{ "cells": [ { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "import cmocean.cm as cm\n", "import h5py\n", "import matplotlib as mpl\n", "import matplotlib.colorbar as colorbar\n", "import matplotlib.colors as mplcolours\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import xarray as xr\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "mesh = xr.open_dataset('~/MEOPAR/grid/mesh_mask201702.nc')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "oil0d2000 = pd.read_csv('/data/sallen/results/MIDOSS/ParticleNoTests/SoG_2000_diesel/resOilOutput.sro', sep='\\s+', skiprows=4)\n", "oil0d2000 = oil0d2000.drop([0], axis=0)\n", "length =len(oil0d2000)\n", "oil0d2000 = oil0d2000.drop([length-3, length-2, length-1, length], axis=0)\n", "\n", "oil0d5000 = pd.read_csv('/data/sallen/results/MIDOSS/ParticleNoTests/SoG_5000_diesel/resOilOutput.sro', sep='\\s+', skiprows=4)\n", "oil0d5000 = oil0d5000.drop([0], axis=0)\n", "length =len(oil0d5000)\n", "oil0d5000 = oil0d5000.drop([length-3, length-2, length-1, length], axis=0)\n", "\n", "oil0d10k = pd.read_csv('/data/sallen/results/MIDOSS/ParticleNoTests/SoG_10000_diesel/resOilOutput.sro', sep='\\s+', skiprows=4)\n", "oil0d10k = oil0d10k.drop([0], axis=0)\n", "length =len(oil0d10k)\n", "oil0d10k = oil0d10k.drop([length-3, length-2, length-1, length], axis=0)\n", "\n", "oil0d20k = pd.read_csv('/data/sallen/results/MIDOSS/ParticleNoTests/SoG_20000_diesel/resOilOutput.sro', sep='\\s+', skiprows=4)\n", "oil0d20k = oil0d20k.drop([0], axis=0)\n", "length =len(oil0d20k)\n", "oil0d20k = oil0d20k.drop([length-3, length-2, length-1, length], axis=0)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "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", "oil0d2000.Area.plot(ax=ax, label=\"2000\");\n", "oil0d5000.Area.plot(ax=ax, label=\"5000\");\n", "oil0d10k.Area.plot(ax=ax, label=\"10000\");\n", "oil0d20k.Area.plot(ax=ax, label=\"20000\");\n", "plt.grid();\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(15,5))\n", "oil0d2000.MDissolved.plot();\n", "oil0d2000.MEvaporated.plot();\n", "oil0d2000.MassOil.plot();\n", "oil0d2000.MDispersed.plot();\n", "oil0d2000.MBio.plot()\n", "massbeached2 = (oil0d2000.VolOilBeached*oil0d2000.Density/(1-oil0d2000.VWaterContent)\n", " *(1-oil0d2000.MWaterContent))\n", "\n", "massbeached2.plot(label=\"Beached\")\n", "\n", "plt.plot(oil0d2000.MDissolved + oil0d2000.MEvaporated + oil0d2000.MassOil \n", " + massbeached2 + oil0d2000.MDispersed + oil0d2000.MBio);\n", "\n", "oil0d20k.MDissolved.plot(style='--x');\n", "oil0d20k.MEvaporated.plot(style='--x');\n", "oil0d20k.MassOil.plot(style='--x');\n", "oil0d20k.MDispersed.plot(style='--x');\n", "oil0d20k.MBio.plot(style='--x')\n", "massbeached20 = (oil0d20k.VolOilBeached*oil0d20k.Density/(1-oil0d20k.VWaterContent)\n", " *(1-oil0d20k.MWaterContent))\n", "massbeached10 = (oil0d10k.VolOilBeached*oil0d10k.Density/(1-oil0d10k.VWaterContent)\n", " *(1-oil0d10k.MWaterContent))\n", "\n", "massbeached5 = (oil0d5000.VolOilBeached*oil0d5000.Density/(1-oil0d5000.VWaterContent)\n", " *(1-oil0d5000.MWaterContent))\n", "\n", "massbeached20.plot(label=\"Beached\", style='--x')\n", "\n", "plt.plot(oil0d20k.MDissolved + oil0d20k.MEvaporated + oil0d20k.MassOil \n", " + massbeached20 + oil0d20k.MDispersed + oil0d20k.MBio);\n", "\n", "\n", "plt.legend();\n", "plt.grid();" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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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, 3.5))\n", "ax.plot(oil0d2000.MDissolved + oil0d2000.MEvaporated + oil0d2000.MassOil \n", " + massbeached2 + oil0d2000.MDispersed + oil0d2000.MBio);\n", "ax.plot(oil0d5000.MDissolved + oil0d5000.MEvaporated + oil0d5000.MassOil \n", " + massbeached5 + oil0d5000.MDispersed + oil0d5000.MBio);\n", "ax.plot(oil0d10k.MDissolved + oil0d10k.MEvaporated + oil0d10k.MassOil \n", " + massbeached10 + oil0d10k.MDispersed + oil0d10k.MBio);\n", "ax.plot(oil0d20k.MDissolved + oil0d20k.MEvaporated + oil0d20k.MassOil \n", " + massbeached20 + oil0d20k.MDispersed + oil0d20k.MBio);\n", "ax.grid();" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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7F50pJSKyByl3lhTAtLEDmTZ2IF9u+wb1t8/kJ7kbmfvjCX7HEhFJainZwwjbe58eLHc5dN+02O8oIiJJL6ULBsCHew+lf8171Gz/yu8oIiJJLeULRt9hp9DF6rjv8Wf8jiIiktRSvmAcMmwMAF+sfsXnJCIiyS3lC0bvrGw+soM4NqAzpEREdielC0b49Nr/1g1keGA1OYXzdXqtiEgLUvK02rDw6bVvPLWGXstKeeXivvTNO8rvWCIiSSmlexhhWYNOAGD98oU+JxERSV4qGEDfgcPY6vaGj173O4qISNJSwQACaWl80HUQ+3/+rsYvRERaoILh+TJrOIc2fMhfS5b6HUVEJCmpYHj2GXA8AXMMC5T7HUVEJCmpYBA6vfb85+pocMbwQJm+51tEpBkxFQwz62FmT5rZe2a2ysyOM7NeZlZsZmu8x54Ry19rZuVmttrMxkW0DzezZd68O83MYsnVWtPGDmTFzHOpTM/hGFtD5cwJVM6cwLSxA9szhohIUou1hzEbeME5dzhwFLAKKARKnHN5QIn3HDMbBEwCBgPjgbvNLM3bzj3AVCDP+xkfY642+bTHUQwLlNNQX+/Hy4uIJLU2Fwwz6w6cCMwBcM7VOuc+BwqAud5ic4GJ3nQBUOScq3HOrQXKgZFm1gfo7px7zTnngL9HrNOuAoeMort9zYerl/jx8iIiSS2WK737AZuAv5nZUcAS4Eogyzm3HsA5t97MDvCWPxhYFLF+lddW5003bd+FmU0l1BMhKyuL0tLSVoeurq5ucb0vG/YFYPmCJ/lg09et3nY87C5fMlC+2ChfbJQvNtXV1TGtH0vBSAeOAS53zr1uZrPxDj+1oLlxCbeb9l0bnbsXuBdgxIgRLj8/v1WBAUpLS2lpPdfYyJZ3C+mytbzFZRJtd/mSgfLFRvlio3yxibWYxTKGUQVUOefCl0c/SaiAbPAOM+E9boxYvm/E+tnAOq89u5n2dmeBAB/sNYT+NSv9eHkRkaTW5oLhnPsE+MjMDvOaxgArgXnAFK9tCvCsNz0PmGRmmWaWS2hw+w3v8NU2MxvtnR11YcQ67a7mwBH0C3zClo0f+xVBRCQpxXq32suBh80sA3gf+AGhIvS4mV0MfAicB+CcW2FmjxMqKvXAZc65Bm87PwUeALoCz3s/7WpWcRmzS9ZwrPXgiUy4+g9zKGkczpVj8nR6rYgIMRYM59w7wIhmZo1pYflbgFuaaV8MDIklS6zCtzrf/tVJ1N12Cz/K2cScqRP8jCQiklR0pXcTXfbqxgqXQ/dP3/Y7iohIUlHBaMZHew+hX81q6mpr/I4iIpI0VDCacdCRJ9HVavnzY76NvYuIJB0VjGZkDz0JgE/f+4/PSUREkocKRjOysgewgd6MCKz2O4qISNJQwWhiVnHo9uaLGg7j2MBqcgrn61bnIiLEfh1GpxM+vfb1x1dw4Mr/8urUfhzcb5DfsUREfKceRguyjjwFgI+XlvicREQkOahgtOCQgUfzmesGH/xXh6NERFDBaFEgLY3KvYdy0Na3mV2yxu84IiK+U8HYjZqDR5Pt1rM/n/kdRUTEdyoYLZhVXMaty0NfRz4ysJqcwud0tpSIpDSdJdWCaWMHcnl+Dl9Nn87IwCruuvV//I4kIuIr9TB2Iz2YQUWXwYzUBXwiIioYe1J94EgOs4/YunmD31FERHylgrEH+x6eT8AcRU894XcUERFfqWDsQb9hJ1Lr0nEfvuZ3FBERX6lg7EGXrntTkXEYowOr/I4iIuIrFYzdCN+IsPjrPIbYWo4sfEKn1opIytJptbsRvhHhilchvfgfPDimjmFj9T3fIpKa1MOIwoDhJ/O1y2B72Ut+RxER8Y0KRhQyu+zFu2mDOXDzIh2OEpGUpYIRJZd7IjmNH/FoyRt+RxER8YUKRpT2GzoOgOMDK3xOIiLiDxWMKMwqLmPso1vY4rrxzbTluhGhiKQknSUVhfDZUm/dfh/f2LaMtbeehgVUa0UktehTrxXqDj2JPraFD9e863cUEZF2p4LRCtnDTwdg4Qu6r5SIpB4VjFY4uN8RrLMDOODTRX5HERFpdyoYrVTVYyTHBVZSX1frdxQRkXalghGl8H2lHtjQj+72FZNu/KPOlBKRlBJzwTCzNDN728zme897mVmxma3xHntGLHutmZWb2WozGxfRPtzMlnnz7jQzizVXvE0bO5DKmROY+cufU+fS+EVOJZUzJzBt7EC/o4mItIt49DCuBCLv/V0IlDjn8oAS7zlmNgiYBAwGxgN3m1mat849wFQgz/sZH4dcCdG9R2/ebDyMAze87HcUEZF2FVPBMLNsYAJwf0RzATDXm54LTIxoL3LO1Tjn1gLlwEgz6wN0d8695pxzwN8j1klKa3t/k9zGD/jDE//2O4qISLuJ9cK9PwC/BPaJaMtyzq0HcM6tN7MDvPaDgcjTi6q8tjpvumn7LsxsKqGeCFlZWZSWlrY6cHV1dZvWi9Sj71D4HDa/809K94/vtY/xyJdIyhcb5YuN8sWmuro6pvXb/GlnZmcAG51zS8wsP5pVmmlzu2nftdG5e4F7AUaMGOHy86N52Z2VlpbSlvWa+mj5rZwSeJv8/NkxbytSvPIlivLFRvlio3yxibWYxXJI6hvAWWZWCRQBp5jZQ8AG7zAT3uNGb/kqoG/E+tnAOq89u5n2pBQ+W+rFuqM4PrCSIwqf0tlSIpIS2lwwnHPXOueynXM5hAazX3LOfQ+YB0zxFpsCPOtNzwMmmVmmmeUSGtx+wzt8tc3MRntnR10YsU7SCZ8tNXr8ZDKtjkfGbNfZUiKSEhJxHcZMYKyZrQHGes9xzq0AHgdWAi8AlznnGrx1fkpo4LwcqACeT0CuuBo4chzbXFdqVz6v3oWIpIS4jNg650qBUm96MzCmheVuAW5ppn0xMCQeWdpLMKMLrwWP5vDPXuX8kjL1MESk09OV3jHoOmQCB7CFwVbpdxQRkYTT92G00aziMv6+qDdvZgY4Pe11cgpzAbhyTJ56GyLSKalgtFH4S5WWzbyPM75axKW3ztWXKolIp6ZPuBhtH1jAoYGN/OmRp/yOIiKSUCoYMTrspMnUuTSC7yXtmcAiInGhghGj7r0PYNVew5kQWIRrbPQ7johIwqhgxCB81ffcrcfQN7CJidfpOzJEpPPSoHcMwgPfX3w+itpZ91F4yCoWDThNZ0mJSKekHkYcdO+xHwsbh5K7oZg7S1b7HUdEJCFUMOLkwz7jOJBPOdrK/Y4iIpIQKhhxMKu4jDs+HMB2F2Ri2qvkFD6nsQwR6XQ0hhEH4bGMJXcUMXHrq5x37QN03bub37FEROJKPYw46jrqIrrbVzw89y6/o4iIxJ0KRhwdcdzpVHEAR6zXRXwi0vmoYMSRBdKoyjmHb6StoKpipd9xRETiSgUjTsIX8f38vUE0OuPpv92mgW8R6VQ06B0n4YFvgNIb7uf89FeoP+EaXcQnIp2GehgJ8FhDPlls5t2Xn/E7iohI3KhgJMDAE7/DZ3RnctpLfkcREYkbFYw4m1VcxuzSD3i4/mTGBpZw4rV/1ViGiHQKKhhxNm3sQCpnTmDSZb+hngC3HfzfHe0iIh2ZCkaC7Ncnh382Hs/QTfPozpd+xxERiZkKRoLMKi5jTv1p7G01TEp7SfeXEpEOT6fVJkj4NNsVMx7nIvcvunzzcq46bbDfsURE2kw9jARrHH0ZB9kWKl95xO8oIiIxUcFIsCEnncNaDuLH6fNpbNB3fotIx6WCkUCzisvI/dUL3F13BkcGKvnJDb/ROIaIdFgqGAkUPsV25s23UtHYh2u7PE2ARp1iKyIdkgpGO0hLD/KH+nPIbfyAMwKL/I4jItImKhjtYFZxGfMbR7Oq8RB+nv4k/Qvn6dCUiHQ4bS4YZtbXzBaY2SozW2FmV3rtvcys2MzWeI89I9a51szKzWy1mY2LaB9uZsu8eXeamcX2ayWXaWMHsnbmmdSd9Cv6BT7hnLSFVM6coENTItKhxNLDqAd+4Zw7AhgNXGZmg4BCoMQ5lweUeM/x5k0CBgPjgbvNLM3b1j3AVCDP+xkfQ66kdeTJ5/NOY3+uSH+Gr7+s9juOiEirtLlgOOfWO+fe8qa3AauAg4ECYK632FxgojddABQ552qcc2uBcmCkmfUBujvnXnPOOeDvEet0GqEzpp7ntvpJZNun/GXG5TosJSIdioU+o2PciFkOsBAYAnzonOsRMe8z51xPM/sTsMg595DXPgd4HqgEZjrnvuW1nwBc45w7o5nXmUqoJ0JWVtbwoqKiVmetrq6mW7durV4vnraW3Mb4wJucWnsbN4/rv9O8ZMi3O8oXG+WLjfLFprq6mjPPPHOJc25EmzbgnIvpB+gGLAG+7T3/vMn8z7zHu4DvRbTPAc4BjgX+HdF+AvDPPb3u8OHDXVssWLCgTevF04hrHnTbbspyC64/wTU2NLg7Xly9Y14y5Nsd5YuN8sVG+WKzYMECByx2bfy8j+ksKTMLAk8BDzvnnvaaN3iHmfAeN3rtVUDfiNWzgXVee3Yz7Z3SrOIyNtGT39edS37aUn5y/c3MLlmjQ1MikvRiOUvKCPUSVjnn7oiYNQ+Y4k1PAZ6NaJ9kZplmlktocPsN59x6YJuZjfa2eWHEOp1O+GK+62+excrGQ/lNxoPsxXadMSUiSS+Wu9V+A/g+sMzM3vHafgXMBB43s4uBD4HzAJxzK8zscWAloTOsLnPONXjr/RR4AOhKaFzj+RhydQh3LljLK3U/4MmMm7k+/UFyCrsAUNA/SH6+v9lERJrT5oLhnPsP0NL1EmNaWOcW4JZm2hcTGjBPGeEexeLKtVzw8VxKG4dx762/prS01N9gIiIt0JXePpo2diDHTPktyxpzmBm8j0+q1vLMmlq/Y4mINEsFw0ezissYcGMJV9b9jK7UUvaX7zOvokYD4CKSlPSNez4KfysfwLXXrWJGcA4/aZwPHOZvMBGRZqiHkQRmFZfxaMMpzGs4jqvTH2PFgiJdBS4iSUc9jCQQ7mWM++aTvDvjBGYH/8S6b89j/sY9rCgi0o5UMJLIYTe/zAH8gmczb6Dr09/l4Zr/2TFP12mIiN90SCpJhC/oO67/Afy49ip68wX3Z9zOj0YdwOySNX7HExFRwUhGy10/rqj7GUfa+7z5uwLSqef8v7zmdywRSXEqGEnm7LwMrhyTx6CTJ3ND/Q85Je0dbk2fw+trN2sgXER8pTGMJBQer8gpGcPZAwJ854P72EBPLp8+VwVDRHyjgpHERuX24rzV+cxIL+fy9H9w/XU/56GGsYAGwUWk/algJLHHLjkOgFn/yqX4Pz/jN+kPsMH1JHSjXxGR9qUxjI4gEOTyust51/VjVvBu5r9UqvEMEWl3KhgdwLSxA7lkzBD6/uQpviaDe4N38O6vjvc7loikGBWMDmT4nSu5vO4Kcu0TnvrtJfqmPhFpVyoYHUT4wr5RJxcwt+FUfpD+L4619zT4LSLtRgWjA/pt/fl82Lg/M4L3k1f4rMYzRKRdqGB0MNPGDmTqmCPZdsoMBgTW8bfD39zRLiKSSCoYHdC0sQMZnH8exQ3DOXrtvfRhs3oYIpJwKhgd1KziMm6u/z4Avw/ew50lq3VoSkQSSgWjg5o2diD/mfEDyo65gePTVjI17TkqZ07wO5aIdGK60rsDm1VcxuzXcrkrOJKr0x/jol/1pbRxGKAxDRGJP/UwOrDQqbZnsOa4mbznDuGu4J0MtrV+xxKRTkoFoxNwwX34Ye3VfEY3Hsm4hdKXnien8Dl9h4aIxJUKRicwbexAJo8ZSZepL/C568ZDGTN4ZgK8vnaL39FEpBNRwehERvyxjO/U3sgG15PD/30RJwTeZVZxmc6cEpG4UMHoJMK3DsnJHcD5tTdQ6Q7kb8Hfsrn0bmaXrNlxeErFQ0TaSgWjk3nskuPYzL7kXL2QlxuPYnrwb9wTnMXatRUAO92wUMVDRFpDBaMTunJMHn9etIkf1/2C2+omcUrgHUozr2LO9ZM41D5hdskagB2POmwlItHQdRidUPgajEXvb+aetWfxfOOxXJ7+DFPS/sXF6c/zbmMu0697jmwbiXNuR+GYNnbgjsKh6zhEpCn1MDqxxy45jsqZE6h0fVW5N3cAAAevSURBVPhF3aV8s2Y20+u+i8O4Pvgw/8m8kvKbBnNd+kMcH1jOlq3bmF2yZqeeR/gxPP3Mmlrffh8R8VfSFAwzG29mq82s3MwK/c7TmVw5JvQd4ItmXsj9DRMoqJ3OXUMe5zd132e968WFaS/ySMatZN7Rn/uCv+d7acUsX/If/lTyHsBOReTZirpdxkAiC0rT6fae/8ya2k6fL5GZw/8hSKZ9pnzNz/dDUhQMM0sD7gJOAwYBk81skL+pOo9pYwfuKBrhx8vOHcdfG07jxP/5D8Nq7uXi2l/wdMMJHBH4gOnBvzHknxNYnnkxb/96JLem38eP0p5jyYuPkmPrdyok4ceWptt7/rMVdb6+fnvkS2TmZyvqkm6fKV/z8/1gzjlfXninEGbHAb92zo3znl8L4Jyb0dI6I0aMcIsXL271a5WWlpKfn9/GpInXHvlmFZftGK+YNnYgOYXPAYROyy2czyG2kWFWwVGBCoYGKuhv6+hl1TvWr3cBNtGDateVYHqA2vpGADKamW6uTfNjm5+MmTS/feffvn0if7p1Oq1VWlrKySefvMQ5N6LVK5M8BeNcYLxz7kfe8+8Do5xzP2uy3FRgKkBWVtbwoqKiVr9WdXU13bp1iz10gviRL9yNPjsvg4te+BKAB8bvzUUvfLnjsQfb6Gfr6RdYz6G2gQPZwl62vV1zikhIUcMpvNI4FICC/kHOzsuIar3q6mrOPPPMNhcMnHO+/wDnAfdHPP8+8MfdrTN8+HDXFgsWLGjTeu3F73x3vLja3fHiauecc4deM3/HY0vTmt/+85Mxk+a3//y2WLBggQMWuzZ+VifLabVVQN+I59nAOp+ypLTI02mbjntA6H8z4eO0IpJakqVgvAnkmVku8DEwCbjA30gSLh6RReTsvAxycnKA5gtKc9PtOb+gfzAl8iUqc0H/YEK3r3zxf/121dauSbx/gNOBMqACuG5Py+uQlD+ULzbKFxvli01nOSSFc+5/gf/1O4eIiDQvKa7DEBGR5KeCISIiUVHBEBGRqKhgiIhIVJLiSu+2MLNNwAdtWHU/4NM4x4kn5YuN8sVG+WLTEfLt7Zzbvy0rd9iC0VZmtti19bL4dqB8sVG+2ChfbDp7Ph2SEhGRqKhgiIhIVFKxYNzrd4A9UL7YKF9slC82nTpfyo1hiIhI26RiD0NERNpABUNERKKSMgXDzMab2WozKzezwiTI09fMFpjZKjNbYWZXeu2/NrOPzewd7+d0HzNWmtkyL8dir62XmRWb2RrvsadP2Q6L2EfvmNkXZvZzP/efmf3VzDaa2fKIthb3l5ld670fV5vZOJ/y/c7M3jOzd83sGTPr4bXnmNnXEfvxz4nOt5uMLf5Nk2QfPhaRrdLM3vHa23Uf7uYzJX7vwbbe5rYj/QBphG6b3g/IAJYCg3zO1Ac4xpveh9Ct3QcBvwb+n9/7zMtVCezXpO23QKE3XQjclgQ504BPgEP93H/AicAxwPI97S/vb70UyARyvfdnmg/5TgXSvenbIvLlRC7n8z5s9m+aLPuwyfzfAzf6sQ9385kSt/dgqvQwRgLlzrn3nXO1QBFQ4Gcg59x659xb3vQ2YBVwsJ+ZolQAzPWm5wITfcwSNgaocM615cr/uHHOLQS2NGluaX8VAEXOuRrn3FqgnND7tF3zOededM7Ve08XEfq2S9+0sA9bkhT7MMzMDPgO8GgiM7RkN58pcXsPpkrBOBj4KOJ5FUn04WxmOcDRwOte08+8QwR/9euQj8cBL5rZEjOb6rVlOefWQ+gNChzgW7r/bxI7/yNNlv0HLe+vZHxP/hB4PuJ5rpm9bWYvm9kJfoXyNPc3TbZ9eAKwwTm3JqLNl33Y5DMlbu/BVCkY1kxbUpxPbGbdgKeAnzvnvgDuAfoDw4D1hLq4fvmGc+4Y4DTgMjM70ccszTKzDOAs4AmvKZn23+4k1XvSzK4D6oGHvab1wCHOuaOBq4BHzKy7T/Fa+psm1T4EJrPzf1x82YfNfKa0uGgzbbvdf6lSMKqAvhHPs4F1PmXZwcyChP6wDzvnngZwzm1wzjU45xqB+0hwF3t3nHPrvMeNwDNelg1m1gfAe9zoVz7PacBbzrkNkFz7z9PS/kqa96SZTQHOAL7rvIPb3mGKzd70EkLHtwe2vJXE2c3fNJn2YTrwbeCxcJsf+7C5zxTi+B5MlYLxJpBnZrne/0gnAfP8DOQd75wDrHLO3RHR3idisbOB5U3XbQ9mtreZ7ROeJjQ4upzQfpviLTYFeNaPfBF2+l9dsuy/CC3tr3nAJDPLNLNcIA94o73Dmdl44BrgLOfcVxHt+5tZmjfdz8v3fnvn816/pb9pUuxDz7eA95xzVeGG9t6HLX2mEM/3YHuN4Pv9A5xO6KyBCuC6JMjzTULdv3eBd7yf04EHgWVe+zygj0/5+hE6g2IpsCK8z4DeQAmwxnvs5eM+3AvYDOwb0ebb/iNUuNYDdYT+93bx7vYXcJ33flwNnOZTvnJCx7HD78E/e8ue4/3dlwJvAWf6uA9b/Jsmwz702h8AftJk2Xbdh7v5TInbe1C3BhERkaikyiEpERGJkQqGiIhERQVDRESiooIhIiJRUcEQEZGoqGCIiEhUVDBERCQq/wciqja3vigVyQAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "oil0d2000.AnalyteMass1.plot()\n", "oil0d2000.AnalyteMass2.plot()\n", "oil0d2000.AnalyteMass3.plot()\n", "oil0d2000.AnalyteMass4.plot()\n", "oil0d2000.AnalyteMass5.plot();\n", "oil0d20k.AnalyteMass1.plot()\n", "oil0d20k.AnalyteMass2.plot()\n", "oil0d20k.AnalyteMass3.plot()\n", "oil0d20k.AnalyteMass4.plot()\n", "oil0d20k.AnalyteMass5.plot();" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "oil0d2000.Thickness.plot();\n", "oil0d5000.Thickness.plot();\n", "oil0d10k.Thickness.plot();\n", "oil0d20k.Thickness.plot();" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "oilLag2000 = xr.open_dataset('/data/sallen/results/MIDOSS/ParticleNoTests/SoG_2000_diesel/Lagrangian_SoG_2000_diesel_SoG_2000_Diesel.nc')\n", "oilLag5000 = xr.open_dataset('/data/sallen/results/MIDOSS/ParticleNoTests/SoG_5000_diesel/Lagrangian_SoG_5000_diesel_SoG_5000_diesel.nc')\n", "oilLag10k = xr.open_dataset('/data/sallen/results/MIDOSS/ParticleNoTests/SoG_10000_diesel/Lagrangian_SoG_10000_diesel_SoG_10000_diesel.nc')\n", "oilLag20k = xr.open_dataset('/data/sallen/results/MIDOSS/ParticleNoTests/SoG_20000_diesel/Lagrangian_SoG_20000_diesel_SoG_20000_diesel.nc')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "imin, imax = 460, 560\n", "jmin, jmax = 180, 260" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array(2071.4736)\n", "Coordinates:\n", " time datetime64[ns] 2018-01-15T20:30:00\n", "\n", "array(2072.8473)\n", "Coordinates:\n", " time datetime64[ns] 2018-01-15T20:30:00\n", "\n", "array(2069.2434)\n", "Coordinates:\n", " time datetime64[ns] 2018-01-15T20:30:00\n", "\n", "array(2069.7455)\n", "Coordinates:\n", " time datetime64[ns] 2018-01-15T20:30:00\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(4, 2, figsize=(15, 20))\n", "it = 20\n", "\n", "field = oilLag2000.OilWaterColumnOilVol_3D[it]\n", "(field[:, imin:imax , jmin:jmax].sum(axis=0)).plot(ax=axs[0, 0], cmap='copper')\n", "print (oilLag2000.OilWaterColumnOilVol_3D[it, :, imin:imax, jmin:jmax].sum(axis=0).sum(axis=0).sum(axis=0))\n", "\n", "axs[0, 1].plot(oilLag2000.time[0:72], oilLag2000.OilWaterColumnOilVol_3D[0:72].sum(axis=1).sum(axis=1).sum(axis=1)\n", " )\n", "\n", "field = oilLag5000.OilWaterColumnOilVol_3D[it]\n", "(field[:, imin:imax , jmin:jmax].sum(axis=0)).plot(ax=axs[1, 0], cmap='copper')\n", "print (oilLag5000.OilWaterColumnOilVol_3D[it, :, imin:imax, jmin:jmax].sum(axis=0).sum(axis=0).sum(axis=0))\n", "\n", "axs[1, 1].plot(oilLag5000.time[0:72], oilLag5000.OilWaterColumnOilVol_3D[0:72].sum(axis=1).sum(axis=1).sum(axis=1)\n", " )\n", "\n", "field = oilLag10k.OilWaterColumnOilVol_3D[it]\n", "(field[:, imin:imax , jmin:jmax].sum(axis=0)).plot(ax=axs[2, 0], cmap='copper')\n", "print (oilLag10k.OilWaterColumnOilVol_3D[it, :, imin:imax, jmin:jmax].sum(axis=0).sum(axis=0).sum(axis=0))\n", "\n", "axs[2, 1].plot(oilLag10k.time[0:72], oilLag10k.OilWaterColumnOilVol_3D[0:72].sum(axis=1).sum(axis=1).sum(axis=1)\n", " )\n", "\n", "field = oilLag20k.OilWaterColumnOilVol_3D[it]\n", "(field[:, imin:imax , jmin:jmax].sum(axis=0)).plot(ax=axs[3, 0], cmap='copper')\n", "print (oilLag20k.OilWaterColumnOilVol_3D[it, :, imin:imax, jmin:jmax].sum(axis=0).sum(axis=0).sum(axis=0))\n", "\n", "axs[3, 1].plot(oilLag20k.time[0:72], oilLag20k.OilWaterColumnOilVol_3D[0:72].sum(axis=1).sum(axis=1).sum(axis=1)\n", " )" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 2, figsize=(15, 15))\n", "imin, imax = 465, 490\n", "jmin, jmax = 230, 255\n", "oilLag2000.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0).plot(ax=axs[0, 0], cmap='gist_ncar');\n", "oilLag5000.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0).plot(ax=axs[0, 1], cmap='gist_ncar');\n", "oilLag10k.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0).plot(ax=axs[1, 0], cmap='gist_ncar');\n", "oilLag20k.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0).plot(ax=axs[1, 1], cmap='gist_ncar');\n", "axs[0, 1].set_title('5000');" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 2, figsize=(15, 15))\n", "(oilLag2000.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0)-\n", " oilLag20k.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0)).plot(ax=axs[0, 0], cmap='bwr');\n", "(oilLag5000.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0)-\n", " oilLag20k.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0)).plot(ax=axs[0, 1], cmap='bwr');\n", "(oilLag10k.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0)-\n", " oilLag20k.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0)).plot(ax=axs[1, 0], cmap='bwr');\n", "oilLag20k.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0).plot(ax=axs[1, 1], cmap='gist_ncar');\n", "axs[0, 1].set_title('2000');" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 2, figsize=(15, 15))\n", "imin, imax = 460, 560\n", "jmin, jmax = 180, 260\n", "oilLag2000.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0).plot(ax=axs[0, 0], cmap='gist_ncar');\n", "oilLag5000.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0).plot(ax=axs[0, 1], cmap='gist_ncar');\n", "oilLag10k.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0).plot(ax=axs[1, 0], cmap='gist_ncar');\n", "oilLag20k.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0).plot(ax=axs[1, 1], cmap='gist_ncar');\n", "axs[0, 1].set_title('5000');" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 2, figsize=(15, 15))\n", "imin, imax = 540, 800\n", "jmin, jmax = 100, 220\n", "oilLag2000.Beaching_Volume[imin:imax , jmin:jmax].plot(ax=axs[0,0], cmap='copper', vmax=8)\n", "oilLag5000.Beaching_Volume[imin:imax , jmin:jmax].plot(ax=axs[0,1], cmap='copper', vmax=8)\n", "oilLag10k.Beaching_Volume[imin:imax , jmin:jmax].plot(ax=axs[1,0], cmap='copper', vmax=8)\n", "oilLag20k.Beaching_Volume[imin:imax , jmin:jmax].plot(ax=axs[1,1], cmap='copper', vmax=8);" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 2, figsize=(15, 15))\n", "\n", "(oilLag2000.Beaching_Volume[imin:imax , jmin:jmax]\n", " -oilLag20k.Beaching_Volume[imin:imax , jmin:jmax]).plot(ax=axs[0,0], cmap='bwr')\n", "\n", "(oilLag5000.Beaching_Volume[imin:imax , jmin:jmax]-\n", " oilLag20k.Beaching_Volume[imin:imax , jmin:jmax]).plot(ax=axs[0,1], cmap='bwr')\n", "\n", "(oilLag10k.Beaching_Volume[imin:imax , jmin:jmax]-\n", " oilLag20k.Beaching_Volume[imin:imax , jmin:jmax]).plot(ax=axs[1,0], cmap='bwr')\n", "\n", "oilLag20k.Beaching_Volume[imin:imax , jmin:jmax].plot(ax=axs[1,1], cmap='copper', vmax=8);\n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", "bt2000 = np.array(oilLag2000.Beaching_Time[imin:imax, jmin:jmax] - oilLag2000.Beaching_Time[imin:imax, jmin:jmax].min())\n", "axs[0].plot(bt2000/1e9/3600, 'ro');\n", "bt5000 = np.array(oilLag5000.Beaching_Time[imin:imax, jmin:jmax] - oilLag5000.Beaching_Time[imin:imax, jmin:jmax].min())\n", "axs[1].plot(bt5000/1e9/3600, 'ro');\n", "bt10k = np.array(oilLag10k.Beaching_Time[imin:imax, jmin:jmax] - oilLag10k.Beaching_Time[imin:imax, jmin:jmax].min())\n", "axs[2].plot(bt10k/1e9/3600, 'ro');\n", "bt20k = np.array(oilLag20k.Beaching_Time[imin:imax, jmin:jmax] - oilLag20k.Beaching_Time[imin:imax, jmin:jmax].min())\n", "for ax in axs:\n", " ax.plot(bt20k/1e9/3600, 'bx');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Time to Run:\n", "* 2000 : 1:55\n", "* 5000 : 2:06\n", "* 10000 : 2:08\n", "* 20000 : 2:23" ] }, { "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }