{ "metadata": { "name": "", "signature": "sha256:443aa1e703eaaaf3251bb1a1858c3992355307fa857bcb57c0256f223d0b5de3" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Essai d'application de la m\u00e9thode g\u00e9ostatistique propos\u00e9e dans \n", "###[Geostatistics applied to best-fit interpolation of orientation data](http://www.sciencedirect.com/science/article/pii/S0040195103003937) \n", "(C Gumiaux,D Gapais,J.P Brun, 2003)\n", "pour des mesures de schistosit\u00e9." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Donn\u00e9es de d\u00e9part (20 x 20 km)\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Lecture du fichier shapefile avec [Fiona](http://toblerity.org/fiona/manual.html)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import fiona\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "c = fiona.open('/Users/Shared/telechargement/30_06_14/schisto_select.shp')\n", "x,y = zip(*[i['geometry']['coordinates'] for i in c])\n", "dir = [i['properties'][u'double_dir'] for i in c]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### passage des variables \u00e0 R" ] }, { "cell_type": "code", "collapsed": false, "input": [ "load_ext rpy2.ipython" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "x = np.array(x)\n", "y = np.array(y)\n", "dir = np.array(dir)\n", "%Rpush x y dir" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### conversion en dataframe spatial" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%R\n", "library(sp)\n", "df = data.frame(x, y, dir)\n", "coordinates(df) = ~x+y\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "###cr\u00e9ation de la grille d'interpolation avec un pas de 500m" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%R\n", "x.range = as.integer(range(df@coords[,1]))\n", "y.range = as.integer(range(df@coords[,2]))\n", "grd = expand.grid(x=seq(from=x.range[1], to=x.range[2], by=500), y=seq(from=y.range[1], to=y.range[2], by=500) )\n", "coordinates(grd) = ~ x+y\n", "gridded(grd) = TRUE\n", "plot(grd, cex=0.5)\n", "points(df, pch=1, col='red', cex=0.7)\n", "title(\"grille d'interpolation et points\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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1N3feeaecf/75VTHhJHK2iMmk2IwcnwpzzinFzTaVwgrTCqSkjE9s0Ze2HCjf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\nzJQvhUuYtg8RtXkSV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ccM4SwdoAN0gA7QgTQcYAJOw2Vugw7QATpAB+hAzAEm4JghnKUD\ndIAO0AE6kIYDTMBpuMxt0AE6QAfoAB2IOcAEHDOEs3SADtABOkAH0nCACTgNl7kNOkAH6AAdoAMx\nB5iAY4Zwlg7QATpAB+hAGg4wAafhMrdBB+gAHaADdCDmABNwzBDO0gE6QAfoAB1IwwEm4DRc5jbo\nAB2gA3SADsQcYAKOGcJZOkAH6AAdoANpOPD/Afh4l1OymKkdAAAAAElFTkSuQmCC\n" } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "###variogramme automatique avec le package [automap](http://cran.r-project.org/web/packages/automap/index.html)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%R\n", "library(automap)\n", "variogram = autofitVariogram(dir~1,df)\n", "plot(variogram)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ugs5wMN76j3Zk8/L1GAbaBMEfeYE2d8ugLQ8GbdFof8MwM8Tb8gfHyEfzErcu0a17WN7G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\n" } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "###krigeage automatique avec automap" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%R\n", "kriging_result = autoKrige(dir~1, df, grd)\n", "plot(kriging_result, sp.layout = list(pts = list(\"sp.points\",df)))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "text": [ "[using ordinary kriging]\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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wjKOveA/x5IJ4Qi/6wtI2pQnx7es31baPMbEEj3giQNDPYWmF+I3xe2HbCqcoFPJVn5Ie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\nCMA1JFy7KnSajXz88v9mKVFatXgP29/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bRwvn7vTWjx6vvb/p/IDOCvdYWRwm2qwsqtC3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\nSQAAAABJRU5ErkJggg==\n" } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### enregistrement des couches r\u00e9sultantes" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%R\n", "require(rgdal)\n", "\n", "# SpatialPixelsDataFrame \n", "kriging.pred = kriging_result$krige_output\n", "\n", "# Write Kriging estimate and variance\n", "writeGDAL(kriging.pred[\"var1.pred\"], \"schisto_double_pred_500.tif\")\n", "writeGDAL(kriging.pred[\"var1.var\"], \"schisto_double_var_500.tif\")\n", "\n", "# points de la grille interpol\u00e9e\n", "\n", "writeOGR(kriging.pred, \".\", \"grille_500M\", driver=\"ESRI Shapefile\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "text": [ "Le chargement a n\u00e9cessit\u00e9 le package : rgdal\n", "rgdal: version: 0.8-16, (SVN revision 498)\n", "Geospatial Data Abstraction Library extensions to R successfully loaded\n", "Loaded GDAL runtime: GDAL 1.10.0, released 2013/04/24\n", "Path to GDAL shared files: /Library/Frameworks/GDAL.framework/Versions/1.10/Resources/gdal\n", "Loaded PROJ.4 runtime: Rel. 4.8.0, 6 March 2012, [PJ_VERSION: 480]\n", "Path to PROJ.4 shared files: (autodetected)\n" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### essai avec une nouvelle grille avec pas de 1000m" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%R\n", "grd2 = expand.grid(x=seq(from=x.range[1], to=x.range[2], by=1000), y=seq(from=y.range[1], to=y.range[2], by=1000) )\n", "coordinates(grd2) = ~ x+y\n", "gridded(grd2) = TRUE\n", "plot(grd2, cex=0.5)\n", "points(df, pch=1, col='red', cex=0.7)\n", "title(\"grille d'interpolation et points\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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xa9YsHKNZpEyGndTF/ddff5mUhFIKv/32m1FNFuOGgidC59Xm/Lm7UeANCYET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\nCioAAAAASUVORK5CYII=\n" } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "###nouveau krigeage" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%R\n", "kriging_result2 = autoKrige(dir~1, df, grd2)\n", "plot(kriging_result2, sp.layout = list(pts = list(\"sp.points\",df)))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "text": [ "[using ordinary kriging]\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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XW0nYAutP9wXPOPqK9xBPLogn9KIvLG1TmxBXb9+pc/sYE0vwiCcCBP0cllaI7xjfF7at\ncIpCJW/1qemxfB2UDJhXY2IPkcU74rvhlaDY83X/onB8yBth7xgERqISzzzV2z6vzoyHRbsiL35Q\nUEzCjxzHc7AnCkIYe6W+kDOjxp40iGelWlH8wNV6EQnGCIIyGovgBCbYI0bZ9vZ2razzvjOv7kUZ\nT//wYkA59DknJ0dkwVic94c9lXOOw341XqQ8Wxd70moaJhYg95cLz4hFvDOOIkL+i2kE8ILFnj72\n7PG7+da3vuXyUlU7v3DhQrGHy1IZNUq7BjthhUIUjiPi967+rsHEAplc47kBXXHFFTRmzBh64403\nBKNj0br4LavPJn6nOK6H3zfSsOeN9wzeQepCAM+QM/U1YWcNb5H17rvvJl4BC+YHnQlnwuQEOiVg\nuFhUgJmD3NtxXnAEMvlWGbq3Cb3aJ2/fqXP7mAjg3cXSEdFnlhQQi+jF9wXlMkyaVPJWn5oey9dB\nyYBVbWfMpDADxSzrtttuEytQ5y8Lq0FvhIcHzAUzZPWHDIUsX8gbQ8LDiZUcmPEHH3wgqsKPDTNR\nXwizbpXUlaj6YkC8yqTUPIsWLRK3ePgxc8XDDOUmrDLBrNWyLPpWi2irYy3C6QZ4YWaPFyOL7UUK\nHhRgjDZAwAzkrswmIvkf6oB0ABMcdSWMNHXli5WISmD0eJFJij8E8B1DyY73FcWkEL8X3kboNZC+\nJsHBTlg9TYTx2w1kcg0m98tf/lJIoLACx1jwjsCq0BtBKRHMmEWwgjkCE5D6jKjlPPUT7whMXPDB\nM6Dmwb37eXwsNDCJBoPDBBaSLE/tOGOtTtx9nXyjvv4m9KJR/ufcjhqHq3M8JBEgdeKNe7wb1LFh\nJaySczk1Ll6ug5IBq18OXuB4AeC6bt06ocGspuGKeG+EFR60bsG8YZTiggsuoMcee8xbdp/jobEJ\ngjYyjIJAnOzOOL1VhlkuxD8QGWM8WO1Ck1sl9wcbmsUgiHqhJQ0taqw0VMkAwiiDmTnqRF2YcPRF\nEDmDoLHN+8SiDER7KjNXRdDQAMeq2xNhMgTCBAn18b64EIfz3pToh6cyMi6+EOCz8UJ6hJXNI488\nIjoPcerRo0ddBtLXJDjYCau3iXAgk2sYk4F2Nq4QYeNkBQjHrkDqRFFl7oj7xS9+QWAkrOAkGDCe\nMU/krZ9Y8UK8jTrVlTDE5RCBqwSmCHzx3EHMjxU3VpWeyBlr9Xn1dfKN+vqb0KttOrejxuHqHM/7\n8SIJ22GQloAgCseCBFg6H3t0LicyxtG/Qc2A8T3BQhUYDQiiadbaE/e+/MNxHjBMzELBiCF2AuFo\nTqCEWSoYImZ1eJBYyUizotVfvWzgQqwasfeCGTH6o86MPfVn/vz54gWBh/QHP/iBWGVCJAhmDMJR\nJhxRgpgOdcICFlbIfRGYLnDEDBr7aBDpoV+33HKLKAYRHUTqEIPhiJcnAgP+/e9/L/qOFxgYOI4y\nYUWMl46kgYUAxKcQ20KS5K5H0dckGCgEM2H1hmIgk2vs3950001iAoyVLWtgi+pV0bY68QQDYQUv\nka6u5rDHjXcJnkGQuvoUgX7+QXQPwmQdq3CIY50JzAlbY6gTzzD2U3FsD+TejjPWgUy++5vQi0b5\nn3M7ahyuzvEjRowQ+9Z4N+GIJrDBWXHQ97//fZetP+dyIkM8/WORi6QAEIBFJ6jlw3IPvzhEDVCz\n5+/ezg9BADUqRfhBtuOYFM/2tDr45STqhdakJ1KPIbGYVmh0Q+uSRVSesnqNg2UhFul5TEe883EC\nj5ncIlEGmtaeiCcsQruZZ+6ekl3i+EXWS0PWJYMMxBUCqhY0jiE50z//+U/xG8fz8z//8z+ahivy\nO5O7RjPS/pU16nG8h5mdnZW77NBuRj3QQAa5l+GVpkhnpifS8U89DgVNfxA09Jm526GdjONyOLqE\nOqHh7IlwioCZlp23YLRx8ATXzgpCIjueR/V4EK/g7NBQZmYs+soMRGgv//SnPxVH63AkkJmjpgXN\nk2KtSZayifpxZAnEE387S4rsqIOlVeIkhnoaA22AcMwJ+KD/vErXTj+oFvpULWQ+my/yq//Y4Iam\nNY13kHqMUD0BoeZzvuKYFk9gRFs46om+o48gVWvZ/Tv11j4wZUmaHRrb6DtwwXEzvD/6qk8kxsm/\nQXUMKdTfCSuRiB8GGC5rVdvZNrIIO59X9bdNnLvDj41ngOLoDs7yIowjUd7ImQF7yyPjJQIDEYFA\nJqz94RDs5BoTYDBQT4RJqcqQ1HQWG2tMRY3z94pjkCxt8loMEwB/J9GoLJDJN8r1NaFHuj+EiTow\nZb0Rf4rFRV7JgIP4mrZs2WLHuVMWL4kzdphl4vwg71kEXCuLXMRMmrUmxawWZ/pwLlc11OGpYhZb\ni5k5ayF6SpZxEoEBi0AgE1ZfwAjH5NqXdmWewYVAAobLKyxJQSIArUR3JacgqxTa0KGuM9g+yfIS\ngVhCAPvGbK2K3n33XXHmFvoFMPUK/QPYYg+UcAwH+45QqoJ+B/ZrYRYW5+jjWeknUDxkufAgIBlw\neHCVtUoEJAIRRiAck2AMIVz1Rhge2VwMIiAZcAx+KbJLEgGJgERAIjDwERj0x5AG/lcsRygRkAhI\nBCQCsYiAZMCx+K3IPkkEJAISAYnAgEdAMuAB/xXLAUoEJAISAYlALCIgGXAsfiuyTxIBiYBEQCIw\n4BGQDHjAf8VygBIBiYBEQCIQiwgY/OkUG56gZRctpnOnj/enWMB5u6zenSEEXGkYC7aZlf6aud/t\nnXrKTreEsbXgqu7s6WugtZgsOtLr7OITaB3+lDN3K7lbOhIpM9XsT1E6c2Q//fnF/6bLLlGcT6iF\n2XQozZg0gzJIcf2oxvtztZCZlt+xnNiJuj/FZF6JgERAIkB+MWA4ZX7kl9fSDTfPjQh0u+r1EWkn\nVI28fVhxFNDYlEG7942k2eftCFXVIa9n48nUoOo8c3gUJefWUVp2U1D1+Fr41G6F6XY1zKLE3C98\nLSbyGXZ/Tnv3H2AG7FrswIEDVE4jaTj/BUqd1Km5YQu0jkiVgzON2fMvpOKRYwJuUp8YcFGvBY2G\n2LEF1M0TU6stgVKNDofvXjsehwlYHOgT7Gw0KPyd77YoCxILt2nm+xQ/MDV3d9EUdj26+k8v9uoo\nnMj46iGuV+GeCDh5eO+998jdd7K3/OGK94sBh6sTA61evd5KKck9S7aBNrgIj8fOL0OLOYlsVuWN\nYbfr+N6o9SJBZ2YvKsrL0mpJJVNXCaWkH9DS5Y0DAbisM8xdQW3nXOiI9POuZFzoOfB5JR1+9iJ8\n2Y+fHELNLek0seJQ+BqJYs1bvxpHpSVnaEhBQ9h78eUpZZLf3pRN3Q15lD7Sd0wt7W104s0/eezj\n3k/20ST+C4aO0wli5zaSAQcDYqyWzczooKmT9sZq9wLul9XCEgm7MqsFQ7Rx2GpW5nAJOjbFqQ/9\nqsFiSqLqQ2Oos1Wp22ZN5fsKbQzG1KNkSGrsCevIbnMwZy2TvHFBIEEXuGQpgX2xhpp0htDXGWgf\n9Yl6MvAnlvoU6Fg8lUvQG/g5Df/4LHg/2JNEF+zE14RELYxIvcGqde/k7olUWrFLC4ubPnyx4w2k\n479gSHmLBVNDaMrKFXBocBwUtVQdGMcMV1kBdbenUUdLNr+sFNFwek495Q07HnIcElmSMGz8TlJF\n0K0sgk7L3h7ydmSFEgEgMIxXh4TPACIL62swBxQjsrFEycrM0YLJNGJZesTeEcV9KP/t3V9OJ48U\niSot/M6w8kS6uyNdhPX8zigd97XWnLlr8Pr4lgxY+xnIm/4QcH5osAecHsE9YG99M3fnkdWSLZJt\n1iQWV2dRV/tZPdntlJx22FtRGS8RGBQIfPrFVDKZlIlzE4vXq8/ksUMJZeJcMrSWJlQcDDkOE8Yd\noraMKlFve1MOtbEIesjI0LcT8o5HuMKIM+B4VawK1/cCUc32HeNo+tTKoJsIVLFK9YfVh9TH777V\nHB1JucUnWTxs8lpWXdV6zeBDgk6PvfZWkTMhIYX3h9NZvKWEWV7uQw0yi0RgYCNw4dwt2gC3bK/g\nVX41DSkM/x6w1qjbjdVioIZTpVqsiVfAtcdGaOGMvDrSU4sWHsg3EWfAAxnMQMYGJaOGpsCPwQTS\npnuZhlPDmFGaKauw2j0p4LCpI429yAS3T+Op8fScL12i9YY2ZrhtIs5qSefVcAYlGmtc8shA3wiU\nVIResQotziyNrnLVZSO7+h54kKlbDwwlE4tyZ407GWRNgRWHdjHaTzX6ftyx+YiFphWbaFyZKzbq\nCY71n02j+bO3BtYht1Lq91+dmEKnLGaa1vN7gEj8tKFey725voglVcozjEi9gcejLNC1PAP1RjLg\ngfrNhnlcBcMP8/5R5FeYqsazOjybLZH7AU1oNUZeJQKRQaCtk/c1e5QQI9OiayuHqnLpy72ldPOi\n0B13bGsL7niiaw+VUCFrXOfnOY4rGgw2Kit17LPvqhxNGfl1LkXNkgG74CEDIUSgqTmd6uqVfUso\nRHS0J9PBww6RzIjhp8kQBo3iEA6hl8YzxNhN1SVaE6bOVGquKdKUtJLTWyglQxUNa9mCvulsmcD1\n7qYEFkUnJFh49jw4RFdBAycrGJQIXD1nNyU6aSBHAgQdG+zR6Rxaz1gBd3YmUwafFhnsJFfAUfgF\n2Pkoj8WqQA8GbOOzrWpYdCcCC0soUZm7UkRz3SwuxjGi1roCETayOKhg+JEAkHHuOO7Vj1KVhRVB\nIOoOF+n0XWRMDb0mdrj6K+uNPwS+3FtC9S3KKvHAqVx+bvHsKlst2elddH7FiZgeVIqbuLqtM5HW\nfTWSKuuVbYj2jhT6evcobQwlxWcoJzu0E+fWtjQXQ0VFQ+oGi8RZw1W9kQxYRSKCV/yg1R+12ayn\nk6eH0Nizj0awB0R5pcf5zKwit22sLiaDwcxioFrRBzBjfwki4Jyhp7Vi7Y15vKd8hpKSHXtNR7+a\nRmXnbOPZsDOj1orIG4lAzCOQlmzSGG5qspktPOkoK035jadzWrjp7Y2jafuhoaKZ9q5EampLoaNn\nFGlaKms2/+iaz/3qAiRtQ3La6DgfEwLBiFBGRrtWRyLvx9Y3ZFFebrMWF+qbaZP3UKAKpKHui3t9\nr7/+Oq1evVpY3rrrrrto3rx5tHXrVvrVr35Fzc3NtGrVKrr00ktdih0+fJjuu+8+qq+vp7vvvpuu\nuuoql3TngGTAzmgMontn7WQoPeiTLIQzt7FOkB60Nc7Qumm1ZJK1aSqLn5VJQ1LKSTKmnNLS5Y1E\nIJQITBihTFJRJ1a+2AOePT5yq96Lph+gJdMUi1JYgW/eV0o3LtgphpgQgNZ/cpKVzht7imqSlLO4\nWP0OH6YcH1JxW7/mXLpk6adqcNBcwUCfffZZWr9+PbW2ttLSpUtp8+bN9OMf/5j+9Kc/UW5uLk2Y\nMIEuuuginrjoNVzAqJ944gkqKyujxYsX04IFCyg7W5kkaZl6biQDdkckwuEEXg1mZTo0ACPcfNia\nS0pt55Wu/yvp/joExa/0nE0iG/ad25unUmpGJe9Jq5MHubruD0OZHr8IGNhohoFXqaBEVmbS8wrW\nmOjYX43Vke3eO5KOHFN0RMysud3Bou6mntMfeE/kjIuscZ1maqbly5dTSoqyDQfcHnjgAVqyZIkG\nYXp6Or311lti9ZucnExVVVV8ssNGH374ocizYcMGQh5n5osE5JsyZYrIM2fOHNq0aZNLvSKh559k\nwM5oROEeIqCZ5+6KQsuOJlMym0POLAtHHGajGIkEsbNKna1ZdGwHVqtKjN12hEXUDm1INV9/V1X7\nGmYnbeZsrs8uPv2Vk+kSgVAikJPRqVmUCmW90awLGsvhoIqxhwkf0OGjxXSqqpDmzvpKayrSIugs\nyqLXXnuNysvLtT643xiNRiosLGQjJia6+eab6f7779eY7QcffEAPPfQQLVy4kC2LWbX4xsZGArNW\nKScnh+rqXDW81TRcJQN2RmOQ3qdmhkdzGGYqseer0rGdU2nYhO3aHvDpPeHbM8PqWGX0avvyKhEI\nJQLnlEf3vPmQ7HaaPjq02y0wCFRdk0tbtztczmIP+N01czXozj/vK02HRYv04+bQEbY7gLO+cUCd\nnZ107bXXCkaL/V6VIFrG58orrxQiaoiZQRkZGby6d2h3t7e3CyaulnO/Kup77rEyLBEIEQLKEQQc\nQ+BVKtfpEu5ZCQfTlE7fwRrcrg8zvCJ1tJwTTLVhK/vggw/Su+++q9UPJQ88xNdffz198sknIn7N\nmjU0a9Ys7XP6tEO5TSsobwY9AtC6HlfmfXUVKEBFbCULe77qBwpY6j2uqgJpoPV7K9fVlu4tKSrx\nEDdfccUVQlR97733ij4gDmJqMGYQVr8FBcrpEYQNBoMQa2P/2M6rAChsjRs3DkkeKSQr4MFuXnLb\njrFh837Un2jm1J7xVDKu0uOXG43IvsxLdrXZ6fQeC69MA98b7u4sJVPnMDE0KGTB9KSzUpa7paxo\nYOCpTfgfvfPOO2nt2rU0bZoilvem5AGlD4i7li1bJqqCKEzSwEIAPoehMxUORwixjlQi71mfVd5b\nca1q/zgqn7o5Zrr/xhtvEPZ5a2pq6KmnnhL9WrduHX3zm9+ka665hu1pG4US1kT2W/zyyy8T3H0+\n88wz9OSTT9KKFSuoq6uLLr74YiopcdhHcB9cSBiwe6WDLVxVzTOgKLkfhMGLeCFj6hHuauDMF+M0\nCi3nk2LI8Avc0Tqe0rMdYm6R4Me/w9lFdCLd+wy1v6pslhYaTv2L0uF79MYbbxSakWqd3pQ8tm/f\nTqNHj6bnn39elBkyZIhaJOhrTrGBCtxMT6omA4OuPMAKwm0ysq9uPfnX2fTjaz/rK0tY0j6rLKPO\n7kRaeu7BsNTvb6V9fQcbU2zUV7q3tlTzlkh3FmHDEFFzSxrt/HqMKHrWyBM0k49h1leyPkyPucrO\n5k7ab4iuQuV1111H+LgTmCsUuMxsrkudHK9cuZLwAc2fP198wICd94Pd60FYMmBPqMi4sCCQlBy+\nPTNT11AydyuMym5jP8V8PKm9ebIYh6kDIlzHeeRQDs5ut9H7779PF154oUu1EB77N68AACAASURB\nVCMnJSlnK5GAIwn4YEatkjclD2hVQnwFxgstSjBkMGtJoUegma3QSeobgVsWB6+hDNG1Sp98PpWm\nTNwbsCWsupQM2pAX+KQZ/ehuOK52J6CrTqfTmK+3CvpjvignGbA39PqIh/GM2rpcLUc3W3g6XeXY\nB8jObqHUFPVYjJYtJDewJgUTjyqZu5Op/qQikkUcXAQaU5X9CTXPYLgakmpJn9gkhmqzprDv0RGU\nnL5PhO3JYMCO7yuUeCQk6GjJ4iX00ksvBVStJyWPd955R6sLYq23335bzLi1SHkjEYggAmeXhEcz\nur0jmT7+dLo2EmdlL2tHAxWZV2tpA/VGMuAAvlkLu9M6U+t4oZv4uI1zOCWlK2wMGEdunI1owGqV\nczgcZ28DgCgiRRJ0LAJKOSba0glFrB5lLN4bFnah9cpERKfrX0QckQ67NaIqeeCIA8RaIMTBsg72\nn1JTU2nfvn10yy23iDT5L3gEaptSad2OkVpFNU1ptHr9BC08b+JRGpobnnP5f/1kPB2vzRJtoV3s\nA399rFCEi9ga1YoegxpaZwb4TVpql4uBD4ip1ZVyZ3Mr7d8bXRF0JOCXDDgAlFN4dTvlHGV1heKn\n+UybcziAKn0uok+0CBOPaoGGk2UuYTU+Fq92m4G1kydQWrbj/F8w/YQyV6LR4dYsmLqiUdabkscN\nN9xAV199tVDiGDNmjFD0iEb/BmKbKWyucVyZYyvk892lLuFwmpNcdu4BMvfYjYYXo06TgS4456iA\nOZadr8BedBf3NT8rNJI1iJ9TB6GUztPzFDcMeMPXZZTLB98rhjtMwTkPqLUDrsH0IfuRONcd6P1X\nu8bQ5IkORh1oPQOlHA4i2e3h/8lhZRyrPoEfe+wx7ev0puSBFfFNN90kjjqkpaVp+eP5ppsVjozM\n/KJN6Slmcj6/6x4OZ/8yUh2SmDS2I61jRejcjPDoJoRyHPtP5dOR6hyCJ6VQkPSC5EBR57iN7buG\n1hRqZf+b3mjvyXzaUDncW3JY47Ei9kSnTiviJU9poYqDFatIk41n8UfZolWsko4ZcFJydax2z6d+\nQcljoDBfDHjtxzP7HPffNyoasX1milAixNTPvT0jQq1Frhne3aA9x/Mj16CfLZ07JXaOU/rZ9YCz\nxw0DDniEESi4YN6mCLTiuYmiUfs9J4Q9lqfvPpDZlMdHhcaJT2fbaNZOZksxPWFc7eyKUZJEACLZ\naNA55b0najbWIbBafft9B9rnEUOaaFRxZLdPzFY9/fVTh4WrQPsernJD2ADIYKPwywODQHTjnlKC\nyy3Q/lN5dKYxjdp6VsH5WR00aeSZIGoPfdHOTiM1NWdoFUM7uqraMeMsyG9kSylWLX0w3Oj1bZSQ\nrChHYQ/YxseDkoRWsjr64M4Fq7XIq0QgEASunx+dVVdZYeQlV/7g89pHEzUFMUgesQe87eBQUUVe\nRgf94Oov/KlO5vWCQEwzYMXIvtJzzEdh21e174u0V9adQ7uPK8d/lD1gA23er1gdKchqp+9fudHL\nsMMT3dFlpKozDoZrAgN2CuN4UrgYsI1ntx0tWewpKDyzyLaGXD7+pDyAsEAFs3Gn9jpm00Wj9hHc\nGroTvBSpnopstkT+/sxkSIztl4/7GGTYfwRq6nJo+86xWsEG9nyzZt0sLTx10h7eA1W0XA+nJLNR\nCgMdrsrW0ovzWgmu8iJFm/cX0/YeBtPBfTnA+56//4fDkchtF23V3j2R6lM021l+ocNBDBhvKPeA\nozmuWGvbbwZ8si2BImV6En4qVXpvyyiaM+GY8F2pxjkrUzz3yQhefabTOeMPqsnkbIlFiwzjTV5O\nC+GjEixkTfViIas/E5NqHb5erXwUqqmqJCwMGOYl7bZ6PiKjHM8QYmNbMllNB7TuVe3rDMsLqq1x\nGmtNb+O6fT+SYN/s+N2IDlazqG9m+PfjNTBi+Oas3G6q6LE2FEg3fbWIZB1RTSsmK9rGXSY9Pf7a\nBfSLmz/RmsQxnA+2jRLhj+qImtggxkdOx4MunrE/6ONAE/N8Z+BDJ9TS7OGtoj9nmlLolc8S6XsL\nHds7Y/J9r0sbpI83j/3vNPrRpV+FfMKB9/QXLEV850tlfx17wMdrs+mhFxdqPfvJdZ9SppNymJYQ\nxA2UYU+I41YdQdQSG0Vhq3316tXCqA78/M6bN4+2bNlCTz/9NMHRwuWXX0633nqrS2f37NlDjz/+\nuHDKAIVK2JP2Rn4zYG8VhTs+Hi3WmFhsA88iMG4e7wSHB/oepweCASewCy5Du1/DUo4NedZi91ZR\nJLSmvbUt4wNHQM/ON/Q9K1isnhrbkl0YTFlhC31r2TatgcOcxzmsJUToJp+1kfEBpbG2dkayiUYP\nbQrLpNJ9SMdqM8jKUqVw0KxxJwkfEBjjr/4yhx5ZsT4cTWl1Nrcb6d1No2nkOaE5bqhVHOEbb7ba\n4Zjh1VdfpeLiYuERadGiRS4mZh955BHhW3jChAk0Y8YMYdPdm1WsuGHAibx3mpnqWds4wt+Lz80l\n8EuopSU9bAwYLvdUwr36UeNUcb0ajvY1gZm2MfVYtLsh25cI9ItA5Yk82nEsjyaPiKyiVL8di0KG\nUUMbWBqhSAei0HxYmrSaaoTxm5SUFK1+OECBi0GVvNlqB/MdNmyYyJbAL9nq6moXBpydnU0bN27k\nyVuCsBcND0neyHuKtxIRisfh78+cjhVZbTo6XpMtPujChBFnqCTf8aMozG9gN1kO8S/ydLBSVCfv\nyzqLhRHvjSwWPQMGd1KhYfTj2QG1M5P01m6g8U3VxYQPyMb4mNkxw9GvztWqGzGJ9614EhB6srMi\nVVXoq+UaoajV1T5Kq9tmTaPO1jHaSiTRWM2Wv5q0dHkTHwicXdy3FCgphpQT0/mMbmmest0SDnQh\nkv/fTSO1qk82pNNfPj+LjImKQuLUkbU0tjh2fuOZad2Ez0AifVIh/fnPf6by8nJtWGCYzuTNVrvK\nfOEhKScnR6xynctdddVVdPfdd9OLL74ovCHhSKE3ilkGDL+xsFqjEhQ2nMPulmOSWWSU7OaVBhrJ\n1awE5SsDrmPH0ydPFdG5U3arzfp9bWzKYCaeKMq1tKYxA06gmh6zlYnsoD6UvjRzhp4mfEDmrmQ6\nc/hsKq1wKE+IhDD8w36sMfVEGGrmKnmVDCarkrk7n8NntD1g+P+VFPsIvLmhQtOaxUkGnF5Q9x7T\nU0z0wPWfugziX2/62CWMwG/eOo9WXf5lr3hPER1dBlq/q5wumu7QS/CUz5e47DQTjSoKn6Ignp9M\nxkClRDYni7DKgMM1GUG9ty3bqjYb0usH20bSxzsVZmay6KimKZ32VDlOhFy85FNtEh3ShoOoDAzX\nnem6V+fJVjvy/PznP6fKykohinYuY7FY6Hvf+55Ig9gZxnbgXtTdWYtaJmYZcKrRQvMmOsSVa7aO\ncgmrA4i165maPGptU6wXNTRmiu6BCYPS0ztCyoBFpQPsH15OzitcWLVC2B8lrAEGSVwOB1aTVMtJ\nMP6w7WCx37aOqxt99wBlYvvslccKgmLAD79+HnWw3gao8kQu7T2VQznpysrvvFFn6PrzHQqewXwp\nYLSXTnO8297aUk7LppzgvefepwiCace9LBZ4Q8O0sl889TDhA6phQyavfXxO3O8Be7LVjvGB+cJH\nMBS0PK1u4cUMHs1AsOfuLOYWkU7/YpYBO/Uxrm7Hjj6q9ffAoTIhgh496rgWJ28kAhKB2ETg7ot2\nkq1nx+b59yfQBRWnWGO8UXQ2NSm8zDE2ERncvfJkq/2VV14hmJOtqKigadOmCYCefPJJsQ8Mz2XP\nPPMMrVq1Svjxxuq6qKiIZs70bgUubhjwWawI4Att3zlGOEdAXhjCEGdx+TgQKDm5mxbOd7VatePr\n0Sx2HiLSobXcbUoirGJBRqOJFl3gmwhMFIjiP4Oxi4rO3utTD6y81028Kodjh1inRCO0psOxjx3r\nIx98/avivdCtBxSdBoy+viWFj9CM1oCYM/4YZfesSBFZ25xKtXycCQRjETgpsZtXwSqNz6nmFYoa\n6v9a6ORsAKvRXG6rKDs0Dgj6an1sCRvoYTG0pNhCwJutdrPZsTXq3OOVK1eK4PLlywkOVbq7u5nn\nJDtn6XUfNwz41qW+OYWGVyLVM9FptkKFPWBvZ3GBxqQJ+8UH9zgyFOweMOpRSa+3ij1gNRzOK8RL\nBt5j9oVa6wpZaUtPucUnfcke1TzJaYpYS+1EV3s5i6TreayuCndqur/XlOJCSh/ueMn7W97SiYmh\nbxMff+seKPlL2KhGqtEhcvU2LuxR5mU69vgT9TaXsLvexxkWUe84rEyeYakJR522HyrSqr/ynBpK\nigPG9sNLd2h97uummR3OQHnrXy6I7d9bTnoX3TB/F21ShAdiSCfZLn5pscMLVV/j7C8tMTODsicG\n/syi/sad4TXShNVvf8wX/YgbBozOBkOnqwooO4tfBOyDsj/qYs8tyU4KYP3ld04381m7tvZUsdc7\ncsQp5yR5HwIE7DYjL4iV/ZUQVCeriAACvmrR5mV20qxMx6QQBiRwhhUnCWCfGWeLnWnCiBo+DaG8\n1JuY+Ta2pfA+s0MJMckQ+Kpy9pgqXv06JgPO7UbrvovfLTv5aFSsUyLjPiSHbQQ0OlZ/O9gzXKgY\ncKyP35/++SGg8afa2Mt78vQQau9wnPnqq4cf9uO5pa+yYL67943sK4tMkwhIBPxAYNfRQnrDRycC\nf2Gn94HSpoOF9NeNZ4nic8ZWR0T8HGhfZbmBgUDMroDNrMr+l8ocyszwz9qS89dSyM4Pct3OBjun\nu99nZbZRouGUtgfsnt5fGOYlu3gfqqHNQKE2Ndlf2/2lV+0fy/ablWMBFt7nNrNyZ81hRVyn17Nk\nIOvr/qqIWnp3x3CyHVfOZZqTU8hmztQcm+vNDZTY5Vg1Ra2TsuGQIzC6pLcRDG/mJRt4z3ZYlokO\nHh9CE/N2BtSXdrYB3cRWnGKJjtWm09Fa5TRFYzvrp/C+9/rdjn3yuWNP+7XPHUtjk32JYRG02M9h\nY+7zZwd+bs3MykY4AlTPx4FwPndoUaIwzoEvHk4RktyUkFL4LDE+A5GGjnbsGzVVD6UG5lnG1PjQ\nztbp2ynBrBgmsCYWks7SRnqLEtZZY0tMOBB/O4GM6e2No2nyWdU0rCDwvfpvLv5KNA3nCP0RFKYe\nu+FLWv6sw5JRf2XiIb2O/aDjOBSolc9Tt/A+sBpGHETluhhUUtx2YCi9u3YCuiionm0svLtmrhqk\n+XO2UHpa+BXctAZj9Kb/X3aMdtyXbm3ZNp7MfD4Q2tC17J0F1rSSWbMZVDyUrc2cfVTcnzxVSJV7\nFdETInB+d82Hs0Qa/s09fxul9mEda/fekXTkWAm1dOsIXonM3cnU3a6cYYQlqhGTt2h1yRv/EUg0\n1pG9S9lPtxiLyGA6Iz7+1yRLRAqB+haWBvWcqQ2kzX9uPpv2nsgXReGpqIDdj56uZ+Ubo51y2CrT\nT69WnikoJu3pYVDI3MLa0BsPKIpZCFeUNLAJW+/KiWt3lRJsMYMOVmdRXWuy5qUpi50UXDPzkEiL\n1r9pbBULH9CZ5hQ61ZBG311cGa3u+Nzu1LOr6BK9QwsLzPeSpZ/6XH6wZBzQDHju+YrmNGZfn34+\nlaazhSv45HWn4qE1VDTEIe56b+35LseVoM2s0lesTDB54j41KK4VbHISH0UEncaryzIqHrPHJY8M\nSAQkAr4jgCNH00ezmIbpUFUOTR5ZRZfN3Edjc2zkrA0NBoy9W5Va2YStc7g0t01jwLtP5mjnetX8\nhczYVWrhshZbAg0vaBVRcMogSSIQTgRiigG7mzM7WZfhIrbwx5xZN2syw64zqKPDKFa/sA3dxpqS\nOLKT5iT+wFlBnc7BZMWRHi+2aU+xOr07Aw7nFxSOulOzmqilxjHecLQRrjr15kZKsPWvyR6u9mW9\n3hFYu30kS5z4YWKCdyNYLzt4OleEhxU0s8ayspITEf38y+DVp7IuJdZ+tlFqsoXy+Zzu0BzX321Z\nfhvdfZFD8/mL/UUuYedmfvHmufTaPR84R9E5ZThGptgYQDvp3M6iiQrjd8kYAwFogRdkyt9+DHwV\nIetCTDFgd3NmT749JeA94ONs0/l0lTIzBjPu6EymvfvL+WyWSTzQc2Ypq+OQIRlHFSWldLIrwdDO\n7s3dBWyz2fcXbKBwJXUcCLSoLBdmBNL52bJYFQaMM73CrV+PzePkHteEvnQBTPu1jyZqWXHe9+Od\nI2j/yTzKSLLTj7+xncbEkLMCraNhvoG7xAev3BrSVqxWPt6ldz3eFdIGeiqbF4QuTzj6Eyt1xhQD\nDiUoZ488QfiAIILed2A4zZqxU6x++2unYuwhLQuYd0OTooWISOwnV51xnMXLy2lmZ80Oi1JJyZ2U\nN+yoVn6w3MCDUSQYcLzj+eCDD9Ls2bPpkksuEUPx5PD78OHDdN999xH8kcKrCryrxAPN7PE7i76C\niU5iJayzeQ/WXxpZ1EA/vnaDVuxBdiC/YsFOGl9WS+Pz2KWlF+kUCuRlKLabtcJ+3IDBmS2K+NmP\nYnGd9ZGXF9Djt3wY9jFksB38eCRPz+eWLVvo6aefpvb2drr88svp1ltvdRlabW0tPffcc4R8F198\nMd15550u6c6BAcuAnQeJeyhDQbTsTCYWUbe1pVJujqumZvlwxcMQ8nZ1J2kraYRh2lJdWSOcntbh\nwoB1bL3HmCq1+4CNJAcCbW1t4kFcu3atZkPWm8Pvu+66i5544gnhYxT+SRcsWEDwMTpYCFtCRqcV\nM1bPU0cpHrJSnOI94fHbWz/Roncez6Vf/m2aFt7NylrOWtIPX7WFxg9z6IRMZHE0PpIkAkDA2/N5\n7733Ci9IxcXFwn/wokWLXPwB33777fTDH/6QfvrTn9LNN98sPCLl5ysKhe7IxiwDzmJNx/FjD7r3\nN6RhMN+9B0bQ+bwy9kZZme00bbJDoQqmLZ3D3srJeImAMwINDQ3CQHtZWZkW7c3hd1VVFU2ZMkXk\nmzNnDm3atImWLFmilYuHm6HC/GRotzncx73iN4volVVr3aO1MPZ3nfd8wXydw1pGeTPoEDC3nKTb\nbruNdYHStLF///vfd3Eb6O35fPXVV0n1CQyTk9XV1RoDtlqttG/fPmGGcvXq1fSHP/xBeETSGnG7\niVkGbEy0Un5eaHxy5uU208ycXW5Dl8FgELCYcqizbaxWhZWNY7Q2OI5upWbu4n1mxXiGlmkA3tht\nVnr//fddHlwMc82aNSwZSdJGDMaLz4YNDtGqJ4ffLS0tLjZk4fC7rq5OqydebpZOc2zjBNvnS2e4\nnjpQ67OxxrIk/xCAa0i4dlXpJBv5+PXfZqpBWrlwB9vfHvgSPEPGUOG5aMSIEdrY3d0Geno+4WZQ\nZb5PPfUU4fmcMWOGVseZM2cInxdeeIEmTpxIs2bNoq1bt7LdCc+s1nOsVl1obh7+0wJ67JvrRGVv\nH3bYBw1N7b7V4i5+9q0U9bJo1c4v3FizcqWO5dTu8K441HZwNSQ1UkbuF1oUmK9zWEvo48a+Of5t\nZSfo9GJ1+tJLL/UxUu9J7g6/4dC7o8OxX4Z9psJCRZnQey3hS4GHsD37R2oOS8LXkveaZ1Wc9J4o\nU/xCYGRRo4tfZpytxv66Stlpg0PLOiFBz/7Z0ykjQ9W1VxFwvbo/n2oqfAJXVlYKUbQahytW1PAj\nDAYMpovVMLadli1b5pxNu48IA1Yd0mutRvGmko1mHGWjGSBYyupg+9CNjVkirONjCBct/kzce/tX\nNlGxzuMtPZzxR7ZNp/Kpm8PZhKw7ggh4cviNhxYzcew/5ebmitkz9pzCSZeN9P7SbWoz0uFdGdRX\nnmD75s28pHu924/k00MfOAzmHKnJpIdeP0/Ldg/783V2Kagl9Nzcf8U296iIhHewA4VT7Grx4inH\nItJeX41gb70gyTHBg+MEGDmR1BsBT88ncoH51tTUEBS0dG7+LrOysmjo0KEESRae39OnT1NmpkOJ\n172ViDBg90ajGR7PBjPwAcHiVX97wNHsa7TaNpty2d1fEyutBe5NJlp9j6d2PTn8XrduHcHB94oV\nK6irq0toUZaUKBPGeBpbOPo6qqiZvrVgt1Y1DGs4h7NZb6QvmjS8vq/ksKU18iTmZL1jrzFcDcEo\nSTKb1zUmyuc2FBh7ej5feeUVeuyxx6iiokJTpsTzin3gbdu2CbE2Vr8/+MEPCNrQeHYhhvZGYWHA\nJ3hf4e2NY7Q2T7FBjeffni7Cx1r0NKHiILsGHDj7g2bWlLaa+cefPjDGZGLnB3p2gpGg7/uFpn3B\nfJOWNXjPVTvj0N89Hl6VvDn8nj9/PuEDBuyLT1G1vlBd8byeqFWkQu1sf7i+JYU27inVqp8++lRE\nzo5qDfbcZKSYCR+VkllPZGRhcMeGYGfaxsdgYYAj3um/PxpHcM4w/axan4dy4aQjPucdbBm9PZ9m\ns+M36IzJypUrRXDu3LmED7aSUlNTnbP0ug8LAy7M4vNRs/ZqjcEqjhr+6ISR5eQDS+TR3Z5BnS1Z\nIWfAps4Uqj02UsOxuyONTu0dr4VzS45TSkZwLyCtsiBvdHrvYkxfqu7MOo9Smr/0JWtI8ySUZVHC\n9MBXmAnNrGjV4Pith7Jz0WC+6H8Hn32vZa87oE5mUN18XE8NIy78ZhvQSmTow69LqY0nGctnHwhp\ng1sPFwjPRai08kQOVTWl0T+2DxdtwEDJ/ArHUceQNuxnZYumKNJAP4uJ7Ji87GCPavDZLKk3Av0x\nX5QICwPGPkNJvoMxQKNZDWe1eJ499O5++GMyM9poIq/GY5UMxi7KL3PMUOFO0DmcaPR9hRqrY1T7\nZU0qVG/lNcoIwHiGakADe8DHanLYDvP+KPeqd/OXTjvaOzJGYuDasIGxA8GLEZiVGraw9amBQJ08\nUftiz7CIM+CE3OSgJs0C+9N9r0wj9f2EhQFHqvPBtmNgBYRYttCiY+MhxlSHtAD2qp3DwY5fLQ8l\nubbGmWqQrJZ0sjZNE7Z8EZmUcoKMKXKWqwEkb2ICgRVzQrtqDeWg5o2r4urwIfq4spj2V2XTTXND\nP4m544/z2YexctztRH06rdtVoonpRw+vpmvmOvbMRWfkv5hCIKQM+DhrJWayEfXsdFdxJDybDDSq\nOXIWtTfmimFZzYlktbJVrYY8ETbwynTYeIdqf6yPHUbznY8QtTdNYdH2btL5sQfs7xjtNgOZUsq1\nYjZdikvYYKohnbVdS5c34UcAe72Zqd0EzViV4AAgf4BpyT7B1rEqWYELVNeSLBy1vLNNEQ+PLGyh\nX1y/SR1+zF9f+PZ6rY9PvzvJZQ94V71eSwvVDVbyWPmCGtl1o8msFzoCav2D4QyxOtZQXEPKgL/c\nO4xFV/U0OV0xG6d28KLp3sW81TW5VFQYuPm3arbL7OxKUG0z3NfCcjY0gA8TGC/2gAtGBL6f4kt/\ns4YoM2pf8sZ6HjvciOudNEMTXMN2PqcnKbIIvL5+Il15/h4qZitWKsEr0b8s8axgB89Hbex/N4dt\nKAdCze1GobVLZA2keMBl4NDA3rOR/fbWES57wIHaC+irM1Acg53pgUA7DhUJsTPG0s3M93B1Lv3p\ng8na0O6+YiO7i+wBV4uVN94QCCkD9tZIX/Fbt48PylHz1q8qgirfV98CTbOy0oqejwOEmnJLBo4Y\nWKczkbHNsb9t5tWwse3rUEMm6wsjAtXspejdTaPp9ku2BNTKP7jsxPJqOneo64Q9oMr8LKQyWlzV\nj59V+Jx92shawmcgEIyiqIZRIDH509rJ9IOrvhgIQ4vKGNjsuaRQI3B8l2LHN9T1Rqo+iJ8TdANH\nwStSuMl24h+Bbz63MG4HseScEzSiwCG9iNuBDKKOB70CfuqN8+lgrSJKhHODxMThZGQ1e9DQolqa\nOmlvzMEZalOScHCfnN4SlnFG0rykOgD3vV9T11DCnq0x9YSaxes1UPOSOkt48PPaUZkgEHj3/Tm0\nMVkRGeL875HqbDbkoIiE5044RsvO9b59NBAgPKesTvNhjPGYWKwerzRhmOtWHuw+H6/JpqUD/DuM\n1+8L/Q6aAf/oms9Jte/81a4xVJDXQCXF3sUt9Wx9auOmSRpm8NX77pq5Wnj61K+psKBRC7vfnK7O\np+07xmnR7uXnzNpG8GAUSdLpraywFNl9rEiOj1hLmnjPNpyU2uhQJglnO7JuVwQuWbJBMzP53Nsz\neu0Bu+Ym+sems+mz3WUiusukp4bWVM1oBxS2Hr15nXsRl/Cv/jKHWjqMIu5MYxp9ua+E/r7BJMJz\nxlbRXUsjuw0xvGBgGM9xAbkngPPbrbxHHy6CwtXdl28MV/WDot6gGbC/KOWx791Lln6qFQPzdQ5r\nCV5uiovqqLgo8PJeqg0q2tSVTFX7KrQ6cF732I6pWjiv7Cil57jOTrVEeSMRiCMELp5xgPABweKd\nv3vAP7lugzba1z6aKPaAl0+L/B6w2on9VVn02mdnq0E6WptBP3/jXC186wV7aVj+wGXS2kADvBno\nClew9wy3gvBsBj/d8+bNoy1bttDTTz9NcJRy+eWX06233uoRPfj0HjJkCH3rW9/ymI7IiDNgrz3x\nIaGzK4lFoTo27xVbGoWJbDCjdPwObQTHdkxzCcPJQ7xRN5ujxHlgkNXCWwx2nRbW6TspOS28Gt/x\nhpfsb/8IVLFDgqG5scXMinPa6frzHWL2bUcKXML5ceaa78OvSwhOKkBbjmdRHVs0M+jHinBasokW\nT5XPrQDDh39wiPLss8/S+vXrqbW1lZYuXUqbN28mOEeBT+Di4mJavHgxLVq0SPMHrFb7xRdf0PPP\nPy9sQqtxnq4hZcBjRh1lF0yh1/5VO366qoDPnSXRuNEO7Vk1LZpXaFHqDQ4RNM7VOoej2bdA2zYk\n1bImt7IVYO4u4GMbBkpKVo5BJSQ4xhpo/bJc7CGweMohPsMfPl+wv/37HE+8TQAAIABJREFUefT4\nLR/G1MBhA3pscZPWp9Qk17CWECc3Q7Ic39/RxkQy81GhkjxFv0Ld24+ToYS1m+aaY3TPPfcIl4Rq\nQ3fccYew4ayG4a7wrbfeEqtfmIWtqqoSrgbBfFWfwAn88ocjBvj6VqmtrY0effRR+tGPfiTyq/Ge\nriFlwCkp3jVn6+rZ5i4zqrzcZpd+nH9ecO79Zs/0fEbRpREZ8BsBvcFhgcvGK2G7PZE9JElFKb+B\njKMCo0u9ewvavL+Yxg2ro/QUZb8Ww8rN6KQFQRjznzXuRFgZfhxBH7KuQhFrwjClutP8COv5TO70\nMbFhdzpkgwxBRYa8Ynr44YddGGd2drZLzUajUfjiNplMdPPNN9P999/PeOo15vvUU09RTk4OzZgx\nw6UcPCH97Gc/o507d4qVs0uiWyCkDNitbpdgA/vc9cSAc7KDU5uPRa9KuaXHXcYuAxKBeEfgy72l\nVJrf4sKA05LN1BfT7m/MI4ocK8/+8kYqfdlk+exGCutotpOgT6SCggIqKirqsxudnZ107bXX0sKF\nC2nVqlVaXvgErqysFKJoLZJv4E4UbgknTZpEn332GXV3dwuXomPHKtsAznlxHzEGbGUD5DDX6C99\nuWUi1dUrM5POLiMv6RPo8JFSUU1WZivNmRXcCtrf/viSP6vwjC/Z4iaPzsBa5bwHLGnwImAy64RD\nAX8QgGna//qH4oYU5Y6wV7SHXlyoVXHTgh00jo8BxRJ9c/6+WOpOUH3JSutysWoWVGWDsLDNZqMr\nrrhCrH7hn1slMN+amhqCgpZO5/peHDFihLbvC29ISIcClzfynyN6q8lDfEenkZmu0sGmlkzCkaHh\nZYo4RK+3UWofImu1uvPO3aXe0qEjJTG5B6x1cIDeGBJdtw0G6DDlsNwQaGpL1mJO1WXRV4eGUl6P\nSUUjW3pLMfat71HGdpWd93zBfJ3DWuXyJiwIlLOEAR9JgSHwxhtv0IYNGwSzhbgZ9Morr9Bjjz1G\nFRUVNG3aNBH35JNPin1grHyfeeYZGjlypIiHljSUt9SwiHT7F1YGvP/gCGpuUTRp6+szqavbSNt2\nKMd1sHqdPNE37yBdrP2czBp8kiQCEoHIIfDH9xxH6c6wP9vPKoeJVSx6MGPMKZo38Vi/nYHxflBq\nP8y634pkBolAhBG47rrrCB93MpsVQ1Pu8StXrnSJuu2221zCngJhZcCTJzrEOVu/Gku1dbk0f/ZW\nT/3oM+7D9ef5dVa4z8piMNHUmUKJyZ1ijzwGuye7NEgRgJEdlX78x8V0AStcXdyHYxU1r/P1i93D\nxO96weTYOrng3Mdg7vewV6Vxpd4NBwVTtyw78BHwmwF/VZtIpsMO0VRfEO3aPYqOnxgqsrS2sbs5\ndtunWr3CcaWlC3034r3uk+k0k8XRNmGVqXeroTY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dbZl0ZNt0LVw48kDYrGxpjQR5I4xv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G8piECtEqg1AYyzaLR9GerDgAAuo1CI4U0ebc4//vjD8G2JUGZ4jWFAHiRNmjSx888/v1ah6GKl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\nERABERABESg4gf8DoEFWS0N/sUEAAAAASUVORK5CYII=\n" } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "%%R\n", "\n", "# SpatialPixelsDataFrame \n", "kriging.pred2 = kriging_result2$krige_output\n", "\n", "# Write Kriging estimate and variance\n", "writeGDAL(kriging.pred2[\"var1.pred\"], \"schisto_double_pred_1000.tif\")\n", "writeGDAL(kriging.pred2[\"var1.var\"], \"schisto_double_var_1000.tif\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "%%R\n", "require(raster)\n", "predR = stack(kriging_result$krige_output)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "text": [ "Le chargement a n\u00e9cessit\u00e9 le package : raster\n" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "%%R\n", "plot(predR[[\"var1.pred\"]])\n", "points(df, pch = 19, cex = 0.1)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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BgggE4hC0V7chmQc6rF+/3hXumWeekdEjhrt+x0wE/BC4bfpoMa9imv5rea3829wPZNmc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\nm+GqTlet6YnUK7M4eZ3hKpM27tdmrtI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} ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "%%R\n", "plot(predR[[\"var1.stdev\"]])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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DD+XSSy+VQ4cOpWG3bdsm5hoxEwIIIIAAAuUkEIprwDfeeKO8/PLL8tBDD8nRo0dtWsol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\nYaVSBBBAAAEEOhYgAHfsw1IEEEAAAQQ6RYAA3Cm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} ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "%%R\n", "contour(predR[[\"var1.pred\"]])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Ag9BsHJnCGY7nuHTp0mbIkCHhfCUQn9m/f7+1+O+8805RWd7U8UOhK4nZK6UF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} ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "##R\u00e9sultat avec QGIS\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Conclusion \n", "Cette d\u00e9marche ne marche pas \u00e0 tous les coups" ] }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }