{ "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": [ "oil0d2000 = pd.read_csv('/data/sallen/results/MIDOSS/ParticleNoTests/SB_2000_bunkerc/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/SB_5000_bunkerc/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/SB_10000_bunkerc/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/SB_20000_bunkerc/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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T/jn8KuUIvH8vDDwFLn8T7MH/Vab+htjFf+UE2/EczBvcsm9AHXIKPQxKiyMp+KGjNYkw1AgSLig72iZPXdDCmUR70yDRRBdcV7P20H3YJFgJOdtWggaJRluz8El+bsuk+IyHKwJEI4VW03yQn3FL4T3Y558Moy+C7Z/BkV1w6j1w3CUQ3w2MgdI8vlizmdc++JTf9N7G5Zkf8VPHp9Zwi/SRcOFzFQECrJFUy//JdbKIz/PqToTnL93BpoMFPHrp8U16HZXlFJWRHOvCYbeRGO3UmkQ4yoNE5dFNbVO4Lii1Vn5tqdFN7e2YW7upNXXtN5xCYjAH17V3Uzqd/CIPJ2e9zMHYEcSMPKvJ95k+JI1fzRzEG9n9Oa/sHnwJveG7F6Ekl7UnP8uWgVdBQvfgom82iEnm+e9dbE6cztBfvIztV9+SMe63BH78Nvzyy4plpkNcMTDmck4xKyjMPVhrGxZtPsy9H27l3bUHm90lVezxUeoNkBLnBiA51kVuSwyBLc6FjPXNv09HFdpwqHwyXdsNga3oboqM7+AaJFqQ2OzsixpMcsHm9m5Kp7N22cf0k0N4x13d5CwCrGUMbjl9KK9fdyIbvN15qO8T8IcDvHfaEs79wMYf3t5Q5fzcIg9fb89mznE9sNkESRlI97l/xjb4FLDVsdHU+Ktw4mPE4ffILChlX24xTyzewZXPreSMR5Zy42vf0TfFGra4+PvmjezOKbQ+2FKC9YguMS2QSfh98PIF8K9T4Ojh5t2ro6qtu6mNJtOFVoDV7iZVq+LkkYw68CaFxSXExdS/FLmqIOvfoAQ3vadc0iL3G9w1njnH9eD5b3YjAvOX7sTtsLFuXx75JRUTnT7eeAhfwHD2mO4N3LGStCHkpk3ioswPuPjBqezxJmKMNQS3f2osx/VK5OZTh3DxU8v4YmsWP57Ut8mvI1R/CI1sSo51NX2292d/gaytVlfbweBCiGtehOm31n9dZ1Sju6nt5kmERjfFR0XGx6tmEi0sftBJuMXL2q+bPpnrWFNaUsyY/M/ZmjQDW1R8i933plmDKfMFeGLxDqYMSuXxy8cRMLBsRzYb9ufz+BfbeXXlHgakxta5M1hdks9/gFSXl1ejH+DWyYl8c9vJfHqBi3+dncr9F46hR1I0M4em8/X27GYto1EeJOJCmYSraaObSvLgm3/A1vfh26dh5HnQfwasfsEaLhppqnc3teGM64ISH7Eue50bCXU2kRHqOpBBUy6kYOkd2FY/B6ed1+bP7/EFeHP1PrbvP0zvtCSumDoYu63p3TdtYdtX/2G0FGEbe2mL3ndQehwf/noaybEu0uLdeP0BYl12Pt+ayfKduewNrqz529OG1Lr8Rr26j8F26cv0eOViblg9B7YkQ3EOdOkP81aAw83MYWm8tHwPK3flMm1w45aUeXftAb7als2kASlARXdTcqyL3CIPxhhEhFKvH7fD1nD7t7xndbf85C0oOAgj5sKOL+DNK6zZ6cMq1YFK88Gd0Kxuv+Yq9frJyC9t+jyUGt1NbTeZrqDU22LDXzuCyAh1HYjNHcPOXucwoeQr9uyubaJ563r1/U8Y+8HZ3Ll+Nmd+Npv7n5zf4UfDOFc/TQYpDJvc/ImO1Q3tFk9avFX0ddptnDQwhTdW7WdvbjHzf3oCn/52BtefPLCBu9Rh4Clw/ddw8h0wYCbMuM0aQbXC2kLlpAGpRDvtvL6y8fuPPPf1bt5cvZ9th61hm6Hupi6xLsp8AV5buY8T/rKIYX/6mH+8+zWs/Ff98wDWvwHJA602j/upNVN92FmQ1Bfe/iXsXGKdl7kFHhgEL50HuW377zezoLR8Ibt/frGdMx/9sulZWK3zJNqucB0pI5tAg0Sr6H3aPJziZ/ente631GoO55cwes1d9HUcwTb9d0THJXLb4dtY8PCNrNub26ZtCdfuDd8wrHQd2/r9BLfL3erPF/pGP21wKrNHdmNQehzO5nQLpA2Fk2+DC5+BmX+AIWfAkgegMJNol51rpw/ggw0ZrN5zJOxbHinysC64PPqizYdx2W3E+QsASA4uzXHPwk2kJ0Rx+kA3p3/3S/jwFvj3T8BbrV7h91kBYPdX1tDfytmB3Qk//wASelqF7INrrC4pscP+VfDUyW0WKIwxXPHct1z53LcAfLU9mxKvv+n1F09wTkR7dDeVtty6TR2BBolWkNJ3JJujxzF0/wI8nrZbsXPJm//gBPmespl3I7P+ROJN35A3+Dyu8b1O9tMX8tXGts9sGpKz6CEKTTSj5/66TZ7vjFHdGN+3C3fNGdE6T3DaX6wPqDUvAfCL6QNIj3fzl/c3Y4wJ6xZLt2UROnVndhFXRS9GHhgAC2+im+TQjRwekwd4/+jFPJF7Hf1tGXwUM9eaSf7aJVBaANsWwauXwH394MW5VgF3TC2DApJ6w5UfWsuXvHWdlXGM+5k1/FcE3rgCdnwO371UMwBV5vfBwpvhkz818g2zLP4+iy0ZBWzLLGTb4aNsOJAP0PTNdoqPWK/ZEfziYXdZEyfboP5iLRMeOT35GiRaiX/cVXQjm/VfvNEmz7f/cDYz9z3GvtiRpEy50jroiiX5x89SdMq9nGxbQ483z2LZim/apD3h2Lp+Jcflf87GrnPp0oyVeRuja0IU/7l+MoO7tlyBvIq0IdDnJFj3bzCGWLeDm04dzNp9eazbnx/WLZZ8n0WXGCfH90nChZerA/+BuG7w3UtMf38Gy6NuZLp9I/bjLsLWfxrfjH+U63MvZfPEv8GuL+Gx8fDKhXB4Mxx3EVz0PNy0Drr0q/0JY5LhrIcg+wfrg/TE6yG5P5z3FBxab3U9vfcr656ltbyGQAAW3gSrn7O6vbyNmBtSnAt+H08s3lG+Sc8jn23D67ei5L6m7qNQnGO9rhCHlYG1xQin/BZcAbYjiJxw18GMmHkpWV/fhXPNs3D6j1v9+Ta/cz+zJZ+cOa9Yk8RCRIidPo+j6SNI/vcVpH94Pt/lP8i42T9p9TYdKfLwwCffM7Z3Eucd37NKt05+USn+d+ZRJDEMv/juVm9LmzruEnj/ZmuYaf4B5vQby102YdHmQ4ytY/lxgEDAkHNwOz/ecj23OY9SXNqVzx1ppAWy4by3Ib47xduWsGDpGo6f8wtGjR4HwBR/gB4bvuDuvWN548dvWN/op90CM35f8U26IcPOhKm/sbqakvsD4B00myfS/4dd2UUkmqPcufsptv9tBtfb7qJArCCbbnK4K/BPTmIdyxjDSb51zPvrYyyXhnd/jDKlvBv4FbvoyerS2/njnNE8+/UuPlifgQjYRcoHFzRacQ7EpFQ8toeCRBk4W3ddtUgrXGuQaCV2h5PtvS9k0t5/cXDnZnoMaKXuDSAr8zATD77M1oQTGTa89g2V4ofN5Oj1S8mYfxHjvpnHBl8Ro8/8Rau1aVd2EX99+lVOLvyAPavS+PmiqZx5yskc1zOJzfuykC/+l4sDP7Bz+qMMSK25+1unNvJc+Oj38MrFUJxNYvcxnNT3/1i0+TC3nj6szsuuf3EZ1++cx2DJoCD9ZHrkrOJqxyp2RY+k/4CZIEJM+nB+OqXqdU67jaunDeAv729mtXMyJ/ym4ZWIvf4AJV5/lW+8eZP/AEAojL2yfA8P7R3EOWN74Ity8GpBfy7f9Qdecd/L4aiB9CzeSmrZHnw2N+/1+B1rkn/E+A1nclnKNrr0PKPBNkzMfpvU/XmkkseLAz7jhElnsTO7kJeX72V4twRKvH72N3V57DqDROtmEoGAobDMV54VRYLIeSUdUP/Tb8D3r2c48NH99Jj3fKs9z5YF/8t0KaL4zHvqPS8+vR/ymy9Y/8iPGL7iDjbFpTNyessP0z2Uk8emf/6c+YEv8EdFY/eVQNkbLH1/NOtNOtNs6+ljy+Jgv/MYMPOKhm/Y2UR3gWFzYPM7cNylsP51bu33FufsOpXDqxfSddn/wKw/W4sPBgKw+F4Cy5/kz2Uuethy2DD1cUac8mPyj+Tw4EN/osuIOdzQwHDUSyf05u+fbeP/ffI9L109qXzY88cbM+gS42Ji/+TyYbLfHzrKr19bQ16Jh29un1V+7rUvrsJuE16/7iTyi7088tk2Jg9M4ZFLxgavHQ0/9KXHm1fSw5MHfU+AHpfjOu4i5iYPsPYyLprK1IJ1TD13dP3vUSAAj10BPU+A9OFMWfM8rB7GjCHn8/LyvUzsn8yOrMLmdTelVlqA0R4Mhq1cvC7y+DAG4jRIqHB069WfZV3O5ITMheQc3E1Kj34t/hw/bFnHpEOvsi55NmOGN7x3d1xsHH1ueJv9/ziF9M9/Q/H404iJiWux9mRsX0vua9czJ7CZrLHzSDvjdvAWY9a+yonfPMlJvr140kZhZj5Jj8GnttjzdjhnPwKn3AkpA8HuYMyaZ/nItYi0hQes5T7+c6U1ZHbXUti1hIz0GfyQkYf9xGsYfarVFZickkrfs29nUv/kBp7MWk769h8N4463NvDwoh+45fShfLQhg+tfsWZWj+6ZyK2nD2V3ThH/+8EWAgGDL2DYnlnI0G7x7Mst5tvdR3DarbkXz369i/wSL3eeNaLqHIwhp8Pte63XUFvgGjgLPvkjZG+3uq3y9oDNYdVUQnUBsCb15e6AC56xhuKW5MHHtzMr9TnWxmRypMvfeNo/kjXr10HJSCvwNkadmUTrBolSbwCAaGcdS7p0QhokWlnPs/+A7cUP2PnuvaRcP79F7+0PGPLevpWe4qD/Zf8v7OuSuqRy+NT/I+2Tn7D4ncc5+fLbmvT8ezd8Sf6y57F3H0NUr9Ec/fxhRhcsJQEXm6b+nZGnBbOEqARk2m9xTf0NAM52nKTVZqISK3bNO+sh6Doa+6fPsLDsRFYNuJk7C+7B/flfIDYNfvQAf9g4ht0JxSw+8+Qqt/nJieEv6XHphN6s3ZvHY19sZ1d2EUt/yGJMr0QuntCbJ5fs4GfPrgTg5KFp3HDyIC5+ahlr9x1haLd4PtiQAYDXb+3v/cX3mZzQpwsjetQyE91ez8fG4NlWkHjshKrDTl1xVkAYegYcWA3v3ABpw2DEOda3/ItfhKUPYtu3giS/h6SVdzNh0P/xx8BvCTx2D7Zzn4Bwv1R4S60Z15UL123U3RTa0tatQUKFq8/AEaxIms3xhxaw47vLGDhuZovde/HLf2WWZwWbRv6Okel9GnXt0JPmsHPxMAb98DT5Rb8mMTb8daaO7NvC3ldvZkzJcjzGjuvgf2A1HDXRfNPjCgadcysju/WqeeGxEBxq43DDib+ky8gr2fzlTt5avocFvtu49cQYrpwzi/wyP9+8t4irpvRv/MzvSkSEe84ZSXyUgwXf7cduFx67fBy9k2O48IRevLJ8L26njcsn9sEYSIhysHZfHpdM6MP76w/SPzWWXdlFLNpymA0H8rl5Vm1b0zcgbYg192L/t9bIpVCXz7dPW/M4hp9tDdWNSbFmf4e6gWx2a74JwP7V8PQs5q69lizisbm6EPXKBXDJy9b1DSkJzgmqLZNo5Y2HQpP/ojRIqMYY9JNHyHp8BgnvXUlOt8VhdTuZQIDsjD3kZe2n34gJ+H1e1r50B47iTPzRyQRsbmYceJHN8ZMZcf4fGt8oERwn30KvT67hsw+fY9ZFN9R7etb3yyl4/05SiraTEMhnoHHxTf9fMfCs33Bgy3JKD21lxKwrmJrSuOUnjiVp8W7uOHM410wbwJ/f28g93xxiwglHWbP3CF6/YfbIbs1+jiinnTvnjOD3ZwyjzOcnPliYdjvsXDW1f/l5IjC2TxfW7M1jd3YRGw8UcOdZw3l5+R5eXrYHY2DakCYOS+431fqvsuFzrSG02z+zupdm/hESe9Z+fa8TYPyVsOYVflH6W244+Rxmr7jSyj66joTkAfU/f3GO9TOmUvvbuLspyhE5sws0SLSBlLTubLvgJZL+czY7X7qGlN8vqvVbdaCsiH1bvuXQuk/ovftNephM0oCD76ZTJtFM9O/lsKSSlJdPtHjY7hxE/1+8htSX/tejz4kXcPjTP5L8wxtA3UFi48dPM2LZLdiI59vokyiJSmfonF8zeZD1TbNr2hyg5ZfUiFRp8W7+dsFxfLktm79+tIXNBwuY0K8L4/rUPTy2sVwOG64GPuvfbIcAACAASURBVKjG9k7isc+38cAn3+O0C2cd150tGUdZ8N1+4qMcHNeSeypHJ8FV/7U2egrn3+uZ/4+jJ97K2gfXsLcgABe/AE9Ogzd+BlcvAmc9mW95kKicSYQK123T3aSZhGq0waMn8fXaeUzZ8RAbPnuV0adWzJ0oK8pj63/+h0G7XqUvJfQFNrjGsnfA1dijEkjc8Cxd/QdZP2M+Y0+5GGMMhYUFDIiJw2Zvxj9Gm439fc7h+F3/Yt+uH+jdv5buBWOI//bv7LL3Jeq6/3Jat+Z/21XWXgNXTenPo59tw24T/uecUc3qamqK43snETDwwfoMrps+gO6J0ZzQtwsLvtvPlIGpLb+KaV37c9R6ro2ElO7EuzdYs66TRsH58+HVi63hxXP/Ufe1tQWJ0HyRtsokNEiopphw8e3svG8BaV//mbIp5+COtkYVbXp2HmOzP2B59DTM6IvoN2oKo/tWLDpn5v4Sr9fLWLf1D11EiItvmW95PWdejW33fA4seZ7e/e+t8ffd6xbTz7+Hr4b/iakaIFrUVVP68/q3e7lgXC+GN3Kp8pYwJjixLzXOxa9OGQTAxOBIqpnD2r/bUERIinWWbwfKkNNh6m/hq4esrWVP/KV13O+DPV9D/+lWhl5cT02ilTceKi9ca3eTagqX203elD8x4MtrWLv4Dcb+6CoKcjIYmf1flnWZy5SbX6z1OrHZcLlbZ/G7bn2HsdE5mj5738L47kYqD1ME8pbOp9BEMXL2Va3y/MeyxBgnX/7+lAa7hVpLcqyLa6b256SBKeWT6kLLqw/t1krLljRSrMtBUZmv4sDMP1rLh3x8G5gAnHSDFTS++D/42XswYAYUZVvnVh4221bdTRFYuA7rX6eI3CQiG0Vkk4jcHDw2RkSWicgGEVkoIgnVrukjIoUicksd9xwrIstFZK2IrBKRic1/OR3fcdPPJYsuyMYFAHz/4WO4xUv6qTe2W5tyRl9Dj0AG2968q8rx0oJshuZ+ytqk0+jSpeGx+qrx2itAhNw5ZwSzhnetcmxEj4QOswdJtMtOibfSonx2h7UW1fCz4b93wH//CEsftP62a6n1szgHopKq1j7aunDtjJxMosFXIiKjgGuBicAYYI6IDAaeBm43xowG3gaq74H4MPBRPbe+H7jHGDMWuCv4OOI5nE6+Tz2N4YXLOZq9jz47X2O9ayyDR01otzZNnXMFn7pPZeD3T1G45bPy41sXPkw0HhJn1D/ySanWUiOTACsruPA5GHEuLHvMqjekDrGWQ4eaE+mgzedJHGuZxHBguTGm2BjjA5YA5wFDgWDoZhFwQegCETkX2Alsque+BghlH4nAwcY1vfNKmHAZLvHheXwaaYFc/Ce1zTLZdbHbhB6X/p3dphvR/76Q/e/cjb84jz7bXmKVazyjjj+pXdunjl0xLjvFnlqW97Y7rcl5035nFbSHnWVN0vMU1R8kWnmeRHmQcBxbQWIjMF1EUkQkBjgT6B08Pjd4zkXBY4hILHAbUP9CQnAz8ICI7AMeBO6o7SQRuS7YHbUqKysrjOZ2fCPHn8xeupEYyGfJqP/l+JkXNHxRKxvRvyfbzn6bRbap9Fr7MCUPjCCZfHwn3tjmo26UCqkzSIDVnTTrLhj6I2teRsAL+1ZYhes6M4nW7W4q81ndTe5jqbvJGLMFuA8rW/gYWAf4gKuAeSKyGogHQu/+PcDDxpjCBm59PfAbY0xv4DfAM3U8/3xjzHhjzPi0tPYfcdES7HYbGWfM55uTX2PmRb9q7+aUO2P8MGbc/g4LR/+DA4FUVtuPY8KMuQ1fqFQriXE7KPb4Gj6x94nWGlG7vmz37iaRY3B0kzHmGYIf4iJyL7DfGLMVmB08NgQI7aQ+CbhQRO7HWnU4ICKlxpjHqt32CuCm4O9vYtU4jhmTTpzR3k2oVbTLztkX/IyCsy4j4A9gb+mx8ko1Qmx9mQTw6oq9DO4ax4R+ydBjHGz4DxRlQWz1INE2q8CW+QK4HbaIyr7DHd2UHvzZBzgfeK3SMRtwJ/AkgDFmmjGmnzGmH/AIcG8tAQKsGkTok/IUYFszXodqYQlRTpJiW3/PaaXqE+1yUOzxEwjU3PrVHzDcs3ATr63Yax049W5rYb+At2Ym0YqT6TLyS5jzjy/JyC+h1Ou3itbeUlj+BDw/x9qtrxMLd57EAhFJAbzAPGPMkeCw2HnBv78FPNfQTUTkaeBJY8wqrBFTj4qIAygFrmt885VSkSzWZRWAS7x+Yt1VP64OHCmhzBeoyDT6TbH25l76oLWfR2W21ssk1u3LY+OBAnbu3EHC0R1EOeKseRvf/B3sbjiaAROvbfHnbSvhdjfV2O7MGPMo8GgD191d7fE1lX7/CjghrFYqpY5JMcEgUeypGSS2Zx0FrI1+yiX2svbyqM5ms2oWrRAkMo9aI6b6rr6XcQcXs8r9EHz3orUMeu9J8N8/QN4+SOpdcdGOz+G/d8JFz0Ha0BZvU0vSDmelVIcV47ICQ23F622HrbExJfXULKqovL9FCzpcUApAbMEOogNFPFx2F5TmwcRfwIDg1gA7F1e9aP0bkLkJXjoPFt8HL18IBR1zFoAGCaVUhxXrtjKJorKagWB7phUk6itsV2F3tsropsMFZYAhrmgPHnHRPXDYWluq72RIHw5xXWsGiT3fQPcxUHYUFt8L2xfB1g9avG0tQYOEUqrDig5mEiXeWjKJ8iARxhBZsOoDrTCZLvNoGWnk4/SX8HbsJex19IPpt1iLDYrAgJOtIBGw5lCQf8Da1vW4S+H6r+HmjRDfHfYub/G2tQQNEkqpDitUuK6eSRhj2NHoTMLVKplEZkEpfeUQAFtsg/hTj3/BqPMrThgwE4qzrToEwN5l1s++kyGpj1Wr6D3JmgjYAWmQUEp1WBU1iaqB4HBBGUfLfEQ5bY3sbmqdmkR/mxUkdge611zcb9iZkDLY2jBp99fWsuaueOg2uuKcPidC/j4ry+hgNEgopTqsitFNVbuUtmVaI5tG9kik2OPDmJrzKGpohcJ1mc/PkWIvfeUwfuzsDaTUXNwvKhF+/j4k9IAXzob1b0KfSVU3Yeo9yfq5r+N1OWmQUEp1WDGhwnW1bCFUtD6uVyIBU7FmUr0cLR8ksoLDX/vJYbIcXSny1bG4X3w3uPoTOP4n1oS/gbOq/r3baHDGwN6O1+WkQUIp1WGFuptKqmUSe3KKiXXZ6ZMcA4RZl2iFTMIa2QR95RAZth6UegN17yURkwxz/w6/+x4m/aJa25zQ8wRY95o1S3vfyhZtZ3NokFBKdVjRztoL1wfzSujZJZrYeuZR1NAKQSLraClgGGA7zF66VSzLUZ/4rrXv9z3td9YWrAfXWvtkdBAaJJRSHZbdJkQ77TWCwIG8EnomRRNdaUZ2wzdr+XkShwvKSKGAWErYGehavsBfkwycCZe+AsddBNsWgbekRdvaVBoklFIdWm17ShwIZRLuxgSJFswk8vbBqufIKihkumMjAFvLrK0M3M3dlW742eAthh1fQMZ6yN3V3NY2S7gL/CmlVLuIcVcNEkVlPvKKvfRMiiHa2ZjuJjcUZUNZIbjjmt4gTxG8chFkbeGc2HH0dGzmYOwIvsgZDrTA1qX9plkjopb8DTK3gDsBrlkEyQOad98m0kxCKdWhxbqqbjx0IM/qhqmSSdSybEcNg0+1Zjo/PgkObQzruXdkFZJ5tBR8HvjoNvjXKfDiOZC1FSZcy8CitRTbYvnv6IfwYK00W2fhOlx2Jwz5EWSss+ZXmIC1tlNRTvPu20SaSSilOrToat1NB44Eg0RSVMU8Cm8YQWL8VdaaSq9fBp/cCT97p97TjTH85OkVTO0bwwPev8KuJdDjeDi8ydq7YurN/HrLCGKTuzIioTuQC7TQ/taTbwQMnH4v5GyHVy6GjDUw6NTm37uRNEgopTq0WJeDojIfZT4/gQDsD2USSTH4g5Poqg+RrVOfSTD51/Dpn2H/Kug1vs5TM/JLycgvZfD+j6B4CZzzuDXPwRhrTSbgO29fJsenEldpGfNmdzcBdBsF58+3fo9NhZvXQ3RS8+/bBNrdpJTq0EKZxO0LNnDZv5ZzMK8Ep11Ij3fXubZTvSZcDdFdYMn99Z62dl8eQoDTixZiek20AgSUBwiwNkOKdtqr7HXR7O6m2rRTgAANEkqpDi60z/XKXbms3ZfHku+z6J4Yjc0m5UNgS8Lpbgpxx8NJv4Jt/4WtH9Z+TiDADzt3McO2nr5yiKNjrqr1tGKPnxiXnfioFs4kOhANEkqpDi3G7SDzaGl5wXpzRgE9k6IBcNlt2G1CUVmY3U0hk38NXUfDwl9bI57AGnK6+V3r9yX3cfOaH/GU8yEOmyS2p8yscQt/wFDmCxDtaoNMoh1pTUIp1aHFOO2Ueq21meKjHBwt9dGzixUkRKTWeRQNcrisPv/5M+DZ062C8IqnrL+d8xjmq4dZZYYTiE3n5bzRzDjiY1y1W4SylxiXvUpNwt0ShesOJLJCnlIq4sRU+gD+5YyBAPQIZhJgfUiHvYVpZV1HwGWvAwIrnoSR50LKIHh3HkZs3Fh2A3tOeZwPmcKenKIal4eeM9rliOjuJs0klFIdWqg43S0hih9P6sOC1fuZ2C+50t8dFIU7uqm6QbPghuVwaB30GAeHNsBzP2L9gOs4tDaFCf2S6ZkUze6c4hqXlgeJtihctyMNEkqpDi00F2JEjwSSYlx8fsvJVf4e3dRMIsTusFZgBeh+HNy6nbc+3EGc+wB9k2PomxLD7uyamURxcEvVGJedGKcdEWt0bKRlEmGFPBG5SUQ2isgmEbk5eGyMiCwTkQ0islBEEqpd00dECkXklnrue6OIfB+8b/3j0ZRSx6TQcuEjeyTU8Xd70zOJ2jij2XroKEO6xmGzCf1TY9mdU1RjY6Pi8u4mOzablK9Ie8wFCREZBVwLTATGAHNEZDDwNHC7MWY08DZwa7VLHwY+que+M4FzgOOMMSOBB5v0CpRSEa08k+heV5BwNC+TqMYYw/eHjjIs+Hx9U2I5WurjSHHVFWRDzxkTDAqh4nVUU1eB7aDCeTXDgeXGmGJjjA9YApwHDAWWBs9ZBFwQukBEzgV2Apvque/1wN+MMWUAxpjMxjdfKRXpxvXtwuwRXZk8MLXWvzdpdFM9DhWUkl/iZVi3eAD6pVgbG+2q1uVUUimTAIh123HYBIf92AsSG4HpIpIiIjHAmUDv4PG5wXMuCh5DRGKB24B7GrjvEGCaiKwQkSUiMqG2k0TkOhFZJSKrsrKywmiuUiqSdE2IYv7PxpMY46z179XXdmqurYes/bOHdrWCxIA0a8XYnVmFVc4rrjQEFiAuyhlxXU0QRpAwxmwB7sPKFj4G1gE+4CpgnoisBuKB0ELt9wAPG2MKa7ldZQ6gC3AiVlfVGyKV5rtXPP98Y8x4Y8z4tLS08F6VUuqYUX2V2Ob6PhgkhnWzupt6d4nGaRd2ZFXPJKznjA7WIuLc9ogb2QRhjm4yxjwDPAMgIvcC+40xW4HZwWNDgLOCp08CLgwWopOAgIiUGmOq78e3H3jLWNWglSISAFIBTReUUmFr6e6mrRkFdE+MKs9cHHYb/VJi2VE9k6ilJhFpE+kgzCAhIunGmEwR6QOcD5xU6ZgNuBN4EsAYM63SdXcDhbUECIB3gFOAxcEg4wKym/VqlFLHnBiXgzJfAH/AYLfV6IxotK2HjjI0WI8IGZgWxw+ZR6scC824DtUkzhjVjSFdq14XCcKdJ7FARFIALzDPGHMkOCx2XvDvbwHPNXQTEXkaeNIYswp4FnhWRDZidVVdYaqPMVNKqQaU7ynh8REfVXvdIhzvrTvIi9/sZltmIScPTa/yt4HpsXy65TBefwBnsDBd4vEjQvme1ucd36vJz92RhdvdNK2WY48CjzZw3d3VHl9T6XcP8JOwWqmUUnWIdlXsc92cIPH+uoNszihg2uBU5o7pUeVvA9Pi8AUMe3KKGZQeV/581iS65mcvHZnOuFZKdWrlW5g2sy7h8QcYlB7H81dOrPG3gcERTjuyCqsEiVDROpJFXileKXVMiXZaH9TNHeHk8QVw1THHYUBaLECV4nWJx1fe1RXJNEgopTq18o2HmptJ+AK46pgtHR/lpGuCmx2ZFcNgQ7vSRToNEkqpTi1UOPb4As26T1k9QQKsLqcVu3LYeCAfCHU3aZBQSqkOLRQkypoZJDy+QPm9avPzyf3IL/Ey5x9f8dmWw5QEty6NdBoklFKdWmgCW5mv+YVrVz2T4WaP7MbXt5+Cwyas2nOkfH/rSKdBQinVqbmdLZdJ1FW4DkmIcpIW7yazoIxSrz8i12qqToOEUqpTa6nupjKfv96aREh6QhSZR0s1k1BKqc6gorup+YXr+moSIenBTKLY4yvfECmSaZBQSnVqoW//Zd7mD4ENO0gcLbWGwB4DmUTkh0GlVERrie4mY0ywcN1wkOiaEFW+S12M1iSUUqpja4kg4fUbjKHBwjVYmUTIsZBJaJBQSnVqIoLLYWvWEFiP3wow4WYSIRoklFKqE3A7bM2acR26NpyaRFqlTEJHNymlVCfgdtib1d0UChL1TaYLSU+o1N3kjPyyrgYJpVSn53bYKPO2RJBo+CMxJdZdvgOedjcppVQn4G5mTSJ0bThBwm4TUuNcgHY3KaVUp2AVrpueSZQ1oiYBFcVrXSpcKaU6AbezmTWJRoxugophsJpJKKVUJ2DVJJoxBDaUSYQxTwIgLT6YSWiQUEqpjs/tsJVnA01R1ojCNUDX4AinmGNgdFPkv0KlVMRzO+zkFHqafH3FPInwMoNzxvbELkJCdOR/hIYVNkXkJhHZKCKbROTm4LExIrJMRDaIyEIRSah2TR8RKRSRWxq49y0iYkQktekvQyl1LHM7mznjupGZRP/UWG6cNRgRafJzdhYNviMiMgq4FpgIjAHmiMhg4GngdmPMaOBt4NZqlz4MfNTAvXsDpwF7G990pZSyuJs5usnjD38I7LEmnHdkOLDcGFNsjPEBS4DzgKHA0uA5i4ALQheIyLnATmBTA/d+GPg9YBrZbqWUKtfcIBGaiKdBoqZw3pGNwHQRSRGRGOBMoHfw+NzgORcFjyEiscBtwD313VRE5gIHjDHrGjjvOhFZJSKrsrKywmiuUupY43bYmze6KTQENszRTceSBt8RY8wW4D6sbOFjYB3gA64C5onIaiAeCFWN7gEeNsYU1nXPYLD5I3BXGM8/3xgz3hgzPi0traHTlVLHoGZ3N4UK104NEtWFVZo3xjwDPAMgIvcC+40xW4HZwWNDgLOCp08CLhSR+4EkICAipcaYxyrdciDQH1gXLPz0Ar4TkYnGmEPNf1lKqWNJaAisMaZJxeTyIbCaSdQQVpAQkXRjTKaI9AHOB06qdMwG3Ak8CWCMmVbpuruBwmoBAmPMBiC90nm7gfHGmOxmvh6l1DHI7bRjjLV5kMuhQaIlhfuOLBCRzcBCYJ4x5ghwmYj8AGwFDgLPNXQTEXlaRMY3ubVKKVWLit3pmlaX8PgCOO2CzRb5Q1obK9zupmm1HHsUeLSB6+6u9viaOs7rF047lFKqNpW3MI1vwvUeXyDsiXTHGs2tlFKdnquZ+1x7/H4d/loHfVeUUp1eKAto6jBYjy+g9Yg66LuilOr03M3MJMp8Ac0k6qDvilKq0wvNb/A0tbvJFwh7w6Fjjb4rSqlOr7y7KRgkPt96mEvnLyMQCG/FH49mEnXSd0Up1elVHwK7ctcRlu/MDXuPCY9fg0Rd9F1RSnV6FYVrKyjkl1irBHnDDBJlXi1c10XfFaVUp1d9CGx+iRewZmCHo8wfwO3UeRK10SChlOr0qnc35RVbQcIXbneTDoGtk74rSqlOLzS6KZRJhIJE2DUJn19HN9VB3xWlVKcXqkl4qnU3+cLtbtLRTXXSd0Up1elV726qqElod1Nz6builOr0yoOEN4DXH6CwzAdULVz7/IE6J9t5/AHdcKgO+q4opTo9h92G3SaU+QIUBLMIqJpJ/OX9zVz9wre1Xq+ZRN30XVFKRQSX3UaZz09epSDhC1QEiQN5JezJKa71Wq1J1E3fFaVURHA7rX2uQyObADy+iu6mMl+AYk/NVWL9AYM/YDRI1EHfFaVURHA7bJR5A+WzraFqd5PXH6DE46txXahOoZsO1U6DhFIqIrgddjz+QPnIJqja3eT1G4q9foypOiw2FCQ0k6idvitKqYjgdgRrEnV0N3l8AYypuedEmd/qgtIgUTt9V5RSEcHttLqbKgeJqpmE9Xv1ukRoUUC3jm6qlb4rSqmI4HbYKfNV7W6qXJPwlAeJqnWJ0HGdJ1E7fVeUUhEh1N2UX+LFbhOg6mS6UMAoqZZJlNckNJOoVVjviojcJCIbRWSTiNwcPDZGRJaJyAYRWSgiCdWu6SMihSJySx33fEBEtorIehF5W0SSmv9ylFLHKpcjNATWQ2qcC6iWSfhq727SwnX9GnxXRGQUcC0wERgDzBGRwcDTwO3GmNHA28Ct1S59GPionlsvAkYZY44DfgDuaHzzlVLKkhbnZk9OMTlFHlLj3EDVBf5CWUWNmoQGiXqF864MB5YbY4qNMT5gCXAeMBRYGjxnEXBB6AIRORfYCWyq66bGmE+C9wNYDvRqfPOVUsoye2Q38ku8rN+fXx4kqsyTCAaDUm/VIBF6rPMkahdOkNgITBeRFBGJAc4EegePzw2ec1HwGCISC9wG3NOIdlxFHVmHiFwnIqtEZFVWVlYjbqmUOpZMH5JKfJQDoFKQqDTjuo7RTfuOWEt19OwS3RbN7HQaDBLGmC3AfVjZwsfAOsCH9cE+T0RWA/FAaJrjPcDDxpjCcBogIn8M3u+VOp5/vjFmvDFmfFpaWji3VEodg9wOO7NHdAMgLb5qJmGMqTQEturoph2ZRUQ77XRPiGrD1nYejnBOMsY8AzwDICL3AvuNMVuB2cFjQ4CzgqdPAi4UkfuBJCAgIqXGmMeq31dErgDmALNM9WmQSinVSHPGdGfBd/tJjnUiUrF9qT9gCH3ClFTrbtqRVciAtFhswRFRqqpwRzelB3/2Ac4HXqt0zAbcCTwJYIyZZozpZ4zpBzwC3FtHgDgDq1tqrjGm9qUZlVKqEaYOSuXnk/sxa3hXnHYbnmB3U+Vup+rdTTuyChmYFtem7exMwi3nLxCRzcBCYJ4x5ghwmYj8AGwFDgLPNXQTEXlaRMYHHz6G1U21SETWisiTjW++UkpVcNpt3D13JAPT4nDapDyTqLzZUOUgUeLxcyCvRINEPcLtbppWy7FHgUcbuO7uao+vqfT7oPCaqJRSjed02MrrEJ5Ko5wqrwS7K7sIY2Bgemybt6+z0IHBSqmI5LBV7m6qPZPYkWWNr9FMom4aJJRSEcllr727qaRakBCB/qmaSdRFg4RSKiI57BXdTXVnEkX07hJDlFMn0tVFg4RSKiI57YI3YHU3Va5JFFcaArsjs5CBaZpF1EeDhFIqIjnttvKlOCoPga1cuM4uLCM9XifR1UeDhFIqIjntNnyhTKJ8H2tble6mYo+fWHdYgzyPWRoklFIRyWGXGjWJpBhneeHaGEORx0esW+sR9dEgoZSKSE57zXkSidHO8kyi1GvteR3j0kyiPhoklFIRyWW3ldciQt1NVpCwahJFwZ+aSdRPg4RSKiI5Ks2T8FbKJEIL/BWXWT81k6ifBgmlVESqusBfKEi48PqtZcPLMwmXZhL10SChlIpIzsqZhM8KFonRTsBaLjzU7RSjo5vqpUFCKRWRKheuyyp1N4G1NEdRsLtJM4n6aZBQSkUkh62icO0tL1xbWUOxp1ImoTWJemmQUEpFJJejtnkSLsDawjSUScRpd1O9NEgopSKSlUlUXQW2cndTRU1Cu5vqo0FCKRWRnHYbvkqjm0QgPqqiu6nIE6pJaCZRHw0SSqmI5LRL+Uxrj9/gtNuIDhapiz1+ist8iECUUz8G66PvjlIqIlVe4M/rD+C228qL1CVeH0UeP7EuByLSns3s8DRIKKUiksMu+AOGQMDg8QVwOmzEVM4kPL7yx6puGiSUUhHJabc+3ryBAF5/AKddymsSBSXW6CZdJrxhYQUJEblJRDaKyCYRuTl4bIyILBORDSKyUEQSql3TR0QKReSWOu6ZLCKLRGRb8GeX5r8cpZSyOO1WN5LXb/D4AziD3U0xLjvZhWWaSYSpwSAhIqOAa4GJwBhgjogMBp4GbjfGjAbeBm6tdunDwEf13Pp24DNjzGDgs+BjpZRqEaFMwucP4PEFcDmsx6lxbrILy6xMQkc2NSicTGI4sNwYU2yM8QFLgPOAocDS4DmLgAtCF4jIucBOYFM99z0HeCH4+wvAuY1rulJK1c0RDBIev9Xd5LKHgoTLChIen86RCEM4QWIjMF1EUkQkBjgT6B08Pjd4zkXBY4hILHAbcE8D9+1qjMkACP5Mb3zzlVKqdq5gd5PPb/AGh8BCMJM46qGozKeZRBgaDBLGmC3AfVjZwsfAOsAHXAXME5HVQDzgCV5yD/CwMaawJRooIteJyCoRWZWVldUSt1RKHQMctmDhOpRJBLubUoLdTcUev9YkwhBWGDXGPAM8AyAi9wL7jTFbgdnBY0OAs4KnTwIuFJH7gSQgICKlxpjHqt32sIh0N8ZkiEh3ILOO554PzAcYP368adSrU0ods5yOUJAwlPkC5YXstDgXucUeYl0OHd0UhrDeIRFJN8Zkikgf4HzgpErHbMCdwJMAxphpla67GyisJUAAvAdcAfwt+PPdZr0SpZSqxGkLjW6yMonQQn6p8W6MgcIyHd0UjnDnSSwQkc3AQmCeMeYIcJmI/ABsBQ4CzzV0ExF5WkTGBx/+DThNRLYBpwUfK6VUi6gY3WSqFa7d5edoJtGwcLubptVy7FHg0Qauu7va42sq/Z4DzAqrlUop1UiOYPeSp5YhsCGaSTRMZ1wrpSJSKHOwyX3WJQAACDxJREFUupsqj25ylZ+jo5sapkFCKRWRQoVrnz+4dlMoSMRXyiR0nkSDNEgopSKSo1rh2uWwHse7HeVdT5pJNEyDhFIqIjkrdTd5KhWuRYS0YF1CaxIN0yChlIpIFUHC4K3U3QQVdQkd3dQwDRJKqYgUmjznCwQL146Kj7sUzSTCpkFCKRWRQplDma9qdxNoJtEYGiSUUhEpFCRKvX6A8mI1VMyV0EyiYRpGlVIRKTSZrqjMChKh7ieAM0d3x+OrWKpD1U3fIaVURAplEiUeX5XHAKN6JjKqZ2K7tKuz0e4mpVRECmUORZ6a3U0qfPquKaUiUihzKK4lk1Dh03dNKRWRQjOuQzUJlwaJJtF3TSkVkUQEp13KMwntbmoafdeUUhHLYbNVGt2kH3dNoe+aUipiVc4kKg+BVeHTIKGUilhOu41ij9YkmkPfNaVUxHLabezOKbJ+15pEk+hkOqVUxPrljAGs3J1LnNvBiO4J7d2cTkmDhFIqYv18Sn9+PqV/ezejU9P8SymlVJ00SCillKpTWEFCRG4SkY0isklEbg4eGyMiy0Rkg4gsFJGE4PGJIrI2+N86ETmvjnuOFZHlwfNWicjElntZSimlWkKDQUJERgHXAhOBMcAcERkMPA3cbowZDbwN3Bq8ZCMw3hgzFjgDeEpEaqt93A/cEzzvruBjpZRSHUg4mcRwYLkxptgY4wOWAOcBQ4GlwXMWARcAVDoPIAowddzXAKHhBonAwcY3XymlVGsKJ0hsBKaLSIqIxABnAr2Dx+cGz7koeAwAEZkk8v/bO7dYuaY4jP8+pQSNa0nj1laQ4IEqiaASBBXUJZGKhyaIoBIlEm0q4rVuSZ80qEvELaKiL6QiLvHg0lMtldNqUWk5ekFC3C+fh7VO7Nbsc44zY9Y2/f+Syaz5n71nvvnWOmvNXnuv/9ZHwIfA9ZVBo8oc4B5JG4F7gXmtPlzSdXk6avnWrVtH+r2CIAiCDjDsIGG7H1hAOlp4GVgF/A5cDcyW1AeMA36t7POO7eOAk4F5kvZo8dY3ALfYPgy4BVhc8/kP2p5qe+r48eP/1ZcLgiAI2mNEJ65tL7Y9xfY04Btgne01ts+1fRLwNPBJi/36gR+A41u87SxgSS4/RzrnEQRBEDSIES2mk3SQ7S2SDgcuA06txHYB7gAW5W0nARtt/y7pCNK5iw0t3vZL4EzgdeAsYN1wOvr6+rZJ+nwkmnfgQGDbKPbrFqGvPUJfe4S+9vg/6DtitDuPdMX185IOAH4DZtv+Nl8WOzv/fQnwaC6fDsyV9BvwJ3Cj7W0Akh4GFtleTrpiamG+8uln4LrhRNge1XyTpOW2p45m324Q+toj9LVH6GuP/4m+iaPdf0SDhO0zWsQWAgtbxJ8Anqh5n2sr5beAk0asNAiCIOg6seI6CIIgqGVnGSQeLC1gGEJfe4S+9gh97dHT+mTXrXULgiAIdnZ2liOJIAiCYBTEIBEEQRDU0tODhKTzJa2VtF7S3AboOUzSa5L6c0bdm3P8LklfVLLnXlBQ44ac2XelpOU5tr+kVySty8/7FdJ2TMWjlZK+kzSnpH+SHpG0RdLqSqzWL0nzcntcK+m8QvrukbRG0geSXpC0b45PlPRTxcdFhfTV1mdD/Hu2om2DpJU5XsK/uj6lc23Qdk8+gDGkVeCTgbGkdCLHFtY0AZiSy+OAj4FjgbuA20p7lnVtAA7cIXY3KeMvwFxgQQN0jgG+Ii0SKuYfMA2YAqwezq9c16uA3YFJuX2OKaDvXGDXXF5Q0Texul1B/1rWZ1P82+Hv9wF3FvSvrk/pWBvs5SOJU4D1tj+1/SvwDDCjpCDbA7ZX5PL3QD9wSElNI2QG8HguPw5cUlDLIGcDn9gezQr8jmH7TVKqmip1fs0AnrH9i+3PgPX8x+loWumzvcx/J918Gzj0v9QwFDX+1dEI/waRJOAKUlqiIgzRp3SsDfbyIHEIsLHyehMN6pAlTQROBN7JoZvy4f8jpaZzMgaWSeqTNLgK/mDbA5AaJXBQMXV/M5Pt/zmb4h/U+9XENnk18FLl9SRJ70t6Q9I/FtF2kVb12TT/zgA2266mFCrm3w59SsfaYC8PEmoRa8T1vpL2Bp4H5tj+DngAOBI4ARggHcKW4jTbU4DppCy/0wpqaYmksaQ09c/lUJP8G4pGtUlJ80kZnZ/MoQHgcNsnArcCTynfcbLL1NVno/wDrmT7HyrF/GvRp9Ru2iI2pIe9PEhsonKPC9IhdfEbG0najVSZT9peAmB7s+0/bP8JPETBjLi2v8zPW0h3HDwF2CxpAkB+3lJKX2Y6sML2ZmiWf5k6vxrTJiXNAi4ErnKerM5TEF/nch9pvvrobmsboj6b5N+upGSnzw7GSvnXqk+hg22wlweJ94CjJE3KvzxnAktLCspzmIuBftv3V+ITKptdSrqhU9eRtJekcYNl0gnO1STfZuXNZgEvltBXYbtfcE3xr0KdX0uBmZJ2V8qWfBTwbrfFSTofuB242PaPlfh4SWNyeXLW92kBfXX12Qj/MucAa2xvGgyU8K+uT6GTbbCbZ+K7/SDdRe9j0og+vwF6Ticd2n0ArMyPC0gJET/M8aXAhEL6JpOufFgFfDToGXAA8CopnfurwP4FPdwT+BrYpxIr5h9psBogZUjeBFwzlF/A/Nwe1wLTC+lbT5qXHmyDi/K2l+d6XwWsAC4qpK+2PpvgX44/RrrrZnXbEv7V9Skda4ORliMIgiCopZenm4IgCII2iUEiCIIgqCUGiSAIgqCWGCSCIAiCWmKQCIIgCGqJQSIIgiCoJQaJIAiCoJa/ABeaSv9zEej8AAAAAElFTkSuQmCC\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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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "oil0d2000.VolumeOil.plot(style='+-');\n", "oil0d20k.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": [ "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/SB_2000_bunkerc/Lagrangian_SB_2000_bunkerc_SB_2000_bunkerc.nc')\n", "oilLag5000 = xr.open_dataset('/data/sallen/results/MIDOSS/ParticleNoTests/SB_5000_bunkerc/Lagrangian_SB_5000_bunkerc_SB_5000_bunkerc.nc')\n", "oilLag10k = xr.open_dataset('/data/sallen/results/MIDOSS/ParticleNoTests/SB_10000_bunkerc/Lagrangian_SB_10000_bunkerc_SB_10000_bunkerc.nc')\n", "oilLag20k = xr.open_dataset('/data/sallen/results/MIDOSS/ParticleNoTests/SB_20000_bunkerc/Lagrangian_SB_20000_bunkerc_SB_20000_bunkerc.nc')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "imin, imax = 200, 350\n", "jmin, jmax = 150, 280" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array(10000.2349)\n", "Coordinates:\n", " time datetime64[ns] 2018-01-15T20:30:00\n", "\n", "array(10000.2287)\n", "Coordinates:\n", " time datetime64[ns] 2018-01-15T20:30:00\n", "\n", "array(9998.2285)\n", "Coordinates:\n", " time datetime64[ns] 2018-01-15T20:30:00\n", "\n", "array(9998.7268)\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 = 250, 290\n", "jmin, jmax = 230, 270\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", "imin, imax = 250, 290\n", "jmin, jmax = 230, 270\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 = 220, 350\n", "jmin, jmax = 150, 280\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": 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, axs = plt.subplots(2, 2, figsize=(15, 15))\n", "imin, imax = 250, 350\n", "jmin, jmax = 150, 250\n", "oilLag2000.Beaching_Volume[imin:imax , jmin:jmax].plot(ax=axs[0,0], cmap='copper', vmax=20)\n", "oilLag5000.Beaching_Volume[imin:imax , jmin:jmax].plot(ax=axs[0,1], cmap='copper', vmax=20)\n", "oilLag10k.Beaching_Volume[imin:imax , jmin:jmax].plot(ax=axs[1,0], cmap='copper', vmax=20)\n", "oilLag20k.Beaching_Volume[imin:imax , jmin:jmax].plot(ax=axs[1,1], cmap='copper', vmax=20);" ] }, { "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, axs = plt.subplots(2, 2, figsize=(15, 15))\n", "imin, imax = 250, 350\n", "jmin, jmax = 150, 250\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=20);\n" ] }, { "cell_type": "code", "execution_count": 22, "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(oilLag2000.Beaching_Time[imin:imax, jmin:jmax] - oilLag2000.Beaching_Time[imin:imax, jmin:jmax].min())\n", "plt.plot(bt/1e9/3600, 'ro');\n", "btmax = np.array(oilLag20k.Beaching_Time[imin:imax, jmin:jmax] - oilLag20k.Beaching_Time[imin:imax, jmin:jmax].min())\n", "plt.plot(np.arange(0, 100, 0.01), btmax.flatten()/1e9/3600, 'bx');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Time to Run:\n", "* 2000 : 1:52\n", "* 5000 : 1:51\n", "* 10000 : 1:51\n", "* 20000 : 2:07" ] }, { "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 }