{ "cells": [ { "cell_type": "markdown", "id": "5bdce623", "metadata": {}, "source": [ "# pyjeo: an open source image processing library in Python" ] }, { "cell_type": "markdown", "id": "05e5ce57-ae86-44db-ab5c-f3370f00ddca", "metadata": {}, "source": [ "## GEO-OPEN-HACK-2024 25/06/2024\n", "\n", "Pieter Kempeneers, Joint Research Centre, Ispra" ] }, { "cell_type": "markdown", "id": "40b82b2d", "metadata": {}, "source": [ "### Time table\n", "\n", "| Time | Subject |\n", "|-------------|-----------------------------------|\n", "| 09:30-09:45 | Introduction: installation and design |\n", "| 09:45-10:00 | The Jim data model |\n", "| 10:00-10:30 | Briding pyjeo to third party libraries|\n", "| 10:30-10:45 | **Coffee break** |\n", "| 10:45-11:15 | Exercise 1: parallel processing through tiling|\n", "| 11:15-12:30 | Exercise 2: parallel processing though multi-threading|\n", "| 12:30-13:30 | **Lunch break** |" ] }, { "cell_type": "markdown", "id": "bb334b63", "metadata": {}, "source": [ "## Installation and usage" ] }, { "cell_type": "markdown", "id": "1fb96808", "metadata": {}, "source": [ "- on your local computer\n", " - Linux: install from [source](https://github.com/ec-jrc/jeolib-pyjeo)\n", " - I Windows / Mac: via Docker ([Dockerfile](https://github.com/ec-jrc/jeolib-pyjeo/blob/master/docker/Dockerfile_deb12_pyjeo) available)\n", "- on SURF (Easybuild and pip)" ] }, { "cell_type": "markdown", "id": "0e4baeaf-98f3-4ff7-ba7c-1343455127f6", "metadata": {}, "source": [ "Let's start importing pyjeo" ] }, { "cell_type": "markdown", "id": "1a4aafbe", "metadata": {}, "source": [ "## Design\n", "\n", "The pyjeo package is grouped in modules. A module combines a number of operations that belong together." ] }, { "cell_type": "code", "execution_count": 2, "id": "5c3c4842-a8e3-4034-8a14-f23d53c74ba6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 2, "metadata": { "image/png": { "height": 500, "width": 400 } }, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(\"../images/modules.png\" , width = 400, height = 500)" ] }, { "cell_type": "markdown", "id": "36f44a45", "metadata": {}, "source": [ "## Documentation\n", "\n", "The [documentation](https://jeodpp.jrc.ec.europa.eu/services/processing/pyjeohelp/index.html) is online (readthedocs)." ] }, { "cell_type": "markdown", "id": "f82ff8af", "metadata": {}, "source": [ "Call for inline help on a module" ] }, { "cell_type": "code", "execution_count": null, "id": "141a39d1", "metadata": { "tags": [] }, "outputs": [], "source": [ "help(pj.geometry.warp)" ] }, { "cell_type": "markdown", "id": "8a190784", "metadata": {}, "source": [ "## Jim data model\n", "\n", "The Jim 3D data cube is a contiguous array of data in memory (x, y, z), with:\n", "\n", "- x: columns\n", "- y: rows\n", "- z: planes\n", "\n", "Bands represent different data cubes within the same Jim object." ] }, { "cell_type": "markdown", "id": "6efbe710", "metadata": {}, "source": [ "### Single band image" ] }, { "cell_type": "code", "execution_count": null, "id": "1527cde0", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim = pj.Jim('../data/example.tif')" ] }, { "cell_type": "code", "execution_count": 16, "id": "795a2d13-b7e2-4435-8f54-28e4c013aa66", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 16, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"../images/singleband.png\" , width = 500, height = 500)" ] }, { "cell_type": "code", "execution_count": null, "id": "31468f74", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.properties.nrOfCol()" ] }, { "cell_type": "code", "execution_count": null, "id": "88004137", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.properties.nrOfRow()" ] }, { "cell_type": "code", "execution_count": null, "id": "77981eaf-1fd0-4752-a407-d4eed63ece6f", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.properties.nrOfBand()" ] }, { "cell_type": "markdown", "id": "6eb30174", "metadata": {}, "source": [ "### Multi-band image\n", "Multi-band GeoTIFF images are read per default as multi-band images" ] }, { "cell_type": "code", "execution_count": null, "id": "2534543d-e632-4423-b693-d57d2b96479b", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim = pj.Jim('../data/multiband.tif')" ] }, { "cell_type": "code", "execution_count": null, "id": "88c0ce60", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.properties.nrOfBand()" ] }, { "cell_type": "code", "execution_count": 15, "id": "07b606ac-fc20-4ade-b309-9c86d2648115", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 15, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"../images/multiband.png\" , width = 500, height = 500)" ] }, { "cell_type": "markdown", "id": "93cfe6bf", "metadata": {}, "source": [ "### Multi-plane image\n", "\n", "Multi-band GeoTIFF images are read as 2D multi-band Jim objects as a default. To read them as 3D Jim objects, use the `band2plane` parameter." ] }, { "cell_type": "code", "execution_count": null, "id": "0e1941cb-94f2-4f7f-90bc-ac8b95bca0ad", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim = pj.Jim('../data/multiband.tif', band2plane = True)" ] }, { "cell_type": "code", "execution_count": null, "id": "351f9496-f810-4bde-a9e0-1954721e02d0", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.properties.nrOfBand()" ] }, { "cell_type": "code", "execution_count": null, "id": "7bc3bd54-ac0e-4913-b750-9816b7f2f9dc", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.properties.nrOfPlane()" ] }, { "cell_type": "code", "execution_count": 5, "id": "24c0dc46-1719-4f7d-a9ce-e5768b2636eb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 5, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"../images/multiband.png\" , width = 500, height = 500)" ] }, { "cell_type": "markdown", "id": "2deb0aba", "metadata": {}, "source": [ "### Multi-plane multi-band image\n", "Are a combination of multi-plane and multi-band. Multi-band 3D GeoTIFF images are currently not supported. We will see how to read these objects from NetCDF files next." ] }, { "cell_type": "code", "execution_count": 17, "id": "9bc0a131-fe7f-4496-ab95-ae2c9ea9bf55", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 17, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"../images/cube.png\" , width = 500, height = 500)" ] }, { "cell_type": "markdown", "id": "fedff8b8-f8df-4fb2-ac6f-4a7e660ad936", "metadata": { "tags": [] }, "source": [ "## Bridging pyjeo to third party libraries\n", "\n", "pyjeo Jim objects can be converted to:\n", " - [Numpy](https://numpy.org) array objects\n", " - [xarray](http://xarray.pydata.org) objects\n" ] }, { "cell_type": "markdown", "id": "6b01d003-a121-4b5a-b14b-d0f8a930cb16", "metadata": {}, "source": [ "We will use the [xarray](http://xarray.pydata.org) module to read netCDF files." ] }, { "cell_type": "code", "execution_count": null, "id": "d1d1286a-f370-4278-b1cc-01b9b77831c1", "metadata": { "tags": [] }, "outputs": [], "source": [ "import xarray as xr" ] }, { "cell_type": "code", "execution_count": null, "id": "ec64f9b1-628b-45d0-93bd-92918b9afcf6", "metadata": { "tags": [] }, "outputs": [], "source": [ "x = xr.load_dataset('../data/example.nc')" ] }, { "cell_type": "markdown", "id": "b77c9d80-489d-488e-8a00-cab946fd1b97", "metadata": {}, "source": [ "The xarray [Dataset](https://docs.xarray.dev/en/stable/generated/xarray.Dataset.html) provides names for its dimensions ('x', 'y', 'time') and variables ('B1', 'B2')" ] }, { "cell_type": "code", "execution_count": null, "id": "2b165d8b-0f7c-4ddc-a8bc-1c3cc92265b2", "metadata": { "scrolled": true, "tags": [] }, "outputs": [], "source": [ "x" ] }, { "cell_type": "code", "execution_count": null, "id": "fae591df-86eb-4538-bca2-26ac341d6993", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim = pj.xr2jim(x)" ] }, { "cell_type": "code", "execution_count": null, "id": "81933871-8b1d-4306-a947-50a41befb513", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.properties.nrOfBand()" ] }, { "cell_type": "code", "execution_count": null, "id": "4d2bd169-eac6-4681-877f-6d9747cc885b", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.properties.nrOfPlane()" ] }, { "cell_type": "code", "execution_count": 18, "id": "275806df-462e-41f2-87b9-2bdce2ed3f63", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 18, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"../images/cube.png\" , width = 500, height = 500) " ] }, { "cell_type": "markdown", "id": "21656c6f-9af9-4baa-9686-ea0e17a1feda", "metadata": {}, "source": [ "The variable names for the bands and the time dimension are retained when converted to a Jim object " ] }, { "cell_type": "code", "execution_count": null, "id": "7a6fcb51-0569-4e0a-a2d9-1fbb51c39940", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.properties.getDimension()" ] }, { "cell_type": "markdown", "id": "8250bd28-89ec-425f-828c-653bc5e94d7f", "metadata": {}, "source": [ "## Calculate NDVI (see also Exercise 1)" ] }, { "cell_type": "code", "execution_count": null, "id": "5617ca1d-2458-4198-a913-c8f7081fe59d", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.pixops.NDVI(red = 'B1', nir = 'B2', name = 'NDVI', addBand = True)" ] }, { "cell_type": "code", "execution_count": null, "id": "2aa76fd2-f25a-4428-ade5-db677b2cd987", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.properties.getDimension()" ] }, { "cell_type": "markdown", "id": "b4705820-4acb-4d54-8566-8bdc1e32fd06", "metadata": {}, "source": [ "### Representing the Jim object as a Xarray Dataset, DataArray, and Numpy array\n", "\n", "`jim.xr()` -> xarray [Dataset](https://docs.xarray.dev/en/stable/generated/xarray.Dataset.html) representation of the Jim object `jim`" ] }, { "cell_type": "code", "execution_count": null, "id": "77b8ec52-1025-4ada-abe7-db37864fa581", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.xr()" ] }, { "cell_type": "markdown", "id": "481e62cb-e2d5-4c66-a556-81f4611dcad3", "metadata": {}, "source": [ "`jim.xr().B1` -> xarray [DataArray](https://docs.xarray.dev/en/stable/generated/xarray.DataArray.html) for band B1 (without variable name)" ] }, { "cell_type": "code", "execution_count": null, "id": "43f91f85-c005-4416-ab0c-4d83f908d638", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.xr().B1" ] }, { "cell_type": "markdown", "id": "0c02e979-0c39-4cfb-a0d9-ea47766f0fd8", "metadata": {}, "source": [ "`jim.xr().B1.data` -> [Numpy array](https://numpy.org/doc/stable/reference/generated/numpy.array.html) representation of the xarray [DataArray](https://docs.xarray.dev/en/stable/generated/xarray.DataArray.html) (without meta-data for geospatial information)" ] }, { "cell_type": "code", "execution_count": null, "id": "a14f7d64-37b8-40c8-93b5-409868a15262", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.xr().B1.data" ] }, { "cell_type": "markdown", "id": "abc57c12-8f59-4171-9fd2-cac2c1183772", "metadata": {}, "source": [ "### Numpy array representation of a Jim object (without memory copy)" ] }, { "cell_type": "code", "execution_count": null, "id": "b4c59010-4cff-4d91-8cff-66fdbe1fe579", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.np(band = 0)" ] }, { "cell_type": "markdown", "id": "eff59831-fc8a-4e5c-b5b8-9218b8991263", "metadata": {}, "source": [ "## Access Jim elements\n", "\n", "Load a multiband image as 3D Jim object (converting bands to planes)" ] }, { "cell_type": "code", "execution_count": 19, "id": "8e17e6aa-0722-4058-84dc-597726580ce7", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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d48Ak4OvA7CTG24A9alznVcn5TibulUcBvwOeBh4kahfqfa5/A78BdqgRpyS10iTgRuARYlinCYCkTIwDLgJWJRr/C/INpyNdRRTNfg04pGrfNsS485nAzxs83ziigf0SUbBay2bAfck1Xws8DDxGzNpzArBb1fGfJRrdBxJPoe4jEsL/Ae6idsJQy+bE0Jn16+x/c7J/StX2vZPtHye6wdcHniB6OT4P/ASYTCQzHwUWEp9/B+Bqlk04xifn2xM4EzgDWAX4W3LuTxPfl3r32t8kr7WSC0lqhcnADcTv8Q+SPHwzAZDUbuOJp6TjiYbfwnzD6VjzgHcCrxCN0Q2T7SsRT/DHEk+oH2/wfFsRXcZ/oPbwn+WAK4B1kuutSTSQdwbWArYnnqCnZhCJwoLkuDcRDd91gWuIp+BnNRjbcM0C9icSlW2IIWlPAwcB1xM9GeskMW4IfJko1v1KnfO9mkh2tiCm+NyGSFL+RXzuveq87/fJ64yhfxRJqmsqcEvy9SGgnO4wAZDUThOIJ6CLiMbVK/mG0/H+QDx1nkT0uIwnhl2tB3yfGHrTqHRYymN19h8BbEQMeTmGeFJe6Xbg3oq/f4K4n5xA3IxS84H3Ef9H9iF6Fdrt2ySFcIlHiX8niM99BPBcxf6TiDjfRO37ZjfwYWLYT+U5T0v+vE2dONJ/2yw+s6RiWR24GbiOeOixFBMASe1SWXD0LqAn33AK4zTgcmIBrd8TvS73EOPim7Fq8jqnzv70qfaPGLyeo4v+p9y16gmeJv6vQP1x/a10RY1tDyevdybxVFpE9JyMI26q1RYRN9lqaQ/IunXieD55XbXOfkkainWIIYY/Az5T6wATAEntUF1w5Awy2SkD/wX8g1htdj7wDqKR2oyJyWu9IVvp6rx/beBck4lVfRcTw2JqeSR5Xaeh6IbnHzW2vZi8PlHnPen+STX2PUHtJGhe8vqqOud8OXltpgBakgayHvHk/3tEfVVNJgCSWq1mwZEyNZn+hmovQ+t9SZ9Or1Rn/7jktZGC7rHJ60Lq/39IhxCNq7O/lZYMsG8oyepA5xvI5OT1uQGPkqTGvIaYtexk4JSBDjQBkNRKdQuOlJlxRLfvJKILeDLwU/ob4Y1Kh8GsMsj+ejPxVHqBaCRPov7T8PTJ/7MNnC9NaOolC6NlSE06S9FTuUYhqRNsCvwKOJ54+j8gEwBJrTJgwZEycyKwNVHkOoP4fmxLzMDTjLuS1y3q7L89eW1kzP4r9I+Hn1ljfzf9U4b+oYHz/TN5XavGvuWJGXhGg/Tf9q4Bj5KkgU0Hfk1MtXxuI29oJAGQpMEMWnCkTOwHfIwY4/5eYrjNe4hx958i5sFv1KNEQ3tTaj+1P5sY0/8+YKca+0ssPbb9vOT1i0QjvdL7iZqCJ4h1AgaTFuy+k5jpqNKXgZUbOMdIkM4OdGuuUUgazbYCriVmY7ug0TfZAyBpuNajgYIjtd3axJOfJcRKuensPc8ChxPJwLnAtCbOeSlxn6he0AtisauPEfPj30AkBEckXycQU2IeWHH894hVf19PzE50LHAosUDZ6cTY+w/S2Bj824EHiKTht0kcnyQKz49m6elHR6oSsDtRCFxrBiFJGswOROP/aOAXzbzRBEDScDRccKS2GkOM81+ZGP95e9X+W4GvEmPjf0IMuWnE/xJ1HEfU2f8DYiXcJ4iegPOSry8mMT1acexiYvjPecSqwd8DLgQ+QMyHvy9xI2vEEiK5mE08/ToZ+BaRjO5edd2RaltiHYWLiBoJSWrGDOAS4oHPlQMfuqwxDRxjAiCplk2JJ79fpMExh2qbXmLl3YF8hfor2dbzEPE93puo8ahVrHpp8rUp0QB/mRhy9EiNY+cRQ5I+Rox/nwj8nXiaX8utVN2DKvyVmOb09cAaRFHyPURPx9vqvGfDOtshnp4NdIPboca2Zwd5z+0D7P8vItZTB3i/JNWyF/Ew5RBi7H/TTAAkDcV0YtjCp2hizKFGpU8A9xG1HR8b4LiHkq9GvEBrxr33EY3+e1pwriytA7yb+NkZDcOVJI0c+wFnJa+/H+pJHAIkqVlDKjjSqPUgMbxmK2IxLw3f24ik6gt5ByJpVHkHUW81rMY/2AMgqTk7EMM9jmIIYw41an027wA6zHeSL0lq1OHAScSkDLMHOXZQJgCSGjWDmObzMGKxEUmS1H4fAD4H7EzUPw2bCYCkRgy74EiSJDXtWOA4YFdaOMOZCYCkwewHnElM03hnzrFIklQUs4gZw3agfwX0lrAIWNJA3gGcAeyJjX9JkrIyCziSGPbT0sY/DKEHQFJhpAVHe9KCgiNJktSQrxK97jsS6420XCMJwFLsAZAKoeUFR5IkaUAlYmXz7YnZfp5v14WsAZBUrS0FR5Ikqa4ScBqxwvkuwIvtvJgJgKRKbSs4kiRJNXUDPwTWJ2bdm9/uC5oASEpVFhz9O99QJEkqhDHAj4ApRM3dwqwuOhgTAKnztb3gSJIkLWUcscDmOOBAYFFWF3YaUKnYSsApRJfjbtj4lyQpC8sDVwI9ZNz4B3sApCLLtOBIkiQBMBG4nHjo9m6gN+sA7AGQiqmbGHP4OuLpv41/SZLabxJwA/A48C5yaPyDCYBUOOVo/J8LrEYUHLV9tgFJkoquB14FXA/cD3wQ6MsrFhMAqUDKwBz4BDCZGHOYyWwDkiQVWR/wIpwP3AYcQ46Nf6hq3NdxKHBh+pdJ3d2s0N3dvohGiCW9vVAq0V2Az5rq7emhe8yYwiR5vb29dJVKdBXoezy3p4fF5fJDPfB6ovAoT/cDhwOzc45DGrGmwD7dpdLVY8aOzTuUzPT29NDV3U1XVyPPKEe/vr4++vr66O7uLs79t2Df43K5zPM9PfTB+T0x5j9v5aaLgF83fTpbbLJJm+IZOW667jrmvfAC+x9ySN6hZOLFuXO54eqred306Wy48cZ5h5OJ6y6/nL6+PvY56KC8Q8nEvBde4IZrrmECnPds/o1/SQ3ohkXlcpktt9mGtdZdN+9wMnHVJZew/MSJ7Lb33nmHkom/PPgg9//pT2y/225MmTo173AyccXFF7Pq1Km8ZcaMvEPJxD8ef5w7b7+dEpzxTN7BNOEwYuRAGSifeuqp5SLYfeuty9PGjcs7jMw8NHt2eSqUf3j66XmHkpmt1l+//Ia11so7jMz8+d57y1OhPBUOzvl3Sup+oghZUh2rweZToXz5RRfl/SskM5tMmVKeueWWeYeRmdNPOqk8Fcp33Hpr3qFkZt0JE/retd9+eYeRmUvOP788FcpTYKQ8YS1bAyBJkiQViAmAJEmSVCAmAJIkSVKBmABIkiRJBWICIEmSJBWICYAkSZJUICYAkiRJUoGYAEiSJEkFYgIgSZIkFUjTCYAkSZKk0cseAEmSJKlAGkkAlmICIEmSJI1e9gBIkiRJBWICIEmSJBWICYAkSZJUICYAkiRJUoGYAEiSJEkFYgIgSZIkFYgJgCRJklQgJgCSJElSgZgASJIkSQXSdAIgSZIkafRqJAFYij0AkiRJ0ujlECBJkiSpQEwAJOXhDcBaeQchSVLBvBVMACRlb0vgWmB+3oFIklQgbwfOAhMASdnaDrgOOAaYl3MskiQVxaHAKcBMMAGQlJ0dgUuBw4Erco5FkqSiOAr4FrA7cD/AmAbeZAIgabj2BM4H3gHcnHMskiQVxQeBWcBOwCPpRhMASe22D/BDovDodznHIklSURxHDLndFXiscocJgKR2OgQ4DdgPuCvnWCRJKopZwHuBHYB/Ve80AZDULocSYw5nkow5lCRJbfcVYsafnYEnax1gAiCpHd4PfJkoOHog31AkSSqEEvBtYAYx8cZz9Q5sOgGQpEHULDiSJEltUwK+C7wZ2A2YM9DBjSQAS5/dHgBJ9dUtOJIkSW3RTSzwtRFx/31xsDc4BEhSqwxYcCRJklquG/gRsDawN7CgkTeZAEhqhUELjiRJUkuNA34KLE80/hc2+kYTAEnDkRYc7cQgBUeSJKllxgMXAV3AgcArzby5q4FjTAAk1ZIWHO1ATPVp41+SpPabAFxFPPE/iCYb/2APgKShqSw42gWYn284kiQVwkTgSmK47ZFA71BOYg+ApGalBUfrE2MObfxLktR+KwE3An8F3s0QG/9gD4Ck5qQFR8sBewGL8g1HkqRCmAz8Ergb+G+gPJyT2QMgqVHjgYuBscSYQxv/kiS131TgFuDXwIcZZuMfTAAkNWbYBUeSJKlpqwM3A9cBn2nVSU0AJA1mItH4fwY4gmGMOZQkSQ1bB/gNMfS2ZY1/aCwBkFRcLSs4kiRJDVuPGPJzOvC1Vp/cHgBJ9UwGrgf+BBwD9OUbjiRJhbAJcCvw/4j1dlrOBEBSLasRv3xaVnAkSZIGtRnR83488MN2XcRpQCVVWx34FXA1LR5zKEmS6nojce/9CPDzdl7IHgBJldpWcCRJkuraGrgGOJY2N/7BHgBJ/dYnnvyfSpvGHEqSpGXsAFxCTLZxQxYXtAdAEmRQcCRJkpYxg2j8H05GjX+wB0BSFBxdD3wB+HHOsUiSVBR7A+cQC2zekeWFTQCkYsus4EiSJP3HfsBZwP7AnVlf3CFAUnFlWnAkSZIAeCdwBrAHOTT+wR4AqagyLziSJEm8CziRaPz/Oa8gTACkglkArwW+RxQc3ZRzOJIkFcLcePL/X8DOwF/zjKWRBGApJx1/PKutsko7YhlRHn34YZb09PDBQw/NO5RMzH3hBQDO/f73ueu3v805mmw88+ST9PX1FeZ7PG/uXBYDC+FTwJ5kXHAkqXndMKkXOOvUU7nuF7/IO5xMvDhvHo88/HBhfjc/MHs2AF//whdYc9q0nKPJxiuvvFL6wx13FOZ7/MTf/sbLQC8cTfTAP5ZzSDTyOP8U4KPpXyYDY9sWjqR2egUowQVz4Yi8YwHuJ3ohZucdiDRSTYUDgGK0/FUYXV1d9PX15R1GphYCJTj8Rbgw71iActNDgC64+mqmv+ENbYpn5Dh8n334y0MPcfdjuSdpmXj04Yc5eNdd+dzXvsYh73lP3uFkYp+3vIXe3l6uv+uuvEPJxF8efJBDdt+dUhT+ShodHgf45hlnMHPfffOOJRMzttiCaWutxU+uvTbvUDLx4x/8gJO/9jXOufRS3rjNNnmHk4k3b7wxb9puO777ox/lHUomrrnsMj7/kY+wBO7JO5ZU0wnAqlOnskYBuqjGjhsHUIjPCjAvGQK04qRJhfnM3d3dlPv6CvN55zz3HABl6Mk5FEkNKsGSMjBp8uTC/K7q6upizNixhfm8K77qVQCsPGVKYT4zUB6/3HKlonzelSZPBuLnOedQ/sNpQCVJkqQCMQGQJEmSCsQEQJIkSSoQEwBJkiSpQEwAJEmSpAIxAZAkSZIKxARAkiRJKhATAEmSJKlAGkkAJEmSJHWIplcCtgdAklqqG1il4u/PAX11jl2V/t/Jc4HFdY6bDIxN/rwAeHmYMUqSOohDgCQpX5sAT1d8rTvAsU9WHLf3AMfdWHHcca0JU5LUKUwAJEmSpAIxAZAkSZIKxBoAScrXYuCJir/3DnDsP+j/vT3QuP6nKs45b+ihSZI6kQmAJOXrr8A6DR67QYPH7TvEWCRJBeAQIEmSJKlATAAkSZKkAjEBkCRJkgrEBECSJEkqEBMASZIkqUAaSQAkSZIkdQh7ACRJkqQCMQGQJEmSCsQEQFIeuoDl8w5CkqSCWQFMACRlbwzwY2C1vAORJKlAJgHXgwmApGyNBX4KTAH+kXMskiQVxUpE4/8+MAGQlJ1xwMXAcsCBQF++4UiSVAhTgVuA24BjwQRAUjYmAFcBi4GDgEX5hiNJUiGsBtwE/BL4dLrRBEBSu00ErgSeAw4HevINR5KkQlgb+A3R+/6Zyh0mAJLaaRJwA/AYcATQm284kiQVwrrAr4HvA1+t3mkCIKldKguOjsYx/5IkZWFj4sn/KcnXMkwAJLVDdcFROddoJEkqhk2BXwFfAk6vd1AjCYAkNWN1ahQcSZKktpoO3Ax8HvjRQAfaAyCpldYhnvovU3AkSZLaZkvgWuBDwPmDHTymgROaAEhqxHpEt+Pp1BlzIy3vPQAAF8lJREFUKEmSWm574DLgKGLWvUHZAyCpFV5DPPmvW3AkSZJabifg58Q02w01/sEeAEnDtykx28+XGGTMoSRJapm9gPOAQ4gpPxtmAiBpOKYTYw4/TQNjDiVJUkvsC5wN7Af8vtk3mwBIGqotgauJgqPLco5FkqSiOAQ4jUgC7h7KCUwAJA1F0wVHkiRp2A4DvgnsBswe6kksApbUrCEVHEmSpGF5P9H4351hNP7BHgBJzRlywZEkSRqyY4h6u52AR4Z7MhMASY3aFziLIRYcSZKkIfk08EFgF+DxVpyw6QRAUiENu+BIkiQ1bRZwJLAD8K9WnbSRBGAp9gBIhXMY8A2GWXAkSZKacgJwMPHk/8lWntghQJIG8n7gy8BM4MF8Q5EkqRBKwHeAHZOv51t9ARMASfWkBUc7Ao/mHIskSUVQAk4FtiEevs1px0VMACTV0vKCI0mSNKBuYnXfDYBdgfntupAJgKRqbSk4kiRJdXUD5wKrAnsCC9t5MRMASZXaVnAkSZJqGgf8FBgPHAAsavcFTQAkQQYFR5IkaRnjgYuBV4ADgZ4sLtrVwDEmAFJnKxFz/G9HFBzZ+Jckqf0mAFcDLxNTbmfS+AcTAKnouoFzgNcRBUdtmW1AkiQtZQWi8f834HCgN8uLmwBIxZUWHK1BFBy1bbYBSZL0HysBNwIPA0cDfVkHYAIgFdM44BJgMlFw1NbZBiRJEgArAzcAvwWOJYfGPwwhAZA0uvXBWKLx30sUHLV9tgFJkoruFZgC3ALcDBwHlPOKpZEEYCn2AEijVxmYA58lh4IjSZKKqg+YDz8GLgU+k3M4DT3d/x2wbfqXNbq72xfNCNLX10epVCpUwtPX10dXV9M54ahVxO/xi0uW0AP3LYY3klO3Y4X7icKn2TnHIY1Yq8FbKZWuKNzv5q6u4gw/KJfpK5cLd/8t0ucFmLNkCX1wRg8ck3csQLnpdQCOPGYkxN1+V1x8MXOee64wn/eFOXO47MIL2Wb77dn0da/LO5xMXHzeeZT7+njHkUfmHUomnn/uOX7xs59Rggueyb/xL6kBJZjfVy6z08yZrL/RRnmHk4mfnH02E1dckQPe8Y68Q8nE7Hvu4a7bb2fP/fdn9TXXzDucTJx/5pmsPm0aM/fZJ+9QMvHIww9zy4030gU/fjrvYJpwJzFyoFyCclHsvvXW5WnjxuUdRmYemj27PBXKPzz99LxDycxW669ffsNaa+UdRmb+fO+95alQnhor/Y4E9xPTj0qqYzXYfCqUL7/oorx/hWRmkylTyjO33DLvMDJz+kknladC+Y5bb807lMysO2FC37v22y/vMDJzyfnnl6dCeQpsnPfvlES5uSLgAg2VkCRJkjpRUwmAzX9JkiRpdLMHQJIkSSoQewAkSZKkArEHQJIkSSoQewAkSZKkArEHQJIkSSqQppZhs/kvSZIkjW7N9QBIkiRJGtUcAiRJkiQViEXAkiRJUoHYAyBJkiQViD0AkiRJUoHYAyBJkiQViD0AkiRJUoHYAyBJkiQViD0AkiRJUoE0lwDYAyBJkiSNaq4ELEmSJBVIIwnAf9gDIEmSJI1u9gBIkiRJBWICIEmSJBWIRcCSJElSgdgDIEmSJBWIPQCS8vBmYD7wr7wDkSSpQA4Hrh/TwIG2+iW10g7AJcC7gTk5xyJJUlG8CzgR2LOpBMAeAEnDNAP4GfEE4qZ8Q5EkqTCOBj4L7Az81R4ASVnZGzgHOAi4I+dYJEkqik8CHwZ2BR4FsAdAUhb2A84E9gfuzDkWSZKKYhbwXmL47T/TjfYASGq3dwLfBvYE7ss5FkmSiuLLwCHALsC/K3fYAyCpndKCoz2AP+cciyRJRVACvkWM998ReK76gEYSAEkaiqUKjnKORZKkIigBpwDbATOB52sd5BAgSe2QFhztAjyWcyySJBVBF3AWsDFx/32x3oEOAZLUajULjiRJUtt0Az8E1gP2AhYMdLA9AJJa6cvUKTiSJEltMRa4EJhINP4XDvYGewAktcKgBUeSJKnlxgEXEW36g4BFjbypq4FjSsv8QZL6pQVHOxEFRzb+JUlqvwnAVcBimmj8Q7NDgOwBkLS0bmKBr0ELjiRJUstMBK4AngbeA/Q282Z7ACQNVTdwDrAhMebQxr8kSe03CbiRmGXvCJps/INFwJKGZhxRcDSBBguOJEnSsE0Gfgn8EfgQUB7KSZrrAXAIkKT+gqPxxJhDG/+SJLXfVOCW5OtYhtj4hyYTAEmFN+SCI0mSNGSrAzcB1xHr7QyLPQCSGjWRaPw/BxwO9OQbjiRJhbAO8BvgYuAzrThhIwmAJKUFR48yxIIjSZLUtPWAm4HvAV9t1UkdAiRpMJOBG4B7gaOBvnzDkSSpEF4D3EastXNKK0/sECBJA2lZwZEkSWrYpsCvgOOB01t9cnsAJNXT0oIjSZLUkOnEsJ/PAue24wL2AEiqJS04uogWFRxJkqRBbQVcS/S6X9Cui7gQmKRq6xHdjqfT4jGHkiSpru2By4CjgCvbeSF7ACRVSguOTsbGvyRJWdkJ+DlwGG1u/IM9AJL6bUrM9vNF2jTmUJIkLWMv4DzgEODXWVywqQTAHgCpY00nxhweRxvHHEqSpKXsC5wF7Af8PquL2gMgaStihd9jgV/kHIskSUXxDuBUIgm4O8sL2wMgFVtmBUeSJOk/DgO+AewGzM764s0lAG0MRFLmdiKm+TyMmPVHkiS13weIBb52Bx7MI4BGEoB+9gBInSLzgiNJksSxRL3dTsCjeQVhDYBUMPNjzP97ybjgSJKkIpsL7wfeCuwIPJFnLE0lAC8tWMCpJ57YxnBGjmeefJK+JUsK83mfffppAG698UYWzJ+fczTZeHHevEJ9j5956ikWAYvgaGAX4N6cQ5LUoF9ecQV/f+yxvMPIxKKFC3nmqacK87v5d7fdBsBlF17I3XfckXM02ViyZEnp8UceKcz3+M/33stLQC8cQDT+n8w5pIae7pfTP4wFJrcvFkltthjog4+/6CJf0qiwGmxezqFAUGqnUqlEuVwe/MAO8gpQhje/OEJ63ptKAIC7V40nhx1vPIzrgTF98HLesWShDKUumPAKLB4HPXnHk4VxML4XuovyPU49CwuBJXnHIakhXavChLyDyNJYWK4PSkvid1XH64XusbBcLyzshr6848lCNyzfBeUeWJR3LFl6Fl5i6Xb1iFUiAk2/itE3JUmSJHWorkH2V/cQjIqsRZIkSVJtJgCSJElSgZgASJIkSQViAiBJkiQViAmAJEmSVCAmAJIkSVKBmABIkiRJBTJYAiBJkiSpg9gDIEmSJBWICYAkSZJUICYAkiRJUoGYAIwu7wIeBT6WdyBD9Eki/ncO4b3jgP2ATxGffweW/f8pSVIrXUzctzbMO5AhuoWIf+IQ3tsFbAxsCbyhhTFpBBgzyH4TgJFlErABMDnvQIZoMhH/q5p835bAJcD6VdtvB94OPDn80CRJWsaaxH1rbN6BDNHaRPzNTPpyPLALMJ3++/U8YKXWhqY82QOgkW514Fqi8X8m8BZgN+AGYDvgcqA7t+gkSeos7wN2Iu6t9+Uci9rEHgCNdJ8DpgIXAEdXbL8NuBt4E3A4cF72oUmS1HE+CvwV+D+i9+Av+YajdjABGL1KwJ7AzsAE4EHgQmBuneNfA+wKrEMMxXkSuBX4dZ3jd0uOuza51iHA65N9twOXAkvqvHdl4DBgU+Al4CbiiX2zxiTnATipal8P8B3gx8C7MQGQJLXXJOBQYDPiHvRr4Bpqt43GErVqWwHTiBEXjwJXAI/XOH5F4p7+PHAzsBFx310beA64DLhngNi2AA4mHpg9QdQuPNLMh6tw+RDfpw4ymfiPnX5dm284hfch4vvw/4hfIuWqr38TY/aqnVPj2PTrV9Qek//HZP9M4pdI9ftuIgpzq20NPF3j+EuBE5M/f6DBzzs9Ob7eGP81k/2vMHgyK0lSs35L3GfeRjSsq+9t1wLLV71nPPEwrtY9twc4rsZ1XpPsvx14L3Ffq3xfH/DhOjF+jnggV3n8K8B7iKSjTCQYQ/Hq5P31Hi6qQ63M0v+hrsk3nMJLE4DniV9EuxNPGVYHvpvs+yfxlKLSd4EvEcW0qxKFPDsCv0nec2aNa6UJwFPAT4BtgTWAvYC/J/uqZyNaOTm+DHyTeBIxDtibSE6ep7kE4NDk+Lvq7C8Bi5NjNm7wnJIkNSpNAJ4nHry9mniavyX998nqe+hyxOw7RxA94ROIXoD3Ac8Sjfldqt6TJgDPAS8Sw3A2BdYFPg30Eo36taved3BFfAcTyccqRCHvImA+JgAaglVYOgG4Ot9wCi9NAMpE12K165J9n2nwfCsSCcMilp0iLP3FdkuN97012Xdz1fbjk+2/qPGeXemPvdEEIP28vxzgmCeTY97S4DklSWpUmgA8xrK93msAC4mn79Wz1NWzT3K+S6q2pwlAmaXr3VI/Tfa9v2r7g8n2Q2q85+yKc5oAaCnNTAulkeOPxNP7aicnr/sP8v6xxPCuMUQh7Xhi/GAtp9TYltYNrFe1/a0DvOcm4P5B4qo2IXmdN8Ax6b4JAxwjSdJwfI/oca70JPAzoi217yDvn0jcd/9IJAxb1TluAdFwr5Y+cFuvYtvGRC/BE8Qw22on19gmARYBj1b1GtLpdF2bVW0fBxxDPCFYnxgyVP29XaXOOWtV/88HXgZWq9q+aQPx1Us0almUvK4wwDHpU42FTZxXkqRm1Luvpdur77vrALOI6TTXZtlau3r33EeoPcHG08lr5X03vec+UOc9DxFJS616PRWcCcDo9OwA2/uIRnGJ+H51AVcCewDPANcD/6K/O+8gYirNev8XXq6zvY+l59/vJp7C9wAv1HnPM3W215PGuPIAx6S/ROtdU5Kk4ap3/0ob5pUN/I2BO4j7073ELHVz6L+fnkDz99y0/VXZLksfgNVrE/QRNQVr1tmvAjMBGJ1WHWB7F1FAlH6v9iIa/3cDM1j2l8ubWxTTkuTcE4huzloN8qlNnjPtfZhWZ/8UYvjSEmKmA0mS2qHe/Svd/mLFtuOJxv8XgK9VHT8R+Dr1p9FuxvzktV6boIu4T0rLcCXg0el1dbanw2serNi2dfL6M2o/Wdi8VUER3Y0weHyNuo8YD7k2tQusdkpe7yZmR5AkqR0Gu689VLEtHd9/To3jX8uybauhSq+5GbXbc5vg8B/VYQIwOm1F7VlvPpq8XlmxLS2SrTXecH9gwxbGdVXy+pEa+2bQv5BYoxbRP6NQ9TlL9M+J/NMmzytJUjOOJSbQqLQa8E5iqM1VFdsHuu9+ooUxpav1rgMcWGP/R2tskxqyBktPA3pZvuEUXjot5hxiLv7diLH3qxKr4qaLgVWuA7BNsn0+Md5/OaIL8r1El+Wzyf4Dqq6VTgO6Xp1Y0kLgSqvQvwjY14muxzHEEKR/JXE3Mw0oxBRkC4g5kD9D/J/cgP7pzR5h2UVYJElqhXQa0DlEGyjtjZ5O9D6XWXbWnlOS7XcQvexdRCP9LKK2bTHL3j8rFwKrZb9k/w+rth+SbH+WSALGEmv9fJ54iLaA5qcBnUkUMM8i1vQpExNtzKr4qtcjog6RrrRauZqr8pMmAF+nf/nxyq+nqD212Ck1ji0n28+kdQkAxIJhaVJR+XUFcBLNJwAQdQwv1DjnI/TPgiBJUqulCcDbiQds1feh61l2GuopxMw81cfOJRbwrHX/HGoCAFFzUL0S8GLiQd9QVgI+rUbs1V9HNnE+jUCDjUObRiwUlbqUWA5b+diIeOrwIDH2b19iaM3yyd8vIJ5S1DKDWP13GpEoXEOssLsl8UT9DuIpfWo3opj3WuClGuc7kPj/U6tXaApwODH+8GVi3YBriLGPmxLJxWODfdgqU4mu1o2JX3R/BH5O/RkTJEkarp2Je9oviafrhxH3tl7i3nYltYdHL08kDVsQPe9/BS4m1g6odf9cEdiTWNG3epFNiAey2wGPA3+osX860T6bQrTbLiGGB+1N9Pr/Iom5EdOJ9sZA7gb+1uD5NELdA5zO0sNGUmuxdMZXvXJdajOioVhr7LckSZKkEaKL6Cb6EJGdHsvS3USDFQG/GvgusRDGXm2KUZIkSVILHUM07PuSrwXAucTYsd1YugfgSmB7ogDkluT43mRfD843K0mSJI14qxCN98qGfvXfq7966W/4p8dfkXXgkiRJkobmcgZv9A/2VT2LjCRJkqQR6iCG1/h/AVebkyRJkkaNccT8tENp/PcQhcB5GJtc+8ODHTiCfISYf39M3oFIkiSp2M5g6MOA3phDvBDLXJeBfXK6/lAcQMR8TN6BSJIkqdi2o/mGfx+x0EQeJhMLZvw+p+sPVYlYxOoZ4FU5xyJJkqQCKxGruvXReAKwBPhUDrGSXLdMTFc62nyQiP2/8w5EkiRJxfYVlp7ec7CvXmCNQc45GdgAWHmAY8Ynx6zVYJwl4C/Ay9R+ir5Scr50dePJwL7AEcC0qmOnAPsl+/aqc76xyfnWHOBatWJ/VbJvctX2lYFFwAM13iNJkiRlZiMa7wHoAa5r4Jwzk+NvGeCYjyXHfL/BOLdJjr+2zv7PJfs/BXyWaGyncR+aHDMOOJ1l6x5eBr7E0qsgjwdeAp4lVk+udHbyvheJRKHSqcm+d9aI8VfJvul1P6UkSZKUgbuIoT2NJAGHNHC+9Gl9H7BJnWMeTM73hgZj/HRy/Jfq7E8TgHuAhcAPgPcBxwLbJsdclBzzGPB+YtXjjxNj88vAN6vOeQO1G+yP0//vsV3VvgeIz71ajRj/J3nPx+t8BkmSJCkTx9JYL8B8YPkGz/nJ5D3frrFvh2RfM8W8VyTv2a/O/jQBWALsXmP/bsn+p1l2CNNrgcXJeysTlln09yqkNki2pU/zj6/Ytwbx73h/nRjTtRd+Xme/JEmS1HLVw1kAfkaM7R9IL/AT4ul6I85Njn03MZym0geS1zMbPBf0j+N/ZpDjbiGe3Fc7PHk9BXiyat8DRO9AF3BYxfabktddK7alfz6ZGB5UuW8XovfjJmp7OnmtrkmQJEmS2qZWAjCHGFs/UBIwBvhxE9d5nmhUTwEOrti+MvA2YF6yv1FTktcXBjludp3t6TCeu+vsvzl5rVzf4J7kejvQv+rxrkRvwa3Ar4nhRRMr9kH9BGBO8jq1zn5JkiSp5WolAADnUX+l2jIx7r3Z+ffPSF7fX7Ht3cBywAVEkW2jepLXwVbT/Xed7emMRE/U2Z9uX6Vi2xKiR2Ei0dAvATsDdwILiIb+OCJBgEgAeoHb6lwjLRheXDd6SZIkqcXqJQBXE0/laynTP/NNM+4kFsCaAWyabDsqeT27yXM9m7wONLUoxBj8Wl5JXlessz+dPrR6iFPaM7ArsAXx9D59wl85ROjVwDpED8OLda6RJhdP19kvSZIktVy9BGAxUQuwpMa+EvHEfij+N3l9H7A9UXD7O+DeJs/zWPLa6LoB1R5PXjeqs3/jquNSlY38Xaq2PUospFZrXy1p7NXXkCRJknKxHcvO/NNHjHUfqonEOPpn6Z+G88ghnOcD1J9VCJZeB6CW45L9N9fY1w08Qv35+/9F/7j/+Sw99//ZRNJ0c/L+nQf4DKcxelcyliRJUgcqEWPhq5OAI4Z53u9WnOsFYMIQzrFR8v476uwfLAFYmRh6UyYWCkt7QpYjahXKwEP0F/tWOo/++K+p2ndoxb6XWXbGo0p/IBKqdQc4RpIkScrUV4hC1spG7QrDPOem9K8zcOowznMr8bR9nRr7BksAAHYi6hzKwFPEAmhzkr//G9i8zvuOpP/fo3oRr9Xo/2y1ph9NbZgcd+MAx0iSJEmZ24j+Bm0PcE4LzlkiGthl6jeyG5E+bf9cjX07AycCOw5yjmnJcbcTT/xvJRbzGqi4ePXkPScC69fY/9lk354DnONLSewHD3CMJEmSlIs76U8CZrTgfLsk5/rNMM8zhli06x8MPNRmpFmeqCO4n6g3kCRJkkaUY4kG+z+pP2tQo7qIufTLwP7DPBfA3sm5PtyCc2XlY0TMM/MORJIkSaplFWARMWxlqPYAziLmxS8TQ25Kww8NgMOBA1p0riwcCByWdxCSJEnSQDZleMNsZhEN/7nAL4A1WxGUJEmSpOb8f04IN+lIsEGtAAAAAElFTkSuQmCC", "text/plain": [ "" ] }, "execution_count": 19, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"../images/multiband.png\" , width = 500, height = 500)" ] }, { "cell_type": "code", "execution_count": 20, "id": "7fc7a4d4-1bca-4626-bb21-a8f8b11b0891", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 20, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"../images/multiplane.png\", width = 500, height = 500)" ] }, { "cell_type": "markdown", "id": "e1835ad9-7320-4a99-9b41-46d960eb3566", "metadata": {}, "source": [ "### Get the first plane\n", "\n", "- The order of dimensions: plane, y, x\n", "- Bands are not dimensions in a Jim object\n", "- Returns a copy of the Jim object\n", "- Indices start from 0 (the second plane has index 1)\n", "- Colons express ranges of indices (`[0:2]` selects indices 0 and 1, `[:]` selects all indices of that dimension)\n", "- The following code is similar to the geometry function: `pj.geometry.cropPlane(0)`" ] }, { "cell_type": "code", "execution_count": null, "id": "757d6025-ca2b-40a2-bcdb-439b1e2d0df7", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim[0,:,:]" ] }, { "cell_type": "code", "execution_count": 21, "id": "2e82228a-8f89-4465-9b9c-7a23ee92f770", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 21, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"../images/singleband.png\", width = 500, height = 500)" ] }, { "cell_type": "markdown", "id": "3fa12414-cfee-4cf7-95f2-1e4707a3b94a", "metadata": {}, "source": [ "### Exercise: get the first block of 5 x 5 pixels within the second plane\n", "\n", "- The order of dimensions: plane, y, x\n", "- Bands are not dimensions in a Jim object\n" ] }, { "cell_type": "code", "execution_count": null, "id": "ec3bd421-6ed6-4544-af7b-f52ac6ab0876", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim[1,0:5,0:5].np()" ] }, { "cell_type": "markdown", "id": "844392c7-c097-44ae-bef4-8e8e8a4f4ad5", "metadata": {}, "source": [ "## Processing Jim objects" ] }, { "cell_type": "markdown", "id": "1ef2032e-61a3-40f1-9f0f-a914f1111f69", "metadata": {}, "source": [ "### Methods and Functions" ] }, { "cell_type": "markdown", "id": "30bcb624-2b99-4b05-8f57-930df9666e93", "metadata": {}, "source": [ "#### Functions\n", "\n", "- Functions that operate on objects must have the objects passed as arguments\n", "- Functions leave their arguments unaltered\n", "- A new object is returned" ] }, { "cell_type": "code", "execution_count": null, "id": "68335c6f-e399-414a-a595-95c7850b0e6b", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim = pj.Jim('../data/multiband.tif')" ] }, { "cell_type": "code", "execution_count": null, "id": "ba8c42bc-5603-4957-b61b-5936dcbcc5ff", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.properties.nrOfBand()" ] }, { "cell_type": "code", "execution_count": 22, "id": "41a495f3-af86-4a1c-9583-011ab0efb16d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 22, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"../images/multiband.png\", width = 500, height = 500)" ] }, { "cell_type": "code", "execution_count": null, "id": "fb7c3c61", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim_cropped = pj.geometry.cropBand(jim, 0)\n", "jim_cropped.properties.nrOfBand()" ] }, { "cell_type": "code", "execution_count": 23, "id": "f111ec29-ca9e-4a57-bbd7-3bfa00aad4f1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 23, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"../images/singleband.png\" , width = 500, height = 500)" ] }, { "cell_type": "code", "execution_count": null, "id": "2a72e9f7", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.properties.nrOfBand()" ] }, { "cell_type": "code", "execution_count": 24, "id": "28f036e0-c22d-415f-9b05-b4681fd9fb19", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 24, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"../images/multiband.png\" , width = 500, height = 500)" ] }, { "cell_type": "markdown", "id": "df976d6a-37ff-43e9-9dee-9ffd5a411a77", "metadata": {}, "source": [ "jim is unaltered" ] }, { "cell_type": "markdown", "id": "336494bf-df0a-4c6d-a10a-0e2a79fee33f", "metadata": {}, "source": [ "#### Methods\n", "\n", "- Methods directly operate on objects, i.e., instances of a class\n", "- Methods can change objects in-place (overwrite input)\n", "- No(ne) object is returned" ] }, { "cell_type": "code", "execution_count": null, "id": "3ff8f325-7e25-41be-885f-7e28edfcbebf", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim = pj.Jim('../data/multiband.tif')" ] }, { "cell_type": "code", "execution_count": null, "id": "673e814b", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.properties.nrOfBand()" ] }, { "cell_type": "code", "execution_count": 25, "id": "7ef83606-5c3b-4625-827c-f39ac9ae5190", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 25, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"../images/multiband.png\" , width = 500, height = 500)" ] }, { "cell_type": "code", "execution_count": null, "id": "1fd7100f", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.geometry.cropBand(0)\n", "jim.properties.nrOfBand()" ] }, { "cell_type": "code", "execution_count": 26, "id": "eb83a042-13bb-4e0c-876a-daca103434d3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 26, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"../images/singleband.png\" , width = 500, height = 500)" ] }, { "cell_type": "markdown", "id": "444c0bf6-01e8-447e-8b96-63806eb6b832", "metadata": {}, "source": [ "jim is changed in-place" ] }, { "cell_type": "code", "execution_count": null, "id": "c867adbb-5abb-4ac5-b692-853a85def14a", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.np(band = 0)" ] }, { "cell_type": "code", "execution_count": null, "id": "4f1e3632-d85f-482a-890c-73b7b11e12de", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.geometry.cropBand(0)" ] }, { "cell_type": "code", "execution_count": null, "id": "8c0e7f04-9ed9-4393-b33b-5da5e61d7409", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.properties.nrOfBand()" ] }, { "cell_type": "markdown", "id": "6e012a42-64c0-42d3-a6d8-6154866565f0", "metadata": {}, "source": [ "jim has been changed inplace" ] }, { "cell_type": "code", "execution_count": 27, "id": "b578096e-bd0b-4a78-8dbb-b1e859245361", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 27, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"../images/singleband.png\" , width = 500, height = 500)" ] }, { "cell_type": "markdown", "id": "6f51b007-1c5b-460d-8b89-55a35e0a2722", "metadata": {}, "source": [ "### Processing Jim images with built in functions" ] }, { "cell_type": "code", "execution_count": null, "id": "43f2d0aa-2871-41d9-9748-c3aee72ab8cb", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim = pj.Jim('../data/modis_ndvi_2010.tif', band2plane = True)" ] }, { "cell_type": "code", "execution_count": 28, "id": "fd875c48-1500-4c1a-9a3d-60f9f6361391", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 28, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"../images/multiband.png\" , width = 500, height = 500)" ] }, { "cell_type": "code", "execution_count": null, "id": "06d18262-2edf-458c-82b5-e2cfa8893e39", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.geometry.reducePlane('median')" ] }, { "cell_type": "code", "execution_count": 29, "id": "53308893-53b5-4aa1-acdf-b99798affe4b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 29, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"../images/singleband.png\" , width = 500, height = 500)" ] }, { "cell_type": "markdown", "id": "1f29d8d4-6d11-4fce-ae43-16fe10f24d02", "metadata": {}, "source": [ "### Processing Jim images with third party libraries" ] }, { "cell_type": "code", "execution_count": null, "id": "46b6f5b7-d9f6-4462-8400-050252fd7a53", "metadata": { "tags": [] }, "outputs": [], "source": [ "from scipy import ndimage\n", "jim.np()[:] = ndimage.gaussian_filter(jim.np(), 2)" ] }, { "cell_type": "code", "execution_count": null, "id": "c7aa0ba9-9cce-4529-b939-ee2f2f2c6a40", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim = pj.Jim('../data/modis_ndvi_2010.tif', band2plane = True)" ] }, { "cell_type": "code", "execution_count": 30, "id": "4ac589a1-9e03-49fd-9317-728f882d7bb2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 30, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"../images/multiplane.png\" , width = 500, height = 500)" ] }, { "cell_type": "code", "execution_count": null, "id": "e79deba1-8bc2-469c-a63c-6b883cc729d4", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.xr()" ] }, { "cell_type": "markdown", "id": "2370e4a4-5011-4bba-ae6f-ebc2abd26c7f", "metadata": {}, "source": [ "### Naming dimensions manually" ] }, { "cell_type": "code", "execution_count": null, "id": "f1f56acb-b358-4b68-a430-576f1c16d369", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.properties.setDimension({'plane': ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'], 'band' : ['NDVI']})" ] }, { "cell_type": "markdown", "id": "2d87ac3a-2b6a-4db5-92be-432195af0b21", "metadata": {}, "source": [ "Naming dimensions is particularly useful when converting Jim objects to xarray Datasets" ] }, { "cell_type": "code", "execution_count": null, "id": "add0fb14-7adc-45c9-a942-e5f7ed3001a5", "metadata": { "tags": [] }, "outputs": [], "source": [ "jim.xr()" ] }, { "cell_type": "markdown", "id": "746e4cad-e72a-4476-aa86-26859f4c10c1", "metadata": {}, "source": [ "We can use the great plot capabilities of xarray" ] }, { "cell_type": "code", "execution_count": null, "id": "fedf0a9f-5f23-4472-8ba9-1451071926e4", "metadata": { "scrolled": true, "tags": [] }, "outputs": [], "source": [ "jim.xr().NDVI.plot(col = 'time')" ] }, { "cell_type": "code", "execution_count": null, "id": "a7a4d496-27fd-494c-aec6-644ae5817c59", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "3b249a74-1913-48d8-b1c3-78d79df027e1", "metadata": {}, "source": [ "We can use the geometry function `cropPlane` using either indices or named dimensions (e.g, 'Jul')" ] }, { "cell_type": "code", "execution_count": null, "id": "b0840714-648a-43e7-8a88-0eb1e7f94a81", "metadata": { "scrolled": true, "tags": [] }, "outputs": [], "source": [ "july = pj.geometry.cropPlane(jim, 'Jul')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }