{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Assemble one month (Nov 2015) SSH for DFO" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import datetime\n", "import glob\n", "import matplotlib.pyplot as plt\n", "import netCDF4 as nc\n", "import numpy as np\n", "import os\n", "\n", "from salishsea_tools import nc_tools\n", "from salishsea_tools import tidetools\n", "from salishsea_tools import viz_tools\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(27, 2)\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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QmfuB/wTcR+MOqDtHJgdJUnWN+wyibQF4BiFJE9aJM4imRWpJUmf1929n8+Zt7Ns3k1mz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\n/we2FvkJtMx3iwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lonslats = np.loadtxt('vh_high_obs_11.dat')\n", "print (lonslats.shape)\n", "fig, ax = plt.subplots(1,1)\n", "ax.plot(lonslats[:,0],lonslats[:,1], 'o')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grid = nc.Dataset('../../NEMO-forcing/grid/bathy_meter_SalishSea2.nc')\n", "lats = grid.variables['nav_lat']\n", "lons = grid.variables['nav_lon']\n", "bathy = grid.variables['Bathymetry']" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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jxw0AaIeGzHEfvgEszyYBLEOFIA5JWpIEtJSGTI4oBJjMxOPLu1v/9leV669OwjhWFgJe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\n8QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jmin = 300; jmax = 350; imin = 440; imax = 490\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "cmap = plt.get_cmap('winter_r')\n", "cmap.set_bad('burlywood')\n", "mesh = ax.pcolormesh(bathy[imin:imax,jmin:jmax], cmap=cmap)\n", "fig.colorbar(mesh)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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E+YKECEimqjPer3ORgP9GTm/CdRa+1kH42qVZiQafPVLX1ioZU6giLbQYWou9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\n9A69XxMWVwVEFPruPCymy9PT7vPWV30ZzS6h/06vkHfW3cw3JDQB8KP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FAAAg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "aspect = viz_tools.set_aspect(ax, coords='map', lats=lats)\n", "cmap = plt.get_cmap('winter_r')\n", "cmap.set_bad('burlywood')\n", "mesh = ax.pcolormesh(lons[:], lats[:], bathy[:], cmap=cmap)\n", "cbar = fig.colorbar(mesh)\n", "plt.axis((-124.2, -123., 48.7, 49.5))\n", "\n", "# Add axis labels\n", "ax.set_xlabel('{longitude.long_name} [{longitude.units}]'.format(longitude=lons))\n", "ax.set_ylabel('{latitude.long_name} [{latitude.units}]'.format(latitude=lats))\n", "cbar.set_label('{depth.long_name} [{depth.units}]'.format(depth=bathy))\n", "\n", "ax.plot(lonslats[:,0],lonslats[:,1], 'om')" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "collapsed": false }, "outputs": [], "source": [ "x = np.zeros(lonslats.shape[0])\n", "y = np.zeros_like(x)\n", "for point in range(lonslats.shape[0]):\n", " y[point], x[point] = tidetools.find_closest_model_point(lons[:], lats[:], \n", " lonslats[point,0], lonslats[point,1], bathy[:])" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 211. 216. 219. 224. 228. 232. 237. 240. 245. 249. 253. 257.\n", " 261. 265. 270. 272. 316. 316. 313. 310. 307. 304. 302. 299.\n", " 297. 295. 291.] [ 500. 502. 504. 505. 507. 509. 510. 512. 513. 515. 517. 519.\n", " 520. 522. 523. 523. 382. 379. 376. 373. 370. 367. 364. 361.\n", " 358. 354. 351.]\n" ] } ], "source": [ "print (x,y)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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JGvIbE+czEiIgmarOeL/2WQL+6zm9CddZ+Gob4avnZyXqH7uvpq1VMqZQRVpo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rIr1xbrzxdgXYs/IWs22g0bMH4pgA8TUQtWJP5mpq/NJfr0CQB3wAqfO2BFEgBc\nRUQnw1qZvm+M2eE+z48S0d0A/tjFFfV0laGiKKsLsiEDiqL0GyIqACg7QfMCANcCeKExpj2AvlwK\n4EPGmNcfxjlGjDFz7vFHAWwxxnxwhbo4EFZiXBRFWTuopUhRBscIgOuda4cAvH8QgsjRAHA6Ef3L\nErmKDsRriehjsN8rjwF49wr1bSAQ0VsB/D6AOwfdF0VR+oNaihRFURRFUaCB1oqiKIqiKABUFCmK\noiiKogBQUaQoiqIoigJARZGiKIqiKAoAFUWKoiiKoigAgP8Pd1d73HPZilcAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "aspect = viz_tools.set_aspect(ax, coords='map', lats=lats)\n", "cmap = plt.get_cmap('winter_r')\n", "cmap.set_bad('burlywood')\n", "mesh = ax.pcolormesh(lons[:], lats[:], bathy[:], cmap=cmap)\n", "cbar = fig.colorbar(mesh)\n", "plt.axis((-124.2, -123., 48.7, 49.5))\n", "\n", "# Add axis labels\n", "ax.set_xlabel('{longitude.long_name} [{longitude.units}]'.format(longitude=lons))\n", "ax.set_ylabel('{latitude.long_name} [{latitude.units}]'.format(latitude=lats))\n", "cbar.set_label('{depth.long_name} [{depth.units}]'.format(depth=bathy))\n", "\n", "ax.plot(lonslats[:,0],lonslats[:,1], 'om')\n", "for point in range(lonslats.shape[0]):\n", " ax.plot(lons[y[point], x[point]], lats[y[point], x[point]], '*w')" ] }, { "cell_type": "code", "execution_count": 105, "metadata": { "collapsed": false }, "outputs": [], "source": [ "npoints = lonslats.shape[0]\n", "lats_out = np.zeros(npoints); lons_out = np.zeros_like(lats_out)\n", "for point in range(npoints):\n", " lats_out[point] = lats[y[point], x[point]]\n", " lons_out[point] = lons[y[point], x[point]]\n", "ssh = np.empty((30*24, npoints))" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# from analyze.py in nowcast\n", "def get_filenames(t_orig, t_final, period, grid, model_path):\n", " \"\"\"Returns a list with the filenames for all files over the\n", " defined period of time and sorted in chronological order.\n", "\n", " :arg t_orig: The beginning of the date range of interest.\n", " :type t_orig: datetime object\n", "\n", " :arg t_final: The end of the date range of interest.\n", " :type t_final: datetime object\n", "\n", " :arg period: Time interval of model results (eg. 1h or 1d).\n", " :type period: string\n", "\n", " :arg grid: Type of model results (eg. grid_T, grid_U, etc).\n", " :type grid: string\n", "\n", " :arg model_path: Defines the path used (eg. nowcast)\n", " :type model_path: string\n", "\n", " :returns: files, a list of filenames\n", " \"\"\"\n", "\n", " numdays = (t_final-t_orig).days\n", " dates = [t_orig + datetime.timedelta(days=num)\n", " for num in range(0, numdays+1)]\n", " dates.sort()\n", "\n", " allfiles = glob.glob(model_path+'*/SalishSea_'+period+'*_'+grid+'.nc')\n", " sdt = dates[0].strftime('%Y%m%d')\n", " edt = dates[-1].strftime('%Y%m%d')\n", " sstr = 'SalishSea_{}_{}_{}_{}.nc'.format(period, sdt, sdt, grid)\n", " estr = 'SalishSea_{}_{}_{}_{}.nc'.format(period, edt, edt, grid)\n", "\n", " files = []\n", " for filename in allfiles:\n", " if os.path.basename(filename) >= sstr:\n", " if os.path.basename(filename) <= estr:\n", " files.append(filename)\n", "\n", " files.sort(key=os.path.basename)\n", "\n", " return files" ] }, { "cell_type": "code", "execution_count": 114, "metadata": { "collapsed": false }, "outputs": [], "source": [ "results_home = '/results/SalishSea/nowcast/'\n", "start = datetime.datetime(2015,11,1)\n", "end = datetime.datetime(2015,11,30)\n", "files = get_filenames(start,end,'1h','grid_T',results_home)" ] }, { "cell_type": "code", "execution_count": 115, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for nf, f in enumerate(files):\n", " grid = nc.Dataset(f)\n", " sossheig = grid.variables['sossheig'][:]\n", " for point in range(npoints):\n", " ssh[0+nf*24:24+nf*24, point] = sossheig[0:24, y[point], x[point]]" ] }, { "cell_type": "code", "execution_count": 116, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 116, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(ssh)\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 124, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "file format: NETCDF4\n", "Conventions: CF-1.6\n", "title: SSH Nov 2015, two lines across SoG\n", "institution: Dept of Earth, Ocean & Atmospheric Sciences, University of British Columbia\n", "source: https://bitbucket.org/salishsea/analysis/src/tip/Susan/SSHforDFO.ipynb\n", "references: REQUIRED\n", "history: [2016-01-19 12:24:30] Created netCDF4 zlib=True dataset.\n", "comment: Hourly SSH for two lines: Lantzville to Sechelt and Saturna to Point Roberts\n" ] } ], "source": [ "ssh_file = nc.Dataset('SalishSea_ssh_for_DFO.nc', 'w', zlib=True)\n", "nc_tools.init_dataset_attrs(\n", " ssh_file,\n", " title='SSH Nov 2015, two lines across SoG',\n", " notebook_name='SSHforDFO',\n", " nc_filepath= 'MEOPAR/results/ssh/SalishSea_ssh_for_DFO.nc',\n", " comment='Hourly SSH for two lines: Lantzville to Sechelt and Saturna to Point Roberts')\n", "\n", "ssh_file.createDimension('point', npoints)\n", "ssh_file.createDimension('time_counter', None)\n", "\n", "time_counter = ssh_file.createVariable('time_counter', 'float32', ('time_counter'))\n", "time_counter.units = 'Seconds since beginning of month'\n", "time_counter.longname = 'time axis'\n", "time_counter.axis = 'T'\n", "\n", "# nav_lat and nav_lon\n", "nav_lat = ssh_file.createVariable('nav_lat','float32',('point'),zlib=True)\n", "nav_lon = ssh_file.createVariable('nav_lon','float32',('point'),zlib=True)\n", "\n", "# sossheig\n", "ssh_out = ssh_file.createVariable('sossheig', 'float32', \n", " ('time_counter','point'), zlib=True)\n", "ssh_out.units = 'm'\n", "ssh_out.long_name = 'Sea Surface Height' \n", "ssh_out.coordinates = 'time_counter, point'\n", "ssh_out.grid = 'SalishSea'\n", "\n", "for nt in range(24*30):\n", " time_counter[nt] = 3600*nt\n", "nav_lat[:] = lats_out[:]\n", "nav_lon[:] = lons_out[:]\n", "ssh_out[:] = ssh[:] \n", "ssh_file.close()" ] }, { "cell_type": "code", "execution_count": 123, "metadata": { "collapsed": false }, "outputs": [ { "ename": "RuntimeError", "evalue": "NetCDF: Not a valid ID", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mRuntimeError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mssh_file\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mssh_lookat\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mnetCDF4/_netCDF4.pyx\u001b[0m in \u001b[0;36mnetCDF4._netCDF4.Dataset.close (netCDF4/_netCDF4.c:11662)\u001b[1;34m()\u001b[0m\n", "\u001b[1;31mRuntimeError\u001b[0m: NetCDF: Not a valid ID" ] } ], "source": [ "ssh_file.close()\n", "ssh_lookat.close()" ] }, { "cell_type": "code", "execution_count": 125, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(720, 27) (720, 27)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 125, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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X5hUBBR1EH704FHy9RkVUH+h6s+VT2EtfJJZ7bNnqblUmlpldWWvT+exhsJ4L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\n+nhqWfYUEXkV8AxwtaoeU32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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ssh_lookat = nc.Dataset('SalishSea_ssh_for_DFO.nc', 'r')\n", "ss = ssh_lookat.variables['sossheig'][:]\n", "print (ss.shape, ssh.shape)\n", "plt.pcolormesh(ssh)" ] }, { "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": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }