{ "cells": [ { "cell_type": "code", "execution_count": 1, "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": 2, "metadata": {}, "outputs": [], "source": [ "mesh = xr.open_dataset('~/MEOPAR/grid/mesh_mask201702.nc')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "oil0d = pd.read_csv('/data/sallen/results/MIDOSS/ParticleNoTests/SoG_2000_bunkerc/resOilOutput.sro', sep='\\s+', skiprows=4)\n", "oil0d = oil0d.drop([0], axis=0)\n", "length =len(oil0d)\n", "oil0d = oil0d.drop([length-3, length-2, length-1, length], axis=0)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { 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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", "oil0d.Area.plot(ax=ax);\n", "plt.grid();" ] }, { "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": [ "fig, ax = plt.subplots(1, 1, figsize=(15,5))\n", "oil0d.MDissolved.plot();\n", "oil0d.MEvaporated.plot();\n", "oil0d.MassOil.plot();\n", "oil0d.MDispersed.plot();\n", "oil0d.MBio.plot()\n", "massbeached = (oil0d.VolOilBeached*oil0d.Density/(1-oil0d.VWaterContent)\n", " *(1-oil0d.MWaterContent))\n", "\n", "massbeached.plot(label=\"Beached\")\n", "\n", "plt.plot(oil0d.MDissolved + oil0d.MEvaporated + oil0d.MassOil \n", " + massbeached + oil0d.MDispersed);\n", "\n", "\n", "plt.legend();\n", "plt.grid();" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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MMZ2Qp6uV4p3vKcD1wDy3Mj/gEeDEqqLFwAgRCXMmpy8ENjTQ5hXAg8AUJ4mcKI8TEX/ndX8gHdjassvrfmIignl71nl8a3w/5ny6jZdW7PB2SMaYTsjT+xzmi8gGYAEwS1UPANNEJB/IA/YAzwM4x54EvgLWAKtUdSGAiMwRkSynzT/hGo5actqS1QnAOhFZC7yBa9VTWWsvtDsJCfTnF9cOY0BcOMvybT7GGNN8AZ5UUtV6k8Kq+hTwVCP1X8K1nPX08rvdXg9s5Nz5wHxP4jJndt7AWP6ZXUhVTR1BAXa/ozHGc/Ybows7d0Asx6prWbProLdDMcZ0MpYcurDx/WPwE/jPZnsgnzGmeSw5dGE9wgIZltTDntZqjGk2Sw5d3LkDYlm98yBHK+2BfMYYz1ly6OLOHxhLTZ3y5TZb8GWM8Zwlhy4uKzWaoAA/G1oyxjSLJYcuLiTQn/6x4WwvrWi6sjHGOCw5dAOxEcHsL6/0dhjGmE7EkkM3EBMRRGl5VdMVjTHGYcmhG7CegzGmuSw5dAMxEUFUVNXa/tLGGI9ZcugGYiOCAWxoyRjjMUsO3UBsRBCADS0ZYzxmyaEbONFz2G89B2OMhyw5dAMxJ4eVrOdgjPGMJYduICbchpWMMc3j6Tah94lIjojkisj9TtlIEflcRNaLyAIRiXKrP8I5luscD2mgzV4iskRECpzv0W7HHhaRzSKySUQub4sL7c5CAv2JDA6wYSVjjMeaTA4iMgy4BxgHjASuFpF0YA7wkKoOB94CHnDqB+DaBW6mqg4FLgKqG2j6IWCpqqYDS533iMgQ4GZgKHAF8JcTe0qblouJCLKegzHGY570HDKBFapaoao1wDJgKjAIWO7UWQLc4LyeBKxT1bUAqlqqqrUNtHst8KLz+kXgOrfyV1W1UlW3AZtxJSbTCrERwbaU1RjjMU+SQw4wQURiRCQMmAwkO+VTnDo3OmUAGYCKyGIRWSUiP26k3QRVLQJwvsc75UnALrd6hU7ZKURkhohki0h2SUmJB5fRvcVEBFF61HoOxhjPNJkcVHUj8ASu3sEiYC1QA0wHZonISiASOPFnaQBwPnCr832qiExsRkzSUBgNxPWsqmapalZcXFwzmu+eXI/QsJ6DMcYzHk1Iq+pcVR2jqhOAMqBAVfNUdZKqjgXmAVuc6oXAMlXdr6oVwPvAmAaaLRaRRADn+z6385Pd6vUF9jT3wsypYiKCOVBRRU1tnbdDMcZ0Ap6uVop3vqcA1wPz3Mr8gEeA2U71xcAIEQlzJqcvBDY00Oy7wB3O6zuAd9zKbxaRYBFJA9KBL5t7YeZUcRFBqEJZhfUejDFN8/Q+h/kisgFYAMxS1QPANBHJB/Jw/WX/PIBz7EngK2ANsEpVFwKIyBwRyXLafBy4TEQKgMuc96hqLvA6roSyyPm8hia0TTPE2POVjDHNEOBJJVW9oIGyp4CnGqn/Eq7lrKeX3+32uhRocC5CVR8DHvMkNuOZrx+hYZPSxpim2R3S3USM8/A96zkYYzxhyaGbsJ6DMaY5LDl0E1EhAQT5+9lyVmOMRyw5dBMiYo/QMMZ4zJJDNxITEWSP7TbGeMSSQzdid0kbYzxlyaEbSYgMoejQcW+HYYzpBCw5dCMpMWHsL6+koqrG26EYY3ycJYduJLlXGACFB455ORJjjK+z5NCNJEeHArCztMLLkRhjfJ0lh24kxek57Cyz5GCMOTNLDt1Ir/AgwoP82XXAkoMx5swsOXQjIkJyrzB2Wc/BGNMESw7dTHKvMBtWMsY0yZJDN5PSK4xdZcdQrbfz6imW55fwzLItTdYzxnRNnu4Ed5+I5IhIrojc75SNFJHPRWS9iCwQkSinPFVEjonIGudrdiNtvuZWZ7uIrGnO+aZlkqNDOVZde8Y7pevqlEfezuHXH+Qx78tdHRidMcZXNLnZj4gMA+4BxgFVwCIRWQjMAX6kqstEZDrwAPAz57QtqjrqTO2q6jfdPuP3wCG3w02eb1omJebrFUtxkcEN1vlsSyk7yypIiArm5wtyGdG3B8OSenRkmMYYL/Ok55AJrFDVClWtAZYBU4FBwHKnzhLghpYEICIC3ATMa8n5pnlSTt4I1/i8w7yvdtIzLJC3vnsevcKCuPeVVRyvtp1ajelOPEkOOcAEEYkRkTBgMpDslE9x6tzolJ2QJiKrRWSZiNTbYvQ0FwDFqlrQwvNNM/SNdnoOjdwIV1peyYe5e7l+dF/69Azl1zcMZ3tpBQvXFXVkmMYYL2syOajqRuAJXL2DRcBaoAaYDswSkZVAJK4hJ4AiIEVVRwM/BF45MR/RiGmc2mvw6HwRmSEi2SKSXVJS0tRlGEdIoD/xkcGN3uswf1Uh1bXKtHGuXH9RRhwD4yN48fPtNjltTDfi0YS0qs5V1TGqOgEoAwpUNU9VJ6nqWFy/3Lc4dStVtdR5vdIpz2ioXREJAK4HXnP7LI/OV9VnVTVLVbPi4uI8v2JDyhmWs765ajdj+0WTnhAJuO6NuGN8P9YVHmL1roMdGaYxxos8Xa0U73xPwfXLfJ5bmR/wCDDbeR8nIv7O6/5AOrC1kaYvBfJUtdDts5pzvmmBZGc56+kOHK0ib+8RLhkcf0r59WP6EhkcwIufbe+gCI0x3ubpfQ7zRWQDsACYpaoHgGkikg/kAXuA5526E4B1IrIWeAOYqaplACIyR0Sy3Nq9mfoT0Y2eb9pGcq8wig4dqzfJvHLHAQCy+kWfUh4eHMA3svqycF0R+w7bfhDGdAdNLmUFUNV6k8Kq+hTwVAPl84H5jbRz92nv72zO+aZtjEvtRZ3C0o37uGpE4snyr3aUEeTvx8jknvXOuWN8Ki9+tp05n27jJ5MzOzJcY4wX2B3S3dD4ATHERwbzzprdp5Rnbz/A8L49CAn0r3dOamw414zsw0srdlB21LYaNaars+TQDfn7CdeM7MO/N5VwqKIagOPVtawrPEhWanSj59178UCOVdcy91ObAjKmq7Pk0E1dO6oPVbV1vJ/jun9h7a6DVNcqZ/Xr1eg56QmRTB6eyIuf7eBghfUejOnKLDl0U8OTetA/Npy3V7uGlrKdyeix/RrvOQB875KBlFfWMOeTbe0eozHGeyw5dFMiwrWjkvhiWxnvrNnNiq2lZCREEB0edMbzBveO4pqRfZjz6VaKbeWSMV2WJYdu7OZxyfSPC+e+V9fwScF+slIbH1Jy98CkQdTWKX/8KL+dIzTGeIslh24sISqEj35wIX+7M4spI/tw81nJTZ+E68mut57dj9e+2sXmfUfaOUpjjDdYcujm/PyESwYn8PS00YzoW//+hsZ875KBhAUF8IclBU1XNsZ0OpYcTIvERARzy9kpLMrda3MPxnRBlhxMi00bl0JtnfL6V7ZbnDFdjSUH02JpseGcPzCWeV/upLbOHudtTFdiycG0ym3npLDn0HE+ztvn7VCMMW3IkoNplYmZCcRHBvPyFzu8HYoxpg1ZcjCtEujvx41ZfVmWX8K+IzYxbUxXYcnBtNrU0UnUKSxYa/tMG9NVWHIwrTYwPpJhSVEnn9NkjOn8PN0m9D4RyRGRXBG53ykbKSKfi8h6EVkgIlFOeaqIHBORNc7X7Eba/LmI7HarN9nt2MMisllENonI5W1xoaZ9XTcqifW7D7F5X7m3QzHGtIEmk4OIDAPuAcYBI4GrRSQdmAM8pKrDgbeAB9xO26Kqo5yvmWdo/g9u9d53Pm8Iru1DhwJXAH85sae08V1TRvbBT6i3gZAxpnPypOeQCaxQ1QpVrQGWAVOBQcByp84S4IY2iula4FVVrVTVbcBmXInJ+LD4qBDOHRDL22t2o2r3PBjT2XmSHHKACSISIyJhwGQg2Smf4tS50Sk7IU1EVovIMhGpt/+0m3tFZJ2I/E1ETmwkkAS433Jb6JSdQkRmiEi2iGSXlJR4cBmmvU0dncSusmN8tf2At0MxxiepKsWHj7M8v4SPNhRTXVvn8bl7Dx3nnTW7qeugG04DmqqgqhtF5AlcvYNyYC1QA0wHnhaRR4F3gRNbgxUBKapaKiJjgbdFZKiqHj6t6b8C/weo8/33TpvSUBgNxPUs8CxAVlaW/anqA64c3ptH38nhn9m7GJfm2eO/jekOdpQe5c1Vu3l7zW52lFacLO/TI4Tp56dx87gUIoLr/zquq1NWbCvl1S938f76ImrqlMQeoR3y89VkcgBQ1bnAXAAR+RVQqKp5wCSnLAO4yqlbCVQ6r1eKyBYgA8g+rc3iE69F5DngPedtIaf2QvoCe5p7YabjhQUFcPWIPixYt4efTxlKeAP/2I3pTlbvPMAzy7ayeMNeAM4dEMOd56YyuHeUs6PiVn65cCNPLS3glrNTGJ7Ug/DgAPYcPEbO7kN8nFfC3sPHiQwO4NLMBBbl7uXwseoOid2jn14RiVfVfSKSAlwPjHcr8wMeAWY7deOAMlWtFZH+QDpQb0d6EUlU1RML46fiGqYCVy/kFRF5EujjnP9lyy/RdKQbs/ryWvYuFq4v4qYsz/aHMKarKTp0jMcWbuS9dUVEhQTw3YsGcNs5/UjsEXpKvcuGJLBm10GeW76V55ZvxX3EqEdoIGel9uKnV2VyaWYCuw8eY1HuXiqqazvkGjz9026+iMQA1cAsVT3gLG+d5Rx/E3jeeT0B+IWI1AC1wExVLQMQkTnAbFXNBn4jIqNwDRltB/4LQFVzReR1YAOu4atZqtox/zVMq43tF03/2HDeyC605GC6nU17j/DSih28sbKQOlXum5jOjAn9z9iLHpXckz/fOoayo1XsL6/kyPEa4iKCSe4VisjXo+xhQa5FmxWVNe1+HeD5sFK9SWVVfQp4qoHy+cD8Rtq52+317Wf4vMeAxzyJzfgWEeHGrGSeWJTH1pJy+sdFeDskY9qdqvL4ojyeWbaVoAA/rh6RyA8uzSC5V5jHbfQKD6LXGfZwP5kcqjrmb2W7Q9q0uRvGJBHoL7z42XZvh2JMh/jrsi08s2wrN5+VzIqHJ/LkTaOalRg8ERbk+lu+oqpjeg6WHEybi48K4dpRSbyeXciBo1VNn2BMJ1VeWcP/W1rAbxZt4tpRffjV1OFn/Ou/NYIC/AjwE+s5mM5txoT+HKuu5aUV9ihv0zX97dNtjP/1Un6/JJ/Lhybw22+MxM+voZX4bScsyN+Sg+ncMhIiuWhQHC9+vp3jHbS6wpiOUlVTx6/e38jg3pG89d1zeeb2LIIC2v/XaVhQgA0rmc5vxoT+7C+v4i17WqvpYraXHqWmTrn17H6MTolu+oQ2EhZsPQfTBYzvH8OwpCie+2Rrh93yb0xHyC8+AkB6QseuxrNhJdMliAgzJgxga8lRltoe06YLyS8ux09gQAcv1Q4LtGEl00VMHtabpJ6hPLe83k3yxnRa+XuP0C8mnJDAjt1NwIaVTJcR4O/HXeen8eX2MlbvtKe1mq4hf98R0uM7/gZPG1YyXco3z0omKiSAOZ9u83YoxrRaZU0tO0oryEiI7PDPDgsK4JglB9NVhAcHcMPYvizJLeZQRcc8UdKY9rK15Ci1dUpGb28kB3+O2pyD6UpuGNOXqto6Fq4varqyMT7sxEqljA5eqQQn7nPwraeyGtMqQ/tEkR4fwZurCrnl7BRvh2N8TMmRSl78bDu5ew6xo7SCyNBAxqZEc+mQeM4dEOvt8E5RUFyOv5+QFhve4Z8dFuRPVU0dNbV1BPi379/21nMwHUJEuH5MX7J3HGBH6VFvh+PTjlbWsLO0gro6pa5Oyd1ziEU5RRys6HrPqaqqqeOPH+Vz4W8/5q/LtlB8uJJBvSMJDvDj5S92cMtzX/Dwm+s7bPmmJzYVHyE1JozggI5dqQRuT2btgKcOWM/BdJjrRvfhN4vzeHPVbn5wWYa3w/FJO0sr+Mbsz9h3pJLwIH8C/P045Oz8FeAnnDswlsnDejNpaO92e8BbR6mureN781axOLeYycN786NJg055xPvx6lr+8FE+zy7fyhdbS/nH3WeT1DP0DC22jKqSX1zOnoPHKDtaRWKPEEYk92xw206AguIjZCZGtXkcnjj5ZNbKWqJCAtv1syw5mA6T2COU8wbE8s4aSw4NKT58nFvnrqCqto7/uWYI2/cfpbKmjnFpvUjuFTXN8E4AABiiSURBVMbSjft4f30RD725np++nUO/XmEkRYcyPKkH145KYpAXJkhbqqa2jvtfXcPi3GIevXoI089Pq1cnJNCfh6/M5KKMeGb8I5tbnlvBazPG07tHSJvEoKp8vGkff/54Cyt3nLrM2k9czwcb0y+aoX2iSIgMISIkgMIDx9hZVsGUUUltEkNzfb2nQ/v3pDzdJvQ+4B5AgOdU9Y8iMhLX1qARuHZyu1VVD4tIKrAR2OScvkJVZzbQ5m+Ba4AqYAvwbVU96On5pnM6Pz2Wxz/I42BFFT3DOvdfvm2ptk759vNfUVZexcv3nMOo5J716pyV2osHrxhE7p7DfJi7l80l5RQeOMYzy7fyl39vYXDvSK4bncSVw3rTu0eIV4Y9PFFTW8cPXl/LwvVFPHJVZoOJwd34ATH8ffo4bp/7JdOeW8Fr/3UO8ZGtSxBHjlfz4Px1vL9+L0k9Q/mfa4YwMrkn0WFB7CyrYNWOA6zedZAFa/fwyhc7Tzk30F8Y3z+mVZ/fUh254U+TyUFEhuFKDONw/SJfJCILgTnAj1R1mYhMBx4AfuactkVVRzXR9BLgYVWtEZEngIeBB5txvumETnTHNxQd9rmJRm/6YmspG4oO8/sbRzaYGE4QEYYl9WBYUo+TZfvLK3lv7R7eWbuHxz/I4/EP8gAID/Jn8vBE7pnQ3ytr8htSW6c88MY6Fqzdw4NXDObuC/p7dN7olGhenH4Wt8/9kjv+9hWv/dc5LR5Wydt7mO+8tIqdZRU8dOVg7jo/jUC3yd202HAuzIgDoK5O2Xv4OCVHXNt39ukZQt/osA55AmtDvt7wxweSA5CJ66/3CgARWQZMBQYBy506S4DFfJ0cmqSqH7q9XQF8w9NzTec1xEkOG4uOWHJw8/aa3UQEB3DViMRmnxsbEcyd56Vx53lp7Cg9yicF+zlYUcXOsgreXbuHf64sZExKTy4dksClmQmkx0ecsjdxR6mrUx6cv463Vu/mR5My+M5FA5p1/th+vZh921juevEr7n4xm79PH9fsx1e8sbKQR95eT1RIIPPuOYdxab3OWN/PT+jTM5Q+7TDX0RJhwb41rJQDPCYiMcAxYDKQ7ZRPAd4BbgTcd5NPE5HVwGHgEVX9pInPmA681pzzRWQGMAMgJcWWRnYWcZHBxEYEs7HosLdD8RnHq2v5YP1eLh/au9XP6ukXE06/mK+XWD58ZSavfLmTxbl7+c2iTfxm0SZSeoVx+dAEbspKJr2JHoWqsr+8ipq6Ovz9hLiI4BYllro65SdvreeNlYXcf2k6916S3uw2ACZkxPHkTaP4/qur+a9/rOSZ28d69N/saGUN/7sgl9ezCxnfP4anpo1q9dCUN/jUsJKqbnSGfZYA5cBaoAbXL/SnReRR4F1cQ04ARUCKqpaKyFjgbREZqqoN/jYQkZ867b3cnPNV9VngWYCsrCx7HnQnkpkYacnBzcd5+zhSWcN1o/u0edvR4UHMunggsy4eyN5Dx1maV8xHG4p54bPtPPfJNs5Kjea/Jw3inNPG0GvrlEU5e/nTx5tP+X+VEBXMuLQY7ps4kIHxng1VqSqPvJPDq1/t4nuXDOS+iS1LDCdcM7IPFVU1PDh/vUcJYuWOA/zw9TXsLKvg3osHcv+l6e1+j0B7CfexYSVUdS4wF0BEfgUUqmoeMMkpywCucupWApXO65UisgXIwNXbOIWI3AFcDUxUVW3u+aZzGpIYxfP/2U51bd0pY73d1VurdxMXGdzuw2y9e4Rw69n9uPXsfpSWVzJ/VSEv/Gc7Nz+7gomD4wkPDqBgXzn7Dh/n4LFqauuU/nHh/HRyJhEhrmf6rN51kOX5JXxSUMIL3x53xvkRcCWG/3k3l1e+2MnMCwfww8sy2mRI65tnuUYLHnpzPd985nMemzr8lHkYgF1lFfzuw028s2YPST1DeW3G+CaHkXxdqA+uVopX1X0ikgJcD4x3K/MDHsG1cgkRiQPKVLVWRPoD6UC95zWLyBW4JqAvPDGf0ZzzTec1pE8UVbV1bC052qmWX7aH/eWV/HtTCbed0w//dt5/2F1MRDAzJgzgW+NTmfPJVp77ZBuRIQGkx0cwOqUnvcKCGJYUxWVDeteLa2dpBbfN/YJbnlvBkzeN5PKhvev9wq+rUzaXlPPCZ9t55Yud3HNBGg9eMahN5zq+eVYKkSGBPPpODlP+9ClXDk9kYFwE/n7CpwX7WbnzAIH+wncvGsB3LhpAZDvfF9ARfGpYyTHfmXOoBmap6gERuU9EZjnH3wSed15PAH4hIjVALTBTVcsARGQOMFtVs4E/AcHAEucfzIklq42eb7qGr1csHerWyeF4dS0z/7ESBG4el9z0Ce0gJNCfey9p3hxASkwYb8wcz53Pf8XMl1Zx7oAYZl44gIHxEVRU1fDSip28s2Y3B5yHLN51fho/mZzZLpPgk4cnct7AWJ78cBOLc4t5f30Rqq7HtXznwgHcdk6/NrsvwheEBPgj0jHJQZzRnE4tKytLs7Nt1KmzqKmtY8j/LObOc1P5yeRMb4fjFXV1yvdeXc3CdUX8+ZYxLVql5G3VtXW88sVO/vBRPgfdnrYb6C9cPrQ3Fw2K56zU6FMmyNtbVU0dx6pr6RHa+XsJjRny6CJuGZfCI1cPaXVbIrJSVbMaOmZ3SJsOF+DvR0ZCRLeclC4oPsIbqwpZuK6IwgPH+MnkwZ0yMQAE+vtxx7mpTB2TxLpdh9heepSa2jquHtmH2Ihgr8QUFODntXsQOkpYUIA9W8l0XZm9o/h4U/fZV/rzLaXMXraFZfklBPgJ56fH8uMrBnNNJ00M7qJCAjk/PZbz0+2+lY4QFuRPRaWPTEgb09YyE6P458pCSo5UEhfpnb8yO8LaXQf5zeI8/rO5lNiIYP77sgxuOTuFGC/9ZW06v47aKtSSg/GKtDjXOPTOsqNdNjm8v76I781bTc/QQH529RBuPTulwzekN12PJQfTpSVHux5HUHjgGGP7eTmYdvBh7l6+P281o5N78vy3z+oSyyiNb3DtBtf+w0pde+bG+KwTz6opPHDMy5G0vaUbi5n1yiqGJfWwxGDaXEf1HCw5GK8ICwogJjyI3Qe7VnJYll/Cd15aRWZiFC9OH2eJwbQ5Sw6my0uKDvVqz6Giqoa3VrsmxdvCZ1v2M+Pv2QyMj+Dv08d16bX2xnvCggNszsF0bX2jQ9m094hXPvtQRTXffuFLVu08SKC/cMWwRGZdPIDBvVu2/eP6wkPc82I2/WLCeOnus20jI9NuwgL9bc7BdG1JPUPZffAYHX2XfsmRSr757Ofk7D7ML68bxu3npPLvTfuY/NQnPPzmekrLm9eT2LzvCHc+/yU9w4L4+/SzO/3ezsa3hQUHcKy6lrq69v25sZ6D8Zq+0WEcr66j9GhVh95R+5d/b2ZryVH+dudZJ2/c+v7EgfzxowJeWrGD5fklPP/ts5rcPe14dS3PLt/Knz/eTERwAP+4a1yXeo6P8U1hQf6owvGa2pM7w7UH6zkYr0nywoolVeVfefs4b2DMKXf09gwL4udThvLWd8+juraOG/7yGcvySxpsY/v+o/x2cR4X/vZjnlySz8TMeBZ873z6x0V01GWYbqyjnsxqPQfjNX17uZLD7gPHmtwXoK1s3X+UHaUV3N3IpvbD+/bgrVnncdcLX3HH377kxrF9+f7EdHYfPMbKHQf4IKeInN2H8RO4aFA8T96UxnkD7bERpuOc6C0cs+Rguqqvew4VTdRsOx/nuZ7ndPHg+EbrJPUM5a3vnsfT/yrgueVb+efKwpPHRib35CeTBzNlZJINIRmvONFzONrOk9KWHIzXRIYE0iM0sEPvdfhX3j4yEiLoGx12xnqhQf48eMVgpo5OYnl+CQPjIxjap0eXfdSH6TxsWMl0C0k9O+5eh8PHq/lyWxl3XdDwkFJDMhIim5yYNqYjnRhWqqhs3+Tg0YS0s+tbjojkisj9TtlIEflcRNaLyAIRiXLKU0XkmIiscb5mN9JmLxFZIiIFzvdot2MPi8hmEdkkIpe3xYUa39Q3OpTdHZQcPi3YT02dcsmgxoeUjPF1YR20j3STyUFEhgH3AOOAkcDVIpIOzAEeUtXhwFvAA26nbVHVUc7XzEaafghYqqrpwFLnPSIyBLgZGApcAfxFROxRll2U6y7pig651+Hfm/YRFRLA2H7RTVc2xkd11LCSJz2HTFz7O1eoag2wDJgKDAKWO3WWADc087OvBV50Xr8IXOdW/qqqVqrqNmAzrsRkuqC+0WEcrarl0LHqpiu30rrCQ4zpF02Av63gNp1XeLBrWKnkSCX7yys5fLx9fnY8+SnJASaISIyIhAGTgWSnfIpT50an7IQ0EVktIstE5IJG2k1Q1SIA5/uJvn4SsMutXqFTdgoRmSEi2SKSXVLS8Hp04/s66l6Hmto6tpYcZZDNH5hOLiI4ABF47P2NZP3yI37y5vp2+ZwmJ6RVdaOIPIGrd1AOrAVqgOnA0yLyKPAuUOWcUgSkqGqpiIwF3haRoarq6YbB0lAYDcT1LPAsQFZWVsc+f8G0mb7Ovg67yioYltSj3T5ne2kFVbV1NrlsOr3w4ADmfCuLPc4qv34x4e3yOR6tVlLVucBcABH5FVCoqnnAJKcsA7jKqVsJVDqvV4rIFiADyD6t2WIRSVTVIhFJBE5sKFzIqb2QvsCeFlyb6QT6xbiWlG4vbd97HfKLXQ/4s+RguoKJmQnt/hmerlaKd76nANcD89zK/IBHgNnO+7gTE8gi0h9IB7Y20Oy7wB3O6zuAd9zKbxaRYBFJc87/svmXZjqDyJBAYiOC2b7/aLt+Tn7xEURgYLw94sIYT3g6MzdfRDYAC4BZqnoAmCYi+UAerr/sn3fqTgDWicha4A1gpqqWAYjIHBHJcuo9DlwmIgXAZc57VDUXeB3YACxyPq/9H15uvKZ/bDjbOiA59OsVRmiQLXwzxhOeDivVm1RW1aeApxoonw/Mb6Sdu91elwITG6n3GPCYJ7GZzi8tNpylefuartgKm/YeId2GlIzxmK3pM16XGhvO/vJKjrTTkrzKmlq2l1bYSiVjmsGSg/G6tFjXaovt+9tnUnpryVFq65T0BJtvMMZTlhyM1/WPcyWHrfvL26X9EyuVBvW2noMxnrLkYLwupVcYIu3Xc8gvPkKAn9A/1noOxnjKkoPxupBAf/r0CGVbu/UcykmNDScowP65G+Mp+2kxPqF/XPstZ80vPkKGzTcY0yyWHIxPSI1xJYe2fjrrkePV7CitILN3VJu2a0xXZ8nB+IS02HAOH6+h7GhV05WbYWORazJ6aJIlB2Oaw5KD8Qlpzoqlth5ayt1zCIChfdrvoX7GdEWWHIxPSItpr+RwmNiIIOJt72djmsWSg/EJfaNDCfSXk/cktJXcPYcZ0qcHIg09Cd4Y0xhLDsYnBPj7cU7/GJZsKG6zSenKmloKio8wtI/NNxjTXJYcjM+4clgi20srTk4it1ZBcTk1dWrJwZgWsORgfMakoQn4CXyQU9Qm7dlktDEtZ8nB+IzYiGDO6R/DwvVFbTK0lLvnMBHBAfTrFdYG0RnTvXi0n4MxHeXK4Yn87O0c8ovLTz4or7yyho/z9vFBThGf5O8nKMCPuMhg7jw3lZvHpTTaVu6ewwxJjMLPzyajjWkuj5KDiNwH3AMI8Jyq/lFERuLaGjQC2A7cqqqH3c5JwbWb289V9XcNtPkaMMh52xM4qKqjRCQV2Ahsco6tUNWZzb800xldPjSBR9/J4fcfbiIzMYoNRYdZll9CVU0dcZHBXDUiET8/IXf3IR56cz1Hq2q56/y0eu3U1ikbiw5zU1ZyA59ijGlKk8lBRIbhSgzjgCpgkYgsBOYAP1LVZSIyHXgA+JnbqX8APmisXVX9pttn/B445HZ4i6qOas6FmK4hPjKEC9Lj+HBDMR9uKCapZyi3jEth8vBExvaLxt/pBVTX1vH9eav5v/c2IMD00xLE51tKqaiqZXRKTy9chTGdnyc9h0xcf71XAIjIMmAqrr/6lzt1lgCLcZKDiFwHbAWavKNJXAvQbwIuaW7wpmua860sjhyvpkdoIAH+DU+LBfr78fS00dz7yip+uXADI/r2ICu118njf/q4gN5RIVwxrHdHhW1Ml+LJhHQOMEFEYkQkDJgMJDvlU5w6NzpliEg48CDwvx7GcAFQrKoFbmVpIrJaRJaJSL39q53PmSEi2SKSXVJS4uFHmc4gKMCPmIjgRhPDCYH+fvzuxpH0jQ7jvlfXcKjCtc1o9vYyVmwtY8aE/gQH+HdEyMZ0OU0mB1XdCDyBq3ewCFgL1ADTgVkishKIxDXkBK6k8AdV9fTh/NOAeW7vi4AUVR0N/BB4RUTqLVRX1WdVNUtVs+Li4jz8KNPVRIYE8vS00RQfPs73X11Nzu5D/OnjzcSEBzHtDJPVxpgz82hCWlXnAnMBRORXQKGq5gGTnLIM4Cqn+tnAN0TkN7gmmutE5Liq/un0dkUkALgeGOv2WZVApfN6pYhsATKA7BZdoenyRiX35GdXD+H/3tvAsnxXL/LHVwwiNMh6Dca0lKerleJVdZ+zAul6YLxbmR/wCK6VS6jqBW7n/RwobygxOC4F8lS10O2cOKBMVWtFpD+Qjmv+wphG3XFuKlNG9mFR7l42Fh3mW+NTvR2SMZ2ap/c5zBeRGKAamKWqB0TkPhGZ5Rx/E3i+qUZEZA4wW1VP9AJu5tQhJYAJwC9EpAaoBWaqapmHcZpuLNqGkoxpM9LWO295Q1ZWlmZn26iTMcY0h4isVNWsho7Z4zOMMcbUY8nBGGNMPZYcjDHG1GPJwRhjTD2WHIwxxtRjycEYY0w9lhyMMcbU0yXucxCREmBHM0+LBfa3QzjtpbPFC50vZou3fVm87asl8fZT1QYfTtclkkNLiEh2Yzd/+KLOFi90vpgt3vZl8bavto7XhpWMMcbUY8nBGGNMPd05OTzr7QCaqbPFC50vZou3fVm87atN4+22cw7GGGMa1517DsYYYxphycEYY0w93TI5iMgVIrJJRDaLyEPejud0IpIsIh+LyEYRyRWR+5zyXiKyREQKnO/R3o7VnYj4i8hqEXnPee+z8YpITxF5Q0TynP/O43083h84/xZyRGSeiIT4Urwi8jcR2SciOW5ljcYnIg87P3+bRORyH4r5t86/iXUi8paI9PSVmBuK1+3Yj0RERSTWraxV8Xa75CAi/sCfgSuBIcA0ERni3ajqqQH+W1UzgXOAWU6MDwFLVTUdWOq89yX3ARvd3vtyvE8Bi1R1MDASV9w+Ga+IJAHfB7JUdRjgj2sXRV+K9wXgitPKGozP+bd8MzDUOecvzs9lR3uB+jEvAYap6gggH3gYfCbmF6gfLyKSDFwG7HQra3W83S45AOOAzaq6VVWrgFeBa70c0ylUtUhVVzmvj+D6xZWEK84XnWovAtd5J8L6RKQvcBUwx63YJ+MVkShc29HOBVDVKlU9iI/G6wgAQkUkAAgD9uBD8arqcuD07Xwbi+9a4FVVrVTVbcBmXD+XHaqhmFX1Q1Wtcd6uAPo6r70ecyP/jQH+APwYcF9d1Op4u2NySAJ2ub0vdMp8koikAqOBL4AEVS0CVwIB4r0XWT1/xPUPtM6tzFfj7Q+UAM87w2BzRCQcH41XVXcDv8P1l2ERcEhVP8RH43XTWHyd5WdwOvCB89onYxaRKcBuVV172qFWx9sdk4M0UOaT63lFJAKYD9yvqoe9HU9jRORqYJ+qrvR2LB4KAMYAf1XV0cBRfGQIqSHOWP21QBrQBwgXkdu8G1Wr+PzPoIj8FNfw7ssnihqo5tWYRSQM+CnwaEOHGyhrVrzdMTkUAslu7/vi6qL7FBEJxJUYXlbVN53iYhFJdI4nAvu8Fd9pzgOmiMh2XMN0l4jIS/huvIVAoap+4bx/A1ey8NV4LwW2qWqJqlYDbwLn4rvxntBYfD79MygidwBXA7fq1zeC+WLMA3D9wbDW+dnrC6wSkd60QbzdMTl8BaSLSJqIBOGatHnXyzGdQkQE13j4RlV90u3Qu8Adzus7gHc6OraGqOrDqtpXVVNx/ff8l6rehu/GuxfYJSKDnKKJwAZ8NF5cw0nniEiY829jIq55KF+N94TG4nsXuFlEgkUkDUgHvvRCfPWIyBXAg8AUVa1wO+RzMavqelWNV9VU52evEBjj/Ptufbyq2u2+gMm4ViJsAX7q7XgaiO98XF3AdcAa52syEINr1UeB872Xt2NtIPaLgPec1z4bLzAKyHb+G78NRPt4vP8L5AE5wD+AYF+KF5iHaz6k2vklddeZ4sM1HLIF2ARc6UMxb8Y1Vn/i5262r8TcULynHd8OxLZVvPb4DGOMMfV0x2ElY4wxTbDkYIwxph5LDsYYY+qx5GCMMaYeSw7GGGPqseRgjDGmHksOxhhj6vn/sbwx0LrQtzcAAAAASUVORK5CYII=\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(oil0d.MDissolved + oil0d.MEvaporated + oil0d.MassOil \n", " + massbeached + oil0d.MDispersed + oil0d.MBio);\n", "ax.grid();" ] }, { "cell_type": "code", "execution_count": 10, "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": [ "oil0d.VolumeOil.plot();\n", "plt.legend();\n", "plt.grid();" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "oil0d.Thickness.plot();" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "oilLag = xr.open_dataset('/data/sallen/results/MIDOSS/ParticleNoTests/SoG_2000_bunkerc/Lagrangian_SoG_2000_bunkerc_SoG_2000_bunkerc.nc')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# 460:480, 240:260\n", "imin, imax = 460, 560\n", "jmin, jmax = 180, 260" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array(9998.7025)\n", "Coordinates:\n", " time datetime64[ns] 2018-01-15T20:30:00\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 17, "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(1, 2, figsize=(15, 5))\n", "it = 20\n", "\n", "field = oilLag.OilWaterColumnOilVol_3D[it]\n", "(field[:, imin:imax , jmin:jmax].sum(axis=0)).plot(ax=axs[0], cmap='copper')\n", "print (oilLag.OilWaterColumnOilVol_3D[it, :, imin:imax, jmin:jmax].sum(axis=0).sum(axis=0).sum(axis=0))\n", "\n", "axs[1].plot(oilLag.time[0:72], oilLag.OilWaterColumnOilVol_3D[0:72].sum(axis=1).sum(axis=1).sum(axis=1)\n", " )" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "oil0d.VolumeOil[0:72].plot()" ] }, { "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": [ "tmax = 20\n", "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", "imin, imax = 465, 490\n", "jmin, jmax = 230, 255\n", "oilLag.OilWaterColumnOilVol_3D[1:tmax+1, 39, imin:imax , jmin:jmax].sum(axis=0).plot(ax=axs[0]);\n", "oilLag.OilWaterColumnOilVol_3D[1:tmax+1, 38, imin:imax , jmin:jmax].sum(axis=0).plot(ax=axs[1]);\n", "oilLag.OilWaterColumnOilVol_3D[1:tmax+1, 0:38, imin:imax , jmin:jmax].sum(axis=0).sum(axis=0).plot(ax=axs[2]);" ] }, { "cell_type": "code", "execution_count": 20, "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=(5, 5))\n", "imin, imax = 465, 490\n", "jmin, jmax = 230, 255\n", "oilLag.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0).plot(ax=ax, cmap='gist_ncar');" ] }, { "cell_type": "code", "execution_count": 21, "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=(5, 5))\n", "imin, imax = 460, 560\n", "jmin, jmax = 180, 260\n", "oilLag.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0).plot(ax=ax, cmap='gist_ncar');" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array(10011.67851866)\n", "\n", "array(10006.67136475)\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=(5, 5))\n", "imin, imax = 540, 800\n", "jmin, jmax = 100, 220\n", "oilLag.Beaching_Volume[imin:imax , jmin:jmax].plot(ax=ax, cmap='copper')\n", "print (oilLag.Beaching_Volume.sum(axis=0).sum(axis=0))\n", "print (oilLag.Beaching_Volume[imin:imax, jmin:jmax].sum(axis=0).sum(axis=0))" ] }, { "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": [ "bt = np.array(oilLag.Beaching_Time[imin:imax, jmin:jmax] - oilLag.Beaching_Time[imin:imax, jmin:jmax].min())\n", "plt.plot(bt/1e9/3600, 'ro');" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "watercolour = 'lightskyblue'\n", "landcolour = 'papayawhip'\n", "waterland_cmap = mplcolours.LinearSegmentedColormap.from_list('mycmap', [(0, watercolour), (0.85, watercolour), \n", " (0.850001, landcolour), (1, landcolour)])\n", "xs = range(jmin, jmax)\n", "ys = range(imin, imax)\n", "xx, yy = np.meshgrid(xs, ys)\n", "mymask = oilLag.Beaching_Time[imin:imax, jmin:jmax] == oilLag.Beaching_Time[imin:imax, jmin:jmax].min()\n", "days = np.ma.array(bt/1e9/86400., mask=mymask)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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SmrxuflL9/1jKz7JNZVyttBM6q47VZTl/BX/pOWO9jHOz50KiDiAnBc32MbMZZvZTM1toZg+a2aF5bI7SPlKILANmmjNaszqbViRH3wSud/djzWwCMCWPShT8pVTtXgJi9BnDSZR56QbpEk4hOX8zmwa8BjgBwN03ABvyqEvBXwqRZmpimrNosyhbQV+ArHL2M81sQc3j+e4+v+bxbsBS4FIz2x+4E/iUu6/JpPYaCv7SlbIK/I3KDrFDCLFN3SOzM3SXufvcJq+PB14BnOLut5nZN4F5wBezqLyWDvhK6coIWs2mgKZJE+Vxg/c09UrHeQJ4wt1vix//lKgzyJyCv4hIEgXM9nH3Z4AlZrZX/NQbgQfy2BwFfwlCs3n5RU5dTHsMoIxplqNvLq+pnjkpbp7/KcCVZnYPcADwL1ltQi3l/KUr1ZtFlDQ10ikplNFBX7qDu98NNDsukAkFfylM0ZchCCGI53VwWHfvKlhBUz2LpOAvHaE2yIUQ1EOgwF+w7or9yvlLWFoF9tACfxk59trrF0mRuuviPhr5S8cIJdjVC/ZJzyvQaL2DhRW7U1Pwl45R5slVWV4iIo/zCKQAXZbzV9pHCtUqeJU5Mq6tO890zlgvN92oLClId2V9NPKXcJQV+EcH/dGv5RVglQbqIAHegD0tBX8JQp7X4klTZ23deQTqLE5sUyciY6G0jxQqlCDVbjvKmtFTdjvkJe6eegmJgr90hKxH/e2U1wkBt/Y4go4D5KOgG3kVRmkfKVTZ99UNSb1OZfTNahpNKy3r6qG9LLSRe1oK/lK6ThhZZ63RNvfiZ9EJApysk5rSPiIdSJ1EwVw5f5HMlZWq6NYUiTqGfFQ8/RISBX8JWh7TO8u+P0BW9Y/1MhMyNjrgK9JhmgXE2oOqWcyXL/vXhOb8S1Ia+Uuwigyko2fZpLm5u3Sf6HL+3ZXz18hfClP2qLiR0YFfpJ6wQnd6Cv5SupBGy52U9lFHVSSnEtjIPS0Ff5ECZXlpaClQgAds01LwFxFpoZrz7yY64CulKiLl087B3Cyvtd+qLdJZuuxy/hr5S7mKmppYRNBNWkf1fWPZ7mZ1hHTspBsp5y+SsdqAFkIAK6INedy/QHP88xOlfcpuRbYU/KUQ7QSyTr1Pb9q7fmWx3Uor5afbcv4K/hKUMoJXGaPl0aN0Be3AdeFsHx3wlUIoHbEp3Xyls1Tw1EtINPKXnpZlp6Qb1XQv5fxFelRoB6WlaOFdmyctBX/pWWWP+qWzdFnsV/CXYoQWHEcH/nbmz7czpTLNDKBmB4Rb1X/GmGqUEJjZY8AqYBgYcve5edSj4C+FSDsNMk+t2lXv9aRpoHa3OUmnorRTObzYA7avd/dleVag4C89LcmIfyydQx7tafZedQj5csK7DWNamuop0kSIv1ZCbFPXy+4G7jPNbEHNclL92vitmd3Z4PVMaOQvPanTA6hG/cXL6IDvsgQ5/MPc/Skz2wb4nZktdPebMqm9hkb+Ik1kccmHPCnwF6eo2zi6+1Px/58DrgEOymN7FPxF6sgiqFbLmDd70SblZVm+5M+BSgZLK2a2mZltXv038DfAfVluS5XSPlKITkuz5NHe0TOeag8oZzljSPJR0Ele2wLXmBlE8fmH7n59HhUp+IvkoFEwr3YAtQG/1QheI/wwFBH73f1RYP/8a1LaRwrQiyPXJNvci59Lx8og3x/a5SE08peel3Q+v/QuzfMXaVPoAbU2paL0ijTjGfwXEgV/yVWvBtRm292rn0mnc0+/hERpHxGRBELL2ael4C9SQ/l/qUc5f5Ex6MQ0Rye2WfKlnL9Ij8izA9AvDCmbgr8UItSRdF5n8ubxXilRBgd7QztkoOAv0sBYOwaN5rtTt53kpeAvhQl1lDs6WFcvv5C3UD8PqU8jfxFpSaP/7uI4FU+/hERTPaVQod7LN8Q2SVjCCt1gZveyabNWAAuAs939+WbrK/iLiCQQWs4e+A0wDPwwfnxc/P+VwGXA0c1WVvCXQvXSCLvVdfqlgwSYsye63eNhNY/vNbP/cffDzOy9rVZW8BfJiQJ/94jO8A0u+k81s4Pd/TYAMzsImBq/NtRqZQV/KUwvjfql+wQX+uFE4BIzmwoYUbrnxPj2j19ttbKCv0hOlPbpLqHl/N39DuDlZjYdMHdfXvPyVa3WV/AXEUkgsNiPmU0E3gXsCoyP7/uLu5+VZH3N85fCdNIoeN7sRR3VXslXoPP8rwWOIcrvr6lZEtHIX6SOasom1PMSpGBhzvbZyd2PHOvKGvlLoTppNJ1F0FfH0T0CvKTzzWb28rGurJG/FK6TRtONDtp2Svulq70aOMHMFgMDRDN+3N33S7Kygr9IC9VAX+9m70k6Ac366Q4Bpn2OSrOy0j5Sik4MhtWrfdYG/CTb0YnbKiNVT/IK4YCvmU2L/7mqwZKIRv4iY1CvA2j0K0Aj/+4Q0Mj/h8BbgTuJ+iWrec2B3ZIUouAvkpLy/70hlHvwuvtb4//PTlOOgr+ISAIBjfw3MrMdgVnUxHJ3vynJugr+UppOmvWTllI/nS26E1dY0d/MzgP+DniA6NLOEKV9FPxFRLJSCSv2A7wd2MvdB8aysoK/iEhLxd6A3cz6iO7I9WQ1x1/Ho0A/0Rz/tmmqp5Sql1IhvZLi6laewdKGTwEP1nvBzL5lZhcCa4G7zex7ZnZhdUlagYK/lE4dgITOiXL+aZckzGwn4C3Avzd4ywKiaZ6/BP4ZuDl+XF0SUdpHRCSBjHL+M81sQc3j+e4+f9R7LgBOBzavV4C7Xw4Q37RlvbsPx4/7gIlJG6KRv0jBNPrvQJ7ZyH+Zu8+tWUYEfjN7K/CcuycZwf8BmFzzeDLw+6SbpJG/iEgCBR3vPQx4m5m9GZgETDOzK9y93g3ZJ7n76pfa56vNbErSijTyFymBRv+dJTpgm/8lnd39DHffyd13BY4D/tgg8AOsMbNXVB+Y2V8D65Juk0b+IiXRiV+dJcB5/qcBV5vZU/Hj7YlO+kpEwV9EJEDufiNwY5PX7zCzlwF7EV3cbaG7DyYtX2kfCYJGwBK6oqZ6tmkv4K+AA4Hjzez9SVdU8BcpkXL/ncM9/ZIlM/sy8K14eT3wNeBtSddX8BcRaSGLg705XBL6WOCNwDPu/kFgfzTPX6RzaPTfATw64Jt2ydg6d68AQ/HdvZ4j4Y1cQMFfAqK8v4QswJz/AjObAXyf6LIOdwG3J11Zs31ERBII7HL+uPsn4n/+m5ldD0xz93uSrq+Rv4hIC0Ve2C0pi7zXzL7k7o8By83soKTrK/iLiCRQ8CWdk/gOcChwfPx4FfDtpCsr7SMSgOpBXx33CFcltLwPHOzurzCzPwO4+4tmNiHpygr+EpRuvK/v6IDebdvXE3KYp5+Bwfgyzg5gZlsDlaQrK/iL5GQso3hd7ydM1Zx/YC4ErgG2MbNziOb9fyHpygr+IiIJhBb63f1KM7uT6EQvA97u7nVv/ViPDvhKcLph5NsN2yC1nIqnXzJvlftC4FLgVmBZO+sq+ItkTIG/+0RpnzCu7WNmbzOzx8zsrvimL/cDFwH3mtkHkpaj4C8SGB0QDlNA8/z/Gfgb4KPAVcAb3f0QYD/gs0kLUc5fpCDtBHUd+JUmKu7+MICZLXb3RwHc/TkzG0paiIK/BKmTp3zWztnv1G2QUcKa6jnOzLYgytxU4n9b9bWkhSj4i+QkbeDX6D8slXDm+0wnupBbNeDfVfNa4kYq+IuItFA94BuC+ObuqemArwRLo14JSUAHfDOh4C9BUwcgoQhlqmdWlPYREUkgoJx/JjTyFwmYZguFIaSTvGqZ2f5mdnK87N/Ougr+EjylfqR0GeT7c7iZy6eAK4Ft4uUKMzsl6fpK+0jwenn0q44vHKHl7IEPE13Tfw2AmZ0H3AJ8K8nKCv6Sq2cef4zFD9zPFltvwx77H8D4/v6ymyQyJqHN1iGa5z9c83iYl+b+t6TgL7m54Rc/5/bfXLfxSzNtq5l85Kxz6O9PfLMhkSA4bdwlpTiXAreZ2TXx47cDlyRdWTl/ycWCW27jT7+6dsRoafmypXzjy2e1PYLqtNRHp7VXkgkt5+/u5wMfBF4AXgQ+6O7fSLq+Rv6Si6suu5z+wWH6xxlmL/0SfejBh3jh+efZaubMEluXv9oOYKzHLNSJhCW0rI+Z/cDd30fN5R1qnmtJwV9yMbBqJc+uXM3OW27G5AnjGa44Ty1fSwVjypQpbZfXCRdJyzJYK/AHxoPM+e9T+yC+n+9fJ11ZaR/JxZZTJzOxv48nXlzLU8vXsmjZWgY2354dTryIbz7b1nRkoLdn/IjUMrMzzGwVsJ+ZrYyXVcBzwLVJy9HIX3IxeZsd2HZgHRPH9/HCmvVU1m1gh+PPZPO9DgGSXbGy0wJ+Vlfh1Kg/PA5UChj4m9kk4CZgIlF8/qm7f3lEW9y/CnzVzL7q7meMtS6N/CUXHzr1ZB5duooHn17OsyvXg1dYev33Rrzn3MVzGgb4Tgv8oKDd7TyD/xIYAN7g7vsDBwBHmtkhdduTIvCDRv6Sk5nbbM22O2zPs089vfG5NQ/fxsDvv8vEwz8+4r2dGOhHaxT4u2HbJFJEyt+jAwur44f98ZJLzRr5S25OPv0zmzznt14Ja1eU0BqRNDK7vMNMM1tQs5w0uiYz6zOzu4ly+L9z99vy2CIFf8nNbnvOYdLkyRsfb7XZRCaMc1YvvLnEVhVrLKkg/VoITzXnn3YBlrn73Jpl/iZ1uQ+7+wHATsBBZrZvvTaZ2e5mNjH+9+vM7FQzm5F0mxT8JVcf/fSpbDV1Ei/bfgbbzZjCslXreezyM/DKcOuVO8C82YtyyfWrAwhPQTn/l+pzXw7cCBzZ4C0/A4bNbA/gYmA28MOk5SvnL7k66NWvYre95vDpEz6CGQzHw5/K4AB9E9uf7x+KIg7u6h6+ASnoZixmtjUw6O7LzWwycDhwXoO3V9x9yMzeAVzg7t8ysz8nrUsjf8ndxImTqLhvDPxAToewwpQmgOsXQDgKurzD9sANZnYPcAdRzv+6Bu8dNLPjgQ8A1fckvnKiRv6SO0t8nUGpR78AylfUPH93vwc4MOHbPwh8DDjH3Reb2WzgiqR1aeQv+as34umxDiFt8NYvgPKFdmE3YDfgNHf/Udy+xe5+btKVFfxFCqIOoLN5BkvGjgMWmdnXzGzvdldW8Jf81cn7WI/mgpS+6VAe3sjf3d9LlCL6C3Cpmd1iZieZ2eZJ1lfwl9xtNnUqe7xsLxg/AcZPYMrucxk3YXLrFbuUOoDONJYbto9esm+TrySa8vljooPF7wDuSnIvXx3wldyZGZ8/92y+8NOHMIzpc99SdpNS00HY3uI4lcAu6WxmRwMfAnYHfgAc5O7PmdkU4EFa3MtXI38pxIQJE9jy0HeyxaHvYFyX3MYxTQ5eHUfnCTDn/7fAN9x9P3f/urs/B+Dua4k6haYU/EU6iA76SpW7v9/db2rw2h9ara/gL5JCGaN/dQDlCO2Ar5kdYmZ3mNlqM9tgZsNmtjLp+gr+IimVEYzVARQvwAO+FwHHA4uAycCJtMjz11LwlzC8+CQDC65l9T1/pDKwtuzWtE0dQHdzh4p76iX7dvkjQF98JdBLgdcnXVezfaR0w/f9npVXfYEnX1iFGYyfsQN7fP4X9E3arOymtWUsM4Cq7x9rIB+9ng4k5yewyT4Aa81sAnC3mX0NeBpI/KXRyF9KtW7JA6z72RdZumI17k6l4gytWsqah24tu2ljMtYgnlXQbnZrTEmn6Es6J/A+ohh+MrAG2Bl4V9KVNfKXUi39/aVMHRykv28cA0MVACpDg/RN3aLklhUv7a8AyVdoI393fzy+BDTu/pV219fIXwrRKKCNn741z6weYsaUCUyZ0Mc4A9wZWv1CsQ0MiFI34Ymu6hlGzt8iZ5rZMmAh8LCZLTWzL7VTjoK/lGrbN3+Sffd/OU+8uJa1G4Y3Xjb32V9/J4+rIBYii5G7OoDwBDTb5zTgMOCV7r6Vu28BHAwcZmafTlqIgr+U6vN7P8XpZ32JXffYfcTzA08+xLrH7yupVempA+g2WWT8M4v+7weOd/fFG1vn/ijw3vi1RBT8JQif/Md/GPmEO7b8yXIaExB1ACP8ac0AAAxMSURBVIHIYNSf4ci/392XbdJE96W0cScvBX8Jwg4778SuMzdnXHyp5y03m4g9dnvJrRKJhJTzBzaM8bURNNtHclcvBVJvRDswbiJ7bRcd9F2+bgOVe38Lh38Cps4sopmZy+rKn5oFFIaADkHt3+AyDgZMSlqIRv4SjPd+8uMsfGY5C59ezur1Q0yeOAEGB8puVjCUAipXKNf2cfc+d59WZ9nc3ZX2kXA1CmIHvHIup5z2SV6200x2224L7K/eCDN2KLh1IvUFeEnnVJT2kUK1Gr0efMTfsO/BhzA0uIHvrjik7i0gRSQ9jfwlOJtNm8b0rWZ2ReDPOk+v1E85nHDSPlnRyF9ypYOUIz+DrA4A63MtmLPxBMRuoZG/5Eoj1Xzocy2eRv4iIj0osNidmkb+UiilK6QTZXNxh7B6DwV/yZ1SFBF9Dp2t4umXkCj4SyFqA59G/9KJui3nr+AvhVDA12fQ0cK6sFsmFPwld/WCXrNAWBkeZsHNt7Liz7/Fhweblu2VCivvvYEVd11PZTDxNa1E2hKdoZt/zt/MdjazG8zsQTO738w+ldc2abaPBOeCc87lnrvuZqhiTJ69H7t96jKswQlfSy7/HCvv/SMMV+jfagfm/NO1jBsf7m6d1cXepHgF5eyHgM+4+11mtjlwp5n9zt0fyLoijfwld+0Eu6HBQe689XYGN2zAhwZY+8gChla/WPe97s6KO3+DD6zDhwbY8OxiHp9/clbNFhmhiJy/uz/t7nfF/14FPAjsmMf2hDtEkq5XbxS8yRfEHSqVEU/VrnPqzC15fulL97VYff+fWPfkw0zecc/sGyw9LaOc/UwzW1DzeL67z6/3RjPbFTgQuC2TmkfRyF86wEvfutGdxbyzv8K4ceNGvPeR897N83/6cUFtk16Q4bV9lrn73JqlUeCfCvwMOM3d6127PzUFfynEvNmLkqV/6uT23StsWLaE4fVrNnlth5134szzv8b2O9X8Mh7ewNM//3rd94uMVSWDJQkz6ycK/Fe6+88z3IQRFPylVKNn/dTLiy7+9kk8fPYxLDzjNSy87/5NXt99zzkcd8LI+1b7hnU8OO/VrHn0rmwbnJIO9naoDEb9SXL+Fs1suBh40N3Pz3OTFPylMEnmuY8fP55xfX0jntvw1CJ8cD2VDev44b9fWne9nWbtssmMIB8c4NELTmBg6f+NvdEixToMeB/wBjO7O17enEdFCv4SFG9xNszEyfVvUbrdjjtw+FvrfEeGh3j2P76dVfNSy/JEL/2KKFYRJ3m5+3+7u7n7fu5+QLz8Oo/tUfCXQiQNegabjPyr+vr6+PApn2y47gc+9hGOOHrTDmDV/TcxvDaXY2ZjojN9O0833sxFwV+CMq6vj5NOO4Xx/f0wbjxT5rySqEuA6TOmN725l5lxwsc/yqXXXMXMbbbe+Hxl7QoWnfe3OgNYUum2e/gq+Esh2klRHPb61/Lxz57GuMlTWf/kwzC+H4AXX3iRiy/8TsP1rv/FL/nAMcfyoXf+HWvXrB3x2uCyJbx489Vja7wIUHFPvYREwV8K0SzVMfq1dWvX8m//egGVNcuprF0BQ9GI3d158N77OP+sf2Fg/cCIdf7zl9fxg/kXMzQ4iLuzds2m0zxXP3x7BluSDaV+OkuU9tGF3URyNRgH8BHGRSejVyoV7rrtdq750Usnca1etYorv39Jy3LXPfVIcHlX6RCunL9ILs5dPGfjaHja9Okc9OpXjXxDzUFgd+d/F/x54+Pnly5leHi4ZR2Dzy3m6Z9/PZsGZ0Cj/87SbSN/XdtHClHN+bcKeNXXjz/2ndxx8y0Mbogv6Tw08tLOTy1ZwrxPnMqy55YyMDAwupiGnv+vK9jioKOZvPPebbQ+XPNmL1InUpBKcIds09HIXwqV9MDvzrN2Ydfdd2fS5EnYhElM3mWfEa8PDQ2x5LHHWbd2LZUEo/6NrI8NLzzZTpNFujLnr5G/BOlr//cyvnDeOSy8736uXrE3NmESj5z3bnxwALz5VVI2P+BwVt1zA1Q27RTG9U9g6p4H59Vs6Vrh5ezT0shfStfo18C/Ltmb66Yfy+Rd9mHSdruz55euY+bhH4T+CdBXf9wyadbLmXXiN5n10Ytg3MiTxWz8RHb7hyvom7x55tswVkrZdA6N/EVSGutlCSZssT3bv/0zzHjFUax/8iHo62ftkgeorF/DuL4+Ntvjr5l+4JswM6bt+1rmfP5aVtx1PUMrlzJh5s7MmPsW+mdsm/HWpKe7e3WGbsv5W7f9lJFszT1wX19ww1WF1NXro+A0HcDoz+6MV0y4093npm2TRKZNnuCH7JF+4PC7+54I5u+itI8E4/RZD7H8jutY9sfLGVyxtOzmiIygef4iObnsu9/jiR9+mWeuPZ9F//IOhtetLrtJher1Xz5SLAV/CcYd/30LvmEdPjSID21g/RMLy25S4dQBhKvbDvgq+EswZs/ZnfH98RyEyjATtplVboNEaujCbiI5OXneP/KGo47kla86lNmnXkL/9K1brySAbuyStywu5xxW6NdUTwnIlClT+MDHPgL0dvpDUz/DFNoB27Q08pcg9XrwG0vn1+ufWa4yyPeH1ndo5C/BGlz+LIzro3/azLKbIj0vvKmaaWnkL0G64vsX89CX38RDXzycpb+/tOzmlKKXU1+hcaDi6ZeQKPhLcFatWMnvfvVrfGgDPrSBZ375DbzS/GJuInnzDP4LiYK/BKevf3z1nu0AWF8/Te/cLhsp75+fbsv5K/hLcKZMmcKHTv44EyZOZNykqezy4fOxDgv+82YvyiQQK/UTjm67vIMO+EqQXnvE4bz2iMMV/CQIHmDOPi0Ff5EcJb19pYQvtJx9Wkr7iGSsXrony8s1j6V+SU85fxEZkyI7AMlet+X8FfxFCpTmQLA6gPJonr+IZEKpGSmbgr8ELaspk0VKOkLvtO3qbelTPknTPmZ2iZk9Z2b35blFCv4iJVIH0DkKvKTzZcCRWbW7EQV/6QjdHCS7edu6hhd3wNfdbwJeyHeDNM9fpKPUppTUaRSnesA3AzPNbEHN4/nuPj+Tktukkb9IDrKam9+Jxzy6VUYj/2XuPrdmKSXwg4K/dJBuD4LV7asG/HmzFzXtRDT1s1gF5vwLoeAvkpOs7salIB8GneQlUqJuH/2P1mp71TEUp6jLO5jZj4BbgL3M7Akz+3Ae26PgLx2nkzqAtMFZwT0M0VU9PfWSrC4/3t23d/d+d9/J3S/OY5sU/KUj9eqB0F7c5lAUNfIvioK/dLROCIbnLp6zccnC6G3Wr4MipLt9Y/W/kCj4S8frhA6gKospoAr25dDIX0TaVhvExxq8O6mT6zbRSV7F5PyLouAvXaETAuPoDqDdC8BpxF8ujfxFAhVyB5A2568pn5I1C+3EAwnL3AP39QU3XFV2M9rWqcEwbZCvrm9b7HOnu8/NrGE9bmJ/n28/Y0rqch5ftjqYv4tG/tKVOnUqaKd2Wl0vg5RPaONsXdVTJDDnLp6jWz0GpnrAt5so+IuIJNBlsV9pH5EQaQQfHl3YTaSDdGLev0odQFh0SWeRDtPJHYCEwUl/gldoxwyU85eekMUZttLDApytk5ZG/tJzOmkaqDqqcCjnL9IlOqUTqHYA6gjK1W3z/BX8ped1Ugcg5YgO2OqSziJdpxM6AClXxdMvIVHwF4mpA5Bmui3nr9k+IjV0+WSpK8CcfVoK/iIiLVRz/t1EaR8RkR6k4C9Sh/L/MpoO+Ir0CHUA8pL0B3tDO+Cr4C/ShDoAqeq2k7x0wFdEpAWH4EbuaSn4i4gkUCm7ARlT8BcRacU18hfpOTrxSyC8nH1aCv4iCemeAL2rG3P+mu0jMgaaBdR7KhksSZjZkWb2kJk9YmbzMt2I2nq6rTeTbJnZUuDxstshbZvl7luX3YhuYWZulr4cd+5097lN6ukDHgaOAJ4A7gCOd/cH0tc+ktI+0pQCiEikoHHyQcAj7v4ogJn9GDgGUPAXESnBfwIzMyhnkpktqHk8393n1zzeEVhS8/gJ4OAM6t2Egr+ISAvufmRBVdVLLuXym0MHfEVEwvEEsHPN452Ap/KoSMFfRCQcdwBzzGy2mU0AjgN+mUdFSvuIiATC3YfM7GSiYwx9wCXufn8edWmqp4hID1LaR0SkByn4i4j0IAV/EZEepOAvItKDFPxFRHqQgr+ISA9S8BcR6UH/H6wXkI9drZKeAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cnorm = mplcolours.Normalize(vmin=0, vmax=7)\n", "mycmap = mpl.cm.copper\n", "fig, ax = plt.subplots(1, 1, figsize=(5, 5))\n", "ax.set_aspect(500/440.)\n", "ax.tick_params(axis='both', which='both', bottom=False, left=False, labelbottom=False, labelleft=False)\n", "ax.pcolormesh(1-mesh.tmask[0, 0, imin:imax, jmin:jmax], cmap=waterland_cmap)\n", "ax.scatter(xx-jmin+1, yy-imin+1, s=10, c=days, cmap='copper', vmin=0, vmax=7, marker='o', edgecolors='face');\n", "ax_cbar = fig.add_axes([0.9, 0.12, 0.05, 0.76])\n", "cb = colorbar.ColorbarBase(ax=ax_cbar, cmap=mycmap, norm=cnorm);\n", "cb.set_label('Days to Beaching')\n", "fig.suptitle('10,000,000 $\\ell$ Oil Spilled on Jan 15, 2018 in Strait of Georgia');" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/sallen/anaconda/envs/py37/lib/python3.7/site-packages/xarray/core/computation.py:604: RuntimeWarning: divide by zero encountered in log\n", " result_data = func(*input_data)\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=(5, 5))\n", "np.log(oilLag.Beaching_Volume[imin:imax , jmin:jmax]).plot(ax=ax, cmap='copper_r', \n", " vmax=10, vmin=0);" ] }, { "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 }