{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Violin plot demo\n", "=========\n", "This example shows you how to make a violin plot using the `psyplot.project.ProjectPlotter.violinplot` method." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import psyplot.project as psy" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "nbsphinx-thumbnail": { "tooltip": "Make violin plots using seaborn." } }, "outputs": [ { "data": { "image/png": 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73/kmAAbuyp9bcV6d1dEEu3sbHjy4h48++llxjDQgb775GkQxid3Pf3FRKFKx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\nf88STiEWyySIOTpOHAqFaG5uJhS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XcDmS6al+M75kMuHIfla1vKvL+4mMHSLj4wwPD9PY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "axes = iter(psy.multiple_subplots(2, 2, n=3))\n", "for var in ['t2m', 'u', 'v']:\n", " psy.plot.violinplot(\n", " 'demo.nc', # netCDF file storing the data\n", " name=var, # one plot for each variable\n", " t=range(5), # one violin plot for each time step\n", " z=0, x=0, # choose latitude and longitude as dimensions\n", " ylabel=\"{desc}\", # use the longname and units on the y-axis\n", " ax=next(axes),\n", " color='coolwarm', legend=False,\n", " xticklabels='%B %Y' # choose xaxis labels to use month and year info,\n", " )" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "psy.close('all')" ] } ], "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" }, "supplementary_files": [ "demo.nc" ] }, "nbformat": 4, "nbformat_minor": 1 }