{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Resampling with Pyresample\n", "\n", "This notebook will show overview of all the resampling methods in Pyresample." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set some environment variables for performance tweaking" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "os.environ['PYTROLL_CHUNK_SIZE'] = \"1024\"\n", "os.environ['DASK_NUM_WORKERS'] = \"4\"\n", "os.environ['OMP_NUM_THREADS'] = \"1\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll use Satpy to read some data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method.\n", " return _prepare_from_string(\" \".join(pjargs))\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method.\n", " return _prepare_from_string(\" \".join(pjargs))\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method.\n", " return _prepare_from_string(\" \".join(pjargs))\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method.\n", " return _prepare_from_string(\" \".join(pjargs))\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method.\n", " return _prepare_from_string(\" \".join(pjargs))\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method.\n", " return _prepare_from_string(\" \".join(pjargs))\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method.\n", " return _prepare_from_string(\" \".join(pjargs))\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method.\n", " return _prepare_from_string(\" \".join(pjargs))\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n" ] } ], "source": [ "from satpy import Scene\n", "from satpy.resample import get_area_def\n", "import glob\n", "\n", "fnames = glob.glob(\"/home/lahtinep/data/satellite/new/*201909031245*\")\n", "scn = Scene(reader='seviri_l1b_hrit', filenames=fnames)\n", "scn.load([10.8])\n", "data = scn[10.8]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Get the source and target area definitions." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "source_adef = data.attrs['area']\n", "euro4_adef = get_area_def('euro4')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Nearest neighbour resampling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nerest neighbour is the most basic resampler Pyresample offers. As the name says, it'll pick value from the closest source location and place it in the target area." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create the resampler, calculate the indices needed for resampling and resample the data to the target area. The `radius_of_influence` is used so that there are no gaps in the northern areas due to source data sparsity." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from pyresample.kd_tree import XArrayResamplerNN\n", "\n", "resampler = XArrayResamplerNN(source_adef, euro4_adef, radius_of_influence=50e3)\n", "resampler.get_neighbour_info()\n", "res = resampler.get_sample_from_neighbour_info(data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the resampling and show the resulting image." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in cos\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in sin\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in cos\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in sin\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in cos\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in sin\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in sin\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in cos\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in cos\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in sin\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in cos\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in sin\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in sin\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in cos\n", " return func(*args2)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "res.plot.imshow()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And a small section from the north:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in cos\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in sin\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in cos\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in sin\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in sin\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in cos\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in sin\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in cos\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in sin\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in cos\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in sin\n", " return func(*args2)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "res[:100, 500:600].plot.imshow()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bilinear resampling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The nearest neighbour interpolation creates rough features near the edges of the geostationary disk. This can be counteracted by using bilinear intepolation, which creates smoother results.\n", "\n", "NOTE: This is much slower than nearest neighbour resampling." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in sin\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in cos\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in cos\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in sin\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in sin\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in cos\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in cos\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in sin\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in sin\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in cos\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n" ] } ], "source": [ "from pyresample.bilinear.xarr import XArrayResamplerBilinear\n", "\n", "resampler = XArrayResamplerBilinear(source_adef, euro4_adef,\n", " radius_of_influence=50e3)\n", "resampler.get_bil_info()\n", "res = resampler.get_sample_from_bil_info(data)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/array/core.py:3927: RuntimeWarning: invalid value encountered in greater\n", " result = function(*args, **kwargs)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/array/core.py:3927: RuntimeWarning: invalid value encountered in less\n", " result = function(*args, **kwargs)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "res.plot.imshow()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the same crop we had for nearest neighbour:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/array/core.py:3927: RuntimeWarning: invalid value encountered in greater\n", " result = function(*args, **kwargs)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/array/core.py:3927: RuntimeWarning: invalid value encountered in less\n", " result = function(*args, **kwargs)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "res[:100, 500:600].plot.imshow()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we see, the result is much smoother." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bucket resamplers\n", "\n", "The bucket resampling collects data into the closest target area pixels, or bins, or \"buckets\". Each source pixel can end up in only one pixel, fractional binning hasn't been (yet) implemented." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the higher resolution HRV channel for better coverage." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method.\n", " return _prepare_from_string(\" \".join(pjargs))\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method.\n", " return _prepare_from_string(\" \".join(pjargs))\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method.\n", " return _prepare_from_string(\" \".join(pjargs))\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method.\n", " return _prepare_from_string(\" \".join(pjargs))\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method.\n", " return _prepare_from_string(\" \".join(pjargs))\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method.\n", " return _prepare_from_string(\" \".join(pjargs))\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method.\n", " return _prepare_from_string(\" \".join(pjargs))\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method.\n", " return _prepare_from_string(\" \".join(pjargs))\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n", "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/pyproj/crs.py:686: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", " proj_string = self.to_proj4()\n" ] } ], "source": [ "scn = Scene(reader='seviri_l1b_hrit', filenames=fnames)\n", "scn.load(['HRV'])\n", "data = scn['HRV']\n", "source_adef = data.attrs['area']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Initialize the resampler with target area and source coordinates." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "from pyresample.bucket import BucketResampler\n", "\n", "lons, lats = source_adef.get_lonlats(chunks=1024)\n", "resampler = BucketResampler(euro4_adef, lons, lats)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, find out how many pixels fall in each of the target pixels. This can be used e.g. to create a density map of lightning data. The data in this example isn't very suitable to demonstrate the usage." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "counts = resampler.get_count()\n", "import matplotlib.pyplot as plt\n", "plt.imshow(counts, cmap='gray')\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next example shows how to get the sum of all values in each of the target locations. One usecase would be to create the above mentioned lightning density plot from allready aggregated data, that is in some other projection and needs to be resampled." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sums = resampler.get_sum(data)\n", "plt.imshow(sums, cmap='gray')\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "More usable example for the data we are handling is to average the values in each target location. This could be done basically by dividing the above two results, but it is better to use the built-in version that does some additional error checking.\n", "\n", "The northern parts show nicely how the sparsity of the data at the edge of SEVIRI imaging area results in plenty of pixels without any data in them." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "average = resampler.get_average(data)\n", "plt.imshow(average, cmap='gray')\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next bucket resampler is used to calculate the fractional occurences of categorical (integer) data in each bin. Value of `1.0` means all the values are from the category in question, while `0.0` means there were no hits. If there were no hits in any category (e.g. like in the north in this and previous examples) the value is `np.nan`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create categorical data from the HRV channel and calculate the fractions for a subset of the categories. The full per-category fractions can be retrieved by omitting `categories` keyword argument, or setting it to `None`. Omitting `categories` will require searching for the unique values from the array and slow down the processing, so it's better to always define them if known." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys([60, 80, 100])" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "# Digitize the data to nearest 20 reflectance units\n", "data_int = 20. * (data / 20.).astype(np.uint8)\n", "# Compute the fractions for categories 60, 80 and 100\n", "fractions = resampler.get_fractions(data_int, categories=[60, 80, 100])\n", "# Show which categories are available\n", "fractions.keys()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lahtinep/Software/miniconda3/envs/dev_20200120/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in true_divide\n", " return func(*args2)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Compute only 60 % reflectance fractions for viewing\n", "fraction = fractions[60].compute()\n", "plt.imshow(fraction)\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }