{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Test `salinity_ferry_track` Module\n", "\n", "Render figure objects produced by the `nowcast.figures.comparison.salinity_ferry_track` module.\n", "Provides data for visual testing to confirm that refactoring has not adversely changed figure for web page.\n", "\n", "Set-up and function call replicates as nearly as possible what is done in the `nowcast.workers.make_plots` worker." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notebooks like this should be developed in a\n", "[Nowcast Figures Development Environment](https://salishsea-nowcast.readthedocs.io/en/latest/figures/fig_dev_env.html)\n", "so that all of the necessary dependency packages are installed.\n", "The development has to be done on a workstation that has the Salish Sea Nowcast system `/results/` parition mounted." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import io\n", "from pathlib import Path\n", "\n", "import arrow\n", "import yaml\n", "\n", "from salishsea_tools import nc_tools\n", "\n", "from nowcast.figures.comparison import salinity_ferry_track" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This figure module needs to access the ONC web services API.\n", "Doing so requires a user token which you can generate on the Web Services API tab of your\n", "[ONC account profile page](http://dmas.uvic.ca/Profile).\n", "The `_prep_plot_data()` function assumes that the token will be stored in an environment variable\n", "named `ONC_USER_TOKEN`.\n", "You can do that using a cell like the following,\n", "but **be careful not to commit the notebook with your token in the cell**\n", "or you will publish it to the world in this notebook." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import os\n", "os.environ['ONC_USER_TOKEN'] = 'my-token'" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Relevant part of config from nowcast.yaml file\n", "config = '''\n", " bathymetry: /SalishSeaCast/grid/c9575e02-bd27-4b77-b6d1-a98baa458624\n", " coastline: /ocean/rich/more/mmapbase/bcgeo/PNW.mat\n", " \n", " observations:\n", " ferry data': /ocean/jieliu/research/meopar/ONC_ferries/\n", " \n", " run:\n", " results_archive:\n", " nowcast-green: /results2/SalishSea/nowcast-green.201806/\n", "'''\n", "\n", "config = yaml.load(io.StringIO(config))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "run_date = arrow.get('2016-03-23')\n", "run_type = 'nowcast-green'\n", "dmy = run_date.format('DDMMMYY').lower()\n", "\n", "results_home = Path(config['run']['results_archive'][run_type])\n", "results_dir = results_home/dmy" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "grid_T_hr = nc_tools.dataset_from_path(\n", " results_dir/'SalishSea_1h_{0}_{0}_grid_T.nc'.format(run_date.format('YYYYMMDD')))" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 loop, best of 1: 207 ms per loop\n" ] }, { "data": { "image/png": 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sWr1KJmeG/H4g2TU2Neneh+do1er1ysrK1L9m/VX//nyZrrvsQv19znP65PNlGnbMQF1/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%timeit -n1 -r1\n", "\n", "# Reference rendering of figure\n", "\n", "fig = salinity_ferry_track.salinity_ferry_track(grid_T_hr)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/media/doug/warehouse/conda_envs/nowcast-fig-dev-mpl-3/lib/python3.6/site-packages/numpy/core/fromnumeric.py:688: UserWarning: Warning: 'partition' will ignore the 'mask' of the MaskedArray.\n", " a.partition(kth, axis=axis, kind=kind, order=order)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1.19 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%timeit -n1 -r1\n", "\n", "# Refactored rendering of figure\n", "\n", "from importlib import reload\n", "from nowcast.figures import website_theme\n", "reload(salinity_ferry_track)\n", "reload(website_theme)\n", "\n", "fig = salinity_ferry_track.make_figure(\n", " grid_T_hr,\n", " theme=website_theme)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }