{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualizing raster layers\n", "\n", "Of course, it is always highly useful to take a look how the data looks like. This is easy with the `plot.show()` -function that comes with rasterio. This can be used to plot a single channel of the data or using mutiple channels simultaniously (multiband). The [channels for the data used in here](https://etsin.avointiede.fi/storage/f/paituli/latuviitta/Landsat_kanavat.pdf) and their corresponding wavelengths are:\n", "\n", " 1. Blue (0.45 - 0.515)\n", " 2. Green (0.525 - 0.605)\n", " 3. Red (0.63 - 0.69)\n", " 4. NIR (0.75 - 0.90)\n", " 5. IR (1.55 - 1.75)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic plotting\n" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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7O77Topqo4KX5pOsYd+NmRAO0OaQx2B5KwlbMlqXy2316PhG4Bbqah4gRVZNQ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r0HtZqxIXP65tRjdKdC0bWwJbDzNf7O/kM+nOqCrQnZF69YKVepBM03TByvdZ+WoLMxQ2iLvonT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\nfsBql1bJ5Kqy7ejeV7Ou+9CIZkjWytfd0XDUSrvNb8JlyRYH9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import rasterio\n", "from rasterio.plot import show\n", "import numpy as np\n", "import os\n", "%matplotlib inline\n", "\n", "# Data dir\n", "data_dir = \"L5_data\"\n", "\n", "# Filepath\n", "fp = os.path.join(data_dir, \"Helsinki_masked_p188r018_7t20020529_z34__LV-FIN.tif\")\n", "\n", "# Open the file:\n", "raster = rasterio.open(fp)\n", "\n", "# Plot band 1\n", "show((raster, 1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we can see that the `show` function created a map showing the pixel values of band 1.\n", "\n", "Let's see how the different bands look like by placing them next to each other:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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FKVW3imsLIsIzm12m/Ii6cXFti9Yooh8nNDzdpzjLmApctocRzZKHawtzJc3v\na4cRrmVRs0TDt4LmDVouz7e63DhTJ04Nrs0kJDtOUgLH1t52RbuTr8OorxWaR2/K/x5oE9lRH7au\nwPQcbK1rSG/YVzFlDIxHSK0BK8eh18Y8+UW9iA+6mvuVJOrmHDgMzz2BfO/3q7vlehq69Hzknndp\nu46RihAsW9t1tHc0v2wwgKM3quCzREOfzVl1hc69qM/tbKoYSWItSihVdL1aA0QwjzyI9bf+G6Rc\nxSzfgHnmIcy55/He8w6se95H9vHf0Xy23ZaKuj1X68BhnY80VqE31dTHJFEBUmvA6jnkhlMqcu54\nG7J1BXa2VVzN7keCirpvG5dg8RB0W1CbVnEXR8jsfnUV8+IGWTyC6WyTffrjyOFjuv833qGvs/YK\n5vSTyI236XE4dFLduiTWylSx9O9KHbZWVUzubulZsbWuYvTEzeqQPfogEpQw25dVXAUVWD0PjWl9\nrZ1NbWkSR3Dve+Goq8djLlJXr527quUaLK1gHv488oMfBkuQoEL2b38VOXE79Ds69jRWMec4V8Wb\nX9Iii3Jdl7VbehyS6HqcBX+OOIs5232BilMhyRJcyyXOYqpujc3ROvOlBXw7oBd3qUhVQ5loovxe\nm4o4i3Atl5JTJs4iHMuhHe1Sd+s0vAb9uM+Tm09wcvokURqSmISV2uFJJaglFoFTZhhrEUJGhi0O\ngR1wrHGUXtzDGMOp5k2caZ+hGUzT8Bpc7F3CsWyGyYgkS/jS5pd4pb3K4fohtkbbeLZLP+mzr7RI\nalJm/FlSk7IxWqfiVFiprfCHr3yM+5fejiCc7bxExa0yV5rXSlQs+vGAslOiG3Wpe3Uyk3Gwskxi\nErbGG/ot26S82HmRW5q30It7HGscZaG8n9QkJFmMJTbDZEA36hI4AXEYc6x+gsTEDJMBFafChd55\nLLFZrh1kmAwYJkNcy+VE4wRf2vwSqclITcoHD30AyZ0uneMGru2TZDFRnvtnYeGIg+eogARDmET8\nycU/5UOHv4/WeIut0RYnpm6YhGjH6RjfDugnPX7gyIdYG13BYHi69TRHG0c4XD/CTtiiZJeJsw7j\ndMz+sopC/QzEzAb6xbcTtUmyGCMZg2RAZvRxsazuZdWpkZh4sh8Vt4rk/3gTtDsZRumkwSxcFW6+\na7M7iqh5DrYlRIlWOIaJtrfYy/2yLSHNdMPAvipUO2FE1XVxbSFMDS93+ixWAoJMhd3e+yWTPmYW\ncZrhiCYsol0qAAAgAElEQVTjY0PZcViuVejFMbYIC5WAnXGEYwmeZbM5HFP1XMZJjBHhdKvLMM4m\njpRB88MqnoMAzcAjTDNaI038318t8e+eXeN9R6apeQ4bwzFV16Hs2nn+HfTjlLLjkJiMsuMQpumk\nn1svTCbO3tpwxHKerzYb+DRLHsaYSU5ZmKXafsRYDJOMmudgDAyTBN/xWB+OcC2LuZJPP04mPd0O\n1sq81O7zjpOzhGnKfUvNSYh171jstTnZC4falmAyCByZ/B2nGc+02twxP80wTtgZRyxVS5Nq1CjN\ncG2bJM24Z3GaXqQFFc+1uqzUy+wrBwziBNsSXMuiFybMlFQ0J5lWvdZ8h4pxGCcpVi5o09RMPu3N\nwCMz4DnWRAy7tmiIOv/cvJaMne+smNB4eLWqM0m0iWySW/8zCzDqa6hu2Nf8tEpdL9DLR+DwCX0e\nkENHVRQtrOisb1yC1fOYz/8ZLB/VxPpuW18niZEb79Icq0svwsUXwbKRoKLi5IZbYXEZ09m5eqF3\nXHW1shQun8e0W5P3xi9dda0Gfeh1MKefgjRF3vI2zEtPkl14AfPSEzqGlRMwt0D20CfUQVxagb3i\ngOa8CrudLRUcaaqCM4nzggYftjdh/YqGS8cjnbcXn1FBu3JU3bw0VrfMcTXc2tmGypTO3enHtdp1\n+4rm/21vaH+3Fx6HM08jR05orl9jCjYuYcYDZPHI1QIG0GKMNNaxN2bh+SfVxXziIXUbh11tU7Kz\nqXN2z7tVmJ4/g9xypxZ9RLnr1++oE1mp6v44DuxfhtkFzIN/qkJ887KGx8ORzsnaKkQj6PeQ+94J\n4RDzif9Px3rXvZjWOlJvYp79IlQ1p1Gm96n49wLwy5hP/gedW2PyEPEArOv/vSpMQypOhcAu5Q1j\nM0pOmVEyZCaYI840cXjPdau6NZy8wvHlzssADJLBxIEZJXpngV9+7LdIsoQojdgebzFbmiVKI1rh\nNuN0PEni3xOHmUkJnBIGw5c2Hps0yA3sEnWvwSAZICLUvJrmdBnDfGkOwaLu1fFsD4PhPzv2AVzL\nY6myxP7yEmE6ZnVwEVtsnm49TWAHHKyuMBPM8WL7Rd699A6m/SbTfpObm7dwtH6Msl1GEAyGYTIg\nQx2KvbYknu2xE7aY8eeYDeYQhJXaCp2ozZQ3zVLlIKlJ2BptYonN9niTrdEWFbeCJRZH68cYpyME\nYX/5AIJw68ztnJw6SZzF7IY7CMK012SQDLh7/m5+6ta/Tc2t89zuaQBSkzLlaYjVmIyL/fN4tj85\nhu1ol/XhFc73XmEnbBE4Je6av31SsXukfhRbbLpxlye2n6Dpz2Aw1Nw6BkPVqTFKhpycOsEgHrA5\n2iBMw7wSWD8Lo2RIP+4xTsfU3Dq74Q5hOqbq1tgJWzo2DPvKi9TcOovl/QyTweQuFKlJidKQUTIk\nNQkGQyfsvqGf/69Ekqlg2Utcj7JsIuSqrvPn2nGIaHUnwHwl4Fx3gCXquDgiWJaQpPr5+dzFXRU2\nRvPDpn0PQWiNIsJU30NEcHJnR6uF1YVa7Y3wLc1d82yLwFanbU8sCIJra9uOKE0noUjPFm6cUedp\nJvBZKAeEacYgSkgzzRmzEGbLPo3AZWsY8sETszQ8j4rjcKheYa4cUHGciVuXmauPYZpii4VnWXSi\niIrnUHXVdZwvBfTjhGbgMZOLul6k4rITxpMqUmAS2gVoljySzHCoUWFfOZgUVNgilHOH8Wijyvce\nnafsOmyPwjysrQ6dJTp/u+MY2xIVdWij4Z1RxO44ohPGuLbFwWqZbhhzZTBiXznAtoTdccRqf6ji\nVyR3ZmXSe+7YVJUwzdgahUSpuuEi6n6OkpRenkPo2hb9KCHLXdcw0XUNTL4cNAOfJM0mji5oXl2S\naX+7KM0Ypa++3+k3JOxEZEpEPiIiL4jI8yJyX7787+XLTovIP82XeSLymyLyjIg8JSLvvuZ1Pi0i\nZ0TkyfxnPl/ui8i/F5GzIvKIiBy6ZpsPi8hL+c+Hr1l+OF/3bL7t1y+pchwVclurVy+ySQhuAJaF\n7FvRQgXP1xy5Jx7SC/Paqj7WZ9RNK1fU+ckSdebKVTh5OzI1pcJiT9SNhnD8Fr2zweVzumw8gnMv\naC7YgaO6br+D7D+o2+5fgakZderCEBrTyL3v0fcxmYquShXiWN27Yzcht96lrtr8Eqxdguef0GT/\nWkP7ws0saHi31oBXXtDXAIjzEOz2us5Fv6fVsOORjnX9Chw8rM4kwG33aSHFyVvVdbp0HnwVL7Kw\nAt1d/enswO6GVtP6vubwba/rfs0tYp58RMOe3bYKp5n5PBFjCMMuZnsVbrxDj/OxW3R++x0VsxuX\ndG4cV0Ooew4kwMFjmPOvaOuT2QWdr9FQRd3qOc1tXLuI9a4P6bz3Ovr8zALsX0Fuf6s6ebadh777\nyPxBWNgPF16G+hTm8S9iHnwAuf0eDbHutjSnzvVg4YCGz0sVzCB3PPfcxWYTHv0MXDyrYx32df6v\nM4EdkJp08mPl+W+pSclMimcH9OMejuVOBMPeeqeap3Atl6qjff4EoeJUuNi/wM/d99P5RcphpXqI\npt+k7FQYJaNJbzQLFSFplkxEgi0O37383TiWQ5RFeJan4VBx2BhucrB6kMAOyMioulUyk1JxylgI\nxxpH6UQdAjtgyp+m7FTYV1pksbyfK8NVbpu5jU9eeiD/Zhxz0/QpTu88RzvcxWD46LmP89D65/mN\nZ39bQ8dRd1I9C3BlsMYLu2d4pvU0vajPbtjCFofUpCRZTNOfxZAxSPqsDa/g2h6/8exv8sClz/Cl\njad5uvUsWd5A2LEcHMtVgScWURayPd7iaP0Y036TKAtZHVxiZ9xilGix1CgdcqJxEnsioockRs/l\nvTCyhfbzeuDSZ2j6MyxXVybuRdkpE2URJxonGSZDhsmAQdLntpnbciG6MTnWruWyUN7PYnmJJNN8\nPRXbGgqP0oh2tEvFrU7yDV3Lnbi7gmBbDiW7RC/uTva55JRzIZ8RZzH9pM9uuMMDqw9gMDT8xhv2\n2f9qOJZFlLe4yIw2sU0yzXmzLMF1LL1YOyq6xkmmIdE043C9gjFQyS/ce6wNRnzg6Pzk7+nApeza\nOJaKgr0cN0FDlWlmJnlnALfONdRlyvTOB6kxOJbFdt5Q183HvFeNaongWir0xmlKYNsEjoVnWzRL\n3iQEu1AOONftY4xhGGmLkdXekMSo0PzspRZndro8cH574kp6tkWUZcRZRmscsTEccak/1LDjOJrs\nd5ypEAbdj72Ciy9c3uH5Vp/z7RHnuwMSk2FQN862hCQ1k+KDnXHElO9RcR1SY2iHMYNYnTMBRnE6\nKaaw8tzAvTDzdOCSpGbSM+5ib0Ddc6nnFbxpZkjzcPlKrcIoSYmSjDSDhbLmyo3idJLbuHf3icCx\nCdMUQYtOsswQ5GHqcZJS8xyiLGWU6Lzv9ePbm1Nn784TqHPoOVrQIuQ1fJlhexTyzHYbx1Ix+2r5\nRh27XwH+xBhzA3Ab8LyIvAf4EHCbMeYU8Iv5un8HwBhzC/B+4J+J/Lls8R81xtye/+zV5v+XwK4x\n5hjwS8A/ARCRJvCzwL3AW4CfFZHpfJt/AvxSvs1u/hpfmzjWkF9tWl2lONQ8qfEA0hSzu6EuiuOq\ngDl+Cro76tg99nnMI5+CuQMqBMK8VcdooK094rEKgtFQReDxUyqkLp5VQVIqq/u1dFjztDxf7y/a\nbeutq5pzyNJxFSEvnVaBtecq7d2qqtaYhF31q6J3NYxoDKxd1BBkqaxj2G2pSxiPtRfboK/5Y3Gk\nrw8azt2/rPvhOFfvsiCi6104q+/ZbmmemWVBOEKWT2h4WETFYxzqPGyt6WvsbqsoOnWPCruV4zpv\nF8/qcRgNtao0S/V9Fw9h3fc9UJnCPP6wisnNNe09t7Ol+XxbG/q4b0nDs1PzV5sRJzFsX9Gw7uUL\n6t7N7NPlx06pA9powvIxshcfgyiC6Vl1HHc2dBxXLkC9CY0ZnZ8kxnRbKgDLFczpJ6Fex/orP6DV\nvo6H3H0/3Pd+nWfADHqI42Ee/RyMB4jt6JcH39eCiqkZ3Z8kvxPFdWavJQeoyBvkYUBbbIbJEGOy\n3F3TkGnVqeKIC2geV2pSnDx8a3JnazdsIwie5bMTtoizmHbUpuyUOVo/znxpH4IQZyqY3Ly/WsWp\nYok1ya+rulU826fsVDjWOM7xxnFKtuaBxVnMTDBHySlrWLCyn7pXZ395iVE6IjOp5gRmIVEaMePP\n0ona3NS8gd9/5Q/0Tgcm4Z75e/BsH9fy+P4j34eIxX97+0/x3M7zDOIh7ajDKBmzOdpie9RiEA9Z\nG26wrzxPYhLO9V7mYv88j6x/iUuDC5MQcmYy4jTiMxde5g+ee5z7D7yVty+8jaY/k4tmzT3zLN13\nz/LZGm1NCit2xjtU3Aobo00cy8FgeKn9Io7lkGQxtti0o93JsbPEznvjjTDG8INHP8R2uMUXNr6g\nDtp4G0G41L/EMB1S9+p0ojZpltKLu4ySEWW3giCsD6/QCrd5dudpQHP4tkZb+LbPK92XGacjdnLn\nzxYbYzICO6DiVieu31xJK3Kt/L9+Q5bnMurx1VuMaXh82m/y9oW38+Da594UDYrVPSEP/cHuOJ6E\nR+M0I8vMJOyXGYObX5wlbxOS5eHGYZxO7gkKTNqBhGmqF/BUQ7UzJZ+K6+h2RsOde9E339FtLVFR\nFdjq2tU9lwPVEofqFTzLou452CI08jy21Giyvmdb1FxtWQJMGvpq4YNLnGXMlny+cHknDwfCyWnt\ntSgi3L88S2YM7z88y/pgzDBJGSYpriX04gRjDHGmlaV7gmljOGa1P+RibzCptN3LFQvTlNYw4fT6\ngJvnahybqlLJiwqyPBS5V+RgW0I3VmctSrNJX7mNQYhrCVGWsTkaa3PfXND147zQI3c/95w8gBum\n61wZjHhmu0PF0aKPsmvz4m6fYZJQdmwGSUJqVLRGeU+9PYE5TlOuDEYaajcmb2QsbI1CdSNjzf9L\nM4Nn2XiWhZPn6Lm2pcc409zCveO7l/e3F+5PTEbJtZkr+RybqvFSu/+aPsNfV9iJSAN4F/Cv8g99\nZIxpA/818I+NMWG+fE+k3QR86pplbeDur/M2HwL2bpz5EeC7RH3J7wY+aYzZMcbsAp8Evid/7r35\nuuTbfv/X3dtSRdt7DPtX/55dUNentY4sHEL8klaVBhV1nxqzegF+6/vUKm2tqWgyRnumBSUVDrar\nwqHXUTG2s6X5cybT8OPMogqYtYsq5PYqTbu76hJWpjAXntex3fIWFRzlqm67vqpjuHxBRd+VS5on\nGI2hVMZcOgeXL2CefBTz1Bc1F+zCuas5Xr2O/q9Sqmg+3Mk7NKy5tZ4XT0RX92lP9EWhir0Dh1XY\nlcr6GrarjXcf/6zmtRmjRSSblyZFFGyt69gdB7FsOHGrFm4MtNpX7rxXt7vlbl13ehbWzpO9/BRc\nfhm56TYNh7Y2tWDCtlUYmSy/mV6sgjsaq5DcK2qZO6BjnF9UsVdpaFuTPeHrelfnpNtWsWu7Oi+g\nohtU4M0uQH0GqU7p772uVgp7nrq9cQSjPqbfRioNfe96EwnKmGEXOXoDDPuYJMJ85k+w7v+gis1K\nVUPzK8ffFNWxtuUwTsd5zpyNZ3mU7BIlp5wLqIhxOp60qPDy6tZ+3KPhNWiHu+yGO7iWi5UXQDhi\nY9D2H3PBPnbCVt5aY8xO2CIzGS93z05eM8qXd+MOn7nyaXajHbpRRy+wCDW3RpiGhFnIA6t/xk7Y\nwhGHT1z4xETQTfnTtMYtLvQv8EzrmbyNwQDX8khMQmYyZoM56l6DHzr2Q4zTMZujDSyxmPKmczE5\n4ubmzWyM1ig5JXbCHbZGW3SiDscaR/Ftj7cuvIVxErI+XKcTddgcbeFZHvPlOX7jqY9woX+OYTKk\n4lR4bvd59lWrhOOIX3nsI5M5b4e7bI03ebr1FJeHl7jQO8djW49ScjT1YMafY8qfouJUuXvubrZy\ncXewtowtDrY4bI832VdaJExD4iyaVP76dsBGfsuxJ7eepuk3EYRu3GUm7y8nCO2ojW8HuJbLlDdN\n1a1RdbQdS8ObouFNsVI7RGYybMvhcP0w43TM0foxPMtnsbyf22fuoB/38WyfJEtIs4SN4Zr288sS\nwnTMOB1TdxtYYk/C9ZnJGMQDpr0mL3VeZG14hapbY5AM38BP/ldnLyS21yS25jkEuauy5ySNkxTf\nsXBsC9fWOwlESUbgWMSpYZxqdatra4HFnmC1LMG3NWTn2ioEh3GCoIIImOSyDZOEQZRyZrfLME4n\nwm9vHGEuCk63uvRjDf+9sNNltuTj2xZTvkcnjNkeh5zvDiZ90izRnywzVF2XiuvwjoMzpJkWM0RZ\nRj3YEyEZK/UKu+N4kp+3NdDCgcP1CnFmWKmX6UfqUI1y4VdzXRzL4rMXdrXKNH/z1f6I9ihhFKZ8\n7IXtiUM1TjJ6UcLGcMTOSEOlz7e61PLCE9+2cG3d71tmG6zlc9UMvFw8aXi77DjsjmPiPLy5RzeK\nda42B8zmeXB7bV3q/t7n8mqhQjnPlQwcddz2ROteHmRqDMu1iqYaVAIsEeqey1K1rPd+zb2XKFGB\naIzO5Z6buJcHaFsy+aIwSlJqvsv6YMTGcEzZtdkdXf3i/Wr4Rq4sh4Et4DdF5AkR+ZciUgFOAO/M\nw6GfEZF78vWfAr5PRBwROQzcBRy85vV+Ow/D/s9ytfveEnAJwBiTAB1g5trlOav5shmgna977fKv\nTRLBVt6XzPVUdOzdTmphGdNa0xBpLlbYd1AdHy9A9twsseCV5+DSK0ilrgLm9GN6Z4VqTUVZqayu\nUhTCwkHGv/eHmIf/TEN5Vy6qEExTFWxLK9pOw/W08a4lV/vUxZHm9s0vavsSv6R94HxfhY1fgqmm\n5qMdOATVqrbb6LZhNIIbbtexBCU4e1qFUZpX8k5pyxHSVJ/fuKz7uucEJomObfWchmi9QEOroMUH\ni8vqKO5sqZBZuWkSOiZJYO0S5syTmI0LkBlkbklFbLmK7FtRcdPahJvvUqEEeZsVH/PYw5qrt+cu\nlio6n4vLGqK18mrWLNW5aG3q2J57LHcLW7kQtXSOujtaGNNtq1trjDqqF8/qXKfp1WM+7GleYjiC\n3q5+Hp55VG9BduwGPRbGIJ6vIWfH1Ry/Sy9pHuWwq2OeW1IR7ZeQv/ID6jxmmQr43Q0tnHkTVMaO\n0zGe5WHIGKcjyo6K3CSLMRhcy6Ppz0ycvWyvD5pJsMWh4moT2kEyIEpDnmo9Menr9m9e+F0+t/ZZ\n9pUWWCjvp+41KDtlOlGbQ7VDdKI2llhcGV6mZJeouTXetf9+Zv05mr42JTUYolSFy4XeeepejdM7\nzzETzPLeA+/hyuAKw2SEMRlrg3XCNOTm5imeaj1FP+4RpSGdqD2pRN0NdxjEPWyxmc0dv3a0yyDp\nU3H09l1hFmKLRckOmAmadMIu26NtlqpL9KIeb198KwvlBQI7YLG8QGISbmrexHcdupOPvvyn/Pwj\nv8Zzu89zpH6Y9V6fg/MzRGlClIUkWaxFJmnMcnVZ753qBByfOs6h2qHJ3SHqnoYk29Eus8EcSZZQ\ndaqsDi6yNd7g6dYzbI7WWR+u41peHuJVF3KvAOY9S+9msbLIc7vPcbCyzNrwsr6H5dEOdynZJR7f\nepLAKbE93uRM+3nG6Yi14RXSLMEWm+d2T2MhNP1ZDlSWJ2J8lAzZHm9xZXiFKa+pLWZyH6IbdyYu\nbsWp0ou7eUFHXhxg4rzpcpdpf4q50jy74Q7vWHwHUfZmKCjK8nYT6qjs5VbtNe8VgWrezNeY/KIc\np2RcvWh71tVqzPOdQe5uwUOrLc51+9ryw3XwHQvftokzw75ywDBWZ22v8jNwLG5o1im5eheDvf5m\n2g4FVvtDfMfi8mDEXMnnaKNGJ4wZJam6Y7ljdrhR4dntzkTgdKNk4mZtjcI8BKltQnzbYhCm+d0Q\nNOzr25a6bsBC1WcYp2yNQhq+yzBOOT5doe652CLqwKHtQG6aL/PHZ1v86SvbrA1GVF3NW1uaDia5\neqCXndRkNAN/Mt+H61VmAn+S5+bnYc1BkjCXh58thNXekDDNeHqrS2scMkySvMI8mxzTPbH8npUZ\nKq7D5cGI+bLP9jBif6VEyXboRBG+ZbPaH2GJ0ItiXm736EYxrbGmzVRch43BWBsju3beG4+8Mj6l\nHUZsj0LK+d0m9pzWvZw7rX6V3A28WshhjM59GKvzOVfS25PdvTD9mu4X+40IOwe4E/hVY8wdwAD4\nH/PlTeCtwM8Av5cLtX+NCq1HgV8GHgL2sv9+NA/bvjP/+bFXPeJXiYj8hIg8KiKPbnUHyPKyOjV+\nSdtpXDmnRRL/P3nvGWRZep/3/d4Tb06d88z0xJ2djcAuFkQkIYIiRYq0TNq0ZNOyrbJolz9YLtuf\nbFXJLtlf9NGuslRUkU4iZVmkKIIiCJCEBSIssLvYMDM7OzM9PaFzvPme/PrD/z2nBwwWiZKxrOLZ\nmure2/eee1L3ee7zf4LroRpTwp75ZQE3OSjQGfrxXQEXwx76/geSMxdHohe7/rKABsuWvLpBT4DS\n+jUIJ5T+6k+jPvop9MP7qI98UgDE9KwwYs2OgCydCXgaDgRU5AzTaCAawOdelQiSvScCHDbuCLDK\ntLB7cYRavyyO1qMDWF2V9SSJMHJ+WRg/Swl40dmZQWJmAWbmxeWaJPKzKBBdXqMtDtrjA2Ecg5GA\nm5NDYSYrNdTUIsr1sT7541g/8GNYn/xx0QZeeEYYsUd30INT1NpVOUaWLTl1F28IYxdOhIV88kDi\nWF77jIxE40j0fPvb8r3jyHOiUEBbqSrbPDUrY95K1YQir8k+h2NhFZNYQFx7Bt78KoyHqOa0HOPD\nPTkfUSD7dnok+z+7ZPSUNWEsBz0JZlYWejKQ/lffF4YXxAmcayn9ioB+W2JflGWj6oY53H0oxhL4\n0AKKn/6dGJ+O8W0fUJTtCpoMx3KNm1IWcW+OmSRjojSk6bWKcaNn+URZhDb6O9dyudi8xLcPvs1P\nrv8lXpuXvMR+3CvGs75dwlKWMUUMOZwc0vI7vH30NmEaEGfSCJHn3v3yvf+bB4MHDOMRtrJZra0w\nSSZUnRqdUpv5yjypTnlu+jm01nx995uchCcM4gHDZChsXxowTsZEaURkGK7NwQP6UY+KU6FsV4iy\nkGE8ZJJMeGlGhgxzlTmafoOm36TmVrEtm5bfRmvNTGkWx3Joei0e9DZo+S16wZhPr96g7tapulX+\n3g/+PP/ta/8hf/vj/wH//Td+gb3JPv2oxyAecDA55IPuXdEsmiaGJItJdcL+eM+wp5INlx+Pmlun\n409xqXWRzcFDrrWvF+cozs6qvTzDVN48vknJKXG/f0/0kMb8ko+7f3jlL5BmCbPlBZZrK7S8NkmW\nEJtx71p9Dd/2ud+/S2gc0fd6H1ByyoyTMRcbF0myuIh7ma8sFvtRdWocBvscBYckOjbGjrRgFyXi\nxKLm1Gl4TapOrdAgfr+Xp38nRt0TATIKXNsyI72zEbFtdHGTJBVNV6YpuzJ6y0FIlGWcBmfRHBca\nVTb7Q15ZaHO+IZrU0DA4rq0MGyeAMck0vTCm5Nhs9kcy3s0EZIGMNb+2fcJxEBKYsWjbdxklCa4t\nsR0L1TK2pVhv1rCU4n53iG2JHnAUJ8RZRpAI4CjbEpILcBqIkSMfG4vhIWacJFzpNLCUou66+LYY\nJiqG0aq7MtZt+x6+GTsKwHGo+xbX5yrEWUbFsfnshRavrTT5kcsd/sX9Y3ZGY0ZxwiBOOBgH3D0d\ninnAsF654WRgQKlrWUUll8SoCEN5barGKE5YbVQKw0Kmz/pmMy1M273TEUGSsjcKim1VCoI0I0hT\nbkw1JQql4rNQLReRJqEBv03fJdWarcG4GKM+6o+KMfl8pWQiSzITd2NjG92k71gESWZcvroY3wMF\nG5s7ogtG73twiv9JgN0WsKW1ft38/z9BgN4W8E+1LN8CMmBaa51orf9zo6H7y0ALuAugtd42XwfA\n/4no5gC2MayeUsoBmsDx04+bZdk8dgy0zHOffvwPLVrrv6+1/ojW+iMztTJ6MBCHqc5EL7Zy8cxp\nmsaoSgNVawroylIBA8qCxQvCOE3Noz73E4bd6aOW1yQq5dwl0XStPyOAq9+F3cfot76Jfuct9Btf\nRc0tol//iqwnd8SWqsIAbr4Pb39DgJ7nC0NXqkjtl23Lz3P2bX4ZLlwWzVz/VJ7vlQSUVetQq0tj\nRO9ENHilsmzX3BLKlouUwan0ujquRKxMxsI42rYAX68kgOqZlwXcnLskcR3dI9HMLa5JB+szH0W/\n/VWy3U05plmGngxRNz6GPtwuelbV/Jqwd08eSH5dZ0Gy7pot+e2dmUN9/PPCuNm2AOpSWY7TygV5\nz0FPvp9eRJVr0DtC3XhVdGvbm/I+c2sCOidj+Y2bXxXG78oLYiq58VExbjy5J4/NzMtxCCYCsM9d\nFZatPXemb4xCOQYr5yQQulyHJ/fhcF/cvr0jOYeVGurS83Ld9Y8FUI766O0N9OG2uJc7s7DzQK4V\nx/0T/Pr961+e/p3oTHeI0ghLWYRpQKYzJskY1/IKLZSlbKpOlbJTQSnRxpXsMpkBfwrFbHmBjj/F\nO0e3aHgtXp17lbrbEKbGcqnYFZIsLl4TpRHjZMRJeMy19jP0ox4vTL+Aa3mFkzSP0fj3rv47XG5e\n5rW5jzOIB2RoOv4UG/17lOwyh5MD/vHdX+cXbv4jHvaf8PnVH+Za+yrHwTFozSQJpBZMpyzVlqm7\ndQZxn/P1CzS9FrZyTG9pwv7kgLnyPKC51LqEq1x826Mbdsl0xnx5AUe53Dy5hVKKx4Mn/OrGb/CV\nJ9/kzsl9Pn/+Ndab5/mlm1/k93e+URgFToIT/pMXf4rp0hS2slmuLqPJeGnmJRSKsiPhvDmomi7P\n0GC8eFgAACAASURBVI1OibOYXtRlEPfZHm/h2z5HwSF3Tj/gcX+bzDBlttHYdcNTEp0UbOV68wId\nv81KbRXfLlF2Kvz24y8xjIe0/Y5hTW1OwqMi8iXRKY7lcOvkJhXT7rFUXabiVDmNTjgNu8RZzGx5\njmEyZHOwQd2t49s+e+Mdyk4Z3xhcpksznKtfwFbC4jjKlQDmyS5KWZRt+WA0TkYcBQcFOP0wfyda\nneniVhqlmeigsrNA2UzLvzzaJNdhWWasJmJ9xVTZo+G5PBlM8ByL9Va9EMkDRfNDkoq2SmtNlGb0\no1hMD0nKWr0qTJmlGEVJocX6zOoUS7UyVzoNAjOSrXsu28MJJcfmaBLyja0uX3tyypPehOudJovV\nCr2n6q0yMzKseU7RfNApCTBzLHH0AowTMShorZmvSquCZ1vEmWTUCatGUd21Nw54Y7fL/ZMJO4OA\n5+ZqxGnGW9tj3tjpk2ltHOcpH1ups1it4FiKmbJPN4x5brop14phJ3NmtO17jE2KxTCOCRMxZNjG\nAbs/DjiexCSpxjPaRNdW9MLYaHozoizlQlPYxXbJK7IIv759Qsm2qHsOY6NH7AYSXH5qqtQqrs1p\nGFFybKI0Y75SKtYfphmTRNzIkzRldzih7NqSKRmnxfG0LEXZtWmVPHHIGvCWGE0mgKNy84lmEqff\nU0DxvxLYaa33gCdKqSvmoR8CbgO/BnwWQCl1GfCAI6VUxYxqUUr9BSDRWt82o9lp87gL/CXgplnn\nrwO54/XfBH5Xy4D8i8APK6XaxjTxw8AXzc9+zzwX89p/9q/cW7+MandEx2ZaBhgP4WRfmBfLRgdj\n1OIlGdtaNuw8FHCiMzh3Vb7uPYbJCP3G14Qx6p3KSNfxZD2OK1VXfgnVmUKtX5LRnW3Lv2Ff3rdU\nNblvKzC7hHr1ByXjbXpRNFhJJGzRrTcFgFjGnDG9iH73TXGktqcNEDo9c+LWm8Kweb6AGxP9gesJ\niDreE7Di+wJq01RGqJWajFOzVFi5pTUBNj3Tf3q4Y0J4G+Iinl5C33tHjkuWglJk77+OPtlFP/pA\nGDbblSaJ3/s1AYYX5Ln6ZFcMLNOLJuetL8e2eyys2b1bAowcR47/w3uotasSE9M/lnFmrSksmFcS\nQNjvot/5hgDCc5fk8diMdjbfN6yfa0DcNPr3f0sA9LlLAsSPd6Xb1bLRr39ZRuWWLWC5MwdeGap1\nYetml4SRzY/5+WsSdQLyGq8kzuCc/dWZMJGlKmr1Mvo73/xXXq7fj0Wh8G3pOfVsD8dy8WyPOIuI\nTXivtEEIMIuyiINA3JNRFhFlIWWnjNbS9fn51c+xObiP1prNwQbKAEb5Q+0WIcdRFnEw2ZfIjahH\nomMeDR6amJGMtj9VMHuWsopu1h9e+RFsZRFnEQuVxUKLd2XqHD//3M/xmeVPchQcUrJLvDj9MgAz\nZRHoV5wqaZZyMNmn5bW517uHRhvzwJiyU+FS8yINr0mqUzzLZ3u0w3xlXswGYQ/XkliVl2ZeomSX\nqThl4jSmWapzqXWOtt/h23tv89m167w2/wq2svnqzjd47+gO/2zjdzgKjml4TTb6G6zVz7HR22C5\nuorCKlylx+ERjwePCdJAcv10xnFwRM2pUbJL7I73+OjsR1lrLEv4sCgkyXRG1a1Rdxs8HDzEUha2\nslmsrnAcHJF3wF6fuoZtiZt3pjxX5BBqNLPlWa40r9CLeixWF+mGJ6zUVoUBzGLiNMKxbBNC7dN0\nm6YVwzej+Rq2ctif7JIZsJJkkteXZhJp4tslFivLBOmEUTI0zuaa0Wh+OB92/uCSjwM9W3R0SmEA\nidRexWmGY4sjMkwzwlQclfktOGeblBJH6+FYBPanQfxUswA4tgjsQeq4+tEZsB1GwmDlzFkOJHNj\nQD7Cu9ZukGqJx1islhlGAn5aZZvPnpvi+dkm4yTBsRSXWrViv2xLUbIlny5MBXxs9ocF0EgzYZTm\nKiU8R5zBjpJGi2lj+BjEcXGszjVqojk05oKSo5iteqRa0w9TZqoOn1ht49sWW4OAjeOAt3eHDOOY\nuuuyNRjzTKfB9mjMXLVUmFdsS9E1kSSRyfWzlGJvLEDSthS9KGKlXmGm4hUu1Nxd3PJdPNtiayga\nzihLWayV6YZRMSa91KmQGpDVKkn0ioWAdteymKuU2B8LwzeJUy616iZnUAwfvqkcKzs2VcdhtiL1\nbrYBwZZSTOK0aOPIjIsaZB8dS0m9WGaCrTNN1ROmz/ketNh/0lf8Z8D/oZR6F3gB+LvIyPWCUuom\n8MvAzxnANQu8pZR6H/ivORu3+sAXzTreRhi2f2B+9gvAlFLqPvC3kFEvWusT4L8Dvm3+/R3zGGbd\nf8u8Zsqs4/97SUwW2vwqyrJF9zTsAYj4Hwz3a8YBwUjcn5mW/LlgJMCjWke/9x15TrkioOhoF/Ye\ni2Azy2SUmMToQR+9twPPvwqOg/WDPyn6slzfN7cijODpoVRwBRP09oYAmlL1zD2ZJKaG7Bg+eBvV\naksMy6P76HffQG89FNDkebJN7SkZcZYrArrmlwWg2TYM+ujbb8s2jIcC8tJUKrd8X947z86xbAFK\ntaYAOtuG5jTW6lX0w9vQmhLQCmSP7giL+Pi+sFezKxL/oTVcviH70T8xMSsWVOsChIMxXLxO9nv/\nHOYWReOWyfvrb/9LYVgbbQGMUSjnII7kmCWJgL1SRcBosyXHPo0FuLuejGlbHWFDbVf2JxihVi+g\njw9MyPKsjOQrNfS//IJs3/yy7P/sgolOGYr2z1Iycn941+j2WjDqivtVa9FjHu+JoSKJoG06cWtN\nCCcyln7hFWGMP+Ql0xIGHKQTQJFpKefOR2K+XaLq1NBagFnZLrNUkZHdSXiMb5XYG+8KMBtu4lgO\ndbfB1ugJjuUUjRKu5RXjWNeMeldqq7S9DnPlBZpei6nSNLblmG2wSHVqwGVQjCoznXKpeRnHAIDl\n6gqL1SU+Mf8JacWwPI6DYzzb58nwkQk7FjZLQpTLzJUXsC2Hpt/g0WCTltdmmAyYJGPT2CCjUY3m\neuc6R5MjYSsq89w+vYWtbJpei53xFtc7z3J9+jJXO+ss15b5zc3fwbUdPrX0CUbJiAf9Tb69c58v\nPrjFz1z+UQC+tvc1bOWQZFK5NUnGjJIhqU5xLc9UliXsjfe4eXIT13JFZ6clhPl8/Tx1t85qXfLy\npKc2M5pI1zCos2z2N6WdQmuWqsvEqWQSWsrCszwGcZ+73TsEaUCQTDgOjmj7UziWy1x5nvdP77Az\n3uFBfwNLWURZxGl4SphGVN0a/bhfgLHj8AiQSBWQ6rC8rcS1PBNeHf+hUWvLa6OURaoTs73+9+nK\n/+OXPIYCKMZk0pZgap6ss0wzyxI9Xcm28R2rcGUOo8Ro2WIsVNHFmmvKcvZmEuVxGrK+ponjqLiO\n5L8ZNgyzTbmrNct0oeRwbMW5hmhjM61plzxmyyVenG0VzxnGEhx8PImKztKSidHwbavIk6s4Dofj\nEM+2TLVWVtSb5frCTsnnaBKSZMKibQ0naC2M1skkYq1eZb7msdwoUXZs3twesj+M+dRqR1K14oTj\nUcJuP+KTq20GccK3906ZmNHwuUaVMBEGLDVMadmxGScpp2FEN4zFTVzyibOMm0c95iryXg3PFVbT\naOqePm4lR/RzFUccyDNl0flpM661lWIUpWwNxvQj0Sl2w4iG52IpxVq9ykkYsTeesD2akJlrI0xT\ngkSMG5MkFUCP5OZprQt2NAfTlpJzZpvYk6c1dEmmzUhfYMfueFJca3+a5U+UkKq1fps/2tn61/6I\n5z4ErvwRj48QI8Uftf4A+Ok/5mf/EAGRf/DxB5yNcv9kSxTKKLXSEFBXqmJdflmaDvon6MkQ65mP\nk7352wIUlCVNEcFIGKGtTQE+926h5hdFgN89EsYmTeHCVfRXfgPr8z8t9VoHu6gf+Avor/ym0Xol\n6Df/H3luvSHbFE5MPtuOGCXyrLtB76wZwjdVVdUG2vXkjF++IQxaEKCabXlNlp6xbqXyWUWZXxYw\nlKZkX/5VVKks/bKecYkmMfrtb0vIchyhXE8YtJULWKtXybbuCft0sCvj3NYMOgpQy5fQE8lAUuUa\nOkuELdzfERDZnkPHIzGn9E9h/AR1+Xn0rTcEKF28LiHAzWn0V39LumlPDgWwrlyAQQ/10g+gai20\nW5LXxKHsa68LC8tw8ASdZSanry3/gpEEDPeOUJ05dDBC3/wO6lM/KsxdFJru2ll4/ECAWRIJw/nw\nXtHzq7/0m7C0JCHHSSIO6Tyfbv0ZVL2N3n0o77H/GGz3rAu20ZHzHE7k3GeZvN9kKMxxvX1mGvkQ\nF0tZDOJ+UdCudYZlmKMwDfBsG8dyC+2XY8KBU53S9jsMkwFL1WVGpkGh6tT48taX8GyPl2deJtMZ\nYRowSSc4lsNJeMzEhPPW3FphDnCUS8nWBfMHFH2ng6hPlEXGtZmhsAqWKcoiGXckIw4mB5SdMs92\nnuM0PKbqVpkuzXISHrM/2eVBf5MLjfO0/Q6Ocml6LbrhKUfBAUEakGQJnuVxr3fXaORq/PrmF3hh\n5lniLCbWMY5lszve5tbJbcpOmUxnuJYjvbLJhFcXXqBTaqN1Rsef4s2Dd/jIwjqvzL+EYzlsjbZZ\nq68yX1ngrHWjTJLFvHP8Ni9Ov8yd7h26YY8fWf0R4izi9sktFquL3O9tUHUqNLwmURoyV14ANMNk\nwMiMVkW7VmaxusRKbZVe1OM0OjE6xiZRGjFdmqHuNlDKomSX+NKTL7NWX8E2sSqn4QmPBg/5/Mpf\n5He3v0zNrXEanhCkARca6yykEyysoskjz72TyjRfRvVOudDa2ZZjGKeK+dCQsjPeYqmyQpBODEjX\nvDTzR94evu+LQgJ0m76LzZlp4mmgYBltVJ5tpxBQVXWcQoc1iaXP1bUVm/0Jmdaca9RE95VmxEZH\nJq5JMW34riN1U8rFUhJ3kt/kNTnLJwDE1aLFyuux8m3LtPTC5jEdvm2xWC0TpOLkbXguw0jCekdJ\nQt11CtfnbKUkTtqJgLt+JIzctgFEtgXvHPRZaUhwsBhNNPvjgI3TMdNVl1R7RVivBq7Olliolouc\nur1BRLNk88pSE4XiaByxVC8xVymdtW5Y4NoOj/ojzjerbPSGdIOUTy53UEqxPwooORa9KGa+WqLi\nOvTDWEKflZhL+lFMw3NN5p9itS4fOsaxaCOfDEdS+5WlzJRLVD0Znfq2xf3ekIYnXbWWJePU3fGE\nq1MN3to7oWLYyjSDdsmjXfJwLEXJdoz7WABaarSRsQmgzgzQy00UOSuqtTiSG56whbn7Ot/mP+3y\n4VMG38/FcWQM2D8RfZxfBseT0ZoZl+kH78hzbVeAhO0awDAl47aFc2JkWFiW0N3jA9Rzr6Fe+AEZ\nO378cwIoltZh/SpsbaAWlgVozS7A1efla6tzlheXxgKI8tFflkneXrkq2W2WBXffQ2/dE1eo40jO\n2/S8MHNTs2e9tDuPhZlMU2HrLIXeuCNavfYUqtWR9/Z9iWNpdgBQL38MpmZRy+fEYbt+DWpN9OGW\nHKckgUYLdelFSCL03kMxQOQMp+OgKg0T+DuLungD/e43QFmoqXnUpRcA5Fhffk7Az7BXtEqo6VkZ\nN69dlWOVpQKmB10Z21YbEoEy6snjK+dkf6t1OQ4bd2Ss3TsSMDUaShzJ47vSVxtF6C/8CvrBXWHi\ntjbRX/9t1PyyGFRKVWnJmF+Elz+JfnAP9Zd/BnX+Emr+nNFhpjJu3X8CB9sCSidGg1drC3MIwtjl\n0SzBBLV2BXX+mmjrGh05v8r60MwTTy8y9uwQZxETEzehUAziPp7tkRnWDCDJzgra8z9GVacGKGpO\nnV7Uoxud8kPLn+NTC58uWgyqrrhNq47knC1UFlmsLmMrm/nKYqHxig14zJcki+lFPQkbNuaGKBUg\nl+qUYTzkXu8uVadG02txrX0d3/Z5MhKmruW1yXSKQjFdmuWlmZeYKc9hK4cwDdgf7zOKR3T8aVzl\nMldeoFOaouxI3MtxcESSpaxUV9ke7bDRe4ClLB70NxnHE2pulY3eA6ZL0wRJwLf3v2PiPRqMzbF8\nZe4lOuUmN49vszXcZqm6yElwyluHb/FwsMlhsA+AZ5e40XkOheKV2VeouhVTaTbkcusKURbR9Jpc\n7zxb9PUqFAeTff7Fw9+m7jb4zpG8v9YZt09u0Y/69KIuD/oPOFc/x8FEenKDdML/9O4/4Dg4ZJyM\n+czSp4mzhEE0YBD3+Y2Hv8U7h7eJsoDX5l/jpZmXaXotGl6TYTIszitQRN9UnmovyfP1oiwsQF2R\nqm/O8WJluWAP4yziWwff4qxW7MNfGp5bhARnWhi2nL1LTVbd03EaZyNYAYCubVH1bE6CkDjVXGzV\nC3erNm7TOMtMgXxGw3eLKI2mLyBhkqQmKy/PgaMAGSUTtRIkosHSZjvHsWStuZZF2bZZa1RxlMXB\nJEBrpDkDRKda9liulWmXvAI8HowDulFE2/fQWjR3NVfcrq4t2xRnmoVqmd3RpKgzOw5CUuPsPAmi\nQhe23Q9wLMuEGgsDd226xlzNY3s44dFgxHqrSqY1b+x1uXsqLtScwVypVUhSzXMzLeq+5OxNjHM0\nzaBsizM1SaWSzLIUwzjhOwddXMvi5nGPIJWu24fGiHIaRmyNxpxv1OhFMe2SRzeM+Ce39zg1LSDL\ntbIAb+T93jvqsTcICeOUZzpNLrZq1FwJmR7HKb4JbQZMtIk2Y3YLjbSX5Oxc7tB9On4GMF21Z9fU\n48H3Hv/z5wvY2Q5sfiBApdJAJxHZo1vCULklGQkCavkSOK4YKfLOz8lAnne0I0L9R/dFZzU1ix4N\nRCwfjORnp4dy01cWXLguocGOBxt30F/7srBSzWkZYaZSbcb0nIlBSSQP7vKzMpa9dwf97W+aEOGx\nMD7XXhKAkEeUjAbC+rklAZztGblazChSrV+VkeHelpgoVi+aGrPu2cixMyeAsdUR1mrnkTBQwVhM\nEJUaau0q+v7b6JN9AbEVwzomiZgIuofyfpeeR+89hAtXJeMtSdBvf9Ws+wNzXK5KgPL9OwLwrr4g\n23vwRMDq3LIwnisXhSkbD1A3Pi5A9/jABBbvCYu480gY0JlFMU8c7gvobs/Jcy0b1Wqjrj0rI+xw\nUgBr/eAu6vKLUlH2zIsCdgH1qR8uxrY6ieSacT3Y3pBjHUwEkC+eE/BoKTFRTIbits67hKfmZf/H\nQ2FBN27D1gNh9tLkj7lQv39LL+oXVVl5jlqYSim7rZzvGp15T43JxskI13IZJ6PCyerZnnl9wCDu\nm/FiwsFkj5pbBzAi5tiwVTZBMqEbnUqch1v/rpulb5eK2qxEi6nAtVw+6L5fMIb/5IPf4bef/Hbh\n5PUsrzA4bI+2eDjYpGocpXkYcJxFvHv8DuuNi4WrVACmRZRGOGY07VgOs5UOGs3H5j7GevMCl5pX\nmCp1qHlVTsMuda/Olx//S4bxiM+tfIYbUzcoOxUcy+H90/dRSnGtfZW1+gqrtRVcy8WxbBSK9cZF\nfLvEzmiLJIs5Do8YxH0DmKu8efQGWmdM0gl3u/cAmJhIGkc5DJMBC5UlfuL8j5HqlOXaEoOoz8Do\nHzv+FGu180Wt28XGRY6CA7aH2/ynz/0NUp0ULGvLb9IpSZ7fT5z/UX72yk9z6+Qmk0QCj13Lo+m2\nmPKnidIQ13Lpxz1SndD0WsZokxJlIbPleY6CA3M8JSYiMWNYCbE28SEmfuYoOORcfQ1t/vuwl3GS\nEj8VlZHXiXnGISsxKLoYz4LsUX7Dzm/ecSo5cUoJG/e0bm0UJ7iWVbQO5AG9SkkIsgCorKgrK1g7\nM1K0DaPjKIXvWGdxHJ7DG9t97nYHuMZZWXZsWr5o3Y4nEb0womw6bPMQ30zD/njCfLXExVYNpaBV\ncmXfU+nADRNptpipOERpxlKtQqfksVir0PI9pioOY9OdunEiDOWN2Qar9Qpl28ZSiseDEVpj2jLE\ntatQjJMUS8Gldo2SbXM4DknSjG4YM4wTYrMNm33JoE10Ri+KCjBVtF2kGXXP5aW5FpZSheYwycSs\n4ViiGTyZxJyGEfOVEt0gJs4yfurqHJmJdik7NoozreWN6SavLXX44HRQgLRcF5dXoDlKMYwktLjk\nWsU4WGtNzXMI0rQIq9bmXOYfHnIgq5QiSFJOJhFzldJ3ubH/NMufL2CnLFhcRaexEeGfyOjTdgs2\nRmepjNXSFBwZO6lqC+vKR4VtygN+XU+AXFtCPwnGWJdfliaGtSsCBnUmN/dhT8aiS2vSjfrcx2Dn\noQChUkVYn5NDONyV13olWWcSg+sKY1dvCdixbLh/84zRml87qwjL93HnkQC5uzdlLFuuCgu2fF7+\nQoyHcHqI+tinxaTgenDvPVnn6bEwjc0O3PyW5PNZCnX+WRkhTi+e6eSyp3R4gy50j8QY8P4bqM6C\nNE9YljhJn/kodIwGbtSFR/eg1cH6oZ8U4OWXJQ9u4ZywZ91j6MwIaIoCAWEnu6Lxm5oV1jNvrVBK\nAF7vBD04RR/ty3HoHQlodT10X2JqdDApunCtv/izqOU19Du/L8xrrS1GkDzI2CvJeBbQSSSs5Wgo\nzO3VF+QaMaNsDrahf4JqTsuYNdOmkziS3MDDbXEd98w1F4z+TGjsml4TRzlFy0SYyQ3CN3EmuTg/\nd7RKVIV0uPp2yXyVjlLf8nk4eEjJLtPyOwzjAVprbp3cZqN3nySLaXpNE2Z8dtOf8qeZryzKeynR\n+eW5aMIWKhNU3CDVKYvVJVLDxP3N5/8tbGXxoH8fjDD/jcM3BJSV54wRJC6YMQDX8nh19jU2Bxsc\nTPaIspBMZyRZTJiFRZzJau0cn1n8DIlOCNKApcoKmU6pu3Ue9XdYra3gKJvnZq5x+3iDX9/8LSws\nEp2gUFxuXQLgfm+Duldne7TNIB5SsqUTd2v0hNsnt/nW/pvsjLfwLZ/f3foKlrLplNpcbl5mmMiN\n7Pnp5+mU2pRtcc+OkxEP+5ukOuWD7h3qboMngy0AAXzVBSbp2GgCpeP3Xu8eZadC3avz9tFbdHxx\n6AbpBN/26YZdWn5H6s6Uy9X2NVpem0kqH3ildi4pTB4lu8Q4GX+X2znPqpO4FNFYZqauTqMLRjE1\nx2iqNE3dbdCP+uZ6+PCBXcWx8Ryr0LLlgA3OWimcpwJm4UyXZ1syHs2F80rBRk9y60quXYC+x4Mx\n7x72TKixfTbeTUX/lgcM5zf81LBHQCG6V1BsZ811CZIUrTWfPdfBVoq9kcTT+LbFZm9IxbGLOJVJ\nmjIwRo1cx5azcKdBVOi+UjMuzoN6p8o+l9uNglmaLkvXadN3ORgmlBzZx9VWicfdiG9sSQtNlMlo\neKlWQSm4fTRkuuyzM5rQi4ThSzMZ6W72RzwejOlHEt9y93SIa1u0fY9zjRrdMMK1LKZKPnXDJsq5\nwQBHzc5ogm9bbA8nlB2bfhSzVC2TZJq9cUDVtag4Dt0wwrOFUXw8GNMqeaZmTPSGQSqh0znAu9yq\nCzv3VNhwbn6wlKLiOoU2MHdL5+AsP5f5WD3TwuzmWj0QbWDFldqyXKP3vSwffgv593NJIsl7s2z0\n8BR1/tlipEi5buJOasLsZSk6r/LSGQRDrIVzhpk6EMCQpTIinIxg2Cd7chd14Tr4FYhMpMf7b8LK\nuoCPagO1cE76amcW4eYbcOVZWUejc2agGJhxYxyhnnlOQFr3WEDkzkNh3G69JQBs/4kAtlJFWKrU\n6Nzyztv2jMSu3LmJeuUT8P7bksfX7wqAWVuXfLs4kgy9Sk2+b7RkHeUq1vrzZPfelm28/aa4SG1b\nGCplCbA7OYRnXhbt4tScgDOjN9ODU1RnTgDeymX01n3UK59Dv/kVdHMaOnNyTGwXHt4RNq09I129\nL3zsrOu1MyPbVKpInt30vAA714OVS3DnLRj1UdNzUG+gb70FSYK68bK0WTiuPPfxfcmkm1mSsbPj\nibu4XMVauoje24TZFQFz5dqZgSUKBNAFo6JOTi2cMx3Cck3pJ/dg8ZwA0FIV5TjmOlIyzp2axXr5\ns2Rv/O6fiVFsmsmoNckStK2LmzXI6NU3XbJ5V2yUhkV0Rc7m5WYLGa3OSZRBPGTKn0aj+eTCpyjZ\nZcIsIMliLGUTZaFZt7CW0nxhEaaRiTwRl6dn+wziPg23WQQmO5bL7nibKX+Gzf4mP7T8OUbJUNg2\ny+HF6Rc5mOwzXZphyp+mH/UI0oCZsvQHZ2QkOmG9cYkoCxkn48JBqlDYJoTXwiIy9V81V9yET4aP\neX3vTX5w5RO8sf82AP/83nf4S5ee5/npGwyTARYWg3jAVGmK7eEOdbfOcXCMY7l0wy51t8ato/v4\ncz6OsllrrHC/u8F8ZY5X5z9ComNWqquEWcgwFmb0cHJYHJOFyhKPh4841zhPNzzBtmzePPw239p9\nh2dnxsxX5nEsm5PgDufq5xnEfQZxn/nKnADjyhKnzgkHk30myYQwDXEsl2vtZwTcpyH3e/dYrC4y\nXZql5tTlGjGAPsgmZJmYbuquX3QHa61JdIyNzWJlGaBg4PJzWnVqJuxakeiYNBNH7MXmJXMT+/BH\nsblBYWx6PwWMgWOdZY2lf+BmbBmnas7E5PlrWsNCtVREdpRcAWLrzRqVGZsgligVDGv3dH6ZMkAP\n+K73VEoRxFmxLssAwUEc49guJ2HE1U6DSSxNEK5lsd6s0w1jqq5D3XUJs7Tow0Wdab3mKmXRzUHB\nJmVaqs8iyyq0hIDJbZOw44f9EVenKxxNIvYGMUejmMszZZZqpaJ6K9Ma31HsjibM1zyOgwgF7A0j\nGiWbw5GwfWXXouxYnIYhZcfmYqtKnGbMVnyCRLLmxnHKwSQw+XSaqbLHk+GY1bq0ZARJyoP+kK9v\n9nAuSs7fIJb8uKmSRzlv/zAfrqdLvpg6JqFE3Jh9XDCdsVrDg96QpucxVfaKnuAoyYp8QcucIeFi\nYgAAIABJREFUQ98wu/l1IZpkAdgyqTj7059pjWM/fW7P+ok9y/uebxEfPmXw/Vw0qNkV+QNSqqJP\n9gRMeCW5Ebseun8szstSVTLfdIbevI3uHpLtP0J/40voN78uBoEwFFbIcYU5O9pBp6ZfdDQUg8G1\nl6WWCqSKK0sLTRpJbPLWxHGpVi4Js6Y17G2hd7fQ776FvvWe9Kdu3pHA4P7JWVRJ7+QsSLl7fAbI\nHFeYoYNtWLmEunhF6smuPieBxMFEtF6nxzL6TBLTXlE34KkM9Sbq2kcF1EUBPPwA9ernBECeHp5F\nqsQB6sVPiBN0MkRNLUISCmj+6hcgjdHjIareQo8GYkzYeFc0dQdb8olmMjBVYV344KZEyjRa6F/5\nRTGo1OoC9mp1AVmOA/dvy/eWLX24qxdlPL52CXaeoM5fRi2tCpsXSphyUSfXmUbff09Ao9ZQqqD7\nx2SPbqMPnqDvv4f+578sNWCjrozNs9T0ymbynq6H7h6aeJc7BcurLFv+mQ5E0lQcstOLAiBrbaN/\n/PDNE6lOsC2HulsvgEPFqRYVUMNkAEjTgFKquFHHmWTfJVrGqt1I8tMsLG6dvCeGAJOBl+mUftwl\nMl2hmU7xLQF1iYnASLRor/LC+BzoiatMelG74Sm9qFuEJO+Mn7AzOsBWNnEaYVs2SZYwSobUvQaJ\nTgjTkEE8ZLV2Dq3FOZpruaIsZLP/gIf9TQ4m+4Rmva7lsVBZ4sHgPolOmCRjtkdbvN+9zXvHt/jo\n3IvcOf2Adw4e8Jsb7/BfvPJXeH37Hl/Z+jogY2OtNe+f3uFcY42V2jKu5eJaDg96j/nrv/j3eH7m\nCt2wR9mpMFueYarUIUMzSSb873d+hTAL8S3fNFyUudq6xkxphv3xAeNkRJwlPB485jA4pB8NGCcT\n/u0rP8mzneuMk1Ex8t4ZbROlEVvDLVKdsjveYZyMABjGIxarS9S9OiXHp2SXGMYDMp1yrf0MHX/a\ngLWkAPI5gBeDyxm4zwy4k3G34jg8MoBPzkmqExzlFq7rOIuKay3/2Tj9s1EpJtJnqRITIb8q2Djb\naNyK53HWHJBlZyYGEANGXvi+PZxgPQXOHOOINbjqu5Y8piMHW+M4NdEfOfMjrw9icZH2I+myrToO\nwzBhpx9K7p6SOBOFMWaYbLdEy4hzrloiSs6AY74ZozjhcBIUDtqyY2NZ0kN7OA5RSN3ZcRCyM5qw\nMxozXfYYRAkbxwE7vYhXVuocDmMOxqGAXCSr7353yPlGjemyT2rGxN1Jwv/wf91mfconTDVV1zYN\nFBIqPIwTbh/3SQ2blbc9XGzW6PgeO6MJgdmPo0lIlMnIdRAl/NSzswVT5yjpqu2GwhB2I9EObw2F\nHUy1RJdMl33KtsSWeLZVnLNzjZrRIyozas8nDGfMXX5d5Exb7ibWWgwdxTXGGcubrz8zz8ndsnls\ny/ey/PkCdkks2qZgBGmKNbsiYCIYCXAZ9goBvB730ZOBPD63jA7G8n2lhnruIwJ82jNQbclrhqaQ\n+2AbDraxfuAnUK4n64kC0aM1xKiAbZoIXE9u9scH4gyNI9TyRTFYNNuk796Cw0PUJz6D3t6WIN7W\nlICEc1fOWKwnG9I20ZoSwJlvq2GalOsJC2ZZMko83BWmcOuhbMPelsSMnBwJMAzFlatWL6PvviXA\ns1SGag19/13Ui58Wpi4KRd9XrqGf3Jc4j2AiDuPukTBhF69Jft24D5YjrOjcmoBRy4b2jLB11YaA\n7JposeiewPJ51PVnRZvWmZNjuLuFqrbkt2f9quxD70TAZhTAO68LwFxcOWMlJyMDfk9hbgX1kc9K\nlmCjJY/7ZdP60ROQ2egI+K3XJXA408KeNqcFEB9si6FmakHA+XAgodSuV+yPjgIZ3acpRBP54BCO\nUa0ZMYDUmsIgf8hLXhGVITdc3y4xScZs9O9hmVaAVAtzN4j7BVtnK9t8dbh9eothPJTxnFPmxtTz\nZDrDN0DBthwc5VAuAKNLmAXm022JNBOA51ieGdllRcyJJLMnJqC0Q9WV309HOdScOj914SdIdUrZ\nqWArcadWnCo1p0aQTIomjMfDhyRZXABGS1lYWNTcGnVPrrmj4JBRMiRIJzwZPWK5usJG7z5lp0LV\nqfJr977MucYqd07volA8O7PGXLXKP77zJf7mC3+F7cEJf/v3/yH9qM8kDbjYXOde9z7/6INf5fFg\ni7cPb1H3qvzSX/+v2Oxvcbl10eT5HXIwORTRdRbz7PRlSnaZcSptH0kW86C/Qaxjnpt6jopTpeKU\nmSRjOn6H56eeL/Zhb7zHnGFN5yvzPNN+lqbXZKm6VHTYDhNp19gd7/Lu8Ts8GW4xjIYSteLWsZWD\nb5Wwlc3OeEvY0EyiUsI0wLP8gl3LQWSeo5fqBK0zfMsHY46wLRtHucRZxCgZFrEsOagfJ2M02jAU\nH07zxHct6uzG/PRyNBHpQM2TQZdtiVYuv7Hnr7Atxf44KNobXMtioVougNMkEaDmmgy7HAiET41Y\ntYnsiNOMjFyLpQuAl4cLlx1bwJt5L6Xg40udoj81356yIxVmYZriKIvlWpmtwfgPabgshYkkkuy1\n0yCSDtg45XgS0S4JkLKVNDZ8Z3eAZ9vFcZiruQRxytcfDXhmtsp7e2O+eP+YSZLSjxIuNKu8fzLg\nyw+O2R/EvLE9wLYUf+dnb3DvKOB8q8wwSjkKQrb7gTBalqLhC8gex8I0plpzvzck03CxVSuaME7C\niKpp3ijZFp5lMzBu01Rr2r7PSqOKYymansskSWn7HqkW3dwoSdjsjxglSaFxtE0uX25g2R1OCtCd\nGTCYAzSt+UO6vzz/MB+3W0pAtEKAXL4ux8p7hTGxKWJY+V6g3Z8vYJe7LV3pftXhBI73UM1p9P/2\nv8j4NUnEMJGmcHKA/uKvyUjQcQQ8LK5IbMXqurA3Ssn4TWfQmsJ6+XMypty6KyO4UlXGkYfbArBM\nN6mOQli/iv7qbwlrd/dd2Hskjt3RAP2tb+B8+tPoNEN/6+tYr37cgBTTmvHoHnr3CTz4QADc3JLo\n4soVAYuNKXn+ow3Zvorptc1SATSTMVx/SQAiCFB7qptVnb8uTRGeLyBkNDRMmYu+/7Zsw9olWeeB\naZg42JZsumodNbMs7NXUIsorCXhyHFRrFv3eN8HzUbMrWOeum5qzobxXoy0xMucuycj08g0BRcEI\nfetbqI//RTFmJIm8d9nYwfe3xfRx4Yq8V7kqFWOej97eOnP/ej568xacuyzVXrWmsK6ZlusgnAhQ\nDyeo+SX0278P9TY6nKB3HsD+DtZnf/qsHqxcE4CfaTk+tivA3fWKDwlUW1JvVqmjhz2yh7fkeDve\n9/s34A8tEoAr40ZhgqRu62rrOo8GD028iMKxBEhN0jGn4bHRSmn6UY/V+irTpZliJJfr1ZIsLoAC\nIEaAZEyYBgzjIUpZ9OMetuXg2yXiNGTKn2Zsmi88yzegL6Zk4ldANGS2YTtl3SK6T3XCMB7iWi6T\ndELLb7M5eMAoHrJSWytuYqnZ31unN3k8fELJBCFPkgmPB48ZRH3SLGVz8ICl2jInwTH/9P4X+JHz\nn+D3nnyTbjjgaNKV+AaluDa9wpsH73Cpvch/+crPsDPaZbo0RapT/tebX2G5Ps9idYGr7XWe6Vwh\nyWI+t/JpelG/yG17eeZlBvGAUTxmrb6G1hndUD4snoQn1L06k0SiQXqRND+s1leL/XnUf8JseZ6K\nWzFVbA5lp8LWSIKOATZ6D+hGPYbxiOXqCmmWslhdxFYWz3RucBjsc/PkPfpxj0QnpDql5tZNOHFS\nZN/1417B3NYM0+tZXqGPzMgoO2UUwrh6lk9mALsYZMRAYSubJIvxLI9e1JW2k+8hjPVf95JrtjJ9\nFnSrtTA5vTAuRrUaAVZJJlEVeS1YEGe0fI+662KhiiaHp0eYT7N3+Y07B3iRqfTKwVrNdQRYFEYH\nAYF5JIatFEGaFtuVN0ZYShUjVctSBElGzXXY7A+JU818tfxd7Q6Z1jzoDTmYBNjKErCD6N7GSUKq\nM9P36jJOEt496PPCfI07h2N2BzGPuxGOraj4DpemSxyOIy5Nl/jUuRb3TsZMlcRk8PrDPlNVl6WG\nx3TN5ep0hSTTfHK1Le0NnvTifmS+zXEQcWoiWzQUppMozWh6sh2+bROY3NWpkmeOo1SEtUsunmH+\nSiZ65ngcFu7rkzBiGCcM44SW7xImKR3fI85k9HsaRIVTNwdqTd8tTA62EqdwEJ99IMkbReQcKmOO\nkH+JuW4s6wx45yaX/GcaCZCexGnhiP7TLh/+b9H3czHaOWwb1ZlHP7oNC+ckqy7PdEtjExQ8Etao\n1RJGaf+JjDK1FlNBFAq4ePd1eLwhN+koJPvg23B8IPqzYCw3/0d3oNE5+xT41u/D0LBJcQz9U9TL\nnxbQ9+COmBVe/QFYvYD1M39VRn+eAYW2GbGWSqiFFRlntqeEeQwnAtrGA7mJzS0LM3dyJIyZ1sLo\nbT+SdSYR+ov/VF6Tpeh3XhdH6cwS+sFN+ctWb8t+DPsCmDpzMoJ2PWHQ/DLMr6GW1rFe/kHRmvVP\n0IdbWGvPCCh6dEcYylFfwN2zr4h7dP8RenAikScgYOlgF3Yfw+4TOb7jIfROUYsXwHUl8qV7IkHT\npSq0p9Cbd6FcRfd7wqBlqXy1JFJEXbwi5g7Pk3NdbcjYOkvOmilGXXQay3btPhRmDkQ7GIfSVLK0\nDs9+BP3kA/OY3JTFLJFKIPLuQ2nGMCN3lWsAB12j1RwJy5lEZ+aTD3lJssToyBpGT+eIM9YpMUkm\nhdHBNi7W3AHpWI60NGQpjnL4nSdfKVysg7j/lG5uUoxx89qssl2WoF+3VWyHY7k4xlixP9nFVrYx\nM3TMJ1oXz/K5eSwM4WFwYICoQ2S0eWEaoFA03CZJlvDuoRTbi25Oxq9aZ2Q6ZZIEtIyZI8kSpkpT\nTJek8WK1tsZ3Dt6j5bXxbZ/52jRf3foWYRJRdnxOJj0+OvcS/9Fzf4WaW6bmVrg2dYn9yQEKxfZo\nhyAJ+buf/I95pnOZkRmfNr0m0+Vp+lGfptfgaHKEb/vcPr3NVKnDVKnD7miXIA04DU95NHjMhcY6\nS9UVLtTXixaP9cZFWl6bndEOj4ePeHbqGR4OHjBTmsVSFqu1VcI0oBv1iLPYjJkbhGmIazl0o1MT\ncJzy0dlXidOQmlMXx69bBzRRGtLy2gWjlukM2xLH8NOxJKlOiLUI8W0lxgtL2UU/rMSafLfsIA+q\nBkzVWfn/34v8T7nkYCcfszpGywXCpuSP53l2jrKK8GHXVljm+Lyxd4rnyGuDJCtYtSw701ZFphLM\nNcAhd9/mjE2u3euFEvUTphlV70wer5REY4RpRpxlRXhxHqYcmcc82yLRmg+OJgUQ0iCRKQbA5oAp\nrw2rOJJx5xkzx5N+QNN3qTgO4zjj1sGIo6GA3V6QcL5Z4ccuT5FmmrJrMV1x2RuFlByLw0lIL4r5\n8WemOd8SLV+nbOPbNo6lGCUJvm1xPJZr6W63z3KtTKckgDpKM07CiPvdEXOVEvPVEku1cnFeZso+\n0yWfjd6QvfGEmbLPaSAVapnWNDyXsdEdSuOEaOyCROJKjoOI6bKPpRQXGjUZx7su89USdc8R9lQL\nmI9MLl0ebBw/xdLl5y5MsmJs/jQz+jQbbKkzYJ/nFsr38qExB5N/2uXPF7DLMgFg4wHZ0bYwKTqD\nO2+jnn9RIjRsF5bXBazZNmxvw2SCvv8+1o/9HNaLnxXWbl8iQGi14drzZyaL3LUZTuT/D/ck8kRr\nONySuIsrN8Q44Xiol16FS9fRb/yeGAB0ZhieCXzwnsSK/NCPSvbbwa4U2Dc6Z7lqcSSj3FJVwGbu\n8AUBNs1pyXxLEmm5uPys6O+6x3B6jFpYkkaLqXkxjpQrEuK7ellYyp2Hsq65RfkLEpoxb+8EfUfM\nCdx9B33rdfTpAaraKGrX9PEuensDtf6saBfDCQxOBTgNJTtOP7gpdWqdORkRV6oCqkLjKu7Mwcp5\nYT/XrsL9W+KI7Z2I27jSQK2ty3Efj9HvviXn5kSS8Gm0ZJ1GF6dqbdEQxpGwn7Y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DAAAg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rF8QDES7kcx5cwMkZtR9gK4fJ/D2IFbmEOy/f7rv/QZPrj47o/1mvhopKT++1rS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HG+jlfa7/CtIo2KmfcBH5mKst+RWReeT1lmAK3dZ8vjMDLLZZVVAhyQDYqBpiWA5A5tIp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\nkbKEGkQDX5MEXfq9y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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "# Initialize subplots \n", "fig, (ax1, ax2, ax3) = plt.subplots(ncols=3, nrows=1, figsize=(10, 4), sharey=True)\n", "\n", "# Plot Red, Green and Blue (rgb)\n", "show((raster, 4), cmap='Reds', ax=ax1)\n", "show((raster, 3), cmap='Greens', ax=ax2)\n", "show((raster, 1), cmap='Blues', ax=ax3)\n", "\n", "# Add titles\n", "ax1.set_title(\"Red\")\n", "ax2.set_title(\"Green\")\n", "ax3.set_title(\"Blue\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## RGB True color composite\n", "\n", "Next let's see how we can plot these channels as a normal RGB image.\n", "\n", "- First we need to read the bands into numpy arrays and normalize the cell values into scale ranging from 0.0 to 1.0:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Normalized band stats:\n", "0.0 - 1.0 mean: 0.1423301480606746\n", "0.0 - 1.0 mean: 0.16915069862129217\n", "0.0 - 1.0 mean: 0.23384832284425988\n" ] } ], "source": [ "# Read the grid values into numpy arrays\n", "red = raster.read(3)\n", "green = raster.read(2)\n", "blue = raster.read(1)\n", "\n", "# Function to normalize the grid values\n", "def normalize(array):\n", " \"\"\"Normalizes numpy arrays into scale 0.0 - 1.0\"\"\"\n", " array_min, array_max = array.min(), array.max()\n", " return ((array - array_min)/(array_max - array_min))\n", "\n", "# Normalize the bands\n", "redn = normalize(red)\n", "greenn = normalize(green)\n", "bluen = normalize(blue)\n", "\n", "print(\"Normalized bands\")\n", "print(redn.min(), '-', redn.max(), 'mean:', redn.mean())\n", "print(greenn.min(), '-', greenn.max(), 'mean:', greenn.mean())\n", "print(bluen.min(), '-', bluen.max(), 'mean:', bluen.mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As the statistics show, now the arrays have been normalized into scale from 0 to 1. \n", "\n", "- Next we need to stack the values from different values together to produce the RGB true color composite. For this we can use Numpy's [dstack()](https://docs.scipy.org/doc/numpy-1.15.1/reference/generated/numpy.dstack.html) -function:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Ysb8oMLEB1TBdzOn3eqyqnPVBxmgw5sZoRNU0xEaTCgEykGEYa03hajzQNIFq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i6F0Pz53ScoBdqT1OI69/c/AiP5ta//IsO8ZJaUPB9eIByXfqtDx/UpbY7nwuUsocgMrVqMVSCF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\nPT6k9A2TI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+srzPKM/eML5nnF2WzG7bUNdpsN9hp1kjJHW4vRGUVeMJ1rCko8X9JzBYEr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vfPfjj+HFQbjxST1xdPJwOI3zweMj7g988cUid/HOiyCH4fTVVwcPq8FO0mRwmBPspw+leSp4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\nBc0LzJysmzZZ26jFFBG9O+lx+ql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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create RGB natural color composite\n", "rgb = np.dstack((redn, greenn, bluen))\n", "\n", "# Let's see how our color composite looks like\n", "plt.imshow(rgb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we go, now we have a typical RGB natural color composite image that looks like a photograph taken with the satellite. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## False color composite\n", "\n", "Following the previous example, it is easy to create false color composites with different band configurations. \n", "\n", "- One of the typical one, is to replace the blue band with near infra-red that can be used to detect vegetation easily where red color is emphasized. Let's use the same raster file as input, and generate our first false color composite:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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efZHn7HmCy+9/SnI8QVjLwpck6wPW/ICbJbTeus2RNCjlkFWWRa1JQ0t5MmN8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\n+04jJuBKrEo3o4I6Q3XcEU0T7WG30QTKBB7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Read the grid values into numpy arrays\n", "nir = raster.read(4)\n", "red = raster.read(3)\n", "green = raster.read(2)\n", "\n", "# Normalize the values using the function that we defined earlier\n", "nirn = normalize(nir)\n", "redn = normalize(red)\n", "greenn = normalize(green)\n", "\n", "# Create the composite by stacking\n", "nrg = np.dstack((nirn, redn, greenn))\n", "\n", "# Let's see how our color composite looks like\n", "plt.imshow(nrg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, now the vegetation can be seen more easily from the image (red color)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Histogram of the raster data\n", "\n", "Typically when working with raster data, you want to look at the histogram of different bands in your data. Luckily that is really easy to do with rasterio by using the `plot.show_hist()` function.\n" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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LIxszM8udk42ZmeXO02iD1PLl5eMzZ/ZtO8zMwCMbMzPrA042ZmaWOycbMzPL\nnZONmZnlzgsErFN3r7r7TbG9u/Zy96q7Oeuos+rQIjMbiHIb2Ug6TNJDkp6T9Kyky1J8gqSlklan\n9/ElZa6UtEbSKklnlMRnSHomffcVSUrxUZK+k+LLJE0uKTM3HWO1pLl59dPMzLqW5zTaHuDTETEN\nOAm4VNI04ArggYg4EnggfSZ9Nwc4FpgNfF1S8eFt3wAuAY5Mr+Ll1POAlyPiCOCLwPWprgnAVcCJ\nwEzgqtKkZmZmfSu3abSI2AhsTNvbJa0EJgFnA81pt5uBAvCZFL89InYBayWtAWZKWgccGBGPAEi6\nBTgHWJLKXJ3quhP4Whr1nAEsjYitqcxSsgR1W179bdvzIi0vfKPMN77NiPWeb2NjA12fnLNJ01sn\nAMuAhpSIAF4AGtL2JOCRkmItKdaWtjvGi2XWA0TEHkmvAgeXxsuUKW3XfGA+QENDA4VCoSfdA6D1\n1f14+Iej3hQ/qOHpbtWzqkIb9u7tXnuOGVO+wN513aunrF2wd91eChsL5b/vbmN78XfvC62trRQK\nBXbt2F1xn/U16kNnx8jzuKWK/R0KhlJfob79zT3ZSDoA+C5weURsS6dbAIiIkBR5t6GSiFgILARo\namqK5ubmHtf1n4sW8dK9978pfsqnL+xWPRNPLN+Gu998nr5TK7eVLzDz2O7VU87edXvZb/J+NB/V\nXH6H7ja2F3/3vlAoFGhubq44ugCYenJzTY7V2THyPG6pYn+HgqHUV6hvf3Nd+ixpBFmi+Y+I+F4K\nb5I0MX0/Edic4huAw0qKN6bYhrTdMf6GMpKGA+OALZ3UZWZmdZDnajQBNwIrI+ILJV8tBoqrw+YC\nd5XE56QVZlPIFgIsT1Nu2ySdlOq8qEOZYl3nAQ9GRAD3AbMkjU8LA2almJmZ1UGe02i/A/wx8Iyk\np1Lsb4HrgDskzQN+BZwPEBHPSroDeI5sJdulEdGeyn0KuAnYn2xhwJIUvxG4NS0m2Eq2mo2I2Crp\nWuDRtN81xcUCZmbW9/JcjfYTQBW+Pq1CmQXAgjLxx4DjysR3Ah+pUNciYFG17TUzs/z4djVmZpY7\nJxszM8udk42ZmeXOycbMzHLnuz5b/VW6CPQs31XabLDwyMbMzHLnkY31WLln3QB4PGJmHXlkY2Zm\nuXOyMTOz3HkabYhZvrx8fObMvm2H1Yafc2MDhZONWR1091ECZgOdp9HMzCx3HtlYj7X9uq3CNyP6\ntB1m1v+VV25nAAAKxklEQVR5ZGNmZrlzsjEzs9w52ZiZWe6cbMzMLHdONmZmljsnGzMzy52TjZmZ\n5c7X2QxwLa0t9W7Cm7RtKH/9zYhJvv7GbKjyyMbMzHKXW7KRtEjSZkkrSmITJC2VtDq9jy/57kpJ\nayStknRGSXyGpGfSd1+RpBQfJek7Kb5M0uSSMnPTMVZLmptXH83MrDp5TqPdBHwNuKUkdgXwQERc\nJ+mK9PkzkqYBc4BjgbcDP5L0zohoB74BXAIsA34IzAaWAPOAlyPiCElzgOuBCyRNAK4CmoAAHpe0\nOCJezrGvA14t7wb96JZHy8bfy3vLxitOr/lx0WaDRm4jm4j4MbC1Q/hs4Oa0fTNwTkn89ojYFRFr\ngTXATEkTgQMj4pGICLLEdU6Zuu4ETkujnjOApRGxNSWYpWQJyszM6qSvFwg0RMTGtP0C0JC2JwGP\nlOzXkmJtabtjvFhmPUBE7JH0KnBwabxMmTeQNB+YD9DQ0EChUOhRpwCGjxvHIbNnvSm+4qXu1bOq\nQhv27i2//yGjyp+MHzNid9n48P2695O3/zzKNAbaf97OfhX+X+XlqceVjf9kWPn9ValzlfTid+qJ\n1tZWCoUCu3aU/5sCrPnB4rLxUWMOLBvvrK5aWN+Lv1Gxv0PBUOor1Le/dVuNFhEhqcx/yfq0DQuB\nhQBNTU3R3Nzc47r+c9EiXrr3/jfFT/n0hd2qZ+KJ5dtQaUbppdfKr0Z7unVp2fghow/pVntOaHxz\nMtuvdT/2HlA5QYx/ekXZ+HsP7uY0WiW9+J16olAo0Nzc3KNn0Ew9ublsPO/n2VQ6bjWK/R0KhlJf\nob797etks0nSxIjYmKbINqf4BuCwkv0aU2xD2u4YLy3TImk4MA7YkuLNHcoUatsNA2DX6nq3wMwG\niL5ONouBucB16f2ukvi3JX2BbIHAkcDyiGiXtE3SSWQLBC4CvtqhroeB84AH02jpPuBzJSvdZgFX\n5t+1fNXqepqXdpaf1+vuiKeWfF2O2eCXW7KRdBvZCOMQSS1kK8SuA+6QNA/4FXA+QEQ8K+kO4Dlg\nD3BpWokG8CmylW37k61CW5LiNwK3SlpDthBhTqprq6RrgeKSqGsiouNCBTMz60O5JZuIqHSy4rQK\n+y8AFpSJPwa86YxzROwEPlKhrkXAoqobaxVHPNnsZG1UXBJd4VyOmQ0evl2NderRp/Wm2HETYcUv\nxeuvl19ddn7br/NulnWh0gKEqSf7KgCrDycb61Tr7u1viu2NMbTu3sGwOrQHGFAXe+a96sxsoHCy\nsfrbXWlV27Q+bYaZ5cfJxjo1rH3Tm4PxW+XjNda29rmy8RFTnITMBhonG+uxY1eWTwZM6dt2mFn/\n52RjA8/rFe4aSv87Z2NmGScbq7tHt5YfIb13gqfLzAYLJxsDYGT7ugrfHNDtup5dW35J9LFTunnD\nze664x/Kx8+/Nt/jmlmXnGxswGl7oXwCHPG21j5uiZlVy4+FNjOz3HlkY32mbtNr2ytcBDrWCwrM\n+oqTjfVbNVs4sKTC6rXznWzM+oqTjdXd6v/Zv2z8yN96vVv1+FyOWf/lZDPEVFp1ple6v+rMzKxa\nTjZWd7vbd5WNVxrxvHdCjQ7sczlmfcbJpp9Z9fKqCt+M6dN29Gc+l9NzfvSA1YuTjQ043R3xdPtc\nTscRz969KebHVJv1lJON9VuVptdGDhvVxy0xs95ysrFB49EV5Ucw7z2u/Aim4oin4/TaiGNgyUre\ncnjlx8W91nZSdY00G6KcbAapyvc6G/gqLijgmfIFVryrbLhSEjKz2nOyGWK8xLlrHUc88bb9aHvh\nAEa1PFWxzGsne2Rj1hknGxs06jniecuIR8rGPb1mlhnUyUbSbODLwDDg3yPiujo3qUsj147s1v4j\nNpX/CbXTI5ii3iah18YN49EVB7Br27EVj3H0qXvKxgdKEipdEr1rx+59n70k2mpl0CYbScOAfwVO\nB1qARyUtjogKzzLuH3784Kay8bf0cTuGgmqT0AH8Nqv3PMNv0Vixruf/pfy/Su+Z+Wz5AqeWD/e3\nJGRWK4M22QAzgTUR8UsASbcDZwP9OtlY/XVMQhF72d2+i+f3ruh2Xc+XH9jAI8+XDU+h/B2wR4x9\nrVvHnfbJ7o1sKyU5XwRqtaKIqHcbciHpPGB2RFycPv8xcGJE/HnJPvOB+enjUUCly/ercQjwUi/K\nDyRDqa/g/g5mQ6mvkE9/3xERb+1qp8E8sulSRCwEFtaiLkmPRURTLerq74ZSX8H9HcyGUl+hvv0d\nzE/q3AAcVvK5McXMzKyPDeZk8yhwpKQpkkYCc4DFdW6TmdmQNGin0SJij6Q/B+4jW/q8KCIqLA2q\niZpMxw0QQ6mv4P4OZkOpr1DH/g7aBQJmZtZ/DOZpNDMz6yecbMzMLHdONr0kabakVZLWSLqi3u3J\ng6R1kp6R9JSkx1JsgqSlklan9/H1bmdPSVokabOkFSWxiv2TdGX6vVdJOqM+re6ZCn29WtKG9Ps+\nJenMku8GbF8BJB0m6SFJz0l6VtJlKT7oft9O+to/ft+I8KuHL7KFB78ADgdGAj8DptW7XTn0cx1w\nSIfYPwNXpO0rgOvr3c5e9O9UYDqwoqv+AdPS7zwKmJJ+/2H17kMv+3o18Ndl9h3QfU19mAhMT9tj\ngZ+nfg2637eTvvaL39cjm97Zd0uciNgNFG+JMxScDdyctm8GzqljW3olIn4MbO0QrtS/s4HbI2JX\nRKwF1pD9czAgVOhrJQO6rwARsTEinkjb24GVwCQG4e/bSV8r6dO+Otn0ziRgfcnnFjr/cQeqAH4k\n6fF0ix+AhojYmLZfABrq07TcVOrfYP3N/0LS02marTilNKj6KmkycAKwjEH++3boK/SD39fJxqpx\nSkQcD3wQuFTSG+5ZHNmYfNCuoR/s/QO+QTYVfDywEfh8fZtTe5IOAL4LXB4R20q/G2y/b5m+9ovf\n18mmd4bELXEiYkN63wx8n2yovUnSRID0vrl+LcxFpf4Nut88IjZFRHtE7AX+jd9MpQyKvkoaQfYf\n3/+IiO+l8KD8fcv1tb/8vk42vTPob4kjaYykscVtYBawgqyfc9Nuc4G76tPC3FTq32JgjqRRkqYA\nRwLL69C+min+Rzc5l+z3hUHQV0kCbgRWRsQXSr4adL9vpb72m9+33isoBvoLOJNs1ccvgL+rd3ty\n6N/hZCtWfgY8W+wjcDDwALAa+BEwod5t7UUfbyObXmgjm7ee11n/gL9Lv/cq4IP1bn8N+nor8Azw\nNNl/gCYOhr6m9p9CNkX2NPBUep05GH/fTvraL35f367GzMxy52k0MzPLnZONmZnlzsnGzMxy52Rj\nZma5c7IxM7PcOdmY9ROS2tNdeZ+V9DNJn5a0X/quWVJIOqtk/3skNdetwWbd4GRj1n+8HhHHR8Sx\nwOlktwe6quT7FrLrIswGHCcbs34oslsDzQf+PF0ZDtmFta9KOr1+LTPrGScbs34qIn5J9sykQ0vC\nC4C/r0+LzHrOycZsAInseTRIOqXebTHrDicbs35K0uFAO2++o7ZHNzbgONmY9UOS3gr8X+Br0eEG\nhhFxPzAeeHc92mbWE8Pr3QA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from rasterio.plot import show_hist\n", " \n", "show_hist(raster, bins=50, lw=0.0, stacked=False, alpha=0.3,\n", " histtype='stepfilled', title=\"Histogram\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can easily see how the wavelengths of different bands are distributed." ] } ], "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 }