTcxvw1TxVxcYb6x0058oepjicgayx8F/FzX6f9\nrmu5bC8AACAASURBVJG0f7pFCdw7u14LbbLXr+tfpUuspMrO3c/A6vEPAyC/L0cqFV5YYi1oqhKI\nd86xuMyUlIAUp2u12m3M1ek8Y+U6VhyewUwAwK2HjVumjk/T4BjescVsf7OY+0VPnqTk6YcOHXH9\npydP1oCsx6psxKf7k86S1KzzsWtrxcX9vlIAcPQWBJnF2ecScPTe4Ge5kIO+svGxLD3EQhPL3nja\nXbSbYyg3hBa7l8Wil/Wu1SqB/6NpaqiVya1L29JDU/75fap2p4MOS4HZ6XRcP22xCEzs6f0th6aG\nM1mqClTKdK86tuP6Sp2O416r33JODZHQaV6vIjexO2SP4dh8CbY1SnB1wzB0d8IwzY2LlfyJFQBA\naLGX0JcPmOf6da4FK5sk0vTb+ekL2HvTzQCAXRNjqFSIhlPSNz7elFPS1XoFfpd1UmMnrDhQ4sEX\nI5fL9CRyAIDLc9cwMEA0UVi1GQAQYtdHs2WFoHq2DqLsU33qICmiA0liRYQZTS+qXYMRC6iWNe9l\n6Me8xdPe9bSXJPBfdNq9NO/1wDJ7xRl+CtnK06JHKq243w+PH8HS7CMAgIZVRurmFwAAbtFiaLKq\nMX7K96JJiTZ2dK6h9M9UvPzgkZ/GYIhCd9UILpZ2H6GqF9OXv4t6kcXKJrzEFfxed4NXgvH3LZEt\nHJZWKrCZ+rtbtc4XOhWmwMymgoPcmLwLQLA/leHdQ6Jzw/ua0yX8cwwFaTDqUEsjn2WB9AOZQMw3\nR7FYxJMLZ+ha+kysdYXiJRcW5rF9Owm8Dh06godOPrjm7/rBMpsutc2p3xs9uc5Ut22a3uWQJdGd\nLCXTo3e5oAkAo3ThxpsC7J1kTcxyE+1GbzIYwEspGNM6GNaoTzjV3mfTDZ4icPvACHQWZ+ovx9as\ne4sbVdUwOkpteJk3PyoVFWa518XUbluIs/FOjMWg9JkYl4szAEh4xJGWScB4eW7ZnXg7nQ7OnLvs\ntuET6HruyWa7iWs1WkzqSwYuX15Ys70fEc0bIUKECBEibBFPCc3LV8SKYAFCap3WG4dUk9DJB62P\n+JAGYblXyu0XIsUk7SmrbeqH1Q5STmlWtaNUWg3U4FwLo8MFrK7Sinx0JLjCvF6LtB+4RVpHG3WH\nMg9pUFwLVkuL2L2b7KGFBbKOtImgaEq1WIJrKVyyr0FBi8WLar7uVlonrEpKVCDFaBWp+lKl6brt\nWmJ+GAbQ7PTK8sOs3UsXHsT2MapYo2gZlz5dmn0MCycoyXV+1324I0trzVNVHVdsOgfj+FcBAMn4\nI9j7jFd079rdPwBchAZgX8/3UxN3ojlEz/jsua8go1Lhc3/4Ebcyy+VqT78CgKEh4rtWmssYHg/n\nvnhWLd6fui3TMHC6t2e7nIDRoP3tzx1AYefmaWY/CoUC7ipQWsVHTz2CdsZzJ3Cr0WJ5R2cbTyLX\npD6ZSCRxeDclJX9i/ocbyozkh6OSFcN7a7m5ijRLWxjTth6P2l4n7eRaiMdMZFXqcxUADVbvlYuO\nrE4baHjvmVs0XE3CALM09RZu2ftzrIVXrB0ITykYFiLTr4IMAOSzxJpVG/0zIa2u8MIEvcdT+phv\na9U1bfuKiWvxgZ7vUzk638py+H7abRM6mw/mqnNo1GkcbbX0vsn9rwdPyWTKaYHNxiauByvdS7Z3\n8g45FLugKGogXm3yJuLBzz5x4oZOrIFY1HiwpJiSYFXpF6ahdE2m/TqsHJfcgdRsW32p3huJFOKw\nLBpoW1INfk+mwqiakQF6lqXFCpIjtM2xZOhSuH+Fo+VLvOBY3gQqDcZgniZloDL+THf7wHai5otz\n0xDHiZZVRMUtHZbtszYzrsxBXMcHy+ndYE5fD8PjR6AWyUd97aE/g7T/N6l9vIPkox8AAOSHSSk8\nMnJv4LecTn7iR1/A7O3vAwCYcysASHUbywbpRB5Qf/TwHThxmoovq+JLAQSToJiWA3H8JQCARnUe\nAMW/8Ri42eMfRUuhIvTa8K2BY/C+4/anTg0tgQYVzdEgx7zJ1emwvLbxDnakWE5iU3YTP+hVAznm\nluDKzW7whCnlctktPm1bJkRfV2ex+BjbOeHSv0cP3oYfnv4xfZGuQyvwcYP+1hYXcfzi4wCAuw7d\n7f5uUBzHCq6EnstG0RYHUHSoDwulmjtB8Ulto6iZNIg3jK29r4/PUlm6XM7CaIoZJXFaaJSrwThT\nN7bUF5ua00eRGiP1t2EFJ9PtQ/sBAGeqabRYLLvG3s+sT+kcj0t90/yNjtD5lWplNG16sN3JG1il\nQAyPoAei4osTFvgSoL+fNhaLucpcMRZDzeTP21ukXpmlTlUt3tiJMpFIYHwsPClKGCKaN0KECBEi\nRNgibpjZw1W76aQGR92a5Ucxn94+ZKZsbPsKjPOE93bN7hs9xkVHAFxl72atUn+h8PViUXUlqHx1\nKcbGOQDPxEYxOkwr/9XVUoDq5dbDjaZ7ASAX5/RIAnHRM/XbNh1fSzP6qaGCVybXs2srfQFAtdLI\niix2VgSMOK0idWkGjtafltX1C5BsVv9TAIw29a+OZaBYPd/zu2argJi88Soj/cDV2NnCOKYv/TOd\nUzaNAyEqXW6NrqwsYtEkS/PyHX/pfq/XL7ifRaGAE6e/BQC45eb7Avvh/584/TlqK/40FMGzsu0M\nWcOzJ78EAIFzOXD4hViaISXx/MnPQBylKhcDe18cymqoCqPJmg4qLbIGmnUdRtuzbjjTIstiwErO\n5z2LlBeGLpXor6qKrhDFL4QaLqhu3/GjXLwMXSfTpVAo4I6bKSXnQycfREtmaUWZharkczBYWv6T\nJx/DoUNEy09N7cG1k5StZiNiJElOIMwZ4TDBkDqQRoeJY8q+4tu5zPqiy1V941VZuiFLdH/8Vm25\nLGEiQdRrmdXeFeRloNV7Bf7sR6OjnjCnZdQD8ZgccwtNxJh1X2ZTQLZLaGbz7EC+S2/FdIyxGrkX\nH/Ri6tNa8P7w8PmZGXIvWJYAx2Hxs76+YYoxN1a72wLmlnG93kCDMR6VUhlmk4RoT/6YKoK1rBi8\nog+zPdcaBk4Fa5rqUui8ALqfJnYcA4cOHd3QPoEtTqZ5FkZQqjjYtYuCzP0U0PknT7u+y81MYt1q\nXjvPX8beabM7nSCfeAl0zOnpC660fvKmvTj7xImec/IXCncYm9yBgFRK8bVdp8xR4TCMFg0u/pR2\nirk5KipQTabDSqCFKOOeKvAJNAwjIxouzbAcn0ps3bynUjwO+JoIOlEvWlxBpc9vAODQC56HcpV8\nLw5W3SpBuW2jyG7zdK3CKqs0lGzAktamZHjh8dlLj7rbcjuOIsHqq3WnD1sr+YPRquLUY/8KAPjO\nw+/B7l+kYyeMCgbY4HK8XHLbq6kcFuRfBwBce+SjuOtmUvb686fySfXUue/Asansmr8SUGM30bnT\nl+4PnBv3+frPfvniF8EeE+wCJYNYWDBhmnRO/olSloTApKmEiKoNQw+82zMzRF/vm/JCwfyqTvd3\nthCSsA5QE6q7D1VVXOr28O5b3dSBHFohA+TJZVLXS+5EXigUMKTRVfvpXu4XBYC4ver6eoEmBOaH\n5X7ZtjgAJU59yG4Gw1EMNikst0QIOt3MvJp2faudVgx1gSa3rfpKAcC0gsPx8QXady7HwqScOEoh\nafEAwK7SQ0uMe5PB+Us/xNP2ews33tfE1ctAovcdl93Dy2iG+OkBYGKSnvfVpT0wRaaIRi3wTPh+\nTItPlN7vlawAh/UvUYzDtuka569cweochajVSz71cg9owaxJ4eOOf6JMpmghUcgX+qp5ORUc5mvd\nbB7yiOaNECFChAgRtgjB6VOJJLSxIDgPP0xCAb9V5zhtCAItPwxDR4olHdg9NQlJ6l2XLiyQkGJx\ncREyo+YEIe5Sxf59a5qC1rgnPBJmWMDtBgoWxJmVWm+0cPTobT3HL5XWDvKnOFnv/DaCwvzfAwgG\n2F84fT+2Pft9AABZ2nicLgAsLBLlOrANUJWtJ+quMxsvBQllh65fhwmVZT3PdcWirgXddLDE0ugp\nQ+E0m1rxVoJqQkU5TtejVYYgVshCHIr1Psz2nv7q5/iFjcd+cZw9/q8Yf+Gfuv+bJvWNq4slTOzg\nNLSJxfv/GABgty3s8cWOdhSyys6cJ3pp9x2vcb+7IOh46H7qsxd/nMPT7/o2AKA8PwuV1YU8evtt\nOCvQvXAcB+kY9eN8dRoDY08CAHYMH3L3abTovp45Y0BwyNJKpkIEfY052POkQD5w1/Mhlld62/ib\nV0khenXuLBoCXZM89hwgGV59h7+T/vfn1KlTyGdpJZ9JezSi0aT4PEvQsbJK9yOTiKMwuHafX7rW\nQblc6TkOFzSduXIGDsiiFvIDMGepv9x17C637cMPPwRhXGHHDxc+Sk4VaiFogejFJmwjfBzoqOOh\n22N6L5242CCBo9nZXIxpKtZBPUSF7occI5vn5rGr0NXea2sV6zg27BWx/tFZ6k+1xr/insO39rQ/\nfvqbuBJ7Y2DbzpiOZMcbZ2u13vSvakxBPknjwzcf+hZyOfo8tXunWzjj4MGD7nPTW16cZ4sZeT9+\nbBorlxZDrzPD6hHncjlsGyB3RMeyMTZGVnQmncLllY8DAPb4iknMzND+LCMoAPWjWWfVxFJeXG27\nbbqJ9jk0n+LZbBk4cuwoRFGE4zjrmqmbpnkNgynMFDV08lMUFdu20U0urayiygLGR7dTx0wkkm4A\n9vbtYygWybRfWLgCq2327M8/kQbPI7wkVtxH85psf7tYNREAKBZXMXeFXobQwcmH61H9lkr0YId9\n72E6tbFMPxymRdSH3jKgMc7k6uIKJie2PpmmfI+cT5xlp4xtMuepWrDaoyG/7IUqC1AcukfOkgNh\nmM5bbafB2DS0/GUckiqwxF6Y7UOIa6zzLz/sNuF+yAce/RdkMlPudnGa8m8e2H4I8XVU4maBlH6x\nxgpMVrR7221vBVixYIimu6jJZxNYWv7/2XvPKEmy6zzwi8yw6bNsluku03a6e7oHM3ADYkCAGACE\nEwFiD7VckkcSFhSXe87qiORKAkVieXQEcClSJHfpRBIQKAJLgGZBEY6EABAYGGJgZnp6Znqmfbku\nb9JnRkZEZsb+uO+9eJEZ1V013dDZH3n/VFVWZJgXz93vfve7tACNj46g8Lp/R+doe9hghaqnps8I\nCOfYyCsBAMtbG/BnmWoKgFc/HsScdlYZDK4AajpYSE4z1uhVJY0an0Azx+Cv0UKRsqjv5DIFGBYr\nHj60hbZzh+dNTsOb+XEAgFp4BGAMys0nPgRdo7vOSSWlkhk64PiZgmjrvfUvo7ZKi1krdQbKGMX3\nY5opNpOyOU4LiLFNV4zB7IoLsM2eCguzMweHyMbH4gDjkF+8+LRYUDn0+8ipl6Pdpv65vbkJO9cP\ndSZyGTRLtMlSpQp4vQury8IMcs1nedFUu/TufLcqFk1Fz6DNnlftlu+o8MsXPuBgC+v4kSKyLO2n\nshcLLaz5PM19mXgQLqixcm1r2xrmZqkdErVECONftekOY+Vg/NzN3JYHxaFGUeIK4kr/e291HHhe\n0PZb67R5mpqaDikY8fdWX2NwbbeEL32PHJh2K5jPVVPF5NikOEfUgtesN1CqsNCQacCMiAGrJo3f\n6t7+8HCHxWyb9QaUOGMHKwpUldrTc/pj0R0cLlVqAPMObGADG9jABnaPdmjPlLvijXp1X89ud5d2\nd5auosIqGNgtYmC6bkd4ikNDwxgaGha/c1tfXUSRwT6eGwvJUnF4N8qLBQCPscU0VRHQrHzupaUl\nJBgMLcPTL9UcpyXuBQDM/CN9x2RHj2FhcwkAoKs5cZ++H+yG/LZUBFcNdoX8/nzPQMulZzPvMxlp\nzE2iyzzTWH0ELAUNuuPBNfZvn7Jrw2eEiFYrhrwXQLqyR2oxdnd53cbZswFxplUnKEneAy9dfxIA\n8Oo3/6L4bO25v8bEKGlkmj1e6dVniQSkHnkIbpZgv3NjAeR1/QUqlDwzPYZGnPpl3S9iHHQ+P2Gj\nq1MfXbrtQGeswlTSwnhhru+Zk2mCRs+kh/D0NfKozWMp0Udf+erbuPjpgOWs5Qn+k/vaEcXGbUbL\nqXXiQIbu9/Y6VbLJZYIEvfFCCtdepGfgcG+vJZL9iEX89D+Bu/4N1kYkNJHPF5AdJW/FtDKCOS3X\nem3ZVazfJijNbicw9bqfF+fk4ZFU0hI60ZU2e89qRTA/DxMq4DY2GjzD9WuUH5lKk7c6OTklwkWT\n0/3vBADOHD+LRo0QlVqzjSarqNLqygXmFdglFibisDHyaMQIVVCSaWQiEFffrSKOKvtetCXihLA1\nO8OYOkL9yW3GUdkjf6UXyuVeZbrbRdok8s7oFFBq0vHVTh4z6XAh8JaZgR5j4YG8AkOnu5mbC4pm\nF4tFaBarlpUqwG6R92iZgbeXTKaQ8jqh+2qYCeS1YF7hnqbnuUhaTFe97aPhB+N6fYv6w8N4OGD/\nSrZUojZ+7rnl0OfjjEA4MT0hPEMAUOOquGZUcXLb9ZHPTvV9bujUN2SPtteivF7ZZM/UYZrHZ86c\n2fd8UfYSYF5qzDtBpJ4QHWj2xRwNQ8PGBsFZS0tLKLAkYA79AjRgJlkIZ3NrG2sKlauyqsZdiyhl\nEnSdcqWGB84FjcEngn5B/YMtpr2LJjdV00Nt4a7zeMCYdIyB7tp3AQDe1JvE5/JCruyjPMPNsCy0\nmtT2pn5/ixy7hgZwaPcu8rh1tIVakil1eNPsorhCnTBxrA2fzUoJNwGH6TKfPRtW6oltE6saESpF\nvq9j/XkSMxjxXSQzM33H3HzxCeB1PwYASKamkaqFy9cVi3tBPBRAskOTfBLBZG/CBCyacGMzDsCS\n2Bt2E6oaTNw8DsQtkUjikVO0CD69fVHE4pafWhRxUs80gXGK96w5DUwb1HuT3TaOxKitVnxTQL75\n5g8CAMrVTbGgWmYSavo5utduNLtY3pTx+7QsAzj2OACgO0bxpb3KBnZYPzTrF5Gdpo3faEaKa1sZ\nzJ94rfi76xG83m0AlWXa6IydPAM7Rn1xh6UWJGxpktJ8NJj6UlJTkdPuvvlTFBpbBPny/k2fra2+\niFaLzmElMhgbow1NLx+Db3SSaUAef4cxEe9rOWixSbVl2yJFrtVyUGMbxXiqAbASXdkMPa/ScbF2\nm/pCMuNCy7AZK0Bqkc+3ke1Gc9nzCYKG8wgWUjlOyhfQ8VEPrVsUNrBOB3PHysoyhplIfGxsAl2f\nl/oL3k82PYrNCtvwdVi5OGgAAkoyX8ya9QZcaZzbLO/F0i04LWoTXVUAxoK2O57govQuogBw7ty5\nUBzWtpvieorKxWB8RMmFF+0VTEaIeDluP5Xa81w6DwBf6UJjToG8UJtxA1aKxh5PKZKZ5Ye1Acw7\nsIENbGADG9g92qE908OQcvx2BzFt/+MNwxS7mM3NTcECzuRGUBinnWVhfAxDDgWdr29fvyss6zK4\nIZnJhnauUaQj07RCRCb++0E8UNlMJjhpmSZaBYIPW3ZVQJKqaqBdvg4AiEue6WHMa/totf777n22\n9UYkrpVzaXtYKoWJIFaKdpb2sgHFot3i1MRMaKfHCWfLX/sNXHjgfN+5YyzHdvvy5zHCvAGZQAMw\njxSAf/6NMFLUT0rLCk6fDsvclYrbGB8dueMzmloObYVBVMzjBgC35oWcm6tXr4a+d+7sA9AN8kAu\nDD2AZ28RFLu3Fpxj+sg0YhrtfOtKChWbiBJZ00CyS55MOt4RnmmJEa5i618LQb3T4+QhLzMWc/IO\nOs+8SlPV9gTJqsUECBRkRf8r11+FTofQmvUrTyGtkqcyPn5ckJQABOzg8hOYMemY9W/9Hioxuk7q\n5Dvp/9kw/Nrk+ZotG/I0w73Usndw7zUXKjPo4rnnCAbuZf4uLi4BIK/cZNePxTWkE3R9w7Iiswtk\n4331IN6J3fGwvkjhq3KDPNpMvoTcERof5YqKUil4dk4oGh/1sE+6aKSZLQZZSx6q4yqYGwsIRjzP\ns5UdherQvbjb63AZrClHAlKJAtqLjBGfYp5ppyu8RL8TDHpO3Imy7BCde3H5NsbGaLDYlRq++ZWv\nhI5TTRVvfv3r6Y+YDuiBpzsR68fVTamalvweOu0m2uhn/k8XiAVvTO+fF/7fw76vwq9e966ooTDD\nMAU93mv7WF+jJOyHH35ETFrnzj2EF1gMbD+iHI/R9lL5I94ZFEVDm2Vbd7uuEIuIWjQVA1CZEkpS\nU8VEAAC7Cl/kOogP0aSS230qFN8zGZPzMAWfTCMGJcZg63IFhYn8Xb5xf02VihTE4/QslqrCcalD\nJ0wHzZaEXzG0Udd0nDzWT8lfWLiJHEupMNw1AP2LKZV2AoacHeQiYpYLN74J/zwloqvjs+JzRdH6\nJkr9DoLdOoshxeIK4LNF2IGAsPczvpm8/MIVnD9PYQRVtbD5IsH7pmbg1AMUwzp+4iQaMTre832U\nGkwsf/u2OM90xxYpM3xR9Zs/gIZN7Zq08mJhvZ34MruLHw/dkyup9fA2aFRvQx+i/sLb3LbDE1E3\n8wC1ReYB2Iylubj9DZirTwAAjr72n0MvXhfH8/4sw8DbaxQ3rj7/KewdZWXl5h+D49AAdZQYSqGS\nZEztx2ujxMZNM64hh2jWfpRFbeh1PSbg7nQiG6qH7DNB4GqlhJZN76njMbEFPwa/2795lkUsTCMu\nSp/lcjkxwVtxDceO98fV+MJm5gyUEaTdVJr0jP6KDZsxRfW0hrh1Z9bvtE7HFls21pr0+7w2HxLR\n+O4yCZw09BS4uMy5eQWVCikV5fPBBskyk1DVS+yvYAHqTQsBAAVKSKeXp0SNZEzY4xSLGxoawkMP\nUSrgZ//mM6hWafE3VLqP9/zoj75k6FQ2160i1h9KPbQJDelmE2gxLd86U2brOFAYH+BMxLu9kw1g\n3oENbGADG9jA7tEOz+ZNBDArh1Q7HV+Qjl6qGTEHjiZLmtGu5uLFp3HqBHkoyfSQYINubhFLbX3t\ndminOimp/MukEe519jJ4uRdq21WYmf0habUTwFANry1gLMcJ7/Y7zDN1lr8ISPCkyoqDc6qIpkbD\nWq7nSgxeG75GnvPMbP6+s3j3NYPaJNlqYWmFkQj8oC0583jqyAQA8n6KlQ0MZSmI38u45OzMSUln\nWE9ElwPjO+ixHq904cY3AQCdB34w5JFysQkrH5CKOJScH4r25JVYnDxSAL/6od/A+376fwYA5EbS\nqDvkVeSNcMmLQJeZ+ohhmAJu1PU41lnZqXMnzmL6COUt/t7v/j4WVkif9+3v+Qk88ihVq7kBC3Ns\n5HltH0eUgIwEAErmFBaWidn74OnHxT0UxqhNyjsVKLhz7rLttpGP8XuW2PDMe1N72JI8HDNy/jGs\nrVOeqTn2CMCY0df/7hcxMUzvT4aB+XsaK8xhmsk1Vp76E8RWCf6MPfrjaI/0M9zvxWTCFTdVtYSH\nblnReJiuatDTdw4ThXSvt2mOgeS4+puruNUkT7KrZTF1hMa47HnJHqP8+X7gPPdky6UiWiy0ASWY\nV9ZA58vlh/Dy8f6KPZevXmceadhUs4zyLtfQDffnnMUIbi0aK4VsBqZFY0j2vvez7d0ysEvoycbq\nBtYnKWSwtbslPNIfeIzY9ZsbG+J7vgeqfM6MVxGKxYPfZW3nfD4HsLE3XOgnNMm2ufNF1IrT4hzc\no+52OnAZEmGaZiRTWDbfeWlr2aEX0yFfgvWYX7uJzD0vplbaRJedTz6XYZi4doM0PHO5IubniREq\nx1Q59Os4LfE5EMS5DhLnjcV0dFvU4FFxWQ8+lBrBcGr67sm8pdJmSLhh4hgxNa+xCUdLB5Ohpasw\nLa4pGUwE3w9B+4MYL+v4xPeu4gMf+AAA4MKFAJLtsAT6X/7FX0IyS2lHpwuFEMzaqNEEsby1gaMF\neie6mRTasNOvei86DDrudFiKjLsilKM6xhA6SYp3xhu7SL+CFrx2MgBTVCUlGLqpyWChdhntv1EJ\nIDbTSiCRpDbW9KA/PPmdf8BP/tT/BADwnSFYFbrX3FDQj5rNBjLsfdWZ1jRnoQNAsbiDRx8lofbJ\nySP46lefAADcun0bv/JL/wdd37RQY0nxC6ujSE9RGEOOnyoKLXq1Thy5JrW33WqItIbRIYqRrS2t\nQokQZGm3bfEOMrkRKAptgDpef392HFdsEEzTEn2+3bZQKAR9k29a3SP/GIvr9Fzm6hNCiISXzFNV\nQ8DA5tGXifdY3lvA7hUS+EfhFMy5HwYANOIaarvUR9RYDIusRm3LVtDtUr+v1+ld+10Hf//tiDH3\nN7fxq79MMdsnn3wSi4u0cCwuLol0LNMyMT1Fm7yRkdyhFciirJDgfbCG9XVSG7pZo3GbUnzkTJqs\nhzJJtFgpulx+SMQCexcqvvjuV9ouyprNBr5+bQkA+hbSc2MsDAMN0dpOwCNn/scDX4tbsVhEq8lC\ncVIqyTPPXhIhOgAwEvT880wP/dKlZ8ILWMSrrJWqGM4H/Y7Hbz3Phd0lha/hwivveH+m5WHPY5sQ\nRQ+uqZGSEtAvqN9rzXpDMH8Biosf1AYw78AGNrCBDWxg92j3hYBkmj46EgzKd+9tL9j9BiXL+gUJ\nAKBc2d+z5Z6lbTu4fJkC56dPn6IHUK2QEAC3za3tSI/UdTswIoQIDMOEzbzGTJrutdfbVpn8WtNM\n4wiT/NvzA/JA07T6YF9u8S4Ra46kadedLByPPO7/D2ZLvJ2jMwRj/c7v/DYAwLFtOB4Tj5BK7W1v\nF8Xf337m2zj+IJFwZmYKcFjd3+rOFuINgj3rXgq725TDePwBepcZ6xxcVn4rHs+gskuwzqXFGh48\nR8eMW4FHuHH7NvwE3Uu1tojlmwQnjR9l3mVuWHipcS2OxWVidG+sbuDsudPiPI0q21WPDqEwQt7V\n0voGtlbIKxueyGFklBLNR5gDXC6XsLUVlKorMaju5ImTeOYZ0hw+UhgTx5w6dRLLZeobC98bL6Ux\nlAAAIABJREFUxfw0fT6iBv0sFSMPtdaJo8yEHNa2/jKkQwoAn/6iBaBfgzeXW8TJU+QpFsbHsL5K\niE5UfXnD0AVrfXt7Dx2Xft/a0vFDP0TnWFi4iSvPErpD4gcUQnExDn+X+r2/xn2fpshHHEtl8NbT\n1O654RnBxm7ZVaw/9fsAgK9tBtrVi/23F2ERlaYlW19fR6NB3gz/ye3WrYW+45MMpchlc3joAj2v\nrDN8J9vosqpATiAGw6INaADY4p5XqQ2RMLlRA1gpbMW9jQRzz3o9Wc5ClhmtZVbZpFKuYq/OZBV9\nFX4EtPtotothhc1bTgIl9c5sdu552ZWayKtdWVnB1Zv03k8fPy2EFWSCkuy9GaYOpx3Qk0+eDAp3\nA8DY2NhdddABQImzc7QNoZlrWQmMjA73Hbu6SXMHZ/ICRKxq2BReSCbuD7PXih8cyRh4pgMb2MAG\nNrCB3aPdF88059ZQbkvVI5g3enQqK5RLuHIGIFP5A/C87bl3FZ6X7cplIn8kM1kRR5Wtl5jEPWI5\njaDX+K6wvk8NVu5BOI4DkxW2ntI13Oiq4nNuzWy44gSPJ63ukZpNsiCljsSCgDxXgrkXq6MdErQ/\nrFmxOxOdeD6wbiTw5JOkivPv/v0HMT5JFIv5uUn8+od+EwDw/l/7V3j84dcDAD784Y/gu09+nY6Z\nPYpslmIk//bf/18AgE9++D9iZJrigl964iv43d/7CADg8bc8jj/48J8BAH7mvT+Nt7397QCAT/zl\nf8WlZwmpODY/D50pD/23L34BAPAnH/0IphlB5FN/+Sl8/BMfBwC88Y2P48/+6pMAgGqlhkSKpetY\nFn7jN6m496VnL+EhVnHjia99Be/7J1Rl453vosLcn//M5/G3XyQpw0a9gfPnSbTftEzcWgg8oa9/\nnZ731KmTyPrUr4ambVzfYCLmQw0RH+qyOKjveOCChFcbeazeCDxgsmgOwHeefArPXnoGANCyg37e\n8qLRkijj6k0A8Mz3LqFYLd3haEC4ZAB4dkvZ20V5j54glS0I2UJZXenJvfa+9yXfw0Ht9OnTQS6w\n76DLciW9Tr+nCiDkxa5vMIF8U0VCD7yvuRF6H8lUDjMj1Fe/6Y5GVnlJsSpAL4sHykXJeIBaNTox\nVJl4fDGeRImpPG114j2eLINxxE/ZVEDrJ+5NJeJ4WTpa5D2+TwWdW6u/BwC4VHmn+OwI8wxVNRCk\nv3z5spD/mz8R5LVqmg6LKbEND4c9x2QPAWxyckqQkLq+H/JwuaXTGezuMlRKaQtvuNF8AVOJflRi\nr0gpTqnESCgnO54i5Av7qIXtZzwVSI2rUA+RpiXbfcsz5exUGRol6Jb+DpN6qPcYhil9LxBNCJ03\nhpDwA18M+UInB76BgMHbuxAKgoVn70tICu6RrtH1WpGiE3m/i5ZLTr2pKxhlUMkqAINVVu7MnEeL\n5QrK+aaxvVsAAKdTA9tnoOFI7OBWB+esO5dkupuloIZKrR3avOAdvnCZyF1vevPbxGfpFA3oz3zm\nM2IhcFpN/Kc/pEVRRwyPPfo6AMDv/Pof4vE/fz0AQOnWMT9Lm4xf/cDPifPpJrX7f/mrz+J//9f0\n+W/+1h/jt3+bzjd7dAKv+wEqlv3+978fjz/+BvHdwlFik37wgx8SLF6XTdJPPf2M0IH+ww//If7o\nj/4AAJGEWk0auD/8th8Rubzb20V85jOfBgB87Wt/L8g8737XO/HP3vs+AMAb3kTXjutxrCwTDP1H\nf/QHGBoi/Nc0TRybJ+GOdDqDd7+LJqulpSW88By15UjMAVjO/OW7VpOLoVgmiCxYZKL7b8tz0JL4\nEi9lUUpIE52VspDsUFtqcaCtUp/XoUNhXLOsJG2ZZnnY9XoMz7DJabRxHWZnCwAwMTwqmMA/8WoV\nUdPP1sozUHQile0doXHQcn1cWY1mZjvOtwAAszMTUA3q8+WiiniMIOlYTBehpm4HqNVoTLZYNatK\nsy0KRLdbbVRbga7ys+LXCr5rquIYJLOsrSzMZaiNs8yXqCXSSGt07gaCe07Gu0iCFtcJPRrybHQC\noHCpk0GpR1Mva+jIsvcxnzvYhH8kQ45Gw76NpFSInuvZKkyK74HJDFCjc7Z6oM2RiCyHhRu3xNyr\nmqpYfDOZDEaG6f3xuTiRSOL0A5TT/MLzL+x7r6FybyzXc6/5HCwzYLSXWQnB2dEfBQDslL4YWkxN\nJlpyGFEMAHBYCC+dzoQq4BzGBjDvwAY2sIENbGD3aPfNM+V1N722F6VRHLL9PMOoz33fEx6rJi39\n3KO1rHC+3WHSYe52f416FckIz7Rd9YCh6KbjUG88NoSQujUzrvCz1w4UYKDEAAkiLjPP8CAC4d9v\nO3uO4JJPfuKTff9rtgNoaWYuyO910cVpRurY2VhDzKF2SJhJzMz056+dfYBIBJ//4lfRbNJOeXV1\nFR/80AcBAF2vCccnOLHjOUIRCwDOHAvyUTnZiO9wG40mPJf6Tq1Wx+TkEXEcT30pFIJCkMvLK4Jw\npaqW2FlncgGJgxdpAIATp2nXr2s6nvwGwd0PPhStmvL00xcjP5dN9iQ9RubSWi3EmHpWLsd27qt9\nXwUATI5MQGG5yDOzs5SjB4g8vc3togh3mPEunG5wvagi4CdPTWCiEDwPRzsqTR9JxmoyGYixuRGI\njSeTNHYAIJ56E1yWF7q4/gTURYLGC9NnkMqSR6FKhQ54Sg0AjLDUqM6MjnPvj35mngSqxpcxO8ve\n5SywU3yRPfMiPJfaLdadxdgIQZXeEB17NAaMJ8lj3C2V0KiT17i468Np0rmdditUhxMN8siajQpe\nuGMt9nBeJM+/NBI6joyQlzg2lhapNjIsfDZehprprb5z8DQNbvEYk/6srIU80xSDTrsu99BTiDHS\nT7KnkIayT064uEZbRVuCRjVWtGPtNj3/iVNnRDrQ1JGpA5GRWg618fG5cI7y8ioRj87MkAqaUg+n\nE02MEVHx5tUXIklIlmmIkKNpKKKouVy/lafPFIvFQ6UrHXoxbVmEZyTjNjr1IC5jdHgDJWHdpXjz\nYUxRNMG+zWUVMAlMOCx/i7MXAZINvNsiepi4bDKVEdJY6bQFizHsMqk0TP3OHbszNIfWLivRJbUH\nF29IamqPzFpgXKowd5dKMt8vKzdYZYiYBdUIDyzXaaLKmMkJLQU3RRNOqVyFz8ozKYoJmw0YU1cB\nifVbLvcPpHKJZqSkrsC0qPOaponf/12KuxoZQzCCZQYxECxAzWYDOtPBdaT4vJxTyhdbXYsLDdtG\nI9gQpCwdjXrw9+YmxXls20GtRixsvkBpccBX6NqqpsNKUTul0lkRux0aGsI8W+x5HB4ArnXG8eLf\n00Lx1je9iKwZhmNX45aQFlQUBadY5Y/c6BUAwOPvCDYAz1/9MiwlLC8I0OIoV2ICSKO361B/7sZM\noBvA+blcsCnlm4j8UHgy5yGDVH/Iq89kMRQ+H8Sn3oR69lUAgA2lCnuV4skZv4u505SHHXcCOUeu\nCxwrA97x/fWIo4zn5PKfAOXs7lVo01Mq0aao3jqCcTwMABQXZbHRM7PAV1y6ptvpCji0+PQ3DnUf\nsnHGq1Nt4QU2r7ywQDApABSGMzg6nA7u5T5aywnnrPPcZbVO7bCWGkOKwbvJA8QMbdcWz6OaqoiX\nN90gPj3BRFrW19dEX5ycPNhiWnWonY9b4dzSTpv60sYm8Qj89oMoV2nRzmUKYsPQiX8XslSiuO9W\nOE7Py61pERkerWYFOMRiOoB5BzawgQ1sYAO7Rzu0Z2qmaVvaQQJ6nLwzt1JCMsZ2uUYDnknea9dT\nheQgNyWmoZ0ij6xd9YAM3YIGoM0UhuC3hHxfb64n/zuZ6d9J349i372WTpPH4bod5KfIg6gngDUn\nYPDmfV6DEAL+UrUOdreYcpMkK8iVY/JeEausiLJhGEiwHVLTtFiljXsz7kXsx+xtuX5InpAXHi8X\nHRw7zqBTYxm1GrmEnLUrY/gXHjoPvU6QyI0r1/C1r38bAPDqh16GX//1XwMAvOF1rwld9+++TN7I\nu9/+Bowyub9PfuozAICffd97xXFve9vb8Fu/TTmJ733vPxM5keVyBa981aP9zyMVIzeYp2c3bSEb\n+LJXvgp/+l/+BADw0z/9Pnz601Qwu1QKoPgHzp2Bx4gIn/jEn+H0acpF/dxnP48Lj1DeJ/eMvQ6Q\nZJBpLpfHcdZmvZ6zrArFURMNHUyeiWJrkuV9DzVWMt33fSEduLlN/Un2tuZnHsHNK/3VZAzDFMpg\nPA97fv44Ll58mv0/GFeO08KpU/Pib+6RU23RezO5MlPbcwMZQ2MaMZVIJPPnz4h2am0/FRLX56ax\nijnd3Ag6I3QOWR3qIGaZSUybFFKYHg/yE1c3vwMAuF2rouOxnM6NGTg58jWU1BimLepHk+fOYYd5\nReVyJZRf+VKNQ8ira0WssqpD3wIwOUxeWD5L4ySeAoYZ5DpdOLjHdCdL54gQWY4oOsHt8uXLBz5f\nu9VGmeVc54Y4yuSIetKTk1OiPy7cuokqm196lYl0q987btglKF2SuiyXuacdR5mBGTkJdMxku3cl\nIbUcXygjxSKKYtj1/TM/ouyeYqZuhGucjPmAK00UPb7v0lEJvhiKw4MEdQ7x3+OR0YEygJZOnf3s\nWODCLyxQou79XkjD5+ygUiQcf8ycRIXFagzDEIufXE0muU/TGknqYHF3BedynFLeBnhRc89DNMn9\npdl+bF55IS2XbcQ1gh2PHQ8m1Uwmg8kxusePf/xP+84x8+9/Rfz+ite8Fs8/RYPuT//wj/HIwzQ4\nf+6f/5RgBzdbDfzIOyjW8bG/+hy2WHu+8x3E1nv92x+H49P7/Ze/9C/w/3zkYwCAX/rlD8BgRdzf\n+bYfwcOPUHs/eO4cTIsWKNfrCJj3+CwtNlbKgutSn/qVf/tv8NGP0mL68//q5/DGx+ia/8vP/KxI\niXLdLj70wV8FAHzkIx/GX/713wAAzp0+iX/zC/8CAGCwOPbc3HxkygUAHGcpBLLkoGyKomD0GH23\nWe/0qewmu20hLej7Phox9g5rBIU27JKAs5JWHkqGeAKNSkpUU4rHgspKMquywAprlyrBvaeS4dJk\nfpePvmCC4ZstcUwP4VHWy+1NP3McPlZ0saFwnJbQ3JavfXNbhfsi6TDPMp1teTMaK++ieotgvaW1\n2zj9jt8Qz3bt5l/Q+awdDLOScAdZbHni/7T8us4ADZvg9VLlOyIVw9czGJ+aBQDMzZ6GopFzwRmg\nrVYLSwu0iak3701idZ2lF/Gf+1kmk8HsLPWH4UQaObYIp6LUOu5grtgp2yK+e5DNQiieDOBTX/gq\nAOB9P/UWAIARVwBWOk2GfOePHRd98/r162JBbTTWcOHh8CYcAG4uPo201R/SKFZJjGVWEvYYyc9i\nd4O3WwYK21TnswnUDOqrnUobmTFyaKoLAfTM76PVOXhKGTCAeQc2sIENbGADu2dTfP/guydFUfxa\n9Vbk/1o12umadjjQzQlL3MqNGDqZlw4ftau0qzhznDzTdtsW1TvuhcF7EONwVWFsCLeNO0MAeb+L\n2HcoT1Ku/9hikoU1T0HqzJvF55zBuyqRkvJ+F1OJ7x8JaW2NPLz5Y3Mh74CLm6sZH5a6/+5WUUx8\nm0G7H/uzP8V/+Nc/BQAYGgk8iU6nKmqh/vYffxzZPP3+vp/5CXFMucjISplxgBFkLCsrJCZN0xSE\nISAgnyXTAdR1/dqLSDExehlqleHfXgi21y5duoRcjgnnS9WUVU0X3itnxpqJAFNyvQ72dgn6y+dz\n4jpDQ0Ey+8WLT4v+eVVJg4+7XH0bExGMnisIxs3RGD0DF8S3/U+GqsnsFBlUt/NAZDUZ7jWeOxcI\nhVy8+LRg9p4+fUq8/2azgcvPPyeO496tYYTzNXvrA8d6Ck3K3ihn4dtOAPOeOjEXen8B/By8o1iV\nCFf+yqcxe5Iq7shkvpZdhV0g2G944iwWFihh3+962C0+T/eqLkFnlRvGh8dCEPm9Wrm6id3SEgCg\n0aB5r9POQDcplzqp5rCyxIqhl8uCnNPryd1vW9wYj/z8p/4xtX1hsiM89ss3KE93qRuMx9Oo4+L3\niH3+UmDsZp2TQ8kDfeyxh8X/HNdHqUjn7K0Fy73U2+ufxexsP6rz3Ne3geRs6DPN0GAmtvqeCwAu\nX6dwgen/gMiHP30i+L6tdVBs0HzT3vbYvTeQSAXnOHv2LGKxGHw/orJEj9231BgeS0U6AZ1VFKgq\nKow4Yfy8MHHLqQA7dy6Gu5/5voeTJ8K6jysra9/XRTSq3NPy7U3oQ/2LnG4H7R0zFJS1/kRzPhlc\nWf8WpkFCBJWmH6TJIBB+GG4fngp/N2s51NEVZRwnTwVpJW1WCeb68lX4M1bkdwHAayahJajTj3t5\n2FViXKptTyyiirckmJhxAO7QychzVeoUq4JygX46VfgsBWZxcQsdpmIzNVkAu200G03kR4JFik+g\nXtvH+jrBPXzh0zU9xKJNTVNfHJIq9tz2i7jyNzRxyLBtMpnAKIv5TB452ldYG5VmpFBJqVQWfUZe\nTO+ndZrh+BZfIG6vfhMZ4+19x3PYVa4qYxhmUI5N2khdvXo1xHjnetXK6QQydWo/b+fu/ZLHuEPC\nLF2IOLRcOUXeaDhOS1qIqX/qZ38B1278OQBgIp8WZd9MKwOz8iwAoDs2Ic6nxDSkkrTZ1tRz4v2U\n1lvY2mMKOQhUqo4dofY8TPwVIPaoLBjQa+XqJjrxJTq2URdM1HhnFs89W4n8TiZDx1i6BSNB84DT\npL5nu7bILngp9s2v3xa/cwaxGaMUsW7iOWg56u9uyhKVX5xqS9zTQa+dYMz2Z5+j8NvQcBpnz5BW\nt6ErKBTo/7duvoiJyaCEHe8Ts0dmwGFh2U68Mol6kzZJVxdpo5Vsn4DfoPSZrc2bmJ2V3qHC8pZO\nxKEwH7DSrYnUum2tDPU+grMDmHdgAxvYwAY2sHu0++aZysaJSX48IQrrevfBy3LdTihhHyBGneyZ\n8t32nTR4+a7ZMsLQlKKFd0OWr6DZpmMUNS5gMV230KqRxxPKqZWc1XwOcJ9bYX9FJA/XK1jinqwS\neLTTagw5Vj0E97kY+NJyM7LCTrG4h8U2kTrMmegkws0terhSuYt0nNpkuPkVvOIceUWzk/9UHBsr\n76LNWLHPfvfTmHvbbwEA3vNjb4XvB+9qY5tqQc6OB/Cjw6QA9/bKOHuGErD9bvAua80WRiVPqsUE\nDXDKgsXk21pF8jBrKxUwyVTkclmk3OAF/dZvfld6uoz4OTdORBPuQQGBAAEQwJumacFrR0Pwd+p7\nL8U4vCv+TpzErUW6/2Nzgdc/Np5Ac4cgNFkGk4+PlZU1oWM9MVFAJhO8a+7h944lUe1psRsmCx7Q\nNFURkPnUZKHPI+XX5CEU3XCQnqZr7t7iHmoG+kkKIWyvfQn6HssrlIhJuPEFJJo0XqrJC8Iblm14\nZAiZNKFBbpvg4e/ttHD7O0QYSucuIa2RNzM8VEA+SzBlTNEP7bUC+3uuzz6zve93uPdXRb8XaKim\n0Mk1EgbS0jPuVqn9euVV9zMONYugXHMT2KW+//Q+3+EeKgA4TfeuEPDkOLXfF/7u2+Iz7qECwPjo\nKLqMPX3j2jKyGTpfdjSa+GOZSVhmf/5wwyaP2+tZYqbHiUy5evOvYXZJBjQbS2NZI9lRtRxDO0d9\nWmWTt+ZpUAyukX04AtmhF9NymRW7ze0PBXKllKQbOL6b28Rfbh9Q95DHVgzDhGnQefJ5uSBzICgt\nBqIeF+xbXQfGTLqWSNsBEE/F8Qxz+U9M+iHhCZm9yG3JjoaQLcYudZxWJMy8WQTsHrH78PNZAs4d\n7XjfN7Uju+6j2qQO07uQ8tjoRnoPpn7nTPyhPLVltr6AxCVi2Y5deCvcDH83c1C8JQBAo7qJG0s0\nOZsPfwBbDYppnJ6fFedru0vY3KN3yIVrfF/H4gJtQI4dz8IHh2h1bO3sss8fEOe4fu1F+Mf6+6E5\nlBA/tSLdnzfURYlBR63i/uLtb3wjDTrTtERy+X6bNccJIGTD6C8x+FKtEVPB1y1FUbi8tTDX7cBp\n9Q/06fFzuLhFhbgz6Id75YlWhqDbbVv8T37WZsMWkK9lGUgn6H+lSrUvZa3X+Ph1bBtTkzRu5Rjp\n5cuXIsdNzVbQXKQ25mlpssUmX48b2wTRHl15MqSYNMbK8W28+DGx+ALE4ASoxJrL9G+/ukVzlO/H\nURgm2DjpTwBszqrtKmgxgmfDvoGOQsxePaEgpVObJDONlxSDvfCyMRydpdj8ylIZa1sUNpFq2UfG\nVZ12C1u70QuYrK60n/FUm20pnCFfR5X1hyV7qdAyX2znZubw1a9SKKW4V8NrX/O6vmNHhnNYr9C8\nkkVQcvAg6U9C2amnu/CNDP2ksb9T/Away6zon3MeCY3efYOlYprZBOJZlq5ZPRxwO4B5BzawgQ1s\nYAO7Rzu0Z1oq83wqBYVCtNfG2ZuIQLsOKufHoTXDMNGs005K9krW12+L/0eZ3+6EPNLIa3QsmKjf\n8Zgokkno/7HAW+nNc9VjJKfVsqshFiIAxDQVE4ylmYrd/TWo2gbaHpEsdMdDN0WeGv+s1zhTd/rI\nDEYKwc6OE40Wbi3CO8argNzdK26vfA0AkL/xHOYvvFV8LifYb2/Sjm+5+wCSZwhOazZs+EUSAWjP\nSPBNHJg4QjtUTjra2qoiw8hBhjoqvDPbdjAxGXj5nPXXjt8dhvGGAmjSbVE/uvjpp7FfsWkOgzab\njUjZM/6ODUMTKEtCYv5S8fn+PklM2ODznVusOHUE8bIk9aNUrN03jtqei3SSZPluLn8hVDw8k2VF\nu+2DC5g899yLkd53LB70/7FhmSWcQalC4/NuHuqxk6cjoV0AQiYU6MlFtfrbj6NPqaSF9stfAQBY\nX/OQqpIYQFKCU9NqFYrPWOG5gij6vWb7uFzkAi+8mpWCFMtq1yRN2lqtKmQwk4mzaDKZSb+poO3T\nu0uoFtaWCXXZKhEDWk/uwWIFuTPZ+L6eaz6vs59juBB5BFAqMaGSEr3T2moVq6zv722GvUdZqnBu\nItqTPPYgEcjeOBsQD3mR7Zv1t6FhB6jhJNPT3tncgc2kFO/FQ+WQ77PP3cD1a/TOfvRH3oIYQzCW\nt/8KD59/dd93r1x/AQ2PELR8ZkhAt3cift3JRoeOhd4JF+xwqvTOKuUKMg5lX6THxw517kMvplyf\ntllvYuEmTU4ThTysFA26OtohePd+WFQZtKAUW/SEYRn7LxDxQ9xeaYh1+qK778TRZIzRZCp8L/Ec\nLf7VylN9i2nSSEJlrGcY0a9BXkD53wDgYgKIWETrdYLSO91CiKnLbWHhJjJMVPtovokXGNxtHkv1\nHQvQ4tP92kcBAKdHqRMnpTQfACI2evOFr8Cf+0kAQDyWQY3FlDOZDKoa1zMNdDZ3ircwrpOSkeuy\nckt3ipNKGwJezCA1nb5rHK9eorY1DAOL39y//FOvJRJJMYHfjS0uL1q9/ZFvXmIxXYq9NtFcYm0e\nsZjWuyo4tpuPYJPL16xWwp2ZL6wXL30HGeu1fd+Lsl5oWn53qtYPG1qWAa9Li2u9RvCwPDYcp3VX\n1i4QMIU9L4B0ozYAjtNClsV3UwUVcZ/VrZuexc5lBl1XN8WCenTuFVi6TapamSM/j+f3qA3XW230\npgLONNegS7rEPE6WTmdoQQWlV/F0J03ThWLF3o6CiQJtvvJZit/evLWKFitV5ztx3L7MatFmFhHX\nyQHIJs4hmaFFMZUo7AtjBgsu+2DejNQpKpVcrCzRxm9tqyHg4l641u/2CudDxIVHan8Ou0g1ebuF\nSexY03TJdHje4uIU29vb2FqnRe4g6TP8mMnxKfH7Rz/2F5iboXlq4oHoOHLGeAwZg+5BjymosuZc\nvkmwe0e9hLhK7+nk/KOHjm33CnbYrTTWtj5L9zqyb3WFSBvAvAMb2MAGNrCB3aMd2jPlkKthWZhi\nRXA3d7ewsUm7qEQqgeTo/btB3/cwPx8wwNZXCUrcj+jR9WjXM5G5z4nReRVaic5p6Sp2SjVxH0Mp\n8tar1TAZqasTdOBHVEoBqFA5AMCIJnPtB+HK1nJs7LF0qpOnHun7/+bWNrwmXX9sOA8lzpLLMYwZ\nVjVke7kickvdVhOt618GAAwv3cTsSfIe5TJZ3HaqNayv0fvQzv6C8CosAJ4XQEI8aV62Sm0HuTHy\nCK5eI3bm8eMzIY90nWmgypWBFhZuinfv7XhQ2GXUjBaCdLml8vTONp4uYW8tqEjCWbsve9k5PPTQ\nQ+wZw++Bs1DvBmX2mmUFbbXNiHeGYYq+4TazKDepb1h4TvRZj92+bwRIQS+Tt9dSsTdidYt0k2W9\nWT1ZFDB5VHk12QiapnfXqFeFl2gasR54N7BMknusgYfKc3pPn46Gdns9fP6qU5a+r0cKkEgKh2or\nfrj+nHGOIN+NL/0nHD8TlHRLx6nd/uHWDmpGcC9phzzC4S55tJaVEd6oOhbcQ2OlCpUJllhWmJzH\nFENRq1dgsb5oM6SMy9bR/1vQMnl2jqCCT3WvgXaLrrVu30AnTohJXK0iZVE4Y3g4c2AoM5/Xkc8T\nJNkLGXOoeGWpjLn5foSFk3fOnXgNzrFptmGv4OKLVHJxU51GuhOMv4ROx09NTWNqirzXWq2KlRUi\nDt4NCpa92LmZORRteh+LX8jg5tPUT44dy+DoMZbT7J0CL57lSuMwmeTtOSUKiW+ur6AwSeeTPdRy\ndVOUbhseKojC6FEQvGUmBbrjtJ9AuzXTd8x+dujFlEOuXtsXqSBUj496WKNbw+IiLbheN6hBymMi\nQLAQHiSm47qd0MDkrOBAjcUOMX/vBO++FEsUGXVai8FnA8V228hk+HWCCVzX4yFokLdVrV7pQ/Oy\no8dQ3VuiP1IBy3E/YfrehXVzk66THxrHyVNhcYB228bCLVrkRkZySDFB+Wq7Db8b1Eo+MEIlAAAg\nAElEQVTl0Lxe91H+8scBAJnmDk7NkWKJeeb1kW1y88UnAACl3A+jWyDgSe95lxxKb9SrSI70vxPT\nTGFri6sdMRhHDc5RKpZE+TIgYB43m3W0RCEAGxZLa/F2PGisQ/JFVSvGxO+Lz10KXT+ZpAnyzJnz\nYhFtt22srFA8Z37+OGZnZwEA128EcWEO6Xe6EP2/Wq2KAW+aFgqF2eA5IuKubisAhCwtLvpJm8XO\n03YDcY8mBUeLiUVIiCxI0GtMM7G9ReNtWupkx46cx7UXaZIeHQkUaKIsl8uiWNwR59bZ+cdHR+70\nNQDBolqv3V2QQTbHaQn+hOO0IG/V+IQ8XaB+nc0Bfq8YMDO1wcbnxMuFuphpZTA8SQuAs/inwPz/\nCgCY9KpIx1iNUmmjwe+vve3BHqH32/Y9pCNKSXqeK1S10ukMdpnGsfwZN9fz4DPhkWa9gTiDfxVd\nQY0db2onoGkBy95h6kHaUAKlEm0cXlghhbdcogmTKYFl06MHYhLLsdmDWtLK47FH3gGA2LS8jmrX\nd9FkaSiV2g5aTPfa11UcmadNlYbzKBbpPfAFdj9z2i1k06xcoTWHjkpryPLtNp78Nh9z13H0GGk0\nn5qcgpGluZIL0yctAz5TtFdjY9grk6ITh28BQNMMJOPEbu82sijvMqWllYvQEzQ3jY/Q+XrbVDXD\nNWnvZAOYd2ADG9jABjawe7R7Em1odGlVl1mzyZiPoRFWTqmliGKsfOeu63Epqb0jPFaZFBSLB5qg\nR1nlCIC8k2CXG+x2uTdYrVZxbPTOeX6dQ5bVMZjHbdthqM+IuIwZ78KP2J4IOFcyVTNQrSwBANJ4\nGGtN2v2VlJggnfTq8nIpwEpFDzGbuXEIHAAmWWFexFzcZEW7na4jHGmz68J7/r/SH7U1PHzizmQV\nmWjUPfezAIAUsqLtbbsqZPxqNVtAhX67g6nxB/vP1zyBBtNzlgtTu0zcI5kdDnmM62sBe5vn+Pq+\nFyre7jFyAthPDx1c/cbVyOeJ8qIWbi2iygg18/PHhUBIIpESnhtn7tZaNvQ03YfSUATa0mzYoXPK\nSAWv/tIsaaIEmxyu4CzemmGKnE69XRXEJVknV7a0Qe9up3hF7KwtM4l0PvCyuV2/Rl6O1/ZDpdl4\nnun4mIUxi+7Tjdfhd6LJaeKeWc7u9JGZ0HPz66SSVggm588ie9eppBWSfeTiALbLIW4NikLzhIoU\nTJ9CFbkdFxwRS41fwOql/wwAOH7m9SIscby5jqZNhCXTtKAo1K4WQwOq1SpiMRq0rVYLYBog+oND\nqF0hFCxtZUQRadfzQt4nrzDiMTKhJ+XRm6YZ/F/2aB8JZEaVFRvVErVJvBPH5BS1t2FYsD16b8mj\nRP7zAKTYAE7E2nj2InmuyeGLwks09RhMFiYYzgXIzksRnej/XlLAwvt5xeXqMqz8El3/CN3T7rqJ\n0ha1WW8lHU6SaqMNuSb55FSAxFV36aV8fe0inJYb+v/Ro0cxORYge80mhW9kzzRp5TEyQR5mo/Ry\nKBrdQ0Z7LZo1luPr07qwvvl5XDgT6F4fxg69mB6E4cgFygFfLJxcSUVRtBDjkacX9KbMxFjaSEGi\nJ+/urEdCw6JOZAxIxu5zrJSZpio9jMX+GKKmKoixFyXDRy0l3XesHIO8bHcASZuX6/QOSzVH19Zs\nTB8h/H54OOjgzWYDq7epo8gLqKIEKT9jLt3Hhr8D/+Kn6BpeCUfnKN7EtU6jbGvlGQDADihG0T7x\nL2FIGxn+jNWqCyBggXJruNdhmf0QU71dRj5HA9KUFpQyg83m54PanL2pG9wURUMmQ/3Btqvodjir\nOtASLRaLfd87dmw+FD/kELLruQJybtSKQmRgfHSoT5vXiHXgFN2+5030zFlRi+X6i2k89Ibn2TNE\ni2XkpXQrzhKXlZjk31WN+tLW3nZokjt2NJhQABI6cdl461Vp4u07rDfRTfGFC/B8FjPqhhfw7T1a\nfKdZ3ExWJrt8+RImJ6Rxu0tQ916xItqKNHh5/Cx4t7MzE2ixtuYLbHHHw9AotYFac5Gy+yHfb7qj\nsCrU1rNtR4yv2ZM/gJs7lP6gTL2p73uZTEakvciLZO1KEeYDbHPzfBU68wbSKVMcLwui89+b9QY0\nNr/JNTo9x4OW659u/aMW0kdpg5bb6obEcG63+zkAeYvmBgMWkgka76OJN6PKpqZyqYOhU3Sdm1db\n6HZpIYqnru8LZQLErpc/L1dpUTpsCkqk6lNAeUG5uomFBeo7y9fjYnFVTXXfAgD5HC3ghUQQx3j2\nGrXT4oYDYEN8fv4kvcMLYQ19cU+7GzvIZ+n3UqUp3lU+y+bOyo9DBc2HbXwXh7EBzDuwgQ1sYAMb\n2D3aPcG8NZDHlYzQkey1+yGzJrMOZeOJ5XHfxd32B/FUHLHi4TVG4/GwZ8oZm7lsArZCO29V17C7\n3L9r7mb6q8cAQLXa7zXJttduI9Wk55UZrUCgpZpOmMLbACNXcEhM3PstyrlLrz59R3YuN07kWLr+\nD0HuaJI8kEa1GnqXPCcxnbYiUYM6vgdESNt1akNos/vNDNOucH1zJ/ScMmx9N7OsjCDocOj38uXL\noWM46YizdwHy7GUImdu1G4t4+GHyTJPpITjOYugYwzAjpTGHhgIq+/r6WqhNKH8UmDxTw4TaPx74\n//v0A3tMZgYDAVrUqb2cEUYYPBen++uwvMylpQ3p/jXRh+bnj2P2KMFmN5dXMNFhYZqOgmy6P890\ne6+C6SlCDrhH2lsKcWOT4N98NiE8TMPQQ8gWzzPtesDJY4EoB4fPQ23D4VypxONyN4UXnQCGrp95\nL92L97To36aVgVr6BwCAH+GZ2nYViQghGVM10XqekYRME9YUeZ7tXBfaC/y7zT6mbyKVFPmpmqaL\n0l9qXIXPyFL25RqscwFapZZpzsrlgjHpuD7yDNItSXPazhJ5mjsAmnWmxzumIZekY0p7PuJ1X5yv\ntEf9LOY8jNEsz1nu1769ungF68vBPSlpIp89f+NzmGPF0GXo9KVaLlPAww+RZ/hwMAyxuNDC0i3q\nu6tr4XlRFqQILDoDYnObnvc/fOjrOHmC+ujr33RUELHgm9jcIhlT1/NE/nDLIaQmn88hrtI7dZun\nYXeePPCzDTzTgQ1sYAMb2MDu0V6yZ+r7HjodttrfYUkO6hoeTEaQm0xK4aL2+8VpebHo8VQcd9vV\nH5aAJL7X8SOlBXVVgx2jnV7bDbxkTQ1IFXpsNETb55aoEHW8Jl0n73cBls/aW7Sbt0O5XArl/42P\n0C5yfZ1iEVNTllBDqnzrjzAxTWSb0X1SXYBACrC4dRW10XcDAFLn+hVAMplMKJdMjhdGWSJ2PPQ3\n95wSiamgziQjsfBUFICetchIMd2ui0Y9OrYuG/cC11duRv7/wgXaCssi71evXo3sV7oeF7KFiURS\n9MdmkzyjZsMWhKBGvSoINWMSGaI3LYar74weayITwVST1Xnull8qW+BtTqLVJFKKrMjX7lCaQbvt\nwTCCWLQsfM/jw667iM0i9wx9OC4dMzacFcUGZmZnQ+QwYP+49uZ2MVKqUCaszR6Z6vseALR4HVbP\nhVeg9lKzaTy1w1LOOmHvfo7l4V1bWsKFBwKtID1BHlcLFVE8ncece4uci2u3WkEM9WQcbSkFTjvL\nnv1yTRCO5Pgo/16tFuSq6lLusee5qD1LfV49omFCD/oMN0NXMM1yr/JMT7K26aLGuoWm6YhrrH1q\ncXQkWoLX4bVhK5g6Qh7/5OQUGnUa42q8P90jY5lIxoMUHZ9deyX1v+ES6ybt1pMoVmnO0s2jMI0l\nAIBppATZ6aUSnebmTZEHq+KtqDAv9KmnvncopaWh9Bj7CdSbdPxf/Pnz4v+vesVrMJoj9EgG0qo1\nmoXnjwXzVancwUY5uoJNlB16MZWL+CoKG/x3SBflk4zM4jtIMe9cLoBGy+WSuCY3UQ5N08FV+e6m\nxXuvtl/yfrZLECg0F0qSBlezVhI5tmMzZ9HafQpAeDHlVXCyagytPXppViKDyVP9k8v1ay9ieJTa\nrTeRnkPO1Tot5FvPfwntDbre8QMsoOvba7COkJauf+5d4MBZVEUc264K5vWdFjbxvrPhNtur0DX9\ndgG6RX1DS5DMmUxiWVpaEte2LC3E2OZs1t5744t8sdpfFWZ4aihUNYdDnPuZaXYFsevkqTM4epTe\nyaVLlK8qP7vve4LQI29+5PZbjVtCYzftNKCz/Eyv7QuWL5+v0/FOSI83Kr80yhynhcLYW+j39hN9\n/6/hi0jin4q/+b0Vi3tig1EoFEKbAE68Wrq9htOnT4lnlBdR+VzyvUR9LmRAVV0som7bEznGbttD\nqUSzd8sJFrDuLep0T3QSoU2HLMKgs8W5kX0lyntU3i83PIPJaVpYb659F430q9h9UVvKUL3MuDVN\nE84sk6LcZ4NunUujeTEc4tI0XRCUDNVAu9O/KdI0XSy+zqqN3Kk758YnWTUrzwRqkpQ4z7V0awCk\nxdRx6Nxnzz4aOg+vcqRGTL9xLSGnzEPpcEg42ASo4/PIMkHDarkC0yeWfst2ceU6l028Bj1Jm/6U\nNs+utytkC0WFlzuY61YxNERz45vf/Bbxud3xsLFEY/I/f+LFyO9GLbjZ/JAgN33xv30J2TFqrMde\n+XIYrM9oEWOrVCrDqx1ctGEA8w5sYAMb2MAGdo/2fSkObhi0m3UcI0TYoM9aPbT+/h2B47RCUByH\n1qI8WtdzD616ZKgsTUfPw0+RV+TUyzDt/goycaZ6JO+SgWBHuxVbEJ+Z0NFq0T3mx0x0mcyfmplE\n8TqRXOSCxopO17Y3yzj+QL9KzebWNjoenWRqKvB4fN/tS1UAgObzlGc3O/8yJPfxSBuM8n578Rko\nR38EAGCcfVekXLxctFmu6mFFVPWg+6LdbG23ifQIeZmKFoY6Wy1q4+GRIdit/vSny5cviWvLxq+f\nyWTEPTXq1ZCHePPajcj7AoC3PPYG8XuxuCf6FD8PQN4mf4bingOZqME9Tg5NyqYoGlLJ4H00aoGE\nIDdZvD7uNeC171w/Vra7FRuPlAvs6IKAxO2RM6/HledZTqO0jV5f98R4m5ycwubmprj/qHO7ThOX\nX7gijom6n/0+54jS7JEpVNvkLWxrHUyxmrtRtVJX4xZqbY7H+lTjFcBca0ccY0iIT3JsHrvXvwCA\nxhtHg1LpGOI9YQnDMOEy77vdaYcg2swGeWX+zP4+R3KYcJzqLvOme0TxdebZ1WrVUOoNh4ez2YP3\nAythotthtUi1wJuy7SbsbfL4XvGqnrAK8zCvPX8ZHePvAADnsq858DVl69gxQKG2UuWlQ9GhJmku\nS1ivFR5udY+FSZKncHODxmZHuQbEqK0y2W6o4hG352/+HpLxHwcAuK6NDlORGsrnkcsTJP6hD/wj\ncTxPf9vY2MACmwK2drfE/+WUm8mpCTSZytTnPve3eNNjdP3xmfm+8+XzOVHY5SB2T4spn3gaXSUE\nsWYY865mWEiHIoJgqAENjKqnwune/WYtlr+oJxJwOzSx8Ab22hoyWuMl3X/H6wKM9WckxiCy3qRF\nVWdQSqtnueEDPumlAS2YdPN5gmDXN7bFJBiPJ9D1+uEent9ZOB0spO22jWvXaIEuTFhIJ+VFlE3Y\n8kIac7H5xIcAAMdmCYIx99lcLNz4JprGSbqnc++/S3Q50DkGsC+0GmVxSxHxS9OMTvqvN+xIhvJ+\nGq2yUAG/B12PC2jXtptoef3xjXPniIEoF6aWIWTD0MQEL0PIQxlD9M319TVMTrLqGqMUc9zbDSZy\n3/cwfSRIpltb3+y7D98PFoEhLTw5l3qeubdSzH652AC1jbzQ8Tjviwt/iwdPh5PPLTMJGFTBJ2m8\nPXSOqPhwuVzpW0QB4PILV/r6gaYqEms3GvLV9ThMk8ZRy64hYzH2aLWF7UoTvbYaZ30/pgNs3Kfj\nHYw2S+J8Uf3FdTuYe/MvspMEbMyC2cVig2LKY0cJ8i9VqqgxQRJ5sTNNUyyQGWRDC+oQE3CotpKw\n6/2CLFGQoWmG81N9JhJQKESzUqNMj6fR9QlCdVo2CuO0AZLDF0DQBxYXlwSzOJ3OwLbv3Xfy2ePG\nEQSbPc8NaRL3maIjmTjb97EFAzeX/18ACC2qMuTc6fiCMW23HNgblFO6skJwr6YCFutH+XwO73wX\nLbJO+wksLlC/W7rVCDGEEylq83wujy9949sAgPeMB6G1DXYNXVWQyx6c6zOAeQc2sIENbGADu0e7\nLzCvE88h6QekD+6l3i3/NGl44CLKsi36YW81bTJRY78ULP/858HqH79ki2mBR5nL0u6roatCpcgq\nA9lcsBPnCj4y9Ge3HOhWWIy+13hOpcx+3FivYm6WvATf10MeqdMhj3/v73/trrmjV58leMef+0mR\nL7qf+b4Hv81IIpaFGPPAOQrh+/sXnY6Z9HlS0eCDdvUpKyyWrnTJQ+RqTrLt7uwIuT5F0cQ1254b\n6ZUpioY0c26iIN5kMoFHHw1IGPtByPx54jFb/K8bUwBWFGBzc1N4phySXl+7HVSB6SnGIHtowrvq\nAH6TPKDe4tcHzS+VbT/4ldd6NWLvRrlKbSIr0oyN0y6/JaHvhmFicXEJAHk5svygfO4oaJez1+sN\nOxK16HoBtMu9UgAo18tItOm7JckrbcRU3PZZm7HDz+V07G0SbKfb9RCkK7cHr/Jz9mzQJu3cDcTK\nFCoxrQy0zScAANYDhFjEdBNNBvM26w2hZCR7l429OjLZHDtfF9UWHVPrVtFuUR/lXq3nuZEKSfL5\narUqTp6MKGTbY7EYPU/Ho/YrF4uYLNB4mpwOq5bJ3qjMMI4rB8vvN/UYcHeyLByWjwnJEfXbvmAt\nH8R01mf0WAelVn+AaXp8Hss3SQqz202LXF05p7fNQgTpVBJ5BpVrmobSLuVUF1uXMTdP73hu3sSz\nz9B9P/dswGA3EjpOP0Ckus997rPic349WAlsbQbqSnezlywnCASTkNvp3FcfN5EIoMHNrW2k7zNL\nl8dYva4SSv31Ff5Xf+w0l1UwMkoz0HBFR9OgwdAu1lApB8xAOd7DJ9VCoYDJc/8nAKB79RN95958\n4kMojb4LQP9EX9yhwZofCtrE6dSw98SvAQBmTz4auYiW9wgGWW1YiEekuMjW9VpQ1IAd7SkcQg+e\nRV5AfUnqTvzfAHwJZa3ZREc/kTkVupauvBxAf2URgHRveVUWVeuE4qT72coyDbooiPd/eM+7xe+9\nAgp3s1D6kx4XECdnHMuas/I7c51mWNSCpW98588n8ZZ38Mo14ThZb8Hqu6XF+L4XCe32pvksLFEa\nw8Png8WUl2m7uPHNUPFweVxHGV9IucmLKLA/tAsAWRZ38hGGRPnf+WwCzzOhAWqvcHs01m9DYX3B\n6ukL/Dq9Zd943Lp29XshucxYmyZTLmxi6opY6Py2L+KnumWEF8Bl+l6ikkR1j2klxztCItBr9afI\n9Io6cKawqqooFRlf4A4wL4/dcXbu/LHwWOLv/fr1oKqRzBTus250OT2A0ltad1lMqz5gMc6Aazti\n0Wm3A11drlG8nymmixhzllqdBpJxCnE17JJg+uYyBSyoJOWXMd4uruPaDjqM5s7bteX40LRgXPPf\n88oPoVx9TpzvwstoEywvpk7Txdv/EYU7vvzlLwEAnnzyWzg7PyOuoVz7v+/cKJINYN6BDWxgAxvY\nwO7RDu2ZymIKXKDciDe5xjkaXQWZzMHX6GqV3HyZwJRIBrvPZqOKfpn4e7MMg25jMQdGm3Z3VdcT\nyEXLIi+w3IihVQlgiGGdsYCzLo6wmn3JvI0VhnB7bT/ktZ0/TwQbOfewYxDMGXeCgHi9tgZ/JNjR\nceKSFoMoQm5aCVhJusO7QbtbK88IYfr41Jsic/564VzuZR2kEDb38BynBTPDam32OIbNLs/jDO+m\njx8PyFa8soh8X1zUXfZs9oOWHaeFtfX1vs8vnCfvS85bXV9fESL2hzVF0bC0tAQgkHWcPjKDBUYd\nlIvXr66FizHs3KJ7GJq2kYiQEGzEVAFncoKS7Jj5EhmJe4MnTwU6bMXinri3Xu9QriYDhAXONfN2\n6FjuTS8s3IyEeWVPeH19TdSUNYz+wg62XRWFLQzDFGRBWSDBMk1YFkGn39vrotYJGMvpOP0+XGfQ\nrmkB4MzV4Ny5XLaPfAMAt25egTlE12zoJjKSYMr4OD1b7ToRT9InX43xIbrvrSIERKt4gceqabqA\nFau7FcHWTWhJ1BgT3GeumewZdjudkPcms3wrDNo2TYTE7ctlm7WnjvljPWrt2B/O5aaN2mhXqc/x\noucAkRJbyv6eqaFbqLqM6KkH96PHY3A7/VCsLELRa/y+up1+Frox5sH0GOnTySKuEWqyvv2xEAnp\n1AkaUzevrIlC4LVaFcOM4MkLhXPIuO/+1FE0nX5iqiyon8tlMTRE8/E73/OjAIDPfuqvBSnptYWr\neO1rHgfQjyZG2eEXU4ZPy4WcKzUbi14QH30wezAVDL+iY8ehY3cAGExJaPZosHx2nSpwcHbygUws\n3M0d8OQBE0FJuTIrO+X1VG1Yq9K9TmddJOPU8ZrxSeSzdNz2XgWTk1QyTk7tAWiAA0CqSPDraCZ4\nxvT4BSi84srIESHCINvS7TXoz/wFXX/u4chF9GaR8P1O+lWIZ4ISbXJaEieSGpYVCecexDjLV9fj\naFWD3+VF5NzxRyK/y63ZbAhN4cIILXJuWxHxM1l/NqoiDAAR5+M2OUL6siOjgT4urwiTSe8/kfDn\nj8Wl2HC7A096/U7PZiGRSIrnleHFZrMuPm/EVJRZesXkmToyxp03mSle8Uiag1y3g2lJxYbb+jrB\n25ubm/syrLnaz+Y2xePlxXR+5hHcvEIbkU4nJUokKoomYPdCoYCRYYLe5I2JfB/c2m1bCFrEYmFh\nFt6+GkwkWVPV1RF8e4v6jsx0nnArMHkalrT54Zrcmmr1scAB2lSUivSux8czAsYdPv6DWP3OR+mZ\nT7wWSRY/3rpBrObO3KtQV5kuq5SmUqtVQ4sUL/INhBcvkykgtH2WwWBXRVHxWDwON6JoOAAhFrC+\nVhcpYgpMTM7RImLFg7HE01sWrl4PLaBRcK63YyEq9t5yfHQatHDYrUafUpGmJuF5tMHX9eD96vDg\nMuZuO5ZDlK5vr/l8PLHNo2Io0KWArMackh3PQqXGCoyX8oBEoxDiDuaXYduUwjecz4pFdHSI7sNt\n7b/WcK3hUUlgSk6TGckEfZS39/z8UTRdmoO+eQt4tXPw0NAA5h3YwAY2sIEN7B7t0J5ph2/X1aCQ\n86beAiSPerdB8I3S7A+ut9wODF1OJpdqhLK8PhkW/X6b7I0GHlq0p8aFG8olA1nm3dp2GZzG1As5\nyVVPxkeZfu5ztOuXdXLzCR2V21TZxTry85HXHnGvQBmeBQCYVhj4XrjxTQBAZ4QkAW1jLtKZj/IW\nDmrcG1XUOAzLEueQq/jI0GwuyauASO+6o4sed/XqVRSYji1D1WEBMBJ07nLREe0tV4Rp1KuoN2jn\nKNcqNTUDMyeIqVwoBIWFm42quFctAhKKxxUhHJLPFqAxxCWuxULoCzfu6RbGxzAx0V/rUa5stNdK\noLhKz/PwK1YjoWo5x1TOL+Vtef78mb7xsLBwMyRkwuUIe8/FiUzd5g8CoFqSnNmbtPJQMsT8zXQe\nC51fSCDeXhHSgrLgwlAui5iWFO0A0Jg9/+AFAP1kJdkuN5kogheQkRRFEQIMjuPCiCAZFQp0371e\nMUd88vmsGGOAK4qaty0dXbUflUgadP/rXhmeQtcbTfjQG9RH0umMyNEEEIZ2pdxN7h22WSFzNa4G\nUHFc6fNIgXAB8akjU5GePgDcYGGQBiNF3ZFcdACLxWjecNzlfs9Uuzv8F9vbXzzEZ55dEz5KqXB/\nrTtxAOx6K/J/JLKS9cPILH8SQDjn9OT8o1hbYsXqpTmr1mBSo2Z0e5SlucFuNdCy+8deRsot5Szg\n2HO/gbdc+DEAwJfbc/iPnz945apDL6alGE1kXjuOeocGtF/aE/+31BRaRRbb29tEL9yuaUGhcCCI\n1SiKFoJZuPZn1fahaEGH5CIKRiesrMPtMPq8m92MpGx08O/t7MZRZwzFY8cfCP2Pi9GXitvS4A4s\npvU3uaoagL3X9zkAOE2avOtr38D8idf2/X9r5Rl4bBE1ximW1rX3h2L4oijHSe90LGf5ygvoft/j\nk/Dc3CyAZyOP4RCirsexusaUdljRX1NXRDH0QsHE2potrsmt0wXWVtb6zlsojO4LuwJUDCDOMO4d\nT0WdoT2uKzFnXYi1X9dVTFj0v4xE+6+yNIvC+FgIyuewq7xh2a7HMTQdLBoiTQb9wgyy9bJ1ub3w\nwgvi/zKUvNLth3lriIvY43SShCZur38tlCZzdIw2vcs315FMTvadQ9X0yHg7QfE0D+zu0CR07txD\nAgouFAooFmlxVBRNhC2eaelCrAAIYqOjzVJkSTn+WW9b8Ljh6u1lTBZGEWWqQ+GUeDyDzFFikJf3\nrgsFsuwoQd47l76O/LF3AAA2WmG2MV9APccLQ7vsc6dlC7jW0unZa3aVa9IIuBcAfK+JRJqgy6g4\nL7eFW8Q1qNZqoZjt3Ywv0H7bF4xXv+Oj8/+x994BklzVufhX3V2pc/fEnZmdnZnNOSgHJKJAJlhY\nfrYRYAsjMAaBSfKzjQM5GWNj4IEN2H62n3k20WDMs0DRQhKWtAqb0+QcO1fn+v1x7r11q7t6dkeL\n7d8fff7Z2e7qqlu36obzne98h/W3ZRVgM2Z5pdocS/QpGsBKSWqBASe+LQ2PqZqBMHtmuYYiA1hf\npOuSbG6Zxta2hqy5yjBj8BZU1NLUID7DRRs2vIqfxns6X0DIJMh8JfUTnDu2CY2m+0qwCjQHhTKU\nfXDo+l8EJzG8dL+Kh7TmcdHK2jBv29rWtra1rW2XaRv2TAM5Wn+NuAb4GdyYcKypXxoAACAASURB\nVLYSlaWKkN6TiSBc03R6ahLJJMEujXmZsZgDx0xOOjt9WRfXkfXzDjwveX4KF8TnXPPSi4TLrMod\n23e4CBnci54YHxdygl5eKQBPyAlwPFa5ggYArDxGeU6N1V+4xu4S+rFpmGARvyRTx8tryfmQdB22\nq7Ysl7fJTYbzNsry5RYMhpoIOwCQLy9AZ3KGAMAdyAvniLU5sqUHZrgZipVl/vK+gCun1GDw1J6r\ntyC91nzRDNN0Tap+PLzgCE9c1KwKxlhKmqJUEA5Q325mxK9yqeB6B2RPjFthTUV8k9MmuWRYFhyR\nUQCGJAz0ETTZ1+cwoKtVC6dPn3GdW74GCRx4Pxt+PQ4D29kDruLh3EulnL7mHbiuG0K3WNcNzxKE\nvC0nTpwQHldfXz9yWeq8FTWOUxbv7xZEowYCFS/FJ3v+Fyv15rK6htUqeSJWJoMiqAShuvBvwjPl\ner2BtZ/AKjYXDQfgYuVyz0+LABq7fH65ef4IAICflV0LKOhn4iQyWiLb7OwMFhcXxf/lqjU851X2\nNL1M8StC3k8zFBgMwjWDMcSizGOtOXnqC9n/aDqHaYSwxkJeC3YE5ZL33NjkkXqYxoSfQ+zaQdWG\nFmSZA5o015QVlAt0vvSKD5s6m+fMmYVjKPoofNAVLyO1hdrFC6qbmhueLuScsWEw9LBYyrnkBDv7\n6O9I9gnok61zRWK+NWw3J1t+32gbXkxVhW5G89dR1+iG8nYNGoPn1DVnMjQMU1Do+b+1upNSs2a5\nJ3FZP5UvBpeiBXspttEYodwuANi5fdjVPm6jo+fF/bRaQGWL9pB+btFKu8qxccp+fuIhaFtJU3X2\n0c9iYLhZAL9aLeFkbggAsHnP4Sb2bzwWFKWzypWyZ6xON03BprWrNbHIXk5cdXh4aN3vfYqGfJ5g\nwVCoT7SLp8OMTiygo4Ogx7VUSoQDenq6sMTe+bkfPOo65+ErqT9PWzrsZVoo9jikVcyx5zc77xZ9\n5ybSURpMFlKwbRvZCk0GJys0ZHrzFpLSYipKi+mqgHO7thZEibAB3UbeR21ZU1SherSpnMaV+6nB\n7lQeh63raPM2P8dGwYf1LBzaiwssNr9vu6MMNTI0iKU5JmYA92aPw322XUGlyhm1isPQZQtsIhYV\nHIG+gWHBuH30qaOAQYuiHBsl9rchzs3fBS94e3Z6TAg8xOMx8W7XK0XB22iMb4t5p1R3NtIeKmSb\nhw+7wng8lcUPv0j/0A1TxElVNQq1i86trCkukQcAGBnZKdItGo3H+FeW5kUcNKzbCLN1rlRyhCIs\nqyBUhUyVZ1AorrghNy2goGTTsXnY8DFZsKVCHelpOr4ssWlH1GZRGgCwWK3nWri1kyEvlPEYQa7y\nAilbqdw8tho/i8RZStHSw+jv2d90/HzKwO4t1LdRnw4lw2LTJoOqJXhZ8eeQSrP0HikGfO6M+5rX\nDZGofZfPe1OdWqE3YmwxjS3X3gXgU57HNVob5m1b29rWtra17TJtw55pxWbrr6+MBZUEBTRZqDER\nQHmRdndcJxQAwiEJEks5kk58RxoO/dcxeC9m3BttlRQ+Oz2GWoV2Nd0dFy92K1uYeZ3T933ABd3y\n/Le5kw9g9dy/AgC27X2xdz7pifuROERVMVaWHfgiGqEtblFK1rarNSiq41Fw5mqhkJO8KW8IbyNm\n2xVomrM3C2hDAIBqzZE6M40Q/BGq4pHPXtlEegmoGhanSQGjZ7AbBstXnqrnMfnEBbo3CeL1R2I4\nrbD+TwERtRlK28QIVDEPiUhqeOt7klmy3JPknmAqtSZgyEIh71FujU7ur9AOWg2FEGKJ/0Hbgsae\nw45DzbvxEydOCCha1w1YzCuW25O9BLiNe92yPGHZav5dPNqL4+e/AwDoDd3p+o4LXVC5O3qPZGa0\nTACqMCZsoZAXsOb1VxwRhdgtqwSrzhECU4yzoaGhhpKL1GdcFIP0qWl+KJZtWIwn5FMNLC+nmtoB\nAJEgPY9YrIxwmI5ZrW9BURJwAGjclZgkYq1ah8qY2JVSRZRPAyC8xLJVAhapD/v6ulsycQHKD509\nR0SobNEhFFGOJAu3VG3ojE6j+0oioyEWCcHPSkWeq9C4KtsqylJoak8ntXWToSLDnCx/rYKTy7LH\nxZ+387t8uXksWMU8zDAdG9DWEK95e20VxtwLWAHUWZUzC4CPQcSKDygxSUFO1AKc3FNbqYui5oDE\n59WiLobx0iqN93joBjy1TO9Jl64gFqS+ODlP994fLGGki74Pwe9iPut1+nt51kEKDo7EWnqkACGG\nF0rkuQZ37EU6f/G8Wm4bXkztOjVkSfOGXwuGidh2Wji3GDoUX+uk18aY6X+3yTqfgDvOsbq6gtlZ\nUo1JxmNIJDe2iDZZ705UWeknecEcGD7ign9lOz9GjDN7+A2O0IBqCKEDnvwtx5hD0RjyGdq8lCoU\nK+W/cxLhFfH5pbB8+UTqjruqrhSONF/jNUdzE3DgxaXVCzgzfi8AIOYj9RGfT4Mepb5IpdLoZYup\nslxDaqY5dhHddlgsGGFfFRFfM6XQUJ7/+8UXoZBEaeQL2kD/ZvHZ/PwcToE2MhF/zRWK56pHlard\nMmTAdX8ffobYurVYBxK2s3D6GXN2Ls82K6YzGSmK4gn1KoqCzQpbdaSvI9otdN7VBSSSznvX20GL\nmW21LmQgG39HMnlaHLM+FcdT1P/h+Qm85ADp4QYCpqeiUisbHT3vGeIplpkOsj8CNeBAlvy9bWXh\ncAq+HIVfoptfjul7SSNb3sjyyd3n97t0eksMKvb5/Ugm6B0e2br+vcxOj2GRLfDFYlGkxoRM3QXR\nxqJ0D0ur0mZZBaarNIZyVb+LSUvmhl/Pr7H3PeH83ahWxNm3tmUhymTKYtF9Te02jRC2JKhNSVQQ\n0ug8StiPXJravVQOol5jMXcz2HQObtUy/VZmIVcYTV6B08cybN3Z6WYYl5gak1ENYHOVWL5lBHGy\n4F53Zgo1zEzwhdUP+dujx5qLX1zR5617vbxEvITpbAhqH3FQKMXp0gSIgDbM27a2ta1tbWvbZdvG\nRRsYo2w5U/T8ecK20M280dloHuWl9eHbrSyYP73y37Ouc2+htzuJvoFmSNcrt29leVVAqrJlsjkq\nZAwgGnLnhnGixPIZSkzG/BlUTSIXyZ5pK690YfJprOnk1YWlMmpyUWYOHakBRcDma+mCIBcZug/p\nDJPrk85dqdrCw8zlLfFb2UOVvVEwD1T2YhurjoxPkLRhLNaDNeMoAKdiCUDSdlze7vi5BwEAWv1m\nQYBJF0s4tkT3NfOsO2c11EWQ+GCojlCdFZ+vAaW6N8kIcDN4y+Waq7LLRqrJBFjheJksNJ+xwPX4\nsjU/ZE4T94wTsaDn+3X2zEnx/NIRyre1a7Zg+wIA/ETKijB4KuGrO9CtDZxWIuweHbbsZsVat/rM\n2OQ4EkmHNcwT5Y8+81NXNRlx3w05p9xDP828Udt2rpWtu1EKzsRtJcZSKOSd0nGSjCS/3qnTGQE3\nJ2IKOjupP2qVOhbZ+7e4khZEwFzekt7dQYegV4MnCYmnfmdzRaEnGwvH0bedVQ/xe78fs7MzyDPW\nspewAtfzBYCKHzDZOB9PB9Af5iiKjQtVup9LYcrKxr3QuVoZmxIUHlHWbKmAtyJ0drWgAj4/+Ixl\nAG7Bkby1Bl+c0JY1JQpeULNeD2PQT4hcOqCguYS72yqVMvyB1nO5qmowGcu2uzOGMislWWnwAFdW\nKVthIBkXyJttZbFLoz7lJD+5z2YKNYRs6vtwLi9kAQGCd8ncY4J7pLUg6QX0Dl/jKgnIBTguxdqe\nadva1ra2ta1tl2kb9kx9de6BeKtyhCSFn6DpB7oaaxi6Pa8VRpUu1txehSgorPtcMcCfhcleildl\nFy4ZJxeAlr0X3TQxO08Uf5n4oAZUrKVpp6r6omJHXFgaw/JTnwdApCIACCRfeNF2Fq0Mzi9Rf6uR\na5BIUixXLsRcqdrCk+QeTr0CkfZiGrrov2KpDrXF9kmuzVmuNHt4PC2iVUxVjm9Vq077ejoHkc7S\nzvvY6X/A/l0vbfqtE0c9hZlx8rL+5V4TAFc6MsEJKLsH1nBwOxEEIHletl0R9U9l4+8RJ1tx4/8v\nlcrw+5rjbj6/kxt9Mc9V76tgs0Lv1PSSJoqA37g5ht6e5lQPudIL4PQdF7on71byMJkSUybDKhXp\nF69+08orzWbpXiPR/ZheaEYMtNCqZ/q1rhuYy9GOPW1ERBxWjtdGVOrr4YCb4MFzxhtjp151WEul\noniOPLfY53O8YqvoE6jQ7LKTVZ5KpT3T6LKFoit1LBCnWK6LiKRw6cYDLfNBeVpLam0VGovNx5NJ\nREM0/s+PTYtjFVYvOWgEEIhQf/vNOuwZipNP1QyssTSUHPwXVQ/icc8D/WkU0EyeqVk+5NlQ0bSg\nmJq1gIIOlq1nWUAoTqlLpXJzCl+lUkKGPcqqIk0SvoKoouW7xGlYJhhxExVkVMDQne+rJYovq2E3\n0dIfIDlSmr/ot4auoFiksdXF5roBw3R5qXmN2jp9+gQgidrzWGktYsLPxkC1UkSqRL/tO/ASAIQu\nOpVoNM/KN61sw4tpsUYdPRDwAbYD7eWrdKqAaovTFhcM4fqajNlVLNdE3lylaiPPGm4ausit6+vr\nR2cXMT25fNvPykqlYsuk8NEL9LIlY9TWLZsMzK82ncJVas2ySmKwmqaOSpXDqxn42ESz/NTnsevg\nrRtu6/jZn8C3930AaLzVedkhzS+uaWh+F6OXG18AGjciQrRBKpnVyuQFKMxg61bkpEQiLv5enJ93\nTWB5hpRE1Ttw9Bmq1rF710CTPmhXcivUAME7uNe7Tf2D/WJirUqLfkDVMNDrsGsBN4Gs1b1WK2VX\nJRrZ+HVKJQssvU6woRtNM2lyHi7a2LWnmcAmiy/I7SFBCvp7gFXGOa1EnEVKgoz9LTZC8iK8nuVz\njviFAgOLC7Q4DvQ4x2zdfABnTlJoIxzaKyaqbM2PiEqNsW1bLJw5VlnJtm0MRRnEVnXDufIiKi+g\n8saObxR0XfMsBs+/L5YMCqeAnkWFkfg0ze9ZtN6ySiLEUqvUYfkJui0WaCNhmFHs3evk3MrtnJ+b\nE//v7oy5/m20SJgLBDjjQ+92L3wrYtVUPSHdsL+G4SSN5WrWj1NFWnz5saeyUQRVOn8kXkU8p/HT\noRphFXhK7vEp87PmZ+k8vX3NQgWVap5VhWltusci2WjVatWTnFSXNl35PM8BrmGtRGz/rRF3m2pM\n311VVdHn6doS6ktsXuEVrypldBWdhfXkEpOZzTsZI4c7RgEQa54vpAAwOfEUfLve7LruWrogco3t\nmg3F752H7mVtmLdtbWtb29rWtsu0DXum3Fsx6wY0JuWkKGUYLOpt5wwUQDvDWs2Cn63ss/PkcWQy\nBXR3c0UU1SVXp0hwG69GIUOt8ZiCYpHBwhuAfkuloihq3qqyiw0L/f3uHXU6FQRahNx5P0zNLmDH\n1kHxucj1LNcw+sP3AwCuuP6XPM+RWqEctOWFsSa5QADoHdiDhSzL0dOHRSqLoqhCvk4PaII85GN9\naeg+FBgkxz3RRmvcyfO/y+WagI0VKa2EQ8iN8oTce5Pz7VZTaZFHyeFwbgMdLwIArCwso4iHAbir\nRDhC7FnPdsu73kaP0s9IQHaN54aFNkQuks3QfehhOcSWVUWaVarRPDzTg8ndTpigQbCKFz4YHx/3\n9I51XWvyqMK+qvAy1xRVpOZwr7gRVeAeLU/P4cbPy6FdXXfqjFJRcqoWk8pMiH43jRACkefofPVr\n3BAky93cXcthCxufZ7L0LoylLawWqJ3D/ZKrK1mrtJdSJuPpjcrGPepSqYgcy2ft7IwLNSRFUSWC\nlPPMZYRkcSWNukYQp6o7Y5bb7PQYLOblJOPxll6olyXj5EmtptwFOGoW+StnVns8i2w3eqMVibC5\n2c8Us9h8Gs44sKWSrmNhE8tF1mwoHnUyylUb/hJDsHQ/MmmGnox0Nx1bKlvYHKK2qmodgbKPnVuB\nlWVoVu3iOZetJA8b2wUAqJZQtuh9MA2HEGUV84DteMllNhYylTjq1TXIpqoaEGBpN0YZ6fMnxXcB\ng5a33UPNzxoAxtRDCLHCQKUiwfSlUs3JKQ4HsYoNkBMv+UhmfBDMzi1iaHM/a/QEUKKbX1ixADiL\nIp94+1gJpWSyJg0od0N5hY9q1RKTkzx5d2gFrIAm02KL5yovCrytu3btaqgk4kBNg300YZrhZqZh\nLA4xcBsXEHky8IqfBlNPYODqn286J4/VjJ/9CXpu+h26rxFg9MkvAoCrMky8YwuWTxLeGd39NqRY\nOTE9oIli17m8JRZRzrgtlupigeXHAO4JTFFUWKwtPp/TV7qurhsTleO1raxcromFWA0oYkOl+f1S\nfm4CJ2dpU/XI0a8CAK7Y80IUC+u/kutNupyFZwRZbt+6Z7q40btMxhc6hzntWCNLlYcrHj09h5E4\n3XurPpP1b7kowkDNEgujIwDhnIPgWu/zcXg4XakjUGIF5z36bLJuQAnS+FVnf+CqJjM8QDD1+MlF\nhGP0jBJ2BaEaq9ghMbeHgzTRjaWBWRajOlAuutjOvFKQrhtSPNRpfyRiujYUXgIiXrB4UQqxWFZJ\nwMbRoIpQlPpPlhm07Qr6N5Nm78KjXwNA4+3sD2kc9l3/Pk+W/qWYzaQi0ZNDtcjY16VhPLbEN+PO\nQiovoOVsBZUl73ea93eoOeEUmQ4dhTT1U09XpQne5WaxibJWVVBT+ELUvJhWi50o5Oke6skABqRc\n5jIL7RVLThWaVizXml1zlZgD1q96k6/xXFCHWW4aIShRaePAeDqBVApNrAi7DLWb2vTMgxfEx3rA\nwJ4QLayG6RZG4QzedPxVyOj0fgtAXx5WG6yE04Z529a2trWtbW27TNuwZ8qtXK6JwL4KIFTjOzD3\nLt3Qab3mO3qZwGGauotEwhmjk5MzgrQwsHkLshnKQVNiZXSwuPJCyQkM851qIhFHJ4Pm5J2xbCdO\nnBAemWlGkc7Rzs0Me+/0O7ro8/k5y6kF2uAVCDWYbA7RGN3f6rl/RbdEOuJqR9PzBO1uve03USkz\nKKOuwddJtUjzmXkhLQgAQzuIHPH03DhC3SNN16TdPrUrEWOEBSnPLhpUEQ7R5/OLqy52q9kip3U9\n03XD5f1z+BwA8tlVcQz3LuTnnUg6xx5bqWCG1eFUwu8EAPz01LexeILaOtxTEhVhfukNg0ixKjmj\n4z8QKj6tIFxeeQOAy3PxMl8LToUcRpCRCM7+bmWPPnUUDz1J727fHgXSnrelyWLyAN0Xr/WZrfkF\nCYjDua1MVkPSzRL0FnmdACk1cSh5cvIwtg051WS4YlWf+gCitVc2/VbT/IIExD25iOoXxQBOTC/h\n6t2OwpOct8yQeFfetoySRAeDUFld48AMY/BKz05V3Wx8LhtoWSUR0sgUKkgkvd8NLj8Y2/Fa1pAl\nmPVLzyVsZQp7l8/PdArCUH/Qabfm92FnkvT3KokwKgx5mFnV0O8nL0xpIeHXyjgZ6ZLNl275Va4y\nCn+JvMPqRB4nGVxbs2vwK82DRNVVDA7SeNY1BeMTNP+XihYGemheKTKkIp0vwGSQq+y1qqqGRNS7\nKAC3TDYnECfT0IGqexxXqsD0GGVfcJIaAHQYCzi82/FIaxF6B/1ZC9MMSYzs70DuZ1CHldvzXkx1\n3dHFDNbcbjyfSMMhE0UWW1wnj1eY18QXDIYwPUUdkS/EEI/TQD9ypDn5upU1xmrk4uR80kynCNZt\ntAIrRmvblZbxR36/q6k0ps6OAgAOsxQYbudP3A8AGHzFZwEA1UoOepkGcSmgoXsPDe7Z+z6AbXuc\nxZQLOgxWH0MqS22tmsPiySmKKib6+UVazHp7e6GyIummqYv+1DS/S4/3+RqfBHVdRU+XMxgWluj6\nMrRr1yuuajo8xjZjORMHl707f64LxQoNnIAJXH2NE3vjMOSRA704dvqbAIB6/mbPotYbMcMw0ViM\nGqAFlC8CO3fuaSk4ALilJmOGE6MrrKmXhDXL+rcAwb28eLhLvIFZrQ5P5qoca122k+gqr7H7cgqJ\nU8k2d2zLHroKMwv/AMAdv9480IHUklNNxmE3l8V7xBfToaiGYwwWn7JNdDI93pGRbaKCzPHjz4h7\nJbjWSU/iMVEAKLACz8F+Brmed+YD04yKdmgBGwabMxKJuHjn19IZF4M3k8uytmwX4Z5qdZid+zvQ\njNZluNazcs2Ps2yinynwWdktIrCvm9pejdfFAtpoG11EASCBOqpxpxxZ9RIwSX8g0/K7shVAVG8u\nRl7I5REMh1z/58foWjPTVdf9MCOsPFqEzpPocq8PedbWxYUlbO052HSOVGYeCZtKNaqB9WOW1WoR\nU8dmxP+DTNjkBSPucSOzeI0ttwEANgeKgErPxy4yGUm/ihk2uZahesa5W1kb5m1b29rWtra17TLt\neXumgAPd+jujqNU4dKoLWa/pmXnwhV3OkeOfpaTqMarPm9wBQOxsWxmHFxeWVoUXJpMkZIky2WSo\nKZe3oDPIyGA7rlTKQpoJebeCFNWAIkQONFVDvUqC7IGAE+RfmHxakI3EtWthlDQGeUibn47rfsuT\njNQzeBhrz/4z/Wfnu131M+X7BKgG5uY+8upm55dc7QsG2Q6sXrko4/di1liDlve9XIi90SsdSzvP\neJCRNqaeIwH/fN5hTvck+jCwiRUSr80Bfgce4sIP0wvHsThHSIAsgcdrWQJO7dxWeujEAnW+bMX6\n5jYqeVziGobhej/kguA8jLERJMC2Kwixd6KvkoGdo/bxHb2ua+IeTdO5bsKuCE+WPFSWI8rd4zrA\n1RZkIfxQvYrMGmMu9+RF/m9XciumJunZoHJAeI/RqOMd8mfeb+oYZ7mn2UoNyyzRflAiEwaDYUEy\nlE0mSJVms/Al6frcQ5XRFdnk91aW78wWNKSYxzg42I+u3oGm32bS5LWHJdiwUJhCMLi56ViAamUC\nNG6Pr9JvHG/UsVA55wjK7w96UIfcdjHovpXV0lUELjJ9F3J5kSdpB4BtW5sFRHixeH9taEPX1wJu\nr7QnSc9iLXPxvMxKmcZEqfwATOP6pu9zhWUEI9fQsdWKuFZ3Zwy+EoXJZtYoFHD0+HnXb3/l+vVz\nZX277sBQwYH1uQjEHMspLuczGDA4CrWxZ7PhxVROzud2dj6F3iRTkghL1PD+XgHzcivaimclD7te\nERVmqg1sMK7tubi4irU1Oj8fzEVbQYBBN7Lqy3qTl6y2whejStXG/BxdR9ahbbXQ8PgpAqZIl6it\nnsS2rubj19bmMRhsZtCh3sxy04PdLeOnXD3pzLmvQ9/xJuke6JocJlcDCiamCXZMxOMIqgQvxWNB\nF7txkcVQVleXBDv4YhVjFKMMMP1LNMxvvN/8fsUT2m1cSPkiuppx6O68sPKWoSEsLNK7MzJyPUol\nVhRcWlQHevYJwYFjp78OA7/IvnGgVp8oy+ad4lQqFbFlC1HnG8tp8fdu9MJYEyN6fmFRpG8F/IoL\nduWLqRqsoZK7dL3VIIOVKZWFFzkGTA9RiUyGKVytI33Ny79Bpz6I+GsCPg7Vq65qMnwzMrPwfRfU\n283SLwpLmmssOBs3igMODw9ifwfd66PzNQEnd4yPY+s20j0dGdmGJ5+kEnytWNk+1YAyzkJDUe/5\ngMf95YwCWZu3VZWa2dkZWAXa9IdrlAqRS88jGCEWfm72LLCteTGdKlYwuUadlau53yOFVTfpLtN5\ne+JhVPys6LlnK9Y3rp7Uip3Lbb3veVzSH/AJNaJC5RxCZvMcVLSoj33KsPjdeuxbbqGGkpk+1u5W\nHAQvq1W8x+TiYgGdIerX/kQBcdYcv3FesG3PP0zzQUmar155OAJP+S4A9rbbxN9yZgf/Wy7ozrM9\n5ufmkMl6p+h5WRvmbVvb2ta2trXtMm3DnqlXMdy+vn4Btc4sLAAsn6lYLAg2L/c6DcWGrjVrqNYr\nAfgZTLRacH//3HOULyR7m/zvqi+wbnWM52NeeZmy2XYFoSh5cjL8VJq6H8YBB25cytCupuPQr27o\n+hcjI/V3d2B65kcAgNjIy0UlGO4d9XR2isoatHtv1uIEgIUFYrXt3LlDEGguReSAoVguJq9sslc6\nY7mh3b4K7eAnzjyHVMa9M00mk6KWLOAOA+g6wUFPnfqE0PKVbf+ul2JplfIZE0Hy4PO5MUTYJnRs\n5geI6PRsyiUdvSzvufF95rVFz50fcxGT+LvA+3h2Zkp4ppoedMHuyQir8Vnzw2J6gOuDT2QFKcwR\niayvC+wlLdg4Dngt1U28MHoLjoptVwRsXMuPAFuc77hu79GF+xBFM7O3whwByyohypCRiFoTzN5C\nze+Sd+T55nJlDgAuchO/t1DJ23vlfVIqFZErkmfSyhsdHT0PVaFGJpIJREP0bpZq1NbSxL2IDx4G\nAJwbncREshWE61FUPb+I3iCbQjXH2+FeY3yhDpYWjwXdj1id3uei0eK+dAV6Dz2r0qIqSDGXYtyj\nBYBqmd4D03AyGsq+5wA062JPkmYNOqIJZIs0X8k5pDyvFCCPN+Cn+61XyuAiwOkUsMbHqqKhxGvP\nehCUAEApMNQi6a5cIyDn6iEh7FCoJeDTGBT73Y9D7aD3cSblEFAPD9Lz7Qm5vdIiE4Q4NT6J4e5X\nAACSSXeWh5f0KP/7YrVrG23DiymPGQHuF5jHzrZKMbTZ2Rmh1FNm5XB03UAoSAMnnnAWoly+F7qf\n4Mi5vFvOI2oy2LUFsYqXg7rcRZVPlHJ5Li9LxmOuycCXOQUA2BR3UzezC1Q6rBi8BmqVn1uCZzxg\nXtli1/8GRp9wksu5xTu2oFyhUTC5Oo14jBaERIwGqaz6Ajjl37QGZhyftIqFDIYZ1Dm/sCBiqV6i\n9vIANwwH6plfWHSJVsxY9Lvjq07sOuKvYeY4qevICymHWOSFtJXptVvx+q1+FQAAIABJREFUyNH/\nA4BEHmR9X17SDZho+t2RA1cj4B8CAPgVNwOYD6ixsXHPBVQ2riYUjUZFQYTenm6h9zw7O4UBNv+c\nViJIhRm0llvEprB3uhZn8fI0opBuCJp/NOq9mLZSQ+IC+bZtQ+G7HuiNP4dtV8TiXas7izewA+cn\n/h8AN7M3GqsDxcazOBvOheVlAbnu7/Dj0XnqhLM1A/oUPY8dO/egb4BYtPOLT4lxls1arngst1Ys\n61YbIf4c52YnhRZ4oZAT7QKcsTBu0VwTK0lpMfOPY2bLLzffJCi1BQA6Cksw2eKshYJNsUO5ALjq\nLyLMtItTkbBn/wW6VVQXqU2BaAGlBWrXxWBeAILNCwCIS7ur483HbhlwFwTnC1e9TmNPUQG15rB5\nOeSrVBWhVSuXlEsXdPhSdPxaugCLpcGYpibShJriQMy4cH044d7k5wqU/rZv6CDOzDhlJZcf+jMA\nwPY9L8bf/tS9yQkHFRwedNjYSzN08zMTp2HsexudYcdNOHuWhBoGBwdd7w1fOJ955mnxWYjNnx1d\nvS7492LWhnnb1ra2ta1tbbtM27BnKsOax48/A8CdvC97q319/WIXwMkck5MzmJmlLVo2ZyARYvq+\nmiHOrVcamsU35x4bnZ8lxLteDma9UhQSfYapw2THWlYJ/jmS/OuR9HUXJp9GhCWGJzu7MTtHXgwn\nKyViUTd5xMeZvY7nFwr1It+CjNTdSzv81Wf/Fv4rfg8A4JfKcExML170fvfuoSTt546fwYEYPb+e\nrk5YYeroqdmFlixoAEIgAwDy2RWEDdppZqpVHF+tsGNtIUCQO/G0yyPt6yRpt6Edw57t8yL7JOMx\nKMqdAIBTpx8RBJmBnn340CdbkwX+6HciqNaoQoWNBMpl2tWPjp4Tx5TLNdRFgXH3fXPv0fHgCOoF\nyDPlFYg4XA648z5T4W6YOSLrxKW8PcvKCC/THcbw9jyd75vl9Rqt3lCZRPZGAUfbOJPJuODkTLp5\nj93fsx+nTj8CAJ7Fw2URl2hAhaI4z3/Zoue/Qzr+yJErcOE8ITqy3nFA1ZqYu+t5o1z7eHlpQYQ2\nero6hQSena/gJ3P0XuTqAalkHLVvy9IssJ0+6erpx2iOxk0k1oGhDqaJnK5iaZkgw0ikQQ86QG23\nPPRN0xkDAcn5agXvcqtmgpfkkXJTJulZWpUq7AQjAIXdObN5VputX3N/PrNA5L+ATqXH7IZUV156\nLBAICEKSnHNqWQVkszQm/IrfBQerQiO7hXDGCnmB8W43YnJ6jCF84WsRDtL9TD79LezbTgjJfWea\nocmbd4ZRZUSm40/8i/BGIze8QaAElUoZBkMqFhcXEWc6yjK0u3M/ee6nnz4mfjc3N4eJ0XHPe/Cy\ny0qNkZP3OeX95PkTyLHFcCAWFi8/p8c3lmMaG6PGRoM5ZAr0RJMNqjqlktPpovQYgxiLRauluo2s\n8clZyLxTASCVWnNR9b0mJRlq4pBnKl1AMEQDI1wfR+JmErSvV8bhYyXj8qU84jGCHTXNxqY+On5u\n1kkh0iSIslojCFAzfSixPA677og5jN3/KeyVFtN6nEbp9qtfj6l5KmumddGxmWwOCaYiY5i6gHcV\nnx+KXyqNluFJ/W64ORii31YrZQHFyZMt33Q0qkxlGAz02EJFTFoRfw3VUxTz5jUhAYJ2Wy2ijbay\nvCQW0+7eXqymCLKJmjdiLTcLAOiIXbqKzfLqw1he7Gm6L11Xkc/RYiqnTZVKRbHguY9nOtWzM+I9\n37F9B86dJwh+oGbhtBJh57MxF2bU49wCdLbB8Pm0571YAs2xU1dNVCbYzSFjVW0uDkDX0lzvOY8t\nL62eEtC5aYSgGlNNv5XbyzeMfZu6sYOJtHfF4+jt2dLydwAJ1sshCL4R9NqgA04q3MTiBPRutvlJ\nJPDECk22uaolLZryhO0sVBwOz5SczVH/1uswcuyvAQDakTciO0H9Z5pBMW9YVkEUW9ACiqhtqsdY\nOl3auUa5aqNaprkpWVSwaqxDvQbQGSoiHKV7mMsEXeXcvIzVFoGhBFGZo36o17KoVugdKMNCzUfv\nomk42rdWMY+CdjUAIMRIBcWSew6tMXhab9HmxjJrfGEt5PI4fW7cdUwiFhRl1wCgFiAnLGReLT7L\nW2uIKreI/1dWqAzg9k4V5xkMPpNyXnYeJ81O3I/pOMWCa3vugU+j5yQv48ViUTw/VdVw+hQt2keu\nuNK5Hz/9YueenWJNAgDNbA6RtLI2zNu2trWtbW1r22XaZXmmstlVpiUacySzFvU67GnySnjptN6e\nHkFWCgZDruR4DtmEQ6YgEyh+3ZEnjMTEDoPrr8bjCdh12snaLZJs9brjkT720GMwY7TbuvGG63D8\nBO1SVB+gqG5Yol7xhtgsq4SYScSqB59+GgMdRLw5cnAfRs99FwAQ3X0nUjnKiTWrBuJxumZvZ1Sc\nw6fSzu2rX/kaFpcIAnzTnW8QeXnlUgHj4+N0jl134PSzfwoAGHnRb8HvZx6GCvTYCdZ/5GmGYh0o\nMzZlNBYRnq6qGahKMnKVOvXrjq2DsOt0vOLzY3ySEpg3dXeIKi9r7NypdFbI7AEOfL+pbxBTGe4d\nVgS06xs/g9llR582GaXzXQrZiJsswBEImC7mrFklMtFK+gG4aKjr2MzKURjKazy/k6FPLne3XgFx\nAMhl0wDIM9X0oCvndJdNEONpJYJnvkfe9dKeIA70MI/hItvZSMSUZAab2xBQNU+iDgBkFfp/l257\nfs9NlwhPum5AAXmE84tjEqkLGNlCSf/nTp1AOOQWtZDhaF0zsH9ns8xjtWoJeD0YDCGRZOQsu4QM\nE0cpFi1PwQw+H4zPnYUaoecyZySQmmKQom3Di66sKIrw1hN2xQkLsWFQkkIVAHDgBVTpaUWbwDLG\nqU3lOsq8ek/mEGLMm4vHosiwZzPQRzBwIR9zkZCWVsmzCQRUwHBgSmOC/i6h7iIx5Rg8vSnqnYO5\nVqY5I5W2wRxQqKqTG1pBGQbLLd02PICJ5R83nSNXmIc/yaD6OeqzSqV8SfmlXlYqWi7Pj1uZ5eBO\nTjsyhnpAhxZqDs3NLZ5BKPRqAOTxl6dIoMa/9eV4dMwZ//2sCtOAn0htuR1vQlChcRGPKUilyMPO\n5grCq/YrftjsmWSLGaE1fOLEiaZ3LRgMbSjfVrYNL6ZemqBqQEHZbmbABouWWES4FcspjD5DE0ko\nGsPgoAMD87jT8ePP4Pc/+DEAwHe/+Q1U/dQRPr+KM2co7vWJT3wCAPBX//cfYRj85TWgBZwJp8Ji\nOBaK0FV6CE+efAJ93aSIcu1N16Kvn5K0C/mMSA7ncK5PNTxFKtamj8Mw6fML56exvEIvy8F9g4ju\nvhMAUEuMwLScuKWAqmPUT8Gqiq9+hZi6M9PncNsv3AGANhv3338fAODQoUPo7yNod2FpFcogDXR/\nfhlHx0hp6bNf+t/4+y//MQAgyVRdxmYLeO1r/wcA4Nvf+L/Yvc9RkPqj//k+AMCBQ9fh9l+6XXwe\nYEopubwlNi/JTifg09HDynUF8wJyBSAmxx88+AiuuO4GAMDVfSFMnyLW7vGpaXFsKBTErn27m/rz\nYqbrhovCzuNna9Yk6ll64VOZrpa/b7Rw4AhUBncbml+kQsnM5Wg0KjFq1491yWL++eyqpzrVZsVC\n+SUUAjj6vR4Eb6F3cHtgHmixGAI0zgIq17BtPk4u4abrhlvTlyl6oXBxJRcO9cvwdr1wsygwEI/2\nCgF8f/DHKJVokb2YfnGhkMczTK96Vo1ipER9cOTIFWK8j46ed80D3GTRDCVBi4saAZ5b7mZttSEr\nOnHbrFjuRdMjJYj3ZaXzpZBptjYTZYhHe11l6WSzijR/raTGsMg4AKVJmg98yiCAZuGHWroqGLel\nsgKNtUn3Azzak807z1WO/rvh3kuPqc4vTSEWbR4XU9MriO6n8/hjLNUlXYDGsibKLYRbuJpSo5Ur\nFUQ84GBNo8+q5boUa81gZKB5DsikfYiyKTI7+g/Yt4fS2759zA0/3zxEB51epP7esXmbKLoQ11ag\ns83RWqaElTWmxx7QBVyrSbB/pVIWoSeZtTs4SJvyycmJDS2obZi3bW1rW9va1rbLtA17pjLzju/k\nS5aFUpW8ukhaRTbG8nQCzac3NEWwYi2rJAQZgNbQ355t5IrzvL5G0ztoh2sGAkgv0C49VSxgyxba\nWcYQhVJhrOGq40Gn5hdFpRWeJwgQMQmAqFADEEszwXSthjrjMHuad59adBhVJndX85uodpFH010O\nIp2mXVKcSXpppg+nz9C933jjC7Bzp8N1/MhHPwoA+NpXvyKIVvF4AssV8jBXCqdwcB/tns5dmHSu\nH6P2PvjP38bW7XS++/79fpdn+ugTlPv6lt98p1RBw8LkpFN5YWQrEYPqNRs+thvNsB34yvISNCau\nkUx2IM0g5C9+5lP4/Je+DAAIqT7hzfEyagA9X1HxwyOXt1yutczx5bB+MBgSLOL5E/PieL2+Ga9/\n3cMA3PmRsgX81Cc7t/fhLOv7aEcXahXy5jiSQfebcTF31zP5PZmZnXfJ33EvMlSvYmuYvOvyLUs4\nfi/zGG4BtgfJ+2vlocpkpMbvZQi8VCqiyisiqYYoLJ7YgD5wuVwTHnUo1Iep2YfoHiUvbf+ul0IP\nNOu8cpudnWHQN0lLZrnrVQOqJoWBZIZ2I8GI57JzecC+3i5PcpsM4bo0biXHqlQqup4Hl7sTOdLL\nPwb6HHay4vfOBZaN5zYP9O7DQIPzmsrMY3mNCDbFch1li56BvzCEeJSVUEw4oTCJD9mScNSYywq0\n9h7rtZqQEFxdO48dvc3etWY0o22ccORlHPYMNMznPP9UJnVezCp4DiHTTYYCSBs4s0Bz0IhWx0Oz\nLANAQrtftNfG6TGSo8TIrwMAUquriDOvsli1YOgMRcosCTi3FYlIVTXB1pU9U/735GRzvvp61vZM\n29a2trWtbW27TNuwZ+olhK4E/DBV2hHYJSA4Q7vSedVATwftAM2wN94u75YzWdqlLC6uiNhsVao6\n0dvTjbHRC67fB1GHzYqKf/gP/winztBuYmCgD5NMK+tTn/ostm9z0jB+8jilktz/wP3QgrRLnBw9\nj6999St0nV7Kf3z22efw4Y98EACwb8cInj5GZKWPfeBduGrLdqdPWB5dPRDE23+D8pzuuece7NxP\nxWktP/C+334Hff5+SqM5ffo0nn2W4oqziyuYYrHFUrGEhXnyVD7zmc/g8GHyAG6//RfE9fwd16CW\no13czl27cPRZUv04cpBypf790cfwrne8HQDwF3/1Fdz9m3cDACbGx6HptEsb2TosPP23veMd6Osm\n7356ehavfjURAd7ylrfgX3/wAwDAl//iLwAABw7sx4VRioHd/VvvwVOPPw4AWJyfw5c+R7Vae3v6\n8Cu/QqLzQTOIAy8aAgCUl9bfwWpaa/m8uTnqk2Syo4XcYwx28SYAlNIBwEWesYp5hA3mQQbgqrEp\nX1P29C5m/Fge+wMo5syJQjyW2djWULKCfbcQge34vV3QXkNewRaVEJG6lfEs3C6nMHV0kmcrx69l\nK5cKThWmXvLIOZmtsT2yyciAbVdQL9zseVy9RohOnQnaNxYD4MW+TTOKhM+J43IB/IAkxwg4qFOl\nkEJ3AykoW1Xw2IKTt8rjo7vsrCseyp9HozC+Vx4vN1m1rFop4qFnCekJd61BM8nrNTQfNnWTN8Xj\nxq2sVazVKuaRKxAqlJ5cQqZOz3xiZhUhlfohqr0M8TiNz0Le8T4HhxxZzTQjNC2t6iKeZ1kF+Fif\n1Kp11JnnXlPWYKoMQasB+TKNoQn7CnDfMMzTpwD4eAGLhoR+rnzUmA7T6vP1zK9NAXA801KZosMD\nm66BL/d1AEA9dgATTztR4y38FuaeRJTlkZbq1A/L6QLSvNqUoiERo/hpKOIQwWR5RFVXXXFQ7rV6\nyQp2d3cjn21dUL3RNryY8hdW9TklkOxqzcWElatLTM6uieMBIBgOXrQyCQBMjdGi+MZf/XWnsbqJ\nLFPxV9gJg8EQHnuMFqXJmWV873vfE8d/61vfAgB88Yufx5//+Z+Kz4MsP/Kzf/wx8dnv//4H8PQT\nBM/8/O1EhvjEJz6Bj3z4gwCAzZEcltM0AP7w43+Ob9z8QgBAuVhBovPSC5VzUYDbbrsNjzxCi/pL\nXvIyvPpVtwIAqjUb3/lnYrJ99KMfc0EonV1OsWw1QQv14f3b8NBPKQl62256SZeX13DzbiIP/Vk2\nj0UGZT/6yBO44XrSuK3XbHzh858DALzy5bfg9a+/Q5z7ZS97GQDgjl+5HT/6958AAH7t134NAHD7\n7bcL1rUeiYoNw1e/9lW84x3vpLYFFDGx7tq3G6VFTlq75G56XiazUAH3YjqzcAzFCG2Sdod3ikGz\nb98hzE6Psd+tiolYJiDpeu15FVMPhaNiUSmVgFqcrg+rgjATBBi5KoXUHCNHbKP2bwJQlxi8fMzt\n3E4bQrnsXSvT9CCSDXnA8qLvlvqsSQuQJmBeKqZNoiE1e1aIXgBAqkDw7+gZWjhMM+rqI0YOd5WT\ni/hrQsSiaobFe5RMdojQgRZtLqD93ErRBe1yhjTgXkB5acdIxHRtkORnwNtYY9rWYf5MQEn/fdfc\nQ31i6dDYhI0icP4UbV5rvjPQQtRuM9CJKCMUhoOsHwy3pCg30wjBNOh9lN9L2aziLC5MPcuuHxBl\n0WamaTXR9RiKYq/nzKHyYlaplNE9QOQ2RQ+gXnPuT1eojS8YNrEIqboXmjV4ZbKRXEieWyGXd4rO\n52egRNl8XJMFSfi5gYKfGP07tki62jUdqn0AALAy+SS27idC5ENHx8EpWOGgggMB2ryvDPwiBvuo\nLxaXnUXOYd8CRpDG0NzcHDZtontPra0KUQ3LKoiQkV/xQ2X3wHNLZXZvX18/ZpfbBKS2ta1tbWtb\n2/7LbMOeqbz75FBspe4lpe027q0WW6jVqwEF9RqdzzSD6O6lPLUP/N7/FMck4zGcZjT7z33x8+Lz\n48cJ5rzuGnc1keuuIyLKF774BRflfpdHsfHenj5RV5One5w/fw5/8tk/F8fUmWzVudEp8C1i3ecN\ncfj83iU6GNdFpKIAgGk4+Z+plLNj5Ok8APCtf/oWzpw/I/7/e79HEoI3X3MYn/3S/wYA7N1NMO+V\nVx4UZKSbrrsCDz74IADgsf94FK99DaXXaHoQx0+Tp3Hs1Anc/8D94txZRjUfm5jEO99KyMC73/1e\nAMB99/0Ir779lwAAV113HUyP4sbTM3NCsouKp3t2xX+aVcrNEKlhhAFWMeLU6hkMF4nAlUx2CPH1\nvoFhAfeMjp4TsGq9XgYXiPGqXAQ4MFGjB8vhWkV3g2fc0+raWnCJ0wPAnBbDZg7p1qs4cqSZ7DM7\nS57SSjYPq87SHHxZmH56z1O5OiIMwtq9lXbz8hiQpT4Bp1pOo6oVt/m1FDqlbuVwZ8VH6IopVZSJ\nxxTYDM4t5C2EwrT7l4uXT9kmAgx2TiY7hNd84fwpUXWIk454BRoAuDG5hGqVzj0zkxY1YHXdaVwm\nk3EVCODPIJ/LCBg7sEYVhkKDtwpx9P5rX4cqqwY1m8tBqdBzUVUNik3vsxm4GiqT/CykC8isUBt9\nflKHqvlPCHg4rI4gzkCEVmk2splGCPu2NxfLXlolslwqu4QiK9NTtjrgrzOkIuQ8x5Cpw2Asq09/\n5K9c5+nsoHt70c//PIaGKT2lrtNY9yt+cGeeC94DAOwybN84AKCopACFUpu27z0ovHCrKA9wbzW6\nus3q76q9Lmhe1+n5vfl9f4KvfInm9GQyKebBm4dSmFmmvtd7+10eKQAYkqKbaegoMkjkjW98A378\nY0oxNEwTNUaQ1SIhF3mrzNTzEt10DatWwV/+JaUsnjn2rOe9tLLLyjPlUIom9X3vJhMrSyyHq2p7\nsjPlc/CcxlzeQjTu5DXqJp27r89hzSaTHU2lm6pVCxbLo0ulUgI6KldqmGexR10qRaQbOszg+ixN\nTSOHPRBQ8en3v4HuS4qR1moZwN+8fahLcIgKiucCgF0rIZ9zy93J4glWsQi7Rg/V55fidxUbBuu+\nvQf2oqOrGU7ed9ULce79HwEAPP00wb033eCwEw8fPiwW02effQ4f/agDbZsaPf633PU2XHPVYdd1\nATcs+O1v/yMA4Dv3Pow//RTl+N7z3vfi+huuaWrTrl27BJvz/y+mq6bIJjSSQUyUKUY3f34evawU\nVDLZ4YJ/5XJscvwTYDmdUg5yatWbaa6w18Qe8mP2rLeONF9Ezz1CC1TfnhyqrIzb3kP7xXE873Ji\nfFwsONGQM/gy1SiOrTAWpFbHLGfbP0PhC59PE+MxGY+JTQTgvYiOjp4XZfA0zY/UGsXHm6rJALAt\nJz81lbYlmFXSAq5XhZhHtuZHkTGPZWYvCTnQOfm9ABC/W14xkM9Rm4Ih0zPG3kroIhR2oPuOzYfE\n5zOrNHHHtuxFkckBBsMhIZFXrVYFHChXVAEAjYW3fP7t7Pu9oj51ZiWPbIraPYrnAB+1OxkdRChK\n80EryFc2fkzjsXmLNv+VyjFMTNOGwK/eKBDge3/8CL74mU/R52Hg6JOkx/uWO96Kr/8bjefOKDkt\nW7dvg1LnQjhlcPeoXJ/GkHkV3aPPPW8GQH0bMYBy2T0+WlldWkjrdQuBotOXrPAMYpEQXvwCkvqr\nZy5AZ5uFSqUsoFsvK9ZrYiMhm2GYrgpXfMFdW1hElL0f/PuPf/BD4rj3vet9uDB5AV/+8l9c0r21\nYd62ta1tbWtb2y7TNuyZ8p2gXIFC3v2lVktO/mmLihfyOTKsPqSLvSjlWxmG4WJY8R2nzeCOes3G\ni19CLM53vus9eMMbiUgTjyfwd/9EBKTrr3F7TyEm5G4YhvAIvezGG6/H1/+NduPveavjmY5dGMf2\nq5olz3x+RbBin376OHbvdKqynGLiytwCLdRENNWPGst3TKXWBLN4165dIhe2WCwK5rOm+nHgMHkv\nP/wx5Vn+5tveKM53ywsO47Of+yIAoGtTP6JRJmJftXDLz5HKyDe/+Q3hmaqagZnZcQDkqYn6tQny\n3q647gaMHiNP5+izzwnPNBIJi2ezaVOvIE6trS7yAh0/M5Phb0+rNxctVwMhlIsMyjSCqE9R/xWy\nFcyxV2B8fNwlrs69tb179wqvkJO55ufnXVVzGhETL4vHqCPWUusPu8KaiiuvbvZYJhgs2tPVKYpi\nP7JsYZjJY+6MBBANMNm0Sk3Ax0qEIUgVvxh7a+kC5hefctomFZfgReP9PrgE/r2qyXAv9egzP/Ws\nJhMMmW5mr6TQNKfRNQ2J2ZtMdogc4FzNISPxPNJWRQfiMUWIzMuqUZbEjC6ViqIwQCTNcnuTm2DH\nDgJozvOUpUs5c1Wu6SkTf7gXKzNFVV2FXeVi+U7fZFbyqBap7WemHkKQQeJ+bQqhEKuzGum6qNcq\nmMUmEN/DYOSajnrNIajtPDjArp/E5t3EAL///ocxeZQIZCM30Xz59Pkn8Q//+H0AQGothSsPEDHo\nzW99IzSN+u8rf/klvOBmgqH/+i//BttYbvxrXvMLePDeH9K9FS08/iTND/wcd/zq7fj0J4kAOr+c\nwiteSgzxn7/tVahLKOGp46cBAPc9fC8Mhlje/fZ3YmTHEACgWCxhlGVz/P3X/1a09ede8SoAwKte\n9SoUPar3AMDf/+3fAwB27dmJK68kT1sLKFAahuKxUyfxO+8nEtrWXduwabC1J9xoG15MezfRzZcK\nQaHHK5scE1Vb+L2GTl8UcjWX+y1+F1awa4TgXXkhXV1dEQNp5wi5/rm8hZERWujufsfdeM89lHpi\nV+q4klUFeOvb3iZiWslkEvGYU4KnwObATX2bRLIuj5l+8L2/jj/5i78DANz2hneIdrzs527B9quc\n38XZAlWv2bjrrrcAAP74M5/Bv/w/SivZv3sv7rrrLgBOekO1ZqO3hyCWRCIuoFUAuOvNdOw77n4H\nXngzLXhvectdWGb6vQBQZlBTX99m3PKSlwMAuphmaFRToVTGqR/UIbzoJhoAXZsc2LZes/H6//F6\nAEB2xcLrXn8nAKBSLWHXAYrR/eknP4777nsAAPD979NA82m62DC8/e1vQ7ZAk8udd74Jf/ShDwIA\nrjhyJd77XoqxKj4VreIo/5Wmqjr0LMUZC6c74WMQoyFt4iilg9p69OhTroWVxxt5nLGxFFgrfVxb\nuvXeHmdXkUrLmrJk8U108C/f6HPBrv92lBaXA1t4KokNXpwkovoxlqaFZjgYxlCM7mvGqrjODbgF\nGRrbKlde8irQTfDoCwAA0wtPYaDHXWw6mljzLH6tKCrqNTfUS58ron2NzF4e7rGXLXGs0NItlT3l\nHeVqLfK9WVZZYmVrCCmt4Ui5Igwg6d2WKi6Yl4sVFHJ5+AM0l/GFt1S0hCasqmrIFul6soydqqvI\n5lhalX6jkN0DIPowlS1gdoJY5jX/OJ3DrCLOSsB1xIdbModle/xhgnZ9RgDjjLEa0ExcfwNVWvGx\njWkoFMG73s4ckUQP7r6bOBnbdo7gZS+jTIOHH3kC9/4bxSF/5/fvRP8megfW0vP4+Gf/FwDgI598\nHz792vcAAN79vk8DAP75X36AP/schYYMG3jDW+j7F191EGrCGUdPHfsPAMAfvPftOHuaqsbc/d57\n8COWnlcE8P7fpoXukx+n80UiUfzB79FnmzsTOHjtDU5XMjj37772Ncwt0ti/661vFgtuKOJsIA2D\nns+rXnErPvQhgnr/8J73us53MWvDvG1rW9va1ra2XaYpjbvXdQ9WFDubITe7WLYxMc7rYbp34/UK\nba/kfFNupqkjn2ECxKYpIGHbriDIBBR6eze5PFIBNcKRbitLDL9CPuP6rtHkYyPBAFRW866RdMF3\nxzwPybf2ODp6HQJImQnJl+LbBNQoe5TlSk3kywHecCQ/XlcV1288cpqJAAAgAElEQVSLBbZj9mli\nl9t4DBcuME0ddp0xn4NR1/EAkJ18AN1+2n2VkztEhZlyeg3FOEE9uj8i6qn6/IqoLCPnMBYKeaww\nfoDJSFnl1KogF+XyliC0yEQx2ZaXFoQX3UqQgZssst7K9u7dK+pZ8uo2jZbL06720BFHFMAq5nH2\nJHkawWDXRa8DwEWO44LuOzyY4IDDhj1+4pSrBqzaRdepJL1Z7Lm1AFIr1LdXddNOWSZ+ffP+J/HT\nBwiGvPZ1dL8v6g1B8zvnm7HoHVktVJEMEth0bMXxBgd99D4HrNzzypflxomD2eJPceTQzqbvjz7j\n1Jn1+l2xaDnMWl8Ak3Vqi6Io2FEmaHn/IYe5zD1yBA30VzNN57gUo+o/kmhDnsRROgpPAgC6e4fx\n9CTlNNrJI0Iyr1HgnMO4jcXBORmpUqJ7rNk16AGWN2zqwouVi2yvdz7ZGmUEy1UbYKzYzOISECc4\n1R/ICHi4I3oEsRDBqzfceCte+UpiWft1G4uzNG6i4QD+4A8JOTIMyl0vlzOYmyNP+OzZWXz3O5Tr\nfujQQbz5TSSU8GtvfjNuvYXO99rXvkJUvTpz5hR+myGC3/nWN1BmucR/94//BACYGzshrhcolnH3\nPeT5/fob78SWAxReuv3Vr8bXPvdhAMDQUBJ6ksbZ7b/yBnzgnt8BAMzPzePr//QPAIDX/ZKTF/9D\nBjFv2bIF73o/FfK44aqr8fa3k3DNk//x7/j4J/+M3a+O+TkaR3JB9+HhIfH3c8+RbsGX//J/YWZy\nCvfd/zBs275olvzzLsGWWi2JgWnbFVEpQzaZ7xoN0qRimEZTdRZuvOB240LKC3griopUahyAE+Ox\nrJIrcVuu4OF1nYKk01itlF2TI5/Ezp86CgDoKy8BmVHx/cLCJPtdRJzTNHUBkcliBZv7epBmZedQ\nL8NiCzTBntRuU2oLZ03quiEm8YCqCX3S1VRaLADyfc7Pz4u+4Mf6O4Yw+gTRu0e2AzWdFkhNAWYe\npM87rvstALTYLK6kXfqoXI1GjscZaZrsxs+OIW05bR0eHgJAi6bc93Kf/HeZVcwLKMw0Qqj5aLJX\nlObyYF7Gn7FcGP7oUYozNqar8I2Z/PnRo08BSW+tYW7hRBWBVXq/k8kR8fmJE7QhQE8XkgMsXnue\nnsUTAQvRgAMqZZiuarZSw4zVHKDORmmYx/JlAM9/MeXvn78+IjRVZaixVfFw/rtKxQKT5W5i9mbB\n0k0KeTH+9/fSez2dznnyM1qZbVeQZVyMRgGH9cw0g56xTwCexcHl41zHswXPsjLgIVZZ+EBVNaEb\nK5sWUJBgpVN8ujNuCml6pnmrgAqbR8xkF1TVSUfi8HC2qqAr4fTRe959B7u3JOp16pOPfPiz+Ouv\nfhMAcOeb7gQA/PqbfwMjI4MAgF0HjsAXoGcQ0KJQpf7bNkiLb6YCIE8saLsOhKIUOivX/NDYcw0x\nxyIajLhYu36V3sd0Keti33ZuJnhfCfdh0aKxGo+GsMacmFQqjUKZzjMmqXnt3E1z1+6d7tADr75V\nzGdgGkxfWNFx/wMPuL4HgM98msHQwRiuvZZSLK+99jo8/vhjuO/6S4N62zBv29rWtra1rW2XaRv2\nTBcWaddRyBUEjKsoqovYwK1UKgp4zM/ysUb9RQTZZX2oCAgomexyaXVyRp/sVVIytlNcmxv3kAmO\nQ9PvZJN/l4gFhacxNDQkPNORYVZkevw0UCJopJzcgUKEGHPlvCWuWa2UhYeZz6TRlYgAAKZmF1yQ\nmik0IMkL0VTN1RbeT+TZGuweSkKSS1M1cU+Vqo1KtSTuXfZq6VoxFPQdrE3zCEmb+W17XggAOP3w\nJxE49LsAmqHLR6bofJGoiUiekrQfevRR8T0nXL38pTdhfGqmqU2Ndqmewc/KFBDcXyqvXBJJ42JW\nKhVRKvHKK+SBrK6uuOBYLzty5AqcPE8eZqnPB03z9tKHu4Zd/89nV3EKDpO1bw+9M7zSTHzTArLB\n/2IlDDhM+lo9jFNnSazhyIGrxfe8ePj5U7MIhZq9/0jEdBG1Isy7zZWKyKr0nI5PTONqJovJSV7z\n80+hhdaLy2SE6mI1aLUW7EjugRZyeVGDE3CTkS5WPFrjlZIUzfF0dVUwgSulipDvy2adYtVZu4ZU\nyvHU+DH8e8WvoG+AvPVGwhUXH9h75ZGW91wq0WRSrAE1neapY09RbnpAM/Gxj39KHPvM00fF31Yr\n9jwTGGisOMNh3mKOPFfN9O7rerEqSEIAMD5Fc83+WB/ifmLRTo2NY2SE3vtIQIGPhRDffBfph/t8\npvC46SZXxJ9f+PwfAgD+/Ev/Bx//xBcAAL/7u7+LO+4gb/0XfuF2QTzit5i13HPYjh3N4YxWtuHF\nlC8Gl2K6bjhi28yC+QAKSerc0EIFnV006OSF9MSJE4KBF4mYArKJRqNOErx0z3wQKbuCyLKUBwPe\nwgzRoIpyjSXtpgtiAZqdncLceYqj7OhiijLS7wLJvdjX7ZyTK9CsraXg99PEForGkClQw8Ihs0H4\nmz432cOTNyOAs/g3/k7+3qswu3wc/96yAH8/6etOHf8kdh28takfdh28FT6P+N+jzxxDJEqL0f5g\nBT/44U9c3xuqjpe89EVNv2s0Gd5dr+zaf4YFQzQJVqqT7i98FxeS8NJ61XWtaXKW4/Cjo+exFmZp\nQdUeF9NXLh84o1C8zkg6MGFxtYBkt3tRnlhcQ4SlTmVrfoSS9FxHrqLJ6eR9nTj46gWsZy62bPb5\nQe1y+hsAoTakKCryeYp1ceGAkJkQqRq+4I8BvM6jTaqY0EulMgyu8hTpQZa1NZsv41CDGlNvb68Q\nYGll+VxGhBlkKNjQfTAlfet0huKjRtDhV9iFZfE3XyDtqi0WKLmElyzm0GoxzWXZO1SrumKiWtg5\nj11yRNhDnTSeCxkFpua8G6Ui9RUvqaaqWtMiClDc9nCLRfTDH/8S3a8fmJymUE0xn8FvMwU1vksZ\nGxvHF75Exy4vrmFxjo7Nb/NWcgMAlMutvwNQLHmPt1qFNhU1xZlPddPA3/zNdwAAe3Y8i+MniYV8\n1VWHMDxEpTmHh4DBH1BWwTveRQvllQcO4PwUjfM7fvnVuOKIE683TQpv3fPuu/DG11M2xve//0W8\n7KWUSjO28BwSOjlO8QQtmnff/XZs3UqwcTgcxmM/fXzde5StDfO2rW1ta1vb2naZtmE27ze+8Q0A\nwI6tQ55sXdm82Jn1gIpKnnaHMrQKSKQLOB5CKpVCN9u5e8GFpVIRyi5nN8ehNGXCQt1SxO9k6be1\nNXfFBIAYyPooyUZxKBQAUitUvWat5zZs3bbb8z45JF2ulF1t5N5ZybKa+oo0ay+N5ep1vmCY7lnO\n6/XyXA07A3uMcmVHtrtZlpyYZPfdhAdOjAMAckYYNzHk4Lvf/2FTG2579a0u4hSHeWUYWvZKy5Uy\nSt3URl/YBOpupEK2+kwdEXhrw/JzXwqbl/eDmXjElQ/J2aYR4xpBmKvXyy6Js/XKdcm2aVOveHdP\nnj8Be4h5D6s+lBfJswoGwy5iF891PpU7Ay7pvKW8RZyHf3+mfgZg0m2j4w7UyMdqflUV3uqlGBdv\n2GlPi8o6rWw9b9TLLJvKZu3f9VLx2dLqBaSWaKzI17OsjMjvlftXZvaeeySBQ1eTR3PrYYchzsMx\njdrgrYhGPB/eaIDWp+dIj7prkWDMeMcWPDVLAF2wxy3Ewkt3NZbt4jBvtVptKj/G2buAW9Qh0K2i\nGpfg0LMOzMu9V7XLQnqMjpEh5osxf+VKJ4VCXuRRPnHucSQkVYLODoJ2I5uG4fNTGMGsUf/MTE3g\n9CnKmtg8tBnd3YQUWhlLCBecPnUKvS3k/GZnZwEAIyOO0MQ8Q/o6EwnEJFLUs6M0p4ZC/WJeXltd\nRE8HHfPkM88gydq6f98BAePKcoajY8Q8npqcxeZBQjd37Twovn/q6CPYv++A+L9l0ZwxN5/GyDCF\nVXz+MYBlPVSZVnc+u4YLpwipyFZtbNsaxbbtN/znsHkNH6+nl0JPz/rizV4DsJLPYtcucttl1q5c\nV7JUKgombk9Pr4B8ZfFqEXs54JyDFG7oBe7u60N5hV7s1VQaqo8mosUVb+ihOvYN7NzhFsovWhmM\nMtF3M14Xi70aUEQ5tGSyQ8QcG5nHgg1qmiL1hC+qlaqNGFNiyhTcE2OrRVg+X4GVoJe/l/uPx24r\ndhfyLH7aaH4WDz793d9AbuhdAIAb+jvxo/t+1HTsvu0MrpxfgBJw4Fox8UqhSVnYvlyuwRek+4nW\nnIT5ohkTikTcfP0+5M7S+RohYU2azBSmi9yol9toqtHl+bnMPN9ImgXgLNRcSUq0aZzOWSnVxHOw\nrBKOH6f0hX37Don3/YrgEad+YtLpuLE5ouRHu30oMrhvoKuMqUX3OAp3VLGBPbDTRkOBbTVvuOQF\n1Oe/NMYst1qBJiyZOd2V3Iqp6UfoXvRXukQTvDYpoXpVLPir0yZwdfMY9WLvtxJwANyLaA5MvcjO\nIVBiakh5evfRsUUc18jU5QtaNptxKxuxv6vVqoCCS4wvEAkbgMIUmnQF9hbamFbhjisGull2Q8UQ\ncK4KoOZRIMOLSawFFGyXwjSrq3Q/xUIaiSQtOldtGxJC8rJNzz6I6hbSJu6q0BLQ2RHHDTc1K1gB\nTvENeSGV63yGIjH09fWJ66cmaRHd1kt9XQ0rUDLjAIDc3NNIdL4GALCylkZmgTbjV153g4hXHjh4\nLew6nX9y9kFUlXFxrY4owdkdLCrY0R0BL9d2fvx7iMXIQTh4MAJgTPxO12mtGtpi0iIKiIUUAALq\nPLuXXhy4moUrGuOxF7E2zNu2trWtbW1r22Xa884zXVlyCAGyh6oGFPT3027IytlYWHE0NQFg397d\nLrEEvnMncgIra1Yvu3bHkQidL5PJiL9lj5Rb2YqizDYSWzQfjEiYtUnF1CwRNhp3xr4Maeb2hmoI\nBNyVYMbP/gT6zneL+yqLvFUVs7OUU1csZET1jZGRbYKYtLq65OTXVW3oLMGOe6i9vT0CLq3YaVdO\nrOyBtiIj8fM1Qsv82IUVYrVFIzH4X/wKAMDpb32sJRkJz1KpuZ9M34Z83vEYuUca7WqGB7ksJNAa\nBrRDVShoRkgMKw2YdE7hofpMAAXP83mxsy/mQQXMJQBOQXVOQLoc4QLu1crlzIoZbw1qwLmPo0ef\nciEyMirDwwRGn9OfBsvlRSKGyBqdm5ci20hoRj6+WFWhCK+85mIob8QblS0covdjZuH7rmoymwcI\nup664IzZVu9I3hdAbpmmIiNUg88k7/nYGYJk9+/cgcFBInU9wyrgAFiXsTs+Qe+RofsQ7qVzF1EG\nzOa+81WJRFVnxbgbzTAMAd/Knqtds1FiTMiuTmd8VGN0PResC6CrRJ9XKj6k4owRHDeRfZauX83E\nkByk61QWy8LD5Z5wsVgUBMaRrU74YHZ2RiBvADA6xhitdhmdfYR2yCXgcpVRGCDPdElnibB6Btmn\nCH7tinehyDTLG4UjZOMpovHAHNbK1C+FPFCcoTzOQJI83cCqw7Adn53E+RkiF8nZGUd8z8Go0vtx\nYaqOeJzm7v7el4iya1axhKllQnQ6OskD7enxw2YazuEuYG6eiFPTE2mEo/S7TPERcf1QKAxDZ8cH\nO51+YV5qwD/hvseWd99sG15MTZbEn55PY22JXoJa+f9j783jJMuqctHvRJwx5ojMyLkqs7Kyhu6q\nrp4bWhC6AUVkbEWuInBRfL7nBO8ioKAXHw7Xq4BclMGrgKCod3gqg6hMgtoIAl1Ud1dV15BVlZWV\n8xTzcIaIc/9Ye++zTwxZmV16f/ePWP9UVOSJc/Y5Z0/rW9/6loPxKYIAVC2g9FsJBWaVmjNzkBYc\neSE9d+6cGGAyG68TepNhuQgbDL2mk6qjCObi5iEbaXbtQqksJjs5XcdxHfiLpPQxKi0yPE5ayT+C\nBINRHdcRUKPrBSWmdoolNB2KNczOzgkmZySqYWuT4gidkC8ANBv1UOyRL9SdKTByykzngsqP57/l\nWskRzRTPMBpVhM78yqmfg37549TWjvhpJf8I3c+VoONPTkz0XES5tVq+uKaiPf30F52VyHOc/osE\nh1f3Y83m3pnn/9ZmGCYuXCAh72NHDgmlqZ2dbUQnKn1/ZzZKyGRpmFY2nv4zBgAvl0F7Z5O1p5uh\nfCvWKYLPRdovLvwlUsrre/5midVerbZVrJyneWPi9ooQtX+qQePtDgSbl1wuL1LBbLsZUpvqZS1J\nLMGEjib6w3YyU1eOT2qaLhSOXNcRnzVDgwZWOKDIRCzuTALozuPJ2yoKDfq+AOBAle6ttN2EyqZh\np2pDZZc1p13Y64b4HgAOzs1hYjgIXVy9QvNOo2mLOO7IcAbTU0FmxMUV4j3Ii2kmmeqSUR5xM6iA\n5nNFg6g56vRJMQQAnW2So2kXTabX4ZaWMJnLdB1b3CbGrTn5MOxLwdUPHiShiMrOiHivmhFFVA1g\ndV6L1HUdoZHMTW06cNlX5Zoj2huFgZFhCm8d0Hunt9QqBSwssBh6lsIV6fQMNgu0+G6XT0Np53r+\ntpcNYN6BDWxgAxvYwG7R9u2Zcki3UWqg7jA3uqZgiHmPimKjUWXea9XGNCsbJsNiMjOPk0hUrTc5\nQSYjpVIpNEu0q0ns0D5A1jwdG3VRZQWvL11zMDXHoJSWCmy64pocavU3/gmzRwOpKI+RCBaWaZuV\nOPGyUFt6sW8VRRM5pOfOnRPMurHREaHTu7CwIO4t8DpdlOtBQWnu9dqNhvBeZcg3EbdC3ms2TVvY\n9a0gR47/DgDAvJktJYKlSyx3zrfweJMYb7nt68gw8sXFgo4nJI80ptJ1Dk6HK6P0MpmMdKum60qo\nvgwnYg0PZ7C11c3A3vf5Lbbd3oMAwL+F8T6wsLgK274mvvN98kCMEYLcIlaYhJLIskorm/w99vYW\nbsbyrToK0lq4Lf9aprW/G40mkWBkoYyZyWk0pVdXi1C/vOFbksSeL4QpRhKSjnaC+pYsMSizo4Gg\nYPrWdkVodMskJSOiIMFzzpUM1nbxTIH+soEKy/ttNps9WbXcW1WLkRC8O2PTu11quChIvssNJnQw\noujwrSDn1CtzZK+Ohkfe7m1HiWgkhwauXJgXUCw9B+ojqWSADAKApQ53tXUocwhXLhNcfmzy+eJ7\nDlXLmrVOw0aLuamyJCK1kKx4JgqA3l+kdA35g2FZPwBYZcXL3WMvREulaxswxbMs131slRiJK5mC\naXTPK67tClIY/7urpcX822wEHm8LLRh9RFK4xZNZqDp5pLmhgMxV2aGydTOTR3r+rp/tezHNplkH\nO3pIwFYAJf0CwB0nb8PaFnXq48ePhRZRgBZSPpDlGGgnTMNrIEYi4XiOUDtaImgsgSRyUikdZAmq\nWNqM4cIlur2pvIMsFxzfDCabEb0G0wogkcVr3wIA6CdeI77j8OLMgUmUGbN3e2unb1qQzN7kKQ+G\npuDi5WDy7Dx3P+avXAhAhpYBYtV2HsMX0FqihY0lek8UZ+N1HhWMH6FybO/564WOlrN6pcdW8KI5\n6qgXL/836Edfi93sXwPm7WT1dpquaoj2qf/6v9t6CU/YtiM2fLKpmt4XhpT7Ad9IOZtBnV/TpMlW\nGXVF/HQqT+9XtVOi7Jps9YKG+a8xNuNNRB32anxDE2k3Ybcl0QFJvB4ArCzw2PmvAgCefU+gGTs1\nehJfWSaIrxq/HQrLMNiYt7ByPinamhiixeCgXxHnjrIaseVKIrSQyMbnl7FRC1xrutN4AYutzXVE\nbzLj9WPq8kVWVdWe8VM+yZevFhG7J5iv6iydI2u1UOixjrupttDVbfktAemO5WZx9Hg3xHjmDCkW\ndS7qUSYxs7q2ifGxAAoeG6KUpc2drwjo3TLjgPI4AKChPUTfuVFkc3SPly6ti/tVVAUWE7SXa8b2\ntYV/Ag5+f+grz23CTtKitbWxAa/J2NUIasM2mrZQetJVRWwKypWqgG65IhQA1BiXpFZr9ISi/ZaP\nRoXGkJXsD8AWaLmALGZWYrWia/N2X2GOXjaAeQc2sIENbGADu0Xbt2dqxGgXMKpa0E5SYva3H/sO\nWgzmLVdKuO++B7t+x3M0PdcRLMLORGs5f0z2WGXWKBcpkD3U4WnaxeiqhmmHthixwzaubtEu78aG\nBozQbjeb11D7GokY5I4EgWnPs4WeranKAfRgZ5KS2MHcM+z0UGX2Jq8gEk/mcPw47eq5N28YZgja\nlfNPZaau3mNn5LhOcN2sCjCou1Cg57S0YMKXdnG8OsewsoPx4d31ZL/3aAImq1gxNzmCa8uUc8rl\nCftZv+owPepFB/fRQThq19GD90u7U5lIojIvlZf6AwC33V2MPqqHd/ZthWn22ru1anfj+Y5A4PH0\nI/L4vis8t3ar0Zcx28lUJmY7+7yhwJ+m/pCwaCefK0VwrcSPDZ5Y/nAdxVXqZ5cfzeLIswuh8z5d\nWUEAlATJ2tRolGEyaLLFCpZf2NQB/1UAgFpjSUgLAsBwjCQpr125D1e/RWMrN9XA7c8PQhSJCN2b\nXZfDOoykVa0IudGVleWQtCD3/HVNR4IhVJlMJuTJcoQolxsS78zRgzGueL1zz0XuaDIlWK2O5wca\nu67T5bnEEnHgIr3zkdlxWC7X1Y3igErP7IakZVtABEn2+dSpUz09cJ5DunDtqig8DgRyg4ZpCcnD\nYrGK4SG6Ny8WwUaMnmVzfl14pgBEkXGHQ/PRPPQob8k6Ukn6LEO+LDW6p9XXaX4/fujerr+tL34H\n+uTrqH2Xgipc8rhxXQdqD9igabcEuUqX0K9e3qhMDmv5LdxYZu812kYiRt71UN68Kfwr4Ox9ro4D\nz3RgAxvYwAY2sFu0fXumPi8WnVCg1mlXlrbSyB+m3V+nV8pjiHyHHk+kREyEVFfo+1Y7qMjRudPn\n3mg2HUOL0eblWpML10lWbmZ6HLpKu5d800ApSccUSz6qDu1G9HQVSZWRnqS80vlzf4/ICSosK4vz\n9yJqWJaBQ4eI0n3+wjws1m7ZSzUMM1T7ku84T54gb/7suafAq8NENDNUUF1Oe+kl0ScXna4lWti4\nSrvIihBf94XHckBpwGIpIrmDMfj13QkYcamOYjw1BnObcsIqKouNqVE0S/Q+mqoPx6N3GfFM8V4j\nlo8Ge/YokMcJAM1ch+oRUxdpS1/J3iW/90Kpd0xVUaMCCTB6/N2IheOYEZ88tfSRIFZjQke9Qc/N\n2exdHMGyDIwMkdcjK2jxIvL9TFE0WFYQB5WLN+xVQrJVacPoINs9sR1ct5OMxL3Rxz87is0rtBvP\nH6bnV2lFMZxkKlm1/rmxsvF3YNd8tNvUfuWggYtbRGzxNwISERLkPV5b+hJOHgnmgbERSour//0W\n7nkZq3MbCyMnqQIhPTak8d+m91SVXmMmk+kpB+p6vvi+UCiG0IcZRoLM5YaEl9q8/YX0x51LwTkk\nz2ZoOCf4IctLyxifonPwnEeAlJG4eH1Uyi1VrrP88Z0GEkyNqN0GMqw0SdVro1WiexvLjSF3ojs2\nurKyHFIZAgDHdYVnqmk6Kk2mLCV5q7FEHFe3KNfdPJyEWqS+49TCiNTUGJGEzl6iNJD05CPib0PZ\ndMgjFdffJU0mtvkZAEB84vu7/tawbSgs7srHAEDvkptMLoqquuCntLzgncgSi51F2el8CWRHqe9c\nW9wOFSjgbV+4tiMKB+SHDShKGFnY2dnpSr/Zq+17MS3XOUQRgd9mBBpdwQPP6IZ2ZbJRJEKDp1Yt\nC7grntDEBMw1Nnezaq2BoTzLF61Tx5QrvyxcX8XRwwfF8VO8AsTMjtA4TT/5Fzh46H5xTK1MkJGX\nvRdRMcFRW7VIACWub25hNN/NjJubm0ajQYNYgRWa+Hm7Tp9+DKdOEVuM59meOnU7nnjivDiOQ7tU\nRo4+W7oKu8FyENWAaKTlNdQY6/HqQjwE6QIE/c1EiSmcRAzxwzSgmqjgzDeusKOS6GXNRhmmlOc7\nNUaM38drfw8AME+9DOZ1eldqMo4KaHBYmgG/TddpJaMw2cTfRB0WhxcrDRgMyNWSQZvLDCDxF21E\n+sj79coz7VyQ+IZjP2SlJhyE6wN1m+c6YhE1pYmLbxD3YoqiCTlMSlbf24CNaCY8RogAm5gz2eZN\nc05vf/4WTn+GBCtiWVbVKOdiy6eJe9JYE1Byv0VVhqmtLLDk0vmqW2pPRjFfvDfWZnH4QFA8nMOL\nJx/8PCoxmrQVRcE4ywZQq1XEWFjHcVpdGtOeHaymsVg8VMatn8l/u8jEHwxDF+Ow9/22cNvxQ13f\nZ9IpMbmPDKfFgqqraThs0fGYbGB2M4lai/6+vrkNM0bP29AV2CysEdnxcHCOmKJWNHiP9XoNly5d\nYtfJiLmuUaf7rTXMUCUbTkCqV2tIzTJoN9OGv8P1ydtoMep6ynwAS2sEt/OFlA4iqP2SugNDp/ap\nORUVxu5XVbWLxSt+KsaZh9FEtuvvHps7valXhjSLuU1OTvU8b6Npo+XRueNxC8VCSdwnN77gyQts\nVNVRrkt5xcwxaNrBd/LGY3PLxshweAPdbDYEdN+lp3wTG8C8AxvYwAY2sIHdou3bM+U5PX47EsCv\nuTBMwUW8E3ErBMcCRBjoBXelUoGcYLlcFpBvp+pPcYeu3+qxWzIME9eXyCOTVUCcmiZ20qn6JlQ1\nqLKwukSEoOixNwkvVFZI4mL0rh9BYafA7jcr4E1d1dBkZIu16ys9UyEMwxReKId5dSMmCEoEB5vi\n2jyf1HGdUM6pDO1yT1v2EDjRaNIrA216tdHpCjiJauFftrFToHdzaLSGmQO0M3zwwfvE/cw/dgUn\nD0r1IJmnOHSeqmy4QSEGeGUXuRlKqVk7fQNDDOqXc38jCQvtDbablsgazqasTENmR/rDSPsx3i/N\n3qjtvs31fDgueSZjY4HYd6PRDYXtxaL73MI2WPoRf06JrPI1GXwAACAASURBVNcz51SuYarFWjj5\nvaR2VC9Qv4nnXFRY4ebl6BiG40Q+aVSCai7tduAFKkkN2yrzRm3ZGw3CCHIlG05+mrnnWVhe/yQA\nhCQGp3JNLLFQRLa0HlToCRGzWkLxzGDeR6XdGznIpBU0m9z76O9B8LlE16NiHN4uOUUJhZ5DVHPR\nrNPcZMaCNmVyOTGvWKYBM8PGXiQCZ5n6gHuOPPiC1hJkJV23sLrCEQ0D2RyNlSPHgvmy0XKxNH8Z\nAInNa2xGLpTq0GsB6QkIQ7s6DCGWrwxH0IixGqtIIFZhkOpWKUifUXRssGpGU1J9kqnRWQDA4s4y\n7BxTb2snAJBnOjE2jKYdoEi94N/mpU9idO7uru8Xr1OYyz/0DKxeviK+N9TdwwtOw4at0Pt0XBsz\nM1Q9qFgq7wo1N5q2ePZKVAlUqUxVFAGXvVRN00P3BgCQ+r+34QIb2LPtezHlUNpunVdmrHaaomhg\nRDFUKg0YRksca6ZpljGaqdDCKjN7d7uubCtrm3AZvKnHfcye+x0AwNyph8QxnmejmSDYJ4pAgCCX\npnavbTloOFIuFHuRpmULKcBSu4LiGg2kdCoGW6F2N0uBbKHr+eJZUKwUOH78uIij3nPPvSK2bOmx\nnnmmWl5DQZHZukHuKId0DVYBYmJ8RIgcmPBRfIr+fvXasriXXC6HBx+8j/4TcbDCigFHM7dhY42q\nPoyMBZBXMkExw7VmHQYTGYDioB6lRSadT8ErMyg2F578ZI3i3exWiofLMWUOExpa79W03YjCyREz\n23F8xAXM21/wgE/wMttyL3BjP+MM9b30Z6XWDVtn0tTWQjEYwp3QKxdw4Dmc8p8rrSiqCm04M+Nu\nT6ZvtaVK/Sz43q1HsXCaJumZe8riWjxeqygKygUG+wVFWTA3/UxUT1PfiifC5c646Xo0JB+6m1HO\nY+8+xfuA47QEO9i2g43MpTP/AgA4eXAEM1PE4r986a9gPfBTAIKNCwAo0SomRul+VtYLGDlEm0a1\nbqKo0FhtNrsLhlumAdMi+FUuGA8AK0uUd76ibePgJB2jtTRMjNHm5frSOuRMAm48/7MZrcPMsJJq\nxRQKT9Hip1kt8UR0TROxRU3TEWXaw7VGQbCtuczg9aUvwRgL8uu1DMtZ75PHCQRaAAdSClSJL8Lh\n3aJHlWQsQEgFqqaKDJtL6tVaKHeUL4QjUyMhqVVulZoOeLtvYJU2XXtibFhkXxR3drBZpHCZokRD\n76hTHKJrcd2HDWDegQ1sYAMb2MBu0fbtmXJyh+xlcBil0zRVEao83LyyC9i9od2kzz3QAG5KJi2J\n6NHYc/1Jx3VgX6EduXk4AcXvFhO36wUoI8+lz3bAbixVg92PfJ98t7S+tYWJcdrVK41gy95O1cDB\nXb/ZXcMUCLyYCxcuhFiGJ09SFYeVlWUMDTPx7FJdQLs33Kjkhfih3NERnZ5Jdox2m+VKFRaTVSxu\nlPDPjy+K6+cYJP/CFzwHiDjsmqUAlo5Pobz0FwDCnqkRZ0SKyjLUFOXneruXE/03s0iUQ4xuT6+X\nqzJ1mtNgEmRlC0qZjtFtwDNu7h328ppvxZPeK8LSzxKMLFK4yXFAf/lB/n2hqHbBtgBQ25EF6KsC\nLr76rQxm7yfkQ2blyueNxh8CAGzuPBrKb4zGnmCfenumiqLBc7srJXHZQFW1xHP3fTfkxfI5o90K\nirzrehSGQeOj0SiL+cNPPAAAmD//cczdTm3N5y201sljRfL5UKJBoQTdpDkhHVNRWe0uoCCTgRCn\n5zSeHxPjDSBIFwAuPnkWk0ylyMolsMmUgEbcFhKMzp4fNrrUhtQRDcjQvbeuVKBcpz7k2S2YarcM\nomFaQrhf03TEY/TMC6WvhPKAAeDo7INYcOi+tByQiJD3uH1lG6pKc4nf8mExUo/rK8ASkRLzx8Py\ngQtLRKKy5v6d+M72GLvaA/JzdO8yecgyDYxIlXfKNXqXtUoJcYbwccH73cxmxc4z0WB8ZXI5ZPPU\nHxqVNta36Zk4bgu8/jU304iCqxLazUaIsHQz2/diyieBRiOIs8iJ7EBv2EvE0XJRaIzq75VdGAxQ\nMQxTwAbtVgMtdrhlaRgdohsu1epSofDdF1VF0WAw1K52+gZuO9SN6a8uXYBy9Hl0fSnG2SseS/dM\nAyoWS2BltVtXF6CJGqCNhGfSfbYbrpjg46k0uy9DlHEzTVPAhxMTk7h6lapBuAdSuLDEquT4fdJd\npnOAShCK49DEt1MsITtJz+f0py+H7uE5z3oGfYg4KLByRnIZN993EdG6u4Wm0UbCTk5C5cQ8xUGs\nRQOjgd6J73sxDtEmknlEGLux7db6psTczBSNpV+oHQnwbXr2ZsRALE7Ppx1zUWUpCAfzdVzpkx7T\nKZ5Rr9f2lN7Sr9pNP5GLXtZUu/sj1+tNbkdEHPRmJsdUZbv8aBb1AivzVQvOZcZbmLidFV7+WrAo\n3POy9Z6LKO+fiYiHeIvat7ZxLbSYHpigiff6/Ari8Yk9tTtrRVEuU1/I5SzEYgy+K5Y6OAp7h9tN\nNkfVEwG7dzh/DPPnGWt9+jnQQNeRF9VsXsfCAkvNUbqdiKHhXKg8GreVlWUsLtKmNplMoViieWwk\nlcOGRufb0IqIlmniK45G4GzSdWNTrMh2pi1SXcxWDGUGnSaTKQFdyqkiQAALy0zYckMLxU0BYl07\n5z8FANBue02IxZrL0sLbaNqCIatf/mNMTU+j02rldXh6mBHNC4ADFC/tpW0MBGlH8qLpeD5qLGTF\nxTIAIML6WiQahm1ddkjEUELvTdxnMoKZJMHqTtPojgFHdOgsDbDu7W/DO4B5BzawgQ1sYAO7Rdu3\nZ8qrovSznZ1tUQkmFregcNYm8VugmCbAcgztiQiMFVr9fTuoY8p/H3ym72Xy0l4S4Pn36sJfIX7q\n2d0HWL2l9XpVh5FNZnE6TgsRi/2/bIHVCoZn2oCvs/MAsRTtcjOZAF7hn69evYzZWco7i8XiojLG\n6vYWrohi2QHRKBONwxxlHpRagumSx8W95fGJFD7/t18HADTdoK3f94LnBsQpr4JiibwOGYaubVzF\n7JRE2WVWLZIwhm7GRLmI0kYTpQIvZAgcPE7kCcONoxJhBBBUBNkmlUiGRA+4JaRCBefPkUjEXXfd\nBa0WFujYq9Vru+iegZ77/GWCoobzeaQyPH94se9v5DYCQLmy+zW49epDqtba3z3l++951aQP7LGg\nTj+498izC3Dr5OF1epz/8t/Ie5y9vyjEH3qZoig4wMg43CsFgFb9FBrNIOeUE16uqt8EsDfPFOgt\nkNGP+CULNlBVHuqLbfnWmAMXm30O4AUFO2aOEPt44cwfY+L+NwAAIhEL7XaQUzw+QX1hcbGEOBtP\n8SFCaOR6o42Wiwvfof4sCwg0GnWAQbHFGztQc4HgwyZj4SvXPeg6jfHKEo2ZWCkOTyLIGEx0RoYj\nY4m48EKVqCJyRFt+S3ipvpsNvRNuEyyss+VUoekJ9vzC/bd06a8BAEeGR2Fa3bWOF689Bpx8e+i7\nG1tBMMKI6QJ6jipRRFUmSNJDmpEb//6movO+I9jQu0kG8mLimgbsFMODJ5PJYGWF6lC3/JZo615s\n34vpzSyXGxICDo5dx8LCAoBAVcgAwCVV4wUFls4S2TuYlBzGlZVjDEMu00bnq1QaYoHtnLhaTFd2\nZvJA6Hteaq1g3I+E9BsOvdmNm1dCkWM1qscUT+S4XTN48Xq+gXiM/r+1TEovv/Hu9+FD7/stAMS+\nLbKXWq7U8KvveicA4EMf+n08aBNEsrOziYlRmnxcowbPJwjDdNNYW22I8wDAd06fQSZNUMbY2Bim\nD9Lvsrks7BYtoIWVsoCcZWt5i9Ayx+kzgKhNaQOFQqCHqjFlmLF7wvGGbJQ2B0s7y5jMBhsVP0Iv\n3IorsOrBpNJZaWXpxiLe/8HfAwD80R9+VCxgzWYD9Xo3XCorRAFBTNsHTRCaJsE8LR259Iz478c/\n8QkAwEte/FK88PspBLC2HENsrhuCKrYqyCBc8Hh7a7PruH8L830XkUT/uE0u64QYvfsxOU7aD7Z9\nxg+v7Ppbrqk71Wr0JNYm4iewvP5ZAOE0mVS6Db8RFmfoZ/G2h222eZkABERfrwdtk1m7ncahYFkb\nmVfA0VoK5lm1m7nbHxKs1LRSRn2NKrTExu6G0gNJTyWTvSFd1jfWrl9HhGUI1Ks1HGTY6sralmDZ\nAjrMEt98qJSOwf/CU2xYuKJWDVcx4Qt0pVIWqj6u7QqGrKmamJikl7K5Eyyy8UTvd8Lh+JXzn4J2\nGzF7Y1MpFBdZZkDxMcykyfmJp0ZD93xhmeYV/9ibhL42v56senRgOCtgXlsSPfE8LwRRc1GGuGXs\nmg4DULwVABoNB5ZFi4Ht+H0XVNdlxd17zO+xWFxAyMlkSnpPN7cBzDuwgQ1sYAMb2C3avre05+ep\nOkCzHLBf+0G/uhHD0WNh+a6dnW2srpKXU6014Hp0jkxawfoG7VRi8WAnLsuw2XYzBO/yvwffSbvc\n2hJiNkF5mYNhiHepwuTVRjui8Mz61SrlJjN/+X0AlGcqszQVM9jV+DXyshyXdtOLV+eFIEPJsbHK\n4J1WqYCnLlwUv+P5aemkBZhMAAMGtDZ9v1UpYOYoy9vapnYcODDTs4KGY9exfoPkww5NH4TtsrxZ\n04Su077KxoNAKoCiW6Ck7ug95GlO+fnQFkxRmBgHIri6Q5Dvb7zj3fjQh/8zAGAkYgF58mAVy0Am\nsw+SCIOlTNMMweO8huVwfpQx8oB2yxXHZ5jnbCjjUKPME44Cw0PN0HnFPbACzpn0GNBDOCLZ1hCz\nwmSmzj7wb2WOs3uRY11XkGRF6ANt5v4me6P9YF/Zep07GW2RJwpw5c1drVzq3rPPTT8Tp5/4AgAg\nZQT1T33fFeTDgJAIeAZBc/V6DcND5H1sbQbjXYYj9/NeXM9HM0HiKcXtRWSGSI40P3kST535Y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ASt0LmIBKEDR55GUvx5ve/GYAwAc+8IFQ/O9tv/BzAIA3vf03MTNFz63mAnffQXD6m9/6DgDA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\nO1dpe2fnCy3Xqy7EsJm0l2g4LNi65RMuF4fIZGhim//Fl+BX6Pv6Ln8Linl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obbmCbS1h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vcLujQc9gvad0PPBswv0ThV1IrIsWdBZe0ZfYEQwGjOTCYn0l/ekBtzy0Qhu1wu0Z6tUAQy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\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BmqGuoqJqrYwMm8VnsxtCmMSjTgBIDlI7mxr/DPS4ozoRo/n9zaCoWmSYDVy48nX6v4Gp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\nF9cJdzB14cKFCxcurhP/B2MhEJhb8nm+AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,7))\n", "ax = plt.axes(projection=ccrs.Mercator())\n", "ax.set_extent([9.95,10.05,53.55,53.6])\n", "ax.scatter(lon,lat,500,transform=ccrs.Geodetic(),zorder=10)\n", "gg_tiles = OSM()\n", "ax.add_image(gg_tiles, 12)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "from netCDF4 import Dataset\n", "fl = Dataset('./air.2m.gauss.2016.nc')\n", "air = fl.variables['air'][0,:,:]\n", "lat = fl.variables['lat'][:]\n", "lon = fl.variables['lon'][:]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from cartopy.util import add_cyclic_point\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "air_cyc, lon_cyc = add_cyclic_point(air, coord=lon)\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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tp0gN9mD15WH15KDaHJh6GkW14CgsRygWphV5mVNTxlN7B7A4x259PHIuxnfu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\n5y7SfX34li1FcTkJvf4mZV/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gdQUASfW370YIQZ30cZEs4QHRSFq8f60Z8RR7P/MTar77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nLmTJ8igFO0IzplOEXvHr2X0iRBzoOPBTNytI1ZM44xa9QhmnSLoPnAGNqMSvC4QLchIZCitBLm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\nTYUhRVEURVGmtf8HrJUOdgrE6HYAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,5))\n", "ax = plt.axes(projection=ccrs.Robinson(central_longitude=120))\n", "ax.coastlines()\n", "gl = ax.gridlines(draw_labels=False) # Only PlateCarree and Mercator plots are currently supported.\n", "ax.contourf(lon_cyc,lat,air_cyc, transform=ccrs.PlateCarree())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Pydap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Pydap](http://www.pydap.org/) is a pure Python library implementing the Data Access Protocol, also known as DODS or OPeNDAP. You can use Pydap as a client to access hundreds of scientific datasets in a transparent and efficient way through the internet; or as a server to easily distribute your data from a variety of formats." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "from pydap.client import open_url" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are going to access [sea ice data](http://icdc.zmaw.de/seaiceconcentration_asi_amsre.html?&L=1) from [CliSAP-Integrated Climate Data Center (ICDC)](http://icdc.zmaw.de/)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "dataset = open_url(u\"http://icdc.cen.uni-hamburg.de/thredds/dodsC/ssmi_asi_icecon_arc2011\")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "print(dataset)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "ice = dataset['sea_ice_area_fraction']" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(365, 896, 608)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ice.shape" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'_FillValue': 103,\n", " 'add_offset': 0.0,\n", " 'coordinates': 'latitude longitude time',\n", " 'long_name': 'sea-ice concentration',\n", " 'missing_value': 101,\n", " 'scale_factor': 1.0,\n", " 'standard_name': 'sea_ice_area_fraction',\n", " 'units': 'percent'}" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ice.attributes" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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4kEx/4iV//GsqJnfx0qInUj7/0tdv4a/q/gRA2DYwpU65r5tqo4MqXydh22CK3kVY+giI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\n/uAVJ3soGUEFe8iktpGQUh51W/tKKUOojqI1KAf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(np.squeeze(ice[0,:,:]))\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## F2PY" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The [F2PY](http://www.f2py.com/) project is created to unify the efforts of supporting easy connection between Fortran and Python languages. Example below is from [Using Python and FORTRAN with F2py](http://www.f2py.com/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create FORTRAN file (use %%file instead of %%writefile if you on IPython < 1.0):" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Writing FIB1.F\n" ] } ], "source": [ "%%writefile FIB1.F\n", "C FILE: FIB1.F\n", " SUBROUTINE FIB(A,N)\n", "C\n", "C CALCULATE FIRST N FIBONACCI NUMBERS\n", "C\n", " INTEGER N\n", " REAL*8 A(N)\n", " DO I=1,N\n", " IF (I.EQ.1) THEN\n", " A(I) = 0.0D0\n", " ELSEIF (I.EQ.2) THEN\n", " A(I) = 1.0D0\n", " ELSE \n", " A(I) = A(I-1) + A(I-2)\n", " ENDIF\n", " ENDDO\n", " END\n", "C END FILE FIB1.F" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compile it with f2py:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[39mrunning build\u001b[0m\n", "\u001b[39mrunning config_cc\u001b[0m\n", "\u001b[39munifing config_cc, config, build_clib, build_ext, build commands --compiler options\u001b[0m\n", "\u001b[39mrunning config_fc\u001b[0m\n", "\u001b[39munifing config_fc, config, build_clib, build_ext, build commands --fcompiler options\u001b[0m\n", "\u001b[39mrunning build_src\u001b[0m\n", "\u001b[39mbuild_src\u001b[0m\n", "\u001b[39mbuilding extension \"fib1\" sources\u001b[0m\n", "\u001b[39mf2py options: []\u001b[0m\n", "\u001b[39mf2py:> /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/src.macosx-10.7-x86_64-3.6/fib1module.c\u001b[0m\n", "\u001b[39mcreating /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/src.macosx-10.7-x86_64-3.6\u001b[0m\n", "Reading fortran codes...\n", "\tReading file 'FIB1.F' (format:fix,strict)\n", "Post-processing...\n", "\tBlock: fib1\n", "\t\t\tBlock: fib\n", "Post-processing (stage 2)...\n", "Building modules...\n", "\tBuilding module \"fib1\"...\n", "\t\tConstructing wrapper function \"fib\"...\n", "\t\t fib(a,[n])\n", "\tWrote C/API module \"fib1\" to file \"/var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/src.macosx-10.7-x86_64-3.6/fib1module.c\"\n", "\u001b[39m adding '/var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/src.macosx-10.7-x86_64-3.6/fortranobject.c' to sources.\u001b[0m\n", "\u001b[39m adding '/var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/src.macosx-10.7-x86_64-3.6' to include_dirs.\u001b[0m\n", "\u001b[39mcopying /Users/koldunovn/miniconda3/lib/python3.6/site-packages/numpy/f2py/src/fortranobject.c -> /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/src.macosx-10.7-x86_64-3.6\u001b[0m\n", "\u001b[39mcopying /Users/koldunovn/miniconda3/lib/python3.6/site-packages/numpy/f2py/src/fortranobject.h -> /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/src.macosx-10.7-x86_64-3.6\u001b[0m\n", "\u001b[39mbuild_src: building npy-pkg config files\u001b[0m\n", "\u001b[39mrunning build_ext\u001b[0m\n", "\u001b[39mcustomize UnixCCompiler\u001b[0m\n", "\u001b[39mcustomize UnixCCompiler using build_ext\u001b[0m\n", "\u001b[39mcustomize Gnu95FCompiler\u001b[0m\n", "\u001b[39mFound executable /usr/local/bin/gfortran\u001b[0m\n", "\u001b[39mcustomize Gnu95FCompiler using build_ext\u001b[0m\n", "\u001b[39mbuilding 'fib1' extension\u001b[0m\n", "\u001b[39mcompiling C sources\u001b[0m\n", "\u001b[39mC compiler: gcc -Wno-unused-result -Wsign-compare -Wunreachable-code -DNDEBUG -g -fwrapv -O3 -Wall -Wstrict-prototypes -I/Users/koldunovn/miniconda3/include -arch x86_64 -I/Users/koldunovn/miniconda3/include -arch x86_64\n", "\u001b[0m\n", "\u001b[39mcreating /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/var\u001b[0m\n", "\u001b[39mcreating /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/var/folders\u001b[0m\n", "\u001b[39mcreating /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/var/folders/yq\u001b[0m\n", "\u001b[39mcreating /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn\u001b[0m\n", "\u001b[39mcreating /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T\u001b[0m\n", "\u001b[39mcreating /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk\u001b[0m\n", "\u001b[39mcreating /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/src.macosx-10.7-x86_64-3.6\u001b[0m\n", "\u001b[39mcompile options: '-I/var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/src.macosx-10.7-x86_64-3.6 -I/Users/koldunovn/miniconda3/lib/python3.6/site-packages/numpy/core/include -I/Users/koldunovn/miniconda3/include/python3.6m -c'\u001b[0m\n", "\u001b[39mgcc: /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/src.macosx-10.7-x86_64-3.6/fib1module.c\u001b[0m\n", "In file included from /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/src.macosx-10.7-x86_64-3.6/fib1module.c:19:\n", "In file included from /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/src.macosx-10.7-x86_64-3.6/fortranobject.h:13:\n", "In file included from /Users/koldunovn/miniconda3/lib/python3.6/site-packages/numpy/core/include/numpy/arrayobject.h:4:\n", "In file included from /Users/koldunovn/miniconda3/lib/python3.6/site-packages/numpy/core/include/numpy/ndarrayobject.h:18:\n", "In file included from /Users/koldunovn/miniconda3/lib/python3.6/site-packages/numpy/core/include/numpy/ndarraytypes.h:1788:\n", "/Users/koldunovn/miniconda3/lib/python3.6/site-packages/numpy/core/include/numpy/npy_1_7_deprecated_api.h:15:2: warning: \"Using deprecated NumPy API, disable it by \" \"#defining NPY_NO_DEPRECATED_API NPY_1_7_API_VERSION\" [-W#warnings]\n", "#warning \"Using deprecated NumPy API, disable it by \" \\\n", " ^\n", "/var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/src.macosx-10.7-x86_64-3.6/fib1module.c:112:12: warning: unused function 'f2py_size' [-Wunused-function]\n", "static int f2py_size(PyArrayObject* var, ...)\n", " ^\n", "2 warnings generated.\n", "\u001b[39mgcc: /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/src.macosx-10.7-x86_64-3.6/fortranobject.c\u001b[0m\n", "In file included from /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/src.macosx-10.7-x86_64-3.6/fortranobject.c:2:\n", "In file included from /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/src.macosx-10.7-x86_64-3.6/fortranobject.h:13:\n", "In file included from /Users/koldunovn/miniconda3/lib/python3.6/site-packages/numpy/core/include/numpy/arrayobject.h:4:\n", "In file included from /Users/koldunovn/miniconda3/lib/python3.6/site-packages/numpy/core/include/numpy/ndarrayobject.h:18:\n", "In file included from /Users/koldunovn/miniconda3/lib/python3.6/site-packages/numpy/core/include/numpy/ndarraytypes.h:1788:\n", "/Users/koldunovn/miniconda3/lib/python3.6/site-packages/numpy/core/include/numpy/npy_1_7_deprecated_api.h:15:2: warning: \"Using deprecated NumPy API, disable it by \" \"#defining NPY_NO_DEPRECATED_API NPY_1_7_API_VERSION\" [-W#warnings]\n", "#warning \"Using deprecated NumPy API, disable it by \" \\\n", " ^\n", "/var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/src.macosx-10.7-x86_64-3.6/fortranobject.c:139:18: warning: comparison of integers of different signs: 'Py_ssize_t' (aka 'long') and 'unsigned long' [-Wsign-compare]\n", " if (size < sizeof(notalloc)) {\n", " ~~~~ ^ ~~~~~~~~~~~~~~~~\n", "2 warnings generated.\n", "\u001b[39mcompiling Fortran sources\u001b[0m\n", "\u001b[39mFortran f77 compiler: /usr/local/bin/gfortran -Wall -g -ffixed-form -fno-second-underscore -arch x86_64 -fPIC -O3 -funroll-loops\n", "Fortran f90 compiler: /usr/local/bin/gfortran -Wall -g -fno-second-underscore -arch x86_64 -fPIC -O3 -funroll-loops\n", "Fortran fix compiler: /usr/local/bin/gfortran -Wall -g -ffixed-form -fno-second-underscore -Wall -g -fno-second-underscore -arch x86_64 -fPIC -O3 -funroll-loops\u001b[0m\n", "\u001b[39mcompile options: '-I/var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/src.macosx-10.7-x86_64-3.6 -I/Users/koldunovn/miniconda3/lib/python3.6/site-packages/numpy/core/include -I/Users/koldunovn/miniconda3/include/python3.6m -c'\u001b[0m\n", "\u001b[39mgfortran:f77: FIB1.F\u001b[0m\n", "\u001b[39m/usr/local/bin/gfortran -Wall -g -arch x86_64 -Wall -g -undefined dynamic_lookup -bundle /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/src.macosx-10.7-x86_64-3.6/fib1module.o /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/src.macosx-10.7-x86_64-3.6/fortranobject.o /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk/FIB1.o -L/usr/local/Cellar/gcc/7.1.0/lib/gcc/7/gcc/x86_64-apple-darwin16.5.0/7.1.0 -L/Users/koldunovn/miniconda3/lib -lgfortran -o ./fib1.cpython-36m-darwin.so\u001b[0m\n", "Removing build directory /var/folders/yq/03v059jn4sg2xhnhpnrqkgcc0000gn/T/tmprf2kbptk\n" ] } ], "source": [ "!f2py -c -m --fcompiler=gnu95 fib1 FIB1.F" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import resulting **fib1.so** as python library:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "import fib1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read some auto generated documentation:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This module 'fib1' is auto-generated with f2py (version:2).\n", "Functions:\n", " fib(a,n=len(a))\n", ".\n", "fib(a,[n])\n", "\n", "Wrapper for ``fib``.\n", "\n", "Parameters\n", "----------\n", "a : input rank-1 array('d') with bounds (n)\n", "\n", "Other Parameters\n", "----------------\n", "n : input int, optional\n", " Default: len(a)\n", "\n" ] } ], "source": [ "print(fib1.__doc__)\n", "print(fib1.fib.__doc__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use *fib* function:" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0., 1., 1., 2., 3., 5., 8., 13., 21.,\n", " 34., 55., 89., 144., 233., 377.])" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a=np.zeros(15,'d') \n", "fib1.fib(a) \n", "a " ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 1 }