{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Test `compare_venus_ctd` Module\n", "\n", "Render figure object produced by the `nowcast.figures.publish.compare_venus_ctd` 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", "import os\n", "from pathlib import Path\n", "\n", "import arrow\n", "import netCDF4 as nc\n", "import yaml\n", "\n", "from salishsea_tools import nc_tools\n", "\n", "from nowcast.figures import research_VENUS\n", "from nowcast.figures.comparison import compare_venus_ctd" ] }, { "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": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import os\n", "os.environ['ONC_USER_TOKEN'] = 'my-token'" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "config = '''\n", " timezone: Canada/Pacific\n", " \n", " run_types:\n", " nowcast:\n", " config name: SalishSea\n", " bathymetry: /results/nowcast-sys/grid/bathymetry_201702.nc\n", " mesh_mask: /results/nowcast-sys/grid/mesh_mask201702.nc\n", " nowcast-green:\n", " config name: SOG\n", " bathymetry: /results/nowcast-sys/grid/bathymetry_201702.nc\n", " mesh_mask: /results/nowcast-sys/grid/mesh_mask201702.nc\n", "\n", " run:\n", " results_archive:\n", " nowcast: /results/SalishSea/nowcast/\n", " nowcast-green: /results/SalishSea/nowcast-green/\n", " forecast: /results/SalishSea/forecast/\n", "'''\n", "\n", "config = yaml.load(io.StringIO(config))" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": true }, "outputs": [], "source": [ "run_date = arrow.get('2018-10-05')\n", "run_type = 'nowcast-green'\n", "\n", "dmy = run_date.format('DDMMMYY').lower()\n", "start_day = {\n", " 'nowcast-green': run_date.format('YYYYMMDD'),\n", " 'forecast': run_date.replace(days=+1).format('YYYYMMDD'),\n", "}\n", "end_day = {\n", " 'nowcast-green': run_date.format('YYYYMMDD'),\n", " 'forecast': run_date.replace(days=+2).format('YYYYMMDD'),\n", "}\n", "ymd = run_date.format('YYYYMMDD')\n", "\n", "results_home = Path(config['run']['results_archive'][run_type])\n", "results_dir = results_home/dmy\n", "dev_results_home = Path(config['run']['results_archive']['nowcast-green'])\n", "dev_results_dir = dev_results_home/dmy" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": true }, "outputs": [], "source": [ "bathy = nc.Dataset(config['run_types'][run_type]['bathymetry'])\n", "mesh_mask = nc.Dataset(config['run_types'][run_type]['mesh_mask'])\n", "dev_mesh_mask = nc.Dataset(config['run_types']['nowcast-green']['mesh_mask'])\n", "grid_T_hr = nc.Dataset(\n", " str(results_dir/'SalishSea_1h_{0}_{1}_grid_T.nc'\n", " .format(start_day[run_type], end_day[run_type])))\n", "dev_grid_T_hr = nc.Dataset(\n", " str(dev_results_dir/'SalishSea_1h_{0}_{1}_grid_T.nc'\n", " .format(start_day[run_type], end_day[run_type])))" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "59.5 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, shared\n", "from salishsea_tools import places, data_tools\n", "reload(compare_venus_ctd)\n", "reload(website_theme)\n", "reload(shared)\n", "reload(places)\n", "reload(data_tools)\n", "\n", "fig = compare_venus_ctd.make_figure(\n", " 'East node', grid_T_hr, dev_grid_T_hr, \n", " config['timezone'], mesh_mask, dev_mesh_mask,\n", " theme=website_theme)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "57.7 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, shared\n", "from salishsea_tools import places, data_tools\n", "reload(compare_venus_ctd)\n", "reload(website_theme)\n", "reload(shared)\n", "reload(places)\n", "reload(data_tools)\n", "\n", "fig = compare_venus_ctd.make_figure(\n", " 'Central node', grid_T_hr, dev_grid_T_hr, \n", " config['timezone'], mesh_mask, dev_mesh_mask,\n", " theme=website_theme)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 loop, best of 1: 24.2 s per loop\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfwAAAJmCAYAAAC5RzKrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\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, shared\n", "from salishsea_tools import places, data_tools\n", "reload(compare_venus_ctd)\n", "reload(website_theme)\n", "reload(shared)\n", "reload(places)\n", "reload(data_tools)\n", "\n", "fig = compare_venus_ctd.make_figure(\n", " 'Delta BBL node', grid_T_hr, dev_grid_T_hr, \n", " config['timezone'], mesh_mask, dev_mesh_mask,\n", " theme=website_theme, figsize=(8, 10))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1min 1s ± 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, shared\n", "from salishsea_tools import places, data_tools\n", "reload(compare_venus_ctd)\n", "reload(website_theme)\n", "reload(shared)\n", "reload(places)\n", "reload(data_tools)\n", "\n", "fig = compare_venus_ctd.make_figure(\n", " 'Delta DDL node', grid_T_hr, dev_grid_T_hr, \n", " config['timezone'], mesh_mask, dev_mesh_mask,\n", " theme=website_theme, figsize=(8, 10))" ] }, { "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": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }