{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import cmocean.cm as cm\n", "import matplotlib.pyplot as plt\n", "import netCDF4 as nc\n", "import numpy as np\n", "\n", "from salishsea_tools import visualisations\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "meshgrid = nc.Dataset('/home/sallen/MEOPAR/grid/mesh_mask201702.nc')\n", "bathymetry = nc.Dataset('/home/sallen/MEOPAR/grid/bathymetry_201702.nc')\n", "T_lon = bathymetry.variables['nav_lon'][:]\n", "T_lat = bathymetry.variables['nav_lat'][:]\n", "grid = meshgrid.variables['gdepw_0'][:]\n", "depths = meshgrid.variables['gdept_1d'][:]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['font.size'] = 17" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[258 178]\n", "[344 276]\n", "[388 271]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(15,5))\n", "visualisations.contour_thalweg(ax, sal2017, bathymetry, meshgrid, clevels=[28, 29, 30, 31, 32, 33, 34], cmap='copper_r',\n", " xcoord_distance=False)\n", "ax.set_xlim((250, 800))\n", "ax.plot(334, 100, 'ys')\n", "ax.plot(572, 70, 'ys')\n", "ax.plot(695, 150, 'ys')\n", "print (lines[334])\n", "print (lines[572])\n", "print (lines[695])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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G4Lvm75sBXKeUugTFsONDAXxz1AoKQsDjjG2NfqB5x2gZbWrzzKr5CcrM97bed9vyvDxr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(7,7))\n", "ax.pcolormesh(sal2017[0], cmap='copper_r', vmin=28, vmax=34)\n", "ax.set_xlim((150, 350))\n", "ax.set_ylim((220, 420))\n", "ax.plot(lines[334, 1], lines[334, 0], 'ro')\n", "ax.plot(lines[572, 1], lines[572, 0], 'ro')\n", "ax.plot(lines[695, 1], lines[695, 0], 'ro')" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tt = np.arange(250, 340);\n", "\n", "XX, ZZ = np.meshgrid(tt,-depths[:])\n", "fig, ax = plt.subplots(1, 2, figsize=(14,7))\n", "mesh = ax[0].pcolormesh(XX, ZZ, sal2017[:, 388, 250:340], cmap='copper_r', vmin=28, vmax=30)\n", "mesh = ax[1].pcolormesh(XX, ZZ, sal2017[:, 395, 250:340], cmap='copper_r', vmin=28, vmax=30)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "lines = np.loadtxt('/home/sallen/MEOPAR/Tools/bathymetry/thalweg_working.txt', delimiter=\" \", unpack=False)\n", "lines = lines.astype(int)\n", "\n", "thalweg_lon = T_lon[lines[:,0],lines[:,1]]\n", "thalweg_lat = T_lat[lines[:,0],lines[:,1]]\n", "\n", "ds=np.arange(0,lines.shape[0],1);\n", "\n", "XX,ZZ = np.meshgrid(ds,-depths[:])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "Colormap spectral is not recognized. Possible values are: Accent, Accent_r, Blues, Blues_r, BrBG, BrBG_r, BuGn, BuGn_r, BuPu, BuPu_r, CMRmap, CMRmap_r, Dark2, Dark2_r, GnBu, GnBu_r, Greens, Greens_r, Greys, Greys_r, OrRd, OrRd_r, Oranges, Oranges_r, PRGn, PRGn_r, Paired, Paired_r, Pastel1, Pastel1_r, Pastel2, Pastel2_r, PiYG, PiYG_r, PuBu, PuBuGn, PuBuGn_r, PuBu_r, PuOr, PuOr_r, PuRd, PuRd_r, Purples, Purples_r, RdBu, RdBu_r, RdGy, RdGy_r, RdPu, RdPu_r, RdYlBu, RdYlBu_r, RdYlGn, RdYlGn_r, Reds, Reds_r, Set1, Set1_r, Set2, Set2_r, Set3, Set3_r, Spectral, Spectral_r, Wistia, Wistia_r, YlGn, YlGnBu, YlGnBu_r, YlGn_r, YlOrBr, YlOrBr_r, YlOrRd, YlOrRd_r, afmhot, afmhot_r, autumn, autumn_r, binary, binary_r, bone, bone_r, brg, brg_r, bwr, bwr_r, cividis, cividis_r, cmo.algae, cmo.algae_r, cmo.amp, cmo.amp_r, cmo.balance, cmo.balance_r, cmo.curl, cmo.curl_r, cmo.deep, cmo.deep_r, cmo.delta, cmo.delta_r, cmo.dense, cmo.dense_r, cmo.diff, cmo.diff_r, cmo.gray, cmo.gray_r, cmo.haline, cmo.haline_r, cmo.ice, cmo.ice_r, cmo.matter, cmo.matter_r, cmo.oxy, cmo.oxy_r, cmo.phase, cmo.phase_r, cmo.rain, cmo.rain_r, cmo.solar, cmo.solar_r, cmo.speed, cmo.speed_r, cmo.tarn, cmo.tarn_r, cmo.tempo, cmo.tempo_r, cmo.thermal, cmo.thermal_r, cmo.topo, cmo.topo_r, cmo.turbid, cmo.turbid_r, cool, cool_r, coolwarm, coolwarm_r, copper, copper_r, cubehelix, cubehelix_r, flag, flag_r, gist_earth, gist_earth_r, gist_gray, gist_gray_r, gist_heat, gist_heat_r, gist_ncar, gist_ncar_r, gist_rainbow, gist_rainbow_r, gist_stern, gist_stern_r, gist_yarg, gist_yarg_r, gnuplot, gnuplot2, gnuplot2_r, gnuplot_r, gray, gray_r, hot, hot_r, hsv, hsv_r, inferno, inferno_r, jet, jet_r, magma, magma_r, nipy_spectral, nipy_spectral_r, ocean, ocean_r, pink, pink_r, plasma, plasma_r, prism, prism_r, rainbow, rainbow_r, seismic, seismic_r, spring, spring_r, summer, summer_r, tab10, tab10_r, tab20, tab20_r, tab20b, tab20b_r, tab20c, tab20c_r, terrain, terrain_r, twilight, twilight_r, twilight_shifted, twilight_shifted_r, viridis, viridis_r, winter, winter_r", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m25\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpcolormesh\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mXX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mZZ\u001b[0m\u001b[0;34m,\u001b[0m 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cmap, vmin, vmax, shading, antialiased, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m 2771\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0malpha\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnorm\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnorm\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcmap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcmap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvmin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvmin\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2772\u001b[0m \u001b[0mvmax\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvmax\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshading\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mshading\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mantialiased\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mantialiased\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2773\u001b[0;31m **({\"data\": data} if data is not None else {}), **kwargs)\n\u001b[0m\u001b[1;32m 2774\u001b[0m \u001b[0msci\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m__ret\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2775\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0m__ret\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/anaconda/envs/py38/lib/python3.7/site-packages/matplotlib/__init__.py\u001b[0m in \u001b[0;36minner\u001b[0;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1808\u001b[0m \u001b[0;34m\"the Matplotlib list!)\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mlabel_namer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1809\u001b[0m RuntimeWarning, stacklevel=2)\n\u001b[0;32m-> 1810\u001b[0;31m \u001b[0;32mreturn\u001b[0m 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\u001b[0mcollection\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_cmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcmap\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6003\u001b[0m \u001b[0mcollection\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_norm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnorm\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6004\u001b[0m \u001b[0mcollection\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_clim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvmin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvmax\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/anaconda/envs/py38/lib/python3.7/site-packages/matplotlib/cm.py\u001b[0m in \u001b[0;36mset_cmap\u001b[0;34m(self, cmap)\u001b[0m\n\u001b[1;32m 340\u001b[0m \u001b[0mcmap\u001b[0m \u001b[0;34m:\u001b[0m \u001b[0mcolormap\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mregistered\u001b[0m \u001b[0mcolormap\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 341\u001b[0m \"\"\"\n\u001b[0;32m--> 342\u001b[0;31m \u001b[0mcmap\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_cmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcmap\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 343\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcmap\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcmap\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 344\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mchanged\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/anaconda/envs/py38/lib/python3.7/site-packages/matplotlib/cm.py\u001b[0m in \u001b[0;36mget_cmap\u001b[0;34m(name, lut)\u001b[0m\n\u001b[1;32m 180\u001b[0m raise ValueError(\n\u001b[1;32m 181\u001b[0m \u001b[0;34m\"Colormap %s is not recognized. Possible values are: %s\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 182\u001b[0;31m % (name, ', '.join(sorted(cmap_d))))\n\u001b[0m\u001b[1;32m 183\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 184\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: Colormap spectral is not recognized. Possible values are: Accent, Accent_r, Blues, Blues_r, BrBG, BrBG_r, BuGn, BuGn_r, BuPu, BuPu_r, CMRmap, CMRmap_r, Dark2, Dark2_r, GnBu, GnBu_r, Greens, Greens_r, Greys, Greys_r, OrRd, OrRd_r, Oranges, Oranges_r, PRGn, PRGn_r, Paired, Paired_r, Pastel1, Pastel1_r, Pastel2, Pastel2_r, PiYG, PiYG_r, PuBu, PuBuGn, PuBuGn_r, PuBu_r, PuOr, PuOr_r, PuRd, PuRd_r, Purples, Purples_r, RdBu, RdBu_r, RdGy, RdGy_r, RdPu, RdPu_r, RdYlBu, RdYlBu_r, RdYlGn, RdYlGn_r, Reds, Reds_r, Set1, Set1_r, Set2, Set2_r, Set3, Set3_r, Spectral, Spectral_r, Wistia, Wistia_r, YlGn, YlGnBu, YlGnBu_r, YlGn_r, YlOrBr, YlOrBr_r, YlOrRd, YlOrRd_r, afmhot, afmhot_r, autumn, autumn_r, binary, binary_r, bone, bone_r, brg, brg_r, bwr, bwr_r, cividis, cividis_r, cmo.algae, cmo.algae_r, cmo.amp, cmo.amp_r, cmo.balance, cmo.balance_r, cmo.curl, cmo.curl_r, cmo.deep, cmo.deep_r, cmo.delta, cmo.delta_r, cmo.dense, cmo.dense_r, cmo.diff, cmo.diff_r, cmo.gray, cmo.gray_r, cmo.haline, cmo.haline_r, cmo.ice, cmo.ice_r, cmo.matter, cmo.matter_r, cmo.oxy, cmo.oxy_r, cmo.phase, cmo.phase_r, cmo.rain, cmo.rain_r, cmo.solar, cmo.solar_r, cmo.speed, cmo.speed_r, cmo.tarn, cmo.tarn_r, cmo.tempo, cmo.tempo_r, cmo.thermal, cmo.thermal_r, cmo.topo, cmo.topo_r, cmo.turbid, cmo.turbid_r, cool, cool_r, coolwarm, coolwarm_r, copper, copper_r, cubehelix, cubehelix_r, flag, flag_r, gist_earth, gist_earth_r, gist_gray, gist_gray_r, gist_heat, gist_heat_r, gist_ncar, gist_ncar_r, gist_rainbow, gist_rainbow_r, gist_stern, gist_stern_r, gist_yarg, gist_yarg_r, gnuplot, gnuplot2, gnuplot2_r, gnuplot_r, gray, gray_r, hot, hot_r, hsv, hsv_r, inferno, inferno_r, jet, jet_r, magma, magma_r, nipy_spectral, nipy_spectral_r, ocean, ocean_r, pink, pink_r, plasma, plasma_r, prism, prism_r, rainbow, rainbow_r, seismic, seismic_r, spring, spring_r, summer, summer_r, tab10, tab10_r, tab20, tab20_r, tab20b, tab20b_r, tab20c, tab20c_r, terrain, terrain_r, twilight, twilight_r, twilight_shifted, twilight_shifted_r, viridis, viridis_r, winter, winter_r" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "smax, smin = 34, 28\n", "salT=sal2017[:,lines[:,0],lines[:,1]]\n", "\n", "plt.figure(figsize=(25,10))\n", "plt.pcolormesh(XX, ZZ, salT[:], vmin=smin, vmax=smax, cmap='spectral')\n", "plt.colorbar()\n", "plt.title('2017')\n", "plt.xlim(200,800)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/ocean/sallen/allen/research/Meopar/tools/SalishSeaTools/salishsea_tools/visualisations.py:225: UserWarning: Warning: converting a masked element to nan.\n", " newvar[level, i] = variable[level-1, i]\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mylabels = ['a)', 'b)', 'c)', 'd)']\n", "\n", "\n", "#fT2017 = nc.Dataset('/results2/SalishSea/nowcast-green.201806/03sep17/SalishSea_1h_20170903_20170903_grid_T.nc','r')\n", "fT2017 = nc.Dataset('/home/sallen/MEOPAR/estuarine_flux_paper/older_plots/SalishSea_1h_20170903_20170903_grid_T.nc')\n", "sal2017 = fT2017.variables['vosaline'][23,:]\n", "m = sal2017 == 0\n", "sal2017 = np.ma.array(sal2017,mask=m)\n", "fig, ax = plt.subplots(1, 1, figsize=(15,5))\n", "cbar = visualisations.contour_thalweg(ax, sal2017, bathymetry, meshgrid, \n", " clevels=[\n", " 21, 21.5, 22, 22.5, 23, 23.5, 24, 24.5, 25, 25.5, 26, 26.5, \n", " 27, 27.5, \n", " 28, 28.5, 29, 29.5, 30, 30.5, 31, 31.5, 32, 32.5, 33], cmap='BrBG_r',\n", " xcoord_distance=True)\n", "cbar.set_label(label='Salinity [g/kg]', size=17)\n", "\n", "# Timestamp\n", "ax.text(0.63, 0.01, '3 September 2017 2330 UTC', transform=ax.transAxes)\n", "\n", "ax.text(0.005, 0.985, mylabels[0], transform=ax.transAxes,\n", " fontsize=17, verticalalignment='top', fontfamily='serif',\n", " bbox=dict(facecolor='0.7', edgecolor='none', pad=3.0))\n", "\n", "ax.arrow(159, 260, 0, -110, fc='r', ec='r', head_width=5, head_length=10)\n", "ax.plot(267, 10, '*', color='yellow', markersize=15, markeredgecolor='k') # the star\n", "ax.arrow(333, 250, 0, -40, fc='r', ec='r', head_width=5, head_length=10)\n", "ax.text(159, 420, 'Victoria Sill', rotation=90, horizontalalignment='center',\n", " verticalalignment='bottom', color='r')\n", "ax.text(333, 440, 'Point Roberts', rotation=90, horizontalalignment='center',\n", " verticalalignment='bottom', color='r')\n", "\n", "ax.text(200, 400, 'Boundary\\n Pass Sill')\n", "ax.arrow(269, 340, 0, -130, fc='k', ec='k', head_width=5, head_length=10)\n", "\n", "ax.set_ylim(450, 0)\n", "plt.savefig('allen_thalweg_19aug19_v2.png')\n", "plt.savefig('allen_thalweg_19aug19_v2.pdf')" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/sallen/anaconda/envs/py3/lib/python3.5/site-packages/numpy/ma/core.py:4185: UserWarning: Warning: converting a masked element to nan.\n", " warnings.warn(\"Warning: converting a masked element to nan.\")\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "-125.927246094\n", "50.3985328674\n", "-126.167480469\n", "50.4718170166\n" ] }, { "data": { "image/png": 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yHu5sGLDZMHYZ2vLDQv+caLuEIFhv3GYOoG0f9Utnm8a1poCpKELklJZx8cyx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fT2017 = nc.Dataset('/results/SalishSea/nowcast-green/03sep17/SalishSea_1h_20170903_20170903_grid_T.nc','r')\n", "sal2017 = fT2017.variables['vosaline'][23,:]\n", "m = sal2017 == 0\n", "sal2017 = np.ma.array(sal2017,mask=m)\n", "fig, ax = plt.subplots(1, 1, figsize=(15,5))\n", "cbar = visualisations.contour_thalweg(ax, sal2017, bathymetry, meshgrid, \n", " clevels=[\n", " 21, 21.5, 22, 22.5, 23, 23.5, 24, 24.5, 25, 25.5, 26, 26.5, \n", " 27, 27.5, \n", " 28, 28.5, 29, 29.5, 30, 30.5, 31, 31.5, 32, 32.5, 33], cmap='BrBG_r',\n", " xcoord_distance=True)\n", "cbar.set_label(label='Salinity [g/kg]', size=14)\n", "\n", "# Timestamp\n", "ax.text(0.02, 0.01, '3 September 2017 2330 UTC', transform=ax.transAxes)\n", "\n", "\n", "ax.set_xlim(550, 723)\n", "ax.plot(695, 50, 'ro')\n", "\n", "print(T_lon[lines[1480,0],lines[1480,1]])\n", "print(T_lat[lines[1480,0],lines[1480,1]])\n", "\n", "print(T_lon[lines[1539,0],lines[1539,1]])\n", "print(T_lat[lines[1539,0],lines[1539,1]])" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1540, 2)\n" ] } ], "source": [ "print(lines.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## For EGU" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['font.size'] = 17\n", "fT2017 = nc.Dataset('/results2/SalishSea/nowcast-green.201905/03sep17/SalishSea_1h_20170903_20170903_grid_T.nc','r')\n", "sal2017 = fT2017.variables['vosaline'][23,:]\n", "m = sal2017 == 0\n", "sal2017 = np.ma.array(sal2017, mask=m)\n", "fig, ax = plt.subplots(1, 1, figsize=(15,5))\n", "cbar = visualisations.contour_thalweg(ax, sal2017, bathymetry, meshgrid, \n", " clevels=[\n", " 21, 21.5, 22, 22.5, 23, 23.5, 24, 24.5, 25, 25.5, 26, 26.5, \n", " 27, 27.5, \n", " 28, 28.5, 29, 29.5, 30, 30.5, 31, 31.5, 32, 32.5, 33], cmap='BrBG_r',\n", " xcoord_distance=True)\n", "cbar.set_label(label='Salinity [g/kg]', size=17)\n", "\n", "# Timestamp\n", "ax.text(0.02, 0.01, '3 September 2017 2330 UTC', transform=ax.transAxes)\n", "\n", "\n", "ax.set_ylim(450, 0);\n", "plt.savefig('thalweg_for_EGU.png')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "3.11 mocsy", "language": "python", "name": "py311_mocsy" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.6" }, "toc": { "colors": { "hover_highlight": "#DAA520", "running_highlight": "#FF0000", "selected_highlight": "#FFD700" }, "moveMenuLeft": true, "nav_menu": { "height": "12px", "width": "252px" }, "navigate_menu": true, "number_sections": true, "sideBar": true, "threshold": 4, "toc_cell": false, "toc_section_display": "block", "toc_window_display": false, "widenNotebook": false } }, "nbformat": 4, "nbformat_minor": 4 }