{ "cells": [ { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# Test `pt_atkinson_tide` Module\n", "\n", "Render figure object produced by the `nowcast.figures.publish.pt_atkinson_tide` 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": { "pycharm": { "name": "#%% md\n" } }, "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": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [], "source": [ "import io\n", "from pathlib import Path\n", "\n", "import arrow\n", "import netCDF4 as nc\n", "import yaml\n", "\n", "from nowcast.figures.publish import pt_atkinson_tide" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [], "source": [ "config = '''\n", " timezone: Canada/Pacific\n", "\n", " ssh:\n", " tidal_predictions: /SalishSeaCast/tidal-predictions/\n", "\n", " run:\n", " results_archive:\n", " forecast: /results/SalishSea/forecast.201812/\n", " forecast2: /results/SalishSea/forecast2.201812/\n", "'''\n", "\n", "config = yaml.safe_load(io.StringIO(config))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [], "source": [ "run_date = arrow.get('2020-02-09')\n", "run_type = 'forecast'\n", "\n", "dmy = run_date.format('DDMMMYY').lower()\n", "start_day = {\n", " 'nowcast': run_date.format('YYYYMMDD'),\n", " 'forecast': run_date.shift(days=+1).format('YYYYMMDD'),\n", "}\n", "end_day = {\n", " 'nowcast': run_date.format('YYYYMMDD'),\n", " 'forecast': run_date.shift(days=+2).format('YYYYMMDD'),\n", "}\n", "\n", "results_home = Path(config['run']['results_archive'][run_type])\n", "results_dir = results_home/dmy" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [], "source": [ "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", "tidal_predictions = config['ssh']['tidal_predictions']" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": "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\n" }, "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(pt_atkinson_tide)\n", "reload(website_theme)\n", "\n", "fig = pt_atkinson_tide.make_figure(\n", " grid_T_hr, tidal_predictions, config['timezone'], theme=website_theme)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "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": "3.8.1" }, "pycharm": { "stem_cell": { "cell_type": "raw", "source": [], "metadata": { "collapsed": false } } } }, "nbformat": 4, "nbformat_minor": 4 }