{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Develop `tide_stn_water_level` Figure Module\n",
    "\n",
    "Development of functions for `nowcast.figures.fvcom.tide_stn_water_level` web site figure module."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from contextlib import suppress\n",
    "from datetime import timedelta\n",
    "from pathlib import Path\n",
    "import shlex\n",
    "import subprocess\n",
    "from types import SimpleNamespace\n",
    "\n",
    "import arrow\n",
    "import matplotlib.dates\n",
    "import matplotlib.pyplot as plt\n",
    "import requests\n",
    "import xarray\n",
    "from salishsea_tools import data_tools\n",
    "from salishsea_tools.places import PLACES\n",
    "\n",
    "from nowcast.figures import shared\n",
    "import nowcast.figures.website_theme"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## `_get_ssh_forecast()` Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def _get_nemo_ssh(place, dataset_url_tmpl):\n",
    "    ## TODO: This is a work-around because neither netCDF4 nor xarray are able\n",
    "    ## to load the dataset directly from the URL due to an OpenDAP issue\n",
    "    dataset_url = dataset_url_tmpl.format(place=place.replace(\" \", \"\"))\n",
    "    dataset_id = dataset_url.rsplit('/', 1)[1]\n",
    "    ssh_file = Path('/tmp').joinpath(dataset_id).with_suffix('.nc')\n",
    "    with ssh_file.open('wb') as f:\n",
    "        resp = requests.get(f'{dataset_url}.nc')\n",
    "        f.write(resp.content)\n",
    "    try:\n",
    "        nemo_ssh = xarray.open_dataset(ssh_file)\n",
    "    except OSError:\n",
    "        raise ValueError(f'NEMO ssh dataset not found for {place}')\n",
    "    return nemo_ssh"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## `_prep_plot_data()` Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def _prep_plot_data(place, fvcom_ssh_dataset, nemo_ssh_dataset_url_tmpl):\n",
    "    # FVCOM sea surface height dataset\n",
    "    fvcom_ssh = fvcom_ssh_dataset.zeta.isel(\n",
    "        station=[\n",
    "            name.decode().strip().split(maxsplit=1)[1] \n",
    "            for name in fvcom_ssh_dataset.name_station.values\n",
    "        ].index(place))\n",
    "    fvcom_period = slice(\n",
    "        str(fvcom_ssh.time.values[0]), str(fvcom_ssh.time.values[-1])\n",
    "    )\n",
    "    # NEMO sea surface height dataset\n",
    "    try:\n",
    "        nemo_ssh = _get_nemo_ssh(place, nemo_ssh_dataset_url_tmpl).sel(time=fvcom_period)\n",
    "    except ValueError:\n",
    "        # No NEMO sea surface height dataset for place\n",
    "        nemo_ssh = None\n",
    "    # CHS water level observations dataset\n",
    "    try:\n",
    "        obs_1min = data_tools.get_chs_tides(\n",
    "            'obs',\n",
    "            place,\n",
    "            arrow.get(fvcom_period.start) - timedelta(seconds=5 * 60),\n",
    "            arrow.get(fvcom_period.stop)\n",
    "        )\n",
    "        obs = xarray.Dataset({\n",
    "            'water_level': xarray.DataArray(obs_1min).rename({\n",
    "                'dim_0': 'time'\n",
    "            })\n",
    "        })\n",
    "    except TypeError:\n",
    "        # Invalid tide gauge station number, probably None\n",
    "        obs = None\n",
    "    # CHS water level predictions dataset\n",
    "    try:\n",
    "        pred_place = 'Point Atkinson' if place == 'Sandy Cove' else place\n",
    "        pred = data_tools.get_chs_tides(\n",
    "            'pred', pred_place, arrow.get(fvcom_period.start),\n",
    "            arrow.get(fvcom_period.stop)\n",
    "        )\n",
    "        pred = xarray.Dataset({\n",
    "            'water_level':\n",
    "                xarray.DataArray.from_series(pred).rename({\n",
    "                    'index': 'time'\n",
    "                })\n",
    "        })\n",
    "    except TypeError:\n",
    "        # Invalid tide gauge station number, probably None\n",
    "        pred = None\n",
    "    # Change dataset times to Pacific time zone\n",
    "    shared.localize_time(fvcom_ssh)\n",
    "    with suppress(AttributeError):\n",
    "        shared.localize_time(nemo_ssh)\n",
    "    with suppress(IndexError, AttributeError):\n",
    "        shared.localize_time(obs)\n",
    "    with suppress(IndexError, AttributeError):\n",
    "        shared.localize_time(pred)\n",
    "    # Mean sea level\n",
    "    msl = PLACES[place]['mean sea lvl']\n",
    "    return SimpleNamespace(\n",
    "        fvcom_ssh=fvcom_ssh,\n",
    "        nemo_ssh=nemo_ssh,\n",
    "        obs=obs,\n",
    "        pred=pred,\n",
    "        msl=msl,\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## `_prep_fig_axes()` Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def _prep_fig_axes(figsize, theme):\n",
    "    fig, ax = plt.subplots(\n",
    "        1, 1, figsize=figsize, facecolor=theme.COLOURS['figure']['facecolor']\n",
    "    )\n",
    "    fig.autofmt_xdate()\n",
    "    return fig, ax\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## `_plot_water_level_time_series()` Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def _plot_water_level_time_series(ax, place, plot_data, theme):\n",
    "    with suppress(AttributeError):\n",
    "        # CHS sometimes returns an empty prediction dataset\n",
    "        if plot_data.pred.water_level.size:\n",
    "            plot_data.pred.water_level.plot(\n",
    "                ax=ax,\n",
    "                linewidth=2,\n",
    "                label='CHS Predicted',\n",
    "                color=theme.COLOURS['time series']['tidal prediction']\n",
    "            )\n",
    "    with suppress(AttributeError):\n",
    "        # CHS sometimes returns an empty observations dataset\n",
    "        if plot_data.obs.water_level.size:\n",
    "            plot_data.obs.water_level.plot(\n",
    "                ax=ax,\n",
    "                linewidth=2,\n",
    "                label='CHS Observed',\n",
    "                color=theme.COLOURS['time series']['tide gauge obs']\n",
    "            )\n",
    "    with suppress(AttributeError):\n",
    "        (plot_data.nemo_ssh.ssh + plot_data.msl).plot(\n",
    "            ax=ax,\n",
    "            linewidth=2,\n",
    "            label='NEMO',\n",
    "            color=theme.COLOURS['time series']['tide gauge ssh']\n",
    "        )\n",
    "    (plot_data.fvcom_ssh + plot_data.msl).plot(\n",
    "        ax=ax,\n",
    "        linewidth=2,\n",
    "        label='FVCOM',\n",
    "        color=theme.COLOURS['time series']['vhfr fvcom ssh']\n",
    "    )\n",
    "    legend = ax.legend(prop=theme.FONTS['legend label small'])\n",
    "    legend.set_title('Legend', prop=theme.FONTS['legend title small'])\n",
    "    _water_level_time_series_labels(ax, place, plot_data, theme)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## `_water_level_time_series_labels()` Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def _water_level_time_series_labels(ax, place, plot_data, theme):\n",
    "    ax.set_title(\n",
    "        f'Water Level at {place}',\n",
    "        fontproperties=theme.FONTS['axes title'],\n",
    "        color=theme.COLOURS['text']['axes title']\n",
    "    )\n",
    "    ax.set_xlabel(\n",
    "        f'Time [{plot_data.fvcom_ssh.attrs[\"tz_name\"]}]',\n",
    "        fontproperties=theme.FONTS['axis'],\n",
    "        color=theme.COLOURS['text']['axis']\n",
    "    )\n",
    "    ax.xaxis.set_major_formatter(matplotlib.dates.DateFormatter('%d%b %H:%M'))\n",
    "    ax.set_ylabel(\n",
    "        'Water Level above Chart Datum [m]',\n",
    "        fontproperties=theme.FONTS['axis'],\n",
    "        color=theme.COLOURS['text']['axis']\n",
    "    )\n",
    "    ax.grid(axis='both')\n",
    "    theme.set_axis_colors(ax)\n"
   ]
  },
  {
   "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": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_figure(place,\n",
    "                fvcom_ssh_dataset_path,\n",
    "                nemo_ssh_dataset_url_tmpl,\n",
    "                figsize=(16, 9),\n",
    "                theme=nowcast.figures.website_theme):\n",
    "    plot_data = _prep_plot_data(place, fvcom_ssh_dataset_path, nemo_ssh_dataset_url_tmpl)\n",
    "    fig, ax = _prep_fig_axes(figsize, theme)\n",
    "    _plot_water_level_time_series(ax, place, plot_data, theme)\n",
    "    return fig"
   ]
  },
  {
   "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."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Nowcast Figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16 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": [
       "<matplotlib.figure.Figure at 0x7f631f88c668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%timeit -n1 -r1\n",
    "\n",
    "from importlib import reload\n",
    "from nowcast.figures import website_theme\n",
    "from salishsea_tools import places\n",
    "reload(website_theme)\n",
    "reload(places)\n",
    "\n",
    "run_type = 'nowcast'\n",
    "run_date = arrow.get('2018-05-09')\n",
    "\n",
    "fvcom_ssh_dataset_path_tmpl = '/opp/fvcom/{run_type}/{ddmmmyy}/vhfr_low_v2_station_timeseries.nc'\n",
    "if run_type == 'nowcast':\n",
    "    fvcom_ssh_dataset_path = Path(\n",
    "        fvcom_ssh_dataset_path_tmpl.format(run_type=run_type, ddmmmyy=run_date.format(\"DDMMMYY\").lower())\n",
    "    )\n",
    "else:\n",
    "    nowcast_dataset_path = Path(\n",
    "        fvcom_ssh_dataset_path_tmpl.format(run_type=run_type, ddmmmyy=run_date.format(\"DDMMMYY\").lower())\n",
    "    )\n",
    "    forecast_dataset_path = Path(\n",
    "        fvcom_ssh_dataset_path_tmpl.format(run_type=run_type, ddmmmyy=run_date.replace(days=+1).format(\"DDMMMYY\").lower())\n",
    "    )\n",
    "    fvcom_ssh_dataset_path = '/tmp/vhfr_low_v2_station_timeseries_forecast.nc'\n",
    "    cmd = f'ncrcat {nowcast_dataset_path} {forecast_dataset_path} -o {fvcom_ssh_dataset_path}'\n",
    "    subprocess.check_output(shlex.split(cmd))\n",
    "cmd = (\n",
    "    f'ncrename -O -v siglay,sigma_layer -v siglev,sigma_level '\n",
    "    f'{fvcom_ssh_dataset_path} /tmp/{fvcom_ssh_dataset_path.name}')\n",
    "subprocess.check_output(shlex.split(cmd))\n",
    "fvcom_ssh_dataset = xarray.open_dataset(f'/tmp/{fvcom_ssh_dataset_path.name}')\n",
    "\n",
    "nemo_ssh_dataset_url_tmpl = 'https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSf{place}SSH10mV17-02'\n",
    "\n",
    "fig = make_figure('Sandy Cove', fvcom_ssh_dataset, nemo_ssh_dataset_url_tmpl)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Forecast Figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16.8 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": [
       "<matplotlib.figure.Figure at 0x7f631f692160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%timeit -n1 -r1\n",
    "\n",
    "from importlib import reload\n",
    "from nowcast.figures import website_theme\n",
    "from salishsea_tools import places\n",
    "reload(website_theme)\n",
    "reload(places)\n",
    "\n",
    "run_type = 'forecast'\n",
    "run_date = arrow.get('2018-05-09')\n",
    "\n",
    "fvcom_ssh_dataset_path_tmpl = '/opp/fvcom/{run_type}/{ddmmmyy}/vhfr_low_v2_station_timeseries.nc'\n",
    "if run_type == 'nowcast':\n",
    "    fvcom_ssh_dataset_path = Path(\n",
    "        fvcom_ssh_dataset_path_tmpl.format(run_type=run_type, ddmmmyy=run_date.format(\"DDMMMYY\").lower())\n",
    "    )\n",
    "else:\n",
    "    nowcast_dataset_path = Path(\n",
    "        fvcom_ssh_dataset_path_tmpl.format(run_type='nowcast', ddmmmyy=run_date.format(\"DDMMMYY\").lower())\n",
    "    )\n",
    "    forecast_dataset_path = Path(\n",
    "        fvcom_ssh_dataset_path_tmpl.format(run_type='forecast', ddmmmyy=run_date.format(\"DDMMMYY\").lower())\n",
    "    )\n",
    "    fvcom_ssh_dataset_path = Path('/tmp/vhfr_low_v2_station_timeseries_forecast.nc')\n",
    "    cmd = f'ncrcat -O {nowcast_dataset_path} {forecast_dataset_path} -o {fvcom_ssh_dataset_path}'\n",
    "    subprocess.check_output(shlex.split(cmd))\n",
    "cmd = (\n",
    "    f'ncrename -O -v siglay,sigma_layer -v siglev,sigma_level '\n",
    "    f'{fvcom_ssh_dataset_path} /tmp/{fvcom_ssh_dataset_path.name}')\n",
    "subprocess.check_output(shlex.split(cmd))\n",
    "fvcom_ssh_dataset = xarray.open_dataset(f'/tmp/{fvcom_ssh_dataset_path.name}')\n",
    "\n",
    "nemo_ssh_dataset_url_tmpl = 'https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSf{place}SSH10mV17-02'\n",
    "\n",
    "fig = make_figure('Sandy Cove', fvcom_ssh_dataset, nemo_ssh_dataset_url_tmpl)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "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"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}