{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Read Cloud Optimized Geotiffs\n", "\n", "The following materials are based on [this tutorial](https://geohackweek.github.io/raster/04-workingwithrasters/). Read more from that tutorial until this one get's better updated.\n", "\n", "- Let's read a Landsat TIF profile from AWS cloud storage:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'driver': 'GTiff', 'dtype': 'uint16', 'nodata': None, 'width': 7821, 'height': 7951, 'count': 1, 'crs': CRS({'init': 'epsg:32611'}), 'transform': Affine(30.0, 0.0, 204285.0,\n", " 0.0, -30.0, 4268115.0), 'blockxsize': 512, 'blockysize': 512, 'tiled': True, 'compress': 'deflate', 'interleave': 'band'}\n" ] } ], "source": [ "import rasterio\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Specify the path for Landsat TIF on AWS\n", "fp = 'http://landsat-pds.s3.amazonaws.com/c1/L8/042/034/LC08_L1TP_042034_20170616_20170629_01_T1/LC08_L1TP_042034_20170616_20170629_01_T1_B4.TIF'\n", "\n", "# See the profile\n", "with rasterio.open(fp) as src:\n", " print(src.profile)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Let's plot a low resolution overview:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Decimation factor= 81\n", "array type: \n", "[[0 0 0 ..., 0 0 0]\n", " [0 0 0 ..., 0 0 0]\n", " [0 0 0 ..., 0 0 0]\n", " ..., \n", " [0 0 0 ..., 0 0 0]\n", " [0 0 0 ..., 0 0 0]\n", " [0 0 0 ..., 0 0 0]]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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yNiwac2Tmu5BZmQQAcPli7XehkWuX4O+ZFn+qTGzA/vU5w2xanKwl2lrKXa6i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\n8JvAk8DdWIox5FON7wZuEZEOEbkYW3j5RRiCD4nIWhER4A85i/RkH1Y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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "# Open the COG\n", "with rasterio.open(fp) as src:\n", " # List of overviews from biggest to smallest\n", " oviews = src.overviews(1) \n", " \n", " # Retrieve the smallest thumbnail\n", " oview = oviews[-1] \n", " print('Decimation factor= {}'.format(oview))\n", " # NOTE this is using a 'decimated read' (http://rasterio.readthedocs.io/en/latest/topics/resampling.html)\n", " thumbnail = src.read(1, out_shape=(1, int(src.height // oview), int(src.width // oview)))\n", "\n", "print('array type: ',type(thumbnail))\n", "print(thumbnail)\n", "\n", "plt.imshow(thumbnail)\n", "plt.colorbar()\n", "plt.title('Overview - Band 4 {}'.format(thumbnail.shape))\n", "plt.xlabel('Column #')\n", "plt.ylabel('Row #')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Let's fix the NoData values to be `NaN` instead of 0:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Decimation factor= 81\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JiN4A4KMArp9pUPPJHF8C4E0AXkFED+rrVyEPxSuJaBuAV+r3iIiIRYiK5lcf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\nsSsnQJH62wjruaQZo/NcBsICafFdL9qQtI0m9mkpfZnGQX2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Open the file\n", "with rasterio.open(fp) as src:\n", " # Access the overviews\n", " oviews = src.overviews(1)\n", " oview = oviews[-1]\n", " \n", " print('Decimation factor= {}'.format(oview))\n", " \n", " # Read the thumbnail\n", " thumbnail = src.read(1, out_shape=(1, int(src.height // oview), int(src.width // oview)))\n", " \n", " # Convert the values into float\n", " thumbnail = thumbnail.astype('f4')\n", " \n", " # Convert 0 values to NaNs\n", " thumbnail[thumbnail==0] = np.nan\n", "\n", "plt.imshow(thumbnail)\n", "plt.colorbar()\n", "plt.title('Overview - Band 4 {}'.format(thumbnail.shape))\n", "plt.xlabel('Column #')\n", "plt.ylabel('Row #')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Let's take a subset from high resolution image:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hxNJt/GrhXDxdJjNPX83aX0zEXQpGRrFnroG/HcyMomiLm74JNsVL/AxMdOEu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\nINhjMeLyrSzbOAxjeIKLm9b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XpesVRsLQ59UMh8zOImyvjasyyeDaMkaOaGfJzibuWXoS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7eOtjWWvWJYi+usjO6tCaLuexbE8TV7XsrKYqab5stwdGYU6BYD75uSF/jYNI/mZvdckM/W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\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rb5EHh+ncYfXRQTv8cJsxPBtJE3NuVWQqjMDSO6SN49fjMD0c9DOQ1oyJSdG0x0SKI/+6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BIxW1N9TNWiw0yTMJAISN01t4Kkee/HQbSpGNHud2edjauB41aUbkuqqrKZVHHvc0V13sSWNXgE\nsptcLyquAVUxjrBmAEqUqL3bayyqazFRKjc4Vxs5F0Ll3iqCJm3WXZTrS9X7qPuAbLxBtU5+yXBF\nMQIV1B5+eRRcZNe904hpWbQAuxi+z03eYytOa5XOK3pgdj1BVXG0LuiU31s5Mt1I4iBzsdpYKT0s\nF0mbljuk7C1qnqyQQXCNCzYYIBiW3gcs4K5pMQCQ72aLDDe2JDugFAC9Hq42TB8WdSvg6K4KPZ0H\nmlFvpT/fmmpiThllr69LuxajoRcxXTUH6Q1YvtwhPYmtUn49C5HE9dwhMAPIi3caWXx2ULiuz7au\nHc1LrQZr3Tc9LZv1jAHvPUaAJ1haobtSkR43RB1VMKdku0/Itxp+pVRXyVYRh4DTV3tQyQ4FfcNJ\nwsDSw2aCvLHI2Cld2W/heRM34xTETNPBDBkNaB90LiQxxOdNx4Qa+DW6GAw6HRYGdkYUUdYwhLRF\noaf6reD0lUQK0zuO3U44Z3F11pEhgWivWo+6E22R+8SlgIaYxI78KZsGqOzThRNzvhG21fpu352j\ntaBsOvIzhmHtaZQArMNk52PGnVqMmSLJqIRyiBdYA/EW3kcXrDtSo3W0acXYCBXuApNp+vuddr42\nUmJH5ruLQhdpyvMgIUWwFI/Tj2+wvpkNwzr+eC/X6pDw8Y8PF6yuFjTWW+nj+SYZ/ldT6IGA+rIt\nEsLJtQc6lkUiCxll6SHDbRXbKyELEEMzjzfvbDyZHjes9xFPP5vhP4lwuq6/+3UtNC+1ePprMg4y\nM0wF/4WuOeADJAck3/EY/dN0MoD+LgXhHTQ/RWxjhCLssLyZzN+LyZd+0xz4+9QV6r5vJhfjFY5P\narMRGllIToV99NYiGJse5PRbdwnb3SRMMMBwIoLxAtoXG7ugibDSbUUim7V4xIfFRlE3f/VkPl9+\nKwinTUZ5nyxu3ibIa2JgKfN6vhef+JANYyO3FXFBpvpeKbl1Dpi+PQm2cxRH6XDckJ7EhWAkHZjF\nkBZvvt6L56ndQDjJRumXYiNFY3CVaow51EFzRdDcKWieaz+08MDA8SDvH/0+4BIoN9HrQOCg5x0A\nw434uGUn+qX5dwvCKpT3OgXsvl1x/NEOcMD9X5zUauZkh614GijW7Cp0bMkuxGc6TsvrW99MEr+s\nOh0SBGwcRmPO5JEeMsrsTWdjBVuJMnJtC/bfnHH4erOidl2fb10v8QstueGTjhO2rktwTkZdqSur\nZQPbBut1WKEYg5/QZHxQdh5B7c6324iyC8g3iqmsehI/yEjFl6raBMFfyACq+rst1XGgfHLEZPke\nw2sikWFcfsnmDpD3Aelx7QFUCgyHczaX3zEJs6VgccfhYbVNlafrfDeZM7Wx3BS3sO9tzYqi143X\nlUGB7x3OPzwIzpGrmVk272SslryNmoh5ba+li3LqMWaPCViUAbGtNh4qxg5VO05a3RMvkIJ56VlH\nMa95vynZok7RaLzEzijGrHpAkRFpJzMYiYJ0eB2nkZXHYlwjveN6AWahcpuEz8nhQn/NccMYomax\nBxU4fL1geR3t/aCDdJs88k3Edj9bnLUkbEbrnOrwWeD9lh5ESErshiNUI4ew09uqkku0I71Joi1q\nsCRa3uvL21nuiSvr7LOva6F5qcVDtacq2/cRS2tml2IGjLHnqVBsCQDwgnsU0khPGfuvz6rmr2Iu\nGTqwG0/F3AfW+4j1XrLexQUgGJj7KZBtqnVSTOkSTf2OUoDFe61dFKCRqTZ9WEC3Yb/Jad66D1KG\nVRsCjrU8pPh4dLseHQuRWODPWx/tsPMaBIf2vDmC4iZbG8Jpw+63Z7jWxPAz124ro3k0dS8sNeJj\n6cPZmFuMlb44/auh6HY/99jgQUfDkSKv68h+4vX2W4Ffcx/tccPn8xq6CwlEk463zME6YM8QPL2+\nVd9jexinXncpIB8GXznvugZFnyudwmWM6tVNoYt1t/vJRoE5irx1AAAgAElEQVR23yaP9VVC3gfc\n/sVT78QApIcFLjdx+lZMT66V4JdlFhp9vhnYhuj3soldoWSAnbzushP22HY3KRFEHvP8w7mPEfWe\nrXPA8Uc7fPyXDojHT7Cp6/ps61poXmi51obEQz19KQ7itn4yu9DTmBaj9bEOqcGrsIlYhAJp0+cC\nv0jxKrNH+rhg/vaMsFbsf33C/N1qYzyC6HKq7R9aA6V1nEfbFgCGC/BD36OflWLNzdP7Tq/mST/S\nIXi4ME0FltyswlDoIEVku5+lO7pLHYtIoTsBALLRKy7C12An7KKUYAcT+NUpYHkzw69Kpz5tponh\na6w7xQR8Z4fJdRtegBlsiiA0fTxbEXStb2Lm90ULIS2uFLC26LuNDQYcQrtIFnOGnpneJUvX47T7\nGX3p4GEjzdFKhtY5Yem2Mnbg4DhODxQ2VmXx0sOH3wp8bnafEAf0p4ydOkO0ub8/Xg9SvA/CSbNm\n9JBQdhFPP9sBHpjer/0a7SOWd5KHVBWHNB2X0rrZWdFhgB3m4Zcne00cWeddQPNAWBuOP0xmvHld\nn3ddWWcvuMa4ZUDYUDV5hGM25hia+HvFp83SAd2mm6j+XFT2l/lETUF0OElDpBagFikg3CTi8yYb\njgL4bRIGWDjnboaoFuuisod1WjS39FsZTuRdjNjg4dBP36NZpRvznPWU7DRDZKRKX/h/8U9lv/ki\n7Dq/FNPotOAl/AyCWV2A9yo2bA7wCvDXOdomRxW9V+doRhiYs4D6qQG6YTeY/kcCy7LFQQd9rnVH\ncSsZgpen5FHz0yL0fcr23F1uvZNz3ftO/l/GPk2fqwXDAfZ+9cODOgBEr7PN8f5zcJxS0jvPOXHq\n1k5ovM/gHDyqOQBQBMqiUaODX2Q8+OGPbnDza3G2Xt9IpyPjLsAtTVmVco8aFVtZeA9/sMPdLxbc\n//lzv+ZauLbbKPgPR4BKNDl9mXD4ejVGXovOWJ20ahKCwGL3U0VE0ue+vAq4/cUCWjdd1+dd147m\nhVbTTZPLbwzvkg2aAk7Z+OVDIqCtfOhcldM+2U11DmJcmTzW1xOWL2YJ/VLmmmzK5VLn0bqnFA0f\n860EWJEuzQ+eKxVOnXEJoNr4SUcRJtTUv7tczQzT8Bb9u9mibH300b2vnIG+owOz0bpz91gTx1/f\nNT/Ejog1cLynehU+FjshZrs0J3P8vJNRGLykZZY5SEJjoRUNdLSTu9BSMQdhEE5Y3+6Mfmtswibi\nz5YG52WeuKmW1/f7gu01YlLq7kyWnj/lCwW/dW+TN7doM8lUl22xYMEl44xjKX0+FOCOuBdp1nL9\nqwHoJiQFLMK5JY/7vzgJQ8xJR7L7zVmK+UnC7MocsL7b9+eX5Trkm4i7XyzYdIxHCnYnMgDxWT4T\n/CyEc0F6GhwklKBgxBodg9LIlfcSO6G8993lAbgoxtf1eda10LzQcpDiUnZR7GBakzGXnpLL7OFL\nxfJ27hYzuVNYM3EGBzPEdBWWYBiPBWXy2O6jberMrrGZu252F3Yfrs/Aq87IbYy3i6YRYYwyvce4\n6ZjITkdS4Xmz8RCqnmQVw/C5msmj01m6sIH8BTmipWBjK27O7Aj8Jidsjs2qany4yVh4mo59qm70\nzKXv7sYNeR8wfVhldDgH5LtZArK2Xki5EdcpGg1czEOzdD1OruN2K+r6cNyw3U9Cg/bOgrz4/C0l\nFULn5es3u5eKi4JIc052wz1LBlqA0LVWWhRNmKobsLk8cBMPXWskJIlipqTmAu5wAZTX4XlCsS8S\nB8IpKzlBi2nr7tnw4vrgc0X6sKjQlzoouZff/72d2CwNpBPByIBEPzMPE++6rSDvh4gN7Tb5/3R6\nNicHdkK7gHwTsfvdisOvzhfRBNf1ede10LzgalFIAGLX7g1slVk6gNJ0Pi0n3aiz50agn5qBpGFU\nU8+Cbw5Ix4z0pFoStUcBOh7UghdqtJcTuqfR4FaR75KMMuIw6lLQVzZY9I5m0FkwB8c1wKu/lQkJ\nFSeAboRi4og+XosdFCe9eXSzZoaL/Fetk5DRjTw/Fjugg77Et3hir6k7G4TnzbCCpJn0filyutYE\n0rLX07UWfGavWEfKzqHIYSE+i+N03gV1RpDTdHzawLyVqiw8+b3oDD/toshu47iUuhGC/8wVYuEk\nkw4QXYuxsRp6fIBXVwPNqnFKhGCnJyFlgycYgXbtoPg1yQbK/ftyd86uc7Q/WZROX+0EwznlgVrt\nzKvP8JQqh4L0rHjlgFE54pkktRyzRWMAwOHXi+UiuQYsb5K9LrqiW4eor7EmL4XLtEODoPa6Puu6\nXuUXWg3QD1YxNpK4FlfkXScAlEOUkZieaq2T8DAxmy8VeU9diny97APyLihlFYM7L/rvos5iKaan\nsQ9dZvFz3Q9LgeiavPmf0f5EOpb+IW7BCSsJsjnluxmAYCYsqD0oDKDuB63Z10nHtRiC6K2QXIDK\nHI+NGzZHgvp329QGLAse4pi9ZMmzobZn8t3MVMeOdfLqsODtObpSUfbi27bdRfOm226T4hL9hE1f\nMwCmVxINjoSU0f6mTtHcouWbdczI0zpHg7rCOXenanaFfH3saEByhiZR0rZmjr1TAsxtus7RTDbt\nfdHlGnoh1HuJv2u7n83qR2It5N4wEF4X2XKWyqqPU2fJGrr9q7NgY7yn9X6RLk7fOvrKeYePf3Jj\nY2GaaqZnKTL5JlnHVXbRsLQavbhYqOuC3Kfte6ms1/V51rXQvNRiM9CaYjB9FJUeaeEO0HadI6rA\nGF/iNLoJ0TEgnCrSU0Y8FhVpahGhMp4grnpTcdOSU2k1w0i/StCZX8WHixuCo7lh7YXBr7mP0Ya5\nv9uKeXDF5w3bq9mYZga0T9Jd5PtZu41g2MCYKeJXPREr5dlGO9TOhL6p8/HpVGBjwjyc0KvkyAiT\nLsmIzwugDUjEtDgAa/6PdyizfDy2eymaHDuV2WP6sEon8/GM9LBi/m6VzPrkEc/lQpmfb5K9LsHl\nYNcSEH0V9UTUm9DVgA4CXFTW50PHwkbHZY4xORJDleJAfzkC+sY+0+7OipnrAtDxOfI6mnP2kkVg\nqlgfVfgkjJiPHDVFoXfeoA1Nbch7GUkSk6lTwNO/eLDns94n0IqHWN70VLs3nTp4h6Pk58Tn7UJ0\nKyQG2POMT6scdsJgRHudnn32dS00L7UaVGTWtECIjX0+UFhZtNvRzqU1rHdpMDqEYTs1CE2zJo/t\nXtIC/SoqdYohvdJG6TPll2wdTrf5d12hrTHAFL3Jc1arkzyYXkavArhOMOBmUifBKXhq9mu10zr1\nNmbUSVwB6Hkl+vssztjLxlpu0ve84fwmMcWfOgI44hOpFw46CDBiwQLZGDhG3EevRz4EK/hk4pVd\nxPpK7GgCs+6DsMzWtzuLXKAfGAAs76RAcTQH3eChp/D1zU6sep5WI12YtYxSs7mJjxY54VyQNP2U\npAITfA6dhNHK02Ano/R4IWaUDv7zNnUDLqYFbHTBdg1WOFlUaLzKMeFIh5aOUwqB3W/6sz6LqaUd\nVvSAsfs2axcN7L8+9fusNsSnFbvfLGaaScyIn7Gyi13orDqi7ba7NDffH1sOVdct8CXW9Sq/0LKo\n2+R15OJFv7EOJ8kkI7Bwkq4kPee+sUM2RgRJCIyngrBUhHNDPFZTigOQzdoPNGM3nEa9MxbThegQ\nusmopYyBvfx9NvMWvciFF1buXmXQ8RMdhcs+dmyjNjuJp8fVNms7Det/rsh1Wr48gMaLrgi9FzSa\nXHLHfjimMtYVDBvg2BCA0ZPJXlvvE7xSbDmeLHPA9DEL7XktnfbbGqbHDcu7CWWS96/sogS1KQDu\nNzEOjY+r4l8Vzz+RWIeg3dl2pxHV97Mx/Mo+dcAfygrzDvl2Ml0RsTgA3S1g6tiDFXwdd1rhgeJS\n2mVU1bC4Uu3AIESMbjD58IcHw/PYmYwbMungAC43ago7w7j5y3tpEc/jiLCpE7QeCgRXE9sk2iFZ\nV+V6ro6NvnKP6ObnwynduexlBJ0PkibLle8mMBqBBRxDbb6uz7OuheaFltF3ATutkdVj46tFxl81\nCQPNDZvFOPNmOqOrDelxk8Kk4G9jlrwKGm30RQaOfrAuEi7ZQUA2Y39WWrB+8EnDpZmmJVAO7Cl5\njR51H6078mpoSfyDHmjcQLy6KQP98Zu6Q6NJ2qg8gGyS4Xm7sN8hzkR3YbPbd0p5VabWxWsN3R15\netjgchN86yD+b83JRh61yPO1kAwxfcyIpwIaenLExM0UzgmOc5uQHlfc/eWz6DuCx/paDhZlDqjq\nR4cG6UTJnMvVSA7hlE3FDyg+ou/H6DxgwWyl2UjJFkF9ji9bs4NLG/N+lJ2F1nDz67XjXrVeWPS3\n4d6pc+zZL1YkYToW+QIucRD/yWHI+8GdmveAu8DYjJ033KscpdJGyOcqFGl97/k5ywePvA8930gX\nCQy8J67r865roXmh5fSzlvfhkr5cqqVtAtyAq53cmQIIwObtcOJplm+CscS8qvVJ5RxpmxxnWYFj\nbghxl1FNXmUkRXsQUl2BDrxejFs4QtHnGo6d7cbTcwt6Oq/9NfH19i6rp2Ru95MIIGko2WDplcRz\nxGOrIj6LoWZVw1Ao5dtvypY6b31ToruC6Uj0dXkxJhXdiZx219dJFOfkEWhiZ5m9Ok53Q0ez4lfF\nPSnRgMRvwzus9wm735wRnjd77WUvbsXrm50wC09MFu3vG5+fWcRoYSs7iXO203jrz8M6AcCKNCrF\nptIVUzj5qUAWzvVRGKBCXf2+Wu3A0BwskdQYhvr+jB1QnYM9d8NEiAOFy+3n+acHwamiM3LF+mrS\nz0rtj89DjnY71M6UvVdTWfm9y5uA+CwYJi17gmqR/CZWRzX6K0bzAutaaF5o1SAUzHTMyHs6KBeE\n5w1e/buad4jjLLupcn2tCJoRT+8pvzW4AgOBmdYpDDIFgnVZBLKOGsyBOY8plX0DNqHlsHkAWqAu\nChhsfEZfrjHS2ZWK5Ys9wklC1OxxuLnVZp1X2UUdc3nrFMJxs43c7lRuiOAmISfjoOmd4ZwRHtbe\nbU3ye70GzY0YhhSk7gpQJq+UcSFmLO92ljoqCZIe8SjW9ulhhd8qtrsIVyH4Gt8DdWBeX03iIrwV\nTA9bxwmSx/RhQVjEYXs0i6Qz8ehRZjYp7GICi13f4DnWJMXbvq5jRdK8R1yM7wOB95Ft5pUsYoJS\npbTTP47dBvzAkvNOKfLennt83gYsaLg3OA5VJptrkvRao8fhVyfEZ2H+xRMD7NzFuJbjTqN9R49w\nqrDICg/c/GpFPJdORNEgtOWLGY9/dAs3dtvX9VnX1YLmhZYrwOGXR7TgMZ/OJlDcXs0S8HSThFab\ngm0sjactj35SXwu2u9THC15m1PG4GX3ULO1V4+Jr7cJFjkB4CgfAcCu4rnPw6FkrZPwwNAoN9ljN\nAQ49rrjby0cb75k7r4Z9OVKoARkdnUTbYjTaYaPkhiTf27oAj+ObFODVfiaU1bCuFsWFgCmmRbNM\nusOBgz/L9U6Pm2AnjrY1wO63i8U31FlFjrmhzuIosL6ZddMHWgUs+VOf5/pG4pOnDxIdUPYB6cOi\nVjhFHBmiUzagAPYleQT1vQsn+Tmno0WLzebGruO1Bi34tcLxnqm9GPdUyib1Incqtbk/O3k/wzkj\n3wgjTy5u7QmgQwcbBozGihUp2qMBLP+9Qmjla9aOxdt7QYq9a0B6WI2WH583c1o4fzFh/5tmuiPJ\nFQLQHByqgf9+FcGyX6oSObyxCtOTHODOr6OyNiWxdvr4/XiJ6/q7X9dC80JL2vtoArgGaHZJtU22\n6jjIskTYcdSGQosO33rBcNBuJyvoGmTXIUNMCwlTH2nASeqvOQXoB78clFV1It2ap0fXx15b6d5i\nrcF5L7b+AwY1mhRGpW5TbEeLEZerFNdV3BIsYrhUpMGZ+eLEOehUXFMdyZovjDitAOr/u9yEG6D+\nYNS4UEvjtortVv8tOvhFwOiym4RscRJsKhwVs9ka1rcT4rN0LulRqNFMMeVzDot0NQjiVRef6oXt\niWA/Aa1VdRWQ9xIVgyebbshKfMAwciSZw4o9x6bsZNWmh9eFDKz4VAAvRAa6aTvvADIL9f5DqZcY\nuRZ5e/9Mu+R7ERrwF3s/NMKAP09ihZE15oC2i9Y9lTloeJw6TniH9JjNzQFedVBqaxNOzejTfsmY\n3ktX8/SzPVpwSE9VsLDahOHmnMgIHJB3Hsu7dMnUu67Psq6jsxdaNTmsr0UkKBYl0WisZdcpzqRi\nclxQdkEC0Yb2vkbpKtJDNqGc/PyAj8yd7UUPMzmdR2NndRZPM9ov44jznczGucEBsOcUTlu3TgFk\no+cmp+wzbgw8iQMwnQRZZBx9kNnkNVrgAjAmo0o30pq8YTrmC8ZFVpy+bkms9NYBcHbP4kq8JCwV\n83cL/DaM1ppk+ORDRHrapGDoBpo+bvD0K4MGlimTSQSdUUZr6hy9vpmw3ct/dAXwWzWMLJ7o7CxJ\nomTSUdN08RLZ6Vm+z/DvTseiFNEOYlV2LE2LCgkIvBcofDX36gYpLHkQyOpjeGUZ1qmbewK4SHH9\nlCk2HhzGghlOGelxtcONdUu5Yns1w69FnKC9xC8zSoBO23Cw/J2WusPzzS/OuPmlUM23u2AMvfS4\nyfi5APP7jHCqFyPD6/o861poXmi5BqRH+WCUnUc8Zpy/2MkpOlcB0auMZsqsuICBpzCHAL8UnWcP\nqZLjiZ84hOobGANADcb/2d6XxtiWXeV9a+9zzh2q6k3d7fbQje04xpIJiadYToAIAgGHIBvyx5ZC\ngEz8CEmAREJY/AlRpAiTkAihgBgShYTgIDABOUAIM4mEiSHGI4ZuT+12vx5ev6nqDuecvVd+rGHv\nWx6atvtWme6zpKdXdatu3X3PvXevvdb6Bh+kG/u+HhwD7pZpswPbtE/fPy2aT+C2OPQ0FJLmeCju\nnumgxXjYuapu7hpH1bm7pq1BNw6QeKc4H8haanVP3TYxrpKhrYXhlZytzas8dTMN29HbNCZpYqx7\n8faR5GUVJ6DtKAK2l2dggmyA8+Bzte6mcFxOPm+JtGykfdaS2wsYSg0AgurcCSxXfmc8aDTRNUVZ\nmrBz2CiKCFXVomurgQDyIEbA1OunhwS3MFCH09MeObWvjVsNVD/3OaBBlW2eE7DzmtTrS8vGq227\ntiZL5GoTJMCK9ubWDw/bO2Yyp9RD0eqepSTuLO26XEG9cyeHs81dHWaPb9EepyJvkxnbSxHtzR7b\nK4170kyx35gSzRmFkNYsMchAeHa9F0VaAKbE290Ulj904zOdstRJWyPNG8yvrgrBkuFkP4OBupFZ\n5uJhb+gorRA+1SnOfVx04wm9zGXGQ6lwbAjbmJe7bfDG2jddKYXEmp+OcU0Ag3cr18M2Fm/v6CnZ\n4K3GXrdTtqGomMsmm6XlZCdd00ezNpLI7kj1F7epSAERdoERQ0azGpWjJDOHZpNUXTuhOe4rFF2L\nZpNEhDPLHIKjHBq2V2YAAQcfW4sIaCe2C2AV39SBv8zkSlUyf3QDGhJmj66k4h0Zx5+3xOqeZUn6\n1Wvu7y2byVRESQCAzqYMkuzaYWoH7XM1fb3c2K2xFhdKu9IqQirSOmZW5xyrnTcS+/1s7paWzQ6h\n1fhXlqDlxt3nYByZ+cNrrJ8lgrNp3qC7MaJZj9hengl6c5uQ5tFbcHGbsLi60cqwSP6AgPl1UY1e\nPNzLDjhhAfYeU6I5o2AVOGxOBnQ3ejnN24afSi87zaKYPOmGPi7keyNSmtCmbP6tnN7mjbYDKol5\n3bgNNWVCndGY+YYcMsdMbWOFbSrGZ60pB+96dhTtsJKAKJX2Ckdp+5j4JyknKJ4MMr/YjDJPqpNM\nKBtujYYrD8oyC2I4X4Xb6JIu0E3egAIu1W+wZ5N40WF52AyO1tuZm0D5Otb2UZh5XI1lLqKD6+FQ\n5FPaW72oDydGf7FD7DP6i50AO9YjxqXMRrgReZq0lNcrKxCgu9GjWau4pl7b7maP5rjHwQNrLD9y\ngrQQP53NXXOkZePPA4BL89RQdVYEm8nEeJut4uGYsve4bHdtK2rUmoYRfo3rI2CL5I+zA3kPlpCC\nH3CIdc6licdf33rupoettGzl0KSzNJOMWVzdAAA2dwpHiXoZ+tcWASYeyw15xSPvgVAUEpiVJ0Xa\nPnySH+YpnnRMl/isguDSKzVXwlBSuQsYDuT0Jra0Ef0FYYzPr64wf3iN9pZUEcOFDuOydX/0HS0s\n3WgEVKDzlapPn5XQCaDAndVXxj6Y1rZz6X4IGzw3QsgkFn6I+8CfGqbWlYSjo9ogIoxabcT1UDYk\nbfUZQMFO1E5GtOfWFsSZWx0MeUdixZSLx8NO4MnVzwA4Es5+18I113SDjCobY7bNdvp3e+1AmD+8\nRnO79yTriWo9YnZtIweExBjnpQU6KmfKXyeD53bBEVu2rtxFaU81ofIl0kRYcXhCLwZqZGrGmti9\nMmAWeLcO/P05K3Civd3vgE9MY84VIVCRjBVdZlp4tlZRBa+uNZVkVZM9TaTUEp47fzIcnt4c99jc\nPdPXL3qL2Fp9y49v0F+eYbjYIaRceGGjaKelRbG1lgQqf3tcNOKyqW6d20tqOjfpau49pkRzVsHq\nqKkQXjNrAqAtsSA9aNXS6m6NmF9dYXF1JfevPpTdja3DnNNMCaB1G0gFE1lP/W7K1ZahqMNfPeGJ\nwZSx/A2A4JuxbmBBBRCbk0FJkVwsAGwTqdorlrjCelRCYnB5E5P+t5aMARPCkJGWrcyRqvaZqxdo\n+0yAAaXtY+Q7GjOa1YDZY2vElQImAnnytDlO2I4Ivcr8kJIgt6NDopG4ct8UIEWwNpyu0Z676H5B\nhTUjxsMO3c0e/cUOYdT1RoFGN8cD2ltbn6dY9YcsEinS/ivOpnW1EDcyb6DE2Ny18EQcTwZJSDrE\nh3nOWKK210MJt+ZYaa+Bc3LGvMtZsoOGqiXX7VFLdlalDheEZJm7iOGo20Gf+etmbT4DfJw+qOj7\nYHZ9EEhyoy1BJy3L/eUa9ljf1YFjwPquFmkR0RwPGJciVbS5QxQaTIKmWY+49tI5Fo9sMS4j2pO0\nk3in2F9MV/msgsucxMlrWrbnLmoiEqY4jToDscG2QUjrD2UkhMRobg8Yl0Xy3ob25gljirqCEpP2\nhXu0xIDhsEjGGNMaKHwTmzuYhDvp17kNRcFXT8LWUjEYdK0iIEir5ETDsB13Niw/2SqJz4Uc7fkE\nk3qJftoOvXAq7DQs5EH4Oo3IJ/I+us4K/uvtnTG7XUKaN+W2SlvMXjdLVGkW0Rz3OstSD5sgWmaU\nMoK25QRkwMKZ0YQ5HHWFaKuJN65N9if7+mqtubhNzgWyJNKuRm+7iksq+fX0zfx0y9N8hJSTsiOQ\nqn8bqGYrFbKtVliwajb0Sdw9VR0cWdqW7akZXg1WqKO2DajbpWEtvkqplWtt8yxoO2313DnCkLF4\nVFw9l4/0yI3J+ADDxRbtSUJ/ocFHv3KO4TDi8ZfMcfmPehzfM5cqxuZ4E2Fz7zHxaM4oyE7HClmu\nhQlzKwSypNYB7a1tqQoyvJfORDtzhKBEz2gyIKnMPMIIry6MMW7+8m5VrOq5WTW9mAC00Rnenjy0\n+sqLRtoqBlBYtEIsnDfAWLWxRlEoNvhxWsrpNnWtzzrkB+ybqF8nLggrb/3pJlQsAQBuyjwDqJIc\ntLIztYRRVKWDJkNrFQIZTKEkYW0xxs0o6DhWVedOFAGoz65WLHwo9jmFvR55ISimMGTZu/RgkDtC\ne0uSj7V1KKlpmCbSbM/NoNvyWwJD1nlF1NYpAgTZ18v1psyg7VhO50o0DVWrzIfh9RzFqh2dcTk/\npnrPhUGSb1T0nskQ2fxFHqd+oxuxd7eNdlq2yF5Hb1e6OgJ5Ne4IPkVOGgeGZw2WD26ktbiW9xMN\nGXwgrbH2pLTSwpBw+QNLxE3G8jFRfwAB24sRadbgIBQ7iCn2F1OiOasgwIyp4mpULScgbhSVFBjt\n8bgL9a0QVkxFEt7lVRYNxnlEt7WKhbySqYe542HnFsihT8jVRm7Oi25KZf1uh/JmjIedfIBvbP3v\njstWPeKLURkMjq1JJi1aHaT3fuoejrpy2gUcBGAKBM5whyLcwDttPud1tKTzKS7KBnp9vd1jM6Jq\nk6ORK8izzBZozCDYbEqdOE0KyCobB0CEoug85J2eQFiP0k5rAsYjQXuFxJg/uBFF4aW02WbXNorS\n0zsqB2m40AlnxyDbWdpUOwZdRrqNjJBSqVrqmQhOe/FUoAugfB0KihBA0VKzQ00l1ulvY2vVqchq\n+fvFUGwHjBLFT2gH8ly3bavX3H7fvJRyE5EPgkPPQ18SnKkKFD08dpRmmkW0t3r0lzp0Nxnza3IY\naE4ShqOI2DMWVzcYLnRobg+Iw1TR7DumVH5WoRueyd23J0IWk6pCPgj9pWJmBcAhrTXKy9sjKrEy\nu7aReYq2f06jw8aD1iG9HEOZQ1h7zRj/Jh9jj12xzEOf0N4QWGpWSZK6NeL6aNa+YkZadu6Q6WTA\nk0GsDoDC38nZN3jWjV9UgYvtsTxwxUExhYXR2nLV/IHIE64r/ZpxlmmjnVLr5U7bYcqWD+o/Q0kJ\no7pWdxY1rlJVQeUuSnvRXueRMbu2keuWZWbWnAxoVskZ/W6PrGszywJBEbITOh1lNysQdsplVoIQ\nCizc0IL2Mlbado4KrFqyXi1b9WWuq6YBR3A0n/09N0/T6tPcVHPX7JBFDeCB+nrXCa8m3Br0XYml\n9n6kJND+2/fM1JBPbheghCqLrwZEtTEP2yQKAIAoh7cB7WrEcBTVMoDR3RiRFo0no53W4RR7iami\nOaNgIgyHMrAUOCgcmhkGGV47Osc+mJlBuQwsbcMWFrSg1OK22B7bPANQhJlBmw3htB3LBsW8Y44G\nwKVBuIkOgabEslGEspkbaspVCDqpJmLKcnrV34urUWlExMUAACAASURBVIiZyiLnSAjrsehb5Sqx\nWVLweQvKhpbVjtgQdDasN4CCJhgaM7iuMmrobJVw7NQLwBFNNtC2RCWK0LGQSrXykz/IXoF5QjQ0\nXZ8c1ly3g7xFdhAQN9DqspBgC7kWBS4clO3eBp+ZGUAgrgeRjdEq0gzHbK3cBGQqend2DUTeSNWb\nTTnbIpTKUuRdBuTDTqo7r5YLQMBam5QY41EnqEitHr1C9aQCIJbXxGzAmQBSSRxzL/V2oELiRQWg\ngaltWzUu4p6EsJXEs73cob8QcPDxHhyjKy6MBw3a46wgEUlC49Lel1TWNMXeYko0ZxSUpd/Mx5U+\nlc4MjDNgmwUlVCfS4ANu4ziAtW3DEPY0ygwHscwy7INuoIAys1GZFz1R1uq99uFjLkkqrIu0jZ22\njdDYX5mju74tydGG7yYG2RvSTOYfAEQokmgnWfnjpwxK8M2MGL6xciDlkwjsuJ5zybXSTcN8aaza\nUmdSk22R66GXVOHKw1GLMDRob/euLcZKkuVAIH3uZj3gyY4IQYm4UtGQi0dayyrPGrlP0DUrGCS3\n0ec+QkrNGBcR3bWNWg7IOsNG4b09+4YM5oIys8ogAwAjzxuRAbIWVZ3Q7f1ow3ebbYXSbgNECibP\nW5g1RRgSxsNGDNzsd1mJwp0CAU7NYZggunv2/rJkR4BrszF8VpdmEZsrDdpVRtwysBCIcn+xwfLj\na6/shL+kKtWqlUeJ0d0csHh4xO0XHqA9TqAkats5EjZ3RBx9eMDmrhkoQbhsiTF/rJ/AAGcQU+vs\nrCPvth2MSGnIL9cF05ZGMS7T+zMwHrXoL3WYP7rGeNT5XAGAD01tYxHtKvMTqdomBiuuIK7ywAVw\nYJa/HIMjjdIseJLJMxFDND5GbsJuWyrL32PjqLAIMjpbXcl09ryM+W+Vi5EzXbm4EffK0QRGE+/M\nonwzVRCFhYlH+hyDyunenm93fSt+8vo4DgG2hKdzAUtWdhsNouKQ5wqU4FK9iS99PAXSyAUm3Y/+\nWgnPI0r7bBadKGqtL2PhS6tV5zj1MF8RjPZ8/TV27baSBMKY/X3onJhh9/0n17dAn8Fio2yyN2br\nIIoBUu30l2YwtJspCfh8x9p9NbBDnzdMIbshjHOZnQ0HAcOBvOfiWmYzm2fNBO23lvefiJFqNTgr\nSXv50FYEUc29NgCxB8bDVlGUsgYTqp1i/zFd6bOKuk1t6BqfYUgVA6CoKqcMcNhRQgbkw1/LeIi6\nsKJ0bE8JxRFTbtCkEjUR6ZyFUt4xwKLEbt8bNoMPaM29k1L2/jeIlIei7SmS28Zl65pscRzACXLi\n12EwpYxMsUI1Fan4tGwc0cYxIF2QSq9Zj2IxoHtWezyUDd82M2ZFyqkade17o5u/RyCEzaB6bmWm\nIKKYAd0NqZ6a40Gee9QWWZYk4IANZnCMoDTubO4+e0EZlotSd/LTfZpFhLGoLuQ2ihdRq695W50B\nsyhQm9mYhbWY6uOi36avkd9u7UOrKOzSaEuSAEeq2fpsLXE9yCFlpu9X5cOEIQGjiqzG4K0zN2qr\nZjt2bbzSUQJlc2sr7dXE6B7v0V0vFt+hF4BEs0lYP2vmPkF2AJg/tqmkceR2njUYLjSgJJ+lwECz\nSqDR2m1ic8CKVHMAyRR7jamiOcvQ05z14s3J8LSEh20Cou9lEh5yGkYg9Jdn5Xd1qByG5O0M46IA\ncKZ9QU2R80uEbEjqWV9O9wa9dc2ryqAqLcqGbVLtuRFVgTAkNKtByJxGhDTErf49AKWFplbR42Hr\nrT9iqJ+MalSNOvSvNi6ftdjcw4fb2E3MCtN1bxw70WsryiRpnJRKgkxKMx3uW4JVxr0bitlp3Fjr\nIXi7LndNmQ25gZyRMmNBtamScjDF6yEhLRo96Zd5nOuBWYKpKjW3HdDbzNLaK1qrRhQ1t6ODZrOU\nVLx9pAqT+5opm0keeQIziReT9jEAgjmhosyBvFXryaVU68gsiXzeup/M8fMXpVpVFYYwZIRNQnt7\nRHMi61w/q/P1pmUr8z1NGsLfAk6e3TjK8uTZHdrbZQa6vrPFeNC4Sdykdbb/mCqaswpD91DZrLIP\n+cklRswN0DZB0+yCtpnEvlg2ajs5EpdePOXqxGsbo8KXcxddlt/Np4YknZdKdRlj8SIxrTRANsu4\nTRiOOhGYVM4JkOU0q8kstwFxVeRbEKFzHuPGmPWxJp61cE/Y0FKJMR42aG+NmD2+QjqcSYJjBsfG\njdLsZB4UcWdJpl6zXBiAobBvnNr8gOL3wgJpZgMGAOAMmdUojNoVBLQdKVbHqQywa56KMe016kqH\noxBejSMTBuFRtavR4boptgWgAN2gNZm5lptWasYTkhdAREaNbyPGeewzQQeI2FxQwSHR50fshw7h\nESlEPcTyHlOQgbfj+qKgEEZppyIxUNkcOG+GGYjSFtvc1WH+iFToRx9eCWBmFvQ9nkGjPLe0iDh+\nTkR3zFheHZC7gPWdMxw+sNbXuCTo7vENmuPSTl4+PIDGjPa2VqrrVCDr+ppOsd+YKpqzDjKYLGE8\nanfskdO88X8AvIIB4BL7AHyeY94eO1FXRrkYfQlQgPxkGyomvMnX1FWQczOMS1EhvuJ69FZTXA2e\nvJiKqRi30TdZ45twddIG4CRCY97bzzfPmqG7LoksHc4QtiPaxzc7Dp41fNchyzorsefAbQV4MLiu\nDpQxmh9O1eZSP5b2di9V3yw6ek6qT/JrIooLuVRZNnDXjbQWuDSAxA6JMcgcSaDEGWkW0d3sRQtN\nUXEmV+SQ6px3wCEmP2R8oWIVHbErI5OLzXYFsnD+kf1e/TZS1KKjEy1xcpm1rZ+7KFVKZl2PzD5C\nhYjbadXFUNqYRFg+uHZYOceA2/d22F6RKiX0CWGUindzKWJ+Q5IMBwAMLB4dBBwRyK0ViAWheHzv\nvDyXACfHguQzGLbjJ+oOTrG3mCqasw6GOyi2N7a6SaFUMyxyKWkmG87mWWIZvNBTn21gUhGQf+2b\nsFZCtZIxQhA8gSUOwGcOZj4GyBqsaiq9+2IbbFIwkpiCkxr1aTlwwVs4wM68ICsr3mY1qDZ/0iH3\ncNRh8fDWZXmybrhxXRFZqQzpcxOE4FnDr7kkojxrpM2jm5DcmJGXbdlcdT1UDeBt80kHraDd5gGU\ngPZmD3SVLEtitzu2apTbKJVCQkG/mSWyttjIWm2zRto9LEmnuylJLq4K0EEkblp/PJsRxQ2Xakfh\nwA6PBrSqYZfUAcp7x070lJST0qNU0JWEkQARQplnAC4nNH+032mPBW13uUozUCp0lveSk20RvCUr\nBFgh4F66b4PNXZ285vr843pEms0Qe/j7oIb5Z4WqcxPAup4L958IUTllscfO8pzWdzS4eF8Pd/6c\n7GjOJKaK5gxjPGiFHGgOi4xyylXuAY2sEijywZld691Xw0UJ9f/UBkUPEforcyHO5XLKNmQPIB/M\nMMjsZTzsXAOtlm4B4CgyAEWyRVt+hqSiLBumzTFYAQOkYo/9lbk8/qy0L3IrQ/SwFvWD3Ir5WVq0\nBTXHIr8T+iRmZIoyq9n/cTPKCb1KsLZGQ6o5qk/BBvG4d8SYbdImjCkzAAEX2Gl9e3kmFVsbMC6i\nip2yiowKImxctvK82+BETuGYFCFL3/Ct0gH8lC8XBUXFIev11CrGEoABCeKJGN15ZVZVIgbE8LC5\nTZDqRt5nlnlLRehadibqaYcY42vZa7ZNer2SJEataJy7Uz32yfP0tY8FMu0zNC6yPWHMuPlnl+A2\n4saL59jeIaTP/mKLYUEIm+S8ndvPX+LCh3scfnSNPI8YDxrc/PwDeYwMV9A2hQs7yAWtRoXPJevp\njrNXNaftL6bYX0wVzVkFoeh8kQ4y5w1yFwT9RECuiJFDK7pZpCdxGoxRLlpUYuXci9bZyYBG7W7N\nu0Pkz+V0118UMp0JKYYNYHwTIpLKIoh4oSPiuMx4THIFAIK2YoLJlnDhophQ5+zR1W5LJggx0j7Y\nrBpecl2oDJOt2jILat38y7zEIMd6V2sNKgclNyJZ47BtMqY71IhNN1OtgOKq18eWmYcNtIVjkYHQ\naCIJCCM70zyaiKgO0d0HpQlwKRaDknMhnRqs2sOAEsr2jxupZM3a26uyLpY5Us0/4epv5qrFCTiX\nJrcRIY9VlZORY4OQxUogK7KMDWxhsxySwbp5Ftn7z64Z+WtbSQhl4PCjKxiMe3tlJhbZFYxbnrdI\nDF24f+3v5/5CwPyxBDpocPSRDcaDRnTO2oDuOJVEycDxPR0OHhqwenaHxaODE2TtPeQw+b6omIeN\ntD5jn7F6zhzdzVFgzlalT7HXmCqaswrdmPoLrfbd5SRpg3ALY14LkTOomnNGf2m2w8cwNFhxuoQj\njkydOc1lo2yPhyJlYxUUVTMMnQO4inM1czD0EFfkwNw1Ds3OTUB/sfUTeNwIWdEQU4boYiKgUaka\n5VpYWJuMMovPyIW2XI9BhEDHw7acPnVzzSp7Ixt7dr5HUGCAfA9Hi4VB2P1hU9lgo7RhCpFWq0qV\nkUnzKEg6VauWVlossjuWACtoNgK0TRbKXMgfkPw6UmKRwGcuCbY3PTF5PeJGzL/6K3OkeYPN3csy\nr+GCSJOqLjgSkWNAXPUuZcORFPBR1LChYAqHVddvWUNEWhXUVFI3BlWuwAU2p7OIfS7k4AoliczY\n3Dl319TlwyMufHClEOkB/WWxWAAgemU3hh2wyfKREc3JiPY44/pLZgUptxmxA3joQmkBdvIeGhfq\nq1OpcHDEFHuOqaI5o2BtScyubQrc2AbHiszxE1ZDoE2Rmh8uzgTtdWmO9ubWORlGpqSUVUCw9140\nSOYboRevG5O4cYSbIn/SogNpC8l4LMFOeXY61kTgLZHqpA2IBbEPjaFzDSqKvEH76pYcAd3EgDKv\ngSSOtAiYP7LFuGxw/fkLXLq/cZtlJtKKZXcek6vWn214RvJ0wc9QuDCkrH0bSnOkQkKFzFLiRjkt\nTYPmRLSx+otitc1EkuD1GvmgmyCCllbpMIO5yMvYpg593na94mr0+QhrYm5OhtIaVBh0q6/H/KFe\n5zwyT8nKjBdob5kVUVIAg/KLZIoOT6hmeZAJAjXuIhgBqB1KT7VV5YtSrdZyOaOuA71c01yTd5XE\nacli8fBaDOoOWrSr0QEw8ndL+7O70WtClWvdX2owuz7g+PPmaNZivzBcbNHeGkEDuzIGkbiiOkJy\nNarKQYvZ41uYK6e3sKfYa0yJ5oyCMiPPI8IW3rMXXxMVU7Tk0JSBfFgljMvWDcMosLTKVuPOBg0A\n88c2fsrNB41AZW8NuhkFJzjmJoAC+cmbBqk80lySjEn2+3Cdy2AYgPBZTM5GT6qW+Lz1loEwJkep\noTIus6G48z2YwSG4gvLi6gYcA5p1wvIx2TiHo1atkrMnVlvLzh5hCDsukGdAN39tPaVFi9QExPXg\nJ3uDSxuLPytUOaxq/XsgbJLPKWpeUrbKooYz5+p0X4MwVOlALnIlkRMIad6iOR4KY50qpr691D7r\niQjmk2NoMEOo2WMHFJizVlHWIhWkIIudQhvk13qzky6VWpEQCrsbsoEAKmFMUU/WCjkGkYmpYOTE\nwLgQGRtTkYjq5pnn2kJmhuneWcVFKWNcNgijCGLeeNEci8cTVndFzG5mbC9EpC5g/qi812hgbZVm\nBw/kVt4344IQjlp017cw59fTHjlTPPXxjGmdEdG9RPTrRPQ+InovEX2r3v7PiehBInqn/vvq6j5v\nIqL7iOgDRPRV1e2vJKJ368++n+hUz+GTLkBOjUa+M8fAAuuFVDIZKnfCGA9aF3M0ccT+gsjQO+Ey\nBh8au4T6NmF2bVNaTVwIk5Ik4BUHWCoQ24xcLdjuWpMUAU+QrK6d9ju2ViN8+kY1ZDXnsk2wkp1B\nQZy5cKi2FPtLLWY3BgyHDdrViP5Sh5N7lzvJ1bgzZBu2Ph+XkA+SPKx6sdaezYcchacbuul/uTWA\ntrOYgP6ytGhM2NJM1GpbhoLKo13FYgudg9T8E26jVznN7d75J6zqBYBWgTpEp2ybaSqtsgri7sTU\noICBJmB752LnYGDvqawHAxrltvGw9dfPDxcZDrKwlq2LuALy8wyQAgZEqkgSGZTFb21XJnUCzYKG\nNFVxMzYbjhp3xNxemUkSn0esnz2XpLSSKm9xLWF2fcDl96+RG0KzZZzcrWAU1T4bD5qisBFkHkpj\nxuEDa5n9mBfQyJ/QMpziqY9nTKIBMAL4Z8z8UgCvAfAtRPRS/dm/ZeaX6b9fAAD92RsBfAGA1wL4\n90Rk3dwfBPAPALxY/732iR6ciTAetkiLRjb2DKRZQHs8SiWjG6OZMG2vtI4myrMoVgBDRnssxEdD\nkdUnSNeS0s1sfff8E4bW8gUcEeQ/67OjlAxmDSUSusSN/g23JEhSYbkqQQ211sdJs+geKgCcO5Nm\n0VtsvkbbiEl8epzZHwNmj22QW1LUU7muNsAGoCiy5Egq9y1R9rlZJNe6Yz7EN/Z9zmXQDjhKrbu+\n9VYhk3CexguzMizXdpRFmjdFs6xCocm1RZlTGWrMkpqh9zIjz1tFolmLTw8X9azNKgoFd9h7zdUJ\nSOyl6xmRPb7AkEuLNJ7o3CoXWLwlNXsch48b4MISaoC3Ks3OIqxHf7/s8IqULGrtO6uiQ5/RHKvk\n/y0VEt0mtMdJqnMWRYX5o1uXKjp4aMCwJLQr4e/0VzrEzaiWzo23S+N6xPq5CxdmNdkj/zxMsdd4\nxiQaZn6ImX9fv74N4P0Anvdp7vJ6AG9h5i0zfwjAfQBeTUTPAXCBmX+HmRnAjwP42idcQBBUWY7k\nCr6UJcGMi+h8gu5mjzAwDh5YAYGwvruTUyPDB7Y277F2QFB3RdHqan3TXn58jbRsvPVQKp7R4apu\nlsZllmLw2vpEHfrRN18AGC7OvH+/4yECqZBosOqmDJILL0Q3+T4XFjkAE3oUa2N5vOZELH23d85x\n8Q9v7fBBgILM8tmH/n3bkN33puIZedVhMixWKVSoLvNoqd5AOiebOaChud27IKprbtnL3Se3TOBZ\nERV1gq0h7TTRuZ30diwwcj1MGAy5VnZwEqe117IeFGzjpwKH99mKwsJNgbt+bc05E8DO4aQ8IU2K\nehAxBWtYi47IDx9W4ZpUjwMktDLeUW1AmavFQUAZcZt88+coKgHDxc6H/FaN9Zc7NKuE+fWE1AE3\nXtSJc+ZcyJvt8eDtVhCwuLqR2dgmqdupVHAT6mz/8YxJNHUQ0QsAvBzA2/Wmf0xE7yKi/0BEl/W2\n5wF4oLrbx/S25+nXp2//ZI/zzUT0DiJ6x7g+BmUImoZk+BzXI9I8oj0e0a5Gn8UYnLi91aO7lVT3\ny5BF5UNh6sq2gXtrDLLZjgctaMhIhx3itigB5Jm0kcyegBtyHgeUMLqLasrlREw6VGcBGxi/A6g2\njJPBFXopFT8cG8DK4u30XVBfjmyzlt5ceRx9EqvrZVvmG3aNLfdVSChTFa6vCSs/BTn7pm8tQFc/\nVn6Ib5qG4lOE27iIaI4NfTa4vL1L7et67CBgLSy3d8CptVri4VLp2QnfuT1+zeNO1VRrmkk1uYsm\n9OqqmpFYhRiPhRSKsVTEAOASRNZmA6SN15bWLOssS2DNoXB49G/Y4ae9ud1Jqnb4sWrb21WZMRxJ\n1RG2yZUehgtdmWdlRve4cMluvehAUXUym6HM6G4MOPz4iO6YcfiAqHDffuFC3t/GD7J1a6U+qmbf\n9sps55AyxX7iGZdoiOgQwM8A+DZmvgVpg/0ZAC8D8BCAf/NUPRYz/zAzv4qZX9W2B2hWg0OWOUoJ\n3xyLDlNcjd76AeDtktBL68rgyakLGJcNhotFksYGn2GrOmYzkXBvTgakRYP1nZ0T54xfY8kpDKJT\nNlya+e1GJPVWW43qqpBjze1tVV2VthJHQRM5Gsuqg1Cg1x52u3FRCIqeEpMqsRKIaG9uC/waKLMi\n4x5V1UjQasrReYpu2gmt2mgUlYDcyeYZqs3dIcEsQ/G4lc12POxc4ia3UWRvNPFmTZZyktY12YzD\nrkVTgQdCcU3NnbRI01Lacv58tqMkb6syWGDlnrSZ/bGK+yb5z4jVSyfnHVkgykUNwcVJrbWYtd1V\na+91IsVvkkE7Sb66ri571AQ3mPPXzNBeBn0Poj0GnafF1Yj1s5cOKwfgOm5hyDj6yBocCcNRg8OP\nbcEEHN8rM5zl1cHnfUcf2RS0os7vnIuU2edDzSphF1EyxT7iGYU6I6IWkmR+gpnfCgDM/HD18x8B\n8Db99kEA91Z3v0dve1C/Pn37Ezw4cHLPAourW0k2sUUYK0ta+7XECFlbWNZmUHRae2uQ01diDEcq\n2a5IKZdKtxYOM3KQD+4MypVQkzU7wRHYEVbNiUBMnRx5akBq7psIxdPdNh+vYKo2VuhH2SxZ+uxp\n2QjD3tpUgJiYqZ5VLfoIYAfau9NDt5YP6pkE/H9uRP+rdvA0kIK+yLv/A8XozKDf+jg7j6GcFPu6\ngBjIFZzr9tPp9Rpp01/rKmF6QrE1MkS3rY0CGknFOZU0yYRBkkaeN0CI5b7Wnqx04ZAYUfXOahQa\nh7ADO3ZU35Cl3WetUH1ffAK5MWdQKIg0m4ekg0Y2cm3pmiSSAV9qdXIACBvGcEGkfrobvcv/dzd7\nB5E4ibSqHrkhxJMR88cG9BcbzB9WTlkgYKgUL7Ttublrjvb2CIJU3aYcMcX+4xlT0Sgy7McAvJ+Z\nv6+6/TnVr30dgPfo1z8P4I1ENCOiF0KG/r/LzA8BuEVEr9G/+Q0Afu4JF8CQJNNFxG1Ce6tHczIg\nqiRLmsUyT6haTo6U2soHxwass+tb5ckoAko3lTxrPsGnPWyFx2GVQm7lw5+WTbW5sSPSjPAnbRX9\nsQIOjEHenAzY3Dn3Vg2gQIEkldN4YSbVWCD0VzoYTNVaY7kTNvcnSzIuja+/W/v31LI6volbZYMC\nDhgPO1ASscrcxtLmqto8/tKYgGQuScZJlRW6z+7njqWheLVA5yuWiP1vx/J3dzxxAJisjtseAy4N\nNB402N4xQ3/UlnYiwVttJvHj9tukbStrfRlAJHHx09Hhvs+n6laiPfcgMxfaVi6oOsy3Qf9pQU4j\nytrrETdmnKfAFw0Hn1jbtILQjwcRs2sbnNy7AJPK/+v7rjafM1Tg9lLE8XO7IrGjP8+zBsOFrqzN\nQCCAet0IfUDIp1HkhqYZzd7jGZNoAHwRgL8N4K+egjK/WaHK7wLwZQC+HQCY+b0AfgrA+wD8EoBv\nYWYbEPxDAD8KAQjcD+AXn+jBjRTYHPcVJyI7sdC5JYD0p2eN6l7J92aV60ZlmeVUpjpfuQkYjgQI\nsL1zBhpZORGmAFD0p6yKoCFjuDBDr224MOp6CGLj6y0pXa8CFuyk2x6P2kYpM4H+jgXCKPyFsBkA\nkg94o3OBnRkDoATVUGDegKtbZ+U4FMHMUxWM3a4bpZvIMcQNUt0vd3rwdZvHqqMKEWdtLZd0sZlV\n3Z7TjdpnI5GQl60z412/TNdmJ2s3ArNDQVdaQ7WdAIjQ3h5E9sbsCbLZOBdzMtqmncqTW21VadvP\nZl9QoEdaNg6trmV6TmuTiaEc+bWseT81cs618DQJ20wu9Elbp/IetWrG2oiGLKxBAfNrPcbDDvPH\nBr3mpulWPT+dvXET0K4ymi07V8aVIgC0N7ZS1foBJmjyKahOOxwJYXPqne07iKeLfCZx4eh5/KpX\n/yPhLKjoH4Cdk75/qDIjLVs0J8rWbgjIohc2XJyBEgtzXFsKLhFjw2Ltd/vMIzHGgwZxyOiPWiyu\nih7VcHEum8G60sLSgbh9+Iw3Yh9i2yxlaI6dFtX2yqwoH2h1Mx7N5Hlo+2Q46rRVN/isxqRs4npA\nWnZS4S1bb5OEoVgo1y282oveWfqGnKpUlA3dtVPR1NIoFcfEq6RYuB8OsrD7VRXBrnSNQGyjET2t\nsqwrMLsvCnjC1wJUZEpJRONCUF6zx7du5GWKzwgE2qbyWtk8pYqd556lerDhPjK88jWyqunHyTXM\nMC0zVwS3uRKJWoHMfor6gbWichtESubxXhKVHSLq9qK+T4MqGtx4yYHrn9W8LTuU2LXpL88wLuU9\naioS3Y2tQO0rlW9iOaQJgrG0auVgRg6x/r23/wCOH39gKmv2GM+kiuZ8g6FSL6kYczGkB69veOen\n6FzD2jl2ahU4ppzAhqMOadli8yzx3bCevCODlBAaeiGHhiQbTdwkDBdm2Dx76eTO3EZs75jvyIDs\nkCiDyqXYcNxO7WPZmDgSmpPRFZ3tJFm3XZik0miO+93HqZ4fApAVEUSZEVcFfeVe9zYfCWWIDsj1\nlRukskizWOYm1WzG3B6zaZBVVYE5ZJ4mhhoizyHMmpgoFQJqPeNhgqtX1wi48kcrgIBWF1YpJLUw\nCNtR4O4jiwtpK+u1Cstapg4w0DXUVY7bTqsBGkfS2U5bQB7GufHndmrQr4kEPhMsltnGRXJbB9XY\nA+CcL0cdEpArjThKSkTW12T5SO0NZAKq7I6nIFEpD6qkHbbyf3ezV1XoXBQM9DFF/VuuU27JUYHt\nsRzUYp/LXG6KvcWUaM4w4lbseq2XHHrRXzLklnErAOgpT9tZ26QJSjb8cdGoWVZAbuXDZ2EJIa7H\nakAs35voIKCWxXORpedIaI4HP2kHG7jmU20joMwDbG6hYRwKGrMT8NJBu2MjbZvheCTQVYcQA458\niidC2GuOe4HpVnpuBk0FkfyNReMzItqm8m4OACr9Mll39pblJ0ipVGGn79wVrgm3Ef2lzp+LDL2V\nUDqIKKq379RjxWYJO5wnbUvWygAmBsoGshiSM+BtfYK4E7sD48/YtZYLbX1IQlp2yMvWbaTdThpw\nTxsA/t7wg0HFp8mt2VgXyHZelMrFW3+zuHMQsvcBoPOUPjv51JJoPJGDg7QBqVRIUfyZtnfM5HXV\n1ld/aSYVnr7/ASE6j4uA+aPrcg1sdqWHHndbH4pb7gAACz5JREFU1RkOE7mMUau2ApawJsLm/mNK\nNGcVWg2EPu8yrwMKg11bIyZ1Yu20PIsYDluX72hv9YK46TPihjWBtc6LCb36rpiCgEmDNOrvohtG\ne1O8Xnw+M2avQMSMS1pKtBVmeNiOQsbkclL2DbGaTQj8tPO12InVEUMs12O4NMNwJP7vCHLaHQ87\nYd4ftOL7onMnQ3rZvCL0Qvj0JFm1qPKsKS0q45fYiV43agA71YCrMNgmq9/L3EZaV66sTeX0b6go\nS0IGf64H8gAKaRHweUJuTOesVJ/2c9eJU7M0/1lNvrQNVVFkNVgB0ErPTMcGQ/dBuT25tAEJjiI0\nY7UdT6Oc5b1Xtf0oydyHtc3KbXn+YPHrcaSZtjXNgdON4qrrK9cyqGafJMU0FxWI4dIM27vkMDW7\ntkGzSjj86Br9pVkh5ZqEkEo1GbTaDih2TdKi8Qopb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#https://rasterio.readthedocs.io/en/latest/topics/windowed-rw.html\n", "#rasterio.windows.Window(col_off, row_off, width, height)\n", "window = rasterio.windows.Window(1024, 1024, 1280, 2560)\n", "\n", "with rasterio.open(fp) as src:\n", " subset = src.read(1, window=window)\n", "\n", "plt.figure(figsize=(6,8.5))\n", "plt.imshow(subset)\n", "plt.colorbar(shrink=0.5)\n", "plt.title(f'Band 4 Subset\\n{window}')\n", "plt.xlabel('Column #')\n", "plt.ylabel('Row #')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These commands demonstrate the basics how to use COGs to retrieve data from the cloud." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }