{ "cells": [ { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import cmocean.cm as cm\n", "import matplotlib.pyplot as plt\n", "import xarray as xr\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data = xr.open_dataset('/data/sallen/results/MEOPAR/new_waves/part2_06apr17/mean_T_06apr17.nc')\n", "dataV = xr.open_dataset('/data/sallen/results/MEOPAR/new_waves/part2_06apr17/mean_V_06apr17.nc')\n", "bathy = xr.open_dataset('/home/sallen/MEOPAR/sea_initial/bathymetry_201803b.nc')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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JMi7pdIrdd4uNoJ5nTn9nyTKziMTy6YIP7cOnz943cidSTjC8nPNOpL2XYs6bNk8qlt26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\nppZUV1LNbOz1OfaYWQHt7HdsGuBKqpnlIkt3X49JNbNW8Oy+ZlZEbkm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DeyNi3qDzjwf+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\nCwZar3qfvgAAAABJRU5ErkJggg==\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f81952f62e8>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(15, 4))\n", "data.vosaline[0, :, 420, 230:300].plot(ax=axs[0], vmin=24, cmap=cm.haline)\n", "data.votemper[0, :, 420, 230:300].plot(ax=axs[1], cmap=cm.thermal)\n", "dataV.vomecrty[0, :, 420, 230:300].plot(ax=axs[2], cmap=cm.balance)\n", "for ax in axs:\n", " ax.invert_yaxis()\n", " ax.set_ylim((350, 0))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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CAHqe+ZOXt+3VAS+9byDopXcnbRtlK+IAgEcGt47p/W0P1Xnp9wXN6gSHHGltglmnnOil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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f819515cda0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "difference_sal = data.vosaline[0, :, 420, 230:300]-data.vosaline[0, :, 420, 333]\n", "fig, axs = plt.subplots(1, 3, figsize=(15, 4))\n", "(data.vosaline[0, :, 420, 230:300]-data.vosaline[0, :, 420, 263]).plot(ax=axs[0], cmap=cm.balance, vmax=0.1, vmin=-0.1)\n", "(data.votemper[0, :, 420, 230:300]-data.votemper[0, :, 420, 263]).plot(ax=axs[1], cmap=cm.balance, vmax=0.1, vmin=-0.1)\n", "dataV.vomecrty[0, :, 420, 230:300].plot(ax=axs[2], cmap=cm.balance)\n", "for ax in axs:\n", " ax.invert_yaxis()\n", " ax.set_ylim((350, 0))" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.collections.QuadMesh at 0x7f819c3b0550>" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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A5wD8rFJqGVvs4T6sjK0iSAxviv1pqsfYsnOBWzGcxGvPoNx+ZoS0CQcEFynK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"text/plain": [ "<matplotlib.figure.Figure at 0x7f8195b9fbe0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bathy.Bathymetry[350:500, 230:330].plot()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.collections.QuadMesh at 0x7f81952ee048>" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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UyUutCSoxZ881InQMDOVa+4yk4/BYkoQjISEhoddIhMNjyROOMfuwZbiC+rCP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\nAKyfNc50JLLDLXSsGfUio/0i1tWuacMJOB8DABiVWe+shRU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