{
"metadata": {
"name": "",
"signature": "sha256:a880f8b8929bf6cdd84ba79ced2581ac70b48a3dfa4cb32feec31b71010d2e09"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Utilisation de Python (Fiona, Numpy et Mayavi) et de R pour l'analyse variographique et le krigeage"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"import fiona"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Ouverture du shapefile avec [Fiona](http://toblerity.org/fiona/manual.html)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"c = fiona.open('/Users/martinlaloux/rs3D/rs3D.shp')\n",
"x,y = zip(*[i['geometry']['coordinates'] for i in c])\n",
"z = [i['properties'][u'elev'] for i in c]\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Activation de [rmagic](http://ipython.org/ipython-doc/2/config/extensions/rmagic.html)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"load_ext rpy2.ipython"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Transfert des donn\u00e9es \u00e0 [R](http://www.r-project.org/)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x = np.array(x)\n",
"y = np.array(y)\n",
"z = np.array(z)\n",
"%Rpush x y z"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###cr\u00e9ation d'un dataframe spatial"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\n",
"df = data.frame(x, y, z) \n",
"names(df)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"text": [
"[1] \"x\" \"y\" \"z\"\n"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\n",
"library(sp)\n",
"coordinates(df) = ~x+y"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### analyse variographique automatique avec [automap](http://cran.r-project.org/web/packages/automap/index.html)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\n",
"library(automap)\n",
"variogramme = autofitVariogram(z~1, df)\n",
"plot(variogram)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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vBPmRDzT9a/9P5thkLlV9vUMNXes5W/FTPUv7oA7PJS+ZI589ezaUsNbzZrLcRZThxMU1\nfZlHVi9fh3nInKDwl7aQOXfDyVyeOJmLlvk3WWYm5TbSkXNpR/USN6LoX/u84lpG27aR9hJdADV0\nrdM02ipKRjYnqjcH9bEH9TLWc+Pqwwjnz5+PxjmmtlMfCJA/YWCEMe5NY17fJju3Hjq79+JbNvUB\nhb59+0KtDIDqAernS3QipH3ExZVZbM+a0fbGvSLpqg8Z/Uwr4at1KVQvWLyjLONSI17az/6fbV7C\nRZQF16xZo+d51QeB1k1Qo1dWBTeJb7SXHNs/58Z9E9PzKXHEuZKGUWdDv0Diyzy0OHlW4tJeztpc\nJ8Z/VgJxe1tagwfvgawXVsOG+kUoLzAR1qKgYutUz0IrL4if3LCi2CNOBK2hMKKGorW/rK8UxS1R\nPDJeHBJWHvK4OHtBZ3tu+1BK3qqnogWpKK9ImeQjQBRHbAWy5GkoejnK30hf6ihO9R71S0hegqK0\noXpijqLF6ifKSOLee+89qDkmqJ6itQxxTd/4UHCUkbAUZS55URpavRJOmIsrU6aM/tCQtbDygaKG\nwbW/vGDt21Yu2OcV1zI6Wkdu8NQZqn+2bWb4yctM9Ua0cpCsBVe6B/rDybhu+xtT28mLWz4WhYHc\nc+JULwVqVMY2eryOjToY94Q8F+IMweTs3otv2eR5EUUyecbU0KjOUxQWxbnCLLZnTQ356vRESKqe\nrz4+rhSt5N6QesqqBGPVhNId0del3vIx6cjZ5iXPn6QrSmBqJARqNMMqeG3vFYOvbXqO/Gyv2x87\nCu/IT+IZdTaeD/EzOgvyrMSlvZy1uaRJF0mAAvgJCzWspYWkCErbP3lRyQMoD7z0qETbUr6+RWCI\nBqL0oGzd60qTuH///joNeanKl658hUpvUdxnn32m0xBhI9qs8rVu62wfQFv/hByLFq6UUx74iRMn\nQjSmpccvPbi4OtGAFScfIaIVbhgFEa1r0SpVQ+v6ulI2079x+Sca30oBRmsIS727detmjRbX9GN6\nmRgJGS9mNYQHNTyoe0yiZS75Gh8N0kbipI3VHDbUcH40YSvX7fOKaxklbnycvLRl+Y8wFQ12NRcJ\nNYWgk3KFs1Iw1HGkbmqo2yo44lMm2zj294RxLkKqX79+uqfu7N6Lb9mMjzc1bQAZmRLtY3GuMIvt\nWZOPVtHsFoEumshyf8tIjzj5YBTjJdJzlY+yuXPnauElPUfRnHfkbPMyRs+UAibUEK++743epyvt\n6iifhPjJiJT04OWjWt5XsgLg008/1fe9fAiKi0t7OWvzhJQx4OIqIRHULjYlLNXYWknDmDNVS2w0\nK1HQMBQNRDnBmAMWrVZRtlJfyHreRAk5ixoutPIdP368JVOmTPqazFm9+uqrVu1CYw5Y5vlsnf18\niTEHrHozOpihvCRz2IaTOTgpu2iMipP5Upn3VC8L7a+GY6Mo/RjziKKkZTiZ85E0ZP5a3KhRo6wa\n1+rlalEvWYtoTasXi55jVA+qnm+VOU71EnE6B2zkY8yTypyjrXOWvjEHLNq8ts6el1xTHx0WqbPU\nRwlRi7TjCaWha+vUh5FFlKXy58+v6yp1k/AyTxdTXs7KaNRNfZBZszLaX007aD9DkUeYOnKi5Cbl\nkrKIgo+hzGfMrcel7USDVeYQpa2k/nIvGPPgCZkDtr8nZI7QMMogz4Ck7ezei0/ZDE6GYpK0r61z\nxsyYAxZtXVunenias+rJam95zkVZypgvl3tbnnc1FGuNtnLlSq1lL+0qTEWvQNpKngdxMeWlPtSt\nildyP0p7SjxRzjTmb2WlgOEMRTPR4xAnuhgSXu5rRy6+aagPCIu8Y0QZVNKX50GU6wwXl/Zy1uaO\nnlEj/WD7TSQVVqDpEkBAepfyJSzzdOrm03O6Mq9rO/dnm7ysk5Q5wJiGDW3DuvNYyinzTMYXuKtp\nqyU9eh2o7bySfLlLb8B+eNbVtGMK7870lSarHs61HfKXfGX9r/Ru1YeLHq4XP5lrlZ6czHGrl6t4\nxejcWUZHmcgjqj7k4t1uRprSu5KhdmkvdzlH94QSDrrnrgSWNRtn9567y+YuZlIBYSbPrDw3xjC7\n+IupVVkTK/eK0TuWHuMXX3yhp3iU0JRgMToZRZPRNUNvJMaAXrgg7y/p/Ru6CvZFiEt7OWtz+zSD\n8ZwC2A2tbi+A3ZAkkzCRgOqpQi3R0cJXhull/lfm8mRY05g3NbE4zMpPCIiBDZnKECdD4jIHLFMF\nIljVyIkWzH5SFRbTSwQogN0AXpRQRElBelZq2NcNKTIJMwnI136vXr2glp3pEQLpkUhvWC0RsVqc\nMrM8zMt/CPzwww/6PpG5aOkdi0CWXrBYN6MjAWcEKICdEeL1oCIgw432ylZBBYCVjRcBGfK2VbSK\nVyKMFHQEKICDrslZYRIgARIgAV8gwGVIvtAKLAMJkAAJkEDQEaAADromZ4VJgARIgAR8gQAFsC+0\nAstAAiRAAiQQdAQogIOuyVlhEiABEiABXyBAAewLrcAykAAJkAAJBB0BCuCga3JWmARIgARIwBcI\nUAD7QiuwDCRAAiRAAkFHgAI46JqcFSYBEiABEvAFAhTAvtAKLAMJkAAJkEDQEaAADromZ4VJgARI\ngAR8gQAFsC+0AstAAiRAAiQQdAQogIOuyVlhEiABEiABXyBAAewLrcAykAAJkAAJBB0BCuCga3JW\nmARIgARIwBcIUAD7QiuwDCRAAiRAAkFHgAI46JqcFSYBEiABEvAFAhTAvtAKLAMJkAAJkEDQEQgY\nAfzbb79h06ZNQdeArHAEgQ8//JAogpTA1atXMWzYsCCtPas9f/58bN682S9BJPXLUjso9KlTpxz4\n0itYCGzfvj1Yqsp62hG4f/8+9u7da+fL02AhcPLkSSRJksQvqxswPWC/pM9CkwAJkAAJBC0BCuCg\nbXpWnARIgARIwJsEKIC9SZ95kwAJkAAJBC2BgJkDtlgsOH/+PI4cORK0jRnMFb979y7bPkhvgIsX\nL+LWrVts/yBt/8uXLyNVqlQJav9EiRKhcOHCphNMpASXxfRcPZDhwIEDMX36dNStW9cDqTNJXyew\nY8cOVKpUydeLyfJ5gMCDBw9w+PBhlC5d2gOpM0lfJyAKuCKAs2XLFu+irl27Fj/++CNq1aoV7zTi\nEzFgesC5cuXC119/jdatW8eHA+OQAAmQAAkEKYGQkBCINrXZjnPAZhNnfiRAAiRAAiSgCFAA8zYg\nARIgARIgAS8QoAD2AnRmSQIkQAIkQAIUwLwHSIAESIAESMALBCiAvQCdWZIACZAACZAABTDvARIg\nARIgARLwAgEKYC9AZ5YkQAIkQAIkQAHMe4AESIAESIAEvECAAtgL0JklCZCAawTCw8Ndi6BCP3z4\nEAFi6M/lujOCfxCgAPaPdmIpSSBoCciG6zVq1IhS/zlz5qB69eooUKAAOnToALEFbuvEPnShQoVw\n7NgxW299fPPmTeTPnx8rV66Mdo0eJGAmAQpgM2kzLxIggTgRuHIb6DvtOso1+hiduryFx48jTdYf\nP34cvXv3xqxZs7QBfjGkP2TIEGu6hk34CxcuWP1sD95//31cv37d1ovHJOAVAhTAXsHOTEmABGIi\ncF+NNhfrD9w5vgJVCz5Ei96TcfZaZGjp9e7bt0/3fpMmTYpkyZLh3r17OkBYWBimTp2KuXPnImPG\njJGRnhwtXLhQHxUvXjzaNXqQgNkEAmYzBrPBMT8SIAHPEPhlK/CW2tRsSAvZWKU1ZKeaJSHA7lNA\nuXyA9HizZs2KQ4cO4bPPPsOuXbuwbNkyXZjkyZPHOLR85coVDBo0CKtXr0aDBg08U3imSgIuEGAP\n2AVYDEoCJGAOgfxZoucTOQgdcU3mcmUXNOn9ipB25nr27AnZtjRTpkzOgvI6CZhCgALYFMzMhARI\nIK4E6pYEvl4CrD8IpcUMzFU94lv3gTJ5oqZQuXJljBgxAhMmTEC/fv1i1XieN28eDhw4gMyZM2PN\nmjUQ4S0957Nnz0ZNlGckYCIBDkGbCJtZkQAJOCeQS3VQF74HtP8ByJwWyKgUskrkApI86S7s2bMH\n8ifaz+LKly8P0Xq+du2aFrCOcjh37pxS5HqMXr166cuy9+vYsWN1D/q1115zFIV+JOBxAuwBexwx\nMyABEnCVQNGngG3/Byz7AOhZJ1L4SjpZsmTRWtAypytuypQpKFGiRIzCV8KI4BXFLeOvTJkymDRp\nEih8hQ6dtwiwB+wt8syXBEggXgRy586tla9q1qyJxIkTo1ixYpg9e3a80mIkEvAmgUTKUoy9boM3\nyxPvvMeNG4ds2bKhdWvRnKQjARIIdALy6rp16xbSp08f6FVl/TxMICQkRGvXd+7c2cM5RU2eQ9BR\nefCMBEjATwjIciQKXz9pLBbTIQEKYIdY6EkCJEACJEACniVAAexZvkydBEiABEiABBwSoAB2iIWe\nJEACJEACJOBZAhTAnuXL1EmABEiABEjAIQEKYIdY6EkCJEACJEACniVAAexZvkydBEiABEiABBwS\noAB2iIWeJEACJOA7BB4+fBijrevwcLV/I51fEqAA9stmY6FJgASChYDYuS5UqBCOHTsWrcrz589H\njRo1ovjPmTMH1atX1/sli73su3fv6usPHjzAV199hZIlS2r72ePHj48SjyfmE6AANp85cyQBEiAB\npwTuq47t0NHT8fwLdXHhwoUo4a9fv46PP/4Yb731VpSe8fHjx7Wd7FmzZuHIkSPautOQIUN03Llz\n52LJkiXYsGEDVq1ahcmTJ0N2iaLzHgEKYO+xZ84kQAIk4JDApZtAxx/CMH7iVDysORfJUmWMEm7F\nihWQYWkRorauQIECesMJ+U2aNCmSJUum90uWMD///DP+85//6M0sZEOLtm3bYvr06bbReWwyAQpg\nk4EzOxIgARKIjUD4I6DCIKBVteQ4vX8ljvxQHA+V3+p/ImOJzfvhw4cjderUkZ7qSMxzZs2aFYcO\nHUK7du3w119/oW/fvjpM4cKFIT1kwx08eDBaz9q4xl9zCHA3JHM4MxcSIAESiBOBy6r3+1xRoE3V\niOBqwyekSg7sOROn6DrQzZs39V7HIoDXrl2LTp06oWXLlnr7xZw5c+pe8erVq3WYuKfKkO4mQAHs\nbqJMjwQClID0zE6EAqfUNrxnrwHnrwOXbwHXlY7PjXvA3QcR+/Yme/JWSZIoAsRjtd9aYnVs1q/k\nalZeRj72eaqOqJqbjbneMV0X//CHwM5TQLNRQMpkEXUJrzENa08+hVfHRtZN8rwcWhpninyLVmPs\n86qMxIUqI3/nj9Br7k78ftOi2qAOcr32JwauPIN06TIgW6vmOBcaak0zpjLZtp1Rz7iENdgk9Fdh\njJWlUb56pYA3a0sJ/cdRAPtPW7GkJGAqgSu3Va/rNLDvLHDgfITQzaWmIgtlA3Kq32qFgSxp1V8a\nIF0q9ZfS1OIFdGYr9gEtvgemdAX2K/6/re2EeaP+QtGnFXQbt3btPvT9vS/mzt6hfffs2QP5E+1n\ncRcvWvDUUw0wMeQKHj16pOaFMyNTpog0hg4dittJbmPo2xV1WP4znwAFsPnMmSMJ+CyBf84BW46q\nP7Xi5dodoEweoGxe4KXSwNPZVS+LWiOmtN2LivdmNQ+87kDEB08mNdWbJA7sRbmqd+/eaNiwoVa2\nmjJlCkqUKIHMmTPjhx9+wKZNmzBt2jTcuHFDK2DNnDnTlPowE8cEKIAdc6EvCQQNgUNqhcuaf4H1\nB4H0qif7vJp/fO8loHjOoEHgkxUtnRuQP3EfqqHpuLjcuXPjs88+Q82aNdXHUmIUK1YMs2fP1lFf\nf/11LFiwABUqVMDjx4/xzjvvoGzZsnFJlmE8RCCRRTkPpW1qsuPGjUO2bNkg2oF0JEACsRO4o+Zr\nV+4Hlu6F1rCtVRyQObSnMsQej1f9g4C81m/duoX06dNHK7D0fsVfNKbpIgiEhIRoHp07dzYVCXvA\npuJmZiTgXQKnr6r5xL+BtWpo85kiwNt11DCzGmKmCywCIlwdCV+pZYYM/MryldamAPaVlmA5SMCD\nBGSYeebmCGWqZhUilHsyqOFmOhIgAe8RoAD2HnvmTAIeJ3BQCd6fNgLn1LKhV9W60k+aAsmSeDxb\nZkACJBAHAhTAcYDEICTgbwTOqKHmyeuBY5eBdtWVFrOa36UGs7+1Issb6AQogAO9hVm/oCJwUxnE\n+OlPYNNhoLXq8Q5sFrflK0EFiZUlAR8hQAHsIw3BYpBAQgjIWoaFu4AZap5XNJondwVSJ09IioxL\nAiTgaQIUwJ4mzPRJwMMERMFq+ibggTJh+G1bIFcmD2fI5EmABNxCgALYLRiZCAmYT0D2iw3ZGGEt\n6e16yoD/0+aXgTmSAAnEnwAFcPzZMSYJeI3A3tOqt7sMKKfW8E58g3aYvdYQzJgEEkCAAjgB8BiV\nBMwmIDsSTVHazX8qJateLwJVCppdAuZHAiTgLgIUwO4iyXRIwMMEZCvALxcBBbIC45XFvDQpPJwh\nkycBEvAoAQpgj+Jl4iTgHgKLlIbzNLW8qKcyHVm7hHvSZCokQALeJZDYzOyXL1+ORo0aoV69ejhw\nQBmjtXP79u1Dr1690KxZM6xevdruKk9JIPgI3AsD/rsQWK72hx3dnsI3+O4A1jiQCZjWA5adOQYM\nGIAVK1bg5MmT6N69O9avV5NZT9z9+/ch22UtW7ZMb6Ml1+vUUZ/7dCQQpARkyPnzBUDFAkD/xjSo\nEaS3AasdwARME8DS45V9KDNmzKj/ZEussLAwJE8eYS1g8+bNqFy5MuRX9rGcM2eOQ+yyj+X58+ej\nXbt+/Tp3+YhGhR7+SkB2Kxq3CninHlCzGCDbyz169BhJktCQs7+2KcvtuwQePHiAe/fu4ezZs9EK\nKXsse8qZJoDPnDmDzJkzW+shgjg0NBS5cuXSfufOncPSpUuRL18+3Lx5E9OmTcPMmTOt4Y0D6Un3\n79/fOLX+Hjx4EC1btrSe84AE/JGAWLQSG85/HQG+bhOhcCX16NixI0qXLm299x89eoR+/fphyZIl\nCA8PR9++fdGzZ88oVZbnqEyZMpg8ebKe9pGLixcvxogRI/QolGzaLvtop0rFbWhWcXYAACAASURB\nVJGigONJ0BE4ceIE1q1bhx07dkSr+5QpU5AsWbJo/u7wME0Ayx6Ut2/ftpZZvjayZlXqnE9cmjRp\nUK5cOXzyySfap2LFiloQ2+9pKen8/PPPRjTrr7xIsmXLZj3nAQn4G4G7ar5XtJxVR1fP9564AnQb\nsQdrZ3yMC4c2agFs1Gns2LFaj2LXrl36OSlbtiyqVq2KSpUqGUHw/vvvQ0aGDCejTh06dMCqVasg\n4QcOHIguXbo4/NA14vCXBIKBQLFixVC8eHF07qyWF5joTFPCKlWqFORlIUNp8iKQoWRj+FnqK8L3\nypUrT4baHuljfpmbeCcwK68SuHgTeG8GkEeZkfziFeCM2j6wrxoAurxjEjp17IQsZTvg6KXIIvbo\n0QOzZs1CihQpkDZtWjx8+FAPoRkhFi5UmlvKyUvFcHPnzsXzzz8P+bhNmjQp3nrrLcybNw+if0FH\nAiRgPgHTesA5cuRA+/bt0aRJE1y6dAnDhg3TtRVlq4YNG6JFixZ444039N+hQ4cwaNAgj3X7zcfM\nHEkgZgIHzkcoW8m2gU3KR4QbOE8JYjWjUuWD77XHwd3rsfloZBoieOVPhOrw4cPRoEED1KhRQweQ\nD1l5fmQlgfgbrkiRIjh27JhxqnvQMnwtU0F58uSx+vOABEjAHAKmCWCpjsxRde3aVX99i6KVuIkT\nJ+pf+detWzctgGV+y7Z3bA3AAxIIMAIiVEcqk5L9GgGVCkRWLqWacsqRPvJcdjaSIWp7J73X/Pnz\nY8+ePTh8+LDu8cpzJsPLmTJF3ZXhueee0x+/ffr0gcz/fvvtt0iZMiUVu+yh8pwETCJg2hC0UR8R\nrIbwNfxsf0XLk8LXlgiPA5XA4t3AWKXpPLRVVOEr9W1QBnjth4j5YFHM2n0KyBupw2hFInO6smKg\nSpUqGDNmjB5SlhUHovC4Zs0aPT8sUz+i3SnP1vz587Fz507IHPLgwYP1s/bUU09Z0+MBCZCAeQRM\n7QGbVy3mRAK+TWDGX8DKf4Bv2kbt6Rql7vAMcFIpYVUZDOTLotYAq9VHL5Uyrqp9f2fMQIkSJfTS\nPvEtX768Fq6iTCL6FWLQRpysuRdhK6sNZJonb968WjDLNekxZ8+eHYkSJZJTOhIgAZMJmN4DNrl+\nzI4EfIqA9GY/mw89nzvyNcfC1yjwgKbA30oA/9ZbGePIDzVyZFwBrl27pnuwotR49+5drcksQ8wi\neMWinPEny5AmTZqE1157TWtEV6tWTYeXlEaNGqWXN0WmyiMSIAEzCbAHbCZt5hXUBFTHFN/8Acg+\nvsNeBVJF2KCJFxNRWPzzzz/1Ol/RmWjcuLF1jXBMCebMmRO9e/fWS5Vk2V/hwoUxevTomILTnwRI\nwMMEEqkvaPVN7v/OWAfcunVr/68MaxBwBB4+UpatlHnzy7dUD/hlIKmbDFrduXNHa0PLsqK4OtF8\nFit0IoTpSCDQCMiSPNF3cGVqJSQkRIcP2HXAgdbIrA8JxJVA2EPg/34Dbt9Xv83dJ3wlfxGirghf\niSNWfSh8hQRdoBG4ePEiChUqFGW5nSxrfeWVV1CgQAGtrLh3715rtUURUawvfvDBB1Y/Mw/i/tls\nZqmYFwkECAEZXxLhm15Ze/xILTWivlOANCyr4TMEwtXo0oQ1wLxfpmPP4i9x8+KFKGWT5a1ig+LX\nX3/Vf82bN8fRo2r9n3KyIdDQoUMhgtsbzkatwxvZM08SCFwCMuw8ajkgvxS+gdvOrJl3CbQeC+w9\nFYYH/0zFJyPmInGKjLj9ILJMsvRODD6JE+uKYgbZcLt379bGamz9jGtm/FIAm0GZeQQdARl2/vRX\n4JD6GBeFK/Z8g+4WYIVNILDrFBCunrUJXZJj04aV6NumOJIp/YpV+yMzz5Ili57flWFmMeH63Xff\n6YuyQZBsWPLCCy9oa3KRMcw7ogA2jzVzChICspnC4AVAUWXfYnxnCt8gaXZW0wsE5FkrkStqxvKx\nm9huabtsN5g6dWqIMF6wYIHeQUw2B2rTpo0ehh45cmTUREw6owA2CTSzCQ4C8kIYooRv2hRA52eD\no86sJQl4i0AZZcJcDNYMWxxRgj8PK2VHNfz8bNGoJRK76UOGDMHWrVv1trebNm3SZltlZz0RyrFZ\nZ4yaknvPKIDdy5OpBTkBeRE8lSFiztfWcEaQY2H1ScAjBJIrNeLJXYA/lGJzva/ViJNa6pdJra7L\n/GSFndhK//zzz3WPVwogKwBKliypNyIRYzWymYk3HQWwN+kz74Ai8K0ysiFf391eiGq1KqAqycqQ\ngI8RkBUGa/or0679gP/1UMv8bKSabDYi+1/Pnj1bl1rspG/evFnvHCZ7zYuG9OXLl71WIy5D8hp6\nZhxIBH5cFzHvJOt8RQmEjgRIwDcIyNa3ooD1zTff6M1HpkyZgrJly+rCybadooR19epV6xa5Zpaa\nlrDMpM28ApLA7K3qC/xfZWayjZr7TRmQVWSlSMDvCVy/fh0ZM2aMVg8xBikblqRLlw5mW8JiDzha\nc9CDBOJOYMU+YJmaf5JdjSh8486NIUnAbAKOhK+UQUxWpk2b1uzi6PwogL2CnZkGAoEtypjO1I0R\nPV9D6SMQ6sU6kAAJmEPAZrranAyZCwkEAoGDysCGWLka0gLIlSkQasQ6kAAJmE2AAths4szP7wmc\nu6bsO88H+jYAiuTw++qwAiRAAl4iQAHsJfDM1j8J3LoPDFLCt8vzQOWC/lkHlpoESMA3CFAA+0Y7\nsBR+QEDsO3+mhO/zysrOi6X9oMAsIgmQgE8ToAD26eZh4XyJwAhlaKNgNmVi8jlfKhXLQgIk4K8E\nKID9teVYblMJTPsTCL0FvFnb1GyZGQmQQAAT4DKkAG5cVs09BFb9A6xWf6M70MqVe4gyFRIgASFA\nAcz7gARiISDLjSavB75We/pmUDZn6UiABEjAXQQ4BO0ukkwn4AhcVkPOQ34D+tQH8mQOuOqxQiRA\nAl4mQAHs5QZg9r5JQDSeByvh27oqlxv5ZguxVCTg/wQogP2/DVkDDxAwNJ6bV/RA4kySBEiABBQB\nCmDeBiRgR2CO2t3o4k3g3RftLvCUBEiABNxIgEpYboTJpPyfwI4TwIK/ge+UxnNS7uvr/w3KGpCA\nDxNgD9iHG4dFM5fAhRvA8KXAJ02BLN7ZnczcCjM3EiABrxKgAPYqfmbuKwRE6WrIAmXl6lmgVG5f\nKRXLQQIkEMgEKIADuXVZtzgTkK0FC2cHGpaNcxQGJAESIIEEEaAAThA+Rg4EAot2AaeuAL2pdBUI\nzck6kIDfEKAA9pumYkE9QUAsXf28CRjYjGYmPcGXaZIACcRMgAI4Zja8EuAEbt4Dvvg9wtLVUxkC\nvLKsHgmQgM8RoAD2uSZhgcwi8PUSoF5JoFphs3JkPiRAAiQQSYACOJIFj4KIwKwtwP1woOMzQVRp\nVpUESMCnCFAA+1RzsDBmENh3Fli4M2K9b2I+AWYgZx4kQAIOCPD14wAKvQKXwA017/vlQuCDhkDm\nNIFbT9aMBEjA9wlQAPt+G7GEbiQg874vlQYq5HdjokyKBEiABOJBgAI4HtAYxT8JzN0GiMWrzs/5\nZ/lZahIggcAiQAEcWO3J2sRAQNb7zt0O9GsUQwB6kwAJkIDJBCiATQbO7MwncDcMGKrmfWV7wWzp\nzM+fOZIACZCAIwIUwI6o0C+gCIxZGbHWt0aRgKoWK0MCJODnBCiA/bwBWfzYCaz6Bzh6CehWM/Zw\nvEoCJEACZhOgADabOPMzjYDs7/vjOmCA2t83eVLTsmVGJEACJBAnAqYK4OXLl6NRo0aoV68eDhw4\nEK2AX375JWrUqKH/WrRoEe06PUggrgQePQa+Wgy0qw7kyxLXWAxHAiRAAuYRMK1fcOvWLQwYMAAr\nVqzAyZMn0b17d6xfvz5KTRcvXoxFixYhbdq0SJQoUZRrPCEBVwjM+AtImwJoVsGVWAxLAiRAAuYR\nME0AS4+3QoUKyJgxo/67ceMGwsLCkDx5cl3bx48f4+rVqxAhLMdt2rRxSMFisUDi2ru7d+/i4UO1\nyJMu6AkcOA/8sRcY1znoURAACZBAHAiI7BB5dP369WihRWZ5ypkmgM+cOYPMmTNb6yGVCg0NRa5c\nubTfxYsXkS1bNv23b98+NG7cGKtXr7aGNw4EUNeuXY1T6++xY8diFNrWQDwIeAL31JKjYWrouZda\ncpQhVcBXlxUkARJwA4FDhw5h1apVWLlSLZmwc7Nnz0ayZMnsfN1zapoAzpAhA27fvm0t9b1795A1\na1brec6cObFundKYUa5hw4aYM2cOzp07ZxXQRsBMmTLh119/NU6tv+PGjdPC2+rBg6AkMGENUD4f\nUJ1bDAZl+7PSJBAfAiVLlkSpUqXQubO5w2amKWFJ5Xbt2gVjCFmGmY3hZwF2/PhxdOrUSbOToQAR\n1jly5IgPS8YJUgJbjgKy09GbtYMUAKtNAiTgVwRME8AiTNu3b48mTZpoLehhw4ZpUKKMNX/+fBQs\nWBBZsmRBq1atUKVKFXz00UdIkiSJX8FkYb1HQHY5GrUc6NMACL10Vn/JPv3003o0ZcOGDdaCychK\n9erVUaBAAXTo0AGiO2C4tWvX4tlnn4WMxsh9aDtiY4ThLwmQAAm4i0Ai1SO1uCuxuKQjvdukSZMi\ncQwbsd6/f19flzCuOGMIunXr1q5EY9gAIHAyFOg6RWk9pwQGNwfGftEd2bNnx+eff66nNURn4ODB\ngzh9+rRe4rZ582bkyZMHb7zxBnLnzo2vvvoKV65cQZkyZTBv3jyUL18effr00cqAEyZMCABCrAIJ\nkEBsBEJCQvTKm4AdgjYqL8POMQlfCZMyZUotgI3w/CWB2Ahcugm88n2EoY33XgKe/S+w5/AlrfAn\nS9lEye/ChQt49OiR7vWKgp/0fuUDTxQrRBdB3Pbt21G8eHEtoFOlSoUPPvhA6yHEljevkQAJkEBC\nCLjWzUxIToxLAh4g8MlcIL3Sdh7TESiUDTg2XAnkIUMwceKr2Lp1K7Zs2YLvvvsOKVKoRcHKieKf\naDx+9tlnWidh2bJl2v/UqVNRFP5kGFo07m2XyumA/EcCJEACbiJg2hywm8rLZEggCoF9Z4BGZSOE\nr1yQ3Y4uHtuB8PBw5MuXD6I1v23bNt0DNiLevHlTC1vp/cq8rzhZEpcmTRp9LP+kFyyO88AaA/+R\nAAl4gAB7wB6AyiTNISDGNkTg/rINeK8+kEzp7HWa+Agnl76PTRtWonLlylrwynzva6+9hpo1a+qC\nib/8vfTSS1pZq2PHjloBcO9eleATJ4JXes0iwOlIgARIwBMEKIA9QZVpepyAzP1OUZZMx6qVa/N3\nAGUHAsVyAgXSXkHSROGoVKmSLoNo0lerVg1HjhzRFtj27NmjtZ/loihbiQGYa9euaWUsGYY2nByL\n4KZJVIMIf0mABNxNgEPQ7ibK9EwhIEuOXq0asdHCu0r56t8vgd96q6VIXbIrRarq2qa4FEQE7MaN\nG/Hyyy/rXm7v3r21xrNcmzJlCkqUKKEVturWravnhkVDWszSjRkzRseRcHQkQAIk4AkC7AF7girT\n9CiBpXuAu8rk5CsRndxoeQ0dOlQvQfriiy+0EpXssiVrzMWJ8pUMRYsmfrFixSBm5sSJ9v3o0aP1\nsLQoaomm9IIFC/Q1/iMBEiABTxAwfR2wJyohaXIdsKfI+la6l28Bb08DvmnrfJtBUbZKnz59tArI\n0nfZncvRNen9yjXO/UbDRg8SCFgCQbMOOGBbkBUzhcB3K4CWVZwLXymMIwEr/jKvG9M1WR9M4SuU\n6EiABDxNgHPAnibM9N1GYOV+4NodoFVltyXJhEiABEjAawQogL2Gnhm7QuCqErw/ro+w9ZyEd60r\n6BiWBEjARwnwVeajDcNiRSUwbhXQ2MbgRtSrPCMBEiAB/yNAAex/bRZ0Jd54CDh5BWhXPeiqzgqT\nAAkEMAEK4ABu3ECo2u37wPjVwPvK0lVS7k4ZCE3KOpAACTwhQAHMW8GnCUxeDzxfDCiZy6eLycKR\nAAmQgMsEKIBdRsYIZhHYc1ptE3gC6PysWTkyHxIgARIwjwAFsHmsmZMLBMIeAqOVucl36qqdiZK7\nEJFBSYAESMBPCFAA+0lDBVsxZ24Gij4FVCscbDVnfUmABIKFAAVwsLS0H9XzZCiweDfQvZYfFZpF\nJQESIAEXCVAAuwiMwT1PYKQaeu6itu7NlMbzeTEHEiABEvAWAQpgb5Fnvg4JSM83uVpu1KCMw8v0\nJAESIIGAIUABHDBN6f8VEXOT0/5Uilf1/L8urAEJkAAJOCNAAeyMEK+bRmDCGqCRMjeZL2LrXtPy\nZUYkQAIk4A0CFMDeoM48oxH4+wRw+CLwWo1ol+hBAiRAAgFJgAI4IJvVvyola36/Xxmx5jeZmv+l\nIwESIIFgIEABHAyt7ON1nLUlYs1vxQI+XlAWjwRIgATcSIAC2I0wmZTrBM5cBRbtAnrUdj0uY5AA\nCZCAPxOgAPbn1guAso9V+/x2eAbIzDW/AdCarAIJkIArBCiAXaHFsG4lsPYAcFNtN9iknFuTZWIk\nQAIk4BcEKID9opkCr5B3w4BJa4Feas1vYt6FgdfArBEJkIBTAnz1OUXEAJ4g8LMyuCEbLRTP6YnU\nmSYJkAAJ+D4BCmDfb6OAK+EJtdnCGjX8/PpzAVc1VogESIAE4kyAAjjOqBjQXQS+XxEhfNOncleK\nTIcESIAE/I8ABbD/tZlfl3jVP8BjCzdb8OtGZOFJgATcQoAC2C0YmUhcCIji1Y/rgJ514hKaYUiA\nBEggsAlQAAd2+/pU7WSno+pFIqxe+VTBWBgSIAES8AIBCmAvQA/GLE9dAdYpxasuzwdj7VlnEiAB\nEohOgAI4OhP6eIDAGLXZgli8SpfSA4kzSRIgARLwQwIUwH7YaP5W5HUHgdsPIvb69beys7wkQAIk\n4CkCFMCeIst0NYEH4cCU9WqrQWXxKlEiQiEBEiABEjAIxFkAP3z4EKGhoZBfOhKIKwHZarBUbqBk\nrrjGYDgSIAESCA4CTgXwiRMn0K1bN+TKlQvjx4/He++9h6+++io46LCWCSJw4QaweDfQtWaCkmFk\nEiABEghIAk4FcJcuXVCoUCEMGTJEA+jXrx9mzJiBQ4cOBSQQVsp9BCasAVpWAbKkdV+aTIkESIAE\nAoVArALYYrFg//79+PDDD5EyZYT6ar58+dCmTRusXr06UBiwHh4gsOsUIEuPWlX2QOJMkgRIgAQC\ngECsAjiR0ppJmzYt9u7da63q48ePsWjRIuTMyW1srFB4EIXAo8fAePV99p9aQJJY77Ao0XhCAiRA\nAkFFIKmz2n799deoWbMmChYsiGTJkmHChAkoWbIkmjRp4iwqrwcpgUW7gKzplNUrtd0gHQmQAAmQ\ngGMCTgVwy5YtUbp0aSxevBjh4eF45ZVX8PTTTztOjb5BT+DWfUA0n4e3CXoUBEACJEACsRJwOkB4\n8+ZN/PTTT3j33Xfx0Ucf4ZtvvsHWrVtjTTSmi8uXL0ejRo1Qr149HDig7BI6cDLE3bx5cz337OAy\nvXycgNh7rlkMyJPZxwvK4pEACZCAlwk4FcDdu3fHjRs3IIJRXJ06dbQS1tWrV10q+q1btzBgwACt\nQT1ixAhIuo6cXNu8eTMePFCmk+j8isDJUGC9snrVUZmcpCMBEiABEoidgNMh6C1btuDYsWPKilGE\nGSPRgP7nn3/w+++/4/XXX489dZur0uOtUKECMmbMqP9EqIeFhSF58uTWULt27dJp161b1+rn6MCR\nMZBHjx5BtLbpvEdgwtoI4ZuW9p691wjMmQRIwGUCIjukk+lItiRN6lRMupyfEcFpyqIFvW3bNlSt\nWtWIg3Xr1qFcuXLW87gcnDlzBpkzR45LiiAWy1pi4EPc/fv30b9/f8yaNQtvv/12jElKz7tt27bR\nrp8+fRrt27eP5k8PcwhsOQqE3qa9Z3NoMxcSIAF3EpDltn/88YeWP/bpiv6TKCB7wjkVwF988YWe\ns61YsSLy5s2LtWvXokSJEmjWrJlL5cmQIQNu31Zv6Cfu3r17yJo1q3GKoUOHIlOmTJg+fbo28jFn\nzhyt7JUunVKntXEixGUu2d6NGzcO2bJls/fmuQkEZNnRpHVAzzpAYqeTGiYUiFmQAAmQgAsERNG4\nTJky6Ny5swuxEh7UqQB++eWXsX37dmzYsAF37tzB559/jgIFCricc6lSpTBo0CA9TCyKXdLdtx1+\nbtiwIYoXL67TFX8RvIn5NneZszci/L4TyJkRqFTAG7kzTxIgARLwTwJOBbBUq2jRovovIVXMkSOH\nHiKW9cOXLl3CsGHDdHKijCXCt0WLFqhRo4b2ky6/+KVJkyYhWTKuCQRuq2VHs5VS/IjoswIm5M4s\nSIAESMB/CTgVwBs3bsSnn36KCxcuWDWhpbqjR49GgwYNXKp5z5490bVrV8ikttG7nThxYrQ0ZBia\nzj8I/LwJeL4okDuTf5SXpSQBEiABXyHgVACLprMIzVq1amnBaRS8SJEixqFLv7bDzi5FZGCfI3BG\nrURb8y/wYxefKxoLRAIkQAI+TyBWASyq2TJfK9rJxjIkn68RC2gagcnrgbbVgfSpTMuSGZEACZBA\nwBCIVWdVhG79+vUxZcoUvWY3YGrNiiSYwO5TwEm121Gz8tGTEpOljpx80Ml6bToSIAESIAG1asQZ\nBLFg1a1bN2TJkkVrKYumsvzJmim64CIgdsBlKVoe9Vf7zZlYMrolmr8cdVOO+fPnW5Xp7Ol07NgR\nw4cPt/fmOQmQAAkEJYFYh6CFyODBg7UJSXs68Z0Dtk+H575N4N9zwEPVaS2h7KWMHz9eG0zZcDQl\n1h5KgbXffIpWrQbqCly/fl1rtoeEhFiNqxg127NnDz7++GOIQp+st6MjARIgARIAnArgmCxeieUq\nusAm8Nl84MhFIFVyYNU/wN+DcyBTFmDZMiDdiW9RrVo1qznSFStWaDNukydP1lrztmQmTZqETp06\nxWv9uG06PCYBEiCBQCLgVACvWrVK94KvXbumjWjIHJ6YgxTLU7JVIV1gEhi/GrgXBkx/M6J+49T5\nICWQa6g9fnOmDMXY7z+FmP80XOvWrSF/YinN3n3//ffaa/16pbVFRwIkQAIkoAk4FcCydld6L7IB\ngwwfim1oWacrhjPoApeADD3/54XI+r1VB3hRTd9evAHkvzAVjRs3jmLbOzIkj0iABEiABOJCIFYl\nLNFalV2LZBtB0YaW3Yt69+4N2a2ISlhxweu/YbKkBf48Eln+fWeBf9RfgzLA73N+tA49R4bgEQmQ\nAAmQgCsEYu0ByzIkMQcpQljmgn/++WedtmyIcOrUKVfyYVg/I9D7RaV49TFwWhnbKJEzYvi5dB6g\nXIZ/cfnyZf1B5mdVYnFJgARIwKcIxCqApaRvvvkmypYtq/cEPnHiBGQ/4NWrV2Pz5s0+VREWxr0E\nMikz3CdHADO3qLlgtay3idp9sk5J4NihfXoqIkmSJO7NkKmRAAmQQJARiHUIWlj069cPixYt0mYo\nRSFLtmxauHAhChdW2jh0AU0gRTLg9eeAaoWAW0rpvakyunHw4EG9HWVAV5yVIwESIAETCDjsAW/Z\nsgU9evTArl278MILL+D8+fNRijJt2jR89913Lm/GECURnvgNgR/VXr9dawJJ1OfawIER635jKrzY\nDN+xY4fDy2PHjnXoT08SIAESCEYCDgVwyZIlMXXqVM1DLBc5Gm4sVEh1i+gCnoBstiDbMj9XNOCr\nygqSAAmQgKkEHArgdOnSoUKFCrogsrZTjCzInsB0wUVALGCFbAQ+bBRc9WZtSYAESMAMAqpvE7vL\nkycP9u7dG3sgXg1IAot2A0VyAKVzB2T1WCkSIAES8CoBpwI4R44cyt5vK2TPnh2lSpWy/i0Te4R0\nAUvgzgOlAa0U3UUJi44ESIAESMD9BBwOQdtmI0o3oglt7zgkbU8ksM5nq+VHzxQB8mYOrHqxNiRA\nAiTgKwScCuCKFSs6LCs3Y3CIJSA8Q28DS9Wsww+dA6I6rAQJkAAJ+CQBp0PQsva3Zs2aev2v2IIu\nUaIEZFh68eLFPlkhFirhBKb/FbHmV8xR0pEACZAACXiGgNMeMDdj8Ax4X0311BXgryPAlK6+WkKW\niwRIgAQCg0CsPWBuxhAYjexKLaZuANpUBVIndyUWw5IACZAACbhKIFYBbL8Zw8aNG3X63IzBVcz+\nEf4ftQXhidCI4Wf/KDFLSQIkQAL+S8DpEDQ3Y/DfxnW15JOVyckOzwBJuc+Cq+gYngRIgARcJhBr\nD1hS42YMLjP1ywhbjgJ3wtSORyX8svgsNAmQAAn4HQGnArhr1656B5wHDx4gf/782hh/9erV/a6i\nLHDMBCwWpXSl5n67PA+oLaDpSIAESIAETCDgVAC/9NJLmDRpEvLmzYtevXrh77//NqFYzMJMAqvV\nhgsZUgFVC5mZK/MiARIggeAm4FQAt2nTBsuXL9dbE+bLlw//+c9/UK5cOX0e3OgCo/ay4cK0P5XJ\nSdX7pSMBEiABEjCPgFMBbBQlLCwM4eHhePz4MZInT662qItzVCMJ/vogAdlwoWA2oGQuHywci0QC\nJEACAUzAqRQNCQnB888/j2rVqiE0NBTTpk3Dtm3bULZs2QDGEhxVu6eUrsTmMzdcCI72Zi1JgAR8\ni4DTZUibNm1Cnz590KRJEyRLlsy3Ss/SJIjAb2o6v3JBoEDWBCXDyCRAAiRAAvEg4LQHPHHiRLRo\n0QL79+/HV199FY8sGMUXCdy8B8zfodb91vDF0rFMJEACJBD4BJwKYAPBqVOnsHTpUuOUv35OYPZW\n4IXiQI4Mfl4RFp8ESIAE/JRAnAWwn9aPxXZA4IrabnDlfuA1Lud2QIdeJEACJGAOgTgLYFmC1KhR\nI3NKxVw8SuB/arvBBmWATGk8mg0TJwESIAESiIWAUyUsI2758uUhf3T+0hdZ0AAAIABJREFUTeDc\nNeDPQ9xu0L9bkaUnARIIBAIOe8BbtmyxCtsXXngBRYsWjfb3xx9/BEL9g64O0zYBr1QG0qYMuqqz\nwiRAAiTgUwQc9oBLliyJqVOn6oJ+//332gCHfakLFSpk78VzHycgWw3uPQ30qe/jBWXxSIAESCAI\nCDgUwOnSpUOFChV09cXgxvXr13HgwAFYxGr/E2d7bPjx17cJhGwEXq0KJHfY6r5ddpaOBEiABAKN\ngNNX8aBBgzB27FjkyJEDSZJEbhQ7YsQIyEYNdP5B4MB54OglYGBT/ygvS0kCJEACgU7AqQCePHky\nDh06hCxZsgQ6i4CuX4jabrDjM0DSyG+ogK4vK0cCJEACvk7AoRKWbaFz5syJ27fVwlE6vyWw+xQQ\nqprwxVJ+WwUWnARIgAQCjoDTHvCYMWP0RgwNGzZE1qxZrQA6duzIDRmsNHz7YOpGZXJS9X4TJfLt\ncrJ0JEACJBBMBJwKYNmIoVSpUsiVK1eULQht54ODCZi/1XXLUeB+OFBLmZ2kIwESIAES8B0CTgXw\n4cOHcfbsWb0HsO8UmyWJK4Gf1bpfbjcYV1oMRwIkQALmEXA6B1y3bl2sXLnSvBIxJ7cR2KAsXsmw\nc/XCbkuSCZEACZAACbiJgFMBfP/+fTRu3FjP/xYvXhzGHy1huakFPJSMLNme9id7vx7Cy2RJgARI\nIMEEnA5BDx48GAMGDMDDhw+1NnTatGmRNGlSFClSxOXMly9fjlGjRiEsLAyi3CXC3NbNmjULM2bM\nwOPHjzFy5Eg8/fTTtpd57AKB1f8C6ZW5yUoFXIjEoCRAAiRAAqYRcCqAM2TIgC+++AK///47evXq\nhYsXLyJPnjyoUqWKS4W8deuWFuQrVqzAyZMn0b17d6xfv96axrVr17TBj7Vr12Lbtm0Q5a+FCxda\nr/Mg7gSk9ztD7Xj0Hk1Oxh0aQ5IACZCAyQScDkF36dIFYvd5yJAhumj9+vXTvVQxzuGKE1OWYt4y\nY8aMKFeuHG7cuKF7wkYamTJlwoYNG3Tvd9OmTVrIG9f46xqBZfuAHBmAMnlci8fQJEACJEAC5hGI\ntQcs9p7379+PZcuWYfr06bpUsi9wmzZtsHr1ar1DUlyLeubMGWTOnNkaXARxaGioXt5k9VQHYvZy\n3LhxGDp0qK239fjq1ato2bKl9dw4EE1tWZsc7O7hI2DmZqB/42AnwfqTAAmQQNwI7N27F0uWLEFI\nSEi0CDJ1mixZsmj+7vCIVQAnUiq0MucrhTOczM8uWrQI/fv3N7zi9CtD2bYWte7duxfFsIeRyHvv\nvYe33npLz/82adIEqVOnNi7pXxHia9asieInJyK0s2XLFs0/2Dz+UE2VX9lLKZEr2GrO+pIACZBA\n/AiUKVNGG5bq3Llz/BKIZyynQ9Bff/01atasCdl8Yf78+ZAesOyWJMLRFSfGPHbt2qV3VJLhZxHk\nyZMntyZx/PhxtG/f3nouAttTXx3WTALsIFz1fmdvpeZzgDUrq0MCJBCgBGLtAUudZbi3dOnSWLx4\nsd4X+JVXXomXdrLspiQCVgT3pUuXMGzYMI1UlLHEzGWLFi30cHTr1q1x9+5dfPLJJxTALt50i3YB\nT+cACnEgwEVyDE4CJEAC5hOIVQDLHPCjR49QrFgxrYi1ceNGiDZzfF3Pnj3RtWtXvYwpceKIzvfE\niROtyQ0fPhwyNJ0yZUplQIKGi61g4nAQ9hCYo3q/Q1vFITCDkAAJkAAJeJ1AjEPQv/zyi+6R7ty5\nUw8XN2vWDDI+Lj1V6bXG18mwsyF8HaWRKlUqCl9HYJz4/b4zQuu5IHu/TkjxMgmQAAn4BgGHPWBZ\n69utWzfIXsCVKlXCr7/+ij179kCWEokRDhmSlrW6rq4F9o0qB14pHqjNFn7dAXz9auDVjTUiARIg\ngUAl4LAHvGPHDpQvXx6tWrXSvdWlS5dC5mZF+Up6qGIfevv27YHKxO/q9Zvq/ZbNC+SJXOXld3Vg\ngUmABEgg2Ag4FMAyDyvLjwy3atUq1K8faVbp+vXrSJ8+vXGZv14kcC9M9X7Vt1CHGl4sBLMmARIg\nARJwmYBDASzDzmKNat++fZg3bx5E4EqvV5yYkZTdkcSqFZ33Cfz2N1C5AHu/3m8JloAESIAEXCPg\ncA64QIEC+L//+z9Ur15dpybWQUR5SjZLECMZos1csmRJ13JiaLcTkN7vAjX8POo1tyfNBEmABEiA\nBDxMwKEAljzfffdd9OjRQ88BGwYzxJjGunXrIFZD6LxPQBSvqhYEnlJ2n+lIgARIgAT8i0CMAliq\nIetxbR0Fry0N7x7feaB6v2r4+bsO3i0HcycBEiABEogfAYdzwPFLirHMJDBf9X6ffZq9XzOZMy8S\nIAEScCcBCmB30jQprdv3I+Z+21YzKUNmQwIkQAIk4HYCFMBuR+r5BHXvt0jEnr+ez405kAAJkAAJ\neIIABbAnqHowTen9LlSbLrSLUFD3YE5MmgRIgARIwJMEKIA9SdcDaYvm83NF2fv1AFomSQIkQAKm\nEqAANhV3wjIzer9tOPebMJCMTQIkQAI+QIAC2AcaIa5F0L1fpfmcg1ZA44qM4UiABEjAZwlQAPts\n00QtmNH7bcu536hgeEYCJEACfkqAAthPGk5sPuu5X/Z+/aTFWEwSIAESiJ0ABXDsfLxyNTxcbfBr\n47ju1wYGD0mABEggQAhQAPtYQ86fPx81akTdW9BY97t783Jkzhy56e+DBw/w1Vdf6Y0xypUrh/Hj\nx/tYbVgcEiABEiCBmAhQAMdExsP+91Un968jwCb1Z7FAb/n48ccf692mLOLxxEnv93e17rdRyRvo\n06ePCht5be7cuViyZAn69++PRIkSYfLkyXr7SIm6bNky1KlTB0WLFtWbaoSGhhpJWn+7d++ur1k9\neEACJEACJGAaAQpg01BHZnTjHtBqTIRBjTErgeeHAouXrsDDhw+1EI0MGWFyUuZ+Px/QGyXr9MLt\nB4lQdTCwfB8wZcoUZMiQAR999BGSJEmCtm3bYvr06bh//z66du2K4cOH48CBA0iRIgW+/PJL22Sx\ndOlSzJkzJ4ofT0iABEiABMwjQAFsHmtrTm3GArWKA0NbATPeBGoWA85nbK0FZurUqa3hjB2P0ocu\nwdajjxGaoSHSpgDm9QI6TQRuhyXF1atXrUL74MGDuHDhAh49egTp8WbLlk1vJ5kjRw6cO3fOmu61\na9f0fs+9e/e2+vGABEiABEjAXAIUwObytub23kvWQ/SsAxw4H3luHInmc5mnbmPEf/shU+1RmNIV\naqgZyKumgX97Fyhc5yMcPXoUq1evxqVLl/Sv9ITTpEmDkSNHolatWmjTpg3+97//4dNPPzWSxdtv\nv42BAwcifXqqVFuh8IAESIAETCZAAWwycMkuX1Zgxf7IjP88DCS325n5bljEfr875n6I2rVrw3J1\nDzb+uQmiIb1mzRrcuB2GPCXr4IMPPsDvv/+Ou3fvYsCAAciXLx9EOWvjxo2Qnm+ePHn0kPS///6r\nM5R548ePH6Np06aRBeARCZAACZCA6QTsXvum5x+UGQ5Usq/kJ8Cgl4HwR8COE8DP3aOi+H0nUL0w\nsOaPM1iz9ziu3VmDd34Nx507d9Gley/kbbcO33V4jPwvdUXlypXRt29fPfycP39+LaD/+usv3TsW\n5SwRtu3atdNKWb169cKoUaN0GOk9y9D0zp07UaFChagF4BkJkAAJkIBHCVAAexSv48TzZQHOjQJW\n/aM0oFUQGY5Oo+Z2Dfc4UQrI0qNv2wF9Giw0vDF6/in061AeDT/dhzdrKw3qxT/g202b0KVLFz3v\nKwpYM2fO1L3fZ599VmtGS+Rq1arpuWIRuFmyZMHnn3+u05R54rCwMC2Qf/rpJ2s+PCABEiABEvA8\nAQpgzzN2mEP6VECLSg4v4Xam2qhUAMidKep1CT9YCepxnSL8i77+OhYsWIBu3brpnuyIESNQtmxZ\nPfQsGtAiYLNmzYrZs2ejbt26uqe8b59Sn37ivvnmGxw+fBgTJkwwvPhLAiRAAiRgEgEKYJNAxzWb\n6s/WQqVXajnc71fmd0Xr2XApU6bUy4kWLVqEQYMGoWfPnvqSzP1++OGHaNasGe7du4ecOXNae71G\nXP6SAAmQAAl4l0AiZdgh0rKDd8uSoNzHjRunl920bt06Qel4O7LseHT4AvBRY/eU5ObNm9R2dg9K\npkICJBCgBEJCQvSUXefOnU2tIbWgTcUde2ZhD4FftgJt3bjfL5caxc6cV0mABEjAWwQogL1F3kG+\ni3cDpXID+dUyJToSIAESIIHAJkAB7CPtK73fuduA16Luw+AjpWMxSIAESIAE3E2AAtjdROOZ3jKl\nnFwsJ1AoWzwTYDQSIAESIAG/IkAB7APN9VAZ45i9BQ41n32geCwCCZAACZCABwhQAHsAqqtJys5G\nBVXP9+kcrsZkeBIgARIgAX8lQAHs5ZZ79Fj1fpXm82vVvVwQZk8CJEACJGAqAQpgU3FHz2y1MkeZ\nR+1uVCJX9Gv0IQESIAESCFwCFMBebFu1KRFmcu7Xiy3ArEmABEjAewQogL3HHmsPAlnTAqXV2l86\nEiABEiCB4CJAAezF9p65mZrPXsTPrEmABEjAqwQogL2Ef+MhIH1KoEJ+LxWA2ZIACZAACXiVAAWw\nl/DPUL3fNm60+eylajBbEiABEiCBeBKgAI4nuIRE23IUaucNoGqhhKTCuCRAAiRAAv5MgALYC60n\nvV+u+/UCeGZJAiRAAj5EgALY5MbYeRJ4oDZeePZpkzNmdiRAAiRAAj5FgALY5ObQc79VTc6U2ZEA\nCZAACfgcAQpgE5tk7xng6m3ghWImZsqsSIAESIAEfJKAqQJ4+fLlaNSoEerVq4cDBw5EAzJr1iy0\naNECbdq0wfr166Nd93cPWfcrms+JTaXu79RYfhIgARIITAJJzarWrVu3MGDAAKxYsQInT55E9+7d\nowjZK1euYPTo0Vi3bh0kbP369bFt2zalLazUhQPAHboAnL0G1CsZAJVhFUiABEiABBJMwDQBLD3e\nChUqIGPGjPrvxo0bCAsLQ/LkyXUl0qZNiwULFujzlClT4vz583isjCUnSZIkwZX0hQRk7rd1FfZ+\nfaEtWAYSIAES8AUCpgngM2fOIHNmte3PEyeCODQ0FLlyRWwDlCJFCmTPnl0L5U6dOqF///4Ohe/V\nq1fRsmVLIxnr79mzZ9GxY0fruS8dHL8MSA94QFNfKhXLQgIkQAIkIAT27t2LJUuWICQkJBoQmTpN\nlixZNH93eJgmgDNkyIDbt5UG0hN37949ZM2a1TjVv+LXunVr1K1bF7169YpyzTgRIb5mzRrj1Po7\nbtw4ZMumdrX3QTdL7XjUsjKQLDA68z5ImEUiARIggfgTKFOmDMqWLYvOnTvHP5F4xDRNHahUqVLY\ntWsXLBYLZPhZhpeN4Wcpt5w3b94c7dq1w/vvvx+PqvhmlHNq3nfPaaBped8sH0tFAiRAAiTgHQKm\n9YBz5MiB9u3bo0mTJrh06RKGDRumayzKWA0bNkR4eDg2btyor33zzTf62urVq5EpUybvkHFTrrLf\nb7MKQHLTSLup4EyGBEiABEjAowRMFQs9e/ZE165dkTRpUrUUJ6LzPXHiRGsFX331VetxIBxcvAGI\n3eep3QKhNqwDCZAACZCAOwmYKoCl4LbDzu6siC+mNWcb0LgckCaFL5aOZSIBEiABEvAmAdPmgL1Z\nSW/kfe0OsOEg8IpSvqIjARIgARIgAXsCFMD2RNx0Pnc7UFcZ3UiX0k0JMhkSIAESIIGAIkAB7IHm\nvHkPWLYXaKUMb9CRAAmQAAmQgCMCFMCOqCTQ77e/gZpqw4UsaROYEKOTAAmQAAkELAEKYDc37f1w\nYPFutekCtxx0M1kmRwIkQAKBRYAC2M3tuWAnULkAkCODmxNmciRAAiRAAgFFgALYjc0Z9hD4bUfE\nloNuTJZJkQAJkAAJBCABCmA3NuofSvGqZG4gXxY3JsqkSIAESIAEApIABbCbmvXRY+BXtfSoXTU3\nJchkSIAESIAEApoABbCbmnfVP0ButdtikRxuSpDJkAAJkAAJBDQBCmA3NK/a4AlztgJtqfnsBppM\nggRIgASCgwAFsBvaecMhIEMqoExeNyTGJEiABEiABIKCAAWwG5pZer/tqrshISZBAiRAAiQQNAQo\ngBPY1NuOA4/VEHTlgglMiNFJgARIgASCigAFcAKbe9ZmNffrRPP54cOHsMhEsQMXHq5MZ9GRAAmQ\nAAkEHQEK4AQ0+d4zwPW7wPNFY07k4sWLKFSoEI4dOxYt0Pz581GjRo1o/uKxfPlyZM6s1KrpSIAE\nSIAEApIABXACmlXmftuo3m+iRBGJXLwJ7DsLyG5I4qZPn466deviwoULER5P/l+/fh0ff/wx3nrr\nLYc9Y7nep08fh9eiJMQTEiABEiABvyVAARzPpjtyETh+OWLPX0lCrGD1CAEmrQVyvQfsPhGGqVOn\nYu7cuciYMaMEsboVK1ZAhqUnT55s9bM9ePfdd9GrVy8l2J9IdtuLPCYBEiABEggIAhTA8WzGWVsi\n9vtNogjuOa2OxwBTuwKj2wPrPwY++TU55ixYieLFi0fLoXXr1hg+fDhSp04d7ZoMSz9+/BgNGzaM\ndo0eJEACJEACgUOAAjgebXnmasRQc8MyEZG3K03osR2BTGkizisWAMrlAw6cdy3xy5cv49NPP8Wo\nUaNci8jQJEACJEACfkeAAjgeTfbLNqB5RSBFsojImdMCW5UQNlz4I2C2mh/OFL2DawRx+CvDzrVr\n18aePXuwadMmiIb0mjVrEBYW5jA8PUmABEiABPyXQFL/Lbp3Sn5JKVptOgKEdIvMv1l54H+bgMbf\nAt1rAT+uA3rWBkrkigwTl6M7d+5g3759WuiK8L17966eC163bh2yZOEWS3FhyDAkQAIk4C8EKIBd\nbKm5ascjGXpOkyIyYmI1jjD3HUDmhU+EAu/Vj1TOigzl/GjhwoXWQKdOnUL58uW1QLZ68oAESIAE\nSCBgCFAAu9CUN9TyotVq16NJbziO5Mwgh+NY9CUBEiABEghGApwDdqHVF/wN1CkZoWz16NEj9O3b\nFyVKlECRIkUwfvx4a0q3b99Gp06dUKBAAVSsWFErVRUuXNh63TioVasWduzYYZxG+c2XLx+uXlXa\nXnQkQAIkQAIBSYA94FiaVQxrSI9XluM2UMPOC3cBY5S2s7ixY8fiwIED2LVrF27evImyZcuiatWq\nqFSpEgYMGKDnbI8ePQoZSq5fvz5efPFFZMuWLSIy/5MACZAACQQ9AQrgGG6BY8rIRtORwDv1IuZ1\ne/0M9HoRyJE+IkKPHj3wxhtvIEWKFEibNq02rHHv3j1Iz3jixIna+pUoUuXJkweHDqn9CulIgARI\ngARIwIYAh6BtYNgetlMjyt91UNrMdYDPXwEKZQeu3YkMIYI3Xbp02tKVDCU3aNBA23UW289p0qTB\nyJEjkTVrVm0FKyaLV5Gp8YgESIAESCDYCFAAx9DiGdUa3jolIi6u2A88+zRw6370wPfv30f+/Pn1\n2t3Dhw/j0qVLuHbtmu71njhxAtOmTcOHH37ItbzR0dGHBEiABIKaAAVwDM0va3gnrAUePQZk04Vk\nilSezNEDd+jQAXPmzEGVKlUwZswYZMiQQZuSHDhwoO4Bt2zZUu+GtGrVquiR6UMCJEACJBC0BCiA\nY2j6QS8D//0daK1sPO9XOxzdVdv2DmoWGXjGjBnYuXOn1UPW7P7777/ImTMnEquFwbZbCcpQtfSK\n6UiABEiABEjAIEABbJCw+82s7Dof+ybCUwxrfKc2WRCDG4YTgTp48GC9ZaBYrJo5cyaee+45pEyZ\nEi+//LJ1pyMZht6yZUuM+/4a6fGXBEiABEgguAjYiJTgqnhcavv3CSBfVqBDjcg9f414ogEtuxmV\nKVNGLz2qUaMG+vfvry+PGDECv/32G8qVK4dq1arpoemCBQsaUflLAiRAAiRAAuAypFhugpnKtGTr\nKo4DiPCVYWix3ywa0UmTRqIUYbtt2zaEhoYiU6ZMSJIkieNE6EsCJEACJBC0BCKlRtAicFxx2eP3\nttJ6fqaI4+uGryw5isnJMiQ6EiABEiABEnBEgEPQjqgoP9lYoU3V6EPPMQSnNwmQAAmQAAm4RIAC\n2AGuo5eAs0ppua6y+0xHAiRAAiRAAp4gQAHsgKr0fptXjKr17CAYvUiABEiABEgg3gQogO3QSc9X\n5n8blbW7wFMSIAESIAEScCMBCmA7mL8oq1fNKgApkkW98PDhQ73mN6ovz0iABEiABEggfgQogG24\nXbkNbDoCvKwEsK2TDRYKFSqEY8eOaW+x95w3b95ofz/88INtNB6TAAmQAAmQQIwEgn4Z0o/rgLnb\nlKnJsAiN53bVgLQpI3lNnz4dX375pd5e0PDNkiULNm7caJxi9+7d6Nq1Kxo3bmz14wEJkAAJkAAJ\nxEYgqAWwKFv9fRJY+D5wTwngcp8CF29E4goLC8PUqVP1loM1a9a0XhDDGrIDkrgHDx6gadOmmDRp\nku4RWwPxgARIgARIgARiIRDUAnjZXuAj1WlNpgxVzdkFvF0XWKm2HjRc8uTJsXLlSuPU4e+oUaO0\n4G3evLnD6/QkARIgARIgAUcEgnoOWIaaz10Hwh6qXrASwLL/76VbjjDF7Cf7/b7++usxB+AVEiAB\nEiABEnBAIKh7wD3rqF7vNKBWcSBjaqDpKGBKVweUYvCSud/z58+jWTObfQpjCEtvEiABEiABErAl\nYGoPePny5WjUqBHq1auHAwcO2JbDeizb98l2fma4krmA6T2A3/4GkiQC5vUC6peJe87z589HixYt\n9GYMcY/FkCRAAiRAAiQA83ZDunXrFgYMGIAVK1bg5MmT6N69O9avXx+lDf744w8MHDhQKzZFueDB\nk/1ngYbK6MbQVq5nsn//ftgqZ7meAmOQAAmQAAkEKwHTesDS461QoQIyZsyo98m9ceMGRMvY1t2+\nfRuLFy+29fL48dztQFu19Cg+7uDBgyhRQk0c05EACZAACZCAiwRMmwM+c+YMMmfObC2eCGLZLzdX\nLjUO/MS1atUKYnEqNnf16lW0bNkyWpCzZ8+iY8eO0fxj8xCjG6mSA2XzxhYq4poY37B3e/bssffi\nOQmQAAmQgJ8R2Lt3L5YsWYKQkJBoJZep02TJ7EwjRgsVPw/TBHCGDBkgPVzD3bt3D/HZL1eE+Jo1\na4xkrL/jxo1DtmzZrOdxOZijzE6+qrYcpCMBEiABEgheAmXKlEHZsmXRuXNnUyGYNgRdqlQp7Nq1\nS9tTluHnx48fQ9bZesvtPgXceQA8U8RbJWC+JEACJEACwUzANAGcI0cOtG/fHk2aNNFa0MOGDdPc\nRRlLtInNdrOl91vF7FyZHwmQAAmQAAlEEDBtCFqy69mzp7aZnDRpUiROHCH7J06cGKUt5JqMx3vS\nHVXTuWeuKsMbJT2ZC9MmARIgARIggZgJmNYDNoogw86G8DX8zP6drWxAt6ik1v6aXnuza8r8SIAE\nSCB+BB49eqSnCo3Y9ueGv/2vxWKJEs/+uqQTmxNFXNERcuacpeMsvi9cDzoRdO4asPt0xNpfX2gA\nloEESIAEfI3AqVOnUKtWLW2vQcr2559/6vMhQ4Y4LeqmTZvQoUMHh+FOnz6t0xEh7cj98ssvqF+/\nvjZw9N5778UoiI3yOUrDn/yCTgD/otb9Ni0PpPSMVrk/tT3LSgIkQAIxEpBd30Rg3rx5E9u3b0e6\ndOmsYa9duwYxnHT48GGr3/Xr17F69eoohpSkNysGl0Rg2jsx5Xv8+PEo3jNnzkT//v2xaNEibTPi\nn3/+gRhxkjTEloT82vZ8pRxiO0IUe/3RmToH7G1A1+6oL7lDwNRu3i4J8ycBEiAB3yYgU4WyPGfH\njh1aAJcrV04XWARijx49ULJkScyaNQvVq1fXG9K8+uqraNiwoV7tYtRMerFi6+Gnn35C27ZtUby4\nMrz/xElPOV++fChYsKDhpZV0P//8c/z+++948cUXtfGmY8eO4bPPPsMzzzwDEbjr1q2zLhf68ccf\nITYmpIc+dOhQazr+chBUPeB5qvdbVylepUnhL83DcpIACZCA9wiI9UIxRCGGiIoVK6YLIr1hWUb6\nf//3f+jXr58Wltu2bUOWLFnw/vvvQwwqiZM40stNnTo1xA7Exo0btb/xT5RyGzdW+8HaODGmJHuw\ny5pcUdCdMWOGvio96U8++QTvvvsuNmzYYJ1jfuedd3QaFy5csEnFfw6DRgDfvg8s2we8Utl/Gocl\nJQESIAFvEihfvrwWnCIQZUhanFgxlGFpMax07tw5ZM+eHTlz5tRDxXfv3sXly5d1uFSpUuk4tWvX\nRtOmTfXyU33hyT+xhCjpGO7+/ft6Ix6xavi62uK1dOnSerc547rsPHflyhVtwMlQ5JU8ZOWMfBD4\nowuaIWjZ77dGYSBb5DSGP7YXy0wCJEACphGQXq8IOekJG3OvIozr1q0LGXIW64NvvfUWihQpgipV\nqqB169YoUKCALp/MGb/55psYOXKkVqb64IMPopR71KhRKFq0KDp16qT9U6ZMibfffhtjxozBoEGD\n9NC1xJferwjcr7/+WveqxS9QXCKljeZYHc3PamiYopQbwN6FK633zpOA4W2A3Jnsr/KcBEiABEjA\nVQKymY69NUNHfoYANXqtcclHetIydC3uyJEjWht71apVCA8Pj5ZnXNJzFkZsQCdKlMg6t+wsvLuu\nB0UP+A9l16N4Tgpfd900TIcESIAE7IWvEHHkJ0PErjpD+Eo86UnLMLYISEfpu5q2L4UP+DngR2pq\nYN42brrgSzcdy0ICJEACcSUgZow//fTTuAb3q3ABL4DXHQRyZIjoAftVy7CwJEACJEACAU0g4AXw\nL1uBttUCug1ZORIgARIgAT8kENACeOsxKO05oEJ+P2wZFpkESICEAYlvAAATv0lEQVQETCBgb7tZ\nlvQEiG6uCfQSlkVAC+A5qvf7atWEAWJsEiABEghkAkuXLtVrdMXspLi+fftqU5DurrNoQ48ePRp3\n7iiThDG4H374Ac2bN8fw4cOty56MoPbX9u/fj0aNGum/mGxPG3F99TdgBfD+s8BV1c7PP+2r6Fku\nEiABEvANArK859tvv41SGDG0sWLFCu0nRjA2b96sj8Xm89q1ayGGNMQEpDiJL35ik1niPHjwQK/f\ntbUDLRa05s6dq9OxTVsnoP6JXelff/0V06dPx9atW635yXVH1w4ePKiNdYhgljXC/ugCVgDPfaL5\nLEPQdCRAAiRAAjETKFSokF5vu3LlSmsgsWj13//+V5/v2bMHkydP1oK1TZs22t7zgAEDIPYXxIlJ\nSulJixCXHZOklyt2oMX85ODBg/+/vbMBiqpq4/ijKQz4wUckvgOalVqJ4uc7oplDScGYIpI4TemU\nHxPmlH2M9jVlX2ZqlGYiNUw5JqNT9GGBmWZp5pQ6ClRahopQKGmYhYJp5b77f5y7LcsusW8uu/fu\n/8wsu/fcc+8953eW+9/nnHOfR0XZ8JBVWVmpQg0xdk5VVVXq5apDhw4SFxfXKICDu314PrisrEzd\nUxo/DpzPZ4bPlpSnqlqRfTXn/T6boRNYRxIgARLwJ4HOnTs7vFDBOnVNhqtHWLFRUVEqruPGjdO5\nYgRnKCkpEXi6MrxUQWxd/UBfc801elp40ILAvvrqq40ug3lnPOtrJOd5aHf7MjMzJS8vTxYsWCCw\nguHK0mzJkgJcaLd+MwaLtD/vutRsfcL6kgAJkECrE0hLS5Nu3bpp2D9cvH379joPe/r0aYd/Z4gv\n/DEjKpERihCuKuFG8uDBg1Jebg83Z0/Yhu9oZz/QhrhCTDFk7RqiEFGTMKyN4WsMecfHx+s2hrXd\n7YPoQ+jhnMP4gaAXN9EfywnwMbtv7x321c+I+ctEAiRAAiTQcgKwYg3PVV27dpVevXppYITS0lI9\nCcIJItoRfDZDGCGyKI/jli5dKkY5WNSGH2hYpxBkeLSKjo6WWbNmaZxhwwe0UbuEhARJTU0VDHHD\nRzTCD+bm5uq8sbt9CGX4wgsvqN9oLBzDNcyWLOcL+nhMloS1t/t+HmG2rmB9SYAESCDwCMAiDQ09\nH8MVFirCBKanp+v8LuZhc3JyNOACIidBkDEHjBCG8P3s6gca27BWm3MpiTLGjwBXGq77YE0jSISn\n8q7He9qmL2hPZLzIbzgrsmmvSP4ULw5iURIgARIgAY8EDPFFgZiYGIEVXFBQoCKKSEhIw4YN04VW\nmA9GJCMj8IKrMLpu68Euf5or47oPw9queS6nC+hN771kB3BzdtmHnkcmiUR1COBKsmokQAIkYGIC\nWPyEl3NKSkoSvJi8I2CpOeDdVSJZ//UOAEuTAAmQAAmQgD8IWEaA7dMK0q+byH8i/YGR1yQBEiAB\nEiAB7whYRoDhcCOlj3eNZ2kSIAESIAES8BcBywiwvwDyuiRAAiRAAqIrnvHMsJGwQtl4PhcrlZGw\njfwLmbAyGi8zJgqwGXuNdSYBEiCBACJQWFioz/COHz9evWRBiIuKihzP/CYnJ6vwPvPMM/L66697\nrLlrwAXngu+//74+Izx9+nSpq7M7fLCns2fPytSpU9V/tHNZs3ymAJulp1hPEiABEghQAmvWrJGH\nH35YoyhFRkbKt99+K4mJiSqY7qrsbTAGeM2Cn+mXX35ZxowZo56ycF74pzaiOLm7TqDnUYADvYdY\nPxIgARIIcAIQRVi3999/vwwaNEgGDhwoCODw5ptvuq05vGh5E4wBbi4RpAFRjyDucE35zTffaNSk\nkSNHur2GGTIpwGboJdaRBEiABAKYwOTJk2XFihVq9cJT1urVq5utrbfBGDCH3NDQIA899JAOP3/0\n0UcaqWns2LEaeenYsWO6v9mLBuBOCnAAdgqrRAIkQAJmIYAoRIiMdPjwYfUb3bdvX8cQsac2eBuM\n4dJLL9U5ZLi6hE9pzAHjHSEQv/vuO/niiy/kyJEjni4XsPkU4IDtGlaMBEiABAKfAIIgIDjDsmXL\n5IYbbtAoR1lZWc1WHPO23gRjQFAIWNlTpkzROV8Ifn5+vr7gBjMjI0N69uzZ7DUDcaflgjH8U8cH\nYiewTiRAAiRgBQIYJg4PD/9XTXENuOB8MljOCJN4oZO/gjHQAr7QPcnzkQAJkECQEvi34gtszQVX\n8IX4+rOrKMD+pM9rkwAJkAAJBC0BCnDQdj0bTgIkQAIk4E8CFGB/0ue1SYAESIAEgpaApeIBB20v\nsuEkQAIkcIEJOPttxuM/rZ3gM7pNmzatfdlWvR4t4FbFzYuRAAmQgDkIzJ8/X+DDGa8bb7xR5s6d\n22pBD+BBa8KECTJt2jR9rAkro5966ilJT0+XvLw8Deqwf/9+yc7O1mePS0tLzQHVpZYUYBcg3CQB\nEiABEjhPAMEVtm7dKnhMZ/PmzQKXkHjU6LPPPpN169ZJbW2tFsT2r7/+Kps2bZJDhw5pHh4Z2rJl\ni8Dt5McffyxnzpzRfLiodBZMnBfHOqdVq1bJwoULJSEhQTZu3Cg7duyQ6upqDbpQXFysjjcQ1GHo\n0KEq1Lm5uc6Hm+Yzh6BN01WsKAmQAAm0LoHy8nKBGMLLFIIswCMVtuFIA0PUEOHly5droISrrrpK\ny+Tk5MiHH34oDz74oISEhKhwf/rpp4JoRgUFBVJSUiJRUVEq1nPmzNH8bt266bFG62Dpzps3T4UZ\nQRhqamrUE1ZoaKjA8UdFRYVUVVXJ9ddfL7GxsfrZONZM77SAzdRbrCsJkAAJtCIBiOyBAwdURGFl\nQvxGjx4tEMyjR4/qy6gOvFNhyLi+vl7gmxlCO3v2bJkxY4YWwZwuLOGIiAjp2LGjbNu2TfOXLFnS\nyIsV/D5/8sknkpaWpvmwqmHp9ujRQ2bOnOmYF8b52rY9L2EXOsaw0SZfv1OAfU2Y5ycBEiABkxKA\nVfv000/LgAED1CLFXCys1s6dO8ukSZMatSosLMzhpQpCjReGrGFFGwnCizCFEFe4loTAY2jZGJ5G\nOcQSxtB2SkqKRlWCtX38+HGBj2nM/6IOl19+uSCgAyxzWMfx8fHGJUz1TgE2VXexsiRAAiTQ+gQQ\nhQjBFt566y0ZMmSIvPfeezp0jPnds2fPNqkQVk3D+l26dKljvhfW6vTp09WaXrBggc4lIw8LqVxF\nGuKOshjihnthDFkXFRXp5+uuu06GDx+ui68wtL1y5Uq58847m9TBDBn0BW2GXmIdSYAESCCACMBi\nxXxsc2nx4sVqOUOMYUVjMZUxZNwSn84QdswhOyfXPAw9Y8i6OfeVzsd7+uwvX9BchOWpR5hPAiRA\nAiTglsA/iS8OQpQizPmePHlSH2EyxBf7WuLT2VV8cZxrHp4T/rfii/P6K1GA/UWe1yUBEiABCxNI\nSkoSvJg8E+AcsGc23EMCJEACJEACPiNAAfYZWp6YBEiABEiABDwToAB7ZsM9JEACJEACJOAzAqZb\nBf3LL7/IzTff3AQInjeDOzPOOTRBExQZe/bs0ecEg6KxbGQjAlgZW1lZKb17926Uz43gIIBngfHM\ncXR09P/d4O3bt+v3p1OnTk3OgdXbLVk01uTAFmSYToA9tQnPm3Xv3l0yMjI8FWG+hQng2UD4lGUK\nPgK4AcPtIdwcMgUfAXjSgmMOuK80W+IQtNl6jPUlARIgARKwBAEKsCW6kY0gARIgARIwGwEKsNl6\njPUlARIgARKwBAEKsCW6kY0gARIgARIwGwHLeMJCtA447GYKTgKZmZnB2XC2WkPbpaamkkSQEsC9\nPyYmxpStt8wqaFPSZ6VJgARIgASClgCHoIO269lwEiABEiABfxKgAPuTPq9NAiRAAiQQtAQowEHb\n9Ww4CZAACZCAPwlQgP1Jn9cmARIgARIIWgIU4KDtevM1fMOGDRrkG4G+8YILQvgBzs7OlpEjR8qT\nTz7paBT8t44ePVpSUlJk3759jnx+MB8B9DFWOZ84cUIr702fV1RUqO/45ORkeffdd83XeNZY/XyP\nGzfOQcJS9wEbEwmYhMAjjzxiW7t2re3333/XF6r93HPP2RYvXmyz35Rtt9xyi80uvLa6ujrbkCFD\nbPYbtq2srMx27bXXmqSFrKYrgfLycpv9x5XN/oihrba2Vnd70+dpaWm2kpISPXbgwIH6nXC9BrcD\nl8D69ettgwcPtvXt29dRSSvdB2gBO35X8UOgEygtLVUraPny5Rr5CvX9/PPPZeLEiRqtJCsrSwMy\nwOK132wlMjJS+vfvL7/99ptayoHePtavKYGffvpJXnnlFenTp49jpzd9XlNTo9+Fiy++WEaMGCE7\nd+50nIcfAp/AqVOnZN26dY0qaqX7AAW4UddyI5AJXHTRRWL/GSyxsbF6M8U/Z3V1tSMMGRyx2K2k\nRnloD4QY+UzmI2AfvZCrr766UcVb2ucHDhzQMHXGwcb3w9jme+ATmDBhguDHk3Oy0n3AMp6wnDuI\nn61JoLi42NEw+7CiFBUVSUREhECIEQ+0vr5eunTp4sgzCp8+fdq0nnKMNvD9bwIt7fMePXpIQ0OD\n40Dj++HI4AdTErDSfYAWsCm/gsFX6XPnzumiKuOG+v3330u/fv10eHHHjh0K5Msvv5TExERJSEgQ\n+9yvWssYfsaxISEhwQfNoi3G9EJL+jw8PFzCwsLk+PHj+l3YvXt3E2vaoogs2yyr3QdoAVv2q2qt\nhrVt21bsi6x0Rat9EZZceeWVYl+YIXPmzJF7771XcnNzBTfcefPmSZs2beS2226TMWPGyLFjx2Th\nwoXWghHkrfGmzxctWqTfBXxnsCo+Li4uyOmZu/lWuw/QF7S5v49BV3v8AsaQcocOHRq1HXmwdpwT\nHldp166d4J+WyXoEvOlzCDCmKZisQcAq9wEKsDW+j2wFCZAACZCAyQjQNDBZh7G6JEACJEAC1iBA\nAbZGP7IVJEACJEACJiNAATZZh7G6JEACJEAC1iBAAbZGP7IVJEACJEACJiNAATZZh7G6JEACJEAC\n1iBAAbZGP7IVJEACJEACJiNAATZZh7G6JEACJEAC1iBAAbZGP7IVJEACJEACJiNAATZZh7G6JEAC\nJEAC1iBAAbZGP7IVFiEwatQo9WUNf9ahoaHSvXt3mTt3rpw5c0ZbiIAC8IPdXEIMXcRMZiIBEghs\nAhTgwO4f1i4ICSAA/Z9//qlRfD744APZsmWLZGdnKwnExl27dm2zVDZv3izr169vtgx3kgAJ+J8A\nBdj/fcAakEAjAggegaDjHTt2lAEDBshrr70mK1eulJqaGjl06JA88MADWn7//v2SlJSk5QYPHizb\nt2+XI0eOyOzZs1W0J0+erOXeeOMN6dOnj6Pcrl27ND8nJ0defPFFSU5OlsjISLn11ls10AV2Iozj\nxIkTNb7y2LFj5auvvtJjamtrJTMzU8v3799ftm3bpvn8QwIk4D0BCrD3zHgECbQqgZ49e0qnTp2k\nvLxcENWnoqJCr//oo4/KTTfdJEePHpVJkybJXXfdJV27dpUnnnhChg8fLsuWLZODBw/KzJkzVcAr\nKytV0B977DE9HqEa58+fr4KNoe2dO3dKYWGh7ps6dapGkiotLZWUlBS5++67NX/atGkaiWrv3r2a\nd8cdd2g+/5AACXhPgPGAvWfGI0igVQlgPhjCisDysIqNhHwI4Y8//qgxkWfMmKGhFyHWISEhEhER\noYHoYaXCkkb4PljKhgWM82RkZGjcZHxOTU0ViPQff/whRUVFUlZWpvFz77nnHrnsssvk559/luLi\nYoHlfckll8jtt98uBQUFsmfPHo3NjHMwkQAJtJwALeCWs2JJEvAbgerq6ibB5J9//nkVxYSEBBk0\naJDbeV8MLW/YsEEFOD4+XlasWCF//fWXox0QdiMhxjLEFxY2YudivhkJQ+Lp6ely+PBhFXSIeUxM\njL5gIWOOmokESMB7AhRg75nxCBJoVQJbt25VEcQ8rnOCFbpx40b54YcfdF42KytLTpw44VxEVq9e\nLfn5+ZKXl6dD1RiettlsjjKwol0TRPvkyZOCIWojvf3227oqu127dlJVVSV1dXX6wry0MTxtlOU7\nCZBAywhQgFvGiaVIoNUInDt3Tq3UU6dO6cIqzOFiFTSGlp3T+PHjdQg4Li5OZs2apQIJCzY8PFzq\n6+u1KBZlJSYmyrBhw3ROd82aNWrlOp/H9XNsbKxav++8847uKikpkccff1x69eqlQ9FYFIYEsb/i\niisE+5lIgAS8J0AB9p4ZjyABnxLAXC4szejoaF2ZjHnaRYsWNbnms88+Ky+99JIOP2O4GIurunTp\nIlid/PXXX+tCLCzOwhzx0KFDdf63d+/eupoa88HNJQxVY4gb58XCqyVLlmidVq1aJXhMCueBqN93\n3316/ebOxX0kQALuCbSxD0f9PR7lvgxzSYAEApgALFFYxxBtI8GKhvOOsLAwzcICrqioKB3KNsq0\n5B2PHWG+1zVhQRby3Q1hu5blNgmQgHsCFGD3XJhLAiRAAiRAAj4lwCFon+LlyUmABEiABEjAPQEK\nsHsuzCUBEiABEiABnxKgAPsUL09OAiRAAiRAAu4JUIDdc2EuCZAACZAACfiUAAXYp3h5chIgARIg\nARJwT4AC7J4Lc0mABEiABEjApwQowD7Fy5OTAAmQAAmQgHsCFGD3XJhLAiRAAiRAAj4lQAH2KV6e\nnARIgARIgATcE6AAu+fCXBIgARIgARLwKYH/AcMHn3u0ZOMMAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### cr\u00e9ation d'une grille d'interpolation"
]
},
{
"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) )"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\n",
"coordinates(grd) = ~ x+y\n",
"gridded(grd) = TRUE"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\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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nQo8aA9SuCX/VsiIdEajXrs19YNhjj2S6LHGd0DjeqdPgjXgemD0HwVnnwn//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\nBwmQAAmQgFME/h/3APPq+nV9FwAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 11
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Krigeage avec [automap](http://cran.r-project.org/web/packages/automap/index.html)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\n",
"kriging_result = autoKrige(z~1, df, grd)\n",
"kriging_result['var_model']"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"text": [
"[using ordinary kriging]\n",
"$var_model\n",
" model psill range kappa\n",
"1 Nug 0.0000 0.000 0.0\n",
"2 Ste 899.7016 534.094 1.5\n",
"\n"
]
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\n",
"plot(kriging_result)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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3b94s9eunrrkNT1hYt7hly5bec7hBAiSQsQRSchSQbt26pRGcJUuWPCVTf57s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\nCSgBJaAElEDECfw/K0pfsNJg0BgAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\n",
"automapPlot(kriging_result$krige_output, \"var1.pred\", sp.layout = list(\"sp.points\", df))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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eVOuBHXmn9w91lSgPgaQUiMsA3lteLIe+LJA/na8ed8aAAAJDKaBeFVk/fIpd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\n/x9/1GuUlV5lSQAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### nouvelle grille au krigeage (espacement des points diff\u00e9rent)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\n",
"grd = expand.grid(x=seq(from=x.range[1], to=x.range[2], by=50), y=seq(from=y.range[1], to=y.range[2], by=50)) \n",
"coordinates(grd) = ~ x+y\n",
"gridded(grd) = TRUE"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\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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cVIrOxRdQpFnTwi+sCHKUAFwEIEsRqUHAnTSF1LLlFH1siC4Az+EiN1xHTp2T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dZGLw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\nCwSJKwAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\n",
"kriging_result = autoKrige(z~1, df, grd)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"text": [
"[using ordinary kriging]\n"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\n",
"plot(kriging_result)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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QAPuiw3skQAIkQAIkECECAQ9BRygfjJYESIAESIAEQiawu2BRmV+6dkjxHN+z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\nAAAASUVORK5CYII=\n"
}
],
"prompt_number": 18
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Exportation des r\u00e9sultats"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\n",
"library(rgdal)\n",
"kriging.pred <- kriging_result$krige_output\n",
"writeGDAL(kriging.pred[\"var1.pred\"], \"Krigpt3Pred.asc\")\n",
"writeGDAL(kriging.pred[\"var1.var\"], \"Krigpt3DVar.asc\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"text": [
"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": 19
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## avec QGIS\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Autres tentatives en changeant l'espacement de la grille (pour visualiser son effet)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\n",
"grd = expand.grid(x=seq(from=x.range[1], to=x.range[2], by=10), y=seq(from=y.range[1], to=y.range[2], by=10) )"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\n",
"coordinates(grd) = ~ x+y\n",
"gridded(grd) = TRUE"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\n",
"kriging_result = autoKrige(z~1, df, grd)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"text": [
"[using ordinary kriging]\n"
]
}
],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\n",
"plot(kriging_result)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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YtoCuKnQtb9y4kTC5o0uXLnTFFVfo8aQNap9bdviIoaTDcvtUc585aio9O75e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\nRK5CYII=\n"
}
],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\n",
"plot(kriging_result, sp.layout = list(pts = list(\"sp.points\", df)))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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iHMF/e/RtBHL+2muv0b333kscYtWj+vr16+nXv/413XHHHR7pxouIM2DMoH3B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\nrkJggg==\n"
}
],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R \n",
"library(rgdal)\n",
"kriging.pred <- kriging_result$krige_output\n",
"writeGDAL(kriging.pred[\"var1.pred\"], \"Krigpt3Pred2.asc\")\n",
"writeGDAL(kriging.pred[\"var1.var\"], \"Krigpt3DVar2.asc\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 25
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## avec QGIS\n",
""
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\n",
"grd = expand.grid(x=seq(from=x.range[1], to=x.range[2], by=5), y=seq(from=y.range[1], to=y.range[2], by=5))\n",
"coordinates(grd) = ~ x+y\n",
"gridded(grd) = TRUE\n",
"kriging_result = autoKrige(z~1, df, grd)\n",
"plot(kriging_result)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"text": [
"[using ordinary kriging]\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Ju25H7Qgf9Ojdu3dYtOXC0MH+3//+R9jX/bXXXqMFCxbQnnvuSX369FkuLjwa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\nhbKC4d3gNS414qX9vP/MvIALFgu++OKLep5XdQj02gQ1elVe4Ib0XF8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0aD33iyHpt956\nS8d944039NdM9IX8EwQEAUFAEMgEgflqJm/EB0RnP0R0gtr4YPIMtemBGl6+87ilX51qLOSbCZgB\nmWRmAa+xxhrUuXNnwgvSn332GZ155pn6u5yXX345DRo0iObPn6+/XAJSxqroU045hW688UZaccUV\naejQoQHqi7cgIAgIAoJAUgio5Tn0rtrQAJbuKPXNig1XU9v7/YJo8zWJmjdNKheRwwhkRsDI8Jpr\nrtFE26xZM8IPDpsj4wcC5g9jr7baanp+GAus8P1OcYKAICAICALpIYCND15Q87qY2+2mvtK4Y5Uu\npkoPoXQkZ0rAKAKTrLc4fv5Cvl6U5FoQEAQEgWQQmKGW37ygvkoFa3fOAqIB6rWhqw5RBNwxGfki\nJRqBzAk4WiWJIQgIAoKAIJAGAnhf940v1NyuIt2PJxNtvdbSed0NUvocZBplaEwyhYAbU21KWQQB\nQUAQ8EFg3HdEz6gFVXhfF/vp7qSGmM/dRz6S4QNVpl5CwJnCLZkJAoKAIJANAlPVq0PY+ADEC4cv\nU+F93ZXaLL2W//kjkNlrSPkXVTQQBAQBQaC6EcCXmnr27Kk/GsElwTcVttxyS+rVqxcNOuxweu79\n+XT+o0S/U68OPfTka/TsNbvTS5esTa/96yTq2EqNQYsrDAJCwIWpClFEEBAEBIFlCOCLU/iZ7rTT\nTqMZM9QLuT87fF8Bm9hc/veHaMjtX9DbLU+hC28fRTuqD2X8foPX6KOHT6B3nr+H3n//fcJnf++7\n7z5OKscCICBD0AWoBFFBEBAEBAFGAO/iXqw2jftUzdvOVV+dwgrlx09VC6eeflxH6dNHsatys+YT\nvT+9F+150QT65+gVaEBfov6le2jlOrxGtC0NGnqTJmd8/hcfPnroIfVFDXGFQkAIuFDVIcoIAoJA\nrSMwVPHs4hLRv3+3FIlThhFdeN9Ueubq8+mFF16g7X99Kt3/0Rr0d/VpyK1619Epu69AreaPowsu\nuIDGjBlDzzzzjE44ceJEbfXi40b4Fv/AgQNp2LBhqX3XuNbrLU75ZQg6DmqSRhAQBASBlBDA60HH\nbb9M+OUHEd1x7Zm0/VG30akPdaTpnX9Fa3SYRXerT0L+aQ+iX/QgvYtPt27d9O5wL730kk78ww8/\n0N133613oMMGOB9++CFhAxtxxUFACLg4dSGaCAKCgCBAK6ldhd6dSIR3dvHa0L4Xj6M53Q+lJi3b\n0e5d36A2H51NLX54jmZM+aaM1mabbUZXXXUV3XLLLXTGGWfob+tjGz185rdfv36EYWtsNCDD0GXI\nCnEiQ9CFqAZRQhAQBASBpQgcugXRLlcS9VUfx8CGB+M+/pC6fnoBPfvlEoL9iqFlfCcfFu8GG2yg\nF1gddthhOjHIFsPN06dPJ3zSF9/fZ9e2bVvtz9dyzB8BsYDzrwPRQBAQBGocgQVq5yF8EnLI/UQ3\nPE90pfok5L4bL/0m83M3/pq++PR9vY86hpI33HBDvQ/6oYceqgkWq6CxoxzcHXfcoXeUw37q2Jb1\nnnvu0bvPLViwgLCv7XbbbVfjSBer+NYWcH19vV7+3qFDh/JGCsUqimgjCAgCgkB1IfDFD0s/lIEP\nZuBzkAdsplYyr0HUxNI0wgKr/2/vPMCcqL42/gIqXTqI9N6b0kGkFxEQpUkTQYr4p4M06QgCikgR\nPqSIIoKKIEUB6SBVutLLSi+KUhaQ4n73PXHiEJLNLmQ3ye45z5PNZGZyZ+aXbM7ce895D4Ov6Fjj\nmjflyZMH8+YZL26sYcOGWL9+PXLnzi1D0mXKlJGo6OAiFLPPNo6pw2vi7TxbSEiIlANctGgROnXq\nJMMbHNro06eP5zf5eQvv/CZMmIC0adP6+Uz08EpACSiB+wmwzq6lUPVnKFCrsCmEYFKIHkWhij/j\n165dA+d9Xe3GjRu4d+8eOASt5p7Ap59+ijhx4sg8ufs9omat1x5w69atUbVqVQwdOhSXLl2SCf4X\nX3xRQtp5Z6WmBJSAElAC3gkcvQB8v9cRWFU4E/BaOaBYFu/vi8gedB7unC/fy5rqaoFJIFwHzLsq\nhq4zr4z5Y7TMmTPL3ALz0dQBB+aHqmelBJRAYBC4aYQ01h8CluxxCGpULwj8XysgReLAOD89C/8S\nCNcB864qSZIk2Ldvn/Ms/zEyLUuWLAnoIWjnyeqCElACSsAPBDi3+4Pp7a41YhlFTZ5uq/LAs1n9\ncCJ6yIAmEK4D5pmPHj1aJvizZcsmCirMM8ufPz84DK2mBJSAElACDgJ3TN7uWhNM9YPpr/x+zTG3\nO/V1IKX2dvUr4oGAVwf8yiuvSK7Z0qVLcefOHZn7zZUrl4fmvK9mD5qSaO+++y4KFCiA48ePo1ev\nXhJGz3B6brt9+7YEfB04cACVK1fG4MGDvTeseygBJaAE/EDg1GVgqRliZmBV3vRA09KO3q4ZQFRT\nAuES8OqAWf5q1qxZGDZsGOLFi4f27dujTZs2KFmyZLgNe9pItZYtW7aAeWm0t956CyNGjJC55WrV\nqonDnTJliuSyTZw4ES1btsSPP/4IblNTAkpACQQCgXumYMJPR8zc7m7grClOxLndiS2ANBpoHAgf\nT9Ccg1cH3K5dO0n2Zs+VDpg9Uqb57NixA0z2joxRKHz//v2oUqWK820skVWsmMk4N1a+fHls27YN\nGzZskETzxx9/XHLZ1qxZ49YBr1q1CnPmzHG2ZS1s377dWtRnJaAElIDPCFwyQ8uc2+UjWxqgjvnp\nKpcz4nm7PjsRbcinBI4cOSJ+h3nTrsZp18ce8+oqXd8WoddeW926dasMEzMgi0bnSyfKvOBWrVrJ\nuoj8uXXrlgRusR4le700yqUlSJDA+fYUKVLg999/x+nTp53O3Vrn3Mm2UKJECWTPnt22xrFIKTY1\nJaAElICvCOwIARbtcpQIrJLfoVSVIYWvWtd2/E0gU6ZMqFu3Ljjl6mrseEaVeXXAjIJmj9I+5Lxu\n3ToUKVIkUufEYWY6U6YzHT58GF999RV69+4NJolbFhoaKuIZyZIlk/qVdM7WOmsf+zPz3tzlviVO\nrFEPdk66rASUQOQJXL1pavAaecjFxvE+mRB4sSjQvw7whNdfzcgfS9/hXwL0NQkTJgSDjaPTvH6V\nhg8fLkIczzzzDHiXwFJX+fLlk7uFyJxorVq1pCIH3/PEE0+IKgufedHUMeVwNoe1u3XrJkPS7HnX\nrl0bmzdvjrSzj8x56b5KQAkoATuBw+eNYIYJqtpg5njLm3jTfsbp5n7KvocuKwHfEPDqgOvVq4ef\nf/5ZxsfZG2UwVtasWSN9dOqQ8kFjRDUdMnuqTHNiySwOUb/wwgugtimjort06SIVP6jiwpsANSWg\nBJRAVBGwUoiWmrndv4w8ZN1ngE9NTd6k/82QRdWhtd1YTMCrFnR0saEDts8H87g3b96UHnJkz0G1\noCNLTPdXArGTwIWrpkNgIpk51JzL9HLrmmHm4tE7Chk7wQfYVQesFvTGjRsxYMAAnD9/HoyEtuyj\njz5CzZo1rZeP/OzqfNkgh6fVlIASUAK+JsCC99+Zud2D5wAGVY1rCqRL5uujaHtKIHwCXoegGenM\nvN+KFSveF4qdM2fO8FvWrUpACSiBACJww+gys+Yuo5kTPmGCqoqY+V0j6KdBVQH0IcWyUwnXAbMY\nA4U4WHrQSkOKZXz0cpWAEghyAlSqotOlUlVJk7XYrQZQIEOQX5SefowgEK4DptOtUaMGZsyYgRYt\nWkj0coy4ar0IJaAEYjyBzUdNCpGZ3z1xyZFCpLrMMf4jD7oLDNcB82pY5PmNN95A165dJULZusJx\n48b5dA7YaleflYASUAIPSyDUKNxSpYrazMkTAfVMNPNzpmx5vLgP26K+TwlEHQGvDnjIkCHo37//\nA2egc8APINEVSkAJ+InAb787ervrDgGlzDAzBTNypvPTyehhlUAECXh1wJ4Ur5g2pKYElIAS8CcB\na5iZDphKVdNaA8k0ecKfH4keOxIEvDpgFjxgL5i6zQzKunfvHi5fvoyPP/7YrW5mJI6tuyoBJaAE\nIk2A0czLTM1dViKis9Vh5kgj1DcECAGvMyNvvvkmqlevjkKFCqFp06bgayph1a9fP0AuQU9DCSiB\n2EDg7J9A2/d3IUfLDejQ631cXtsT7750AxXzOuZ4qZhXuHBhUDaXMSqWHTt2DG3bthWd30qVKmHX\nLhMSraYEAoBAuA6YPd4rV67IHDCjoW/fvo3OnTtLOcFly5YFwOnrKSgBJRBTCdy+CwxfZMr9DQcy\ndweaTQzFt1/NwrJBWXB2RVckxQUMHTpULp81w7/99lts2rQJLF/KETrWHaf16NFD6o2z5NzIkSNF\nY55V19SUgL8JhOuAmYZEvWY6Yc4FUxWLxsIJJ0+e9Pe56/GVgBKIoQT+vgNUfA+YuxUokhkYWA84\ncCkRFk5/B0XyZRZRINYLp1wt7eLFi4gfPz5YvY3V1Kghf/bsWZkuW7FihWRxsKZr6dKlpajMypUr\nYyg5vaxgIuB1DrhDhw4yrHP8+HGEhIRIPeDVq1c77y6D6WL1XJWAEghsAix4z7ndhTtNvXBTFOEr\nUzq8UEbHOWdIEQebT6VGuviHMWjQIOzevRvLly+XjZwS+/rrr8EhZsapMEuDxV1YcY0lS1ljnFXc\nuO3o0aM4d85oUKopAT8TCLcHzHN7++23sWTJErnjZEAW54IXL16MHDly+PnU9fBKQAnEFAIHzgLv\nLQU6fgbcM5LzIxsAedL/53x5nXTONKrzPf3009L7ZXlUGjsHJ06ckKHm9OnTy2vq18eNG1fiVdq3\nby+/W+3atRNVv6gssi4npH+UQAQIuK2GxFq8/MLyDvP55593e7c4fvz4gBXi0GpIEfjkdRc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37S83Ud1ra3722ZQ+nUtnA3jM1hb/qiqLA45m7CEVvuoXVeFKH4SoaSAF999VWZM2B0HIe2GclJ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\n"
}
],
"prompt_number": 26
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R \n",
"library(rgdal)\n",
"kriging.pred <- kriging_result$krige_output\n",
"writeGDAL(kriging.pred[\"var1.pred\"], \"Krigpt3Pred3.asc\")\n",
"writeGDAL(kriging.pred[\"var1.var\"], \"Krigpt3DVar3.asc\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 27
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## avec QGIS\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Retour \u00e0 Python et visualisation 3D de la surface obtenue avec le module [Mayavi](http://docs.enthought.com/mayavi/mayavi/)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from osgeo import gdal\n",
"ds = gdal.Open('/Users/martinlaloux/Krigpt3Pred3.asc')\n",
"donnees = ds.ReadAsArray() "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from mayavi import mlab "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 29
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"mlab.figure(size=(400, 480), bgcolor=(0.16, 0.28, 0.46))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 30,
"text": [
""
]
}
],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = mlab.surf(donnees, warp_scale=0.5) \n",
"mlab.savefig(filename='test.png')\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 31
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## avec Mayavi\n",
""
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 32
}
],
"metadata": {}
}
]
}