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October 23, 2013 18:27
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An Open Source Approach to - Seafloor Habitat Mapping
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{ | |
"metadata": { | |
"name": "Seafloor_Habitat_Mapping" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#Seafloor Habitat Mapping \n", | |
"###<a href=\"http://tw.rpi.edu/web/person/MassimoDiStefano\" target=\"_blank\">Massimo Di Stefano</a> \n", | |
"###Software Engineer\n", | |
"####Rensselaer Polytechnic Institute, Troy, NY\n", | |
"####Woods Hole Oceanographic Institution, Woods Hole, MA\n", | |
"<img src=\"http://www.rpi.edu/dept/chem-eng/WWW/AICHE/regionals/images/RPI_logo.jpg\" width=10%/> " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"----\n", | |
"\n", | |
"### Dataset :\n", | |
"<a href=\"http://habcam.whoi.edu/index.html\" target=\"_blank\"><img src=\"http://habcam.whoi.edu/images/HabCamLogo.png\"height=\"14%\" width=\"14%\" /></a>\n", | |
"##### Seafloor Image annotations [HABCAM](http://habcam.whoi.edu/ \"HabCam :: HABitat mapping CAMera System\") \n", | |
"<a href=\"http://geoport.whoi.edu/thredds/catalog.html\" target=\"_blank\"><img src=\"http://geoport.whoi.edu/thredds/header_graphic_usgsIdentifier_white.jpg\" height=\"14%\" width=\"14%\" /></a> \n", | |
"##### Stellwagen Bank - National Marine Sanctuary - Digital Bathymetric grid - 10m - [USGS](http://www.usgs.gov/)\n", | |
"\n", | |
"----\n", | |
"\n", | |
"### Software :\n", | |
"<a href=\"http://grass.osgeo.org/\" target=\"_blank\"><img src=\"http://grass.fbk.eu/images/grass_logo_animated.gif\"height=\"4%\" width=\"4%\" /></a> -|- <a href=\"http://www.r-project.org/\" target=\"_blank\"><img src=\"http://www.r-project.org/Rlogo.jpg\"height=\"5%\" width=\"5%\" /></a> -|- <a href=\"http://postgis.net/\" target=\"_blank\"><img src=\"http://old.postgis.fr/files/images/stock_elephant.png\"height=\"5%\" width=\"5%\" /></a> -|- <a href=\"http://www.python.org/\" target=\"_blank\"><img src=\"http://geekcol.files.wordpress.com/2011/08/python-logo-glassy1.png?w=232\"height=\"5%\" width=\"5%\" /></a>\n", | |
"\n", | |
"----" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"# HABCAM\n", | |
"<img src=\"http://geofemengineering.it/data/habcam.png\" style=\"width: 85%; height: 85%;\"/>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"#WorkfloW\n", | |
"<img src=\"http://geofemengineering.it/data/sintetic_workflow.png\" style=\"width: 85%; height: 85%;\"/>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"##In this notebook :" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"<img src=\"http://geofemengineering.it/data/morphological_clustering.png\" style=\"width: 85%; height: 85%;\"/>" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import os\n", | |
"import sys\n", | |
"import grass.script as grass\n", | |
"from ecoop.gis import setGenv, region, reproj, makemorfo, morf2png, tif2kml2, makeGE, gearth, rasterinfo, clusterize, makepng\n", | |
"from IPython.core.display import Image, HTML, display_html\n", | |
"from ecoop.esrutil import getID, getResults, ensure_dir, getZip, uploadfile\n", | |
"from ecoop.img2slider import img2slide1\n", | |
"import locale\n", | |
"# problem with my Italian ;)\n", | |
"\n", | |
"locale.setlocale(locale.LC_ALL, 'en_US');" | |
], | |
"language": "python", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "skip" | |
} | |
}, | |
"outputs": [], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# get an unic ID based on the timestamp\n", | |
"# and generate a directory where to store data products\n", | |
"ID = getID('morfo')\n", | |
"ensure_dir(ID)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"your session ID is : morfo_Friday_28_June_2013_09_45_56_PM\n" | |
] | |
} | |
], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"* Import Data \n", | |
"####GRASS working environment : \n", | |
"#####World Geodetic System <a href=\"http://spatialreference.org/ref/epsg/4326/\" target=\"_blank\">EPSG:4326</a> " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"setGenv(location='lonlat')" | |
], | |
"language": "python", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "fragment" | |
} | |
}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"{'MAPSET': 'PERMANENT', 'GISDBASE': '/Users/epi/grass7data', 'LOCATION_NAME': 'lonlat'}\n" | |
] | |
} | |
], | |
"prompt_number": 3 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"grass.run_command('r.in.gdal', input='stell_10m.tiff', output='stell10m', flags='oe', overwrite=True)\n", | |
"grass.run_command('g.region', rast='stell10m', flags='ap', res=0.0001)\n", | |
"grass.run_command('r.mapcalc', expression=\"stell_na10m=if(abs(stell10m) < 198.3, stell10m)\", overwrite=True)\n", | |
"grass.run_command('r.null', map='stell_na10m', setnull=0)\n", | |
"grass.run_command('v.in.ogr', dsn='kdata/points/site1.shp', output='site1', flags='oe', overwrite=True)\n", | |
"grass.run_command('g.region', vect='site1', flags='ap', res=0.0001)\n", | |
"grass.run_command('v.in.region', type='area', output='site1area', overwrite=True)\n", | |
"grass.run_command('r.out.png', input='stell_na10m', output=os.path.join(ID,'stell_na10m.png'), overwrite=True)\n", | |
"Image(filename=os.path.join(ID,'stell_na10m.png'))" | |
], | |
"language": "python", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "fragment" | |
} | |
}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
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bmQ1zgfl8uTCR126PQEFpoDIbunJZqSM3KTXj4zQuVENwFzAVzlUrlcqphRml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\n2Ir637n/JCDhp/iLUIcnARXylR0qNG1QDAsMeVa6lpuVO9GOtkWaRmWWw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| |
"prompt_number": 4, | |
"text": [ | |
"<IPython.core.display.Image at 0x109c27e50>" | |
] | |
} | |
], | |
"prompt_number": 4 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "subslide" | |
} | |
}, | |
"source": [ | |
"* Reproject subset to UTM\n", | |
"####GRASS working environment : \n", | |
"#####Universal Transverse Meractor - WGS84 fuse 19 North <a href=\"http://spatialreference.org/ref/epsg/32619/\" target=\"_blank\">EPSG: 32619</a> " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"#grass.run_command('g.proj', epsg='32619', location='utm19N_wgs84')\n", | |
"setGenv(location='utm19N_wgs84')\n", | |
"#grass.run_command('v.proj', input='site1area', location='lonlat', mapset='PERMANENT', overwrite=True)\n", | |
"#grass.run_command('v.proj', input='site1', location='lonlat', mapset='PERMANENT', overwrite=True)\n", | |
"grass.run_command('g.remove', rast='dtm1')\n", | |
"reproj(reg='site1', inp='stell_na10m', out='dtm1', res=10, buff=0, location='lonlat', mapset='PERMANENT')\n", | |
"grass.run_command('r.fillnulls', input='dtm1', output='dtm1', overwrite=True)\n", | |
"grass.run_command('r.out.png', input='dtm1', output=os.path.join(ID,'dtm1.png'), overwrite=True)\n", | |
"Image(filename=os.path.join(ID,'dtm1.png'))" | |
], | |
"language": "python", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "fragment" | |
} | |
}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"{'MAPSET': 'PERMANENT', 'GISDBASE': '/Users/epi/grass7data', 'LOCATION_NAME': 'utm19N_wgs84'}\n" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"png": 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olFYrYHFMoTvidCIV33TW9M1OoPjmx+vu0A5fEX0rOX1oQ1zwrSP41NX9muB7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/I9DKH0bZCMWPnDpebtXsn8xm1k34NcVr6Wk91JCyPBUILebiWhXi2KV+owtNdAqNeMy/BXh6A0\nb/dpmJlXZQweyot7QRz48gbOsNW1vYwA5zxci8+x8FkcZF8TFaaso323Uuw+p2FeFge+dRGLzzC0\njVK+NBZv7GWLKl376fAeolJP43oXAV+qwG6z1AhvksbJSxnpMw91Bv2VCTIOexgD6P2tVncPnkZd\n3UW+lsUlN2LBp5EvJ1UbLF6b5SiT5Oh2lrrRLjyoIaNP9X19BHz9JemppHN/1YsY7c4glwt49WB/\nzb60JftSNR0Fn1OojBTSDZOERtSxHRIHvhG+feeS3UPlrwaJrecq1Zy5190399rTt21DfXJ7moEd\nfIuvp2QzFHwurx0S3IzzrfjJ7NfwJm9+c1mcu07k+zupZrBA9XvIJH4E9n3K5uPfw+gLfF4bLXge\nrEr3dt/BKd2OstvFAN9ohOg6AHwVkNhNx9IlXEF0rRRoEQ++0Vj94e3a4CEHvlelM5WCLwvKdS2x\ney2KJQLAqrd7B8B3P5eF+XLA2zU1X1GCrxxrckOhvbrS+L8xs1HNpRF2E/xCTTZQTAC+tzN0kGal\nDQBTMWPIOhnkYoxvO6plPg7Adxaqkd0ghcvhrmbwbnXcWkUmuuTGWh9/6/yiDmf37ZKhlHv8yN0B\n0bvs98G3V8CX5rdE3epH91zHhK2RVvgrmZU1ds1haG4am8iNZ+uqjCMcAt9Kv2YjBL7JvqhtbCQK\nNpJEGCQ+aT9Sr4vvqXUkklwYvrsf9espONPqjn5iEvb2/dkevmXUgWUr7dikJBZ8AyTEFspyDhdm\nDfVXCHwj4rzdYb5xF/qToWLuher5koR6Dnyd5QK696XUi4KvN/3cZD+0NzROczNaMjnjSL3pHLLh\ntCzLGOfewPYEu9mL7SDHDH4oDq8z+n626ZA/wtv9hNW7B5GF3Mj8xjj4a50QzK90EfCNwJN/ZGLm\nr2A+zoO3OwmFvz3wALXRo6U0WjFbcyrrU5AVy8J8VrV2M1zq60zDfBm83asTgM+UzFa/8So7tZRg\nj+WLgK8RG/83ZTYqEfjK4/Hv/w18eSDTmZORHFqMY9oHz3FbRkOq+5C46QL8p1IojmjDSc6scAUY\na4VoCsFVEuYLZTbW0U5UfzkEvp2ydl8UfPsjTm4UfKm+imWLX3mSyuFHa2Wt4RtxVRgLAbFZNAOn\ncHbC9FjwOerNkim60xndm+BbfM7WGyVm0eBIxKoXkaTs6/SvwOeSEn0i/qwz9BR83aUfQ0caRwq+\n9mzB1DVSv9WHEBwouhlVRIdUx0N9vg+UWhFXfhdK14YeZxCl3X0F5S402U1cdacB6pwAfM6Cdjoh\nZ+45lfJgMU6VyCP8MJ/7cCdzl7wlFt9C+ARrZPdvZVLPdvO7HDD4gTi85zlj8Gdr2fIdCjnM230H\nWcgtCcD3HEyyP3EFtWP5wJXOPCnnjKj/RG53FtYYGH2m5lNvtyDDfNbP3Yy+u33w/cl6tDjwmYz5\nH7C/bD2MMN/zDPO9IeCr6IOvNjO59ROAryWbIzaDF2y/b+ndF+FWX4kFJ70rpNpwYU271guMvDVA\n9b1YL4OO09D16xjuBrjsH+FD2S+VG5tY/+Bg4XgRCvwlAp9afJt/B/j2i8xFqbeXHq5bu6hfSfEz\nuSGjL1XeyAbpKOM88bU0AxexocbbHDU528ZLpvlyFpfVneuDb0YCV1fBNzwStAq5uoqkdhKW6iQN\nQnpwKfh6+7E/FbjFgq+TS99IH7rW7LTeSTrQ6RNpyfDASO5Y3e0Bknt1q5f/Uvv7KQstxRsoEca+\n/jsKUS8KPhfj6yDU6yw9CLqKeKWPlOIO8R1zFdyESvdCchbn6s7BBloklRvrKOLfwY17UPpQnpRc\nx2ewPr5GnvfHL+PAtxL1GxNgtlh7viqorb2fTAqyHFlQL1YWzLBI1Ak88IVv8BjWrm4yLL62SAiY\n0VeK9RumaHmOrZifkPniVvd1VaYLl/0BKYWrICG+EbKS21G/cQ+HED2NNi052aalMGvXyicGX31R\nXTq9pSXmW7JVrCtfKwVz8gHw908B+IqgpGUpaPZVRmvC7gAkwHcfu5B2RGZ8PfTh5zImdp/DB3GI\nHuJWyoA3UL63hrbeCuYKlknVWsjDTQS+bczD7vCbtbiMx17B38XBt93vBb1ZeiKkiP+bItKWDZTp\nbJFMyAaZpbGMQcD54NvCROCbz3mSztWdISnd8ZHqBS3RHyIHu7+I+LpEGsW04+og4w3VxeshPm9S\nAvBpgribGJUhi68dZW7thHrd5Fl6+a0KQ5mT6EryjdMeElbrJa3bVWnYT6xC5273/t3g6+Qjz701\ntZ2jFl8IfKGS52Hi6o4RV3cCq3Sd0fcWp0ou5KlYySYFjn076PMeknZsMeCzMN9ZKJlPML+xGs7q\nZBzx7hgdVAthuadgktkKUq0PwdCqyl6oG/Bs6Q8cHHZr8DwH5WvdOcuoBroxF8OyHvQGvqeh5ntA\nhm/chNq1Kyy3ewWMvhsAvr+zIfNd8ECfZF/SROBzOY3azGk04HS7FjLhyd2ZW7kiUvyhge9BD3y9\ncIW+CZady254Mri6FuPLDUt5Ijo3pEEs+UOG0fcx7kPOHEulntnFyJyVZ9SzrO7vBN8mUTJvF/AZ\nyFzGI823AS8OvlSfbhrd28a1VWxYl/0I/U4KDdu1rEkzCC4z8O3gbxj4FkTGDM0S8E2KK9saIRX4\nyWLO9BPwOSSpBq2t7IEuYvHFgq+37w+6jGfXOPB1EFuvbUTp1lVW1O4L+Z6h5SDlXq17djVXe4sc\nxz2aJqMd+JL4Hl0yWl9e1MlVP1eNvs68hhok7e/3rRnsu71DE8T4NMUxjQ1ozehbjE2ynM081lHL\nmgh8p/x437fp62fkdj9HAP59Gn3WS340xXjt4akWgErjPq4g73AHzK3ilBIsxA7/yIYQmRp6EXO7\nHdippRKMPrP7cnFKt7HvIfZosT4o16Bw7VJ7qqv8FlUh8FmYLy+8Xcc+J+KrLnUaDaRFYlt+YE5f\nbrHbFiJmLobKkIc88PVDjcqvwQW2T6MLlC+3BS/XwJcH4BsFw3kjgqcf4TojwHpOysX2SlPltTSL\nHPiW+uBzQb1QfkMtvpQI+DTLsYd0iwXfHv7mbgnwbfP93JS4Gec7BHCOktv4C7uYIE5NBL5d1PGt\no4RnAfuyhFzdyeLqqp872q/MVT+ufxz42hJ8bRODr5vwyIEvyadej8SYUMFHGy6XAO0YiTB2k5Cf\n1nskifXUU8Dn8iqhV6JplljwOWvR2bC9+Qg9ReTYVQw9dXIVfO3l7Thvt7Pwtye1LAP9OKMWzGky\nJyQ2HMPqvcnsevYmLI1FCcBn9+Q9fgtyEzabw/tPVrOlr19/pNF3GgGpfVDirYLBMhirK8ovigNU\nj3MFHfr+hjBbXkYspuBVpD9V4NvZbI9VOP59wYEWSO9WQ6eWsmhfkgcOdE7O33iYrZit/CEefFbC\nYes+KFqeRuFaFHxVWJxbg35uA5lu14rg6yI3dvu8Xf+JJnDl8yGLwhhfUZS0rA2imQ58nTPAdyVj\nfK+C9MOQ2F0JWfhxXJSfA/Z9i08hEfiWiaG3LIGruyYS8tvgN2R2bNrOkN8urjTZFSFvNwS+7dJs\neZP0eXbU2yU83S1PYZiLBd8WebMZMc0Q+Jb+h8HXIQK+drLcXbCbGHE9BH+9ItTrEQmBdSIX2rKe\n3wWR7YvWvvWn1OjKrk29fOo5T1aDj718QEfB11NM1N5iPKoVqapD9za7+9RT8Dlbr61/2+joJzec\nLrK3n7Ye7GsGB4uIR0v3RkjGIxZ8S7hVlmMbOTnrtkgz3kMye+FDalzS1w+/wm37HOw7BUHfTtgp\n0zmFIwlRurII7D+Lda+F+f4E/GRn3cNwvKj0Zw4cu+NYm9mzoAe6VDVjlyqz+yy/8XIc+G5gCccf\nM6Fk4kr05rtJRnDcCfA9TvC9BPAVYH6jDMFXXfK5DflKW7BhTiepVHc7oz03aDN2Y36Sqm2kZfoH\nXvwvEfBlDjhtE4mq490ORt1yAvDZOkIibJYWT0vkY40VMIfkL2uFfQo+h7+dYvftldxuCHwhc8+Z\nb04h79i3naHkNL/GQ8G3SxpkOTW1yxf/huZMLItLocW3giUg8znfxeFvqri6DnyuhmE4Cxj6//eB\nr7sYnl3kXfSIe829fgf4uiW2+Bz41IYNWa+hrO4AXyA9UNQtWrUSC76xoukz9s1nYc8iuL0raAhs\nYLDP7Xhln7m9Zvp9ZDPYfiL7/okjaq1JrT/VZHCrG7qJFuGEtEcBp4BJN0JNVwMrCTfi5Va6az0Q\ndiG3OQJGX2dEC2PBlxO5XTdj19R81yPMd3mmC3+wFMc1eLbM8LDv4LzdJ5jfeJGJXZMxO1e3Gks1\nzNU1H7YFNl8HfkJJ4hT0lP4TLfC2SsCb/ltGj5aimC25PoD7QZoiXQDIBOBbBMd4P0Qt5zMifWe5\nTgEHO9mTaYPv4YYsPge+tSJ4XiEJrrXsTpYiwbhtPvicqCWkWw7xa4eAzwllQn70Hj9tksbo4V5+\nf18Er86z3umMQU1ubOC7Wkb2zZNGpDOkZO1fgk8jWb3Zl6UzXc5Wvp/rAnAdfMvF4aObAMgxwtlW\nirzOEkZsK8hrQeS19kW/HeNSot2Iv38LfF3/w+Dr+B8Gn1Nlu4zHaGlOpeCbC59gIddSKep07NtG\nTcNef+TgcQ7T+hyg+tVqOT5DpO8oIn2LOHTcnNW66FaQF+tpSFvSsRTIi7OwSrYF3t92nOiE4GsA\nb7caHsyGi+dBb75n4UDbxLV/QNRyA2TMgdF3iYhaMkPRYuse9mh5VvIbhSBjLiXjNWoyn9uQ1WnW\nQKKrHwC25FcffOod2DeuEYzHHDA2bwrAVwjWazz4rkKC5gHcJFoiFjgOWuc1MKKPZsxaM/bZ+oSz\nFXewYcEqsm+ZBDFWRSo3VseBz+55WyT/sDWxxXfA17XsY/jPNSaIBV+qqKOVbvvk0Q74Xx+IA99v\n+RYHvlQB33KAb5EPvumJwTfC7znaz49tJdEu6yThtta0xWJhFOKRVrZ1980rFxruJEnPdnyKllQO\nKGrbybO4Gq8o+FQc45Kq+qo6x2VXY8Gtj9bdR2cIr46w3fwWXh0JO3e5WvFKhlRBnSIC5v8q8CHp\nGSRLZqK530B2qWrMLn8VpG7Xxuw+yTb0WSBquRHe7lUW5vsTPE0D3+1cWVi88QzrN/KJt+ssvlps\nSdCIwbs2+Hi6i7rShRsGcJCo7SoFH8xcA9/qQMvyDtUWXYFYgO9BrEpowdoDyJ+GTl+bETw9iYti\n0z6xzuMjOIKzv5WtPVdJimOFaJjXSlBvteRAVrC7gYEvReQy7tPfLQba7wHfLnZk2eqvEPhCwsBQ\nUfBBKQSOgi/DWlTwbRRXNxZ8IVdXzb0Q+HT1kXo1pyVuxa5KLaWfkqNSFH/dhCChXGeniLStHSeM\ntKB4oBVFfLHg6xwx+pyl2VVkIpoP6UQYaXa1vf9oIeqp7CbkvIeswhBzO/ngc2/HrQ6+sazg6xXX\n5MbJCV2kz7m6wyXe55IeTuliApcZTgXK6l2X510t+b4t4vK4/XqQvdg+5DC2QOBikuazcHg3Qcm8\nDELk8RD0/ReCrwnCdy9nTNf9G959J1yVc8G9wwTMvRFKvDMoWbsbqyIs287owT8eop5ViB4cQJ3M\n11wXMkrZ3uegsRSyb7WgbSW55gJ5G1gcttI3CdexH61La2xjrC0tMfgckvb4MT4n4ksVjG4V8IWS\nJAek+8vBBB0Q9opb/S/At9CfrzYzMj1yrAzZceVcg1mK4E6aY19PAV9rDs1pJh3lWgqb2kYg2Fk0\nKJ0Edh1Fr9dBzL1WicGnNV7tRc/cWVYXHzoOrB0j1mV7fyl9HD1VkdfVb4bcK8K+HmLSOsg68WOb\nxODrIBx3hO0V1+vByQldAe9gX+g32K+rGyGdCsfj/jdD2haYss/Yt1JMgI1xQodd3IJH2a75n8Bf\nuv/1cxR8yQBfd9fwXQAAIABJREFUIzTVK4exk89Ct3Gd5VyfwyqF+Nk8bOTPrEHpFwjuO/b1hDam\nEVYNv4rD8huPs1vB7TCvrqea79I/IL9hid3buO6E0CTd283GMbt52ZuvKGcPVQKU6rEDVfP/EPhe\n+U+Db+3/b/DtlSTDATHN9gv1XHZiu+iTU/3H1BLgAxGGOlvvkN/wap/EAdPEAg27uivYlsqkfCpg\nduCb4PccHSk96QZFxLoOfL188DVnwLcJVzMhYJRZ6kuG9ByJwNfCfxDFq7K1bcRi6uRbeR19i7Kj\ngE/V0UrqDn4fUAVftzjwJfm9FaLpGgWfe1POWA5ZnZ3EdO0h4kTVJ/aVTydaYaK+8BCZRDwaN7xJ\nbFdlpt/b2CoLcb9cIR3c1gv+NksLTLuNx4DvR6Qg08A+w99YRKxaI2xfHRH+V2CeZaQ4nsQqCMZM\nxBOexAqK4ragwGsq3L5+4GcLSltca9I3EOazEo5HZb6460R/+SXIb1zL+g1bDnyqaHkNL6RYYvA1\n52h3B75k6QQ7BN9xAtGOiA8WhIYZ7/VZGK0zA7f1nwTUENiZDwf3AOvA/AYM2obAfB86vPOBvzTO\nXTsK/dCvvwmbjwMZu1jRsUGK2NZGuvitZ5hvuT+F8v9J8O0l+NYzobOYHQ4SWXzjxc81i2+IdBmJ\nBV9PHMW2TLY2hxNQj6t+ZABLQ+lk0YynPRZ87YRizh9sKV1/nDqqGZ3r1qLsa+NzUw3MzgnsShdJ\nVJFgG3kNGu/r4q+QxdfTT5Uo+Dr7pmU7uXTNfUvZiVraS3LcPZeqJtxSkY3zhfv5HRzUHhwmvZrH\ni8DlLaqa52PbONWrCr5iwWdu71Gkej+EAfLVhUw/fQ9N3x6sjYz09YAKuQliWAXQVepes/hMXZIb\nydRk7Fk7ZV9eQIdTM/rGiNHXHkVs1rbAOhfk5sDJJ3wl819dcfCl8HZD4HswIuWLBZ9t66a899pn\nYwrPQZx9NRJnaTjuNu7S98DWLwGwXxaw7wmMl0Qj0vO8omPh6T8VvD7rqJUb1mx16Hc6Q/8yCuyb\ng4u5k+sdmMQ/ZbDvDNh3GDjYDuKslVtXLPhWU7/pfmeLEMpxylHP4ekQ+7IckC7zu6TQzemWU6QM\nw7xdB769cWufsFWd3D0RvctvWd39+PE2vAHX1W++dOJ7S7Qsk2Vk+Ggp2xgqc4W0slVzuz14ktth\nGzRADKSW37WsnvRqjIIv6gu7eL/7fhuZR9HIX43ZEKil7y0qN9v7Zl2HiF/cXv6rz95K/m0naFZD\nslNi8PVMENpzzG0rgcvmAvEo+EJxxlBIMUkaU4fqYVyaxVkevZl4dOd0OCeLT+HASWf0JQLfOimK\nWoNttlVSHwfgcB1HU4N0/H37ORId70OKsQg222C2LagPXOUGBgIl8zVYWaEl6YYdakQIBH3vwmqc\nj2Ytw9mW2TK8NdHorzyMvrwU9D0Fb/deRvpuYEPmDG9XwXevdOV7jq0K8sP8cq5uRYT5TMHn8mum\nW+6J82CWwgiGD8bICIJRuOG0Bj1zQEgIa7QibLjdgYbZTvE0tMHKHlTVXQ4BznMw+sqjE2Eb3DCS\nYTVbomM912FoXL5AWxskOs5cFHyuLm2jjHZc5ZdwbPEVfNH0qxO0h8C3mzzawbRGqkiOU2kDbvOT\nG1E5i7Jvv1TCRYV+v4FvHw1dZ/EtlC6kswm+KRHwOaPPZXU1xud0fI6ASTzS7aQ2sXYC8Kkx2FDc\n4WaykVpJax/n2DYH3Rrjb+vKqkfPo5H0Q3M8be1nP9Rxbhdn3IW86ZYy+bUZeRQLvs6+w9sjLlXd\n2aeemnvaysi9izY+bUPpGpVD9vDTx0rDUELZCbD70i1zaZBE4FvIFIeLi69hs6OllD2vZC+/VOng\ntpfWX7qbevZX6M7Og33rUb07HundvvR5C8HoSzfJgpb0f0AFWW5cmxHUov14Af7cDlT1z0AV3EBW\nALdForgqVjmAwoy+bPChTdAXAz4L89m6C+0DHuHwjZx4/nxU8xn4qgJ8DQg+uzV1FvCZpTCKbXAm\nMX40Bv8dgd+sg4e9IwDfTXjfSbgkX2fUX8yD3u8VJFxwKR6HSKc43ltj2Lc9cdsYg4DpQqwE4HsP\ntx9DgZp4m3gz2eyPK1rv96faIpHc7b6fGwLfQclspPld5ncwj5EasfhSpenLbsFfms/Bi4NvpxZ1\nOPCZq+ssvnkcsTZbLL4pfqHuWLH4HPgGxs08G0A3KhZ8tQG+GmSfg1SIVo3YpluzIs3IRMedxpy7\nWMtftaVusrF0wG3uq17aCkTUj3YqHPdFS76AZgnA53zqdr4LrDHErpEkdWdxq3W1jVCvGb9uJeoW\nffEhbXbXSI5Fy066Ciu7Sm4kBL6RvqR5ht+8YAkV/ytE7LqMrYEWsdJjoxwVl/E4gGzvx+k+r7Wu\n+gKRqTXwV0dgdcN5LofjfWumIKifvgJl3XP4YPswKnPuAsh5CJMn34bRN4zwbAVvtyZWIvD9HRGz\nq03JfAlyyH+F0WcrC7vyPUkNcx6CrwSMsHIUMDdgpVobZja64iYzkEHTMbiU01gJPxFrKi5xf3ze\nJZBBxhvNgRglepGaDHktPvxC+A2Utt2HW8IbyIMnAt9CFDMfwn3l84xg39d4uA/QyGCPlPe7tUUm\nXTgaum+msEWFs6eiipMDBJ/7Zpr4uY6YqZHnck+xUx7/t1BdHPj2yYzKnbJ2yH7zLL4NBF8oxmcO\n73SffYl0fMlsRRULvq6s32jFWJ7Zd3XYrLsmUVibEKwrZmAD/tuIM/kasgDcvq5PYtaWGS81SNXa\nfLSG0iKoaWRKmWY/QsLDVgnA10xmJ7hHdj61PohqFTWY2CUS0dN8RTv/GZtIHKBpnFxRXfJO/rNE\nl30oHROAr7d0wB6IT3mUdDGYzLGTsyW9u0RqAFwt1BI6wmulyMkVJG1judt+GDNW3XH+c+R5t6F5\nwWKEuAZAo1sR3m5mrCAGdgeoU5c++laTtnyNUP4GOLyx4KsIMyqvKJltxPgd4Kprz3fJFfA3r+e6\nE8UbD3P4Rk70oLf6jeK0+Kpgz7nMhu2qjrisBr6RvIdMAvVmQSE5FctcrdH45RrowoWqtQfQpmtk\nEP80NV4afqNSPPhqItLXEVbiYAzbncW1Gpf0IFrjfJWh7/sGt4vT9HnThBfb/UYAjkRaoLZD6mf3\niOJEhXUHffDtjQPfNnF1N9KWvAj43DM6/Kk56WzJEPiC/2ZibmUbh+oup5xlrl+yNoNDGCb75bqx\n4AutAcxZmU/XmVPNmxBYdeEcVGEfsxp0fmv7qy6rgNxSStam41wDvKviz3HW6skGQqgmfqJAy9pi\nwee+cD61JmRiwdfajyc6cyzkBYcieu18R7uVRPca+TeAZmICtxDUukRzyNdOBD5NyHRliUGStCkc\nyBTHGAHfNE4jeluq2Rb7VZ+uCsopJDYmsB12YeMexzrzM3QYh2Xo+Hj4q3Vh/1i/lr9kgiOaE7xp\nkwh801gB3A2WUHOsekBEEVQD56Km72FWcVxPXcullt+4jut2zh6y+g1TtORBfqOIzBevwh58LfC6\n7M7TA9dxEL3aSbhvzGJ0aSG9rZn40XB8eGURT8wUrCfjwZcz6B5zOVz0x2C+FoQ1W0vYN4rNqSch\nerAKXZqNfeczfN7vkV4/xUYGB0VdbODYKgq7FD+otyNCHxUSH5Sl4HN+rnucWPBZhtcFAbUgZJfP\nQQXfHqaJt8vfule7IxNe2V78Z11ExzeXXflmcq5uFHxjcBJUwKy1AU4kMUCGn3XB2W7KA1yfDber\nUP5ZWQYxV/NpGFo1IpZddTxUZdYOVZJ59tXpTdf32RcLPq2RUFWgW00lf+IMzwaRnEwoIqlhxPY+\n9Tr4aRMFXxsffI35jA0ZslT3X58xFnydImHE9nGFg10YHEwSGeBQ0bWMpWc2Q5pWufO7REy/5Vwh\nod9GCZxbwMiiOWYpvHch07ffY6DGYawUJCgHwejzwHe3gK8NnuSYtWX+CPMnlsFdHo/VBx1MbIBl\nPaY4zOF9gbqW+5HiuBHr2kwXrriMs4dsZYa3+wBlzObt5kJut5BMm6wM56IRW1HZTaYXwDeEl8+C\nBQt4r7BLtvhi4KsLiEOX8jVOZCcktbMHaZdL4KI/CPM1L95YFWSEOsLnHcA1hqneZbid7INZ/XGG\n9fcT2+d8CqP7FNLupjl3ApF90lzPGHfYn5ar65BITA79PvClUAawnvfFHWISujjdTonf7fbzyPv8\nqeTub7dqk4KDbMm3ntqcZQnAN91X8zn2jaLof0hco/ZBfh/mJFYltgB0DBYKvkoQb5bnkNJK/nRm\nW+6/VaUPUNXIg1TkUjl9FHzNfGooAZV3zfzf1KxxA3HGY9nnHqq1D76OCcAXop7zc81EdbRtxCBS\n8wTga+sH+zoL/kKpm7a+c93RzwsnEX9D/Cl0E9ipdIYYfQt4lheRfculAnS1yGLdv6uYBllPu28X\njk26//VTLPjyo5DjadhmQWHXY6iYNaN/Jv76M5tDdBBGn2n6piLP2Q1pktZsbl8aDm9+dmZ+kmLm\nWzh28s+XIsx3Nddt9HYfgcWXHYnd3JExu5Ww1RoyxmfgS4IJMIwG85QE4JuL0OkEgLI2Hv+GjLHi\nxZGoMaXjN8FvD4IP8yoyzVcH4sPbAO8c0HuXRKKjGXI6XbmSYTdOQN5nPqKoJnI+Cevv54xuLj/B\n//0UQsvTWMfRacIgeJhfHGG37WP46bvy/SORKbqhGN8ucaUdm1KYSNkgIZHUSM8r58PucGE7393e\nxRb2bmkPhdRE4FvC5lTz2ZHUdC1vSu2aE/SNkiYFg3wFbLLMS3RqCessYIfZnMTaMNaqAU8Vwayy\n2Dxl4TSU56rA/5aVFfq1cvx+LPg0hVLfn+ysRpMuxztNXzizS+OM9QmjaABOwdfGd3idLdbeD+o5\nHpkm0T1XCHxNIy9YUduGRpxDntMqtk0cFuzIP3F+cQ/Rnw2TWo5xbE8/XYy+eUzyLvR7WC3zCzzX\nSwfgZfy1GPB9C6PvDA7nCphtXSFYs5Yt6ZTKaFSVE3uhDOzR1bAXgyKF7VjLMc9jNhqUqrSluhh9\nuahreQSm5G1M715l4PsL1y0cwfEwsrrP0uJ7lVK+YignqchmfE1xiROB703JCrmbw1Icv2k4SC3g\nQd8fgO8KmKXNMY3urcDo2wFwdsVmzw7L9/LAOb8dAcuc6MdQCj5vI7xbWz0h8RtC/3cm4qfrkQU/\nwfFsX2IYHvD3HSSWX4GAZ9jY6hTF4ifx9Qf4Ziz4QqZfCHw7JIa4jXja7Lc4TfWLf5zdt0MsQcfB\nUPVbqj+caLPrImPgM1d3g6gTl8lY8QXCPufzhgR9UfBFY3y9RUhh3m4bnlUT9FX3wVcKRrytMlz2\n31JcJTnmJQq+MvK37hcq+gSs7SsHG/nj7V2CuIHvyTaS79eTR1DwuXhfU0FnM8bg1O5TKy+UVIkF\nX+glNfFN0aYi03Fp5fZxAcRWwnHNPquS0XG5m8TlhzDSpxneqZLhNfYtYC+DxVxL/PaWseCz7Ifp\nJ3ZB25zudv1sJbinYPTNhs1SBWLmAmgsdamF+R6H0fc6brJzcLLS/zTIDKchvTsfaxROfTfW8NpE\nDhfpe5Fi5gfZ6z7dd7zmEg6ctHUTGjLfDRvrGawXIGPOc1Hw2W2kFw7DcA4qnIYTtUjuCauoe1yC\nH43Eda8CrF0TsO8etChMxtoQ0GYFzlxj0DEr/PDLAjHznYj3PQ+ftwwuVx2uVhBF9kRFyxCIfSYh\n6bEYTQ12Y70DA/AsCPhtRhvnHwHBLxKD7xTWe7D+juPfo8SfI6DLeKSJn7vVV7E46YwLAaeK4eZ5\nrP7aIc6vk0O7tVkeM/2NBhi24o0N1C6u4l1nMUe0zUsAvgmS37AUR7Jv8YXA54pSu9HVMsOkPvOw\nVeilliW2DG0l2OcxFnwlOcm+DH9amt/XXygN/FXwB8Jo7riBwCXkw9bzU8wN/W/W8UWI9cWo1EdT\nBXVryZxEUygtaVQ2FgQ38pnbgB2PVJPYRFDrINtGnF/3FA3oGdaLFE23lD/sQOGtSdD6+w1dXKJj\nkrBvJvE3h8LmKPjW+uMNl1HrZyJnu+HvRYDpk3Sf6xcE4D9BQcYyRKnqwY8rCZ/u+vRd/EeYYc9j\ntcWuXIvDGJzfk0hjrsCaSKOvD9tVmdFXEkbfK3i8rDD67sC6DZLBjBEctq6Ht2uilouArxoubv0I\n+EzLMon53Ldp7q3iFdnARkkLYRIOwCMURlQROuUcrGTZHdRfHML17oG9nA9W6A2Bpu86xCkfY563\nOKrZbNVDgLMNjN5etP7GAH9zYRsvR6VHWkLwfQFL/BOsf/Lfj5mLP00IvsckleIvBL6dEn1LlQDf\nBnF1N4kGIFWigdv8BMt2f9Lbdl+Is0V0iMHuygQM76dwcR1rlZfzJrwE23F+BHwu0jdWinaHJbb4\n+klVVg/sgfbSOaoBvd2qAF/5BOArwRBKMYjk7d+i/Dr0o8LchPZ9w18Zjj+t5M9FqCPsayDmVX0R\nFWoG2eWUXZqllj9hphqTyCF70NmALYVxLf2GqU6pFzI/G9MxV+sv5OqqqtEleVv6RGvJkkEn9ImK\nulvR5Owonbt6ShHbUNp9o9mhfoqA720B3wJxe5cK+1b7BFxFb28NN+g2BGsO4wiZdC3wwtKgS+6G\nOH9dDBB60Nh3Bcywu2HTd8HLSXH9Wo4jkLUVOjjX3L4T2NeY0hbNcjzN3MkdiPT9KRH4srFVwUsR\nV9ciypbYbU3L2YHP9N8zcbRc0mc9W3puZj9407V0xmZ9AXJCAK0E1oJMF94LrNotiDR0xBvPjdDj\nzQH7roXJ+hDeT15OmSsE9lVD0qM5Gpd2SQy+w3B+T2N9lTG6yDLK3zMH8jkgeA7RQIdCw98HNAxP\n0Po7KiG/vXRIQ0bfFhkCt0HSXyqj0XzFNt8FDiljttB7CIEvsPgMw7sFtGtp8Sn45sSBbyIF56MY\n6Rscp2hx4HMlCp2lFXMs+MrQpisOI95WYWyt2FWYqxD+6/4thG8WAQ2dYViB2d5qMgWwLm20+mLo\n1Y1jXE3JIMcmW6qKeiYWfE3EG3UZCQevpvydkJXXUFzpBhLya+r/iUYtXbqmhc81A5/LhjcUU7GF\nmIqtffFNN2r6EoFvmmR432bvFk13LKFXt5KOnQPfGil6t81qhUoHcGzOYP1wHsVoMxHhb0lNXzZ4\ndoGY2UoriuKtDIKV+Z3rzLwXawFSmiOxuiHo3wz+XxV4hIWBiBfYs+A38FlDZlvXsifzXcjqWmL3\nBYT53uBOLUEpX118JC1pOffAeZhgQ61xgRYR/xvkbVt0ah0OodP0VYddeVPAPku8tEY1897AGj6E\nB+rPEt8HsW4Jop9XAH8PIGvzZALw9UK2dyjuCdYMcQFSQtuku8HHkJR/h4WU+fdYXyP89yXMwM+w\nPiX+zjAr8j7932MS8tsv4Nvqg88RaoPUimz23d6oxRdygUPg2ywPmGHxvcMwnwPfGulFuoidWt5m\netc+silxdbtR8A2QBvQ9E4CvNaV8FuYz6XspfIDFsIsKoQ6yAOI3JpLPj/Ua1+v8hQLYe6/zX/1p\nQRyI4n7qo7JoZVxpRz0x9FQqWENWNX/9u+Br6jNIs8bN/ZhgM/q5mkVp6P/bWH5Ho5BNpOdNC98w\nbIYX5sBXX35fVTiJwJfM1lXDpV2VebvT/IZ9czjMdL7fuW+Fj781/vHfymKA3QSfuVFf/wCJig1j\nsxxlfUTm7jddy7XQ1+XHhe8F69MOY5CufAdrMc71WKykBOB7CbkB62p8F8TMf7Z2MJnYs+B6dit4\nnP2pXoCa7zXebEuwXNfCfM14HbvhPDjwzcEVWc06vq0SqE/FGV2JqzYZf9UcHtBTNDzRraYTZHnv\nBEmIPbjLJOH5XsCKA192JHHyIahZFjnfOkh9tITqpT+LZCYiILoc+LP00FEUulmH62+Q+vg+I/9r\nHPyJKPyKxqCh8CxtwA9EJGimXxq7LkfBt166+6yTiW4pkqxIBL5tEjHcLKmSDWpFZkIixl5Eilh8\nK2UQ7xLJb8zmpBOX250gVYYjIxrmRODrIPK0VnTfjH0VsCxIVxS76A1GrfPBpXgZeywXIJgHHkZe\n4WB+/FpefN/9grHyDfFFzO0tR5+3ql83UleCd04XrWrBROCrIgrEi4OvWcQQU/CFUiJNfbo1jHCw\nIa1UddhD5X26GkuHiFoXBV9btlNyBVd92cd0kC/rc0bfdHZtmUWjbx7xt4js0xzmCulyvgH7cAep\ntxeb8zjBl25ZBO2aN0GKMRCrFVj1KPKvQQ7iLqR3y+FVj3GNqhKBrzOOfH1G+opBBJILiHiILelv\nB1TTDco/mN33Z7icNyOo+BjbtDyPffk6/Y6SAF9VXFyLodp1DIFvLk7XOnq4W0UKvB3fsSzHDFjX\nXfBor3LKJWKRVQGrBOB7AHi+Mnj1NwPhd+EtZSX+CsC9L4c3Xw8Fcd15VUcibWzsM+2Myf0+xPqC\nEYQf0OXl19/w9zOmGn0DS/BrfF6fUxNj/u8JrqNSX7FdgKVZ3Y1i+kXBlyJTJVNpCepPt/jgW68r\nE1Xae/Bn7jdWsw3/co4Yn8citrc4dM0cXgWfFm843vVl549u0mbO5S5bMpBvZ7sBIWK53TLYQkW5\nnfIBZK9AP5ADma5n6We8hP2eE//NzpUDKyf2ZC52DyrMWYDm+ZYjal3UrwZxEAu+6jQSa4qrW41+\nugqwq/rJEyegCekHm0ZMvJBuppm4sQ0lsxFa9SUEWU9qnJvEPUUi8DWRYF8r6YTYia3kevnjIgbT\n6BsrRt9U1nJolmMO3d6FUt2xmDfXFexfYHIW81bSKI49jvTuh4gl/fAdvLulVCR3h/uWDRW2QXo3\nHnw/w17ZgfzGPI4zSkYHkw4ygrIMHiwfcsVPsFdVFtSuXQU1yRVWwXY1UgiZkUt4mODLw+ZUpuar\niP1RGx9Dc15HA994tjOcRwnPBoLP1SXskvr52bi+LRKCb1VgB58HOmbCwLCw9gt4cbcF/vmfWYmS\nGQ7848hev4xMtjP9msHz7YE1kG7vfGaFdqDC9xjWJ2DfFyiO+Rbs+yWDfRcww/d7xBe+BfvU9PuI\nmd9T+EwPRZTGicDnyns2+4larflJiROvuIfaxDnov4HvOHIuu3DZ7FE2MOCygsE+F+aLgs+p+cZQ\nw6zg68e2VD3o4XamiKyNRPTVrqlFyhj+yjLSVxwmWz589K+AaM+iTvwx/JudgeYnsB6Grj4rVjb8\n8os0Et/AKkTPt3Ri8NVM4NtWJ/jcT9Xc03KR6pGSOydybiThucaRBG5jyWw04S2hgWRaHE9ryyus\nIo62PXUi8DUgzWsx99hIkicqvW4jLQu7SWdT61iVLA7vOM6inCItmp3PG/J8ndhliQT+1rJ4wyy+\nNDatOkb52CfpZ+lX6Fq2JwLfLfAGC+I69aeSP939uvApxMyb0KLJilatgLcrHd7aTHEUQOb0KSwL\n9t3ICURXWgXbVdDP3Mpg2lPYf3nE1S1Gi8+Bz13B/j74ltGeSfFnVcSCrwWQbrlr2Lgv4GWPgkt6\nLsisbsa5tK1RDLv+UbzWyzJ6OlyHRPW9SPg+gyhBPlzAUvB5m7JtoQ3umEC7bz7SHbsgpTyABgcf\nYZ2FAW74+yEj+2EJkJ+RBf7ex99ZRv1OJwCfY99Gf2leIko9BV8oSRIFX8bKRLNzN43ri4BvLjbu\nTCnkmP77wNeb4OvCavwQ+DSuX49dW0zWZ6Jly/Ca25sfe+wlbLYnsfHuw8drm/AeJPZukRnQD+PX\nnsUdMBZ8FlWsKKVyodxFtbgSEXVy7Q8rAnkV5aGqRzrEqCCmkbQ2cIG5hkJG/Y4ml90D1gF/nX8d\nBZ8TrDTwc8FVRRZeRRrh1BNRdzPafa74t4Nf0dFDegmP8u2+adweFhh5i87v2ywHUufX+b9r/a6W\nzuKLB988rCGovXgRfEqHUxCBux/3uKp4jbaj04kQnM0TiNevQdXvIni7QzG2sTP6FjeEz1eW8yyf\npabvAXiK12bKaPf5ZzP6rkGK416sxyFqUYuvqO/qthCLrx9uEXZ1/iX4LMw3F9fUrIZajOkgzHc3\nRMotUZSyNfA+z+Bcm2asAWyGPDgft7Du5JLgDdwAO/ZhZK9zIJNt3ZtrUinTjiq/8VLftonxvsMc\nYPwBhOXnYP19xczvT7/F/n5JDL6TTKuGlMypEnPTxK77OuTMKvi0TmOL5DQ2skBonZudlAh8awV8\ny6QZ/RzGbt5kBZuJWhz4nIY55Op294dIaBlWcz/A30CSvNUoaTY2WcjvdTituXE7exa77gEA7u9Y\nt+FDvj4B+F5mYsTYZ/k3o2pZKpxdwtfBror4sJXlO5WEdBVpOVbwGVrTl7zUFsVfQyn/iPqtDlUq\nJKzDx4mCz70SZ2/W4PPWEa7ZU1cTpbfGNENixiaSDHE2oKv0sKL7PvisRzDYNw77YSpbNM+Q5bK9\nzvOdK9PaLMofC76jSAu+B18p3dv9+gto83ZhdYGopTAolQUmmZfiMMDuMzHzOYT5Uui9vQmbZijs\nvjZYjcA+G+/xClZ2qGWysCX9TRxF9MfLgZE7sB6Al/Gi3FeLYjNVxdWvh/t5mwTgW0PwpVKHtocw\n2MaigoW4fHaWmvEwZA7A92eguQIM3wUBkX6FLWWVwD2xvwpg4z/K03ADCo/B8nvhyT8K0+9l+rzW\nuKYxLOG+uDrjWNxmMpeN6I99EOsobkKnkfFIAL4f4fwa/j5DsM/Wh8wu7JU2KtvIrA1S0bhZABd1\ndfW/LrmRKr+/ScC3VsH3Hl7BHkr+UvCraxnmW+WPGJ8rTfpmUMk8gVd6hA++fvywkmRIUCcq+LTy\n34naWtDMqSeRtSo80pbuKIgbXl46vE8nAN/17J92q9yVc8BTfhXH4nVJ9RaXdIcTOYegVklqh53Q\nuhwJUo5pl8/sAAAgAElEQVR1I+UEoJUlH+IwpG6vS0rU95U0joyx4KvJJjQ1ibByZHc5qdWrKuHI\nOrLq4juViOkQ+Or72G3kZ1ScarolDrKJ+/qwS4UZfVbHNoW5jmkCwZm8cc5OAL51clffxT59hymG\n+ABn5otvcNLs7A1EiK4MKPWwpTguRQeV53E9rDRsLcQVwWG01s6bsdLtmOlQsA1ij+cWiPJXhbf7\nKtaLIMM9qAl2RWxXp3uNfwBAbM/dh4CLKVpeSww+69HSB9fIrshcqhZTpbvTbgo9tuHgmrc7l8qJ\nnjwzL8O7yZTRsaoA1C1jYJadzuiEsgo3oA54BeWoesgJM+AhhAmvC8J/VwGCdzLq9zpWSdxOWsIY\n7gu314rbFiUG3zmsr5D0+A4EFPz9BPydp+jvHIxwM7kOsLR2p7TkUzmLU7GkRgJ5oe+ozCVFwLdJ\nwPebq/s+7hH7pItLqu8SrxZ1ywLpVfUW+7VMwl4fRw3zYFCvLwdLJnG0bi9xdVsL+1rGgc/Ofy2e\n8Go84bHgexzgu03WrUi73YR1CzbnA/jAn8FfvYJ7c14qXQrR+nP4K0NrqFxkObOuvHyzPL9TVv5b\n0W+K5SKDtQR89QVzUfC5n9YTLWENP8hYkdLuYiJULMeEtWpr1OPWXE1tv3zFWYUNBMp1JRlSW+oR\nOtHhHYJlhRxWxzaRIb9E4JvjS/wWyzxDc1JcYvcgNRAnYfR99jNFycfRV74j7LTXEe3PbMKTG2GD\nNeLrWg6/6nvLCR+nx7YIIazJyGFaTN+GctSGPNgq4nIjw/sg2Hcn1q0w+tItyz9cmwB8r2EzVRAN\ns8vqdsGpGMcrMod1Kmru7WG1/RYyYCUukF3QZGqLrETtbxlj2LKj4UI3mLFpGXPDD+Okj4S71Yxn\nqDji5GYD3oD1p+CKXQfrLxvYZ/irnAB8i3DT2Ia1B27vEVxTGxjwCfD3mWR+v/8t8+vUfyYA/AQ+\nrxleh9n9xYTNrq3AVsYAXL3aDt88DNWxbROjL8V3eDeEsrof4Ln3+423NvuFHK6CbZHfskWNvgmi\nYR4ozUf7SErXGX1tEoCvJcP5icBXGh+dZXjzYae9gGBfVqY1HoNvex+svHsY8ruLccCnmfx9EX+Y\nlTqEl4FCZwYWphC1qF/4UVJq5kpK2Vxp/rQ4v7AKOWf6VRIMxYJPoeNyF3X8KpFakkp29mNlvtQC\nfJ2ueq+89LZRw7OG0LOGD8TavmFYj1/bLzgjtypednPG65PYhicWfFPE+pvBYN9sxvtclmORzCa3\njZdKFBxg0ftJWG7pHtNPP7GcfiLKTutB1fY8FBsZ3u6DeOEWZH4bD/OZRfpOcpyRZXinw5nrw+YF\nluG1SJ8V8D6LTMCDseC7BSsL7qvP445qkZQi1PHVoo5PwTdWeo6upXBxO5sX7+FKpQ2ymqKWGbi+\nvbGqYPfflzGN6C6oehohVb0AlWZfBmKSd3F1x8EOsShjfbyykogVPYR1e4DPWPDVB/u6gH2jcYuw\nTg+rkEzZgKZ+e2BCH4aw/F2IXc7AADyb8SKC1Ee6AfhjBvt+4vqOnu+HZN87nMiR5rct2Cqw2+H3\nkXdaZffvdokVKvtiwHea4NvNP0thM6w1zHI4i28hwfc2I30zpGm2Fe0O8VtROVe3s7S6bCcFqrHg\nM69KT50dPMc+M9zz49O3YJ/lcB8H+O6VdQ/Ady++/xgbamSH9XcvaWiChFzYDq+SqvnpuJgAsIjQ\n0MSAJQRzTnGtlIwFn7PXagvUooyr7b/9ELOcEVeNz26BywLM2xgBy/p+t8Yoq0iWxumuqxGFdcUZ\nbyiZlnokbyz4LL1rkb7xHEA+iUvZZykyp222yrYllPitpLLNaLCP4DsFFyn9wHz/M8W0s+DtNoW3\n+zK8vr+ZoC8L3rdFlafg8T5EvjGg5TuQZ6yHKmY2TvQgrB4I6ycC3z2cvXujdaW/ksEUa9byLDJu\ntnVKEnw1xTw2CzmJgzUm4xStIfh24DSnyQQdO7ub2cXBTOWJCCd1xcMWx46/OQDfVbB3i8PhHcvs\n6/nA7tuJP57BMGwC8KXj06J+WbFeh9FbGXeUVoj3DQb7rLfXQoywW4neD6mItO6F2OVQUEMX2H0f\nIud7TvIe32bMdXPrO+TaHftOsqr3MAvJdvvjgVwMwNnELjK43W/j/H8Ovk3/YfB18MHXSir2W0vN\nacNI+UQVJjrKED2FwKY8MN+ew3oKgLsf92D7YB+gAWhfPM6ZqE/CKb4Dv3w/rMUcwJ/71wkAnQbw\nNb9KpCAlgYnAVy7SHauKCGJqJVg1fc/UKWaq0nxTgFahEfqakNrlrEvR9KuQIFipD+iE3LWk7UIi\n8NXFZ2TV9z2pVB9EdctwRv2Gs6xtNGN/00TlN1fWfGlPv4ZK5m3syayu7ucXMn37K7yqT2B3TIGP\nVwuu6bPIdF5lRl9+ArwvNmyajeOw6o93cGBjwVcb6YISHD3+AnUtVsuRBUZfOl2vvAJK5r+yfC0r\ndQN5sAMqMI5grm47xkSHwOIzG1jBt5O9NPdR2usi7mtYtzsbl8+Mvjb42Cxne2lGt75cmJjelfPU\n4sCXBOuiLvamRX2yYvtnDsQu15PuLwr76oOmNrPN2ljP5PiOpbj+W3AbSWN923Hiz5qJncVwj/Ow\n+37ikoZXn0lpx3vsaGCNDPb5neVD6/eAb0sc+DJifKdxIz3A/MZ21q6tI/hW+hVs80TMbOCbylv6\nGIb5hvyXga8E/y3mG4MuWVxemmIptmr5XmcNOrPVI/ZdVWZUKkuCxVQpZofmYeDS1agUpetd2o9X\nVvBtwGq+NCcEPi0OMdVhQwKxGWeH9ZAhvIMYVxvMNYw9LMbImA6TuajEbx77M61iiiOFE1r3s7fH\nCU6hPH8h0y9ncaj2wLUbiERkSU4cTzdegn4tOUn7LonAtxGHdw6rdwcgPdqU7aoqQ9+WB+x7hkVf\nD5F96Q7vJX9GIYdpCB6BZNTiJsWZ3KjFXqQGvq64NKNp8c32B26msamxRdxd5nIdQgALWEE1A+hM\nxkGqGQO+qQTf0QA4p/G463h/GQ/fvwvuYu6OmQOv/i+BENIaTz+NK1kA778qXOh2KOkdhMs0jT6v\nTStfh6ifxU0P4soelaifk/t9xUK37zO0fj8i23uevV7OCPsOs4XfAd4Fomu37wLr2h7X5yps8Z1B\nfuMwnsCMyRRh3zrp0Lck0p30Lc5IiYLPGX39EdboLoPEOnB6jmuR1Er+24KN3Rv5Ya+6kuGtwDBW\nCaDnNTgZVqeRDf7sI1iPYj2MeM+9cH5up//7CL5/B2LT/6Cz8iSYaH/1+P9K8FX+T4KvmkT96tDh\n1YxzU1/d0gquriV2+7GWI1nabg+UsrYR4uFNk8alsxnvm8dCjtVSsbuDru5h5nbfw606/aj8aAXz\nx3HqJjLFkRB8E/GQJ83bPYcChDT86Uqc33FYgyHrs3ZVNbAqsE9fdkTAsqHq4T5Q5qZ0b/dSQOca\nJNHuw83T1MVFOHLIwNdCLL7BCAeYxTeLyY1tzGHv49DZPT74VlNTFgXf69jNfwrY93fI8jqw4nYR\n4P5tYPd9yKEXKTjN83Bqu2I1xT4qii3/j4y5RZnRmes5yJuLsYV9W9wW+ssEjxm0+1bhHrIVz5eG\n+jZX5nGSgb9zHBx6HiG/XzISvt+zzcFnicG3l3bwXq49TH3v9FsxK/i2xnm7GSsTW0sfYSvmNEpp\nnFp6nYhaLgK+8dKNeSi7FQxglqOnCJg7sh1mCwnttfLB10zKFVz4vxaVfZWkl0FRMCgXsxbPkl+P\nEWGPMOpngLuPbcPtFyyx/w/8SQh8WREHzM7u4rnYZ/c1aXxQSDIhRaRJTFGmWUtLs+jy9DQrM6Dm\noObQU90nkWqkK/teqqGwLDWzZmrk9sU6Rf7bwFcI5tn9JmZ+mHeohtiP80CULy3FcQpn0yJ9i/EA\nE1HL0Q8HvCm7dlrD01fIvuxwex9CMiEdDldeEiiCA6PvOsSSH+F2KYLbchVcx0bY2dadpRteyGgm\nN97Gu90M8LkE9iH6X1HwLcabmIW/HQ1nqiU+y5dwV0dC+z7w2pLUk0CkMwFnvmLV30E82Vo80FCs\nHsz5vowzkTlYfwHaHwZH8yN+Wh3CZivqGESfdyJirPPBvtVgXyrsvt2I+h3BOkbJi/m8thKA7yxi\nuO+xmfM7DPntl+UImBY3LDya802VMriNbmViUvkIe7TsZe1aFHzLqGhZwAq2mRS1ODWfgs/t/n7s\nUNCV4yXby5TutnFTupv5PdYb0OetQbuvAu2+4jjhefDpv8RyDsc7XXezzCMKvrvoFN9JUapl6h5n\n5yFHwJw0rF6jYVWA6CnATEgBArG4JILLSDdAJ3Ku6sukq8Spps1oKe934XdC5QqUs7yYAHzFmOgo\nJd1Yy0mwr5ogWIXWtSXX7GrsWkhooj07Fyj4BsrclWRsgxFS1zGVfepnMNI3m5q+BeLqmqIlVVKd\n/9vBl/k/Br5N7BO3hKbHHJy6SXCsuuGOVBi7+bqAfdfBRLP6i36wyQ4iCfRTRgP5D/AEu/CgpqkZ\nzj6mRXGA7Kz8MShScS3sbWxbbY5t68mY6AgEWGciO74UNTHKPtP6GfjO+OD7/rdcx4+Q3pxH6NaB\nz0K677CB1SEZ3OHwt9eftab42+kH+1JiG5F+wkFKCr5U+b31LORYySqOxdQzv81+LdOkhGOElHDY\n7ncla92xOsoYnbaRqdvm8zr2NfGLWOtT21yVxbylsLXz0SJ7AfG7JxKD7zGsrEzmPiUe8UPYvXfC\nI74V/97PSriHKZfJBsS8Ik1f8rMlTD4AUZnouFNCuqiWjLSDrugnfyuKVLA8iemwVToB+J6HtZuD\n+HNCxUKiyClBCKoPrnneqN1XlwM5G3JWYisZG2Lg603wDWDngiFcw3HMxzDA58A3nYMVnaxvHjZV\nLPgOch2BIfABGn58a2Nx3scZmw0ftSFsk7yA062Z8AHa3bAS9t00HIGPLkBZ8Qm93VR4u9OwxiCC\nbw1KrYitJkL8ryHS9xJL2R5lq75rUB986WVwdbNgA9muKoCPuTKuYGNOE//vBN8RlAp+gGz6OS7r\n7PKLl+X4Evezf7KFwXEmOg7JFLeDzHvsp8O7RxK+uyNil22RNn+mZw4svk8JvkN0dR0pN9NEXO+n\nd1XMPJtN+iYjjjIWYb4R0qklmYMle3B0Qyd/xEQ7f/REWxkjq31KmjLjUR/bycBX4aLgu1/I9SC2\n5RPcmdbW5WmA7Bkx6J7Dd+wR7hcI3sgul3eyJt2OlOkBX4Ql+Dy1Ms/jO7mlU1Z+gPJl/ppJvvLh\nlRf2jbKyMjOkRALwOZl0ZSlrKcD3no1vIRtr5wtHlIkq9wvlnSsLBF2osTbx10Ra57djc+ZeMn9y\noLQpHSbKvrEsZXPVbLHgW8JuBRvIvm0S2TmI3X8Kx+Nr60f/ESy35VAyt0aLlcJw0O7OBBqZvV4K\nG2osMHPclMyfi9G3GId3Jo2+bgjlN8OqyzFsr0HMnJv9Cx7CM1yPHqV/ugSCEFMyP4ml4GtD8Jna\newiuiMX4ZlPHt12acL3DqJOCzx0801XMxJ+PwtGym+RLiNcAxLlxGaqB4KMgND6G7AIu2BcI6b+D\n62pRq6n4uJrjPBViqPyvgSlr/eufxCMWRpajIS7y/zT4vvq/Ar7PcRc4Lh3xd7I7YIoUfKwVJfNS\nGn2qa5kK9o1nJ/oRrOIYzD4FPQm+LszttpfhXprwbcdK3mZEXnN+EQu+QuxRag7vMzDoHqMd9zDT\nu48I+J4BobIJ+JRfhjCTQ5swMAvFqjfjmzko+jPbKhf/xMzJp2h85eFPc4F6OfBE9sKeZ1W7hQsT\nga8IC0sKSaPpIrTjnPVXkeZbWXw/P57oQRi5DzD8ZzapKrRdFLKMP8upDIXZZfiwlfxW6k05Ma49\n5Sy92a6qP8E3gk7u6ATgm8rmBRYpnhOX2N3M2rVdjP4fxH063Ww7/yvC5J/Q252C0HsDaPDy2PS1\nq/n5vwFvYTD27F7Uywde8seQ3O5BAf4crCkgRRKNvlaw+GwMW0EE+vPR6LOBRDcnAt/r+PAMfE66\nbLeIYSJnWYr3mcJeNPtlMM/+CPgWM79hhVMzcNiGMONeFPsVRt9TbDJfD2G+FUg5nMwQFP/MLMI+\nuHArcdUnwyJugn1kt+l/BFcvEfisjLcvx1ROQ0f/RbCc1+Oz2Jrpwk6KCU3b7CrbbH39Wx/TX5Db\n/RbsM2/3A5ZmH+PFOCQX5qBM+E0TxXcIfwq+rX63qwxX9wvEPI9LR/w9LF/bKhd/vQT7VrBJ33w2\nZ57JtswTmOIYyWYtQwi+XnR1u/jSFmVfB/GCm8eBrzHZZ05ZBRzUYjjMrpbjOfqwT1C88qikLGxn\nmiWgFl9OseBeAKSeIwSt59Wj7AGTg2NUTTdnHu7L+Ft7KHvM51gX7FZuBpCj4CsiA5VcELAsvu/M\nRudZv05XuoSwqYJopCuwLNMcfHtVhr9XI254KeGdq34rzDBlUXbtLydtlhpzbEgbfGo9ZPDuRcA3\nXsTMEzmezQgwlRUdc7CvlnLc2kbaQ9vFKjoKo+BMuo3wK8J1Z3G01qKVSC/E58pB2RGo+Uxo9zTe\nbitsyWU4Pp9bpO8j/KmJWpbi/JqmL4kjKBshV1AOUplY8F2NdenVuCVm4a0vHztT1fbBl4SX4ErW\nlrEPl2VwDnJI7TsCPouyO4vPjpwFmCbhmFl+sDK2/h0ZupacWOWQp54Fwck+WF0fBMbWT7Cu3qPK\nbSWuehz4LoO05T6kd/NyUmVTeLtJWMM4rOMtGn2rwL4tsDOt2b8ZfZbb/ZjrK8r6kGV34PsC4PuQ\nbRSPk3cuxneY6yBnVCr79ggEd0SMvjD4zuP++R4r5g7ThtzFQultZN8GBvucz7tQshwOfGPF6LO8\nkQOfs/g6C+kSga9lXOvgplS6VGffqvJsVmqJhbw0rLICbYY5C889KYG/x/CdpwAp809z0ns1/Nl6\niWZgTvnOq4zlGfKciCQv4WvffyMB+LLTWc7HlEhu/LLpYEqL6qUycGMuaj54xw5er5FHZX2tTFXm\nhU3m8iLesnn6dg94lrG/guRacQlBFmLvr3zsf/Mi3fYCeG1VpZt6IvAN4gw2V8hhMb5xFLpPlIoO\nl+edjY20gN6uGn1R8J1EiuPTC5m++wWWzClYGTNxFDvCTssGvUlGm/Z78IZqwDN8Czv6tOlavuCf\nrsFaiCOcCHxWy/EaKkSehZj5Durerv4jrK1bWSb5Ei5iWaSKzNW1vF4fXI6J1DGuxLnagXflcjen\n8Pb28exuYZ+CpZy3O5dtQiylmERVsrHvkoyBRFnA6JaIWs6ANWaTIwm+vT74huBQ1udeeAjuzeVB\nad7fEdTMCRuyEnQtbWBcd8dDj4AOaCr4uhDG82qomnfw+fZzaJGTNJ/h8LYfM/IbCr5PAb5TWCc4\nsPwdAZ9DoVO3KPvSEoPP1e1utmFDXyOT8j6bJRylGal/7wQu6zgca6VE+ubS251Gb9eyeCMY6On/\nO8DXMQI+l+Ft4c/kbi6jEU3dUhqfVSHqmV9gqC6bZDCeZLbXge8pBvtcuvYltrZ/KbKcoC+3IE9X\nLPiKCFZKcgJcYeldZIE2e2RzY0ux2Mlp+iqyyOgNca7z8cFdlrai30vVct+lQEl7y5a8vgMXJ7eU\nuLl89Ot8/BdxQR6npx8FX2Mafa3YbKkXVh/pzDxURlC6rO7ESA2vc35nMbe7mG2ZV+PIb5LKTQPf\nEfDhQ+Tl0g/ML1/DctsNJfM46C3qwEj5R6aM7iWBJZYD18MEfeuxzb9NBL4REET3xGqBMF8lONA2\nz7IQura8AL3gvcjtZrYyuSsRVLwTKwc2Yil8DCHwjQHvDXyrcAp34sgdwQk8BU/vQxzxNJatbsJ5\nW0o/ay57hEyhHrkfTk5d7Im/ZqQ4rksAvpOI930XPI3ZObtg0ryJD6onlRS5cVZuCzLWf0FTmseQ\n2C6CPHcjZL7borx5sM++BbT7Uihp3gOH910afbY+o9H3c0bT5h/Ivs9gy39I/J3A7eBdyfO6dSAB\n+NLYduAi4Assvu/5ZO+zHf5hyRzv4aNsY4PAdSzqWMa2Bc7osyqOidS1RMHXXRrzdfRHVnfiN9sz\nxRGSN7eR0YgNmW2sie1cBlwwy+gNNqZ/DlB7WtzeJwR8j4CDWemTPue3qn9RshYvk3oWsEsEvnyi\nbS4knf5Ug+J8UveFWXamQyzAYF8l6WDq9MyV8B7N7X0Vr6SQDA8p43cSrMHeLSb0s7djOp5b8e8L\npGc+iUImAp/ZiYbmcnj8Bkx0WKSvC6eG9vKnEQ1m1doIdusbjzWB7HNrKoeRG/uWwcRZhW22Thqu\nbWcF2xH4QRlZjguwIE7Aw5qF8ovGINM/IGwLmrXcmgh838D+2Mmi+yXID4+mkrk3Ilo2e7ci2FcW\nzRDyQ+CSFSkO61xws+V2r0Mu7EHsqry4L1Uh+Oye35cBvllUL6cC5wdxvk/huJ/GepfCjd34HQXf\n2+wKN/VfgO9xZGK74R3N5fCMwyDP6cC0MofyMBCxAJ9DMl5rNezEbAiTXJfh8D6Ae8nrCHnW44i7\nXrhFqMM7F8E+m9SxlZLmfZLicFkOA98vMeD7iOB7n4PJE4Fvn8ib9/pFHbsikb6UWPB9jDvNCT7H\nEUoH97JT4HZpV2VJ3hXMcsSCb6wMGh9EGbOlOOzm14W9fDvL6sT0bru41Zbsc9rmOoCCBfVL0izK\nzyxHDkJN8fcYSzvM1c3K9RTP+dN0fmPBl1f6F7zGKUihoo7CnK1azi+SDcn3qlE1UoZhviLM1daQ\nct2axF8lPn4euL1vSD+CEiLNqyJC6CpM+Bbg27Sa+ljw5SL6n8V1uB3ejlkwjyAoaZGrCixosyK2\nVhS1dGWLqr7UtQyU0eNm+rlgn8PfJPYvmIkTPZ/5jRUygWgL11bK+g7SQvoQqcDvfkCW49BFwPcs\nbkPNsR+X46ScNV3LpziYKVgr2Z10GB5mABS7TYCP6rD7KiHSZYmO7Ij72xTKv1tE8S+8sWTDDaQY\nPg/TZxn4huOdT+fwzbU4VGlSjneG07mPS+BpO67FxcHXBYZaWXxamS5cgnUnSN0Cb2Qa26/ugvl1\nPEDNp1hWsLoCn8AoWCYNsXlfwsd+SyBtuRqe81OInJaC8296mW5s1DwKV20669iWMNK3BUZfmt+6\n6iNc9PO/WXw/clr514nB967g72gkw7tfUv8uUhcF3xYF309wrT9mf5hjceDbza4tseBbwHjrW/hM\nJ7E93xgWaVoVR3+2qOouDm8X8q4jzT3HuHYS/uvgm4FNaZHXBSMqsYqjFBw3C1G9zNlDz+EG/DSD\nfY9zPSFZjljwPcMfPYeHMjTk89ln1Csgtp6r5SgVUepVkPhdFQFfDb/JczVfS6yrMl37YjKCrgC5\nWdQHbgUchFjwPUu5X268tWfE5c/OKU63I1d5E9Y9uFY58a6L8mXUYKuCtvyMOuOT7cl4X1+W7prh\nP0KCfW65eN+b2D9vS7eCFTT63I06lWPI9mN/xoBvKTyv9gjFPcEIXNC56U7cLKriNU6DHfmuGYvf\n4VTuYunuXHYnHYJlY9gawnt2RWzWre9FFPA+gnUXSncvvxwN7u7CvnkZ+6A8YzR2ZxjOAN8crPU4\nlPslbHkWp/HzxOCbLw3QzdU1yVh3UD0/nJprsPCSCuCVdwWaLHO9CSA6FBhb30A7/DEuxXqc44k4\npq2xH/OD33cGOL8Mc3wfgZanMPBvKscu8HatgHc8vF2TtixmAe9madtnSmZL7yYG36d4Qac5kPcE\nrkSsxXeI4DsgFR37GKZzuhYnztsi+Y2NBr7P+GT6TLHg2ywjKFexgHcRxcxvUdAXAt8Qgq83jkRP\nac+ntl4ncXUVeR3lR8a+pgwz1ScOXPVuEbDvdTH6cvgUiwXfU5IFzkpcPodvPgQgZmOKI28EfK8L\nfQpyFfIBVCHi4VYWoVyVyE+rSuOpmrKqS+GKJWEL0t4smAB8JYhse0f3sh3/MzDicjKLnYvZkpKU\nszyDO34WrDtwnB/BN1+kqVgQv1ZZOuY3ZEl+KyYzu8L/NaNkmHQrGMdezROwJrGITas4HP7WJQDf\nu/R2v/qZc69XoStTJwyReBrZh/R1eSbkXJ/ExWiGG/EibOoP0RwzOIz7sVLhqM2CoM/KXbtT09cA\ndl9tiDrM4c2FBoA2jO1+pFKC0b7XQNfyMMN8ZShNsKzucDJ+LtZGvB8D32kffO+z6/RBnOA1lFMs\nZHcQBz4rlEnC5S6OvZ45ozH9H5GHKY/R4X05W2453ubOADu/QExyDldxC673NFycjth3RfAe7kMP\nhksCiN6HlFE+KButQ30H8XbH4tFnIDW+ABFTc61jwWfd+r75rVPLT3A9v2Fz5tNsnmK6luM0/Y6J\n6eekLVH2RcEXKsPdcBHwOaPP8LfT95PXS/MCpy4yb3cyfZmx7Ec0hHW7fRnsc+zryi3RhSjsGAn/\nqRdsxmBz6Vdah21LDBwlcKMt6HcuUPAp5p6MY182H3z3s4mpfSePZDNcGyi3CkoBb0nmHJy5V5ZV\na65WrDq7KJf2S3orcTqlA18NwV8UfK54roDU5xq/itBbN8A9QTf/GfIuH6eDlZFAZFlqD83Bz8aQ\n31Ps4J8DPy2EFx8qrWkkQzJb44Oz1McQKdodS/CNkzEd0xODbx2TvK6PiYnejsNB/CTdWDCB2A4c\nvD5IQ+Rmd7m/Y8BY4LVlBRuaA8JzQZ30vw5UZRZzPwhVzCIYLlaGPxDJko7Q9Jl7Vw/a4PJwePOA\nfc/DC7QM7xWXwU7Ogo1lNxO7G7RPDL4DONBnsM7B7PmOSov3cA73wtZYyVbMc6RmYByDqb1xPMrC\nhrdo7lUB+55GQqIO7gWG8jmA0lrE2VD8ch6nfwcefSY+n64ojyqFT/gh3DP+EJQA3o2LmRvX1hTS\nbZzrv4AAACAASURBVGBM9sNojkTgszDfIar5DHyfcDrljx74vgWLPuHF+JApbrsSJwR/x5iHcOz7\nt8H3K24w/6RrfYqIfZeO9EGG+dzfb8Efr/U7Vs2jDT6F/st4ujZDEe7py4bMDnxdpXNBF3F7O3Ga\nV2e6w12Efe0l4dsEJy0R+PIwrp8D1s3TsrIK9bL6BQ/Pirv3BCydOxGwtj98ma0K8omkroBv8YXA\n5wrRyjKNGwJfZf6olPSOr8i2RlHw1eDfVqJ+2yVnXY1aSfaFLiopkVdZb+csxJKiWy4rjQzKsNN1\nca6i8kRm5+bH1a7BQ22rvdycmuMzas+k1mBf46Lgm0TwzaKoZREcu+Us5FjLco5Uf9b4u64ts7X9\nOAyTZgQ80oLUs/0VKyipvQ/vviL211g85EGbums9ro4jKmX9WmZgDWNn5nYM6Ddm06piyHJYHdvj\n6GKXGUVsl1ydAHzt8eYnAC8LsDazIu8YZ/B8hgj/1zKY532Wka6joM+8XWfxGfj64upb4Zndl9C2\n4Fb444Vpn3VAhctMoOk9llH8GFy/Izjci3Bw++Cjq4g9/iTM/SsDq9l0LTkSgG807OTpbFuwmpOJ\nUqnmO4rE7kmC7/PfwPczx1F+xwHkH4spdorUc+w7zkFFsdTbF5fcSI2C7xdYmJ/7LbFO0Oizh95H\nb3cb82ubKW1ZyeYFztud5oNvJMDnYny9Wb7WXcy9rvKvs+86y0//v/LeAzyrMusazjijYxvHMlZ0\n1EHR8bWOIqgoKtJbQkICCQkJkELoJfQOoUMInYReQu+9996lV6lSpUoH+XLWftbNvp/znIzv9b/z\n/9f3v9fcF1fMwPOcdq+z9t5rr23qIW7gS6TBSQyBoBwlI4XptViQxi2fE+D8gC8v81yfq5HkeYF3\nr2C9xarIV/i0Qqont6QyKdChbhigROf4oggucWocRzwd5AMCn2kaqxrIRKAasT4Yp1yKFY9yygRf\n62nKU7EcZQ9UirQnjVRUzvUxpJ9VFFLH0Ia+GnFNxGSSw5X724pW261yBD55NUqhYyQihgkcxyGk\nbwF9IRcT+KS2u5VTd30B723sotOIrcYgAxXF0Tn/wHKm7j6LG14er8uuIF3HUVF09qDwvk0s70pG\nbCAqAx2Ifc1QK6gJHJFWtsDA9xpihAK4H6I/kNpuH5zqOA5YWo19tRtb+SzWZezGG2zgkh6u3Tjh\nlbShF9I3lrGVNAl0wYZJwhusEP2VcTzvgaVJwCsxr8zP2M3puL86UHMI9GgeXkDdKQssHhj4pHU3\nEgRYot00pvlGorY7GWWUpcz0bYOiZR+w9idc5TNUtNx6AHxS2BUg+pnWpEeoZD7oqnLssYFPFze2\nKLMWg1qrLOBjjH0NuYUzivQdVMZYIpLepIyuVrOXYzFL7TOUpHwUvaqGKpO+dLpUdWWmr729Oqh+\n3jYewNeK88gb08sgmRAgaBJJxZwI04TmmI6xLxmx5qW4zzA+A3ymle0j1POfR8L6FRr5fcIJ5d8R\n+0oovDO8T9Cngqu4EeUNfEK7QlSvWGXlmxJn2wckcuJaJWX+HEwlTYhyQwgnqEXaoXeMsrqKIj00\n1E+OPNa2ua9Om5aatAurx0Ys4fJdcwS+NIr7BtjC5gym+STTN54uVTOQRZlP6egiPG+rOX52q2p2\nENLn7J9fscHmYENWx3aPooPoK1LleAGsNxZ7OwO75rxxRL8IarIBG3Y2lsyf7EZzZjfw/YD1GfDl\n7+je/dPjiKrfwZMUznsmJY5egCo/4JMyjR/w/QoMkB6uAzhV2XjL8DaYQh1fP+b4OmPDVMedk1zM\nJw7wPYzabn6QPslRtgaNHYEAVOY1nXe+zAv4JMf7F+e18QpO8guOYSuPt0tT1nYlzTecpG8utZEr\nAHw7qGgRUYsBvnsW8F3jGZ8iCTumcnw607dfFTd22FZ921W77kZXyxqBj8PPb9IKVX/fQc46MJq+\nzWrgueljW8RWQpPpk4ackcqnr78y6TPl3VSsDh7A14Y/t8PvU1W7Wyulc65D0yohQTFqLkcZNZqj\nCODvOwa/XxLd8rHm+ymLGx/S3eBd2ljlQtvnI1hPAQffwBv9W/bAllDRbik1uDIg8EXbVqPxRG0p\nR0igaghXrLdfXhJ+U5G0LpTq6GDlgO8GPhN3x9j9IeWoCixP6het3PriaaJem54RXsDXlZncDmTo\nrXhne5Kd9Hdh3xClas6yM33z2Cy0MNBkHiF9P4EgZD/DN+9AMLECGrwUtFglEJw+lID3cVCYYjih\njvi8w3j2s5dDGQ8hMhPgm2ADn/RyiGlVdfbwFsfKD9L3DsDhyT9ATPc6nqdgXnFRIXTHaY8Gri9g\nqBuQ8d3gQUntYQ+DN2m1mA5iPBqfpoGvBp4hyUS87ptD9CLKL0Uox0kJDHwngB5LsX3Tsbeq4SmW\nTpS/OoWSF3CG+SHgLofPqo73QGt0uvRCtDuUtd3ZiHYXcRzlDjgzmzHkAnxXHrTr3qMh8wWaU52m\nouUIY9DD1DP7Ad+Pvxv4VjwwIqWG8DbfMUL6jqvxH/tVhddwyHX8oGXKNWcG22nGYI1SPn2G9AUE\nPsE+DYI5A5/WOdcjB5GQIo5lBBPzliUYSdOYBL9fKn6Xj8HvRzTge195OL8PEHzFZ03rdAQJbXiX\nTR0Bga+MK4MWQT1ztEKxqsSdcIJXsOrArWyjXlX1QxwwyzC1csoJNVhJW0KV8YFu8DDCmhh8QglW\nOSRyL6u6SqI9gK8+8kBN6MdnTAq6Mpkr2NeaTqWpivEFBL6hFPRlkfFNV327C9i9u5ITVDepieOH\n8NBeMZb025DKakPVhUyK/AIB7yNS5ciPS+IJfGuY6RuN7dwTmb4OqtBRGy0MZiaRSFs+AL36a3a0\n+xRw5wNAh7z0hCR3wZmPwunNx8n4Ad9V7P4b+FPUJldxbge5yyXZN4vbbICq6rbCV0RTVOUNfF0Q\nwq+mjcBPzu4/gwu5CkfWH5+ViOdICiXPOLLA51DY/RyRczlIupMAfK3wmumlot2xULQs5Dw20TDv\noSfzMWXIfO8B8N0iBGnGd9TGu4NEpH05At8W5cq3VnmRGuBbFvSrr6J8l5nFM/jKkyrgPciv2UE0\n3azC5hU0L5ijMn1Z3sDXS02e7MhCh2Z8prujrR0Fp9pdHxr4TD2xhlKHVFRe8GUV75My5dcsX3zO\nxN9njHxNv4chgO8z5n0eDVABgU8n+0orDXM4aVR5F/AJ16ukutlC7AlBle3kmga+WJZ0Iomt4SqL\nZyoS5RTwRSnFjFFTR+GvFaak2QBfmAI+k21MVA0bDdmv1oYvLYG/LkS9zqR+5pc9qTnrxYy80Tab\nlN8INY1oEt6jpoNNKrzLqGvZxBkVu9nIIRqIbMpwdxdyTMORfuqILRoY+JriU7cxp+Qk+04iJtsC\npjIXJUrRM6eB9wn1a0GrvhjGfIVQRPkEmb5sYvTnPzPaLcI3nugwO+CchwO25mALipzlIIHvCiDv\nNrHvOltKj1C9thXnPx+XZizeHr09gC8P4hSk+fLg8GR8Uk0UJMYjDBX14l6fXdUhbOuZeBO1AYsI\nYfDzrFPYfRYX8BOO44iErLEebZl74mWTySmUMyiYXoq86XZlRn+UM9gu+wPfdbbrnmIv2REP4Nvr\nAXymc2MTfZjXqsrGMjNvKOiKr7Byj+T6vBp6ZOB2v+oREeOX9cq4xQ/4xnEE6Cg71BVRS081b1eH\nuu3sfF9b1nzbqX1lgK+FAr4GCvtq06U5VvG+cDKpkjRTkYZ/g335CHaf4M/8REMv4HsIoUweRs0m\n06fVfMHEDo16Em/q+FGSdKGMT8up4kYl1eMRp9wHqqiEZqw93TxCVUjKs6YRYY9Cj84R+EoouhrC\nwnSkktckKwP6FBrNteVLq5O9upD9dVVufT35GKQpbfMAalyG8+ExHWwzKd2VIu8SvGtXs7V/O0nf\nAeyTY0CPAMAXDWVfPuThHGlLLuRpo/HNMxkVZe8yZydeQjS2G8m+xSiAjgH8DVLdbE3Y0SE0qgwo\nlWDf24J9j6GL4wvW1OU6NsN7oB8AfgpIrEnzSXR3EUh3h9GurEs4q+NYAYGvN6u6NdWg5fehwMs+\nEpz0Z6hJlAZeN0UBdiZ7K3Y6irob+PQteBMMwc2sgUfjPay/OU/9M3Spkhls4Sjs1sa1aIdZHKZ3\nTYBvHpYX8J0H8N31GbT8liPwHbIrGweUQcsOV7+aF/CtUB23S4IuQj+tPKAvqaFHJ2mTIDHvLg/g\nW6as+mbgeZ2gTPqG400+UE2e7MEBbJ2YC2/vWm7gM/jYyga+hi7HqgQGg5VIdoRSlSL2Fec03gKs\neAQEPt3s8R6bt/6MJcD3Lb1SijHaLUn4K8vyQpgqqkYQ+OKII/GqGmNwqqI9mcisOJUc1IyvotKg\nmIxeuPKbCgh8JuYNxfF/CwQ3LXclKe4LY3k6Bt+bxGi3Hht1W7Jhox3hL5VcvpOie10U8PVkT1ua\nGsibQReDMWoix2S6k86mrG+Rci7wAr5rUp2dydEQyVjhoCrPYTnDJ9/FGyoV4bWkELdhBzgh0HmU\nH3cg5p2PKuVoKvsGgty0QswobbxVkewrgY//HAWAXEH3n/wjcOcz1teEgafgMvVGHDQB52OkfCfp\nqX8F2cocgG8r/tV8RKVDKApPw6Wvh5skdz0venQec7DvL6Ciou0pj9RcL5yRmHGtg5TnNwdw9uDN\nMgq3qy4+5QOsl5z89lNA0A/xKcXxQZXZtyvRbjoHcYhexjA+GT65i0PHJdT1AL4LnAJ0Uon4Drmw\nb4+SLvsB3xYlZFmnVCgmL5e9FgWdwQvu+gNvrNu0wA8IfDv46RuVy9UK1nbnstQ+kc7MbtsCwb7u\nKg7qqDJ9HVSJo63K8RlAbMdQtwXhL0VhX21KmhPYqVpJUT+pdQQEvi8Y8OZTNPBzpfj7EIWO19CH\n/hQIw7tkfN/RJ6qUUjKXVbWCUJYaAgJfRduS3tA9XXyo7DKIj+UEIgN8lTyAz8iS3TWWyvR9KUOk\nM4z1Ozq4BLP9rhK9SGtRPS6kr5nqsTGZ2fb0LNAEUIOg0MBunMPXmy4GmZQEZHEih9G1zGaF1wDf\nZnZx7GKJ4yc8tBcvg1msRHliAihJE7RclIRZ3WvC2l/D3WuI53E81k6EOtdlBOU5aM5+hB5jLlrZ\nxlPY3I8BbwOAiHFpLgyxxwd0pf/D0zS3+QYXMRbPaFuAVAY47SzQj38LfBKISTgucd1qALX0mBng\na4HPT+SL7guUJZ721XZfBen7DNcgFtWITEp2liLAv+l8zSFs6PF4MTXEkyUirpecMW5P4FOksFsE\nab5KSPM1UKIWadoVmxbD+H4f8N0hyBsdn6k06GLuPvZWaMa3zXYk1brlVTbqiS5qUdApT+C7oDjn\nCXvO+U46Vknu0KT5pLY7hS3Y4+lVNQykbxCtSXsx4O3MZahfJ5IFPwJoCEV7u8GjhXJtaUjeV4Oj\neDXwlSPwlVQSv2+UEcuXyqDlSwpf8rLa+yFIXy5Qhec4juMLNYCtuMr0lWK0GE7LrDAloIshfkl9\ntqKaSBnOimqkXXiNtWNeL+CLUmYwJq9X0WZ85q8Z9lceu7KUOv5ibM/4nr8ph8+pjGOuwaxCPdY3\nmtBEpznN6CU/25H3VzIVRp/URhF5ufVpzPdleADfTFXhXYpHbi1nsG3jPJpDyrLFSSHtYGFRAt5a\nIGZvYzmZvhdwbxNxOFJiWc2Y85bYlMpcjs3ouJ/DIdrjsbW7sZtN2jkqgwCVRB/bZ8z0PfYoRS35\ncE29gG899u5xDhO5TLy7iXWbLayyFUVftom6lhFsgumFXdFAAd/XeFe/4HPoexFc7UOgcwQoWl8U\nIcaClv3kVBpugjGvB3VJB5uvRLVrLqew9zL00P9kfSMYab4EnH8zNXHcD/iWKOA7qGYPuYBPTtQd\n6kqlwTC+/aqka6oZW5X38hZbt+wNfBceSKjvq27hS5RPCvM06pZdHAlgZH2mg00EfVPZkDNRzWAb\nTHfSvsC+7mzd1cDXyQV8WuBiqF9bu8GjKX3q3cBXVeXCKqpkXzA2eREWeQuyZfUrYp88q5/Sxupd\n9G+8iC6gJwB8f8cj/Tmtm01JVOf4QpWIRMNTrK3gi6GPdIQaphFNfPQCvsoq62dYYbRN60RHYYAv\nyrUq4fehnE1cgqswraq/YKBWhvm+ylTz1aQHfSNlINacvK89B3F0xxuuIwetNFc+FF7ANwIri57M\nUyl6kwqvNHIsU4K+LXgad5MLHMbjeu0OEkmbsMRvIAUM5T0sxz9PGjkq4DyEg87GR+5HXfG2Ma06\ngFrHIq4ZAAuZx9aObDIBnx0CJvQF2vkDAF8krlpzXJd+QPdpAPLVnCRylL26NxTpu83U1zksYT5b\n8a/mIUwX4OuNXdEIWVh5Ar7DXcwFERaEKLIKQNOXAmG2dO/OQMX1nLP7zwJGZiE8a4mHS0Rfbzpx\nzgtUtLiBrwPrG+LNNx4V8blU8/kBn6nquoDvKk/UAN9RO9Tdbwvs/IieblNbp0JSU4Nd/AD4jkFT\nI6SPmpo75NcXebVPMcu4X3lGbKFP3wp2sC1EtDudwDdJOTMPoUuVkL6ebGLT6ocuCgR12KtJX87A\n14ABbw0at+gigJa8SU9bEVo8GdKXX5mYfkItS240nj9H24vnqGfOq8TMfqKWYLuwYKCnkpLjVWMX\nRDRLE27gi/MAvqokjNVxsrV41vGuhKCBOY2/+pcVcFlKKylMaZzXuwzUBA3LEsqrskSZjC9N4fCN\n5uR6qbinPelJ1dsD+FowOdgZkVUfvBQzaFA6hrXdKTbwzaNJ30o1eHcrM317sD2OYf/cvsKdNhSr\nDaqQn2O9IY0cz+O+RVMOPxq4ugm77BfxL/gVYeBe+lYZmcsQ6Pukmy0g8P1dJly+QSfI73D54oFN\n7cGohoEaSJpvNwP1M9h111VVV1JfEoJd4F/bwem4E9gm1ReXsgmwVUpghfHqftNX232TKx/SkQ2R\nlMvAmoyI/oQT4F8CBi/EJ7YHeQgEfJ8hnVkacp54NPG1Y32jDz5xHIftyrxdv1D3qD/wGR3fVbtz\n4ygVfKZtY68y4wsIfJsISutUTcPQvUXM5i4IOszS8hUkNn7zSVtucu7RedZ5Jd42kuYdzCNuZC+N\nUTJPx1t6KoEvi927QxTpS1eNHN1tBMwZ+NrZnW0t1HzeRrQprQsgSGaVQ2iRARdZwUrgUkjNP8tP\nrvcpxwzlwdP7Cg2aXsLPr1Kg+jGj3SK2WUuI0tBphhXjDXyRKhkX4wF8JsdXlYLtRJxpHU6hq6la\nehNYNdY13EjVlBbBxGKYGrJRlsD3Hi5CQeXFIkXnOH5+Er6uoQK+dh7A1wu8rz1TgY04tKgBNTEt\n8f92wV/rj5XJoRzj6eE0mdKWBcC+FUhaSwfbJgSLO6lnPkwtsGPOfATR1hIwkdaI9ArDVCCXYN87\neHNJEbsVjjcLW2MLPuYCtuR9yRl6AZ9UOapgtmVpepTmgWfBI6/Q+fYrXMHKuEmt8NBnANpnYkdu\nZ9L+BH0KrqmA9wb+8zLWCaz9OMBV4IxSDBqE694Cl1VuT1E8ynmgRQnyxakvQ9P3A1Qo7cBb+9Kc\n2QP4hK/+w0kWSl0oNz6iIBQtEZxA1AZLvPkGgRJPZe/LKhfwHfHX8WnGd0EBnwlyD6jBQ3uUrHhr\nINRzF3P/LwO+VKVi0ck+P+BrTuxrTOyrT6u+BNXoGmNv+1BiX3Eb+76yge+fWG8C6f4O6ie6prfw\nswDfl+zfKK5yfL8H+OIVlukKRpy9vBifadpNVgUHo2eUVVV9eIxyiDFdbprllVYzNz5DmP85Z4wU\nVr4vlfntSfa4tebMw3ZSkzf6UG7Rh/0FnbHx5YBTOKW3CZOD7RgN9EG4NdyeQjmDJY7FkCas5vxJ\nkbbsUJYtogy5eQ+ZHNHpjkPZsSzWF8j0Bf0JL7L/oiKzBg6hrxfwyRKJnxnJ1h0I0hQBXwJdW74F\ntP5D2tdexRLSVx73rJES9E3GntnMoRJHsN+uAvskx3cHkHCLBPA8Cx0HAfYLudlGIV/QETtBrHJC\nkYL52Dd28imutz2A74jTQnYDaLMKaYZueJq+oXv3cz5b59eRKSzAxrVYFHalqaULC7tZKAYJ8K2k\nF+luO8cXCPgus3NDgE9zvQOsaeympthwPd2nobN7fsC3mMPBs9f8oEOA+rO4t2xfM+h7lfz6rDKt\nkoPYxWLKZmVUtRg3cQbvxWQlahmmPAtMC8d/FPgS/sPA987vAL4wVVQ1ChKj4EtUhFRzNIGzePw+\nTgGi7uKI56xbg3r1GenX5RT22rwCVZQbcyTTnWGqs6UsOz2kCBOCk/ovlHTyeQCfUM66BD6JXk0X\nRzfK9HorrXIf1WXQDGDXmKsRO6+b8KZ3w9/MVMq+LMr65nLo+Gp2cWxk6+6PtGw5wajx2j1ar+yG\nHk+M5IqDlT0V5AF84/EsW9hnJiMeQLljDm37pKGtLQLeWuB95RHw5kMu8ck/Uf/5LklfHO35emFL\niJJ5A/nqIez4S9h7BvhuqQrvBbrIHaNzwTys8eDJXbErRF8e6Ql8X0CCk8IhkdNAy3bj7O46sLMD\n1zgDT5k80Z86n/IEbKZfgQ19PsBnWSB9IjTMzTGjRNJ8o/FmcDM+07ImwHfzAdO6i7O8Qj8+4bWH\niXf7Fd0T4NN0zw1869itsZKtGkv9gU8A+DRejNdQ4mC6UV4wl8n7jLrlEN1hd7KRYw3H4Env2kya\n7gQEPknz9WFttyfhrxuWn8bFvdorlyqtZNYBbwNs+0TCRzzBRVcAIpjUL81Cx/ccEfklqxafsHHt\nHWBfbpCgT/7fAr4q/2HgK/e7ge87OlmJrC+axDMeX11f2Y62oVNLN9zTdIV9RqvcF5hoGtpasDrf\nAAdch+GwRL79gH0juCbSn3kBX7drSPq2KFnfXjAnwb5sDLl5NQfgexhVK5HplsfllIB3LL5kEwjH\neTFqlnUKrR3L0JQ1FqKQ3siXtcGAjmQk+8S15RMUUR76K6QAuZE+KIbnoBbOsBtruzOxU3ewheMU\noM3Udv2A7yKWAN826lrcwFcdd7oY7l9uB/ge5Xodpx6tahITkAnYDkS67iDuAWDFaNwNUWQVcB55\n8bN/HtiZl8N2I6FoEf8GA3xjFOMzwLdbAZ+M3WCIeYd+fJds4DuiKrkBgU9XMzaQ660n6q0m1zN0\nbz5fE3ODdlJZc5rk87rlFXODHjnneEBHlFufHIEX8E1RwDfUnkDUh6QvjdjXnRXArixxdFQ9bamq\n2tvGLm60UG71TehYVdceWOFX+oxSnbylmewrzCJvAVXVDQh8HytXzn8xx6flLGXtVlmjJhHMjSUP\nTVSFgiSiWBL+rMnfm1DXFHBjVYRbk6hXTwGfBDryyxr8zCT2BcdQ0ZID8H3//z/gu4oX/ApWYWXw\nbi6ZlPEIh8UXxDWIx3PUE184Gx+/l32zjrz5JucTLWVTRyYiPBlDXhekrxxIX17k1J541NHAOSHD\nR4x2E3GxumA/ZCFEWsejP0gH5sukHrcZ6soPAYFvIa7LQBx1B3x4bdzsMhS1BD1YL0FpGAGMboUl\nM9g2W6KWdchUNeJb+wc8+w8762nE8B8jnhcZcxynr7cBgewNn4LJeDPMQqi70e7ckILqRUtCJ7Xr\nX7yBb7/yodql2jM2KbyTmsZ6ZTT/QLFMobGsOUGCxIdpkiXugDcsObU0D0s7R0DgW0dRy3I1iGMW\nSZ8oWobbFlWmb1eWDnu72eXdTqoNoKNy8WulWjiaqdWEupaayrkggcARR+yLpLolBBGcF/CJbv1d\n1HDfBep9zvUpW3q/AOMrYQNfMLvQ3MCnQ0UNeTUU8NVS8zNNXi9OIU48namqE/7qkOvVVVBYzxv4\nQnn6RkJYkWWQkjijPCjgvMXA/3u8IUKpyBEsrklFSzP27bYNNGutF1N+faln6qVatjvRyaopjrwx\nfZtT8W8H0J5+KNUts/DSXqHqG37Ad/A/DHz7/j8HvnM4vZ3Y9EuxplHU0pmCvmq4W4Xwon6YCw41\n4lJVlUMiR4KZrYNV6Hln658BsMymtWk10IN/4TQedfz1X+Ok3WKQRvoBXyaAb5INfNt+L/CdU058\nRre8z3Yl2MEkm07qrScQGRXLSiXcW6hGEzsAFbQRpey9NAgUZ9QrnsD3s3Ks2stMn3yrEMsFHMRh\nzFpMfWM4R+6aaDedXCCd8NfTburo5JL4tVfzOlq5UE8yfQ1Y3zTAZ4JKL+CTgLconpOCyrBeON1H\ngL+P1NxxiYgLcBLbd3bLWjBNB4I5+jaCsBKjgK+aDXzJ+MEwvmoqSq2iqF8s/208aWMyVXV1FfzV\nU/7vdWlVXU2R33Bm+owPlZH+lceb4FPotF9lHPgNTq1CIOBLIeNrzTRfFzVg1wCfIX39yPp7qz97\n4b7XZyOwfJo0dQzyBr7VLuDbQWvSk+AOl6QVQyTN89F10Q+5/VBocV9G+Odo+h6j01gILm0LPI8j\niX0nubLjH1+0uwHmI1M5nCgNkuZGiPyiOI0oO67860PoE3kBzOsrPBNV8HJOxU4Y/b8d+O4r4DPl\nhKP2RF1jSfAjrVK2qgjXjXqrmd1bTCfH+cQl4WQzg9YS+E7YwHfXktjo8Pukmj6+B8chuLuWg48N\nss7E7TAy5qEq4B1A7OsTKOztZpt8BAQ+yfG5ga8RNo/s84DAF2tbb4appg6japZSVn6SHQlvP6P9\n8reshMj6Fv+khN2vFkLgK0eIqah8B6opP9HqaiUR+GrwgKvawFdFifgCAl89ekY1ZM00hepi09tX\nG/8kNtCqzMlN5XFSuTkuMQ+IbRE1kEguXRLj01pYglbt6VDQ3cOSoL+6+33VY9AbNzEg8MkaiwBM\nBH1LOYRIFC3bWNzYyRG1P2MXXcBr29lat7ADZ2L1QW7/O2xg4X0O9XuR4FQWl7YRTmIEQhfTjA/C\nggAAIABJREFUI3BCSN9piH7XIkicgp0+AFXNOlhVAAhFUAZ4ER1jD/+FY83dwDcN57CdopbzzPEJ\nxRRUuKss665zLuIeehaswrYegX3VnYK+6nhNFcfr+gku9O1+ipJsDD2ZMwHfy9Hqct1ZV5jm687E\nSUU86c84Syauvcf6RgjyheLK/38Z8G1BweUoXRPOodBxi6lHZh9/VaLqE0rasouRtga+2a7pa6PV\nBCIDfCbwSbdj3m5qQEcXm/S5ga+pN/DVcAGfqXKIsCOCrCdEdfIW4ViyAsqtIC8oXkE1grYg1/dI\ngRRXA3bLMIQMsd09o0iUEpSLcjKP0FA/QcA425ElIPAl2MBXT60GNP01wGewr65SufppZUwaNBwn\n8k8ouESIVoAtHGWJ78XZwSYheRKuvF9ttwdXT84X14wvIPCZ4oyoPrrxXw3m+N0pVL8twSO3Bs/9\nNpYHdrNx7WdQl3NgSCJRuHUOVG0fduM4xKVhKEN8CMGxU+v4I0qwIu4rg2vTEC/ccVyL8NlXZVKH\n6WlbgtroMAraGnoBXz48JZVwhm1xwiNwPmsIfPux9c+zsHsVXO+Oame9xfLnOc5gk+0+DYFVBnZR\nRwr6YnASBSDle9Yn6HsEqPUtTBtqYPXBxZCRu5eddRux5gZsU8m4VkU49DIWSjZewNcF7HckDFrk\nHSNylq2qqmtkJKRWUr7+lV26J9TYn31KrrxDeU+ZvjRTw12rJCyCesuUcG8eU3AzZQWtBh7vsOeA\n/MIK1r0Ho86NetwEvIeZ6TN+LavpVjCPfbsm2h2jBnEMVuXdfnziDfb1JPB1tXlf5xyBz9R2/ULd\nZCqZTc1Uwr0Y28muHH3bS6q5PN+yGzc/9sE3HDP0A9jQ97T2K2zTvZJscggj5IUr9wE/4Kv+74Cv\nirLki1PAV1UVdmvQJq++B/Bp+GtIgqZziPEKYasAoEvh9P/F0Zp5Gc6HKQeEMJxFTWJfPH5OoeVy\nJwa8OQOfXn3BMeRW1setTMW/7cumjuG0KZ3ON/kKNu0aAbMA3zGGugJ8V6T3/1eOmdiJMDUVBgOh\ngIGPgH1/Eez7GzmuoFRthuzpeJA34BsuiYfVeQ/gqwpkyQcls88R5m/IExfAo1YNpKwLzmo8TkN2\n0QEwC2lcM4xP4tw7HER2nY6dx7EJ5bQX4aKMIfZ1wOVLxPNdmAMnc0G5iBP9FMF4HJZM4ZgBi6pT\nWFAy70dqwQDfxxbwvYWP+BYF7EhSx5boiR6IPrgJ7G02wLebMzeEXV15QKquK+9lgy0HbTOC7cp/\nZSsTfH413NUK9Zayl2yB8k+ZabqAghbxyHaz3izz34D8Pvjjy+amklafYgJyD0OMzXgilvP7FnLy\n5DT60Y9USuYMJvv62xmfdBXwdrVRzwCfqW+0USVdA3xexY0EVeetRtOqCor0BVO+W4qjIwsxi2cS\neT+AD0oZpLBaJW1rljKsGPy3gC9RFXbjFdjFKQ8+kxx096vVdTG+hlwpbCwTOlyH0W4yPzZB9TXH\nMc7Nz4a8b1m9CXH1GtfhFzXAYeQAfGnKdrQfmX4fvvD68GHozXvdBK+0jvgEgZyBSJWMIfAtZv/G\nWnq0GOA7AMpwnKTvPFVZ1+9hv13hVKFBsBVJAG35Ouj+f4mflAibXwDvy4/zrs79Hxj4DuLDlqCS\nKWalbZBFrEI2+QrWn4X05cWrNRp3IhWkaha2jUgz9mFrnVfAd4uk767StfyK8zkD9imZ/+XYb+Nx\njfrg6jfHDY5EzPI616MOcIlTSzEobyoB/8WpJRDwybVviBe9JHufuv8QcqPvYbBmEbry1Ua+sD1i\nfgE+YXyrcHV+BNE+wrYNEc+R7slr6QzeVSaU1OGtwbstiuutU5ZTqzhPY7ndpDGPZdxZ/sAnvjFr\nqG6XEXAnEIFf5Oyp33yHeEvZJ5hk334+cFvZxbFMVVLmqvLuaBoWDKVnQc7A10MJXAwBTFWkr43t\nzWequinch7UY8CbRtsCI+0zAW4EURgodpZV1lYl5JYtXlPFsMU7UNas0RSFlGAyGsWIQ7g18WsKS\nqCLfJKKzLm7Eq5+r8kMS1STv2na024CBrQa+hvhr+sokEFV11TgMJ5sfnOc7nq9oWSqr4/cCvpY0\nKehim49qRYum+enExIFY3djf1op1EvmE/nhljsGzNJP6rFWMc39kNLQLz+Rhkr5TxL7z2F2/3USK\n7jxUXJPQuNAcPbxloOuVcocn8EnFYzY23QEkvZ0k1SXIIrYB+8w03vbAvhJsEslez/4RhOkjPFIV\ncLHa4Mxn4EwE+PZja51XOb5bVPPdBe+7ycnbV0iQfsJai70+DdqxgbjurXFLotlyJuuJnIBvKTNe\nvzoM7Cg+TpKrLfAISKkPvPFp9Dv/C9AehYJOEudv9EVn9DjF+DYhptzPTz+NS3bDl927ShWLpPYO\nEvJ2KdTbrNYmhXqraECwwnjKk+u5gW+aWlODZCbIKkCyKe8e58RNeT2qHOR11Ugsyb4Dtl/LKpK+\nJSrglRKHML6AwKexr5ct7uumtM1dqHtop6wKdPOGMSxo4KrqauBLYC9XNBs5IlQnQ2llXfUDVxGl\n1CuOp6CkkrDkAHwV1ORGk+NLVGUNE9vqXyapzpOqgUJdI2epreheXQa89WkN34hNEY0pcqxD3UwN\n/lBdsWBT3AjGKX9Lm9WAwJdMEZ+wsxS2XrTEDUrFLevhAXxG1NKTwNeXszh601HYpHdF49kf4cI4\nPE5zGdes58S17aq4sY9pvuNYJ9gClY0n1yVt/St4x2IP4HtcNC4G+8L56kzCszaUE9L2AKVum5Hk\nu7nZR8Ppsy2iwB8gevtYmoOfRgz9JR4Rkc10R6F6CTPlhxnqXqFVwS0KfO+yfe02Y96LlJidABFa\nqUhfOu6BB/C9DMgqisOrhd61AXBUWcgs3CXnO37Gx0lJsh2eCEn8vOl8yqMgse+D9EVQFl6fdldD\noe0WL9IVSKYJ4xPgO4No8qZvxtllvpZOAsAPUC6yg6hn9HqbXHNyV+nBaQr4TJPGXFVvmKpXkFjj\nL0MQvpWNxJLpO0ved9NS3Fy3HeoPUVH9Iw5xjVJLBwS+YSxxZPANP1BFQH1saYsRNht5cydlxexm\nfKZzo55d3Eiyl+lnqKy8i8uzj60Mga+ICmaLktwV8wa+MkoMHEYTUD/gi2MpNpGgk6wOMlEl++JV\nRtIoEGOVSYFgXy2lYa6nSF9Dgl1TZYvSRAFfstLQ5Ax8JnFZnpZ8chnr0n2+OX2Y29A+tgNgq4ea\nsGGgzbzt0jl5Ko2qpn501RxACYtkRSQ7nMURHAvxiK9XtlRbsUNM5XUPmNMhwMgROjMf8wO+XQC+\n8RDcNgP2lYTQ412DfdLUkQcMLYwrEYF4Jo5lMb72qAwqusuhvuvR0JYF9pMEhW8BrGxQfeZhEKZP\naApTHw/0eJySJOoPAwDOUc6ige+ODXw3mHQ/5Q18dXFTv+KstLd8Ti1/QwBeiPUNYWlZMJHai3Xe\n2evn6MY8CjcznGKHfzq13Yfo1JIPBSLxoZYxu71h4TAWWU8BPunV3Yt67jHQbY76uUb0PosbdIh5\nvR0qtpV0XkDg88O7pRTuCerN12VcWkb5VpB0liyhc9k2VOmPMtYX3ncNFd57DwLeq8qh/gh1LW7g\nm481CxA7QQ3bHaIGqmaw0DFApX7SAzV1GODT0W5Ltas13fODvEQVnSUwlx/HEkek6tsPUR37xTyA\nryghz8S8pWjDZ4DPyPdMqBvBiboBgS9JHWoSo914lXozPSdRbH2Tj6quxt3WUTo+A3zNVJwmwJf8\n74CvAs6iMP3oS3AQRyhnYyayUVeArwUVfB1osSdBbg8WrNJJ9/QbzhTxexH1BiEUGEpfliw6I09i\nXm8OZ62tYDFzI/34fuTa4Q18P9PhOHvdOINHfTUY2lDoj2vDX0WUx3lkcIZQvzfZnfgxyvgxuNit\n8XgOxT5agk16RGzr74Az7EZhsy8y/gILJcH7sj/Vsff5FNe0Cp7a4diXq2nMd5Jh+XUakWquZ4Dv\nVwV8pxAcbsCmnw5+0R/BUUPcrQJUJOVB8xyKEy8C5CMAzS0gQhRjvh1YPzvNq/twQBOx+uCFK8/7\nx+DCmD2UG9cqDGm+KhDyCPANJvDNg0xmPUjVHgLfBf849zTWUVXQcAPfxkCo54d3ixXqzSPqzWQv\n2WQsAb7JQZOQgFwIVN4AactuiplPsC37MhD6Vk7Atx/sdLsaO7mCwDcb3zrJzvFJbXcwK7ySSDAN\nbb2VusUv39eJPvV+jK+ZAr76itRUpzFfPMPGakrJXOnfAV9RLhPnliDdK0koLEH1cmmGuqYXorxa\nIuWLpYF7gg12iYr0JdC4xagOjaeW+agK7H4zH1WD7K+Ocnxqonzh/YBPiweNsDmaWpbSOOuCTG4W\npTA7EscjScba2FlNlbNeqkrtSXavlyqIuosb6cq7ZaCasjYaIe0kvDKn8dmdy9G6yzhd1wv49uKB\nPEjs+wlPqSDgKWaUrl5FSkdm6E5CsNcG9lIV6NH+FvpSHXnzsxy48gaq3CVwJxOVy8poYPJqbuEb\nYuC8AVAyANjXEshQGLzvqdxQSBbAvayLR38SqctO0LccgO8W11VlZnIO57mL2DcDR9Qb26MG0rTv\nqalBqF3/g3PXEtBiLCqUiYhKNyLavegA8DbWKcfgVktfj3zcc07f7ssgyKU4uL06ZMzd0a5rZq0t\nVOXTk1iXfEKWgMC3h20RphXXLVtZzZSahrxFzOstYGpvlmqfnYprPJlrUlAWu+pWYK0B79vlAXz3\nrCrHZRz0CdoW7KWSfA2NqhbQk3kGvngsnehH2tiXQdTz6+TVvK8nmzo6M83XXo2abOFifEZSm8xZ\n46Zc4AV8EWpAreBXcQVtJQltpZTTcknbdbm0ki6HMmkYyhVO9/Yqqlc3UVV4TRhu+Jc+yDDissjo\nhFFGK2u83wN8jdQ1MfVuw/ViSCrDiPuFqNcpTOwz3xvNDKO0bbSifK8TFXzdVKiro91+dlbX/DKT\nRVvD8qbhyZlJPXxA4NvAOZM61N2F/bOXr+QDfESPsM6bvS7eQsx1CBt9PtovegGfkunZ9xng4Xmp\ndRgh3N+R5yqKixSHC9ASD2YmDnkTfUyzociJfLdhb2VitYDi7dtsnvQ3ANBHuMRVfgfwSRfBXSLg\nHZXmk2rjJZZ3t1DMPB4xVHs8CsUUYX3RZ1jwPo4kDKm5RuC7A1CQWIt1wLk2Z3EhhVFNxKMkj2Qh\nfMqLjqX93wB8JQl8SZza2wfRbhaE0XM9ge9XOmwdxTpgz+/eqAb7CJ6sVgXcZQS7BVzzjAEBk3rT\nVVJPhCUTzAoa4wF8+7FEd3OaBvlqNIfBvtOMIw6xtruJD6XcSqntziBpzrJ5n8BfpoK//mpL6Ian\nNJY4NOnTwNfMNimo7Q18huDEqAkVFTiRNoQRa0kFbaXZgatzecEc3V1WAV+wAr4QegGUU4wvTpVl\nTQCeyCJMvF3QiFWtFMHsLSn83wE+3dlikgCmeBLLwDmahvVSiS5LNWI55U4aQjIrFSFRL9dnQaOt\nGjBkgK+nmqXb2yZ9Zg1QdG+sN/DNx4O+hE58Gvi2MNO3lV1ru4l9+8j+DlLfJ4WObGT67TqebbFX\nngWS0hPYJ8VOSfm9IwKXP3DlghjvMxCfMnglVaficAATSqtAWZyixwVEjjJ8IgN6jwDA1wt4L7xl\nLw7RFDeMellj310qmSXTJzpnKe8K9ViGCzcMgNyEZjuyHneA70/QonyNxrU4KPBSEZWPBkatBEb9\n7GzuQ7zM06nm00pmRLt5YFUQSZuW1oGAbxka4naSTnGc7mUafR7G2osbJ+Gt6ceQ0q0R6K1UMr3F\nLryT52Q2ZStTJaoViocYYrxZDvBN4DCkpSjvrufY8z2s8Yjg8CJ5n5IdXmWLiVRkTG1XDtoL+EbR\ns2CI0jMHBD4tbO6lvFs08LXwBr7armguIKZUolVfOEscIZS2lCbLK63wrgxnMAaTHpZVf7l0oKG6\nsqIYn2o5Xjwzjzr5GK2ckwMCXwl8UTjLHYmUMRvgq6/quabeXUfJBuX1HammhptLEcHiTJQ6jEjO\nBimvgC8ZhZTGBL5UAl9XDtzw69zwy/T5Ad8oAN9ETtQV1JvFB3oBTec18G206xvbCHy7iH2icjtA\ncd8xPq7ZW+7WXbCPIwh4l2OXDgX2yQChOABDAbSmGje7oCdhZ/AW6NNXgK4w3LS6YL1SmMnC7gsM\nfJH4yIey1ytQ2JUDLxvM6uNO8NJzSPvfBLrddaGeBr7rBL4zDL52YO8twkbvj7tSESxN1rO+ERwv\noSxREo1r9SC+6Q3kFxjY5uT5b+IThUPPxVaTEKUE0D8Q8CVyzmRvUNzRyCHMRhFpDS6E5Pgu+YDv\nF1XJPYD79SOTehs4yEzonlupt5g2UwbsZqkC7gzRrBDyJtEmyqxxQcMBzHJwi4H2Any7VW/dz2zn\nuIKs5N0HpO+amnt3VJU4Nipn5iU4PpNcnIDnYgReSEMpbRms6rz9bZ1XuuJ9PTibLSDwNWfLWkNO\n3jAyXSMJNl1rcQS+aFU0qGCP4jbyFD+KV4Y4aGDR7zcG+PQqT3P5GDVe0oTe8d7AF8WicylAXhEa\n/wXjl3L81ShmNiUOI+VrooCvPidwJrD2Uoq8RZdNKvEAomlbEEOdc4IKwxMJfE0U8Emo25XTI7vx\nBy/g60/gy1TD1fwY32w1W3IJLUg18G1WwPejYnz76FouW+uw0rj8LKk4makhw8Pno8ibwZxcPfbc\nfgyzAVnOeLY/o2vVUD8DfN1s4NsPTuN8g7CIuQgnG6OkkI07Lz2CakMhXL50Zt23MlC+yklDd0n6\n7toB703VyCHSlpPsKNgChJiOPdYNT5V5J+fyDZx8HIXdHzA2Q6zje6HpWAYqbXYIz12Ec17Al8tn\nUZUbupgKWPHQBplxa0bGvBCM6pg/8J1Vwj1D9zYpyFtLurdCaVaMPnm+UquYIkZA1JtEq5Qsg31B\ng9FRLDnIhYh219EudZfSM58C9l2AvY8ifTc4AFgo6z68sYzgUAjqMmCz0dFMxEGMJu8brvJ9GWog\nkc70uYGvo6pvtHQBXwMl0zU6vkQ1jEKn+QzZibK7d8MY2GrIC1aMzzxLJWlwUEK5s4QRWTTji+Dc\nyIDAZw6squvAKpDxiay6CJhGKZDTykpiUoOavrq0OTEiuyakw/VoUCqHJJ9WQQ2BM2hr6F40j9mk\nI001pqYd6nbMEfgCZvr6A/UGkfFlMQszGTt3BudszHUxvrW0JzDYZwJeQ/p2qYDXgOBhVnuzH90b\nvyHyOopAbC22wGQ6uHRF4NaQpd4iXsBnYt66fMV0wpnNweGcl0KH9AcYe4SPsJ5+GsQxGf9Cajob\ncJSnGepKp9o9Rru6tnuLlPCm3d8vKad1uGRjcblrqkcw94M033vwjylHotYzMPDJVVyI3SYsogRD\n3UccpxcBvgisauC0MnWoH+hzlhK1HOW65AOQ04xwjRB4M8NbP5a3LJBgZR6dUGbaXRnTFepN5OPk\nAj7pKJ7BsefLUODfTD3zPoS6BvtMpo/dxbfV3LuTeKoMX92iDEoX2cA3jiWOYRy56wV8fqQvIPC1\nwq7za9uoqYBP65YTbWIVSzoTzWiugkKrEAV2Jp0n/6lruCUJf6YGUpbVDC/gi1WOA3HKYs/Unavw\n75gDqwgwLaXUhcXwRZU4uS1RuRXUIfClUNTShAgovcwJ5KFFcPDlqTqsqNwDDQesTFOZeCWcTvIG\nvk5qZHgXru7M96Xbzbn9qNobzOFqmvFNZz1XgM/k+FYR+Nbb2LfZxr6dKubdY1c8DjGTdk9I3x5U\nOcRY2Qv4iiDl9xLKon8MQsLsZYicP0UBPIQvuyp49LrinT4TxyLcwImXDgBdpak/BLTr4UK43HKZ\nFuOvH0cceA24do/jINzAd4NdHFc5FFEIyEGc/Gp8+UiVnauKI33HE/gmwWxmAejvAQedzvOyjcKG\nE+ArgwrP3x3G9xf0bxQCLxZ/qsacOtSH0e4UcN3l7Fc7AuDDOZ3CXdhtD/BZy4qt0egtVZBngG+B\nAj6p2z7oyggEfGPVAANnBQ1Ei80UzoJbDGzeRODbgwsgvRw608chvDdVx8lpipl3MM0swcgKHOgs\nHl9A4Mu0Q10NfL0V4+uurCtT7eHizehQYHR8ySqfpVUjBvhiVRwXo0hfBYJCKOsSukYRQiuXsvxN\nGQa8AYFPh7oRNKdyA1+1QLWXWGUWL6SvrPKAKQEU1sBnol3hfQ2UPUFjNRmjCf6yyKpFiCPV5/I8\nZi26rsScgBv4kunA3MTO8XVUeNeZP5hah5H1GeCTaNdoWcZhTVTA51fcWAoioIFvg9K4BgQ+vfZQ\n6HcaWBEA+GQcZX9s4EYAhopcBYBVbyHx9wys2J2Bo7k4X74g3bhDcQfaA9JnMvdzSnTOhxAIDsRn\nl3sIJrc/4Aq2xJZdC+Q6I7YKiu7ds6u6d+wK7zXKLE6xwrsJ39wrEPD95cGI8cI4rdroMxmjrKR2\nOTB9nQ1xE3HTGmBVpCbwWQf930XzRnGsCsgPyPCNHhS1iD/VYhYMoJQRxncCd2EHud4Got4KBXCL\nKKiRpQUrc2zBiga+yYQ8U83I8ge+flAbTmSvzQLkNjewkWMHal4HlHnBWVXlwGW/xg7wc6xJ72Zi\nICDwTSYAj6Gf+DDm+7xIn4G/7rQp7aRs6Ftxum5T25rFdG64gU9XdWMU6YtSmr5wpUQp9/uAz9DA\nYLpR+eX4TP+G4VBxtiuU6UgzWmKDxRGMvksTrcrgY02Ozw18DZUrXyMaxEsVKImIWY59JmHMS2rg\nq2TDtInKNfD5FTcE+zqrQcldvLHPRLv9ab4yko/mBKS8pnGy2mw86wsV8Ek8sU4B30aO2d1id+/u\nUI5VbuC7dZMzhLZix88HTxmNumQ/kr4aXJFobiuEmuinQMDnJP59Eiq/97E+RfxbCcy7PVBdtuR6\npBYd2jCXKb8G2QH0I2gmkxf1UGzrH7GXDOm7a2tZNPYJ+7vhAXwLQSVSGf7U4kiBpxzgkwRdQUwG\nTwBejUCb2XR68111PlokG1NxiyRsqESjMsTMb6FKUhQrHAjaBNFuV9SJh9GmZSENwfaBP0EccgwE\nfDsj3LVKnWfwzkhVvIDPZPSmKJmeQN44hXSSWxvNNSaoL7K543nG8xDir2Ujx3ZkJvaixPGTmhJy\nxddqd4+dM27g28za7iqciWkSnkwAHs1ejhGq1jHYNm7pa1d4eyh/Zol2TcduU5Xgq2v3gSWoQFKn\n1WLVUMcYVeKIJL0K8wA+E/zKb3Q9V3etlXMJmCvQqiDGNv6MVf8ZSxoYQ7WNzjyGqDxjOfze5PgS\nVZpPShwNbZOCFFXhTfQGvvKqHh3J2DyauKx7jWuQ8TUGqzByFhPwdra9FDvbyb7edmF3MIBvNLMw\nOQDfMnovr1akz7Rz5gB8O9TQhj1IzmQDxY1bAL6DSG2vwrt/LNZIBGudwYWac9UBSERjkxfkSKG3\nRe73OFQqf0Onx0d4HCrhVrSjQn8aDtDhfaIWWwDs+y7o/stP8FHrjghtHUjfaY4cuvM7gM9Eu2eZ\nddoGFBmKDWMehe/RuvuSr74hbgVFod6pBwo0GWsxWhkuOftb+kJmISRrhRWHs/vI51bwBl4AP2CF\n4t2QgrdFZ0S7Q4EtkubbzXXahx7HcRe2Ua+3hlwvIPDJmu9S6k0j5E2iHkCqCBLbjuEahXfqA+wL\nGoDTlYOT4efLUHveqIbC6UyfB/BdwTN0XCmZt/INvAbXfw5Tj1PwTI8j6TPHNIKFjkzqWgYo6idC\n/572oAYt5WvCBF99ijb8mtX8UO93Al8Y4a8c40GtcA5RhqPB/M8QVQkJdQFfRRZ2Y0k5K9ujbyvb\nycc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m4Y4P9wY+vUYzOTbcJVVxszy/+obzyUE9cFgjQW3HAfjmAfhW0KJqiwp1vYDvns9I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\ngYspxMIAAAAASUVORK5CYII=\n", | |
"prompt_number": 5, | |
"text": [ | |
"<IPython.core.display.Image at 0x10aeeff10>" | |
] | |
} | |
], | |
"prompt_number": 5 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "subslide" | |
} | |
}, | |
"source": [ | |
"### Check extension and resolution" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"HTML(region('dtm1')[0])" | |
], | |
"language": "python", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "fragment" | |
} | |
}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<table border=\"1\"><tr><td>projection</td><td>1 (UTM)</td></tr><td>zone</td><td>19</td></tr><td>datum</td><td>wgs84</td></tr><td>ellipsoid</td><td>wgs84</td></tr><td>north</td><td>4718670</td></tr><td>south</td><td>4716550</td></tr><td>west</td><td>392840</td></tr><td>east</td><td>397080</td></tr><td>nsres</td><td>10</td></tr><td>ewres</td><td>10</td></tr><td>rows</td><td>212</td></tr><td>cols</td><td>424</td></tr><td>cells</td><td>89888</td></tr></table>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 6, | |
"text": [ | |
"<IPython.core.display.HTML at 0x10aeef210>" | |
] | |
} | |
], | |
"prompt_number": 6 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"HTML(rasterinfo('dtm1')[0])" | |
], | |
"language": "python", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "skip" | |
} | |
}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<table border=\"1\"><tr><td>north</td><td>4718670</td></tr><td>south</td><td>4716550</td></tr><td>east</td><td>397080</td></tr><td>west</td><td>392840</td></tr><td>nsres</td><td>10</td></tr><td>ewres</td><td>10</td></tr><td>rows</td><td>212</td></tr><td>cols</td><td>424</td></tr><td>cells</td><td>89888</td></tr><td>datatype</td><td>FCELL</td></tr><td>min</td><td>-133.76</td></tr><td>max</td><td>-56.76</td></tr><td>title</td><td> (dtm1)</td></tr><td>units</td><td>\"none\"</td></tr><td>vertical_datum</td><td>\"none\"</td></tr><td>timestamp</td><td>\"none\"</td></tr></table>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 7, | |
"text": [ | |
"<IPython.core.display.HTML at 0x10aeef4d0>" | |
] | |
} | |
], | |
"prompt_number": 7 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"### Morphological Features Extraction\n", | |
"<img src=\"http://geofemengineering.it/data/morf.png\"/>" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"elev = 'dtm1'\n", | |
"sf = 5\n", | |
"cl = 'elevation_cl5'\n", | |
"clf='elevation_cl5nn5'\n", | |
"vpoint='site1'" | |
], | |
"language": "python", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "fragment" | |
} | |
}, | |
"outputs": [], | |
"prompt_number": 8 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": true, | |
"input": [ | |
"img = makemorfo(input=elev,nnwin=9, pmwin=15, resolution=10, overwrite=True, remove=False) # makemorfo(input=layer, overwrite=True)\n", | |
"pnglist = morf2png(img)\n", | |
"from ecoop.uploadimage import uploadimg\n", | |
"from ecoop.img2slider import img2slide2\n", | |
"ID = !pwd\n", | |
"#for i in pnglist[3:]:\n", | |
"# uploadfile(inputfile=i,outputfile='/var/www/esr/%s' % i)\n", | |
"html = img2slide1(pnglist)\n", | |
"f = open('img.html','w')\n", | |
"f.write(html)\n", | |
"f.close()\n", | |
"htmlslide = 'img.html'\n", | |
"#uploadfile(inputfile=htmlslide,outputfile='/var/www/esr/%s' % htmlslide)" | |
], | |
"language": "python", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "fragment" | |
} | |
}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"written dtm1_avg.png\n", | |
"written dtm1_min.png\n", | |
"written " | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" dtm1_max.png\n", | |
"written " | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" dtm1_er.png\n", | |
"written dtm1_slope.png\n", | |
"written " | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" dtm1_profc.png\n", | |
"written " | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" dtm1_crosc.png\n", | |
"written " | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" dtm1_minic.png\n", | |
"written " | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" dtm1_maxic.png\n", | |
"written " | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" dtm1_longc.png\n" | |
] | |
} | |
], | |
"prompt_number": 9 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"display_html('<iframe src=\"http://geofemengineering.it/data/img.html\" width=750 height=650> </iframe>', raw=True)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<iframe src=\"http://geofemengineering.it/data/img.html\" width=750 height=650> </iframe>" | |
], | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"prompt_number": 10 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"## Unsupervised Spatial Clustering\n", | |
"#### R - [Cluster package](http://cran.r-project.org/web/packages/cluster/index.html) - [Clara()](http://en.wikibooks.org/wiki/Data_Mining_Algorithms_In_R/Clustering/CLARA) " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": true, | |
"input": [ | |
"clusterize(img[3:], cl, k=5, ss=10, ns=500)\n", | |
"Image(filename=cl+'.png')" | |
], | |
"language": "python", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "fragment" | |
} | |
}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"Loading required package: morfoclara\n", | |
"Loading required package: sp\n", | |
"Loading required package: XML\n" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Attaching package: 'XML'\n", | |
"\n", | |
"The following object is masked from 'package:tools':\n", | |
"\n", | |
" toHTML\n", | |
"\n", | |
"GRASS GIS interface loaded with GRASS version: GRASS 7.0.svn (2013)\n", | |
"and location: utm19N_wgs84\n" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"Loading required package: rgdal\n", | |
"rgdal: version: 0.8-9, (SVN revision Unversioned directory)\n", | |
"Geospatial Data Abstraction Library extensions to R successfully loaded\n", | |
"Loaded GDAL runtime: GDAL 1.10.0, released 2013/04/13\n", | |
"Path to GDAL shared files: /usr/local/Cellar/gdal/HEAD/share/gdal\n", | |
"Loaded PROJ.4 runtime: Rel. 4.8.0, 6 March 2012, [PJ_VERSION: 480]\n", | |
"Path to PROJ.4 shared files: (autodetected)\n" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"png": 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"prompt_number": 11, | |
"text": [ | |
"<IPython.core.display.Image at 0x10aeef710>" | |
] | |
} | |
], | |
"prompt_number": 11 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"## Apply a nearest neighbors filter to remove smaller classes and export the results" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"grass.run_command('r.neighbors', flags='c', input=cl, output=clf, method='mode', size=sf, overwrite=True)\n", | |
"grass.run_command('g.region', rast=clf, flags='ap')\n", | |
"grass.run_command('r.out.gdal', input=clf, output=clf+'.tif', format='GTiff', type='Byte', flags='f', overwrite=True)\n", | |
"makepng(rasterlist=[str(clf)],\n", | |
" vectorlist=[str(vpoint)], \n", | |
" output=clf+'.png')\n", | |
"Image(filename=clf+'.png')" | |
], | |
"language": "python", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "fragment" | |
} | |
}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"png done\n" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"png": 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LwMDkui22DtsraI8UMdirxBwAtOOw9updsvqT7AOcwU1Xwgq0VndkyYhn27FbWp5sffr5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\nQFuS1paLlNgM9frqNHVC1yecVDEqEX++1/iuO1YQjPi8mZH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| |
"prompt_number": 12, | |
"text": [ | |
"<IPython.core.display.Image at 0x10af035d0>" | |
] | |
} | |
], | |
"prompt_number": 12 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"## 3D Perspective View" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"!rm -rf dtm1_3d.png\n", | |
"!rm -rf {clf3d}+'.png'\n", | |
"grass.run_command('m.nviz.image', elevation_map='dtm1', vpoint=vpoint, vpoint_size=30, output='dtm1_3d', perspective=15, height=2000, color_map='dtm1', resolution_fine=1, resolution_coarse=1, format='tif')\n", | |
"os.system('convert dtm1_3d.tif dtm1_3d.png')\n", | |
"clf3d = clf+'_3d'\n", | |
"grass.run_command('m.nviz.image', elevation_map=elev, vpoint=vpoint, vpoint_size=30, output=clf3d, perspective=15, height=2000, color_map=clf, resolution_fine=1, resolution_coarse=1, format='tif')\n", | |
"instruction = 'convert %s.tif %s.png' % (clf3d, clf3d)\n", | |
"os.system(instruction)\n", | |
"Image(filename='dtm1_3d.png')" | |
], | |
"language": "python", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "fragment" | |
} | |
}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"png": 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8YLrJxKJCwpSVk5y6i/VHcNgierTXGTVZXKRzL/efYusyDh7l8HFO3MXpp/JYgwuJS+qQ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\nfdr2rbb9rfd+c/KzT3r4GQFyuJv6YEm6bAywHmuvbv2kpX/AJM/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| |
"prompt_number": 13, | |
"text": [ | |
"<IPython.core.display.Image at 0x10af03610>" | |
] | |
} | |
], | |
"prompt_number": 13 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"print clf3d\n", | |
"Image(filename=clf3d+'.png')" | |
], | |
"language": "python", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "subslide" | |
} | |
}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"elevation_cl5nn5_3d\n" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"png": 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kT1szOQ5hLEySzvpoIW7W5x1ECOkU7Ufrw7Mss1P1UocSQFYFdSmUJoxQhwKA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0beOGE6Wg047phHkjLF9evydrmiyCKnoC0aCRzBu2M6Lff/tXfvQXJVdQLHf+ec++jb3dPd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\nWHR0aWZmOnJvd3MtcGVyLXN0cmlwADF9MtW9AAAAAElFTkSuQmCC\n", | |
"prompt_number": 14, | |
"text": [ | |
"<IPython.core.display.Image at 0x107170790>" | |
] | |
} | |
], | |
"prompt_number": 14 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"## Vector - Raster Overlay\n", | |
"<img src=\"http://geofemengineering.it/data/wf2.png\" height=\"34%\" width=\"34%\" />" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"grass.run_command('v.db.addcolumn', map=vpoint, columns=\"depth double precision,morfo int\")\n", | |
"grass.run_command('v.what.rast', map=vpoint, rast=clf, col='morfo')\n", | |
"grass.run_command('v.what.rast', map=vpoint, rast=elev, col='depth')" | |
], | |
"language": "python", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "fragment" | |
} | |
}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 15, | |
"text": [ | |
"0" | |
] | |
} | |
], | |
"prompt_number": 15 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"####Next notebooks ...\n", | |
"* [Hierarchical Clustrering](http://127.0.0.1:8888/hclust.ipynb \"Hierarchical Clustering\")\n", | |
"* [Spatial SQL Queries](http://127.0.0.1:8888/habcam_query.ipynb \"Query Spatial Database\")\n", | |
"* [GAM](http://127.0.0.1:8888/GAM_1.ipynb \"Generalized Additive models\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"## Tiles export & visualization in Cesium " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"elev = 'dtm1'\n", | |
"sf = 5\n", | |
"cl = 'elev1cl5'\n", | |
"clf='elev1cl5nn5'\n", | |
"vpoint='site1'\n", | |
"grass.run_command('g.region', rast=clf, flags='ap')\n", | |
"grass.run_command('r.out.gdal', input=clf, output=clf+'.tif', format='GTiff', type='Byte', overwrite=True, flags='f')" | |
], | |
"language": "python", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "fragment" | |
} | |
}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 16, | |
"text": [ | |
"0" | |
] | |
} | |
], | |
"prompt_number": 16 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import envoy\n", | |
"instruction = []\n", | |
"inp, out = clf+'.tif', clf\n", | |
"instruction.append('gdalbuildvrt %s_tmp.vrt %s' % (out, inp))\n", | |
"instruction.append('gdalwarp -of VRT -t_srs EPSG:4326 %s_tmp.vrt %s_geo.vrt' % (out, out)) \n", | |
"instruction.append('gdal_translate -of vrt -expand rgba %s_geo.vrt %s.vrt' % (out, out))\n", | |
"instruction.append('gdal2tiles.py --zoom=0-12 -p geodetic -k %s.vrt' % out)\n", | |
"for i in instruction:\n", | |
" print i\n", | |
" r = envoy.run(i, timeout=12)\n", | |
" print r.std_out.strip().split('\\n')" | |
], | |
"language": "python", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "fragment" | |
} | |
}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"gdalbuildvrt elev1cl5nn5_tmp.vrt elev1cl5nn5.tif\n", | |
"['0...10...20...30...40...50...60...70...80...90...100 - done.']\n", | |
"gdalwarp -of VRT -t_srs EPSG:4326 elev1cl5nn5_tmp.vrt elev1cl5nn5_geo.vrt\n", | |
"['']" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"gdal_translate -of vrt -expand rgba elev1cl5nn5_geo.vrt elev1cl5nn5.vrt\n", | |
"['Input file size is 447, 169']\n", | |
"gdal2tiles.py --zoom=0-12 -p geodetic -k elev1cl5nn5.vrt\n", | |
"['Generating Base Tiles:', '0...10...20...30...40...50...60...70...80...90...100 - done.', 'Generating Overview Tiles:', '0...10...20...30...40...50...60...70...80...90...100 - done.']" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n" | |
] | |
} | |
], | |
"prompt_number": 17 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"#cesium = makeCesium(template=default, tiles=clf)\n", | |
"# the data are embedded into the cesium widget\n", | |
"# you should zoom and pan to the Cape Code area (North East US, south of Boston)\n", | |
"display_html('<iframe src=\"http://epigis.com/globes/data.html\" width=800 height=600> </iframe>', raw=True)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<iframe src=\"http://epigis.com/globes/data.html\" width=800 height=600> </iframe>" | |
], | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"prompt_number": 18 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"##Share it!" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"lines = !jist -p Seafloor_Habitat_Mapping.ipynb\n", | |
"print lines[0].replace(\"https://gist.github.com\", \"http://nbviewer.ipython.org\")" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"htmlslide" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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