From cdc80d7fd85c0e43c79cfbd183cd276cff6dad52 Mon Sep 17 00:00:00 2001 From: ocefpaf Date: Mon, 25 Jan 2016 09:15:50 -0300 Subject: [PATCH] Notebook examples --- notebooks/ciso_FVCOM_example.ipynb | 217 +++++++++++++++++++++++++++++ notebooks/ciso_ROMS_example.ipynb | 161 +++++++++++++++++++++ 2 files changed, 378 insertions(+) create mode 100644 notebooks/ciso_FVCOM_example.ipynb create mode 100644 notebooks/ciso_ROMS_example.ipynb diff --git a/notebooks/ciso_FVCOM_example.ipynb b/notebooks/ciso_FVCOM_example.ipynb new file mode 100644 index 0000000..5dc6959 --- /dev/null +++ b/notebooks/ciso_FVCOM_example.ipynb @@ -0,0 +1,217 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import warnings\n", + "\n", + "import iris\n", + "\n", + "\n", + "url = 'http://crow.marine.usf.edu:8080/thredds/dodsC/FVCOM-Nowcast-Agg.nc'\n", + "\n", + "\n", + "with warnings.catch_warnings():\n", + " warnings.simplefilter(\"ignore\")\n", + " cubes = iris.load_raw(url)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "salt = cubes.extract_strict('sea_water_salinity')[-1, ...] # Last time step.\n", + "\n", + "lon = salt.coord(axis='X').points\n", + "lat = salt.coord(axis='Y').points" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "p = salt.coord('sea_surface_height_above_reference_ellipsoid').points\n", + "q = salt.data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "from ciso import zslice\n", + "\n", + "p0 = -25\n", + "\n", + "isoslice = zslice(q, p, -25)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import numpy.ma as ma\n", + "\n", + "# For some reason I cannot tricontourf with NaNs.\n", + "isoslice = ma.masked_invalid(isoslice)\n", + "vmin, vmax = isoslice.min(), isoslice.max()\n", + "isoslice = isoslice.filled(fill_value=-999)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import cartopy.crs as ccrs\n", + "from cartopy.io import shapereader\n", + "from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n", + "\n", + "cmap = plt.cm.viridis\n", + "\n", + "def make_map(projection=ccrs.PlateCarree()):\n", + " fig, ax = plt.subplots(figsize=(9, 13),\n", + " subplot_kw=dict(projection=projection))\n", + " gl = ax.gridlines(draw_labels=True)\n", + " gl.xlabels_top = gl.ylabels_right = False\n", + " gl.xformatter = LONGITUDE_FORMATTER\n", + " gl.yformatter = LATITUDE_FORMATTER\n", + " ax.coastlines('50m')\n", + " return fig, ax" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pyugrid\n", + "import matplotlib.tri as tri\n", + "\n", + "ugrid = pyugrid.UGrid.from_ncfile(url)\n", + "\n", + "lon = ugrid.nodes[:, 0]\n", + "lat = ugrid.nodes[:, 1]\n", + "triangles = ugrid.faces[:]\n", + "\n", + "triang = tri.Triangulation(lon, lat, triangles=triangles)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cmap" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/filipe/miniconda/envs/IOOS/lib/python2.7/site-packages/matplotlib/artist.py:221: MatplotlibDeprecationWarning: This has been deprecated in mpl 1.5, please use the\n", + "axes property. A removal date has not been set.\n", + " warnings.warn(_get_axes_msg, mplDeprecation, stacklevel=1)\n" + ] + }, + { + "data": { + "image/png": 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dO9alvmpeFaByNNyCq3kbZRXp5qMmtGJeQJVN2WINqbQLvkBUI2P10KiAE+YD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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = make_map()\n", + "extent = [lon.min(), lon.max(),\n", + " lat.min(), lat.max()]\n", + "ax.set_extent(extent)\n", + "\n", + "levels = np.linspace(vmin, vmax, 20)\n", + "\n", + "kw = dict(cmap=cmap, alpha=0.9, levels=levels)\n", + "cs = ax.tricontourf(triang, isoslice, **kw)\n", + "kw = dict(shrink=0.5, orientation='vertical')\n", + "cbar = fig.colorbar(cs, **kw)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.11" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/notebooks/ciso_ROMS_example.ipynb b/notebooks/ciso_ROMS_example.ipynb new file mode 100644 index 0000000..2da8d13 --- /dev/null +++ b/notebooks/ciso_ROMS_example.ipynb @@ -0,0 +1,161 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import warnings\n", + "\n", + "import iris\n", + "\n", + "\n", + "url = ('http://tds.marine.rutgers.edu/thredds/dodsC/roms/espresso/2013_da/avg/'\n", + " 'ESPRESSO_Real-Time_v2_Averages_Best')\n", + "\n", + "\n", + "with warnings.catch_warnings():\n", + " warnings.simplefilter(\"ignore\")\n", + " cubes = iris.load_raw(url)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "salt = cubes.extract_strict('sea_water_salinity')[-1, ...] # Last time step.\n", + "\n", + "lon = salt.coord(axis='X').points\n", + "lat = salt.coord(axis='Y').points" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "p = salt.coord('sea_surface_height_above_reference_ellipsoid').points\n", + "q = salt.data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "from ciso import zslice\n", + "\n", + "p0 = -250\n", + "\n", + "isoslice = zslice(q.astype(np.float64), p, p0)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "import cartopy.crs as ccrs\n", + "from cartopy.io import shapereader\n", + "from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n", + "\n", + "extent = [lon.min(), lon.max(),\n", + " lat.min(), lat.max()]\n", + "\n", + "cmap = plt.cm.viridis\n", + "\n", + "def make_map(projection=ccrs.PlateCarree()):\n", + " fig, ax = plt.subplots(figsize=(9, 13),\n", + " subplot_kw=dict(projection=projection))\n", + " gl = ax.gridlines(draw_labels=True)\n", + " gl.xlabels_top = gl.ylabels_right = False\n", + " gl.xformatter = LONGITUDE_FORMATTER\n", + " gl.yformatter = LATITUDE_FORMATTER\n", + " ax.set_extent(extent)\n", + " ax.coastlines('50m')\n", + " return fig, ax" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/filipe/miniconda/envs/IOOS/lib/python2.7/site-packages/matplotlib/artist.py:221: MatplotlibDeprecationWarning: This has been deprecated in mpl 1.5, please use the\n", + "axes property. A removal date has not been set.\n", + " warnings.warn(_get_axes_msg, mplDeprecation, stacklevel=1)\n" + ] + }, + { + "data": { + "image/png": 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p0aIFOTk5JCUl0atXL1JSUigoKKCgoIDVq1fTvn17Ro0axa233kqLFi1o3Lgx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\nAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy.ma as ma\n", + "\n", + "fig, ax = make_map()\n", + "\n", + "cs = ax.pcolormesh(lon, lat, ma.masked_invalid(isoslice), cmap=cmap)\n", + "\n", + "kw = dict(shrink=0.5, orientation='vertical', extend='both')\n", + "cbar = fig.colorbar(cs, **kw)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.11" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +}