{ "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": 3, "metadata": {}, "outputs": [], "source": [ "oil0d = pd.read_csv('/data/sallen/results/MIDOSS/ParticleNoTests/SoG_2000_AKNS/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": 4, "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": 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", "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": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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e2GJX4jJhY6FvXKPTr9R62xmekhDpUvpkQu4w/uvGs9l0sI5bH1pPTVNbpEsyMSB6/841Jsw2H6qjqc3HeeOzI11Kn10/ezQA//THD7juZ+9y0ZRcCrNSmT8+i3MKM0mIs36bOTMW+sY1Xt95lIQ44aIpOZEu5YxcP3s0Y7NSuf8vO3l911Gqm9oBSE+KZ+GkbD4xZSTXzc4nPXlo/AVjIstC37jGa7uOcv6E7CEZjucUZvLHLy8EoKGlgzUl1by9t4q3P6zmlR1H+cEru7n9wgncfuEEEuOt9296ZqFvXKG0qol9VV6+sLAo0qWELCMlgatm5XPVrHxUlQ/KGvjZqr388JU9+DqVey6bHOkSTRSzLoFxhVW7jgJwSYxtcSAinFOYyW++MI/LzhrJb9fsP3HNAGO6Y6FvXOH1ncc4K384Y0akRrqUAfOViydR39zB79cfinQpJopZ6BtX2Fpez4IJQ2fWTn+cO3YECydms+KdfbR22Lx+0z0LfRPzWjs6ae3wk5OeGOlSBtxdF0+iqrGNP24qi3QpJkqFFPoikikiT4vIbhHZJSILRCRLRF4Tkb3OxxFBx98nIiUiskdErgi9fGN6V9/cAUBmSuyH/oKJ2cwZm8mv3iqlo9Mf6XJMFAq1p/8/wMuqOg2YDewC7gVWqepkYJVzHxGZDiwFZgBXAg+KSPSvhzdDXn1LYF57ZurQm6p5pkSEuy6eRHl9C8+9XxHpckwU6nfoi8hw4CLgNwCq2q6q9cASYKVz2ErgBuf2EuBJVW1T1f1ACTC/v+9vTF991NOP/dCHwAylaXnpPPhWCZ1+uxi7+bhQevoTgCrgtyKyRUQeEpE0YJSqVgI4H7vmyBUAh4OeX+a0nUJElovIRhHZWFVVFUKJxnwU+hku6OlDoLd/58WT2Ffl5Qcv77aTuuZjQgn9eOBc4JeqOgfw4gzl9KC7ywB12w1R1RWqWqyqxbm5uSGUaAw0nBjeif0x/S5Xz8rnU3MK+N+393HFT9/mpW2V+K3Xbwgt9MuAMlVd79x/msAvgaMikg/gfDwWdHxh0PPHADboaAac24Z3AOI8wk9uOYfHbjuPeI9wx+Obuep/3uG9A7WRLs1EWL9DX1WPAIdFZKrTdCmwE3geWOa0LQOec24/DywVkSQRGQ9MBjb09/2N6av6lg4S4iQqro072C6YnMOr//gJfnrLOTR3+Pjsr9fxx42He3+iiVmh7r3zD8DjIpII7AP+jsAvkqdE5DbgEHATgKruEJGnCPxi8AF3qqoNNpoBV9/cQUZKIiLuvNB4nCdwNa6Lp47kK7/fxD89vRVVuHleYe9PNjEnpNBX1feB4m4eurSH4+8H7g/lPY05Uw0t7a6YrtmbjNQEfvd387nxl2v437dLual4jGt/EbqZrcg1Ma++ucNV4/mnkxDn4dbzxlFa5WXTwbpIl2MiwELfxLz65g7r6Qe55ux80hLjePI9G9t3Iwt9E/MaWgJj+iYgLSme688p4IWtFRxv7Yh0OWaQWeibmFffbGP6J1s6r5DWDr9t1eBCFvomprX7/HjbO21M/yRnj8lgZsFwfrt6vy3achkLfRPTGlqchVnW0/8YEeH2Cyewr8rLqt3Hen+CiRkW+iamdW3BkOGiLRj66ppZ+RRkprDi7dJIl2IGkYW+iWlu3IKhr+LjPNx2wXjeO1DH5kM2fdMtLPRNTDsR+ja8061b5hWSnhTPkxvsurpuYaFvYlp9i3uumtUfaUnxLJyUzeqSGlTthK4bWOibmFbf3DWmbz39niyalEN5fQuHa1siXYoZBBb6JqY1tHTgEUhPCnVvwdi1cGI2AKtLqyNciRkMFvompgV22EzA47GNxXoyMXcYI9OTWF1ioe8GFvomptW3dLjqiln9ISIsmpTD2lIb13cDC30T0+qb28mw6Zq9WjAxmxpvO3uONka6FDPALPRNTGtosR02+2LRpBwAVpfURLgSM9As9E1UC3UXSNtLv28KMlMoyk5lrZ3MjXkW+iYqqSq/eLOEs//9Vb7/8u5+jzUHdti0Mf2+WDAxh/X7avF1+iNdihlAFvom6vj9yref284PX9nDhJw0fvlWKf/+/I4z3g2yo9PP8Vafjen30aJJ2TS2+dha3hDpUswAstA3UefF7ZU8tu4Qyy+awOtf+wS3XzielWsP8vePbTqj4Z6uLRiyh1lPvy8WTAjM119bauP6scxC30SdR9cepDArhW9eOQ2PR/iXq8/iO9dN583dx7j+Z+9SUd+3laN1zmrcrDQL/b7IHpbEtLx0m68f4yz0TVT58Ggj6/fX8rnzxhHnLKgSEf5u0XieWH4+5fUtPPTO/j69Vk2TE/o2pt9niyblsPFgHa0dnZEuxQwQC30TVR5bd5DEeA83Fxee8ti8oiyumJHHnzaX9SmUunr6I6yn32eLJmXT7vOz+aBttRyrLPRN1Ghs7eCZzeVcOyu/xyGZz84fS0NLBy9vP9Lr69V4A6GfbaHfZ/PHZxPnEduHJ4ZZ6Juo0NLeyZcf24S33ceyhUU9Hnf+hGyKslP5fR/2f69zQt+mbPbdsKR4Zo/JsEVaMSzkrQdFJA7YCJSr6rUikgX8ASgCDgA3q2qdc+x9wG1AJ3C3qr4S6vuboa+1o5PbH9nImtIafnzTbGYXZvZ4rMcj3DJvLN9/eTclxxqZNDK9x2Nrve2kJ8WTGG99mzOxaFIOv3izhOOtHQxPjux0V1WlvL6F7eXHeWdvFVvLGhCBhDgPCXHifPQwPDme71w3w4by+iAcPw33ALuC7t8LrFLVycAq5z4iMh1YCswArgQedH5hGBdr7ejkSys3srq0mh/fNJtPnTum1+fcOLcAoNchnlpvO1k2XfOMLZyYg19hw77aiNbx6o4jzP7uq1zw/Tf58mOb+POWcjJSEshOSyQlIQ6/QlObj7K6Zv78fgVr99lfJ30RUk9fRMYA1wD3A19zmpcAi53bK4G3gG867U+qahuwX0RKgPnA2lBqMENXc7uPv390E6tLq/nRp/sW+AAj05OZlpfO2n013HXJ5B6Pq2tuZ4QN7ZyxOWMzSYr3sLq0msumj4pIDR8ebeSrf3if8TlpfPa8sUzLS+fsMZkkxJ3aT63ztjPnP1+jsqE1ApUOPaEO7/wU+Gcg+G/sUapaCaCqlSIy0mkvANYFHVfmtJ1CRJYDywHGjh0bYokmGu2qPM5dv9/MvmovP/z0bG6c27fA73L+hGye2HCINl8nSfHd/8FY621n1PDkcJTrKskJccwryorYIq2Glg6WP7KRtKR4frNsHnkZp/8aZqYmkJzgobKP6zfcrt+hLyLXAsdUdZOILO7LU7pp63ZdvaquAFYAFBcX2wbfQ0inX1ldUs3GA7X4Fdo7/VQ3tVHnbcfb3om3zUdzeydldc1kpiby2G3nndjh8UwsmJjN79Yc4P1D9ZznrCQ9Wa23nbPyh4f6KbnSwknZ/ODlPVQ3tZEzLGlQ3/s/X9hJWV0LTy4/v9fAh8A6jvyMFOvp91EoPf1FwPUicjWQDAwXkceAoyKS7/Ty84FjzvFlQPDk6zFARQjvb6LMy9sr+bfndnCssQ0R8IgQ7xFyhiUxIi2BYUnx5A1PJjUpnkumjeSOxRP7HSjnj89GBNbuq+k29FU1MKZvJ/b6ZeHEHGAPa0truG726EF73zWl1Ty9qYw7Fk+kuCirz8/Lz0imssF6+n3R79BX1fuA+wCcnv43VPVWEfkhsAz4nvPxOecpzwO/F5GfAKOBycCG/pduosmrO45w5++3MD1/ON+9fgaXnDWyx2GXcMhITWDG6OGsLa3hq5ed+nhLRydtPr+N6ffTrIIM0pPjWVNaPWih39rRybee3c647FTuubTnczXdyc9IYY2tLeiTgbha9PeAp0TkNuAQcBOAqu4QkaeAnYAPuFNVba33EFbd1Maa0hq2Hq7nkbUHmVWQwaO3zSd9kKb5LZiQzco1B2nt6CQ54eO/YLq2YLCFWf0T5xHOn5A9KPP1/X7l/7ZW8LM3Sthf7eXR2+af8vXsTX5GMkePt+Lr9BPfzcle85GwhL6qvkVglg6qWgNc2sNx9xOY6WOi0OHaZl7deZSdFcep9bYR55Ggfx4SnNvxcR4O1nhZt68Gv0JinIcFE7N54DNzBi3wITCu/+t39rP5YB0LTzovYFswhG7hxGxe23mUw7XNFGalDtj7/NdLu/j1O/uZOiqdX906lwsn557xa+RnJuNXqGpqIz8jZQCqjB0D0dM3Q9CuyuN85tfrqG/uIDc9ibzhyXT6Fb8qPr/S6Vd8fj+dnUqHXxmRmsBdF0/i8ul5TM1Lj8gCqPnjs0mK9/DyjiOnhH6tt2uHTdtLv7+6TrCvLa0ZsNDfsL+Wh97dz2fmj+X+G2bi8XQ336N3o52gr6hvtdDvhYW+oeRYE3/7m/Ukx8fx+tcWnHaVazQZlhTPVTPzeHZLOf9y9VkfGxLoCn0b0++/ySOHkTMsidWl1dw879QN8ELlbfPxjT9+QOGIVP71mrP6HfjAiVk+gZO5I8JUYWyywS+X233kOEtXBJZPPH77eUMm8LvcMm8sja0+Xtpe+bH22hObrQ3udMNYIiIsnJjNmtKafl+u8nR+/mYJh+ua+dFNs0lLCq3/2dXTP2LTNntloe9iHxyuZ+mKdcR54Inbz2di7rBIl3TGzp+QxbjsVJ7ccPhj7XXN7cR5hPRk+2M2FIsmZVPV2EbJsaawvm6tt52Vaw5w7dmjmT++71MzezI8JZ7UxDgq6i30e2Oh71LtPj9feXwzw5LiefrLC5k8amj18LuICDcXF7J+fy37q70n2mu97YxITQhpyMB0zdcn7FfTeuidfbR0dHL3JZPC8noiQp7N1e8TC32XenpTGeX1Ldz/yVkDOjNjMHx67hgS4oQHVu090WYLs8KjMCuVsVmp/GVbZdiGeOqbA738q2flh7WzMdpW5faJhb4Ltfv8/OLNEs4pzOSiyWe+BUK0GTU8mTsWT+LZLeW8tSewALzO22EnccPk9osm8N6BOl7YWtn7wb0or2/hK49vxtveyd2n2SyvP2xVbt9Y6LvQs1sCvfx7Lp2MSGwMf9x58UQm5qbxrWe3423zUeNts55+mHx2/lhmFgzn//1lJ01tvn6/zjOby7jiv9/m/cP1fP/GWUzNC++QYn5GMsca2+jo9If1dWONhb7LqCor3t7HrIIMFk8980Uw0SopPo7v33g2FQ0tXPPAO1TUt1roh0mcR/iPJTM5eryNH7+654yf39rRyTef3srXnvqA6fnDeeWrF3HLvPDvnpufmYIqHGtsC/trxxILfZf58GgTpVVebp5XGDO9/C7FRVk8/IV5pCbG09LRSX4fdmg0fXPu2BF8fsE4frv6AM+9X97n51XUt3DjL9fw1KbD3HXxJH5/+3kDdg6p6+ttWyyfns1nc5m/bKtEBK6ckRfpUgbExVNH8onJuWw5XMeUITojKVr96zXT2X2kkX96eivjstM45zSXtYTAjpl3P/E+rR2d/GZZMZdMG9gLsowZEZirX1bXQnHRgL7VkGY9fZd5aVsl84uyyE2P3UVLHo8wd1zWoO4D5AaJ8R5+detcRqYnsfyRjd0uhPJ1+tlyqI47HtvEZ3+9nrSkOJ79ysIBD3yAMSNSEYEDNd7eD3YxC30X2Xu0kb3Hmrh6Vn6kSzFDVFZaIg8tK8bb5mP5oxtp7QhslNvY2sG//nkbs7/7Kp98cA1v7ani65dP4ZWvXjRoa0CSE+IYnZHCgWoL/dOx4R0XeWn7kcDQzszYHNoxg2Na3nB+unQOyx/dyJKfr+bccZn8dU8VR4638qlzx7B4ai4LJ+ZE5ER6UU4q+2uaB/19hxILfZfwdfr585Zy5o4dYdeNNSG7fPoofnDj2Ty18TAvbT9CfkYKv/jcucwZG9nNzoqy0/jLttDXE8QyC32XeHz9IfZVe/nnK6dFuhQTI24qLuSm4vDvvhmKouw06ps7qG9uJ9MW53XLxvRdoM7bzk9e+5BFk7K5YsbAn1AzJlKKctIAPrYPk/k4C30X+OnrH9LY2sG/XTsj5ubmGxNsfE5gDcBBG9fvkYV+jPP7lWe2lHPDOQVhX/ZuTLTpmrZpPf2eWejHuMN1zX0jXZEAAAxqSURBVDS2+sKyZ7kx0e7EtE2bq98jC/0Yt738OAAzRmdEuBJjBsf4nDQO2PBOjyz0Y9yOigbiPcKUvKF3VSxj+mNcdqot0DoNC/0Yt73iOJNHpZMUH9f7wcbEgPE5aTS0BKZtmlNZ6McwVWVHeQMzRw+PdCnGDJqibJu2eToW+jHs6PE2arztzLDQNy4yPjcQ+qVVFvrd6Xfoi0ihiLwpIrtEZIeI3OO0Z4nIayKy1/k4Iug594lIiYjsEZErwvEJmJ7tqGgAYGaBncQ17jEuK5XEeA97jhyPdClRKZSevg/4uqqeBZwP3Cki04F7gVWqOhlY5dzHeWwpMAO4EnhQRGygeQBtLz+OCJyVbz194x7xcR6mjBrG7iONkS4lKvU79FW1UlU3O7cbgV1AAbAEWOkcthK4wbm9BHhSVdtUdT9QAszv7/ub3m2vaGB8ThppSbbFknGXaXnDLfR7EJYxfREpAuYA64FRqloJgV8MwEjnsALgcNDTypw2M0B2VR63+fnGlablpVPV2EZ1k10v92Qhh76IDAP+BHxVVU83iNbdpi/aw2suF5GNIrKxqqoq1BJdydfpp7KhlaLsgbkeqTHRrGtIc4/19k8RUuiLSAKBwH9cVZ9xmo+KSL7zeD5wzGkvA4L3YR0DVHT3uqq6QlWLVbU4Nzc3lBJdq7qpnU6/kmcXBzcu1LXP1K5KO5l7slBm7wjwG2CXqv4k6KHngWXO7WXAc0HtS0UkSUTGA5OBDf19f3N6FQ0tAORb6BsXyhmWRM6wJBvX70YoZ/gWAX8LbBOR9522fwG+BzwlIrcBh4CbAFR1h4g8BewkMPPnTlXtDOH9zWl0XbQ6b3hKhCsxJjLOyk9nt03bPEW/Q19V36X7cXqAS3t4zv3A/f19T9N3lU7oW0/fuNW0vHQeWXsQX6ef+Dhbh9rF/idi1JGGFpITPGSmJkS6FGMiYmrecNp8fttx8yQW+jGqoqGV/IwUu1KWca1pzsncrpXpJsBCP0YdaWglb7gN7Rj3mpaXzrCkeNbvr410KVHFQj9GHWlotfF842rxcR7OG5/FmpLqSJcSVSz0Y1CnXzl6vNXm6BvXWzAxmwM1zZTXt0S6lKhhoR+Dapra8PmV/EybrmncbdGkHADr7Qex0I9BFV3TNW1M37jc1FHpZKclsqa0JtKlRA0L/Rh0xFmNa8M7xu08HmHBxGzWlFaj2u1WX65joR+DbGGWMR9ZNCmHo8fb7EpaDgv9GHSkoZXEeA9ZaYmRLsWYiLvAGdd/7v3yCFcSHSz0Y1ClM13TFmYZA4VZqVw3ezQr3t5ns3iw0I9JlQ0ttjDLmCD3XjUNgO+/tDvClUSehX4Mqqi3hVnGBCvITOHvL5rA8x9UsPlQXaTLiSgL/Riz50gj5fUtTB9tF0M3JtiXF08kPTmex9YdjHQpEWWhH2N+t2Y/SfEebppb2PvBxrhIamI818zK55XtR2hu90W6nIix0I8hdd52nt1SzifnFDDCZu4Yc4ob5hTgbe/ktZ1HI11KxFjox5An3ztMa4efLywqinQpxkSl+UVZjM5I5s9b3Dt900I/Rvj9ymPrDrJgQjbT8mw835jueDzCkjkFvL23muqmtkiXExEW+jHivQO1lNe3sHS+jeUbczqfnFNAp19d29u30I8RL2ytJDnBw2VnjYp0KcZEtSmj0pk7bgQr1x6g0+++/Xgs9GOAr9PPi9squXTaKNKS+n2te2Nc40sXjOdwbYsrT+ha6MeAdftqqfG2c93s/EiXYsyQ8Dcz8hgzIoWH390f6VIGnYV+DPi/DyoYlhTP4qkjI12KMUNCnEf4wsIiNhyoZWtZfaTLGVQW+kNcc7uPl7ZXcvn0USQnxEW6HGOGjFvmFZKZmsC3/7ydjk5/pMsZNBb6Q9yjaw9yvNXHreePi3Qpxgwp6ckJ/NcnZ/FBWQM/ee3DSJczaCz0h7Dmdh//+/Y+LpqSy9xxIyJdjjFDzlWz8vnM/EJ+9ddS3t3rjuvoDnroi8iVIrJHREpE5N7Bfv9Y8ujag9R627nn0smRLsWYIevb105nUu4w7npiM4dqmiNdzoAb1Pl9IhIH/AK4HCgD3hOR51V152DWMRSoKp1+xa/gV0UV2n1+dlYeZ/OhOrYcqmN1SY318o0JUWpiPL/+fDFLfrGaLz3yHj++6RziPKFfgGh4SjwFmSlRdzGjwZ7UPR8oUdV9ACLyJLAECHvof2nle+yvDlwT88TyC/3otqoG3e56WD+6HbRmo+uCysHHdz37o+cGP0c/1t7d+3UFuV818M8fdLsP60Um5KZxzdn51ss3JgyKctJ48HPn8vmHN3Ddz98N2+sOS4onLyOZ/sb+C3dfQFJ8eCdoDHboFwCHg+6XAeedfJCILAeWA4wdO7ZfbzQuOy3wn+X8b3f9p4tI0O2Pt5847sRzpJvjPnrsxO0TX9GgtpOOPfl1PB7BI4JHCHz0fHRbRIjreswTeM04EeI8wsSRw5hTmElmqu2iaUw4LZqUw1/uvoAD1eEZ4qnxtrHnSGNIe/xIv39d9GywQ7+7z+CUfq2qrgBWABQXF/drnfS3r53en6cZY1xsWt7wmN+wcLBP5JYBwTuCjQEqBrkGY4xxrcEO/feAySIyXkQSgaXA84NcgzHGuNagDu+oqk9E7gJeAeKAh1V1x2DWYIwxbjboWzKq6ovAi4P9vsYYY2xFrjHGuIqFvjHGuIiFvjHGuIiFvjHGuIioRvc1IkWkCjh4hk/LAaJ5y7xorw+sxnCI9vog+muM9vogemscp6q5JzdGfej3h4hsVNXiSNfRk2ivD6zGcIj2+iD6a4z2+mBo1BjMhneMMcZFLPSNMcZFYjX0V0S6gF5Ee31gNYZDtNcH0V9jtNcHQ6PGE2JyTN8YY0z3YrWnb4wxphsW+sYY4yIxFfrReNF1ESkUkTdFZJeI7BCRe5z2LBF5TUT2Oh8jeqFbEYkTkS0i8kKU1pcpIk+LyG7n/3JBNNUoIv/ofH23i8gTIpIc6fpE5GEROSYi24PaeqxJRO5zfnb2iMgVEazxh87XeauIPCsimdFWY9Bj3xARFZGcSNZ4JmIm9IMuun4VMB34jIhEw+WzfMDXVfUs4HzgTqeue4FVqjoZWOXcj6R7gF1B96Otvv8BXlbVacBsArVGRY0iUgDcDRSr6kwC24YvjYL6fgdceVJbtzU535NLgRnOcx50fqYiUeNrwExVPRv4ELgvCmtERAqBy4FDQW2RqrHPYib0Cbrouqq2A10XXY8oVa1U1c3O7UYCYVVAoLaVzmErgRsiUyGIyBjgGuChoOZoqm84cBHwGwBVbVfVeqKoRgLblKeISDyQSuCKcBGtT1XfBmpPau6ppiXAk6rapqr7gRICP1ODXqOqvqqqPufuOgJX2IuqGh3/DfwzH7/ka0RqPBOxFPrdXXS9IEK1dEtEioA5wHpglKpWQuAXAzAycpXxUwLfvP6gtmiqbwJQBfzWGYJ6SETSoqVGVS0HfkSgx1cJNKjqq9FS30l6qilaf36+CLzk3I6aGkXkeqBcVT846aGoqbEnsRT6fbroeqSIyDDgT8BXVfV4pOvpIiLXAsdUdVOkazmNeOBc4JeqOgfwEvnhphOccfElwHhgNJAmIrdGtqozFnU/PyLyLQLDo493NXVz2KDXKCKpwLeAf+vu4W7aoiaHILZCP2ovui4iCQQC/3FVfcZpPioi+c7j+cCxCJW3CLheRA4QGBK7REQei6L6IPC1LVPV9c79pwn8EoiWGi8D9qtqlap2AM8AC6OovmA91RRVPz8isgy4FvicfrSYKFpqnEjgF/wHzs/NGGCziOQRPTX2KJZCPyovui4iQmAsepeq/iTooeeBZc7tZcBzg10bgKrep6pjVLWIwP/ZG6p6a7TUB6CqR4DDIjLVaboU2En01HgIOF9EUp2v96UEzt1ES33BeqrpeWCpiCSJyHhgMrAhAvUhIlcC3wSuV9XmoIeiokZV3aaqI1W1yPm5KQPOdb5Po6LG01LVmPkHXE3gbH8p8K1I1+PUdAGBP++2Au87/64GsgnMntjrfMyKgloXAy84t6OqPuAcYKPz//hnYEQ01Qh8F9gNbAceBZIiXR/wBIFzDB0Egum209VEYMiiFNgDXBXBGksIjIt3/bz8KtpqPOnxA0BOJGs8k3+2DYMxxrhILA3vGGOM6YWFvjHGuIiFvjHGuIiFvjHGuIiFvjHGuIiFvjHGuIiFvjHGuMj/B+LMi7e9I+LQAAAAAElFTkSuQmCC\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": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "massbeached.plot(label=\"Beached\");\n", "plt.grid()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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UIJlp3m3Y417JKhWRnqJbZxk5534C/OSg4WZCewsdrX8roUnog8cXAKO6k0UgNZhEv5wk+uWkdWr91rZ2du1poa6plbo9LdQ1tVC3p5W6ppbQeAdjmxraWbuslro9LTS3th/1cwSMjwvjoNI4eDwjNUhWapCinDTK+mTQNytVZSJyHOlE+QQWTArs3/vorPCJsqaWNuqaWmhsbqOhqZWG5tBHY3Mr9d7tweP77m/a1XTAeu0d7Kn0Sk6iND+dc8cU8Y3TBsVsIl0kUagQpMvSkpNIS06CrO49j3OOPS1tNDS3Ut/UyoYde1i7rZE123azZGMdP39hBU8urOZXM8YzriT36E8oIl2iQpCYMzPSU4KkpwTpmwWDCzKBgv3LX1mxhZueWsTVj77Di9edRnqKfmxFjgVd7VR877QTC/jVjHFs2LlH738tcgypEKRHOLmsNzNOLmHmq6tZsrEu1nFE4pIKQXqMGz87nOy0IPf+Q3sJIseCCkF6jNz0FKaN6serK7fS0nb0U15FJDIqBOlRTj+xgPrmVt5ZuyPWUUTijgpBepRPDulDMGBUrtgS6ygicUeFID1KVloyE0vzeHm5CkEk2lQI0uOcPqyAJTV11NY1xTqKSFxRIUiPU3FiXwAdNhKJMhWC9DgnFWXRNyuVV1dujXUUkbiiQpAex8wYW5LLkhq9QE0kmlQI0iMN75fF6q2NNLW0HX1lEekUFYL0SMP6ZdHW7qiqbYh1FJG4oUKQHml4v9C7xy3fVB/jJCLxQ4UgPVJZfjopwQDLN6sQRKJFhSA9UjApwImFmSzVxLJI1KgQpMcaVpitQ0YiUaRCkB7rpKIsauub2d64N9ZRROKCCkF6rGH9Qm/mvGyTDhuJRIMKQXqs/YVQo8NGItGgQpAeqyAzlfyMFM0jiESJCkF6LDNjSN9MVm3Ri9NEokGFID3awD4ZrNm2O9YxROKCCkF6tNL8DLY2NNPQ3BrrKCI9ngpBerSy/HQA1m5rjHESkZ5PhSA9Wml+BgBrddhIpNtUCNKjlXp7CGu0hyDSbd0qBDPLNbMnzWyZmS01s1PNrLeZvWhmK73bvLD1bzKzKjNbbmZnh41PNLNF3rJ7zMy6k0sSR0ZqkIKsVNZu1R6CSHd1dw/hbmCuc244MBZYCtwIzHPODQXmeY8xsxHADGAkMA24z8ySvOe5H7gSGOp9TOtmLkkgZfnp2kMQiYIuF4KZZQOnATMBnHN7nXM7genAg95qDwLne/enA7Odc83OudVAFTDJzIqAbOfc6845BzwUto3IUZXmZ2gOQSQKgt3YdhCwBfijmY0FFgLXAIXOuRoA51yNmfX11h8AvBG2fbU31uLdP3j8EGZ2JaE9CQoLC6msrIwocENDQ8TbHG9+z+jHfO11e9lU18Lz8+aTmmS+zHgwv2f0ez7wf0a/5+tIdwohCEwAvuuce9PM7sY7PHQYHc0LuCOMHzro3APAAwDl5eWuoqIiosCVlZVEus3x5veMfsxXn7eRp1a+S9nIcob1y/JlxoP5PaPf84H/M/o9X0e6M4dQDVQ75970Hj9JqCA2e4eB8G5rw9YvCdu+GNjojRd3MC7SKWXeqaeaRxDpni4XgnNuE7DezIZ5Q1OBJcAc4HJv7HLgGe/+HGCGmaWa2UBCk8dveYeX6s1ssnd20VfCthE5qhP04jSRqOjOISOA7wKPmlkK8BHwVUIl87iZfQ1YB1wE4JxbbGaPEyqNVuBq51yb9zxXAX8CegHPeR8inZLTK5neGSm6ppFIN3WrEJxz7wHlHSyaepj1bwVu7WB8ATCqO1kksZXmp2sPQaSb9EpliQtl+Rms0YvTRLpFhSBxoTQ/nY279tDc2nb0lUWkQyoEiQtl+Rk4B+u374l1FJEeS4UgcaFUZxqJdJsKQeLCx69F0DyCSFepECQu5KYnk50W1B6CSDeoECQumBllen9lkW5RIUjcCF31VHsIIl2lQpC4UZafTvWOPbS2d3htRBE5ChWCxI3S/Aza2h3b9qgQRLpChSBxo8w79XTz7vYYJxHpmVQIEjdKvVNPa3drD0GkK1QIEjf6ZKaQkZKkPQSRLlIhSNwwM0rzM9isPQSRLlEhSFwZ3DeTjQ3aQxDpChWCxJXh/bLYusdR19QS6ygiPY4KQeLKSUVZAKzYVB/jJCI9jwpB4srwftkALFUhiERMhSBxpSgnjfQgLKupi3UUkR5HhSBxxcwoyQqwTHsIIhFTIUjcKc4KsHxTPc7p9FORSKgQJO6UZAVoaG6leofeTlMkEioEiTvFWaEfax02EomMCkHiTnGmVwiaWBaJiApB4k5a0CjNT9cegkiEVAgSl0YUZfN+9c5YxxDpUVQIEpdOLutN9Y49bNypiWWRzlIhSFyaNLA3AG+v2R7jJCI9hwpB4tJJRdlkpQZ5c7UKQaSzVAgSl5ICRnlZHm+pEEQ6TYUgcWvSwHyqahvY2tAc6ygiPUK3C8HMkszsXTN71nvc28xeNLOV3m1e2Lo3mVmVmS03s7PDxiea2SJv2T1mZt3NJbJvHmGB5hFEOiUaewjXAEvDHt8IzHPODQXmeY8xsxHADGAkMA24z8ySvG3uB64Ehnof06KQSxLc6AE5pCUHNI8g0kndKgQzKwY+B/w+bHg68KB3/0Hg/LDx2c65ZufcaqAKmGRmRUC2c+51F7oa2UNh24h0WUowwIQT8vjnyq260J1IJwS7uf2vgOuBrLCxQudcDYBzrsbM+nrjA4A3wtar9sZavPsHjx/CzK4ktCdBYWEhlZWVEYVtaGiIeJvjze8Z/Z4PDsw4NLWFf63ayx+f+QeDcpOOvOFx5Pfvo9/zgf8z+j1fR7pcCGZ2LlDrnFtoZhWd2aSDMXeE8UMHnXsAeACgvLzcVVR05tN+rLKykki3Od78ntHv+eDAjBObWnj81nmsbO/LFRWjYxssjN+/j37PB/7P6Pd8HenOIaNPAueZ2RpgNvAZM3sE2OwdBsK7rfXWrwZKwrYvBjZ648UdjIt0W1ZaMueMLmLOextobG6NdRwRX+tyITjnbnLOFTvnyghNFv/DOXcpMAe43FvtcuAZ7/4cYIaZpZrZQEKTx295h5fqzWyyd3bRV8K2Eem2GZNKaNzbxt8W1cQ6ioivHYvXIdwOnGlmK4Ezvcc45xYDjwNLgLnA1c65Nm+bqwhNTFcBq4DnjkEuSVDlpXkMKsjg4dfX0t6uyWWRw4lKITjnKp1z53r3tznnpjrnhnq328PWu9U5N9g5N8w591zY+ALn3Chv2XecTgmRKDIzvl0xhEUbdvHnt9bFOo6Ib+mVypIQvjhhAJ8cks/tzy1j066mWMcR8SUVgiQEM+O/LxhNa3s7Nz71Aa1t7bGOJOI7KgRJGKX5GfzwcyOoXL6F6//ygeYTRA7S3RemifQol00uZUfjXn754goAfvy5EeRlpMQ4lYg/qBAk4Xz3M0NobWvn3vlVvLh4M1dNGcy3ThtMIKBrKkpi0yEjSThmxnVnDWPuNacxeXA+/zN3OVc+vJD6ppZYRxOJKRWCJKxh/bJ44LKJ/Oy8kcxfXst5v36NuR9u0oXwJGHpkJEkNDPj8k+UMbQwkx89/SHfemQhw/tlMWV4XyaV9aY4rxdFub3ITNWvisQ//ZSLAJ8Y3IcXvn8aT727gcffXs/vXvmI+ytX7V+elRZkVP8c7rtkgiahJW6pEEQ8waQAXyov4UvlJTQ0t7K0po6NO/dQs6uJjTv3MOutddzwlw/47WUT0Zv6STxSIYh0IDM1yMllvQ8YO6F3Orf8bSmPvLmOyyaXxiiZyLGjSWWRTrrikwM5/cQCbnl2CWu3NcY6jkjUqRBEOikQMP7nwjEkBYz/enbp0TcQ6WFUCCIRKMxO47ufGcpLSzfz8ootsY4jElUqBJEIXfGpMsry0/nZXxfrXdgkrqgQRCKUGkziZ9NHsWZrIxf/7g22NjTHOpJIVKgQRLrg9BMLeOCyclZsrueL9/+Lml17Yh1JpNtUCCJddMaIQh79+mS2Nezlsplvsb1xb6wjiXSLCkGkGyaW5vH7y8tZv303X/3jWzS1tB19IxGfUiGIdNPkQfn84ktjeb96F899WBPrOCJdpkIQiYJzRhUxILcXT72zIdZRRLpMhSASBYGAccH4AbxWtZXauqZYxxHpEhWCSJRcMGEA7Q6eeW9jrKOIdIkKQSRKBhdkMrY4h6fe1WEj6ZlUCCJRdMH4ASytqeOD6p2xjiISMRWCSBRdMKGYnF7J/PyFFbGOIhIxFYJIFOX0SuY7U4bwyootvFa1NdZxRCKiQhCJsstOLaV/Thp3zF2Gcy7WcUQ6TYUgEmVpyUlcd9YwPqjexT3zqmIdR6TT9BaaIsfAF8YP4PVV27jrpRX0zkjmslPLYh1J5Ki6vIdgZiVmNt/MlprZYjO7xhvvbWYvmtlK7zYvbJubzKzKzJab2dlh4xPNbJG37B7TO5hLDxcIGHd8cTRnnFTIzXMWc9vfl+o6R+J73Tlk1Ar8m3PuJGAycLWZjQBuBOY554YC87zHeMtmACOBacB9ZpbkPdf9wJXAUO9jWjdyifhCMCnAr//feGacXMJvX/mIz979T978aFusY4kcVpcLwTlX45x7x7tfDywFBgDTgQe91R4EzvfuTwdmO+eanXOrgSpgkpkVAdnOudddaAbuobBtRHq0tOQkbvvCGP789VNobW/nyw+8wY+eXsSmxvZYRxM5hEXjLAgzKwNeAUYB65xzuWHLdjjn8szs18AbzrlHvPGZwHPAGuB259wZ3vingRucc+d28HmuJLQnQWFh4cTZs2dHlLOhoYHMzMyIv77jye8Z/Z4P/JuxudXx1Mq9vLC2FQcUphv9MgLkpFroI8XISzN6pxm9gkZqEuSkGoEYHEH16/cwnN8z+jXflClTFjrnyjta1u1JZTPLBP4CfN85V3eEw/8dLXBHGD900LkHgAcAysvLXUVFRURZKysriXSb483vGf2eD/yd8ewzYP323fz2r6+xiVw27mxi6a5mtjU0097BT33vjBROHZTPuJJcRvTPZmJpHmnJSYeuGGV+/h7u4/eMfs/XkW4VgpklEyqDR51zT3nDm82syDlX4x0OqvXGq4GSsM2LgY3eeHEH4yJxqaR3OmeUJlNRcfL+sbZ2x/bGvWza1UTNrj007m2loamVd9fv5I1V2/jbotD7LGSnBblwYgmfH1vE6AE5BJN05rhET5cLwTsTaCaw1Dn3y7BFc4DLgdu922fCxv9sZr8E+hOaPH7LOddmZvVmNhl4E/gKcG9Xc4n0REkBoyArlYKsVEYX5+wfv+zU0O22hmY+2LCLvyys5uE31vCH11aTlRqktE86malBstKSyUoNkt0rmdz0ZPrn9GJgQQaj+ufQK+XY71FIfOjOHsIngcuARWb2njf2H4SK4HEz+xqwDrgIwDm32MweB5YQOkPpaufcvvPwrgL+BPQiNK/wXDdyicSd/MxUpgzry5RhfdneuJd/rdrK66u2UbOriYamVqp37KG+qYVde1qob2rdv12/7DRu++JopgzrG8P00lN0uRCcc6/S8fF/gKmH2eZW4NYOxhcQmpAWkaPonZHCuWP6c+6Y/h0ub2lrp2ZnE8s21XHn88v56h/f5kvlxfzo3BFkpyUf57TSk+iVyiJxJjkpwAn56ZyQn87pwwq4+6WV/O/Lq/jnyq18/4yhTDghj0EFmSQF9PpPOZAKQSSOpQaTuH7acM4a2Y9/f+J9bvjLIgDSU5IYUZTNqAE5jBqQwycG59M/t1eM00qsqRBEEsC4klye//5prNrSwKLqXSzasIsPN+zisbfX86d/raFXchK//NJYPju6KNZRJYZUCCIJIilgnFiYxYmFWXxxYuhM77Z2x4rN9fzH/y3iqkff4bufGcI1U4fGOKnEik5iFklgSQHjpKJsZn1jMhdNLObef1Tx5QfeYMtuXVojEakQRIS05CTuvGgsd88Yx4pN9fzn63tYv313rGPJcaZCEJH9po8bwNPf+SRtDr7x0AJ27209+kYSN1QIInKAwQWZfGtsKis21/ODJz7Q24AmEBWCiBxiTEGQ66cN52+Larj/5VWxjiPHiQpBRDr0zdMGcd7Y/tz5/HLmL6s9+hFzduoAAAkfSURBVAbS46kQRKRDZsYdXxzDiKJsvjf7XT7a0hDrSHKMqRBE5LB6pSTx28smkpwU4BsPLaC+qSXWkeQYUiGIyBEV56Vz3yUTWLttN9c+9h7tHb2Tj8QFFYKIHNXkQfnc/PkRvLS0lrteWhHrOHKM6NIVItIpl00uZfGGOu79RxUjirJ13aM4pD0EEekUM+M/zx/JhBNyueax97jrxRU0tbQdfUPpMVQIItJpqcEkfveVcqaN7Mfd81Yy9Rcv84dXV9PQrFc0xwMVgohEJD8zlXsuHs+sb0ymKCeN/3x2CZP/ex43PPkBr1VtZePOPbS2tesVzj2Q5hBEpEtOHZzPk1d9gvfW7+Th19fy1w828tiC9Ufcxuzj9901s7D7sP/RAet8PG4fL8bMaG1tJXn+83DQOEDA4OufHsTVU4ZE40tNGCoEEemWcSW5jCvJ5b/OH8mbq7dTs7OJLfXNtHt7CA4g/L730HmPQvcPHeeAcbfvKXDeetXV6xlQXEz4jsi+vZIPNuzi7nkr+cKEARTl6J3gOkuFICJRkZ4SZMqwvsft81VW1lJRMbLDZeu37+Yzv6jknnkrue0LY45bpp5OcwgiEndKeqdzySmlPL6gWpfciIAKQUTi0tVThpAaDPDff1+qCe5OUiGISFwqyErl2jNO5KWltTz93oZYx+kRVAgiEreu+NRAJpbm8ZNnFrO5rinWcXxPhSAicSspYNx54Rj2trVz7WPv0dLWHutIvqZCEJG4Nqggk/+aPop/rdrGT+cs1nzCEei0UxGJexeVl1C1pYHfvvwRxXnpfOv0QftfxCYfUyGISEK44ezhVO/Ywx1zl7FueyM/O28UKUEdJAmnQhCRhBAIGPfOGE9Zfjq/mb+KNz7azoUTi7loYjF9s9NiHc8XVI8ikjACAeMHZw/nd18ppyAzlTufX87pd1ZyX2UVza26lLdvCsHMppnZcjOrMrMbY51HROLXmSMKefxbpzL/3ys47cQ+/M/c5Uz9xcs8+ubahC4GXxSCmSUBvwE+C4wALjazEbFNJSLxbmCfDH57WTkPXTGJPpmp/PD/PqT8lpf41sMLmfXWOjbs3BPriMeVX+YQJgFVzrmPAMxsNjAdWBLTVCKSEE47sYBPD+3Dv1Zt46/vb+TlFVuYu3gTAPkZKaQEAwSTjORAgEDg48t2H0nj7t1kvPPyMcn7valD+fzY/lF/XvPDOblmdiEwzTn3de/xZcApzrnvHLTelcCVAIWFhRNnz54d0edpaGggMzMzOqGPEb9n9Hs+UMZo8Hs+OLYZnXNsbHR8uLWNmoZ22hy0OkdbO7R38k9mW2srScFj83/uipIgo/p07bmnTJmy0DlX3uHC0HXGY/sBXAT8PuzxZcC9R9pm4sSJLlLz58+PeJvjze8Z/Z7POWWMBr/nc87/Gf2aD1jgDvN31RdzCEA1UBL2uBjYGKMsIiIJyS+F8DYw1MwGmlkKMAOYE+NMIiIJxReTys65VjP7DvA8kAT8wTm3OMaxREQSii8KAcA593fg77HOISKSqPxyyEhERGJMhSAiIoAKQUREPCoEEREBfPJK5a4wsy3A2gg36wNsPQZxosnvGf2eD5QxGvyeD/yf0a/5Sp1zBR0t6LGF0BVmtsAd7iXbPuH3jH7PB8oYDX7PB/7P6Pd8HdEhIxERAVQIIiLiSbRCeCDWATrB7xn9ng+UMRr8ng/8n9Hv+Q6RUHMIIiJyeIm2hyAiIoehQhARESCBCsHMppnZcjOrMrMbfZCnxMzmm9lSM1tsZtd4473N7EUzW+nd5sU4Z5KZvWtmz/o0X66ZPWlmy7zv5ak+zHit92/8oZnNMrO0WGc0sz+YWa2ZfRg2dthMZnaT97uz3MzOjlG+O71/5w/M7P/MLDdW+Q6XMWzZv5uZM7M+scwYqYQoBDNLAn4DfBYYAVxsZiNim4pW4N+ccycBk4GrvUw3AvOcc0OBed7jWLoGWBr22G/57gbmOueGA2MJZfVNRjMbAHwPKHfOjSJ0efcZPsj4J2DaQWMdZvJ+LmcAI71t7vN+p453vheBUc65McAK4KYY5jtcRsysBDgTWBc2FquMEUmIQgAmAVXOuY+cc3uB2cD0WAZyztU4597x7tcT+kM2wMv1oLfag8D5sUkIZlYMfA74fdiwn/JlA6cBMwGcc3udczvxUUZPEOhlZkEgndC7AcY0o3PuFWD7QcOHyzQdmO2ca3bOrQaqCP1OHdd8zrkXnHOt3sM3CL2zYkzyHS6j5y7geiD8jJ2YZIxUohTCAGB92ONqb8wXzKwMGA+8CRQ652ogVBpA39gl41eEfrDbw8b8lG8QsAX4o3dY6/dmluGnjM65DcDPCf1vsQbY5Zx7wU8Zwxwukx9/f64AnvPu+yafmZ0HbHDOvX/QIt9kPJJEKQTrYMwX59uaWSbwF+D7zrm6WOfZx8zOBWqdcwtjneUIgsAE4H7n3HigkdgfwjqAdxx+OjAQ6A9kmNmlsU0VMV/9/pjZDwkdcn1031AHqx33fGaWDvwQuLmjxR2M+eJvULhEKYRqoCTscTGh3faYMrNkQmXwqHPuKW94s5kVecuLgNoYxfskcJ6ZrSF0iO0zZvaIj/JB6N+12jn3pvf4SUIF4aeMZwCrnXNbnHMtwFPAJ3yWcZ/DZfLN74+ZXQ6cC1ziPn4RlV/yDSZU/O97vzfFwDtm1g//ZDyiRCmEt4GhZjbQzFIITe7MiWUgMzNCx76XOud+GbZoDnC5d/9y4JnjnQ3AOXeTc67YOVdG6Pv1D+fcpX7JB+Cc2wSsN7Nh3tBUYAk+ykjoUNFkM0v3/s2nEpov8lPGfQ6XaQ4ww8xSzWwgMBR463iHM7NpwA3Aec653WGLfJHPObfIOdfXOVfm/d5UAxO8n1NfZDwq51xCfADnEDozYRXwQx/k+RShXcYPgPe8j3OAfEJneKz0bnv7IGsF8Kx331f5gHHAAu/7+DSQ58OMPwOWAR8CDwOpsc4IzCI0p9FC6A/X146UidChkFXAcuCzMcpXReg4/L7fl/+NVb7DZTxo+RqgTywzRvqhS1eIiAiQOIeMRETkKFQIIiICqBBERMSjQhAREUCFICIiHhWCiIgAKgQREfH8f+X4dWJsH92GAAAAAElFTkSuQmCC\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": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "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_AKNS/Lagrangian_SoG_2000_AKNS_SoG_2000_AKNS.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(7889.4208)\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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rJK3awuayqm9WK3W6WlZWNuXHdj6Z9VGdruY7m8yqo07ZNK3MO41HAcfn4++3BeZL+hzwKrLx+gBfIB+CERGbIUuyiLhB0l3AfmQPg/9SPgPaCoD5WhAl1t+sFiJUtytmpWRTXu58MusTZ5OzySxFNcwmoMQ7jRFxbkQsjoglZO9CujIiTiMbi//r+WYvBlYDSNo1nzEMSfsAS4G7y6qfmT1hMuZ0tFSZs8msOjrNpirnk7PJrDrqlE3ThvGexj8APiJpLvAL4Ix8/YuA90maACaBN0XExiHUz8zqydlkZilyNpnZ0A2k0xgRVwFX5Z+vAQ6bZZsvAl8cRH3M7AkBTI3AWPtuOJvM0uVscjaZpaiu2TSMO41mlhSNxLAJMxs1ziYzS1E9s8mdxi7FxJbC8rn3rCssn1q6pLB87O4fF5ZPjo8Xlpu1K5s6un5XzMwsbc4mm8ltH0tBXbPJnUYzY7K8ObHMzLrmbDKzFNUxm9xpNKu5QLW8YmZmaXM2mVmK6ppN7jSaGVM1vGJmZulzNplZiuqYTe40mtVcBEzW8IqZmaXN2WRmKaprNrnTaGa1HGZhZulzNplZiuqYTe40mtVcNja/fsMszCxtziYzS1Fds8mdRjNjsoYvqTWz9DmbzCxFdcwmdxrNaq6u7xsys7Q5m8wsRXXNJncazWqvnsMszCx1ziYzS1E9s8mdRjNjqobDLMwsfc4mM0tRHbPJncaSTKx/oLB87thYYXk8Y1Fhue74RfH+E1sKy82m1XXqaGtucuOmYVfBzNlkZkmqaza502hmtRxmYWbpczaZWYrqmE3uNJrVXDZ1dP2umJlZ2pxNZpaiumZT/brJZmZmZmZm1jZ3Gs2MKdTR0g5Jb5d0q6QfSDpf0raSFki6XNLq/O/ODdufK+lOSXdIelnD+sMk3ZKXfVRS/S7vmdVUp9lUx8kpzGzw6phN7jSa1dz0+4Y6WVqRtCfwVuDwiDgIGANOAc4BroiIpcAV+XckHZCXHwgcC3xc0vRsUZ8AzgCW5suxffz5ZpaobrKpjkPGzGyw6ppN7jSaGVMxp6OlTXOB7STNBbYH7gNOAFbm5SuBE/PPJwAXRMTmiLgHuBM4QtIiYH5EXBsRAXy2YR8zG3GdZlM7+SRpJ0kXSfqhpNslPb9oFISZ2UxlZFPqqv8LzKw3JVwti4ifAB8E7gXWAQ9HxH8Bu0fEunybdcBu+S57Aj9uOMTafN2e+eeZ67siaVdJu3a7v5kNUBfZ1ObV/I8Al0XErwAHA7fTZBREK84UsxoqL5s6frSnG93mljuNZjUXdPVM40JJqxqWMxqPmQfaCcDewB7ADpJOK6jGbGkaBevbpsx7JG0Afgj8r6QHJL2rk+OY2WB1k02tnhuSNB94EfBpgIh4PCIeovkoiNmO4Uwxq7Eysgk6f7SnE/3ILXcazaybq2UbIuLwhmXFjEO+BLgnIh6IiC3Al4AXAPfnQ07J/67Pt18L7NWw/2Ky4axr888z13fibcBRwPMiYpeI2Bn4VeAoSW/v8FhmNkAlXM3fB3gA+BdJN0n6lKQdaD4KYjbOFLOaK/GZxk4e7elEz7nlTqNZzZUxEQ7ZsNQjJW2fz3Z6DNkQsEuAZfk2y4CL88+XAKdI2kbS3mQT3lyfN97GJR2ZH+f1Dfu06/XAqfmzktlvjrgbOC0vM7ME9TDZRNFIiLnAc4FPRMShwM/o/Kq9M8WsxsqaCKeLR3s60XNuze3ipNYHEz9dX1g+Z9EuheVjz1pSWD5555rC8pjYUlhu9dLvWb0i4jpJFwE3AhPATcAK4GnAhZJOJwvFk/Ltb5V0IXBbvv2ZETGZH+7NwGeA7YBL86UTW0XEhlnq+ICkrTr9bXU3/jvPLyzf6bIfFpZPbtzUz+rYiOsymzZExOFNytYCayPiuvz7RWSdxvslLYqIdTNGQczGmWJWc11m00JJqxq+r2gcqTXj0Z6HgC+0eLSnEz3nljuNZjUXdDRsov3jRrwbePeM1ZvJ7jrOtv15wHmzrF8FHNRDVR7vsszMhqiMbIqIn0r6saT9I+IOsjy6LV+WAct58iiI2ThTzGqsh2wquqAFDY/2AEh60qM9bV7Uaqbn3HKn0cxG4qWzBQ6W9Mgs6wVsO+jKmFn7SsqmtwD/Jmlr4G7g98ge13nKKIgmnClmNVdSNv3y0R7g52QXtVaRDaNv96JWMz3nljuNZnUX/R+empKIGBt2HcysCyVlU0TcDMx2tX/WURCz7O9MMauz8rKpo0d7Ojx2z7nlTqNZzU0/0F0nkhZExMZh18PMmqtSNjlTzOqjzGzq9NGeXnSaW5491czKmjY6CZKOknR7/rLcX5V0ObAqf66peFYXMxuqEqe175ozxcxSzKYi/cgt32k0q7myJsJJyN8BJ5MN7/gP4MSIuEbSc4GPkb23yMwSk3A2OVPMaizhbCrSc26502hmRPXCrxNbRcQtAJIeiIhrACLiRknbDbdqZlYk0WxyppjVXKLZVKTn3HKn0cxGffbUxmH4584o23qQFTGzziSaTc4Us5pLNJuK9Jxb7jSa1VyM+OypwF9I2j4iHouIr0yvlLQv8Nkh1svMCiScTc4UsxpLOJuK9Jxb7jQOS0wVF3/vh4XlUwftX7z/EQcWluu6W5rvOzlZuK9ZlUTEJU3W3wW8f/q7pI9FxFsGVrGKmvfv1xaWt0qPsQU7F++/cVOHNTIbLGdKdY3Nm1dYPjk+PqCamA1WP3LLnUYzq+LY/DJ48gqzxFQ8m5wpZiOq4tlUpGluudNoVnuVnAXMzEaes8nMUlTPbHKn0cxG+YqZmVWYs8nMUlTHbHKn0azmgko+0F0G/49glpARyKZKV97MZjcC2VSk6Q9zp9Gs7iKbCcz4yLArYGYNqp9NzhSzUVT9bCrSNLfcaTSzKr5vqG2Svkp2YXBWEXF8/vczg6qTmbUnxWxypphZitlUpB+55U6jWc0FIz82/4PDroCZdS7hbHKmmNVYwtlUpOfccqfRrPZGexawiLh6+rOkrYH98q93RMSW4dTKzFpLM5ucKWZ1l2Y2FelHbrnTaGajPDb/lyQdDawE1pA96L2XpGUR8c1h1svMmks5m5wpZvWVcjYV6SW33Gk0syoOs+jG3wK/GRF3AEjaDzgfOGyotTKzphLPJmeKWU0lnk1Fus4tdxoTFZOTxRv84I7C4jkH7V9YvvmYQ5uWbXfDPYX7Tjz4YGG5VUtEpcOvE1tNhyRARPyvpK2GWaFRNLZg58Lye1YsbnGE4vIl5xVn49RNt7U4vlVFBbLJmVIxk+PjpR17bN68oZ3bBqsC2VSk69yaU16dMpLGJN0k6Wv590MkfUfSzZJWSTqiYdtzJd0p6Q5JLyu7bmaWmQp1tFTUKkmflnR0vnwK2NPZZJauTrNpwPk0M1P+Cbih14O63WSWvsSzqUjXuVV6pxE4C7i94fv7gfdGxCHAu/LvSDoAOAU4EDgW+LiksQHUz6z2IjpbqkTS4fnHNwO3Am8ly6WFwOUNmzqbzBLTaTYNIp8KMuU24E19OIXbTWaJSzGbivQjt0rtNEpaDLwS+FTD6gDm5593BO7LP58AXBARmyPiHuBO4AjMrHQR6mipmH+StBr4M+CyiHg18BZgHrCiYTtnk1liOs2mAeXTUzIlIn4rIv4uIjb3cmC3m8yqIdFsKtJzbpX9TOOHgXeQNc6mvQ34uqQPknVaX5Cv3xP4TsN2a/N1ZlaiIIkwK01EHCppf7Ir8hdJehwYA84Bpho2dTaZJSTVbGqSKeeTdeB+1OPh3W4yS1yq2VSkH7lV2p1GSccB6yNi5jjZNwNvj4i9gLcDn57eZZbDPOVmrqQz8jH9q7bQ0wU9M8tFh0vVRMQdEfHeiDiALHMeBz4KfKxhs56yCZxPZv3WaTYNKp9mZMoyYCfgSknf7vaYZbWb8mM7m8z6KNVsKtJrbpV5p/Eo4HhJrwC2BeZL+hzwKrIxtABf4IkhGGuBvRr2X8wTQzB+KSJWkA8pm68FKfw3MLOKkDR9lf5XyHJpC7BvP7IJnE9mdZNnym7A7sAOwAM9HK6UdhM4m8zsCd3mVml3GiPi3IhYHBFLyG6FXhkRp5EF2q/nm70YWJ1/vgQ4RdI2kvYGlgLXl1U/M8vFyD/TiKQXSvo4WSNrF7JnGheQTR7hbDJLURfZ1E4+SVoj6Zbp2UjzdQskXS5pdf638N0xMzLlT4FrgP0j4sSuf67bTWbVUFI2la3X3BrGexr/APiIpLnAL4AzACLiVkkXks3iMwGcGREtXlZoZn0xwtedJf0YuBe4gGwGwvsbyho3dTaZpaa8bPqNiNjQ8P0c4IqIWC7pnPz72bPtWJQpJXE2maWmYu2mfuTWQDqNEXEVcFX++RrgsCbbnQecN4g6mdkTUrgCVqJfa/aQt7PJLG0DzKYTgKPzzyvJcmHWTiMFmdIvziaztFWw3dRzbg3jTqOZJWbY7w8q2d9LavoLI+L4QVbGzNpXUjYF8F95Lvxj/rzf7hGxLjtnrJO0W8H+zhSzmqtgu6nn3HKnsaJisngESnz/h4Xl2+3zzKZl4y98VuG+Y5v3KT72tasLy6fGxwvLUfGjtq1+OzFVXG5PElTyilknPjjsCtTJ5MZNheV7n1G8/5o/fHZh+abzip/X33X7RYXlU2/cprB84u41heU2OD1k08LpZxVzK/KO4bSjIuK+vGN4uaTi/4f5VM6UGhqbN6+wXPOeVnyAVm0fq4yKtpt6zi13Gs3qLoDqhV/bIuLqYdfBzLrQfTZtiIjDmx424r7873pJXwaOAO6XtCi/y7gIWF+wvzPFrM4q2G7qR26502hmVRxm0TZJF0bEyZJuYZZH1yPiOUOolpm1od/ZJGkHYE5EjOeffxN4H9lMpMuA5fnfiwuO4Uwxq7mqtZv6kVvuNJpZ5WYB69D0+82OG2otzKxz/c+m3YEv5zMnzwX+PSIuk/Rd4EJJp5PNMHhSwTGcKWZ1V712U8+55U6jWe2l8f6gskxPbkH2XtoDyaL+9oi4e3i1MrPW+p9N+b/7g2dZ/yBwTJvHcKaY1Vr12k39yC13Gs2silfM2iZpPvAp4HDgZkDAwZJuAE6PiEeGWT8zK5BgNjlTzCzFbCrSj9xyp9Gs7qKSs4B14qNkL78+JSKbWlfZ2LS/AP4eeP0Q62ZmzaSbTc4UszpLN5uK9Jxb7jSaWeWumHXoqIh4Q+OKiAjgfZKK3w9jZsOVZjY5U8zqLs1sKtJzbrnTaGZkoxRG1kj/OLPRluQ/3yQrZWaDVLkY6LnCxW9Rb3ZWaeteT2xmCYkOl4TNkk/flvSufBhG43Z/AXxncDUzs451mk2DyaeuMsVtJ7MRkmY2Fem5LdSy0yjpKklLGr4fAXy3s3qaWdKqFXy/1GY+vQX4P8Cdkr4o6SJJ0zMovmVQdTWzLqTZMGuZKW47mY24NLOpSM9toXaGp/41cJmkjwJ7Ai8Hfq/LCtugZM+4NjVx1z1Ny7b/0drCfec8e9/C8gdPeHZh+XYPThaW73DzTwrL2W7b4vJHxguLJ+5fX7x/3QRQwgPdknYim6nroPwsbwTuAD4PLAHWACdHxKZ8+3OB04FJ4K0R8fV8/WHAZ4DtgP8EzsrH4UMb+ZTPCHaSpH2BA8iGaJwdEXf1/UdbS5MbNxWW7/W+/yksn7vPksLyKbYpLD/l0m8Xln/kQ81fz7f75fcV7hsPPVxYrp12LCyfuHtNYXntlJRNvWozU9x2GjGT48VtC1qV92jOoQcUlk/ddFup57cGiWZTkX60hVp2GiPi65LeBFwObAAOjYifdllnM6uPjwCXRcRr8mFZ2wPvBK6IiOWSzgHOAc6WdABwCtm7g/YAviFpv4iYBD4BnEE2fOI/gWOBS6GzfIqIuyT9AngmsKekPfP13yzp95vZCCvKFLedzCxFvbSFWnYa87GuJwMvAp4DXCXpjyPiP3qrtpmlIvo8bCJ/H9CLgDdkx4/HgcclnQAcnW+2ErgKOBs4AbggIjYD90i6EzhC0hpgfkRcmx/3s8CJ5J3GTvJJ0t8ArwVuBaZvxQfgTqNZovqdTf1UlCluO5mNtrKyqdNRWl0cv+u2UDvDUxcCR0TEz4FrJV1G9mMcfGajovPwW3SuoEMAACAASURBVChpVcP3FRGxouH7PsADwL9IOhi4ATgL2D0i1gFExDpJu+Xb78mTH8Rem6/bkn+euf6X9aD9fDoR2D/vmJpZFSTcaaQ4U9x2Mhtl5WVT26O0ujx+122hlhPhRMRZAJL2z7//KCJe2nEVzSxdoc4W2BARhzcsK2YccS7wXOATEXEo8DOykGtmtocDomB99qGzfLob2KqgDmaWmk6zabDPGTXNFLedzEZcCdnUMErr05CN0oqIh8hGY63MN1tJ1vHrVtdtoXaGp74K+CCwNbC3pEOA90XE8d2c0MzSo/5fMVsLrI2I6/LvF5F1Gu+XtCi/y7gIWN+w/V4N+y8G7svXL55lfVbvzvLpMeBmSVcAv7zCFhFv7f5nmlmZSsimfmqaKW47mY22krKp01Fa3ei6LdTO8NT3AEeQPXtERNwsae+uqmlm6SlhKuiI+KmkH0vaPyLuAI4BbsuXZcDy/O/F+S6XAP8u6UNkE+EsBa6PiElJ45KOBK4DXg98rOFU76H9fLokX8ysCtKYpr5IUaa8B7edzEZT99nU6tGe6VFab4mI6yR9hOJRWt3oui3UTqdxIiIenvEuyLRj3Mw6UNqQrrcA/5aPyb+bbLr5OcCFkk4H7gVOAoiIWyVdSNapnADOzGdOBXgzT7xy49J8mdZ2PkXEytnWm1mqBj7ctCMtMsVtJ7OR1XU2bYiIwwvKOx2l1bFe2kLtdBp/IOl3gDFJS4G3AsUv0jKzaimhKRMRNwOzheMxTbY/DzhvlvWryGYRm03b+STpOOAvyaaZnkv2vGRExPwWP8XMhiXhblaLTHHbyWyUldNu6nSUVsd6aQu1nAiH7G7BgWTjXs8HHgHe1m1lzSxB0eGSjk7y6cNkYbtLRMyPiHnuMJolrtNsGmw+FWWK205mo6y8bJoepfV94BDgr8g6iy+VtBp4af69W123hVreaYyIx4A/yxczG0VpdQTb1mE+/Rj4QUTKb34zsydJ+19r00xx28lsxJWUTZ2O0upC122hpp1GSV+l4H8SzwA2umJiS2H55A/+t7B8l3u2Lz7+vs8oLF9/7DMLy7d+dKqw/OEluxeWb5n/rMLyfS9o/r7Uye/fXrhvJQVJPzc0my7z6R3Af0q6mifPGPah/tfQyjJx95rC8rEFOxeWX/DyowrLd39ict6nWHviHoX77nbDgsLyrX+8sbC8Vd21046F5a3+t6mc9LNptkw5Hbir2Q5uO9XX3D0WFZbf+7rieZK2bfEq902vf35h+f4fb/EY3M8ea162Q3G7rnBfYOK+dcX7V0362VSk67ZQ0Z3GD+Z/Xw08Hfhc/v1UYE1X1TSzJCU+rf1susmn84BHgW3JpsE3s8Qlnk2zZcp1ZO9Rc9vJbIQlnk1Fum4LNe00RsTVAJL+MiJe1FD0VUnf7KaWZpaoioVfl/m0ICJ+s/zamVnfpJ1NTTPFbSezEZd2NhXpui3UzkQ4u0raZ/pL/p6hXbs5mZlZn3WST9+Q5E6jmfVLUaa47WRmKeq6LdTOKzfeDlwl6e78+xLg/3ZzMjNLU4WHWXSST2cC75C0GdiCX7lhlrzEs6koU9x2MhthiWdTka7bQu3MnnpZ/o6hX8lX/TAiNhftY2YVU9EHujvJp4iYN7iamVlfJJxNRZnitpPZiEs4m4r00hZq504jwGFkV8nmAgdLIiI+2+1JzSwh6b17sVNt5ZOkF81cBxARfs7ILEWJZ1MbmeK2k9koSjybivTSFmrZaZT0r8C+wM3A5PSxAQefmQ1Vh/n0pw2ftwWOAG4AXlxmHc0sPZLGgFXATyLiOEkLgM+TdfLWACdHRIuXHDTPFLedzCxRXbeF2rnTeDhwgF+IbTbCqvuvu+18iohXNX6XtBfw/rIqZmZ9UF42nQXcDkw/x3MOcEVELJd0Tv797MKqFWeK205mo6yi/7J7aQu1M3vqD8jeNWRmI0rR2ZKQXvJpLXBQH+tiZn3WaTa1k0+SFgOvBD7VsPoEsvcrkv89sYvqNmaK205mI6yMbBqStttC7dxpXAjcJul64JcPcUfE8d3VzcySk26YtdJ2Pkn6GE/80jnAIcD3BlFJM+tSd9m0UNKqhu8rImJFw/cPA+8AGieE2D0i1gFExDpJu7U6SYtMcdvJbJRVtN3US1uonU7je7qrlo2smCosnnz00cJy3bq6sHy3dTsVH3/vRYXlm+c9rXj/bQuLuf2tzfd/1r8+t3DfOVffWHzwVFU0/OgsnxobkRPA+RHx7f5Wx1L3+F4LCss3/UrzgPjen3yicN+X7XFwYflEYSmMLdi5sDweerjFEUZQd9m0ISIOn61A0nHA+oi4QdLRPdQMijPlPT0e20bMxH3rCsv3+EBx+dw9its+B5z+WGH5ytcWz3NyyHdPaVq22we2KdxX19xVWD6Sqttu6rot1M4rN67utlZmlr7Eh00U6iSfImJl663MLBUlZdNRwPGSXkE2CcR8SZ8D7pe0KL/LuAhY3+pARZnitpPZ6Kp4u6nrtlDTTqOkayLi1ySN8+T+tF+IbTZqKva+oU7ySdItzH5NcHrb55RbWzPrWp+zKSLOBc4FyO80/klEnCbpA8AyYHn+9+Jmx2iRKftExA5uO5mNuOq1m3puCzXtNEbEr+V//UJss1FXsStmHebTcSVXx8zKMrhsWg5cKOl04F7gpIJtW2aK205mI65i7Sb60BZq55lGMxtxVR1m0Y6I+NH0Z0m7A8/Lv14fES2HoJnZ8JSZTRFxFXBV/vlB4Jg293OmmNVc1dpN/citdl65YWajLjpcKkjSycD1ZHcQTgauk/Sa4dbKzAp1mk0DzCdnilmNJZxNRXrJLd9pNKu7Cj/Q3aE/A543fUVN0q7AN4CLhlorM5td+tnkTDGro/SzqUjXudXyTqOkP5RUPA+4mVVbBa+WQcf5NGfGEIwH8WgLs7SlfTW/aaa47WQ24tLOpiJdt4XaudP4dOC7km4E/hn4ekSk89PNrHfV/RfdST5dJunrwPn599cClw6gjmbWrbSzqShT3HYyG2XV/dfcdVuoZc8yIv4cWAp8GngDsFrSX0nat7u6mllqpt851O6Sik7yKSL+FPhH4DnAwcCKiHjHAKtrZh3qNJsGmU9FmeK2k9loSzmbivTSFmrrdmR+deyn+TIB7AxcJOn9XdXYzKxPWuWTpGdJOirf9ksR8UcR8XbgQTfgzKxT7WaK205mlop+tIVaDk+V9FayF91uAD4F/GlEbJE0B1gN+Eq9dSQmthSWT6x/oLBcD24sLN/t1u2KK/DMPQqLH/4/C5qX7VP8T2bBt7cqLG/124cmkStgnWoznz4MvHOW3R/Ly141oOraAExu3FRYPufq4vJdHzmgadnLX3lq4b5z93mssDweeriwvFXdWxlb0NsjdL2evxRpZlPLTHHbyfotxh8tLL/nb5pnF8CLH1taWL7nD37StGzivnWF+47NK34tqeY9rbC81W+bHB8vLB+KNLOpSM9toXaeaVwIvLrx/R4AETElqeWLIiWNAauAn0TEcZI+D+yfF+8EPBQRh0haAtwO3JGXfSci3tRG/cysFwkNm+hCO/m0JCK+P8u+NwEvkfQ1Z5NZgtLNplkzJSJW5XkBPbSd3G4yS1y62VSkndwq1LLTGBHvKii7vY1znEUWavPzfV47XSDpb4HGS693RcQhbRzTzKzdfNq2ySZnkQ0Zm97e2WRm7WiWKQDbQc9tJ7ebzKzfWuZWK6VONy9pMfBKsqEZM8tE9lLJ82eWmdmAVXPa6HZ9V9IfNK7Is+n3ya7mM6PM2WSWijSntX9KpgBIOh24oZcDu91kVhFpZlORnnOrneGpvfgw2bj92QY7vxC4PyJWN6zbW9JNwCPAn0fEt0qun5lBCmFWprcBX5b0Op4IxtcD64CPAW+csb2zySwVaWbTbJlyOLA18Fs9HtvtJrMqSDObivScW6V1GvMx++sj4gZJR8+yyak8+WrZOuAZEfGgpMOAr0g6MCIemXHcM4AzALZl+3Iqb1YjopJj89sWEfcDL5D0G8BBwIHA/0TECf3MJnA+mfVTqtk0S6YA/EdEXNnLcctqN+XHdjaZ9Umq2VSkH7lV5p3Go4DjJb2CbBztfEmfi4jTJM0FXg0cNr1xRGwGNuefb5B0F7AfM4aPRcQKYAXAfC2o2H8ys0SN+L+kfMbCj0XEQZL+GjhO0hr6mE15ufPJrJ8S/VfUmCl9PGwp7aa83Nlk1k8V/FfUa26V9kxjRJwbEYsjYglwCnBlRJyWF78E+GFErJ3eXtKu+YxhSNqH7KW4d5dVPzPLVfQFtZ2IiCnge5Ke4Wwyq4gusmlQ+dSYKX08prPJrAoSzqbCaveYW2U/09jMKTz1Qe4XAe+TNAFMAm+KiOIX8plZfyQQZgOwCLhV0vXAz/J1uwCNL6dzNpmlJO1smi1TiIjjSziXs8ksJWlnU5Guc2sgncaIuAq4quH7G2bZ5ovAFwdRHzObobrh14n3zrYyIq5u+PyGWcqdTWbDknY2zZop/eB2k1ni0s6mIl3n1rDuNJpZQlIYNlG2iLha0jOBpRHxDUnbA2PDrpeZNZdyNjlTzOor5Wwq0ktuudNolROTk4Xlkz97rLB87uPF+2/9UPPyp/3o8cJ9K6ui4deJ/P1EZwALgH2BPYFPAscMs17WmbEFOxeWT27cVFjeytRNt3W975x9lhSWa6cdiw/QY917/e1JSjibnCk2SJPj44Xl233lup6OH/Nme8tLXvZrhxTuq/uL6xY/XV9Y3uq3JSnhbCrSS26VNhGOmVVE9V5Q260zyWYnfAQgf9fZbkOtkZk11002DTafnClmdZR+NhXpOrd8p9HMKjvMokObI+JxSQDkU9jX45ebVVTi2eRMMaupxLOpSNe55TuNZlbVq2WdulrSO4HtJL0U+ALw1SHXycyKpH0135liVldpZ1ORrnPLnUYzq9y7hrp0DvAAcAvwf4H/jIg/G26VzKxI4u9Cc6aY1VTi2VSk69xyp9HMSrtaJmlM0k2SvpZ/XyDpckmr8787N2x7rqQ7Jd0h6WUN6w+TdEte9lFNj6no3Fsi4p8i4qSIeE1E/JOks7o8lpkNQtpX850pZnWVdjYV6Tq33Gk0q7tyg+8s4PaG7+cAV0TEUuCK/DuSDiB7efWBwLHAxyVNTwH9CbKZvpbmy7Ed/sJpy2ZZ94Yuj2VmZesmm1rkk6RtJV0v6XuSbpX03nx90wtaBZwpZnVUQjYNUNe55YlwzGpO+dL340qLgVcC5wF/lK8+ATg6/7yS7OXVZ+frL4iIzcA9ku4EjpC0BpgfEdfmx/wscCJwaQf1OBX4HWBvSZc0FM0DHuzmt5lZ+UrKps3AiyPiUUlbAddIuhR4NdkFreWSziG7oHX2rPVyppjVWlntJshGaAGrgJ9ExHGSFgCfB5YAa4CTI6Lj9yv1I7fcaTSzsq6AfRh4B1kgTds9ItYBRMQ6SdPTPO8JfKdhu7X5ui3555nrO/E/wDpgIfC3DevHge93eCwzG6Q+Z1NEBPBo/nWrfAmaX9CajTPFrO7Ku3M4PUJrfv59eoRWywtaLfScW+40mlk3Fkpa1fB9RUSsmP4i6ThgfUTcIOnoNo4320W7KFjftoj4EfAj4Pmd7Gdmoym/kn8D8CzgHyLiOknNLmg9hTPFzMrQ4QitjvQjt9xptNETU8XlDz9SWLz9bZublm1eunvhvluNjRWWx8SWwvJh6WJWrw0RcXhB+VHA8ZJeAWwLzJf0OeB+SYvyRtkiYH2+/Vpgr4b9FwP35esXz7K+Y5KOBD4GPBvYGhgDfhYR8wt3tKRMbux4VM7AxEMPF5c/c9GAajI6upxxsPCiVkRMAodI2gn4sqSDuqqbM8U6MOfQA4rL7+8t22L80cLyyfHxro+ta24uLJ/o+sjVVUY20dkIra70klueCMfM+v4wd0ScGxGLI2IJ2QQ3V0bEacAlPPEQ9jLg4vzzJcApkraRtDfZhDfX50E5LunIfNbU1zfs06m/B04FVgPbAb9PFpxmlqruJpvYEBGHNywrZjkyEfEQ2VX7Y8kvaAHMuKBVxJliVld9zqbGEVol17zr3HKn0cwGOQPYcuClklYDL82/ExG3AhcCtwGXAWfmdwMA3gx8CrgTuIsOJsGZKSLuBMYiYjIi/gX4jW6PZWYD0P/ZU3fN7zAiaTvgJcAPaX5Bq7h6zhSzeur/7KnTI7TWABcAL24coQUdXdAqrnqXueXhqWZ1F+W+dDYiriK7mk9EPAgc02S788jG8c9cvwroavjYDI9J2hq4WdL7yR4I36EPxzWzMpSTTYuAlflzjXOACyPia5KuBS6UdDpwL3BSG8dyppjVUQnZFBHnAucC5HNB/ElEnCbpA2QXspbTwQWtAl3nljuNZpbS+4PK9LtkjcQ/BN5O9gzlbw+1RmZWrP8Ns+8Dh86yvukFrQLOFLO6Gly7aTmdX9Aq0nVuudNoZqXeaRw2SQ+Svc7jf4Bvkz0r+d7h1srM2pFiNjlTzCyFEVqd6EduudNoZqN+p3Fv4EjgBcA7gcMk3U0enBFx4TArZ2YF0swmZ4pZ3aWZTUV6zi13Gs0syav5/RIRjwD/lS9I2gH4PeBtZMMz3MAzS1SK2eRMMbMUs6lIP3LLnUazuut9RtSkSdqD7MraC4Dn5atvAP4cuHZY9TKzFhLNJmeKWc0lmk1F+pFb7jSaWeXCr0NrgRuBvwPOiYjHh1wfM2tXmtnkTDGruzSzqUjPueVOo1nNieoNs+jQUcDzgd8C/ih/B9K1+bIqIjYPsW5m1kTC2eRMMauxhLOpSM+55U6j1U48vqWwfOPLntW07Oe7qHDf8dcVv05wv38svrAT132/sLw01Qu/tkXEdCh+CEDSEuBVwEpgMbDtsOpmo2Vy46biDVqVD9nYgp2blrX8bWVJMJucKdaNqZtuKy7v8fhz91hUWD7nWXsVluvR5n2GsRbnnhwfb7FFsbF580o9fikSzKYi/cgtdxrNDEXF0q9Dkn6FJ8byHwXsTBaenxxmvcysWKrZ5Ewxq7dUs6lIr7nlTqNZ3VXwge5OSNoArCObVvpbwPKIuHO4tTKzlhLNJmeKWc0lmk1F+pFb7jSaWRXH5ndi34h4eNiVMLPOJZpNzhSzmks0m4r0nFvuNJpZ5a6YdegvpebPokbEWwdYFzPrRJrZ5Ewxq7s0s6lIz7nlTqOZjbobhl0BMxspzhQzq5qec8udRjOr4jCLtkXEymHXwcy6k2I2OVPMLMVsKtKP3HKn0cyqOMyibZI+HBFvk/RVZvmlEXH8EKplZu1IMJucKWaWYjYV6UduudNoVndRvStmHfrX/O/HgWeRvQ7rLuDnQ6uRmbWWbjY5U8zqLN1sKtJzbrnTaGaVu2LWoe9Lej/wRuBeQGQvsv0M8M4h1svMWkkzm5wpZnWXZjYV6Tm35pRWNTOrBJFdMetkqZj3AwuAvSPiuRFxKLAvsCPwgaHWzMya6iabBpRPzhSzGks4m4r0nFu+02i1E489Vli+/uiJpmXvOuqSwn3XbdmpsPxbHzi4sHyysLREMfw0K9FxwH4RT/zIiHhE0puBHwJvG1rNbKSMLdi5sHxy46ZSzz919HMLy7e+d2Nh+ePPWNC0bM5V5da9qTSzyZlilTPn0c1d7ztx8L6F5b/YdZvC8rmPTRWWb2lx/m0eKG63Td14a4sjlCDNbCrSc26502hmKVwBK1M0hmTDyklpxH+5WcUl+i/UmWJWcxX8l95zbnl4qlndRRdLtdwm6fUzV0o6jezqmpmlqJtsGkw+OVPM6izdbCrSc275TqOZoeKRI1V3JvAlSW8ke7ltAM8DtgN+a5gVM7NiiWaTM8Ws5hLNpiI955Y7jWaWwhWw0kTET4BflfRi4ECyZ9gvjYgrhlszM2spwWxypphZitlUpB+55U6jmVVxbH7HIuJK4Mph18PM2pdyNjlTzOor5Wwq0ktuudNoVndBFWcBM7NR52wysxTVNJs8EY6ZVe1dQ2ZWE/1+F5qkvST9t6TbJd0q6ax8/QJJl0tanf8tfn+KmdVaBd/T2DN3Gs2sajOAmVld9H+GwgngjyPi2cCRwJmSDgDOAa6IiKXAFfl3M7PZVW/21J55eKpZzYnRuAJmZqOljGyKiHXAuvzzuKTbgT2BE4Cj881WAlcBZ/f37GY2CurabnKn0azuImo5Nt/MEldyNklaAhwKXAfsnncoiYh1knYr7cRmVm01bTe502i1M/X444Xlz37/pqZlb/jv9YX7/tpZxa+62eGH1xeWm1m6xhYUP+Y2ubF5dvTD3H2WFJZPXHVjYfkdf/v8wvL9/2Fd82MX7pmchZJWNXxfERErGjeQ9DTgi8DbIuIRSQOtoFm/TdzX/N9vr7b62aLCcl1TfO6xefP6WR0bktKfaZQ0JukmSV/Lv39e0s35skbSzQ3bnivpTkl3SHpZ2XUzs0zdHuYGZ5NZFXQ52cSGiDi8YZnZYdyKrMP4bxHxpXz1/ZIW5eWLgOIrhCVyNpmlr44T4QziTuNZwO3AfICIeO10gaS/BR7OPx8AnEL2wsk9gG9I2i8iJgdQR7N6G4Ew64KzySx1fc4mZbcUPw3cHhEfaii6BFgGLM//XtzfM3fE2WSWuhq2m0q90yhpMfBK4FOzlAk4GTg/X3UCcEFEbI6Ie4A7gSPKrJ+ZZep2tczZZFYNJVzNPwr4XeDFDXfvXkHWWXyppNXAS/PvA+dsMqsG32nsvw8D7wBmG8z8QuD+iFidf98T+E5D+dp8nZmVKYCpEUizzjibzFJXQjZFxDVkkx/O5pi+nqw7ziaz1NWz3VTenUZJxwHrI+KGJpucyhNXy2D2EH/KfxFJZ0haJWnVFjb3oaZmVqd3DZWVTfmxnU9m/VSjd6E5m8wqpEbZNK3MO41HAcfnwz62BeZL+lxEnCZpLvBq4LCG7dcCezV8XwzcN/Og+QPtKwDma8EI/CcwG75RGDbRgVKyCZxPZv3mbHI2maWoZtkElHinMSLOjYjFEbGE7EHtKyPitLz4JcAPI2Jtwy6XAKdI2kbS3sBSwO8nMBuE6XcOtbtUmLPJrEI6zaYK55OzyaxCapRN04b1nsZTePIQCyLiVkkXAreRvRLqTM8AZjYYdbxi1oSzySwhzqZfcjaZJaSO2TSQTmNEXAVc1fD9DU22Ow84bxB1MrPciIy174azySxhzqarGr6/ocl2ziazQatpNg3rTqOZJUKARmDYhJmNFmeTmaWortnkTqPZDBN33Nm07GV7HFy47w5Pmv28QqaGXQGz9E1u3NTT/mMLdu7p+PHQw4Xlc/dZUli+9N8eKSyfuHtNYflQOJvMhm7ivnU97T85Pl5YPjZvtjfMtL//UNQwm0qbCMfMqkMRHS0tjyftJem/Jd0u6VZJZ+XrF0i6XNLq/O/ODfucK+lOSXdIelnD+sMk3ZKXfTR/wbWZ1UCn2VTHq/9mNnhlZFM3badBcqfRrO7KedfQBPDHEfFs4EjgTEkHAOcAV0TEUuCK/Dt52SnAgcCxwMcljeXH+gRwBtnMgEvzcjMbdd1kk/uMZla28rKpo7bToLnTaFZ7/Z82OiLWRcSN+edx4HZgT+AEYGW+2UrgxPzzCcAFEbE5Iu4B7gSOkLQImB8R10ZEAJ9t2MfMRloX2eQ7jWZWunKyqYu200D5mUYz62bq6IWSVjV8X5G/PPqpx5aWAIcC1wG7R8Q6yMJR0m75ZnvCkx4IXZuv25J/nrnezGqgjtPam1n6ys6mNttOA+VOo5l1c3V+Q0Qc3mojSU8Dvgi8LSIeKXgccbaCKFhvZnXgO4dmlqLusqmtC+4dtJ0Gyp1GMyuFpK3IQu/fIuJL+er7JS3Kr5QtAtbn69cCezXsvhi4L1+/eJb1ZmZmZlXS8oJ7h22ngfIzjWZ1F6CpzpZW8hlOPw3cHhEfaii6BFiWf14GXNyw/hRJ20jam2zCm+vz4Rjjko7Mj/n6hn3MbJR1kU3t5JOZWU9KyqYu2k4D5TuNZlbGELCjgN8FbpF0c77uncBy4EJJpwP3Aidlp49bJV0I3EY2e9iZETGZ7/dm4DPAdsCl+WJmdeDhqWaWonKyqaO206C502hmfX9KMCKuYfbnEQGOabLPecB5s6xfBRzUv9qZWWW4z2hmKSohm7ppOw2SO41m5hdim1mSnE1mlqI6ZpM7jWbmIWBmAzC5cVOpx5+4e02pxx8KZ5NZ5Y3Nm1dYPjk+PqCa9FENs8mdRrO6C8CTR5hZapxNZpaimmaTO41mNSeilsMszCxtziYzS1Fds8mdRjOr5TALM6sAZ5OZpaiG2eROo5nVMvzMrAKcTWaWohpmkzuNZnVX07H5ZpY4Z5OZpaim2TRn2BUws+FTREeLmdkgdJpN7eSTpH+WtF7SDxrWLZB0uaTV+d+dS/1hZlZpZWRT6txpNLNsmEUni5nZIHSaTe3l02eAY2esOwe4IiKWAlfk383MZldONiXNnUaz2qtf8JlZFXSRTW3kU0R8E9g4Y/UJwMr880rgxP7+FjMbHeVkU+r8TKNZ3QUjEWZmNmIGm027R8Q6gIhYJ2m3QZ3YzCqmpu0mdxrNrJYPdJtZBXSXTQslrWr4viIiVvSnQmZm1LLd5E6jmY3EA9pmNnq6zKYNEXF4h/vcL2lRfpdxEbC+mxOb2VNNjo8Puwp9V8d2k59pNDMzs7q7BFiWf14GXDzEupiZJcd3Gs2slmPzzawCSsgmSecDR5MNY10LvBtYDlwo6XTgXuCkvp/YzEZHDdtN7jSa1V0AU/ULPzNLXEnZFBGnNik6pu8nM7PRU9N2kzuNZrU3GlNBm9mocTaZWYrqmU3uNJpZLcPPzCrA2WRmKaphNrnTaGa1DD8zqwBnk5mlqIbZ5E6jWd3VdGy+mSXO2WRmKappNrnTaFZ7AVHDt9SaWeKcTWaWonpmkzuNZlbLYRZmVgHOg6csJQAACwxJREFUJjNLUQ2zyZ1Gs7qr6TALM0ucs8nMUlTTbHKn0cxqecXMrGomN24adhUGz9lkZimqYTa502hmtQw/M6sAZ5OZpaiG2eROo1nt1fMltWaWOmeTmaWontnkTqNZ3QUwVb9ZwMwscc4mM0tRTbPJnUYzq+UVMzOrAGeTmaWohtnkTqOZ1TL8zKwCnE1mlqIaZpM7jWa1F7WcOtrMUudsMrMU1TOb3Gk0q7uAiPqNzTezxDmbzCxFNc2mOcOugJmZmZmZmaXLdxrNrJbDLMysApxNZpaiGmaTO41mVssHus2sApxNZpaiGmaTO41mdRdRy/cNmVninE1mlqKaZlPpzzRKGpN0k6SvNax7i6Q7JN0q6f35uiWSfi7p5nz5ZNl1M7NcRGfLCHA2mVVAp9k0AvnkbDKrgBpm0yDuNJ4F3A7MB5D0G8AJwHMiYrOk3Rq2vSsiDhlAncysQdTwihnOJrPkOZucTWYpqmM2lXqnUdJi4JXApxpWvxlYHhGbASJifZl1MLNW6ne1zNlkVgVdZFPF88nZZFYF9csmKH946oeBdwCN3fH9gBdKuk7S1ZKe11C2dz4k42pJL5ztgJLOkLRK0qotbC6x6mY1EWSzgHWyVF/fswmcT2Z91U02VT+fnE1mqatnNpU3PFXSccD6iLhB0tEzzrkzcCTwPOBCSfsA64BnRMSDkg4DviLpwIh4pPG4EbECWAEwXwuq/1/ALAU1ekltWdkEziezvnM2gbPJLD01yqZpZd5pPAo4XtIa4ALgxZI+B6wFvhSZ68mupi2MiM0R8SBARNwA3EV2dc3MShRATEVHSzskHZtP3HCnpHPK/RUdcTaZVUA32dROPjmbzKwXZWUTJJ1P5XUaI+LciFgcEUuAU4ArI+I04CvAiwEk7QdsDWyQtKuksXz9PsBS4O6y6mdmuYjsilknSwv5v+V/AF4OHACcKumAkn9JW5xNZhXRTTa1yCdnk5n1rIRsgrTzCYbznsZ/Bv5Z0g+Ax4FlERGSXgS8T9IEMAm8KSI2DqF+ZrXT7hWwDhwB3BkRdwNIuoBs9r/b+n2iPnI2mSXm/2/v7kItK+s4jn9/qDWlSckI+TI6k1igBU5kQlGIF2kSCnklvdxIJTRa1hSUJKK9XkTRTWLlRThSMQZFCYaQSQWp6WiOL6mpzIsEmpBGGjP+u9hrmu3p7DNnb+fs9aw53w8sZq21n33Ob56z9495zl57j90E2E1Sc1agm6DxfprLorGqbgdu7/b/A3x0kTE3AzfPI4+kBQ7+tfknADvGjncCZx3sb/Jq2U1S4+wmu0lq0cq8p7HpfurjlcaD5nmee+a22vrU2Km1wDN95VmGlvOZbXYt5Tt52js8z3O33lZb1055tzVJ7h47vr77oIV9ssh9VtWHLwysn8w2u5bztZZtqn6asZtg6X6ym+ymg6nlfC1ng7bytdBN0Hg/DXrRWFXHjh8nubuq3tVXngNpOZ/ZZtd6vgOpqvNW4MvuBNaNHZ8I7F6B79OsIfWT2WbXcr6Wsy2H3bQy7KaDp+V8LWeD9vMtZYW6CRrvp5X+fxolrU53Aacm2ZDkNYw+1OGXPWeSJLtJUqua7qdBv9IoqU1VtSfJJuBW4DDghqra3nMsSauc3SSpVa3306G2aLz+wEN61XI+s82u9Xy9qKpbgFv6ztGQlh8nZptdy/laztYbu+n/tPw4aTkbtJ2v5WzQfr5etNxPqWrm/ZWSJEmSpMb4nkZJkiRJ0kSDWTQmWZfkt0keSrI9yWe689cmuT/JtiS/SXL82H2+lOSxJI8kObelfEnWJ/l3d35bkuvmnW3s9s1JKsnasXO9z92kfC3MXZKrk+way3D+2H3mNndqQ8v91HI3LZVv7Pbe+slu0tC13E2z5GvhOTZ2u900ZT77aeCqahAbcBzwzm7/DcBfgdOAo8fGXA5c1+2fBtwHvBbYADwOHNZQvvXAA33OXXe8jtEbbp8C1rY0d0vk633ugKuBzYuMn+vcubWxtdxPLXfTUvm64177yW5yG/rWcjfNmK/351h3bDfN9nO1nwa8DeaVxqp6uqru6fafBx4CTqiqf44NO5L9/wnmhcBPquqlqnoCeAx4d0P55mZStu7m7wBfXJCriblbIt/cHCDbYuY6d2pDy/3Ucjctla+7udd+sps0dC1304z55sZump39dGgazKJxXJL1wEbgT93x15LsAD4CXNUNOwHYMXa3nSz9gJ13PoANSe5N8rsk75t3tiQXALuq6r4Fw5qYuyXyQc9z153a1F0+c0OSN3Xneps7taHlfmq5mxbma62f7CYNXcvdNEU+8N9Os2SDBnq9O2U/DdTgFo1JjgJuBj677zdRVXVlVa0DtgCb9g1d5O4r/luXKfI9DZxUVRuBzwE3JTl6XtmAPcCVvLKI/zd0kXNznTuWztfr3HU/1+8DpwBndHm+vW/oInf3I4pXiZb7qeVuWpiPxvrJbtLQtdxNU+bz307j37DhblqYz34avkEtGpMcwejBt6Wqfr7IkJuAi7r9nYyu697nRGB3K/m6l+Cf7fb/zOj67bfOMdspjK4bvy/Jk4zm554kb6aNuZuYr4G5o6r+XlV7q+pl4Afsv4xi7nOnNrTcTy1304R8zfST3aSha7mbps3XwHPMbpo9n/00dNXAGyuXszH6LcSPge8uOH/q2P5lwNZu/3Re+abav7Gyb+aeNt+x+/IAbwF2AcfMM9uCMU+y/w3TTczdEvl6nzvguLH9Kxhdiz/3uXNrY2u5n1rupqXyLRjTSz/ZTW5D31ruphnz9f4cWzDGbpru52o/DXg7nOF4L/Ax4C9JtnXnvgxckuRtwMuMPinqUoCq2p7kZ8CDjF6y/3RV7W0lH/B+4Joke4C9wKVV9Y95ZquqWxYb3MrcTcpHA3MHXJzkDEaXTzwJfAp6mTu1oeV+armbJuZrpJ/sJg1dy900dT4aeI7ZTbPnw34atFR5ybAkSZIkaXGDek+jJEmSJGm+XDRKkiRJkiZy0ShJkiRJmshFoyRJkiRpIheNkiRJkqSJXDRqWZL8ccrxZyf51UrlkSSwmyS1yW7SocZFo5alqt7TdwZJWshuktQiu0mHGheNq1ySM5Pcn2RNkiOTbE/y9kXGvdD9eXaS25NsTfJwki1J0t12Xnfu98CHx+57ZJIbktyV5N4kF3bnv5fkqm7/3CR3JPExKcluktQku0mrVaqq7wzqWZKvAmuA1wE7q+obi4x5oaqOSnI28AvgdGA38AfgC8DdwKPAOcBjwE+B11fVh5J8HXiwqm5M8kbgTmAjUMBdwCbgOuD8qnp8Rf+ykgbDbpLUIrtJq9HhfQdQE65hVEIvApcvY/ydVbUTIMk2YD3wAvBEVT3anb8R+GQ3/gPABUk2d8drgJOq6qEknwDuAK6w+CQtYDdJapHdpFXHRaMAjgGOAo5gVEz/OsD4l8b297L/cTTpZesAF1XVI4vc9g7gWeD4ZaeVtFrYTZJaZDdp1fE6aAFcD3wF2AJ8a8av8TCwIckp3fHFY7fdClw2dg3/xu7Pk4HPM7rk4oNJzprxe0s6NNlNklpkN2nVcdG4yiX5OLCnqm4CvgmcmeScab9OVb3I6LKKX3dv6H5q7OZrGf027v4kDwDXdkX4I2BzVe0GLgF+mGTNq/sbSToU2E2SWmQ3abXyg3AkSZIkSRP5SqMkSZIkaSIXjZIkSZKkiVw0SpIkSZImctEoSZIkSZrIRaMkSZIkaSIXjZIkSZKkiVw0SpIkSZImctEoSZIkSZrov9FKXjV3Hwr6AAAAAElFTkSuQmCC\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(7640.54926256)\n", "\n", "array(7640.54926256)\n" ] }, { "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=(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", "text/plain": [ "
" ] }, "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": 24, "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": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\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": 32, "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", "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 }