{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example to reduce file size in case of memory errors (using pyaerocom)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.8.1.dev4'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pyaerocom as pya\n", "from warnings import filterwarnings\n", "filterwarnings('ignore')\n", "pya.change_verbosity('critical', log=pya.const.print_log)\n", "pya.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**NOTE: YOU NEED PYAEROCOM v0.8.1.dev4 or larger for this**" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "DATA_DIR = '/home/notebook/shared-ns1000k/inputs/pyaerocom-testdata/modeldata/MIROC-SPRINTARS_AP3-CTRL/renamed/'\n", "LARGE_FILE = 'aerocom3_MIROC-SPRINTARS_AP3-CTRL_ec550aer_ModelLevel_2010_6hourly.nc'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**This file has 64 GB filesize**" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pyaerocom.GriddedData\n", "Grid data: " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = pya.GriddedData(DATA_DIR + LARGE_FILE, var_name='ec550aer')\n", "data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Extract surface level and crop summer months and arctic region" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "data_surf = data.extract_surface_level()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pyaerocom.GriddedData\n", "Grid data: " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_surf_cropped = data_surf.crop(time_range=(4, 8), lat_range=(66, 90))\n", "data_surf_cropped" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save to NetCDF" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'./SPRINTARS_extract.nc'" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_surf_cropped.to_netcdf('.', 'SPRINTARS_extract.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reload the subset that was just saved" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pyaerocom.GriddedData\n", "Grid data: " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reloaded_subset = pya.GriddedData('SPRINTARS_extract.nc')\n", "reloaded_subset" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "reloaded_subset.quickplot_map();" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }