{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Test `time_series_plots` Module\n", "\n", "Render figure object produced by the `nowcast.figures.research.time_series_plots` module.\n", "\n", "Set-up and function call replicates as nearly as possible what is done in the `nowcast.workers.make_plots` worker\n", "to help ensure that the module will work in the nowcast production context." ] }, { "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": [ "# reload lets us pull in changes from modules that we edit\n", "from importlib import reload" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# imports from the top of the make_plots worker\n", "from pathlib import Path\n", "from types import SimpleNamespace\n", "\n", "import netCDF4 as nc\n", "import xarray as xr\n", "import arrow\n", "\n", "from salishsea_tools import places\n", "\n", "import nowcast.figures.website_theme\n", "\n", "from nowcast.figures.research import time_series_plots" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# some extra imports that we need to simulate how the nowcast system works\n", "import io\n", "\n", "import yaml" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# render figure objects in the notebook\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulate Dataset Loading in `_prep_nowcast_green_research_fig_functions()`" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "place = 'S3'\n", "\n", "left_variable = 'nitrate'\n", "right_variable = 'diatoms'\n", "\n", "xr_dataset = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSg3DBiologyFields1hV18-06')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Render the Figure\n", "\n", "The `%%timeit` cell magic lets us keep an eye on how log the figure takes to process.\n", "Setting `-n1 -r1` prevents it from processing the figure more than once\n", "as it might try to do to generate better statistics.\n", "\n", "The `reload()` calls reload imported modules so that any edits you have made will take effect here.\n", "\n", "The `make_figure()` call should be the same as goes in the `make_plots` worker module." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1min 12s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%timeit -n1 -r1\n", "\n", "reload(nowcast.figures.website_theme)\n", "reload(time_series_plots)\n", "\n", "fig = time_series_plots.make_figure(\n", " xr_dataset, left_variable, right_variable, place\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "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 }