{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Creating a raster mosaic\n", "\n", "Quite often you need to merge multiple raster files together and create a `raster mosaic`. This can be done easily with the `merge()` -function in Rasterio.\n", "\n", "Here, we will create a mosaic based on 2X2m resolution DEM files (altogether 12 files) covering the Helsinki Metropolitan region. If you have not downloaded the DEM files yet, you can do that by running the script from download-data -section of the tutorial.\n", "\n", "As there are many `tif` files in our folder, it is not really pracical to start listing them manually. Luckily, we have a module and function called `glob` that can be used to create a list of those files that we are interested in based on search criteria.\n", "\n", "Let's start by:\n", " \n", " - Importing required modules\n", " - Finding all `tif` files from the folder where the file starts with `L` -letter.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "L5_data\\L*.tif\n" ] } ], "source": [ "import rasterio\n", "from rasterio.merge import merge\n", "from rasterio.plot import show\n", "import glob\n", "import os\n", "%matplotlib inline\n", "\n", "# File and folder paths\n", "dirpath = \"L5_data\"\n", "out_fp = os.path.join(dirpath, \"Helsinki_DEM2x2m_Mosaic.tif\")\n", "\n", "# Make a search criteria to select the DEM files\n", "search_criteria = \"L*.tif\"\n", "q = os.path.join(dirpath, search_criteria)\n", "print(q)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see that we have a search criteria (variable `q`) that we can pass to `glob` -function.\n", "\n", "- List all digital elevation files with glob() -function:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['L5_data\\\\L4133A.tif',\n", " 'L5_data\\\\L4133B.tif',\n", " 'L5_data\\\\L4133C.tif',\n", " 'L5_data\\\\L4133D.tif',\n", " 'L5_data\\\\L4133E.tif',\n", " 'L5_data\\\\L4133F.tif',\n", " 'L5_data\\\\L4134A.tif',\n", " 'L5_data\\\\L4134B.tif',\n", " 'L5_data\\\\L4134C.tif',\n", " 'L5_data\\\\L4134D.tif',\n", " 'L5_data\\\\L4134E.tif',\n", " 'L5_data\\\\L4134F.tif']" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# glob function can be used to list files from a directory with specific criteria\n", "dem_fps = glob.glob(q)\n", "\n", "# Files that were found:\n", "dem_fps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great! Now we have all those 12 files in a list and we can start to make a mosaic out of them.\n", "\n", "- Let's first create a list for the source raster datafiles (in read mode) with rasterio that will be used to create the mosaic:\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# List for the source files\n", "src_files_to_mosaic = []\n", "\n", "# Iterate over raster files and add them to source -list in 'read mode'\n", "for fp in dem_fps:\n", " src = rasterio.open(fp)\n", " src_files_to_mosaic.append(src)\n", "\n", "src_files_to_mosaic\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, now the list contains all those files as raster objects in read mode (´mode='r'´).\n", "\n", "- Let's plot a few of them next to each other to see how they look like:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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DwF/3n6EOAz9x+00m3hzYv3f6CRLCui9YdQXBJ4YnE8ozk8u1h0J9drNvSNxW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qCXrPQT9W+oLuK9vAfZdA6G47wF2XIrkGNNkPuOl0QQF0ne0s0rLoJlPGn4me/9FO+8dMi/d+X/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3H1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\nDW6CZCn+7CLyzM0eLen3jI4zjqgW2ozPpNSZsRck2xa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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "# Create 4 plots next to each other\n", "fig, (ax1, ax2, ax3, ax4) = plt.subplots(ncols=4, nrows=1, figsize=(12, 4))\n", "\n", "# Plot first four files\n", "show(src_files_to_mosaic[0], ax=ax1)\n", "show(src_files_to_mosaic[1], ax=ax2)\n", "show(src_files_to_mosaic[2], ax=ax3)\n", "show(src_files_to_mosaic[3], ax=ax4)\n", "\n", "# Do not show y-ticks values in last three axis\n", "for ax in [ax2, ax3, ax4]:\n", " ax.yaxis.set_visible(False)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see we have multiple separate raster files that are actually located next to each other. Hence, we want to put them together into a single raster file that can by done by creating a raster mosaic.\n", "\n", "- Now as we have placed the individual raster files in read -mode into the `source_files_to_mosaic` -list, it is really easy to merge those together and create a mosaic with rasterio's `merge` function:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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zDF791nqBBPyGS63psb56Ecfz8MoWg72IclUVzR4+2eDUQzNcPr9FsBXc0Zx9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\nbFHfDKR9kjCgV5PLDzcaNEoWpzsdHm/5rEURy90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i6qQf5DjaoJvOaqBR8Q3nMhkO5XK8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\nAqjBWd+F7MEoWDTH6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klagR8hRR6t19mcTLLPsiJDdsv3BZzKGmB/y2LR9fhOpSLoPAnh\nvmn5Pl5AVEOYisJBy6LuCR/t2+fmhF6l3KUrnsdQLBYNz01FYTw9EalLBYWPRdjAaOc9g6XZNvnx\n5wT9BNCmrsALxXeyB8SDup/Ai70T/Bj3ViqCoCnnTaJjKiXyYjGU4gVotujAxqpV1MpaGoObMSsV\nXOtS3IFusHMkFmZwTTOqEV8s5X3++zhdapw/coQyd4hMJAQOdz8hRHtSBg9Uq9QKryP7o9cwbdsk\n6NRhVm8Mo2GSePL609aJP816RaeRTurMcH2nXcffJYiiU+eKAXhJcLYqm6tY/USDVufZjzH8pv8G\nG/6A8VqC3a0WbT+IXGgGDIMdtRp1z8OR3cXNySSG0QLV5pF9b+OuYhtr5k1QupjyzOup+z7j5T72\ntVoMyZNt2nEi+bp9rRarYga3z81FJoCuVD9OqCrTjsN0CFGyBsgk57n4LZ+OqChh+viTfE5mpYJZ\nqQjYmx8T8z4JutX2fph2V47VK3cJ8aLpG8SXXidI1ETa2rMfEAj9UEA3nPlpLZEGxms1tOK5IkWU\ncubW2AGq589RvmTuJV/jqbh2rZ4eAk3DNU3Kb/xHyD1D5lhDUHhktzGj++ydXUvrnz9H/uGLTh2w\n2QMovv8zDzQA5SUMPv+PXcqa8wL+5Mvkdq182b+r1d1DO5sRKl2I7l59YEDcrKN/Q+rJa2isMshs\n/j02JhI89vS/Z9Omr5HTNCFzgEgR6r4v5MY9jU0pwdK2fJ89rRbO07d2oEESFmae+6dYi+tY23cs\nYmiHYkBuEFCUNkq6olDxPD66YgUT7TY7Gw26NI28prExkWD74iJT+/8TSnktQbyNOW8vE+s501Tt\n+cvK5Wj19ESpZsgla1zwyHJ5g3DoKxnlQvNEBJuvqpE3QGipq1sWdjYb8QMr5+RQXvVxAjvHYKrB\n7OxF5B98zU/0WssXCCupKy76Eg/vfje4afJPd+5tJ5US+qKqTX7/qRsuAM2+ftq9Hvlnl3cdWz09\nGI0GrZ4e3O558ns74kHVv7ket7D3JSfbr9g0Mm7O016qE/ETrqWdrPbZeyMIEEhWd7wtZKvdNI3L\nvgVmgbF4XGhqmAUm223hbuN5Ql8S0W3s1XVm2yn2zgqU+KZV+4VOiF6H0a8LQuLs1VAfox0EUNhG\nvecvRBMkHhdsAN9nV6MRBVrYvv7K/DxDsVh0wl2WSnHQspgqDwsWs22hNnwCmWJ7wJkk2+U1a05J\nFjUrFYxmEzuTEbytkN0c0oHCIHPTKO04geGiOMoLjBKBUyI8XNMUG9rZXxayEQrsa6kdIqhcYUp8\nupU/9wvUfZ+H976b1PjgC2aMRqNB/tnTU47K52XIHKnSPvs5nNTZy16zlcsJZE7LIrO3fZrf8uLr\nZaWRiqJ8WFGU/Yqi7FMU5S5FUUxFUboVRblfUZRx+Wd+yeM/oSjKhKIohxRFeeOS71+oKMpe+bP/\nId1sTrvswO/srD/BclIpKmP9GBLR4WsaNEeWCQUZjQZ6XeLuQuq8XmcoFuOitNC4qB2/Dh2Iq0L6\nIFRlMhUFMy40+KluYO/T74fKZrTFFWAN8IHeXt5z3lO8+cK/JTj6XlBtburu5rpcjm/3jXCLFGsN\nrW9b0hwx8HXKrQx7yxkCX7il7pJGgRz9zWVaI+GNHkoIvNQKAy1Mw+oDA5TXhc0SQU3Cj2EceiP5\nH62J2MpkD4AfewFJtT00E6XfRrOJZxiUL2xQPi9DbdUqKqOjNN74aZr9/eJxJ69kX6vFzkaD8Vpi\nGRvBk8DnF1vl1/+I9E1/Rnnqmkj86KcZ5jupFPn9NZEFVDZT33gUJyU0bKxcjszMDNnjx0kWTy1w\neybrpw42RVFWAf8Z2BIEwUbEJnojvyBP7cBaQW7izN94o6+PypYTNFYJ84XqWYN4hoGdyZA74C57\nHAiUSdfUFLmd55A72IR9n2FVTBipr3/VHZCeYO/9tzIjZbMrnoezuI5jpSEhs5A83mlvVzaLXbI+\nxp5Wi0nb5jXpNAxsZ/jc/xkNvQHGlxjVA5xrmqRVldWmyvX9sDpbwdSE7dHecoaT//w5lFYmAgcv\ntWxy42aE53ypVRkdpXJOjtqmWZxz74NYifKaNZTXDVJeN0h+f62zIclTTZt5DVpD1IOq74MvEyU3\njZsWqaNvGOJUHPkmZA/gJnWCRA0Of0SklqqGeXSMY00heBQKv4ZLs23JUXzhGrr5i5CeYGrvh1Gm\nriF//xXkH19xyse+1Fp6iul1Fexu6iNmNF/9aVPxpevlppE6kFAUxQGSwAngE/wCPLWV9pm/9Mr6\nJAx8uzO4Buh/CO3oOWjPK4RTLzK8zE2c5K/nPixMy09eCSPfJF0oUHFVUYmNigAAIABJREFUISk3\n/2px0oYkyZFvdhShHEXszqrNI4cvZ9OaB3mwWsVM1Zmau5BHf7VNn63Qyig8PttgyDDYKaFNl2cy\nPGtZNKRTaWi1FMpve11zxAtdy4IsUEOjkZe+QUK+XpCoidcc4hpXfg8mb8act1+AIMn/4xtp9vXh\na50Gg3PufRjPvhkAtdGF3m5EbfT83jbO0Q/JU7YcnTyuuYAfi0U1YPnwzctqIZDSF/L5n59OTts2\nTNwia7DJl3yvZ7rcjf9L3CvSl80yr0S3Xqhx85Oul2OGOAPcDhwHZoHFIAj+iV+Qp3bQfGnYjJNK\nUbnyAdHaDzUqRr8Ovk5u5zkv+v8afX3RCbd0tYZbaM+9ETZ+itTjgozKxC0447/VoWG4aXGaFbZ1\nXCuft+alwI+199Pgx7ijWOST5QJXHT4cDV3DRsnd5TKHLIuUqgpzxVhMaOX39HR08UHq7Su459wL\ngPvq21+yOdLs66ex7jkawwH0P8Q7V09B9xNc0DfLcN+zcM7nsEYKp+wQGs0Gqic88txf/S8RH03M\nwDzsZHLZc4fUnzDQqiMjOKkUjXPHYfptYA0QL3RFjy+fl6G8Zg2K59Hs76f81r+m8oZ7Oz+/wKF8\n6P2nbXb8NKu89ixx7cLrCND/UDQSeTnr5aSRecRptRpYCaQURblp6WMC0er8mXpqB0GwJQiCLWqy\n57SPrQ8M0BhMidZ+4Q0iPVFtzH+5Ieo6vthyUimc1U++oGWeO+Dirfk2HPw4jU27xfeeMYkfXy12\nwqVecM2RqNAP4m1xghTeACeuZTQWw935RcyCEAy69dG38flpmy2pFFvTae6tVHhjV5Yb8/nI9P5j\nK1bwZ8PDkYGgroj5nXmSiPuFmxT1JWA8+WHxp9yNl76X8muOUD63R4itVjYTP5kAvc4+y2JtQuM3\nuru5ubdXPHhgO8Nr76I60qmPnVQKzzBIFk/SGtQIJn5bpJRyDOGaJk5f+UWDvbxmDUajQaBqZJ4+\nC92yyN9/xbJ6KL9fqGKZN/0Zv/2WP+C/rtY6WQkwfN5fRDJ+P8ulOEK5LDHrES95KMfeIT7nSgU7\nm31ZQfdyGiRXAceCICgGQeAA/y/wK/yCPLV5kZFFeFOZlQqZ58riZDFPkntilNyPN77k/MTXNIYv\n+yD0Pirqu+etzGOvJXewuexkNJoNcocrsluXFOlHaGMkqRohDUa3LB575I+jeVZifDXG2i8xnBJB\nEVdVburu5rJUWtgJp9MRTKvieXx/cZHxuXV8cvokiWc3AUR+1rplobUDfE2NbvwwTQyDrrxuUOzY\n3U9w9uUfJV5p0e5vQfYA45bFmnicOcfBVBTeuaqB2XWIqWNvJnu8Qz0yGg0B5M7lhPJY8Vwhy+15\nGM0mbtbCPJGOhuuuaUYnWXVkhMHLPsg1N9xGsngS3bIiKYulq3xhg/7XfUQIvSJY8J/Y0EmA6nd+\n6AUp589i5SYnyY8/J65NaYHMiROkn1kPEMG3ftr1cmq248CliqIkgRbCbXQX0EB4ad/GCz21v6ko\nyucQJ2Hoqe0pilJVFOVS4HGEp/YXXurJlVPoq/vSBbPR10eiVEL1PHJHp0/xv0+9PMOgNryC6tQV\nnZSQ5R/uUg3CpQEEEH/meto5VwRaSLUP1YDNk/heD6gqmS0fRPv73wGgddYiBsJi6fuLi2w0zUiW\nfN51mZWCod8ul3myMAKF/0R8ehV628IzhNun4nsovifMIJesQNN4/qeUPzQLpHBSr2LcLKDHDMg+\nBXqdi1IpDlkWD9ZqfGpggLrvY+3/pPR264wGQo1OzXHwjRixSgVfVaMbMZxRla9+WJzwssY1tj5O\n69E/Y7aWp262KL/p2+R/8HZA4C3DoCu/9lmuXvdDXp/tj9jfuxoN7qlUSPPyV3ndoPwcTr+Wwt5C\ntv6ZjCFebP3UwRYEweOKotwD/AuCmrUb+DKQ5hfgqf38VVmfBNUmXojhx2LYmQyBqhFfrJyxln1k\nApg9EIGTX+rxlS0nyO1aiWuaJEoLeLEB3NiIQF6EQ2zpshKoNkptkNqu/0EuLFP9GM7+T1K58LNR\nLbc5keCOYpFeXef/a+/Mo9w667v/eSRd6UoayZJmsezxjMdbvMSO7SQmMaTNYkISihN4AwealyVQ\nCl3yUkihJYdSoKXvobRA2rc9pHSBlhKWBEJIWhxMElIcQuwkdhLHS2Yc2zMej2aVrPVqubrvH8+9\nV5rVs4/H0fccn/FodK8eSfd3n+f5/b6/7/dMsciLuRw9PTskx9IMNJAKxeloFAcy3W8lEiyCbklV\nqRurPQZzdjp0K/mAzM5u8Ln4ZVKTSl2FCJ/rl9ZNntgSfP0nRh1r/RwvaZBtbEKtfx5eeCeGI0f+\nskO4hEBf0gt9N7D3TGTYfta6YSVbW2GgntL6p3gsmeSZdBotvwTFc45i92/NqG3IGtdkAq0a1usZ\npmWWc5rBtmgZJI4V240l7/sRYM5IW3oQ/dtlVm3Fg/JCP3Un+DoJHQpOfLIqlJ1OMtGofacer70D\nGLZ+dxaLkmEQqafg90mBUav13mqxt5okT7Xas0DiyrO2PJra8hDaufVyZuy7oSIAZKkea1GcOQU1\nkcCdTKKFQlKEaESgAaMyiPF3fQ1e+wjqqVYpFZfXhtWj4lukRZLz+Afw9fXJLOH605NW4Eq0tQ3b\nC1sMESt13va2z3Min6fY/vt4OldRdsomV6nrKS9m3e0mubVXBuHyn0jLqNBLfLRR7h+/+f0/nVGd\nazZgyc/rimKXQi56Bkn1ns1ZLBJ6oYGifwj32z7PuyNh7utyoMQVPJ1NwORrJMk1AXDEAfB0ZSd8\n7ljrd1HWZaBBZSnZsM82YCexbZgSVOi55STa5D5PO/B1vIODsr8sEMeVCOIsyGVrPuTFk8jhyg/X\nrtfdCoFueQGOtXmP74iDr5N1XiftdR1oa9PQ9ARNS3rpeuUP8Z+ox51Myv3Py9cT39KLiEmTSf/x\nlcSvap9W7cq20S2XyYZCUg3Z6oBGlgru2nyEr+2/2T5/avlycHTJ5xz7NLR9i/Wqyn0ng4T/63Z8\nzE2gWSrPk5kxrS54b5U77GSxaInIjvLoqbzkUYnH1/Fw4hyKt5/izr+sNFEqk2uV8HcXbeeVyR5T\njXwgUPHqruugZc0PUf3dKIGTMp0OdgBZcBaLhJ/cQfjECdREgmBnJ8qg336eKOt4Ejlbrs4al6Nc\nHpZcKKmq3MOZwRi/NGDbX7WnvJVsnhqjK+OXdboR7zH8cp5sYyPpVpXMjp9KD4R1K8d9v/ErMhSC\nwXFXACWPirH0WbnK6LgLkVpGPhjA9erb2ZdO07j2fnmeNWskRa5hn5zRTXHUY6+9Ge/TvzOZj37a\nsCTZJwvv4OC0lrKLd2YbA6Ks0xjpoKd/E+L4R3EViygZOdWP5eYyFjLL/DhzCnpDJ4bzsvMKf46E\noRiVlLR7CJcQeB1SIiGh61B2j+INOkZ8cYVgUG7ETSKxxSGs1oaE4bSkXH29/R4tNkmwPY/hKFL0\nt6IV7pICsFoUjvy59Kg+OggMX27qbjeB7m4KqSAZbpXE3fbT9t9Lqjo8nZ+4DF1JoLXGUDKBUal+\n3a0ME0O1lJRdmsaBQx+R48AgfOIE6WiU4qt3Q9klHXNObDQv6tln4I9Err5+bPmHWcRFFWxqIkHu\nx3+GV1HwpLrOf8AYCHX0oYVC+A9sJBOtHzMtPRECXb2kmjeA7wyceScnAaJ7iKsxSK8DsInCUMlo\naqGQvSzVQiFpReR0EuzsRAuFcJTLlB0O3MnkuIKkVmbSCkLr7uvSNLyDEC/cgb8nMyF30DpGFqBH\n/706mCyZCCWTwf2KH5DGI6ktPRWF4YZ/Hq4gXKqj7HDI92BaXsXXQbj9tNwDmYcl2tpwaRrZxqZR\n+8u5gCUtMZfqZBdVsIG8GNLRKFooxJKu6QWcddFPJdCq0+FKJkNJXyar+eY+bVXbzziJLHrngXw0\nirfLa3/BZcVt312DnZ0YTifnWlqGjaf6PY6Ed3BQ9nRN0FQ71SzcSMSvyNiJC/W5O2Q28pzcOxsO\nh/RXuPxB3rf2Nd4cDLLn3Dl+kc7Q0/kGmSQyl+fuhFdaWrmHhu1LqxE6dWpYOWC2kI5GKS4Roz6L\nuQ5mWMR7tomgJhIYnjzpqKTbpKPR2Wk0nQC6KY5qZd+MxoMy0Mw7ek+xyHa/UhH5LNVRVtzDlrcl\nVSW+Zo2kUTU24iiXSUejbPvwfSRbW+3+srGQq6+3WR0W4rc8Qvz2fxz3mKnC376MZUt64eytaGuP\n2AaTqR0HSV06SPiWz7Kz5Sgd+TwdptVxz+AanP0b8Zxaj9LTgisRpOx0SA5qei1C18fNMNp1t431\nxHd2Sa3+GaIuFpPtQJPohphtXBTBNnKTryYShDr67NRsKaiRWTn7bAMLZZMlUfD5KPr9lEJJ20bY\nsuHVil4ODtZXJK2je+TYPHI/prul7Jt3cBBR1iku7aXscNDw5k/jApp+825y1//NuHQh7+DgsDah\n+Ppl7IjKYLdcgnP19eMy6M+H+PYimZ0P0JMKyyK3K01mzSAffPsXQY0RuOQ+oi4Xt5k+codzOZ7J\nZKAQwZWrdGwbTieelOzqVofSk2JkhI8OQnIT2677pMyujoB1U50sQqdOzWi5aO2pp4qLYhl5vuSH\nZ8CJKEs2SNnpJLV8OYbTeV6O5GSQam6WEtkrH64EVyFCeMlp4gNp29v5r1Y08ct0kj0cse1rdbdi\ndy8D5JZ68fdkKCluPGcbyTcN0nPidnoslebkJjv1bBWTx93Yr/4GBwYibIgMcO6Kz9ITup3wM6Of\ndj7Edz0tu6aTG2DFg4gXP4fhTaC0PESDy4VTLOF9a1/jan8zX4rFeDyZ5Gq/nwficbTUKkhuouRV\npQ5JuYw7mbRXAaXoq3gnaVkVOFHkYPA2k286fAlYfZOBqTv0TBX5QGBay86LYmY7H7xDg/Yd1KHr\nci+nzrxmo4VC6Ou+i9H8eEXFKXhE9oKdfJdtoqc4pa79Tr+fdeF+iO5hw4YfDAs0AG+v9MHOX/YQ\n+WBApr/TaysumaZt7bDeq/FY/X03oPq76S0W6Tl907SMNOIb6/ng+uNyNnUnoPMO+Tmu/gafXLqU\nNrebH8YTHMhmKQGaqfR8OJfD63CAGkOs/hf0Jb1ooZA9KzvKZUpNp1i28Z+lnMEk4NI0ws+0nHff\nGV+3EtG/fcrvdSqY7j5y0TJIXMu2GIE7f3Le543ltT0qfT1FVB+fWNsEoUM4e3bINH1dWTJYtGhF\nE75hHzgKNKoFVCGIlUpSmcqUu3b1tUmPtWyWssNBbpnTdrgMLzlN/PhHZZtQ6BDexz8zaTKsdXFP\nlzwbv/4ABI+wPZzixP13U1YUMo2NGOF2PGeaCb7lHrZ5veztbuZ3Vw8QVRRKhsHBbJaNqspRTaPN\n4+a+7pL8PE7dib+7SMHnkwTloCa1QqpKC3MFw+kksXoFdWcHZtyXNhKTZZBc1DNbqrnZ1o6wBEa1\nUGjGXbfVx4c6+qg7vJpAdzd1sRje3pzsh7IYI+m1knpVdpPSdbryBsWDX5FNpmaipLrw7iiXpcLT\nih+Br5N4fJ08V+cduH79f6cUOFZnQfw3jk75PcZ3dkF6LZ9ohYM96zAcDtKbzsgCdev9km4lBHvj\nOqTXEjL9xA9ms5zTdU4VCtyyZAlhpwvVc47dLT2w6S8oOxx4h4bw9fcTPjo4L4EGphSee2hCH7e5\nxkUdbDZlqFCwGQ5zIVFWHXyeVIrQsSyuzqvtILN4jVrRK3/f/GeyidXMVOr+jG0yCOA6czlGxx/I\n5WN6rT2rTWdTn6uvJ3Bgassqw+nks1c9BQ37+NbgICS2yRtCYhtoUTaEknDdJ+l/8m9Ai9Ky8jE6\n8nlbN2WDqpLWdX6cSPAvAwNo/TulLVRyE7n6eoo+H8nrH5HZ19/6IfGt408K8a2CZGsr2camKb/3\nkag7VZ7zwvVEuKiDzaVp6N7ivKV5E2vlBVH0++UdtOkJm/mvLjkO6bWoSo5GtUCLR7Bs1SM0XvIt\nCB2ykwZlh0Puy7rXyEbQs2+DzvfgOrvZlscuBIOTToN7BwenPJPrisIBq/8tvk5q9ysKSkpmdI8d\n+hgbVJXSihfY0HCWq+vqpBtPuWybPcbM9qB6l0vedDrugrO34u/vJ1dfT92+/yVfLNsqP6cR0EIh\n4hvroWEfl+/6Uwo3fMoWIZoO4rueJr26NCtBa2lUThWLOhuZuCSEM+Mfd8MqymUou8k0Nk67wD0e\nin4/BZ9vmGaJM6eQuERKmIu8jmFdSJ13EIjuh/DLeB0OVCGIKop04CyXbUP0kjsK+G2nHCWu4NBT\n5nvR5R6q7MbV8VaM5seJXyqVnF2JIKWghshJupQ7m51Rkdalaex54st2kDoLRQyn7Lp2nG0kHwxw\n8oE/pfHtX6S3KJWZ2+rqiBWLtLjd7PD5bD3LjnweChH8pz22Tj+uLJnGRupiMfzP7zJLN4PDMqsu\nTYO6HojsJ1YUGB1/gL9n+nut8ONvItG2jPwbvkL+tY+M0oWcCpzFomzpiuwn/MuNkz5u0SZIHC2X\nG65P/A/+/n7ygQBl06fMEicFmchIX/0z6LthmILWeJBqW8Hz2gIlLtMQ8XW4M1lEWZd1rMj+iuaI\nRfh1D1X62qxspa8T3EOoSo4tXi+xYlGSgk3CMO4hOZupfXj6vPj6++wkj1Uw1xrctowcIM+f2AYl\nnywSDw3NGiMifssj3Njczd72ncNcasKvpCSjxNcJDfvYENR4RyjEZq/XlvW7t7eXk2feiPfgjTZf\ns+DzUVJVnMUipVCSYLucLS2aWHVCK37tiwC8a+MBHhhMQWKb7bJzIcBqI7roW2yErtuzirUfs+s3\npsR1prER0fArDC1KYvUNBLp6x5UlK6kqJVVFdyuca2mZcCYMvaSS2DAIGS+6oqD2FcnndmGE23EO\nrrH3VoZzKXriMqh7rcIVLNXJQrMa40A+RkDVKsTlyP6KjkkhQr68DXdKtS8+S4rA25ujdG4jDr0s\nSwSR56Dkk3qX2uzxCIt+PyS2sbdUB01PsDvs55GeAAxcg+5eQ/h50EI7yV27n2WKzs+TSU7l8/as\n7TG9ssuKG0des+17XZqGmkiQqguTXF8YJm9QnSkMPrODXCTCA5H9NPqg3z1kj6u0+wt4v/fJGb2/\nkT1442G8WuZUP+dFu2cbUxbBLelPSjZL0e/HCLdjlF0oLQ9BXQepleFRbBNdUcgHAna2srTpP3Fd\nfReJDT4yjY3jZq88fV4AHLpUIHZpGkqPrGWVVFVeWKbUtm0Xa2mSWFIJhQipoc2VYrga48Yl3ory\nsPmeqmEleFyahqNYwN/fj7d9lb03m80EUHpDH/Rdh2j/IGRbpXOnv1uOH3mxqokE4Yc/wJODTjTD\n4GAux6Fcjo58Hq8QtIS7WPXWz5JZI8fnystlrkvTCB/vGbXiiN/4JG13/gPxa18kedWLlK79Y1z7\nP09/olXu+5D7Oe3op2b8/iZLapitpMqindnGg9zv6DgyGVx9bZRWuykWpMkh2VYKudtxlMvkAwF7\nyWlpzxeXdbF7VTvbfFH2eL/EgVdvptS9a1THdi5SP0qXseyVQWkVqR2FgnQo1cuUkpsqoq3WMtPy\nbHal5cVrMuB/4XkeWCJnODUG3VeNeo/V3QHVSsizGWjxSwOgyc/I8OSh7wZ6OmWPHq40uqpSF4tV\n7vovfYmX616Dpic4ZnpP724eJGcYZHQd2r5FOvvn4ChIcaSq72sYgkekeaSvE179OEbsZjypOOov\n3o+S6bG19nde8Y/8+tyXZ4UFNF+4qILNUSjYWSLbKbRUR8A3wAY1Tcno4WByE6XcKtsooqy47ZmI\n5T8hViyyL50moeuEVz5MvBCBxKphr+MdGrTbYJzFom3SZ6Ha1KLo90ulYFfaNv/DnahIeMuBgytN\noOEFXMKB6s/Q49oHhQiZLW54efuYSxZrWTkX5QzqOsDXidH5HsLHeygEV5pjaCG+sZ5sJIBvaKiy\n7HOUcMZb0LN3yt9Dh3jE/SC4SoQVA8pu1O1/jHbyfSTefAjX4Q9RF4vJffWmM6DG8L68E169m75z\nS6HlSdh2N41qgf7YG1BeuV3uWy+TPXnPHL8Jtn6BUuyjs6JWPB+4qILNWSzazZ4uTZMezWU3qZKD\nkmGwzefj6Lqvo7nfjafjCnSlanZyyOXMgTOb5EyjxiC9HoauxHCOvpjVRIJ8IECuvl52GehlXHn5\nmpbAa1mRtTPv4CC5SAH1TARnsZ/M+tMyS1mIVPRFym5SWpDfiJTsOpXq0NGWPclDLQ+h7fnimEE1\nJ4EG1B1eTdG3BVde7ourgz18dJD4pQUygcp+K9DVa7c3OYtFStnNlNJroWEf8ch+NoSSHMuazBg1\nRmnzv5Fo3cQ7LtvDUU3j2NnN5NYfx9mzQ5Kx+y4ldQXUr/1vBhp+RXFVK8RaCD79Jsq2w+p2Utc+\nQPixm0a/gQsQF1WwVcMOooFrUFZ+nzNFuMvU0/9mb4x823G87XLGkl3RAuPsrfKY9Fqo65AWTPUv\nobnWoo5xTVvG6tZsmovUU/D57NYTkGlzTyoF7avwpORMhK+TliW9nCmewSMEWn4JJDfR6Eujld12\nkmGbz8cvUim00++GdSdRq8i1M6WcnQ+WmYSFkUmC8Csp4mvWoLu7cFp7U+QeVrtsD5y9FW+PTjH5\nZpSXd3Js5bmKqWJyky0Z8dNzJXRARJ7DcKXRE9twFItSEW3gGho3/IxTQuB+fg0r7vwqaV3nar+f\nn6dS9J+5obIfngLGovDNBxZtgmTSGHqDbZsUKxal/ZKZETScTnv2AVB6WvCebMTbfw61M4onlcIV\nu6RykYwBw+kkHwjYmUzA7kSuboqsZrAox2+i6/gHMIauJOB02omTOoeD57JZ9sZ1vj2Q5I/a8zx0\n+AaZbvd1DmuPme+lk3dwcFR7T/jECZKrhvfK+fr7qNt/HbjS5FaeoxRKyqRV71I8x66VM/nANZBe\nS6xUYpmiUIxvIaootNSfAPcQhsNBLlJP+HgPJcNA63oHyd/6R9Z6PFzt97NBVbnC50NZthf11x+Z\n8ntZiECDi3hms1HXQdjloifewuf1kxRzjXYm0HA4KTsdlJ2qXTMDbJ0MJZMh1dxM6IWGcU9f9Ptx\nlMty/1Yokg8GpELxiGCo3lu5NA338ZVkWlrpL7tt2YCErmNkV0Ahwo7lHRxIpmWgR/Zz/dJznFn5\nFD0/vEd6Pt/yCOGf7p6zj22yzPaxWPjpSxJ4zjSTDzaZHeRhAt3dJLYlZcPotrsxDn2VohrjTOMz\n7Gw+wTPdG+3Wo9T6GK4BeeN66cFP4wyF0AsRHuobYtXqR9mXTtOVUyB5BcYY2WJrVZHY5JLfdWS/\nnE0LEZS4gr+/39Z2Se04OKXC9EywaIvaFut/ouVUYnPZLiJbLfmU6uSXml1h360t/QlXTqbTHeUy\njkJh0iJBIJeQtuY+2IkTqDjjWDOgs1i063q4E3Jms8w/Ettk5tRS6Dp7q7xgmp6Ahn14fvWpBddO\nnAos2Yf4+mWS/ZItUQol8XY7yS1zSsfR5Aa5Rz78RflZRPfgPXhjRVuzrQ3Dk8czpJNf/bKcHbOt\nkG3Fk8iN+jwMp1MyPEyX1+1XfIWjmobWv7NCABh6gxQzmqFUBLyOWP/jcdQS25KSvZFtxXlyt/yA\nz94qkxKlOrsu5RsawlmQgaG7FcqK284yTgZaKEQuIpdSlua+Q5c1wOr/W0uw4hKB1tYpbxBt/4Gy\n9R555822yhmuulPg7K14hnRc2RKie5csdK+YXU2OuYa1RA8f7wFHgUB3N+FX5F43fHQQI/YW+UQt\nSstVn4BCiFUrfkWuuZLdNVY+DO4hfP19hJ9dKvvaXjQIt59GyWYwnE62ffg+ln7g/9mvGX4lZQbl\nCg52bUfruVHe0BwFiOxHFEfrkFjINjbZ9dXZcK+xsOiXkWOtv/OBANS9QKDp16RiN5vZLZ1sk4LO\nNpRzBp5UYljKXug6paBGqRDCk0zZmiXjre+1UGiUuI6lblX9uDXbqYkEmcZGXGkHJbfJGDl7K0XL\nyipm+j+W6mDgjbL+l9OkuvKS07gGllOyZmemZ/i30Bjr4g4/tZWi/40AnGlshKW/oue//wJrcZhs\nbcVzpGnc2VzJZKh777082R+Gs+/GSiHFb3pM3sCWPypnzTPvtFWmnYNrCHaeGnUuS9o8v2kveUCc\nvk02uqqqvfScCRb9MnI8JNra7G7sYHt+XL3/kqpS9PkpeVV0f0be+UzRDu/g4ITy4/lAwJ5ZqwPM\n3vuZwWfVwyxo0QKePi+OYsEW41ETCbRIHepQ2rZaKqkquaVeGq/8Ewae/jvURMKWFphLTKSnPxPJ\ngWRrq+2GE1+3clZ62Yp+P+nNr0EhQuBogGxTE8HOTiksa3YTrFvzX5QMg5Mv/JnswOjYZGdWC8Eg\nJY8q7a/e87d4Tdtm49T7bcl4b5d3whLLrC0jhRD/JoToE0Icrnps1nyzhRAeIcT3zcefFUK0nW9M\nk4HNLFjxIPklU1gK+DrBd0YyJ8xAGpeylUoNu9uVnQ57ZqsONAvWc73dUnDVk0rhSabkzGs67lgN\nnxb1Kny8h/4B6fNmafxPB1NRF0uuXCYZJGNgqoGWbG0lvutp4ls86MsOVM4zhUAbbykX3ygVxTyv\nbUFd/3cUAkEchQLxrUKef+Aa8HXSnvLKXru2b9l+cBbKDgf5YID4rqcxHv8yiV/9PcbhvyD03HKC\nBzYSfjk/a7XMyezZvsVoj+vZ9M3+HSBuGMZa4GvAX09m4LpntKPnSISOZQn9/K0TsviFrlN2Oiqc\nSUcBgkckr9IhXUvOB2tWc+hl+4upDjRryWmVGTyplD1jeocGh/1ejaLfj+F0En7sphnTkqaU7t7w\nJXAUbA386SLV3IweiMtlnK9TJiWmActjbiSUrfeQ276XfDBAi9vtAX0AAAAPqklEQVRNwe+T4j9m\n7a3+aLdcSnbcxYEkkG0lddM/2cEbvzQgb2gnThD85fXkN/+X5Gy+Im+iM3HLGQvnDTbDMP4HGOki\ncBvSLxvz59urHv+eYRh5wzBOApZv9jJM32zTjfQ/RhxjnetBYJc1600EZ75gN2vOBHYixGWaaKgx\nm31f8PtwVM1wY8GTStn+aFZQK9nMuGKp4yVeEht8o0jSFqVsQVr5Q4dIrj/v1zAmDKdTchijr1bM\nNEyydbWD6WRRbcRYjbrvfVJK5WkaA//xMZZ0dUk1sOf9xLcKyRs1dWCEKyuD8Mw7KTWcldbF7iG4\n46sUgkGchQLhJ3eMUuqaTUw3Gzmbvtn2MYZhlIBzwORURcfwq54OrIyhzca3KFRVmCgrZS39LFhe\nbSDv7kI3zQrz2rhlitCxrB2I8S0eoLLsTO36zqi7e3zNmim8wynCPQSaVGyeDnRFQVtu9vAFj8jl\nnBa1P9P4mjXDbiDT1bIECD+9xq4JCl2Xsntg63I6e7cSPhDG6HyPtDTuXEXosMM2p0/uu3de1JBh\nFrKRhmEYQoh5ybIIIT4CfARABJun5Co6ESTzoyxTwyC/iOARPK9uA0zTvymcrzrwqgVKJ8v6GGVf\nm15LyaPipnJReJLjJ25mTOU6dSc0PTGMHjYVpDaaYzNbcewevdjN8sbjcEhphFiMxCUh1D5t1qXG\ng0/uJr5uGd7+cxT9fsLPtJg1P5k0k4XsjUgD3fnBdGe22fTNto8RQriAJYy0VjEx3MB+9IWQuOaF\nab2ZUlCrCPAUIihOHTX88rTOVY1cpB5R1m2GyXQRfmorMHzvomTH34Nlm2a2vA4/74dXPz7l4wrB\noNQNMQWKLDXoVW0/kwEXPGKTv4Wuk4vU4+8uys5zpl/TGkswyFko2N7Y1n51Lk0zJoPpBttPkH7Z\nMNo3+z1mhnEVFd/sHiAphLja3I+9f8Qx1rneCTxhTLMeEdp3+XQOkxUCLSqLydlWij03orX//oQm\nFZOBd0hmGcsOB9e+a1J5n3Hh6+8zC+/ywqxOeGQbm4jf8ogdjNbMakn5xbeKKV/I4RMnzv+kKmih\nEAWf1OXAUaj07fk60QwDOu+AFQ9Kdo5Z7BdlHd/uL0DwCKXlh8ltfYp0NEr8N44Sv6p3TKnxMcf6\nYuVymc0i9GzjvHU2IcR3geuABqAX+BzwY+AHQCumb7ZhGEPm8z8DfAjpm/1xwzB+aj5+JcN9s/+P\nuQRVgW8D25GJmPcYhvHa+QY+Vp1tqsunxBsPywxZqY5QR59t0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Merge function returns a single mosaic array and the transformation info\n", "mosaic, out_trans = merge(src_files_to_mosaic)\n", "\n", "# Plot the result\n", "show(mosaic, cmap='terrain')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great, it looks correct! Now we are ready to save our mosaic to disk.\n", "\n", "- Let's first update the metadata with our new dimensions, transform and CRS:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Copy the metadata\n", "out_meta = src.meta.copy()\n", "\n", "# Update the metadata\n", "out_meta.update({\"driver\": \"GTiff\",\n", " \"height\": mosaic.shape[1],\n", " \"width\": mosaic.shape[2],\n", " \"transform\": out_trans,\n", " \"crs\": \"+proj=utm +zone=35 +ellps=GRS80 +units=m +no_defs \"\n", " }\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Finally we can write our mosaic to our computer:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Write the mosaic raster to disk\n", "with rasterio.open(out_fp, \"w\", **out_meta) as dest:\n", " dest.write(mosaic)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's it! Easy!" ] } ], "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 }