{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Develop `front_plots` Figure Module\n", "\n", "Development of functions for `nowcast.figures.research.front_plots` web site figure module." ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "from types import SimpleNamespace\n", "\n", "import cmocean.cm as cm\n", "import matplotlib.pyplot as plt\n", "import netCDF4 as nc\n", "import numpy as np\n", "\n", "import nowcast\n", "import nowcast.figures.website_theme\n", "from salishsea_tools import viz_tools\n", "\n", "from importlib import reload" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [], "source": [ "restart_names = {\n", " 'sn' : { \n", " 'longname': 'Reference Salinity',\n", " 'units': 'g/kg'},\n", " 'TRNNO3' : {\n", " 'longname': 'Nitrate',\n", " 'units': 'mmol/m3'},\n", " 'un' : {\n", " 'longname': 'Speed',\n", " 'units': 'm/s'},\n", " }" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What make_plots provides:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## `_prep_plot_data()` Function" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def _prep_plot_data(dataset, meshmask, variable, second):\n", "\n", " sj, ej = 300, 770\n", " si, ei = 100, 370\n", " \n", " values = dataset.variables[variable][0, 0, sj:ej, si:ei]\n", " \n", " e1t = meshmask.variables['e1t'][0, sj:ej, si:ei]\n", " e2t = meshmask.variables['e2t'][0, sj:ej, si:ei]\n", " \n", " if second == None: # tracer\n", "\n", " mvalues = np.ma.masked_where(\n", " meshmask[\"tmask\"][0, 0, sj:ej, si:ei] == 0, values)\n", " \n", " else: # velocity\n", " \n", " mfvalues = np.ma.masked_where(\n", " meshmask[\"umask\"][0, 0, sj:ej, si:ei] == 0, values)\n", " svalues = dataset.variables[second][0, 0, sj:ej, si:ei]\n", " msvalues = np.ma.masked_where(\n", " meshmask[\"vmask\"][0, 0, sj:ej, si:ei] == 0, svalues)\n", " uT = np.zeros_like(e1t)\n", " vT = np.zeros_like(e2t)\n", " uT[1:, 1:], vT[1:, 1:] = viz_tools.unstagger(mfvalues, msvalues)\n", " mvalues = np.sqrt(uT*uT+ vT*vT)\n", " \n", " vdx = (mvalues[1:, 1:] - mvalues[1:, 0:-1])/e1t[1:, 1:] # associated with e1t\n", " vdy = (mvalues[1:, 1:] - mvalues[0:-1, 1:])/e2t[1:, 1:] # associated with e2t\n", " \n", " grad = np.zeros_like(e1t)\n", " grad[1:, 1:] = np.sqrt(vdx*vdx + vdy*vdy)\n", " cbar_thres = 0.7 * np.max(grad)\n", "\n", " return SimpleNamespace(data=grad, \n", " surface_j_limits=(sj, ej),\n", " surface_i_limits=(si, ei),\n", " cbar_thres=cbar_thres, \n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## `_prep_fig_axes() Function`" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def _prep_fig_axes(figsize, theme):\n", " fig, ax = plt.subplots(\n", " figsize=figsize, facecolor=theme.COLOURS['figure']['facecolor'])\n", "\n", " ax.set_axis_bgcolor(theme.COLOURS['axes']['background'])\n", " \n", " return fig, ax" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## `_plot_fronts()` Function" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "def _plot_fronts(ax, plot_data, theme):\n", " x, y = np.meshgrid(\n", " np.arange(*plot_data.surface_i_limits, dtype=int),\n", " np.arange(*plot_data.surface_j_limits, dtype=int))\n", " mesh = ax.contourf(\n", " x, y, plot_data.data, cmap='inferno', vmax=plot_data.cbar_thres)\n", " \n", " cbar = plt.colorbar(mesh, ax=ax, fraction=0.034, pad=0.04, aspect=45)\n", "\n", " return cbar" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## `_fronts_axes_labels()` Function" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "def _fronts_axes_labels(ax, variable, theme, cbar):\n", "\n", "\n", " cbar.ax.axes.tick_params(labelcolor=theme.COLOURS['cbar']['tick labels'])\n", " cbar.set_label(\n", " 'Gradient of ' + restart_names[variable]['longname'] + ' [' +\n", " restart_names[variable]['units'] + '/m]',\n", " fontproperties=theme.FONTS['axis'],\n", " color=theme.COLOURS['text']['axis'])\n", " ax.set_xlabel(\n", " 'Grid x', color=theme.COLOURS['text']['axis'],\n", " fontproperties=theme.FONTS['axis'])\n", " ax.set_ylabel(\n", " 'Grid y', color=theme.COLOURS['text']['axis'],\n", " fontproperties=theme.FONTS['axis'])\n", " ax.set_axis_bgcolor('burlywood')\n", " viz_tools.set_aspect(ax)\n", " theme.set_axis_colors(ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## `make_figure()` Function\n", "\n", "This is is the function that will be called by the `nowcast.workers.make_plots` worker to return a `matplotlib.figure.Figure` object." ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [], "source": [ "def make_figure(dataset,\n", " meshmask,\n", " variable,\n", " second,\n", " figsize=(20, 12),\n", " theme=nowcast.figures.website_theme):\n", " plot_data = _prep_plot_data(dataset, meshmask, variable, second)\n", "\n", " fig, ax = _prep_fig_axes(figsize, theme)\n", " cbar = _plot_fronts(ax, plot_data, theme)\n", " _fronts_axes_labels(ax, variable, theme, cbar)\n", "\n", " return fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Render the Figure\n" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [], "source": [ "meshmask = nc.Dataset('/results/nowcast-sys/NEMO-forcing/grid/mesh_mask201702.nc')" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "image/png": 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qnpBx9dR0CP0u+ZsjNZuzcAVef7kfatV0/4h8VvZucGVFwi5Iz5J6/jtT5VuO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\nfI5hT0RE5HP/D84Aywvk3pzYAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%timeit -n1 -r1\n", "datafile = '/results/SalishSea/hindcast/16may15/SalishSea_00533520_restart.nc'\n", "dataset = nc.Dataset(datafile)\n", "fig = make_figure(dataset, meshmask, 'sn', second=None)\n" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": 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DCk8T6J8f3qMG98KshSvxX65b1OXlVjh45Li4My4Aw95J41aFWG2CNw19AyUPqGMvfBnO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "datafile = '/results/SalishSea/hindcast/16may15/SalishSea_00533520_restart_trc.nc'\n", "dataset = nc.Dataset(datafile)\n", "fig = make_figure(dataset, meshmask, 'TRNNO3', second=None)" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/sallen/anaconda/envs/nowcast-fig-dev/lib/python3.6/site-packages/ipykernel_launcher.py:26: RuntimeWarning: invalid value encountered in sqrt\n" ] }, { "data": { "image/png": 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FuJ23stJkm79BaCjMZsvFLw0Kkn/FvGAQ8JG3s2MjVvb+XhrwpRWCiEgp0ZHhyCsosr3O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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "datafile = '/results/SalishSea/hindcast/16may15/SalishSea_00533520_restart.nc'\n", "dataset = nc.Dataset(datafile)\n", "fig = make_figure(dataset, meshmask, 'un', 'vn')" ] }, { "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": "3.6.1" }, "toc": { "colors": { "hover_highlight": "#DAA520", "running_highlight": "#FF0000", "selected_highlight": "#FFD700" }, "moveMenuLeft": true, "nav_menu": { "height": "166px", "width": "253px" }, "navigate_menu": true, "number_sections": true, "sideBar": true, "threshold": 4, "toc_cell": false, "toc_section_display": "block", "toc_window_display": true, "widenNotebook": false } }, "nbformat": 4, "nbformat_minor": 2 }