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{
"metadata": {
"name": "GIS_GRASS-R_slide"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#Exploring seafloor habitats: geographic analysis using IPython Notebook with GRASS & R \n",
"###<a href=\"http://tw.rpi.edu/web/person/MassimoDiStefano\" target=\"_blank\">Massimo Di Stefano</a>, Software Engineer\n",
"####Rensselaer Polytechnic Institute, Troy, NY\n",
"####Woods Hole Oceanographic Institution, Woods Hole, MA\n",
"<img src=\"http://epi.whoi.edu/esr/logo.png\"/> \n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"----\n",
"#### In this Notebook <a href=\"http://grass.fbk.eu/\" target=\"_blank\">GRASS GIS</a> (Geographic Resource Analysis Support System) is used as <a href=\"http://en.wikipedia.org/wiki/Geographic_information_system\" target=\"_blank\"> GIS </a> (Geographic Information System) engine, in combination with <a href=\"http://www.r-project.org/\" target=\"_blank\"> R </a> used as environment for statistical computing.\n",
"\n",
"----"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cd /home/epy/notebook/"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"/home/epy/notebook\n"
]
}
],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Import Modules and Export GRASS PNG Driver "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import os\n",
"import sys\n",
"import grass.script as grass\n",
"from gis import *\n",
"from IPython.core.display import Image, HTML"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!export GRASS_TRANSPARENT=TRUE\n",
"!export GRASS_TRUECOLOR=TRUE\n",
"!export GRASS_PNG_COMPRESSION=9\n",
"!export GRASS_PNG_AUTO_WRITE=TRUE"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Workflow Description\n",
"\n",
"* Landform Extraction\n",
"* Samples/Annotation/Raster OVERLAY\n",
"* Hierarchical Clustering \n",
"* Biological Community Assemblage Maps \n",
"* Community-Density Probability Map "
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"<img src=\"http://epi.whoi.edu/esr/sintetic_workflow.png\" style=\"width: 80%; height: 80%;\"/>"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"<img src=\"http://epi.whoi.edu/esr/morphological_clustering.png\" style=\"width: 80%; height: 80%;\"/>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.kernel.zmq.pylab.backend_inline].\n",
"For more information, type 'help(pylab)'."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
}
],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"###<a href=\"http://grass.osgeo.org/gdp/html_grass70/\" target=\"_blank\">GRASS GIS Help</a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"###Set the GRASS GIS environment to use a World Geodetic System <a href=\"http://spatialreference.org/ref/epsg/4326/\" target=\"_blank\">WGS84</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': '/home/epy/grass7data', 'LOCATION_NAME': 'lonlat'}\n"
]
}
],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"####Import DTM curtesi of USGS, data available at http://geoport.whoi.edu/thredds/bathy_catalog.html?dataset=bathy/usgs/stell_10m"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#grass.run_command('r.in.gdal', input='stell_10m.tiff', output='stell10m', flags='oe', overwrite=True)"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"####Set the working region to the DTM extent and resolution"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"grass.read_command('g.region', rast='stell10m', flags='ap', res=0.0001).strip().split('\\n')"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 7,
"text": [
"['projection: 3 (Latitude-Longitude)',\n",
" 'zone: 0',\n",
" 'datum: wgs84',\n",
" 'ellipsoid: wgs84',\n",
" 'north: 42:48N',\n",
" 'south: 42:04:59.88N',\n",
" 'west: 70:54W',\n",
" 'east: 70:01:59.52W',\n",
" 'nsres: 0:00:00.36',\n",
" 'ewres: 0:00:00.36',\n",
" 'rows: 7167',\n",
" 'cols: 8668',\n",
" 'cells: 62123556']"
]
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"####Set the value 198.3 to null value"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#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)"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"####Import Vector Points for Site 1"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#grass.run_command('v.in.ogr', dsn='kdata/points/site1.shp', output='site1', flags='oe', overwrite=True)"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"####Make a new vector type=Area as bbox for site1"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#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)"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"####Make a new GRASS Location UTM-WGS84 19 N (EPSG: 32619)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#grass.run_command('g.proj', epsg='32619', location='utm19N_wgs84')"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"setGenv(location='utm19N_wgs84')"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"{'MAPSET': 'PERMANENT', 'GISDBASE': '/home/epy/grass7data', 'LOCATION_NAME': 'utm19N_wgs84'}\n"
]
}
],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"####Reproject the vector files from WGS84 (EPSG: 4326) to UTM-WGS84 19 N (EPSG: 32619)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#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)"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"####Reproject a portion of DTM based on the vector extent"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"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='dtm1.png', overwrite=True)\n",
"Image(filename='dtm1.png')"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"output_type": "pyout",
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D2xyRvojoS/4PwDeX4JvOMhcLvi6w5khWPwcc3YaY40Ux8J3hxWTZTQRfWbi6VvEp+N6H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/I9DKH0bZCMWPnDpebtXsn8xm1k34NcVr6Wk91JCyPBUILebiWhXi2KV+owtNdAqNeMy/BXh6A0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\nAAAAAElFTkSuQmCC\n",
"prompt_number": 14,
"text": [
"<IPython.core.display.Image at 0x4eb9e10>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Check extension and resolution"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!g.region rast=dtm1 -p"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"projection: 1 (UTM)\r\n",
"zone: 19\r\n",
"datum: wgs84\r\n",
"ellipsoid: wgs84\r\n",
"north: 4718670\r\n",
"south: 4716550\r\n",
"west: 392840\r\n",
"east: 397080\r\n",
"nsres: 10\r\n",
"ewres: 10\r\n",
"rows: 212\r\n",
"cols: 424\r\n",
"cells: 89888\r\n"
]
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"HTML(region('dtm1')[0])"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"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>"
],
"output_type": "pyout",
"prompt_number": 17,
"text": [
"<IPython.core.display.HTML at 0x4eb92d0>"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"HTML(rasterinfo('dtm1')[0])"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"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>"
],
"output_type": "pyout",
"prompt_number": 18,
"text": [
"<IPython.core.display.HTML at 0x4eb9310>"
]
}
],
"prompt_number": 18
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Generate 3D visualization "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"grass.run_command('m.nviz.image', elevation_map='dtm1', 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",
"Image(filename='dtm1_3d.png')"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"output_type": "pyout",
"png": 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vtBVttmWEdwMyhR+Qn6VoaGqa1zmwocU7ghKMxqyoCBa04Fu/aqpDlkuqOa2n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\n1j1Coy8L8R1wFH2B+a0fQYVD6rP0O7w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g6tkEmCsaR9fgLLa61/xZCYlGHF6hDBKYTF47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\n",
"prompt_number": 16,
"text": [
"<IPython.core.display.Image at 0x28e7c10>"
]
}
],
"prompt_number": 16
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Morfological Features Extraction"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"elev = 'dtm1'\n",
"sf = 5\n",
"cl = 'elev1cl5'\n",
"clf='elev1cl5nn5'\n",
"vpoint='site1'"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"img = makemorfo(input=elev,nnwin=9, pmwin=15, resolution=10, overwrite=True, remove=False) # makemorfo(input=layer, overwrite=True)\n"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pnglist = morf2png(img)"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"written dtm1_avg.png\n",
"written "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 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 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 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": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"imgslides(pnglist)"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"html": [
"<iframe src='http://epi.whoi.edu/esr/imgshow.html' width='800' height='500'></iframe>"
],
"output_type": "pyout",
"prompt_number": 22,
"text": [
"<IPython.core.display.HTML at 0x4eb9bd0>"
]
}
],
"prompt_number": 22
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Spatial Clustering"
]
},
{
"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: \u2018XML\u2019\n",
"\n",
"The following object(s) are masked from \u2018package:tools\u2019:\n",
"\n",
" toHTML\n",
"\n",
"GRASS GIS interface loaded with GRASS version: GRASS 7.0.svn (2012)\n",
"and location: utm19N_wgs84\n",
"Loading required package: rgdal\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Geospatial Data Abstraction Library extensions to R successfully loaded\n",
"Loaded GDAL runtime: GDAL 1.9.0, released 2011/12/29\n",
"Path to GDAL shared files: /usr/share/gdal/1.9\n",
"Loaded PROJ.4 runtime: Rel. 4.7.1, 23 September 2009, [PJ_VERSION: 470]\n",
"Path to PROJ.4 shared files: (autodetected)\n",
"Warning messages:\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1: statistics not supported by this driver \n",
"2: In create2GDAL(dataset = dataset, drivername = drivername, type = type, :\n",
" mvFlag=NA unsuitable for type Byte\n"
]
},
{
"output_type": "pyout",
"png": 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/pZqGlkFLXKxl+O+nsW+2n/fEoA+ZRp59tG3gQ0a0jHGpKyKzVBke1zBdRsfL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\n",
"prompt_number": 20,
"text": [
"<IPython.core.display.Image at 0x29eaf50>"
]
}
],
"prompt_number": 20
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"## Apply a nearest neighbors filter 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)"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 23,
"text": [
"0"
]
}
],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"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)"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 24,
"text": [
"0"
]
}
],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# makepng doesnt' overwrite and fail silenty\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"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
{
"output_type": "pyout",
"png": 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WBJIijkaLBuvtWj3+eLQcLd/asKT27ejCT15j7Gdj607HCKLQ/o4cd7CZfI5e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\nAAAAAEAAAgAAAAACEAAAAACq8P8B6lpc5RAKV+4AAAAASUVORK5CYII=\n",
"prompt_number": 13,
"text": [
"<IPython.core.display.Image at 0x4c56d50>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Vector Raster Overlay"
]
},
{
"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": [
{
"output_type": "pyout",
"prompt_number": 26,
"text": [
"0"
]
}
],
"prompt_number": 26
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"grass.read_command('db.columns', table=vpoint).strip().split('\\n')"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 27,
"text": [
"['cat',\n",
" 'cat_',\n",
" 'category_n',\n",
" 'genus',\n",
" 'species',\n",
" 'eic_id',\n",
" 'imagename',\n",
" 'idcode',\n",
" 'length_mm',\n",
" 'target_cou',\n",
" 'subs',\n",
" 'sub_name',\n",
" 'sub_compl',\n",
" 'sub_struct',\n",
" 'sub_dom',\n",
" 'fov',\n",
" 'depth_m',\n",
" 'temp',\n",
" 'lat',\n",
" 'lon',\n",
" 'cruise_id',\n",
" 'pg_timesta',\n",
" 'kml_timest',\n",
" 'gid',\n",
" 'depth',\n",
" 'morfo']"
]
}
],
"prompt_number": 27
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"## Some Statistics"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"grass.read_command('v.univar', map=vpoint, col='morfo', type='point').strip().split('\\n')"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 28,
"text": [
"['number of features with non NULL attribute: 57871',\n",
" 'number of missing attributes: 0',\n",
" 'number of NULL attributes: 0',\n",
" 'minimum: 1',\n",
" 'maximum: 5',\n",
" 'range: 4',\n",
" 'sum: 107156',\n",
" 'mean: 1.85164',\n",
" 'mean of absolute values: 1.85164',\n",
" 'population standard deviation: 0.841073',\n",
" 'population variance: 0.707403',\n",
" 'population coefficient of variation: 0.454232',\n",
" 'sample standard deviation: 0.84108',\n",
" 'sample variance: 0.707416',\n",
" 'kurtosis: 1.94295',\n",
" 'skewness: 1.18655']"
]
}
],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"grass.read_command('v.univar', map=vpoint, col='depth', type='point').strip().split('\\n')"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 29,
"text": [
"['number of features with non NULL attribute: 57871',\n",
" 'number of missing attributes: 0',\n",
" 'number of NULL attributes: 0',\n",
" 'minimum: -131.95',\n",
" 'maximum: -58.45',\n",
" 'range: 73.5',\n",
" 'sum: -4.04018e+06',\n",
" 'mean: -69.8136',\n",
" 'mean of absolute values: 69.8136',\n",
" 'population standard deviation: 12.2363',\n",
" 'population variance: 149.727',\n",
" 'population coefficient of variation: 0.175271',\n",
" 'sample standard deviation: 12.2364',\n",
" 'sample variance: 149.73',\n",
" 'kurtosis: 10.7513',\n",
" 'skewness: -3.29567']"
]
}
],
"prompt_number": 29
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## 3D View"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"clf3d = clf+'_3d'\n",
"grass.run_command('m.nviz.image', elevation_map=elev, 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=clf3d+'.png')"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"output_type": "pyout",
"png": 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/4FxEYQwAIAQP+r5l60nCOBcIwnI5x7mwbSOKk2aju3PXxNBQ/sTxRXTR8vZr0pZlNBvd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lVl3Ox6bTrS63tRoiODmdZq+dhHlcZKoHSmsOVM81g9WiJAt9iXUxO7LLv93cHI270wyDUaXcaM\nTtvbND1Sq+QXZA+nxMFuGIRuxgKtRYeDkhQxipi7e3j5/1waDPy8U3VM2/eTtdX2xGQtjqM0lesP\nWQlEUkmKmBFkUEy3/3qz+sbecGj3ekNCSLlSoJQEQaiGXGlJgQXxsHWG3P8TJR1XrvvKXBynSijT\nMgBQmopEJ4+9eRwBkkpwatja9aUX68DhGYMzPwVvMMzw/OpdY827TOc1Z6/4dUUppEL2X+BKShNZ\nFFhfNotkVKDEtZ0QpTrWBrIcnDOohQAZN85tv0Of+G1mElsoMUy9x14zed23gsGSNrEVqUDoREDK\nOXMt99D7CxKnKtZYaqoYxAyUXlxcH5+olCs50HphoT/0wsCPdu7aOvd344sPRtk/qKMtEWXEtg2h\n44Fqm8hmYCACvhzYNFOsmUaupxQ2DBYXG5O/Iuqf2Nt6mj7zruKrvrXnUmdrw/++jQl4w4+/B192\nMehD/eHto9e23U1NjKDXTzNZhtk0wCggRAgJgnD9ATduY620UgoDYhYN47B32Nr58z4goISbk5G1\nrb98j4UQBqoWvuK07h658K/57EtXWFbZxjSlCCAmBBd3CWMinHtAdVXd1A4SlJrYtmyDWoEa+rpv\nODRNJAVKEDWowSf8A/9zvbrXYoVo9QGjL9sZO5uEKUhEDWpRu+zWuDZH7AnPG66L+eaeb2x99QWv\nzZ8YfkclXAMEuq9BKVBb2ZVZWmwMV6IkrDrj5WwtT8syBIbYyOvbznufPfqlgCFesEs5uyBRihUd\nz82cbR1tResZWnAgL1SCNXFZfuoVcXUfdHsepdTzhp7nj46WtIYzXwEDWdt/fyk7hQjGSqmFu4oS\nJAFa3Exu/mxTa3hxRQEhFGNCMArCUCkQqVh8TJKVqkNyILCFMxiT6/61xRghBKdp2u0MCEEY4Rfu\n0nN/PWEQm2lDg5YgkwGg0Lr4mfyZr+rt70woxctfyT/3wdGLX8jEntKgDWYJlRDFgSiNFGYIACzq\nxDKSQiKMCMXhySzRuHDAP/TBqd6jZSIZ06bSqq4WEEKU0ZZYNg0zx4oQURHLTtLY99HB7vfo1SPJ\n8KmKUKltOlIoEcmLd+WWvuFKLTQoINpxHcM2FBaYAxNGGuir/mV56j2NzW/1t70ncRwrm7MZJctL\nrUa9a9uGZRtCpq3v5yZfHZSuCoMgRghhhLe8UVZf0V25O5NAiBCimBraTtu88UBmy1sjDQhAW1W1\n6e3dO//kzq1vrV7qbG34/8tGAW/4sffbtNBJn79q20ceKN/2NEGaGjiJlWnRvrfbtraHSTtJBAA6\n8XcG0yZmCGmiiJQ45dqiwOyptLgdIZAatDMlclvFygMmIkCAZcysduK1b5a2vllyO9KQEmRTjDDR\n1nSSjKxefFC4qKCxTCDmYDFCEUUD2ekP+yW3ijXFGgPAxFXu+KsAART2RM/8TXQmfg4D3nSrtopI\nLmTDQdzxWkyZ697KsfTRdTUnmuXTi+v6hu9BtnPDq6A3DHoNRBGfpfsSiKjmiUpq9sSoOwUhiYOE\nEbb5t5ayL19ZXq6XrozN43uVVjJRofaXvPPhMGqla6OZybHMJqSRJ7oj5hQK+cQbO4VpbloMQGqt\nl5abpmUwTs5/2dBadY7R/gtmsMzn/nHUGwQOygLAlvf2a/sw5xxj1Kh3B56fpgnnRr83RICe++2c\nfyRngQsKmcwGiQmHze/rIqQ5Z5QyrVV9vSuVCg4Vo7M5ommkfQpMg04h0aA0FSa4a18tNw+yhXs4\ngKaIK5AxhAa1ODbueHypfn82GUCQDrUCRrlt2RKEQpIoylKr97xz5l+zwRKJk5grmyI21N1VeR4A\nfNmXSlra1SGliOVG2dTHn2eTwzyrHPz5mkz0IO2pBKjkSGOhUw6GAtlQi0KlMlUKhCLSwJbsYxAw\n/hNDd1uk7WjgDQ2DZzJZw+QnT845jlGtFd2M7Q/D/PW9M99U3lOV4iaOspEGbVmG1lC7s3f2WxIB\nzqKShdxADyAwl+628y9fy2Ydw2A7t77tUsdqw3+CjQLe8OPtl+fuuuLUx1479tK5rb/+FUI1AESB\nyJWcwEtjucOxzSAKez2PUlx9SXDx28xQtgKplU5jgTVGCHceLLoz2tkSCSm1Vt5Jt/1kBhIMGDx/\nEPupDvHSV3Pn/jE/disjNEcMShAIIbpzevUBEwGOVUQ11RK01hhj27KD0PcDnyJmWBwjUtNVug2Z\nox0/DM81Tp071nBxQS0Uba9mKBtS1lHrF9KjBjM7Yv2seK5Bz1zzvgtpqjbPuguL/uJiQHsjDHEE\nyEaZMXt6xJ1wZD4YRhQxysnVX5yXk/WV5TohZOfOzSc+L1OVRDJoDtc4sjZVNhd4JWvnCSJ5sxwF\nCRL49q92ne2BYVBKqNJgcHsw8KIwbt41070AAhIS2sEiax+jqYc4WAQxPhbN/sK61hohlMlkAWlK\n8cL8eqvZyxcy6OzkwtdMiUUpWzWYSTEzmcU57zzrbHpdgDAihKSp4px4A3/Lddn8GF16SgCABoUQ\ninSgQGJNTO2KVPt10KAVKAaG0KmANBI+BWPbe72pt3fq9+dSDwudAFFEcAEJJETGWoJgnNLEklIi\nha/9+vnLfq9XH9R3/lL3ip8jYttC/8EqEiRRMULojkdWvHBICDr/zwWyXnOcjJJSKyBAEQIDbAwk\n0F6k/VAPtVZh6jNhiSFgTSzmLN5tFfeIi5/Ln/1U7uL/HDn21wxn5Mh+ZNucMWpZvFHv3v9nHXp8\nc7xqDh6qjV6jIRto0HGcJInI7PZ7TxTyqBrrwFd9m2ZVTM59V1zxM2y89pOXOlYb/nNsFPCGH2O/\nU//UGxc/+dIk1td+8+OANIDWQnPbALAZh+5gWz6TabY7cSwcxyGYnP4S3PiZ+vyXXQkJUiSVCdZY\nIz13rybjPXMyMhmvP2IHK0T4WGvNCDOwyTlPkjQNVe/uyspdubP/wzr5j+b85wvth/MaadCaIpbq\nxMCWBKGV5pzb3BVC+IkXxr5LsjIk5z+njK2h5ywN7OX0B9t3jl5GCROx7oe9RIWe7tooeyJ94tHo\nqwjQze/s58uwdWsmjtWJg7B+PGdh10BOiY7uyl1VsyYtmYOYJBBltoc3fmthkPY5p7bFfT/orsbr\nD7jtqI4AVe3xzaWdQHWWFShmO36pd+Dj3f0/zybe3CHZFAAQ0nEilIJ2u7d9+7TXC879+TgB0leN\nDC4xZIR6ABockkcAxJWTrx1GceL7oTfwTJMniZi7uJYm6ehoOTlVaj/Pe1GLae7QLCgklUAEwhXW\nPmRN/qSPMCAEaSpc1yqN2rX9Ovuq5ZNfVBhoDAFFzEUFqUWgPYoJwRQDUSANbCJAADDUXazJ4qdr\nwTrO74v6x2yBUikkVhQrqgXSWGqiUMIMatrcGbnMcF571jRttqk/NVV1HKsy7janD3YfLmtQQse1\na1Smwh7/mVLrKE5VkjXzJrExYKSx1mCCTRBrqqUL4oiFXUDaAvfFjcIYEa0BY9x+KjtcpFEdQUwC\n2ls7BNPToxNXo1a7nyRidbU9eMEKV5mFXYpY7+Fy5erUqkopVZoKnoP6PYUX754JSAxmKpb4fnTb\nr7/qUsdqw3+ajQLe8OPqd5r/+Ib61w/0e3EQ+Ts+/DBoDQAIgUqlElEcpqWKHkblCxdWjh29MDpW\ncgt8yzsCqwSz7+1teXd47lMu0hDJ0HYtUGjw0MjYtcqYSPJX+tNvG2KEOwdtpLEmimhWcMrRMIqi\nOIxCAQkrgowVw5wahAAjkqYq5WD6yvNEhwlTCGEaJqQoUB4VVhpqRJAs9RIUDC+y/PwVGGHKiEUc\npKAVr8c6PJTc/1x8PwBsppePlLJ4cZtqls9d8I48RF1csFF2yty2P//Sqj1BAlMl6sCfd/M3dSbe\nv3Lq5EK1WhwfLQuZnj27/I3PPb12sT/Kp/O0mqWlSAQggRBywz93Rm9JhJAYI8exTJMBQJpCpzOw\nLA5nRgnBp957eS9p3PLntPrGtfZ3agC6o9YMZFnEIZhKn2z5GQ8hJFKRJKLb9VZXmobBB1/fnAR6\n/p9rEse3/1vCNg3OPuinaSqFSiMhhWqv+BNvbRKCpJRKaYSQ41iEkuEwyt/eOP91bGCrhMcMZO3/\n0pnMnfPBeduVFZaRc4NzGLCJHISQ1lpAqrQcnOW94yZnBpIIpSSVKWgwDVMqiQQF0Forw2Ur7vN7\n3sosgxgmVUojBJVK3g/iwfaj7ceySqv2vdXW1ycSH7SEVCZhGOKUKaUwIgQTAzkEiI/7q/JCrMMS\nGXVJDgPBQAGQAmGXDESR6CGMCBgiSAIdovUHrXKhgrY0X3zEChbKnQtSa7CQoxWaeEVkjUmDUw2g\npJp43fDEPcNEJhRzicSHT77s+g9vu9Sx2vCfaaOAN/wYOv4HDzb/+Q3dQ7NhoL2h94pn/4wYAhAA\n0oAoIB0GwnIYJnmkt3R7g/u+98zlV25r31ttPGqXr04Qwpii3R8Kt74nXPhCYTjwQSCC6PK3M+Xr\nfWtUIgSF/YFIRPNZDgq0REgQkYpQ+33dWqs+F3YUTa04joPIRxIZYDPE63JhUZzydV9KNRCdU8Gz\ndbn4QvpYHlUzuEAy2l9iK/cbnWdtUIgjMx6mYgg45b7q93TjjDgYgb+dHZile83VvbAwu3LSnjub\nZnHZRYUZc8++zI0lGA+DECN869c6lZvCKNOen1uLonj3nlmT2Rybn/rAyYsvdDiytrArTOQoqeMk\n9qNh6Y0L215LMUIiTYIgpJRwbiiJGs2OaZqD+yeO/3F54Us5bUVbPnFy4hpaG8sVbmue+UGAIoMj\n08Ku1KJ4IBq5zWeMgIb1erfZ7NHUXv3TvfTi5OKzkbmv/RP/IarTdnk7FpNrvUYkU4CIGRm45TvL\nfuQnibBtgxu02/EQQp32gHOKEU5tTx+ZypACtfG29/iJCqu3Dm/8KJ38qf7xu4fgGwyZozfHaaS1\nT1NIlRaxiFSisaYMGUB0CglWlCkDMCgksQkRGrK1anCouOmNocaq2eyZFk8Skc26jUaXHVjuPlYg\nimmhOTEMbBPFIu0rkAxzpDEo4MhKcXQuOYwAmcgxkW2jLAGKAAtIgOiO19JDihVWLFVKMTAUKIaN\n7nFuW4aaWscYj18LSYvJgMgh2fqWpPryfpKkQijOWL/v97pe8YZB56EiBvTRC6+91Kna8J9v4xrS\nhh83z//6D4yTL2t1AobFoD+8/fGPs2wEAAAIAIsoTVPJOcEIAHK9nrmy0rxi/9bn/sgUB83L/9uA\nc0MpEQRhFCHmF03DoMoQMiWmlqF+/KdrN35urbAnoeBqL4sJAoFAoWHiebpDXvkNOm1amXrn3OHH\nvqBH6ewOdjUC0lNNAjTRYZVMRdr/bvTJV5o/s5ffvCBOIok1FXK0ddXnO0ffv80Z5vpxfxj7MDB8\n3SvikZZaiLQ/UG2OjGv4q8bp1qyVv6x87YnVI0S3J+kOqdMRd3LMnjW0jQTKZjNaQnZnEkWi3/Mx\nxldfsyfoih+8ptzsN8OhsY1emeh4KTk7w/c4BuOE+XH3YvfMpvv3z95BDJMDQr3eEKMwl89ks67W\nevUeV4ECjc2KmNyZ01oZhiFZ8tJPKtE0n/iATlS04wNe6c4GQhZjtFHvegMfY0xWyszL28ypOmMj\nrzuiddU0DAT4ipfXZq8dStnCqC2VjhSL4xRjhAnGCGOM1tY6IyMlxti5/z6e3msviOcQYBqwJ1+1\n7Zpv6HZSHwxCz4tff5f7+CtGlVbC9m64q/fkT9fkuhvpQKiEYEoVl0hKJZgyEoiBaoo4xhDB0Bhk\nzHF5/efqADKJ0uWlRhjkcnnXGwR79sz+y9vO29pPday0m6bCBMMkFKSKdeiLfhaXGTIAINRe9Q1r\nY50iPLbTkz2tFUYEAIROpBAG2L7u+RrZiYMIAgIZK4MF63cGg/No6rWlc2eXDE63vs8rFkDK1ShO\nuh3wvGBsrCqkTJIUI2y5ONbhx+bfealTteH/iI0C3vBj5vmFe7ZhWBspjXV7vTAOeXEIQAA0gATQ\nxEBJAlprjQBAuVn/yv27vFb42d/q2Uze8VKTkCwAsiyr3x8it3/Nv+Dz/5xPfRT2/HDOUkKc/Nl9\nnt8HK3VU0UBhIIJQ91flhQ+fuscwtwXRngtzK7U3Fu7Z+/STj9/7/NzpfbdWJnaaN9685/E7Ly+O\n2fcdfMBCboqjRX3igjiqQB54c3n2w8sa60HYmusuKy01gMaaILou58+lh9bVfKT9K/htVTLJicG1\nsdJewhxldRFJVONTJRhVng6wb9kWlybLSKXkYOCXyrlyJW/b7Kv7i4wNANBLMm+QQp5LDp8XhzMk\nD2oUE7wazsFX3SP3V61ETrym3+sNwiCt1kpxnGazThxH2duXRt9kHPtYEc9nnnv1vlSmW37vIt9G\n3IwbOcmNn+ylSSs/A5TSJEmFkBrANA2EIBVaKqFMQSSb3VMJgrjfH2ayNo1JuZyPokQp1esNV1db\ntVrRtq0oTDOZjOtko1C4rpvEiZFmi07BGeYExKB0gmIW5jN5v9v1ms+ybI2Z4AqULH/Prv5k+4a/\nDL7/Niy1EJCkOtFII41AIwUy0J6UloUQ0QRiKiCtvKHR6LTzeZebZi6X1QDewA+jZDAICt7MUHsm\nOEImFBkJCiklBbsUB2lftF9cepHoKHZ6KQ92vctaWB+kp+1ADyhwA1kYWQKlMQRmVaaVhlyYtnlm\n5q3eYB5a9xUcJ9N/krQ/D+bNjVZrMDM7ghDCGJ87t5KmYnZ2zPf9OBa2bZIMuuPWj7zp9Zc6Uhv+\nj9n4CHrDj5PnwqM70PPZbivxfE8DHPjbL2a3tAAIAABoANCJklIrBYxhhGcJqXFGgyQOtpzpvcDd\ntDp1AwPQhJAoSuIotkfUyB2D8Z8Yzr45HHttb+nLhVK24EehDMG1HaK5nwy69tkPHP5m5Edp7C+s\nZhfm6+trnWuv21MqZ9/zmzf7qnfwuVNbt41ve1/ySPKFk4+1s7pCgJ5LDiuQt//s7G2/Xcy4FrQy\n3X/fmjGyYRozZIR6WCObHo2/elY8l0C037p1lE0jjRnmFnElpIkOEYHZ4o4iHs04GYRBGykChAS+\n8m9WdC7SGrIZV2tlmvzxf+o6ljud3WaTTCWT3/zhVjA6f/zogpApVkSoZITOOjo/+96OXQNKqO3Y\nSqo0TR2HmyZzt6Z8Yrh4Vwk0II0Z4lvePYRMhDHGhPCsFiRkjAECpbSUihBMCEIY9c/S5mEMChnS\niVp44vY4TQUhhDEmpcaYMsYBIAwiQjFowIQNh6Hj2JVqcTgcEoYWvuqIPs/Y2aJdEamUSp76ivCe\nyw2PZS58Kn/x25QjAwAI0MXvmGZZNg4xQJohgwKNdfjiixaBHkgtMWAFytA2RmTbb67teE/suE6S\nKIMb3KAE46EfDvo+Z3TPW9jy1wpZKEU6CHSfYp6omEqTa1ODNpAFACOv7u756zlp+t2uF68a8aIN\nAByZCGEgoKnc9Op0z5+tjr40Wj8RT729u+Od6fjtYdhGrZMgA+A5Ra5Ydl3LdgwhZKvZTxKhtUYI\n0lQyRmzHvOXGD13qQG34P2tjAt7w4+CbW+sEEcPaRjAScexYjh/6UojxV5wBAIA8gA8QAagXj9oa\nDgWNAMaV5t1+p95okRMzVq908tP0ivcpM4cQQrlcxve9KIq4YYCWWmvdzyBFVtbXi7my4CIYJlEU\nDWX/Z5/7ersRA8KlSiwWT5lWzbHNw8+fnpkdO3Hi4unTi0tLjfvuPXjq1MLmzWP7rtxDT88ORS+r\nSiUyesOdI2e+jIpjRvNjV1IjmchN5qxsJJIjvSe/7P9FTzUYMu6w3j1aHjepnQ6lSKSfehpL18jl\nzXLa1R3dysR5RjkorBNSuL3dcs+GZ9MdO2b8IFQKgiAduUY7J0t9byB0MvGGljJIHo8O1NG6MEbN\nTTVjk6UzBz65aMyIKDKCIGKcW5aBiU5TwTmzbFNLBBqyB4ZyKePN61N/Wdr3Nz6A6nYHAGBaHBOU\nJCKKkvRE1Z4NzayghBQ38Ys67adtSnj9QftoUr3yz9txLCjVhmEmSRKGoZKScYoQ7nS9oR9TQnK5\nrGkypcxms7f799ceei3EKoyJMJAd4AEBEp/JJqeIjVKtdU81LeRqUBZyT/yzFjqxcRYDVlpJiFMd\na6QJUEA60bEGvesP10p7ZG5vjIEEQbT4PePsx0aAVD1n9frPyG7XK1fyUsgyHr/+X5vN0+kLf+1G\nScCQEWiPYcPEjgnunt9tOHcuDgZqalOt1ewdF4O+pnlcYZhH2NNIEc2mbhdaKYTQro+2dYyP/vn2\nzt3jhBOqIoQxFKORkbJtG0M/WF1ZLxazCKOhF6yttWdmRrNZZ9/ujY+df/xtFPCGH3n37uoTRBMd\nqkQ4LFssZSgT4XJo71wBoAAYwALwAAAAA8huNy0zwsxCFJ0g7LZycZRS3paoTQjGWLFIa46QRlja\nti2EUkqbpoExbi0iESoFsjfszI6NtBtJL2jf9IfPKIURhlzBGHTDvHvRMS6uraVbZ7bE0dLBp+q+\nLw2enDp8JFudGH349Xx5YgGf8cXgisJNFLGjn2qpw0VL5LRYytqllXq/ES4fjh48mT4lQYzRzQes\n2yeMzTqVjJiM4lhFBFNGGNMmHpgEJViTC/Gx9XBuEu/Y+uur0dbW6VNDw+CuazPKKtUiALzp30pP\nvjcZHLMMxk/dReeDzooIHZTlyIiSqJqdxIIo3Rt6EaDY4JxSwhg1DDeOkzRVnCPLoVt/djD59pZh\nEMb49++YOPZrY86BJq251WtiSjHGOAyTg3+jjKdrAoTasvLSvxWlW1hwFs5+CXfUepmMrz/BDv1W\n8dpPDBqN3uho2XEsQrCUijPa6fQty2zU25Vq4dQn+f5f0oSw2kg1WccYYUAaNKQqQQQRZSjQBmIA\n4JAsVlhCKrVkiLso19KrUqcmyofgMTAkCNDIRPb4q4ej71qHXFAoZDincYy0TjwvPPy7VSCD7BS8\n/O+STpS6roURKlbzN31nzraN0i6+7bX+t95IwpWEAAm1byL7sk+eze/3Fxe7AC+uFwS3ErV0MlAd\nTSRnhgEW1fzZj2RuuLfZ7w/zhQwv0UMXgr7XNJHDODPyZP0B2xod5W9qpom0bLNQzA6X6iMjRaX1\nS2784KWO1Ib/SzY+gt7wo+0rWxeQxrZtYYJ1qhORpEKEoYrSYPQli6O3nQcwAASAB4ABALRqNWMh\nNFKp5YwrXSDEiOLA2tlrnEpu+UODFEOEEKMEY0IIkVL7fswoZYwMTvPGQy5hWKbKi4Kh50stRveI\n7OXHw1BmsvY3Pt8+8Ss/l7nuyPgmrGXnzJnV9bWWSAdxR6hHX3LZuZ8hrcLycK4bNzMsP+JMnu0e\nVSvFGp/EiMQqbvbq3aTRFEtnxXMGsreaV1ydv33EnRIytXQGpYTaiLk0Z1slt1Rw85WqRQnXCdn7\n+tzsb50feX37u0/8gHEaBjHjbHS0XCzlslmHMap0Ov4Tw+bTdtIjy8F5pYAjs0BqFDjHRhaXDG6u\nHA/Nq1cppbZt2raFEJJKaq0wxgghhGD0ai21iKIUY7L53QO3YJz+49H1ezP1x4zs/oHfVE++t9q+\nIDQAoVh2jeXPV87f5QxOWAhQokOGOUeGt4Bn393vdAZpKorF3ItnruI4JYQMPb/TGcz/7WT93uzw\nojl5R2oyQjJi88/0q6/q5sdZ+0lbKCF0gjRiYFz2Dxe3/PpK/5gdrXEBCQKMMTWRlUIMAPmdMk3l\ngU8tXvHRYO9H/MmXx3aRpKnQWkuptNZKagCovGFt9XR44997ubLVaffzedeyeByn2awthKxW8898\nqNY8rRhwjkwMZKh6wATf0wmjRGkNAINBYE0H3gLurUdaQ4bkHSvj0Gz5QFS4peO6VhKnCKP+k3l/\nnkfaD+UwjYUOcf0gTlSEN7WLxYwQQimdzTo3XvtzlzpSG/7v2SjgDT/CPr/lrIBUgZRa1io517KT\nVMZJIoXSSHdPlQr7End6GSACIAACACGlMIKV1ZBgnc30CLlGahZGXr8/3PoqmhlXWuskSbnBEcZK\n6DBMbNsUMo6TuPWc2TuUQYAIokhiKRTmqHdqvDcYWtsvdjthRc0u3r87PLyndXj07HN0+WguDEWz\nLqxDr7qGvREp0kkbSOO8Vcxnin1YH7kxza1t58TEBDFiAICX9ObECzlcuqp06+X5m7jBhUoN7XBk\nKq0wR0pKGWOTMWYgDbDe6Qwr8xO/d2R1tX3P3U8CQJqIcjlnO9bVV+9zHBMhrbREgDEG9+bVB//j\nlN8TVXN8ytnajuoGtsbcabfCqnf0nbcdtW2rUike+aP8mb8YxVxCNrDyiFIshNIgMUIYY6W0lEIr\naD3Dmg9mCNCki099TZ3+VlpDswjwmrwQ6aDGNjHgqYoVyFQnCikK3MS2RGl40S7eOIiixDQZoRiA\ngEbFYl5KGbTlqX9nWutg3pAr2anbhZCSc4NZqHql3PULPg7s4RJGkWGjLL1xrriZDl9w+2d4pH0f\n+jbKGsi67n/0+LYuf/WJne+OnSJNkvTFu8VKSoQxAowQRhiLVBDCEEbGnrqQabPZdV17dGwkk7E4\nx+vrHds0v7N/anmxxYDncMVADkE01N6FM43eveNb3hJzzlvN3uKp3vE/GImWDQ6Gg7OJjClwE5wt\n7+nnd6amyeMkbTZ68sRIfDEb6MFAdZDCFsp4sts9YkoQlSuFZZl7d76jUtp7qSO14f+qjQLe8CPp\ns1tOnfwfAwUSAUohkUqEnpQpxEmiQSLAFHNE1eK3N+388CMAFAABUAAZh2mrlWRciglKYsnI8xJm\nlKZKyXI5E8dp4Ce27TBGoyiN4iSXcxCSCKEgSNtPucNjrooASUIEx4gUS4WF9oWFQxmnnGy5YXjv\na99DEfd8sTYHnfM5WJ5ZPIPspSuutV9PtdGLWrbh5K0SaMjs86/9u/b+15VGr0GNB3JIIo2UYXBK\nqa1zuypXFswyYZgjwySOjjAGQjEVicKARSriWMaJbPRb694S3zTMXtvtdPug4cK3sfL55D53/4Ed\nhUIGIQ2ACMZxIgaD4cFnT428JIL7L8upSidqLogT+yrXvvQz/dyr5yvXinarOz0zEQTBib8oYITr\nB0n97vLmtw5NgwJWUkohFcbYMtwoDrVWhX0Jn/S7TxScnG0iW6YyVL4BloHs8+mRUA4dyFPEh7rD\nkUkRAw0atIAkWrLCOat88wAhFIWCYMoNTgi2bYPZCFe85lOGUrp3Dkdns9m9kZXHtmEIKdM0Hb05\nrr62ER4rWxW1+YMtSvHSZ2peQ774n+BO6Nu/tz6yh1X2QKvZGwyCyakqpTSKEs5pr+dLoSzLBECU\nEq1QkqSWZVDG2q0+53TQHzoOyzimwTnjbP1ZUr/fTSAywZEgEojm5fEVeW6Eb8LKyJTNwWm+fjZ8\n+hOSCmvMmabAsKYEWCxCQ1s3/v2Acao1jsIkFfKa9+QpxlNvHG77pdbIq3qzP980XnqBObDwxZyK\n8bVveN2ljtSGSwBprS/137Bhw/+aT21+HgNBgGPt2zj34mP9GpSBbAqMYKq0ymZNRni907r2778+\nfscCQAqAAVTgJaEfYAz5HPd8oZVO6VsIoQghyzKTRK2s1EdGykEQYYxKpYxS6sWTvUJIIZLz/7Oy\n/MWKw91CJmO6an6t1QvavvTK5kjGzgaR3w7q63JeYWkhJ5EJI2xP8VoQiNjQ7/eU1pigqTf5uz7S\ncxzebHZ9P27+zWU0I1fuM5lFQ+GjiALW2ATQYIAtfDBGwsv/rOFuEkmsmIOsLAVA376h2Gv4GFOl\npSe7A9VquxfWu40MKrz6N6df9fM3KLyqFRDCEdJBEL7wwgXL5LVi5eHbZrK53AXvOOyb2/Vz0eTE\nqGFyJWWn23eSyvFf3rzUnputbg+j0CFZiPGrn6oTS8UyCcOIUuqauVhEGKVrx8TD7yjblsNSE8Us\nFP6qvKBA5HA50uH3o89U8dQ2dsBC7px4wUUFE9kUcY7MFzf9qcsvTN8p0Lb1XDYzMVl9cbdgHCdC\npGvP6iO/WVuXc9v5VRpLU2dK29H1X58jGCVCNOpdxkixmCUEP/XB0vKDVINOdTL59tbkO5qM01Ip\nSwgZDPy1tXYu51qWIaUEgF7Xz+Uz+bwjpRJCCSERAoyxlNIbDF+8PcU5HRsrEULO3eWe/GfHkXnf\nCyIdIEDH08cVKIaMCh/bXNvZHtYRQi2/Pkg7GVSs2mOxiEEgDToxBi//dzF9WZ5S0usF/jA0LV4u\n5AilQTTw/UhKJaWqr3dNk60+aN7xoTde6khtuDQ2JuANP0r+YPqLz//t+rI8S4BiwAnEHExAQIEz\nxF954lx/ScmLJa1gOZjXEeXImn7rIXuiB6AAAKDMDMJZYnCMMTJNgjBynBbjVw2HHqW02+1hhIZe\nAKCq1bxSMvBTBARAZuyMUKJ4dQSRFZ3PUMwFqH4wsLIGV3acRghQlIYD2WFgxDrAFNfMyTG+GSms\nQUkQpmlYkNVKZ/b5M7ciAO04GSHEyO1e9Zbh6nNStC2CKaZIxkAQ3f6zw/1/vbbzg/72dyZWNfZi\nr+f3bNdCiPS6g+Ims/6QjQBp0FIJX/eHoW8ga8La+opfnDbKBKFQaUIIQgj6fd/3g717N2dybvkV\n3eK1Q3drfM2HzKefPu445vT0BEIoTYT2jeW7nSRNRCSZMkSsCMMX78qO/VSTGogxniQxYxpjs/7d\n3LMfrkYigICkaaqU4sgkiCYQe5vO5PPuFnd302vOiRcyuChBnkkPIoQoYlpriQRjDA+yvcfzyVzu\n7IPDU/9OF/5xcvGzpXjRmrgjgUau/oNML20TIBZktVZiQMbf3NJUBn5EKA78OL7gyrXM0b+yX9zH\ncOOn2rNviJNErK91ojDJZu0oSgqFTLfjJakwTe55YRjGnBFucEo5IdRxzDhOMSKZrOu4Ri7nZjL2\nqZOLSSoO/m52/Z4iTSwIKEWMEvpC8hjHVr7oyBBFMkAJjZQfpgGAHnU3UcXTVDDEd/x0sudPV0Z/\nomfmkVKAERl6YbVW4BwJmVLCCDaTNIpjIYSUSu7d9c7NV++61KnacMlsFPCGHw3/dtfvPvrod9ar\nX3/dx856j1y96C1pABPZFnYRIARo5m1e8TrvkY8YWBOCaI4XQSOMcPeB69yty85Mo/vChFVrA1iY\nRggUwkhjoBR7/UFvOF4qFev1dqfjdXveju0zSkvTNIfDuFHvUEbzGXswHLz4OFH1xtDwXNYsJKkM\nw0QpRRgRQqQyiWXIsWkgyzWzNs2UzZpBTaVEopLSPpF5x/Gl7yOK2JX/sKi1RogZxCIMY0xsy6aX\nr4Snc+maGYQBQwbFrPO0hYy0sDemxFSahkmwvtZeX2sP+sNGs9150knOlIJ4GMhhpP2h7jPEa8bU\neGZ65u0D5vrtTg8hMDiL4lQpVSwUNGCEAQzpjIvRy9nScr3T6hGCs1l3/SGzsBXcKt36GjT20nj5\nm24iYsYpZogzY+Gr7vZ3asDSoESBEipe/kZ+eMLFKTXAIYgRTF48o6RB65c/P/n29swbwqvfndt0\nU/MIfAEvbMnrsTV5AQN+cf2fL/sUMYdlcSuvO+782gIAcnBueJEtfyO7fI/DqenI3EB1beQayLr9\n0Nl80Y5iRRlL1625f6yd+Hip/o1yQqLiiHn7U3P2mMAYh0EipYrjhDFq2ybGeNAPQOsXVyNYluEP\nQ28QWJZpGFRrJYT0/cAw6NKnRk5+cNfCv1XOfws9/bl2sMQyqMgTmwLHmHSNVWkE7/3uaPaWenct\nVCv5nmhiIEopl2crzhhHVirSPR9bM8eT/BQFACHE0mJdaSgUso5rGJQPFsHMKUKx1ggTrLXaOvNT\nlzpVGy6xjQLe8MPuzNn/ePa5+3bsnMrn3d6AfPXr6zf/kpzaOrV6oe/7kQk2QxwAeDXpHba94zaA\nBtAUDEaZUGkSJyvf3XXq72+Y/9re3rPbJl/3BGiphNZKp7FSQkeBiMJBo2kuLdYXF9ZnZkbLxRHK\nUbfrNeodw+QjI8UoEX4QmBbnnALS+Rt7uG+J+bxSJI5ipLFrunump8IIEAGGDROcrJmXOCnuhNIt\nvcr+9PjdngwoqZf2/PJQTzZ63QGhKEoCQEoKhQkJ/HDrG1T7WT4kzU5nwAivZWv9J/Kax4UrU4RY\nGPqLC/WDB09zTrdsnVLPTw9OMyPD00gMdRcDrvGpmj2e2ylm3xgBUghh0+RDPwCN2q3eer2plaQU\nO45JCF1dbdTrbd+Poig5/acj3QeqtFeafSViGenUdPVlfunWXum29tK3rCD2UWysf6k689aEcKVB\nSq2dreHq50a5trVWAhICFCOScwsGWLf+Y2Zi3E3SNE3TYnmMG+XD/t3XvOtcNdx7obmsJDKRPdS9\n9WQBC2oim2EeizgWIVbEoLaKcSpSHDMGZqiHCqSL83R8mN+Baeo8+ZrNC5/P+Scd0BhAV27r3vHV\nHiUEMAR+FEYJQi/+1yAAHQSxkspxzThOpZSua8dx2m71slkLENIa53JZ0zCO/lZt+St5wnGgvYFu\nBemwxqectKi0EpAKKxy5Kb76rzqNbl0I2b4ge2ewAuWiPNdmKlKmDaYNRCD7svX8zsS2LUZpt+Od\nODG3aWqkf89k2mRyYD/ztmmUS7K7I8YwJbSYu+NSB2vDpbdRwBt+qInwvdzMEV7xBlEm48zMjDqu\n9fhj57ffmL/63dnB5uPrYiFr5NIO8y6S/nFTgiTACCIalElNRrmUQoNmJk1E3F/ids13Ny+liQoC\nGYay108oQcGwvbY+iKNebXRmz76t7U59MBjGsTQ4m5ioRVFy5vTFYikbBhHnzDV3a50YB1Zqb/cB\nMM/IK/5qvXRtcOI/cCKTWEYUsVvund/94XTPz8fuLYtjNyt7b+f8v2VZq1LaQjf/1pxS2nXtQjbn\nB2ESJ0pLwzC1Foyh0m3dduVU8PgEi22dklIxM3pjYu7sBqF3/tzyM0+fsCx+5f4dMzPjc190/VWc\npHGE/Qwq2jSTYQWM8MQNeOudhHFKCOn1BnEUDzyfUVatFcvlomlypaQQ+vjxc1rBynPp2b+qUC9f\ntccmriHFqwdSSoyxVcBGSVsVCFbp8AJDKYGAzX+qsPKtbOYK7+RflAZnWO95GwOeetPw8o81d/5a\ne8evNSZ+dnnnL+Qzbtl1DNsBQsnZs8ubt4zZTv7JJxdHrz7/qvdGFw7Zg75AgALdb8jlVCWuKFHg\nnu6kKMlZeddyDWQzbdiGrewogqBoV7zDhRfukhf/pUAQlwEgSQF05frwpk/2ESAppVSaUYNSBBoY\no1GU9Pt+EotCIQMIEEJBEA+9gDKipEKYyCEbRp5hGNBzTn6sopmgBkZUC5SOW5t55BKgKUToprOb\nbkcHfi/y/ajZ6DbqHWMiRAs1o19mYBjIGqi2VGJmT+3We9adERWGURwlWqNWu/fEx9Pi4hXtb4+s\n3GMvfdMhmDSeNLGdFPZFBr35Ugdrww+FjQLe8MPr4pm3pqlq1C8uLqX9vr7h+v2tdrdaLVQqhRtu\n3Ms5rVULIt8dTJ/a+6GosBmh6fboXua94CCEAZACTQCPTeaCIE7iFAHe96tPbHnXsxiDSFUcy4GX\n9npJEMp2O+l36/nsYMvWMSRXG03uDX0EkC9kzp9bWltt5PMZ0+SM0Zw7jfGQYEtDKvUwf+Ww9LIW\nyYjsrJp4d4NMdVbvs/Z/ojV6BdOQIMQJxUtL67lstvecnd2WkDFv7JbUsrjj2GEUhWGUzTqOY3FC\nCYMLF1ZPnZqfmq3490+byE0DaXJ3cLh47t+zp85cmFdHEUbX8zei5QqMt8592k0GaKh6WuqsVbBp\nhmKy4/3B5b/hA+heL4zjmBCMEGKMFIo513UBtFISEzw3t7K22rQso3fYEedLRaPKhT1yc1i6MsWY\nIkS5YTBGEYCVp637S1yaQqepSrjKLH451z/FekdsrbXU4pZvrlg1YKaORSql1KhDMQOwOMtwM8UI\nKCWTU5X+QJ4/18pm5XVv9BbP6rDhZnAp1dG6nO+rZpGMRnpYF/NpInDMiWKMMGHEKY5t4prIBsAk\ntry4rxJNFc9nClEa7v4Fv7BTSJCtTh8jFMexbRtRnAJCL56xElJKISlj2WxmOAyiKEEITNM4/gn3\nuY/z+S9k+qfIwr9UUWgiV2CMMWAiOPEtC2Vsyxr/h8dh99Lmlxkrq81Ws7u+3onCeGZ2HJ7ZLgeG\ngcw+tFIdb7vT2PlHC5iAbdtSqvW1ljcMuotp8wc5fnGKaRNppECBBixJ8wlrz4c37hpt+H9svIS1\n4YcYgqXlAGOkk2OTk3cOhr0LF5avuHLn9h2bXMvKZC3T4lcZ7OyZpQd/8Pyevd3tL5sqlgA5ycIn\naxyZUqVmNssYmpktFT54hlcP5/Y+FXmREEoIHUVq0E81gFK63YktkzCKL5x5xHV5ZzBz+hxUKnl7\nYa3V7NuOWSpnbdskhBCcAQCAIcOm0ABIp6mUQvZ6Q4TQ+Eup/tvV8rWAkOv7URh2h8Nwampi0B/c\n+lkTIydNE25YqZDNZj+Kwk2To6lMwzCi9jZ/ePL8ueWR0dL27Zt2PNL/xmWGQdxOVC/g6nz33Pmv\nNADPbsnvXaSjAe5fd2vq17VWiWVajpVPk0SqdOLWdNcHfd+PBoPAQcVn3rk1DdLcNnHNn3sSvDiO\nDcOQUiwvrbVbvVqtRCi57F26w8t6qMdfc2H0RipSA2OKMdZaKqUox86eHk4mMCIKSQmiN+g6OEe0\nEiAQIAB45gO1cI3LtlF7Y3291QQ73nR5Y+K2FAHCBDZtGj34oRG/uLh95PraTYVTx36QJOrWD4uv\n/4V3x08Vmj3/whF6evXhey4cucl4Y4VMnRPP91Rzs96X02WcIKIMjXSiUo00UphjK4lTDSH2ictz\nm17XACBap0pqIQTn1PejF6/82raRpsIbDF48xH7ubyuDtcntv7OstMIYVEhTnSCF+k/UCEotkuhI\nR9LjyMQpN5CNKU7z/eX+gmUZ6+vN06fmqbRYhs7OTmzbvmnrp3sP/U7ysj+xnv3uGnTtHa8eKEmU\ngiBIAAgAuvBAfOHf81PuFos4MlEakMYSELzx1NilTtSGHy4bE/CGH1Lr8Jc5NBBCtDvxxJg9Mdb1\n401bNs/m85ZtUamE0gprS4PAGEkh19c7xWLGda3uMaNzyAIAjRVCKJO1J363U7rFIlW0unwiCgda\nQ5qq4VAAAq3h5Kn+I2rrsdye73dHp9rnvRgefuyMTjvjE+OO3XMctXX77kqlMBj4IsWuUwRACgad\nXjsIPUIpIWw4HIZhZFmmlIqXE4RBCBFFsZLats1cpuxmrPX1hu1gk+c9v+d5YZKkY6Nlxgw/CIvZ\niVSvLiwsj4/XpqdHgyCEnr302TJxtR8H6/3lUHl5q7S5uAtSpJQ+8Fft4gy7+MUMB9OhGYKIaZkU\nseo1ibGn2Wz2kiSxc2T6DrT6zXywSE/dRTe/lTJLRWG4stpCGI2OVaVUoHWhmLv8DZni9UN3DEzT\niiMhlTJNhhBSKgWk/X60fNcIRkhqgTUhQJWWlmkZhkEIQYCDZSNoKxyZfLnaPkkaB5l4YpNtmGxX\ne9CPj31w+/BYhi1MLT4i4PjUFT/z/MlTg3LJuPm1uiXqZnk4s993asO0sNIfeb62fOsY2XxCPD5Q\nbReKRFGEMCgNCChmoEBLAA0KJCj0snsXWV4i0BI0ZYxQgjEKwzgIYscxwzBt1Lvc4JVM9f6fZuHJ\nvLeqZ9/hF4tZ0NCPeoNnCgy40ooAlVKqF3+Enr1TOdujPZ852d311NTUqOta3Z4394w//08j9sk9\nl73DKJYz3a5Ht7UyWbs0ZfCRiBssjOK5iysY4zhKTnyarn69YGG3gGpYEkYY4xRh9MaT05c6Uht+\n6GwU8IYfRjedeeRC+TXXWvMZ3UOgbIdWRqxCHhxrNyFKIyCIhmFCKZMytSyrVMpgjC6cXzVNPvtS\nvucXA3tzWL4qqtzeG3tzO7+f+NHFCxcu1FeeSRIRRzIVmmCEMfpcb+dRr/CcsX11gDs9GcfyYCd3\n2Npeu3HHdc4L7cbi+IhXq6w8//z6cNC3HNe0NCN6eW1uaXlVSglaR1GSxKJczifJi4eNc5wbFBvc\nIJRSyzb9oC/StFQqHn7+NOCo1xu4rlOrlpQSANi1NveGc0ePnh0ZKVWrBc6ZYTDJwuk3JItfzRAD\nu1bGNM0My1vIzc3A7k+eEE4/k3GXPl9mhCqhtQbEtUq1e00LjXcxxbmcizGwXDp2o7pwDwqjcM+H\n+1ForK4tag1TU2Pdbn91tVEbKdVqRcMgfhAppRqNDiHYsjgAYKwAAWfG8x8ej1cNDZoSwsGmmEkQ\nOuNXr0sLuoIIipJYI5nJOeeb5xa9ixqrqVvQ+C8sLa/Uz32RLt5PXMtFIZNSV99yzw1vSEZGzCRV\n37t3zXXp0aNdP5DXX1eOY3XkZP2yd51+ze8t9b/5iqPBY221ZkHGgqxWSqgUAWHAKGYYSHGXvPXh\neWWFhGiplFT6xVdDGWOUcte1BgO/3eqHUTw2VpYoyU3i+R9ojPDs24eZjCOlIsXQnQDv6YIGpUEj\nhAHraz7RG7la7fiVjtw19/RTxy+7fPuF39h9/mjz7AtrrW+NjlubR+mW7ndHam9odtr9sbFKJmNK\nKQI/TuKUUra+3gbQz/03e3AwW7Mnc6iihFJaSRAY4Z86MXupI7Xhh9FGAW/4YfTPJ59p9luHa6+6\nIX2qYEnbIhhjyinA7RjFSGeG4YBSDCAZo1LqYjEXBPFTT52Ynhktl/OU0uJ2KO2Tma2JUZO9fuvQ\noWNpeCzrepbFk0T2eikguK9Z++p8eV1nIBWi1VV+uBSY682E7tq+Wt32/DJ6vmE9Gm36H4tb9wyf\nPHfxgjlm1Kwz4fDE4edfMGid4yUZHWVwXEGu0YzDMMrnXcaolNI0LIS1UkprzRkzDePi3FKtWlFK\nWZaBEIRhHISh0qo3WF1cWK/ViqVy3jA4IyYC6Qfx2rmgcW9BJpIxphNgjFVuCA/8/XqcpK1mJ1/I\n9u8bFRHSVAkpkCDEQs1DrP7V0ZGZ7Mh+QggC0F1Rz13hb74TFWag26trDWNjVd+Pnnry6ORUdbRW\nclxTaaU1XVlpFIv5fD6DEAAojLH27YfvnAjP2wCANQGFtrx7eNNXVmd+vj71rlb5jraez3sLNsIo\nTVOlpFBplhQvf20x/8FDc/OrzUbfX8MLT8Uy0Qvxmb3/9udoZKU2YtdqZi7Hw1A8/EhjdMQ6fWaQ\ny/G3vWVToxE9+Oh6Z+Df8ksX9l/jHrxwbr61boLjoJwCtS7mmDYD6Y2+ub77j1eUUgiB50daK4T+\nn6eqlQKEkVaIYEYoiqJECDU2Vslt0nGuVX+KiabpP10bvzXmBjPGI2s67D1eUCBwLn7p1+qVfap6\nJTp7Zmllublt+/Tht+45MXe8d1EnFzMuy427s0jhhre+dK9x9QesbNYkBCNgWkO73Q/CqFjIBoP4\nyL+qmjnp4gLTJlVsqAYK5LvPbHzpu+H/t40C3vBD58B3PqWGPhg0rOaOW9e83l21rXjoRVGUmNaS\nhulWb62QKQsZCok8L+h2+mtr7UcfPTI6Wrziyh3ZrIMxZZxRSoRQL7xw/r57n6ivnSJomXMchDII\nxOpaeK7D/umFsvJ8kEq0e1oIBBCdmaPFnLV3W3jsTLsZ1Rf7y8+eF832M2z76Z0vPV+aLi49e/BU\n6+SqN7TJmp8uD5EV9ylaLuUbVuYyQvDyUp0QjIgKgkgpRQgRQjRbHcPg1Wretu1GoyOlRAgVClnP\nC1ZWWq5rnvilbcXxTGHWQOAARmEU9tLW5GVu57GcEkAJHX3H6r7f9JRUBBOltMHZrp8RC1/IKaGT\nNDVMsx02EhHLWOFcWLo20FoPBj4ATOzI5GdxHAvP84UQg7733HMnSuX8zMyoZRpxIqRQg4EPGmoj\nJYSAUgwASaLUkJ79pxwGjBGxqK2VvvqLFyh2MdbrT9H+KfbMXxCCiEmNyI+TNFVKWa88L171ZK1W\nZJScPr00/1Skl0qzv7q05We+UKk6J050l5eCSokjQDPTLuP4mWfbhQJ/yU3V5w51pqfz6+t+oxH3\neqlZiFhhuC4W7MYuArSj1k6nz1DEAGB43Kke0KwSB0GCMUpixTljnGGEARDGuHFSLn66Ep7J4i2N\nJE6yWQsh8Fv63PeT8KKVns/Hi9bobaGU0p4U0+/s73hfuOmnPGBSa3T8hQtLS/XRsYqTlr76L08j\nhTO0kLOLNWecCLYazscyzIhatmAU9sYAlBus0+6GYYwwwgSXirkTnwchU0tniWYU83ef27P/F8cv\ndZ42/PDaKOANP3T+5cxRLQQyuPAG8diWc+jKG9BJm0eWpQENlNaudaWGapQ0jhw+ozUcOXzmzOmF\nbNZ+6UsPnDu3GIZhLp/ljDeb/dOn5z93131LC2dsow2AhNDtVnxhPvDHZ785V+z3YtBahbEWEhBK\nltZFq8MnR3WcpGtN2emFJ84ni6vYsY3pcTZSCazs9+fdR4+nJ/z8wW7+YDT6TDiqW+1nYPPzW26+\n037snrufi1M3m7MpiYeDVhTjJEmGw8C2rdFaNQjDer3NmQEaSuWc5/lhmFBCj//cDt4amX19ZI/b\nAEkYdfwg4JxXdgMphlvfGuZuaWVvbCLASSqCIBgZKROK0zSder1//lMZZMte0iqbI4iCQazmCWXs\nbCvHdxyrUs4jjKIoiWO5dB/zPP/cuZWJmeKVV2zP5nII0ziOAVAm4xCCGYMwDIUQvh+HYXTuD6c6\nFyQGvO8j/sTrhuvft6d/vg5ILH22+syvZJfvMwB0HMc9v7su5utifiE9teOqOn/h5tGpciCGcx/d\nNbJ0rUOy47cSfm78itd1d+7MLa0Wn3om2Hv5jc/8yZSYPB0Eolwydu3Kfe0vXV2YGdu0NZX22ppq\ntqID+zPbd9jdkYMEWO1WWD4WNdTiGNnCsFm/L5ffIfloJIQCAK01o4RSeuGThfpjxqHfdXsn6Nyx\n7tQ15swVOa3VYBD4uDu1z117xCCadi6o2Xd7tm1gjIdeQAg1uLG21jlzeqHTGZRK+RFv730/q6Mk\nzBvlijuS5UUbZ7qqMYi6o+6UIWxIWP5lTc64VOnpM4tjY9ViMRNHMWB9zfuyhz8TJyq2Ifu2s1sv\ndZI2/LDbOAW94YfLFR/5PIxIvB0rP5Tt3tA6eXj7Fb8L7//F3p+N5VOCCOheJDoD71y73QcEjz5y\nuN3ub906vnPnpoMHT6SpoBSvrzf8wcWnnrrw2GNzhXwMakiIe3FuKKXT6yVPHHjz/KHFtN5ChIDW\nKooxZ8oP44tLoDV2rOjcPHhINAbx+TVEgWRdWsqn603Z7ffvfVTHsbl9Njx+zpiZ0ErdY1Q1ylun\n0flj6VS3eR29H8d5gamOhYArIpXLZqumyecXl8MwsS2jWMxp0IsL63GcGCa3B6O8U7vlK63MtiKA\nDbDGOS+W8qBBSjH5k75jO6YXLyx4i/eYutDb9tKsUtIweBTG7fkAUY0QsolLGHJ1NkBDh1rGaIwR\n5DNuKkUYJkmSIESe+5dkdTW00fT2D+0azi4qrS3bMQxzOBxSik3DUErZjr2y1MQET06WR/5x1frv\n+bQdnfmXEs8gTdWzb53NbI3CruiqpgadxaVYhxSxAqkZynJQ7ugXwgJCi98jNttfwuJk/GykA/En\ne3No27W/8dSJs/vrzaViZfR3f++BaqVw9ku6UI1r2eJ33n+Hv7r46NHO2/9xsljM9vvDKEouLCWz\ns2Ove0v18599YJi0ulpwMLqqbpOML/tH/lvp6v/OigeCKIqVkmEYHfuDSvO7hTiKFfbY1BAv42yR\n2TZSygx8wSjZ/BNWNi8e+pW2AbbWilL+4l3hgRciQPV6h1JSrRX6D1ce+oZOZDKT3yESiQXFlITg\nxWk0m98pA1CGXH8B4l+rXfFrobAkRiibMyklw2GQJKmI5RZ++VJy9l3nd1/qJG34EbAxAW/44fLp\nJxuqFSFJtRMgBGm7rZToVSaP8Os2h6dxpy6TlhSdxtqh4WD17Mnjge9XR8Y3z5aPHb7PZA2ChjOb\n90TB/JkTD9/znRMyHeKxklPJ3HeGdzzVsioXbnrd4on16Ox8srCCsw4oBUJqKdPVhhoM+eQonxhN\nTjV0H6Xza2LQgRSUCHl5Qoae/8QROfSTxVV7347o3BxgDEoJCdgy0/VmIzIWZ/Zvyqak2Wg24ySR\nSqy65hq1ZtdWV5YWGxjRqckZqUS93lxbb8uU7Nh+mVhmu361607mATDAQOjBwuLK6nLddYqOnUtF\nPBxGlNIn/lBf+CrvP1Eqoomxm4SQkhuM5aR9Wcd/eIJSNgx8CtwTvUiG+38RHNdUoAM/CqM4ilJv\nMFw613VFeRu/evm5SECc3xeliWCU27YZRZFlc84pozbGqFLJaq0RYG6S439STuJERYQo6q3LLR8/\nU3xlY+vPDHf/XGRBJj1R4yZDGHqi2dCLO9wDnFFzqlGvDztpY8rZNm7NGtpKZbLtvc8wa0uvG3/7\nW08xSt/+ztu//+BzrZMl/MgdNCj6us+Q0bq3fNsvV666am8YRufOLpfK2SceP37x2eH5H8QuylXI\nhAK5rbYnVJ5pWNlNeuo6ijAGAM+L2o/kxUIWIzT6au+yP1/Z+i6fl0WSiCiKlZa5vEMpoeWYTfcr\n14elLSRNpRA6jpJ+b9jteFrrTMbu//veo9/uJGm8Y+Qyg5qcGRKlofARoKo5oQOCOXRFgyGeLDkL\nX84c/6J0Lm6ffVNEKYmjxLYNO8Nu+OiNN31kx6WO0YYfDRsFvOGHyOW/8O+YGUZ5WvcUhFoXE5Aq\nXV8HAoOceRBN184+6+Kk064vLLSeenKOkPCqK41itvXEY88kcVAuQ60iXTv+7pNHHnlwbTkwe27l\noj19rkX9btD2dKe2OamOeg8/kyysYMtU/SFghBiVvYFsdXQqMjfsB42ip5chJcJrqTTEhDNewyQL\nViIXQ9Gry2HAqiWSy6T1NslldBiRfBZzJlpdVi68gDd9399k9pqi0SYYTUyYIM6cOXFsfKSzZUZ0\nerC6NvAGPuPMtlm1WjPHB07GBKgCAIDz2BMPtVsdx7UKRas/6AwGAWPs+V8crx/SLs86LBOezcgU\nlw9ECGmlAOfi/O6k+SS/7C+Xk72nCy9tbXm9qs64lGKMMQAgRNbXWlEUX35nOX5mfK1Vz1rFPe8V\nRk0qLTijjDHGTJPmEECz3XYcZrFsIiJCUfc5e/1hm9gIYpKoiI4F1/4GZRw3W71Ox5u93XbKvHPQ\nYGAWzMq4Nauk2jI2sf1Dj4aH9rmohIEUrOLNn/rylX/4raWl/g/uf+JT//qg5wWUJJOT9F1vYU8f\nP92P++GArMrzFTLRVMv9uzfF288uLzcajV4cpy/cPeyegwwubGaXuShPEev5bRM7Ls9WrolK+6Rp\nGhiTwA+qt/SdcV3cI3b9Ws9xeBjGg0HguvaLh7MKhRzjJPAjdwzp/DCJU4yIaTIlVbPZazZ7vXkV\nfuq67jkdidDGrk0zBraGop+qxMQ2ScwkSrnBwFJxEhuJG8tQ2nGWFMWKXX/EnnxjlzFiGKxSuPNS\nZ2jDj5KNAt7wQ+Qfv/0MIISowUtTuidUP9K5UKdp2myqOBoG6Wpu0/j8kaUF78knW1LpmWm3XOaH\nj3Sazbg/SA9cWZwrbT9/+Mxff0csdJAHRhBBslKX3R62DMSZtXuL/8Tz6VoTEYIYlX0PWxYt5+Nz\n8whja+92vmksOrSq2r4MB0rEiDCeH+GlTQRy0CeqH6EKUkFECjlsmWrgIYxpIQdaIc6wbcnBMF1Z\nx6a53NEvZHft2pExu82nn2kRims1Y2WlDXIpa18AMu5m8lu3TnEuKGYYZQGsdv/kyup5zxsYplGp\n5LKZPCEUI2CcNY+Q/hyqumOpSCPphydzE6/0WUZjjDDWtDqc+Kl2N23MN+cyNTK7p2JbBkIoDKMo\nis+fW3QcqzZSRkg519Vn3hjt/yUozGDXmhJCR8kAY2AMAEmpE85xkiSUak6N53+ndPwfHISRDLXS\nEiMydaU59pNKax0nidbIdljtQIqIWn0Mg0KAgFK6ut5uPLTTE16Y+iazVYD3/MHdSRqdOTP4p0+e\nDwLJmJoYx1NjwbnzfSF0PVqJjLbfYSZ2umrNEJnwhYK5r2mE+eOfolEHHJzbwa8u03EEOFBepAMb\nZ3Ks0nyGj9zhsYzWWmjQUqrM9rB6XUwJZtQceEPP8zMZMwrTKE6zGce2DKm0NwiHw8AwDUxQNutK\npc6cXhr0/YJRbv0gizTixFJaq0QJkpjUSoKUgmFxGxEtXP+mz7RXv1hhBu2ppgv5xFM0o0XXGNw/\nsfndPdu49VIHaMOPmI3vgDf8sLjyI59HlOs0Fl5LK2GUp9WKL86GejxElEYn5oytExdGyl9Or4hP\nPteJylfO2qrq3HfU64qCJ9XSjmsqQnzhuXL7ro5WCpQCgrXWKowBIWwkWuvo1IV0vQkYE8eSAx+7\nNp8cAYwBgOQz9hW7lBeKhYHWMh00MGXUyfPKDMuNAIAOA0gBp7YxM8FHKypOSD4ruwNz55bozEUa\nxdixdRRrIZPFVXrFTrp/zz+0e+Nzj15mzKNsUZ86GwRy29ZMNmNOjRzG5lsocqN4oJTKWPYwOtXv\ndZUStmPWasVyuUAwss3ZrNtQoPZ9tNua58kZKbEMqouv+Wabc64BAdKWZdg2b7f6J47PLS81t22f\nElIoreJYYEzn5+azOTebdTzP7/e9XM6ZnKqmiQiCeNA/BAjKxZJrjivQUjcIID9KCMEIo2fesWnh\nYJTqiGmTADOphTASdl8pd/nEYpqJt2yejNNA6Hjr+3s0K479WQFploYpAlhPFlpyZYROs8S688Rf\nIJI+/Wjr23cvC6FrVbNcNnbvyvUH6epauLQUJKmy25N77MtPhwcLeCSPq2rFOP7VxD/lYkBFPEIR\nM5Dlstwg6ghIbJSVQsUidO0Mz4GQwjS4YfButy+lTGKJTEqA2rY9M51RSmsLY4L8wNdgRFHc63mG\nwYvFbBTFURTHUeI4lkhFeCgzVD0bZXKsBAqETtZ67XFjlmHDjz2CSOUKNfYrF558zw7GqGAxDQyd\nkoj0ILXNmAzOUgI3XeoAbfjRs1HAG354IGK4SiQy8lQaCq9tlCbFWg9QBJs1NE05MtRCPHtBBYvc\n2Lqtc+CGbz17DISQQWi/9NU6Tj79wDHv4S8DAGgNCBHLVVEEUgFoFSck6+okFa2esXXT/4u9/wy3\nLDvrQ993xJnnymvtvKtq78qdu6uDpO6WWgmEBIggDDYYA0KgAxzrYJwu59jXNra5GGNsE2wDNmBb\nIINAMhJJakmt0Emdu3LVznHltWaeI90PpXvul3PPPccGyoL9+1Af57Prqedf/z3GnGO8gBABwIFX\nrO/QZhVhHL79TbRWSTd2yQIvX94ErQA4DTus0kEY6TLXRQZgzITa9yyaIgdtsOvw+Y5OMzWNSTUw\nUqrNAnJCzmM1mubX1ovNvWvQ2Jg/p4vyWwc3YP7EY51xKTQCxfDvXbvxAKFs5dgKAM/zHBAobRqN\nSrPRsbgxAAgsAIpNNpmO7/7HausP+rBOFt67NxzO1es1y+KAAEOAwZmMpttb3f39Qb1e6fWGWps0\nLS5evN7p1KpVfzpNilx02o1Wu6KV7vUGRuNKtSJEZts2wK2zRkaZmHGlhHzyjadR4loEqGQP/Ive\n/LtijNzxc+3nPlD9+L2pt3D+7Z/AADtKk93dXqNR6Xx9fmycrf3sHMNcWTGpTxvD1p0z5+796N/+\n4z+6iRH81ke3d/cyxyZvfaJTCdn+QZ4k0rHJ+XNhGLJv/zb2K99Ql9lyeGpv8fFf+8g/rsrX5Bw5\nXsUdihgBSoHv5esIUIBrtyYe7sQ3T/t3Dv+o1fqG/SiKXdep12tlKeM4JYQZGtu2lefCcShlGiFD\nCJESCKaUEs93GCMAPMuKw8NhsxleezI++P2oTaraaKwpQpCrtNZ000kc8NCmdusbu6e+xn7pB+9D\nMUr02CQmpHXKMBFUxloDfM318HZn58hXpaMCPvI/hDu/92ep3wCjMeNKZCqPeWNRFQlxQrGdGUdD\nzxYvRvj4NP7SS8R37ZPLydMvid5QT2PaqusoSZ57dfqZZ8AAIECUglZyOAaMAcytP9lsiy/NFVt7\noA0JXagECCOx3yvWd5y7z7BOo9w5MFIZp9QmN0bToMHrC5hyYzRmdrZ3yWoe0yKHQxvNgtzZZzMt\n0qgWa9s6zUjo61FpugQAYEjMgs5eu17uHtinjuskE/vdZ0+8bfrot765+0+ZFl6a7h8cRNFnqu03\nR+nAcTLOOUbYcaxms+padQCmYB+gB6AQIvV6NU1Tc2ZddOLhgJ44sVgUQkrDGGJ0ut/buH7zWlGU\nq6vz43E0Gk37vfHh4XBhobW4ONvrDinFjWbFaJhOk/E4iuOsWg1c17Z4sPv79it/R933E2bx62kp\n0zIXdlJP+wah5K2f3A9OCABnmpRgiuqF4tyPV1/6BzUzxmK6x0LEqEMIHgwmZSkb745PfldhW1aS\nJqPRpOk6nL62tpvOtK31jQQhVK/zd759xvNomirG8XQqKiE7dSq8847KK68OnviXn/j2jv9zP3/t\nk3+YRdqEuOHiioO9Y+EZVep46brqKy9tE2n1xR4h1CH+zmDzQrXteW4cp0oZy6K2RbXWQpRSYsaY\n7zuckkiYILAB9GSSFKVYWp5jDLTWW5sDz3dd137ppeuHV6UBw7FVxW0ppQGNEV3+voO1n7aiYsI4\n3fxtZ/cjFtEpYcSmrkJS4Nxxqsfudx775aOzRkf+2x0V8JH/IRA7NEoCICMkYIItV0wOEeWgJSLU\n3ATQpTzMzGTCWnVrdUn2hsXGjs4KNZwUa9sAMPnk5xCjRmlEsNEGEIA2AAAEIwBar1orSzpKaCVQ\nk4i269h1stevGSmJ52LHlqNpub2v47S4scnmqnI3tlonrNMzBgsTKbkb89q8zmMaNMkcNZyTaqiL\nkmitxpF333mTl/pAIkwAU9hnek7KaYQIMUolL17Ejr3ZabJXn/+x5e9sHr/w7S/+9bl459gym19+\nFlDrcPBAkUdlyVyPe04IEABIDBZAAgAA81qNAXBZyhs3dufmmpZldbtDz3N93zo4mOzv9Tmn9953\n6vBw9NyzFxmjnNPl5Zm77zm9tXWgjcmyglssCPwoyrqHoyBwEDJpGltW2HogX3kPnf/6DQ0GIade\nWYbK9D1XrwMABgowC8A8T0iV5EKCK7h0dIQ++44TD/3WVV2NWo3Fl199edCfEoJOri6tri75nlML\n6tKkly9fPXcq/NjvbL/8yijarH3r91uXf/IbWLuP66OCThSZzjyAj7PlF36+pi48WRTq9z659+LL\nIzAoxPUqbjHgZ+v3a2Xa335IH0kRRk//+KE89FwSwK1fsRBD9YwQxLmtpCpLyRh2HItgkmaZUhKA\nYWJzixMCCKjj6CIvMTa1Wm17q+t6bpJkOzu9ne2epRY9PBdCU2tNMctNKk15+aeadRaOi34uUNWu\n27ZNgZW6MCWRVCgl8yR/z1H7Hvnvc1TAR/6HQLyqSsdGFogwTJgqEpVHpsyw5dKghTApRzsAIK8k\n9P4a1l707DNGlGCMmsbWicX0latGKWMMQtRoDUgjigEjAAADbKZpnVxGnMnhBIe+Gk3kYIyTTKc5\naENbdev4Igk8Haf51XWd5my1Axl3Tp6FE5Hqj0itpjZiowS2feKEMCRoQQEAtiwSBrReAYxFtwuH\nPrEdzCyEbNixca+ul8ZyMFajCQCo0RQxSqr+zrWP/Aq+54NkOkhq8aUDyxprfa0oqV35Bt/3SiEI\nyhidagO7u1Gl4g/Hz29s7FkWy/MyCBwp1c72wWQS2bZl22x/f3DH+dXBcHLlyvqN6zuOY3U6tdXV\n+bPnjg36Y62N1qbZbNgO7feHmxsHjWa1Wg0456E/S1HAZ7rn//ENAA9A2KwGYABqGIQyaSoyh48R\nUAKWwRqhov32EfrF4pkPtuVU/Mbb9Zs+Mm7Mlf3eeHe3v7q66IeuUoQQk5ZxNN1DyPw///6Xtl91\nXDc4feX7L/4o1SCLw2qkhx6qAELo6UdelXnlh/818mi3V9xaE3v9swIv2shbtE5F6VRAMefJzkzj\n5ZeuzXyn3vlnpwJWy2VKECVArTNDIUNKidY6zwutCUKGcW6DJUrJuauVZhQbMONxLITszDSNgbLU\njWaNUnr92ubuTm9mtq6ckwo3DWgFSoLQWGqlPBwKKSzknfmJtZ3fFONXq47lWdQmBAspCJBvvbRy\nu0Nz5Kve0VfQR26/C3/3kyqbgpKIMoSpKhKdR0YJXSaqSFjQxNwFY3SRGFngwimu74jNfTWdIkOR\noiTqJK+8aJTCiIEgAAQhCsgAwYAxm2naK8us3UhfvMhmW7Qayv5IZ4XY7yKE2GzLPrtC65X88lp+\nZU10+whjPt+pfvPj4OfZ5WvYtdliXV6MVDYldkjDNjpVkporhxPn3CqyLbHXNXkhu0NqapjYmNlg\nNBLUyNLEWooDIyStV8AY4ntqHIm9rppf3L/zTZ8oTn9qp5IOE72z6znQrI9tPinLPsA1WWx94Yuv\nXLn0AqdXdze/7Nkjyhf7/UmjsjUeZZtbY8exkiS7eXNvNLihitfi8Ze//Oyrjjd//MTs3feePn9u\nZTScjsbT4WDc6TQazVqvO97c3Gs0KktL857vCCkxIlIJi3c0RNoUFLkAAoAAjAAIRhgRTUAakKNJ\nj9OAE38aTQ+ex9tPmWkxLGWRPz1vvWlzOk1EKer10PXsvIj3D3of++0v/sw//83t9aevXZ9Onzt/\n/vAvh6ihQGGES8g0mIDUzgUPSi3W84vT58+d+abr4yjVBh64qzN66h63mGnyuVPtu66PXnvkH4j6\nhezSxTWjzYnOyuEfhsYYimiVtJTSB8/imbene592LGx/6v0sfrGx+LWpNpozixCcpkmeF5QxIZQo\nZVmKvMgxRmlaVqvexYtrvd64M1NfXZ1DW639G4kCqZFM9aRCmw74RiP3WPHW3+1aTTV+wU22eKly\nBhZGRGn1XZfvut2hOfLnwdEK+MjtJyb7RiuECRgj474WBYAhlivGe4CQjAec2dSri9EuIkxPlRom\nUGI1SUyE7JnT6eYrYDQCTOy6ziIAgoAaWiKCACH79HFrdTn67LMIIdkd8OMLuhRqOAYAXK+y+Q6f\na5d73ezSjXJ7HwCw77JOw0iRb67rNGPtRnn1UJcpZjZgLKMeehXZ7wwxdYzWyVMvyvGU1ir2mRPl\ntUOcemAAABmjAYHsDlSSsONVwAhZDFmsuL4p+yM607z2UqniJDoY/5a/OqMbqXvvw+PNR6LNdx/f\nzgr8qT9e/8znuu2W1ajULIt4TvnyK79hW/j6zSRJZLXWUEX38pVJkpjFuZizcBDJWo2urBYnzqxo\nDZ///AucMwCYm29hgl5++fK1q1tLS+0gcBFStu0lSTaN+5xTh36ZWhZB0sADCBBADBACuABDCrXS\n7GOEapUOAri5cU0b1XmHPD8ll34hqOFO27TLf3hyP/3DpQ/uIISKoqTTxqfeW32hfL15fwU//4BV\nXlllj3DkGKRBm1wnBqDJ5o475wuRHxZbHoTayCf/9qMkqeWFfFUkDMx8eFwWKo3TNluM0KXBWkwI\neeDCWTDw8D9NNr8o2mes/NfORMV4fE2/8GONgxf0TG2WyrT3efb5b1l8/KO7BjQhyHGcOM7+4Fs9\nG3usky1/56B2VhKCajXfGEAY0NW5hfcyz3Nm/lbZS6cbn5U28up0hmmLIds7nd75L3bjWCmliwkY\nbbQxmU7/8s2ztzsuR/78OCrgI7fZ3R/4BUAYjAaEVZGoIsXMQojoMi+667yxqMtMxkPELC1LbHkq\nHQNCiDAAg6mFAGmRgTHY9nllNi9zRCgAIECAEGBEKkH20mVTlMCZzotya1+NJkZpMIYEHp9t6VJk\nr10VuwfGGGxbrN2wji/K/khFCV+cRZTGf/gKZh6rziLCtCjkxqD45R1reTbdu6Z1YVKNZy3WrhfX\nN4ybmYJh7gCAUUqlY5MjdqENHGg1VOOpmsY6L4obm9hzTSl0lie73Z3VJbx28EdW8OnqGz6fb5++\n8rnPfXybc3zqpJ9l6pDUPvVc4fbSvb0sy9TioktI/NyzvaJQs7POmdP1NJWvvDp+6MHGXXfqw/6L\n19aqlBLXtTmnlOKXX7o+Gk07ndq58ytay6IoJ5M91/GqFW/vdyrtb/0EAh9gAUEOwAFCgAqAAaAG\nhggwAvTpb6w1PvSCNZvbNi+K3F8WoV60kT8cTi7vPTMt85VhY/40d3vH/vi76UBdXiCn3NfvI4To\nfL7G2hRTiliqpghwA88u+CtgdFduUWAWdg7FVtF3mqihdYohO149Hdr15tvSyU7p/qXnEWeh5VWq\n3nQaN+qV+hlAnYzSEv2V57q/sFBxatHrFFA8now4tl3Lzrvqi9+x8MYP7yCEGeVSJg//28On/lI7\n3VDxqyeYtB/+99vuWSFKHQYeipBtGcex8rzM8kID8nCFGUtpjXDhd0gQeMbovd3+mf91b/0fnBq+\nYn/fjftvd1yO/LlyVMBHbjMtckQ4wtgoaZTA1MLcRQinuxeL3hqrdBC1RNQFrYkTUKcqp10AAIxp\n0OTNY9neJaMVIgwRSrw6y6YyHQEAYECEWCeXWaeZX9sAA6YoVSZldwQGEKOIUhL6tNPMXrlS7hyo\nJAUANtuyz62qOCnWd1inweba008+o7KEWBWEMGhlRK6LmJIaTGxxuA2ORNgxxpBqiD1H0zEe+cSt\nGFmKySEijAVNs8P4IxXaqBUbO6YsTWTk/pQtc1A4+txz7r3ndJTKgz6phjrL/1jS332+OVfszs43\nLhbOy/z0dpfsUD/ZYnJ96zw9fOQNrZdfGiplji17991Ti2L5X39v9847qo0a392d7u93Kza2/fNA\nKnPzzdFwOuiPZ2YbZ88ta605t3q9oRCyVg/3fqNT/vZ58p2/CpAAbAK0lVnCKEXgAxAABWAAkEm5\nkHr7x+83EW34zXEyFrlEhgzEwYv5py1wFp2T8AyvfM3h7mfkodppewu0tIdqXxtdtzvL1dVpMtlP\nt7TRVavm6kCIcqD2M500yGyqYmNMjbZjPYr1pM47lvbP/UgUPnq4sbG7t6fuve/0a/+kUsyPClGS\nb4q4xapVP4rSLCnjLCLAqk6dGgYaCyEG6rBut6MNuvYf6nPfdsA5DwI3SbKT//z1l7/rLENcK/PF\nvzZrsDz5j27SBXb/ByEMPdtm165eWvrGnO4d5/sNMKg0WaIK+qWZ5KrrnIw5ZwbMA//qcHnuvbc7\nK0f+vMG3+wc48hedLnNdpkYrLQsAQJQZrWQ6EqPdWy2Lma2yqS4zYnkyGch0jAAhTO3OyaK7psvU\niBxbHrEDXcSIWUZJI0ujNKmH3v136DTTaWakVP1crI3Lja7Rms/PAAK+MKMmkRxOZG8IGmi9whdm\nab1abu+r8ZTWq8XadvbaTSNKRDkgrMtMJkOEKQ2aYtoFLSHlKLfFzUGxto1dhy/OWCdOIEwBE0w5\ncULq19HEJknDSGlyodcIGjp4XDFCwIDoOFWTSPQGcjSRg7HY72WvXkGEHJx96Mtp+9PpsefV0uah\nFDsHajRRylzp3PORKwFj6Ngx77FHW+OJ+MQn904c9++5u+p6NM2U71PLIjPNjQt3X8fi6X73+uJ8\nfubsEqVUlGJrcz9N81otkDfrO/9maTotADwADJCnhUbQMiA0bBrYA8iMQQRIhsYP/tyeGBsFchgP\nF2Zqfp0rP3su+4NMx6e9+9tsKX629YV/XP7xT/Q9XJ2pzQmeOcRv2wvL1ZOlKfbSDQRoxl2csZab\nYScVsZCi4bcziCUIB3mZTAZiHwDZ2neYt/Pl/PCwTyj+mq99uP+6WXq7wsCabxshjOIolVLvfLS6\n+W9mpCmjbJKmKdFMGxWeLc/9rd4kHWKCei9Qx3EAjNGGM95oVE58fy98247RWrGyFx0+96Ha/Hyz\n2axqpRmzXNeZWQrn77EYWATISB+AASnUU99b2X9Jd2ZqQeAete+RPw1HK+Ajt50xstBgABAi1EgF\nYMS0q7IpAuTMndWyUFlktY5rKYr+pkrGxPaNElqWAMZIQZwKtjxEmJaFLnMjS0AIGRy88QHsOdHn\nnjN5oeNSDXIjC2M0YoxUfF0UOPDiz3+52NwDhBAlJPCc86uyPyrWtt17zmLHLm5sIkQRoYCQURKM\nMrIkTggAcnqoRYEtF2ls+lrsdYkT0E6L0/l8/2Y52NZFTIOG0ZqGtfLZEezlYj1DmYUohynTNwps\nKBIWa9WNNgAIwKg4UdMY+x4gZIzhi7M6yVScFje3gFLaaapJdNNuLHqBPUo3NpNPfHLvjvOVhx5q\neh4dj8tKyPJc12psZaWxu9Pb3ooGn7zw0LeMGcN5Xm5s7FucdTq1Rq0dLFyaff43ABAABqAAvjG2\n1hYlLWm6pYgxYoxUkmIfDNSX6SMf2Xzpe04pqQ+G0Y3xpXHZo4jd4T/SQHOS5mv564OPxg7yLene\nPLjCueVwXwgxGvRGsmthu+XPtPg8xSwupoap+xpvfK3/DLUIV1ZaxKXJq6R9dubuKursjbY2fje6\na67xtr/R1tqcfpyWZS6ODeLIdNqtq1fXd//Q2f+9isUsrHCpSqkF45wzdvq7p43HoPXYjTD0KCOH\nl1FjlROCHMfmnPL3RQj1xF8dfvIbfURQSFo6SgqTGUAI4NTppSRJdhNMLAxam9wEuK5AlDp//oeb\nD609drsDcuTPraMV8JHbzWgA0GVulDBKalnqMjeiwNwBhBGzjZKYMOrVdR6DMSqbqDxSRayL2EgB\nGIPRmNvGGJVOVTYxWoLWlDbkNCp3DsvNrtrN9aAwMjdagTHYuEYp545TOk6L9R09jRFCrNVw7jpj\nhCw2dxEhtNVIX7uqJhFtV6jfMEpqkWspEGHY8mQyNMZgbiNMVToxhTZDMD1CPKe4timTUTncBkBG\na8wdXaZGS7QXQAyY2cSpGC3VjjBjZddOWyePIUoQo7TVQIwZqUngIca8++8wRZm9drXc2ldRgm2L\nz3d0kulpcs090enY06loNq377q0HPu12c8ehvkcrIU1TtbY23NvPqk4l+cO3Pf3D31UUau3mbpYW\nvu+02nXX3QHYBFMCpFoVABUAF+sbg/E1qYdRPDEGLMYQyrMDvPmL80meBsfUG37lwChQuKxbraYz\n88bKe2aCBcPl1ejFa+NXAJu2teDzStte7ARz7UbHD32NlEv8E7VzNnOIYYmaSig9Gl7bu4QFr3q1\nShi6njfjLN3dfIOVVAbiIIfkVPP8vWfvMAZJqcLQTpKCEjIzU9/Z2WeMaglSC0xw6FYtagtTJmrC\niY2CQkrTbNUxIf0n61/+wLGn/5eAUGJAc4sGgStKNU6H5/7pWoBrDNlPfct8UZazs00DklLkOu59\n/4/0/t+8xOeyGulY2BFQatA/dNS+R/40HR1DOnI73fvDv6rLDIzBlIPWCJBR8taONOauM3+ehS0Z\n9UAr6tXEeN/IUkRdo6TKJqzSATCAsFECtEYYG1nIeAAAVnOZOlWVx/mVNZgakxdaCqMEACKWh8Gm\nx2p8cTa/vlFu7QMY2qzZZ1ecU8fLnYPixib2PXt1afzxJwGQtbKIck9n8a3nAwAL26bMAAyxAqOl\nyiOECBQWgSoGW+5P0q2XQQkWtBHGiDCjJKJcZRMtBXFCAGOU0EUCWlGnZqQQk30EDFGkoxhhjG2L\nteqI4PTFi/nlNZPlRkjr+ALiDIwBjOSx43a7Nlt0z5wOFxbcnd3M9Wi9xjFGk4lo1LnjMsfms8tL\nC98Rznxz99bs4dm5hm2xevi6RV5HSAkh8zhPooywGUI50j1Z7I7iwLMbvhOUKsFI2lWy96SVXQ5m\nHlFuC+38MTMFJ4gEusEDIqHcnt7YLK64tnfavy+kdYRgLlzGGI/yXlSMbWavts+73CfAlNKGqSpp\nWw53HBspLEulqQp4pcFmVQLSS3OR2cj1UDV4+zafzTA2SSIYI47Ny1L0emMpdXhS6qmVbHBGuM0t\ngzQFdvI7itpb+rbDjVFpUrgnCrdOdz4WTPfUwuPKGJ0mZZaVls0rbX75V5gdWBrp6VPt1W+PZQ7K\noDQt5uaavf5o6euz/hd8pnxiwQ9ePrre+cifrqMt6CO3zf0/9lHi1Y0xcnqIqGWUMEYDGCMyRBiv\nLxLbV9nEyBJRLiaHYBQYjZkjJgdgNK8vGq3AaCNyXaZglCoSMAYxmzeWdJnll68aJKlV13JiZAkI\nECaI2YAwX5wBY4prG4AAEUpbdefcqi7LYmOHhL5zbqXc2geMsGuTVog9N788UVlslCBuBQwYrRDG\nWqQqGSOMse0jwqhXUzdyGfcRJohZiFlgjC5ThAlQLsYHxAkRoUaWRkkAAEwRYeK1IVq29JYq+vsg\nFM6qcIfGvid2D0R3qKYR9lz71DFS8cGAdWIR2ZZ795mT1z9MCKrV+Pp6bFmEUayU2dvLZmZs16NK\nmWqVccsTU93rjRrNauD7SZoEoTtJzuXxeqVScidUEstkcrj3+sz8XcyqemqQTo0yGcAqI4XUOcak\n6NO9364wiyx/z+D8D8fPfogrobElVEljNBnIg+XwVNta8KBqhMGaDqa9WI9LUjBsVawaVlQW2rKc\n0sptUsECY2IMRl7g5XnBNCWaCSXsWVwU2C9rjLATH+ivfo2VFbosRZbl7XZ1fz8fDiNCqOPwUog4\nSwTyNFYaTMOd8e8btP7SppBICJImpWVZlJL5b5hkU3HzVyqvW3brr64VZRmGvu+7h4eDc/9o78ZP\nsIpb113743cvpvbo3l+7vHpymWC8uDAvRHnvj5b3vvvO2x2OI38hHBXwkdtGZRPq1YlbASW1Kkym\nADQYbYzBhBktZTomdijjAat0VDoxWgHCCCGjJRhN3KrKIwBAhBsZqzzRIgMA0BJhKpOhkSUYUBAD\nGEAAANjyEKH2nYu0GqYvXQKESOAhSq2VJWSx/No6IMSXZtlMK376JYSxffoEGMPvaIt8L3tui1iV\nryxhZWGM1kWqy/TWM4ntI8JkPpTxAHOH1RZ0PiVOxWgFAOVoFzDFlgfGGK1UNkGIsEpbFwkiTB8K\n0e3CWBKrYQigJASl5HCikxQxihjl8zNAMBiDHc9aWRKHgy84d72/8sphN2cMVSoMIYgiOdOx5+e8\n6bTMCwUGhsPXDvs9YVbr9WAySWZm2hir8Tgu8WOBfkqLyHY8Az5Lkmh0KazNWm4r1IMoRknyfKtR\nyfKCMev+n+6ZaSIGxICcfVzf+5Pd0Qt+dkjjdXTz2l7LnvNQBcdWpCICFBzpVR0VOz4KNJJZlqMi\ns5iVihghxDEGrg0CoUvGuKt9KLChqvbGybm/vxuyqlHo8k+1Vr93PInzOE6MgXanlkTF1tZBteqX\npcxG+tm/5U27RdMhDCysCJT41Lcpztl0moyG02qtggmSUt34NW/91wMb29c/luwUquMtz/5IMp0m\n/d7o1JvnB/+JJpspsyzqY6eo7P7Nh0/+7u5wlLiezbk99+6jhe+RPyNHBXzkttFFIpQgTgU7gRpN\nbm0mG1GAMQjh/8/WtKWyCQ0aWhZGKwBjtMTU0jLXZYKppfIYEBitjSpvDUFCmAAmukgBECCji9SI\nAjDG3MPMJo3AeWRVJ2ny4kVaDfnyvHVi0RSlTnMdp7QSuPecS559WfaG9pkV7DlGSqNKxBnYApC2\nWydkPECEIzBy2kWEI8IQprcmSah0YrQmdgha0qCFuavSMcLUaIm5hyg3SshkCFrT2gzCFAwgyiAx\ngLDJDHZdAIAJkaOJGkeIMdpq2GdPqCjGnoss5tx1Wo2noPXgje/4+EHzkf4nyxKNx2UQsGaTN+q8\nFMpxiO+zyaSME1kL96vNlWmS1+uh41i93qDXHQehYy26CJ8Cs+V4Fc6dPBml0UHYYKG/I2UxjTuH\nvZIxihC2uG1qGQo1IARgFt4q2m/pGY36/dHKlfaLH2pmSX7rU5IxdKXMiJz3XO/k+0er353EUZIX\ne0Tb135iYeNzJUKpw1wtjZZaYyCSCFy2vq539n8ZOo4jVU4pOvUjveF4cngwrNX8+blWmhdPPvnc\nmTPHVlbmP/VL68/+FKnwqk8KLQxjFmuKN/zKzeoci2OWJIUQwnXtW9dSlpmiiE/ksB8dLH/yzh63\nXrHWsrG18vXHX/jGU1LFFKtSFUorS/vJmv6Dr20If/K2X4sYetvtjsWRv0COCvjI7XHPB3/ZyEKL\nAgBhZhulECZGCS1yhLHR0sgSEFbpBBAGrUErhLAxBhBGzGo++C3leN8YjQgFrY1RAAYhhKjNa/O3\nlryIcl2mRslbF3dgbmNmO/cvY4tPfu8zCCEcePaZE3xxJnvlSvL0S6Redc6uFDc3ZW+EfY/NthBn\nACAHYyMkaQb1b3sn2nfLL+3y5rIY7wMAYpy4FWz7mLsqm6h0dGtH2hiNmWO0wtxR2fTW3xG0VkWi\n4hG2HOJUtMhvjSLWZU7dEHPXKAGYQKB0Vqg4QZw5d5w0pdBpjn3P5KWKEqM0bdXL3YMvH1oNunAe\n7SkNhCCL47zQGEO1YiltlDYYg+9hClfm5785TbOdnf3BYDqdxK49PdyfthqvEusurTYQSt3AAq1k\n0aW8Vq9ua6On0QxCELoNACRMhDFCCAEAwRQblQtZqXjmwcm9/1Q7Iak9eNjrTXvdcRGrpY5mnmY+\nMiawbJ6mJbX0hX/eLz9YHWddcWOOYs7ByaLC8ZAhgjZyQlCW5QgR23b2xVY8zF3Pnp1r9nfTp55+\nYXmlM/rl8zt38e4nYqvSa5SzucrGsmfObj7wk6I62+KcTsYD17UdJ5xOY8uyrvyD2dGLnkZxksdV\n0kaGTMtR7z84TXv21U8ahI3JUClkrkuEkKHIYrbc9zJhQveh2x2LI3+xHBXwkdtDy9xoA0brPDZl\nRryaSoYI3ZoeSIxWRklieaqIEEK6THWZYcu9decGr86Vo718/woAYMszShiRI0yBMEQ5q83rMkO3\nDjXdetuKEK/Ng6ewb4OFkxdeF4d9IMQ6tuA9cIccTsr9ni5Kd2kOu7a8PNRF6d57DhCAMZixYmsP\nWbzyNY/yxU4hd/BxQly76OWIcOJUMLVZZQYAZDIyShK3cuv3AJVNMHeIW80PrmPLvfW5lph2jVGI\n2kYWqkgxZbpMtSwIDQBTnceY2ZBSCCV2HdaqY8c2CJmiRBjJSSL2ewgh7NrqcAAY/1H9TQ+En5+1\nYssiUpmikNUaoxT1DwuM0fycmyRyPOoJvJMk1u5OV2sDah/ERjylRSbD8IVq67gqZJbF41FOKG63\nNLEqzdqaMQbTkwDzADFGkTZgjAFkSpmVQhCCMYa80M3HUsf284wYg5eWZoejobIjP6xSSkfD6a3N\nCN+34zi9/2cEQujJ7xqm10O3YnNFc0g4smaOVcOACikJJjs73SJXtXqAXj/2ub/PvvyF6x5/0LLO\nEo6jZ/X7/shfXxt6/hoq2d6gOx5F00nD9600FYDQzEyz9yV7v1i79E+COdwo9VgrE0IjkfH+dDP0\nKhS40WAKJEFgzebfHO88SaUSQk2BIY8H731l8XZn4shfOEfHkI7cHrjKEUaAkNFCFbGRBQ2agPCt\nu5RBSzAKUQYIE6ci04kWudFaFwkilDeXxGhPpRNdplrkxigAMGDchTtZ0EQIi8mBlqVRAowBAOKE\nuOHQpZCfajnnT4qDPhDiPXiXe+85QEjsd/niLBjIr66Jg76cRs65FezYiDHs2CpJTV7QesU+eUzs\nd8utPbriQSdFDYGrLrE8YvuYWUpMby3WiVsDQIgwLUtjdHLzOZVHgAixfV3ERuSIcmL7YAymTItC\nRoNbB5dBS0DI6qyymaYcT4nv8qVZxCiyLTbbKta2aa3i3nuWtuqyOzBKE9/FnP0qfeyVcZBlUilj\n2bjItRDatkmn7WGMhNR+wGz05NrNjeFwis0ORVfWNxLKcJrK7Z1kd+O6Rmg4yIU0RaF6/TyPR1Jk\nrfqGa93sj64CePgr/0ugXKbjKE6zHAEimGFEy1JleeR4tNOpU0qajVYQVIUQr79+4+rVjdFo0mnO\nMkoBoelkirF54tdifq6vaiNGecCqoNDwChJSKqV7vZExpjPTmJ1tbvxX/uqzm42gPc9WYzEex0Ol\nCyHKmdnO8vKS33DAgOc5Suu1tb0oSjDG27/ZuPSPZl/5OzPFEISQxDAbeZRSaqFSF1mRU8zKshCZ\n0sqc/zvDN/xs/M0vD+/9sYIj632vrXzdC+3bHYgjfxEdrYCP3AbfAHn1Qw+PfuoLeiJ0kRitbr3x\nVekIwADArW+XvrJBzR2ZjIwSoKUuU0T5V67aIFQVKaKWLnMAIJanRUYrHZVPZdQDA0YLwJhwF3EO\nnmTtWffec/nVNdDKPnXMu3CndWKp3Nk3pZiDsWf3ioaXHa6JtoNsHWmFCNZprsZTZFvVb3ibihI2\n6qt2g1SDYmOXHHPZahtRaq3O6W0DvcRsF9jyECaYWkbmRuRg+1oJzGzqVTF3tSgBY2KHxAkxdxGz\n040XtcgRJgBgtCZ2gCmPP/8SOi75sTYQghBGjIrDPptre/ffzTpNsddDjCFKAIDUq6N24zOJ4x38\n4UmScI4Ho2JvP1tccG8dSWo1bWaR/b3UY19yKiZJZJqplRO+FDovdJLIstS93s6xY36Wqcm0LEs9\nGpXNpmzNtB1rUwjdH4l61RJSl0WJEKGEYWQYscbToecFxghKqTG6LIWQusiL7e0Dz+OXLq41N+9H\n3fONDw2t+TQMfEJgNJo2GvVHfy4ej3dr9e6r339KbbFCpsPhtGYUSmwAAIAASURBVN8bhRW30ai6\nnlWW0iz3qnazkndoHXng8cJlrQQM8n1Ha0kptSzuOJY2Jo4iBLD+M/Pxy9jiohPOx9N4HI9Cq6qN\nFqQQpgydqhI6iqIK4YRqxumNf9XpPLjvHstPfWd2z/cebTsfuW2OzgEf+bP2CytfwqN8+J42O1Uv\nL/b0NALQCBNdpDKbIEIxYUYJRChoiRAAGF3mRpWIUCOLr4w6kIUWmRE5GGNkCVqzsGU1jyGMi4Mb\nYLRRwmhFnQr1m6imScWxVpYAQbl9gDAJ3/ygc/4UzxO1vo0d68L2508v8W97I4OdvQfb8Um9Tzht\nqYl3sOnp/KH7Km9oT1bWn1uS3Z3aSnJpXScZn2myhQabqZJGqCES/T0zRdbpORMBYrYuEswsMFqX\nKa8vYcJUOlXZGFObulXMbFXEoFW+f0WXKfVqCGOEgIWdcrQrox4IxM92QMpbA4+NVN4958PHHpH9\nfrnXvXUg2EiFXdueX0oaSwPstHtr04Mp56TdsuNEDoZ5q+UBmKef7u3sZr5P40SurcVag1LGsojv\nUylNv18YAEKQ5xIhTZYpo41lYZvnQFYddjNJom6fUkopZRhjzhnjJMtTALBoU5vCsW1AaGfncGtr\nfzSauJ7NOe/92gr6/Plsy9r+SPXkD4wBNOe2VqYUpetb43FMCFn85ujMBxL73Gh9fZcIx8nqXhuV\npYqj3Dsd1fXc+CY1TOkYGTAz3zCo3Z/ZNlEKtjYP5hc6URTbFi8P+Zd+pDq9SZFGZV5gRGpBQxeQ\nFcnyd46iLVKkgoFNgIIGbDCygDscFPbvGDvLqWe95Xan4chfaEcFfOTP1H+5Y50i5rw0MArG72pr\ne1q8sI8wBTC3LpKkbgWM1rLEzDaqxNzRZWa0RJjqMkWAiB3oMgUlQSsjCpVNEELErbBKh/lNGQ/L\n8S4gZFQJCIVnHkcNQedD4nvhE4+I/Z4cTeuP3feGU/hH4t91r7x6nhy6B1vHG/rUqWAayf2DfDAs\nalW+RCbl5m6HpQ8s6Xffi5ZUr9gftFjuiNQXUa+y4JxbRZTS0Ce+p5NUjqZ0weUnWyi28SKVuyPq\nNzRLTCaJ7ct4oMsElCK2T5zAaKXyqRgfgNFa5MQOESbEqfJKJ9l8kVge8xZUMuGrbVNKsbXHZprB\no/fn6xvF1h4CQISYUoDW2OLI5cT3RlZjb6xfyxpLNfO8faZ6uAlgMDKf/sxhf1DUqlwps7uXIYSK\nQu/vZ8eOeWHIhiNRCi2FzjLFGVlYajGiKMPaQJHLLN63vXnLPcfZDCABgBnDlBKMMCFUSrl3sA2g\nXcfOczGdJNxizUYtCLzplxrJx0+CRq23TOsXssa9AlETRanrWpxzMMj3vV5vkGe5ZVtJkg+et9f+\n19O9j3UW31WUNLEsFoRu7eGsv54+/nPp+Q9Fp38gqp7UdkDSLHvl5auTadzp1GZnOlGcvPz+lUk6\nyXVcD1pVr56ksSmQa3n3/nR370qy83xZceo2daHEUkmNZAkFNbycyL3fd+/90H23Ow1H/qI7KuAj\nf3Z+ceUZx3IwEALUfaaXo3j8BovO+OLSmHBXZROEMCJUZRMAIJavRU7sQGURAkS9arZ7kfh16t8a\nDEwQJjIZ3Tp9ZDWXTZnx2mwx2PrKgEIARJh76h40VyJCau99e7G5SxtV5/zJv9N45o3m+uZGwlQp\n47TJyuPHfaVMr1dQhhnDhKLRSAipZ2ece++p3Xdv/cZanOeKEOQlo0UWtY43zuHDk36yXl11J/14\nb0ArgXN2BTDiZ0PDU5RyNIM0nULEEWEqHcmojy2XWD6mXIsUpFTpGMBQr2aUQMxmfkNMu7pIqFPR\nZVKsb7PFhoomyOL+g3frohT7Pb40l3z5NezYICTCGFtcp5nW0mjZjdAAh1+Ek5fMbOVw46pzInrt\n+mhUEoLrDb6+kWgNnku+8HQ/z9W5s5U4VlqZVtPSGgjBS8daYdWzHVuWeZHrNFNKa4enjgOWdT7P\neVFOKCVSyVt1WxSlbXMhZJbne7u9IPQX5jtpmr3wD930C7Nzb8/n3paf/9Hx1u94F/9Ja7Jtjr/T\nUIowJkIohEi1GgLA7u7hi79U5r99N2DjcHfrYx4eVcc3THKA06656/2KuUYpc+Xnwpf/ZueVX4IX\nfqc7uGre9v5jhOD1n5278m/9nYNdh7tM20VeykLPXoDH/sv+3DcNrMWi/7lK/4qSQjFtMcKpjUtZ\nCiFMCd9x7dT5H67d7jQcOXL0DvjIn4mfOPbR3CSZiVvRwkKwMust6ole/ZmNpF47+IYTIEn+B33c\nQaZnG62NKAAT4gQyHWlR3BoVjC1fixyUxMw2IgfKEaZGCQC4dVwYWb4q0q/cdZVHCBN75qSpJyT0\n1TTOLt6Q/WHw+IM/uHjjxDjd3MpLoaNIUIoX551ajV+5GlGKqxVsQnb9elQKPTfnvOGRpufRzz7V\nnU6FZeHhsPQ96rhkQV1p+fbZM5Vv2f6139xkCKtP3fE+oxSphkYp6PbtJ+bLvW00ppS46mZmpEAI\nIUwRYVrkWuQqi4wsseUiwnSZUrditCp665jZ2HJlOkaE6zWpnNRamUOuLbb3dZaDlABQbu3RWoXY\nXOcFYlRP4/zSTdqsYc/RcZrv7H/YepjI4L79y6rZemCuePnlG0rDTMe6cjVCAGHIjIFeLz91Mmi1\nLcehSSKuXNpvNoYrq5Vq3ZUitmzse9SyUBFfYy7xvCWUN9I0z9JcKU0ZC0M/ihIp1HgcMUobjUqW\nF3lRvvvnO9n+FNUShIxSpHrWbD8zHX+2eemnrHM/NtBagoG9/UNGSZKmL/+k332WnKgTmzlGGwXy\n8sdyMI5jfFzy8Ff3qncVGBsQpFtu99IDK7JPTB5/9tuEMy+j1/xpGjXvUehaFSmeqaT5zTtnPqCK\nwoqK7NX/eV5uVpsWGuf91CSOrZnmFrGRRt917Y7bnYYjR77iaAV85E/R+7/1zb/817/wr/9fv6CR\n8nGNIDpQe3U9m+nY9rjIZe3JUfRwtXjAL3f2dBihiJtcGlmI8b7dOWlEYcrMKIEw0SKXUQ8xi9fm\nZTIysmDV2eLwOiDEKm3ihCxsU7eikokuU0DA5hr2wgo9ZSPOiefYp46BUqzTvEOsq63dwaBIEmUM\n3HlHdX7euXEjRhh8n3oe7XbzOJGeRx99Y+vsmbAo9XQiCMXdboEx6nRsRvHqahD4NE3l65cmTjZd\nras5PJmpk53OaVOUtFFV07E4HNB6SNqW3JoaO8PSpU6F2J6WpZG5jPqgJbEDhDAinIXtsr+h84i4\nVcxsMBrbvuwNscfdCydlbyQP+6BUuXtAXCe/uk7rVdqsIYvTRrVY39FRgl2HNeuyP8Kc0XpF9kfr\nsT1Yvee5cU2sba009HgsxpNyZcX/y99+jGDs+7QodCXkCwt+Uaher0hSSblbb9ZsxxkPozRTSSo5\nx6AHnB9SVt/eyaeTmHFCCM7SPC9KrbVlWc1WJcsyraDVrhOCeGgIRQiR0SjuPKhwZo9e5fENq8x0\n/b4sTrLpJEmz3HWcg19b5sq1kVfIwhBBMGWEW+CixEK2OfiUP/N4wWrlax/J9q7GjFgr4XlCqJiQ\nfJ/lJAIDD39f5e5/0A3vyBbfnbXeHBeFSNNy88upfPIcKgnRjCCWqmkpBVLEKP3Xrt97uzNx5Mj/\n11EBH/nT8jd/9MKjJx6YvnBqYvojfRCb0TF6LoUIEMRmjCl2qMeUXfv4wd5DJrF62GbgGLWTGyXA\naKt13Bh1azsaYSKTgcqmvLGECNVlptIxq8zI6SFmNrZ8RBivz+s8kekYtKL10H/bHbhOSS0wWrOZ\n5q0FIm1WI0GPHVzMMtXtFQDwyEONvYN8MCwcm/oBjSJZCt1u26dWA9ejtk22ttMwZDs7GWN4YcFx\nHRoEtChUHMu19TiOVatlnTjuz+PpHXq7nR5AGB4av9w5xBYntqWTTEUTXCM485jfRpjqItZlrkWO\nCMfMQgiD0cTyomtfILZPwyYAQggbJVQWUV4nXrW8ug++Mbk2Q2mQ4PMzphTuPWfBGNkdiL0eogRh\npCYxILDPruQXb4jdAxIGRkpSCQ55q73xareXVyr87W+dAWP8gM50nCSRw1FZb3ntjo0QTeIymmYY\nE8chaZzt7GZ5rpQ2vk+lEM88V0YRrtZ8xkgUpWWqX37/ajbU6TMzYr1WuScmFDmuncYFJiClRoAP\nDgdh6M0/KvM9a/9Snlz2N/9T7erHxO4zqtwO4o+dkrueQwKtVSQm03xYpa0yFVoZwjEgQy26+n3D\nZz7Yzl9tOtTzUKgLU8qSEKK5MAJs49/303uEEruj3BnDOTs8HK99Idn+5yd8XQeBtVYUEwwEGZTp\n+AM3jz54PvI/lqMt6CN/8r7nu+/qdOz+oLgaPj/3jnTz9/2pKX1UuyKeb5H5iepnJqromssCpmxd\nqrs+tPPkz4Q4cElY6GGpX4lYZQZhYkQOcOtqSWy0YmGbejWVTowSiDAxOcCWR706EMqCJmaOURKM\nxtxxHztFQh8xaoSk1RD7rtg9sFaWsGPne7EQejgqKUGPvanV6xeDfmFbxA9oWeqi0CdXAs5xpcJO\nrlai2NSq5cFBhhBUQubY1LKw45Aoknmuo1h2ZuwwYNOpMAYYQ8uTK7Wbr896q584+YTsDVWS6qJE\nVYQdH7muWRdaFMYYI0uEKbZcQMgYjbkjpoe33gQDgFECEJbxgNhhcPwt2cWX5WGG9gikxnBJ7iKI\nUevYPHFsNY7K7QOdpEgRlWeqN8Eu0+lFORgBwK0vqBFnxpg/PqhXmfx7T3hamzRTtbqVZbJe49Op\nuPJ6//T51vGVBqVkZ2u8duNwf5c6Ng4COhyWUposUxbHDrsM1pLFWf9l+vLfOAnEcISnv79UGP+g\nzCrvzRAGKVW1Wi+KEkBRi7RbNWOklHr1x7Z7Y3v0JT1NRmVfuAdturc4mWRCCsyU4RJjYMYuC+G4\njiEaJOgUiUR99l1LJc7BSFv7iIN7LvHOpsUojZ5uYGmOf/cQY4IU8gNn0B8NhxEYw4RLhJ2rnCJm\nkAYJNvjfcfPk7c7EkSP/B45WwEf+JP3A99/zzNP/3hg4f66yt58NhyXrDPx8bjKA2Iwt5DBktdni\nZnmZKaeCW77nM0rplJx6Nrz/9dUr70N0ty8Jts8vmZ6Q8cAYhQg3Itcio2EbM6scbGFma5EDGEw5\nC9vE9nljmfoNAJBRn6927LvmkcVBa+xY1vI8IgQQxpyJg/5E8fGw6GTdu++qtlpWr18oBZUKUwqi\nSGAM586GALC06BWlvnZttLWVTqbCtkmtygHAsjDG2HHwZCq0NpWQGzCnT4ac44PDoj8oKUH26LDR\ncs6JrYtDx2Q5tm1SDUndIk4dL+ni9Q2jFWYcM+fWoWdi+yoZAwJW6SBEjJagJCBkNZdVOpbDPmgF\nAkArnWaIUtKyoLDk1Um+uSl3+sgh+oaRV3PdLXBZkXKg4gmtV3ScGKnUNJa9YVaC9YHvqVbYQrZX\nrfLBoDTadGZcSnFZqp3tqFKlrY5jjNndTXq9olbj9Rp3HDIYFkJohND8rL2ykpdyNRuag09UpBHU\nMJ9Uw/PF3Nck9QsZQqhVn+kPuoQwx+FClEEQSCUxxmWpdz7hrl3by0Rqgdsmi8VUGg0P/fKBfzoN\n7or8uyfDZzxAxhjQBZSJ1KCdgJcoY2BTTEGhua+N7/8XPXKmu/IeNXrBqtyZ3fl3x3kuMaaebUkF\n/d7YdS3UrQ2/GACANhoBAoC/cuPs7Y7FkSP/x44K+MifjPd967knP/3vjIEL99cXF7wXXhwKacDA\nNBL1M/30xrwUhiMHABpsxiOVXCUO+GkZM4vW3aY7tYq9gby4WX9ZjN5XD84v59t9qJYwAUy5ysZG\nSbu9ostMp1Ni+zqPAYCGHWK5LOxQt5KsP0+8wNix+5aT2GKIYDDGWlmyji/I0YQ2qjrJdJIZpQ6l\ne18zvnOZJInKC+26REmIYymEXlxwy1J3OrZSZnc33d3NSqFbLWumY1sWsS1SCu04pNcvJhNRrXCl\nTadtV0J+2M0PDnPbwisrQRTL1mg7nHb3VTBx6rQaYNepvvstuENk1M9v3jSxol4dEQYACFPMLJWM\nqF9HmBqtwBgjcswdXpsX432VTwGMLtJbbY0SinLbDKW4PI6fecFEgjQ8s4XAKMxdnWeyN0SlA7ww\nZQkEy+4AAJw7T9mnj1+rnlrO99xoIKVW2mSpXFwODWDHRnFU+gFjxGSZ1MakqVpZrbQ7ju1aRSYx\nAj9grq2zrFTZ/N0/JHu/M1+tBmd+fN9eSs99v6CUWjbHCEVx5DjMtm1GWRTHeS4AjO/74uR6/0uO\nNWlw6YLEpJm/49Pd2gqqnVPBqbx6VmPbTF8MpFSUEcdzsG0EKm3sgkailITiB355R0pZrwdSiYX3\nxPNvL8fjNE2zatUFBElSVCre4Knw4j9pUsQAkDQlgPlrN++53ck4cuT/p6MCPvLf6/3fe/fN6x92\nHLKzk7Wa1tZ2OhyVQmgpjAEkhR6PxXHrnDNcGetuZuI73DeWpkAaIUBj1SeUVK1mJtKx7KG9SXNS\nm7FX2h8+2H5nyjFoxcDWajRlQZO4VZ1NjFHEclUeg1FW8xiinHg1jSNjlcaL7QcWSDVEFtdxQmsV\nWq+Iw759+oRJc3E4AITUYAIIdu574o74ajaMXZfYNu31CiF1o24BgsUFVwizu5t1u7nS0GrZhCAh\ntGURTLBtk8PDfDQqlxY9AAgCSikaDIqtnXR+zmk0rOGwdBziOnQwLE/q/bFxZKM945SxUys2tsvd\nQwABgeRoiTiBkQV1qzLqqyKhQRO0MrIAJY3RLGgaKWTUQ8zO968iyjGzEaGYOagkepIaJYwScjIi\n1IcCgzFGFkaWJpOoZCYpwAed56o3xp7D59omL4jvPXPgta582UiJCfZcopTpzM5iyITUo0EOBhYX\nfEIwISCltly31aZBGPa6EcbI862yZLXFU812/dQHRie/J+aLaeMOBcYwzoyG/mCgtU6SzLI5pZRz\n7nk255RgYgBOfYtceJOZfUeiV/baP3DdDSzPsyllhBKEUHAmY4QevICKMtMKECBkiBJKFprZNId0\n75N+527g9ZIyjAAbg6MortV8hJCa2E5gpJKVk/rs92cnvy+q3lm8++fect//PHe7w3HkyP+Zo3fA\nf0H90Afvnek4r70+/sKuiyzuPXg3KHX1n/3b/+tP+JEfui9JZH9Q5LkmBN17T00Kff1GVKtbUSTn\n5pwwYNs7qW2T0ag0KxfhykwVtwBQt9xOZeSSYKqHFjgikzGeUgfZxj5L7vdRNf90vpbsn/k45QP3\n9e9zis1N2CT2zEltJWYEmHuqyDDh2KshZiFMgJToVE6mBPshazcQZ6YUYAAHvhxOaKuOKNV5jl0b\nW5YRAls8mZb/Lr7/f7Ke1AquXp0iBPUaJxTZFuEM9/vZYTc3xjgOZRQBAtuinOP5eXdjI7YscvaM\n0+sX83MuwtDt5nt7WRiyMGSjkYhiWZZqMhFxLAlBT5BXi/7m6gn3X+7XZ/tXXp8I7Fr22RMUzdBV\nL/71HATWRYIwIU5oaKnyWCUjVp8nbhVhIjAFACPLr1wNZgzmdrZ7iYVtROhXziztxcQyiHIABBhj\ny9UiMwclHtuSDow0+JhtlNJFmV/fLG5ufrr64LvGX4rtakMqrfTv79NK4XfKfllqrU0QsMUFN4rY\n/kG6szm8tfE+N+sKqaXCrVZO6MDAIphsOs2kEtSxhFDTKDEGGw1pWnieDdpoJTEhWhspFWNQbzjG\nmMnMQaNandb7aZJ3u/1qNZi+5KrMqb1xYow6+4O5Mfj6r7ilylUpmbGkFq7vlCjTQque9/R3u8TV\nb//MDmZGa1OrhZSiLBXPPLG68tf35v7S0BhFCEgpZt/99tudsCNH/v87KuC/QH70Qw9cujyxOEEI\ntAHbJo8/1naeH1y5Mdx5HoVvfcOdP/v3+r/y2/uvvP5/8pAf+9ELw2ExGJaBTynFlGIw+uZazDm+\n5+5qkqqbN6N22x6Py8UF1/dpliuEUV8crDyxlj316Fr56nrx+jF2DgGmQJebq3meR3JUoQ1quGeq\nGCjYYt6sNC7OJMVUPtlPdq3N995FnWo5ikhkA2Z6QiUtnOZZoyV4htxLVIJJNWSzbWRxRIkcTRBn\n2OamKMGYcnNX56XsjUBrUq+wuTZ27C4//jHx5tPPftyyyOKiK4WmBLVaFrfwwWEupQ4C5jgEYRQG\nLM/VtesRZziKJMZoOCpbLbvdtre2k4OD3HFoELA0VeNxySiKIp1mSkgzM+Moqe++26rXyPfd/Oze\neHuHnCnuv4OEvuyPis2B9Ya55PcuaZFZzeOYOdoYXSRGS+pUACFjDMIElCReDTPHiAIxuxzuIEyM\n0WAMAGKV2Xz/CoRtbHnEDvCtkQ9KAcZi1NWyoE6V0Cpt1k1Ryu6AhP7aOP55/2vPO/qXzEmCGpjy\nQE1/ZPqRlp6IEvb20qUlX0gNgHq9otcvf+auH31fuP5CXnvn5d863ZjOzj9FrYP9vUVMSBA4UZz0\nuqO8KOv1sFqp1RtVm7M0z7VinPqFGmqlGHcAkVKLPBeHh32tNCC8t9sb/osHo5c8Qsl9P22qD0KW\nZac/IFe/d3zxF5y1/xBihnlAEjOpoBqUPMpjhzlQ4jhO3ZBCZgMXBgCwdO/rja6Rdte251KMkcOO\n2vfIVwdkjLndP8ORP11n/vYHq89/LkDFqZOBY5OLlyaOQwwAGDh3rvLEW2c+/J83rl2PxqyivuZr\nsteuFms7oJTqlQc3X/vfH/K//fjDRaHSVMWxVMpEkShLbdnkkYcaX35xGEUyy9Tdd1Vdl3zxS/3F\nBbda5YTA3Jzz2usTrYyQZnbGppvn919stchiSOqz3tJOtN7hi5rIcTE47d/HlB2XE2OLTnWuFKWr\nKxuTq7vFTQHFwQeW+M34hXd3xdbQYGn6iq6EZo1Djuj9DpCy3OsR3yGVAAhR0xiE5McXiOcAQqYU\ncjjWWVGsbZPQZ50mqQaIM2zxYmP37vWnHqv3w5BhBDMzTqtprW3Ee7tZtcqrVVYUOggYQnDl6vT4\nMa9atUajohSaElSrcdsmV69Oh6Py3NmK55HpVE4jMRmLJJVKmXbbti1MCJqfd7NMrm8ku7vZ1G+e\nrIt/Xn2fznLsOmoSpS9eMnvAvI46zKEuimu72HK9Y/erbKLLXMYDo6UY7gLGvL6AuYMIy3ZeD04/\nVo72jCyw5WU7rxutqFfjjUVAWBfJrRHIZX8LMcuqL9rnVu13dkTvQE1jnebI5tbxRVLxdVYgSmgt\nRJzPqcEPRR8LISMEhQGr1e2rV8efmc5/tPIWEnj2wooy8alrn/+W6LN3nHQsjkfRiWrr4X5/0j0c\nGmNa7SpjdGGho7XhnFLURMABCm1iZTKGqQGa5PFgMD7YH964sdtohFs/8rAoZY10LI8xyt72+bVS\nlUVeEoKllPFArX/U2fhNv+F0kKRY0ELmuU4tZhNNObdYTb3zD/dKkxkDxiApFaHAKWX4sdsduCNH\n/q86egf859O/+Xd/+z/++k/+y5/9R7/xG//67IOLl/PaaD+yRVqt8nbb7vULzrCQZnc3fctbOnec\nr+ztZUlvKrb34Nw5bHM1nuKQ/bOf+/mf+sl//Rsr1j/7N7+wr8M9XSkkwtPpwWGeMeegtTKaSoPw\n1fe8f/vGaKDsizsmx/Z07kR8beuB++rTSI7HwmgYDMswYNNIZmtz7eKshZxcJ3P+8bSMbW6P8n4N\nd2poxrYtE5TTbEylTQzDNuqmOxzbx6zzSy863s0ybmvsMD931UMdbFv0uOc8dpw2A9EdIIRw4GPO\nESVGSNas0UYVAEwp5WgCGMveEBFirS4jm4OQOi90nIrDXre58mBz6qm8XrdmOvZwVI7GJaXo1j0V\nxoAB0+3lC/Pu2bMVIXSea85xGLAklRub6d5exjk5fszLMhVFcjoV/UGxMO/edWd1OCgch1arfDgs\n+/0iimUQ0MWKZlgvwOhYtDGcyGmidZp5j5/HcwQ8ZWhB6o41t4SFB5jIqAdGG6N0HgPG5Wg3PPsE\n9WqYuUbmKp1gahHLk8lATA9ZZYZ6dTAGtDJGy6hntGJBk1XalLbUQQz1QueFyQsSBv6FO1mnaYrS\nZLmaJshiadC8aS9eyC72tUfL7OAwu574/8F7h0lzUwox6Bqle7SeUte9eVkKXatMN248c/H13Shh\nnZm67ztzs23H8jDFWiuMSwQ+gI0QJQhpU0qjbFofDPv7+4M8LxqNyhP/m3f5P+IkT2zLPvbNaeuN\nCcbYgJZSa424y5JhuftHnAhuFGitOLGoQ7TRjmtTjk2Gu781u/RtEVCttcIEMAKLvvl2J+/Ikf8b\njgr4z5u1rd856L5aFCW3Km9586yB4OXf+9I731Tdfst7rz15aaMIjy05+dxyvnVgO9QYeOqp7tvf\nNrO06B0e5nl/Wtu/ad9/56lKvrtf0EYVByz67LPF69ulnhknkz4OD9qr0cLqtNIpDc1K2OiZ+Esv\nhU88rKYxINTdjUrmFnfd0/vCq77P9g8yxvDMjH1wmBOCZG13OjKhWGiShYN008GBA74DgQUOw7yX\n7+U6XW6sEsIwQ3mRFWVRs9sV1ihNnqtk9lW29DRd/rLDFmYWnwLUqcDZWe0QFaXYsTBniFKQCluc\nL80ihMCAjmIjtZpMjTas3bDPrrBWo9w5QAjKrX0jtXP+5DU696i+0mxa/UFxcy0WpfFcmhfK9xlC\nqNHgzYY1O+NMp2IyEY26u7Do1WpsGsnRuGy3rPe8e8GyyKVL0ziR47GgFFk2uXVt1sK8u7jo5rlO\nU+k6pN2ytTGEIDcdT9f27yW7J5pm/eyjmDNEKLJApxGZDciciyuuTnI1jeF/fwGMid1epW6lHG6X\n/Q1dxEaWxigwRhcJ8xus0qFeDWGCqKWyiUrHgJBVX2BhBxGixqkppIIJwojNd8AYvjBD23Wx19NZ\nbooS++5IsA1V/93xidpg+7Ws8Z9b78E213mhRhOdF6A0bdX37E4+yTvjrclUXrseiXK8PD9o1bZs\nJ1CmMplOK76vQSptCFYIFICtNUcoJxgXKppOi35/dGJlLghcKVXz6/q1hyNnNbrjB0pGKSHEsd00\nLfO89H07WNLpAR5cgsf/cze8N66ek8mlkBFWFGUWFyJTYoqZY4KTWWGy0H07I8dvd/iOHPm/56iA\n/1zpDv/I85zxeFoKWasFzGrdcdd5yw6z3tZfO7n75nu83//i9PJG2YOgX51Xu/uhi4yBp57qfdO3\nLt13b319PZ5MxYo6WPDKO+fMlY0CVStgNG1VrDvnks9d1l0hRgcAgAihrTqbbRshTF6kL12yTiyy\n2Va5uacLocaT9Py9l148XAxkksq5WfcNjzReeXViDKjGXtb127AsQWqjQtS0iIMxifWI2phJJ45i\nles4iVVhYjXCmgIYv25jyWasxZDUfVxdeslqblhzny7oywc40+IdK7RewZ57zI4nyOHzHcwoYGKk\nMnlhpNRpjm1OQh9zpqcxECx7I1MK59wqYjQX6D31bVOUm1sJQigMmTYm8BkADIal71PG8GQi8lxV\nQtbp2FLi6zfGh91cSXP8uJ9m8uKliVZGSoMxqtUs2yZBQBcW3NkZZ3MruXot8ny6MO92u8VkKubn\n3CtXJp2O8/BDjRZEb0peQZRu8FnZG2LPJdUQO0zTWFtDs4OBG1RXOLSwcABhhLCMhyqbglEIYTDG\naIkpY9VZXlsQo13MXSMLOT0ArVmlzcIODZq6SI3IVD8DXpBOaC3N6WkMWoPSiFE1nrJ2wyhlSrHf\nlwLwQevkS85pow0QIvsjNYkAwEgJCGHb2ix9liefjE8cjzbabdtxaBiyTnMMEDj2ATGXe6N6GAQa\nVJSMNrevr61fi9IkL0ql9HSSzi90ms3KeByNhsnKyjKvSv9EGU1T27YJocYgz7PyPNNau66z/FZ0\n5v0Z8kv/mKrele/9oQdTWyRaG4UAI4OHz7pI06UnHrzdyTty5L/FUQH/+XFz47fD0J9M4jQtLM4J\nwQAmz4t3fd0j5++897NPTbzKyXsWBjuvbQ4jrSZRbFUOeSuzgpqaPv3F3qOPdR55uHnzZryxmTgu\nIQQ9dIpurEdlWNdpLnYO/MfvKQ+3uFmU+9Oyu1Vu7MrRRCcZGIMwLrf3AWPvwp3FjU2QSkVJ8PiD\na6/u535d9gaMkZUT3vpGgjEk1ZsHB0WHLHuoIqFEgCUuKWJSStv4DPNC5ZZlhXVfqBI0EqaYxhNf\n16i2OLFt5J07djJOcm003YlnvqROPlf98b/60Xfu/9HZ3quq3pzx9YHV9qAscokI0UkGCBHPWdb9\nu9FOOzvc1RWx18WujSxupEKEeCqFjS0pjedSxrAxhlLc6xdC6E7bzjIlhJ7p2PW6Fcfi4qXhzbWY\nEnz//XUh9N5erpQZT4RSplbjnkc9l7aadrtlxbFc20ikMK22PR6VQuo3P9a5dmMahuzuO6v7B7nF\niWXhVTisHqznAiWn7+KLMzrLdZoBAJljWsWoRtixEIRxzp00Y21EoYsYEEEYw61bK7lDw7ZKJ/n+\nVerVtCh0HgOmvDbPgiYAGFkiRFQ2MTnw8y0wWsepKYUpShJ4rN1Q00h2hzrPdZqTSpBaAWgNAPmV\nm6o/AkK+MgDRgOgO+PzMlS4dxsYLrct08U6r1+nYAIDMjsUGw2F30D/QxUuV8Nr+rjo82BRF1/ek\n5TQqQUVI0WpXrl3d2t7utjuN2dm6bXOldBxnaZpXKiECwEQ7rlvm0hhDGeGMY0zKUlz6l0HvGY40\ntriFgGilkUGG6sf/89HC98hXq6MC/vPgC0//G6E2AKF+b2zZvCzLshBZXszNtQklWqEkzb7uXW94\n6vOvzC2e/sZ3k/UXN0WhMuA6ybJp3jMB1+XLzx8+cKH52KPtvb300qUJxsgAPHzenlzeEs2OtNzi\n+qZ34c6iu6byoe2dNXbm3n2m3NozUmHbAmPkXjd86yPBow9kl27I4UTu96rf8Lbxi9d6vLE+pm46\naTWtbq/Q2tjH97a20jZZclF1qPbBYAcCbDA2BAApUkol0zShmoNBQgkMhBLKOMOaMGpNk+TU8cWK\n1ebK09J4PYMvtZffdXk0Ks+rrUfMjW8Uzy1ON8/HVx/uP7dDmmnYQoT8XfoHX3dsGu7ceOmGjAU+\ndswPII8Up7WwIwbN4SbnOAiYZWHLIkWpRamXl73jx/xur7BtHASsKPX2bjYYFIzh06crzQafTERZ\nailNHItKyBt1CyHke3Ruzun3yxs3I63NsWMe5xgAzXScV18dZ7k6f7YaJ+LW54/TqRhPRNEdvWUh\nGp59YOQ2QBsdxYCJLlKtUlL1EGfsWI3f0Uxe+rLOY1AEYYIoRwYAoVvjhEFLYvki6iLKjRIsbLOw\nSf26LlPQWoscOYClCyUyQYkINqVQSYoo1UkmeyMdp2o4IaHHGlUdJ6YoRXeQX7yBOHPOruhpzOY7\nsj9ClMjeML+24T1wx3pk76lwro4OcK3Y2I1judaHdJyNRsPJJNrdmUbjm4E3bNYiix2EzrXNzW4l\nGFy5Vm5uHJalPHfuuGVRzmmWlWtre3lWzs61bJshRLI0930PkJFCSqmMNnsfaV77VQeQYYTLUlFl\nAQJE4ZsvLt3u8B058t/uqIC/6kXZU3lerq4e29zcT9MMAEVRkqZ54HuNRnU8jqaTuFIJplH00P13\nv/rCut84HVRa/a3Lcyy1GOTEFkIPCtZT3u6ru+/8mtmHH27t7qRXr0Xzc861GzEhqAOTBRjbdf/w\n0p5z1xkwkO9cZ6wNLmDO1GiCKMWMAiHp868iSv2H7wGty6394uYWQqCLUgDdKMOKh+1OPTkcp6lq\nnh1sb4o2WWTIElBYyOHIKUw21l1GuEM9CkxpTYAKlFNMlZJClw5zKSbSSCVQoXKCqZIyUdFg3QrF\nibPvHSVxLIVRylRMYqcTXOTn8MGsHLzJ21u2k+2d9MrVaLbofejN5aP+3mk4MIxJL3C7OzPxbrtt\nux4lBAlholgwThYWXM6JkoYxnKZqOCyHg4JbeHnJW1zwppGKotKySK3Gw4C1Ww7GiDHke0xJc+Xq\n1BhoNixCEKXYdcnWVjqZlufOVDBGewcZAhRFYjAsk0TOzToXHqg/JK69YhYrhxsjq44AdFaYUrB2\nAwBoPZSH/fTiJX6yQxtVWq9AShDGiFrECQEhFGjSsMv9QyMLwhwaNKjfMFobWSJCDU3ICYKJa0CR\nBQ4AOslgooEZZHGQSkeJEZLWKmo40VGik6y4vqGmMWvVASHn/CqiRBwOEEJiv6eTjC/Oif0uouRS\n7fznL8ov7rgfM/dczmonxjeGOY2G6WhUBgGrhOzSlYkU5uAwN2o46O0Nh4WGcGGhPTPbyLKi1xt1\nD4fDwXR5edZ1ucWtLCttmyOsCSFFURZFKYRcfCOZvG6P1hQqiFSKYxuo+abXF293+I4c+e9yVMBf\n3X7vW19b+vqkWguzLB8NJ2lWpElm2dbsXBtjBACD4bjeqGhtPvU31As/Ye88Jybz15rNiuOEgTux\nQDQgSa1AUEsUaqOP9i8frBwPHnyoORoVL740PnHcF0IbAIwh0NlyUIrL1/OV06QW5DtrtFEhoY8Q\nYp1GsbbjP3g3Iji7fFPsHAZveQgRUm7tIU4BwOSFKcqDwum5nWjm2HAkyGRUP3vY22TH6R2xGU/N\n0EZebpKRPvBQlRuHaiszkcA5RZSDrY3Wt67214oAy8ucAjt9vNmqdvrjUari+ObcQz961bbD6WSS\npAoA8kJhjAJuTrjJapDluV5bS7SGu854FQ/lUUHKfDHaejB+vdbf7nTsaoWdO1spS93t5ZzhY8ue\nKHUUyZWVoFrlW9tpNBWY4JmOPdNxAMHhYbaxmXS7OaHIcymlmDGyciJoNPjWdpoXam7W8X1mWdi2\nycFhnqSq03E8l/b6he+zLFNpprJMLS95Fx5s5bk0Up1Yf+4etP2wu78+5fc53d3GqtGaNmsIIXHQ\nU9PIf+xe5/7j4BvoUuQhyurUr2uRk1MUtbDYGMjJwJ45SWtV+rADROIKAV/gZUwWXdQyqKGJG6qd\nVO0U+qoBjeRLOdSkHA6J7+qiBCnBGNEbqkmEGCOegwNP50W5uYtdRxz25WCMECo390xWkNAXB73k\n2VdK23cfvDuyq3ul9xpaXI1uGgOOQzY2U0KQVmAMpKlKM0XQyPO948c8yluDwfjwYCClPnlq6dix\nBa1NlhauZwHSCAHGyLZdYyDPS8bo0rvy0YtOvmMhg7/l6tLZD4a3O3xHjvz3Oirgr2L/6cKrd/5Q\nXjmllNLbOwdCyqIoGaPooPHcD8xOv1zd2jycrpOZVvvD3zYio2rD7tT1PM8qnUfzyTRbWV1aPnZ8\nNNj1yqguJ11WR4Cu72s1HF+40HjoodbBfvbyq+N63TLGGECuQzjHShmcxOaNb0KM5ZduyOEEARQ3\nt7wLdybPvkwqgX1isdzeS1+67D10l31iKb+6hjhDmICQpijVNA7ueyB486O7r60no7Rz5/p4I7Sx\nh4EIyAGQAe0gvzCZjRwJZaoiYhhFnCELAy5RVprCQg5CSEkdpQVlTpzGI9GNxcRpwPGHR9iU40k5\nmQpKsG0TQlClwpQy/X4Rx9K2SeBTpYzr0mrIAcFgWFQqLAgYQmhvP1tfj5WCM2dCxya9QTkzYyNA\nm1vJYTdHgGo1fuyYxzkZj8ut7WQ0KltNe3nJm0SSEjQ359Va4c7mZG8/m52xPY9hDBih/f08TuT8\nnHviuBfFUilj2yTLVJarpUX3oTfMpXEhhT44zIUwFZ/gJD6ZbDzYSday4AwfDu54CGGMGCWBh22u\n48yIEs0ZNhOQqI1bGHcMmkMACohxLqzaZxbZ+RACCW5OFm0IFfIoIARSkMBHBS2fG5quAiC6W5pU\nyf0BLirsbFVPY1NKI6UajI2Q2HMx52y+o8fTW0eYZG+EMAZCECWIEcRpdvG6zgo+0wQh5Xg6shuj\niSSMvHEhm59zRal9ny7Mu4Sg6VTmuTIGOB3Vwt7+odnYiMbjeGGhHYZelmWcM4R1nmeEoJf+Xm3u\niRIjzDkHMEoJpfTiu5P4lfA9nzl1u5N35MifjKMC/qr0Hx98+YX/cPOdvy46D6o0zfd2e7u7h/Pz\nHUoJRmi8Dgef573uOL3m0xvLe3/gKK1a3iyzGEYkPcCb+9sLF/ji8vLK6ok0c7qHA87EHInrOO1Z\nzUsb5eHVw3PnKidPh5//fNe2ie8xzrABKAvtOsQkqdnZRW9/K2vVipvbpiz9Nz2QvnzZe+BOsddV\n09h/5F5x0EtfuWKfPu6/8f784nUwBjGCLa7Gk+za9eoTb6l+zdsGl26sbeXdU/tsR2tQmYkVqBDX\nKOKb8tI8OdnTOy7yDWgEmCCqiNBIcmwRYBgjZlNTkkk28mwfA8GK3ngyqM1Nm2eHUSSiSFKKOMP1\nOicYjSdiMCgtGy8veUkiMUbNplWpcCk1ACIENeoWJqjbK5Qy999Xm511h6Nybs5hFF28POn3C4JR\no8FtixgNUpluN88yVany48fD0Si3OLY4CQLaPYj29rPZGce2ie9RxvBwVB5282bDvvuumtaQpFJr\niCLZHxR33VmvVVn3MKnXLM7xcFRSijGGstQIQ5yos3LnQn3CQpdMxstuNkuifusEn+/oLCO+Z51a\nsB5ro1mDagghpPOCNH3nnpP+o2f5TEMMB0ZKU0rAGDEKUiJCSOCp/URvlJjZYL4y+EFHgqImTMEE\nmZFS7Pd0mhPPQRY3WiNMxEGPtRti91AnGa1VsMWxY5FaBTuW6o8wZ2yubUoJCHScgtLdE/fM+yU/\n3MsyVa1yrWH/IC9KRSlCGC0teq5D0mjTZtt33ftEq91KkjTPilotcCynlKWeWP/1b4zQayfmvz4G\nMNyCOM6UUoyRs3/p4dsdviNH/sQcFfBXn39x5o9mLpg3/eK4Pu9IqdfXdnq9YbUarqwuY4wv/qJ9\n8ZcYruV2FcJylhNrkB0yxB3mTbNRrMaD8rAxPHvsVFu3+0HoVSp+r5+lycS2NCWooafIsrr7yY0r\nowcvNB9+pPWpP953HCqlEcIQgmpVXqtxEyf6xZflG97El2aLm9vl5l7wloeyV6/SegW0zi5et0+f\nUKNpfm0DYRy+7Q1qPJW9EQAgggFM9PSzNAhnfvj92bWr8dr+/vJk6dxLauM4ApxB3Fe7qZkokB6u\nIMAAsK/WNNLEMGyo1AIjAsQANb7nC1SARIFVKQtRRe1X/tily5uIS8uTrkvDkFmcTKay2yu0MXfe\nUb31PZRSRkrjOMRxqO9SQnAcS60NAsQYxgQNR0UYMqXM9nY6HgnHJe22Valw36ec4e3tdDAoKcMr\nJ/yi0K2mPz9nY4J2d9MkUe22U6/bGENRqixXWaZaLee++5t5JsbjUkgDAJSi5WVv+FvvXv9Ca+/J\nU9UHbsSJtG3iukQrYBQ5DnUcUqkwxvDsYO3E+MZjlYOFdNdrhW+3bz6qrqy3z9cCHGVGJymyOOIM\nDPCZFgk9OtMGWYrBGFFq8gIxijAyWpNqCAByb2i6CFMLAIyWuswADOaOGqbAS8ClvBYhl2DXQgTT\nWogdG7u2nsZyOKaNKm1UWbNGm3U219ZRIvtjvjRLAh/ZHLRBBPOlWefMief37RPXn9YGRKlHo1Ip\ns7jgLi54x5Zd2yL9QaGUWVx0Zzp70pxRCur1mmefwsi2LFmg/Nr0VfT02cHTzuzXjSimjuNobWrB\nO253+I4c+ZN0VMBfZV585ddqZ/Xpv1oEoRdF0fVrW1KqIHCbZOnTfyWMX67tf4HkInvHh5PV96q8\nuVs7hVhgcL+Ry3RQHGIgxsAJ5w68sdB478729uGbHr33YL83jZAxptmASkAalkBKdbvFl18Y3H9f\n/fE3t//g9/fDkNVqfDoVGKMwZO2WJXMpv/TsB5+AVxYfSS9eFwd9vjCjJhGmlDaq6Zdfcy/cqQYT\nsb2vi8J/6G4AEL0h4gwxBkqnr72evvz6iX/50waXyZdf27Y6m6fGdzzy7Lgr85gKU2yrKzby6riz\nLl9XICgwF/kEEWGKserZtu0gP0tTbKjRoI2URgzlQWKmVz/V3v/YQ4989257AREMgGA8FoziE8d9\n1yUWJ+22ZdvUskmtxudmAz/wGcPGKKVMo86XlrzJRDCG2zOhVLC/l2gDtSp3HFqr8WqFD0fF/kHu\n+/T4Mc91SK3uzM7UDg4SY9R4IhAC36euyxGGIldZpmyb3HFnU0qdJkJKY7SxbXLqbD0M2ad/+B0P\n/OC6Vy2tpd1n/9Vd6cZM557e3nMdMax+/ke+8fx9ttldtpb38lzPztiUomqFnTH79bRfo8W31Na8\nrRvHn/nETuV4WWkQ36ONKg48kxdqONGlcJfmdZqRegUZY5RGFkcY00YVBRQzqg5LQNiIHDGLuBUE\nSGVTfSjFxkAdptQOcYshSmmjhjA2Sou9LiDEl+dorUJ8l1R8PY1lf0RCj1QCUq1gzgEh7Fi0VtFx\nSg4P7o0vc06iWGoNKyeCIGT1hnXrtTfnuFrhjGMwxubrlntBlKVtSQBHab27e+DMyKVz4dZvVKev\n+nPvjigijvX47Q7fkSN/wo4K+KvGrz7wwvVrzzTvFY0V5vtumua93mQ6iX3fta6dfvrHPJHp6EBy\nyl0c3P2DcmenR2q5vRIvPEz3Pl7Zjm6GvO6TWpU2pBFM29X3bsRxGoa+0mrQnyQpdGZXZ9vTapVb\nHDOONzeTi5cmd99de+zxmU98YmduzrEtIpWpVjlnGGGgFD3zhcNvPh1dXnoou3RDZzl2bD2NEaVs\nriO29/nCrE5Tsd/XcYpdWw7GxHcRQohSbFuy1+/96n9qfsc3V975WPzMi2L/8FKXhau9zp1X/DvW\nZ+/rXUte6/ZzjmwMJDXTxEwQEI2UgNIIhARNVaxBcm4hZpDBju1hRW3kYiDrH7lw5q89lyRqOCop\nQZ2O3WxYM/NuUDnFaOL5DMCkqbSswAlO+WHNsSKEYPrK8dmzKWc4jmUSl6NhoY1xHYIQAEAYsLI0\ne3sZAjhx3LcsggnitjUeTzm3F5aatq13nlzxFgcIGaPRrX+4RsOyLRxNCymNVMb32exSG0QRReXi\nwwfHn+jO3jNOJ/DKP3zP+LWFcu342kcubH9muUY64y/c0316JTi5339xsXrmMAzZ/JwHBoTQKytB\nksi9a12lzAPt9FrtjOAOokSOplAKneWmLA1CmDO2OKOGY1Da5IURUg7GmHOYYt3VCLRKxtRvYMpU\nHiMAMTkQwx7zG1j5hhZ0NkQIAUKqP5T9kXPuJK1XMWdGax1nsjsAY7DnYtfBjo0thijFrq2iRA2n\nUKn85eYNSsDieG7OqdX44pLvhwFomSSy1bIYw1oDwQBGa3zecW0Cx3NxqFQudW7ZrHGnsmaLG7/q\n3v3D9yA4+uD5yJ9DRwX81eHf3fMlgqkzXDz1V1OE0HAwGQ0jy2KM062fn9/+LzUFMhGR1rJmtT0a\nzH17r98beZ5DCd54dbL+KVW1mhXWpJha2A1O5+d+6bXpNHFc62C/X29UD/YHWhvXtRBdmJk9Ntue\nIIAkVfsH2Y3r0flzlXe9a/7DH96oVrjnUULQrTEenBMp9KuvDN9xLF5bfTi/fBOU5vMd2R8BIdaJ\nJTUY+W+4TydZsb4NAPbKcrl7iBhFCCGMwYDRevKpp+xTK3Pv/6Hp80/L3vAw51uNk5Xh7v5Byqt5\nz3+1vlTOlnduJmtj3Rvpw8KkHbJ8U76CsKngZirjUmcWtkEQSmkJWcOeIUApYjsfu/Dafz7VeOTK\n3DKuVa0sU0kkgiCl9hy3je8T1yUEE8JCAMptWQ3RJ977ncRYxx7fC3zWH9y6TtKbmbFtm3ouzTK5\nt58pZebnHSk054QzvLcXuQ6t1Xi/l3uelb5y6sq/f7D1+OtZqiybBCGzLaI1pKlUSmsDYciVKPuD\nnDFcX04pgzwnlgO61xlerY937FRHC85qpzKfFok28uZnZ8avLQ6fPrP18XvOvO9StWohMHv7WZrK\nY8cqZ04Fs57ge1uvhedINQRtdJYbIcEY4rt8cRYA6TjVaY5DD4Qodw/BGPAN7DoyGqgixtwxstBF\nYrRS6diUmb/6MOaOnib0eIAsqpOMNqrYtr4y6lEqQEhPYzWOiOcgzjBnoBQgxGaaJPRBaaMVrVff\n1Bwu+WWtxi0LU4Ztjm0HuYFXa1RBF4wRzgnGiHNi2TmBUwBDQuYxprZnbIeDAf9k9uCPPnS7w3fk\nyJ+WowL+6nD/Dyxe/KV+JfTOfm9x7ermdJp4vhPi5hf/p0q65mqQUpdamwppMmRhhqp356SWcovF\ncZajyG9jemNp9cd2lp/A575bdt53GEXp9vbh/MJMvzdqtard7qgs5exMw/Us1wtyMZPl2LGmQuh+\nv1hfj8+cCt71tXO/9dHtdsvmDFOK8kIXhdIaklQNuum33G+eOI+feq00RQEY6yTTSercdTp9+ZJ7\n12lsW/nVdRUnwWMXys09MAaUAgDEGSgdP/OCLrPFH/ub02e/JAdjleSHuLLiZb5PA5/uJXv2Ay+9\n7XsmxeyVLfxafxc38YIC2ZVbLgoIYpmKibCM0UIXpc4dFHBqAYIozqnyzNV700OvcypvLiqtYTop\njYq4M4ewFHmRZ5lWU2ZRABcwHn/+zO6nz1VCt37/pmNjxybjZ84/830/sPvhJ1ht+uX/0p6uNe57\nV1ypcIxRmso4kZWQMY7juCQEXf+5r9/9rceT3eDSr9/df2Xuzvet19oep+SwmzMGSpla1SIEx7Gw\nLRJWXUYhz2QcZ7V6ZeGtN9ef8Qe7bNk9c7y9MI0yn1YwxZOyX+NtNfXKqX3vD77IObY9myA9GBaO\njYKQ9/tFRU6Ph8Ur3lniOwBgyhKMwRYHYxBCRkojtclLcdjHFgeMEMXajrNXbiBCiR0YWRpZyHhg\nRE6cilFCJiPCakhQ3CRiZ0hbIWs3sO+aQiCCQRsQAhECAIgSI5XOcmxbxHOxY5PAQwQDQA1lX7uS\n2hYuS53nSpTacjxuc4wZ4w7ognKCEXCHglEI7QE8hKA3mu75jo8JMEYD5623O3lHjvwpOirgrxp3\nvb9z7TcOZ75+Mp3GlGJjzM1/cmK4XiZ5zKnlEP/WJ0sC54Th2glcu0skSaaUsixeOaHnvmlQWyH1\n08Cbcm+33+0Op9Ok2azNzDYn42Q4nFBK5hdblsX29wd5VhLqBIHNWZykajQqN7cSow1C0B+U7bY9\nGBSVkNXrFkLAORkOy9318cqJ4C138ysvHaR2iCjVRVmsbXsX7kIIlzv73v13FNfW5UHff/QBsdcF\nY0BpMNo+fVzHafLKRZVOF3/s74yfelJNIsOsOi3aNXLrtuGr16JajS8ve6NJHvtrsb2LR50a7gz1\noYN8juyB3s1RHDhVquy0jAxWtmUbbRp+uwrHJpcWz/zIJ6htWxYuSyWldt0cUItZFqMSIwEmw0QD\nlMffd7n/1NnRZx7yamXrwvTiP3r3a794gVPOmXXxczzZaMH1O9Z+/U1MhfufW736ycVjT2zMz/uE\noKJQQcA2npzv3fBTGSulyHAuv3ai9dhLSkG93SmzpF63bd9TUimlKUWUQFHoLJeuSyknZYaPf+3V\nwR9foEm9UBKIPvWjH339SdezA59WXObbyLvzh74ICGGC4kgAgqLQhMDp00sLC9asOKyXoxfdM4gS\nU5QABqQyQuiixJyTwC239kyakzBAlBohRP9QHkzs2klELZXHRgldJABA7MAYjalFLMfERlzvy+EI\nN5jpSlK3MaMqSgAAlLo1dRhRAgYQwdhzESGgtdGahoExZqHN3ojWOP9/s/efQbpl533Y+6y4835z\n53BympMmDyYggyASCYIgJYEgRUokRVGCDFlXlizL1y77SrZVkmwl2iYtWRJNijJBAhATSBCBwMwA\nmHhmzsycfE6fzt1v3nmveD8culz31nWQ6toHoX+f+kN31VtvP0/9a6+91rOI1shoU9UmS0uHGccB\no2VZiCwVUYMbbURZYJwKe1hqEfnNJJ9IKUP3Xfe75w4c+L/WQQB/J6kf+kOE0Oxctyiqsqg6D1Ub\nX3AIoi4KHOxR4LlNlREIcPZG7M6L8rbXPKmUUsYYyojrsqKolFQ3bmwkST433+l0o+kkXV/fm5lp\nLS72jNaTST6dZgCgtQnjnucYKVMpTJJIre2J41FRqPFYrK6GjoOLUmeZksJwTtJMDob1M0/1Fnts\ndG0rark0cCvL6jubVilb1fXtdf/iabnbF+s78fufkTv7Vkiw1goZPvmQWN8pr1wHog/93b89/f0/\n1HmxqwJRSh+kMTaO2Ysvj6KQPf54Z79f75Y7FZ2cOOnbnYUNfV2DQoDW5dVC5K4NCCaZSDAiLgS9\nxqwF43F/9NKJ7nufpZx6LlHK5Ln0eA5kAVOhlVZCaCkpDwDooR95a++rR7zsiBSN27/8YFmX1lpC\ncafRXY2PM+0RQrZfbe5eC9XurE0bzQdvUoo5x1km5566deelgGZLHoqErPt3+XQjXH7nnb3t0cxM\nQBw3T3LOkB8fdwNPysoarZXNM2m0clwSNlunPvH6jc8fJXXrib/zxc57X1z73SOxOMKxY5FV7uiB\nP/siRjhN66LQ7Y4fN+cJKiyYIOaMmF6+5472X0crOPTAWKuNKUpb1bTbUnsDsbFDWvG9FWNTVKo/\ndk4t8HrVVIlVQteZ1YLwABFqjaJ+AxFqtVTTEZQYYWYH1jJlp4rOxaC1zgurNKYEEQoA2HVoI0QO\nB2sx51ZKsPbh3Rec/e2lxaDRjY0GrVUQUEpQVYi6VmWpkkSUuUIIKWkA2CRfoYQQBkVRt+ODDc8H\nvvsdBPB3kpnuWYu2RK0AABCM9tPhF3ox71DjVFWlQdeylFJoq7HB02+0pt9qOkfSxiFLGTXGCKGq\nSvT703uJe+zYstiMhtUexmhxqcc521jf83ynyCtMcFFU1kCjtWDVhlRGKVsUWggzP+8BQLvFpbJJ\nIicT+aEPLuzslo5DphOxs1udPhUPR6Lcn/Rw7vq0RlxWksQhIrS6dtt/8AEAm3/zNff4ISuErSUA\nVNduu2eOmrzIX72cvfLykf/y7+eXLqnBYGz9NFUdVzkOoQRdvZZKad7x9pnpVEzMfnhqI+tcW71Q\nTth6vhcEuLmlb5Q2a+Keg/xCptpoAHCI14r9ye1w8uLphR98C1FwPCKELnLp8gThQ4SmRVbXlUIW\nmNMC4Esfez544rU3/947Dh9rdD7w5uL3f+PMT728+RuPalC1LKUR0ggw0HS75Y3VM3/+NYfre/+g\nLJML33d080uBq5tWI23lzjVnPNArT+3H7dhKsd8vjLFKDBFIBKaqFEIQx9wPOXMwaIlZfOjDyY3P\nL8194MXmqj7/U31Gl/de9Kw1M+fGSx9+tSylteD5fhByYxq+mzsckNVGWyHMouxTbK+SJRJH99IX\nUWqyvLx6mwQ+ohQxapUWdzat0nxlDnWkvDEFQDofI4yJGyCEESaYOoCILqeqmNCwA1MLJQJrzRXk\nPb2ih7mpMjAGAOm8QBiTOCRxCBghQkFrKyQYe6VsOmUaZYP5hUYQdRCoZFpNE4kQTCZiPBaHj0bN\ntqOEQQjtJ+9DCEsp07SY637ofrfagQP/dzgI4O8wLj88nl5VWu99dubW312wEmFDnvivJ63TZu35\nymFeqiYRaZVViRF2HOfoT4+DDmGMlGU9GacbG/tVJTzP4aPurb92/u7vsvh43TqMpNQb6/sIo16v\n1R9MHM4oI/3BlBDMyHA6qVwHW4AsU80mf+BMQypbVxph2NmtpDSPPdIZjuogoLt71a1b2Tve3ksS\nNRqLtqOW3DKuxrKUam6BL84WL132zh53jq5kz75stcacAQCiVG7vBY9dUMNJvbaZvfbSyt/8G7bW\n+eXLGfKmFTrStVHE5mbdO3fy/f36wx9aWFr0/+APdt1mneL+I+8X19VLPBSt4cVNfeOWuuSj2EFe\nZibDepchd7HTxBiLQWvlp78JYACo6xGltKi043NABIPRSuV5pUTt+gGAJk66/NGN1gfemH38ZvP4\ndjA/do9sHP+Jy6sfuf76/zxLgM42FpWSFuzDf+UNTOgLf/uJ1XdveYGT5CdO/Ki6+atujDoYiDIK\nbp1bONJunRtZlTuB4wVLro/rIisKSQjxfMocprUxSgM4mB7G3qPNd+194ZPHT/7IFg2eDs5LWYCy\ncvl9lxpnNoXQjGHK3f2dSTIdNJqcc6K1rYUuC9XsOCfUzlSQW7qDKDGVQIzKnT7CGLkO4gyMkTt9\nPZoizkjgAbO2UmJzx8iKeDGiHKwFhFk8AwirbIQJw8xFhCPm6GGJKRMvDswdDYEAbk1RIgQkDkkY\nIEoQwYgzhBAQgh0HPG+d9J7MXxeV7XR7nh9maSVFnWWqP6ijiBpts1QZY3P9fUHY5Jxyh8+2D9L3\nwPeKgwD+ztOITvzWewu0thA5jbl3VQ/9wrq/ZLoXzXhNj28CssTFgUG6ltXMI3r14ykAopQkSb61\nOcjyKo6D9Fvt67/QqmX18H+ze/zphtZ2f29UFJXrOo1GqJSOY18INR6ld9d2HW/uoQuKUby7V2EM\ntTC9rnviWLS9U5alWV703rqSBD595OH21laJMEozubFZfvADC1VltndKzrDjkBDq5nhr6jS9xx7M\nnnvZlBXrteVu3wwFOAAYYc7rm+veuRNsplNevpZ84/nZH/8kW+1l33ylpN6NDfHkGSdusMlU7u9X\nm5vl00/2jhwOX3x5NDvr7vdri2UdbX/8P9k98bZ8S998fecKF60eWZrY/W9kv+2ZZgSdM//Zrnek\nB7ANoAEcxyVFViaTNIyXCVsiOMmz2g+AOzUgBjBnzSbYBEFJMGDsN49NvbkkWMznH54uP9lf/8MV\nY83Ff/9a76Ebt7/afem/eDJwGovP7Dssdf3jD/4s/uYvlGErqHMRsGjn2QXS7nurG34UYVCTcSKF\nshbiZsQ9X5ZlngkpDXddTBuAlomPT3ywidptTDgheOFJfvRjpnNhb+1/PvLcz/z4ZD1wz10aDuul\n5SBoeEpapUxd6arWg34thDlR3b07oVsptbXAniv3BthzASHMmMkKsb6DCObL86QRWWMsSus3tjDl\nNGgjTMBo4jdZ1BXDdSMK7AQIE0QoWIMAASCrhKlLKBE0aluW2HNJI7oX7feGgYAFRCn2HNKMH+a7\nF8vrWVanSdqbPdxsdctiOhjkk6mMImaM9T0q4B2u13M9HvsN/+Cw74HvJQcB/B3p4s8uXP+nyaGP\nVhf+5kRKI4VEGN/6p02TOGCsAYMsnPz56em/PAYLxpjxOM2ySimNEASBx+bK9d9jpcnhxePHPyH2\n9vph6BVF2WgExph2O97c2L93zMkPPWMgbi7NdKajUZ2mynHwna/NOrLpUS9V0yNHwnbbeeXVMWP4\n9Kl4faMoCr0w721tlU8/1a0q3e/X7baDEdLGtouBv7dRPHCxvrGOGGXzPZWMwVowBhC+d3lD/O4n\nSBRUb95Mnns2evLxuT/zZ/q//K8gjF64oVAUrTZ0UejhqN7v19/3vrmHLraefa6PEApDyhheu5s/\n8Ux0+AQtvb07/tfO/+wr5x9joxvtPxj/xjP/MTv2EcAQAnSe//i7Zt+XEs/VKq+KQoraC3qYat8V\n41Fd5ioIKSAFFmSVE84BLwLuVtlGlpSUkOaRvHV6sPiu3vI7/Bt/50zng3/kzm2N31jlJOg9dtOL\nZFEdTbLs0Mfqq79MZsIFnweTcnj3Swtz59PmselkNC5z4XnU95kxxlplDWYcuS4hSBmdZdmdIOh7\nrROISgINQNpClRWptq3eg1uE7ucj3Hz06sxM0Ox2ATShAWV2Mq6sBdclWtvhSByvN67XrRNobwe3\nTZpjzwVjbF0XL7+JGGVLc3xxFoe+niRgrdjcYN4KcUMACwgTv6GrTBdjRDgmFDs+ItTUBXY8ALBK\ngDW2NCZNcYfSTotEASgN1iJM7L3N7ZQgRhHnu/HyBp87vf+6FGI6GXdnqOeIPJczPWd+zuv1XIWf\nIHyRMYox9vhB+h743nIQwN+pTv6ZRlWvhatSa52mBSHYVjS5FFiwGMPbfmlv4e2yrqWoNWOO1iZN\nM0qJtRZjVFY1Ylbf6KrKjL7WaLxzPwx9hFGrHSVJniRFWQprbLsTr67O7e2O9vYK3+/67nQyEVWt\nq7XF29+K5KWL7/xEnonc4bjZ5K+/PpmZcS+cb+7v1/1+3ek4+/vV257oVrW5s5ZxhjFBCIBaHWWD\ndPmEGoysUGyuq4YTwNgqhQhBrlO8+lb83ie9U0fKy9eyb74sxnvO0ZX69gbCeGM9u7V4ER0/hm/d\nGo2EMdbzyeFDwY2b6dKiv7wcWAMbG8XFC83z52Zv3Z5euZosXcje/+fHp56yz1/ZYZwuLDUxBN2n\n2rd/+h2tD15zQqFUlWdpMt1vtA5bJPb3JkLqIqsJsdwNCAsAlDEK1GYtFKOYO4CID2BN3C7jlD52\n97mffPKhv3Dj1I+uL777OiISEUfU1TQN3Iic/AgL3r05+eLcbGMBA731O4f5sWu0NYoaXhgHlDtS\n1kVWM4e6QUgYL4uqKktGCu5WSqcUX8/LrsNolpcA4PG5smrSw683H34uClkYEKs1prEVk831qZQm\nChnGCKzFGESpnnLWT5rtG4k7Mh6iFMDWdzZtLWiv46wskDg0eWmrmnZayMF8qYcCiucYShg/2pM7\n+1bV2AkQ5YR7ukwQYZj7oJU1CsBaUZpxRZdiutC8d6gMe67VGgAhjIESsBaUtkL2SWMvXHwwvyKE\nmIxT30OzCyFCFqxV6BHqHr+3O6Hb/OD9bqkDB/7vdhDA38Gahxcmbw6DBRxFgZTSP5EhIN3z5sG/\nt0NiRSmZTPLxJHU4vbcErZTGGEmpPN+hxhm84Cgt9YS3nkyCDmk0wkYjuPTqTaX0/HxnZraVpSXn\nLM/LqqzX725iyBcXPACkmrtmbzYThfjqu9/2k5uDcelw3IjZa69NGjE7d7Y5ncrdvbLbdXd2y0ce\nbt+5kyOMCEaOi42xqBbhZHdIm1ZrWwvn0KLcG2DO7m3qwQ4rXn7Tf+Rs44PvUINx9o1XQWn/wTN6\nPLW1EGtbmUD5+UfM1s5oe1qW5vjRcH7O29mtlhb8+XmXeQ9cvdVF9MSjTzx96dLujVvaCw4trZ6J\n4u7nP/dspxfHDT/sRI139S/91DO3f/GZ1R/csu64roosHfpcNjrNZJwrZTkDx3EQmbOmTkf7Sumw\n6TOHIgxa1ZhghMPhyLNuPXeinD1710hkbY2ZB5Zgu6W1W1ae5Hl31cUn9u9+3kUIAcCt3zp69KN3\nOssYYQJAlagsAOeM0AaAAi21NkoZBIY7WpU7lCVIX+uPW+NxkuaD8XgkTW9xyeMsR4RRp2mN2Noc\nWQOeS62FslBVpaeJDEPa6Th1bXqj9bf844fVzuLe9V6xv9Kyp082nKMrQphqmKhJYpKctmLS8/As\no6sN4jf4k5G4uYdNgDAhXmS1MlWGKL83FQuMBqOJGwACxmZQywID2mnyQ4vYYaasECEIIdptsU6X\nhJFO01G8cLtx9NHySuBYzyVRK6AEb+/NZNXhuhZVJQ4t/fD9bqYDB+6DgwD+zhbMzleDXRYqa21V\nVZ2HqoWnNACqKimETJNc1NL1OCUkzwuEQGvjB24c+aRVz38wiU7VK58Y06ZoNkNjzO7OZDpNO524\n12tqbapaOg5dv7u/uzuSijSb6OL5oNt1pLSyszGzCOtrdfnFDxz90Zkr16rVxQITdP1GurDgnTgR\nj8ZiMKg7bf765SmlKAyY42AprFSGMoysaep0iBpgwZa1c3hJ7vTvHWJBhGDPKd+4YcsqfNuDyEJ9\n867Y2vfPnyRRqIcTudO3Sulz5+u1zXpSFKW+/Y8/snWpyeJi9ZTtzh7afaGxNro9N9d621PnykIP\nhpLQ8NChuY2N/bW1Pc/nnq/Mnj/+7aUoILuffXz1R17QJBOVRISFcScIwzSZ5rkiWGIoMBRKWUIQ\ncx1AMYAUhbDG7O+sKcVanZX060cnl2n30U1EXLAlWEWYGwal1i5jbcppvIToymT0Ry1jdCont3/z\njOc7gyt+nZhgbuqFLiEUYQOAEIbRoBgOawRAUE0ZplwhsAxtc3ybOqcoJWBt4N7kDiXUWplubYwA\nwPOo6xLGCOd4MpUAKIqoVtZYmGnTC9mVhcndaLq3zLMnluWT3dH30WtOf+eVSQO0oc0YuRwQIo3I\nv3CKHYvrO+tGFaTVwNQBgWWyT9yI+k2jakyYNdJqxeIZRDm2PqERXqbYd/VowuZ7rNvSSQbGmDRX\nwxFmjjOzrIt0TOOrzdNvG78klSXYSnOK+w9XZV1X4syJH7vfbXTgwP1xEMDf8Z7/q8OlD1SME4yQ\nMQYAWQtGGyGUtVDVoq4lAmQtaGM4o91eo6oERlgIpb0CkHnr73T1frD9spmGa8dPLEehl6RFmpaM\n0fE4290Zua5TXG7sXqLHT3nHzs3FcWN3d9gv+hc/Mlp7rpv+0dyxj9m9Ppvtplvbpe/TC+ebYUj3\n9qv9fr246DUb3IJFCIKAVJXBGLSxgUuiejIgDau0KUrMmaklZtQaA2ARo2p3KO5utj/xkeDR88UL\nr/GVRZ3m0VMPs6XZ8vKN4htX6Ufff/fqwAxHdDno7p+8+Za+/tuHx597YHLZrVNdOdPZmfbFR4+O\nRmlRVElSPPzwifE4u3l9k3Eyf8qLL6Rr/3OjKKqdzz158s8MqTMt80IpE8bU8926qPJCKSWthbjh\nUK+FEPm9j/3Qlf/pzMKHXhpP6jQVc3O03bp49yutKuvPnLXEM4AMADZGAZKBn3vefJICQhAdNoXf\n7z/rcuw2nZndbyy++fvhrc+fPPHBbX/OIOzLKqkKwQl1fC+KuRQSI/DCBiAfYVNmexiqKK6Lak5r\nm+TzQM64zsatG/t1rXs9lzHMOS0rPR7XaaYYw5zh4Ui225wxnKRqPBauS2Zn3NlZF2PU79f1dl8h\nOlw+jSPfKg3GOivzwclzxZtvifVt2o1wB5N53+SVLsdIc0AWAQKErFZW1Zg6RpSsMUtMGyRSdg+M\nNUVNe20cBXqcmKywtbBGIoLc7orVghTTx/ovlKXOynlpH7AWNjb2n3j0Z+53Ax04cN8cBPB3vMMf\nnq3lmsOZ4zgIISllWVRSakKJksoYU5V1VYnr/20jfa7nB150SFsLhJKyqq219Rhf/3U8epP037TH\nn46PXexoY0ajJM+rPK+0Ns1WGEV+5xiWN2avPhcfftdRx1tiZLC7V00mpbx+fFDv8utHT3/MGY5w\nr5u9dWVqjD1xPGYMj8dCSrO87AchBQAlLaFISpNl6v3vmytKDf3B2G2DVIAxIvje6EQwFiyQwFPD\nSX3zLpvttv/kh9OvfIM0IkQJiUP//ElT5eUr1zk7OhIzt6pbYpatjpa39HUJIsANOeDZi527v+nN\nvaPqtBuD8ThNinKPnDg3+8avQOmNFlaajSO29VC58flAVCb/4ttWPjkIGwmGEixyvOOOS+tyWgvT\najLqxggxMCcQu7HzW0+mLzx8+k9fabaPBSHW1lt4xsm+cfLFv37x+b+/3L/mrr7vejYtCLKEEbDX\n86KRpKCUmT1PqIv8ckZN6bQalTp3sLf7+bcvfeQOj9I8y6eTklDihx53mOdixgCsKosySzMppBd4\nLq/7u5tG3nb8Y40wvnqdgLwZhhRjIAQzRjY2sySVjQZfXQmzXBGCZMG2Xo/6e3J2GZpNbiw4Dq6F\nSRJZFPrRXnYhnr69er1lM8MdxvB4sy82tlmnBdYignHDUWIfrPA/eNwmGkoKRllVA0KAMIABazF3\nURVixI2bIIzUaHLvTLAtKiuVqYU1CqzxusdToyupVpPd/uSk0Xp9fe/97/30/e6eAwfup4MA/m7A\n6aFK3CYEEYoRRuNxmmaF57lKa2OMELKqxMwTYvLFeXdBNE5KbYyUimCslJaoGt8EOeIeCs79vFAg\nAFCeVVlWIoTi2O/2mhhjrc3iY5TF+q071xeXumG8aiC6s5Y/8cOb68/PFokkN5eX3ouHIzU/U735\nVoIxnD/XdDi5u16EIV1c9AAAIRRF1HWI55EXXx4dORS2W1zv7I14G7RGGANCYMFaC8ZYpbDDTZrL\nnX3WbTd/4L3O0eXRr/0OicPs2Zfbf/JD0TMPicEdWe6Tol0E4TBaq842i9t3GOIYiIt8D4WXP5+P\nPr8ovnbk2jdHG1/BO7/ZbvdPrT+vXvnndfkHR+78i5axhgIvJmrvX19c/cmXCK4IN4AwYyyKvFbH\nMIcZWSOEAH9f81SztbiafXlp86vLMx+Jk+yIw+cxFnBm5+5bQ7kR6c3D6T49+oE9wjwLNhtnPt/w\nolOEetxhwam89YFtgdPpy9FMtBg5jaxKrv9u6/CHLmGq7r36xRgoY0LoLKuGg9JoVVey0fL90C3S\nfDoZzs2iuKGvXs9F9ofHj8etXkMJobUdj8VoVLc73qGVsKpUXqhO2/m9j//463/QmL50ctk93j4x\njNq61eRpqpQyjQZfWQmWQ0GVOOKmT/o77WLfbmwih1dzy9YYRIgaJyYv+JE52opQaMlJB4wx/RJT\nhhBBmFijrVbUb+I6RogaPgFr9SShjYjEgSnre5dDmKoU421/5fgtEz2ylRuDxuP0Yz/41+933xw4\ncJ8dBPB3CUYOSX3LWgsWWYvGo0QqFQTeZJJaAEpJsxn6b9uNjtdRHCqls7QAQFIpzln3kTp5OQpi\nd+77J0UprDFKaSEkQjA72/Y9J88rQnCaFLNHguEwmYyz1dXZQ4fm7t4dDBJ88d27W9+as7OTY2/3\nHDcWAtrN4tJrkziiDzzQKEt9Zy2fn/VmZt17h4WEMJigXs+9cSs9czpeXQ3qjb2RcQ2mmDPsuYhR\n2m6CBffYqnvyiNzeS7/6gtofBI+dxw7PnnsleOy82NjRWRE8cYHNdb3Hj5TX3pps3JU4nszLW/Qu\nno6fOz95tX3txelvntQPhKiBNcnsxIB1ke+jeGL2xQT7KDbWMMR9z0eIXP+XZ479zA6gHKAAcBC2\nCCJABSKRMO8geB4h5p8caSdf+2zr8J+IwkYMkI7G6WA4akZh8ly3qIri+iGXzLYeno77mxiD3/B1\n8WYpFxByHIcrpRce9U78AA+XazV1PvDl0dGPJb/7sYdOfuJSsxu4HNWlMNa6vicFJEkphOnNhb5P\nx8NiNK7jiDU6M6rcpHBnadH1Aoopo9zd2piMxqLbCw4fbdSlqCq987sPfeuvfXSQpgToHDk6uTYz\nfvnI0z9/W+y3Mp2EEet2OecErPV92m7zbsfJNoeN6c4RMrrqHYF2GxGs+iPsud7Jwwhj5GCEwXoC\nJgSjEBBCmII1YDQYRbyYqi5opukArNVpRlsN0mrYsrJSmaKy1shJ/6fdup2mVVFnWfXghXff76Y5\ncOA+Q9ba+/0ZDvz/zST7A0I4QngwGN1d25ZKN+KQUqy0lkKWpdDaNFsRJaS/PyaUhKFnrZ1Os7gR\nFEUlaokQnl/oTiapFFIIFTeC2dn2yy9d7XQahOBr1zaiyFu7s+v77nve+1CS5J/9ja8TUh0O8aVf\nujj3qH37X2pmaTHcv54keuPuG48/1rlwvvmtF4ZXr6WnT8Wui4tC18Lce8wdj8XlN6ZPP9Vrt/iX\nvroHFt4qmzvQNGVty8pISULflHX8vqfSP3rB5AUixD191Dm6knzxufjdT4iNHex5pBEmX/5m88Pv\nIq2Gc3QZAFR/lHzpG3K37x5bRYyZslLjxAqhdqfy7ujD+Q81ca9Hlnf1nQbuzbND8+4hRjil1Pd9\n5BdcRQ/8s/+XuzIEcAEaABhgA+BTABiA5tUdzwn3XkDzjzcBBEC4P3pj+JnlG/+oy12WVNNW0PFd\n78rmZRTkD36knmyxd/3TzxZptTt+2g/anucaDVHYw6iqZFGWdVXVpugvr7yMaAQmG+xlWlvPc6xF\nWVYhZHyfYYyGo0rUxlgbRRxjiCJW5Io7mBK8djff71e9rrO6Gjic1kL5HvvnD//kuJpgwBFpEaCM\nccdxsjwZsJtP/1e/t3RacoaFMFLZleWYOL3Ll67u7lZSWSH0evPIb7/z38uef0Vs7DpHlgBhUMpq\nrbNCT1NUMX0JgSQIgSqmiFAAxBqzvLUICOt4xyz0keuQKPAfPquTTO70TVnZWjwm05+YczzPWb+7\n9+EP/D/ud68cOHD/HTwBf1dx+dEku2atJYQWRZnnRRC4jUaolKoroZTW2mR5ufs8Wful2RM/BMZY\nximlxHHYoD9VSgNA6PtX/8NDyYaNzxWOy8PQIwRnWTkcJsvLM1lWEoKNMfv7k+WVmSNH5l97bV0x\nc/j86NbvdXRGTjwTEdoA7DLmvX55Mj8LDz3Ynkzkq5fGrRaPIsYYqiodBLTbdY4fi67fSA8fDt/2\nRHdjo3DKtFcPZvRYMadivlWa+G55+bp78kj45EPOoUWxsaP6I+fwMgkD7/wpfmjRahM+eg55DuK0\nMdmd3NlT/XH3Jz7qHFtFhKjBGIxhsx3aaSKP4YheD968lH/jBf9bD4pHpqZPLXNsgAAzSglFng0G\n+8nxT38VswgAAVAADdCStkGQB9BmFGPkBYs5QhIAAVS3/8FM9dunLLI1qhtOA1N0c+cqwXTWO1yt\nLfVv4b2r7twzV5DdKcQyIdj3PYSFNjrL8rpWCEHYOOx5h8FeK9I8arU4VXkujEVh7FCGs1RMpoIx\nHAZsaSlqdDrpNE8SIYTWGvb3yzRTrZZ3aDX2XEgSiRBIqV//tSO4DgLSALAAILXIRIKBMB0O3uod\n+f7bXogwRo2YuX5z8+5GksgoYmFAO23nWFQuXv56a7y1/dgHjKxNkiFKceCBsSTy2WILxwz2OJ5n\nUCCrJULYyBrAIgBcR2CpYWMSh9h16EybBO6998E/JYeEYITQu97+F+93oxw48G3hIIC/2wTesWl6\nTSnlOhxhKPIKYXQvMqtaTibZ8FV+9xdncRZu/o6fv95YfF9ZVXWeV5QSzhlCUG24+5+bHd+2u9/E\nD37SrYUMQs9x+PXrm2HotdvRdJrHjWBrsx+GXrfXWFzsXrmyj0Ixf3hy+3dmVIWOPBFYCxYcL2hd\nfhNmZ71jh5EQZnun7HYdxyFSGkKQ1lZrOz/nfenLew9ebDYa/PadfKbneB5djuTpVgnLy9Xx0+6x\nFdKI8udfid7+aOOD79STxAjxx8MffA9R/FH54sXsrXeIN87L26ezm08HWz9KL/3c4buPm1vHxKa/\nceuc2dwtWIW4lYpEAWlwXY6vzYxfS79wyBwFZH0WBTgWhZlOMozwiU+vAByu5BJCHKNFgEcQNA0a\nYwgRRAAhQkiZxIDGiIBEdz5Hq1raGifVdLU3MygmLvY5c+OwMUz7wxtRutHY/9LpYx98LqsWHYdZ\nC1VdT6cZ5yyKgrpOJ1M1mZpmc6KkGg1LzjHB0GiHnPPJpCxyJaVtNLgfOckkZRSkMg4ndaWr2gQB\nXZj3o4hpY/NcMYZFbU5+aGP/N95DCSOIMsIJogwz3w0IJXbS2r3UXXn/tU7bdV26sTEajUSv68Yx\nC0PGKOr3a1QUF+flyQtzT8k3l2Cc+O20xthhtBlbpXGTko6HDyMYIVsiAEvcyMjaakXcAOUOItjs\nGkMmtBmROMIOf/dgszkZb28Pf/DD/8H9bpEDB75dHATwd6HQP55kVx2XIYQmkzTLSt9zEMKTcVrX\nStxs5tdCY7VrYj30h5t1dCETQs7OtoLQk0Ipp0DLY3VpERfh9MXYe2KHMQoWwtAbDJI49pvNMM9L\nY2xRCM5ot9uYn++8fnknmFPLh8s3PxsCwNHHIkxwmhRpWvRH/kwXP3jRFcJubpbdrjPTczFGVWWq\nSitlk0Q9943BD35k8eSJOE0VpWh5OXAdEueDud3rj/Gto+ltvLcr3rjmRu7bT6EfOFE0xSR58/Z7\n0NUPsasRFlcn/pXlR281T3595T0vuad++7pHtzaOLZBn3jHnOfiFl0bHncna3FnMOYlDay0iRJsJ\n4c039Evz1YxWhirXsb4Fw2aqoz81BDCUOEVFOFsAsAhpDD2ABCACyAEKjIy5d7bqMPIOT+PjIj4t\nJ9dpnmliOMV0rtkTQhskMdB8baZan8v7euXtLw+nnSTJlDIYE0oRxphSkuc5Jp2AX5+Oy7JSnkf9\niNWFSJN6OhV1rf2AxjEvC1lV2gIgAAuQpNLhpNV2gpBy31EK8kyUhWo2eXOBLb7rqnn2RyxTD/7U\ntXxIJwNdyZIRJyBRtu+ObrSCB9+6t12r1XJ8j/oe4xylmZpMBWek1+XnydZM3V+We0cmN+cDxTvN\nPm4Cws7hJff8MuJgSA7rFBEGCJlyaq2xWiJCcdlQk76lUpcT7PAHGs6Plf3BYKqVeejB99zv/jhw\n4NvFQQB/d4rDk1lxw3EcbexoOBVCI4ysBWtt5wxgS9LrDrU8NaN6y+PWK96Klp5ClBKtTZaW0MjD\nGawuz+cDs3ujXHm3lUpRRputMMvKRiNoNKOd7aHSmhCitZmZaTaa0auXdpbOkiAUkxFtHje9XhNj\nLJXO0qKou1704OHjjwvdG4zbXng68EGJSZqq4VAsL3uNBrt9OztyJDx1Mt7br7NUnjnT6HWd8URI\naSnF5842zq7S2d0bg2+9dbQhHj9sl3i+M8X/Qjx6afmpjWh1b2L3dvLq+lp19bbJikt55yufeetr\nv3fnT/3J1dXVQEmbf+PVRLFib6KTDGEMWltUA0ZX4a0X6dcP1YcAUIhbMoXbn2VLnxwgbDijCDjA\nHIAGyAAo3LttACqAACMPQaatah4jnUcy76HR3KN28zdihMAayIuSMZbqkQcRxdRiO3yrY2vVuPAa\nsTcNcMdtY4wHg0mWFcm0iP3Xp6M+Y6TR9ByHZInY3S2zTKytZa0mX10JlTZVpY0Ba+x4IspSSWk6\nHafb9ZjL03FelhoAOl3f8xvIihKPvBPXj/z58I2/t7Jxq2SYBSyiiCgrfRZ5C6PF91zlHEcRIxgJ\nYTyPWovKSnGGfZ9qA0UujbYII6rEIb3/DnLzElrJGrNGSrk3AGtxQMybgCjTZWK1BACrBSBEuKfT\nEgG2WhqR/PuTtSj2m43wwx88ePV74MD/6iCAv2uF/olpcj0Mg7wop9PMGttqRVobrc3Co7jaIztr\nU2HLttOrrzerGzHhxj+eE4wchyml7Mxk8Htdn4bjbVFN7crTxPW4MdZayzkbj9K4EVBKqkpMp7kf\nOK1WmGdVlrPOqUaxzrffKlpH0Nx8OwxcIZSxtipF3AjC0C3y2lqLaE/UBWdFs8nbbefQShDHbHOr\nCAP2xOOddtv50pf33nxr+vCDLe7gyUTO9NxzZ5uDoViY967fSK/frX7z6U9tnn0KjBF3t+XO/qFy\ns7vU/An6reN2l9+52dy9c3oJb+9UQpiFef8jH11eXvC2X75Tj9Ii7tmytlIhAIs0lAiMftV96Svm\ns0fVMQNaTNHNf9J58R+Y+Q8n1OeEKITAQA0ACAoADDALMAKY0bbCSGijEOBK1PGqaT1cbv5WaLHG\nBBcic0OODdXWcMowxtuXWsjbOvT4jsu2kdkbTbtZVo7HaSt8PQ4GG5t5r+sw1xn18+GozjKVZqrb\ncc6cW86z6s6dlGAkpUkSWdem3Q0bEevNhoThySBPUkkJ9OZblNjJaDoa1UFI40NlZpads5Py2dVw\nafDeX6+n/+YIGFyqXGzNXvj5b+WFUtIGAeWcCKHzXDFKej3X96nRtigU43h5KeAcF4WaTMS7o80f\nlc/vDeSdCQdrvSPHsHbk3YmpUrAAVoMxYA0izJ05okclSPuEv0e29zyXP/XEn7vfPXHgwLeXgwD+\nbhaHJ/b6r/e6baXVoD91XRbFPlibF1VyFw2vWQs2hg4DFyM8ftXrfWxXKt1sxa7H92+VW1/hLgk0\nqPQ6D91o5mEtpWKcVpVIpnmrFbVaUVnWWVbmedXpxKurs/v9SVmKuQfozhtivC26R3i32whDT2tT\nlUIp1e01HYdtbw2MtsuL9fKC9n1aV2Z+3jPGui6ZTOXObnnyRPT4453bd7LFRf/c2YbrkG++MHQc\ncvhQGIbU8/CVPbpJuqvTO4+7O//RmZufvODbu3tPBmtRzDyPHD4UzM86rktmes71G9lLL49Cn5w7\n22w2+caNUafo79iYeK4VErTWSUL9jhYFZs63yB8V2TZGpIF7Fuwr/6JMwjsq3gtDRolVUFirMQoB\nBveeiTGaRWClTgEBIUhpRWer9nm1/EPTjc9EmCNTA3Gw1QBgqY/HRX/wwqHu0ZIt7JZFIuppkVye\n696NQzFNhOcSY+xgP79+I1HKZpliFK2uBBjUeFzXQqeZKkstpAkCurTSDkOXuazOy6LQdWXCkFqt\ntCbWaiVNo+EzTkVd2aCx8CjxKTSPevM/vnXjMzjJUo/6nUfWGsuVG1DOsDZWSoMxNFtu1PY4xVkq\nqtoAAMHIdYlShnNMtCIYHRcbd0U88GeRR50LcyavzY6wRoG5d6QCAQBY4O0lm8iPdtYQQoPB9OGH\n3nu/G+LAgW8vBwH8XW5n91IUe2HoZXk5GEyDwHMcPh4lgxeZ3mxihBk4DHGEEG7IpY9NpVKEIEoJ\n9Wy2jYZ3Kx+HHHnjSy51UXi6pJQAQFXWnNNGI8QEj4ZpVQpGaW+m2WnHk3GWZWXrGEpejfa2J6cf\nn5mba2ltpFR1LYeDJAy9VjMkcLsZ7Xc6TlXpJJXttjM/72llZ3pumsqNzaLZ5A892NrcLLe2y1Mn\n49WVIE3lzl7ViNnFi+3TK/T9jfWPHJr8wEPcb7w3al1stJaHk1atFucWLy6sPEidFYRoGKSHVoPD\nh8IXXzHJNDt8yH/yqR4huC0mrs/6yjVlBQKp6YC3FnU+xszdcnc6VbREjzdQlyK69qy8s3tnctum\ntxmahkRRp50BAIALAAAcQFFsalUTggFAKR0fUcGibjyW3P7XjlUwqHYip0kQ0U4Vh7GtyJXfbwdH\nt/febMng5uwMiSM2GAqE0MKCr7Xd71da26LUnOGZGRch2N0t00wqZYUwtTCNiDWbvMjLqMGtUVlS\nZ7lcObTgxx1ESJmnYei6Lq4qUVcijgpCQ3chjB5WwSydVqP4iZH96tlaV+FyefidQ6WkqLTR1hrr\nOCRqd4vpH48N19paC5Op0MYeO3UUQ5WmcjQSjOEnvO0beK5fUl1k3hNLNkV2X1ktcIMgFyNJrJZW\niU+/O5mJrdLmJ3/iP7/frXDgwLedgwD+LjfTPdcfXCaEWmMxRv3+BGO0uNhb+y0n37cUMQuWArPY\n1pU8+zNSSW0BOKeMkfBctv1GBcOIYu4ib/iKO/e+3Dq1UjoIPcbpdJr7ntNqhZigne2hUqbbbYSx\nPxqlopZHn/ZNUNy9u7u8PDMz08yysihqUcvJJHv0/BuLc/LeJ5yf88KQ3V0vHI7bneClVwbzc14c\nM0JQHLETxyNC8MZGsbTkRxGdm/Wshbo2rU736LEVGnyIe+ejuMsYiyLf8525ufb8fAcAeR5Xxm33\nTq8eedgNjhw+cmxjm6fF4rET5972zAf2B9gpbz7QLtNBlsYtHAayP2DNeZUNMPduk+tfX/0KU3RG\nzHko3LmRv/SNG/0/Cse/tbD7K4vpDb74QQHAAUqAqYbcGmCUSy0xwQQjIRTC4M7r5sVq78sNhKAo\nMqSpFmZU92c6s6KWN/9g4a1n3f6XL8ydysZmz1qY6TlZprZ3yrLUnkezTB4+HIYB3e/XeakZQ7Ww\nUlqMwPNJu+20ms50UmZprQ2amfERiMloNOynjGLuBdxzMLhlxcJGx6G7WXkYwAgpAHBn0XMe2kHL\no24bwhO3J8OiqhQg5HkEIZxludFqPDaOix0XF4V2HNJosGSSzc5HZV4LYTgnrQZ7HN15veqNjWeF\n8J48ZFNLzmGY0zhioKzN9HxYPDG3PzPbareipYWH7ncrHDjwbecggL/7tRqn1zdfdhxGKE6mBWMk\nCLylx+mV39AV5BFqGTDKSO7jUz8hiqJmjAIgjLFWZuHtev8Fin3l5O3cJjOPy9YhHASuEEopU5Ui\niv12p0EpGQynyTSnlHQ6cafT6A8mQqi5udZknA8H04XFbqsdSamHw2R+vuM7e4SYOGbTqapq3e04\nXvzwcBwK+/Dpc8902+PAt1FI8lwVhZ6ZcRYX/cVFj3LSaB3qzBzpzp4Ddj5snKaUEkowxgDAGYsb\nPgIEYNvtiDHKGN3aHDBKwsg3xpw7d2Ruvm2s5zjuo4+eVqY9O7+I6vVibzwhPlaBzoYsnlHpAFFH\n7uzfiK/evPj88VN36O0LGJHMThMzbOHZ1sVq7j0pQjUCAKDaqkrWjFBMEAKbFzUhhDKipPEXtXe4\nWv1+sfWFwGrT/cGdtUvTtJ4QB8b1QFvlyva1L84d+r7bK0dZXZu9vbKqzPUbabfjLC8HiwvBcFhP\nE2kNZJky2joOabc5xogxrJUpK50ksttxvHhxb2c8HBRBQNvdNgYkytwNXT90ROWD2mf+hbKURV7O\nzMxwh9Km6pyB5cdaYK8azaSqpTSc4UbLA4DpVCBk88xwjsOANGI2TaTRpiiE71GMQSnLOfFc9Ci6\n+2rRnRrXKum/7RgOKI4oihEwg53gkc8lnGnULt7zzk/d7yY4cODb0UEAf0+Y6Z2bZleV0o5DtTZF\nWWPHTL7SS4uMAnOQa61lM/XCBzJGibVGa5OmReC7zVbYeXvSftcYFKmmuvve0fyRSCmdJAXndG6u\nraSeJnmrHQHAzvaQUup6TqsVMkaLoi7LutUKX/0vgzc/I4e/eHryW0vBrHUPFa14HQE4nLRbXJlg\nP3knJu1ma3E8SUWtmHuy1sesFdw/FjZOAzszO5cxFwvzg9LMxc1V5rQQQkpra6zWxmgTOB7BXBkJ\nAJwzxqjjcNd1pNRFWbVbURT7GGPfd3q95mAwNcbOznU9L5iZP4blrXx3MkIcSaarlAYdmewRL7aF\nSsbVDZ6eOTqd2XoXAXpbvw4Az/yTTIPURgO2gAxY8BgHZMG6ALSWFWNECgWAAayzWHRPw/JP9I/+\n7KjxcAYr/bUv6+1yre3Otum8j+NCJ+ULD7/wT86X4SYL6yuXSz+23MFxxKZTORrVStmy1HHMy1K3\nWmxxwQ98OhzWRakdjh2HWAuBW7luFEWglRFVORkX1oLvEyl1NtnmrlOK1em0Wl5cwgQBIGOMVGKv\nP93dZb67OTPXM6qyFghGWSaSRCppGMOUMM/D2ztFXRvXJVobAJhdaM/P3btaw1Awj9DN16teFnWc\nYIk1Osh1LNa4ybo3086Xq+yq9xf/yb93v8v/wIFvUwcB/L2i3TyT5tccl5eVyNJCSr31620PB6XJ\nA9ygiGVJdedXou1/Pbf2a1H/68HyR3JCMHcYxriupD20e/oT9q0/d/qt/85b/GDZnfejyMMY1bXs\n708Zp7NzLddzNjf6opZSqKXlHqWk358iReovHhtk/cyOZ8jqylJx5P1fvLewaS2U6lylLybTglDC\nOF1Y6GZZKYSMIp+5y4i0Xb/TbHSEPjqerjqMzfbanDFAFmM8neZpWsRxML7Mv/q+o0f+VI4DTQhG\nCJTSQqi6Vo7DHM6MMVHkEUJ83wkC76231jnjvV6LUNKbaXrhAla3J3uTCXKhMoAJCzsy7SPCTJ6V\nFbzl5c3um29bfojvHx0uvh6czTqdWGlTlqKq6vHzjWc/dOzNfxTNvydzZ2pGiRDKGOQ4VEpZFBXj\nDGFUFlVRVLyt4nfs7fb7ze1TnusbpGLWqVI01nvbL84++1u42pgLi5Wz75sSgnd3S6VMkqrt7bLZ\nYK6LGw2utA0DVgtT1xohxBjWxmap3N9PjcGzs26SSD/inZklrTyjJmGzQ+iqQy7H7ccmSTIYjDDC\nrutWlZhO040/iNd+fW7xmZutbpNTs76e1ZVGCFkDvk8chwgBjCEAKEuNESIEA6AsqetaWwuUYp/q\nx/2d34YLcjzg0SzxGpjgenvz9P9z1wqJDf2+v/zo/a79Awe+TR0E8PeQTuuB/vANjHFdibIUlGFz\nY8aCdRdrnbLee5PJbQSALFicBtPX/cUPlsZYQjChJE0KKdXpP61ufcY5+TNpGLkYYyEUAKqqGmOE\nEZ6f74xH6WiUEoKtsZyzIPTKm1Olso46XJQqNaNzP7px/JlUSTOZ0p3R29xgnhCstI7jgFLCOG3E\ngTGGMuq5HAB2toetdmSs5Ywhgqy1xto8r4qiyvNqOEgYJah2Jy/5138pPvYzE0oIJsQaW9ViOkk5\np0IoymgYer7vui5Pkvzmja3pND96ZNH1uLWAMKGsPUw2bw0swlQnU+KG1G/qfIwIM3mhUjPGW+Ts\n8z//d+X6L7739ec2Vt+FMEav/Y3Zm7/QXf/XDYwII3Tt16K5t9fuHHCKx5OkFYdZXllrGSXWWgRQ\nlnWelVUlRTSqado8o8StRm0LjVWlCwk1RbxdHnc3L+RXl+beeaUodZbYm7cSSlGjwRjDjCI/oI7H\nrIWZrpOkkhAUhSzPlZRmft7nfpinBbIGIUFZhTBGpFPri+Pp4chvays5p3Vd17WU0iBAZ55Znl3s\ndY7fsqCSsVjfyLSyjZg1m05dGyEU57TZ8hDY0aiuheEOFpWshdHGUooQQgDwOl5+rlgA0DIbEOaT\nqHH431Tel9cJYn9//WDq5IED/5sOAvh7S69zdq9/mVFKKI5OVFi4rQfUzA/0j//cZO4JVfXJ+LYh\ngH0S1QNS3HEW3lMVRc058wM3y4ppnj7+443nP3qs/e6RYbXjcaVU3Aia7ejG9U3fd3qzraoSG+v7\nnuuEobf1zzpP/JlvLTy2tfzBt0597Eb05KutE/tzM04Usml+bGNTAoDrct93lDKilkIoYwwAqsra\nWiuEchzGOXM4I4QgAAsWIex7LkF4OEo8393ZHsYL5PSfrWc/NPFbFFkiRsSJMQJU17LIK4TAdRnn\nzPcdxqhSRml75c077U60+wsnem/PlVJBEMZ+tLd5Y2dUEyeWwx3iN7AbWFkDAsy8rCTTJB9M+j/x\nt8Z3/9k7vvqr69d+mfONZZ0RiwwgSxBVpF77GjzwkwghhSmSUlNKuUMQIKW05zmTce56/N5m6RvJ\nm63zNa6d/Vt1HMUu9iniXbI44y35PBhu48u/2974Vu/aC3zl8cGpk3GjwZWylGHXxXu75XQqlLKO\nQzBGxoI14HokCqlWNohC18cba1PXQY4XSMUnyQJjVMgKEET+cpIM+/2h6zq+7w9H+6aZE2zT8eZL\nL/V9nxw90SHYWgtKmdFYALJFobUB3ydVpatKI4SMtoBAKmuM9VxyKzj8auuCFdLkuehvzbyO3/M3\niY/iGsr3/uUH73fJHzjw7esggL/nzM1cKKoblBJrLT85bpyrmotc1PL6L7T2v+IDAABCmDjYy9ep\nGDD/wohg5PmO6zmiluEMOfnnUhJohBBY6/uutUAILiuhjfE8Z2Gxu7nZL4p6OJhGZ59fXiSAoCi0\nEKas9M5utd83M7NO2HpCSrK3M7oXihgj1+Wu6yCEgtCLo+De4P4oDjzP4dghiFNMjbVSSoKZtVZp\nBQDWWqmUUvpL37d4479rbfzy3MavtQ59cmqmPglMluWuy4PAp5Ry7rieby3GGLTW+/tjvR3NP0iV\nFQhB4OUx3dzcl6NpQXhLTnaJG4LVmLlGlIT504LW0/HyQpR85W0x7tyVbxkw94LTWG2Y9ALXyRuL\nH57y2BgAhBHGQAlW2jBKARAhGGNkLcSxr7S5/Nqt9iOVk7U3bvUJIrPR0ny8YiX0q51cT03p7I9y\nGPdg/Wjy1nL56gMP/Yl9o83ubiWEiSLq+wRjhAC0tkFAfZ9KaaRQXuASSh2XM6ItBkbKsvaF8AGg\nGR1fW39je2ePMQpgKGXNRhNhO034G699U2u7uhq02854XJWlKitNKRLCtJqUUOZwgjFkmcoyFUVM\na6uU9T1KCEqs+1zrUYSxmqZW64ufvBqgRo8sffrOwdTJAwf+9xwE8PeiTutsVlwXQhZFRTB2Xd5/\nkd/+1QAAuci3YKWpqGUI4fQmV0K3H6o4Z57nhKGXZVWaFK1WSBl1HU4IdbjLOA8CxxhrjXFdvrI6\n0+7EAOCHh3xfMdbI1ROlXKrkAmWdu5vx2maXMf/kyWUhVVWL+fm2lJoQTAjGGANYa4EyEse+y7nU\nGhHAQAEYwQ5nxCJNGQGAupae7xgDN36Fj19zFNRGGSz57X/W2vp849RP1qXIHU6NMYSSyTixxlJK\nfd8lGCVJHl/IEdOYEITQZGrrWnpmf5iYohFDSVQ+okFblyli3MiKuPHAdS9/88b7/8p68tXHIty6\nqV+tbNHDixLVyGComFb6yF/c524IWBECCIO1tiqV53FKsdZaa1NXQkjdaASu51x5a639aMFHvb2d\nia5NQGNwLCG4smWmpj6O5r2VYsTrrZ7ZXG07M+2Hbk+nglIU+BQBIARlZYyxjkvCkKeprGptlOIu\nGg+y/rAuc+EHjYCvp0XIndZw918mk5suG3jhEUoJIajZiglhly/f7sSbhKBu180zsb1dEoKLQt+b\n2i2lwchqQxiFolQYg1QmDGkYMmuhqjR2+O/zi7YSiLOj/3AQXq8rm33qzjvvd5kfOPDt7iCAv0e1\nmw9kxY179/ImSX7nHyzh3FcgGHIc5Euoa1sSRAmm6RWPerZ7UTNOOaPGmCwrs3Xy3McOTb7earx3\ndzLNgsCJY59SnOcVAIrjIAw9hBBlxPUOMXel1YqCwLUWEHHD0Nvfn2CMejOtubmWlpox2mqFjJF7\n277yrKKURIHvMoYR3v/D+Asf6N79CjrxJ2sEqwgKCwoAXNclhEihN14Ug//xJOeOkgobCthQyqxG\n65/xL3xKJGkxGEzv7RcbjxPGqDGWUIwRmk7z0TihhEip0zTPCnrymIvr4c2bqWk1bG5MldKwq7Mh\naIUQpqQ34fitl24/+tNX9DefwYjcVq/FuOMgz4dYgZCk3Ppc+/ifGTPoCZkyQvJCCCE8j2tjRS0R\nQqNR6rqO47DZ2ZYU6rVLt058kOnbnQyPknF55FPbO5drWRqHOA/MP2SMqU3RYXMOuBuvNARJZi8M\nKUFSGcchWltA4HtUKTMc1QhBWWopdTIRRakYw2Wpp+MUY+j1RndvvzEZ7zci2WyKKOaULWGM0+nG\n5Zd/haGtOLTttqMUriu1s1M2mzwIaLfjDgb1aCySRAY+2u+LI0cixrDjYEKQkCZNpZTmJsx8E46C\nMTPfrB/4R5UFY8G8+y9fvN81fuDAt7uDAP7elWRXrbV5VlJKeu+djL84gySVtnawhwFXkGurGHIJ\nsPJaeOiTCSWEUmqtNdoqXsWrdvOz8eAlvv1GtfCU9jxHa6OVwQQJIcPQwxhtbQ4oI4SQe+vJjBGC\nMaFkdraVZeV0knFO5+Y7yTSvhfR9V2ujlPE8ByGEKSaEYEQH3/R3nqf82Hj7MzPjP4z7/+1y+0N7\nhksMtChFkuTT1315eZ5jt33SZH2NACuprQRb8L3fnD3yITC8RNhaACV1LcTe7hAhIBgXZb23O3Ic\nVhTVxsb+ZJzNLZ7auHujycvrd3KMQlPnoAV2A6sqhIlM+9xZnHB2/bWNt/+Fq+q5dygQm/pGiJoY\nsAJRQYGFs/4/Nfufax758UpokWV5FHtaWwDQ2pSlyPOy1YoQQoQQ13OMsXdu76y8T1/8E8Frf9C/\n8aWy8bZxeoudW3hsL91mjHaDeayJg/y9en36ytHu6bEzN2YMF6VSyoYBw0hjwAAAWx9JREFU5ZyU\nlZbCOBw3Grzfr4fDutN2ej1XWz6dVkpDltR5lrsOmV8IOMOOkxDM0rQuJr9f5HXgQ5oqpYzvE4zd\nohSrK4Ef0HuzMI2FujJFqc+cbmpNg5hKofNMWWuVstbaL5Nzd1APGXjmT/QZcmaPe3/1lR+939V9\n4MB3gIMA/t7VapzZ2n41inwLUFVi5Qfy/ufmK5sToICsj6LK5tZaB3mzD9m596eMUSkVACKEYIy8\n1Yr3xO5vtfObbvl669b/2Lj7P/aWPjGcX+hQQu69yg0ClxC8vTWkjDoOc13u+Y7rMmuh0QiMtYP+\n1POdZitKkqKuZRT5WmvH4V/76Mq1/2rm+j/u+IfEoR8pDv3kIBuJtd90xSYL3Wj7N3plJmR7BFwv\nLMxMv9wTJO09Kh79u+NqBMkbrrUGU8wp1zUeveI9+Oex5zsYg+txzvnmZv/Ore3eTFsrnefVeJz2\n+9PxKFlZnQ0Cd3cfjh8pXg7OVLdvUbejyykmHBC2oiReQ062/e75Yj764ld23/nTl37w5+Rr39Sv\njl6McYcjF1lMNTcFLevyxE8liGLfd6TSGCOtdVVJACAEV5Xg3PE9jzE6M9PMs/Lu2l67Halvrd6e\nXhvckgFq5kVOCWPY8XGEMRqKXaUUQXT9q8uP/ujA61RSGt+nQUCrWmttXZc4DhkM68lEAkCSyrnF\nOc/ReVZvbBbjsZid9dptF4FV2hqlMexurb+ptfV9qpSpa0MpznN5+Y0hIejE8ai/X2eZUtpaY5Wy\njOJamN6CL0tjjBqO6rzQ915pv4IPb+LuJ353TTzvI4C/9PKH73dpHzjwneEggL+nzc9dTLNrFqy1\nlrm4/c7xxu+4Lgoe+5Xbp366qt5spWnhec7RTxTdc/betmQAcF2OMSqK2jtSxl1n+X2q+5Bc+/VA\n5RgN4tUPSM/lmCBGmdamruT+/jiKPGuBUhKGLiFESsk544xKpfO8cjgNAi/LCoRQGPrVPrnzS10M\nxGK986WgfZq3TqC9Z9n+N6nRUAmhhL39QpI8Ozf70f0g9OafqebemwcXxpTi7uNV1Wflmq+1tgYo\npdFxvfiRKaHgeZ5S4DjeaDSZTDKlJOOMUnL59duilseOL3W7jf398cJCh7vzj3RufGPa0f0hcZq6\nGNOgZbUwdU7Cdr13izdX6VL41S/v3Fnrv+9Hq9HV7luTN9t4LsAxQliBAEFf++f28Edrppua5tZa\nzt08r8PQo5Ts7Q7LstJauQ4LQ19KOehPd3dHFz7JJ38wuyVueTgEA9RyDwIgNtWTQmVL0WFZK4r4\na/96deUHXuEOajRYWZmy0IQgzvBkIqaJZAxHEQ1DlkwyJeXWdpkk0nWJ5xFG0WQi0kz6Pk0SsbVd\nUorm57y44WBMhLDG2GaDv+1tM4DJ3l7h+RQjhAman/MJRUUui9yEsbO/V9eVmiSSMYwAWiabq4Oz\nrSw4LPa+wd/+6dP3u64PHPjOcBDA3+varQeS7JrrcmuNYSI6UxVvNg7/yUwbtfKh+sSfks0PbM9e\nxBgjxqi11hiDMcIYE4KNto2zdXCkjI/pcNmMv9o6/Cdy/3SOMGKUYoKLXFBGMIYgcLU2UkitDKWY\nM0YokVJZY7XSaVoGgXv9Pz386t8Kr/9StP+vliyyQABZbIze/n2n9wgc+WFpSzR4lWq35g4Da7Hk\nei8MHt3FGHuegzGWUmkFy+8xer2Z3+YWaUSh2iX5Gp1/TwWIYETSJB2PEwAQQuV5VVVibr6TZWUc\n+/eu8Zmb61ggm3drV22tFRRyi5lr6pyGHSMKWxc0bNfbd5yjC2yut76e3c29H/tZm1xpvtJ/uY3n\ntdWZHRvQWLK3/jkbfmbh+CfqUT5CCLTWlOE8L/d2RzOzHSGk5zlK6aqWZVlLqSbjbPaZKn2uJ6Em\nQLHFkdfYz7cc6ka0JXTluI4UUls5/NLjj/7cG4NhXRSaUHRvFXo6VfeGY8zOuEZbztHd9WK/X7Wa\nHMBmma5r0+m6M7PB+no2GoulJX91JUoSobWZTuXefiGlfce7V2UlhsOqqsy9u4c9lzgOufcELGs1\nHBZFLja3ilaLV5Wx1pJb8Zzf0tq4c+pP/zc/eb8r+sCB7xgHAXwAOq0HkuzqveHPpCFWfzjjjGKM\njTGex+tKFkXlevzuv+yICUbUsoYhBLsexxiVZV1XEmPkULf/udmzn05so0AIVZUAgDQpEIZmM2SM\nJtNCSm3BUkruRZ0xxgJYY40xX/6hWb0dYowEFJHTxECN0tZajEhtqq3PhvNPqpWPp3WOtl+vKeKM\nMGTR7DvyubdpqTQg8FzPWrS3N3Q9tvTBPHk9SDatthojXG35dQKtRzJCcJZX40mSZaXnOcZYY+xD\nD5+ajJMsK+NGwDnL85IzhrG4s7e3LmPZ38LIM7I2sqR+06jKiJJGvXrjrv/gKffYyu43r/3RsPvB\nH63PXBz+4e2vFVOKEAAgBZIBT6us/5mFMz9XF2MpUqhHpLQZgO10ovE4rWtpDKRJPjPTrCqxfndf\nTYnzxilp69xOm3RmUO5w4rb5DMUsk9NMT7rRjK6trMj+l88f+qFXhyPBObHGZpkSwlgA36NK2/FY\nlpXe3q46HefYsZBSXFXGccjsrL+7k796aby6Gqwsh8ZAUdokETdvpa0mf9/3P1BlyfpGZo01FrS2\nzSb3fWqM1ca2W05RqtFI1LXudNw4dhCyVWWe/fQPWQPukfz97/30/a7lAwe+kxwE8AEAgHbzgXtr\n0Vobay0g5LiMUqq14ZwpqV/8dG/7d8L9L0Ubn2msfjylPhBCKCHGWCEk53T8bDzzqF74QGbBAsDu\n7lgpHceBUopzCoCkVFIqSsnVf9i8/Vnm+k73JNZKA0IIIS3t+CoBBNZaq8GFACGkQFDEABCyaP1z\n/tw7q9a7++kNJ19j1prF99cP/PURxggTjBEFwJxRznGSZITi5R8ox8/Hk22hQRmqsuve4Nlg9xUz\neIn3v+mEF6ee58QN32gzGk39wG21o729MULAOev3Jzs7mU7STNeTRJkyp15bV6k1inixlRUgTN12\nvXnbObzsHlvNnn/lxQ26McGz/oQduzW+02CIa5AYEQ5uVmVrv9hb/586dz7r42bdOifj2DMGdndH\nVSnKsrZgKaGTSea4DDmarEzwlRWLbGUKBbULgc8iBbJUuTIKsAWLjTI2aQ7e6p39+B0hdC3Mvft6\nHU60tvcmZvQHwmjb6zlKmdlZb2nRN9revJXeXS8efaS7tLxASb2zW25tFxubRbfjPHixLeri0mtj\npUxZakKg0XQW5gOjDQAKfCqVLQsVhQxj1Os5xgBC+MW/9c7JHp5epT/7j//c/a7iAwe+wxwE8IE/\n1mqcGY7e5JxRggHB/3IkF6y1nuvwpXLjCw4DByE0eslb+mhqjEEIMUY5p5SS9nk595QqK+H7LsHO\nZJq32zEhUFXSGKCUck7zvKKU3v09sv2inXytvfAw8Rc1QiCFCk4W+VDVdwOOXASYEMwdh2JqieHG\nlbjGDG39m8byR+Thjxejl9zZH9o/9akpJdhYUxa6qipKMSbAKJXSBoFf1/LEJ+rR19uTQS5UhQk2\nUy9bY+UdT24HYRB0HhQIEKWkLOt7k6rA2rpWxtr9vfFwmCwsLsXz9Q3Zlvv7hDdo2NX5BMBi7psq\nxdQlENabt3AUuMcPlW/cyIlvAj9WOT10Z7jucuv1zUYTz3DkTs2gtJkXuPJ6e/lPDSlle3vjO7e3\ny1JwzhpxdOfOVrsdxZE/nmR+4Ey/1bBghC0tWI68VI455w51rYasSjzX5cRFBpc7TZLNLb/nVpII\njBHGCAA4J4yi/f3KGtvtuY6DrUVxzF9/fTwY1rMz7tuefqTddbhLjSw3N4uNjZwQfOpUjBCsr2fW\n2I2N0oCdnfGOHGsBpgQZzolSRghT11oqa6ytaxOF5Pn/8EPJlRXPRjWU7/r0uftdwgcOfIc5COAD\n/6te51xWXHMcjgApqbXWnDOjrbE2mEPDZ6NqAhgR4tijP1bcuxuH8XvjOAghOEsrrfXr/9FcdsMb\nfj0MZ8GfQwBYax3HcRBEjkMBLDm9t/elAFXOoU+kQRdbC1UlMEZ3PuOZicuRQ4AqI43VjHDGKQaC\nAEmokGc3vuCe+vH66I/U/HBaV1VyJcjLHLsmjFxKsbVgDHieiwkStcQYrX68WP3EdPt3g2m/kFo4\nnBNMQ9ZIXg5YbNxjmTHGWluWNefs0JG569c2RqM0iv3JJItj72hz44VbIAyW032MfMxcIwpEGRhj\n6gxxD5tQjrb5yrx74lD5xo3cOrXjt1HRObu78K5bb12SA7k3g1dqKHf1micaotA7XwzCd+3cvLFR\n17LVilyX7+0O7u0+6w8mc3OdU+dWbu5fZ12hd6IKcmFLbWXstGajRQrMCpzWU8WrCLco4sOrraIU\n6186Mvdg3wttFNEwpDdvZ2miVlb8RsySRAmhb97KOMPLSz7n+NbNTU6F58F0Uo3Hoir1kSOtmZ6T\npUpI0+/XFmBpOTp6rDnuZ3la+z4T0hhjlbbGgsOxUhYAnv/rHyzfOOFxHyv2V+988H4X74ED33kO\nAvjA/4dW40xWXOcO1dpobYyxxhiMMOPUiTCdKYdvIp3Sm7/U2v5cc/1fNY/8eEopwRgJoYuiAoBL\n/0l7fJmLm83NzzTqKV58l2GUCSEpBc+lyTTf3Rme+VNo/7Mztz/jBE/vhi2HMbL1W+HmlwlDjgVg\nmGNMpKmNNdgQMJggYjwhjdDCjL/SPfqjharQtV9jL/7n7vbn28N/cfTWf9/mHd06KylhAGCsdhwm\napkmGSBD5pKNL/CpGBljXeQjiRlxDn28cBbLPCu1sc1mCAg5Dp9Mss2N/vxChzJy68ad6WRQCNhL\nka1qSyqMGmC1lfW978pUGeY+6fr17XXaaiCCdZLmErebLKaq36/9Q/v9XXmjeHOJHI9xZ0Nds2DH\nk+Tac+O5p2Wv14zjcO3OTp5VjUY46E/m57uLi73RaDq2u43j+vbXq8rmHop8EiGDI9paOhEHq0L6\n0+2t/mywBBZKWSTXlvX2of1/8/ZkIzr2/Ws3b2VGw9ycG8csy1RR6FoYzvDqanD81GxRyDyTVaVl\nLSdTiQDm57yTZ5a1rLe2s8FAAMDJE40Hzi5Iaff2UoRQq+czJ5Si1soQirhDCEav/P2nN59b1EaB\nxj9/+8n7XbYHDnxHOgjgA//fGtGpsr7JODXG1LUEQJQRxoi7WtbbjkYy3UAYYVx5UPLjP5VJKxFC\nCCEpTV3Lm7/sY8AUUUrY+BYSqu49bBgjGCFGHExRmhba6LN/Gq7/Kr/5eTj+p2rH4S/+5S4GWkPh\nYh9hzLEDANooaxADrkFVJGPYqWRVDu3tX+zd/tVw+1VltHFsQBRTRu0+y+hC5q3UjGFOOEFWSKm1\nvvvfzb36X/mFTSZ6XwjhmBAMAgNn/nzFmlopBQCUUQRoe6vPOevNNCeTNJnmo2F/OhmrJN+qPVPW\ntqoQx4REukwQoQAIIayrFGuPzgT1nQ3/winQxuTlvvIXcEIomkxk83CK53bGzTdmBk8UNr2pXhnq\nbTZtFV84LPZ40r2d52WnE2dZ0WyGhw4tpmlx9+4Owbjfn9y9NppTx5pkNiQNDOTYe/k7/ulk/v3V\nwnurm/8yuJW/HrDIhQBpHEbBQrS0e9W5cTPNRnj5Qu77NM9VUWiMkesQ36eeR6qiDgPsOAQjVNXa\ndQihpNPlyTh95dKwKvVgWJ872zx8OEom2frdaZbJTtshBBOsldJ1rSlBz/9H3/faP3x68OaMBcuQ\n8xdvP3O/C/bAge9U+H5/gAPfjmY7H6aMuC73PAchuHfDrrV2/iPT+KQ0oKUVCiSNjBNjzhkAsgBK\n6aqUs6utKIotMxYbRrgIR0JUGGNGA4SdMAzOnDmqlLGOoIj50PitH2Z7dzKPBhw7GIi2yhorVIUB\nI4TBggKFfQAEGGMGjpK6wInjOy3ec0ygS5vLjFKCOVz+j2fzKyFDzFghlHJdLyCN/r86FOKGtLUF\nqGw+FQOhhWXaX5Wux13XMcZqpY0xUmqM0fkLxxFC6+v7Wu5WpR6mFoxFGCGHG1OgtmXHulaJezfx\nIUzkeF9vSTbXy559mc502OKszoqbiaukXV0JHI4BYGx3njvzV5ffdWeWHNrWt0Z6NzHDN5/dH/xh\nk1KKMZ6dbQeBe/fu9traVqsVuZ4jhHzwx7wG7glbzkaLMWmbKJ1OC993Pc+TqPJwmNSTVtgBgGSS\njtJRpqd3//Dw+j9/39d/9FNr//0Hjp9oRBHrtPnqatBoMKWMkhoBLB++MD/fYAwXpW42eOB7ZaW0\nsgDw8EOzKyvhdCp2dgtrzUMPLnfnYu7QLKm9MGjPxJwTp1lVYy+irSbtfer2O+53qR448B3s4An4\nwP9vgXdC6DuEYKutUlobixFS2vQeUsf+dCalHFwmSz+Yzj5VU0qMgapSxoDn8fZ79m/8M89QoQpb\ninz3a3zhPeVE9DFChFippRAmisMwcuMz1eyHxrc/y9Y+5yCLPBoQywlQAFAgAYCCgxCqccYZN1Yv\nfTjrXlSdp/O7z1Wyki4K/JjWuTZWV5ChmlLpYWrn31VqawFha7UbkMbhaO7JbIL3Z39ku/9sUENp\nwHRWnSN/MkeIYELyPC+K2ljb6TQAwZ3bW8bYm9c3p+M+xiiRbKI44gyMAWOsltjlpsoRpmAArAWw\nti5I27dK6dHUObLMeu3B2rBwYzyZZJkiBFkDUpnrydWP/qXiqR+q/81vb2d23MBdtraS45Gq4Mzj\nc+t397KsLIq63Y6CwI1iXwjVeSrNvtmLTJcCK8Zm5v3DNCluvto33zgZkpbVJqnHM+4SJVSo2iLj\nMT/GHQ164xqZ9tHSE7uMYwTIWPA9gglyOFEi5V5b1llZKMpQLfSNmynGcPZsa2Vltj/INreyPFeH\nD4V+3ASotFDcZYQFGGNpHwyLH5i86Pg0+sRbp+53kR448J0NWWvv92c48G1qlHwBAJIkryqhlDbG\n+r5DKQWAqqrrWroub7UiSqkQejxOPc9pNPy6lkoplZIX/8Qp7BuL1Nt/bWdcDRYWZkIvHo1H+/3R\n0nKPUlKWYm9vcOcr8qW/7QaoEeCYgytBlDZDgDwUrnygPvM3hkrpcs1V2/H892WUkqKorvyjuP14\ntvgkRFEIYHdeBpmbyz9/lCJ+8ucnpz+d7r9CX/5U791fvY2AuKwDAOvb115/7dbgLXjtHzguCpb5\n8ZULjVN/90YjjvqDcZqkSmnH5Xdub1+/vvnWm2tCKGy3OMNFoV8ZhRJzqxQAmKIkcQTWmKywU2SN\nAmsAEAqZ//AJub1vlSLtBl+cLV55M4rYKTqIY1YUqii00lZK8+d+5pjvkV/4728Gg5OL+++JUDsx\nw6f+Bv7631Yzca+f9A2YC/4zys3pX/zS7bf68jceXCTHGHZqW7zzN3brWrY7cbsd7e2O1Xb0jb/Q\nbvB2gaduHadqHHqREiZVYwRY2PL8z73wzM+tT6diOKyNhbrWYUjDgBKCGcPdeb/O1eXLo62t8umn\n54zWaYauXh1UlT50KDh1Mh6NReCTRsMhrg8WxukFpecpCWw/bh+9eL/L88CB73gHT8AH/jd5zrG8\nvF7X6t6RJK30vR/uDcMy2iilMcZVJRGCuhZgreNyjLExViN1+CfHRz6ZXvg58BsOQpCmmetR7jCE\nLAB4nkcpJQSrIBn++ooFI2zFMGeMgQVtzdm/Nj7x01mS5JRS3tZ8uYiiiDGGEPhnp/EySKnAIt8P\n4kUcr5je0/mRH8uXfqDQYPx5c+zPpoRwgiwghgABlsk0t35FesXeJUsRh0kwummPfAATQiglYeBf\nu3q335+u390TteJ0GkW2rozWdmADKS12uBUSO46pajbbtVLhBre5+eMvSxirCvfUEZ0VJiusEMET\nD2Z3dnagsVYGygunc4eIqOU039wqjh4JTxyPXrx5s/22K7P2iB13b3wtd5GvpLFgEzuKoAM14c89\n+NprN3M74cgRtsxNajfaMycpa2rOXdd1aSxmLsDVL5Q75dqSe1xA5aEwjuLAC2yNANnklZO8mzSO\nDaKYiVpPpxIAGMWOg+OYUQxXr06TRJ19oKE13LqdjKa969f3GLOPPdpJElmV2vep4xCM9TS/OBw3\npFAI697S2+93bR448N3gIIAP/O/x3eNlfQsA7l2oV1dSG3PvRj+McV0LIaTWttttG2NdzzFGI3Tv\nZFENgNK+YB4iBLmuw5hz+1cDO/Edh1uvphSUUo5DGSO1roaXWG6nGqQL4b0tXQ/8B0MgVilTlnWn\n09bKZHneaTddz0WAMEbTSZ6mZRj5rkMxxnxGhgsYIXJv6CPHDIODEdQ6xYhkeYIRkVIN6z3KcXaH\nGVC2H534cRFHAXfYjRvr+/vjIq9cl88vdibDm0pZY21ZmgGORSURoyQKaauhx1OdF7TXVvsjxLAV\nFsACRbjpgdbBI+d0kulJooYTEgVgDADkNZSTMmFxGnTszs7NG+nRo9HhQ+Fz3xjAkavd+kSUHxqZ\nndxMEeDUjvf1moN8DwUtMrupr09MX4NykEu3Zzd/1xttCP+BabfbCqMAtQo0k+5+nfksZA7lxivq\nXJCCILoQHrIGrn+lPf/gqHUoTVLpOEQIO50KQrDnks2tQghz8UK3qtR+v7hxI2v2zmix8SM/fIox\n2NzKMUGBTwlBk+xsXi2UpUAYrSz80P2uygMHvkscBPCB/wNRcLKobjoOF7USQmZZ2WhG1hgAW5ai\nLGrGSV1L13Vnem1trFI2DEOMsJJq64vepU8tF1fCxiPZq39lof+F9p3fIqNvBKf/bFmVdVXXruNw\nzqrOTl2LvSsSIcyxw4mDLSm3nPiJsVYaE1wUhbWmrkRRVnEcEMoAyHicuB53XcopxRgTwi2ABbg3\nkQIjB6AFUCmjN7d3GCNxHL380hUh5MwZevRj8vQndeudw85s1GiGw+H02rW7CCGwttEMQ396985W\nlishTFWZrDUnNTJpARSr0cRWNRhryhoRbKUAicBaMNZiRXwXjLlwsf0IvluubXsMMuuA1oAQosRk\nBaI0jXpssLe+Xpw/35ybdV9/Y+qevbb6kcuPf1C2T0z6+dBploNqsFmuOciPcWcGr1xXL4aoSRBD\ngAubVHe98XSy+CgNAk8IFSwpP+bo0N70TTf046xICSJtZ0YpVaiMIefq7y6uvdBsHpp2VkSWybo2\nQpjhUPT7dafj1LUaT8TubqWUBb3z2GMdBHZ3r6wq5XCijR2nx/J6BSEUht7q4sfudz0eOPDd4yCA\nD/wfi4KTaX4NENLaCCHLqo6bgVJGa220EUJOpzmAbbZiQmiyBkEXX/rU0mt/1999nhDDql2+/5w7\nuqmpdpAg8SPTlQ8Ij/tSCW1N4PtlJbPGBk0bxV2mrWaIO8R1lqre21OltOswpYwQmjOGELIWxuM0\nDP1up8UdAoAYZ4AQANLaIoQQshQxqdD27s3dvd2rV9cWF7tBEF65cnvj7v78QqfTawaB6ziM+wgT\nlCbF2tp2lhXTaTad5BiNsL59d6OYTORgUCvK07Anp7mpapDSagMAYA0iBHsOWAslAFhgGPvUSsnn\nZx4V19oNEvg025vMstJgUiHHamOFcFYWoqceHuyXZjzduD09dCjwffr65UlVKxIWZx6F+MjwVnKz\nd3rSfWBw5c0cWzJLVgWU6/oqRkTYKrdTCry+Gd/4F54mdXC0JgQfeiLwj+X9vXG14UslqXYY5uBo\naepaVdaaYi/a/f0LFz55A7mGEsgLNR6LuTnXc8lwVK9vFGmmZme9Jx7vRhEbjspWMwxCT2vZ7p02\n+LznuVHkz7Q/dL8r8cCB7yoHAXzg/5TAOzFNrzkOJ5Tc25MVhj7nFAB2dodgLSH4jf+WY+Fe/5vH\nbv8PrWKAzv+NKbZ4fNMWIiunmmCKBePI5W3d+/4xZxHlyFpCCTYWJWl2/H1scgummwYBCmbwxb/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AUAJ2WZhlaptJaWNty+3/nyTEFOiIqTW0iSfJOMtaIwGhkb2tmuXby4IiXkJzXNrDMaBxvl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\n",
"prompt_number": 30,
"text": [
"<IPython.core.display.Image at 0x4ec46d0>"
]
}
],
"prompt_number": 30
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## KML export & Google Earth "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gearth()"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"html": [
"<iframe src='http://epi.whoi.edu/esr/index.html' width='1200' height='900'></iframe>"
],
"output_type": "pyout",
"prompt_number": 45,
"text": [
"<IPython.core.display.HTML at 0x6002090>"
]
}
],
"prompt_number": 45
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"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)\n",
"tif2kml2(clf+'.tif', clf, kmz=True, gtiff=False)"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"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.']"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\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']"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"gdal2tiles.py -p geodetic -k elev1cl5nn5.vrt\n",
"['Generating Base Tiles:', '0...10...20...30...40...50...60...70...80...90...100 - done.', 'Generating Overview Tiles:']"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"cp elev1cl5nn5.tif /var/www/esr/elev1cl5nn5.tif\n",
"['']\n",
"kml saved in directory elev1cl5nn5\n",
"elev1cl5nn5.kmz\n"
]
},
{
"output_type": "pyout",
"prompt_number": 33,
"text": [
"'http://epi.whoi.edu/esr/elev1cl5nn5/doc.kml'"
]
}
],
"prompt_number": 33
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"inst = \"cp %s.tif /var/www/esr/\" % clf\n",
"os.system(inst)\n",
"print \"http://epi.whoi.edu/esr/%s.tif\" % clf"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"http://epi.whoi.edu/esr/elev1cl5nn5.tif\n"
]
}
],
"prompt_number": 34
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"makeGE(['http://epi.whoi.edu/esr/%s/doc.kml' % clf], clf+'.html', 800, 800)"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"http://epi.whoi.edu/esr/elev1cl5nn5.html\n"
]
},
{
"html": [
"<iframe src='http://epi.whoi.edu/esr/elev1cl5nn5.html' width='800' height='1000'></iframe>"
],
"output_type": "pyout",
"prompt_number": 50,
"text": [
"<IPython.core.display.HTML at 0x4ec41d0>"
]
}
],
"prompt_number": 50
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Shaded Relief"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"shaded = 'dtm1shd'\n",
"rgb = 'elevshd'\n",
"grass.run_command('g.region', rast=elev, flags='ap')\n",
"grass.run_command('r.shaded.relief', input=elev, altitude=45, azimuth=225, output=shaded, overwrite=True)\n",
"grass.run_command('r.out.png', input=shaded, output=shaded+'.png', overwrite=True)\n",
"#Image(filename=shaded+'.png')\n",
"grass.run_command('r.his', h_map=elev, i_map=shaded, r_map='rr', b_map='bb', g_map='gg', overwrite=True)\n",
"grass.run_command('r.composite', red='rr', green='gg', blue='bb', output=rgb, overwrite=True)\n",
"grass.run_command('r.out.png', input=rgb, output=rgb+'.png', overwrite=True)\n",
"#Image(filename='rgb.png')"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 37,
"text": [
"0"
]
}
],
"prompt_number": 37
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Image(filename=shaded+'.png')"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"output_type": "pyout",
"png": 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rRJZrr732rLPOwgQ+6aSTBD6tx7WnjaUHYRwD1IQthq+5AoIOHuPUecuuEwP3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\nV8yRcZUEbvWRqWtTdBnGo3/Cwr7lJkO4GJh+0Pmq5cqi7Bx/mUUlH1+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RfIDP\nF6P9+NW9sCsaBh2fT3VqVSdzgi+v4mE7kXvcidh2wZe09Ua85rQkfs2iqApkt+WLB4CXJPrB/VPg\n82T1tXarTf+OLF4wCX9tyg3DrtqZaaQIMawpfNSWo2RFdc+pcFD9B92vO92vGpaedabPoO3XY3lX\nt/sXpqBbis47yYj0ffQivbmr+3olhOITLv/panfyZXVCVOSyg3IQJQ67d868u1Ta0z/YO8gPXmr3\nUjD4qtm4vEzkVVFdzxJzcww6dhPfIHtZC2WxCnmyZ/UokGmJngt81157rRj3wQ9+cMOGDQcOHNi5\nc6eWSACKfRT4u+OOO3AUMhcY9kEoptkeKs12YS6MXii1+RyNcabLYiktN4jUxQejdZHvdnlq+XQd\nxFSZBM00Jk1zDXKV6UIVpyT6xD58fCdOnBDUAB+zcYnqPtsMCpQKfFqudUQ9KjNraAvCHz1YdOU7\nEcrArXRDXnrWcT79fJolifK2PXdJ15Q5A/hMmLk2eMLRGSNVnpzvIlJ2hHQr8J3K43PyS1q7+QsM\n17l+gfxliTYvmUQemXfS54exslSKI7LCXPBVB8vPDQ4Lnzyao6IEhxH0rHhUgTjJ2Js3Kiz6ZT+K\n0C6320qxThJn1PbxdTmeh7cauQvJsjTMzd/qtM6fVJm6ObrgSzHbK10oEVO2DfP2kLaw8UFFUqxd\nI09aj/5B+Pgo0idTF0tW1qvW1/PLL79cEu+aa675wAc+IAjeddddMnhl+V544YV6+clPflJrajWx\nD/WnLRNBBlWeimuPXiq+Q6XFmsHnjmtEMDgmznlOONqVmSeJr3yfz9VFYeShTbgMhTAMVWZuSOu9\n9NJL9vFpuXBGcEPUk+KjtZAGARDqWWWV5oebIfZx/cviA7Jp3uXJ1lV8eZWN2obCIOZppOLLm2he\nxV1W5PVbJZN0dcwkUoM958/FhMZFZnnGLpOdnCYJiH4DPvSh01m6gJuUHqzjtoXblX5z7a9plOr0\nUfYx5Yj0Sgpoipc8cHmsT3f/GUWsKg9ofrArvlLT+Xzt6qDqz0v/iH9PlziDttqqOGjwdcFtkJ2B\nid6jPAvzTpsJaHkE8pck+Kp7gPllzNkPwEfSul8uk8Cc17ZYZuxmOguqCgcfQ88BH9STWMPfJ4TR\nbfJjH/uY1J9YIw4yS/eGG244++yzL7nkEim+65px0UUXyfJF8UkYCoh0HLe1yw/A7F2M5JvK1HX6\nS+WgXCwFR3tNdVV2pAu+5GPe9qq/ZhSKz71DxSMuUUHtq82QcBOtxLKXX34Zdx4+O2q0OIlPC7/4\nxS9KG9JzUqTTB7MvhwCqhSIm1h/lTg0+RqXFfFMchOLzvgzb6RlzTd3ePO9N22KpZYpP8nGI0K6u\nSqW8UkpY5ywm31eo5/ZbwOcQCfisuDtrVwdM8KXxm46DcfjjncfnFfIgGnzV4TvDHSOPxahj8eU9\nype3lYh9dpmCYJnWa7cgSHp6JPh8oEdt/W/jPc+bXqTO9KLbVgrAKqSVp0hC1j8pT69+uJl9VKus\n2rlSN3VrGvU2/Hsl/2OhVKAblMkPxmsV1U00OJnZNamoU4DZ+/82QwLt4x//uJhFtRVRTOAT7O65\n5x7JN31cT4S8vXv3in0XXHCB1N++ffsk9wQ+vbz00kup7HLjjTfKOrbiY2t8NSjMUIwRxp66MAGS\nMCMzBDd6TeqiExIzuOGj0b1Z8sf12x7AUWlAuNaUm3V1OUFNJq00mtD2d3/3d0Lbq6+++sILLxw7\ndkzsk+UrhEn6Pfroo3r53HPPMS9NOpGGRPrg15rO4v+nGdoCOlGbBQTUgLF5x6Wd+sBnSK+dluiT\nLQ2FSt7m2TXo6JUzgy/ZYrbmCe/VKjs3dVWqQjo3cGznBDestz15w9s1qlxPqWuE+7lxmThg/Vmp\nPu91fKn7BpJuvtOBrxI7qYN8SxmVMOio7axNtPVPM2BEbt/Pu7+kEpujEFO9mIueO2IU+oRIiTdq\nJxnkb5iU4eXVpZWKL8+/6sbb3Zfc/QS3D1eCL+cq9BofX1qyjtvaKF5odzzAgybSSY4Rb0Xx0WP3\nc5/7HOADgrJbRT2KtegtrU+tKlmy4t2GDRvEO63w0Y9+VDRct26drN17mn6VpDRLP9rNpwGqEIDg\n6VAUSTXvDkVRGcvVQ6W2vsF3KPq05S5b8fl49ktB/0FbXKfu08WFQ4qsMqqQSsd95zvfEbmENoHv\n+PHjJ06cePHFF8VBQU0407uUqxLsnK78D80AeX/fDMCnoXWgnjQj89hymte4PfuoAvQ4KnraFFgu\n5Ru6Xp3qnBy0Rcnpbuc+yacxnckf90mbbPH6Fa946TxnT+Egua8FPs/fcE6fgyazUqk8MyrOAL5U\ntvnLxmGu+8qvJFJldlV7XsHIis8v8+dN2s6+5EXeRjwGJZTZjwnko7hN5crjUo7BP6y63VlD+SOj\nMPCTdLZ2/Y+m4E/ET9re1fw9eQtJCFbmRnK8usFUh2LQttkNPiIb/RLntQusUkDpEHQysMGHFw/2\nJfjuvvtuGbbiFOAT5m6++Wbh7HPNoESzlsiY3bhxI1X5du7cqSfioJZI8ckoFgcFRLqVUwaGZOaF\npgwMnSSXmx5JnnLrVOSE3UIpTuUqLMMmPoZ4BHN+15GfpZIk6Hte90meVJNmvhrCBKMM8EnHPfbY\nY6LY888///rrrx9vhkSfwIeOE/gc3KCprsSgPgj49ORrZTzyyCOUYqbmlWhIH0u+ES7MvTx9bozb\nRVPySrEt5ZUHbb9z3ozzmkoVVb00RnzNDsuMET+fRAGBBNR4nlU6aRKGbNrXio9Puj7iLGrQJ/WS\nLNV3zKKsTXUlz0o6+DiM0PQ0WUd0hdigrZnzau/yaNLxPOaxrojZpUbXM53yPtNZckmvHcY6Hfh8\nEvirq5ueD9ek7dHrcmrUEaHDdkAtnw/D1jjzBqv/JY9/v9Sw806lqWvSpSch/QlLpUgBXYfIaIGG\nTNvQwvuaQUoz09dk7cp6RanprXtLX46rrrrqwIEDYqIMW1m7V1xxhaSf3v2zP/szFJ/BRytI/IyY\nukjUB0oh5QdLHflD0Y883XYwkb1ebpent+PSuT4Ef6tTaNieDzNsa4JsASrwyW4V1wQyugtJ0B0v\nQ+B75plnRDHBC8Un8NFvF/BBuq+2B+Fd+hZQvADRh7MP0ZMlzvLU8plj7TIuZntevP0St6muqWpT\nc8/zSrWZNr5O+2V+VF5K3Y9PI2+kkgjjSLPTW6fAR6E+dsywM+DgYH5HbrcC37TMbBtH5eGV0tbL\nQmzQmcWRcm/QNsEq2eLrswu+vJeO29bi3Cfdbfrbuz+jezFb56cz2+yo7MfhvJkV1Z9UnRC5I9Uv\nzHMub7YJvkpEDzp5LQlNH5ZBO9Sedpwr6NmllXZu9XIhynlmhJcGu9SLJ32PSnz333+/SIfi0wpS\nfOKXrFrpOFijdWhKqSW7d++WPNQHb7vtNkEQfx9lnCnV55AuCcz8BqoYWJ1Z3KVJ6+w8hzX42Ryl\nXtOQCPDZj+m9BnzDyNbyP85tYylSnX0qrjRdI0i2WGl6DJDHx8SMb33rWxJ9J0+efOmll2TtvvDC\nCw8//LBw9sQTTxxrxqOPPioFJzsXxedhAjKz7ctf/rLMvb/+67/WxyUJ9UQQlO5z6xU7o8bzkkCn\npR1zgs8Xb78dqRt0YsEV+My+vCQraeXLwXKhOlfHbYOsO3y252/T8xp8BtM4xFEF+7xQ89ePQ3wm\nZR05wYI2+IbtmRW9dj2oFICVnsqLNoXPXOqZhom2JF3FpooFydPRvKIMeXCrT43mmaKnw80ZRt5s\nJm2H5rAkrwzbssJMTEZXzK3O2jwI/XDw+fp3mp4rD+dlv9AuQmXkPVCqsyCvcOrRTfyzzZCs03Ox\nTGKNqgSAT8ySvrvzzjv37t170003iYlaTS9px6ElW7ZsEfv0Uphbt27dOeecI/zd1Qxy/bRNvuX/\naQaV4pGBTtlztkrO6j1Uum1kQh+pf4OSzuLyznZrZv7zUpnba2OQf8p8rJy/02aurk0ueuwKTwLf\nU089JdLh4NPjiy++KJVHcjKZzE8++STgwzSWlJNa/Nsy8O5h/OJDFOmkFlF8+Pvt45pFcbMKfJMy\nBcsXu8/hfszM9VtWtWZIMjTZ5/N51DZHfHVMIh7QvUlX11dqyXHbuBmHR34++CrFO4xKShX4ui+h\ndf6IaYk9c0sZF2fBMNo/duOtS+3JnhYdPta+Vqt9q+xEH6l+2LCpgHJJBb7ccgU+f5H31DQZzPOs\nDcOaroYPVD7J5V3w5ZZtUuVZWOnTSnpU1KvW6cXoBjeAwmIpduL/aCnGcknnXoqJa0CTbBIS95zO\nwrxdEUqkE/VkyZJ5J8UHCoU5YRGXn6SclJ2Qd+mll8q2lSTcsWPHH//xH5911lkbN27UW/v37z//\n/PO3bt1KNyJpwPubQSaz9KBQi4WLIQyXP1+GA9APlk6sNoc5sJjqtoszgXkhpvoeKlUIDb5+M8Mv\nwecLmBKzdIZ1syGBTApOmJPWe+WVV773ve/pUaJP+JO4kx7UW8IiBZlpQC4rmJQ9gsLM/dD4RjNE\nQG1Zj3wcPtLEg8JNSJO5Wc3jJq8j380brX18ozLtp9cp88GJN/fWPop6U16S15qvlDOALy+oZF91\nZc0BH3Okx1H0zZ807Cenier6SXpAK/bZ1EUVjpoGXekCz6soXS1OkV9sKp5Xuom9zftDV1QOSmKH\nr8x++K1S8uRmq7tTHvcE2VwNVfHUo3rp4e/KL8098hEeta2Myq/cj6m1vXlu04rOvZiTlx7MHAm+\nhVLr4XTgW25nCPlo9yISgtMN8WjwMdXslmZIqVF6/uabb77jjjuov4IhbNEn6ulRlNyzZ48g+JGP\nfIRKLRoXXHCBwEcLSm2HyAnOPm1ES2Ac/j5PpzP1HOpdKBnOnuwxjOBGKj4fvYUyi3mxVGTgOPNv\nVmegr1IHN7A63RpcXJPEE/Jee+2115vx6quvCn9Sgt/85je1UM8pRMqMDmlDyi87lY9Bz0ltk5Yd\nAqWWYP/KEGYyr/FHUsekU2DJAQSbdOmz6kc8cBCObG8kz/OuQBmGNeprjUPnqzi1RV5Hg/aoxMSw\nbYrx8daUNeog2k83idnL0+iSV7n/koPTztS0cUwiwXELAVF//TILKi0mX1RLneRY+1m6+2zE+DcP\nS6T4dArIpMjRBd9czFWH1X+JTZvKSK+UYN6d5oIv72bVuTJuR9xS8fksrJje1bk+aJU5vNwOU1Rc\nW4xJ+92VTb08mL1SNadXpnkQVUDT4cujPS6dhkQ96bs/bcZNzSCHWXJP7wpqeqlHuu4KgiLjrl27\nNm3aJNht376ddzds2IDZq49oy5Q4BbIYvw506AdY0yX4sGQXSxUDrHv4tdyEgxdisFPLpYLDculk\n5Om9/mvyXtIvBQu0AukstMXRc1qD029ILJPK+/73v/9qM/Tk5ZdfZlIaz0U9rUbxgqeffvqRpikl\nsV2ntpDALK1HLss/NeORZmhNlkM9ohx5+vlUn5R5qy7k1wVf9zJJ8Bltc8E3bltReVF7+3lqmQB5\nYs+VGqcFH1QCfBlb8SVnH98ZYNcFn/eN9HQqBUI9nmMUD0KOLbdLS6WptVQamy53Sp70On5An2dp\nguVlbBac4cmwra6HIevMrBRQFayNvzzoCaD8e1LiVSM19TRS/H538M0le7IvV5h70KzvbNklNL3j\nXfB5gwulIoDhwkuylz/3uc9Ji9FiTbDDyBXd9u7dK8V36623Eu29tRlC27XXXnvNNdfI/iWdReBb\nv379lVdeqZX1KYFPj4IgNVq0cYEPtOFY5Nu1sAKfUw6ReEtN+o6zcFB8C9Ekk6NxunQWrN1+RCSt\ngheb8mgGHwEN99XVEyFJdHviiSek+AS4N954480333zrrbck+vRSek1Y1HOJQcFOq4lukoGAzxkt\nzuMjo4XCfCQz4wEkxQ9rlwqdJLhM2jGHVDCe7+Ez1ldfXhTd0zvFxKhTTMSmYToZfaH5JM9zuMvZ\nJLW36csqaX5q5gYhbRPdU2sZaepWv3jSTiNMH19yk0xCfATOKlyNRosmTiWgUk1U16GvsblSblhK\nElSXsUVlWmQGaD5JRea/M284/pHJIP/UxGsCOr+6H7Zn3ifzpBl3HBZd8FWgqYRn7tfcJd5U9SPT\nUvb9iaOX39UrJfy8y5XUHZTCxQ+WkTEQklfoCH7PPffQNY0JGLt37xbmBDu9lN1KPjP9dq+//nrJ\nN8k6EXDz5s2XXXaZVJ7At2PHDpm9eldiUIYwDdgIblCcmTp9NnXt47NH5cHSE32p5C2yDnvNhN8q\nb3ExJqv4MFr0Wfd1wcch0p/rWfS60Oi5IfA9+eSTAp+E3g9+8IP/vxk//OEPRUAtl7mqhWLf888/\nT4IL4MN6JcOZoixf+tKXCHGQwUvJFqjn9GYxkTXJ9at6wlRX96xdaC6hNum4uXz/9jp5O69M3Wp9\nn3gGa95TE3xnvl4MRF9icxRfWvLe22paX/eIVIcmrTaz3K5TRJ+rYHH4Bu1mQCmy0v1U2b++zBIo\n/agY3EVAfkslwaonyaA8vqnCRp0yUPkt3d9Zvey1BWDKVR+B0bzpHMMi2nMf+23x22uPLtm9frX7\ng7CCc4Opmq3jvJt5R/HfMShdbMZNNlb+fb4VOe4hkN19991SasKfmHX11VfLer22GQg94YyXW7du\n1VtSfIKgnlx88cXnnnuu2CdQXnTRRX/wB3+wceNGCUC4qdU+85nPPNAUYmGqHIzTc4MvQ7qsycus\nptUFn9lnxzTgq7yf9gzkcQN8/DX6N+m5oYtCx4p6fIR0Db633377X5rxox/9CL+elmi5VtBLSu+R\nzgLUAN+XmkHzSSxZbfmb3/wmdi75faT1aR3UH624s9d2Tg5L/GXO8DgS5XztTyLsmWg7g6mb6/sU\nMvjSWOlKhOTvNCYX+Ktr8Dl7m530tI0KfM4tzP1PDs7avb7GMaalreJqNMN2SRhmzFRcSOMrR9eh\n7pd5vQ3m5QnmNWlwVBe8RZyPbN6FBu20ewPIMOrixhuvYNfV7XlyJPiqE2Vc2l/0YmJc7mDuct4k\nk6d5DuXeec0KfL1St93KbimaNy1G8D33fVhSAqalhU3epUwBdJ+0mJQd085kpQpzzMr46Ec/enMz\nJO60RECUMUvcVguvuOIKgW/dunUC3w033KDH97///VqolTF4xVAasJEt6OkcpMiAPx5pQ06ZLOKz\nxF5IhcGG1RNKHoA8T/mwQ3Cx5LV8PrpW5iFN8Pmv0VVAawhUCHl5otvLL78sur3zzjs///nPf/nL\nXwp8MnUfffRRTF09J4eZzD4tJNOFmRsiGpoOy5cpunoJ777e1KzXIB3aJjDteBxintuCMS3Tcfjv\nujbyXKdNiqS5pu60TFnjFOqVPMEu+4ZhWRt8jkmM2p7KOeCjMn13xm+KWz+vAh1+meDLa3VS4htZ\nIN/BIwxhPfY7DiarvJROXpIa0JdcXuR5BebFdjr6DMKAHXQU3yiiyelcqPRpxdD8h1JqVX+eNzhq\n12upTin/I75m2B3TLTnVtf2r4d9pgZzC2fchbz/9DIO2Z9Y3pPwxw3C4jNvhpiQyX7dUZnSQ2yw7\nVHbrgQMHpPX0KCVIAPf6ZsA1gVKW7N69ewVHIU+Y0zoioyCoJfv27bvlllu0BP+gNquVRUA9wez9\ndDM8mRcgumAM1i7go2Zfgu+BUo/vgVLD2bAz+Pwp9pf/l93vgo+MFnfMEXokvr7xjW9IzYl9YpyM\nXLHvF7/4xY9//GPMW9FQxq/e/d73vnfs2DHasD322GO0naQkHxktPDJdF8WnodW08uOPP47HkExp\nPdoDSKjXHKRbhVOdrZAsiWwppkXofz9ROOkkh1R39wp8PodPd8HmPdvs64o+r3zK1GXGjCerOWid\nynbajmD4ud0BcxWfV7Md7ZQls9XuUt8VF9vpe5UY7LW9SBXLfFWn6rGFm+ipUJWEyoPbXT5q+0qr\no+9vqX5Sv21ZJ0MrT0feKsdtb8g4Qhz+Xv+SQUeyJcQr0yB/avXj8wazGC3KPGejX9xY1R3Ib+Vu\nptdmuW3g98N7SLQXAIl9gp0MVeHvrrvuklj77Gc/K/lGqHfHjh0CHyERjF8tFBalAS+//PIPfehD\nIqOEoRAp9snU1WpkzEhRinQwi1pYcM2AA16gbSFqpi6U6gMPND3hDL5UwZ7IvBy9d20UL5fSXktN\nmK5XjLiF0q7TEoEZ9YIOBq8YJ3v2pZdeEuZ+1QySWv7t3/7t3XfffeONNwjvnjhxQtKPTkMG39eb\nQcRDLGO+mrSk3hL7BL4nmiEbWc/1qM9+ransgnLE+MVepoY7EISA5qA9V+5ZVgk68y7VYmXtjiKd\nZRwTNvJqHQ7ruU8pMvJy85at8oYxr+lUHh+VmiG3XW+TKKVXlf2zwV8pvtyN6roFwNMyM9HBe2e3\nWEWjPsw+G1M5Eotp+S5HXLg6NGlkpeLIkVdjF3x+OW7PbEkIjsIvm8JnFCHX/G1pAswFX6XwU0ON\nOsGy/Jv7EehI8JmDJuMwTOy8r/omxLHlUvdBTvClQuyf3squrGAf6n7j/qsmzyLQZPOKgJQwoH8u\n4LvyyiuZurt58+aNGzeKcbKIRUaB7wMf+IAMYa2jJVRv1poET7RBAZScPsq3YPaSS4hJa/Bp71w6\ncLF0X6KslsHnE7JXatWwg4faTceJ9i6X5pz2GC6VSl/+C/DxSWcxeUMwkpoT2t5666233377Jz/5\nyb/+67+ePHny+PHjUn96LghK8Yl6koFPP/20+OUafNi/PKLgvvCFLzCRQwavuEZus6uW0qwDA9kR\nEsCnRz5O1gvKFOq5pFPOeBu3IwynA9/ce7w/nmdjdQJXl2QXfHmBDDrK45Tiw/EJy9wiw9Fre/0q\nCFoMpqlbyYpUtvwa4lZ8Y6YQZiBpXHzh1UjwLcTk0C7OrLmsR6ppVemnTybO/XivPYbtslcppsbt\nIHWSrh/TKpKw3a356CUTE6OVvku2ekk/oq6DUIX9kmvajzr7Pjm8HaPKmg5FY6+CzdvKKZF065q0\nCb5xKVqhfdSSQ6VfLeGOT33qU6TvSccxp01WrQAnM1Zcu+qqqyCaxJ3Yp+W7du2SNty2bZsUn1bQ\nEy0/ePAgQk/gY3KIc/oEPtrvUrIF8EErg494iF46M9mKD0wvlGJWGdwAgp+PnrxZ7+9Q6W3E8Xdm\nvp1TuiKEGIGG2K50HNauFJ/A99Of/lQvxT5JPxm/Tu4TCsU+Gbz03JCgw9TVowBHPT7KH2izTNvQ\nQr2F+tNHmASCTiQL+utNi0utid/wb/7mb2hPDuYMAaulquxm2rMJga51mGd7LuyKj4pluU7e4xOd\nlfKowWfFl+CrTPdufMfPJ1Gluav4MiGGKdnuB4zlm9/iAzRoJ9n223Xbvbepa/yWNYhB+WCMnIWe\nF+1cgCYZl6KgcfXHpAjvldY8i5F8sxxes4oC1oBWQLbNh41urw5s3sH8145Lspg3wvarsI8xx3Xo\n6zN9qZVTtQs+30t8B6o+7s9a3FU09G15Wma/W/TxKPuUUvLClqSZBCA9dsW4LVu2SPF9qhkioBiH\n4pMkBHxCntY599xzZQVrO9KMMmw//elPSz+S06dBfh/UozYMFQ0qHx8+x0OlG6+xSH0tEGb8aXAa\nePraUpnuslRqYdkiHhRTd7Hp2GtNpKPhMipCklgmzL322msCnyTez372M0k8ke5fm/GDH/xAb2Hq\nvvDCC7KLsVgFMsiF+gNbAp9gJzOWoAcZLf/QNPfQyvqUPkt6M2XrtSa4pOaznmDwOjhpeeS+PbyV\nasl8cHbwtLSySPaN2l6dQdi51WVyupHKIG2gvDpY50zBjYxmONYxiYBGctDgm5XpLKbsOFzyvDUt\nZU1Zn3zmKnJU3Q36HbdRImapPXMgsZLkqqxmX6jVwc3jm5QxTNOaTpmd6mm53Wk72VoRNv/USgzy\nKV8SlQVhfWcaWilXo9e2QzXYFNchjq3FdpaJWZlKLe8Tqfgq3ecPWnLm0UshDPs4B3QCjJpZjHyF\nfhhKTai65557BDgpvj179kjWiXQXXXSRzNuPN0OKT/rummuukW17yy23CHk0Hdc6eqK3RENmg2gL\nd9xxhwBK8ERAZFIH9Z9dqp4AC1kvQhvVTD1lDVMXeEHAueAj7sGRscQz+JwO7f+Fc2xSQljCx1/9\n1V8RgRWMRDTB7oc//OE777wD+MQ7PdHLH//4xz/60Y+kB1955RWLPkIWiD6cfQYf+czkNruWAfku\nWLhSmnpuNx8Wrh75uMBnfx/OvsrHZ0HjLA6nrNktZo9/XumTGGmlDgZ1suqoPeaaO2kqDds5hsPT\nRXWzToM53Q1uVOCbRkOiLvjSCh6XZpWszMHKuqdp/5vTvXC355WZC73EKydc8rLMJV3oJPjyiSmw\n3KnCmAqoV7LelqIIRxKk+t5eVBmw3Vq5P3xb8z9qg9pqMa3URHklTofNVAES9H0pVjRPpns3H4zy\ny0n8XjgEvCRP2VTuFeuHTW0S17CABVouXhCOkExj5pkexa8bbrhBjNu0adPll18uosm2Ffik8gTE\nnTt33nrrrSi+Sy+9VOB7z3veIz5qoXSixCNJgmKo0EZE2LyjHox7dFC/j3QW1gFw/cbUJdyhwVTf\nxdJyExnI3rl+F3LPtxaWMwHO4ONWNIr5DAKKKCPWyBR97LHHjh07JpP27bfffvfdd//93/9d0u8/\n/uM//uu//uvfmvHLX/4SCIqMEJCwr2zkp5ohDkq+YfBi8xKvIGgL6fRcX0c6i54jDAl0fOUrXyE/\nRk+gHnnOVDOuWpUZgkYhT6yoUEgsqQIgFfsqKTdodzXqgm/YnrNvpXUm8OGz5Hc4iW8UNfW6tnoX\nfP5g19q1yh2VDWnOkAAAIABJREFUPgMWla6DmGk0+StTai2W+Z5pcFUayk9YniqvQp7Z5Cv8zOBL\nU7TCRD9M1LzUB5H70g/vW77lfyuRl2dA5abNDRo3gzCWE0n5A7wveBt0qPWup9nPlbHJ925wY+4d\nJRVfBb7q1p33cDuLh8XjuVzaYuBTE26k/iTZZL2KcVJ/n2iGnsvIJaqrlzfffLNEnxZu3779gx/8\noDgoVbh3715CJQLlZz/7WW0Qy9chXdL3eElSC+eGvhcNiHxbbioUuFOScEkyM7EOoMbxIe3ZkQ1P\n/sWO1kv2HSdMr0l2GUWmOokW4gtTa5944glZsm+88cZPfvKTX/3qV5J4v/71r//7v//7P//zP/VE\nKIR9Un9vvfXWm2++KVAKdkIe3cdlt1KhQBTD7MXCRfQR5cDZp+/CnSe1qOeEOEjxY76HwIf6+0Iz\nnOyCy56MnLlPnBI4bc/jmk5bHYIqH5/Bl1dZ90IYtbNfRxEnyRXMk1M+Pn66LdY0ObvZ2x6O8047\nmdxnBl9i1Dnr7vuRkRBf4dwhl0o7mCqqm3Zccs1hEJeHS++e8wyWwy3l7/LRNIy6h9tv5cGt5FIK\nRusvX/B28I/bUd25crs6sGkFGKmVqupHRMzD1qU22Gvckb22J6HaBZ5zuFJcV9ZxL1ImDbu8JSyH\nC3UQQd7qTsO+D0sNO+SS/juhSubq1VdfTTG+e5sSfrJ8pQGpbiANeNttt5HzLPadffbZwp/At2/f\nPlms0nof+9jHhDww+pnPfIaAhvOWGQhA7pRazktL3QdLwfq5is9R3TzZrPgAH+VRORqe+zyIGnaT\npk66YEFHNHSf4PX000+fPHlSXHvxxRdFQFFPAlC8kwDEzSdT97nnnpNd/O1vf1vMErxEK8K7SDlt\n6h/LyEQ/xB25L8xgY2qHFaI+juJDIdKll/nFmeNCqMATIgw+osCkv8yaSAhLrH7s7a3cXImzFHRm\n3yDM20r0pc3k64sPngIfvw+QWbjys/x8Nmv1spy1p+ylqevv89nMrSxPa+/VrAljuSEIMaNscO7S\nCRSP6ZWCBS6kwawju42zpJpfPthuk3ooOipkmDh9W5Yeo2jLW91PuiPNuqUImFaQSggOIjHQw19U\nKe4u+1KiGnxp6fvM8DZta0yacOpcO7crb5c6E866bkHvO1tInvruktowGW396CPGl/If6VHw+tM/\n/VNZu3TXlel6zz33SNNdeeWVEnqU6tu/f7+e0ILyvPPOExO12o033viZZkj0MVdXzCJ7mUECM/WZ\nmc8Ly5jei6nLefL50iidin5kujxQWrV5yprV8VKZlsdeQ9IEn+sa+Dggyd0SW6Chwoo4JQUntMlu\nlT0ry1f2LxKPcIdUobSeHmUdC1vf/e53yVLWoz5OJFf8QvG5BxvLBTWeU6CUd4U8MU4v8QBSvB5P\nn0MZOcGDJ04H9uRUX+C8i9JyAdSVdsk7y0Df/tPESQjm7dnLK0XSvX5Pgc8wTtIlzizl0tOXpu6k\nZPxV7rn8BZaaFfgsKqlLQcyIu4QlNIeY1D++BfVHymtWVcsGDqRl4bz3bPNDpbz4YimwsRxzvypJ\nkofSv9+HMmE0bued9CIDbq7ksUU8HNb50sO2Py41ZspJP0mOVLvmb0+tOmmHoSrw9WMkj3oRHbaa\nrsJEuXcJPoYVYm6kaywvlXDTcmnidaiU9sQ+lbIT6aTpRL37779fik/iTiYw6c1in8An2xbwaTUp\nPlL8JA/vu+8+ipLK4BVDcfD9eQzS/TTs46PGgUsuow0TfGhSbq6LTfUB/WZut3azOM1Fa1ISlZ3l\ntFyKNh39Us0F0afz36IPQ1W6T2LtpZde+pd/+ReHeiUAZefqOel+Yh9VqpiboeeIPtEN8HWrNDvc\ngReP1ZjAK/DxQYQeaX2oPNu55iDCJYcFIGJwJWo1OfRRgW8yabUJ85mf4i7fqq7TLoIq79lvwMdP\nd7fdKqVuFvNzK/ClVy6jIgmCVLC8zHXGUd/F+X2+k2TWCxzk+PLIDF9mmzu1ikwInb66vVNnnDws\nF0TCtl0s08UXS2Jq2oapdCoqmQ7do1+psDT6Ugb2YqRcr0b6wvIu53d9kbA7NjN9sT1YCsRXQOfk\n6JUUccdqE0C9iFf0SolNT1C138CyOlPNGYZXr9eKAqW+q5Btp22/RMmXS8iIFWjIK5BJ1olrslvJ\n4xMHxTWmuO1uhvSgLGKZutKDegufoKxgClVR+x71h9zjTkmhKjFRsEvFx2QPDpddgWg3IrzYyJ7P\n229iIK5mmlFdwKfBf+RZbnkGYmqslJpJBFVJr9OjLNnvfOc7r7/++i9+8Yt33nnnpz/96c9//nPY\nJxQS+ZUeJBYs9j3zzDNPPPEEDcXFO9x5zM81+PSItevSBhT1YwVxUMjjJaktemIfH2IFgQIKfdl6\nnu9q6eOI9WZTN+uhmH129VajH57xhFp1DY7Hc3Knx3ODG+DGzrVuVNfgqwg4i0yXXG0Sfc7GxcFX\nvax+07hM6vB0DutkGAf4rJzxgJAAyOloLzXs00lJViquaEQfcyfzoqqCJDbH+m1/6rDjueviyYe+\nwtOgbepW4Bu1EzX9H1fIS93nldHL4+J8rMjoXIpDpY4he8df0CszDRAm/klpKfvggNGsVGyLz5NV\nl0qxFuvcfic8shxeVN8YLOtQ35aBi+0aMAtN6WYhQ0JPhq3oJvzJhr300kt37NihJ5i3EndCnlAo\nIJ511lmbNm0SDWUay+bV+mIlUV3chZR6xublZknCoOAI3Yj/UtWKI6DTyfFfIZKKfuTH6C3n63GU\nnEDKiQfpEnxka5v1HBasIsNCZGHeLkVGn3zyST0/efKkJB5VW95phl7qucAnAsryFfhefPHF559/\n/tlnn9VHZO3iy3N9ZjQgkVxyXB4uTYjEPsDn8vQaPJf607sGH3Fhd6q0mz7juQafPfiEbpA4drl4\ndME3KSFan/bjiF38VvBV6m/kZkNd8FXBjTR1u+DL4IYZl99ticcvS3PYtjD75ul+CT5Mb5u69hfg\n+tVB18JREwRcKhm/euSaJAEVSehSuktlnpDtwaV2oZHF9mT7QWfkLagfLvyEY9qzKfqSL4P2NNsK\nncO2t2LcTk0alFyQUaluVBmMi1EneTkiP9OmnY2O6qRJZ0FudLm53M58pICKeZfeVcKX/qJUfL3e\nnOCGj2o+WShF7SveOY6vR+bwCnw037jzzjsFuIsuuuj6668XB2XkUsVA7BMKt27d+t73vldY1MLL\nLrtMHKQPr3inU4JkZqgn2SiEAT4NmcBiH+DD7HV3DrKXXc2FT2VtBeRbmrqLpTG5SYfG5CWWSq+T\nz5SKj9ZoTMDQeOqpp/75n/+ZBGbB7mc/+9m77777y1/+8le/+pUe9fzXv/61OHj8+HFql9KMXARk\nQq4+LgEoGlLXgFTnb33rW8xXExORflS3h5X/0Ax7/bCFuQwzrMGlagPWRi7DwoX9cntvh3ozV8QW\nocFntZQem7SIE3y2LyftDEED5zfgo0IBv4lIc9aisa2+EvULMtbh7G1PUU5/5KgJX6QYrMRt6j5n\ne6eDwIpPB8u5kRxivL+4BfnSSZlAgnVGoV3MXgQgp+ah6BRTKSNrFkOqK/GSFH4yipSXNPTmCsYU\ngznsTBy0fRnjeUEuzolBk/WWkYflqJVSga/fpIxx59AxHDTRA2+t4nslAA+VWnV2cqH1XH/JzFoq\nc9qWI1LhXR6Ej9LvLpXJW3bCPhj920wNfbXkmOAl/IlZAt955523d+9eqTlBTUDUI8GNXbt2iYmC\n3a233irFd9VVV0kP6l1m/tLajXYc0oBkLCPu6O/BDlKxmbsmFmv2CRHCWE6SCqqQ3eeWsFTm57o+\nFQVQDT76C+dR4o8Ylx4XxAFwuhGREKpk88qMlbgT18Q+pnO8W4bApyUio1bA+JU8lPoT7x5//HEE\noExggY+iBhp0a2PaxleboW8R+zzHA21IvVIqF6CWpDzIZMbg1aCOdLr/eKm3tDLeKr1FIuEXm+Fm\nI44FJ0l8y09zuIr/TiJ3eBzlrfIjKcVq8MEdg884ywTFRF6CzxOVk2tp2/rXZBwnMcxdztv3d7F9\njpdnRwM+AupkYHIEOfQcfe4n2iwxEFK0DD7SEbCInb2VJchzVq/Dc+kyq8ze1DXdlVPvDAZ1DL5i\nX1q7aeemD3FUslIs3Jxr0otSyZXxzqP9s6jFhPLgNA7HXimgQrVkDheXPXEAuxoNuH6ETfptv6S/\nxcC1DPds1vSRsV8sFJsEJuk16TIpuwsuuICSLaIetenRg3pr48aNtG0T9SQDZQ7fdtttIqb+dObt\nYrSSyYxxwIwOgw8NiI/YwQ2GFopf/FpscJu6S02JLYMvgxta2AXfUrvbZIqAWVOsRSc20NGQwSsM\nCUzEcF966SVputfLkMqTqfvaa68Jba+88opr9kncSdZJxBHqlcoT7DCfXaRA+o5CpBrM4hDjuLgQ\nehi2pP7BLC+neD3Jz13w6dG19dErzqCmxaVrH9iVX0UaTA873Gbt5OKu+dgFny2nVnBjtTS9rVib\nFm76+CrwORyc5QwyTOMLe9YuZD+O/LVq+2lWe3oJB5EnuFd1P9QfQGd4exycRoQhjIOGW7cz+HQK\nMg+U0J6bT1vRZK5MNS81XfWGYC96uTlJMO3Q5KA92ZXUsmysFqZPd1AmYKB28dkBoEPR5rUy3iv4\nDiIz3D87VxiV4PWstItaaVpE/Y+mQ64VX4aMKvBVPr7cfiUA/YPngo8fCRmRWpJs+suuueYagY8U\nFvGOLmti38033yzzVm+JemKfwHf11VdL8dGYjQCueEfgAh8fbc4Jbmg5X40khGL8Qp8VWlNvYdLq\nzGFTztez887q1b4/8Oo4NQ3O08HHpYvamJU5nT69ySiW5fvMM8+IaJJyAtxrZYh0snMFO4GP0gbC\nIp6+b5dByRaRjkDtV5uO4zJ1Jfck7riCXJjAQ285tUXPsVU9fY34BnRDvhHu8CQ2X4yYumhAJBdr\nOi3Gq6WESh9aEimN2fQIdUf61lrgW2maJ42jVJZt6cStnziXBcBZoyWwTNKVmNGRb02joOskcqe7\nZjWHkoPoNBeraxRrzo/xj+Srl5vUAaxdfEl6V2eez34qFOEHJK/VobrPl+Ljh0pnGWdyLJe5qHZJ\nGFVp6NltV3niKtnYBV9uMCUSz7VfvhloTw9FUwuHa1N4dmFdPfEKVpqTErZieg8e1eUyM8EhI8BX\nMdepbRWIl+el+1XLlyJdhrkNyyU5DkcbAQch78ILL5Sau/766/ft20ehZoIeWv7hD3+Y/L6tzaAY\nPT3bpOlox0H+Cn89YQdtWQt9a6SoAfvoU4gfQN8i0qGBKdktzOdN93HmP3N2cZ8gJLJYUgv6JZcF\n8KFFYAcWpf5owhEyQoUq0U1Qg33fL+Ptt9/WS5muzzUD5EnuCV5Cmz6FF0/g0yPg03JtSqpQklCr\nUbbgH8pwPWdHeKUHuegAnwO7CT6bXJnJDNF4F1VYTfxIYlbuvy74Ju0IhpXB6Tg4B3zUvHY0w+tN\nwqL+reBbaxerMUCrqWyT6Flu+9zg8zZzO+Mmrcl+UxvjHE2Hd/0WLn9ftNOmpwennYtK6iN6F1uD\nnCw92ptuU3ex5HykBy0vzuVopZxRVy7mtG0rbVgZfV2u+WUVeUhq5F3HBq+Vadc2z+9N28pCsuuJ\nS6kOZLUy0sxTtaz4cngyA7/HEFwukdyMgXh53iF6JcZi8DlVk7J6UnNbtmzZtm3bzp07Jehk8Ip0\nIqCeC3znnHMO4GOdXbt2iYl33HGHwEdDS+oU6JEYBe5gGrOh/eGjgxvEMRzZ8KQ3dKI+y+Q2LN8H\nSyUb/hR2zZWZ2X0M5IXSgdcOPnjHVcNZbSuHclUilJtPkrbybDMELz1SloqFEoYurUwaIFEOvYXK\n0yNJfxrIQAlAfYTMPjiI408vhTmiuniWmLeL4YWIS/ChVACZM9VWSm42C33nZlgYViJm3M7OMwfP\nAL6E2HzwwV3HoQ+X0tIV4KaRxzeLaRtd8KUR7lhtAns6r8jSqMxmswfKkJ2U6D4M9fxnDpMVKyh8\nqGke4gPEjxk1mbrMN+JS5FMLZUYRXh5jDtMmTULTZ1gKySUmuqKv36/TWVLWmWujmGdjX16atxnV\nreIn3A8sbPvhYUyJlyKuKy39y82+3OvUm3qXK1CP4yYTkC86FA0n5xr+fr4cMV8r4kEpRDrXebrc\nBAf44IOlLZF4ISSJU5/4xCck97Zv3y6uXXfddcxaEw0JaGzatOm+++4T5mQRY+qKg3pXLEOgUZJP\n6yD6mNaG9wNZ92fNwKcJsyhnAOkAHzYyhewRfXpXW/h8KUnP4MiQMEjGnxUf4MsTaVbmFFbgIx4q\nzUUhZfHrxIkTUnknT558uRkybPUolomAzOt44403jh8/fuzYMYotSx4KlHr5ve99T2pR9EQVagva\nFOzTQj0hjvy1GPpSQhzktZBnIw7i2sPDDgFRc07us7gDMgQq/zKGCWjYTdtpwuP2SIx0R+Xgm5w5\nuGGDnDxD2635vKs2bUum0zElG3+hZ1ykfe5AzLBERb1xuw4TfMQ0PDMG34edBaDQ/spZOx1HL4dN\nTSFrkCNNnVu9xXJ7pm2qEKRzAqqv24RgL8q7J+BsOdqRVym+M4MvAx3JPr/L+ni+fbM5s8Ou+11m\ndEZOhqVS6SAq9w1Ly7pxCUCNSgHnpZJgnMQ0vq1MQVu/TNEddIIb6QRIcZquQ2Qm6XXUEBVrJOhk\n54pre/bsEdduv/32u+66S/YszXbvvffeu+++W0auOCg+Us6AtpOuSUVKM6o/hZvwRL4LSSecBmSG\n4tRzi14+SFqfXyb4uIlqaFP6LIpPg2IwC2WuJHeXSalZyWRqJIWtHMxe2ZhWcALfm2+++cNm/Oxn\nP/vpT38Ky2jIS3BDuk8Gr5SdlqMExUeBT+g0+DT0BPUnMmp9V3L+WmlS7qaUBDqoZwX4HNh1GNeK\nj+vUqSOOYNi85Vp2csxKJM9VQYzkz+8IvrRZW+CzqbtSCgqmny6jqysxqy4V31z7tFJ8K+1MwJUy\nOXkSGS3+xbMIbphfDi5bWnLs+P0A+mjp0TduB4vB+qjUtddYaco9Qnys4F7MAiZPlUIa5C7Y2Wd/\nTeUX80tzx07AdF2ZTctRpNMoTF2W8jCx4rd0fHwCae9S4i3FWG5Hk9OdxLCWNIaSgPZR9tpVUU0r\nu6i6tjM/lY/bmst9rMC3FFnTlalr65jbEsVBac0hzIl6UnnEcFF8mzdvFvjuaYYUn5AnU5cuHPpI\nthkibkueIEpQ2wdYppuTCh31wv0H2mAxwpDtEPfImBjH3C3c2EfKoC5EFXGOcIIvXd4sx7kmI1Rg\nkt0qWtGU45VXXqH3Ltar4CW66S2S9XDYUZ2UMn/UqqKCC3pQHNS7GMIylrOEPTN8v1IGpDP4GC7S\nZ2MWZDs1DYB4FocdebMmeuZZCRX4El5mS+qwVHPjTjpLvmyBzzeTaamMZppOSsDB3DHjVsvIZJcq\n+TkROY3SL9WvmZSZG3MZOishYydD2gvgmwngRvEdaSpA+GLGgs7TaFyKI7C+jvWkiX5wfS426fWk\n7GOVcFq7Nq8eOd0rijHsVvOTBGL64OzZ8TCeevNGFUrWmtMmFfmhpnabnjgJrvqi/GBawdaklRXs\nx37bG8iX+v5kGbsUM4LZlOFop9WoyTCfC76k3lzw+RiiLgluEEIVeqTv9u/fL67t3bv3jjvuIMWP\nUswbNmyQLSxTV8ijB3lauy7Dh48P1Y8MJDShIYtVWET7L5Ypa3YKu5aB54aj5oBplRqV4HN5PlhZ\nhX24VVfgs8EELMgIkfIiH0UUE7Zk3op9IiCoksVKXVLgxVw04KUPUoFK2GI6B4wTEAkZC4X49eAd\nM9ucvex6fFQ0yBiFp5O6BoHDtQm+o6WIi804++gfKj0wLJLGkVtSKb7JvFGxxVZj7ePLrJl01Vnx\nrZYJdwm+tVJZIcHnzEPzeFYS8fjiWSmyUkHaiDRk01zlU54Tw8QDDpNj4VZ8nhKI4rBVyBJWM+LR\n5NyjhA9HqbTBXjP9A+ph8ugKwQGEf/rBziBjxgkxPu+xmygDx7UkHUECjePFedv3dW6zelhqyptW\nvaaIGyeKzkidlzqGeNa5AklS0xOng/Qi24bvgs4pXSvNWAnY6hea5klMg29ScpgmTfwqwWeM8jKp\nZ1gzOCzYuc6gZu906IQegW/fvn30XZMZe0czKMV8ySWX3NmMHc0gqWX37t3Sg/c2XcbpYQT4yOPT\nv8x8DNQ9sQ7e5X90hXrEIAFfG8iYzCRIk/HjUgXsNQaEs14AX7K+3wTr8VZzpVhkTEpLQrCCpUmu\niShGKvKJEyeOHz9OrT3ZqjJaBUQ4SOqcluOnIx+QhpOSflqZZruUrjL4iOoKlICPrBpdMqAAzdGd\nnLsS0xkMOIPPEzw8p81aijXTaTaJ4Oc06gCk6Vq5/8yW3wI+chQOl4oxnsJRWbt521lpJxh3wTeL\noIfl5KjUnZ+1w74WqNU3JrZTBtpwdnzDiT+OhfsbnZQzble+852BD+I2ps4iHNEfbB2uM5L56lIQ\nn/rUpwiDpDICIk6KJvDnq8XRT10zeNMBqJs8YPtw9tsf1yuxzmSWw6kkWIyb+IZ+Ni0E9eNxd2p9\n/QaJHZl+uiadbJzu9qTMckSED5Xama7sQNKGvzRDt+m59/Bxtstv2FQb7kec2msOSp2FpRJST9cY\nh265VEng/kEXSiCov0MgE9F27twp0Xf77beLdAcPHty6devGjRsFOOk7vUURF8FRuk+ij4kftBhH\nnWG9Aj6EG4pSg2xtDru7c3ADw/dHuh++P1eRcX1Th3S1s/xmp/i5VblvJ4MmvRxbhOx06wAuBANC\n56fOUjGLbkEybGXVvvHGG6+//jqz0GSu0nrN6SwaWplIhZaQoqwlWbVUlNTjM888o23SbAjXHqIP\nuSeVx0XnRLwspOSJVbZhu4rPpi6YM9AB3yxCqeOYuGZ+zQWfXVu5Whd8p0xdR6D9xVZ5KfoYlalr\nJWjvW64zixkds3ZaX1LPBlH6+CwSTS7fBCq/gGG3FpOf82bCprjALFXSgQW87I4EgqSVCyUE9ekv\nxcmqj9vr7IPG/9pvcnE5v3UN+CtmJQdYHyTdwfYOl3qvxD1G0ZZEnzULHoxSgy63BX+1Jin1Okd1\n4jLxSH+r3tWVL/zZX4mP0mY4IzWmwedpWLg4c6pGIg9IpRrNY5sxH7/FYL+WyqQup0naNlyIfOZe\niWz8j6bfI8ENVLMUGfVXJPHI1BP+9HjxxRevW7futttuE+a2bNkiCMry1ToULCDEIWjefffdOkTs\noCsUEOJH6TMJl/TPhSiHoeWOYBh8mMzMBuHoAWg7Mewm7jU9TNjsUjuB2U4YnS02wgw+21tYu26o\nJsZJ673VDCacMbXDnXatDR9uWoyTuUITy+80g0KkUnx61EeoRWrwMXQ52NSlNt//ipHZyEejCJUj\nGMgRG228hXi0kiW4YUtxXDIlRpFTbCv4dLZj19SdRqnn34DPc2DtSkv55uPuGMVKO9S72h4pUw3y\n/KH+Wf6tpkPqu7ng4+syEzJThAAW/r5UqSslkEJsMU02DiiSDTzxLQ45acu0fSGYpY0PI/+DX8tZ\nyBwS5uUQSBmUZNRpKbdNLAxfD34frbbQzAewuBs2pQe4nWJTYDNa6x1ql4+2QkT96Qd8tWlLyJmt\n7+KypEgX6biL8yZyDEsd01SvfNa2ub1dlp/8GEdd8qZShVCWI1XFKm+5tNlO09vDShDT2HcUnAZ0\nWaOJ2o033rht2zbZs9dddx0tKMW4yy67TNJPjNNzUW/9+vVaIgJu375d6+gtIU+WsgiIlUqFAmxb\ndl9LqHDh6BbhCIhG1ovT/eh6TqxZlgEHXI9MSuOwZB0q9KOTgfwnrpWZ6cgi38XTqb9awrvYp3qU\nvqNInwYTb998802pP+arCX9wTYh0ORZxk+SYb3zjG5CuAh+tx/VIoeaHm64dzGMjCMtMtS+UUWUj\nOwfDugrFZ/BZ8VnJsrNchqtRJmoUrTOmp0lg9jDmuuBjtBSfLVxP2k1z3Sj0bzoD+EzljJbM5uXx\njTtdNcelOZH32Ygx+HwcTb2HSlF/jn5qPW/K7LP0cAiS69CqcxoRJZ9kYIjJv+OoIzCMLhbOycyk\nSPQgJwr6UewDi9jmeu5Grqgn5CTre67S4VKExjorTWPzRQdKH9S3SAjoNq7btXYHZ7wuYzqWOT5T\nRVq8ZWYj4MYi54P5LTkP33a35WovItcZrrE3oF96wqVtwk5h9vYjE8geRv6afsnpA/242zBFBRrZ\nsxJ6+/btu+WWWyTxqE9FjyHt8rXXXquX+Pg09FIr02tchNKjs1IwdQluoAGtlLGy+Uacg7yr1Qw+\nUKiX+lKmvunRHTy0X9bpFfh8D+av15mm/915cM5VmEUNJM5/2uNKyj322GMSfT/60Y/efvttgU+k\ne/XVV0+ePGnF9/dNF13Cu+AMrx+FD/AGMnlDj7KaqdfCHZQILwREAJLCQg826lNxU0f3ZYaZbTKb\nuqQ3218PH6z4MHVXSrpuGoiJgi740tSdRsbIOPyDLcVHzqGniWT4GZbZbl8r3ZJS/a11htkHyA2+\nruKzTB21axp3paxhtFoS+rhdVJ4FH/H0JE4jMGTMpXGRSwbt7jw+fGwHYGV6nWPH6TTkibOTuCty\nouAuQcrp9zP/0fMfwB/8wnLXB2k6ozWZbTIsCYkZmjB6cBLpe3Vn1smq60H3dn2dfpW2L+rdcccd\nmWV2qBTxXy4zxizQwJ87LtpeNiX5wWSlpRdyKaqz+IdVsZrMHPSnMui8UOa9Yc4vlRRLF8VCT2lf\nBB3AJ91HwQJZvgKcCMgMDYxfjT3N2L9/v+TenXfeSc9yPWJf44FFtaXiQ+6xs9izgA+L2LUMYCIA\n1TYp3UxJBGiLAAAgAElEQVRpP+8XHgP2CHY7EG/2TZqZiPrT0U2uP8RJlc53nSE2NvHfybYV7Ogc\nJFOXOvX01uDcE8X08slmcCrqLTGOjpRiH+qPeR1QD+Sh/nAlAz7myJt0LkpKsRaNBN/RUnmUE9tK\n5XTgm5Um5SlcJiXQMSshhLRnK/AlT07r4zsalaAPR1+4ueCbFYflXMXnn+v4w5Hos5kSrAvBCny5\nzxb5NsYTfHwFpq6LQKTu8xaAYC8mEvgye6A05ViM5jvDdv+zlNxd9WpA5xH3IeIXOm2dA0IWvp4A\nLy4Dxwc4IcgbIN6CycOUVSs1E9D2OxaT1ud8xUjRS61A+u6D0VJyuZlm61ADx7/fFCNAJ9qo5GrP\n0l4G33I7ebALvsWocmhSD0pu82K7pJVzXBJ8GXVh9hjRCUk2gU9yb9euXaLbgQMH6EB0++23i0Ra\nRwQU7/SWyKhHSrnoXZm6Ohp6tNsOYYvrTYwjVkt1Fid4arBZ5mnoLaZtQEOsZso4UwpBS2y5O86r\nHeQrKvEO+I42FZ+wFag7qRPG4POdFc8Gl4BOD93hBKzjx4/rif50GnGIZWg3fDUyYynuItKRnqLl\nOkmk6QQ1klo04B2msedvCHlfa5rt6qTlVxFMy6yynETPaV8pvmnJyLF2wfFncxPfzqT0pLU28pNx\nSX3Lq2zaCfhWT1IznkpgNibSysvghp1lbGilhH1n7Zy+dPOZU6nI/O60nXWdFlCFFQ8zF7/AaqSz\nHC5FEN0KwH5ARkXSUSnemXJpqSm79EBpJGiJYRh1OZjH1PplMG8qW95wLLw1uFfjNNHvzAQ6rzxr\nZmiQhYBrmShKr6mizAXpYshYgriNtAXOTpfS1SESJtA4mJBYmt5rbZMLT1/KFe4wNOzTFY4gctQS\np2EVkDUBk24Z3PBhJ9BRKT6vwHKiwItlQiEDfx/6iyJ9ott1110nQcckNgm9+5ohy1coJKnliiuu\nkB68/vrrCQHL4BX7CG5oIyId1ZVJx2NSBzKNg0y8HsYR8MXHx13hs+1BdT8q10NtjOg0dYmZeK9t\n6qKY8GgzMbYLPj1xTSfAx6S0bzXD4KPfEBl5ApnOImFOC5lwxkKCHgSIRT0KkSL08CFS/9kl6ZF4\nNN/I2bg8J9oLDfIi5WJMs9IycFZS1lY7ZaLSpLWmm7Wzl5OPlRLMd1vpLNjbaaWaEdYsxoePfgKu\nUnyzksE3KcF4f9xPJu1+Ikk9a6vkYJq6trgrv6ldBo4iJYLzBjKK+bBOcp40LcdwpQ9LkThnL3uC\nfQYrK5t3VCY8WILlavZhZR6MvhdY48QZtHsvpHrH/NEtmrx5PN/D0nSJfEDAbfAR8IWb5NnrRNfu\niGJc28slbVtr6hhij2s18iH0Ut+70Exg0Efubcbdd99Nh284yDx/wEHwhOJOTvvImVvpT3Aq36BJ\nGs/0Gif0LpUifSkMnd/n7Ba7IIUwgY9Ah9gntOnXSgxKCTJrTdTbsmULgV2KGlC2AB1H7WWMerv8\n3LPFjkXXo6fZkAY5nsjP+2PQ140mbQTKeU6CC1vLOyt/mc5DkgqcpY89a2qslpolINJVW8i/kw1L\ncXmD77vf/S55eczcELZI3ON0IguazBWxT0/0WZx6NKIksmHwUZ1UP49T0T8gqwwAPv9gX6SzUmLu\nSBShMvjW2hVZEjgV2kynimuVqqgIOC4V8E6BrwpNrESa3qzdcLK7ZKWT2lKBz5avFaLZN25HXrr7\nmbu6Evkx05IheDrwHS2NOyuTOdmXziZ+AOlmmIorpeSJ02VhyrA9vB1jFGISpqicWb0o2WIP46RJ\ntXFCic2idCYOy0wmjOWjpVHpWtNxyZb7Yukx5K9eLVUMuDZ0lo+aWAoo1zqHyyRFPVJ7Q7dxXRUy\nhXTSc3snj4f0NKs/EmVoYYGccUsKZBGZbnaE4UZ0+l4GZCofn/0PuCAWSu/jhai1lYpP30IzDf0k\nJmkIbZJ1xG0BnxSfkLdhw4ZLL710/fr1mzZtEhmFPwFRoCSmIW5qj7BSiWxoT0EqBEfx6SUJ7SY+\nrgAtFDf1ESoj6JF0GeIblFfQR7gT9Jr0eJJd8DBym9S+6w8ipdQ+Pmp2cubbK8UV4ckSWke0Iqwh\nSOm/e+WVVwQ+Cizj6hXahDOdAzJ1tQQ/ncFHIZavNQ126W3k+WoUaCEvGuVoSwI1ao+TzXPAN2uS\nzyrwrUX/WMK7vpy9a7MI43QdX12AVCIpDcdJ28c3yuosa1FZfhq5e7MSynBOdhd8q+1Za2vtyRtG\nYWWxrkQt0tSoXZnqtxxLORxV8m3S2qz2+eEJ/N6XVI6TJkckJdVKU9OlX4pBzpoigFqN1Fa7llKz\nVFxLwHG5VqYu6qZXZsuSuYJTwxGADLMOykRa/07fGPEV8t9ZtS2WHq98Fp2IK+NoU8ySgkJ2iXJd\nYUYNS+dPDZ3TuAWJAOpq0RM6LUzLRF0XsNNuEsOh/IZvrQtNeyCSgfPQ9doTewcxc2Op3QvYb/XK\nNOpD0SwF0x6aeKIunYYuueQSWbWyZAUgLacrm2i4ceNGge+iiy66+OKLxT6to4XCooAlkEn6kdhM\nfIMWlCg7x3YBH6VZXMQFoUcghfouiEfCu1qNCRv4/tDmpLagux8s3YjQ79prcvRw2nA3goNHSp07\nX26c/zj7mGYr0un/kqZ7/fXX33jjDXKYNb7ZDLAoGagldI+EdERsnfLigdzDu+fy9/rU0dL30ra2\n4xWHmwlRqfic6Gp6HC6Fp9iXBN9apI5USshPWGHcHqlg8qKbnM7Hh3+0SvrlR9uwNeZySWIlgrqn\nqspMS+xppROCmUZMoHLtzXX5GfNdUzfzmY9Ezb7MJOKAVkcwaWWJav8dNys9AXzutLAYleMs+saR\nl8PlanJVXole6fE4KHPpOGnQff0yFd/Gsn/hoMwGWy2T7ZxK6sM7KP03EIyzZlKREw5QfM5B5V5N\nmQasbO8O6s+lh3TGcwFwzxc9tREXd9D6fAumk0v/64Bra1AY9hl8efQyedAhTgdGMtMlXYGLpWwi\nSkp8+WQzJPck5c4//3wR7a677hJ67rzzTkq2CHBgUbyTLSyzVy9lGh84cACHnRAphYhvDrMUHx+T\nz8AT1VkIbmARU9OMGTv4/sxBDcCHSxRfJBkt/aZImk1d57hAedwOzKfEtwsHjzZVx7nB2API+a+F\nQhIeOrx13//+98U+ge+ZZ56hG6+GkOepGkzGcPgreZd+PbQeg8rMOgfQodxHbe2CZgc3/AvNRKPQ\n4VODbxYh00nJozCqKpExLRkaFfVG0YSookoKw1PpLPz0KhI6F3yV4jPsDHuLVZvPfsumceVxM4xy\neeX+M+YRfbNIM/bGuR8eKb13fXKslckVK5FjaPBlAvAoOpwZfHTbYpoUgTzXHM5kwC74CEc62YUd\nx8IdRboMFMNoHZQZDlY6CQh/F1sDN565jK/EYQHis9bFpFjTEuFImUluHwVSN9NofSPxqYxlRBtW\nXYpkI6JT8j7k1DPkIUdJ17bB58HuOP7rSHEV6+BXIaKrCXY2eFFYAo3sVhHtIx/5iMSdZKBQuK8Z\nUnMybGX/CoiinpCnJ7J5ZQJrNVSe1pFlSrY2tU61WexcZp4tlIbiLkdqorkzrzNssH9p6oZvAduZ\nUMlS05AIU9cxeruYsTa4rOjv47oApIxkJgPXlA64blHgCe8bxZkpO0pGpwZzchGGCEnAR4q+a466\nrRq5fuQ8a9BUF1OXhATMcOs+zpZMZ3EOQ4LPis+km0V2cGojRpUCxVWc8qgLvrnsqxVfFlfISIWt\nS5POp3gmu+TISSBeYq2bVrOdl5O2zzL3KsFngXm49N4lgcgbx6t6NIZvQfaLOf6L88t2mZNsHZ3U\ncm65+gHME5AlJe2ALmAW+kKZQp//ylzw+egbfGbfrAk+sFNYiGn3DaK8nQd/8FpU9eHIYLHmapWn\ng5F2AZ8dN45CB1XMWZ9V44gvcyqvNh2NdcV69/0P2nTQEsjFmstRWsaRa2vAXpnCYcW3FBUQEnwW\nfWYfidbiyG233SbAnXfeebJk9WcJNDfddJPAp+dM1xXvZAgT6Dj77LNl9moFuHnw4EEJQ2xYT6yG\nemQvLpayVNwF3VuSJD5rPRu8OmGk+GCim/kiD4EdrkN0K55ZTqdJKT2vQZsL8YVzmzxhVzBGrWM3\nEKnA76bnlCMll+XRRx81+Jioqydk3uEQBHO043ABPkLAWu3vy6AmldNZkKLuruuCBZnOAltsC/r0\n8G3VbruETAqvrvtrVtJCzIcEX2Xq5iXAOq2eG9yrfxfwWfF13zXX7ZJLD+BKjFk7Scc/2r+y2qVp\nFK3ypjxN4kiZyOE2QyadwfdQu6HJapTzn5Q4L1459MWkyeqgtZU2rqtL57dOZQkEciB0BoPIDERY\ntWUcsxvKNPjMl1GJLC9GBZSM7ZpHFnSWrvk3D+cV+MtggjFqIus5igx/kxObjfWUaaNmmgr69FDp\nGJvCdhYFOaxw8dDx3D6+YVT6yxuP4z8GX9fUTfY90LQuI+FOoKHhhsAnI1fkEsv0f4k4smopzLdl\ny5bNmzfLIhYfJQzFROxWra/VSDx2A0m8e+4uYlPXUV2Cv+T94NeDfRqSkPp2t+nQ+YMAhJju2eSZ\n3YCvX5JaOM6EEZhelv19cPI62osPFzAxcRunnlPzaJamlzTcMPhw8BHWAIJOYaEzkbhGDiBeDnID\nUEvZJu1/RhNEg2+lmYBUKT7rD4M7wbdSytbNIpdlFF4pK75xe+Rbk3bc47eA70gUlsngRqLQ6JmL\nReRY/vQkXTX8m8YlzJxQry748byE7LUIdKyUJiY2dVOT5q45jjmOGSO+h/B/eGWCoUh6HSJdpRgs\n9913ny6AbvSWg2tX3XJnpAHLyr0yQ4vdNNqsiTwMLxvjeRdJ+TyMdML0ElaCjhNl2FQNYdrcodJv\nJGezLbbbDXNZYsZ6xlVayrhHOKOmZabgQinishSp471OfVantvg59xW+61Dp4OONoCWpwYWf7vrr\nrxf4JOuuvfZavbzlllt0rxJ0xLUDBw5I3+3Zs0dvydpdt26dCCjwEbrVE5m6BKMxePWIl8N5fGg3\nvg7wuU8bFa4c5dCgKBZ2rgYuP4hJro+bmhJkh/v9UvRwWhJWUFXAhTsxLzF7OckRg6Tm6SoQsGTP\nOivF4COIoeUSffAUCBK+sKcPl67eopMk4HODXRfms9ZzhQIuNIIb/DDeqnx8ViqnA19l6lbgm0Sg\ntgJfvjVpR3u9nd+ALxNwDsdE3dWI6nbBZ0G3Gh7AlahnZW9ape8SXqNihw9LAYZUfMNIFvGpkHsF\n+PwVHHGH1bvgW4usF4Q3325qjJo6Bf4s+kXbdJlZbZyE1U9+8pMJvowMjKJzxTDGoF2qXktWS2pO\nfjaZlVuw/vVhTAdr5YTlKCFdh/NCzxla0Rg0+bT8NjMF+lj9mTuDUtFgsTTz7ZWRUg7LYFZK4yyV\n6RwWa04Uz5CF33Ja33JpTgSU/a49g25dJprohkQeH5l6Ao2oJ95pubi2f/9+6tTv2LFDuu/973+/\nrF3Zv1pHhNJH9Fmiw/ogeYuf+MQnEHSYt8RzsW1JZ9EjE3V1VuhbqIQqgGojB5oBQ7WCNiXtKSuY\nLRBRgYCeD8NUaI4e//Jfli609PSBegSmcKVxhiMGQZL+UN2qv/vd7wI18pmBF8ij5JRW1qb0XOs8\nXAZR3Qp8IM9txcErv8pzyV1r/kgp8HE6U9dOMM69BN/hyOObtWfjmhVnoN6oU5YqTV2vViu+o9HY\nzfStbNVpSXbxz032efe8PJ+kMLHCSsyl7hu18+PGnbD0pPHc+2jOyuwuH/ojMQnPLJuVxCK/nJag\nCkrNZvVa5FtSdoVzTqcm5Td0vmLSJqEG0XMjwZ3L7YPjB6816SzjCI94fa9pgTYsSSfjJv7gu4hF\ntD0gllpVRCzvjWtN9FBn7bRJVO6XGWyOwx4qTb4NvsUoBG+nm8Hn35xy1RZ67k4vakp7vl1ufLkU\na0lT13nO6CMr60OlH57YJNbInhXjcN6JdxJ9+r/0UigU2gQ48lre9773fehDHxIlacsr41dKEPtU\n+Lu7GZR1cHSLCXy07MAiJvhLDRu9pS+i3r0+C/g8kQMKUwAGUWn1x6YOle7s/SaNmYv2cEzEBHwk\nuPiR8xmPG91vqdBD73BKTpHHp4WPPvroU80Q/igvigcQoUfmM3M2qNGij+grqEXKxrMOc4LP/azJ\noHqoVJdKUzcdZV1T19LKp3GagOPwNXfBNw5/X+X8OS34LFY9x9j1RSpTdyXSm/Pnek8cPHUAJEfl\n7PM9rdK0aY2nZ2rSrsrQBV9GVCynV0thHDsfV0t4xNTj90yayIPVsn/qkaacFA4U/fGjJgFYp7iu\nBDzuS2X6/SiylD0hLKnH9WwfHOBbid6bgyi1UqnFfpnv4VvfLDq1c3DyAFpKp2ZM6TdpSkKS6aJ9\n9JfCPtJE8G3xaCvYFqsN4QxK2OytSJeOy5R+C9G903NOEny9qFdqYegydgm+xaamsTBHnorwJ4Ul\n2Mm2lRYT2nbv3k2JZlKXP/KRj5x//vlaWUuwkcUpZu+SHCOKMU2FfCb0Hdgioc+dj4jzEtK1m0+b\nFXb/vzL0FpWf0XqUuWdeEImii1HtxpfDSsleWG2S9TAwcbRRIYpTXW+h+DT0XIqPoiywT+BD0NGN\nF/ChAYn5mnrIQwoTEBLR15HCQnCDr+ZncF1kz42jpa+QwYeusldqFjkhXVPXF+aspPp2bdUzK75R\nO5hbLWmZuhjhOcfYEV7jzORaLdkhqeY8DpfCYV0mplswjd80YG3EGYWjyDgZt6syTNvphP66KlI+\nixrRs6iUleCzUE2zNyIxv+nwQvUx/RKBgHPdGRhO2RuVIAngs8dtLvi46U1LKDZdeP2ok2pUpUNg\n3DjaZqVS46SJek9LHRqfGakivSkDdK2pJMh9blwKJo+bCK9zj4k5Os+2C76lmNRcJSGnje91Mg/Z\nczB4iSVrSsK4Xsn3tp90sd1dxPNVNGi2e2MzJN/EHXoMiTiCmhgn/El5iYYiI5nM4iPV6rU+Ni+B\ne1GPR/QdprRr9tnUtY+P+IZnrenWeFszcAjCOx7d7sOF7KlZnxNvfK2uNK2yYAd3KdcrQ3xxtpOr\nxOPRUpuHnGSIhrmqJxSpF+mg5LebwaQ05upW4MPHR/ImDcUxdf+qDJRTpfgsgBJ8EM0kMfgmZW7r\n4dJeMq/0cdi5NmZT4qW9mDT0amZLS/Flnofd/3b5YYpnulyCrxvZSPClndsdFm45zMHcAV+603Dh\nT2IisI9UGt328dnyPdxO91tr52Cn6e3vNYnAro4aAVCSs/KCN5KMuWGJP1iaOaTLOmtNlhMRgARc\nKr7qPpZ/rbk/aTd18q2Ft9JjkL9w0OSL2asyKhW31prEY7LSyLYl+MicLeoJG3xLZVJwzi2rRLp9\nfNmc5FC7/DLE5EmCb6mUOXDAd6lkL2eE14qPnD7Rbd++fUIb4k5EE+y05KqrrqIMn7Ao9l122WUb\nNmzQaoKdVOGOHTuo2qKXVGZmSPrRYpyyBZTwI1eZ/kRiHJavZ60R4tB2iOpqNab6ablLHPII+5jC\nQY4Ltxb/77MmhcjgQ1iBHtEN8OkUIuhBriUlLf6xqTLvebiUqv/Hpr8a4OMjmLpGpN2CIqDWFBDp\ny6FNUYvFpq55h9Bj9o7n8HjeFAt/F/B5GCB5C58LvvR9c55b6I3D2WdisOapKWuOCVgu2ce3UsLP\ntsBXS+g2FZ+1YaX4Um1lFNI4SNBUiq+rUcftfO5ZO9nH7DMB+bqHSrO7I6W8Pi8Pxzy8aYkGeACI\nFC9IIRr6YJsslXlUmdJhw3ZQSjzZoZnJcVqZ32Y3Xyq77j/qd8dF9q+Wmj9/WcaRMj3ZNsVK0wO3\nq/t4PiupJ6vRy4ZJAiIIRZlQfMzGR56kow1P/LTdJdnCeTViu8OSLNlrqm8h7pyKDDHT1LXi65cE\n5kxkWSi9mRz85Yn+HQFIqBLyxDJpN6k8iT6BD7RJ2REAEQ3Xr18v8OkJFvEVV1whVSjRh5tPNi8+\nPg36ltCSDfvXhUiZweZoL7Yw2dR3NcPg44MObjBFxBUWOJ5MESHEz+1q3Lj5OF0trGAWtif+JUd7\n+fu0XCAjL4/io0ea4o947ig0n+AjpiGhx0s6UtKoSICj2J9E31zw0eSPAAtJ9S4fvVLKKKy1E5i7\n4EsnmN3WlXevC4FKEwyjtemopMflE45qbepa+nXBZ7N3JVKIU3Cl4rNvcqUTG/FHjNFUcMZzF3x+\nmaC0Uz/jG5afqyVFOReulHn+9gCafYmeUSlD79uRky37TV0NKz5swMXoLduLUnRpmY5Ksq4BYULx\nZ1eE8r+YwMoNjkteN+FsTrgjUZqBfay08yDGuHQy5F8DfDqzdYVoTeaockEyN4vgqU1UdnwQE4rH\n0WCIc4BJnTSu89/KbC2y29A7JHZkhyYXm1kqc3UXYzjlxV5Cx2QIQYh9Ypw0F52G9u7dK65dcskl\nhHr1KCV44YUXXnDBBVqul1u3bj3//PNFRko0i4xSiDfddBMlnfUR1+xDzUE6HH8INyb2kMZMOSxM\nXaxaG84V+NignrO/7sFm18eocfNxZbm1Bcwi65gleN8IOAA+iTi9K6Um4SYpp+MPDenIgYLTymT5\nOZ2F2nzkweiDWqj/jkJ++ri+yPEN27l4FXEHMamOou5c7xkyTSG1FuksgM/AGZcIxrATlBu2uw5V\n7xoRvjrGYer6UpqTwJzUsBfscExvcgzB8F4tdQRX5nVFWWnHRlbaxVoqP2Uav7kkh9+1NjwD+OzU\nS1egwWe+597Zyq6iJZkUPWkqFzCNyeBz/LRXZpgul+4TJlqCL8FdCc/qblZBMMnlbxk3GYj2p9jG\nP9xUu8pbaCqv5VKAD2uUy4z5uVqZwK4xx4QtT8DIzD5rtNx9X7TMtPfcA/qW2HZ2PSukE3cU959z\nwWdz1gR0UBgru1cKl7JBMcWlWSg9L3F3zjnniHdi4v79+3fv3r1t2zbxjgItenLeeee5cYd4J2Zh\n9upR6g+JR3kuirhALkjHbA3qsmiQ1EK9PwK4H2+GJCQlbUh1Js0FecitBZhWc35Wy/wo5BX5yYIR\n8QoiDFQQoO6AVqPdOOkpEm4yXXXYaUjw2GOPSc0x7Yy+upQeQB4KfN8q48knn5TQ0x9HPSt9oyBL\nn0k3RSDSAviweRN8ayUrlquMC9bSytZAgm+11BPCs1ThbBhdm0cxfJUlRtLUzY+c8vGlC6zCREZh\nTge+VHwJvrRtc+RvSrQl+Lr6bhIjdywN5FnUlUlXYC4xESrKG81sajUauaUlyAftcnIhSQc3DCMn\nr1jHJfgmJe9kpe0q9ZGv9Pm4OC/SYWeKIVEzln2kTGTO41/dKvk9o8gN1MrM9NRLZi9ghy5Es0f2\ny8l07COCKwO4g0jMxPuOB4pqbpMyW4a4BwTE8U9cBfYxiVUbRBBlbvNyKWtqizg3RQSWubqSbMKf\n9N373/9+6TsBSFJO4BMQUYXijgildWTkytrV+lqHZuQa0IqYrFYgAJLFWbFtSWvnU3okpCvysgIp\nMoRNEnyYxvoBHFtcfrj5/C/7OiJgqkdxR+xjXi09UamhQradDq9QJcaRwoJhq7OCmRuUJqXZkB5R\nf45sUID+qaeeEvX0qIX6vzCBtU0Rja/I/uIuEIkZzh99tCmsywTHBJ8tMLvUOCFT8U1iJmW6fSzf\nusGNpF5XNtlXWIPPpQQdzTgcmczp+1tpd2I7EjNzvScpxCrwpUBLYCXUWGIrvQs+v6w+6EvXLn+D\nzyb5tDQ8S5qnGl2L0i++Za02s2htnOrbffllGSjWsYO/m4Rs39+wBGoS4tUh8s4OI5g7aoe5R2UO\n7yjqIPi+arM3N+4DPi1NS33G2NTVvV0rM1GB4szw3eBbboo2W4L1S08MT8BACebdeKU0L3bXEbzd\n09IMQBt0WWO3J3YXWnekdRi9X0YXfMyUIAgr4iC+Nm3aJPBJ8YlK4p1UnmSgGCdCCUMkwQhqJDnv\n2bMHO/fgwYNaIvZpa1pNQCT3BXIRpaX2MvFcZunS24S6WMR/yYimigwSz3ktmL3sF2qXY+68SCsD\nh+yYoIbyQgaSlEd6HbM4hDzSUKTvhDYdavovP/7449RoIdYhCDJBjRKkVKUX8ijrAk9FPX1EK1Cq\nHvBhKRPnReKRbGivXwU+/90WSYejFstqpKaBqtUSb6zoNi2lWdIPPopAxzi8ZBVGhlmIFMeB/aZH\nS1MIz39wVPdINLtYK1Xh1kpbzNVOVNfgm7ZHqo/qrcmklc5SCVeTwqZiRb1Z6UakR29hGhNIZiU4\nY+qtxcwH76M3slp62mcCil5a2jiqa7HNmrZDqzwV27/jdqBmEio4D9okCtUYoNYCoyglPQ6nBhdJ\nFbm2llyNNNFRO448aTrdECtcaNrIgrwKfL2mIFWCb7lU4rIF6t0cFdfkJFKmM9WLg691ABbFilFt\nIKDf1HfJBkncaXxIzUE0uF2EhGgwSGXACnyim9AjWSfwCXCC2t69ewUpqT/ZwkKhyKh19ETv4um7\n4YYbmNZGzEQ01MuM0sI+G7wMbGRBFvARJiZU4rAv4KM2DLvGAV+O3puEyCyLVksSPsnMEEcH0yVz\nSLoChXjuhDYBTieD1oF0NA5HJ6L4EI+YugKlVjh27JjYBzpl9joDhuJUlCcgiZriVCRR89WAj2tH\nvxBYV8ENrExkhM/5WUyOyLM0LwRzYBTxtIzdpU7KJT7PWwnMOeEu5xsfLvPAnM5itx1vAXL7wmyi\nV3qqC7uu4qsIWOnVSfQfqd4yOFZKgVLHzmftyO+0XQfCqtsHPYPuK2UmnB65umZljtdKKeWE78ng\nG5ZMkbwgjRWuTN/GfTTyOPjut1pK9KSkN1Wtd6q4s8HHaVe5LyxmfXpV5NUfSmRQ64hBBHaxeV3X\nnoMgqIcAACAASURBVO/1jlveOsxaxXZSlk5LP2nsDH4hTkC95EbC9FtDEMZlup+rt1c3GJ4vxWQ7\nfZza8XoU4/7oj/5ox44dghGlSfUoDEnEaTcFKfL4JPEkA5nhSyE/Jn6QvAm8yGoGqa44zXRd5Bvz\nNAQ7Et31rqDp4swoPleUQfo5AVt7OiotN9lBg89pbiTVk78C+BBi+FLJdKHMFOCTWNNnkXj47x5p\n+q4BPlfcoyipDF7pvuebIfBRql7g08r4+9Dsnj1CPRiDzwUZUaa4/9baUV3LKSs+W2k+5yedMWpH\ndfO6mOvjq8A3qqK61nrOa6HSoQWC3X/phOISshdprUzbSD9gd6xET4+UaSkGzcFxe3SxOGlnZnvL\n6S+wnTuNSEI61FIZ+b5katg7OyqdcJ0GuFrq3zmrw2CyzbsYpVa4MvOEzj9sFBl2vqdVd7ZRcSB6\nxkLlaBvFmJS5zGulHV0VVltpT57hlkApDl0Jurdry4Qgma4PhkycjDb0oyhDhh38k3xY+FXcXL9Q\nBgXQ9b06pAAOVNnURWAS7sS94JIHg5IuzuFdipm/Bh/1VASy9evXk64sNbdr1y6Bj0CE+CX8Sd8J\nc1JqDmvgmBMKtRqWOCl+tnMBnxOSSeVzNEPs02pYrwYfGS3+OODTE345Hd8Bn+9tNtnsKQN8whDE\nIWOZ6Kqn9FI5kZaS+kP1KR1npqYh8ewK/PsYWo7N+/TTT8vUxaTVR4RCQZAIryPIfBcth9ZKmTiX\nhoMPgA/YWVIcLhN1M+KxViqSToqLPy1Zk2scYYDKCk4aJPgmbXd5K4/PU1y5A6NUbeuZ2YmwBB86\n60gU+zRfvH6lO7qib9pxb6WEydXyJpCXepeek2jX5HdThNrdgJ1LaHstmsPBOMA3idgIiB81xTgT\nfPi20INLUYPE0s/Gb1eiAz5+qv+wPAiDmMPbL5MZnBedN7dJyXTxtBO3fMYaeijalfiYO/dVN3md\n2bj5aJPIDC3P26W4iGdiEJR0vNVuPjs308C30bBWyvDqh1ECR+toC9Sq85w57SMlP1Px+ah6nsyw\nKd2+EMVKqV9AVVGmalCE+YILLjjvvPO2bNlCKEMsk0krMbh7924pwWubITjqI1qCK1A3ALGMDpae\n3eES8+4wSflS5ggLoJi6IiYhXX0E8CH6CObwhBwdij8P2q2ffSUfLiWLH2o6jgI+7iLk9Hn2WAU+\nfHz6CHIPiQf4qEQA9XDvIvpEvWeffZb5udSsdzKzfXycVMSRAR/nWBd8XFNccXagVeA73MmrraRP\nXubVpZHUS6rkknHl43OXL1/tZMMaB06O7WY4V4oPqBs3FolrUY/evvZk0yQced3lc8HnHUv3fNq2\n3mF70KeR5JwBDVvuR6KkM//KSrvAp4FiiZ7RDJ4vlV4ZwzJVIwOdlUeWYfYZr3xj9a/nXWvUadtW\nbTk1MqdgtjYn4697qq002Sf2iI+bMI7wxyUKiYgeoFlwcdKMQgM3nNmXuY2pSfN85bl+APmD+hn6\noBs5ktDLb8DcJqHaiXvOmmRrKTlJgiFvRpsSxS688MKrrrpq8+bNZ5111u/93u+9973v3bp1q5Yw\nzUMc3LZt2+WXX64VNm3apMeNGzfqycUXX7x9+3bpPqGQRkXCIu3c3KKXaC8mMI3oRDoJRhEQU9fF\nCww+z+LgCeDTSx3bXmlKxWnjf9OnaNZi4T9FiLl8gN4iSUWcYioueXzM26XqMvnMekktFhJWtA6m\n7rFjx44fP64VyASkNzkNyGGfgxvu+GzwQYw0da34zLijpR0YFynX4CwS3Sqt91vBlxyowMdzr3kK\nfLhILe7c0GQtEqwNPgbv2oBKb6UvNoPvcBSYtqU8mTe6jic/T/CZYuOo5TeNCbZJT1/Vaeqm4kt/\n35FSzg/0G3yjSJ70LkzLTK+06ZbLLN1JTBfzqTyImW2JqmQfe5oRjFxnOC+dJe1cFqYR7RNipcSp\nHVjI+43lsFbANa7VZqW5OO42H1UKk2hn0baU5HQ4wlLUim8u+HIHsbJ1Gesb9UUGHwqOpEIaBxt8\n6VWswGfRd6g0PienTxJPmk4s+/3f//33vOc9GzZskNBz1ZadO3dKD15xxRWXNwMCSh7qOTkx69at\n02cp5qyX+qCWU8lKT0Q33R5IWwGFFODDlCbcgQVNKQRAqUdxkN+Jde+5eukkGZVStSul7CiTbUGP\nhRgJxnpCap4TmPVX6vAyUZf2ofqLyW4hqivYCX8G34svvnjy5EkvIfVPsCNYrO/6Uhkk0BwphRJo\nb3A68Jlx4GJWKms4BjCLXNpKGTDGEcTzpWRDyh/xBTg6nalbhYcISFviHSn9gLNsX751pNQUtE40\n8tYi+9fLrbYm7WiGL7zTCd1K8bHmOKLa05ggnGCdhk1t23a1XWDGH7SkzRlgRti47Wo0EP1nYKSg\n+CYxGQOzN9ln0lk5monsWt7H8p8elTisX1b/us3hypT2ETgc6X4+dNbp/FOkRPB3E9tBemC8UMlK\nWHG0R29hjToVI+sU2NQdteXeMFJzdO5x9VLzFWUHbfHrObpCcp/DKUlYpxxa9Fk6MX1CKlWg2bNn\nj9TfueeeK34R5SCaIfmmJ9Jxe/fu1TqioQxbWcdaAREnoaf1MXWl7EAYzjtmAQv9pPu51wfiDssX\n76EWagukCro1JWKWagX8bDs0BqWoxKR4/QmO29oVkkQuKkfBPgc3aCmpR4IbUnyC2j81w1N3H2ma\nCgmF9NJD/T399NNin56IdHStREJS0lkfcV4LUV1XQmXqyF82PbBIZ7HZxyUDAY6U6a0+Oas7YkqB\nvN/nee4l3XPe6wzb89hGVnz8XAQqiSxkGxhtPH+ojKRe2sgGX1qOfNAQyaSKtFir54m/FG4Og1h5\npYK1olyLPL5pu+n6NArgrER5QVt8JiCUN0MN3/wZ01JDNKW1PW55n6nAV/EowTdp2/ujqMGX4Mso\nSv7ro6i0XJ1Als+zmJTi7fNTV5uSuZ76Nm0MEz0B6NrsrBQ0HDfJd5MSrNBCPHGewJc6tKv4Enz8\nWn3L/y5D52S/mRrositoPWfVEEa33LPfcymKZeWsXgKmTKqV2S4AyYyVlJN2Y4Ias3Rvb4ZwRjE+\nsUlrioaUY9ESWbsCH+QS+yj2d7AZeotye/q4VtA2RU+aeFD/2ZX+XOuU0IrAJyiTHoS7IBN0vGuT\nqLRopqBRKBJOlVBmsyH6SHLGNzdr8viotcdcN/yq+PggGvFZx4KfeeYZKhecOHFCli95zkKnEKmF\ndN3DXUhOCI5FfbUbn6L4HBrlx6+VBPu1JnvZp32ezD63K+Tl+Zzucg9fI1ywSVV/9lQeH+rU5urR\n6Dp0pNQrPhzDDj4E7Ur09l6NegTWfY6BzmJMOtVZ8oJPIKaBmQsNR++qQTZX8Xk7/mH2PFY5N7Oo\nITErhZoN1rmKj5fjUjt+2KQoW7r6Kp0LvkkpWD+MCbxGtoVS/vGJkuqESIamf5DN+ljhZrb0Zvva\nZYwXLhWut1ETwMEWM9Mx3oclUKtNabmL61WBZv/aYVv0VSc6Z5ROSH27jjwJyTi/XBOQXwJzh9Gj\nPaO6GWMh9sIcXkIHf/EXfyGpJZP2sssuE8Xw09FijXkaBC7IR5EBKyZShFmYwwqW7hPmJAalCkW3\n/c2QeJTEE9G0NRGQqXKUXJbos9zD1HWtUy3UozYO+MgYT8XnK39cSs/OSvUHnLZHm+4IApAb4OEt\nZYoF5BJ9dLgENeqMkpLCnF+0G9MzaKsG4Ji/QT/J5557TgKQUInLlAK+R5pBWghzfshnJm8Z+8Bq\niesrfXx6OYyianmzH4bcS61XufZSDeS73pRtL8PxFPh0npnQWLUV3Y60h1Uewd8E30opVmqmrJRq\nxqN5gdfKDp0b9EjopNrKFXJv7SZIfVFtx56+aTvX2jIwIZtYqTbbdS70S5byqJ0ynpNY83/1Omxq\n3C6tnLyz7eOASWU/5prjtpfXKB/H5F/fJAxxPWeuru6Fet4rRUA9X225FFjlN4wax5M9A9zAbeeO\nOu68cTtVe1A6DfGRWVOCibQ+IjBcJPovEu78Bt91LIv6ZQJJgm+xNCRy9ScxVKIPNkmXiVlUYKbZ\nECpP74I8CpoKi0zG2L59u9hH2Bf8CZ0ioLYjkgqC2gjVDa5vhrZAIgvCkE5V1pV4BrVZSVF8l6Iz\nqtbTdfPUyps3bmjc8eQDOdzhVD4ylkU0Ic/gk8QjQAEfMYdFN+FM+GPaL55BWbhshM68dDIiMMKM\nDq1PSzbyQFytD8XngMHRMri+TA8czeMyT8Pn4XieB9wXna+XueCrrvdhaQLDVcylV4OPRBZGBb7K\nyD0SLUVswGc6C2rRYsrBjUp8VQTsQq0LvlRbSb1Je+QRSSKMwtWVdE7wmYyTMEJPJ7ZTy6QWs9fJ\noqYKdOb/5JsS6+eOey8GJVM3r2c7uSqztxelELy/R0rNgjw4eTzHJWeCs3bUCD1+rb1sLKliNdNo\nvuwTdxDT7Krz0v8v9wMfkGljB3HKkSCG5YufyJ4NUzX/F76iSiR0VF3HiklszAkR4EQcAUumrhTc\nlmZQeh4TVYOafcQ6mN2hJevXr7/ooos2bdokS3nDhg2XNkPKUY/nnHOOlmiDeosSp9rm1q1bmf6h\n7UgSkiWj79UGmRKn54IjzkGhmc6WC6W/XZ4q1cXviKL+L90k8I0S7gB8CDSKDmiFaZPHB/g0JNwI\nU7iLrt4CfF9rBtPX8BtK8Yl95C3Tr0Mr0F0eAiKYCLMYfK6W5nz11VLSfDWmrI1LNfVZuyR7irXu\nxTJuuwLzqqwu/AQfY47ic3Ujg89B3qpoFV4wg69SfDYk09Sdhrma4LOAr7x4XfAlJSv2VRvMw+Qr\nxF4nlvvj+e1p/Obxrf4G308yoaRSZLkkZ/X73fyrKmXkJ7mRpVKCieH6CM4izjX90qzB61qBzwd5\nEo5z/spRY7pCEPJCPHPWjSUzmSbvxtXdYtD2Qk4jYXMUdk2eOZxgrohj38ggctyqbx83fobknQ+1\nfqrjzsKfBBf0Edok6ESrK5oBm0AS+Lvmmmv0LqFbLd+8ebMYJ5wJasKfkLe+GZdccsnZZ58t2G3b\ntu3CCy/8wz/8w/e9733r1q3TcyFPG9GaWl9s1VfIQGbqiJ7o20VGWbtkQd9///0U/sp7ZN4/qtsV\nh8vV4d0RnBpTFOP79re/jeNCj2BLik9cQ7J9tQxMYGFLK/ApMp+1kePHj584ceIfm25tjz/+OG4+\nKjzrU1oONEgDJMhL28mcEuaGk84YWyvFnGaldqQv4cquGs6zdrvgG3WGlUSqn1MzNzz3BQgSnLY9\nyA9N0VeBb630tAXq5t2sTGXLrBfvYeq+SdvU7eq+ruLr2sUsd9pgbipRkjagCVjpTWex5M1n2ikr\nMGk7TYfhsToD+KqIp//UBF+qGG8BAJFJh7M/8zn67cTmKr9vWvKn8mgM27PcvBohqWnTQJLti3dM\nXCPS6qw6Zwtb9pp3CffqrpN/n+8fvDsr1QknkZWJJygPJs99JP1Fvehh5B+fh44bBnNpqTiAVSsG\n4bOTAcscW9mkskb1lnh33333/fmf/znhYEk2mpQLi/qI1hcrZTWLibj59Hj++ef/yZ/8yWXNuK4Z\nkoE08xUxRT1hlK8TVQU+elfpkH7605+mOstSNO20ZvF9ZaWUgEOL6BLOSC60+nozSNwTkrSyLnNx\nSrSCUECKOTOYunrUOkQ2BDgmdWjhCy+8cOzYMcrTkxUI8rR9Ah0GH308MLddm553RRiiHGhAp/UN\nSwWaSXsyhi+fXhl5PuelkbImCehzZlyme/KypfhQeZgYlE6DdJ66i2GbnYNJAMwIr+dy8Vnj0qXe\njfnfEXxebRYJgHPB5yXOhMw1xzEmHX9ibjAVX4rKSfGtWJCnsTxu+9fS8DSJsnpd1xY2+KzC8ofZ\nKqT6iKt1OtuLbzR6UvUMSvUBjnzeQishluBzyJ7joHXwlBFkQD1RmN4Zy/DIJ2hXBfuL8n+fRInA\nfpmlYKXjH+YVeu2ZuXlJDEp1LNu5+cQ9PfSE3t7CjdAmzB08eBCWUZ5ePMJVJ91HtzbAh6uO+G8m\nvmAUS+uhFvUoAXjuuedKG9LT4+qrr5b0IxFauk9bFnmZEayvoyUI1Vj1w5wL2SvNRirw2c512im9\nd8nso9ea2EfYAYRpCbmZX28qLQttbhDuoZUJaol01CkgyVnjySeffOKJJ/QVei7SkbGMjQwEMXWp\nDGitZ6HHIzXxwTS0mZSYntnku+agParzpwu+yoqae2V5nVNlqTw5F3XmXmvAjpB5ZbFjAtv9bD8r\n4LMfkCWkQzvDzrCYdLx+FYz+b3vn9mtZVe/5RGN80I6iYrgE5CJQIFRxKaCginsBVViAUlQJihYS\nKO6CqEAjIpLYnZPuWLX3usy11t51Oeb0Q6eTfmnRY0yLQaWguAgKojkCKvH/ON/Mj+Nb3znm2px+\nb8fDylxzzTVvY4zv+P7uSfcqWdhHVliW2OT/ToqEb8Y36xpPU7s37YrkTbgKeslN4XpaNAjJ9cwo\nJ2F8NDpwmLtn0M1X6o6vpD8QAfKVVah3d1Mh9IFvWILtLER4SO2OEnFNSchMc241ZxLXSUwAQT0c\n6yzC5xA0LzPQV2KpgX5Y1JeLvRA3D2U/iH16k1/nm/S1En8HkThLGwThSa4U4hj7qAYpsVRYpj1Y\nLYRiwsGHH36Y1FLYf3HKE/yBg6R4kUgLGRT7E+SJ4hERjN+yfhXkSUaWXKwz67qYgwWFwj5Knj/x\nxBMCRMJj0o+vemM59hio+NABfPA+gRHOeiSh0h5NT2coIFoD1R68j4zNAB8+LgI+/V179N8DBw4I\n+wA+nVC4ST56/YR5F+AjbYHTRCMC8hU6BUSQQkbbyfgsP6Vc3xd4Leda15T4OFpBcTSZa9UFnveW\nQjzgWgZy2Z2lMm5YYQl9NUGYRZoAe8AsRRUIA1/TM0oksmQzJPWRsYIhy0o+YBYhFn4vk/CGmUYw\nxlJk0vf5q5ee83DYlVIHxdjadEucDErcbgafVwwxB7fZzah1cDGNbVrVPhH7FjYxtlbAl8rEcUlT\n6oVnUIwtqNI9Prxo2QC3vxRc9jqHWx/ucvi4GPhyIA6iVfSz0t0M2pq5iZ6WnQ1bfpwMEOyP+ErE\nTmqwGPkdKBJEDQ2qgOOUpyb6JhjSHkGYttH66et3v/tdQZ6gCo88gM+2YGGidlJVQxvXX3/95s2b\nBXxYhHXarVu3as8VV1xx5plnQvrEEAV52qmDdVoS+T300ENQ6R+UMsdeAiupZRK5hfe1URO4NAv7\nhFbCJsGckEuoJ8wC+Eirp8/nn3+eOA2HYcATSapMomZhH+lYYHzCO3KxkI8+gU+ICaIBoC6z+y/R\nWD6RBUmvQIjOpHhrWa1U4XsTFt4EtRw/o1CwjLvtvYAPw1kC3/6SL9+ufNb7WNNXAZ8zHTAxALvl\nkgd4f6k8YqVmZZ/ty7bVK5j2rB/JHCvgm0agblMiOnKnCWbFKP13Hr+Pwuzpc3J3wCCSsE/C6G6g\nSYOA+Y5Htqlo/td4tNRWDhqU5Hdg1u4oR5v8qGJYDhKi4yat34nOwzQzEE+7ZodcPGdtkAZDfNrW\nHklv4QS+lDKGoYmbC0mj4i6zEvD5JH1RN7G1zy5z/2Kkq9Knntpxsk4Wj+Ox+B0lKEXlxPiuvfZa\ncTf8VND6QRVJNE9ArvBOuKkD9JN2CuaEZRs2bBDMXXbZZYJOAagA7uKLL77kkktOPfVUkT5dZcuW\nLTpMB+gnSCUJU4Ww1Hjy2xj1Yg8qIWlvFPoBnoRKqPkEWIItfTXwCRC1kwJDxGzgxyfYQvgjhheV\nH1FoAB+JsMQERQkFW33gw4nPwJfGDUy9uvN9bV4ZIiYY58PwOc21cNRT1SVrmfQMu33g80irlFGH\nIjfUqgCM5cjQaZa3P5qBD3IHs03gM+MDSS2HmrxUQm4FfPlsBr5pmCBSScew8P5J5PPy36ehSayu\nlYhpklihTwV8ORZTOLVyfVgS5xrdrHJKxlcBX9PzrZsWpy20rpPWcxjUIznKQskAahmw4lzDIjKb\nvhGLRk/9U9usLBuGlsQ3NmrdRBbbkDXux7gJ8Nm6kivBKKKJbdKp7tD3ubtkk2dPBXyjUCPMBb4K\nFrMtlpIgdgDSJ/EbZD8mmQpAJviT9CraReo9bWB4/VrbRP2EgDgeC/K0IdKHlQNFnjZuueUWUTkB\n3Nq1a88999w1a9acd955grYLL7zw+OOPP+644z7wgQ986lOfWr9+/cknn3zaaacde+yxp59++qZN\nm/Rfkp7qZnRvVN6o3JKa8MGcdB0eUD2Z9AmbAC9hlgRVMTvhjiRcbSPqCv5sAhbXI1EVM1rg9eM2\nEz1FKQV2Ng3rzKRp0YWwY2BCQe8PczTYOTefNojz1d3i9UJWK0duVOLOMPQkfVyrpL0+8c9T5asz\nIM4BPtsokusBbRmCZsMFUjDA5/C1StR1vGdloHDP+eaS7lVsyyjQ1/FVpA9y1x8ck9AG9i9UAaIl\n67wHH2ZgTfN0U0Rgo9s4fCnNwlIXllM6sbV6xmlrqvYyw1jRrCBB3kKpypioWlGeUTGcIRNpCP6w\nVJhyibKEiYQVxkrFH8elbnqGSaRwOopWAV9KcMOw/KTxx0haGXCNa/5vH0OT7Vakz3ZeiuRK4CWc\nw/lEHc+rxYC8zSJi4nRklhe6fe5zn8MPBvUfeasEjjjoCTQFXhQ2EvaJ4oF92r7gggtOOOEEwZxm\n3Cc/+UkJvEceeeRRRx2l7VWrVgkcyXog0BTCCoWd9N9jo5oRKayYYaCWFUcTJGHcoFyGIEldL8iT\noKqvBw8eJHMB4vBP2gR8eKUg6trPmawE1CcSodNpJSbrPOQuEwKS4A/TChjqBGhJ/Yio00gmXIRE\nMvgYeI30o6XIUpF6Y5/buOtWsRLwJQc8JOrqJgC1H5ZqJgCfhSPwzo6ItnLsL0lcAPj9kaXKCLi/\n1FKyDT4Nr7NupryKCbqnvX/WbYZLD4XUmBrp546YCnOTBhrg+qPNGsOmBIHl2YZF2krgG3fVTJ6K\nloIXu+Ecide+f69DRnaXnkhjsSd5H19GrboQ1wfrngdFfdYXDxPFklsNQ6g3jeoDX/XgfeDzSr7Q\nzSywWLIP5F0thO9eLh7D0DMkB6woYb4KnQF3HOojA3CUiFQT4RLwCROFdJZhxf4k3kr4Fa0z8Gl7\n27ZtFCwXZmknTFDwp6833nijDhBQksaKapZCQNE9oaEk6LPOOuvoo48+5phjJBRrG6OwxGpdRTKv\nbikz76fYUa3ElqIcTEV6KLAPHxT1uH4Vxgn1BHPifc8995yEVpz1BGTa/tnPfgZUAXw4vpCMT2CH\nhAvwaY/2/7QtRKlPUhvoiqKNkn/ZdgP7SD+hW6VEHA6De9ro3ZRJPWYS71JP0n8JzXsmNRh05apa\n1EXHh3EWCLN3nn33DHxgn6NSrONLUdehrw7Ko5OWI0nBSq0vik5KCryKkaXwa1bIYVaFjEuGhlwQ\nDJeVDFvxvnyzFW4OS6RB3mQuVovdlMjuBgtxOfOzm0ddvxYD3ywSapn0DYp3boVKi+HgkoxJe37Y\n1uiyr9K45yldUaeEVAT5QSR8zwCSwQqibrKtCpE5bDHyrAyKjm8l4DNSD7vsMl+y32T1ON4G+KgR\nTsUMssCrCe+0k9heCb8uCCnSJwTE1PvVtpGj9Ma2CbbE/hx+i38f9Yy2bt0KUIoGbty48aSTTlq3\nbt111113zjnnfOhDH/rwhz+sr9qpn3QegaOY43333ffYY4+RqYXA5FFPu++vk3B4dMSB8EWsSogm\naCPRnvoaHZ++isFp2/Vz1bRHB8POdDA8TgxOQwV5Wb+iB9S29ogq4R2tM1B2UtMfG3EWGsemwU/C\nSt0kxUD0X51tXwkVrziaxyQtu28up8t+90joA5/P0MnHt6ek3rNV16q65VJnY0+kKuCwvSWbud2+\n9pbsLOx3sJ5RyWiVxoq+IFxhn4Gvr+NL4LOIypNXq4F3Jk9MbpXUr98feSRTKJ9oGkqHQTeQNnsi\nMbG6sWFRbeTNmKWbz8IxAQsLhpWSLmc+Jzd4oeOzs57F9gqjjVPGLE7iiy5Gke/U8VXYZ9itzBeJ\nRMn4+vwugbva2Qe+vHoiRQWCdsdB5iX3Hy7EIoC4EOsngSAEkNpvJBmFA955551U5xDAic2J1mGc\nxRZMgj/hnVBMv4rEab/Ynwjd6aeffumll0qwXb9+/Uc/+lFh39q1a0888URBnk4iEBRP1MGk9nMC\nrqp3Eh2aUAQhFmjGET0mRBNgieIJdNTjJFLWJ5V2CeMViumTeAzIGuFr2i8Gh+OeGCL5+NReeOEF\n7SHAA8JIohcBHJRwLvBpP8Wa/0cpT66DwZm5VKMCvkpcyIGd06c/4/yK8i+HCopnNIkjz2bdfE3+\n6mAMAx/uLA5LpllLiEiVJzRmJbT1Rd2K8a1k3DAWJJj2yXCftSWVm3RVxQbTFHUNi01JAd+E1SXv\nxNCTuFNBkkF5HC35/CRqbuQcZg9QwtkyVsFXqUaG8QJ/170l2eqsTcGSo4SWwinMjhtLvrYYscML\n3eCNHI5cnTC7xM0K+GgLpZZI3zrhoT/oqkeNdElUExBz/eMR8AFyCApiL43CvpiPqKFB6mk4IN52\nzrZy//334/ksWrdlyxaSF+CvJ2kXdxbxONK3iBVKwl2zZs2mTZv09eqrrz7yyCM/8pGPrFq16oQT\nThDeEfKhfwlPJVwLbQ18FRAY6BP4LBPgK4c0auBD1MU7D/hzdAfG32effZZ6lZTdwOCrPTqDxFuA\nT2h18OBBlIYwx2eeeUbH4weDqGvxFn89ErdQ+lJDl224ob2jPLOMWTk8TOGzT+fyhlzwqiGdQkan\nvCQAl3A2i1LilkOXS6K9jNOwH9++klx/T1Qch/HNSknNpV68WoJRhXdzgW8uW5x2s0v1hdlRhmCG\n0AAAIABJREFUqEV93XFX1G260VRmXgl8xkS/2cRTw25SjGGJKEgBrb+yjcPCy43Nwrjsux2HYcGC\noTEoBb1qMdQxTVupCwUFodk6/0IvzGPcjRFebO3IJKHqn9NuOobdRJym+DOm9XnUZYWD4usDLPJo\nxtxB2GorallNiWEoWAddgTo5JgkXYKBgn9jfP5UmuoeAqU8EYUoCQQZJuC/qJ95Haqm77roL3odf\nnnjfWWeddeqpp55//vkb2iZmJxwU3aPKx1VXXSUyKCIpVnjmmWfqSHFAMT4SGVx44YVCTIGpqCWq\nRt3qQsmI04Se3qMuBaY9pcg12fF+0lbP0KewRv0uHifgQ7DVJ/G8Ajgd8GzbyL+C5o6AX6LcxPIE\ncAY+DB0JfIAdxo3KlwWrroFPQ470f3i0VNKuh1bqPeay+z6ceZVt5mn9fIah/fgIKAEvKgE2Y4m9\nASu0417q+PZGGXLABUuxRd3lyJTXRPRr4t20Z9yYdEtlJzZV4rDj4ZpIkJcvIonbpKfja1aQdpNt\nVSwysWBcFC6V5DgKNVYCUzK+atUaFf+jpZIgflx8aMbFKxAuMCiauIUSl5oyr0/OYXSxNbPE5Pjk\nubqmXAnwVQGk5noJfClr+I3RL5O2Ip2fvSJuxjUu5w3A1AekFaWCswr4ctXJJxq2oS84i5CYnthn\nNQLyQD32i/oh/xIqI3FY2Ic28LG2CZsopiHqRwia8EvQdu65527cuPG6tokA7tixQxRPEu7ZZ599\nzjnniBsKIq+88spjjz32mGOOOeywwz74wQ9u3rx59erVhx9+uIBSBwgWSWKKTx9LWs7kSgqZlYrS\nNjaSa0/wpE/hjjodyBNfe+6558jDjFUXDqidOLhoA1WgfhWz0/Evv/yydqL4g/HhAYNhhIIBagl8\n9mWhkTxG96n9nIfUOzgqeJ6OQkRwP/YBLgd2JWRUBH/UE3XHWXNDDSixoZavqeOz4WJfKXeSwIeO\nz/kLzPgs6i5HRhpjyizqfFdMLYGvKdnYK+CrsM/mLUupZmcV8PkqSdb6wFdh3LjrAm5mVAlcedum\nacPWBGF0yJmZjK/qwopCcv+GUQTDxeI5aMZkvMhxwEiatl7+jg93zgwvAyanWblCf8xkMMamzHmX\n0m5C+bg4XjVRIm4UordpowVbM77ksBZ4+xkZktalJih/9YW0QW4+gp1plIjzHu7EZdSNtjBEms4g\nNMSbklRX+sqpHnnkEQwggkLhoERXQZhEV1HC0047TUh30UUXCQQl8/6ntr3vfe97//vfL+Bbu3bt\nEUccIWQUdEryFYw+/PDDWFoyqXV26zh8O5KpEBtL/AbETb2M1UJQJRQTvyO/ADAkJqg9BPD+um04\nuKAoxAQsXNM2xg0yuAgfhaQ6P8pBVw5wzSP7tZC5gCGHblFHQvrQ9E1CP+7+Wgh3zlyMqyWtWv8q\nzpFQyPahWF372e3vZlHeU1IQT0vC6GlJf2JuOAuflT7w2Y8PXKuAz4xmFn5zcxlfQl4f+NzxFqWr\n9XASXscp7U56bRqtAt9JN/rNa1HqnobFW9j6via0cn0C3we+bL7bcdimwSaQKHkQFMbAV6143Oek\nTbcH/xq3dVrJ+OSH1ZEL4ZZsPKqi0/rAlyaO6lmSdfoVGct8w2nQSCtHAl/yWa8Tw9B5eQ6YS+ZE\nQsoG+HiBPJS3+coJF7p5JXwGwBeGCHkE7xw+KJq2c+dOzBoCu2uuuQYvP7E/SbsSgTF9CN1OOOEE\nCblieUcddZSOFBqeccYZ69atE0mUwGtNX0ZxuHkye3xOI7MkOd+FYujdECop/v10yVWFFKyvOgbx\nFnZGvBpJq4RcZDrQTiqLHzhwAO9oAaVEYGGitnHN034S3xv7DHxEAU/bivV4VrtA5Q9LoZ5JyVng\nt51Lbw4DDy2vbQl8FfZVlOIQ4yN7dRV5thwJqcA+J+pA7HVWguWSBduOzWnBMBr6656Ser/p6vUq\nmbeJNgmf3rmMby7wWdQydoxCUVIh2qRnwVgJ+OghA5NBMKlHE0aPiu/kkmVq1md8xkSLAMmVdrWV\nZwllz0gsV5slxL2i+oPWGrO3ZOUb9dxxeLphicNNq+4PohkNExmTso3mtXxLiVkWY22cMXDnW03g\nyyGe2DcMUd3/SpkdNSUZ3iFuzusFdvN048hpmorLpB6uAfJfShPjEwjqk1zN99xzj8Rb4Rc+zwCf\noE24JuC77bbbRPEAvqOPPvq44467+uqrxfVECSUOX3755Vu3bhU44teic1qf69vIdWUU8gEDj1Qj\neMwJv7AzEKcB7kD0gEVn5QP48F7+UZtqVP/S8WJ2xPZqQ2Ivf9ExYn+CP3R8uA265qRRj3Nqv+5H\nd6gbw+2ZLN+uawZVyhVx2PWCGoYjxDjisvwGktxVglquu6P043M+UQwRBj5LvhZ1ZyXFHmZcIjd4\ny87a4vgNW0tSdl6OdE8JfCsxPv86C6vurOv7Yl1Sn/EZPUfFD6D/U3WtuXK0f0r7jBF83PM2Avua\nrkWiOmZQMoaOu62SYipRvWnzFDDrLHUyeyvgq8QiHp/+Ar6XIjpFP9HL+gqiJVeyIi/zG7MnKZvB\ny1evICNJrklZ4o65pCEmISynQQV8+XrNAipFJD5x2GfJaeioFa4O4zPw2WJTITUngfShB0QJiIoQ\nxR/Bv6J+cDeyEgjR1q9fr23tFw6ecsopn27bqlWrNm7cKMg79dRTV69evWHDBkifnZl1oRQsvDEI\npyUDH/PO9lPBH0o3JFnCOVDtYbqF91FwQ00YR+1dqByMjxpsAr5XXnkFm6yAT+xPe3SA/qWdOh67\nsEkf2EfxIxT9AB/ZnkkDmlmdmrAKDqKZ6I27Svlxr+WkbkI7n/S/Zny8rxR17Zc37SZVtjuLs++5\nKptD3Kw0/OduvXTk+SRTCW2TrrBpfLFE7GYr81LJJlAZN5quCWwlxjcX9fr34F99J5MuOa2Eu0nx\nPTRWuiey2zyTc2IbCJJzGWXoQhifJ+1KqrFhFN/gVbC8WQvuZx+3MW0oJUCfRJOFbvNVrHvyzsWu\nU0u1KlRkLSFmd6SNAgEXI0gj3091kj4CjsIKlLeKlUDvTfKj0Yp3lclmRsXrxQQ2kXpUsirAGWF5\nCLxoCcl5pUa4GwldRAC3b99OTUttixKK061Zs+akk04SyzvzzDMFfGvXrmX7wgsvFAHctm0bocGQ\nPq9Go8jbWi2TBj581Ow4YtMqZYkQZiXtCs5w7hPYoQpUA/ighDpeZ+BInUf7BXxk4tNhpKsC+MjN\n979KM/xBBkkPo9vTJ0lMdTkUghnxNS4qHXP8qlv7YlzSvYS/nG45CDvAh22F95XGDVs2pqWMxqzU\npXW2AoAPQf09gI8uMZIavypO12d8TVcVWIm6Vg5yTCI1pxqHMTRRqYK8hCSDnVePfJuTrhiezKWS\ndg156Q5pjOYmR5Gqr0K9bM44b2hzkgJMk0yJha5xgDbq1mB2L7PM5kOx1Gmbc+6KCo3/PZqVfVb/\nmxyZIlkcq4Zd0rFBV/tmmLOMuVDsvH601Pgk0asQcFzSHFnG2V2K8+pTIIVPMrk/YZcGPn3lJGZY\no3n6ctNJ6wf9BuwU/eSTTz7++OOibLqc5F9Y3pVXXikyKEwUobvqqqsk/F5wwQWXXXYZYRsShIWM\n2k8oCGo+nYREEmgA/D6z78bFoQ/4QwijYB6qOiwMFJwkWoPcfPgzU10XzMLQgTgs1BOi6Rhhn7a1\nH+BTE/BRpffpNnuVDtNfKDaU8Afw6b/iRhp7+tTxAJ9uTMej5oNCDVv9Na86wb3q3P7smzsGKhHK\no+WQVdfyLKLuXKuurRxpPKoYn4+3PJvWkmmkvUv1XC5WTU/j9h6Mrw98diG0RDwpPitz+XDFiv3V\nMmwuLE2U6ahe/bAXhzsK00QSRraXS7EVXnX2qG/DL6fpFmkbFN892xxxc7VgOIhYjoXiYuK7dafg\ncJAdQc+OS5VIK/VI//ffornuB9uAY9/AstjNMj1Xfkkx2fBdAZ8hL83H1UrTnx6jYjtOUVoH64ZJ\nAcBzcZNJOXlXFauahM5hXDyKXIrE1S912qeeeuo7bXv00UcFW/fee+832+JtO3bsEKJdfPHFOAAK\nAYWDX/rSl4R92qmv55133hlnnHHWWWeJ8YkA3nTTTSKGOskTTzyh87t/PR6qJa0CPkJRCeGA8WFI\nRdrFiY9GAAa5WNTgg+RrQZ2HVk4gRYID0txTeePpNqkf8RiVjg+6p58o1UZuIX1iGyHMA6cWNH2M\nvQS+QTcWqE/9+ky/asOeSmSUkRtmZPtLbUnbZI0jdsEDEJGVDHyUoAb7AEpGD9PberdZMXRWQmLu\nqRaxJhyDjZiz0PGZJy5FzitOYjD9D1sfaucCX4JyxbGHvdQA425LHJwWGxEkfxamasvX5ol0QRPu\nIDTLuY7otJiZGv1Bz7eOjnOMtl8j6r9J0fGZwUEA075hc4qd+5K0JlQl0uWQ9Qq8WKLZ0jhToac3\nLOpW5NHykZccLxWV0VkvFlK2WKL9ON73rJ28/2FRnHktnITaCKxE1MWjhbVBnwDft7/97W9961sU\nkBTSCf4EZFh1qTB58sknn3POOTfccIOAj+JtEnUBPh0jHKTqmw4WZxR/ZDWyrsPkOue57xYbLrAC\n8IFNiK7CHYpp4MdH2AYBHmqU6UDUBSK1QWiauOGrr74KXIr6vfTSS9qvM+hCP2oLs5GLFMMF+fu4\nAUJH9N403vAB1A1g2CXqI7OuMUjokWo9q0hfxfiqKdkHwQ7wEThCv1pcdcCZPVoMKEzFivEhqDub\nS4q6iMOzErnhjeVe1rlZ156QqDTrmRry+D44Vvi1EtdLsPO2L7QS8CV/9jlH4XVpuKlWpIpU2iky\nJWI/goHP8vskXO0883GtsKFjGE42FiE9LGiALDk8/rnUUMZgRaq+Yevla4+NZHzp9kEVDhtGjX2+\nsYXifuwlYRRqGr+33SWhaQqMyVgrUTdl5ERANx5wFIkhfIfTNoUqDsy2ooyLspVn4fboQd9nD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"prompt_number": 38,
"text": [
"<IPython.core.display.Image at 0x4eb99d0>"
]
}
],
"prompt_number": 38
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Image(filename=rgb+'.png')"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"output_type": "pyout",
"png": 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CakdtddosY1ImmLd0UcjA17IVlDShT4IPK1rKiyjPouLgU95ui5E+2iyOrq4s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\n5T3qBcH3e/Ylgg9dl4wNzzUG946yiE8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6kjkdfKbH5/Xy/MUTHwdflHevUS9cmehe8LDV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nTf7IFPxvYFPc+hQOZnUvQdAl+km5H461HwzeY4W9jdbvKsdm48qZnHxp2ryB9UIxyUOSKXTHqz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\n4nhzLilc8z1Uth5Nc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3fbZ2OshbPq8zrgM7Mc7DTUjY7w9C4+Ez93R7nZcdqqmUR5y03L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\n+tD7wvkvsbdS8H2hzv8DqKnsE7E+f5MAAAAASUVORK5CYII=\n",
"prompt_number": 40,
"text": [
"<IPython.core.display.Image at 0x6002250>"
]
}
],
"prompt_number": 40
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"<img src=\"http://epi.whoi.edu/esr/transparency.png\"/>\n",
"###Imagine the implications for science if scientists actually start showing the code they used to generate their graphs!\n",
"###No more hiding that outlier point on the side of the graph"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"----\n",
"###<a href=\"http://tw.rpi.edu/web/person/MassimoDiStefano\" target=\"_blank\">Massimo Di Stefano</a>, Software Engineer\n",
"####Rensselaer Polytechnic Institute, Troy, NY\n",
"####Woods Hole Oceanographic Institution, Woods Hole, MA\n",
"<img src=\"http://epi.whoi.edu/esr/logo.png\"/> \n",
"----"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cd"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"/home/epy\n"
]
}
],
"prompt_number": 15
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"##Publish it!"
]
}
],
"metadata": {}
}
]
}
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