From 9c859b8cce1d2dcfb49b7a6e573b964d3a6bfd93 Mon Sep 17 00:00:00 2001 From: "Mads M. Pedersen" <mmpe@dtu.dk> Date: Wed, 24 Mar 2021 14:45:25 +0000 Subject: [PATCH] Time series --- .../notebooks/EngineeringWindFarmModels.ipynb | 299 +-- docs/notebooks/RunWindFarmSimulation.ipynb | 2124 +---------------- docs/notebooks/Site.ipynb | 111 +- docs/notebooks/WindTurbines.ipynb | 1783 +++++++------- docs/notebooks/exercises/Improve_layout.ipynb | 559 +++-- py_wake/deflection_models/fuga_deflection.py | 5 +- py_wake/examples/data/iea37/_iea37.py | 4 +- py_wake/site/_site.py | 68 +- py_wake/site/distance.py | 174 +- py_wake/site/wasp_grid_site.py | 17 +- py_wake/site/xrsite.py | 39 +- py_wake/tests/test_deficit_models/test_noj.py | 2 +- py_wake/tests/test_files/speed_check/Fuga.txt | 48 + .../IEA37SimpleBastankhahGaussian.txt | 47 + py_wake/tests/test_files/speed_check/NOJ.txt | 54 + py_wake/tests/test_files/time.npz | Bin 0 -> 791043 bytes py_wake/tests/test_main.py | 4 +- py_wake/tests/test_sites/test_distances.py | 94 +- py_wake/tests/test_sites/test_site.py | 6 +- .../tests/test_sites/test_wasp_grid_site.py | 21 +- py_wake/tests/test_sites/test_xrsite.py | 6 +- py_wake/tests/test_superposition_models.py | 2 +- .../test_turbulence_models.py | 3 +- .../test_enginering_wind_farm_model.py | 35 +- .../test_generic_wind_turbines.py | 10 +- py_wake/utils/model_utils.py | 6 +- py_wake/utils/xarray_utils.py | 11 +- .../wind_farm_models/engineering_models.py | 75 +- py_wake/wind_farm_models/wind_farm_model.py | 29 +- 29 files changed, 1893 insertions(+), 3743 deletions(-) create mode 100644 py_wake/tests/test_files/speed_check/Fuga.txt create mode 100644 py_wake/tests/test_files/speed_check/IEA37SimpleBastankhahGaussian.txt create mode 100644 py_wake/tests/test_files/speed_check/NOJ.txt create mode 100644 py_wake/tests/test_files/time.npz diff --git a/docs/notebooks/EngineeringWindFarmModels.ipynb b/docs/notebooks/EngineeringWindFarmModels.ipynb index b84067fbb..b5dc5c4d7 100644 --- a/docs/notebooks/EngineeringWindFarmModels.ipynb +++ b/docs/notebooks/EngineeringWindFarmModels.ipynb @@ -239,7 +239,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "101 ms ± 0 ns per loop (mean ± std. dev. of 1 run, 10 loops each)\n" + "90.3 ms ± 0 ns per loop (mean ± std. dev. of 1 run, 10 loops each)\n" ] } ], @@ -288,7 +288,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "2.2 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n" + "2.05 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n" ] } ], @@ -395,7 +395,7 @@ "outputs": [ { "data": { - "image/png": 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gCODvJa2jmFz9Y9u3Vr1ApeU+gOWDiy8iIrrN9o3AjcDnJe0IvAn4mKT9gPkUieN7za5RJVk8AFwj6UfAM1uC2f7aoCOPiIiuKHuJLiwfSHo5RaujqSrJ4uHyMal8RESMC9LYup1c0vbAe4AZ1Hz/145jNFLl1tkvDCG2iIgAJP0OWElxo9CG/nt2lzOqLwUeLA9dbPufy3PbU2xCty/FDUbvt33DIMK4nKI76naKDZYqq3I31E7APwB/CEzpO277DQOLMSJi3Ht9uThrI9fZfkud41+nGFd4R7lVxNRBvv8U238/mIpV2lcXUMyz2BP4AvA74NeDebOIiBgYSdOAQyiW58D2umb7TrTwX5L+WtLOkp7T96hSsUqy2NH22cB629eWq82+cpCBRkSMGpKY2NvT8gFMlzS35nFCncsZuFLSvAbnAV4l6VZJV0j6w/LYC4HFwLcl3SzpLElbD/IjraPYtvUGYF75mFulYpUB7r5V5xZJejPFBhq7DiLIiIixakn/MYg6Dra9UNJzgask3W17Ts35+cAetldJOgr4IbAXxff0y4AP275J0teBTwH/OIg4/x54UYuusLqqtCy+KGk74GPAxykGWU4e6BtFRIxntheWfx8HLgEO6nd+he1V5fPLgYmSplPsULrA9k1l0Ysoksdg3AmsHkzFKi2LpbaXU0zMez2ApIMH82YREeNR2W3UY3tl+fxNwD/3K/N84DHblnQQxY/5J8rXj0ja2/Y9wGHAYBdz3QjcIulqNp83N/RbZ4FvsGUWq3csIiLqex5wiSQovnf/2/aPJZ0IYHsW8A7gbyVtAJ4G3mk/syToh4ELyjuhHqBYEHAwflg+BqxhspD0KuDVwE6Sam+1mkaxsXdExJjWo+HZ/Mv2A8D+dY7Pqnl+BnBGg/q3AK3GRKrEcd5g6zYbs5gEbEORULateaygyIARETEKlKvODqlMw5aF7WuBayWda/uh8mI9wDa2Vww02IiI6Jo/ldRsj21Rjkk3UmXM4l/LfrWNFPfkbifpa7ZPrR5nRER00ScqlLmu2ckqyWIf2yskvYtiXZFPUiSNIScLSUdQTGOfAJxlu9ImHBERndA3KW+0G8pYRZ8q/ytMlDQR+FPgUtvrKWYiDomkCcA3gSOBfYBjJe0z1OtGRMTwq5Is/pNiPaitgTmS9qAY5B6qg4D7bD9gex3wXeCYYbhuREQMs5bJwvbptnexfZQLD9FiIKSiXSh24euzoDy2GUkn9K23snjx4mF424iI8UnSn1c5Vk+zeRbH2T6/3xyLWkPdKU91jm3RvWV7NjAbYObMmUPu/oqIqKpHsPWkMTWt7NPA9ysc20KzAe6+VQ23HWRQrSwAdqt5vSvFIoURETGMJB0JHAXsIun0mlPTgA1VrtFsnsV/ln/btVPer4G9JO0JPAq8E/h/bXqviIjxbCHFUuRHU9zN2mcl8NEqF2jWDXV6o3NQbeGpFvU3SPoQ8BOKW2fPsX3nUK4ZERFbsn0rcKukC2xXakn016wbqi/7HExxa+v/lK//nM0z06CVy/BePhzXiogYbgImTag3vDq6SPqe7b8AbpZUb2x4v1bXaNYNdV75Ju+l2Dd2ffl6FnDlYIOOiIiOO6n8W29/70qqzOB+AcUg95Pl623KYxERMQrYXlQ+7QEW2V4DIGkriuXTW6qSLL5M0XS5unz9OuDzAws1IiJGgO9TbD3RZ2N57BWtKrZMFra/LekK4I/LQ5+y/fvBRBkRMZr09Iipk4ZvbahymaO5wKO263YJSXoFcCPwl7YvGkjdCnrLFTMAsL2u3FCpdcUqhcrkcOkgg4uIiMJJwF0U8xu2UCaEr1DcJTqguhUtlnS07cvK9zsGWFKl4uhfTjEiYhSQtCvwZuCsJsU+DPwAeHwQdas4EfiMpIclPUKxivjfVKlYqWURERFNTZc0t+b17HKpolqnAf9Ag1UxJO0CvA14A1uOITStW5Xt+4FXStoGkO2VVes2m5T3nBZv+mSz8xERo10xz6JSB8wS2w33yJb0FuBx2/MkHdqg2GnAJ21vlJ6d21GxblON1vrrex/bLdf6azUpzxT/e+0OLC2fbw88DOw5mKAjIsahg4GjJR0FTAGmSTrf9nE1ZWYC3y2/wKcDR0naQHFzUau6rUwt/w66ZdJsUt6e8MwkvMvK2dZ9C1IdPtg3jIgYb2x/mmJ1V8rWwcf7f9n3feeWZc4F/s/2D4EftqpbwR+Uf39ju+UKs/VUaV+9oi9RANi+gmKuRUREDIGkEyWd2IG3Oqrc8fTTg71AlQHuJZI+B5xP0S11HPDEYN8wImK06BFM7h3etaFsXwNcUz6f1aDMe1vVHaAfU9wiu7WkFRRDCn3DDLbd8nbcKi2LY4GdgEsomkPPLY9FRMQoYPsTtrcDfmR7mu1ta/9WuUaVGdxP8uwiVBERMUrZPkbSHsBetn9arg3VW+UW2pbJQtKLgY8DM2rL237D4EOOiIhOk/TXwAnAcygGvXcFZgGHtapbZczi++XFzqJYdCpGAY3+Jfgjuq5HYquJY2qhiw8CBwE3Adj+raTnVqlYJVlssH3mEIKLLjjs4IN4ZOkaPnT0Ps8cW7pmHbOuf6iLUUVEl60tFw8EQFIvxUB3S1WSxf9K+juKAe61fQczg3tkO+200+oe32O7rVm48mkAJvdu/otp7YZNXDB/YbtDi4juuVbSZ4CtJL0R+Dvgf6tUrJIsji//fqLmmIEXDijEGBFePmMaL2+yaOULtt2Kh5Y/BcDEnmeTyY0LlvP4ynWNqkXE6PAp4APA7RQLCF5OxcUJq9wNlWU9xpFGyeStf/Q8Lr51Ees3bdosifS5f+nTLHt6UPvAR4xYUuW1oUYF25sk/RD4oe3FA6nbbCHBN9j+uaS3N3jTiwcWZox2b99/56bn+5JJrb7EsmDlGtZuqNQ1GhHDTMUgxSnAhygm4knSRuAbtv+5yjWatSxeB/wceGudcwaSLGIzVZLJyvUbmNLvl9qKdWmRRLTZyRSLGb7C9oMAkl4InCnpo7b/vdUFmi0keEr5933DE2uMd42SyYKla/nZ/Zvt9bJZQlmzcVP/KhExMO8B3mj7mV3xbD8g6TjgSmDwyaKPpPsp9oO9Dphj+zeDjzdiS7vuMJnjZ+7W8PyDS9Yw53eNu1frjaFEDIcetEVLeJSaWJso+theXC4w2FKVu6H2oVhP/bXAVyW9BLjV9tsGFGrEIO05fQo7brNLw/NPrFrHzY8u7WBEEaNOs1sZK93mWCVZbATWl383AY/Rb3/YiHabNqXxr7tpU6aw/dTGk1CXrV7PHYuWtyOsiNFi/3K12f5EsaFSS1WSxQqKe3K/BnzLdpYnjxFnh6kTmp7bZkr9f+oLlz7NY6vWPPM6XVoxFtlu/H+Qiqoki2OB11DM9PsrSb+kGLv42VDfPKJTdtqm/j/1nbbZlkXLJzes9/iKtTy5OpMRxytpeH5ASJoCzAEmU3zvXtR3E1FNmWOAf6HowdkAnGz7+ip1O6HKpLxLgUvLsYojKW7B+gdgq/aGFtEZO283qem5BUvXNjy/bPV6VmYyYrS2FniD7VXlgPL1kq6wfWNNmZ9RbGFtSfsB3wNeUrFu21W5G+oHwAHAfcD1FLdg3dTesCJGjl13aNzy2HWHyTy4ZE3dc4tXNE4yMb7YNrCqfDmxfLhfmVU1L7fuO1+lbidU6Yb6MjDfdpYnj6hjz+n1xweft91kFi6tn0gm9IgnV6V7awyZLmluzevZtmfXFpA0AZgHvAj4pu0tfnRLehvwrxQ7kr55IHXbrUqymAHcDaws9+J+GfBF2/PbGVjEaDd1onjRcxv31jZLJgBPrU33VreJymMWS2zPbFag/MF9gKTtgUsk7Wv7jn5lLinPHUIxfnF41brtViVZ/KPt70t6DfAnwFeBMynmXkTEILVKJivWbGLRssbJZM36NPZHI9vLJF0DHAHU/cK3PUfSH0ia3m/Wdcu67VJ1ngUUTaIzbV8q6fPtCykioJhbMu35Uxueb5ZM1meJlBFF0k7A+vLLfiuKFsNX+pV5EXB/OcD9MmAS8ESVup1QJVk8Kuk/KQOUNBkY0r1kkv4c+DzwUuAg23Ob14iI/polk0XL1/FEvzGRiTXLViSZdNzOwHnl2EMP8D3b/yfpRADbs4A/A94jaT3wNPCXZeKoW7fTH6BKsvgLiibPV8vMtjObb4Q0GHcAbwf+c4jXiYg6dt5uUtNbguslk9iSpC12lBwM27cBB9Y5Pqvm+Veo02JoVLfTqiSLnYEf2V4r6VBgP+A7Q3lT23dB8R8iIjpv5+0msd3UxuvHLV+9nhWZPxI1qiSLHwAzy/60s4HLgP8GjmpnYBHRXlMnNv6xNrVMJhs2bnk7/xOr1rFuQ7qxxpsqyWKT7Q3ljnmn2f6GpJtbVZL0U+D5dU59tpwVXomkE4ATAHbfffeq1SJiiKZOFNRJKNOmTGHFmsbJ4olV69i4KbsijjVVksV6ScdSzNzu2zWv5frntg8fSmA115kNzAaYOXNm/gVGjACtVgFeurrxbb3LVq8fNclkAPMsxrwqyeJ9wInAl2w/KGlP4Pz2hhURo1mrVYBbJZMYeaosJPgbSR8HXixpX+Ae218eypuWU9q/AewE/EjSLbb/ZCjXjIjRo1UyWbyq/uD6qjUZdO+WKgsJHgqcB/yOolW2m6Tjbc8Z7Jv2TWkfbP2IGNsaLSk/ubeHtU0G15NM2qdKN9S/AW+yfQ+ApBcDFwIvb2dgERH9FWMljccQJvf2DOuaWj0SUyYMed+gMaFKspjYlygAbN9bdYPviIhOmjalh2lTGk9GjMGrkizmSTob+K/y9bsolsqNiIhxokqyOBH4IPARijGLOcB/tDOoiIgYWZomC0k9wDzb+wJf60xIEREjx4SeLEsELVaPtb0JuFVSpk5HRIxjVRcSvFPSr4Cn+g7aPrptUUVExIhSJVl8oe1RRETEiNYwWZSrzD7P9rX9jh8CPNruwCIiuk0anjELSbtRbO3wfGATMNv21/uVeRfwyfLlKuBvbd9apW4nNBuzOA1YWef46vJcRERUswH4mO2XAq8EPihpn35lHgReZ3s/4F8oF1CtWLftmiWLGeUOTZspt0Cd0baIIiLGGNuLbM8vn68E7gJ26Vfml7aXli9vBHatWrcTmo1ZTGlybqvhDiQiYhSbLmluzevZ5fYKW5A0g2Kb1JuaXO8DwBWDrNsWzZLFryX9te1v1R6U9AEygzsixgEheidUGrNYYntmy+tJ21DsPnqy7RUNyryeIlm8ZqB126lZsjgZuKQcdOlLDjOBScDb2hxXRMSYUq6p9wPgAtsXNyizH3AWcKTtJwZSt90aJgvbjwGvLrPcvuXhH9n+eUcii4gYIyQJOBu4y3bd1TDKyc8XA++2fe9A6nZClc2Prgau7kAsERFj1cHAu4HbJd1SHvsMsDuA7VnAPwE7Av9R5Ac2lF1bdevavrxj0VNtUl5ExPg0TPMsbF9fXK1pmb8C/mowdTshO5FHRERLSRYREdFSkkVERLSUMYuIiAYETJyQ39SQlkVERFSQZBERES0lWUREREsZs4iIaGC49rMYC9KyiIiIlpIsIiKipSSLiIhoKWMWERENKWMWpbQsIiKipSSLiIhoKckiIiJaSrKIiGhAgokT1PJR7Vo6R9Ljku5ocP4lkm6QtFbSxwdStxOSLCIiOuNc4Igm558EPgJ8dRB12y7JIiKiA2zPoUgIjc4/bvvXwPqB1u2EriQLSadKulvSbZIukbR9N+KIiIhqutWyuArY1/Z+wL3Ap7sUR0REQ6JYG6rVA5guaW7N44Quhz7sujIpz/aVNS9vBN7RjTgiIobJEtszux1EO42EMYv3A1c0OinphL5svXjx4g6GFRERfdrWspD0U+D5dU591valZZnPAhuACxpdx/ZsYDbAzJkz3YZQIyLaTtKFwKEUXVYLgFOAiQC2Z0l6PjAXmAZsknQysI/tFfXq2j67k/G3LVnYPrzZeUnHA28BDrOdJBARI44EvcO0B7ftY1uc/z2w62DqdkJXxiwkHQF8Enid7dXdiCEiIqrr1pjFGcC2wFWSbpE0q0txREREBd26G+pF3XjfiIgYnOxnERHRgBC92c8CGBm3zkZExAiXZBERES0lWUREREsZs4iIaERkD+5SWhYREdFSkkVERLSUZBERES1lzCIiogEBvRX32B7r0rKIiIiWkiwiIqKlJIuIiGgpYxYREQ30CKZOzJgFpGUREdERko6QdI+k+yR9qs55STq9PH+bpJdVrdsJSRYREW0maQLwTeBIYB/gWEn79Ct2JLBX+TgBOHMAddsuySIiov0OAu6z/YDtdcB3gWP6lTkG+I4LNwLbS9q5Yt22G1VjFvPmzVsi6aFBVp8OLBnOeEaB8fiZYXx+7nzmLe0x1DeYN2/eTyRNr1B0iqS5Na9n255d83oX4JGa1wuAP+53jXpldqlYt+1GVbKwvdNg60qaa3vmcMYz0o3Hzwzj83PnM7eH7SOG6VL1RsldsUyVum03qpJFRMQotQDYreb1rsDCimUmVajbdhmziIhov18De0naU9Ik4J3AZf3KXAa8p7wr6pXActuLKtZtu/HUspjdusiYMx4/M4zPz53PPILZ3iDpQ8BPgAnAObbvlHRieX4WcDlwFHAfsBp4X7O6nf4Msjve9RUREaNMuqEiIqKlJIuIiGhpXCULSadKurucSn+JpO27HVO7jITlATpJ0m6SrpZ0l6Q7JZ3U7Zg6RdIESTdL+r9ux9IpkraXdFH5/+e7JL2q2zGNdeMqWQBXAfva3g+4F/h0l+Npi5GyPECHbQA+ZvulwCuBD46Dz9znJOCubgfRYV8Hfmz7JcD+jL/P33HjKlnYvtL2hvLljRT3K49FI2J5gE6yvcj2/PL5Soovj126G1X7SdoVeDNwVrdj6RRJ04BDgLMBbK+zvayrQY0D4ypZ9PN+4IpuB9EmjZYNGBckzQAOBG7qciidcBrwD8CmLsfRSS8EFgPfLrvfzpK0dbeDGuvGXLKQ9FNJd9R5HFNT5rMU3RYXdC/SthoRywN0g6RtgB8AJ9te0e142knSW4DHbc/rdiwd1gu8DDjT9oHAU8CYH5frtjE3Kc/24c3OSzoeeAtwmMfuJJMqSwuMOZImUiSKC2xf3O14OuBg4GhJRwFTgGmSzrd9XJfjarcFwALbfS3Hi0iyaLsx17JoRtIRwCeBo22v7nY8bTQilgfoJEmi6MO+y/bXuh1PJ9j+tO1dbc+g+G/883GQKLD9e+ARSXuXhw4DftPFkMaFMdeyaOEMYDJwVfHdwo22T+xuSMNvpCwP0GEHA+8Gbpd0S3nsM7Yv715I0UYfBi4ofww9QLk0RrRPlvuIiIiWxlU3VEREDE6SRUREtJRkERERLSVZRERES0kWERHRUpJFRES0lGQxhkn6vKSPd/H9fznA8odWWWZb0jWSZpbPL2+21LykkyVNHUgcw6WM8x5JR1coe6ykz0p6r6TF5ZpHv5X0E0mvril3qqTfd/O/a4xPSRbRNrZf3brUkN/jqBYrjp4MdCVZlN5lu8rs+SOAH5fP/8f2gbb3Ar4MXCzppQC2PwHMak+oEY0lWYwx5a/TeyT9FNi75vgBkm6s2fhpB0nPlTSvPL+/JEvavXx9v6Spks6VdLqkX0p6QNI7yvP/0feLubzeOeXzD0j6Yvl8Vfn30PJXdt9mNReUy3P0bdJ0t6Trgbc3+ExbSfpuGfv/AFvVnPudpOmStpb0I0m3lgtH/qWkjwAvAK6WdHVZ/kxJc8sNkr7Q7zpfkDRf0u2SXlIe30bSt8tjt0n6s/L4myTdUJb/frmAYbP/Lr2Sfi3p0PL1v0r6UvlcwAHA/P71bF8NzAZOaHb9iHZLshhDJL2cYo2gAym+eF9Rc/o7wCfLjZ9uB06x/TgwRcX+AK8F5gKvlbQHxWqmfetn7Qy8hmIBxi+Xx+aUdaBY/rxvo6HXANfVCe9Ail/5+1AsMX2wpCnAt4C3ltd6foOP9rfA6jL2LwEvr1PmCGCh7f1t70uxMc7pFAsovt7268tyn7U9E9gPeJ2k/WquscT2y4Azgb5unn8Eltv+o/L9fy5pOvA54PCy/Fzg7xvEDhRLsADvBc6U9MYy3r5kdSBwa5OFLecDL2l2/Yh2S7IYW14LXGJ7dbk892UAkrYDtrd9bVnuPIrNYwB+SbGu0iHA/1f+fS2bf+H/0PYm278Bnlceu44isexDsYjbY5J2Bl5VXrO/X9leYHsTcAswg+IL8EHbvy2/KM9v8LkO6Ttn+zbgtjplbgcOl/QVSa+1vbzBtf5C0nzgZuAPeTbJAfStVDuvjA/gcIpdBynffynFTnz7AL8o16E6Htijwfs9o1yf67+A/wXeX25MBUXiaLa3Sr0l5yM6arwtJDgeDHSxr+soksMewKUUq/IaqB1oXlvzXAC2H5W0A8UX3RzgOcBfAKvKner6q73GRp79t1c13qblbN9btqyOAv5V0pW2/7m2jKQ9KVoMr7C9VNK5FEt794+xNj7VeW8BV9k+tmLstf4IWMazSRfgTcCfNalzINk2NLosLYuxZQ7wtrKPf1uK7h3KX9lLJfV1G70buLamznHAb8tf/U9SfOH+osL73UDRtTSHIul8nPpdUI3cDewp6Q/K142+fOcA7wKQtC9FF9JmJL2AoqvqfOCrFJvjAKwEti2fT6PYKGe5pOdR7FHeypXAh2reZweKLXkPlvSi8thUSS9udSFJbwd2pGgpnS5p+7LV12v7iQZ1XkcxXvGtCrFGtE1aFmOI7fnlAPAtwENs/sV9PDBLxW2kzyzpbPt35VjznLLc9cCuZXdLK9cBb7J9n6SHKFoXlZOF7TWSTgB+JGlJ+d771il6JsUWmreVn+1Xdcr8EXCqpE3AeopxDigGh6+QtMj26yXdDNxJ8b9BlYT4ReCbku6gaHF8wfbFkt4LXChpclnuc8C9jS5SjnN8mWLTrUcknQF8naJL6qf9iv+lpNdQ3MX1IPBnttOyiK7KEuURbSLpGuDjtuc2KXMWcJbtGwdw3c9TdPd9dchBRlSUbqiI9nkSOFdNJuXZ/qsBJopTKboNnxqG+CIqS8siIiJaSssiIiJaSrKIiIiWkiwiIqKlJIuIiGjp/weuJ11FCtOYIwAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -429,7 +429,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -467,7 +467,7 @@ "outputs": [ { "data": { - "image/png": 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oaQHhknlalwIjuUa31ujKH8PpzvVb/Zk7DZ9uPagwLLewhtSbiaZDfNzMbpW0C3BmyIkhT0O9Azge+CPRPzcRbQm4Z9vVdT1nBg0zHpiamnOs3Ua/3QYfYLLg+MNT+ccmxyqMVytxaMzuXUxNZgdEXqCkZfZUijRaC5i05jGXTq6R1knohIzpdLu+ZdoNm14+DVeRWDw2/+dZSFoFXAT8wMzembxvZrcCnwi5RkjP4lhgNzP7U1u1dANhRP/YH5ysz3q/3Qa/3cYeYHM9v9Epum76+pNjUYMwXq3MqufiuKHIa/zzAmWmbgHBMnOtVgMmqSOdhQy033CHPAzQitAHB9qpb7u9t0E9gDDPnAYcDLxb0iTR5Orvmdk1oRcIWu4DuK+9+rlBmZ426mY8MBWFRbuNfScN/cbJst5GeIOS1GNRLbrmkjg8kjqMx6GRFSSJssY+CZayMNjMdGmwJMYqldLxnmZJD6YbDW67s+LztBoyrTyV1kpdfVyiNWZ2JXAl8BFJ2wMvBt4jaU9gHVFwfKPoGiFhcQtwmaTvAptTH/7ptmvues6I5lnc9eDc21DQWUNf1sg/NFkyGF4y4L1pKn50NtX9H69OMzFeIbl0OsQW1TQr8JqDJDp/S+OeBEpzmMzUL3kKq+hnmCwvA7T0kHlyvVbCpfnWWGiDm9fYdrvBDg2XVh919nGJ9sV3ic6Ov5D0dKJeR6GQ/5V/F3+Nx19uHjCL5lrc+/CW21BFjXy3Gvh2z4e5txOm6tNsmmqweKzKWK3CZCNqGMerYmN8+ygdIEkgbK5HbyyqbWmAkjBJggTm9kpm/TwlgRKsXl4EmPXEV5l0SIUGS7dDJfQaoT2AkFDp1tyZVkj9XyGglyRtC7wRWE6q/U+PY+QJeXT2ox3UzQ2MMdmY5q4HJjOPdtq4h9wnLvuMkM/ZeskYU/VpxmqVmbLJJKml41UmH44+ozlAgDkhAuFBkphsTGeGCUSB0mmYJA1/2ePFeU9+lV03URYqIY8eZykLg34GyiDCpBWSfgM8QPSgUL15z+54RvX5wK3xW+ea2b/Ex7Yl2oRuD6IbB28xs5+0UY0LiW5HXQeE/XYSC3kaagfgH4A/AxYn75vZC1uro+snM2g0jAcejm5DlTXu3egZAGwu6aEA1AOvlRirVVg8Vp0JjaS3cW8qPJL9fpsDBJgTIhAFSXMIbK43ZoVI4uGp6cwgKZN+givz56qU9ybaCRMon7vSbFBhUnaNVsYmurltcA+9IF6cNc8VZvayjPc/RzSu8Kp4q4iJNj9/sZm9u50TQ25DnQV8HXgZ0fO5RwHr2/kw1z8NM+qNae5+cPOcY91s0EPLTQZ85pZrRmVrtWr8Z4Wp8emZ0ABm9TKS8AC4Nw4UgIeIwmOmDg83ZgIEohBJBwhkh0iku0/chAQJhDf6RWHSaZBAcZgUPVLcaRDknb+QBrglbQPsD7wJwMwmgexbBuX+U9LfAP/N7DHou8tODAmL7c3sVEnHmtnlwOWSLm+zoq5Ppi1aRPC+++eGRbPQhjxpxENt3txa+ebgqdWi8ycmogmmmycbM6GRBMRUY5qxamVOeABzeh9QHiDQnRBZMlbJfYig+fHftOZHgZulG/OQMpAfJFlPdIVeMy0vSMrmpXQSBP0KEUmha0Mtk7Qm9XqVma1qKmPAxZIM+FLGcYBnS7qGaO+J95rZDcATiX5B/4qkvYC1RCuBP5RxfplJom1bPxzXJ6nXE8tODAmL5HGaOyW9lOiH2KmNSro+Mosa340bZ/8C0koD3urtokaLYZKYmsx+YmtsfMsqBOPjVWq1CvX6NLVahUXjc29LATPhAcwcB3J7HzA3QADIehos8/GOuQ1J89NZiayntGYunfHobyI9LjLfQyRkYmNWEISGwACfktrQPAaRYT8zu0PSo4BLJP3CzFanjq8DnmBmD0o6FPg2sCtRO70v8A4zu0rS54APAP/URj3fDTy55FZYppCw+JikRwDvAT4PbAMc1+oHuf6qm9FoTHP/fYWrDs+S12iXaTckEvXJ7EeGGvUG1VqVhx6apF6vUqtVGR+vUq9Pz4TG5snGrOCA2cEQas6vaE3hMV7VnMeJoyexppvKVTLnpvQyQGBuY57ViIeUgbkhUjSnJPSaiW4FyHy8DWVmd8R/3iXpPOCZwOrU8ftT318o6YuSlhHtUHq7mV0VHz6HKCzacQOwsZ0TQ8LiHjO7j2hi3gsAJO3Xzoe5/jEzphvTbNqYHxZ5jXSoer2z89OyAqder1OtVRkbH4vDoTETGtHx6Vm9jSQ40kJ6HVm6GR4wd3JjMpDeHCBZj/Y2XwvmBkhZeEDG7PaAMlHd55YrW0al7JppzQEyiuEhaSlQMbMH4u9fDPxLU5nHAH80M5P0TKJu65/i17dJ2s3MbgIOBNpdzLUBXC3pUmaPWXT+6CxRb2LfgPfcEJk2mJ6eGxad9gKaNSbbHWcLuTbUatn/i9brjZnQ6LbkyavEWK0yax7K0vHqnDkrzeGx5fHd4QgPCFtsMWhBRmYHSOgyKWXXTKTDI3Q9rnkQHo8GzpMEUbv7X2b2PUnHAJjZSuBVwN9JqgMPA68zs+QHewdwVvwk1C1ECwK249vxV8tyw0LSs4HnADtISj9qtQ20udiN65tpg+nGNJMbH557sN67Bn6OyYzPDzW+JOq9NHWak55E9H14aDQPfiePE+cNkM+UKwkOmD3hMS84onLZs8qbZ6Qnsmaml10Lipc9gdEODuje2EVFdGUhQTO7Bdgr4/2Vqe9PAk7KOf9qoGxMJKQeZ7R7blHPYhzYKi6zder9+4kS0A2xaTOYrsPGNpf16megFGjUtwKgVs/+X3XRomrhU1rJ7am0kNDIKgfMmRiYBMesJ6zi4JiZ51ESHHPneyTrYM3+7bhs8mDWtcCDw0WrzprZ0Z2UyQ2L1GOyp5vZb+OLVYCt0gMxbjhNG9BowMMPDLoq7ZvaTGPiEcD4rPGVsfGxlm+nNQ+GQ3FowNy5HEm55mMQFhqwJTi6ERqQ39somnUOxetiQXHjHbr6bhIcIYsutrqib3rrXRfkLyUVPe0i4jHpPCFjFv8e31drED3f+whJnzazE8Lr6QbCGp3dBhq08SVRD2d8fM5gejowarUKmzc3ZnoZtVqVycnGzJNTzYPgQOETVFmhkS4HwxEakD+7fD6HRitLwHtoBHtfQJkrig6GhMXuZna/pNcTrSvyfqLQ6DgsJB1MNI29CpxiZkGbcLhy02bxZIvhuJ3UtsmHadSy17BM5mHMBEFgYABBj9wWPT01p2zz3I3Jxpy5G5MNmzsBcDJrAmD2elSb69byciRFa1tB+fpWQSvwBjbwm+thS7u3s2/IpkajJ4HRwqS8odbJWEUi5L/CmKQx4C+B881sii0z/9omqQp8ATgE2B04QtLunV7XjZCAoGv1dlTWRMP0OEXRGlnN62M1l20+nrWSb9bKv1nLwefN/s7bX6Rwt8EONwcKWbgwdMVcN3+FhMWXgN8AS4HVkp5ANMjdqWcCN5vZLfFaJ18DDu/CdR3xmMWoyAmN9CTCstnmWcdD1shaCLuwlW2J201lCyKmtRpArW4y5VpTGhZmdqKZ7Whmh1rkt5QMhATakWgXvsTt8XuzSDpa0hpJa9av9/ULnXOuXZJeHfJelqJ5Fkea2ZlNcyzSPh1Yv9yPyHhvzu/D8WJbqwBWrFgxSr8v99TwzUnqQC17z6302lGll8i479w82zvzM0Zo45v5puW9znswZlFRxrph89sHgW8GvDdH0QD30vjPrQvKdOJ24PGp1zsRLVLoXCQnJDKLBg5ChpbL0jzQ2TxZq/l4ViPTPMANzBngjspl1zNrgLtM0QA3lO8GGNJohzbsoXuXu+6SdAhwKLCjpBNTh7YhcD/HonkWX4r/7NVOeT8FdpW0C/B74HXA/+vRZy1MUksN7lAaXwJAtValVqtRG6/NrBe15f2oAVq0KNn/It5+dXzLfhjpP2F2ryLdyKcDIN2rGOagKNqYab4GxTD0KkbMHcAa4DCip1kTDwDvCrlA0W2oE/OOQdjCUyXn1yW9Hfg+0aOzp8Vrt7suqEig6kxjO2+k54UkQTEeBV4SFIlOgyIkJJrLzSmb0QA2B0VoSERl+xMUHhILi5ldA1wj6Swza2sF0KLbUEn67Ef0aOvX49evZnYytc3MLiSau+G6rCKgWoUlGXcRh3nuxdii2a9r4zO9iiQoxsbH5gRFXkikv+93b8JDYv6HhMj+e5xvJH3DzF4D/CzefGkWM9uz7BpFt6HOiD/kTUT7xk7Fr1cCF7dbadcfUc+ikt2z6GZvo5czxMeXMD6xhFqtxqKJRXNuPYX2JrJCIrQn4bebWisDoxESI+jY+M+s/b2DhMzgfhzRIHeyR+tW8XtuiFUEqlapTmzVlevlLkXezTGR5h5PbXxWUIT2JppDotNeRDdvNXlA9CcghnCJ8oEyszvjbyvAnWa2CUDSEqLl00uFhMUniLoul8avnw98pLWqun6rCKrVKku3WdrxJkcA9S7uHZE763p8dvBUa9U5QdEcEp30IloJiPnQg1jI4QAeEIG+SbT1RKIRv/eMshNLw8LMviLpIuAv4rc+YGZ/aKeWrn8kUalWWDyxGCbmHm91C9VFRGMJnWyelIRW3oZGzWrjNcbGx1i0eGwmJEJ7ESEB0asxiKwGveiR17xw8J5DsX6EQ6Wi3HGmdsTLHK0Bfm9mmbeEJD0DuBJ4rZmd08q5AWrxihkAmNlkvKFS+YkhheJwOL/NyrkBiHoWFRYtzp64lvV+2ZIZzVoOjonWQiorKGq1SmlAtBMOIT0H7zW0f820YQ6HPjgWuJFofsMccSB8kugp0ZbODbRe0mFmdkH8eYcDG0JODPsVz807VYlqVWy33dzB7MmANZGAwk2FIlsCZ/PmsGumQ6osnGq1CkuXjs8KibKAyB2faLHX4MHQ/jXTBjHeMKyhImkn4KXAx4F35xR7B/Atmm4LBZ4b4hii7VlPInrY6zbgjSEneliMqIpErVrhEdssmrNg3uLFc//asxvu8N7HRNOtrtBAiq6ZXbZWqzIxMTYTEumAaCUcuhUMHgr5BtFbGLJQWCZpTer1qniporTPAv9AzqoYknYEXgG8kLljCIXnhjKzXwPPkrQVIDML3h2taFLeI0s+9O6i426womkWYuslY2y9JPtWVNFy3DB3ye0seSu3NgdScS8iu7dRq1VYOjHGWK2SGRAzvYoOgqEboeCBUGw+9xSieRZB/602mFnuHtmSXgbcZWZrJR2QU+yzwPvNrCFt+ZkDzy2Ut9Zf8jlmVrrWX9mkPCP677UzcE/8/bbA74Bd2qm0649qJepZPHKrLZPcmsNhYtHsv/6ycMharrs5iMoCKORzmq8/Vq3MBAbkh0M6GNoNhYUcCJ3MYRiWQKgN7wS6/YDDJB0KLAa2kXSmmR2ZKrMC+FrcgC8DDpVUJ3q4qOzcMknfv+2eSdGkvF1gZhLeBfFs62RBqoPa/UDXL2K8WmHbiXRjPrthz9qcJ62sUc8KhnQAhYRC2X4RE4tqUa8ibiSTcMgLhuZGvRuB0GkYDEMQwGAHlhdAGBQysw8Sre5K3Dt4b3Njn7S5cZnTgf82s28D3y47N8CT4j9/bmalK8xmCRmzeIaZHZO8MLOLJP1rOx/m+keCWkU8aqvZAZHeNW3bJbMbj6wd27acl7U6/JZr9yJ4kpBYOl6dCYckGMpCISsQ2gkDD4Lenp82X4OgE5KOATCzlT3+qEMl/SOBy5FnCQmLDfGHnEl0W+pI4E/tfJjrHwFjVc0JhGjNxuxtOLeOl8/I27ozkbVNZ/I5RYETnZt37Sh40qGThMTEeGWmoU+HQnMgZIVBu0EQ0mCPagB06xqJXoVAX+ZZqL1l4YuY2WXAZfH3mSFhZm8qO7dF3yN6RHappPuJmohkmMHMrPRx3JCwOAI4Hjgvfr06fs8NMUnUJLZfPJ65PeU28TScoi018/du7k3gwOzQSUJiUU2zgqE5FLICIa9xLmu0h3FMYNgaf5jfAbAQmdn7gPdJOt/M2tq+OmQG991sWYTKzRNS9A9vq/Horzhv7+OJWsFex2PF+yBvM95u2ABUM8MmkYTOkrEtvYp0KGQ11EWNd1kIeMPfG/1s/H1Xw3JmdrikJwC7mtkP4rWhaiGP0JaGhaSnAO8FlqfLm9kL26+y6zURTczbeiy6vTNWyR9TKAoEyA+a6Lr5x6aqxdcdLzkOUUCkG/LmRr0oBEICYBQmjfX6Xn+/f9v3Rr93JP0NcDTwSKJB752AlcCBZeeG3Ib6ZnyxU4gWnXLzgBTdihqvVWhMG0sr+X/Vjen8W0abGg3GctbGmZqeZhH5/7CLQgaKg2ZLmWSsorhXkQhp/IdpItioNfSJUWnwK1LhpMt56G3AM4GrAMzsV5IeFXJiSFjUzezkDirnBmCPP9+LjZMNalVlNkj11EBzVoOSBEheyDSmLbdh3tSIfqcoChkgN2iSkFlUm92ryPu80AaxGw3nqDbuMHwNvI9f9MTmePFAACTViAa6S4WExXck/T3RAPfm5E2fwT3c/u2Ez3D3g7P3h0jPaSgKCMhuFLsRMJDf6GeFzOJqNfOzQhuSbjfu3phn84Z93rhc0oeAJZJeBPw98J2QE0PC4qj4z/el3jPgiS1V0fVVraI5/4CrlS2NdNatp6ZFWedMmGu+XvM1mhvmetNjsmUBlRUyzeeENv69bryGueFOG5VGfFR+jiHwAeCtwHXA3xJta31KyIkhT0P5sh7z1OKxClM58xrS//jyxix6HS5QHjDJ8dDGYtCN+EJp1BbKzykFrw01L5jZtKRvA982s/WtnFu0kOALzeyHkl6Z86HntlZN10/VuGdRrahwABuiyXt5oZK+HhQPhifhklemLFzSnzP7vLB/rPO9AZvv9R+ksQU4+7sVigYpjgfeTvSwpCQ1gM+b2b+EXKOoZ/F84IfAyzOOGeBhMeRq1Qr1xnRQIxQSKtC9YInKFYdL+lohvLHtPm+ER8ZxRIsZPsPMbgWQ9ETgZEnvMrPPlF2gaCHB4+M/39ydurp+qlXF5noUGCFCQ6UVIcECxUHVbp28kXNuljcCLzKzmV3xzOwWSUcCFwPth0VC0q+J9oO9AlhtZj9vv76un2olDW191tNPgwsVyA8Wb/QHw3tpkQoqXXV4nhhLB0XCzNZLyt7wpknI01C7E62n/jzgU5KeClxjZq9oqaqu78oGscvCJNFuqDTXoUhj2jKDwRst57piss1jM0LCogFMxX9OA38E7gq5uBseIY1u3q2gkFCpz3mMtruhEnq9UVYv2fvDuQJ7xavNNhPRhkqlQsLifqJncj8NfNnMfHnyeWBiTGxMvW5+JDVLrwMF2g8V5/+tXPvMrP1tEGOhS5Q/l2im319L+jHR2MX/dPrhrn/KJrOFhAl0FijQei8lNITmu+YQdcNBam8vkrnX0WKi7R0WEbW75yQPEaXKHA78K9EdnDpwnJn9KOTcfgiZlHc+cH48VnEI0SNY/wAs6W3VXD+FzIwepkAZNQvxZ05bAGG5GXihmT0YDyj/SNJFZnZlqsz/EG1hbZL2BL4BPDXw3J4LeRrqW8DewM3Aj4gewbqqt9Vy3TAxJjZOde8fYbd6JzB6A9chc1RcvlEPSzMz4MH45Vj8ZU1lHky9XJocDzm3H0JuQ30CWGdmvjz5PDQxVvyPsJ9hAq0FynwyDOHngTVQyyStSb1eZWar0gUkVYG1wJOBL5jZnF+6Jb0C+HfgUcBLWzm310LCYjnwC+CBeC/ufYGPmdm6XlbM9Uc/wwRa7510umrsqIZTlmEIrMSoBJcIHrPYYGYrigrEv3DvLWlb4DxJe5jZ9U1lzouP7U80fnFQ6Lm9FhIW/2Rm35T0XOAlwKeAk4nmXrgRVxQm3Q4S6P6S4r3efwIWViCFGqbgGjZmdq+ky4CDgcwG38xWS3qSpGVNs65Lz+2VkMhMbj+9FDg5HvAe712V3HwxMabCr4Ui2WCqF19uNEjaIe4VEO97fRDRHZt0mSfHC/4haV+idvZPIef2Q0jP4veSvkRUwU9KWkRYyOSS9GrgI8DTgGea2ZriM9x81O9bXKOoV4HhvaG+eyxwRjz2UAG+YWb/LekYADNbCfwV8EZJU8DDwGvjJ6Myz+33DxASFq8h6vJ8Ku4CPZbZGyG143rglcCXOryOm8d61fvwECrX617LqISRpFn7v7fLzK4F9sl4f2Xq+08Cnww9t99CwuKxwHfNbLOkA4A9ga928qFmdiNEfxHOdVu3QshDp30+VjR6QsLiW8AKSU8GTgUuAP4LOLSXFXNu0DoNHQ+b3vIxnf4KCYtpM6vHO+Z91sw+L+lnZSdJ+gHwmIxDH44HyYNIOho4GmDnnXcOPc25geskbDxo3LAJCYspSUcQzdxOds0rXf/czA7qpGKp66wCVgGsWLHC/wW5BcGDZji0MM9i5IWExZuBY4CPm9mtknYBzuxttZxz7fLbZ64XQhYS/Lmk9wJPkbQHcJOZfaKTD42ntH8e2AH4rqSrzewlnVzTOdcdHjYuS8hCggcAZwC/IeqVPV7SUWa2ut0PTaa0t3u+c254ediMppDbUP8BvNjMbgKQ9BTgbODpvayYc25hGqawqUgsrna8b9BICAmLsSQoAMzsl6EbfDvnXL8tpKVm+ikkLNZKOhX4z/j164mWynXOObdAhITFMcDbgHcSjVmsBr7Yy0o555wbLoVhIakCrDWzPYBP96dKzjk3PHy59UjhbBMzmwaukeRTp51zbgELXUjwBkn/BzyUvGlmh/WsVs4554ZKSFh8tOe1cM45N9RywyJeZfbRZnZ50/v7A7/vdcWcc27QpO6MWUh6PNHWDo8BpoFVZva5pjKvB94fv3wQ+Dszuybk3H4oGrP4LPBAxvsb42POOefC1IH3mNnTgGcBb5O0e1OZW4Hnm9mewL8SL6AaeG7PFYXF8niHplniLVCX96xGzjk3YszsTjNbF3//AHAjsGNTmR+b2T3xyyuBnULP7YeiMYvFBceWdLsizjk3jy2TtCb1elW8vcIckpYTbZN6VcH13gpc1Oa5PVEUFj+V9Ddm9uX0m5Leis/gds4tAEKhO/JtMLMVpdeTtiLaffQ4M7s/p8wLiMLiua2e20tFYXEccF486JKEwwpgHHhFj+vlnHMjJV5T71vAWWZ2bk6ZPYFTgEPM7E+tnNtruWFhZn8EnhOn3B7x2981sx/2pWbOOTciJAk4FbjRzDJXw4gnP58LvMHMftnKuf0QsvnRpcClfaiLc86Nqv2ANwDXSbo6fu9DwM4AZrYS+Gdge+CLUT5Qj29tZZ5rZhf2rfaETcpzzrmFqUvzLMzsR9HVCsv8NfDX7ZzbD74TuXPOuVIeFs4550p5WDjnnCvlYxbOOZdDwFjVf6cG71k455wL4GHhnHOulIeFc865Uj5m4ZxzObq1n8Uo8J6Fc865Uh4WzjnnSnlYOOecK+VjFs45l0s+ZhHznoVzzrlSHhbOOedKeVg455wr5WHhnHM5JBirqvQr7Fo6TdJdkq7POf5UST+RtFnSe1s5tx88LJxzrj9OBw4uOH438E7gU22c23MeFs451wdmtpooEPKO32VmPwWmWj23HwYSFpJOkPQLSddKOk/StoOoh3POuTCD6llcAuxhZnsCvwQ+OKB6OOdcLhGtDVX2BSyTtCb1dfSAq951A5mUZ2YXp15eCbxqEPVwzrku2WBmKwZdiV4ahjGLtwAX5R2UdHSS1uvXr+9jtZxzziV61rOQ9APgMRmHPmxm58dlPgzUgbPyrmNmq4BVACtWrLAeVNU553pO0tnAAUS3rG4HjgfGAMxspaTHAGuAbYBpSccBu5vZ/Vnnmtmp/ax/z8LCzA4qOi7pKOBlwIFm5iHgnBs6EtS6tAe3mR1RcvwPwE7tnNsPAxmzkHQw8H7g+Wa2cRB1cM45F25QYxYnAVsDl0i6WtLKAdXDOedcgEE9DfXkQXyuc8659vh+Fs45l0OImu9nAQzHo7POOeeGnIeFc865Uh4WzjnnSvmYhXPO5RG+B3fMexbOOedKeVg455wr5WHhnHOulI9ZOOdcDgG1wD22R533LJxzzpXysHDOOVfKw8I551wpH7NwzrkcFcHEmI9ZgPcsnHOuLyQdLOkmSTdL+kDGcUk6MT5+raR9Q8/tBw8L55zrMUlV4AvAIcDuwBGSdm8qdgiwa/x1NHByC+f2nIeFc8713jOBm83sFjObBL4GHN5U5nDgqxa5EthW0mMDz+25eTVmsXbt2g2Sftvm6cuADd2szzywEH9mWJg/t//Mcz2h0w9Yu3bt9yUtCyi6WNKa1OtVZrYq9XpH4LbU69uBv2i6RlaZHQPP7bl5FRZmtkO750paY2YrulmfYbcQf2ZYmD+3/8y9YWYHd+lSWaPkFlgm5Nyem1dh4Zxz89TtwONTr3cC7ggsMx5wbs/5mIVzzvXeT4FdJe0iaRx4HXBBU5kLgDfGT0U9C7jPzO4MPLfnFlLPYlV5kZGzEH9mWJg/t//MQ8zM6pLeDnwfqAKnmdkNko6Jj68ELgQOBW4GNgJvLjq33z+DzPp+68s559w847ehnHPOlfKwcM45V2pBhYWkEyT9Ip5Kf56kbQddp14ZhuUB+knS4yVdKulGSTdIOnbQdeoXSVVJP5P034OuS79I2lbSOfG/5xslPXvQdRp1CyosgEuAPcxsT+CXwAcHXJ+eGJblAfqsDrzHzJ4GPAt42wL4mRPHAjcOuhJ99jnge2b2VGAvFt7P33cLKizM7GIzq8cvryR6XnkUDcXyAP1kZnea2br4+weIGo8dB1ur3pO0E/BS4JRB16VfJG0D7A+cCmBmk2Z270ArtQAsqLBo8hbgokFXokfylg1YECQtB/YBrhpwVfrhs8A/ANMDrkc/PRFYD3wlvv12iqSlg67UqBu5sJD0A0nXZ3wdnirzYaLbFmcNrqY9NRTLAwyCpK2AbwHHmdn9g65PL0l6GXCXma0ddF36rAbsC5xsZvsADwEjPy43aCM3Kc/MDio6Luko4GXAgTa6k0xClhYYOZLGiILiLDM7d9D16YP9gMMkHQosBraRdKaZHTngevXa7cDtZpb0HM/Bw6LnRq5nUUTSwcD7gcPMbOOg69NDQ7E8QD9JEtE97BvN7NODrk8/mNkHzWwnM1tO9Hf8wwUQFJjZH4DbJO0Wv3Ug8PMBVmlBGLmeRYmTgEXAJVHbwpVmdsxgq9R9w7I8QJ/tB7wBuE7S1fF7HzKzCwdXJddD7wDOin8ZuoV4aQzXO77ch3POuVIL6jaUc8659nhYOOecK+Vh4ZxzrpSHhXPOuVIeFs4550p5WDjnnCvlYTHCJH1E0nsH+Pk/brH8ASHLbEu6TNKK+PsLi5aal3ScpIlW6tEtcT1vknRYQNkjJH1Y0pskrY/XPPqVpO9Lek6q3AmS/jDIv1e3MHlYuJ4xs+eUl+r4Mw4tWXH0OGAgYRF7vZmFzJ4/GPhe/P3XzWwfM9sV+ARwrqSnAZjZ+4CVvamqc/k8LEZM/NvpTZJ+AOyWen9vSVemNn7aTtKjJK2Nj+8lySTtHL/+taQJSadLOlHSjyXdIulV8fEvJr8xx9c7Lf7+rZI+Fn//YPznAfFv2clmNWfFy3MkmzT9QtKPgFfm/ExLJH0trvvXgSWpY7+RtEzSUknflXRNvHDkayW9E3gccKmkS+PyJ0taE2+Q9NGm63xU0jpJ10l6avz+VpK+Er93raS/it9/saSfxOW/GS9gWPT3UpP0U0kHxK//XdLH4+8F7A2saz7PzC4FVgFHF13fuV7zsBghkp5OtEbQPkQN7zNSh78KvD/e+Ok64HgzuwtYrGh/gOcBa4DnSXoC0WqmyfpZjwWeS7QA4yfi91bH50C0/Hmy0dBzgSsyqrcP0W/5uxMtMb2fpMXAl4GXx9d6TM6P9nfAxrjuHweenlHmYOAOM9vLzPYg2hjnRKIFFF9gZi+Iy33YzFYAewLPl7Rn6hobzGxf4GQguc3zT8B9Zvbn8ef/UNIy4B+Bg+Lya4B359QdiJZgAd4EnCzpRXF9k7DaB7imYGHLdcBTi67vXK95WIyW5wHnmdnGeHnuCwAkPQLY1swuj8udQbR5DMCPidZV2h/4t/jP5zG7wf+2mU2b2c+BR8fvXUEULLsTLeL2R0mPBZ4dX7PZ/5nZ7WY2DVwNLCdqAG81s1/FDeWZOT/X/skxM7sWuDajzHXAQZI+Kel5ZnZfzrVeI2kd8DPgz9gScgDJSrVr4/oBHES06yDx599DtBPf7sD/xutQHQU8IefzZsTrc/0n8B3gLfHGVBAFR9HeKllLzjvXVwttIcGFoNXFvq4gCocnAOcTrcprQHqgeXPqewGY2e8lbUfU0K0GHgm8Bngw3qmuWfoaDbb8vxda38JyZvbLuGd1KPDvki42s39Jl5G0C1GP4Rlmdo+k04mW9m6uY7p+yvhsAZeY2RGBdU/7c+BetoQuwIuBvyo4Zx9821A3YN6zGC2rgVfE9/i3Jrq9Q/xb9j2SkttGbwAuT51zJPCr+Lf+u4ka3P8N+LyfEN1aWk0UOu8l+xZUnl8Au0h6Uvw6r/FdDbweQNIeRLeQZpH0OKJbVWcCnyLaHAfgAWDr+PttiDbKuU/So4n2KC9zMfD21OdsR7Ql736Snhy/NyHpKWUXkvRKYHuintKJkraNe301M/tTzjnPJxqv+HJAXZ3rGe9ZjBAzWxcPAF8N/JbZDfdRwEpFj5HOLOlsZr+Jx5pXx+V+BOwU324pcwXwYjO7WdJviXoXwWFhZpskHQ18V9KG+LP3yCh6MtEWmtfGP9v/ZZT5c+AESdPAFNE4B0SDwxdJutPMXiDpZ8ANRP8NQgLxY8AXJF1P1OP4qJmdK+lNwNmSFsXl/hH4Zd5F4nGOTxBtunWbpJOAzxHdkvpBU/HXSnou0VNctwJ/ZWbes3AD5UuUO9cjki4D3mtmawrKnAKcYmZXtnDdjxDd7vtUx5V0LpDfhnKud+4GTlfBpDwz++sWg+IEotuGD3Whfs4F856Fc865Ut6zcM45V8rDwjnnXCkPC+ecc6U8LJxzzpX6//W6jjUSUpTHAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -499,7 +499,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -543,7 +543,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -588,7 +588,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -634,7 +634,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -678,7 +678,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -731,7 +731,7 @@ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x28b00a79130>" + "<matplotlib.legend.Legend at 0x168edd76b80>" ] }, "execution_count": 19, @@ -740,7 +740,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 720x432 with 1 Axes>" ] @@ -777,7 +777,7 @@ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x28b06108ca0>" + "<matplotlib.legend.Legend at 0x168edef8280>" ] }, "execution_count": 20, @@ -786,7 +786,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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"text/plain": [ "<Figure size 720x432 with 1 Axes>" ] @@ -843,7 +843,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -892,7 +892,7 @@ { "data": { "text/plain": [ - "<matplotlib.contour.QuadContourSet at 0x28b066ecf70>" + "<matplotlib.contour.QuadContourSet at 0x168ed6e69a0>" ] }, "execution_count": 22, @@ -901,7 +901,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 720x288 with 2 Axes>" ] @@ -933,7 +933,7 @@ { "data": { "text/plain": [ - "<matplotlib.contour.QuadContourSet at 0x28b00a33580>" + "<matplotlib.contour.QuadContourSet at 0x168eda72f10>" ] }, "execution_count": 23, @@ -942,7 +942,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 720x288 with 2 Axes>" ] @@ -975,7 +975,7 @@ { "data": { "text/plain": [ - "<matplotlib.contour.QuadContourSet at 0x28b0091f4f0>" + "<matplotlib.contour.QuadContourSet at 0x168ed9e7a90>" ] }, "execution_count": 24, @@ -984,7 +984,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 720x288 with 2 Axes>" ] @@ -1026,7 +1026,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1061,7 +1061,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1097,7 +1097,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1137,7 +1137,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1173,7 +1173,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1209,7 +1209,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1245,7 +1245,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1277,7 +1277,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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yfa+k3Eg17ga9fGtjllEkYDT7OVdtvr1u4/Wmkxv9ow/hRx+E2dWw6lFYvF5SYGZREjxmFs8HDk0vSgJHq4yjgNxmqlHtFA+hCak/mYakCvBZ4CXArcAlkk63fU29jO13Z8r/HyB7n33U9i691sP2yvT8fwLcanuVpL2BnYCv2L6vXqaVIsMCpiTN5+9pR0ppDdejNtS20yyjnwGjnllUa+bh2TnuW7V6/vXgo3NUa8bVOfzA3fi+u/DD9yfBYdWjyWt2dfpKMw9Yk3W0yjgKZBt9FcNvw2TYA7jB9o22VwPfBA7IKX8Q8I0B1ud7QFXSk0lWRt0a+HqRA4vc/P8N+B9J3yHpPHktcGyXFQ0F5AWMuYYnv1dWq8zWasmDgbUaq9Kb+r//89FssfF6nPRPR+CH7wfSLGLxekmGATCzeM12WJNdZLOEbFbQpA+jZUZRNJsYRJ9F9FGEPhFiutjDe0slLc+8X5YuVV23JXBL5v2twLObXlPaFtgeOC+zeUl6/jngONs/KFKpHDXbc5JeDZxg+4R2fRl1RTrCvyLpUtasnfGabEo1aTppmhpUltGsTF7AeGS2yqpqldmauX9lkhXceP3V3LVoGm35FCpbPqXwZwohdGWF7d37dK4Dge/azqb129q+TdKTgPMkXWX7dz1cY1bSQcDBwCvSbTNFDizazHQdcG+9vKRtbP9vp7UMzbVbea/x92YBo269RUmLo0jaY0MIPehTnwbJ4wpbZ95vlW5r5kAaHmuwfVv680ZJF5D0d/QSNN5K8jjFsbZ/L2l7oNDy3W2DRtohcwzwR5InwQWYpOMkFJSXZawp07xZCtb0YTQ2SWXNTImZqQqLKxUWV6YmbahgCOPsEmCH9OZ8G0lg+OvGQpKeCmwK/E9m26bAI2mn9VJgT+Bfu6lEukT3WcC5tv++vt3274GPFzlHkUzjncBTbN/dTSX7adBd4INsmuq0bGOzVF7AyC4SMzM1xfozFaYrU+Q/vxNCaEf0J9NI+w+OAM4meXjuZNtXS/oosNx2fRjtgcA3bWdvDH8GfEFSjWTw0nE9dBF8CXgZ8A+SVpM8rP2jdE7BQgpNIwLc3139QjNFsoxW5Ro1zouz/kyFDWammRJEohHC6LB9JnBmw7YPNbz/cJPjfg48o091+AXwC+DDkh4H7Au8R9JOwGUkAeTbeecoEjRuBC6QdAawKnPxT3Rd8wWm07Ux2jVLNVOfnnlJpUJlSiiyjBD6YlKbedPWo2+kLyTtBuzX7rgiQeN/09ei9BVydDLT7Zp1MLrLMurqAWNmKunHmK4oOsFDCC2ls3y8GdiOTBzI9nO0UmTI7Ud6qNtEGtYDhnlZRuPCLzNTU/NZRmUqCRoROELojSRmKhM5NfqZwMXAVUBHU2AUGT21GfCPwNOAJfXttv+8szqOtkFNHdKqaapdB3gn6v0a9TR6UtPpEELfLLH9D90cWCSEnkrynMb2wEeAm0iGj4UG3SzC1Kppai4TbFbmLJlaDxj1Of/XPL0agSOEXtVHT7V7jaGvSvobSVtIemz9VeTAIkHjcba/BMza/qnttwETlWWMqrzlXpsZ83/EIYThWQ0cT/I8yKXpa3nuEakiHeGz6c87JP0FyQIehSJS6EynTVPZLCMCRQj9169ZbkfQe4Anp+sldaRI0PiYpMekFzkB2Bh4V6cXmhSd3NiL9mcUHTU1MzU13xke6xaHEHpwA/BINwcWCRr32r6f5AG/fQAk7dnNxcLaWnW+N46aymoMFtn1i6crSdPUTGWKKSUjP0II3ZPWHak4IR4GLpd0Pms/f9f7kFuS7OKZBbaFHKO2DkgIYUH7QfrqWMugIem5wPOAzSRlh2ZtTDJ3ysTox3DbXoNCL8dH53cIgzOJ/2/ZPqXbY/MaxhcBG5IElo0yrwdIFmIKIYQwRtJZbnsq0zLTsP1T4KeSvmz75vRkU8CGth/otLKhvWjCCmG0iInL4l8lKW8NcLFmwb2mivRp/Iukw0jW0rgE2FjSp2wfX7yeYRCWFF1SNYQQEkcWKHNR3s4iQWNH2w9IegPJ4h1HkTwI0nPQkLQf8CmSPpKTbB/X6zlHXd5w215N2DeiEEqXjJ7qz/D2dvc7SYuBrwC7AXcDr7d9U7rvaODtJF/e/9722d3UoZe+jLoif40ZSTPAq4DTbc/Sh/WQJFWAz5IsCLIjcJCkHXs977ib63Aa9RDC6Ct4v3s7ySMOTwY+SbqSXlruQJL5//YDPpeerxRFgsYXSOab2gC4UNK2JJ3hvdoDuMH2jbZXA98EDujDeUMIoS/6OPdUkfvdAUA9E/gu8CIlD1sdQLKa36p0WdYb0vOVom3QsP1p21va3t+Jm2nTUVLQliSrAtbdmm5bi6RDJS2XtHzFirv6cNkQQui7pfX7VPo6tGF/kfvdfBnbcyQPVD+u4LEdkfRXRbY1k/ecxhttf63hGY2soazcZ3sZsAzgmbvtHm03IYShkWBJkZ5fWGF79wFXp5+OBr5TYNs68v4cG6Q/N+qyUu3cBmydeb9Vum1Bm64o+jVCmDxF7nf1MrdKmgYeQ9Ih3rd7paSXAfsDW0r6dGbXxsBckXPkPafxhfTnoFbuuwTYQdL2JH+AA4G/HtC1RkZlSgN7HqNac4ygCqGfalV4+N5+nKnI/e504GCS6cpfC5xn25JOB74u6RPAE4EdgF92WY/bSaZAfyXJKNi6B4F3FzlBXvPUp1vtg2ITW7U5fk7SEcDZJEPQTrZ9dS/nHEe9BJGV1Wo8qxHCILkGc6t7P02L+52kjwLLbZ8OfIlkcaQbgHtIAgtpuW8D15BkA4fbbr0yW349rgCukHRq2m/SsbzmqXoU2pNkiNi30vd/RVL5ntk+k2St2sBgs5AQQrma3e9sfyjz+0qS+2uzY48Fju21DpK+bft1wK8krXOzsb1Tu3PkNU+dkl7k74C96lFJ0udp88RgCCFMBAM5yy2PoXemP1/e7QmKPKexKUknSd2G6baJ0Y8nPnvtS+jl+MhOQghF2L4j/XUK+KPtm9PHKO4keSylrSKDyY4jSWXOT0/6AuDDnVd3YRt001O1ZqYnc7GYEEpkXO2q6X/UfYdk6Yu6arrtWe0ObBs0bP+HpLOAZ6eb3mf7D93UMqxtpjLVdC2P7M1/CZW1Vu9rXO412xk+VzWVqSQw1QxyZCAhhKam0yfTAbC9WtKiQgcWKZQGiR92WbmJ0knGMFNR03XCG8+RfZ93/nrAqP/eap3wfiwqFUIAbKj2PnpqBN0l6ZXpqC0kHQCsKHJgsWcdw0hbWa2yhEo8oxFCKOow4FRJnyHpdrgFeHORAyNojJBmGQiQtDY20ZhtVGuef4UQ+sGTNnoKANu/A54jacP0/UNFj817uO+xbS56T+EaLhDtmq6a7W/Wr1EPFvXpRJZU1u7XyGrdTGUKDoYIISwQreYUTCbTBdtt5xRs93Bf/c6zDXBv+vsmwP8C23dV6xHVqlO69/N23q/RqXpfxxIqa3WGhxB6ZMNkjZ5aP/3Z9ZyCeQ/3bQ8g6YvAaenTjPUJr17V7QUnwSCHz2bP3TiKCho6w6tmJi1T314/PgZOhRCa+JP05zW2285o20yRp9qeUw8YALbPYu3xvaEDzTqr6w8XZve169SuZy+zVa/5vVajWjNz1SRoROAIoUc2rF7Z/jU+9k8Xdjq62xMU6Qi/XdIHga+l799AMlNiaKKTLKRV2U6yjbp64Fg5VaUyJRx9GiGEdf2IpKthQ0kPkNwk6jcL294472AolmkcBGwGnJa+Hp9uCwXNFHhSu5tsA5IAkn09Mlvl4dk5YgBVCH1g47nVbV/jwvaRtjcBzrC9se2Nsj+LnKPIE+H3sGaSq1IN+ntzJ53heRlFJ6Oous02oLZWB/uqdHTVqmqV2VqNWs3Uon0qhNCE7QMkbQvsYPtcSeuRPCX+YLtj2wYNSX8KvBfYLlve9p93X+WFp9UoqrXLJEGrHjDqmUbjvFLzzVSZQAEwW6v3bcyxslrty0SMISxorsHsqoFfJn3E4Vsk99mbgNfZvrehzD7AJzObngocaPsHkr4MvJBkXXGAt9i+POd6fwMcCjyWpHN8K+DzwIva1bVIn8Z30pOdRMvHzEKn2mUbrfbXA0k9cDwym5SvB477VybDA2smMo0QxsdRwE9sHyfpqPT9+7IFbJ8P7ALzQeYG4MeZIkfa/m7B6x0O7AH8Ij33byU9vsiBRYLGnO0TC1Zk7A2yiaox22gWGBqv35h1JM9hrB04ZmtiZmqKh2ZnecyS5D/pk57yNDbfaAn+ww34rlvTCiwGQNPpvGSLlqQXyfwzyK4EWFl7/jJVWvxzKbJ64HShudCK2WCiZuYPo8yG2aH0WRwA7J3+fgpwAQ1Bo8FrgbNsP9Ll9ValkxQCkK5JXuhbZpGg8Z+S3kHSCT6fp8UT4YPTrJmqXeCYmVq7w/3IYz7O0564May8A2ZX44fvT/7xzyxKhkpML4LF66UXTG/orYIKQGV6zb+oxiBRWTcgrBNgqo9myne4RG1jwOnPms1rRBAKvVsqaXnm/TLbyzo4fvPMWhd/ADZvU/5AoPHp7WMlfQj4CXCU7bx2tZ9Kej+wnqSXAO8A/rNIRYsEjYPTn0dmthl4UpEL9NuoLYk6iGwjKZcfOLI2mEr+M2bPs/7iZAJDVaZh48clBVelN+56sIDCAWPN77EmeVhAXFvz/02+FbZ3zysg6VzgCU12fWCtS9puthRr5jxbAM8gWW+87miSYLMIWEaSpXw0pzpHAW8HrgL+lmQZ2pPy6l9XZPTURE0XUsSgphRZc/7+BY7piubnqKpMiemKqEyJDRZPJ+UqFVhvw2QQ9qNNBkakwQIKBIxmimQZvehns1YIJbL94lb7JP1R0ha270iDwp05p3odySwds5lz17OUVZL+g2TwUl5dapJ+APzA9l2FPwT5Exb+ue3zJL2mxUW/38mFJlkvw2/bHZMNHFnZ4NH4bEdlSiyankpGT00vSgLHoiVJ4GgyplzZG3NewCjQLNX+w0WmEsZI+pzGEJxO0qpzXPozb/2ig2h4ojsTcEQyzdOvmx2Y7j8GOIL0OT1JVeAE23mZyby8r4QvBM4DXtFkn4EIGgV12kzV+D6b+bR74K8yJWYqU2s/UFhZBJXqfOBoKhssoOuAkZtl9NqXMQjRnxFGw3HAtyW9HbiZJJtA0u7AYbYPSd9vB2wN/LTh+FMlbUbyONvlJOtlNPNuYE/gWbZ/n57zScCJkt5t+5MtjpuXN2HhMenPt7Y7ybANo1+j0yaqburUaeAA2gaPmcoUi6an1tqvyjSu37Abg8M6H6TJP4l+BIwQxtGQRk/Zvpsmz0jYXg4cknl/E7Blk3JFn5t7E/AS2/Or9Nm+UdIbSYbvdh806iT9DrgYuAi4yPbVBSsXMloFlWaBA1jnuYzG4JF3neY7FgGZf/yN0z0XCRbz51lX24AxillGCAvPTDZg1Nm+S9JMkRMU+Wq4I/Bs4PnA8ZKeAlxp+9UdVXUM9TvbKBo4mpXNBoNW047Uf86kneGVKSXNL3Or52clg9XJSmTdNCNFhhEWmloVHn247Fr0U17aVCilKvJ/exWYTX/WSHr183r2h2LUht7W9TtwwLpBolk2Ud9WDxj5lcwEhfqKgO0ygV4CxqhmGdGfERaendPZbRsJaNN2nSgSNB4gGcv7CeCLadvbgjGI4bd5gQNoGTwgP4C0m01X2Qf0qumXii6DRf18bcVoqTDOhvdE+FDY7vl/yCJB4yBgL5InBg+R9HPgQts/6fXik6pIFpRXJm9yw9Yd4Guap+ojqOZNp/0Z2XXG68Gg2uR/iAJDaQcWMCLLCGGkFXm474fADyU9FXgZ8C7gH4H18o4bhmE1UXWTbfQjcNTlzY6bLVdk/Q1VpnG2E7yLZy0iwwgLxoRlGv1QZPTU94Cdgd+RjKB6M+nMiCFfr4GjrsgiTs0e9Fu3UAWq1fmbvhtHULVRuMO724ARI6ZCGHlF7gL/AvzK9oKeFr3bvo2igQOaj4oqeo22phfB3Or5wAFNso4WOhodNQ4BI5qmQlE2zM62L7eAFLkbbA9cDzyYrhX+TOBjti8baM0KGuYoqkEGjnq5uk7LZ993svhSX4fLRpNUmDS1GqwsNGHhglHk7vJPth+UtBfwYuBLwIJZX6NfCmUDDeXbvbqvzABu7r2cM5qlQhgbRYJGvVnqL0jmiD+DZPrdkdHTDbRDvSyhOsh6tso6gDXNMdmbc78CR6UyXgEjmqZCJ+od4e1eC0iRO+Btkr4AvB44U9Ligse1JOmvJF0tqZZOyDVWeg0c/QwejefrqG693PB7DRYQGUYIY6jIHeZ1JIt9vNT2fSQLkR+Ze0R7vwZeA1zY43lK00vggP4Ej66Ob3aj7iQA9CNYlCWyjNCpyDTWUaQXdAvgDNurJO0N7AR8pZeL2r4WoL4+bT+UMa1IP54W72bkVN4Mt71VZojBILKMEMZSkbvM94CqpCeTLCO4NfD1gdZqjPR8o04V6fjuW9NW2TfsMq4fWUbohmuwcmX71wJS5I5Xsz1H0px0gu0jSbKPXJLOlfTrJq8DOqmgpEMlLZe0/K4V+asSDrNDPKtfgWOgdWi8aZZx455eVH7ACmEEFe3nlXSTpKskXS5peWb7YyWdI+m36c+BfUsq0jw1K+kgkifB66v4tZ13PW893E7YXkaS4bDbbruP3rS2qUGvK97u2lmFg2f9gb9hKDNYRJYRujW8h/vq/bxfKFB2nyZrYhwF/MT2cZKOSt+/r891BIplGm8Fngsca/v3krYHvjqIyvRDWdkGlJNx9HzNYdzMI7sIIZfta21f38MpDgBOSX8/hWSd8IFoe8exfQ3wXuAqSU8HbrX98V4uKunVkm4lCUZnSDq7l/M1WiiBo2/XGtRNfRSaoyLLCL2oZxrtXrC03oyevg4dVI2AH0u6tOEam9u+I/39D8DmA7p+oQkL9yaJXDeRLNSxtaSDbXc9XNb2acBp3R4/6hrX8x7kNTqywabw8L3N99Vv7v1orio7UNRFwAjDs8J27jNnks4FntBk1wfS2cSL2Mv2bZIeD5wj6brGe7FtSxpYU36RPo1/A/atp06S/hT4BrDboCrVD6Owst8ggkfXa4QX1UvwGJVgEUKfuGa8alV/ztWHfl7bt6U/75R0GrAHyfNuf5S0he07JG3BAFdXLfJ1dSbb1mb7NxToCA9rzFSmem5K6sc5OlJvWsoLBNkyoxYwIssIE0bSBpI2qv8O7EvSgQ5wOnBw+vvBQNHMpWNFMo1LJZ0EfC19/wZgeU75kTEK2UZW400/LwPpJkAUyjLymqhaGbWA0E4EjNAvQxo9JenVwAnAZiT9vJfbfqmkJwIn2d6fpJ/itPSh6Gng67Z/lJ7iOODbkt4O3Ewyk8dAFAkahwGHA3+fvr8I+NygKtRvoxY4skbh+Y4QQvla9fPavh3YP/39RpIF8ZodfzfwokHWsS43aEiqAFfYfirwiWFUKAxBN9nGuIgsI/RTLMK0jtyvuulqfddL2mZI9RmIMofgDstC+IxtRcAIYeCKNE9tClwt6ZfAw/WNtl85sFoNwCg3U5Vi0rKNCBhhECLTWEeRoPFPA6/FkExq4FjwWUYEjBCGpmXQSGe13dz2Txu27wXc0fyo0TepgaMrk5ZthNBvtRq1h/vznMakyOvT+HfggSbb70/3ja1J+mbe82cZ92/p417/EMZMXvPU5ravatxo+ypJ2w2uSsMxCRnHJAW/rkTACINmU5udK7sWIyUv09gkZ996fa5HKcb5ptvXuo/jzXcc6xzCBMgLGssl/U3jRkmHAJcOrkrDNc6Bo6/G5Sa8wabjU9cw9mzw6rm2r4Ukr3nqXSSPrL+BNUFid2AR8OoB12uoxq2pamCBbtQ7xiNYhFC6lkHD9h+B50naB3h6uvkM2+cNpWZDNi6BY+CZ0agGjggYoQw1U300ntPIavuchu3zgfOHUJfSjXrgGFpT2igFjggWIYyUIg/3LSj1G/MoBY9S+l3qN+syg0cEjFA2e8H1WbQT06y2MCod5KXXo4wbd3R2hzCyImjkqEyptJt2mddex7Bu4hEswohxzdRWz7V99UrS8ZKuk3SlpNMkbdKkzNaSzpd0jaSrJb0zs+/Dkm6TdHn62r/nSrUQQaOAYd7ARypYNKrf1Pt9Y49gEcI5wNNt7wT8Bji6SZk54D22dwSeAxwuacfM/k/a3iV9nTmoikafRgeyN/N+93mMbKBoJXuT77TfIwJEGBc2tdXVIVzGP868vRh4bZMyd5DO+2f7QUnXAlsC1wy8ghkRNLrUjwAydoGilQgCYULVDKuLBY2lkrLLYC+zvazLy74N+FZegXQqp12BX2Q2HyHpzSTLcb/H9kBGsUTQ6IOJufmHELq1wvbueQUknQs8ocmuD9j+YVrmAyTNUKfmnGdD4HvAu2zXJ5U9EfhnwOnPfyMJPn0XQSOEEFqwzexsrV/nenHefklvAV4OvMh20+YLSTMkAeNU29/PnPuPmTJfBP6rH3VuJjrCQwihZJL2A/4ReKXtR1qUEfAl4Frbn2jYt0Xm7auBXw+qrpFphBBCCzbMzvUn02jjM8Bi4JwkNnCx7cMkPRE4yfb+wJ7Am4CrJF2eHvf+dKTUv0rahaR56ibgbwdV0QgaIYRQMttPbrH9dmD/9PefAU07UG2/aXC1W1sEjRBCaME2q1cNfsjtOIk+jRBCCIVFphFCCC0MsU9jbESmEUIIobDINEIIoQUb5uZGZ5mEURCZRgghhMIi0wghhBZss3I2Rk9lRaYRQgihsFIyDUnHA68AVgO/A95q+74y6hJCCK0YmG0+DdSCVVamUWTBkRBCCCOmlEyjyIIjIYRQtsg01jUKfRpvA85qtVPSoZKWS1p+14q7hlitEEIIjQaWafRrwZF09atlALvttnuE/BDC0ESmsa6BBY1+LDgSQghhtJTSPFVkwZEQQihbzWZVrf2rV5L+WdKVki6X9ON0HY1m5Q6W9Nv0dXBm+26SrpJ0g6RPpws2DURZfRqfATYiWXDkckmfL6keIYQwCo63vZPtXUiWav1QYwFJjwWOAZ4N7AEcI2nTdPeJwN8AO6Sv/QZV0bJGTzVdcCSEEEbJsPo0bD+QebtBeulGLwXOsX0PgKRzgP0kXQBsbPvidPtXgFeRM8CoFzGNSAgh9G6ppOWZ98vSQTyFSToWeDNwP7BPkyJbArdk3t+abtsy/b1x+0BE0AghhBxzxTKNFbZ3zyvQbkSp7Q8AH5B0NHAESVPUyImgEUIIQ9BuRGnGqcCZrBs0bgP2zrzfCrgg3b5Vw/bbuqpkAaPwcF8IIYykquHhaq3tq1eSdsi8PQC4rkmxs4F9JW2adoDvC5xt+w7gAUnPSUdNvRn4Yc+VaiEyjRBCKN9xkp4C1ICbgcMAJO0OHGb7ENv3SPpn4JL0mI/WO8WBdwBfBtYj6QAfSCc4RNAIIYSWTH+ew2h7HfsvW2xfDhySeX8ycHKLck8fWAUzonkqhBBCYZFphBBCCzXDyiFkGuMkMo0QQgiFRaYRQggtGFgZ86muJYJGCCG0UAUeqkbQyIrmqRBCCIVFphFCCC3YDGXI7TiJTCOEEEJhkWmEEEILNRxDbhtEphFCCKEwjdPy3JLuIpmXpRtLgRV9rM44WIifGRbm547PvK5tbW/WywUk/Si9TjsrbA9stbxRMlZBoxeSlreb737SLMTPDAvzc8dnDsMSzVMhhBAKi6ARQgihsIUUNDpar3dCLMTPDAvzc8dnDkOxYPo0Qggh9G4hZRohhBB6FEEjhBBCYQsqaEg6XtJ1kq6UdJqkTcqu06BI2k/S9ZJukHRU2fUZNElbSzpf0jWSrpb0zrLrNCySKpJ+Jem/yq7LsEjaRNJ30/+fr5X03LLrtFAsqKABnAM83fZOwG+Ao0uuz0BIqgCfBV4G7AgcJGnHcms1cHPAe2zvCDwHOHwBfOa6dwLXll2JIfsU8CPbTwV2ZuF9/tIsqKBh+8e259K3FwNblVmfAdoDuMH2jbZXA98EDii5TgNl+w7bl6W/P0hyE9my3FoNnqStgL8ATiq7LsMi6THAC4AvAdhebfu+Uiu1gCyooNHgbcBZZVdiQLYEbsm8v5UFcAOtk7QdsCvwi5KrMgz/DvwjUCu5HsO0PXAX8B9ps9xJkjYou1ILxcQFDUnnSvp1k9cBmTIfIGnOOLW8moZBkLQh8D3gXbYfKLs+gyTp5cCdti8tuy5DNg08EzjR9q7Aw8DE99uNiombGt32i/P2S3oL8HLgRZ7ch1RuA7bOvN8q3TbRJM2QBIxTbX+/7PoMwZ7AKyXtDywBNpb0NdtvLLleg3YrcKvteib5XSJoDM3EZRp5JO1Hksq/0vYjZddngC4BdpC0vaRFwIHA6SXXaaAkiaSN+1rbnyi7PsNg+2jbW9nejuS/8XkLIGBg+w/ALZKekm56EXBNiVVaUCYu02jjM8Bi4JzkHsPFtg8rt0r9Z3tO0hHA2UAFONn21SVXa9D2BN4EXCXp8nTb+22fWV6VwgD9H+DU9EvRjcBbS67PghHTiIQQQihsQTVPhRBC6E0EjRBCCIVF0AghhFBYBI0QQgiFRdAIIYRQWASNEEIIhUXQmGCSPizpvSVe/+cdlt+7yPTeki6QtHv6+5l5U9xLepek9TupR7+k9bxe0isLlD1Q0gckvUXSXemcSr+VdLak52XKHS/pD2X+dw0LWwSNMDC2n9e+VM/X2L/NDKfvAkoJGqk32C7yNP7LgB+lv3/L9q62dwCOA74v6c8AbB8JfH4wVQ2hvQgaEyb9tvobST8DnpLZvoukizMLUG0q6fGSLk337yzJkrZJ3/9O0vqSvizp05J+LulGSa9N93+2/g06Pd/J6e9vk3Rs+vtD6c+902/d9UVzTk2n/agvFnWdpMuA17T4TOtJ+ma62M5pwHqZfTdJWippA0lnSLoinaDy9ZL+HngicL6k89PyJ0pani7U9JGG83xE0mWSrpL01HT7hpL+I912paS/TLfvK+l/0vLfSSdKzPvvMi3pEkl7p+//JfN3ErALcFnjcbbPB5YBh+adP4RhiaAxQSTtRjIH0S7A/sCzMru/ArwvXYDqKuAY23cCSyRtDDwfWA48X9K2JLOn1ufn2gLYi2Six+PSbRelx0Ay7Xp9waPnAxc2qd6uJN/6dwSeBOwpaQnwReAVwG7AE1p8tL8DHrH9Z8AxadlG+wG3297Z9tNJFuj5NHA7sI/tfdJyH7C9O7AT8EJJO2XOscL2M4ETgXrzzz8B99t+Rvq3O0/SUuCDwIvT8suBf2hRdyCZ2gV4C3CipBen9a0HrV2BK3Im0LwMeGre+UMYlggak+X5wGm2H0mnBT8d5het2cT2T9Nyp5AsYgPwc5J5m14A/N/05/NJgkLdD2zXbF8DbJ5uu4gkwOxIMlncHyVtATw3PWejX9q+1XYNuBzYjuRG+Hvbv01vmF9r8bleUN9n+0rgyiZlrgJeIunjkp5v+/4W53pdmtX8Cngaa4IdQH1m3EvT+gG8mGQVRNLr30uyMuCOwH+n81wdDGzb4nrz0vm/vgr8F/C2dIEsSAJI3touanfuEIZloU1YGNZ1IUmQ2Bb4IfA+wMAZmTKrMr8LwPZtaQf0fuk5Hgu8DngoXTmvUfYcVfr8b8/2byQ9kyTD+pikn9j+aLaMpO1JMohn2b5X0pdJphRvrGO7+gk4x/ZBXVT1GcB9wOMz2/YF/jLnmF2J5UzDiIhMY7JcCLwq7QPYiKTZh/Rb972S6s1JbwLqWcdFwBuB36ZZwD0kN96fFbjexSRNThem53kva2co7VwHbCfpT9L3rW7CFwJ/DSDp6SRNS2uR9ESSJqyvAceTLNID8CCwUfr7xiQL9twvaXOSzud2zgEOz1xnU5LPvaekJ6fbNpD0p+1OJOk1JMH1BcAJkjZJs8Bp23e3OOaFJP0ZXyxQ1xAGLjKNCWL7MknfAq4A7iRZV6PuYODzSoafzk8lbfumtCO23g/xM2CrtBmmnYuAfW3fIOlmkhti4aBhe6WkQ4EzJD2SHrtRk6InkizteS3JN+5mK9U9AzheUg2YJekHgaQT+UeSbre9j6RfkQSrW4D/LlDNjwGflfRrkgzkI7a/r2Qxr29IWpyW+yDwm1YnSftBjiNZ/OsWSZ8BPgX8J3BuQ/HXS9qLZNTX74G/tB2ZRhgJMTV6CAMi6QLgvbaX55Q5CTjJ9sUdnPfDJM2A/6/nSobQoWieCmFw7gG+rJyH+2wf0mHAOJ6kOfHhPtQvhI5FphFCCKGwyDRCCCEUFkEjhBBCYRE0QgghFBZBI4QQQmH/H5DWZ6SQ1dVtAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1331,7 +1331,7 @@ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x28b07a33f40>" + "<matplotlib.legend.Legend at 0x168ed3aecd0>" ] }, "execution_count": 34, @@ -1340,7 +1340,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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PCQmhS5cuOX8OS5YsyWk7e/YsnTp1onnz5owcOZKMjAwAPvroo5z6br169cpVQHbBggV4e3vj7e3NggULCv0cQtzK9p2LpQ0O2a8kCROiUFrrCvWrffv2+npHjhyxeq+sbdu2TXfu3FmnpaVprbWOjIzU4eHh+fYfO3asXrp0qdZa68cff1x/9913Wmutf/jhBz1s2DBtNpu11lpfuHBBx8TE3HR8r7/+uv7ggw+K3D8zMzPfeAvSo0cPvXv3bq211unp6fqFF17Qt99+e6HX9e3bV2/evLnI8V119uxZ7evrm/P6+PHj+sSJE1prrcPDw3WdOnV0bGys1lrrESNG6EWLFmmts77ms2bN0lprvW7dOp2cnKy11nrWrFn63nvv1VprHR0drZs0aaKjo6N1TEyMbtKkSZ5/FuXh758QthYem6IbvfyrDpv4s77w8iZ94eW/bR2SEOUCsEfnk9PITFgJuXTpEh4eHjlnOHp4eFC3bl327t1Ljx49aN++PX379rWqEP/NN9/w448/MmXKFEaPHs2lS5fw8vLCYMj6o6lfv37OodWNGzcmKiqK0NBQWrVqxbhx42jRogWjR49mzZo1dOvWDW9v75zDtOfPn59ntf2vv/6aDh06EBAQwLBhw0hJyVo+GDduHE888QSdOnXipZdeyrl+27ZtrFq1igkTJhAYGMjp06dp165dzngnT57M9foqBwcH3n//fc6fP8/+/fsB+P777+nYsSOBgYE8/vjjmM1mpk6dypYtW3jkkUeYMGECGzZsYMCAAUDWSQQPPfQQfn5++Pv7s3z58lxfi4kTJ3L69GkCAwOZMGECLVq0wNvbG4C6devi6elJZGQkWmvWrVvH8OHDARg7diwrVqwAIDg4GBeXrIOGO3fuTFhYGAB//fUXvXv3xt3dnRo1atC7d2/+/PPPov+lEOIWsvdcLK2JQ+uaKNKQmTAhClf5no78YyJcPliyY9bxg37TCuzSp08fpk6dSosWLbjzzjsZOXIkXbt25dlnn2XlypXUqlWLJUuW8OqrrzJ37tyc68aPH8+WLVsYMGAAw4cPJywsjNtuu43NmzfTq1cvHnjgAdq2bWt1v1OnTrF06VLmzp1Lhw4d+OGHH9iyZQurVq3i3XffzUkw8nLPPffw6KOPAlnHAs2ZM4dnn30WgLCwMLZt24bRaGT+/PkAdO3alUGDBuXECFCtWjVCQkIIDAxk3rx5+Z4faTQaCQgI4NixYzg4OLBkyRK2bt2Kvb09Tz31FAsXLuS1115j3bp1zJgxg6CgoFwHir/11ltUq1aNgwez/kyvPzty2rRpHDp0iJCQEKt779q1i4yMDJo1a0Z0dDTVq1fHzi7rr3z9+vUJDw+3umbOnDn069cPgPDwcBo0aJDTlt81QoisJGyQMQ7MDbE4XERlNEBrjVKSjAmRn8qXhNmIm5sbe/fuZfPmzaxfv56RI0cyefJkDh06RO/evQEwm814eXkVOE79+vU5fvw469atY926dfTq1YulS5fSq1evXP2aNGmCn58fAL6+vvTq1QulFH5+foSGhhZ4j0OHDjF58mTi4uJISkqib99/jxYZMWIERqOx0M87fvx45s2bx0cffcSSJUtyZt/yorMrZ69du5a9e/fSoUMHAFJTU/H09CzwPmvWrGHx4sU5r6/OChbm0qVLPPjggyxYsCBnVrEw33//PXv27GHjxo1F6i+E+Nfec7G8ZW9AmdNIcknHLUOhNUgOJkT+Kl8SVsiMVWkyGo307NmTnj174ufnx8yZM/H19WX79u03NI6joyP9+vWjX79+1K5dmxUrVlglYVeXPQEMBkPOa4PBgMlkKnD8cePGsWLFCgICApg/f36umSdXV9cixThs2DDefPNN7rjjDtq3b0/NmjXz7Gc2mzl48CA+Pj5EREQwduxY3nvvvSLdo7gSEhLo378/77zzDp07dwayDvqOi4vDZDJhZ2dHWFgY9erVy7lmzZo1vPPOO2zcuDHna1mvXr1cX5uwsDB69uxZqrELURElp5s4cikBD1UdB5craKUAhUVrDLIsKUS+ZE9YCTl+/DgnT57MeR0SEoKPjw+RkZE5SVhmZiaHDx8ucJx9+/Zx8eJFACwWCwcOHKBRo0YlGmtiYiJeXl5kZmaycOHCIl1TpUoVEhMTc147OTnRt29fnnzyyXyXIjMzM5k0aRINGjTIefJw2bJlREREABATE5PrScS89O7dm5kzZ+a8vn458vq4MjIyGDp0KGPGjMlZOgVQShEcHJzzROqCBQsYPHgwAP/88w+PP/44q1atyjUz17dvX1avXk1sbCyxsbGsXr0616yhECLL/rA4alhSweyFQx1ytoNJuVYhClZqSZhSykkptUsptV8pdVgp9WYefcYppSKVUiHZv8aXVjylLSkpibFjx+aUOjhy5AhTp05l2bJlvPzyywQEBBAYGMi2bdsKHCciIoKBAwfSpk0b/P39sbOzy3Nz/c1466236NSpE926daNVq1ZFuua+++7jgw8+oG3btpw+fRqA0aNHYzAY6NOnT66+o0ePxt/fnzZt2pCcnMzKlSsBaN26NW+//TZ9+vTB39+f3r17Wz2ocL3JkycTGxtLmzZtCAgIYP369bnaa9asSbdu3WjTpg0TJkzgxx9/ZNOmTcyfP5/AwEACAwNz9otNnz6djz76iObNmxMdHc0jjzwCwIQJE0hKSmLEiBEEBgYyaNAgANzd3ZkyZQodOnSgQ4cOvPbaa7i7uxfp6yXErWRvaCz9VQRgxLGFV3YSZpRDvIUohNKl9I9EZe3GdNVaJyml7IEtwH+01juu6TMOCNJaFznLCAoK0nv27Mn13tGjR/Hx8SmZwEWRzZgxg/j4eN566y1bh2JT8vdP3OrGzdvFw6G7aZrehroT/Tj+9U9UiW5JzTc74+xob+vwhLAppdRerXVQXm2lticsuzZGUvZL++xf8mNRJTF06FBOnz7NunXrbB2KEMKGLBbNvnOxvGlxxd7+CobqPf5djrTIt3whClKqG/OVUkZgL9AcmKm1zquE/DCl1O3ACeC/WusLpRmTKBk///yzrUMQQpQDpyKTSEtLx466OHjl3l6gtcVGUQlRMZTqxnyttVlrHQjUBzoqpdpc1+UXoLHW2h/4G8jzXBil1GNKqT1KqT2RkZGlGbIQQogbsPdcLHcQicYZxybZeyazZ8IsZrPtAhOiAiiTpyO11nHAeuCu696P1lqnZ7/8Bmifz/WztdZBWuugWrVqlWqsQgghim5PaCx97VMBcAjwBcguUSEzYUIUpjSfjqyllKqe/XtnoDdw7Lo+11YuHQQcLa14hBBClLx952PxVY4YDbEYGzTO1aYtkoQJUZDS3BPmBSzI3hdmAH7UWv+qlJpK1mGWq4DnlFKDABMQA4wrxXiEEEKUoKikdM5GJeOqPHGoHou6ejrF1Zkwk2zMF6IgpTYTprU+oLVuq7X211q30VpPzX7/tewEDK31JK21r9Y6QGsdrLU+VvCo5ZfRaMypSxUYGFjo0UE3qnHjxvj5+eHn50fr1q2ZPHkyaWlphV732Wef4ePjw+jRo1m1ahXTphV8okDXrl0BCA0N5YcffiiR2IUQldO+c7H4EYvW7jg2cP63IefpSNkTJkRBKt+xRTbi7Oyc5yHSJWn9+vV4eHiQlJTEY489xuOPP86CBXk+y5Bj1qxZrFmzhvr16wPkFCLNz9VisleTsPvvv79kghdCVDp7z8UywBAHlkY4tG72b8PVjfmyJ0yIAsmxRaWocePGREVFAbBnz56ccwcjIyPp3bs3vr6+jB8/nkaNGuX0GzJkCO3bt8fX15fZs2fnOa6bmxtffvklK1asICYmBoAPPviADh064O/vz+uvvw7AE088wZkzZ+jXrx8ff/wx8+fPz6m+f+XKFYYOHUpAQAABAQE5yZebmxsAEydOZPPmzQQGBvLxxx+XzhdICFGh7T0XSyd7I4o07Fv7/9tw9dRusyRhQhSk0s2ETd81nWMxJbuq2cq9FS93fLnAPqmpqQQGBgLQpEmTAutoXT34etKkSfz555/MmTMnp23u3Lm4u7uTmppKhw4dGDZsWJ6HY1etWpUmTZpw8uRJ4uPjOXnyJLt27UJrzaBBg9i0aRNffvklf/75Z84M2vz583Ouf+655+jRowc///wzZrOZpKSkXONPmzaNGTNm8OuvvxbhKySEuNWkm8wcCI/HQ9fAwfUyysG6Mr4cWyREwSpdEmYrN7IcuWXLlpwk7a677qJGjRo5bZ999llO24ULFzh58mSeSRjA1SOnVq9ezerVq2nbti2QdY7lyZMnuf322/ONYd26dXz77bdA1n62atWqFSl2IYQAOBSeQE1TEuCFo1dYrjYte8KEKJJKl4QVNmNVluzs7LBkP6JdlE30GzZsYM2aNWzfvh0XFxd69uyZ73WJiYmEhobSokULtNZMmjSJxx9/vETjF0KI/Ow9F8NAFQm6Dg4t6+dqU9mbwuTYIiEKJnvCSlHjxo3Zu3cvAMuXL895v1u3bvz4449A1ixWbGwsAPHx8dSoUQMXFxeOHTvGjh07rAcla6brqaeeYsiQIdSoUYO+ffsyd+7cnCXF8PBwIiIiCoytV69efPHFFwCYzWbi4+NztVepUoXExMRifGohxK1g77lYethbABMOba+rs50zEyZ7woQoiCRhpej111/nP//5D0FBQRiNxlzvr169mjZt2rB06VLq1KlDlSpVuOuuuzCZTPj4+DBx4kQ6d+6ca7zg4GDatGlDx44dadiwIV999RUAffr04f7776dLly74+fkxfPjwQhOoTz/9lPXr1+Pn50f79u05cuRIrnZ/f3+MRiMBAQGyMV8IkYvWmr3nYmlgqYqD42UM2Q/05LhaJ0w25gtRIKUr2MbJoKAgvWfPnlzvHT16FB8fHxtFdOPS09MxGo3Y2dmxfft2nnzyyVIvbyFKT0X7+yfEzToXnUz/D1bzJ9VwaxBG9afH5Go/Mutbqp5vguGR+tT1bmKjKIUoH5RSe7XWQXm1Vbo9YRXB+fPnuffee7FYLDg4OPD111/bOiQhhCiyPaGx9CMC8MDRu7Z1h5wDvGUmTIiCSBJmA97e3vzzzz+2DkMIIYpl7/lY7jBmgBkc2gZad1A5m8LKNC4hKhrZEyaEEOKG7DsXS0vlip3dZYy18pgJu0o25gtRIEnChBBCFFl8aianL8fjaKqLY82UvDsZrpaokCRMiILIcqQQQpRT5w+fYfXsuVhMmbYOJUe6ycyLmU5oz75sPR3JxaetazN6UYu2VRpR0R78EqKsSRImhBDlkCkjk5UfTCMjLRI7hxqFX1BGzBZNQ5eWAFxKPkeqOdmqT4aDA1SRmTAhCiNJWAkIDg5m4sSJ9O3bN+e9Tz75hOPHj+cURC3IJ598wmOPPYaLi0ux7n/58mWef/55du/eTfXq1alduzaffPIJLVq0yLP/hg0bcs6FXLVqFUeOHGHixIlFvt+4ceMYMGAAw4cPL1a8QojC/frZAjJSL9J+4BP0fGCArcPJMeLLbdwdfgijOYbxcz5FGax3tfz+7CcAMhMmRCFkT1gJGDVqFIsXL8713uLFixk1alSh15rNZj755BNSUvLZW1EIrTVDhw6lZ8+enD59mr179/Lee+9x5cqVIl0/aNCgG0rAisNkMpXq+EJUNklxiZze/StuNX24/f67bR1OjrRMM/vPx1HFVAeH6nF5JmAApGYft2aWsyOFKIgkYSVg+PDh/Pbbb2RkZAAQGhrKxYsXCQ8Px8/PjzZt2vDyy//um3Bzc+PFF18kICCAd955h4sXLxIcHExwcDCQdZRRly5daNeuHSNGjCApKYlz587h7e1NVFQUFouF7t27s3r1atavX4+9vT1PPPFEzvgBAQF0796dMWPGsGLFipz3R48ezcqVK3PFPn/+fJ555hkga4brueeeo2vXrjRt2pRly5YBWYneM888Q8uWLbnzzjtzHYm0d+9eevToQfv27enbty+XLl0CoGfPnjz//PMEBQXx6aefluBXW4jKL+LMRcBEi863Ycgv0bGBg+Hx+Fmi0LoGjg3ynrnXZjNk/+ClkZkwIQpS6ZYjL7/7LulHj5XomI4+rajzyiv5tru7u9OxY0f++OMPBg8ezOLFi7nzzjt5+eWX2bt3LzVq1KBPnz6sWLGCIUOGkJycTKdOnfjwww8BmDt3LuvXr8fDw4OoqCjefvtt1qxZg6urK9OnT+ejjz7itdde4+WXX+bJJ5+kY8eOtG7dmj59+vDZZ5/Rvn37PON65JFH+PjjjxkyZAjx8fFs27aNBQsWsGXLlnw/y6VLl9iyZQvHjh1j0KBBDB8+nJ9//pnjx49z5MgRrly5QuvWrXn44YfJzMzk2WefZeXKldSqVYslS5bw6quvMnfuXAAyMjK4/nQDIUThYi5n/aBTzbOWjSPJbXdoDHepONDg6J/3doe0I0dzSlNosyRhQhSk/PyIVcFduyS5ePFiGjVqRM+ePalVqxZ2dnaMHj2aTZs2AWA0Ghk2bFie4+zYsYMjR47QrVs3AgMDWbBgAefOnQNg/PjxJCQk8OWXXzJjxoxCY+rRowcnT54kMjKSRYsWMWzYMOzsCs67hwwZgsFgoHXr1jlLmps2bWLUqFEYjUbq1q3LHXfcAcDx48c5dOgQvXv3JjAwkLfffpuwsLCcsUaOHFlojEIIa/FXogBw9ypfSdie0Fg62tmjVDJ2Ldvk2Sd5x/Z/X8ieMCEKVOlmwgqasSpNgwcP5r///S/79u0jJSWFwMBATp8+nWdfJyenXAd6X0trTe/evVm0aJFVW0pKSk6Sk5SURJUqVfD19c1ZNszLmDFj+P7771m8eDHz5s0r9HM4OjrmiqUgWmt8fX3Zvn17nu2urq6F3k8IYS0hKhoAj4Z1bBzJvywWzZ7QGGqaPXB0i0DZ5f09LGX7drRulH2N7AkToiAyE1ZC3NzcCA4O5uGHH2bUqFF07NiRjRs3EhUVhdlsZtGiRfTo0SPPa6tUqUJiYiIAnTt3ZuvWrZw6dQqA5ORkTpw4AcDLL7/M6NGjmTp1Ko8++igAd9xxB+np6cyePTtnvAMHDrB582Yga5/XJ598AkDr1q2L9dluv/12lixZgtls5tKlS6xfvx6Ali1bEhkZmZOEZWZmcvjw4WLdQwjxr5S4GFD2uNWoYutQcpyISMQ9LQ4sdXCoZ59nH0taGil79l49OhIsMhMmREEkCStBo0aNYv/+/YwaNQovLy+mTZtGcHAwAQEBtG/fnsGDB+d53WOPPcZdd91FcHAwtWrVYv78+YwaNQp/f3+6dOnCsWPH2LhxI7t3785JxBwcHJg3bx5KKX7++WfWrFlDs2bN8PX1ZdKkSdSpk/UTdO3atfHx8eGhhx4q9ucaOnQo3t7etG7dmjFjxtClSxcAHBwcWLZsGS+//DIBAQEEBgaybdu2Yt9HCJElNTEOo135ScAAdp+NYZDKWiZ19GmcZ5/Uf/5BZ2Sg7bL+16IlCROiQKqi1XEJCgrS12/2Pnr0KD4+PjaKqHxLSUnBz8+Pffv2Ua1aNVuHUynJ3z9R0j5/5GmUgqe/mWnrUHI8t+gf7j+8jfqmVtR7oyvKydmqT8RHHxM9Zw5nuj1AgHs3Uu+2w/v2LjaIVojyQym1V2sdlFebzIRVYmvWrMHHx4dnn31WEjAhKhBTegKOLuXn36zWmt2hMdTT1XFwvpxnAgaQvH07zgEBXF2P1GapmC9EQSrdxnzxrzvvvDPnyUohRMVgsVgwZybiXLX8HFUUHpdKenw8ino41gnLs485Pp60Q4fweOopOJwEyMZ8IQojM2FCCFGOpMQlASZcq5efJGx3aAwD1RXAiGMLrzz7JO/cCVrj2qUzZBdp1SaZCRPlU1RqFGvPrSUkIsSmcchMmBBClCNRF7Lq81Xx8LBxJP/aHRpLL4MJzGYc2rbLs0/Kjh0oFxec/f2BNQBoLUmYsD2zxcypuFOERIQQEhlCSEQIYUlZM7qDmg0i0DPQZrFJEiaEEOVI9MWsavnVPctREnY2hsdUFewdLmOo3jPPPsnbtuPSIQjl4JDznjbJcqQoe4kZiRyMPMg/kf8QEhHCwaiDJGcmA+Dh7EFbz7bc1+o+Aj0D8XG37UNVkoQJIUQ5Eh+RVQaiRjmplh+bnMH5iDjsqIdj3Yt59sm8eJGM0FCq35d9Skb2xnyLLEeKUqa15kLihZwZrpDIEE7FnkKjMSgDLWq0YEDTAQR6BtLWsy11XeuilCp84DIiSVgJCA4OZuLEifTt2zfnvU8++YTjx4/zxRdfFHr9J598wmOPPYaLS94H4hbGaDTi5+dHZmYmdnZ2jBkzhv/+978YDAb27NnDt99+y2effXbD44aGhjJgwAAOHTpUrLiEEDcusZxVy99zLpa+RACtcGie9+xc8vYdALh26Zq7QZ6OFCUszZTGkegjOUnX/sj9xKTFAFDFvgr+nv70adSHQM9A/Dz8cLUv3ye3SBJWAq6eG3ltErZ48WLef//9Qq81m8188sknPPDAA8VOwpydnQkJCQEgIiKC+++/n4SEBN58802CgoIICsqzPIkQohxKiosB7MpNtfw9oTH0MqSCBRwDA/Lsk7x9O8aaNXFs4Z3rfSlRIW5WZErkv7NcESEciTmCyWICoHHVxnSv151Az0ACawXStHpTDKpiPW9YatEqpZyUUruUUvuVUoeVUm/m0cdRKbVEKXVKKbVTKdW4tOIpTcOHD+e3334jIyMDyJpBunjxIuHh4fj5+dGmTRtefvnlnP5ubm68+OKLBAQE8M4773Dx4kWCg4MJDg4GYPXq1XTp0oV27doxYsQIkpKSOHfuHN7e3kRFRWGxWOjevTurV6+2isXT05PZs2fz+eefo7Vmw4YNDBgwAIA33niDBx98kC5duuDt7c3XX38NZE3nTpgwgTZt2uDn58eSJUusxjWbzUyYMIEOHTrg7+/PV199VeJfRyEEpCbEYbSvgsFQPv5nsis0Bl+DK3Z2ERjr1rdq11qTvGMHrp075yzzXF3tsZhNZRmqqODMFjPHY46z+NhiJm6eyF3L7+KOpXfwwoYXWHJ8CXYGO8a0HsNnwZ+xceRGfhn6C2/f9jbDWwyneY3mFS4Bg9KdCUsH7tBaJyml7IEtSqk/tNY7runzCBCrtW6ulLoPmA6MvJmbbv7xBFEXkm5mCCseDdzofm+LfNvd3d3p2LEjf/zxB4MHD2bx4sXceeedvPzyy+zdu5caNWrQp08fVqxYwZAhQ0hOTqZTp058+OGHAMydO5f169fj4eFBVFQUb7/9NmvWrMHV1ZXp06fz0Ucf8dprr/Hyyy/z5JNP0rFjR1q3bk2fPn3yjKdp06aYzWYiIiKs2g4cOMCOHTtITk6mbdu29O/fn+3btxMSEsL+/fuJioqiQ4cO3H777bmumzNnDtWqVWP37t2kp6fTrVs3+vTpQ5MmTW7iKyuEuF56chx2juVjFiw1w8yxsFicLfVwrH0lzz7pJ09ijorCteu/lfFzzmGRY4tEAa5uoA+JDOGfiH84EHmAFFMK8O8G+vtb3Z+zgd7emPeZpRVZqSVhOus8pKvZkH32r+v/RQ4G3sj+/TLgc6WU0hXtLCX+XZK8moQNHTqUnj17UqtW1uba0aNHs2nTJoYMGYLRaGTYsGF5jrNjxw6OHDlCt27dAMjIyMg5q3H8+PEsXbqUL7/8Mmf58UYNHjwYZ2dnnJ2dCQ4OZteuXWzZsoVRo0ZhNBqpXbs2PXr0YPfu3fj7++dct3r1ag4cOMCyZcsAiI+P5+TJk5KECVHCMtPicXNvYOswAPjnQiw9LFfQtMCxad51y1K2bwfAtcs1xxNJxXyRB601R2OO8uuZX9l5aScnY0/mbKD3ru7NwGYDy+0G+tJSqnvClFJGYC/QHJiptd55XZd6wAUArbVJKRUP1ASirhvnMeAxgIYNGxZ4z4JmrErT4MGD+e9//8u+fftISUkhMDCQ06dP59nXyckJo9GYZ5vWmt69e7No0SKrtpSUFMLCsmqbJCUlUaVK3j8tnzlzBqPRiKenJ0ePHs3Vdv1f6qL+Jdda87///S/XvjchRMm6Wi3fpZq7rUMBYMeZGPoYksACDu3y2Q+2bTsOjRphX7euVZs2V7ifp0UpiEiJ4Lczv7Hq9CpOxZ3C3mBPUO0g7gy4M2cDvZuDm63DtIlSXUDVWpu11oFAfaCjUqpNMceZrbUO0loHXZ1ZKm/c3NwIDg7m4YcfZtSoUXTs2JGNGzcSFRWF2Wxm0aJF9OjRI89rq1SpQmJiIgCdO3dm69atnDp1CoDk5GROnDgBwMsvv8zo0aOZOnUqjz76aJ5jRUZG8sQTT/DMM8/kmWCtXLmStLQ0oqOj2bBhAx06dKB79+4sWbIEs9lMZGQkmzZtomPHjrmu69u3L1988QWZmZkAnDhxguTk5OJ9sYQQeUqIiAVMVKlZPr7P7TwTjZ/BFaMxErsGjazadWYmKbt349Klc673c771aKkTdqtKNaXy65lfefzvx+m9rDcf7f0IV3tXpnSewvp71zO7z2yeDHySLnW73LIJGJTR05Fa6zil1HrgLuDaegfhQAMgTCllB1QDossiptIwatQohg4dyuLFi/Hy8mLatGkEBwejtaZ///4MHjw4z+see+wx7rrrLurWrcv69euZP38+o0aNIj09HYC3336bS5cusXv3brZu3YrRaGT58uXMmzePhx56iNTUVAIDA3NKVDz44IO88MILed7L39+f4OBgoqKimDJlCnXr1mXo0KFs376dgIAAlFK8//771KlTh9DQ0Jzrxo8fT2hoKO3atUNrTa1atVixYkVJfwmFuKVFnL8EQLXatk/C0jLN7D8fg4u5Ho6e1vtLAVIPHsSSkmJVmkLn1AmTmbBbiUVb2HtlL6tOr2J16GpSTCnUda3LeL/xDGo2iEZVrRP5W50qre1XSqlaQGZ2AuYMrAama61/vabP04Cf1vqJ7I3592it7y1o3KCgIL1nz55c7x09ehQfH9tWva0I3njjDdzc3Pi///s/W4dSqcjfP1FStv+0hm1LPqHvU2/Spkd7m8ay40w0c2av5HW8qdE5Btch1j9ERn4+k6iZM2mxfRvG6tVz3v/92en4u3blcpMwgh4fVYZRC1sIjQ/llzO/8OvpX7mYfBFXe1f6NOrDwGYDaV+7fYV8arEkKaX2aq3zrBVVmjNhXsCC7H1hBuBHrfWvSqmpwB6t9SpgDvCdUuoUEAPcV4rxCCFEuRZ3ORKAWg3yPiS7LO28Zj+YY1v/PPskb9+Ok69vrgQM+HdjvjwdWWnFp8fz59k/WXVmFQciD2BQBrp4deG5ds9xR8M7cLZztnWIFUJpPh15AGibx/uvXfP7NGBEacUgcnvjjTdsHYIQogAJUZGAomZDT1uHws6z0bxhcMaoorBr1N2q3ZKcTOr+/dR8aJxV279bwiQJq0wyLZlsCdvCL2d+YcOFDWRaMmlevTkvtH+B/k374+li+7+3FY1UzBdCiHIiOS4ag9ENOzvbfmtON5n5JzQaV3M9HGtF5tknZc8eMJlyl6bIpnOqtUqJiopOa82RmCP8cvoXfj/zO7Hpsbg7uTOy5UgGNRtEK/dWt0QpidIiSZgQQpQTaUmx2DtVs3UYHAiLp4v5ChpvHJtm5Nknedt2lIMDzu3aWbXl/D9ZliMrrCvJV/jt7G/8cvqXnLISwQ2CGdRsEF3rdcXeUPkKp9qCJGFCCFFOZKTG41rdut5WWdt5Jpq+KhE0OLb1y7NP8vbtOLdvh8HJKd9xZE9YxZKSmcK6C+tYdWoVOy7tQKMJrBXIlM5T6Nu4L9Ucbf8DQmUjSZgQQpQDWYVaE3CpVqxyiiVqx5kYphidMVqisWtsvR/MFBVF+okT1MqnFE7O8pRUzC/3rpaVWHlqJX+f+5sUUwr13OrxeMDjDGw6kIZVCy6QLm7Orf3caAkyGo0EBgbSpk0bBg4cSFxcXLHHcnOzLlx38eJFhg8fXuwxe/bsybWlPUJDQ2nTpuBv9tf3GTVqFP7+/nz88ceMGzeOJk2aEBgYSKtWrXjzTavz2Qt07cHiQghIikkAnUkVdw+bxpFptrA3NAY3c10c3ePz7JO8I+vwE9frirRepQ1ZSZi2OqlOlBcXEi4wM2Qmd/90Nw//9TBrzq+hb+O+zOs7j9/v+Z2nA5+WBKwMyExYCXF2ds45z3Hs2LHMnDmTV199tcTGr1u3bs65jbZw+fJldu/enVPJf9y4cXzwwQcMHz6ctLQ0WrduzZgxY+QsSSGKKSI0q1BrVU/bFmo9EBZPB9NlNM1xbJyZZ5/k7dswVK2KU+vWebbn/HQvy5HlSnJmMn+F/sXKUyvZF7EPhaKzV2eeafsMvRr2krISNiAzYaWgS5cuhIeHA7Br1y66dOlC27Zt6dq1K8ePHwdg/vz53HPPPdx11114e3vz0ksvWY0TFRVFly5d+O2333LNShV07erVq+nSpQvt2rVjxIgRJCUlWY17vdDQULp37067du1o164d27Zts+rTp08fwsPDCQwMZPPmzbna0tLSAHB1dQVg7dq1tG3bFj8/Px5++OGcyv9//vknrVq1ol27dvz0009A1hKMt7c3kZGROa+bN2+e81qIW0V0+GUA3OvWtmkcO85E009lHaPm2M56tlxrTfL27bh26oTK7wzc7OXI0ioGLm5MUkYSX+3/it7LevP6tteJSYvhP+3+w+rhq5ndZzYDmg6QBMxGKt1M2Pr5s4k4d6ZEx/Rs1JTgcY8Vqa/ZbGbt2rU88sgjALRq1YrNmzdjZ2fHmjVreOWVV1i+fDkAISEh/PPPPzg6OtKyZUueffZZGjRoAMCVK1cYNGgQb7/9Nr179851hFB+1zo7O/P222+zZs0aXF1dmT59Oh999BGvvZZVmm306NE4O2f9Q8vIyMBgyMrBPT09+fvvv3FycuLkyZOMGjWK608lWLVqFQMGDMiZ7ZszZw4TJkzg7bff5tSpUzz33HN4enqSlpbGuHHjWLt2LS1atGDMmDF88cUXPPHEEzz66KOsW7eO5s2bM3LkSAAMBgMPPPAACxcu5Pnnn2fNmjUEBARQXs8IFaK0xF3OOhqoVsM6No1j59kYJhmdMFpiMDbuZtWeee4cpouXcBk/Pt8xrhZIl435tpWcmcwPR39gwZEFxKfH07N+Tx7xe4SAWgFSVqKcqHRJmK1cPb8xPDwcHx8fevfuDUB8fDxjx47l5MmTKKVyDsAG6NWrF9WqZT1t0rp1a86dO0eDBg3IzMykV69ezJw5M99Dv/O6Ni4ujiNHjtCtW9Y3zoyMDLpcU8Nn4cKFBAVlnZwQGhqasycrMzOTZ555hpCQEIxGY86B4YW5uhyZlJREr1692LZtG66urjRp0oQWLVoA/y7N9uzZkyZNmuDt7Q3AAw88wOzZswF4+OGHGTx4MM8//zxz587loYceKtL9hahM4iMiAEXNBrabCcs0W9h7Npqq5ro41ohGGawXS5K2bAXA7bbb8h8o+3/wSnIwm0jJTGHRsUXMPzyfuPQ4bq9/O08FPIWvh6+tQxPXqXRJWFFnrEra1T1hKSkp9O3bl5kzZ/Lcc88xZcoUgoOD+fnnnwkNDaVnz5451zg6Oub83mg0YjKZALCzs6N9+/b89ddf+SZheV2rtaZ3794sWrTohmL/+OOPqV27Nvv378diseBUwCPneXFzc6Nnz55s2bKFvn373tC1AA0aNKB27dqsW7eOXbt2sXDhwhseQ4iKLik2CoOxCg6ODjaL4VB4PG0zr6BphmOTfOqDbd2KfYMGODTMf9O2kmKtNpGSmcKPx39k7qG5xKbH0q1eN54OeBq/WnmXGRG2J3vCSpiLiwufffYZH374ISaTifj4eOrVqwdk7eUqCqUUc+fO5dixY0yfPr3I9+7cuTNbt27N2TyfnJxcpFmt+Ph4vLy8MBgMfPfdd5jN5iLfE8BkMrFz506aNWtGy5YtCQ0NzYnhu+++o0ePHrRq1YrQ0FBOnz4NYJUojh8/ngceeIARI0ZgzGefiRCVWWpCNPbO1W0aw86zMdylEgBwaGs9a6IzMkjZuRPXbl0LHijn7MiSjlDkJdWUyoLDC+j3Uz8+3PshPjV9+K7fd3x555eSgJVzkoSVgrZt2+Lv78+iRYt46aWXmDRpEm3bts2Z6SoKo9HIokWLWLduHbNmzSrSNbVq1WL+/Pk5pSS6dOnCsWPHCr3uqaeeYsGCBQQEBHDs2LGcDfaFmTBhAoGBgfj7++Pn58c999yDk5MT8+bNY8SIEfj5+WEwGHjiiSdwcnJi9uzZ9O/fn3bt2uHpmfuMsUGDBpGUlCRLkeKWlZEai3OVmjaNYeeZaNobHTEYYrFr6m3Vnrp/P5aUlIKXIgFDzsb8UglTZEszpfH9ke+5+6e7mbFnBt41vPm237d81fsrAj0DbR2eKAJV0Z5eCQoK0tdvGj969Cg+Pj42ikiUhD179vDf//7X6snLikD+/ombZTKZ+HT0PdRv3YuRr//HNjGYLbR78y/+yLDgXDMK9wljrfpEfPIJ0V9/Q4sd2zFWqZLvWH9P/hQfUzvOOx6m65tPlGbYt6R0czrLTixjzsE5RKZG0rFOR54KfIr2tdvbOjSRB6XUXq11UF5tlW5PmKh4pk2bxhdffCF7wcQtKzL0MmCh2nUzxGXpyKUEOmVcyjovsnk+9cG2bsM5IKDABAyumQmTpyNLVIY5g+Unl/PNwW+ISImgfe32TL99Oh3qdLB1aKKYJAkTNjdx4kQmTpxo6zCEsJmI0Ky6gu51vWwWw9ZT2fXBNDgGtbVqN8XGknboEB7PPF3oWFc35ksRhJKRac7k51M/M/vAbK6kXKGdZzveve1dOtbpKKUmKjhJwoQQwsaiwrKq5ddqbLvDu7edjuJ1gxt2KgK7BtbnRaZs3w5a49bNunaYlezSFhVst0u5k2nOZMXpFXx94GsuJV8ioFYAU7tNpYtXF0m+KglJwoQQwsbirlwBoHbT+ja5f1qmmQNnI3A2N8CxzqU8+yRt3Zp1VJFf4U/bKcPVxyMlCyuOTEsmv5z+hdkHZhOeFI6/hz+vd3mdrnW7SvJVyUgSJoQQNpYUHYkyuOBSxcUm9993PpbepktofHBsaX1ahdaa5K3bcO3SJd+jinKRPKFYTBZTTvIVlhSGb01fXun0Ct3rdZfkq5KSJEwIIWwsJT4ae8fqNrv/tlPR3GlIA4sFp47WD3FlnDmD6fJlXJ96skjj5VTalzphRWKymPj97O98uf9LLiRewMfdh8/v+Jzb698uyVclJ3XCSoibm1uu1/Pnz+eZZ54p8JqePXtandGYlz179vDcc8/l2da4cWOioqLyjKEwGzZsyDm66EatWLGCI0eO5Lx+7bXXWLNmTbHGEuJWl54Sg5Obu83uv/V0FK1UNewdLmGoaf2EZvLWrKOKXLsWYT8YoIxygHdRmC1mfj3zK0NWDuHVLa/iau/Kp8GfsmTAEno06CEJ2C1AZsLKOZPJRFBQUM6Zj+XFihUrGDBgAK1btwZg6tSpNo5IiIrJYrFgzojHpYZtKpsnpmVy/sIV7HQDHOuF5dknaetWHBo3xqF+vSKNqXJO8C6pKCsXi7aw+txqvgj5gjPxZ/Cu4c0nPT8huGEwBiVzI7cS+dMuZYmJiTRp0iTn4O6EhIRcr7/77jsCAwNp06YNu3btAuCNN97gwQcfpFu3bjz44IO5Zqyio6Pp06cPvr6+jB8/Ps+fNDds2EDPnj0ZPnw4rVq1YvTo0Tn9/vzzT1q1akW7du346aefcq554403mDFjRs7rNm3aEBoaCsC3336Lv78/AQEBPPjgg2zbto1Vq1blVMw/ffo048aNY9myZQCsXbuWtm3b4ufnx8MPP0x6ejqQNWv3+uuv065dO/z8/IpUzV+Iyi7ucjRgoqqH9V6ssrDzTAxDuAzY49TaOsmyZGSQsms3roVUyb+WIWdjfgkFWUlorVl7fi0jfhnBhI0TAJjRYwbLBi6jV6NekoDdgirdTFjcL6fJuJhcomM61HWl+sBmBfZJTU0lMDAw53VMTAyDBg2iSpUq9OzZk99++40hQ4awePFi7rnnHuzt7QFISUkhJCSETZs28fDDD3Po0CEAjhw5wpYtW3B2dmbDhg0547755pvcdtttvPbaa/z222/MmTMnz3j++ecfDh8+TN26denWrRtbt24lKCiIRx99lHXr1tG8eXNGjhxZ6Gc/fPgwb7/9Ntu2bcPDw4OYmBjc3d0ZNGgQAwYMYPjw4bn6p6WlMW7cONauXUuLFi0YM2YMX3zxBc8//zwAHh4e7Nu3j1mzZjFjxgy++eabQmMQojK7dDpr9qmGVx2b3H/r6SiClRl0Jg5B1kU/U/ftQ6emFn5e5DVy6oRJEgZkJV+bwzczM2QmR6KP0KhqI6Z1n8Zdje/CaJCzcm9lknaXEGdnZ0JCQnJ+Xbs8N378eObNmwfAvHnzcp2POGrUKABuv/12EhISiIuLA7LOUnR2dra6z6ZNm3jggQcA6N+/PzVq1Mgzno4dO1K/fn0MBgOBgYGEhoZy7NgxmjRpgre3N0qpnHEKsm7dOkaMGIGHhwcA7u4F71s5fvw4TZo0oUWLFgCMHTuWTZs25bTfc889ALRv3z5npk2IW1nkuawkrE7Thja5/9ZTUTShJg7OlzC4VbVqT966Feztce3YschjXn2CUnIwOB13mof+eoin1z5NfHo8b3d7mxWDV9C/aX9JwETlmwkrbMbKFrp160ZoaCgbNmzAbDbTpk2bnLbrN15efV3UQ7Tz4+jomPN7o9FY6OHhdnZ2WCz/PsqUlpZ2U/cvLK6ixCTErSA6/CIAdVuUfRIWkZhG8pUrKOrhVMB+MJfAQAw38D3p6sb8WzkLSzOlMfvAbOYdnoervStTOk9hqPdQ7A32tg5NlCMyE1ZGxowZw/33359rFgxgyZIlAGzZsoVq1apRrVq1Ase5/fbb+eGHHwD4448/iI2NLXIMrVq1IjQ0lNOnTwOwaNGinLbGjRuzb98+APbt28fZs2cBuOOOO1i6dCnR0dFA1jIrQJUqVUhMTLS6R8uWLQkNDeXUqVNA1p63Hj16FDlGIW41iZFXUAZXXKre3A9exbH9dDQjVCRgwNGviVW7KTqa9CNHcS1KlfxrXN2Yf6suR24N38rQlUP5+uDX3N3kblYNWcW9Le+VBExYkSSsjIwePZrY2Nic5cernJycaNu2LU888US++7uu9frrr7Np0yZ8fX356aefaNiw6D89Ozk5MXv2bPr370+7du3wvOaw4GHDhhETE4Ovry+ff/55znKir68vr776Kj169CAgIIAXXngBgPvuu48PPviAtm3b5iR1V+8xb948RowYgZ+fHwaDgSeeeKLIMQpxq0mOj8TBOe9tBaVt66kouhlAkYpD2/ZW7clbtgDc0KZ8uHWXI6NSo3hp40s8seYJ7Ax2zOkzh3duewd3J9uVHxHlm6podVyCgoL09bW1jh49io+Pj40iKpply5axcuVKvvvuO1uHIkpYRfj7J8qvj0ePpqpnUx75+K0yva/Wmtumr2dJfDRObql4vDrGqk/4Cy+SvGsX3ps2/luAtQh2f7UYr7P1OJexn24fFVwvsTKwaAtLjy/l032fkm5OZ7z/eB5p8wgORgdbhybKAaXUXq11nnWmKt2esPLo2Wef5Y8//uD333+3dShCiHIkIy0diymBKjVrl/m9z8ekUCPuEtAQx4bhVu3abCZ561bcgoNvKAGDf8+O1LfA+UXHY44zdftUDkQdoJNXJ6Z0nkKjqo1sHZaoICQJKwP/+9//bB2CEKIcunw6HNC4e3mV+b23normHhUNuiGOga2s2lMPHMAcH49bj9tveGyDsfLvCUvJTGFWyCy+P/o91Ryr8V739+jfpL9UuRc3pNSSMKVUA+BboDZZWwNma60/va5PT2AlcDb7rZ+01lJ6XQhxS7h86jwAHg2LVom+JG09FcUTBgcMlgTsfaxrgCVt2gQGA65di14fLIdd5S69sP78et7d9S6Xky8zvMVwnm/3PNUcC36oSoi8lOZMmAl4UWu9TylVBdirlPpba33kun6btdbFO8BQCCEqsKiwrGVAr2ZlW57CYtHsOBnBK+b6OLpHofJImpI3bcY5MBBjIU9s58Vwg8uXFcXl5Mu8t/M91l1YR/Pqzfm237e09Wxr67BEBVZqSZjW+hJwKfv3iUqpo0A94PokTAghbklxVy4DdtRqWLZ7wo5eTqB9WjiaFjh5W9frM0VGknb4MLWyT7q4UcarSV0lWY40WUz8cPQHZobMxKItPN/uecb4jpGSE+KmlcmeMKVUY6AtsDOP5i5Kqf3AReD/tNaHyyImIYSwtaSYCOwcqmMo4+W7LSejGKCSQINTJ+uHtpK2bAXA7fbuxRrfYKw8y5GHog4xdftUjsYcpXu97rzS6RXqV6lv67BEJVHqSZhSyg1YDjyvtU64rnkf0EhrnaSUuhtYAXjnMcZjwGPADdXFKktGoxE/Pz9MJhNNmjThu+++o3r16vn2DwkJ4eLFi9x9991A1gHabm5u/N///V8ZRSyEsLW0xGgc3WqW+X03nYzkLVUNe7tLGOtaJ1pJmzZirOWBYzFLrxiMFf+Zr8SMRP73z/9YfGwxtZxr8WGPD+ndqLdsvBclqlQX7pVS9mQlYAu11j9d3661TtBaJ2X//nfAXinlkUe/2VrrIK11UK1atUoz5GK7enbkoUOHcHd3Z+bMmQX2DwkJkZIVQtzCLBYLmenRuNXwLLxzCUrJMHH6zCUcLA1x9LI+nkybTCRv3YZb99uLnXD8e2xRxUtYtNb8FfoXg1cMZvGxxYxqNYqVQ1bSp3EfScBEiSu1JExl/W2dAxzVWn+UT5862f1QSnXMjie6tGIqK126dCE8PGvD7a5du+jSpQtt27ala9euHD9+nIyMDF577TWWLFlCYGBgztFFR44coWfPnjRt2pTPPvsMgNDQUFq1asW4ceNo0aIFo0ePZs2aNXTr1g1vb2927dqV730A5s+fzz333MNdd92Ft7c3L730Uk6cbm5uvPrqqwQEBNC5c2euXLlSll8mIW5pURciQGdSo27ZPhm540w0g/UlwB6nNtYrC6kHDmBJSCj2UiSAwS5rJqyipSxhiWE8tfYp/m/j/+Hh7MGi/ouY1GkSbg5utg5NVFKlOWfcDXgQOKiUCsl+7xWgIYDW+ktgOPCkUsoEpAL36Zss4f/HH39w+fLlmxnCSp06dejXr1+R+prNZtauXcsjjzwCZJ3XuHnzZuzs7FizZg2vvPIKy5cvZ+rUqezZs4fPP/8cyFqOPHbsGOvXrycxMZGWLVvy5JNPAnDq1CmWLl3K3Llz6dChAz/88ANbtmxh1apVvPvuu6xYsSLf+0DWrNs///yDo6MjLVu25Nlnn6VBgwYkJyfTuXNn3nnnHV566SW+/vprJk+eXKJfOyFE3sKPnQHAs1HZbrHYdCKKu5QFpdNxDMqjNMXGTWA0Fq80RTaDIfvYogqyMT/TksmCwwv4av9XGJSBlzu8zH2t7sPOUPGXVUX5VppPR26hkB+EtNafA5+XVgxlKTU1lcDAQMLDw/Hx8aF3794AxMfHM3bsWE6ePIlSiszMzHzH6N+/P46Ojjg6OuLp6ZkzM9WkSRP8/PyArLMce/XqhVIKPz8/QkNDC71Pr169cg4Gb926NefOnaNBgwY4ODgwYEBWdZD27dvz999/l/jXRQiRt4jQCwDUbVG21dU3nYhkvK6No9sllIuLVXvS5k04tw3EWLVq8W9iZwQsxb++DP0T8Q9Tt0/lVNwpejXsxcSOE6njWsfWYYlbRKVL84s6Y1XSru4JS0lJoW/fvsycOZPnnnuOKVOmEBwczM8//0xoaCg9e/bMdwxHR8ec3xuNRkwmk9X7BoMh57XBYMjpU9B98hvX3t4+Z4/Dte8LIUpfTHg4YKR2s7JbjrwQk0K1qDCgEY5NLlm1Z0ZEkH7kKLX++9+buo/BaEBrM6ocL0jGp8fz8d6PWX5yOV6uXvzvjv/Rs0FPW4clbjGVs6KeDbm4uPDZZ5/x4YcfYjKZiI+Pp169rG+y8+fPz+lXpUoVEhMTS+y++d1HCFE+JURfxs6xBnZ2Zfez8MYTkdyjYgBwau9r1Z68eQtAsY4qupYyGtDltEiY1ppfTv/CoBWDWHFqBeN8x7Fi8ApJwIRNSBJWCtq2bYu/vz+LFi3ipZdeYtKkSbRt2zbXTFNwcDBHjhzJtTH/ZuR3HyFE+ZSWGIFTlbJ9MnLTiUg6GJwwGmKwa2FdfiJp0ybsPD1xbNnypu6TdeB3+UvCQuNDefTvR3llyyvUd6vPkgFLeDHoRVzsrZdlhSgL6ib3wZe5oKAgvWfPnlzvHT16FJ9i1rMR4mbJ3z9xo0wmE5+OHkbdlj0YNfWFMrlnptlCxzf/5NcMAy6eV6jxwthc7dpk4kSXrlTp05u677xzU/c6v20femUC4anH6PrZEzc1VknIMGcw5+Acvj74NU5GJ55v/zzDWwzHoGQeQpQ+pdRerbV1VWQq4Z4wIYQo766cDgfMuNcru/1g+87F0ifjAprWOPpY11tM/ecfLImJuHW/uaVIyNoTZi4nP+AfjjrMpC2TOBt/ln5N+vFSh5fwcLYqRymETUgSJoQQZeziiXMAeDZuUGb33HQykn6GDLCYcOrSxao9cd16sLfH9bZuN30vZcjaE6ZsWKzVZDEx99Bcvgj5gprONfnyzi/pVu/mP5sQJUmSMCGEKGMR584DUK9V0zK754bjkdxHLRxdwjFUD7ZqT1q/HteOHTG63Xxh0qyzI223Nf9C4gVe2fwKIZEh9GvSj1c7vUo1x2o2ikaI/FWaJExrLUdKiDJX0fZUivIh9mI4KHs8GpTNxvwrCWkYLp5D0QinxuFW7elnzpIRGkqNBx8omRsajWjKvmK+1poVp1Ywbdc0jMrItO7T6N+0fxlHIUTRVYokzMnJiejoaGrWrCmJmCgzWmuio6NxcnKydSiigkmMuoiDUy0MhrLZGL7+WAQjVQzoRjh19LNqT1q/DoAqwdYzZMVhNCgo4zQsNi2WN7a9wboL6+hQpwPvdHsHLzevMru/EMVRKZKw+vXrExYWRmRkpK1DEbcYJycn6tevb+swRAWTlhRB1drNy+x+645F8KLBBSNR2LWw3heVuG49jj4+2NetWyL3U3bGMl2K3By2mde2vUZ8ejz/F/R/PNj6QXnyUVQIlSIJs7e3p0mTJrYOQwghCpUUm4jFnEj1OmWTvKebzPxz8iKu5kY4eV3MruH1L1NMDKn//IPHEyVXSkIZjWVycGSqKZUP93zIkuNLaF69OV/e+SUt3W+uxpkQZalSJGFCCFFRnDt0CoDajcrmzMhdZ2MYZAoD/HBqY10SI2njJrBYcLvjjhK7p8Ggsrfll95y5OHow0zcNJHQhFDGtB7Dc+2ew9HoWPiFQpQjkoQJIUQZunTyDAD1fMrmych1xyLooyyg0/MsTZG0bh12np44+bYusXsqox2gSyUFu7b0hLuzO1/3+ZrOXp1L4U5ClD5JwoQQogxFnb8AGKjXqnGZ3G/9kSs8or1wqnIR5eKaq82Snk7S1q1UGziwRB9qMuTsCSvZNCxX6YnG/Xi1s5SeEBVbgUmYUsq9CGNYtNZxJROOEEJUbvER4dg5uOPg6FDq9zoTmYRX7AWgKU5NL1u1p+zahU5JocodJfNU5FUGY8meHSmlJ0RlVdhM2MXsXwX9OGMEGpZYREIIUYmlJl7BpVrZlE5YdyyCESoONDh1bmvVnrhuHcrZGZfOJbucp4yGrNqNJTATFpsWy5vb32Tt+bVSekJUOoUlYUe11tb/cq+hlPqnBOMRQohKKyMtHXNGLNU88zzLt8StOxbBO6o69naXsGvSPVeb1pqkdetxu60bBseS3dBusMvaE3azri098WL7FxnjO0ZKT4hKpbAkzHoXZ/H6CCHELe/84TOAxqNh6S8eJKZlcvnseewtjXBqFGbVnnbkCKYrV3AL/k+J3/tm94RJ6QlxqygwCdNapwEopZoBYVrrdKVUT8Af+FZrHXe1jxBCiIKFHT0NQL2Wpf9k5MYTkYzSlwEvnDu0sGpPWrcelMKtZ4+Sv7mh+HvCri098WDrB/lPu/9I6QlRaRV1Xnc5YFZKNQdmAw2AH0otKiGEqIQizp4FFI39vUv9XqsPX6GbcsJgiMXev71Ve+L6dTi3bYude1Gev7oxxmLMhJktZmYfmM0Dvz1AiimFr/t8zUsdXpIETFRqRU3CLFprEzAU+J/WegIgOyOFEOIGxF46j9HBHSdX51K9T4bJwq5jYVS1NMHZMxZlZ8zVnnn5MulHjpb4U5FXGezsQBe9TtiFxAuM+3Mc//vnf9zZ6E5+GvST1P4St4Si1gnLVEqNAsYCA7Pfsy+dkIQQonJKTbiMaw3rqvUlbefZaAZlXAD8cPK3Ph4pce1agBKtkn8tg9FYpIr515eeeK/7e/Rv0r9Ea5YJUZ4VNQl7CHgCeEdrfVYp1QT4rvTCEkKIyiUlIRlzZiw1vEr/Waa/j1xhkNIonYpT1+5W7Ymr/8ahWTMcm5bS3jSlKGxP2LWlJ4JqB/Hube9K6QlxyymsWOts4A9gjdb6uavva63PAtNLOTYhhKg0zoYcB6BOaSU+2bTWrD10icd1A5yqX0I55V76NMXGkrJ7NzUfe7TUYlBKZc+D5T2jdbX0RFx6HC+0f4ExrcdgNBjz7CtEZVbYTNgcoB/wglIqA1gN/Km13l/qkQkhRCUSdizr4O6GftZPKpakQ+EJtE8MRdMKp1bW7Ulr14LFQtU+fUo1jrxmwlJNqXy05yMWH18spSeEoPASFTuBncAbSqmaQB/gRaWUP7CPrITsx9IPUwghKraoc6GAHfVbNirV+/x95DJDVCpoM87drTe3J/z9N/b16uHo41OqcWhN9rJklsPRh5m0eRJn489K6QkhshX5AG+tdTSwKPsXSqn2wF2lFJcQQlQq8ZFhODh7YrAr3WW31UeuMELVxtE5DEPNnrnazImJJG/bjvsDD5TB5ncNOqv0xNxDc5kVMgt3Z3dm955Nl7pS41sIKGISppSqDowBGl97zbX7xIQQQuQvLfEyNer6luo9zken4HH5DIpmODe/ZNWetGEDZGZSpU/vUo0DshcjleLRvx9l9+Xd9G3clymdp1DNsVqp31uIiqKoM2G/AzuAg4Cl9MIRQojKJ+LcZbQlBY8GjUv1PquPXGaUSgANzj2slyITV/+NnacnzgEBpRpHFo0JzaGoQ7zV7S0GNxsspSeEuE5RkzAnrfULpRqJEEJUUqf3HQagQevS3ZT/x6HLfKxq4eB4AWO93KUpLCkpJG3eTPV77kEZSu8Q7ExzJp/u+5S7aIYBxeIBi2larfSPaRKiIirqv8TvlFKPKqW8lFLuV3+VamRCCFFJXDx+EoCm7VuX2j0ux6fBuVMYLPVxbmb9rT1pyxZ0WhpVSvGpyAuJFxj751gWHFkAWmNESQImRAGKmoRlAB8A24G92b/2FHSBUqqBUmq9UuqIUuqwUuo/efRRSqnPlFKnlFIHlFLtbvQDCCFEeRcTHorBvjpVa5befqg/Dl1ijIoFwLl7B6v2xNV/Y6xeHZcg63MkS8KfoX9y7y/3Ehofykc9P0Kj860TJoTIUtTlyBeB5lrrqBsY2wS8qLXep5SqAuxVSv2ttT5yTZ9+gHf2r07AF9n/FUKISiM5Nhy36tbHB5WkPw5e5gNVE3uHMOwaX7cUmZZG0rp1VO1/N8quyA/FF0mqKZX3d7/PshPL8K/lz/u3v089t3ocZHmJ3keIyqio/xpPASk3MrDW+hJwKfv3iUqpo0A94NokbDDwrdZaAzuUUtWVUl7Z1wohRIWXEB2POTMW9/rdSu0eEQlppIWexkgjnBtfsGpP2rgJS0oKVfv1K9H7noo9xYRNEzgVd4qH2zzMM22fwd6QdaxwUc6OFOJWV9QkLBkIUUqtB9KvvlnUEhVKqcZAW7IKv16rHnDtd4yw7PdyJWFKqceAxwAaNmxYxJCFEML2zuzN+rmzbkvvUrvHn4cvM0bFgG6Ec3fr5caEP/7A6O6OS8eOJXI/rTU/nfyJabum4WLvwld3fkXXel2t+kkKJkTBipqErcj+dcOUUm7AcuB5rXVCccbQWs8GZgMEBQUVfCqsEEKUIxeOngCgWdvS25T/24FLTFPVsbe7hH3z65Yik5NJ2rCBakOHlMhSZFJGElO3T+WP0D/o7NWZ97q/h4ezh1U/jc5VMV8IYa1I/yK11guKM7hSyp6sBGyh1vqnPLqEAw2ueV0/+z0hhKgUos6dRRlc8GhYu1TGj0xMJ+5sKPY0wrlZmFV74oYN6LS0ElmKPBx1mP/b+H9cSr7Ec22f4xG/RzCo/J/vko35QhSswKcjlVKzCxsgvz4qqyrfHOCo1vqjfC5fBYzJfkqyMxAv+8GEEJVJQtQ5nKvVx1BKtbn+PHyZR1UEYMC5W6D1/f/4A7tatXBpX/ynIrXWfHv4Wx744wFM2sS8u+bxqP+jBSZgWVt9hRAFKWwmbIhSKq2AdgUE59PWDXgQOKiUCsl+7xWgIYDW+kuyKvHfzb8b/x8qWthCCFH+JcUlYkqPwqtF6ZSFAPjj4CXeVe7Y213EvlXupUhzUhLJmzZTfeRIlLF4Z1bGpsUyeetkNoVt4o4GdzC129QiHj0kSZgQhSksCZtQhDE25/Wm1noLhezLzH4q8uki3EMIISqcU7sPA5oGPq1KZfyIhDTST5/EjsY4t7BeikxauxadkVHspcjdl3czcdNEYtNjmdRxEqNajSry0UNZz0bKcqQQBSkwCSvuXjAhhBBw/uBRALw7+ZfK+L8euMRDKhZ0Y1yCrUssJvz+B3ZeXjgH3thZkWaLmdkHZvPlgS9pWKUhM++cSSv3G00kNRSwXCmEKHrFfCGEEDcoIvQUBmNVPOp7lsr4K/dfJABPHJwuYNco9/FA5rg4krZto+pdd93QWZFXkq8wfvV4Zu2fRf8m/VkyYEkxEjAhRFGUbOlkIYQQOZJizuPq3qDwjsUQGpVM9QsnUTTDpcVlq/aEP/+CzEyq9u9f5DE3hW1i8pbJpJnTeOe2dxjUbFCx49MaDFKiQogCFenHI6XUiKK8J4QQIkvclRjMmbF4NGxWKuOv2n+RB1UCYMb5Dutq/PG//IJDs2Y4+RZenyzTnMkHuz/g6bVP4+niyZIBS24qAcsiG/OFKExR56gnFfE9IYQQwIldBwBo2ManxMfWWrNiXxitqIej6wWMdermas8ICyN1716qDRxY6Eb6CwkXePCPB/n2yLfc1/I+FvZfSJNqTW4+RjnAW4hCFbgcqZTqR1YJiXpKqc+uaapK1gHdQggh8nD+YNZxRS1KYVP+4YsJ+EafBlri4hNl1Z7w668AVB0woMBx/jj7B29ufxOjMvJJ8Cf0atirxGMVQuSvsD1hF4E9wCBg7zXvJwL/La2ghBCioos8fxI7x1pUrVmUmlo3ZtX+i9xnSAVLJs69bs/VprUmftUvOAe1x6F+vTyvT8lMYfru6fx08ifaerZlevfpeLl5lWiMcoC3EIUrrETFfmC/Umqh1lpmvoQQoggsJjMpcefxaNi2xMc2WzR/7jvPWEsTnKpdwFDjjlztaYePkHHmDHXGvZnn9SdiTzBh4wTOxp/lUb9HeSrwKewMpfSMluRgQhSosOXIH7XW9wL/KKWsdllqrUun+I0QQlRgoQdOgU6nbouSL+2w82w0dyefRuOHS3t7q/aEX1ah7O2p2rdvrve11iw9sZT3d79PFYcqzO4zm85enUs8vn/vJ8VahShMYT/+/Cf7vwVvLBBCCJHj5J79AHh3uLEiqUWxfG84DysjBhJw6nlnrjZtMhH/2++49eyJsdq/y6AJGQm8ue1NVp9bTbe63Xj7trfxcPYo8dhyk6cjhShMYcuRVw/TNgCXtNZpAEopZ6B2KccmhBAV0sXjR1EGJxr6lWx5iuR0EyEHT1HN4o1LvTCUg2Pu9u3bMUdFUXXQwJz3DkQe4KVNL3El+QovtH+Bsb5jCzx4uyTJTJgQBSvqv8SlgOWa1+bs94QQQlwnIeIsLtUbYbiBSvVF8dvBSzxsCgfscenua9Ue//MKDNWq4dajBxZtYe6huYz9YywA8/vN56E2D5VZAqZlJkyIQhX1X6Od1jrj6ovs3zuUTkhCCFFxxV2JwZQRRa1G3iU+9rK9YXRTNbCzv4S9f+5N/+a4OBLXrKHagAHEmhN5as1TfLz3Y4IbBvPjwB8JqFXyS6OFKeph30Lcqor6SEykUmqQ1noVgFJqMGBdnEYIIW5xhzftAaBZ+8ASHfdcdDJ2Z09gR1NcW4VbnQcZ/9tv6IwMzvfw5uVfhpOYkciUzlMY0WKETZIhrWUmTIjCFDUJewJYqJT6nKyHji8AY0otKiGEqKDOHTgAGGnVtWRnnpbvDWO8igdtxuXO26za45YvJ6GRB4+efYcm1ZrwVe+vaFGjRYnGcONkJkyIghQpCdNanwY6K6Xcsl8nlWpUQghRQUWHncCpSn2cXJ1LbEyLRbNiz3nupSFObhcw1u2Zq/3C3s2kHznKst4GhnoP5+UOL+Ni71Ji9y+OrGOLhBAFKaxO2ANa6++VUi9c9z4AWuuPSjE2IYSoUJJiE8lIuUSDNn1KdNwdZ6Lpk3gKdBtc2uWuDbb2/FqOfPoiPYzQ65E3uCtwRIne++ZIGiZEQQqbCbv6o1SV0g5ECCEquiOb9gKaJoEluxS5dG8Yj2XXBnO+I+t8x3RzOh/u+ZClh37gm0PgHNyjnCVgUqJCiMIUloRdLXJzRGstJSmEEKIAZ0P2Awqf7iV3XFFscgYnDhyjisUbl4YXUE5OnI0/y4SNEzgee5yXU2/HJWU9XiMfKLF7lgSNlokwIQpRWImKu1XW2uOksghGCCEqssjzx3Fw8cKtesktHizfF8aTlgjADtc7O7Ly1EpG/jqSKylXmNlrJrfvN2FXpw6uXbuU2D1LhJYDvIUoTGEzYX8CsYCbUiqBrH9RV/9laa111VKOTwghKoSkuETSk8Ko5xNcYmNqrVm8I5T51MPO5RyvX/mDX878QlDtIKZ1n0aNWBOnt2yh5hOPo4zGErtvSZEUTIiCFTgTprWeoLWuDvymta6qta5y7X/LJkQhhCj/Dq7fBVho1r59iY2582wM3WKOg/bky1o7+e3sbzwV+BTf9PmG2q61ifvxR1CKGiPK114wuHpypKRhQhSkqCUqBiulGgHeWus12WdH2mmtE0s3PCGEqBjO7PsHMOLbM6jExvx+xzmGO1hIyExiR40TzOk5h6A6WePrjAzili/HrUcP7OvWLbF7lhwtG/OFKESRji1SSj0KLAO+yn6rPrCilGISQogKJ/r8UZyqNMClSsnU5zoTfYUDUR/SKL01x90PsnjIkpwEDCBxzRrM0dHUGHVfidyvpGmQiTAhClHUsyOfBroBCQBa65OAZ2kFJYQQFUnMpSgy065Qp5n1odrFsffKXkb/MZLemXWwx47+d/ejulP1XH1iFy/Bvl49XLt1K5F7ljgtM2FCFKaoSVj6tQd4K6XsuLrkL4QQt7iD63YC0KJzh5sax2wx89X+r3j4r4dJTzPyYFR3HF3O4dDaL1e/9NOnSdm1i+ojR5bLDflCiKIp6tmRG5VSrwDOSqnewFPAL6UXlhBCVBxn/9kLyoGWXf2LPUZESgSTNk9i1+VdBHn0wndrE+x0Tdw6Oln1jV2yBOztqT7snpsJu1Rp2RMmRKGKOhM2EYgEDgKPA78Dk0srKCGEqCgsFguxF49S1aMFDo4OxRpjc9hmRvwygoNRB3mr21uYr4xiKNUwGqJxyq6Qn3O/1FTiV6ykau/e2NWsWRIfQQhhI0V9OtKilFoBrNBaR5ZuSEIIUXGc2XccizmRhn43XiU/05zJZ/98xvzD82lRowUf9PgAS7onK08sxZHmuLYKQznkPisy4bffsCQkUP2+kSX1EUrN1XOGhRB5K3AmTGV5QykVBRwHjiulIpVSr5VNeEIIUb4d3rgNgIDet93QdRcSLzD2z7HMPzyfkS1HsvDuhTSt1pQF20J5ypACpOM6IPcsmNaamAXf4tiqFS4dbm7/WWnTsm1YiEIVthz5X7KeiuygtXbXWrsDnYBuSqn/FnShUmquUipCKXUon/aeSql4pVRI9i9J7IQQFU748f3YOdaiTtN6Rb7mz9A/ufeXewlNCOXjnh8zufNknOyciE/NZNve43hZWuBSKxyjR+6H0FN27CD95EncH3ywAswyyZ4wIQpT2HLkg0BvrXXU1Te01meUUg8Aq4GPC7h2PvA58G0BfTZrrQcUMVYhhChXUhKSSY0/h1fL24vUP9WUyvRd01l+cjkBtQKYfvt06rn9m7wt3XOBp01hQDvceltv8o/59juM7u5UHdC/pD5CqdEyESZEoQqbCbO/NgG7KntfmH0e/a/tswmIuYnYhBCiXNv35xbATMvOnQrteyr2FPf/dj8/nfyJ8X7jmXfXvFwJmNmiWbjlNB1pgIPzeRz8c+8xyzh3jqQNG6hx30gMjo4l/VFKhcyECVGwwmbCMorZVlRdlFL7gYvA/2mtD5fAmEIIUSZO7twByhG/Xh3z7aO1ZvnJ5UzbNQ1Xe1e+7P0lXet2teq35ugVhiUcBx1Alc7JVu0x3y8EOzuq31c+K+Rb00jJfCEKVlgSFqCUSsjjfQVYF6+5MfuARlrrJKXU3WQdg+SdV0el1GPAYwANGza8ydsKIcTNM5lMxF48TLXaPvmWpkjMSOTN7W/yV+hfdPHqwrvd38XD2cOqn9aar9af5GNqYGeMwKnXkFzt5sRE4pcvp9rd/bD3rDiHlZT7bWtC2FiBSZjWutRKMWutE675/e9KqVlKKY98lj9nA7MBgoKCZKeBEMLmjm4OQVtSaNY+76cUD0YeZMKmCVxOvsx/2v2Hh9s8jEHlvQNkd2gsrcMPY9S+uAVEoOxyf+uN/+knLCkp1HhwTIl/jtKiZSZMiEIVtWJ+iVNK1QGuaK21UqojWfvTom0VjxBC3IjDG7cABtrelXtTvkVb+Pbwt3y671M8XTyZf9d8Aj0DCxzry42nmajsMRCP64B+udp0ZibRCxbg3L49zm1K5mzKsiJ7woQoWKklYUqpRUBPwEMpFQa8TvZmfq31l8Bw4EmllAlIBe7TWp6nEUJUDFdOh+BUtRHVPWvkvBeeFM7kLZPZc2UPdza8kze6vkE1x2oFjnP8ciL62CFcaIGb9wWUi0uu9oQ//sB08RJ1pkwplc9RauTbuRCFKrUkTGs9qpD2z8kqYSGEEBXKmX+OY8qIolmHO4CsPV0rTq1g+u7pALzV7S0GNxtcpFpeX208zX8MaShLGq6D78zVpi0Wor/+Gkdvb9x69Cj5D1LqZCZMiILYbDlSCCEqqn/+XAdAhwF3EpUaxZvb3mRD2AY61OnA293epq5b3SKNEx6XyqmQI3jolrjWvYDRo3eu9qSNG0k/eYq6709HGYp61G/5oJGN+UIURpIwIYS4QeHH9uLoWp/9hkO8tfItUk2pvNThJUb7jM53831evtl8hkkqBrQXboOsjz2K/vob7Op6UbVfvzyuLu9kY74QhalYP1oJIYSNXTgaSmbaZZK8qvDixhep51aPHwf8yIOtH7yhBCwqKZ09Ow/SwOKDi+d57Bo3y9Wesncvqfv2UfOhh1H2BdbGLqe0pGBCFEJmwoQQ4gasWb4UgPWe+3gq4CnG+4/H3nDjSdLsTWd42RwJ1KHq4C5W7dFff4OxRg2qDx92syHbRFYKJmmYEAWRJEwIIYogJTOFj/Z+hMOxYygHdz564GV8axavZERkYjpbth1gjPbBxeMcds165mpPO3aMpA0b8Hj2GQzOziUQvS1kHeCtta4Ah40LYRuyHCmEEIUIiQhhxC8j2LptI8bMOLzb9Sh2AgYwe9NpXjZHAHZUGWR97mTUzJkYqlTB/cEHbyJqW8tKvixSqUKIfEkSJoQQ+cgwZ/Dpvk8Z++dYTBYTw+OySlJ0HXp3sceMTExn0/bDNNOtcHY/h32LVrna044eJfHvNbiPHYuxatWbit+WruZeFrPZpnEIUZ5JEiaEEHk4HnOcUb+N4puD3zCk+RCWDlhK4tmjOFVtgmdjr2KPO3vTaSaZLwEOVB3Y3qo98uos2JiKPAv2724wbbHYNA4hyjNJwoQQ4hpmi5k5B+dw32/3EZ0azf/u+B9vdn2T8D1nMGfE0Kx9t2KPHZmYzo7tB2iuW+PsHoq9T5tc7WlHjpC0Zm2FnwWDq2dHgkWSMCHyJRvzhRAi2/mE87y65VVCIkPo3ag3UzpPoYZT1rFEu3/9HbCj6/C7ij3+/9adZLIlCqhNtWHWT0RGzpyFoWrVCj8LBuSsR2pZjhQiX5KECSFueVprlp5Yyow9M7Az2DGt+zTubnJ3zlN9aUkpRIbupbqXH1U9qhfrHqFRyZzY8Q+PaV9c65zHrllwrvbUw4dJWrsWj2efqfCzYEDOeqSWnflC5EuSMCHELe1K8hVe3/Y6Wy9upYtXF6Z2m0od1zq5+mxb/jfodAL7Fn8WbMbq47yiklHaTNV7e1m1R37yKYZq1XAfM6bY9yhPri5HaovMhAmRH0nChBC3JK01v5/9nXd2voPJYmJyp8nc2/LePGtaHduyFoNdddr27lyse+2/EEf6gRDc8cWtcSjGurkP6k7esYPkzZvxnDABY5UqxbpHuZM9AWbRMhMmRH4kCRNC3HJi02J5e8fbrD63moBaAbxz2zs0qtooz74XjoaSmnCGxoH9MdgZb/heWmum/XGMNw0WlE6iysi7rdojZnyInZcXNR4YXazPUy5dXY40y8Z8IfIjSZgQ4payKWwTr297nbj0OP7T7j885PsQRkP+ydX2Zb8A0G3koOLd72QULc7+g4tuQ9VWYRhq1MzVnvjXX6QdOoTXe+9hcHQs1j3Kp+ynI2VjvhD5kiRMCHFLSM5M5oPdH7D85HK8a3jz5Z1f0tK9ZYHXmEwmwo9uw6WGN3Wa1rvhe5rMFt7/5RBfUAOjMQq3ewfnateZmUR8/DGO3t5UGzTwhsevEGQ1Uoh8SRImhKj0dl/ezZStU7iUfIlH2jzCU4FP4WB0KPS6vb9txmJOxPf24pWM+GHXeUZFHcSg21L9tiSUi0uu9rhly8g8d576X36BMt74Umd5djX3khIVQuRPkjAhRKWVbk7ns32f8d2R76hfpT4L7lpAoGdgka/fv/pPlMGZTkOsn2YsTGxyBt/+GcIC3Qx753M49b0/V7s5MZHIz2fiEhSEW48eNzx++Zf9dKRMhQmRL0nChBCV0uHow7y6+VVOx59mZMuRvND+BVzsXQq/MNuFo6EkRh2mfuveOLrc+F6tj/4+wWuZF9D4U32IF8qQ+4CSqFlfYI6JwfOrr/J8IrOyMGVm2joEIcotScKEEJVKpiWTbw5+w+z9s3F3cufLO7+kW70bP2po08KlgIGeD4644WuPXkrg1M69PK59cfEMxSFgbK729DNnifnuO6oNuwfnNr43PH5FYsqU5Ugh8iNJmBCi0jgTf4ZXN7/KoehD3N3kbl7p9ArVHKvd8DhJMQlcPrWdanX8qd207g1dq7Vm6spDTFVmlM6k2qg7rfpcmT4Ng5MTns8/f8OxVRzZy5GmDBvHIUT5JUmYEKLCs2gLi44t4uO9H+Ns58yMHjPo27hvscdb/+3PoDPoMnzYDV+7MuQiXc/tw1kHUM3/Mkav3E9VJm3cSPLGTXi+9BJ2Hh7FjrG8y9mYnyl1woTIjyRhQogK7UTsCd7Z8Q77IvbRo34P3uj6Bh7OxU9uTCYTp/b8jaNbQ3y7t72ha+NSMvhy1R7m0BA7h3Bc7x2eq11nZHBl2nQcGjfGvTIVZs3D1W1uWpYjhciXJGFCiAopKSOJWftn8cPRH6jiUIWpXacypPmQm97kvuOntVgy4/C/+/7CO1/n3d+P8nr6BbT2o8YQL5Rd7m+x0fMXkHH2LA2++hLlUHiJjIrs6kyYWUpUCJEvScKEEBXK1TMfZ+yZQXRqNMNbDOe5ts9R3al6iYy/f/UvGOyq0nV47xu6bseZaJL27KYBbXD1CsWhXe7N+BnnzxM1cyZVeveupCUpcruaCltM8nSkEPmRJEwIUWGcij3FOzvfYc+VPfjW9OV/d/yPNh5tSmz8g+v3kJYYSvOO92DnYF/k69JNZt5Y/g+zlQsGkqg2ZkCudq01l9+cirKzo/bkV0ss3vLsan0wi0lmwoTIjyRhQohyLzkzmS9CvmDh0YW4OrjyWpfXuKf5PQWe+VgcWxYvRBmc6f3oyBu6bua6U7wQcwSDbkuNHklW50Mm/PY7yVu3UnvyZOxr1y7JkMuvq1NhkoQJkS9JwoQQ5ZbWmr9C/+KD3R8QkRrBMO9h/Kfdf6jhVKPE73Vowx5S4k7SNGgILlVdi3zdgbA4Qjds5l7tj0vNMzj3y70MaY6L48p77+Hk50eNUfeVdNjlV/amMNkTJkT+JAkTQpRLZ+LO8O7Od9l5eSc+7j58HPwx/rX8S+1+m4sxC5aWaeadRdv4UNfAYIin+iP9rfpcmTEDc1wcDb/5utKdD1mgnKcjpUSFEPmRJEwIUa6kZKbw5YEv+e7wdzjbOzO502SGtxhe4kuP1zq8aR8psSdp0n4QbtWrFPm6j/86xpSYC6BbUnOIIwb33KUxkjZtIn7ZcmqOfwQnH5+SDrtC0BbZmC9EfiQJE0KUC1pr/j73N+/vfp8rKVcY2nwoz7d/Hncn91K/9+YfvkcZnOjz6KgiX7P3XAze29ZSXbelWqswHDvlvtYcH8+lyVNwaN4Mj2efLemQyz91dWO+zIQJkZ9SS8KUUnOBAUCE1trq8SWVVcznU+BuIAUYp7XeV1rxCCHKr7PxZ3lv53tsv7SdVu6tmNFjBoGegWVy78Ob/yE59gSN2w3ErUbRZsGS0k2s+W4loy3+OFY9g9uYB636XHn3PUzR0TSeNQuD440fAF5ZaNkTJkS+SnMmbD7wOfBtPu39AO/sX52AL7L/K4S4RaRkpvD1wa+Zf3g+zkZnXun0Cve2uLdUlx6vZbFY2LBgDsrgTN8bmAWb9cMGRid5YDBGUfOpgSiDIVd74rp1xK9cicdTT1b6A7rzl7UpTJt1If2EuHWVWhKmtd6klGpcQJfBwLdaaw3sUEpVV0p5aa0vlVZMQojyQWvN2vNrmb57OpeTLzOo2SD+2/6/N3XcUHFsW/Y3aYmhtOp+H27uVYt0zYpdpxl+4iLgRa3RjTFUz71caoqJ4dJrr+PYqhUeTzxRClFXENkb8y0yEyZEvmy5J6wecOGa12HZ71klYUqpx4DHABo2bFgmwQkhSse5hHO8t/M9tl7cSosaLZjefTrtarcr8zgy0jPY88tCjA416ftY0Z6IPBuVTL0Vf+Kg/aneNQ771n652rXWXJw0CUtCAnXnfJPv0UQmk4nU1FRSU1NzlXAwGo24urri7OyM4brZtYonawZMliOFyF+F2JivtZ4NzAYICgqSuW0hKqBUUyrfHPyGeYfm4Wh0ZGLHiYxsORI7g22+Da3+ajHmjBi63vt8karjZ5gsHPviW/ws/jjWPY3boHFWfWK/+47kjZuoPWUyxqZNCQ8P5/Lly0RGRhIbG0tsbCxxcXFkZGQUeC+lFK6urnh4eFCnTh28vLxo0KAB7u6l/5BCScta7BBC5MWWSVg40OCa1/Wz3xNCVCJaa9ZfWM/0XdO5mHyRgU0H8kLQC2W+9HituIhYTmxfhXPVpnQaekeRrvnz6x9pl+yDcjmNx1MPWLWnHTlCyHffc3HwYBLi44l67z0slqwnA+3t7alevTo1atSgcePGObNdzs7O2F1zyLfZbCY5OZmkpCSSkpKIiIhgz549mEwmAGrVqkWrVq3w8fHBy8vrpg8rL1VXlyOlTpgQ+bJlErYKeEYptZisDfnxsh9MiMrlQsIF3tv1HpvDN9O8enPm9Z1HUJ0gW4fF7/+bg7ak0euRR4u07Lfh1020O1cdZbyC1/NDUHa5v3VmxMfz82efcbxbV1ycnalbtSotW7bMmcWqUaNGsRMms9lMVFQUZ8+e5dixY2zZsoXNmzdTu3ZtOnXqhL+/f65ErtzIOcFbkjAh8lOaJSoWAT0BD6VUGPA6YA+gtf4S+J2s8hSnyCpR8VBpxSKEKFtppjTmHprLnINzsDfaMyFoAqN8RmFvKPqh2KXl1O4jXDqxCff6HWjZ2a/Q/scOnqTZ1ggUTtR8pD2GqtVztVssFpZ88AGn69QhqEkT7ho9ukSTIqPRSO3atalduzadO3cmJSWFI0eOsHv3blatWsWGDRvo2bMngYGB5WofmcrOwixmScKEyE9pPh1Z4PPe2U9FPl1a9xdC2MbGCxt5b9d7hCeFc3eTu3kx6EU8XTxtHRYAFpOZP774DGVwZOiEZwrtH3MlGucfdqJ0HZwGOOLUtLlVn42zZnHazo5Orq70Gzs2j1FKlouLC0FBQbRv357Tp0+zYcMGVq1axa5duxg4cCD16tUr9RiK5Go+qCUJEyI/5XAOWwhREYUlhjF913Q2hG2gWbVmzO07lw51Otg6rFz+/GoxGclhBPZ9mOp1ahbYNyMtndj/rcBRNyOzfTz1b7vTqs+Jv/9mU0QEDTMz6TtlSmmFnSelFM2bN6dZs2YcPnyYv/76i2+++YauXbtyxx13YCwn51RqqZgvRL4kCRNC3JR0c3rO0qNRGXmx/YuMbj26XCw9Xivi3GWObl6Oc7WmBI8bUmBfi9lM6PsLcDH5kNDoLK1HjLHqExsayk/r1uFmsTDyxRcx2CjpUUrRpk0bmjdvzurVq9m6dSvnzp1j+PDhVK9e3SYxXUtb5OlIIfJTfjYQCCEqFK01a8+tZejKocwKmUVwg2BWDVnFuDbjyl0CBrByxqegzfR/9j+F7p069dE8XFJ8iK9xlNZPWidgGSkpLPriCzKNRkbcMwxXT9svtzo5OTFo0CBGjBhBREQEX3/9NWFhYbYLKPtBBC3LkULkS2bChBA3RGvNugvr+HL/lxyLOUaTak34us/XdPbqbOvQ8rVl8Z8kRBykcWB/Gvk1K7Dv2f/NxyW6JQlOh2n14qNW7RaLhaXvvkeEszP9mzenYaeOpRV2sfj6+lK7dm0WLlzI/PnzGT58OK1atbJZPDITJkT+ZCZMCFEkWmvWnV/HyF9H8vz650k1pfLube/y06CfynUCFnHuMrtWzsHe2YuBLzxSYN+wbxZiH96MBPsjNHr5IYx21kuMqz/+mJN2Rjq6utLhAet6YeWBh4cH48ePp3bt2ixZsoRDhw6VeQwq+/8uSs6OFCJfMhMmhCiQ1poNFzbwxf4vOBpzlIZVGvLObe9wd5O7bVbtvqgsFgvL35uOtmQy8L8TcHDM+xghgEsLl8KphiQbj+H+n1G4Ojta9dnzwyJ2JCbSLNPEXS++WJqh3zRXV1fGjBnDDz/8wPLly1FK4etbdoeJa1mOFKJQ5fs7qBDCZrTWbAzbyKyQWRyNOUqDKg14u9vb9G/av9wnX1f9MesHUmJP0qr7fTQJaJFvv6jFyzAf9CTVcBKHp4ZSx8P6MO9T69bxx5HDeGZmMvK118pVTa78ODo6Mnr0aL777juWL1+Oo6MjzZtbl9koDTl1wqRYqxD5Kv/fRYQQZUprzaawTYz6bRTPrnuWxIxE3ur2FquGrGJw88EVJgE7889xjm1ehkuNFvR76v58+8UsWkZaSG1S1SnSH+5Hk3rWxymF79vHj2vW4JxpYvQzz+Dg6lqaoZcoBwcH7r//fmrVqsWPP/7I5cuXy+bG2RXzZSJMiPxJEiaEAP5Nvu7/7X6eXvs0celxTO06lVVDVzGk+ZAKk3wBpCQk88vH01AGe4ZNeinfWavYRUtJ2V+bZHWciNF9aNPcy6pP9MmTLPzxRwxa8+CYB6nWoEEeI5Vvzs7OjB49GkdHRxYtWkRSUlKp3zNnT5gc4C1EviQJE+IWp7Vmc9hmRv8+mqfXPk1seixvdn2TX4b+wlDvoeWy3ERBLBYLP0x5D1N6JLfd/zSejerk2S92/iKS99chSR0nbGQfurWxTq4SLl7k22++IdNoZNSgQdQuwz1VJa1q1aqMGjWK5ORkli1bhtlsLuU7Zu8Jk6cjhchXxfnRVghRorTWbL24lS9CvuBA1AHqutbljS5vMKj5oAqXeF3r98+/J/5yCI3bDqDjwJ5W7dpiIfbL70k534Q4dZjwEXfRN7ChVb/kqCgWfPIpiY4O3Nu1K426dCmD6EtX3bp1GTBgACtWrGDDhg306tWr9G5mUGDJ+nsmhMibJGFC3GK01my7uI1Z+2dxIPIAXq5evN7ldQY3G4y9seImXwAH1u3m+NZluNVsxdD/s67xpU0mYj77ntSIZlw0HODK8IEMbGedgKVERzP//Q+IdXJkkL8/rfr1K4vwy0RgYCDnzp1j8+bNNGnShKZNm5bKfbIfjgSZCRMiX5KECXGL0Fqz/eJ2Zu2fxf7I/Xi5evFal9cY0mxIhU++AC6fCWfNNx9itK/GqKmTMVxX48uSlED0pz+TntiME4YQEocPYXA76yXItNhY5r//PlFOjgz09SVw+PCy+ghlpl+/fpw/f54VK1bw5JNP4uzsXPI3uZqFycZ8IfIle8KEqOSuznyN+WMMj695nCspV5jSeQq/Df2NES1GVIoELCkmgSVvvoa2ZDDgP5Oo6lE9V7s5/AIR7/9OemIjdhj+wTR6RJ4JWEpMLPOmTSPS0ZH+LVvRbuTIMvoEZcvBwYF77rmHxMRE/vjjj9K5iUHqhAlRGJkJE6KS0lqz49IOvtj/Bf9E/ENtl9pM6TyFIc2H4GDMv2hpRWPKyOS7V17HlBZB9wdepHmH1rnaMw6GELXoHBaLO0uMR+k4bhTdvWtZjZN0+TLzP/6YaEdH+jVvTtDo/MtaVAb16tWje/fubNq0CT8/P7y9vUt0/KsTYUpWI4XIlyRhQlQyWmt2Xd7FrJBZ7IvYh6eLJ692epV7vO+pVMkXZD0JuXDydFJiT9LmjgetNuKnrl1DzN8WNPCBw0UefHgkQY3drcaJO3+eBTNnEu/gwKA2bWh7771l8wFs7Pbbb+fw4cP89ttvPPXUUzg4lNzfD5WdhVlkY74Q+ZIkTIhKZNelXczaP4u9V/bi6eLJK51eYZj3sEqXfF310/SviDq3g3qt76Tv4/8uHWqLhaQflhJ/qDZmdZEpbo5MGT8M79pVrMaIOnGCb+fMIdnenns6dKDNoEFl+RFsys7OjoEDBzJ//nw2btxI7969S27wq7XZJAcTIl+ShAlRCey+vJtZIbPYc2UPns6eTOo4iWEthuFotD7/sLJY9dE8zoX8Ro167bn31Wdz3rckxBH7xUpSY5uSoI7yZq3GfDb+dmpXdbIa49y2bSz+5RdMdnaMvP12WvTpU5YfoVxo3LgxAQEB7Nixg/bt2+Pubj1TWBw5T0fKTJgQ+ZIkTIgKbPfl3Xyx/wt2X95NLedaTOw4keEthlfq5AuyzoQ8uXM5VT39GDPt3ychM48dJvr7I5hMjdin9rG0aUe+eTCIKk7WDx8cWrmKFbt24qA1YwYPpkHHjmX9McqNO++8k6NHj7J69Wruu+++EhlTGa6eW1QiwwlRKUkSJkQFY7aY2XZxG/MPz2fX5V14OHswseNEhnkPw8nOeranslkzdzlHNv6Aq3tLxn7wBnYOWQlWyu+/EbvJHnDmS3UMh669mXd3K+yM1g+Bb/36G9ZcOE91k4kHHnuMms2alfGnKF+qVKlC9+7dWbt2LWfPnqVJkyY3PabOPrdIirUKkT9JwoSoIK4kX+HnUz/z08mfuJR8CQ9nD17q8BIjWoy4JZIvgD+/WMThDQtxrtaUcR+8hYOTIzolhfg5y0gKb4LJEMqz2PHg0P7c28G6BIU5I4NV099nv9lE3fR0HnjpJVxq1rTBJyl/OnfuzO7du1mzZg3jx4/P2VhfXIacmTBJwoTIjyRhQpRjZouZrRe3svTEUjaFbcKiLXT26syLQS9yR4M7KkWNr6Ja9dE8Tu5cjmuNFoyb8TZObi5kHAwhZslJTKYmnDfsZ6JLMz56oFOeT0AmXbnCoo8+JtzZiTbKwJA338TO6dZIXovC3t6e4OBgVq5cybFjx/Dx8bmp8WQ5UojCSRImRDl0OfkyP538iZ9O/sSVlCvUdKrJQ74PMcx7GA2qWs/wVGYWi4Wfpn3Juf2/U7VWG8bOeBN7OzsSv1tM/GFPlHJinjrIiWYd+GlkIB5u1vvhzu/cxdKflpPs6EivunXp/thjNvgk5Z+/vz9bt25l7dq1tGzZEoOh+PW8VU6x1pKKTojKR5IwIcoJk8XE5rDNLDu5jC3hW9Ba07VuVyZ2nEiPBj0q9KHaxWXKyGThlPeJCt1OjXrtGTNtMiryElFzNpGe0ogU43GeMFdhaO/eLAhu/u8SWDaLxcLWb75hw4UL2BsM3HfbbbfkE5BFZTQaCQ4OZunSpRw+fBg/P7/iD5adwEmxViHyJ0mYEDZ2MekiP538iZ9P/kxEagS1nGvxSJtHuMf7HupXqW/r8GwmKS6R7ye+TnLsCeq2uoN7Jz1D6spVxO91RVObDcYQPnVqxaf3t6VrMw+r69NiY1n24YecsrOjbkYG9z79NNUbWh/WLXLz8fGhVq1abNq0CV9f32LPhqmbmEUT4lYhSZgQNpBpyWTThU0sO7mMreFbAbit3m280uIVbq9/+y0563WtK2cusuTN18hMu4Jvz9H06tWW6OlLyUhtSKbxNC+bDbh5d+a3YX54VrHe13V+xw6W/fwziY5OdHR1pe+rr2K0v7W/pkVlMBi4/fbbWb58OceOHaN169aFX5QHdTUHk5kwIfIlSZgQZSgsMSxr1uvUz0SlRuHp4snjAY8ztPlQ6rrVtXV45cL+NTtZO+cjtM7gtnv/g09CBFfmhqNwZ71xP9ONzXltqC8j2te3eoLPYjazYdYstkZE4GAwMLJLZ1r162ejT1Jx+fr6smHDBjZv3oyPj0+xnpRUhqzabVKiQoj8SRImRCnLtGSy4cIGlp1YxraL2zAoA93rdWd4i+HcVu827AzyzxCy9m/9PnMhx7csxWhfnYH9H8AtJIaEzAak2h/n6UxXPBoH8edwf+rXcLG6/srhw/z07bdccXamQWYmw59+mmoNbq2HGEqKwWCga9eu/PLLL4SGhharbpjh/9u79+go7/vO4+/vPHOf0V1CoAtICAQYEMYWNoYYsLFjO06wkzhusj3HSZPU7clJ0u5umqan3Z5uTvds2ySnZ7PJbuO67dZNNnHXSR3a2nFMHLBjGzA2IC4GgUCAQHfQda7P8/z2jxlAAgQ4ljS6fF+cOZrLM+I7v3kkfeb3+z2/x8oEN50TptTY9Le/UhPk9MBpfnzsxzx//HnOJ84zNzKXL9z6BT666KPMjczNdXlTylDfIP/8X7/BhXPvUFrcwAPVS7H3F2KLw4+tg/wNtfzhR5bwxF01V0++dxxe/d73+NW5c4jXywer57P2tz7zvo7sU5kjJV955RXeeOONX2/x1os9YeNcl1IziYYwpcZR2knzizO/4Lnm59jVvgtLLDZUbeCx+sdYX7EeK/uHSV125I0mfva/vomx+1m34FHme2qwB+BEoIkvJedx55I1bNuynMrC0FXP7Tx0iOefeYb2UIhK2+Zjn/88JYsW5eBVzDw+n4877riDX/7yl3R1dTFnzpz39HyxdJ0wpW5kQkOYiDwI/A/AAp42xvzFFY9/BvgGcDZ713eMMU9PZE1KTYTW/lZ+fOzHbG3ZyvnEeSoiFXxp9Zd4dNGjzAm/tz9es4VrO/zb/3yG4zufZ0HeKhpL78CigETgKP8pGaQntIxv/cZy7rul/KrnpoaH2fbd77JncBCPz8fmefNY/9u/rb1f42zNmjW89tpr7N69mw9/+MPv6bkeK/OBQ4cjlRrbhIUwEbGA7wL3A23AWyKy1Rhz+IpNnzXGfHGi6lBqoqScFNtObeO5Y8/xVsdbWGJxT/U9PFb/GGvnrdVer+toO9LKT7/1LYrSHh6s+hz5viLEauPv5BzPpKv4/MaFfHnzIsL+q39FHXj+eX7+5psMhkIsdF0e/uxnZ/25HydKOBxm5cqV7N+/n82bNxMKXd0bOZZLi7VOVHFKzQAT2RN2B3DcGHMCQER+BDwCXBnClJpWTvSf4MfNmV6vvmQfldFKfu+23+ORukcoC5flurwpzbUdXvybH9Lz1pusK7qbsmAl4uniJd9B/jxZxQeX1/PyQ0upLY1c9dyeI0f4t2eeodXvJx/4xO23s/wjH5n8FzHLrFmzhr1797J//37Wrl17088Tr852UepGJvKnpBI4M+J2G3DnNbb7uIhsAJqB/2iMOXONbZTKGde4HO49zPYz29nRtoMj54/gFS/3zr+Xx+of4855d+IRHQa7keN7DrPnb3/E4uBiVs37JIYB9oUP8p9jFSwtW8mPHr6FO2qvfc7HbU8/TVMigVgWa6NR7v3qV/GHrz5CUo2/iooKqqur2b17N3fcccdND/laOidMqRvK9UeVfwV+aIxJisjvAP8I3HvlRiLyJPAkwHxd8VpNgrgdZ+e5nexo28GOth30xHvwiIdby27lK41f4eGFD1MaunqVdnW14b5BXvuLf6A8UcYHiu4n7Q5zJHSAP4iXEwks4a+2LOEjDRVXHfWYisV49W//lt2dnaR8PuqBB554gpLFi3PzQmaxNWvW8JOf/IRTp07d9JGSYulwvFI3MpEh7CwwcpGeKi5PwAfAGNM74ubTwF9d6xsZY54CngJobGzUz1VqQnQOd14KXbvad5F0kkR8EdZXrGdT9SburrybwmBhrsucNpxYgne+/SP8nRFWBFaT8A1xMHCIP0iWkx9YylcfWsTHb6vC7x3ds+KkUuz6/vd5vbmZ4WCQStflgw8+yIK77srRK1HLli0jEAiwd+/em1+uwsq+r/obW6kxTWQIewtYLCK1ZMLXJ4H/MHIDEZlnjGnP3twCvDuB9Sg1imtc3u19l+1t29lxZgfvns/sflXRKj5R/wk2VG2gsbwRn6Wnu3kv3IE+mr/3r0hnMfO8dQxZ/ezlEF+z5pIfXMwfPrSIxxurrxm+dj7zT+w81sxgKESRMTx0222s2LIlR69EXeTz+VixYgX79+/nQx/6EMHg1aeKupKlc8KUuqEJ+ykxxtgi8kXgJTJLVPy9MeaQiHwd2GOM2Qp8WUS2ADZwHvjMRNWjFGSGGXe172L7me281vYaXfEuPOJhVdkqfv+232dT9SYWFiz8tU7TMtvZJ49z7p/fxOmtIOqpods+x1v2Cf7Mv4CK4iV8bcNCHm+sIuAdPUxlJxLs+qfv8+bx4wyFghQDW5Yt49bHHru0zIHKvdWrV/P2229z6NAhbr/99htuf/HoSIz+LCk1lgn9qGKMeQF44Yr7/nTE9T8C/mgia1CqO9adGWY8s4Od7TtJOAkivgjrKtZdGmYsChblusxpydg2iVd+Qc/rvZCoAubTHmtmn9PHt6OLWbJgNd/eWMcDy+diXTHna7inhze+/wP2drQTCwYpNoZHli9n1cc/rut9TUGVlZWUlpayb9++mwthVvbPiy4UptSYtL9YzTjGGN49/y47zmTmdx3qPQRARaSCjy3+GBurN9JY3ojf8ue40unLPnOK2M9fp/9YHkIhcdvhxOCbNNlxni1aTsPyVfzDhjrWLiy+qlexp7mZ1579Zw4l4tg+H3ON4YGVK1n50Y9q+JrCRITVq1fz8ssv09PTQ2np9Q9MsbLDzaI9YUqNSUOYmhESdoLdHbsvLSPRFetCEFaWreTLq7/MxuqNLC5crMOM74M7NEB823ZiB/pJDM1HpJrOeCvHB3ZwgBC/mncbH1y/hJ+sXcCCktHrfLmuy9GfvcTuX71Ga3au0ELgA5vvo/buD+Tg1ahfR0NDA9u2bWPv3r3cf//91902s06YPTmFKTVNaQhT01ZPvIcdZ3awvW07u9p3EbfjhLwh1lWsY2PVRjZUbaAkVJLrMqc1Yzskd71BbOcJ4t3zMBQxbFucHHyD1qGjnAzM5+TSzXz83uX8yapKQv7Rc7iGu7rY9eyz7G9roz8Uwg80+P3c/fjjlNbX5+ZFqV9bXl4eixcvZv/+/dx7771Y15mzl5nPZwP6wUepsWgIU9OGMYajF45mervO7OBg70EA5kbmsqVuC5uqN7Fm7hoCViC3hU5zxnVJ791DbNcR4m35OG4Jjqni9HALJwffoSvVT0f+KvI/8gWe2LCE5RUFo57vOg5HX/o5e998gxZjcLxeSoH7q6pp/I3HCeTl5eaFqXGxevVqmpubaWlpof46Qdrj9wJJdI0KpcamIUxNWWk3TfP5Zpp6mmjqbmJP5x46hjsyw4ylK/nS6i+xsWoj9UX1Osz4PhnXJfXOHuK7jhA/mwlexlTTnerkRP+/0xY7QtIqZXDBXaz/jQf48vKKq5aYOLd3H2//7EXe7e8nFgzidV0WW17uvO8+aj+gQ44zxeLFiwmFQhw8ePC6IezSuVM1gyk1Jg1hasroGO6gqTsTuJp6mjjce5ikkwSgNFTKrWW38oVVX+Duqrt1tfpxYFJJkrt3kdjXSvxcJnhBNeedDo71befs0D7Srksibykl93+B33x8I2V5o3sZ+9va2Lt1KwdPnaInFEJcQwWwsXYht370UQL5+Tl5bWrieL1eli5dyuHDh0mn0/h8115HT/y+bP7SD0hKjUVDmMqJuB3ncO/hUaGrK9YFgN/jZ1nJMh5f8jgNZQ2sKl3F3Mhc7e0aB053J4nXd5I42kfiwlwMYaCKfreDIwNHOdu/h7Qbx/WVE1r6IFs+vYXFNeWjvsf5EyfZ/+ILHD19ms5AEOMRCoH1hUXc/sgWim92RXU1bS1fvpy9e/fS0tLC0qVLr7mN1+slPcl1KTXdaAhTE84Yw+nB0zR1N7G/ez9N3U00X2jGMQ6QWaG+sbwxE7jKVrGkaImuUj9OjG2T2vcOyaZjJE4LqUQFUIyIh07OcaSvk+6+vdhmGDwRvOWruOvhB1l3f+Oo79PT3My+F1+k+dw5uoJBECEfuC0UpGHTJj2l0CxTW1tLKBTi8OHDY4Ywjy8zHKkfnZQam4YwNe4GUgMc7D7I/p5M4DrQc4D+ZD8AEV+EFaUr+OyKz9JQ1sDK0pV6BOM4Mq6Lc+IYiT0HSJ4cJjFQjjERYD7GOssJp5kjF84yNHgASIH48Zfcwpr7NrPuI3fjzS4f4aRStGzfzpE9b3Oyv48LoRAARcAd0Sir7rmHysbGMetQM5tlWSxdupRDhw6NOSTpye5LRmOYUmPSEKbeF8d1ON53/NLk+abuJk70nwBAEOoK69g8fzMNpQ00lDWwsGDh5Qm76n0zrot94hipfYdJtg6QvJCP45QC5Xg8vfR522gaiHOurxUSxwEHJEiofAUr7/4Aaz50N8FIJmD1nznDoZdf5nhLC2eAtM+HuC7lwLqCAhruu4+5K1fm7sWqKeVGQ5KebDDTCKbU2DSEqfekJ94zah7XwZ6DxO04AEWBIhrKGnh44cM0lDWwomQFUX80xxXPLMa2SR8+QPLAMVJn4iT7S3BNAVCKSICkt51D6Q6OXujFHW7BcroBECuPwpq13HrPRhruXYPX7yPW28uRF/+dE+++y5mhoUu9XUHXpdbro35xPcvuv4/InDk5fMVqqro4JHno0KFrhjArkO0d0xXzlRqThjB1Ta5x6Rzu5OTASVr6WjjQfYCmnibODp0FwCtelhQv4dFFj16aPF+VV6WT58eZ09VB6sBBUic6SHUaUkNzspPp5+GRXob85ziYPM3Rvhj28GnCqTYgheAhGKmisv7DLN+wjvq1K0j09XPiV6/xwre+yZkLffQEAxiPB4/jUA6sjUZZcudaFqy7S0+crW7IsiyWLVvGwYMHrzkkaXn1z4tSN6I/JbNcLB2jdaCV1v5WTg6cpLW/ldaBVk4NnLrUwwWZBVEbShv41NJPsapsFUuLlxL0BnNY+czjDg2RPthE6thpUueSpAYuDi0GgCrE6uRC4CT74g7HBoaxYucIp84hJoYfCHoLKF5wG3WNa2i4904S3R2c3L2LAz//CS/99Af0ZY9kFNelTOC2cJhFKxuo27QRfyRyg+qUutott9zCO++8c80hSY83OzFfP5cpNSYNYbOAa1w6hjs42X+S1oHWUV8vLgsBmTlcFdEKagtqaSxvpLaglpr8GhYWLtR1ucaZ03GO9JEjpFs7SXWlSA+Ese0ywAIqEekh7uvhGOc4OOjSGxskkuwknD4LJkE+IFY+BfOWUrVsBXWrlmD3ddB25Agt+3bw+t7txAOZNb28ts0coC4cZsHSpdRt2EC4uCiHr17NFNcbkvQGM/ufrtWq1Ng0hM0gw+nhUT1aF8PW6YHTJJzEpe3yfHnUFNRw59w7qSmouRS25ufP11P+jDOTSmO3HCV9vJVU23nSvUJ6uCg7j8sHVCHSS9LbyxlvJ/tjcG44iS/ZRX66E4/diwdDGWD5iimoWMHcunoKC/3Ees/R0dXF4Za3efPsoUtdDhHXpcLyUj1nDrW33krVmjVYYyyoqdT7cfEoycOHD+M4zqhzSXosC2MMonPClBqThrBpxnEd2ofbLw8hZoNWa38rXfHLvVoe8VAZraQmv4a189ZSU1BDTX4mcJUES3Tu1jgzsWHSx5uxT50l3d6Hfd4hPRTGtkvIhK0CIAxWJ/2+NprTJziW8NAZTxFI9lJo92Clu8GkKIPMEYwF1eSXryAcDeE1MQYG++lOxznVdRS6M+9fyHEoFQ/14TCVCxcy//ZGihfqYqlq8ixZsoS9e/dy+vRpakcs1OuxLAwGPT5SqbFpCJtijDEMpAboinXRGeukK9ZF22BbJmgNtHKq/xQpN3Vp+zx/HrUFtaytWHupR6u2oJbqvGr8lj+Hr2TmMbaD096Gffo0Tns36a4h7AuQjkVxnBLAQyZsRRFPD3FPH+esDo6n4FRS6I8NUmyfJ5zuRuzzWLhUAIgPX3Qe/rIV+EMBhBSxdIILPi9dniGIDQEQtm1KLgauujrm3367rk6vcq62thbLsmhubh4VwjIf9HQwUqnr0RA2iVzjcj5xns7hTjpjnZdC1sXbF4PXyAnxAJZYVOVVUZNfw7p56zJhK9uzVRws1l6tcWRSaZy2Vuwzbdjtvdi9Mex+sGMhbLuIzCR5gDKgEDxdDHl6OC1tnEx7aE+6DMYHyXf6Cacv4LF7waTIB/IQTLAIq7AUb6gKj+XBIU3MA4OBi983jT+Vpkig3udnTvkc5i1aROWqVbpUhJqSAoEANTU1NDc388ADD4x6zGgIU+q6NISNk7STpjvenQlXI0JW5/DlcNUd68Y29qjnecVLWbiM8nA59UX13F11N+Xh8swlkvlaFirT0/iME5NK47SfwTl7DrurF6d3GGcgjT3kwUmEsZ1iMj8WXqAcSIKnl5j00yEdnHWgMyX0plIkk0Pku/0E0xeQ9HnAJipCxOfH+POhsBACpRjLg21B0mdhPJ5LtQRSKQocl/neAGWFRcytqaGyoYHCmgV4Rmyn1FRXX1/Piy++SE9PD6WlIw7iMeiHRKWuQ0PYTYilY6N6qq4VsnoTvVc9L+QNUR4uZ054Do3ljZRHMtdHhqziYDEe0T+448HYDm5vF05nB053D05vP875OM6Aix334iSjOG4BmSMQAYqBYoR+HE8/Q/TSzlnabQ8dKcOFZBLXHiTfGcBn9yF2H8akMV4/Ub+fiC+ICUVJ+0vBNw/HEmyfNeqYfMu2yU+nKROL4lCIkvJyymtrKV+2jOjcubloJqXG3cUQduzYsVEhTHvClLo+DWFXaBts46mmp0YFrsH04FXbFQQKLgWqW0puuRSqLt43JzyHfH++fgocJ+5AH05HO05nVyZc9Q3jDqZxhg1OwoeTCuO4+WQmwQMEsxcH5AJpGaDfnKPbnKHHFnrTDgPJJAl7iKAziN8ZBHsA40lhvD5cn5+o14cJBXH9YZLeuRhvJbbXAs+I99QYwskkecYm3+OnMBymqLSMksoKSuvqKFq4UBc+VTNeUVERZWVlNDc3c9eVJ3PXHKbUmDSEXcF2bX519leUh8uZnzefNXPXXApWcyNzmROew5zwHELeUK5LndaM7eD29eL2dOOeP49zYQC3P4YzlMQddnASgpv04qSDuE4Uw8X29pA5jXQRQgxX+knKMAPuAH1uO322S3/aYdBOEUvHcJwBvE4My8RwSWC8gvF6MV4/xu/DHwng+ILEvOW43oqrVpYU1yWSShExLlHxkB8MUFRcQnHFPEprayldtAhvSPcFperr63nzzTdJJBIEg5mFnE1mPDLHlSk1dWkIu0JNQQ2vPP5KrsuYVozrYoYGcS+cx+27gNs/gDswhDsYx42lceM2btzgJDw4KT+uHcY1UUbvfvnZiwMM4coQCZNgyAwz5HTT7zj02zaDdoq4nSBlDyDuEEIy03tlgfH6shcvrt+XCVreAGlv5Jp/CCzbIZxOEQWiIuQFgxQUFJBfVkbhvHkUL1hAXkWF9mQpdRPq6+t5/fXXaWlpYfny5dl7DaJLVCg1Jg1h6hKTSuL292H6+3CHBnEHhzBDcdzhROYSs3HjLk4SnJSFm/ZjnBCuiXB5GBAyc64KsheAODBMkjhxE2fYGWTIPcegYxOz0wzbCVJunKQ7hE0cI2mMx8FYgrG8mZ4ry4sJZb9aPowVAglf40UY/GmbqOMQFYh4PEQCAaLRKNGCQvJLS8kvn0NBdTXhsjKdAK/UOKmqqiIUCtHc3HwphBljdDhSqevQEDZDmFQaMzyAOzSIGRzEHRzEHYphhuO4sSRuPIVJODgJFzcFTkowtoWx/Rg3gDEhDFeeC9KCTD9R9nYawzC2SZA0aRImQdwZIua2E3NSDLtJEiZJ0iRJmSRpkqQkietxMR7AY2EsKxOkfBYmaGXv82Z7qvKyl8vEdfHaLgHHJYghjIeo5SUSChKORAjn5ZFXUkJ+eTkFVVVEy8u150qpHLAsi0WLFnHs2DFc1738AUc7wpQak4awHDCuC6kkZngQd2gIMzSEG4thYnFMLIGbSGISadxEGpNycJIubsrgpsC1PRjHAseLcX0YE8CYAJfXrxrpyvttXJPANknSpEm6aWJujJjpI+6mSZgUCdKkTIoUaVKksUlji4MtaRxxM6HJ48F4LPBamIA3c31Uj5JweWJ89h7XxeMYvI6Lzxj8CCEjRDxeooEAkWiESF4ekaIiIsXFRMvmEC0vJ1hYoL1VSk0T9fX1HDhwgLNnz1JdXa0r5it1AxrCrmBcFxIJTHwINxbHxOOYeAyTSGASSUwyhUmmMYkUbsrGpGyclIObcnHSLiYNxhaMI+B4MK4FrheMF2N8YPwYAlxeJmEkL6N7nsA1Dg5JkiZBkhQJN53phSJOkjQpY5MyadI4pMUmjY2Ng53954iLIw6ugOvxQDZAXQpO150068tcjEFcg8d1sVyD5WYqDbhCUDyEvT6ioRD50TChaJRwQT6h/HzCRUWES0oIl5Tgj0TG821SSk1BdXV1ALS0tFBdXQ1oBFPqejSEXaFz5y7srfYYj3pxsXDw4xDCwcUWF9s4mX4jkyZNmhQ2trFJkyRtnGx/koODkw1IDra42XsyIcnB4IqbCUsCrkcw4rmJoHQNxiCuB3F9eFyDxxi8BrwGfI7gMx4CeAhaPkKBAJFwkGg0QqQgj2AkQiAvj1B+PsHCQkKFhfiiUe2NUkrdUDgcprKykpaWFjZt2qQ9YUrdgIawKzQ1nWS/5xiuGFxM5ms2GBmR93+4tesixiAGxDWXrnuMweOCD8FC8CL4PB58lkXA68Xv9xEM+AmHQ4QjYSL5UcJ5efgjYQKRCP5oHoH8PALRKN7glXO7lFJqctTV1fHaa68Rj2dOv6YRTKmxaQi7QvWSBbxz4iAekxmMsxA8CJbHg1cEr8fC5/Xgs7z4/D4Cfj+BgJ9AMEgoEiIUjRDOjxCKRPBFIniDQfzhMP5sONJJ40qpmayuro5XX32V1tZWvMZgNIYpNSYNYVdYds96lt2zPtdlKKXUtFRVVYXf76elpYUlWBrBlLqOCZ3oIyIPishRETkuIl+7xuMBEXk2+/guEamZyHqUUkpNLMuyqK2t5ejRo6Rwcl2OUlPahIUwEbGA7wIPAbcAnxKRW67Y7HPABWPMIuCvgb+cqHqUUkpNjrVr1zI0NMSuwAmMdoUpNaaJHI68AzhujDkBICI/Ah4BDo/Y5hHgz7LXnwO+IyJijNE1lpVSapqqra1l8+bNbNu2jcGiBHv+RD9fq6mpKCE88c2v5uz/n8gQVgmcGXG7DbhzrG2MMbaI9AMlQM/IjUTkSeBJgPnz509UvUoppcbJ+vXrOfbT14n5QY+RVFOV5LjPZ1pMzDfGPAU8BdDY2Ki9ZEopNcWJCL/1jT/MdRlKTWkTOTH/LFA94nZV9r5rbiMiXjJnfO6dwJqUUkoppaaEiQxhbwGLRaRWRPzAJ4GtV2yzFfh09vpjwCs6H0wppZRSs8GEDUdm53h9EXiJzIkS/94Yc0hEvg7sMcZsBf4O+CcROQ6cJxPUlFJKKaVmvAmdE2aMeQF44Yr7/nTE9QTwiYmsQSmllFJqKtKzMiullFJK5YCGMKWUUkqpHNAQppRSSimVAxrClFJKKaVyQEOYUkoppVQOaAhTSimllMoBDWFKKaWUUjmgIUwppZRSKgc0hCmllFJK5YBMt1M1ikg3cGoS/qtSoGcS/p/pQNtiNG2Py7QtRtP2GE3b4zJti9FmU3ssMMaUXeuBaRfCJouI7DHGNOa6jqlA22I0bY/LtC1G0/YYTdvjMm2L0bQ9MnQ4UimllFIqBzSEKaWUUkrlgIawsT2V6wKmEG2L0bQ9LtO2GE3bYzRtj8u0LUbT9kDnhCmllFJK5YT2hCmllFJK5YCGMEBEviEiR0SkSUT+RUQKx9iuVUQOiMg+EdkzyWVOmvfQHg+KyFEROS4iX5vkMieNiHxCRA6JiCsiYx7NMxv2j/fQFrNl3ygWkZdF5Fj2a9EY2znZ/WKfiGyd7Don0o3eaxEJiMiz2cd3iUhNDsqcNDfRHp8Rke4R+8Pnc1HnZBCRvxeRLhE5OMbjIiLfzrZVk4jcNtk15pqGsIyXgRXGmAagGfij62x7jzHm1hl+aO0N20NELOC7wEPALcCnROSWSa1y8hwEPga8ehPbzvT944ZtMcv2ja8BvzDGLAZ+kb19LfHsfnGrMWbL5JU3sW7yvf4ccMEYswj4a+AvJ7fKyfMe9v1nR+wPT09qkZPr/wAPXufxh4DF2cuTwP+ehJqmFA1hgDHm58YYO3tzJ1CVy3py7Sbb4w7guDHmhDEmBfwIeGSyapxMxph3jTFHc13HVHCTbTFr9g0yr+sfs9f/EXg0d6XkxM281yPb6Dlgs4jIJNY4mWbTvn9DxphXgfPX2eQR4BmTsRMoFJF5k1Pd1KAh7GqfBV4c4zED/FxE3haRJyexplwaqz0qgTMjbrdl75vNZuP+cS2zad8oN8a0Z693AOVjbBcUkT0islNEHp2c0ibFzbzXl7bJfrjrB0ompbrJd7P7/sezw2/PiUj15JQ2Jc2m3xXX5M11AZNFRLYBc6/x0B8bY36a3eaPARv4wRjf5gPGmLMiMgd4WUSOZJP+tDNO7TFj3Ex73IQZsX+MU1vMGNdrj5E3jDFGRMY63HxBdt9YCLwiIgeMMS3jXauaFv4V+KExJikiv0Oml/DeHNekcmTWhDBjzH3Xe1xEPgN8GNhsxli3wxhzNvu1S0T+hUzX87T7Iwvj0h5ngZGf4Kqy901LN2qPm/weM2L/GIe2mDX7hoh0isg8Y0x7dhila4zvcXHfOCEi24HVwEwIYTfzXl/cpk1EvEAB0Ds55U26G7aHMWbka38a+KtJqGuqmlG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"text/plain": [ "<Figure size 720x432 with 1 Axes>" ] @@ -1376,7 +1376,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 720x432 with 1 Axes>" ] @@ -1388,7 +1388,7 @@ }, { "data": { - "image/png": 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HaLJkTJoQzdSpglNU6kppSRNOJcwnDIDj+ccNTiKE85MiTYhmqvqXYPUvRSGcQfXP47H8YwYnEcL5SZEmRDNVXaR1atXJ2CBCnMPbxZsA9wBpSROiHqRIE6KZOp5/nECPQLxcvIyOIsR5Ovt0liJNiHqQIk2IZup4/nHp6hROqZNPJ47nH6c5TgFVX6+88goRERFER0cTGxvLli1bLrnvlClT+PLLLwFYt24dERERxMbGUlRUxPTp04mMjCQqKop+/fpx/Lij+L3pppvIy8urd54lS5bw2muvAfDCCy8wa9asK/p6zj1+0aJF7N+/v85j4uPj6dGjB9HR0fTs2ZNHH320Xpm/+OILevXqxfDhw0lISGD69OmX3b/6tcjLy+O9996reT4xMZFBgwbVfB8+++yzmm3Hjx9nwIABdOvWjbvuuovy8nIA5s+fT3R0NNHR0QwePLhmMXiApUuX0qNHD7p27VrzWvxsWutm99G3b18tREtmt9v1gPkD9MubXjY6ihAXmb9/vo6cF6kzijIa/dr79+9v9GteaOPGjXrgwIG6tLRUa611ZmamPn369CX3v//++/UXX3yhtdb617/+tZ47d67WWutPP/1U33777dpms2mttT516pTOycn52fmef/55/cYbb9R7/4qKikvmvZxhw4bpbdu2aa21Lisr048//ri+/vrr6zxuzJgxeuXKlfXOV+348eM6IiKi5vGhQ4f04cOHtdZanz59WgcHB+vc3FyttdZ33nmnXrBggdba8Zq/9957WmutN2zYUPMaf//997p///5aa60rKyt1586d9dGjR3VZWZmOjo7W+/btqzVHbT+DQIKupZ6RljQhmqHMkkyKKoro7Ct3dgrn09Lv8ExLS8Pf379mDU1/f3/atm3L9u3bGTZsGH379mXMmDEXzbD/4Ycf8vnnnzNz5kwmT55MWloaISEhmEyOX+WhoaE1i4p36tSJrKwskpOT6dmzJ1OnTiUyMpLJkyezfPlyhgwZQrdu3WoWO583b16tqxX861//ol+/fsTExHD77bdTXFwMOFr3Hn/8cYYPH86MGTNqjt+4cSNLlizhiSeeIDY2lqNHj9KnT5+a8yUlJdG3b9+LruPi4sJf//pXTp48WdM69Z///If+/fsTGxvLr3/9a2w2GzNnzmT9+vVMmzaNJ554gtWrVzNu3DjAsZLDAw88QFRUFNHR0Xz11VfnvRZPPfUUR48eJTY2lieeeILu3bvTrVs3ANq2bUtgYCCZmZlorVm5ciV33HEHAPfffz+LFi0CYPDgwTWv8cCBA0lJSQFg69atdO3alc6dO+Pi4sLdd99ds3rCzyHzpAnRDMmdncKZnXuHZ/+Q/sYF+eEpOLOnYc8ZHAVjL9/VNXr0aGbOnEn37t254YYbuOuuuxg8eDCPPfYYixcvJiAggM8++4xnnnmGuXPn1hw3depU1q9fz7hx47jjjjtISUlh6NChrFu3jpEjR3LPPffQu3fvi6535MgRvvjiC2bPnk2/fv349NNPWb9+PUuWLOHVV1+tKUBqc9ttt/HQQw8BjmWX5syZw2OPPQbA4cOHWb58OWazmXnz5gGOImb8+PE1GQF8fHxITEwkNjaWjz76iClTptR6LbPZTExMDAcPHsTFxYXPPvuMDRs2YLVaeeSRR5g/fz7PPfccK1euZNasWcTFxZ234PtLL72Ej48Pe/Y4vqcXrt352muvsXfvXhITEy+69tatWykvL6dLly5kZ2fj6+uLxeIokUJDQzl9+uL1ZufMmcPYsWMBOH36NO3bt6/ZFhoaetku7PqSIk2IZqh6eoOwVlKkCecT5BGEh8WjxbakeXl5sX37dtatW8eqVau46667ePbZZ9m7dy+jRo0CwGazERISctnzhIaGcujQIVauXMnKlSsZOXIkX3zxBSNHnj+BdVhYGFFRUQBEREQwcuRIlFJERUWRnJx82Wvs3buXZ599lry8PAoLCxkzZkzNtjvvvBOz2Vzn1zt16lQ++ugj3nzzTT777LOa1rva6KpxiitWrGD79u3069cPgJKSEgIDAy97neXLl7Nw4cKax9UtXnVJS0vj3nvv5eOPP8ZkMtU6VlIpdd7jVatWMWfOHNavX39e7ssdczUMLdKUUjcCfwPMwIda61r//FBK9QM2A3dprb9sxIhCNEnH84/jafUk0OPyb2pCGEEpRZhPmPFFWh0tXteS2WwmPj6e+Ph4oqKiePfdd4mIiGDTpk1XdB5XV1fGjh3L2LFjCQoKYtGiRRcVadXdqgAmk6nmsclkorKy8rLnnzJlCosWLSImJoZ58+ad13Ll6elZr4y33347L774IiNGjKBv3774+fnVup/NZmPPnj306tWLjIwM7r//fv7yl7/U6xrgKJSutDA6e/YsN998My+//DIDBw4EHN3PeXl5VFZWYrFYSElJoW3btjXH7N69m6lTp/LDDz/UfC2hoaGcOnWqZp8Lj7laho1JU0qZgXeBsUA4MEkpFX6J/V4HfmzchEI0XcfyjxHWKqxB/pIT4lro7NO5xU5oe+jQIZKSkmoeJyYm0qtXLzIzM2uKtIqKCvbt23fZ8+zYsYPU1FQA7HY7u3fvpmPHjg2ataCggJCQECoqKpg/f369jvH29qagoKDmsZubG2PGjOE3v/kNDzzwQK3HVFRU8PTTT9O+fXuio6MZOXIkX375JRkZGQDk5ORw4sSJy1539OjR/OMf/6h5fGF354W5ysvLufXWW7nvvvu48847a55XSjF8+PCaO2o//vhjJkyYAMDJkye57bbb+OSTT+jevXvNMf369SMpKYnjx49TXl7OwoULGT9+/GXz1oeRNw70B45orY9prcuBhcCEWvZ7DPgKyGjMcEI0ZTL9hnB2YT5hpBenU1RRZHSURldYWMj9999PeHg40dHR7N+/n5kzZ/Lll18yY8YMYmJiiI2NZePGjZc9T0ZGBrfccguRkZFER0djsVhqHfz/c7z00ksMGDCAUaNG0bNnz3odc/fdd/PGG2/Qu3dvjh49CsDkyZNRSjF69Ojz9p08eTLR0dFERkZSVFRUM9g+PDycl19+mdGjRxMdHc2oUaMuupHiQs8++yy5ublERkYSExPDqlWrztvu5+fHkCFDiIyM5IknnuDzzz9n7dq1zJs3j9jYWGJjY2vGq73++uu8+eabdO3alezsbH71q18BMHPmTLKzs3nkkUeIjY0lLi4OAIvFwj/+8Q/GjBlDr169+MUvfkFERES9Xq/LUbX1ozYGpdQdwI1a66lVj+8FBmitHz1nn3bAp8AIYA7w7aW6O5VSDwMPA3To0KFvXRW3EM1VUUURAz8dyO/6/I6pUVONjiNErVacWMHvV/+ehTcvJML/5/8yq68DBw7Qq1evRruecJg1axb5+fm89NJLRkcxXG0/g0qp7VrruAv3NXJMWm39MBdWjG8DM7TWtrq6bbTWs4HZAHFxcS13hkTR4tXc2Sk3DQgndu4dno1ZpInGd+utt3L06FFWrlxpdJQmx8giLQVof87jUCD1gn3igIVVBZo/cJNSqlJrvahREgrRBMn0G6IpaN+qPRZlMf7mAXHNffPNN0ZHaLKMLNK2Ad2UUmHAaeBu4Jfn7qC1rvkto5Sah6O7c1EjZhSiyTmefxyLstC+Vfu6dxbCIFaTlVDvUCnShLgMw4o0rXWlUupRHHdtmoG5Wut9SqlpVds/MCqbEE3ZsfxjhHqHYjVZjY4ixGW15Ds8hagPQ+dJ01p/D3x/wXO1Fmda6ymNkUmIpk7u7BRNRZhPGGtPr6XCXiF/VAhRC1m7U4hmpMJewcmzJ+ni28XoKELUqbNvZyrtlaQUpBgdRQinJEWaEM3IqbOnqNSVdPaRhdWF86u+A7mljUszm80183LFxsbWuTTTlerUqRNRUVFERUURHh7Os88+S1lZWZ3HvfPOO/Tq1YvJkyezZMkSXnvt8isyDB48GIDk5GQ+/fTTBskuzidrdwrRjBzNd0wc2dlXijTh/Dr5dAIc4yhHMMLYMI3I3d291kW+G9KqVavw9/ensLCQhx9+mIcffpiPP/74sse89957/PDDD4SFOYrnumbMr55st7pI++Uvf3nZ/cWVk5Y0IZqRY3mysLpoOrxdvAl0D2xxLWm16dSpE1lZWQAkJCQQHx8PQGZmJqNGjaJPnz78+te/pmPHjjX7TZw4kb59+xIREcHs2bNrPa+XlxcffPABixYtIicnB4A33niDfv36ER0dzfPPPw/AtGnTOHbsGOPHj+ett95i3rx5NasXpKenc+uttxITE0NMTExNcebl5QXAU089xbp164iNjeWtt966Ni9QCyUtaUI0I0fzj9LWsy0eVg+jowhRL2E+YSTnJxty7de3vs7BnIMNes6ebXoyo/+My+5TUlJCbGwsAGFhYZedR6x6YfKnn36apUuXnleMzZ07lzZt2lBSUkK/fv24/fbba128vFWrVoSFhZGUlER+fj5JSUls3boVrTXjx49n7dq1fPDBByxdurSmBW7evHk1x0+fPp1hw4bxzTffYLPZKCwsPO/8r732GrNmzeLbb7+txyskroQUaUI0I8fzjxPmK61ooukI8wnj22PforWmrpVlmosr6e5cv359TRF344030rp165pt77zzTs22U6dOkZSUVGuRBlC9BOSyZctYtmwZvXv3BhzriCYlJXH99ddfMsPKlSv597//DTjG0/n4+NQru/j5pEgTopmw2W0czz9O/+D+RkcRot7CfMIorCgkqySLAI+ARr12XS1ejclisWC32wEoLS2tef5S62uvXr2a5cuXs2nTJjw8PIiPjz/vuHMVFBSQnJxM9+7d0Vrz9NNP8+tf/7rhvwjR4GRMmhDNRGphKmW2Mpl+QzQp1Te5tPRJbTt16sT27dsB+Oqrr2qeHzp0KJ9//jngaAXLzc0FID8/n9atW+Ph4cHBgwfZvHlzrectLCzkkUceYeLEibRu3ZoxY8Ywd+7cmi7L06dPk5GRcdlsI0eO5P333wfAZrNx9uzZ87Z7e3tTUFBwFV+1qIsUaUI0E9W/5GT6DdGUtNRpOC70/PPP87vf/Y7rrrsOs9l83vPLli2jT58+/PDDD4SEhODt7c2NN95IZWUl0dHR/PnPf2bgwIHnnW/48OFERkbSv39/OnTowD//+U8ARo8ezS9/+UsGDRpEVFQUd9xxR50F1t/+9jdWrVpFVFQUffv2Zd++fedtj46OxmKxEBMTIzcONDB1qabUpiwuLk4nJCQYHUOIRjV371ze2v4W6+9ej4+rjBkRTYPWmkELBjG+y3j+NOBP1/x6Bw4coFevXtf8Og2lrKwMs9mMxWJh06ZN/OY3v7nm03eIa6u2n0Gl1HatddyF+8qYNCGaiWN5x/B395cCTTQpSinCWoW1+O7OSzl58iS/+MUvsNvtuLi48K9//cvoSKIRSZEmRDNxLP8YXXxkPJpoerr4dmFj6kajYzilbt26sXPnTqNjCIPImDQhmgGtNcfyj8nC6qJJ6uLbhcySTPLL8o2OIoRTkSJNiGYgvTidoooiubNTNEnVP7fS5SnE+aRIE6IZqP7lJkWaaIqqf26P5h01OIkQzkWKNCGagZo1O6W7UzRBIZ4huFvcpUgT4gJSpAnRDBzLP4aPqw9+brUvCSOEMzMpE2E+YS2iSIuPj+fHH38877m3336bRx55pF7Hv/322xQXF1/19c+cOcPdd99Nly5dCA8P56abbuLw4cOX3H/16tWMGzcOgCVLlvDaa69d0fWmTJnCl19+edV5Wzop0oRoBo7mHaWzT+cWs/ahaH66+nZtEUXapEmTWLhw4XnPLVy4kEmTJtV5rM1m+1lFmtaaW2+9lfj4eI4ePcr+/ft59dVXSU9Pr9fx48eP56mnnrqqa9dXZWXlNT1/UyNFmhDNwLH8Y7LSgGjSOvt0JqMkg7PlZ+veuQm74447+PbbbykrKwMgOTmZ1NRUUlJSiIqKIjIykhkz/remqJeXF8899xwDBgzglVdeITU1leHDhzN8+HDAsVTUoEGD6NOnD3feeSeFhYWcOHGCbt26kZWVhd1u57rrrmPZsmWsWrUKq9XKtGnTas4fGxvLddddx7333svixYtrnp88eTJLliw5L/u8efN49NFHAUcL2fTp0xk8eDCdO3euaS3TWvPoo48SHh7OzTfffN6SU9u3b2fYsGH07duXMWPGkJaWBjhaF//0pz8xbNgw/va3vzXky93kyTxpQjRxOaU55JXlSZEmmrSuvl0Bx/jK2MDYRrnmmVdfpezAwQY9p2uvngT/6dIrJ/j5+dG/f3+WLl3KhAkTWLhwIWPGjGHGjBls376d1q1bM3r0aBYtWsTEiRMpKioiMjKSmTNnAjB37lxWrVqFv78/WVlZvPzyyyxfvhxPT09ef/113nzzTZ577jlmzJjBtGnTGDBgAOHh4YwePZp33nmHvn371ppr6tSpvPXWW0yYMIH8/Hw2btzIxx9/zPr16y/5taSlpbF+/XoOHjzI+PHjueOOO/jmm284dOgQe/bsIT09nfDwcB588EEqKip47LHHWLx4MQEBAXz22Wc888wzzJ07F4C8vDzWrFnzM1755kla0oRo4qq7iOTOTtGUVS+0npSXZHCSa+/cLs+FCxcSGhpKfHw8AQEBWCwWJk+ezNq1awEwm83cfvvttZ5n8+bN7N+/nyFDhhAbG8vHH3/MiRMnAEfRVVBQwAcffMCsWbPqzDRs2DCOHDlCRkYGCxYs4Pbbb8diuXw7zsSJEzGZTISHh9d0ma5du5ZJkyZhNptp27YtI0aMAODQoUPs3buXUaNGERsby8svv0xKSkrNue666646M7ZE0pImRBO3P3s/AD3b9DQ4iRBXL9QrFG+rNweyDzTaNS/X4nUtTZw4kccff5wdO3ZQUlJCTEwMR4/WPh7Pzc3tvAXXz6W1ZtSoUSxYsOCibcXFxTVFUGFhId7e3kRERFx2EP+9997L/PnzWbhwYU0L1+W4urqel6VabWNjtdZERESwadOmWs/l6elZ5/VaImlJE6KJ25e1jxDPEPzc5c5O0XQppQj3D2df9j6jo1xzXl5exMfH8+CDDzJp0iQGDBjAmjVryMrKwmazsWDBAoYNG1brsd7e3hQUFAAwcOBANmzYwJEjRwBHYVZ9p+aMGTOYPHkyM2fO5KGHHgJgxIgRlJWVnbf+57Zt22q6GadMmcLbb78NQERExFV9bddffz0LFy7EZrORlpbGqlWrAOjRoweZmZk1RVpFRQX79jX/7/XPJUWaEE3cvux9RPhd3RuqEM4kwi+Cw7mHKbeVGx3lmps0aRK7du3i7rvvJiQkhL/85S8MHz6cmJgY+vTpw4QJE2o97uGHH2bs2LEMHz6cgIAA5s2bx6RJk4iOjmbgwIEcPHiQNWvWsG3btppCzcXFhY8++gilFN988w0//fQTXbp0ISIighdeeIG2bdsCEBQURK9evXjggQeu+uu69dZb6datG1FRUfzmN7+pKTZdXFz48ssvmTFjBjExMcTGxrJxo6zXWhd1bhNlcxEXF6cTEhKMjiHENXe2/CxDFgzhd31+x9SoqUbHEeJnWZa8jD+u+SMLb15IhP+1+cPjwIED9OrV65qcu6krLi4mKiqKHTt24OPjY3ScZqu2n0Gl1HatddyF+0pLmhBNWPX4nXC/cIOTCPHzVRdmLaHL09ksX76cnj178thjj0mB5kTkxgEhmrDqX2bhbaRIE01fW8+2+Lj6SJFmgBtuuIGTJ08aHUNcQFrShGjC9mXto51XO3zdfI2OIsTPppQiwi+CfVlSpAkBUqQJ0aTJTQOiuYnwi+BI3hFKK0uNjiKE4aRIE6KJyivN43Th6Ws2wFoII0T4RWDTNg7lHjI6ihCGkyJNiCaqehJbaUkTzUn1Hx3VP99CtGRSpAnRRFUPru7lJ9MJiOYjyCOINm5tmu24tPj4eH788cfznnv77bd55JFH6nX822+/TXFx8VVf32w2ExsbS0REBDExMbz55pvY7XYAEhISmD59+lWdNzk5mcjIyKvOJWonRZoQTdS+7H10bNWRVi6tjI4iRIOpuXmgmd7hee66ndUWLlzIpEmT6jzWZrP97CLN3d2dxMRE9u3bx08//cT333/Piy++CEBcXBzvvPPOVZ9bNDwp0oRoovZl75P50USzFOEfwbH8YxRXXH0x4qzuuOMOvv32W8rKygBHC1RqaiopKSlERUURGRnJjBkzavb38vLiueeeY8CAAbzyyiukpqYyfPhwhg8fDsCyZcsYNGgQffr04c4776SwsJATJ07QrVs3srKysNvtXHfddSxbtuyiLIGBgcyePZt//OMfaK1ZvXo148aNA+CFF17g3nvvZcSIEXTr1q1mKSmtNU888QSRkZFERUXx2WefXXRem83GE088Qb9+/YiOjuaf//xng7+OLYXMkyZEE5Rdks2ZojMyHk00SxF+Edi1nUO5h+gd2PuaXWfd54fJOlXYoOf0b+/Fdb/ofsntfn5+9O/fn6VLlzJhwgQWLlzImDFjmDFjBtu3b6d169aMHj2aRYsWMXHiRIqKioiMjGTmzJkAzJ07l1WrVuHv709WVhYvv/wyy5cvx9PTk9dff50333yT5557jhkzZjBt2jQGDBhAeHg4o0ePrjVP586dsdvtZGRkXLRt9+7dbN68maKiInr37s3NN9/Mpk2bSExMZNeuXWRlZdGvXz+uv/76846bM2cOPj4+bNu2jbKyMoYMGcLo0aMJCwv7Ga9syyQtaUI0QXLTgGjOqluIm+u4tHO7PBcuXEhoaCjx8fEEBARgsViYPHkya9euBRxjyG6//fZaz7N582b279/PkCFDiI2N5eOPP+bEiRMATJ06lYKCAj744ANmzZp12TyXWh5ywoQJuLu74+/vz/Dhw9m6dSvr169n0qRJmM1mgoKCGDZsGNu2bTvvuGXLlvHvf/+b2NhYBgwYQHZ2NklJSVf0GgkHaUkTognal70PhZKbBkSzFOgRSKB74DUfl3a5Fq9raeLEiTz++OPs2LGDkpISYmJiOHr0aK37urm5YTaba92mtWbUqFEsWLDgom3FxcWkpKQAUFhYiLe3d63nOHbsGGazmcDAQA4cOHDeNqXURY/rs9631pq///3vjBkzps59xeVJS5oQTdC+7H2E+YThafU0OooQ10S4f3izvXnAy8uL+Ph4HnzwQSZNmsSAAQNYs2YNWVlZ2Gw2FixYwLBhw2o91tvbm4KCAgAGDhzIhg0bOHLkCOAozA4fPgzAjBkzmDx5MjNnzuShhx6q9VyZmZlMmzaNRx999KKCDGDx4sWUlpaSnZ3N6tWra7o2P/vsM2w2G5mZmaxdu5b+/fufd9yYMWN4//33qaioAODw4cMUFRVd3YvVwklLmhBN0P6s/QwIGWB0DCGumQi/CNacWkNheSFeLl5Gx2lwkyZN4rbbbmPhwoWEhITwl7/8heHDh6O15qabbmLChAm1Hvfwww8zduxYQkJCWLVqFfPmzWPSpEk1NyK8/PLLpKWlsW3bNjZs2IDZbOarr77io48+4oEHHqCkpITY2FgqKiqwWCzce++9PP7447Veq3///tx8882cPHmSP//5z7Rt25Zbb72VTZs2ERMTg1KKv/71rwQHB5OcnFxz3NSpU0lOTqZPnz5orQkICGDRokUN/RK2CKo+TZdNTVxcnE5ISDA6hhDXREZxBiO/GMmMfjO4J/weo+MIcU2sTVnLb1f8lrlj5tIvuF+DnffAgQP06iXDBOrywgsv4OXlxf/93/8ZHaXZqe1nUCm1XWsdd+G+0t0pRBNTc9OALAclmrHqmwdk5QHRkkl3pxBNzL7sfZiUiR6texgdRYhrxt/dn2DP4GZ7h6eze+GFF4yOIJCWNCGanH1Z++js0xkPq4fRUYS4pprzygNC1IcUaUI0IVpr9mXvk/nRRIsQ4RfByYKTnC0/a3QUIQwhRZoQTUh6cTo5pTkyHk20CNV/jBzIPlDHnkI0T1KkCdGEVI/PkTU7RUtQ/XO+J2uPwUmEMIYUaUI0Ibsyd2E1WenVRqYQEM2fr5svHVt1ZHfmbqOjNCiz2UxsbCyRkZHccsst5OXlXfW5vLwunkMuNTWVO+6446rPGR8fz7nTWCUnJxMZGXnZYy7cZ9KkSURHR/PWW28xZcoUwsLCiI2NpWfPnrz44otXlOfchd9bGinShGhCEjMTCfcLx8XsYnQUIRpFTEAMuzJ31Ws5oqbC3d2dxMRE9u7dS5s2bXj33Xcb9Pxt27blyy+/bNBzXokzZ86wceNGdu/ezR/+8AcA3njjDRITE0lMTOTjjz/m+PHjhuVrSqRIE6KJqLBVsC9rH7EBsUZHEaLRxATEkFOaQ0pBitFRrolBgwZx+vRpALZu3crgwYPp3bs3gwcP5tChQwDMmzeP2267jRtvvJFu3brx5JNPXnSerKwsBg0axHfffXdeq9bljl22bBmDBg2iT58+3HnnnRQWFtaZNzk5meuuu44+ffrQp08fNm7ceNE+o0ePJiMjg9jYWNatW3fettLSUgA8PR1L2q1YsYLevXsTFRXFgw8+WLNywtKlS+nZsydDhw7l66+/BsBut9OtWzcyMzNrHnft2pWsrKw6czdVMk+aEE3EgZwDlNvLiQmMMTqKEI0mNjAWcLQit2/VvkHPvWrebDJOHGvQcwZ27MzwKQ/Xa1+bzcaKFSv41a9+BUDPnj1Zu3YtFouF5cuX86c//YmvvvoKgMTERHbu3Imrqys9evTgscceo317x+uRnp7O+PHjefnllxk1atR5SzRd6lh3d3defvllli9fjqenJ6+//jpvvvkmzz33HACTJ0/G3d0dgPLyckwmR5tOYGAgP/30E25ubiQlJTFp0iQuXOFnyZIljBs3jsTERADmzJnDE088wcsvv8yRI0eYPn06gYGBlJaWMmXKFFasWEH37t257777eP/995k2bRoPPfQQK1eupGvXrtx1110AmEwm7rnnHubPn8/vf/97li9fTkxMDP7+/lf4XWo6pEgToonYlbkLcLQsCNFSdPHpgqfVk12Zu7ilyy1Gx2kQ1etnJicn07dvX0aNGgVAfn4+999/P0lJSSilahYoBxg5ciQ+Pj4AhIeHc+LECdq3b09FRQUjR47k3XffveSi7LUdm5eXx/79+xkyZAjgKMQGDRpUc8z8+fOJi3OsUpScnFwzJqyiooJHH32UxMREzGZzzYLudXnjjTe44447KCwsZOTIkWzcuBFPT0/CwsLo3r07APfffz/vvvsu8fHxhIWF0a1bNwDuueceZs+eDcCDDz7IhAkT+P3vf8/cuXN54IEH6nX9pkqKNCGaiMSMRNp6tiXQI9DoKEI0GrPJTLR/NIkZiQ1+7vq2eDW06jFp+fn5jBs3jnfffZfp06fz5z//meHDh/PNN9+QnJxMfHx8zTGurq41n5vNZiorKwGwWCz07duXH3/88ZJFWm3Haq0ZNWoUCxYsuKLsb731FkFBQezatQu73Y6bm9sVHe/l5UV8fDzr169n9OjRl9xPKVXr8+3btycoKIiVK1eyZcsW5s+ff0XXb2pkTJoQTURiZqJ0dYoWKTYwlqS8JIoqioyO0qB8fHx45513mDVrFhUVFeTn59OuXTvAMZasPpRSzJ07l4MHD/Laa6/V+9oDBw5kw4YNHDlyBIDi4uJ6tYrl5+cTEhKCyWTik08+wWaz1fuaAJWVlWzZsoUuXbrQs2dPkpOTazJ88sknDBs2jJ49e3L8+HGOHj0KcFEhOXXqVO655x5+8YtfYDabr+j6TY0UaUI0AacKTpFRnEHvwN5GRxGi0cUGxmLXdnZm7DQ6SoPr3bs3MTExLFy4kCeffJKnn36aIUOGXFHxYzabWbhwIatWreK9996r1zEBAQHMmzevZqqMgQMHcvDgwTqPe+SRR/j4448ZOHAghw8frrkBoC5PPPEEsbGxREdHExUVxW233YabmxsfffQRd955J1FRUZhMJqZNm4abmxuzZ8/m5ptvZujQoXTs2PG8c40fP57CwsJm39UJoJrTbc3V4uLi9IUDGYVoyr48/CUvbnqRxRMW09m3s9FxhGhUJZUlDFkwhMm9JvPHuD/+rHMdOHCAXr1knsGmLCEhgT/84Q8X3TnaVNT2M6iU2q61jrtwXxmTJkQTsCVtCwHuAYT5hBkdRYhG525xJyYghi1pW4yOIgz22muv8f777zf7sWjVDO3uVErdqJQ6pJQ6opR6qpbtk5VSu6s+NiqlZECOaHHs2s7WM1sZGDLwkoNphWjuBoYM5GDOQfJK84yOIgz01FNPceLECYYOHWp0lEZhWJGmlDID7wJjgXBgklLqwgUJjwPDtNbRwEvA7MZNKYTxknKTyCnNYUDIAKOjCGGYASED0Gi2ntlqdBQhGo2RLWn9gSNa62Na63JgITDh3B201hu11rlVDzcDoY2cUQjDVXfxSJEmWrJI/0g8rZ7S5SlaFCOLtHbAqXMep1Q9dym/An641Eal1MNKqQSlVEL1khFCNAeb0zbTqVUngj2DjY4ihGEsJgtxQXFsTttsdBQhGo2RRVptg2tqvdVUKTUcR5E241In01rP1lrHaa3jAgICGiiiEMaqsFewPX27tKIJgaM1+WTBSdIK04yOIkSjMLJISwHOXYgtFEi9cCelVDTwITBBa53dSNmEcAp7s/ZSXFksRZoQ/K/Lv6m3pnl5eZ33eN68eTz66KOXPSY+Pv6iNTJrk5CQwPTp02vd1qlTp5rFyC/MUJfVq1fXLA11pRYtWsT+/ftrHj/33HMsX778qs7V0hhZpG0DuimlwpRSLsDdwJJzd1BKdQC+Bu7VWtdvgTAhmpHNaZtRKPoH9zc6ihCG6+bbjTZubdhyRsal1aayspK4uDjeeecdo6Oc58IibebMmdxwww0GJmo6DCvStNaVwKPAj8AB4HOt9T6l1DSl1LSq3Z4D/ID3lFKJSimZoVa0KFvSttCzTU98XH2MjiKE4ZRSDAgewJa0LTTHidgLCgoICwurWVj97NmzdOrUqebxf/7zHwYPHkxkZCRbtzrucn3hhRd4+OGHGT16NPfdd995LV7Z2dmMHj2a3r178+tf/7rW12z16tXEx8dzxx130LNnTyZPnlyz39KlS+nZsydDhw7l66+/rjnmhRdeYNasWTWPIyMjSU5OBuDf//430dHRxMTEcO+997Jx40aWLFlSs+LA0aNHmTJlCl9++SUAK1asoHfv3kRFRfHggw9SVlYGOFr9nn/+efr06UNUVFS9VkNojgydzFZr/T3w/QXPfXDO51OBqY2dSwhnUFxRzK7MXdwbfq/RUYRwGgPbDuSH5B84ln+MLr5dfta58v57lPLUhl0P1KWtJ763XD5XSUkJsbGxNY9zcnIYP3483t7exMfH89133zFx4kQWLlzI7bffjtVqBaCoqIiNGzeydu1aHnzwQfbu3QvA9u3bWb9+Pe7u7qxevbrmvC+++CJDhw7lueee47vvvmP27Npnsdq5cyf79u2jbdu2DBkyhA0bNhAXF8dDDz3EypUr6dq1K3fddVedX/u+fft45ZVX2LBhA/7+/uTk5NCmTRvGjx/PuHHjuOOOO87bv7S0lClTprBixQq6d+/Offfdx/vvv8/vf/97APz9/dmxYwfvvfces2bN4sMPP6wzQ3Mja3cK4aR2Zuyk0l7JwOCBRkcRwmk0h3Fp7u7uJCYm1nzMnDmzZtvUqVP56KOPAPjoo4/OW59y0qRJAFx//fWcPXuWvLw8wLGWpbu7+0XXWbt2Lffccw8AN998M61bt641T//+/QkNDcVkMhEbG0tycjIHDx4kLCyMbt26oZSqOc/lrFy5kjvuuAN/f38A2rRpc9n9Dx06RFhYGN27dwfg/vvvZ+3atTXbb7vtNgD69u1b01LX0siyUEI4qS1pW7CarPQOkkXVhajWzqsdoV6hbEnbwuRek3/Wuepq8TLCkCFDSE5OZs2aNdhsNiIjI2u2XbjiSPXjyy1yXp9VSlxdXWs+N5vNVFZWXvZYi8WC3W6veVxaWgqA1vqKVkWpq8u6Ote5mVoaaUkTwkltTttMTEAM7paL/0IWoiUbEDKAbWe2UWlvnr+477vvPiZNmnReKxrAZ599BsD69evx8fHBx+fyY1Wvv/76mjUuf/jhB3Jzcy+7/7l69uzJ8ePHOXr0KAALFiyo2dapUyd27NgBwI4dOzh+/DgAI0eO5PPPPyc72zERQ05ODgDe3t4UFBTUeo3k5GSOHDkCwCeffMKwYcPqnbElkCJNCCeUV5rHwZyDMvWGELUYGDKQwopC9mfvr3vnJmjy5Mnk5ubWdG9Wa926NYMHD2batGnMmTOnzvM8//zzrF27lj59+rBs2TI6dOhQ7wxubm7Mnj2bm2++maFDh9KxY8eabbfffjs5OTnExsby/vvv13RXRkRE8MwzzzBs2DBiYmJ4/PHHAbj77rt544036N27d03RV32Njz76iDvvvJOoqChMJhPTpk1D/I9qjnfIxMXF6frMJyOEs1qWvIw/rvkjn4z9hNjAWKPjCOFUckpzGPbZMKb3ns5D0Q9d0bEHDhygV69e1yhZw/jyyy9ZvHgxn3zyidFRxDVQ28+gUmq71jruwn1lTJoQTmhL2hY8LB5E+EcYHUUIp9PGrQ3dW3dnS9qWKy7SnN1jjz3GDz/8wPfff1/3zqLZkyJNCCe05cwW4oLjsJqsRkcRwikNCBnAZwc/o7SyFDeLm9FxGszf//53oyMIJyJj0oRwMqmFqZw4e4IBwTIeTYhLGRgykHJ7OTvSdxgdRYhrRoo0IZzMqlOrABjWXu5yEuJS+gf3x93iXvP/RYjmSIo0IZzMypMr6erblY6tOta9sxAtlJvFjcFtB7Py1MpmuUSUECBFmhBOJa80j+3p2xnefrjRUYRweiM6jCCjOKPZTsUhhBRpQjiRNSlrsGkbIzuMNDqKEE7v+nbXY1ZmVpxcYXSUK2I2m4mNjSUyMpJbbrmlZnmnS0lMTDzvbs8LFzgXzZcUaUI4kRUnVxDkEUS4X7jRUYRwer5uvvQN6svKkyuNjnJFqtfu3Lt3L23atOHdd9+97P4XFmmi5ZAiTQgnUVheyIbTGxjZYeQVrX8nREs2osMIjuYf5Wje0bp3dkKDBg3i9OnTAGzdupXBgwfTu3dvBg8ezKFDhygvL+e5557js88+IzY2tmZpqP379xMfH0/nzp155513AEhOTqZnz55MnTqVyMhIJk+ezPLlyxkyZAjdunVj69atl7wOwLx587jtttu48cYb6datG08++WRNTi8vL5555hliYmIYOHAg6enpjfkytVgyT5oQTmLVqVWU28u5MexGo6MI0WSM7jia17e+ztLkpfw29rdXdOwPP/zAmTNnGjRPcHAwY8eOrde+NpuNFStW8Ktf/QpwrGW5du1aLBYLy5cv509/+hNfffUVM2fOJCEhgX/84x+Ao7vz4MGDrFq1ioKCAnr06MFvfvMbAI4cOcIXX3zB7Nmz6devH59++inr169nyZIlvPrqqyxatOiS1wFHq93OnTtxdXWlR48ePPbYY7Rv356ioiIGDhzIK6+8wpNPPsm//vUvnn322QZ97cTFpEgTwkn8mPwjwZ7BxATEGB1FiCYjwCOAfsH9WHp8KY/EPNIkWqFLSkqIjY0lOTmZvn37MmrUKADy8/O5//77SUpKQilFRUXFJc9x88034+rqiqurK4GBgTUtW2FhYURFRQGOtTRHjnS0zEdFRZGcnFzndUaOHFmzcHt4eDgnTpygffv2uLi4MG7cOAD69u3LTz/91OCvi7iYFGlCOIH8snw2pG5gcs/JmJSMQhDiSozpNIaXNr/EodxD9GzTs97H1bfFq6FVj0nLz89n3LhxvPvuu0yfPp0///nPDB8+nG+++Ybk5GTi4+MveQ5XV9eaz81mM5WVlRc9bzKZah6bTKaafS53nUud12q11hTA5z4vri35bSCEE1h5ciWV9krp6hTiKozqOAqzMrP0+FKjo1wRHx8f3nnnHWbNmkVFRQX5+fm0a9cOcIwPq+bt7U1BQUGDXfdS1xHOR4o0IZzA0uSlhHqFEuEnC6oLcaVau7VmYMhAliYvbXIT2/bu3ZuYmBgWLlzIk08+ydNPP82QIUOw2Ww1+wwfPpz9+/efd+PAz3Gp6wjno5raD3R9xMXF6YSEBKNjCFEvOaU5jPh8BA9EPsDv+vzO6DhCNEmLjizizxv+zKc3fUpUQNQl9ztw4AC9evVqxGRCnK+2n0Gl1HatddyF+0pLmhAGW35iOTZt48ZO0tUpxNUa0WEEVpOVpclNq8tTiMuRIk0Ig/1w/AfCfMLo3rq70VGEaLJaubRiSNshLE1eil3bjY4jRIOQIk0IA2UUZ7A9fTs3drqxSUwdIIQzuzHsRjKKM0jMSDQ6ihANQoo0IQz004mf0Gjp6hSiAcS3j8fV7Fpnl2dzHIstmoYr/dmTIk0IA/1w/Ae6t+5OZ9/ORkcRosnztHpyfej1LEtehs1e+12Lbm5uZGdnS6EmGp3WmuzsbNzc3Op9jExmK4RB0grT2JW5i+m9pxsdRYhm48ZON/LTiZ9ISE9gQMiAi7aHhoaSkpJCZmamAelES+fm5kZoaGi995ciTQiD/Jj8I4B0dQrRgK4LvQ4PiwdLk5fWWqRZrVbCwsIMSCbElZPuTiEM8v3x74nwi6B9q/ZGRxGi2XC3uBPfPp6fTvxEua3c6DhC/CxSpAlhgMSMRA7kHGB8l/FGRxGi2ZnQZQL5ZfkyZ5po8qRIE8IAn+z/BG8XbyZ2nWh0FCGanUFtB9HVtyuf7P9EbhAQTdplizSlVJt6fPg2UlYhmoXThadZfnI5d3a/Ew+rh9FxhGh2lFLcG34vB3MOsu3MNqPjCHHV6rpxILXq43KzbJqBDg2WSIhm7tMDn2LCxKSek4yOIkSzdXPnm/nbjr/x7/3/pn9If6PjCHFV6irSDmite19uB6XUzgbMI0SzVlheyFdJXzG602iCPYONjiNEs+VqduXuHnfz3q73OJ5/nDAfuaNTND11jUkbVI9z1GcfIQTwddLXFFUUcV/4fUZHEaLZ+0WPX+BicuE/+/9jdBQhrsplizStdSmAUqqLUsq16vN4pdT06rFo1fsIIS6v0l7J/APz6RPYhwj/CKPjCNHs+bn7cUuXW1hydAm5pblGxxHiitX37s6vAJtSqiswBwgDPr1mqYRohlacXEFqUaq0ognRiO7pdQ+ltlK+OPyF0VGEuGL1LdLsWutK4Fbgba31H4CQaxdLiOZFa81Hez+iY6uOxLePNzqOEC1G19ZdGdJ2CAsOLpDJbUWTU98irUIpNQm4H/i26jnrtYkkRPOTkJ7Avux93Bd+H2aT2eg4QrQo94XfR1ZJlkxuK5qc+hZpD+C4QeAVrfVxpVQYICMxhainj/Z+RBu3NrLCgBAGqJ7c9t/7/i2T24ompa7JbGcrpW4FTmmtp2utFwBorY9rrV9rlIRCNHFJuUmsO72OX/b8JW4WN6PjCNHiKKW4L/w+DuUeYlPqJqPjCFFvdbWkzQVigO+VUiuUUjOUUjGNkEuIZmPevnm4W9y5q8ddRkcRosW6ufPNBLoH8uHeD42OIkS91TUFx2at9Qta6+uAXwAngT8qpRKVUnOVUr9olJRCNFFnis7w/bHvua3bbfi6+RodR4gWy8Xswn0R97HtzDZ2Ze4yOo4Q9VLvBda11tla6wVa6/u01rHAu0C3a5ZMiGbgk/2foNHcG36v0VGEaPHu7H4nrVxa8a/d/zI6ihD1UteyUABUTVx7H9Dp3GO01tOvSSohmoGTZ0+y4OACxnUeRzuvdkbHEaLF87B6MCViCu/sfIfNaZsZGDLQ6EhCXFZ9W9K+x1Gg7QG2n/MhhLiE17e9jovZhd/1+Z3RUYQQVe6LuI92Xu14bctrVNgrjI4jxGXVt0hz01o/rrX+SGv9cfXHNU0mRBO2NmUta1PWMi16GgEeAUbHEUJUcTW78mS/Jzmaf5TPDn5mdBwhLqu+RdonSqmHlFIhSqk21R/XNJkQTVS5rZzXt75Op1admNxrstFxhBAXGN5+OEPaDuG9xPfILsk2Oo4Ql1TfIq0ceAPYxP+6OhOuVSghmrJP9n/CyYKTPNX/KaxmWZhDCGejlOLJ/k9SUlnCOzvfMTqOEJdU3yLtcaCr1rqT1jqs6qPztQwmRFOUXpTOP3f/0/GXershRscRQlxCZ5/O3BN+D98kfcPerL1GxxGiVvUt0vYBxdcyiBDNwVs73sJmt/FEvyeMjiKEqMOvo3+Nn7sff9nyF+zabnQcIS5S3yLNBiQqpf6plHqn+uNaBhOiqdmRvoPvjn3HlMgptPdub3QcIUQdvFy8+EPfP7A7azdLji4xOo4QF6nXPGnAoqoPIUQtKmwVvLzlZYI9g5kaNdXoOEKIehrXeRyfH/qct7a/xbDQYbR2a210JCFq1Ksl7dxpN2QKDiEu9sHuD0jKTeLZAc/ibnE3Oo4Qop5MysRzg57jbPlZXt3yqtFxhDjPZYs0pdTsuk5Qn32EaM72Zu1lzp45TOgygWHthxkdRwhxhbq37s4jMY+wNHkpS5OXGh1HiBp1dXdOVEqVXma7AoY3YB4hmpTc0lz+uPqPBHgE8GT/J42OI4S4Sg9EPsDqU6t5YeML9GjdgzCfMKMjCVFnkVafW9TWNUQQIZqaSnslT659kqySLP499t+0cmlldCQhxFWymCz8v/j/x13f3sXvV/2eT2/+FE+rp9GxRAt32SLtWo87U0rdCPwNMAMfaq1fu2C7qtp+E44pQKZorXdcy0xC1Nffd/6dzWmbmTl4JhH+EUbHEUL8TMGewbxx/Rs8/NPDPLv+Wd6MfxPHryEhjFHfKTganFLKDLwLjAXCgUlKqfALdhsLdKv6eBh4v1FDCnEJy5KXMXfvXH7R/Rfc2u1Wo+MIIRpI/5D+/KHvH1h+cjlz9s4xOo5o4eo7Bce10B84orU+BqCUWghMAPafs88E4N9aaw1sVkr5KqVCtNZpjR9XCIcjuUd4dsOzRAdEM6P/DKPjOL2inHwqy8qNjiGqWKxmPP1l6eXLuS/8PvZl7ePvO/9OeJtwBrcbbHQk0ULVq0hTSt2ptf6irueuUDvg1DmPU4AB9dinHWBokbb5vYfwzjtgZISfpRJNhsVOmsVOutlOkUlTqaBCaSqBcuV4XAl4aUUrm8LHrvCxmfCxK9pWmvCxG9YIa6gipXkmsBAXpZm2+zhJiSOMjuTU0rPD2ODVDZuS2dydhdKK6LwCugdtNjqKU7tLafYFwOPLpvGXDC8CbS3zPa9YaVKsNvJMmnyTnbNmTb5JU2DSgGOsklmDFYWLBle7wkMrgitNhFSaCKo0YaXpdhkX+PZi4CP/Muz69W1Jexq4sCCr7bkrUdt3TV/FPo4dlXoYR5coHTp0+Bmxmg+NJtekOeZi45jVxnEXG6ctdrLMduwXvLIWDVYNFq2w4vjXrKHYpDlr0ugL9m9jU3QqNxNWYaZbuZmu5Wa8dPN+EytVmll+RWSa7Tyb5UmbFlqoXokCWwA2ZaddiSeulZVGx2nxbCYTJzxLKDHJTS51cdOKx7M9eCawkNf8ilrE//kypUm2On5fHK36vZFmsV/0/u9lV3jbHE/aFNhw/GFfpjRlivP2VxoCbIqQSjMhlSZCK8z0LDfTttKEqQkXb43lskWaUmosjkH77S5YBqoVjoaWnyMFOHftnFAg9Sr2AUBrPRuYDRAXF1drIddQjKyqL8dmt3Eo9xDbzmwj4UwCe7P3klWSBTgmbOzs05k+vl3p0KoDHVt1pIO3418fVx9M6tJvPja7jbyyPLJLs8kqziIpL4kDOQc4kH2Ar/OPo6vq5k6tOjEsdBg3dLyB6IDoy56zqSksL+S3K37LocxE/jL0dW7qfJPRkZqElL/Og+JkwgKDueGP9xodp8U7smobJ9Z8h8ndl4g/rTc6jtOLAHzTt/Ob5b/h9R5t+HD0hwR7Bhsdq8ForTmce5gVJ1ew+tRqDucexqZtAAS4BxDhH8GtfhH0atOLIM8g2ri1obVba6wm62XPWVBRwKmzp0g+m8yJsydq/l139gRFFUUA+Lj60DugN7GBsfQJ6kOEXwQuZpfG+LKblLpa0lKBBGA8sP2c5wuAP/zMa28DuimlwoDTwN3ALy/YZwnwaNV4tQFAvoxH+x+7tpOUm8TWM1vZemYr29O3U1BeAEDHVh0Z3HYw4X7hRPhF0KNNj6ueCd9sMuPn7oefux/dW3c/b3xGUUUR+7L2sTtrNwnpCcw/OJ+P939MoHsgIzqM4IaON9A3qC8Wk5HDH3+ejOIMHln+CEfzjvL69a9zY6cbjY7UZNhsjjd8s8VscBIBYPVwAxy/SEX99A3qy+xRs5m2fBr3fH8P79/wPt1adzM61lXTWrM7azcrTqxg+cnlnCo4hULRO7A3v4r6FRF+EUT6RxLoEXhV51dK0cqlFRH+ERfd9a615lTBKXZk7GBnxk52pO9gdcpqAFxMLkT6R9I7sDf9gvvRO7A3HlaPn/vlNnmqPv9ZlVIWrXWD91UopW4C3sbRrT1Xa/2KUmoagNb6g6opOP4B3IhjCo4HtNYJdZ03Li5OJyTUuVuTo7XmSN4Rtp7Z6mgtS08gvywfgFCvUPqH9KdfcD/6BfUjyDPIkIwF5QWsSVnD8hPL2XB6A6W2UnxdfRnZYSQTuk4gNiC2Sd3SfizvGNOWTyOvLI+34t9iSLshRkdqUr59+V8kVJ5mRFA41//mF0bHafHS9iTxz6/m063Ml8l/+b3RcZqUgzkHeWT5I5RWlvK3EX+jX3A/oyNdkfSidP577L8sOrKIE2dPYDFZGBgykJEdRhLfPh5/d39DcmWXZJOYmcjO9J3szNjJ/uz9VOpKLMpCpH8k/UP60z+4PzEBMbhZ3AzJ2BiUUtu11nEXPX+5Ik0p9bnW+hdKqT3UMhZMax3dsDEbRnMp0uzazpG8IyScSSAhPYHt6dvJKc0BoK1nW/oF93MUZkH9CPEKMTjtxYoritmQuoGfTvzE6lOrKaksoVOrTkzsOpHxXcYT4BFgdMTL2pmxk0dXPIrVZOXdG94lwk/mQrtSi2f+k532NEaHxjB4qkxVYrSc5NO8M+9fdC314Z7Xfm5nSMuTWpjKtOXTSClI4dXrXnX6VvVyWzmrT63mmyPfsDF1I3ZtJy4ojgldJzCyw0i8XbyNjniR4opiEjMS2XJmC9vObGNf9j7s2o6LyYWYwBj6BfdjQPAAovyjsJov3e3a1FyqSKurD+p3Vf+Oa/hITVfS0p2YXV3wbtca3/b+WN0bph/dZrdxOPcwCekJJJxJYEfGDvLK8gDHJItD2g6pKczaebVrkGteSx5WD0Z1HMWojqMorijmx+QfWXRkEW/veJu/7/w7Q9sN5daut3J96PVO959txYkVzFg3g2DPYN6/4X3ae7ev+yBxEbvdcVenxdp0u7ubExcPR/eRvfb7r0Qd2nq15ZOxn/DYysd4cs2TZBZncm+48421PJhzkEVHFvHtsW/JL8snyCOIqVFTmdhlIu1bOfd7mYfVg8HtBtcMqykoL2BH+o6aHqT3E9/nPd7D3eJObEBsTUtbuF94gw2rqSgp5+zpbM6m5VKWU0jPCf0b5LxXo64VB6rHf5mANK11KYBSyh0wpj/NCWxYuw6bWeGmXXDDitWusNjAbAeTHcxaYVEmLK4WTB5WrK29cAv0wT3QB592bWjVwR+ri5WskiwOZB9gf/Z+9mTtYUf6DgoqHGPK2nm1Y1joMOKC44gLiqOdV7sm1U14IQ+rB7d2u5Vbu91Kcn4yi48uZvGRxaxJWUMbtzaM6zyOiV0nGj7WI680jw92f8CnBz4lyj+Kf4z8B63dWhuaqSmz2+1gAourDAh2Bq6tHMscSYl29XxcfZg9ajZPr3uav277K7szd/OHvn+grVdbQ3Pllebx3fHvWHxkMQdyDmA1WRnZYSQTu05kYMhAzKamOS7U28WbYe2HMaz9MADyy/JJOJNQMxb7bzv+BoC7xZ0IvwiiAqKI9o8myj+KIM8gbDYbxZkF5J3MouB0DiXpuVTkFGAvLMdWVkmltjvuUDU5PirNmgqTpowKSlUFldict0g7xxfAubP52aqea1qd8g3E5lpGXmUZ5cpOhcmO/RKvolmbcK9wwS3ditsZR0Hnrl1w1RZcbAqzTaMq7XSxm+lAOGNcwzG39sAvtC2BgaG06RSEV4gvZnPT/M91KZ18OvG7Pr/jt7G/ZWPqRhYdWcSnBz/l3/v/TZR/FBO7TmRs2NhGbYqvsFWw4OACPtj9AUUVRdzR/Q6e6PfEVd9sIRyqizSrmxRpzsDq5oLSCrlv4Odxs7gxa9gsZu+ezZy9c1h5ciX3RdzHryJ/hZeLV6PlsNltbErbxDdJ37Dq1Coq7BX0atOLPw34EzeF3YSPq0+jZWksPq4+jOw4kv7ufcmpvJWMwtNkn0zBlluMpVxh1Ra06RR7zanssihsJigz2SihnBJVTqkqd3xuraDSxVbrNUwarHbH/G6uykxFRQVWqzG9PfUt0ixa65opw7XW5UqpFvuu+6vnHevOa60prigmszCTjLwMss5mkZeVSW5GGgXZ2ZTnl1JcYqbM7sJZ5YI2mbGZFHYTcMH326xNeGpX3EvKyDxczKlDp3DXrrjbLZjtGrPN8YEZ8LRi8ffGs21rfLsEEdCjXYN1uTYmi8nC9aHXc33o9eSU5vDdse/45sg3vLT5Jf667a/c0PEGxnUex4DgAdesO1RrzYqTK3hz+5ucKjjFkHZD+GPfPxreotdc2KuqAaubq8FJRDUTCq2kSvu5zCYzv4n9Dbd2u5V3drzDh3s+5Oukr/lt7G+5rdtt1+yO9kp7JdvTt/PTiZ9YfmI52aXZ+Lr6clePu5jYdSI92vS4JtdtLBXlFWQfSiMnKY2i0zlUZhegiypQlRq7UtgsJirNijKTjWJVRpEqo1iVUexWRpF7We0TZ2uw2MFks6F1OXZVjt29AquPC+6+PvgEBREUGEpI6xACWgXg5+WHh9XDKXqv6vtTlKmUGq+1XgKglJoAZF27WM7tsRWPsS97H3lleVTYK2rdxy/Qj/Zd2tOhVQdCvUNp792eDt4d6OrbFbPdTEFBAQUFBZxNTyc/I4P8rCxys/M5W1xChq2AUpOjCfZCLtqCt3bDK8MNz3Q3vHYcwdPuitUGFpsdtA2bBfBywTXQB+9O/gTHdMI7xLm77Nq4teHe8Hu5p9c97M/ezzdHvuH7Y9/z3bHv8LY6mrtv6HADg9sNbpDWreKKYtafXs+cvXPYn72frr5def+G9xnabmgDfDWiWnWLjdVdijRnYUIh6z80nGDPYF697lUm95rMGwlv8NLml/h438c8GPkgN3S8oUFasyrsFWxN28pPJ35i5cmV5Jbl4m5xZ2i7odzY6Ubi28c3mTnGCs7kkbH/FAUnsihNz8eeV4KpXGPSZuxWExVmKDKVU6hKKVSlFKhSCj1KKVMX/641aXDTJjxMFvw93ejWJgDfAH9aBQXRKjAQT09PvLy8sLhaOFVwisO5hzmWf4zUwlTOFJ0htfAoZ4rPUHmmEs6cf26LyYKPiw+t3Vrz9fivDSvY6lukTQPmK6X+gWMVgFPAfdcslZPr4tuFNu5t8HH1wdfVF19X3/M+D/EMqXN+F1dXV/z9/SEs7JL7lJWV1RRz+ZmZ5KWlkZuRQXZ2HrkluaRoGxeuVGLSCi/thleFG61Scmh1Kp30tcdwqzRhrrRRQSU2V1CtPfBo60vrbsEER3dympY4pVTN/DpP9HuCLWlb+OnET6w6tYpvj31bM1i0W+tudG/dnW6tu9HFtwuu5ssXATa7jf3Z+9mctplNaZtIzEikwl5Be+/2vDj4RcZ3Gd+k53JzVnbtKAesHlKkOQsTqmYCatFwIvwj+GjMR6w6tYp/7v4nL2x6gZmbZxLhF8HAkIEMajuI2IDYOnsF7NrO6cLTHM45zMHcgxzMPsiOjB2cLT+Lh8WDYe2HMbrjaIa0G+KUwzFsNhvZSWlk7j1F0clsbNlFmEvtWLUVu8VCqcVOvir+XwHmUkKBawmVF7SAmTR4YsLHzZW2rf1oHRiIT3AwPoGBtGrVCm9vb9zc3OpdPHXx7UIX3y4XPW/XdrJKskgrSiOzOJOz5WfJL8t3fJTnU2GrMLRFrV7zpNXsrJRX1TEF1y7Sz9dcpuCoi9aa0tJS8vPzycvJISc1jdwzaeRlZ5N7tpCzFRWUX1DEudmt+GgPfLQHrbQH3todb7srlgob5bqMClcw+XngHRZAUO9O+HV2jtm1K+2VJKQnsPzEcnZn7uZY/jHKbGWAYzWFjq060tW3K+4Wd2zahs1uw6ZtVNgryCrO4sTZEzU3ZfRs09PxphkyiP4h/aU4u4bmP/UWSW75/OYX9xEU3tnoOAJ47blX8Ct35aHX/s/oKM2W1ppdmbvYmLqRTamb2JO1B5u24WZ2o5NPJ4I8grCarJhNZiwmC2ZlptJeyfH84xzPP06prRRwvLd1atWJKP8oRnYYyeB2g+v8g7SxFKTlkrI1iYKjGdiyirCWggsu2KwWis0V5KtizqoS8lUx+aqIYlV+3kKPFg1eJgutvT1p3aY1bYKCaB0aim+bNvj6+uLh4RzdjY3lqqbgUErdo7X+j1Lq8QueB0Br/WaDphRXRCmFu7s77u7uBAcHQ3j4RfuUlJSQm5tLdkYGWSdOkH3mDNk5uZwsPUvpueNSXMFTu9BGe+Gb50XrHcWUJmSRUWmi3FZCqakCeysr7h38CO7bmYDwdo16Q0P1xIsDQwYCjpaxkwUnOZx7mKTcJJJykzice5gKWwVmkxmz+t+bn5+7Hzd1vok+gX0YEDIAP3e/Rsvd0lX/bezi3XiDqcXlOcakGZ2ieVNKERsYS2xgLI/EPkJBeUHNHYknC06SXpxOpb2SSntlzR+VSik6tepEXHAcnX061/QUGNlaZrPZyDmaTlrCMYpPZkFuKa4VZtxMHpRbFbmqiFxTEbnmAnI8Cyk0lZ1XiFk1+Lq40LG1L35BQQR06oRfUBBt2rTBw0NWE6iPupoQql9F55vxTtRLdRHXtm1biI09b1tZWRm5ublkpadz5ugxMlJPk5Wbx+nKnP8twO4KbnYLvnZP/Mtb0eawDXWomLOVByi2FVBqtaHauOPdLYj2g7o32tg3s8lMmE8YYT5hjOk0plGuKa5cdbeaq5e8ITsLR3enaEzeLt4M7zCc4R2GGx3lksoKSzi5/iC5B1KxZRTiVmbGy+xNqcVOjiok11RIjrWQHJcCikz/axVTGnzMZkJ8WhHQtiuBnTvjL4VYg6mrSKvuwN2vtf7iWocRjcvV1ZXg4GCCg4OJjImped5ms5Gbm0tmZibpx4+TcfIUWTnZHCjLd9yUACgXaGV3w1+3wv+sDypBk761iJSKIgpVMTYfKx5dAukYH45P2zYGfYXCaHYcb+Kuns13OZemRmkZk9bSFWTkcWLVfgqT0lH55Xja3XC3eFFgKiHfVECmKZ9Mj3zyzSU1f7ArDb5WC+18fQkMDSW4c2cCgoLw8/PDYpEhI9dKXa/sTUqpZ4GnccyLJloAs9mMv78//v7+9OrVq+Z5m81GTk4OZ1JTOX34MGdOpZB2NpOjZNTs42G1EGBvRUipH9Y9ueTu3k1qRUFN4ebVI5guo6Jxby3dXy2BRmPChNlF3sSdhQmku7MFqSgpJ3nNPnJ2n4KsErxsbnhaWlFpKuasqYQ0lxwy1VkKzf9rHXMBAj296NquO+169iSkXTspxgxS1yu+FMdUG55KqbM4voW6+l+tdatrnE84EbPZTEBAAAEBAUSd0/JWWFjImTNnOH3kCClHjpCWk8MJu2ONUaXB2+JCoPahbak/njvPkr59G2crcil2rcTawZfQYeEEhYca9WWJa8jxZiEVgTNRcndns5Z7PJ1jP+2hPDkHj1IzrSy+2Ex2ykzlpFnzOGPNJd9c6pivE3BXihAfX2LDImjbrRshISH4+vq2qEH7zqyuZaGeAJ5QSi3WWk9opEyiifHy8qJr16507dq15rmzZ89y+vRpTh04QMrxZE4WZHKETACsNoW/2YtQAmh3soKyfx/lYOUuzqpC7P5uBA3uRofBPZrdSgstkaMlTd7snYmSGwealTN7TpKyZh+Vp87iXelOK6svLqqCTFXOXrcMMs37KDc7buExa02gpyddO/SkY3g4oR064OPjIwWZE6tX26XWeoJSqiPQTWu9vGrtTouzT8UhjNOqVStatWpV011qt9vJzs7m5PHjHN+9m5NpaWyzHWMbxzDbobXJnXban/Z5Hpi+y+TY4pPkqnx0kAft4sMJjbt4fhvh/DRIkeZkTBqZzLYJyziYwomlu7GfLsBHe+JpaYVVaTLMZSSaT5FtLqLC7Ggp9VSKzoFBdIqIoH2XzgQFBUmXZRNTr++WUuoh4GGgDY6bCUKBD4CR1y6aaE5MJlNNV2nf/o7FavPz8zlx/DjH9+zhxMmT7Ko4xS5OYbKDn3KnI0F0zG6F/vI0BxceJN9UiKVza7pP6Of0KygIB600Jmm2cSoKhV3KtCajJLeQw9/uoPjAGbzLXPG1tsFLWUi2lLGTk2RZiqis6nTwNpvpHtKOzjExhHXpQuvWraWVrImrb0n9W6A/sAVAa52klAq8ZqlEi+Dj40N0bCzRVVODFBcXk5ycTNL27Rw7cYKEymQSSMalEgLxppMKoVOyhdy3d3GkMosyXxMBQ7rRaVi4dI06KY2SMWlORmm5ccDZpSQcJWXZHlyyK2ljbkMrk6JAmdhuTeaMOZESq6OlzMtkole79nSOjaVT5860bi1/vDY39S3SyqoWVQdAKWUBGXkqGpaHhwfh4eGEV03Km5uby9FDhzi8cycn0tNJoYAN+hA+5VbaWwPpUdwBl2W5HPn+R3ItBXhEtaXHrf1w9ZDpHpyFHY2p7t1EIzKB3DjgZGzllSQt3Unu1mRalbjgY22DL54csp5gPYfJdSlDmxQWoH3r1nSLjaVbeDj+/v7SUtbM1bdIW6OU+hPgrpQaBTwC/PfaxRICWrduTdzAgcQNHIjdbuf06dMc2L6dw/v3s6c8lT2k4l4OwWYfutMR3z2alMS1ZJGLSw9/et45EHcfT6O/jBZNK8e8XMKJaIWWytlwFSXlHPhqMyV70mhj98HT7EEJ7uy2JnNaJVLo6iikfS0W+nULp0dcHB06dMBqvfzan6J5qW+R9hTwK2AP8Gvge+DDaxVKiAuZTCbat29P+/btGT1xInl5eRzau5cDCQmcyM3luMrHWqkJ1t70VB0JOWLhzCubybJnY+rqS8Qvr8OtlfMtRtzcyY0DzseEo4VTNL6K8goOfrWVosQU/O2+tDa7U6pc2GA6QJo5jzKrAq0J8fKif2ws4b174+/vb3RsYaD63t1pV0otAhZprTOvbSQh6ubr68uAoUMZMHQoZWVlJB08yO4NGziWns4ptQ9rxR6C7N70MHekY7IrqS+tJ0Pl4NUnlF63DZDJVRuJrhqVJpyHzJPWuGw2G4eWJHB2SzJ+lT74Wjwox40Naj9pplxKXUyYtKZTmzZEDBxIj4gIvLxksm/hUNcC6wp4HngUxwS2SillA/6utZ7ZCPmEqJOrqyuRMTFExsRQXl5O0qFD7F6/nqNnzpCi9uNSsZe2dl+iVFd8E+0cTVhGtmshgSN70WVElNHxmzVHd6fRKcS5lOZ/a/OKayZ93ymOfbkVn7MutLL6Uqm92GI6xGmVQ4mbQmlNxzZ+RA8aRK+oKNzdpaVfXKyu5oTfA0OAflrr4wBKqc7A+0qpP2it37rG+YS4Ii4uLkRERRERFeUo2A4eZMeaNRzLyiJZ7cCzVNNRBRJd2Q3XZXns/vZrStpaiZwyDE9/WUCjodmrloUSzkNa0q6d0rMl7PvPOjiaT4AlkCDVht3mJI7p7Zx1B6U1oa18iBk8iPCYGFmAXNSpriLtPmCU1jqr+gmt9TGl1D3AMkCKNOG0XFxciIiOJiI6mqKiIvYkJLBz0yb2l2ZywJ5B61IzPS2d6JnVkfS/biXDlI3fyJ50GxVT98lFvWiFdHY6GYWMSWtop7YcJmVxIoEVvgSa3ThuyWGb3kimSwk2swlfi4XhcXH0HjyYVq3kj0FRf3UVadZzC7RqWutMpZTcYiKaDE9PTwYOG8bAYcPIzMxk59q17Nq7l436GNvLkwi1t6GP7on7irPs/uFrStq5EP1gvCwE/zNptNzd6WQc3Z1SpP1ctvJK9sxfh21vFoGWIPzwZSsHOaEyKXUz4wJEde5K3+HDCQ0NlakyxFWpq0grv8ptQjitgIAARt9+OyMnTiTp4EG2/PQTR3NzOcpm/IrNhFvC6Jbpz+lXN5Lplk+XyYMI7CkLwF8Nx92dwpkoZJ60nyM/JZsDH6/FJ8eKv9WHU2bFd/b1ZLiVYjebaOfhTf/hwwmPjZXpMsTPVleRFqOUOlvL8wqQGUNFk2Y2m+kZEUHPiAhyc3PZtnIlO/fsYR1H2VZ2mDCCiCsPp+SjI2y1b6D1yO50u7G30bGbFK1koUhn41gWSoq0K5Wy4xgpn28jyO5PsKk1u81JJOmtFHiYsGpNTJeuDBwzhqCgIKOjimbkskWa1lrW2hEtQuvWrRl9++2MmDCBg3v2sHHZTxwoySKpchXtynzoZwrHfXUhO376Epf+bYm8a7DRkZsEx40D0s3jTBwLrEuRVl9Hl+8m+8cDBJuCaUMbNug9nDBnU+Fmpo3FhbHXXUfMgAG4uUm7hWh4MlmUEOewWCxE9u5NZO/epJw6xbolSzickcFJvZnAElf6WHoSuNNG4tavILINUfddL+uGXoZMweGMHHdz2CoqMEt33CXt/2YLJetPEmQNxt3kxU/2LaS6FWAzmwlr1Zrrxo0jrFs3GWsmrikp0oS4hND27Zn029+Sl5fH+m+/ZVdSEj+oPfiWmOhj6U7YITP7n/wvlb28iX4gXoq1WthlMlunUz1G0FZeLkVaLQ4s3krJ2pMEWoMosJhYYl9LplsZSil6tWvP9RMmSJemaDRSpAlRB19fX8bdcw83lJaydeUqNm/dwkoO4lNykFhzd7oeacO+JxZD3wCiJ19ndFyn4lhxQDiT6oafsuISXDxlbdtqh77dTuGqYwRZgzlrUXytV5PjbsOqNf17hTPkpptk+gzR6KRIE6Ke3NzcuP6msQwadQPbVq1iw8aNrOEwO0sO08fanS57NDv/+CWuQ9oTftsAo+M6BbvS0t3pZKrHCJYXFkOAwWGcQPK6A2Qt2kOwNYR8i5lv9Bqy3StxtdsZFtObQWPHyngzYRgp0oS4QlarlcGjR9Nv+HC2r1nD+vXrWc1htpcm0c/aE/+tZSRs+JyA22LoOKSH0XENZZeWNKdT3f1cUVRicBJjZR5O5eicdbQlGGVxZZFeS5Z7Ba5aMywmlsE33YSrq6vRMUULJ0WaEFfJarUy8IYbiIuPZ/uaNaxbt46VHKB16WGGWKJQS9LY/G0iPaYNp3XHQKPjGkIWWHc+1QPdywpbZpFWlHWW3X9fRnBJazxMXnzLJjLcSnHRmuuiYxhy003SciachhRpQvxMFouFASNH0nfYMLYsW8a6zZv51pRIcKkHQ3U0Of/YxSHfQnr/7kZcvVrWIsp2pLvT2VTfOFBeWmZojsZms9nY+cFyWh23429pzSrTLk655GNBM6RXBEPHj5dFzoXTkSJNiAZisVgYctNN9B0xgjXffMPWAwf4ik10Km/D4IJIjj7/E/Z+fkTePcToqI3Cbrc7puCQhjSnokyOMq28uNTgJI3n6Mo9nP3uEP5Wf7ZZDnLQmordpIgJDeWGSZPw8pLl34RzkiJNiAbm5ubGmEmTGHT2LMsXLmTP6dOctK8lUrWnT6IPW7d/RthD1xHQva3RUa8pe7lj5TiTrN3pVExVVbOtBbSk5afmcODvywmxB5LpUsZS02rKrNCllS83Tp5MgEylIZycFGlCXCOtWrXitocf5rq0NL7/97/ZVZLC4YpUhqoICj7cz9E2W+n7+M1YXZrnXFWVZY4iQMakOZfqMWkVZRUGJ7m2dnzwE95HbFis7nxp2UCBtYJAk4kb7/wFnXv1NDqeEPUiRZoQ11hASAj3z5jBoR07+H7xYn5Sewgu9+L6/GgOPPVfvG7pQefhEUbHbHDlJY6B6dLd6VxMZkd3Z0V58yzS0vencGruRnwsfmxwOUCySw6eNhsTho0gZtgwTCZT3ScRwklIkSZEI+nRpw9doqNZv3gx63ft4gs2EKnaE7s0jU1rDxD35His7i5Gx2wwFcXSkuaMTCYz2KGymRVpNpuNhLe+xy/dlWyXCpaa12FTdvp17MwNv5wk02mIJkmKNCEakcViIf722+k9YgTff/QRe86mkGQ7w/VlERx89js8xnahyw3RRsdsEGWFxQCywLqTMZuUo0irqDQ6SoNJTTxO+r+34+LqzreuO8izlNLOamX8lCkEtWtndDwhrpoUaUIYwKd1ayY9/jhHd+3i26++YpnLLjqa/Bj0kyeb1h8m7k8TmvxYtfJi6e50RmazGSqbR5Fms9nY8fcf8U41cdA9m0OWNNxtlYy/bji9R4yQxc9FkydFmhAG6hITw28jIli1YAGbkpJIdc1lcHlP9j61mIBf9iY0rovREa9aeZFjigf5RelclNkMOAqcpiz3eDpH3l1NpYsLi932U6LK6R0UxJgHH5TJaEWzIUWaEAazWCyMuvdeok+e5Ju5c1njsp+2Zl8GfOFG2sbD9Js+1uiIV6WirGoKDiUDtZ2JxVJVpFU03SJt18erMe8p5JBbDkcs6fhWVnL33XfTMTLS6GhCNCh59xTCSQR16MDDzz3HDRERpJPDErftZKXnsOX/FpKfmmN0vCtWUVJdpBkcRJzHbHH8bd4UW9LKikvZ9KfPKTiUzX89EjlqPsOAtm357fPPS4EmmiVpSRPCiZhMJobeeScR113H1x/8ky3WJIJNPpjfWk2r4WF0v6m30RHrraLUUaQpZTY4iThXdZFmt9kNTnJlUhOPk/LJNg57ZHHcnEGbShv33nsPoT16GB1NiGtGijQhnFDr4GAefP45ti1axI87ElnqUcDAdWVk7z5B/yducQz+dnK2CscUDyazNKU5E6trVZFmbzpF2s4PV3D2SBabvI5QpssZ2r4jw6fc3yT+Hwjxc0h3pxBOSilF/1tv5bePTKON3c5610McLEphw4wFFGWdNTpenarn4ZLJQ52LyeqYi89md/7uzrLiUtY99SmHko+xyu0ALpVlPHzPZG741YNSoIkWQd49hXBybUJCmPbicwzt0JGTpiw2ep5g418XcWztPqOjXVb1FA8mk/wydSYWV8fULna7NjjJ5WUfSWPDc5+T4JLCQfNpYrx9eeyFPxPSvbvR0YRoNNLdKUQTYDKZuOHBB+i1fz8L/vM5GzyOkbGsiKy9yfR/5Gaj49WqukiTFg/nYnVztKTZtfMWafsXb+Hg5j3s8TyNi03zyzEj6X7ddUbHEqLRSUuaEE1Iu/Bwfv/iM/SyepFkTmfjmX0s/dNcp7xTz1bpyGS2yNuMM7G6OZZHctYibfWrn7I6YQO7XVMIsVmY/n+/lwJNtFjy7ilEE2OxWrnrmf9jYr+BFFPGNmsK3zz9T4qy8o2Odp7qwlFa0pyL1d0x0at2siKtoryCRU++z8ayY+SYChkW2pWHXvoTnr6+RkcTwjBSpAnRRMWOu5Fp06biU2Fhr0cGC96cy7E1O42OVaO6SDNZZVSFM7G4O19LWs7xVD597j0SPdJxrVRMueMOhk+9R1arEC2eFGlCNGFt2obw6MtP0d3uw2lrPl+vWMq69z4zOhbwv3m4LJamvQZpc+Pq5QGAHeco0vb/dw2fzP0Px91yaV/myfQ//5HQqHCjYwnhFKRIE6KJM5lM/HLmHxjZPgo7mpXpB1n457cNnwfLVlWkWV2lSHMmLh6uKK2corvzxzc+5JuEtRSayujr0o5f/eUJrLLuphA1pEgTopkYOvV27hh9E8GV3hw05/HBn16jJDvbsDy2qiLRbJUxac7E4mLFhDK0Ha2ypISPnn6NTUUpeNtdubHnAG7500MGJhLCOUmRJkQz0nloLHf/dgq9SgLIdC3n72++x6mEBEOyVLfUWFxdDLm+qJ3FzVGkGdXdmXfiBH9/aRYnXEvpUu7H7bfdRt9Jow3JIoSzkyJNiGbGp20bJj7/K+JKQrFbTMxb8h1b5y9o9By26iLNXbqvnInFzcWwlrTDK1fy3ofzKLRq+hS35bbH76dd764GJBGiaTCkSFNKtVFK/aSUSqr6t3Ut+7RXSq1SSh1QSu1TSv3OiKxCNEWuHm7c+JcH6G/rSBu8+T7pEF+98hq2yspGy2DXVTcOSEuaUzG5mFGNXKRprVnzz3+xYM1aXJUbA4vbM+aF+/D0b9WIKYRoeoxqSXsKWKG17gasqHp8oUrgj1rrXsBA4LdKKbnlR4h6MpvNjHj5Hnp7dKJXZTv2VJTyzz8/z9n09Ea5fnV3p4uHa6NcT9SP2Wxu1O7OipISFrz4EqvSTtPO7kdceSgjXrkXVw9pYRWiLkYVaROAj6s+/xiYeOEOWus0rfWOqs8LgANAu8YKKERzMfip2+gcHMp15T3JdnHh/b+9w4mtW6/5davn4bK6u1/za4krY9IKGmEKsuwTJ3j/xZc4jJ3Yyk6Em0MY+srdmF1k7jwh6sOoIi1Ia50GjmIMCLzczkqpTkBvYMtl9nlYKZWglErIzMxsyKxCNHn9Hh2LX/dgbiqNRVk8+Pi/37Jt4bWdT01XtdRYPaXFxNk4WtKurUOrVjF79mzOuroxsiySkNb+DH7hDlmBQogrcM2KNKXUcqXU3lo+JlzhebyAr4Dfa63PXmo/rfVsrXWc1jouICDg58YXotmJnRKPe/8gbi7tjR+t+O7gAf77//7fNZtPTWtHi42Lu4xJczaOMWnXprtTa82qD+ewcNVqrCYvxpf1xaN9Kwb8cdw1uZ4Qzdk1a3PWWt9wqW1KqXSlVIjWOk0pFQJkXGI/K44Cbb7W+utrFFWIFiP89oEkee7khhUmtrkcY3tBBpnPv8CkJ5/A3du7Qa9lR2NCYXGRyWydjUkrtGr4Iq2yooKv3niDA+XlhNh8GFEZRWE3E32njmzwawnREhjV3bkEuL/q8/uBxRfuoByLts0BDmit32zEbEI0a91u7I3lxnYMKO9Mv7JOnFKKD179CxnHjjXodeyACRMWNynSnM21uLuzMDubD194kQPl5fQsC2J0RQzF4VZ6S4EmxFUzqkh7DRillEoCRlU9RinVVin1fdU+Q4B7gRFKqcSqj5uMiStE89JlZBTmce3pXhnMyLIIik1mPpwzhwOr1zTodUwoTK4ySNzZmKBBuztTDxzkg//3/8gwmRhQ0okBtu4U9nYj5v74BruGEC2RIe+eWuts4KI/r7TWqcBNVZ+vp1HuPxKiZeo8LIJkk4nAxcncrPuxXG3h81UrGXbyJMPuvQdHY/bVq+nulLU7nY7SCnsDvbvuXb6cRatXY0YxvDScdsqfkoFeRN02oGEuIEQLJisOCNGCdbquF263d8HDbmWcfSiBRZWsPnaUL2bNovJnTnyrcRQDcjef82mI7k6tNavmzeOrdevwLKtkVHkfQlUApYO8CZcCTYgGIUWaEC1ch0Hdcf9FN0wablDX0b0Y9hcVMWfmTArz8q76vFo5WtKE81GA/WfcOFBZWckXb7zBmuRkQgrLGGkfgJ/Jl+L+HoTfKgWaEA1FijQhBO37d8X11jAA+tkH0l95k641//zrX0lLSrqqc2qQIs1JmfTVt6QV5Oby4Ysz2V9cTHiJncEMopXZh6K+7kTcMahBcwrR0kmRJoQAoOOQnpjGtkMpE10KejE6uBsVdjtzP/6Y/atXX/H5HJPaS5HmjBRc1RQcqUlJ/HPWLDLQDHX1JqKyL15mb87GuhB51+CGDypECydFmhCiRpcRUdhHBGBVVnyPt+GWfsPxKinhi1WrWDN/fs16nPVhp2r5IeF0lL7yFQf2rV7N3I//TaXNxi1dehGU1RkvcyvORluI/uXQa5JTiJZOijQhxHm6j+1N2VAfXE1uqI3l3HbrPbTPP8uqpCS+evOtet9QoNHSjuakFPWfgkNrzar//IcvVq3Cu7iISaNvQu1xxcfSmpyemuh7rr+2YYVowaRIE0JcpNeE/hTFeeBh9uTsNycZ//B0YoqK2Vtwlrkvv0xRfn6d59BKxqQ5K6Xr191ZUVHBF2++yZojR+iQn8+9D/+WrO/S8bMEkNG+hN4PjmiEtEK0XFKkCSFqFfmLwZyNtuBlbkXanERG/n4GI11dOWOz8cFf/0r68eOXPb56Cg7hfFQ9FlgvzMtjziuvsL+ggNjiYn753Asc/TCBIGswqX55xD06tlGyCtGSSZEmhLik6HuuJ6enxsfSmqNvriLukenc0b0H5TYbH86Zw8ENGy55rHR3Oq+6ujvTjhzhgzdmkVlZySg3N8a98gqJr/1IiKUtpzwyGPDk+MYLK0QLJkWaEOKyej84gjNtiwmwBrHvpe/odtddTBk7Fs/iEj778UfWff55rcfZlbSkOSuTvvQ8aXvXrmXOxx9TWVnBnb16MfCJJ9j2/DeEmtpyynKGQc/d3shphWi5pEgTQtSp/+9uIsU7i2BLCDue/ZrAoUOZ+ttHaJefz4r9+/nqb3/DZrOdd4xGyxuMk3KsOHB+kaa1ZtWnn/LlihV4FxXxwPjx9Jw8ma0vLaK9PYQUUun/4m0GJRaiZZL3UCFEvQx85lZOWc7QztSWrc9/hVeXLtw/cyZRZwvYk5vL3FdeobiwsGZ/LS1pTktpx9qq1SorK/n87bdZc/gwHfPymDr9dwQNGcKW15fQvjSQVFsq/WbeLkt8CdHIpEgTQtRb/xdvI0Wn0r4yhM0vf43Vx4fb/vo6w5UiraKCf772GhknTwGOIkBKNCelHEW03W6nMD+fD19+hQP5+fQuKOTel1/Gs1NHdsxeTkiOD+kVZ4h5cQJmF4vRqYVocaRIE0LUm9lspu9Lt5FWmUZoYQBb3/4OZbEw7Pnnua1jR0ptNj6c/U8Ob91ateKAcEbVw9FOJyXxwRtvkFlZwSirlfF/fR2Ltzf7vtxEmyMm8iqy6fn0GFw93IwNLEQLJUWaEOKKWF2sRD13C5kV6QSnebFzzkoAIqdO5b4RI3EvLmbBt99Sqiqlu9NJVc9fN+8//6GyooI7undnyDPPoMxmjq7cg/uWQkpsRbR7dDCe/q0MTitEyyVFmhDiirm1cqfrEzeQX5lD60NwYNFWANqNuoFfPfQQbfPy0EpuHHBW1Wuq+hQWMuWmm+l1330ApO0+ge37FGzY8J4Ujl/nYCNjCtHiyXuoEOKqeAf7EvzrAZTai3HZkEfyugMAtOrVi/uff56Y0ra0L29tcEpRm0DtTe/yjvzq0UcJHuZY1in3ZBY5H+/CarLCyCBC47oYnFIIIUWaEOKqBXRvi8ft3dFoyhYfI+NgCgAufn50rwjCR7kbnFDUxsPqQWxlJzy7OAqxkvwiTry9Bi9LKwpiXOl2Y2+DEwohQIo0IcTP1GFQdyqv98PV5E7GvxIoOJMHgMJU70W8RSMzKZRyvP1XlFew76Xv8HcJJLNDKdGTrzM4nBCimhRpQoifrectceT1UrSytCbpjeWUFZZgUgq5b8BJKTApE7bySrY/9zXBlhBSvLOI++2NRicTQpxDijQhRIOIfWA4aYEFBFqD2PXiEkyYpB3NWZkcb/1bX/qGUNpyypzGwGduNTiUEOJCUqQJIRrMgD+O45RrOm3NbfGweMtEac7K5PjGtK8IJtWWSv/nZbknIZyRFGlCiAbV/7lbSdGpANLd6aSqhqORUZEuqwkI4cSkSBNCNKjqVQlOmdPwiGlndBxRi8AhPUjRqXSbcYOsJiCEE1NaN79RI3FxcTohIcHoGEIIIYQQdVJKbddax134vLSkCSGEEEI4ISnShBBCCCGckBRpQgghhBBOSIo0IYQQQggnJEWaEEIIIYQTkiJNCCGEEMIJSZEmhBBCCOGEpEgTQgghhHBCUqQJIYQQQjghKdKEEEIIIZyQFGlCCCGEEE5IijQhhBBCCCckRZoQQgghhBOSIk0IIYQQwglJkSaEEEII4YSkSBNCCCGEcEJSpAkhhBBCOCEp0oQQQgghnJAUaUIIIYQQTkiKNCGEEEIIJyRFmhBCCCGEE5IiTQghhBDCCUmRJoQQQgjhhKRIE0IIIYRwQlKkCSGEEEI4ISnShBBCCCGckBRpQgghhBBOSIo0IYQQQggnJEWaEEIIIYQTkiJNCCGEEMIJSZEmhBBCCOGEDCnSlFJtlFI/KaWSqv5tfZl9zUqpnUqpbxszoxBCCCGEkYxqSXsKWKG17gasqHp8Kb8DDjRKKiGEEEIIJ2FUkTYB+Ljq84+BibXtpJQKBW4GPmycWEIIIYQQzsGoIi1Ia50GUPVv4CX2ext4ErDXdUKl1MNKqQSlVEJmZmaDBRVCCCGEMILlWp1YKbUcCK5l0zP1PH4ckKG13q6Uiq9rf631bGA2QFxcnK5/UiGEEEII53PNijSt9Q2X2qaUSldKhWit05RSIUBGLbsNAcYrpW4C3IBWSqn/aK3vuUaRhRBCCCGchlHdnUuA+6s+vx9YfOEOWuuntdahWutOwN3ASinQhBBCCNFSGFWkvQaMUkolAaOqHqOUaquU+t6gTEIIIYQQTuOadXdejtY6GxhZy/OpwE21PL8aWH3NgwkhhBBCOAlZcUAIIYQQwglJkSaEEEII4YSkSBNCCCGEcEJSpAkhhBBCOCEp0oQQQgghnJAUaUIIIYQQTkiKNCGEEEIIJyRFmhBCCCGEE5IiTQghhBDCCUmRJoQQQgjhhKRIE0IIIYRwQlKkCSGEEEI4ISnShBBCCCGckBRpQgghhBBOSIo0IYQQQggnJEWaEEIIIYQTkiJNCCGEEMIJSZEmhBBCCOGEpEgTQgghhHBCUqQJIYQQQjghKdKEEEIIIZyQFGlCCCGEEE5IijQhhBBCCCckRZoQQgghhBOSIk0IIYQQwglJkSaEEEII4YSkSBNCCCGEcEJKa210hganlMoEThidownxB7KMDiHOI98T5yTfF+cj3xPnI9+TK9dRax1w4ZPNskgTV0YplaC1jjM6h/gf+Z44J/m+OB/5njgf+Z40HOnuFEIIIYRwQlKkCSGEEEI4ISnSBMBsowOIi8j3xDnJ98X5yPfE+cj3pIHImDQhhBBCCCckLWlCCCGEEE5IijSBUuoNpdRBpdRupdQ3SilfozMJUErdqZTap5SyK6XkTikDKaVuVEodUkodUUo9ZXQeAUqpuUqpDKXUXqOzCAelVHul1Cql1IGq967fGZ2pqZMiTQD8BERqraOBw8DTBucRDnuB24C1RgdpyZRSZuBdYCwQDkxSSoUbm0oA84AbjQ4hzlMJ/FFr3QsYCPxW/q/8PFKkCbTWy7TWlVUPNwOhRuYRDlrrA1rrQ0bnEPQHjmitj2mty4GFwASDM7V4Wuu1QI7ROcT/aK3TtNY7qj4vAA4A7YxN1bRJkSYu9CDwg9EhhHAi7YBT5zxOQX7xCHFZSqlOQG9gi8FRmjSL0QFE41BKLQeCa9n0jNZ6cdU+z+Borp7fmNlasvp8X4ThVC3PyW3xQlyCUsoL+Ar4vdb6rNF5mjIp0loIrfUNl9uulLofGAeM1DIvS6Op6/sinEIK0P6cx6FAqkFZhHBqSikrjgJtvtb6a6PzNHXS3SlQSt0IzADGa62Ljc4jhJPZBnRTSoUppVyAu4ElBmcSwukopRQwBzigtX7T6DzNgRRpAuAfgDfwk1IqUSn1gdGBBCilblVKpQCDgO+UUj8anaklqrqp5lHgRxwDoT/XWu8zNpVQSi0ANgE9lFIpSqlfGZ1JMAS4FxhR9bskUSl1k9GhmjJZcUAIIYQQwglJS5oQQgghhBOSIk0IIYQQwglJkSaEEEII4YSkSBNCCCGEcEJSpAkhhBBCOCEp0oQQog5KqaVKqXZKqdVKqUNKqd1KqYNKqX8opXyNzieEaJ6kSBNCiMtQSrkDbbTWp6uemqy1jgaigTJAlu8SQlwTsiyUEEIASqmXgCyt9d+qHr8CpANJwOoL99dalyulngSOKKVitNa7GjOvEKL5k5Y0IYRwmAPcD6CUMuFY/mk+MBZYWtsBWmsbsAvo2UgZhRAtiBRpQggBaK2TgWylVG9gNLBTa52NY6mb9Zc5VDVCPCFECyTdnUII8T8fAlOAYGCuUqozcEprXV7bzkopMxCFY01PIYRoUNKSJoQQ//MNcCPQD8eC6pfs6lRKWYG/4CjidjdaQiFEiyEtaUIIUaXqZoBVQJ7W2qaUuhF47ILd5iulygBXYDkwobFzCiFaBinShBCiStUNAwOBO5VSrkBI1Vg1+P/t2TERw0AQBMF9OooFwMSNRCKiaJ2bwF+VuhFsOHWXpO1n0zTghbw7AZKstY4kd5Jv26vt0/bcvQt4r9V29wYAAP64pAEADCTSAAAGEmkAAAOJNACAgUQaAMBAIg0AYKAf0janiiOeMV0AAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "<Figure size 720x432 with 1 Axes>" ] @@ -1438,7 +1438,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 720x288 with 3 Axes>" ] @@ -1450,7 +1450,7 @@ }, { "data": { - "image/png": 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\n", 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/9erV9OnTB3DtwqpduzbgGoimMIsXLyYiIoJWrVoVOt9XX32VszVwRqdOnVizZg3r1q1j+PDh9O/fH4DY2Fji4uIAaNmyJb1790ZEiIuLY9u2bQDs2rWLqKgoIiIiiIuL48EHH+Thhx9mwIABHjfH80ff/76LB79JolNsNT4a0Z6IUP+6VtdraVV1nYi8CEwDUoFEIO/O2BVAA1U9ISJXAt8D5/z1VNX3gffB1WvIW5lLwlVxtZm74QCvTN9ISHAQd/Zq5HSkktH/BUfe9swxgpMnT3LFFVfw9ttvM3z48BJZdu4mdbndc889PPDAAwwcOJA5c+bw1FNPAa5dU8nJyRw4cIDvv/+exx57DHDt2lm0aBFhYefuC879Hq+99hoXXXQRSUlJZGdn5zt/bqpKy5Yt+e23ogcEyuvrr78+5w98XpmZmUyaNCmng2tezZs3p0KFCqxevZrq1auf1Vo7KCgo53FQUFDOcYSpU6dyxRVXANCkSRNWrFjBTz/9xGOPPUbv3r3PGtynrJi6eg8PfJPot0UAvHywWFU/UtV2qtoDOAJszPP8MVU94b7/E1BORPy6w1lIcBAvD41nYHwdXpy6nvG/bnU6UpkQERHBG2+8wSuvvEJkZCRVq1Zl/vz5AHz++ec5Wwe5Wz03bdqUbdu25bSTzj1fYVJSUqhb19WS/NNPP82ZLiIMGjSIBx54gObNm1OtmmvEqL59+/Lmm2/mzFdQv/+UlBRq165NUFAQn3/+ec5B6ksuuYTvvvuO7Oxs9u3bx5w5c3LyHzhwIKcQZGRksGbNORvM58jOzuabb74p8vjAjBkzaNasGdHR0TnTtm7dmvNHffv27axfv56YmJgi3/OMM8cHwDWKW0REBDfddBNjxoxhxYoVHi/Hn7SOrsLgttF+WwTA+2cN1XT/Wx8YDPwnz/O1xH00SkQ6uvMc8mam0hAcJLxyXTx9W1zEUz+uZcLSP5yOVCa0adOG1q1b89VXX/Hpp58yZswYWrduTWJiYs43zREjRjB69GgSEhJQVT755BOGDh1KXFwcQUFBRe5SAddB3qFDh9KuXbtzOq9ef/31fPHFF2ftVnrjjTdYtmwZrVu3pkWLFowbNy7f5d511118+umnxMfHs379+pythWuvvZbo6GhatGjBTTfdRNu2balcuTKhoaFMnDiRhx9+mPj4eBISEnIOMI8bN67A95k3bx716tXLGe3sjJEjR541ult+Ww0LFizIea9BgwbxzjvveNx9Nisri+TkZJo1awbAqlWr6NixIwkJCTz99NM5W1Blxbo9x8jOVupUCWfs0Hi/LQKA9w4Wu45NMB9YCyQBvd3TRgOj3ffvBta4n18EdC1qmb5+sDi3UxmZestHizXmkf/q97/vdDpOsZ11sNh41fHjx1VV9eDBg9qwYUPds2ePw4mKb/78+Tpq1KhivcZfDxZvP5iqTf75k742fYPTUTyGQweLUdVzjg6p6rhc998C3vJmBieVDwnmvZvbMeKTJTz4TRJVI0Lp0aSG07GMDxowYABHjx4lPT2dxx9/nFq1ajkdqdi6deuW76hqZVH9ahE8+aeW9Gvlf7+n/Pjxtox/CCsXzAe3tOe69xbx5JQ1TP9bD0KC7YJuc7YzxwWMb9t6MJW09Cxa1KnEnzv59hmMxWGFoBRUDCvH+Fs7kJ6ZbUXAGD916MRphn+8hCCBGQ/0LFP/l8vOT+LjLqoURr2oCLKzlXfnbOZwarrTkYwxHjqVkcUdny9n37FTvHp9QpkqAmCFoNRtOXiC12dsZNKKnU5HMcZ4IDtb+fu3SSzffoRXr0ugbf2qTkcqcbZrqJRdXLMiU+/vQUw1P+lBYkyAe3X6Rv67cg+P9G/GVa1rOx3HK2yLwAGx1SMRETbsPc7XS+wag8L4cxvq77///qzWEyXhjz/+oG/fvjRv3pwWLVrktHbIbfv27fTu3ZvWrVvTq1cvdu78/1ufn376KY0bN6Zx48ZnXSxXHO3atctp3lfWfbd8J2/NTuaGjvUY1aNh0S/wU1YIHPTB/C08OnkVs9bvczpKicjKzmLujrmMSxrH3B1zycq+8PbO/tyG+nwKQVEtn2+55RbGjBnDunXrWLJkCTVr1jxnnr///e/ccsstrFy5kieeeIJHH30UgMOHD/P000+zePFilixZwtNPP82RI0eKlW/r1q3UrVv3rHYTZVXSjqM8OnkVXRpW45mrW+V0Yi2LrBA46F9Xt6JlnUrc+1UiG/cddzrOBcnKzmLU9FE8NO8h3kl8h4fmPcSo6aNKpBicUVptqPft28egQYOIj48nPj4+52reL774IudK2VGjRuUUkAoVKvDPf/6T+Ph4OnfuzL59+1i4cCFTpkxhzJgxJCQksHnzZjZv3ky/fv1o164d3bt3Z/369cD/vxq6U6dOPPTQQwX+/GvXriUzMzOnCV2FChWIiDh3F+PatWu57LLLALj00kv54YcfAPjll1/o06cPUVFRVK1alT59+jB16tScZY0ZM4aWLVty+eWXs2TJEnr16kXDhg2ZMmVKzrKnTp1Kv379yMrKYsSIEbRq1Yq4uDhee+21Yv42fduJ05mM/mI5NSqU5+0b21KujB0czqts/3Q+LjzUdY1BeGgwoz9fzvFTGU5HOm8Ldi1g1cFVnMw8iaKczDzJyoMrWbBrQYksPysri5kzZzJw4EDA9c34xRdfZOXKlcTFxfH0008zZMgQ2rdvz5dffkliYiIiwogRI5gwYQKrVq0iMzOTd999N2eZ1apVY8WKFef05Ln33nvp2bMnSUlJrFixgpYtW7Ju3TomTJjAr7/+mtM99MsvvwQgNTWVzp07k5SURI8ePfjggw/o2rUrAwcO5OWXXyYxMZFGjRpxxx138Oabb7J8+XLGjh3LXXfdlfOeO3fuZOHChbz66qtMmTIl3+ZsGzdupEqVKgwePJg2bdowZsyYfLdm4uPjmTRpEgCTJ0/m+PHjHDp0iF27dlGvXr2c+aKjo3MKa2pqKpdddhlr1qyhYsWKPPbYY0yfPp3JkyefleVMIUhMTGTXrl2sXr2aVatWceuttxb7d+rLKpQP4W99mvD+Le18dpzhkmSFwGG1K4fz9p/bsv3wScZ8u/JMaw6/s+7wOtIy086adirzFOsPr7+g5Z5pQ12rVi327dtXYBvqefPmnfPa/NpQ556voDbUs2bN4s477wRcxygqV67MzJkzWb58OR06dCAhIYGZM2eyZcsWAEJDQxkwYADg2n+e3377EydOsHDhQoYOHZqzRZF7kJmhQ4cSHBwMuFpXP/PMuWM0ZWZmMn/+fMaOHcvSpUvZsmUL48ePP2e+sWPHMnfuXNq0acPcuXOpW7duzrILEhoaSr9+/QCIi4ujZ8+elCtX7qwW0+np6ezcuZOGDRvSsGFDtmzZwj333MPUqVOpVKnsDMq0J8X1Ob6ufT1a1qnscJrSYYXAB3SMjeLR/s2YumYv78/b4nSc89I8qjnhIeFnTQsLCaNZVLMLWu6ZYwTbt29HVYs8RlAcBbWhzo+qMnz48JzhHTds2JDTnrpcuXI5+4+Dg4Pz3c+fnZ1NlSpVcl6fmJjIunXripUlOjqahIQEGjZsSEhICNdcc02+HT3r1KnDpEmT+P3333nuuecAqFKlCnXr1mXHjh058+3cuTOny2run6GgFtPz58/PaSFRtWpVkpKS6NWrF+PGjWPkyJFF5vcHPyTu4tKxc1i9K8XpKKXKCoGP+Eu3WK6Mq8WLU9fz22b/a8DarW434qrHER4SjiCEh4TTunprutUtmd4zpdmGunfv3jm7kLKyskhJSaF3795MnDiR/fv3A64Dr9u3by90ObmzVKpUidjY2JzjEapKUlJSsdZBhw4dOHr0KAcOHABcWy4tWrQ4Z76DBw+SnZ0NwPPPP89tt90GwBVXXMG0adM4cuQIR44cYdq0aTljB3gid4vpM+9x7bXX8uyzz5aZFtNdGlVjeNcYmtWq6HSUUmWFwEeICC8NiSe2eiT3fLWClJP+dbwgOCiY9/q8x8s9XuavCX/l5R4v816f9wgOKnyXRHGUVhvq//u//2P27NnExcXRrl071q5dS4sWLXj22Wfp27cvrVu3pk+fPkWOHzxs2DBefvll2rRpw+bNm/nyyy/56KOPiI+Pp2XLljkHcfMq6BhBcHAwY8eOpXfv3sTFxaGq3H777QA88cQTOQd158yZQ9OmTWnSpAn79u3jn//8JwBRUVE8/vjjOWMrP/HEE0RFRRW5Ps6YM2dOTiHdtWsXvXr1IiEhgZtuuonnn3/e4+X4olMZWWRlKzUrhvFo/+Zl7srhooi/7ZNu37695u6pXtYk7z/Oyp0pDG4bXfTMXrZ06VJiY2M97kdvyq6dO3dy++238/PPP5focpcuXcqaNWsYMWJEiS63OFSVB79JYt/xU3x2WyeCg8rmaaIislxV2+f3XGCVPT9wcc2KOUXA37YKTNkVHR1d4kXAV3yzbAeTft9Fh5ioMlsEimKFwEctTD7IJS/OYtm2w05HMabM2rTvOE/8sIZuF1fnnsvOGS49YFgh8FFx0ZW5Kq429R3uSeRvuw6N/3D6s3U6M4t7v06kQvkQXr0+PmC3BsAKgc+qGFaOF4e0pmbFMLKz1ZH/NGlpaRw/ftzx/7Cm7FFVDh06RFpaWtEze8nYXzawbs8xXnL/Pwtk1n3Ux6WkZTDq82UMbhPNdR3qFf2CEnTm9MhAaTBmSldYWFiRp+B6y4JNB/lg/lZu7tyA3s0vciSDL7FC4OMqlg9BEJ7+cQ1dGlWjXlTp7SrKyspiy5Yt9OjRo9Te0wSWuXPnlvp7HklN54FvErm4ZgX+cWXzUn9/X2S7hnxcUJAw9rp4gkR48JsksrJtN40xF2L8wm0cOZnO/w1LIDy05K5z8WdWCPxA3SrhPDWwJUu2HebD+f7ZgsIYX3Fv78Z8M6pLwPQR8oQVAj8xuG1d+rWsxSvTNrJuzzGn4xjjdw4cP82B46cJDhLalMHhJi+EFQI/ISI8N6gVlcLL8bcJiaRnZjsdyRi/8sQPq7n6rQWczvTOQET+zAqBH6lWoTzPD45j/d7jvDtns9NxjPErD/Ztwj+uak75EDsukJcVAj/Tp8VFDIyvw1uzN5G8/4TTcYzxeacyXFsAF9esyIDWdRxO45u8WghE5D4RWS0ia0Tk/nyeFxF5Q0SSRWSliLT1Zp6y4qmBLXm0f3NiHL7q2Bhfp6qM+nw5D09c6XQUn+a1QiAirYDbgY5APDBARC7OM1t/oLH7dgfwLqZIUZGh3NYtlpDgIDKy7FiBMQWZkrSbuRsP0DTAxhcoLm9uETQHFqvqSVXNBOYCg/PMczXwmbosAqqISG0vZipTlmw9TM+XZrP5gO0iMiavoyfTeebHtcRHV2Z41xin4/g0bxaC1UB3EakmIhHAlUDeHgl1gR25Hu90TzuLiNwhIstEZNmZ0ZkMxFSPoFHNClgrIGPO9e+f1nE0LYPnB7cO6IZynvBaiwlVXSciLwLTgFQgETiv87ZU9X3gfXANTFNSGf1dzYphfP6XTk7HMMbnLNx8kG+W7WR0z0a0qFPJ6Tg+z6sHi1X1I1Vtp6o9gCPAxjyz7OLsrYRo9zRTDIdOnOax71dx6IQ1hzPmVEYW/5y8mvpREdzXO3DHGCgOb581VNP9b31cxwf+k2eWKcAt7rOHOgMpqlr4QLDmHIdT0/l6yQ6e/3m901GMcdzbs5PZejCV5wa1sl5CHipw15CIFNXHQIA9qtqkkHm+E5FqQAbwV1U9KiKjAVR1HPATrmMHycBJ4NbihDcujS+qyB09GvLOnM0MaRdN54bVnI5kjCM27nNdbDmoTV26N67hdBy/Udgxgs2q2qawF4vI74U9r6rd85k2Ltd9Bf5aVEhTtHsua8yPK3fz2Per+ene7oSG2LWCJvDUqxrBnb0aMcLOEiqWwv5aXOvB6z2Zx5SC8NBgnhnYiuT9J/jAOpSaABUeGsyDfZtSrUJ5p6P4lQILgapuARCRSBEJct9vIiIDRaRc7nmMb7i0WU2ujKvFGzM38cehk07HMabUHElNZ/A7v7J8+xGno/glT/YfzAPCRKQurlNBbwbGezOUOX9PDGhJueAgHv9htY01bALG3mOnOH4qkwrlbdDF8+FJIRBVPYnrrJ93VHUo0NK7scz5qlU5jAf7NmHuxgP8vHqv03GMKRXNa1fil/t7WCuJ8+RRIRCRLsCNwP/c0+ycLB92S5cYWkdXtu6kpszLzlY+XbiN1NOZBNnVw+fNk+2o+4FHgcmqukZEGgKzvZrKXJDgIGHi6K525pAp875bsZMnp6yhcng5rmlzTnca46HCriN4FJiqqnNxNYwDcg4Q31sK2cwFOFMElm07TK3KYURXtZbVpmxJScvgxanraVu/CgPjbZyBC1HYV8YtwH0i8ruIjBeR60XEBvr0IyknM7jl4yW8PdtGMzNlz+szNnIoNZ1nrm5lu4UuUIFbBKo6AZgAICJtgH7AJBEJBmbg2lpYUiopzXmpHFGOj4Z3IL5eZaejGFOi1u89xme/befPHevTqq59vi+UR+daqervwO/A8yJSCegDjASsEPi4Lo1c7SZOZ2YRLEJIsB03MP5NVXnyhzVUDAvh732bOh2nTCiyELi3AK4CYnLPr6p3eC+WKUkHjp9m6LiF/KVbLDd3iXE6jjEX5KdVe1m89TDPXtOKqpGhTscpEzz5evgjMAKoBlR03yp4MZMpYdUrhFK7cjivTN/I0ZPpTscx5rydysjihanraFarIjd0rO90nDLDk11D0ara2utJjNeICE8ObMGV/zefV6dv5JmrWzkdyZjzMnv9fnYcTuOLv3SyUcdKkCdbBD+LSF+vJzFe1axWJW7u3IAvFm1nw97jTscx5rz0j6vN/+7tRrfG1Z2OUqZ4UggWAZNFJE1EjonIcQ/GKjA+6G99mlChfAjP/7zO6SjGFNuRVNduzZZ17CyhkuZJIXgV6AJEqGolVa2oqjYIqB+qEhHKvb0bM2fDAeZvOuB0HGM8tmnfcbq8MJOpq20AQ2/wpBDsAFartbIsE27u0oB6UeE89791ZGXbr9T4hyoRoVzfvh4dY230PW/wpBBsAeaIyKMi8sCZm7eDGe8oHxLMw/2asX7vcb5bsdPpOMZ4pEbF8jx9dSui7HRRr/CkEGwFZgKh/P/TR63Xqx+7Kq42A+PrUL2C/acyvi0zK5u/f5vEqp0pTkcp04o8fVRVny6NIKb0iAhv3FDocNTG+IRvlu1k4vKdXNasJnHRdpDYWwrcIhCRp4p6sSfzGN+Vlp7F27OT2X/8lNNRjDnHidOZvDp9Ax1iqtK/VS2n45RphW0RjCziNFEBhgFPlWgiU2r2HjvF6zM2Uim8HDd3buB0HGPO8sG8LRw8kc4Ht7RHxC4e86bCCsEHFH0s4IMSzGJKWWz1SGY92It6UTZWgfEtB46f5oP5W7gyrhZt6lv3e28rrA21HRsIAGeKwJ6UNGpXDnc4jTEub87axOnMbOsuWkqsJ7FhwaaDdH9xNr9tPuR0FGPYejCV/yz+gxs61qNhDetvWRq8WghE5G8iskZEVovIVyISluf5ESJyQEQS3beR3sxj8tc+pirVK5TnpV/WY9cNGqeNnbaBcsFB3Nu7sdNRAobXCoGI1MU1tnF7VW0FBOM6uJzXBFVNcN8+9FYeU7CwcsHcf3ljfv/jKNPW7nM6jglgR1LT+TX5ILd3j6VmxbCiX2BKRGGD178JFPj1UFU9GcA+BAgXkQwgAthd7ISmVAxpF83787fw8i8buLz5Rdbi1ziiamQoc8dcSoh9/kpVYVsEy4DlQBjQFtjkviXgusq4UKq6CxgL/AHsAVJUdVo+s14rIitFZKKI1MtvWSJyh4gsE5FlBw5YszRvCAkOYkzfpiTvP8Ekaz1hHLDv2CmyspXK4eWILO/RKLqmhBRYCFT1U1X9FGgN9FLVN1X1TaA3rmJQKBGpClwNxAJ1gEgRuSnPbD8CMe6Bb6YDnxaQ5X1Vba+q7WvUqOHBj2XOR79WtWgdXZnXZ2ziVEaW03FMAMnKVoZ/vIQ7v1judJSA5MkxgqpA7rbTFdzTinI5sFVVD6hqBjAJ6Jp7BlU9pKqn3Q8/BNp5sFzjJSLCw/2asetoGl8s2u50HBNABLjr0osZ1jHfnQLGyzzZ/noB+F1EZuP6ffXAs6uJ/wA6i0gEkIZrS2JZ7hlEpLaqnmkwPhCwEVMcdsnF1el2cXXenp3MqLpCWLCdRWS8LyhIGBhfx+kYAavILQJV/QToBEzG9a2+i3uXUVGvWwxMBFYAq9zv9b6IPCMiA92z3es+vTQJ1xlGI87rpzAl6uF+zbis2UVkWQ0wpeD3o+V5e3ayjY/hoCILgbiafFwOxKvqD0CoiHT0ZOGq+qSqNlPVVqp6s6qeVtUnVHWK+/lHVbWlqsar6qWquv6CfhpTIuKiK/PKdfFEhth/TONd6dkw80AkczcewE4Uco4nxwjewTVU5Q3ux8eBt72WyPiM3adCWHbUzuU23rPkSDgnsoIZc0VTayznIE+OEXRS1bYi8juAqh4RERvRJAAsPxrGhhOhnMrIIqxcsNNxTBlz7FQGCw5FcHHkaTrERDkdJ6B5UggyRCQY98VlIlIDyPZqKuMTetdIpU+NVCsCxis+nLeFU9lBXFbjpNNRAp4nu4bewHWg+CIReQ5YAPzbq6mMT4gIVsKClaxs5UhqutNxTBly6MRpPlqwlRYVT1EnLNPpOAHPk6EqvxSR5bhO/xTgGlW10zwDhCrc8P4iKoaF8NGIDk7HMWXEu3M2k5aRxaV1bWvAF3jadK46cFJV3wIOikisFzMZHyICPZvWYOb6/SzffsTpOKYM2JOSxmeLtjO4bTQ1ytsV7L7Ak9NHnwQeBh51TyoHfOHNUMa3jOgaQ/UKoYz9ZYPTUUwZ8GPSblSV+6zNtM/wZItgEK6rflMBVHU3RQ9hacqQyPIh/PXSi/ltyyF+TT7odBzj527v3pCp9/ewIVJ9iCeFIF1do5WcOWso0ruRjC/6c6f61Kkcxku/bLDBa8x5O3YqAxGhkY085lM8KQTfiMh7QBURuR2YgQ1aH3DKhwRz/+VNSNpxlOk2eI05Dxv2HqfTczOZvX6/01FMHp70GhqLq2fQd0AT4Al3O2oTYAa3rUvD6pG8Mm2j9YUxxVYxLIRr2tSlTf0qTkcxeXh61tAqYD4wz33fBKCQ4CD+1qcJG/Yd58ckG2zOFE+dKuE8PziOKhHWmMDXeHLW0EhgCTAYGAIsEpHbvB3M+Kar4mpzefOLCCvnteGuTRn0yrQNrN6V4nQMUwBPWkyMAdqo6iEAEakGLAQ+9mYw45uCgoQPh7d3OobxIws3H+TNWclUDi9Hq7qVnY5j8uHJ17pDuDqOnnHcPc0EsFMZWXy+aLsNaWkKpaqM/WUDtSqFcVPnBk7HMQXwZIsgGVgsIj/gOoX0amCliDwAoKqvejGf8VFJO47y+PerqRxezkaWMgWatX4/K/44yr8HxVnzQh/mSSHY7L6d8YP7X7uoLIB1aliNKXdfQuvoKk5HMT4qO1sZO20j9aMiGNo+2uk4phCeNJ17+sx9EQkCKqjqMa+mMn7hTBGw8QpMfn5avYd1e47x2vXxlAu2kwt8mSdnDf1HRCq5ryheDawVkTHej2b8wcTlO+n24ixrU23OkpmVzavTN9K4ZgUGxtd1Oo4pgidluoV7C+Aa4GcgFrjZm6GM/2gdXZlDqemMm7e56JlNwPg+cTdbDqTyYN8mBNtgxD7Pk0JQTkTK4SoEU1Q1A3ffIWOaXFSRQQl1+XThNvYdO+V0HOMDVJUP52+hVd1KXNGyltNxjAc8KQTvAduASGCeiDQA7BiByXH/5U3IzFLempXsdBTjA0SEL0Z24pWhCTYgvZ/wpNfQG6paV1WvdHch/QO41PvRjL+oXy2C6zvU4+ulf7DjsI04Fcgys7JRVapXKE/TWnZiob8o9qF8dbFBRs1Z7rmsMUEivD5jk9NRjIPGL9zGoHcWcuK0/YnwJ3ZOlykRtSqHMbxrDJN/38mmfceLfoEpk2pWCqNxzQpUKO/JJUrGV3i1EIjI30RkjYisFpGvRCQsz/PlRWSCiCSLyGIRifFmHuNdo3s2IiI0hFenb3Q6inHIwPg6vDw03ukYppgKLNsiMriwF6rqpMKeF5G6wL24Tj9NE5FvgGHA+Fyz/QU4oqoXi8gw4EXgeg+zGx8TFRnKyO6xbNp/goysbLuIKICknMzg+8RdDOtYj/IhdnGhvyls++1P7n9rAl2BWe7Hl+LqPlpoIci1/HARyQAigLxN7K8GnnLfnwi8JSKiNhai37qvd2M7UyQAvT9/M2/P3kzH2Cia167kdBxTTAUWAlW9FUBEpuH6Vr/H/bg2Z3+rL+j1u0RkLK6zjNKAaao6Lc9sdYEd7vkzRSQFqAacNUK6iNwB3AFQv359j34w44wzRWDTvuNkZqv9UQgAB0+c5pNftzGgdW37ffspT7bd650pAm77gCL/GotIVVzf+GOBOkCkiNx0PiFV9X1Vba+q7WvUqHE+izClKDMrm1s+XsILP693OoopBe/O2cypjCz+1qeJ01HMefLk0P5MEfkF+Mr9+HpcA9gX5XJgq6oeABCRSbh2MX2Ra55dQD1gp4iEAJWxsQ78XkhwEG/9uQ2x1Ss4HcV42Z6UND5ftJ1r20bTqIb9vv2VJ91H73YfOO7unvS+qk72YNl/AJ1FJALXrqHewLI880wBhgO/4RoGc5YdHygb2jWIAlztBgA7blBGvTkrGVXl3t6NnY5iLoBHJ/u6zxDy5OBw7tcsFpGJwAogE/gdeF9EngGWqeoU4CPgcxFJBg7jOqvIlBH7jp3i9s+WMbpnI66Mq+10HFPC/jh0km+W7uCGjvWpFxXhdBxzAYosBO6tgRdxnT0k7puqapFHhVT1SeDJPJOfyPX8KWBocQIb/1G9QnnS0rN4ZdoG+ra4iBA7nbRMeX3mRoKDhLsvu9jpKOYCefI/8yVgoKpWVtVKqlrRkyJgTHCQ8GDfJmw+kMrk33c5HceUoG0HU/n+910M7xrDRZXCin6B8WmeFIJ9qrrO60lMmXRFy1rE1a3M6zM2cTrTBrovKxpUi+Ddm9oxqkdDp6OYEuBJIVjmbgNxg4gMPnPzejJTJogIY65oyq6jaUxYusPpOKaEiAhXtKxFtQrlnY5iSoAnhaAScBLoi+tq4z8BA7wZypQt3RtXp2NsFG/MTOZkunWl9Hf3fPU7H8zb4nQMU4I8OX301tIIYsquM1sFQ8f9xqcLt3Nnr0ZORzLn6XRmFlnZ2WTZWd5lSmFN5x5S1ZdE5E3yGZpSVe/1ajJTpnSIieLSpjUYN3czf+5Un8rh5ZyOZM5D+ZBg3rmxHXa5T9lS2K6hMweIlwHL87kZUywP9m1KaEgQyftPOB3FnIcVfxwheb9rrAm7QLBsKWzXUCMR6Qh8aSOSmZLQqm5lfn34MkJD7HoCf5OVrTw8cSUA0/7WwwpBGVPY/8ho4HVgv4jMFZF/i8gAEYkqnWimLAoNCSIjK5sVfxxxOoophu9W7GTT/hM80KeJFYEyqMBCoKp/V9WuQC3gUVwtIG4FVovI2lLKZ8qgsdM2MOz9Rew/dsrpKMYDpzKyeH36RuLrVaFfq1pOxzFe4EmvoXBcp5BWdt92A6u8GcqUbbd0iaF9gyhqVLRz0P3B579tZ3fKKcZeF29bA2VUYWcNvQ+0BI4Di3GNSvaqqto2vbkgdauEU7dKuNMxjAeOncrg7TnJdG9cna6Nqjsdx3hJYVsE9YHywCZc4wbsBI6WQibjIzoemkRU+i745FuvLH/X0TROZ2bR0MYt8FkpR04yLjONuMzK8IlHzYqLpd/evRwOrQuMKPFlG88VNlRlP3FtB7bENaDMg0ArETkM/ObuLGrMecvKVvYfP02tSmFEhJb8HxlzYdKzstmTcopqkaFE2u+nTCv0t+seJGa1iBwFUty3AUBHzm0vbcqYJdVcLaVGjBjhleVXOpnOVS/NpkP5KD4e0cEr72HO37M/rOY/W/5gxl96QvVIr7zH1PHjAWjhlaUbTxV41pCI3CsiX4vIH8BcXAVgPTAYsFNIzQWrEhHKXy+9mFnr9/Nr8kGn45g87up1Ma9cF0+Ml4qA8R2FXUcQA3wLdFLVRqp6s6q+q6pJqppdOvFMWTeiawx1q4Tz7P/WkZVtbQt8hapSq3IYVyfUdTqKKQWFXUfwgKp+p6p7SjOQCSxh5YJ5uH8z1u05xncrdjodxwDzNx1g2PuL2Jti13kECrvW3zjuT61rk1CvCmN/2WBtqn3AiVOZnM7MpmqkNQYMFFYIjONEhMcHNGf/8dO8b33uHdc/rjaT7+pK+ZBgp6OYUmKFwPiEdg2iuDKuFpsPpFqLY4ekns5kwtI/yMzKtiuIA4ydHGx8xmvXJ9i3UAe9N28Lb8zcRLNalYivV8XpOKYU2RaB8RlnisD2Q6lsOWBjFpSmvSmneH/eZq5qXduKQACyQmB8SnpmNkPH/ca/f1pX9MymxIydtoHsbHikXzOnoxgH2K4h41NCQ4J47foEGte0/kOlZfWuFL5bsZPbuzekXlSE03GMA7y2RSAiTUUkMdftmIjcn2eeXiKSkmueJ7yVx/iPSy6uTs1KYagqmVl27aI3qSpPTVlDlPsqbxOYvLZFoKobgAQAEQnG1cF0cj6zzlfVAd7KYfzTyfRMhn+8hEub1eSuXvYHylu+T9zFsu1HeOna1lQOt+sGAlVpHSPoDWxW1e2l9H7Gz0WEhlAlIpS3ZiXbFa5ecuJ0Js//tJ746MoMaRftdBzjoNIqBMOArwp4rouIJInIzyLSMr8ZROQOEVkmIssOHDjgvZTGpzx+VQsys9UOHHvJt8t2sP/4aZ4a2JKgILtuIJB5vRCISCgwEFcDu7xWAA1UNR54E/g+v2Wo6vuq2l5V29eoUcNrWY1vqV8tgtE9GjIlaTeLtxxyOk6ZM7xLDN+M6kKb+lWdjmIcVhpbBP2BFaq6L+8TqnpMVU+47/8ElBMRGw/P5Liz18XUqRzGk1PW2IHjEqKqpJzMIChI6BhrHeVN6RSCGyhgt5CI1HKPgoaIdHTnsa9+Jkd4aDCPDWjB+r3H+ew3O8RUEqau3ku3l2axZneK01GMj/BqIRCRSKAPMCnXtNEiMtr9cAiuEdCSgDeAYWqNZkwe/VvVomeTGrwybQN7UtKcjuP3mtaqyNUJdWh6UUWnoxgf4dVCoKqpqlpNVVNyTRunquPc999S1ZaqGq+qnVV1oTfzGP8kIvzr6lZkZrvOeTcXpmGNCjx7TRwhwdZYwLjYJ8H4hfrVIni4XzM6N6xm3UnP06qdKdz5xXIOHD/tdBTjY6zFhPEbt3WLdTqC38rMyubRySvZd+w05cvZ9z9zNvtEGL8zacVO3pq1yekYfuWz37azetcxnvxTCyqF2RXE5mxWCIzfWbL1MPM2HbTB7j204/BJXpm2gZ5NanBVXG2n4xgfZLuGjN958k8tCQ0JItiuhi2SqvLIpJUAPDeolY08ZvJlWwTG74SHBhMcJBw4fpofk3Y7Hcen/WfJH/yafIh/XNWc6KrWYtrkz7YIjN96c9Ymvlz8BzHVIomLrux0HJ+z88hJ/v2/dXS7uDp/7ljf6TjGh9kWgfFbD/ZpSvUKofz92yTSM639RG6qyiPfrQLg+cFxtkvIFMoKgfFblSPK8fzgODbsO86bdhbRWbKylYR6VXhsQAsbdcwUyXYNGb92WbOLuLZtNG/PTqZnkxq0j7EmagAhwUH8/YqmTscwfsK2CIzfe2pgC6KrRnDf14mkpGU4HcdR6ZnZjPx0Kb9ttt6NxnNWCIzfqxhWjv8blsDeY6f45+RVAd2CYv/xU2w9mMrxU4FdEE3xWCEwZUKb+lV5oE8T/rtyD98u3+l0HMdEV41g6v096NuyltNRjB+xQmDKjNE9G3HJxdXYfyzwxjg+eOI0z/1vLSfTMylnXUVNMdnBYlNmBAcJn97aMeDaK2dmZXP/14ks2XaYIe3q0bSWjTNgiiew/seYMu9MEfht8yGemrImII4XvDxtAwuSD/Ls1a2sCJjzYoXAlEkr/jjC/E0HOHqybB80/e/K3bw3dws3da7PdR3qOR3H+CnbNWTKpLt6NWJE1xgiy5fdj/j6vccY8+1K2jWoyhMDWjodx/gx2yIwZZKIEFk+hFMZWTz5w2p2HjnpdKQSlXIyg1GfL6diWAjv3tiW0BD7r2zOn316TJm2N+UUk1bs4tZPlpJSRnYTncrI4vbPl7H7aBrv3tSWmpXCnI5k/JwVAlOmxVSP5L1b2rH90ElGfraUUxlZTke6YG/NSmbJ1sO8cl0C7RpYSw1z4awQmDKva6PqvHp9PMu2H+Her373+5HN7uzViPdubsfA+DpORzFlhBUCExAGtK7DEwNaMG3tPp74YbVfnlY6JWk3J05nElk+hCvsymFTgqwQmIBx6yWxjO7ZiC8X/8HzP6/3q2Kw4/BJHpiQyIfztzgdxZRBZffcOmPy8XC/ppxMz+T9eVtIS8/i6YEtCfKDsY/rRUXw5chOtKlf1ekopgyyQmACiojw9MCWhJcLZuHmQ6RlZPnstQaqymszNtG8VkX6x9WmU8NqTkcyZZTXdg2JSFMRScx1OyYi9+eZR0TkDRFJFpGVItLWW3mMOUNEeKR/M74Z1YXI8iGkns70uaEus7OV5/63jjdmbmKhjS1gvMxrX4VUdQOQACAiwcAuYHKe2foDjd23TsC77n+N8SoRITw0GFXl7v+sICNL+ey2jj6xmygtPYsHv03kp1V7GdE1hif/1MLpSKaMK61t4t7AZlXdnmf61cBn6jpqt0hEqohIbVXdU0q5TIATEa5OqMupjCyfKAI7Dp/kzi+Xs2b3MR67qjl/6RZrA88bryutQjAM+Cqf6XWBHbke73RPO6sQiMgdwB0A9evX91JEE6iuaVM35/5Pq/aQkpbBsA71Sv0P8C9r9jLm2yQU+PCW9vRuflGpvr8JXF4/fVREQoGBwLfnuwxVfV9V26tq+xo1apRcOGPymJK4m0cnrWLkp8tKbYCblLQMHvwmiVGfL6dBtUj+d093KwKmVJXGdQT9gRWqui+f53YBuXvnRrunGeOId25sy+MDWrAg+SC9X53Lxwu2kpHl3QPJB46f4ufVe7jnsov57s6u1K8W4dX3Myav0igEN5D/biGAKcAt7rOHOgMpdnzAOCkoSPhLt1h+vq87CfWq8Mx/13LF6/P4IXFXibammL/pAP/671oALq5ZkV8fvowH+za1LqLGEV791IlIJNAHmJRr2mgRGe1++BOwBUgGPgDu8mYeYzzVsEYFPrutIx/c0p7Q4CDu+zqRXmNn8+6czQUWhKzsLObumMu4pHHM3TGXrOyzG9ylnMzgdKZr2trdx5i2dm9OR9SqkaHe/YGMKYRXDxaraipQLc+0cbnuK/BXb2Yw5nyJCH1aXETvZjWZtnYvn/y6jV/W7OXOXo0A+GbZDprVqkjr6CpkZWcxavooVh1cRVpmGuEh4TSv2pI7m7/Iiu3HWLj5IL9tPsRLQ1ozuG00Iy6J4bZusTbQvPEJvnlJpTE+JChI6NeqNv1a1SYt3fWNPjMrmyd/WMONnerTOroK07bNYfHu3yEoHYCTmSdZtjeJP6/4lKwTzWlUI5LbezQkrm5lAMqHBDv28xiTlxUCY4ohPNT1BzwkOIhF/+idc0XyxiMbIOjsgW8kOIMhnYWHOl9OtQrlSz2rMZ6yQmDMeaocXi7nfkLNlkSEhHMy8/8PiRkeEsaVTdtbETA+z3ZQGlMCutXtRlz1OMJDwhGE8JBwWldvTbe63ZyOZkyRbIvAmBIQHBTMe33eY8GuBaw/vJ5mUc3oVrcbwUF2LMD4PisExpSQ4KBgetbrSc96PZ2OYkyx2K4hY4wJcFYIjDEmwFkhMMaYAGeFwBhjApwVAmOMCXDiavfjP0TkAJB3pDNPVQcOlmCckuSr2SxX8flqNstVPL6aC84vWwNVzXdAF78rBBdCRJapanunc+THV7NZruLz1WyWq3h8NReUfDbbNWSMMQHOCoExxgS4QCsE7zsdoBC+ms1yFZ+vZrNcxeOruaCEswXUMQJjjDHnCrQtAmOMMXlYITDGmABX5gqBiAwVkTUiki0iBZ5eJSL9RGSDiCSLyCO5pseKyGL39AkiUiKjiotIlIhMF5FN7n+r5jPPpSKSmOt2SkSucT83XkS25nouoSRyeZrNPV9Wrvefkmu6k+ssQUR+c//OV4rI9bmeK9F1VtBnJtfz5d0/f7J7fcTkeu5R9/QNInLFheQ4j1wPiMha9/qZKSINcj2X7++0FLONEJEDuTKMzPXccPfvfpOIDC/lXK/lyrRRRI7mes5r60xEPhaR/SKyuoDnRUTecOdeKSJtcz13/utLVcvUDWgONAXmAO0LmCcY2Aw0BEKBJKCF+7lvgGHu++OAO0so10vAI+77jwAvFjF/FHAYiHA/Hg8M8dI68ygbcKKA6Y6tM6AJ0Nh9vw6wB6hS0uussM9MrnnuAsa57w8DJrjvt3DPXx6IdS8nuBRzXZrrc3TnmVyF/U5LMdsI4K18XhsFbHH/W9V9v2pp5coz/z3Ax6W0znoAbYHVBTx/JfAzIEBnYHFJrK8yt0WgqutUdUMRs3UEklV1i6qmA18DV4uIAJcBE93zfQpcU0LRrnYvz9PlDgF+VtWTRcxXEoqbLYfT60xVN6rqJvf93cB+IN+rJy9Qvp+ZQvJOBHq718/VwNeqelpVtwLJ7uWVSi5VnZ3rc7QIiC6h977gbIW4ApiuqodV9QgwHejnUK4bgK9K6L0LparzcH0BLMjVwGfqsgioIiK1ucD1VeYKgYfqAjtyPd7pnlYNOKqqmXmml4SLVHWP+/5e4KIi5h/GuR++59ybg6+JSEkOhOtptjARWSYii87sssKH1pmIdMT1DW9zrskltc4K+szkO497faTgWj+evNabuXL7C65vlGfk9zstKZ5mu9b9O5ooIvWK+Vpv5sK9Gy0WmJVrsjfXWVEKyn5B68svRygTkRlArXye+qeq/lDaec4oLFfuB6qqIlLgebvuCh8H/JJr8qO4/hiG4jqH+GHgmVLO1kBVd4lIQ2CWiKzC9cfuvJXwOvscGK6q2e7JF7TOyhoRuQloD+QeQu2c36mqbs5/CV7xI/CVqp4WkVG4tqguK8X3L8owYKKqZuWa5vQ6K3F+WQhU9fILXMQuoF6ux9HuaYdwbWqFuL/RnZl+wblEZJ+I1FbVPe4/WvsLWdR1wGRVzci17DPfjE+LyCfA3z3NVVLZVHWX+98tIjIHaAN8h8PrTEQqAf/D9UVgUa5lX9A6y6Ogz0x+8+wUkRCgMq7PlCev9WYuRORyXMW1p6qePjO9gN9pSf1RKzKbqh7K9fBDXMeFzry2V57XzimtXLkMA/6ae4KX11lRCsp+QesrUHcNLQUai+tsl1Bcv+wp6jrqMhvX/nmA4UBJbWFMcS/Pk+Wes0/S/YfwzD75a4B8zyrwVjYRqXpm14qIVAcuAdY6vc7cv7/JuPabTszzXEmus3w/M4XkHQLMcq+fKcAwcZ1VFAs0BpZcQJZi5RKRNsB7wEBV3Z9rer6/0xLK5Wm22rkeDgTWue//AvR1Z6wK9OXsLWSv5nJna4brwOtvuaZ5e50VZQpwi/vsoc5AivsLz4WtL28d/XbqBgzCtX/sNLAP+MU9vQ7wU675rgQ24qrk/8w1vSGu/6TJwLdA+RLKVQ2YCWwCZgBR7untgQ9zzReDq7oH5Xn9LGAVrj9mXwAVSnCdFZkN6Op+/yT3v3/xhXUG3ARkAIm5bgneWGf5fWZw7Woa6L4f5v75k93ro2Gu1/7T/boNQP8S/swXlWuG+//CmfUzpajfaSlmex5Y484wG2iW67W3uddlMnBraeZyP34KeCHP67y6znB9Adzj/kzvxHVMZzQw2v28AG+7c68i15mRF7K+rMWEMcYEuEDdNWSMMcbNCoExxgQ4KwTGGBPgrBAYY0yAs0JgjDEBzgqBMSVARH4WkWgRmSOurpYrRWS9iLwlIlWczmdMYawQGHOBRCQcqKaqO92TblTV1kBrXNezONb2xBhP+GWLCWOcICLPAIdV9XX34+dwtb3YSD6X86tquog8BCSLSLyqJpViXGM8ZlsExnjuY+AWABEJwtWa4AugPzA1vxeoq1lZEtCslDIaU2xWCIzxkKpuAw65e/f0BX5XV9O0S4AFhbxUSiGeMefNdg0ZUzwf4hpVqxbwsbsV8Q51DXByDhEJxtVSfF1+zxvjC2yLwJjimYxr5KcOuLo7FrhbSETK4WqqtkNVV5ZaQmOKybYIjCkG9wHg2bhGZcsSkX64xrTN7UsROY1rjOIZeD48ozGOsEJgTDG4DxJ3Boa6+9LXdh87AEBVezkUzZjzZruGjPGQiLTA1et9pqpuUtdg9O2dzmXMhbLxCIwxJsDZFoExxgQ4KwTGGBPgrBAYY0yAs0JgjDEBzgqBMcYEuP8HVcTkKvTCXDsAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1535,7 +1535,7 @@ "outputs": [ { "data": { - "image/png": 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C3kt1EbC3kFNyh1Ko6pdAZRHJOwimK/C9qpb6/2SWUEzIqCqzZ8+md+/etGvXjl9++YVPP/2UuXPn0rdv31KdsC+cxMfHc9VVVzFv3jwWLlzI4cOHadu2LX369GHOnDkl2gPJlI4TKp62EChoKEWg/sC/8+wbISLLRWSaiJRYI6UlFBMSH330Eeeffz4jR47kqquu4ocffuDZZ5+lSZMmfocWVpo2bcpzzz3HDz/8QEpKCg8++CAdOnTg448/9js0c4oU4QRlPG047cVpAduwIr5doUMpRCQRSAH+F3B8AtAIp0psO/BMEd/Ts9j8k9GETFpaGg899BCbNm3i8ccf59prr6VMGfs7JZgKFSowZMgQBg8ezIwZMxg2bBiNGjXiySefpG3btn6HZ4oo23svr93FnHol2FCKHkCGqu7I2RH4XESmAO8V4/0LZf/yzSn57rvvuO6660hJSeHqq69m1apVXH/99ZZMiqhMmTL079+fVatW0bdvX6688kr69+/PunXr/A7NeORMDum5hFJcqcDN4ujIb4dSDCBPdVeeNpargJWhCCQ/9q/fFMm2bdu47bbbuOCCCzjvvPNYt24dt99+u+cJ+kz+EhMTueOOO1i3bh2tWrWiU6dO3HHHHWzfbsOuwp0iHNc4T1sw7lCKL4CmIpIpIkNE5HYRud095QNgA85QiinA8IBrTwO6AW/nue0YEVkhIsuBS4H7iv2hC2AJxXiSnZ3NhAkTOPfccznjjDP47rvveOihh05a6tUUX4UKFfjTn/7E2rVrqVChAq1bt2bSpEnWcB/GVOGElvG0Bb+XDlDVJFVNUNXaqvqKqk50x+Xh9u66U1UbqWorVU0LuPawqp6pqgfy3PMm99zWqppSkoPDrQ3FBLVp0yaGDBnCzz//zKJFi4o0Zbo5NWeeeSZPP/00gwcPZvDgwbz55ptMnTqVevXq+R2a+Q0J2cDGSGclFFOgnFLJ+eefT/fu3fn8888tmZSyFi1asHjxYrp27Uq7du2stBKGlNCVUCKdlVBMvjZu3MiQIUM4fPiwlUp8Fh8fz8iRI+nduzeDBg3if//7H6+88oqVVsJIiBrcI559C+YkqnpSqeSzzz6zZBImWrRowRdffEHXrl1JTk5m4sSJVloJA4q39eRjYREuK6GYXIcPH+aWW25h/fr1fPrpp5ZIwlB8fDwPPfQQKSkp3HTTTXz66adMnTq1VKf3NydT4Hjo5vKKaFZCMQBs2bKF3//+9yQkJFgyiQAtWrTg888/R1W56KKLyMzM9DukGCac8LhFO0sohsWLF9OhQwf69+/P66+/bn/tRojy5cvzxhtvcPXVV9OhQwe+/PJLv0OKSYozUt7LFu2i/xOaQk2bNo2+ffsydepUHnjggaifBTjaiAgjR45k0qRJpKSkMH36dL9DiklWQnFYxV+MysrK4oEHHuD9999n0aJFnHPOOX6HZIrhyiuvZMGCBaSkpLB8+XKeeuqpmJ3dubSpSkyUPrywbyEG/fTTT/Tq1YtVq1bx1VdfWTKJEs2bN2fJkiUsW7aM3r178/PPP/sdUkxwGuVDM/VKpLOEEmMOHDjA5ZdfTp06dXj//ffDdv12c2qqVq3Khx9+SI0aNejevTsHDx70O6QYIDaw0RX9n9Dk2rt3L5dddhlt27Zl8uTJViUSpeLj43nllVdo2bIl3bp1Y9++fX6HFNWcRnkbhwKWUGLG7t276dKlCxdffDEvvviiTTMf5cqUKcP48eO54IIL6Nq1K3v3FraqrCmuUpy+PqxF/yc07Nu3j8svv5zu3bszduxY68kVI0SEZ599lq5du3L55Zdz4MCB4BeZIrOR8r+yhBLlDh48SPfu3bn44ot58sknLZnEGBFhzJgxXHDBBfTo0YNDhw75HVJUyqaMpy3aRf8njGGHDx+mV69etG3blmeffdaSSYwSEZ5//nlatmxJ7969OXLkiN8hRRVVOJ5dxtMW7aL/E8YoVWXQoEHUq1ePl19+2ZJJjCtTpgwTJ04kKSmJIUOG2KSSIeRUedlIebCEErWeeOIJfvjhB6ZOnWoN8AZwksq0adNYt24dTz31lN/hRBUbKe+wfqNRaObMmUyaNIklS5ZQrlw5v8MxYaR8+fLMnDmTDh060KJFC3r37u13SBEvp9uwsRJK1FmxYgW33norb7/9NklJSX6HY8JQrVq1ePPNNxkyZAirVq3yO5woELoqLxGZJiI7RWRlAcdFRF4QkfUislxE2gYc2yQiK0RkqYikBeyvKiLzRGSd+1hio5ktoUSR3bt306dPH55//nnOP/98v8MxYaxjx46MHTuWlJQUG6MSAtnuuvLBNg9eA7oXcrwH0NjdhgET8hy/VFXbqGq7gH0jgfmq2hiY774uEZZQosTx48e59tprue6667jxxhv9DsdEgIEDB9K3b1+uu+46srKy/A4nYjm9vOI8bcHvpYuAwjJ8H+B1dXwJVBaRYFURfYCcaainA32Df6pTYwklStx///1UqFCBJ554wu9QTAR56qmnSEhI4IEHHvA7lIhVxIGN1UQkLWAbVsS3qwVsCXid6e5zQoG5IpKe577VVXU7gPt41ql90uCsUT4KzJ07l1mzZrF8+XLi4qJ/RlMTOnFxcfzrX/+idevWXHnllXTt2tXvkCKSx+osgN15qqOKKr83yukDfqGqbhORs4B5IrLGLfGUGiuhRLgDBw5w6623MnXqVM444wy/wzERqEqVKkyePJkhQ4bYSPpTUMqTQ2YCdQJe1wa2AahqzuNO4B2gvXvOjpxqMfdxZygCyY8llAj3xz/+ke7du9OtWze/QzERrEePHnTt2pUHH3zQ71AiUikObEwFbnZ7e3UEDqjqdhGpICKVAESkAnA5sDLgmoHu84HArFAEkh+r8opgc+fOZe7cuaxYscLvUEwUeOaZZ2jVqhXXXHONVX0VgaqQFaJR8CLyb+ASnLaWTOCvQILzPjoR+ADoCawHDgOD3UurA++4M2LEA/9S1Q/dY6OBGSIyBPgBuDYkwebDEkqECqzqOv300/0Ox0SBypUr51Z9rVixgkqVKvkdUsQI1cBGVR0Q5LgCd+azfwNwbgHX7AFK5S8EX6u8RKS7iKx1B+n8pm+0iFwiIgfcgTpLReQvfsQZjqyqy5QEq/oqOltg61e+lVBEJA54GeiG09D0tYikqmreobufquqVpR5gGJs7dy7z5s1j+fLlfodiotCzzz5Lq1at+Oijj7jsssv8DicixEKy8MLPEkp7YL2qblDVY8B/cAbgmEIcP36cESNGMGHCBKvqMiXijDPOYPz48YwYMcIGPHpgC2z9ys+EUtgAnUCdRGSZiMwWkRYF3UxEhuUMFtq1a1eoYw0b06ZNo27duvTo0cPvUEwU69WrFzVq1GD69OnBTzahnHolovmZUAoboJMjA6inqucCLwIzC7qZqk5W1Xaq2u53v/td6KIMI4cPH+bRRx9l9OjRfodiopyIMHr0aEaNGmULcgWhClnZZTxt0c7PT1jgAJ0cqnpQVX9yn38AJIhItdILMby88MILXHjhhbRrV5yBtsZ407FjR84//3xefvllv0MJe1bl5fCz2/DXQGMRaQBsBfoDNwSeICI1gB2qqiLSHicB7in1SMPA3r17eeaZZ/j888/9DsXEkCeeeIKLL76YoUOHUrlyZb/DCUs5bSjGxxKKqmYBI4A5wGpghqp+KyK3i8jt7mnXACtFZBnwAtBfY3Tt0qeeeop+/frRpEkTv0MxMaRZs2b07t2bMWPG+B1KWFMVT1u083Vgo1uN9UGefRMDnr8EvFTacYWbzMxMpk6dat2EjS9GjRpFmzZtuOuuu2zRtgLEQoO7F9HfShQFHnvsMW699VZq1cqvE5wxJatOnToMHjyYxx57zO9QwpKqtaHksKlXwtyePXuYMWMG69at8zsUE8MefPBBmjZtyhNPPEGVKiW2gmyEEk7EQA8uL+xbCHOvvvoqKSkpVKsWs53bTBg466yz6NWrF6+99prfoYQla0NxWEIJY9nZ2UyYMIHhw4f7HYoxDB8+nAkTJpCdne13KGHF5vL6lSWUMDZnzhwqV65M+/btg59sTAnr1KkTp512GvPnz/c7lPCiTjuKly3aWUIJY+PHj2f48OG4axwY4ysRYfjw4YwfP97vUMKOTb3isIQSpjZt2sTixYsZMKDQ5RGMKVU33HADixYtYsuWLcFPjhHqNsp72aJd9H/CCDVp0iRuvvlmTjvtNL9DMSZXxYoVufHGG5k8ebLfoYQVq/JyWEIJQ8eOHWPatGncfvvtwU82ppTdcccdTJkyhWPHjvkdStiwXl4OSyhhaMGCBTRq1IimTZv6HYoxv9GsWTPq16/Pp59+6ncoYcEpfYQmoYjINBHZKSIrCzguIvKCu8rtchFp6+6vIyKfiMhqEflWRO4JuGaUiGwNWPm2Z8g+fB6WUMJQamoqffrYWmMmfKWkpJCamup3GGEjhN2GXwO6F3K8B9DY3YYBE9z9WcD9qtoM6AjcKSLNA657TlXbuNtJ012FkiWUMKOqpKamkpKS4ncoxhQoJ6HE6FytvxGqNhRVXQTsLeSUPsDr6vgSqCwiSaq6XVUz3Hscwplwt9TnarKEEmaWLVtG2bJlOeecc/wOxZgCtWjRAhFh5cp8a2ZiiiJkZ5fxtAHVclaWdbdhRXy7oCvdikh94Dzgq4DdI9wqsmkiUmJz51hCCTOpqan07t3bxp6YsCYi9O7d26q9XOpxA3bnrCzrbkXtLlfoSrciUhF4C7hXVQ+6uycAjYA2wHbgmSK+p2eWUMKMVXeZSJGSksK7777rdxj+C2GjvAcFrnQrIgk4yeQNVX07NzzVHap6QlWzgSlAiU29YQkljGRmZrJx40YuvPBCv0MxJqiLLrqItWvX8uOPP/odiv+KUEQpplTgZre3V0fggKpuF6dK4xVgtao+G3iBiAQuYnMVUGL1lJZQwsh7771Hjx49SEhI8DsUY4JKSEige/fuvPfee36H4rsQdhv+N/AF0FREMkVkSJ5VbD8ANgDrcUobOTPHXgjcBHTJp3vwGBFZISLLgUuB+0L3yU9m66GEkXnz5tGvXz+/wzDGsx49evDee+8xdOhQv0PxjQLZ2aFp81TVQudacpdAvzOf/Z+Rf/sKqnpTSILzwEooYSQtLc1mFjYRpX379qSnp/sdhr8UUPG2RTlLKGFi9+7dHDhwgEaNGvkdijGeNWnShF27drFv3z6/Q/GVzeXlsIQSJtLT0znvvPMoU8b+k5jIUaZMGdq0aUNGRobfofir9Brlw5r9eoWJ9PR02rVr53cYxhRZcnJyjFd7eWuQt8khTalJS0sjOTnZ7zCMKbLk5GTS0tL8DsNfVkIBgvTyypnJMojjqroiRPHErPT0dJ566im/wzCmyJKTk/nrX//qdxj+UdAQ9fKKdMG6DS8EvqaA7miuBkD9UAUUi6xB3kSyJk2asHPnTvbt20eVKiU2TVSYs4QCwRPK16rapbATROTjEMYTkzIyMqxB3kSsuLi43Ib5rl27+h2OP6KoOktE7lHVccH25afQX7BgycTrOaZw33//PU2aNPE7DGNOWZMmTdiwYYPfYfgnutpQBuazb5CXCz2PlBeR1jhVW7nXBE5AZk7d9u3bSUpKCn6iMWEqKSmJ7du3+x2GP3IGNkY4ERkA3AA0EJHAaaQrAXu83MNTQhGRaUBr4Fsg292tgCWUENi2bZuNkDcRrWbNmixfvtzvMHwTJYMWF+NMb1+Nk6e4PwR4+o/rtYTSUVWbBz/NnAoroZhIl5SUxJw5c/wOwz9R0MtLVTcDm4FOp3oPr63AX+RZn9iEkCUUE+lq1qwZu1VegKi3LRKISD8RWSciB0TkoIgcEpGDwa/0XkKZjpNUfgR+wekjp6ra+hRjNgG2bdtGzZo1/Q7DmFOWlJTEtm3b/A7DH5HV4O7FGKC3qq4u6oVeE8o0nLn2V/BrG4oJgaysLPbs2cNZZ53ldyjGnLIaNWqwc+dOsrOzY7D7e9TNJLzjVJIJeE8oP6iqLR5dAnbs2MGZZ55JfLwtTWMiV2JiImeccQa7du2ievXqfodT+qKghCIiOYsxpYnIf4GZODVSgLdevV5/xdaIyL+Ad4v6BqZwO3bsoEaNGn6HYUyxJSUl8eOPP8ZmQomOepveAc8PA5cHvPbUq9drQimPk0iK/AamcEePHuW0007zOwxjiq18+fIcPXrU7zBKX5SMQ1HVwcW9h6eEEoo3yo+IdAfGAXHAVFUdnee4uMd74mTMQaoaVQsvHD9+3Kq7StCsNasZu/gzth86RFKlSjxwQWf6nNPM77CiUnx8PFlZWX6H4YtQ9eByx/xdCexU1Zb5HC/wN7Gg31MRqQr8F2dg+ibgOlUtcEU0EXkhn90HgDRVnVVY/IW2nonIsMKOez2ngOvigJeBHkBzYEA+XZN7AI3dbRgw4VTeK5xlZWWRkJDgdxhRadaa1Tw8fx7bDh1CgW2HDvHw/HnMWnNK7Y0miFhOKCGceuU1oHshx/P9TQzyezoSmK+qjYH57uvClAPaAOvcrTVQFRgiIs8XdmGwP41HisjuQo4LcA8wOch98tMeWK+qGwBE5D9AH2BVwDl9gNdVVYEvRaSyiCSpatR0eM/KyrISSgkZu/gzjuT5gTuSlcXYxZ9ZKaUExHRCCRFVXSQi9Qs5Jd/fRJzSR0G/p32AS9zrpwMLgP9XyHucDXRR1Sz3XhOAuUA3nJ6+BfIyfX3vIOfMC3K8ILWALQGvM4EOHs6phTM9wEncktIwgLp1655iSKVPo2TOhnC0/dChIu03xSMiZGdHR+t0URWhyquaiASuRjZZVYvyB3lBv4mF/Z5Wz/kjXFW3i0iwMQq1gAo41Vy4z2uq6gkR+aXgy4IklJJqO3Hl14qV9z+Ll3Ocnc5/lMkA7dq1i5hfafurruQkVarEtnySR1KlSj5EE/1itvpWKcrUK7tVtThrfRf0m+j5t9KDMcBSEVng3vci4O8iUgH4qLAL/RyBlAnUCXhdG8g71NbLOREtISHBEkoJeeCCzpTPU51YPj6eBy7o7FNE0S2mq29Lb/r6gn4TC/ut3OFWi+E+7izsDVT1FeACnHEoM4HOqjpVVX9W1QcKu9bPhPI10FhEGohIItAfyDt4MhW4WRwdgQPR1H4CVkIpSX3Oacbfu3ajZqVKCFCzUiX+3rWbtZ+UkFjusViKc3kV9JtY2O9pKr+ucTIQyLenloic4z62BZJwqtB+AGp4XA7e+3oooaaqWSIyApiD081tmqp+KyK3u8cnAh/gdI9bj9NFriSr4HyRmJgYm333S0mfc5pZAiklv/zyC4mJiX6H4Y/QdRv+N04DejURyQT+CiRA4b+JBf2eurcdDcwQkSE4CeLaAt7+/3DaoZ/J55gCQRdTDJpQ3O5oVVR1t/s6EWf1rvtUtVj/UlX1A5wvKHDfxIDnCtxZnPcId2eddRY7duzwOwxjim3Hjh2xOUoeQpZQVHVAkOMF/ibm93vq7t8DBF2bWVWHuY+Xego2H8HGofQH9gLLRWShiFwKbMDp63zjqb6p+VXgpHrGRKqcSU5jMaF4re6KoOnrTxORP4vIZPd1YxG50su1wUoofwaSVXW9W4f2BdBfVd8pXsgmR9myZTn99NPZvXu3zThsItbOnTupWrVqzLahRMMCWwFeBdJxGubBafD/H/BesAuDNcofU9X1AO7w/o2WTEIvpteSMFEh1heJi6YSCtBIVccAxwFU9Qj5d0v+jWB/TpwlIv8X8Lpi4GtVfbaokZrfylntrk2bNn6HYswpiflF4iInWXhxTETK434qEWlEwCzzhQmWUKYAlQp5bUIgKSkpppdPNZEvpksokVX68OKvwIdAHRF5A7gQpyNWUMESynfAXLeXgCkhNWvWtCovE9GshOJ3ACF1M/A+8CZOJ6x7cnr5BhOsDaUe8D8R+VRERolIB3f6ZBNCVkIxkS6mSyiAZHvbIsSrODMOpwAvAJNE5B4vFxaaUFR1tKp2wRlIswy4BcgQkX+JyM0iEnt9BEtAvXr1+P777/0Ow5hTtmHDBurVq+d3GCYEVPVj4AngEWAq0A64w8u1XhfYOgS842648+z3AF4Hrih6yCZQ27ZtycjIQFWxAqCJNKpKeno6bdt6mp0jOkVRlZeIzMeZYfgL4FPgfFUtdP6vHJ7m8hKR+SLSM+e1qq4CmqqqJZMQqFWrFiJCZmam36EYU2SbNm2ifPny1KhRw+9Q/BFlAxuB5cAxoCXO4lot3V5fQXmdHLIB8P9E5K8B+4ozBbMJICIkJyeTnp7udyjGFFl6ejrJycl+h+Gv0pttuMSp6n2qehFwFbAHp01lv5drvSaU/ThzwVQXkXdF5IxTiNMUwhKKiVSWUIiqhCIiI0Tkv8BSoC8wDaeJIyivCUVUNUtVhwNvAZ8BNk9ICLVr1460tLTgJxoTZtLT02nXLnYrLISo6+VVHngWOEdVu6rq39yG+qC8TrwTOAPwayKygiifBbi05ZRQrGHeRJKcBvmYLqFEVvtIUKo69lSv9VRCUdVJeV6nq+otp/qm5resYd5Eos2bN1OuXLnYbZDPEUVVXsXh54qNJkBOw7xVe5lIkpaWFtulkxyWUABLKGGlS5cuzJ071+8wjPFs7ty5dOkSdCG/qBdl3YZPmSWUMJKSkkJqairOomzGhLfs7Gzeffddevfu7Xco/rMSCmAJJaw0adKESpUqkZGR4XcoxgSVlpZG1apVadSokd+h+EtD28tLRLqLyFoRWS8iI/M5XkVE3hGR5SKyRERauvubisjSgO2giNzrHhslIlsDjvXMe99QsIQSZnr37k1qaqrfYRgTVGpqKikpKX6HER5CVEIRkTjgZZxxH82BAe5UV4EeBpaqamucmYHHAajqWlVto6ptgGTgMO50Wa7nco6768+HnCWUMJNT7WVMuLOE8qsQtqG0B9ar6gZVPQb8B+iT55zmwHwAVV0D1M9not6uwPequrlYH6yILKGEmU6dOrFlyxZ++OEHv0MxpkAbN25kx44dtG/f3u9QwoP3Eko1EUkL2IbluVMtYEvA60x3X6BlQD8AEWmPs8xI7Tzn9Af+nWffCLeabJqIVCnyZ/TAEkqYiY+Pp1evXrz77rt+h2JMgd5991169epFXFyc36H4z2sycRLKblVtF7BNznO3/EY15y3bjAaqiMhS4C7gGyAr9wYiiThrmfwv4JoJQCOgDbAdeKaIn9ITSyhhyKq9TLiz6q5fCSGt8soE6gS8rg2ctJyrqh5U1cFuW8nNwO+AjQGn9AAyVHVHwDU7VPWEqmbjLOVeIkVLSyhh6IorrmDJkiW2LLAJS5mZmWRkZNCtWze/QwkbIUwoXwONRaSBW9LoD5z016WIVHaPAQwFFqnqwYBTBpCnuktEApfTvApYWbRP6I0llDBUsWJF+vfvz9SpU/0OxZjfmDJlCjfccAMVKlTwO5TwEaJeXqqaBYwA5gCrgRmq+q2I3C4it7unNQO+FZE1OKWRe3KuF5HTgG7A23luPUZEVojIcuBS4L5T+6CF8zo5pClld9xxBz179uShhx4iISHB73CMAeD48eNMmTKFefPm+R1KeAnhoEW3S+8HefYFTtD7BdC4gGsPA2fms/+m0EVYMCuhhKnWrVvToEEDa5w3YWXmzJk0adKEFi1a+B1K+PBY3WVTrxhfDR8+nPHjx/sdhjG5xo8fz/Dhw/0OI/zY1CuAJZSw1q9fP1auXMmaNWv8DsUYVq1axZo1a+jbt6/foYSdKFtg65RZQgljZcuWZciQIUycODH4ycaUsAkTJnDrrbeSmJgY/OQYY1VeDksoYW7YsGH84x//4Oeff/Y7FBPDDh06xBtvvMGwYXkHdpsiDmyMapZQwly9evW45JJLrJRifDVhwgQuu+wyatfOO8OHASyhuKzbcAR49NFH6dKlC0OHDuWMM87wOxwTY/bt28fYsWP59NNP/Q4lLOWMlDdWQokILVq0oGfPnjz99NN+h2Ji0JgxY+jbty/nnHOO36GELclWT1u0sxJKhBg1ahRt27blzjvvpEaNGn6HY2LEtm3bmDx5MsuWLfM7lPAVI9VZXvhSQhGRqiIyT0TWuY/5TqUsIpvc6QKWikhaaccZTurVq8fAgQN57LHH/A7FxJC//e1vDBkyxNpOgrBeXg6/qrxGAvNVtTHOQjG/WeYywKXuCmPtSie08PXwww/z3//+l++//97vUEwM+O6773jrrbcYObKwf54GsEZ5l18JpQ8w3X0+HejrUxwRpVq1atx777088sgjfodiYsCf//xn7r//fqpWrep3KGHPSigOvxJKdVXdDuA+nlXAeQrMFZH0fFY2O4mIDMtZBW3Xrl0hDjd83HvvvXzyySdkZGT4HYqJYl9//TWfffYZd999t9+hRAYroQAl2CgvIh8B+bUe/6kIt7lQVbeJyFnAPBFZo6qL8jvRXflsMkC7du2i9j9dxYoVefLJJxk6dChfffWVzURsQu7YsWMMHTqUp556yqao90JjY1oVL0qshKKql6lqy3y2WcCOnAVf3MedBdxjm/u4E3iHElplLNIMHDiQGjVq8OSTT/odiolCjz/+OHXr1uUPf/iD36FEhBCv2BjR/KrySgUGus8HArPyniAiFUSkUs5z4HJKaJWxSCMiTJ48mRdffNG6c5qQysjIYOLEiUyaNAmR/JY3N/lS9bZFOb8Symigm4isw1ldbDSAiNQUkZyFZaoDn4nIMmAJ8L6qfuhLtGGodu3ajBkzhsGDB3P8+HG/wzFR4NixYwwePJhnnnmGmjVr+h1ORLESisOXhKKqe1S1q6o2dh/3uvu3qWpP9/kGVT3X3Vqo6hN+xBrOBg0aRFJSklV9mZCwqq5TZJND5rKpVyJYTtXXSy+9ZFVfplisqqt4Qrkeioh0F5G1IrJeRH4zCEhEqojIOyKyXESWiEjLgGP5Dgb3Opi8uCyhRLhatWoxZswYBg0axLFjx/wOx0SgY8eOMWjQIKvqKoZQJRQRiQNeBnoAzYEBItI8z2kPA0tVtTVwMzAuz/H8BoMXZTD5KbOEEgUGDhxI3bp1ue+++/wOxUQYVeWuu+7i7LPPtqquU6WEslG+PbDerfI/BvwHZyB4oOY4SQFVXQPUF5HqQe5bKoPJLaFEARHhH//4B5988gmTJk3yOxwTQSZMmMDnn3/O9OnTraqrGIrQKF8tZwC2u+UdsF0L2BLwOtPdF2gZ0A9ARNoD9YCcydYKGgzudTB5sdhsw1Hi9NNPZ9asWXTu3JlmzZpx0UUX+R2SCXMff/wxjz76KIsXL6ZSpUp+hxPZvDe47w4yL2F+WT3v3UcD40RkKbAC+AbIco95HgxeEqyEEkUaN27MP//5T66//no2bdrkdzgmjG3YsIEbbriBf/3rXzRs2NDvcCJaiAc2ZgJ1Al7XBrYFnqCqB1V1sKq2wWlD+R2w0T1W0GBwT4PJi8sSSpTp1q0bI0eOpE+fPvz0009+h2PC0KFDh0hJSeGRRx6hS5cufocT+dTb4loeF9j6GmgsIg1EJBHojzMQPJeIVHaPAQwFFqnqwSCDwYMOJg8FSyhR6O677yY5OZmBAweSnW2TDJlfZWdnc9NNN3HBBRcwfPhwv8OJHiEah6KqWcAIYA6wGpihqt+KyO0icrt7WjPgWxFZg9Mb7B53f2GDwfMdTB5q1oYShUSECRMmcOmllzJq1CgeffRRv0MyYeKRRx5hz549zJgxwxrhQyiUo+BV9QPggzz7JgY8/wJonM91G4BzC7jnHqBr6KLMnyWUKFW2bFneeecdOnfuTJUqVaxLseHpp5/mzTff5NNPPyUxMTH4BcYbBWJgvXgvLKFEserVqzN//nwuvvhiypYta1UcMeyll15iwoQJLFy4kLPOKpEeo7HN8glgCSXq1a1bNzeplCtXjltuucXvkEwpmzJlCmPHjmXhwoW2NnwJiYWJH72whBIDGjZsyEcffUTXrl05ceIEt956q98hmVIyceJEnnjiCT7++GPq16/vdzhRy2MPrqhnCSVGNG3alE8++YTLLruMX375hREjRvgdkilhzz//PM8//zwLFiygUaNGfocTvWJkJmEvLKHEkMaNG7Nw4UK6du3KkSNHeOCBB/wOyZSQ0aNHM3XqVBYuXEi9evX8DieqOQMbLaOAJZSYU79+fRYuXEi3bt3YvHkzzz33nK1LH0WOHTvGPffcw6JFi1i4cCG1auWdBsqUCBvuBdjAxphUu3ZtvvzySzZu3MgVV1zBnj17/A7JhMCuXbu4/PLL2bJlC1988YUlk1Ikqp62aGcJJUadccYZpKamcv7559O+fXtWrlwZ/CITtpYvX0779u3p1KkTs2bN4vTTT/c7pNhhKzbmsiqvGBYXF8dTTz1Fq1at6NKlC1OmTKFPn7xLL5hw9/bbb3PbbbfxwgsvMGDAAL/DiUGe5+mKepZQDH/4wx9o0qQJ/fr1Y+XKlTz88MM2LUcEyM7O5vHHH2fKlCnMnj2bdu0KmxXdlKgYqM7ywqq8DADt27dnyZIlpKamct1117F3716/QzKF2LNnD9deey2zZ89myZIllkz8pKFdUz6SWUIxuWrWrJnbM6hVq1a8++67fodk8jFz5kxatWpF3bp1+eSTT0hKSvI7JBO6JYAjmlV5mZOUK1eO559/nn79+nHLLbcwY8YMxo0bR9WqVf0OLebt2bOHu+++myVLljBjxgw6d+7sd0gmR/TnCk+shGLyddFFF7Fs2TKqVq1qpZUwkFMqOeuss1i2bJklkzAj2dmetmhnJRRToAoVKjBu3DiuvvpqK634xEolEUCxgY0uK6GYoPKWVqZNm0ZWVpbfYUW1rKwspk6daqWSCCB4G9RoAxuNceWUVt566y2mT59O69ateeedd9AY+EdSmlSVt956i5YtW/LGG28wc+ZMnnvuOU477TS/QzOFsUZ5wBKKKaKOHTuyYMECnnnmGf72t7/RqVMnFixY4HdYUeGTTz6hY8eOPP744zz//PN8/PHHtG/f3u+wjBchTCgi0l1E1orIehEZmc/xKiLyjogsF5ElItLS3V9HRD4RkdUi8q2I3BNwzSgR2SoiS92tZ8g+ewBLKKbIRIQePXqQkZHBXXfdxS233EKPHj345ptv/A4tImVkZHDFFVcwdOhQ7r33XtLT0+nevbsNLo0UOW0oXrYgRCQOeBnoATQHBohI8zynPQwsVdXWwM3AOHd/FnC/qjYDOgJ35rn2OVVt424fUAIsoZhTVqZMGW688UbWrFlDr1696NmzJ9dffz2LFy+2qrAgVJXPP/+c6667jl69etGnTx9Wr17NgAEDKFPG/llGmhD28moPrFfVDap6DPgPkHc+pObAfABVXQPUF5HqqrpdVTPc/YeA1UCpzhBq/+eaYktMTGTEiBGsW7eOjh07MmjQIM477zwmT57MTz/95Hd4YeWnn35i0qRJtGnThltuuYULLriAdevWMXz4cBITE/0Oz5wSj9Vd3v7IqgVsCXidyW+TwjKgH4CItAfqASet7Swi9YHzgK8Cdo9wq8mmiUiVIn1EjyyhmJCpWLEi9913H2vWrGHs2LHMnj2bevXqcffdd7N69Wq/w/PVqlWruOuuu6hXrx5z587l2WefZc2aNdx7771UrFjR7/BMcShFSSjVRCQtYBuW52751XPmzUSjgSoishS4C/gGp7rLuYFIReAt4F5VPejungA0AtoA24FnivWZC2DjUEzIlSlThm7dutGtWze2bNnC5MmT6dKlC82aNeO2226jV69eMfEjeujQId5//30mTZrE2rVrufXWW1m2bBm1a9cOfrGJLN7HoexW1cImXssE6gS8rg1sCzzBTRKDAcRpaNvobohIAk4yeUNV3w64ZkfOcxGZArznOeIisBKKKVF16tThscceY/Pmzdx2221MmzaNmjVr0qNHDyZMmEBmZqbfIYbUli1bGD9+PN27d6dWrVq89tprDB8+nM2bN/O3v/3NkkmUCuE4lK+BxiLSQEQSgf5A6knvJVLZPQYwFFikqgfd5PIKsFpVn81zTeCEb1cBJbIAkpVQTKlITEzk+uuv5/rrr+fgwYPMmTOH1NRUHnnkEerWrUtKSgopKSmcd955EdW7SVXJyMggNTWV1NRUtmzZQq9evRg6dCgzZsywha5iRYg6oahqloiMAOYAccA0Vf1WRG53j08EmgGvi8gJYBUwxL38QuAmYIVbHQbwsNuja4yItMGpPtsE3BaSgPMQP3rjiMi1wCicL6a9qqYVcF53nC5xccBUVR3t5f7t2rXTtLR8b2nCTFZWFosXLyY1NZVZs2Zx5MgROnfuTHJyMsnJybRt25bKlSv7HWau/fv3k5GRQVpaGunp6Xz22WdUrFgxNyF26tSJ+Hj7Oy1SiEh6kCqooM4oV0MvqDvQ07kfrhtT7PcLZ34llGY4tY6TgD/ml1Dc/tjfAd1w6hW/Bgao6qpg97eEEplUlXXr1vHll1+Snp5Oeno6S5cuJSkpKTfBJCcn07p1a84888wSLcmoKnv27GH58uW5ySM9PZ0dO3bQpk2b3Fg6duxI48aNSywOU7JCllDq3Ozp3A/Xj43qhOLLn1KquhoI9oOQ2x/bPTenP3bQhGIik4jQpEkTmjRpws03O/9AT5w4wdq1a3N/1GfNmsXKlSs5evQoSUlJJCUlUbNmzd88r1KlCvHx8SQkJBAfH09cXBwnTpwgKyuL48ePk5WVxb59+9i+fTvbtm076TFnK1++PC1btiQ5OZkrr7ySv/71rzRt2pS4uDifvykTdmzcFRDebSj59cfuUNDJbve7YQB169Yt2chMqYmLi6N58+Y0b948N8kAHD58OPeHPzAhrFmzhm3btnHgwAGysrJO2uLj40/aKleunJuEzj77bH7/+9+flJxs/izjiQK2pjxQgglFRD4CauRz6E+qOsvLLfLZV+B/NVWdDEwGp8rLU5AmYp122mk0atSIRo0a+R2KiXkKavPXQwkmFFW9rJi3CNof2xhjfKfACUsoEN7jUIL2xzbGmLBg09cDPiUUEblKRDKBTsD7IjLH3V9TRD4Apz82kNMfezUwQ1W/9SNeY4wplCUUwL9eXu8A7+SzfxvQM+D1B0CJTLNsjDGhERvJwotw7uVljDHhTwFvU9NHPUsoxhhTXFZCASyhGGNMMan18nJZQjHGmOJQUBuHAlhCMcaY4rOR8oAlFGOMKT5rQwEsoRhjTPGoWi8vlyUUY4wpLiuhAJZQjDGmmBQ9ccLvIMKCJRRjjCkOm74+lyUUY4wpLus2DIT3bMPGGBP2FNBs9bR5ISLdRWStiKwXkZH5HK8iIu+IyHIRWSIiLYNdKyJVRWSeiKxzH6uE4rPnZQnFGGOKQ90FtrxsQYhIHPAy0ANoDgwQkeZ5TnsYWKqqrYGbgXEerh0JzFfVxsB893XIWUIxxphi0hMnPG0etAfWq+oGVT0G/Afok+ec5jhJAVVdA9QXkepBru0DTHefTwf6FuPjFigq21DS09N/EpG1fsdRBNWA3X4HUUSRFnOkxQsWc2loWtwbHGLfnI/0zWoeTy8nImkBrye7y5fnqAVsCXidCXTIc49lQD/gMxFpD9TDWdG2sGurq+p2AFXdLiJneYy3SKIyoQBrVbWd30F4JSJpkRQvRF7MkRYvWMylIc+P+ylR1e6hiMUl+b1FntejgXEishRYAXwDZHm8tkRFa0IxxphIlAnUCXhdG9gWeIKqHgQGA4iIABvd7bRCrt0hIklu6SQJ2FkSwVsbijHGhI+vgcYi0kBEEoH+QGrgCSJS2T0GMBRY5CaZwq5NBQa6zwcCs0oi+GgtoUwOfkpYibR4IfJijrR4wWIuDWEVr6pmicgIYA4QB0xT1W9F5Hb3+ESgGfC6iJwAVgFDCrvWvfVoYIaIDAF+AK4tifhFbQ4aY4wxIWBVXsYYY0LCEooxxpiQiPiEIiLXisi3IpItIgV2VxSRTSKyQkSWhqKrYHEUIeZCp2AoTV6nbvD7e/YwbYWIyAvu8eUi0ra0Y8wnpmAxXyIiB9zvdKmI/MWPOAPimSYiO0VkZQHHw/E7DhZzWH3HEUtVI3rDaaBqCiwA2hVy3iagmt/xeo0Zp1Hte6AhkIgzmKm5jzGPAUa6z0cCT4Xb9+zlOwN6ArNx+ux3BL7y+f8FLzFfArznZ5x54rkIaAusLOB4WH3HHmMOq+84UreIL6Go6mpVjaRR8V5j9jIFQ2kqlakbisnLd9YHeF0dXwKV3X75fgm3/85BqeoiYG8hp4Tbd+wlZhMCEZ9QikCBuSKSLiLD/A7Gg/ymUajlUyyQZ+oGoKCpG/z8nr18Z+H2vXqNp5OILBOR2SLSonRCO2Xh9h17FUnfcViKiHEoIvIRUCOfQ39SVa8DdC5U1W3uHDbzRGSN+1dLiQhBzKU+jUJhMRfhNqX6Pefh5TvzfXqKPLzEkwHUU9WfRKQnMBNoXNKBFUO4fcdeRNp3HJYiIqGo6mUhuMc293GniLyDU9VQYj90IYg56BQMoVZYzCLiaeqG0v6e8/DynZX69xqE16k2cp5/ICLjRaSaqobrJIzh9h0HFYHfcViKiSovEakgIpVyngOXA/n29ggjQadgKGVBp24Ig+/Zy3eWCtzs9kTqCBzIqcrziZepNmqIiLjP2+P8u91T6pF6F27fcVAR+B2HJ797BRR3A67C+YvoF2AHMMfdXxP4wH3eEKf3zDLgW5xqp7CO2X3dE/gOpxeQ3zGfibMGwzr3sWo4fs/5fWfA7cDt7nPBWYToe5yZWgvsGRhGMY9wv89lwJfABT7H+29gO3Dc/f94SAR8x8FiDqvvOFI3m3rFGGNMSMRElZcxxpiSZwnFGGNMSFhCMcYYExKWUIwxxoSEJRRjjDEhYQnFRDQR+VBEaonIAnfG3mUi8rWItCng/JzZkAuc5Tmfaxq5M9D+FLLAjYlCllBMxBKR8jjjYba6u25U1XOB8cDYQi69VFU9T62vqt+raptTj9SY2GAJxYQ1EXlMRO4JeP2EiNztvrwEZwmAvL7A42SEbonl7yLyhYikiUhbEZkjIt+Lu463McYbSygm3L2CO+WLiJTBmZrkDfdYD+DDfK7pjjO5n1dbVLUT8CnwGnANzjoej55SxMbEqIiYHNLELlXdJCJ7ROQ8oDrwjarmzLF0IfDHgNPfcOcQi8NZTMmrnLmzVgAVVfUQcEhEjopIZVXdX7xPYUxssBKKiQRTgUHAYGAagIg0xClZHAs470agAfAvnLmkvPrFfcwOeJ7z2v7oMsYjSygmEryDU411PjDH3ZdvdZeqHgf+DHQUkWalFqExxhKKCX9uKeQTYIaqnnB3dyf/9hNU9QjwDCdXhxljSpjNNmzCntsYnwFcq6rrRKQs8Lmqeh5LEnCvTTjTqRd54SQR+UlVKxb1OmNihZVQTFgTkebAemC+qq4DUNVfTiWZuHYB809lYCPO2jXGmAJYCcUYY0xIWAnFGGNMSFhCMcYYExKWUIwxxoSEJRRjjDEhYQnFGGNMSPx/kW3H6dIYgooAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1566,7 +1566,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1598,7 +1598,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1629,7 +1629,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1660,7 +1660,7 @@ "outputs": [ { "data": { - "image/png": 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t20b79u3p0aMHt99+O3v22LAfr1OEPI1xtIUbSxDGkcLCQqZPn855551HzZo1+fzzz5k4cSLVq1d3O7SIUr16de6//362bt1K9erV6dChAzNnzrSGbA9ThQKt4mgLN9HZrcSUy86dOxk1ahQ//fQTy5cvL9cU06Zi6taty+OPP87IkSMZOXIkr7zyCnPmzKFJkyZuh2ZOIhE7UC78UpoJmaJSw/nnn09qaiorV6605BBibdu2ZdWqVfTu3ZuUlBQrTXiQYiUIE2V27NjBqFGjOHLkiJUaXBYbG8uECRMYNGgQI0aM4P/+7//4xz/+YaUJDwnHBmgnIvNVmQpT1RNKDR9++KElB49o27YtH330Eb1796ZLly7MmDHDShMeoDhbjzocFxWyEoQ57siRI9x8881s376dFStWWGLwoNjYWCZOnEhaWhq/+c1vWLFiBXPmzAnpdOjmRArk2VxMJpLt2rWLiy++mLi4OEsOYaBt27asXLkSVaVnz55kZ2e7HVIUEwocbuHGEoRh1apVdOvWjWHDhvGvf/3Lfo2GiYSEBJ5//nmuuuoqunXrxscff+x2SFFJsZHUJkLNnTuXIUOGMGfOHMaPHx/xs6xGGhFhwoQJzJw5k7S0NObNm+d2SFEpUksQkVlxZsqUn5/P+PHjeeutt1i+fDnnnnuu2yGZ0zBw4ECWLl1KWloa69evZ9KkSVE7e26oqUpQSwcikgo8BcQAc1T1sRKP1wT+AzTG9x3+uKo+F7QAirESRBT68ccfGTBgAJs2beKTTz6x5BAh2rRpw+rVq1m3bh2DBg3ip59+cjukqOBrpA7OVBsiEgM8C/QH2gDXi0ibEof9FtikqufhW5HzCRGplCUZLUFEmUOHDnH55ZfTqFEj3nrrLc+u/2wqpk6dOrzzzjs0aNCA1NRUfvjhB7dDigISzIFyXYHtqvqlqh4DXgQGlzhGgTPFVx9cAzgA5AfzFRWxBBFFDhw4QJ8+fejcuTOzZs2yKogIFRsbyz/+8Q/atWtH3759+f77790OKaL5Gqkdj4OoJyIZxbYxJU6XDOwqdj/bv6+4Z4DWQA6wAbhLVQsr47VZgogS+/bto1evXlxyySX8/e9/t2m5I1yVKlWYNm0aF1xwAb179+bAgQNuhxTRyjHd9z5VTSm2zSpxqkAt2SVHQ/YD1gJJQEfgGRE5K8gvCbAEERW+//57Lr/8clJTU5kyZYr1VIoSIsKTTz5J7969ufzyyzl06JDbIUWkII+kzgYaFbvfEF9JobiRwHz12Q7sACqlIdESRIT74YcfSE1N5ZJLLuHRRx+NuuSwYM1uLnzsfZpNeIsLH3ufBWt2ux1SSIkIkydP5oILLqB///4cPnzY7ZAiUiFVHG0OfAq0EJFm/obnYUB6iWO+BnoDiMjZQCvgyyC+nOMsQUSwI0eOMGDAADp37syTTz4Zlclh4vwN7D6YiwK7D+Yycf6GqEwSU6dOpV27dgwaNIjc3Fy3Q4ooqpBXWMXRVva5NB8YBywCNgMvq+pnInKbiNzmP+xh4AIR2QAsAX6vqvsq47VZgohQqsqIESNo0qQJzz77bNQlB4Api7aSm1dwwr7cvAKmLNrqUkTuqVKlCjNmzCAxMZFRo0bZJH9B5KtiCt5IalV9W1VbqmpzVX3Ev2+Gqs7w385R1ctVtb2qtlPV/1TWa7MEEaEeeeQRvv76a+bMmRO1DdI5BwP/Ui5tf6SrUqUKc+fOZdu2bUyaNMntcCKKjaQ2YWPBggXMnDmT1atXc8YZZ7gdjmuSaiWwO0AySKoVvXNNJSQksGDBArp160bbtm0ZNGiQ2yGFvaJurpEoOn9aRrANGzZwyy23MH/+fBITE90Ox1Xj+7UiIe7E0asJcTGM79fKpYi8ITk5mVdeeYVRo0axadMmt8OJAMGtYvKS8IvYlGrfvn0MHjyYqVOncv7557sdjuuGdErm0aHtSa6VgADJtRJ4dGh7hnQqOe4o+nTv3p0pU6aQlpZmYySCoNC/LnVZW7ixKqYIkZeXxzXXXMO1117L8OHD3Q7HM4Z0SraEUIqbbrqJDRs2cO211/LOO+/YyPoK8vViKnuepXBkJYgIce+991K9enUeeeQRt0MxYWTSpEnExcUxfvx4t0MJW7bkqPG0xYsX8/rrr7N+/XpiYiLzl4ypHDExMbzwwgt06NCBgQMH0rt3b7dDCkvhWH3khJUgwtyhQ4e45ZZbmDNnDjVr1nQ7HBOGateuzaxZsxg1apSNtK6Ack7WF1YsQYS53/3ud6SmptK3b1+3QzFhrH///vTu3Zv77rvP7VDCUqT2YrIqpjC2ePFiFi9ezIYNG9wOxUSAJ554gvbt23P11VdbVVM5qAr5Yfjl70RkvqooULxq6ayzKmWmXxNlatWqZVVNFWRVTJVARFJFZKuIbBeRCQEev1REDonIWv/2/9yI04usaslUBqtqKr9IboNwrYqp2NqrffHNgf6piKSrasmhnStUdWDIA/SwxYsX8+6777J+/Xq3QzER6Mknn6R9+/a899579OnTx+1wwkI4fvk74WYJwsnaq6aEvLw8xo0bx/Tp061qyVSKmjVrMm3aNMaNG0d+fqUsdRxRInkchJsJwsnaqwA9RGSdiCwUkbalnUxExhSt8/rdd98FO1bPmDt3Lo0bN6Z///5uh2Ii2IABA2jQoAHz5s1zO5SwEKlTbbiZIJysvZoFNFHV84C/AwtKO5mqzipa5/V//ud/ghelhxw5coQ///nPPPbYY26HYiKciPDYY4/x0EMP2QJDZVCF/MIqjrZw42bEZa69qqo/qOqP/ttvA3EiUi90IXrL008/zYUXXkhKSorboZgo0L17d84//3yeffZZt0PxvEitYnJzHMTxtVeB3fjWXr2h+AEi0gDYq6oqIl3xJbT9IY/UAw4cOMATTzzBypUr3Q7FRJFHHnmESy65hNGjR1OrVi23w/GkojaISORaCcLh2qtXAxtFZB3wNDBMo3StxEmTJjF06FBatmzpdigmirRu3ZpBgwYxefJkt0PxNFVxtIUbV0dS+6uN3i6xb0ax288Az4Q6Lq/Jzs5mzpw51q3VuOKhhx6iY8eO3HHHHVG/CFVpwrEB2onwazWJQg8//DC33HILycm2roEJvUaNGjFy5Egefvhht0PxJFVrgzAu2b9/Py+//DLbtm1zOxQTxe677z5atWrFI488Qu3atd0Ox2OEgjDsoeREZL6qCPLcc8+RlpZGvXpR23nLeED9+vUZMGAA//znP90OxZMitQ3CEoSHFRYWMn36dMaOHet2KMYwduxYpk+fTmFhoduheEokz8VkCcLDFi1aRK1atejatavboRhDjx49qFatGkuWLHE7FG9RXzuEky3cWILwsGnTpjF27FhEwu+Xh4k8IsLYsWOZNm2a26F4TqROtWGN1B61c+dOVq1axUsvvRTyay9Ys5spi7aSczCXpFoJjO/XiiGdrAeVF7j92dxwww1MnDiRXbt20ahRo7KfEAXUGqlNqM2cOZMbb7yRatWqhfS6C9bsZuL8Dew+mIsCuw/mMnH+Bhas2R3SOMzJvPDZ1KhRg+HDhzNr1qyQXTMcWBWTCZljx44xd+5cbrvttrIPDrIpi7aSm1dwwr7cvAKmLNoa8ljMibzy2dx+++3Mnj2bY8eOhfS6Xma9mEzILF26lObNm9OqVauQXzvnYOCZO0vbb0LHK59N69atadq0KStWrAjpdb3KVzqwBGFCJD09ncGD3Vk7KalWQrn2m9Dx0meTlpZGenp6yK/rVdbN1YSEqpKenk5aWpor1x/frxUJcTEn7EuIi2F8v9CXZsyJvPTZFCWIKJ078ySR2gZhvZg8Zt26dVStWpVzzz3XlesX9YixXkze46XPpm3btogIGzdupH379iG/vpcoQmGE9mKyBOEx6enpDBo0yNWxD0M6JVtC8CivfDYiwqBBg0hPT4/6BAEnL4UZKSIz7YUxN6uXjCmPtLQ03njjDbfDcF+QG6lFJFVEtorIdhGZUMoxl4rIWhH5TESWBfX1FGMJwkOys7PZsWMHF154oduhGFOmnj17snXrVr755hu3Q3GfOtzKICIxwLNAf6ANcL2ItClxTC1gGpCmqm2Ba4L0Kk5iCcJD3nzzTfr3709cXJzboRhTpri4OFJTU3nzzTfdDsV1QSxBdAW2q+qXqnoMeBEo2aXxBmC+qn7tu7Z+G9QXU4wlCA9599136d+/v9thGONY//79Wbx4sdthuEqBwkJxtAH1RCSj2DamxOmSgV3F7mf79xXXEqgtIktFJFNEbqys12YJwkMyMjJs5lYTVrp27UpmZqbbYbhLARVnG+xT1ZRiW8k5SwIVM0pWTsUCXYABQD/gQRGplMXqLUF4xL59+zh06BDNmzd3OxRjHGvZsiXfffcd33//vduhuCqI4yCygeKzIDYEcgIc846q/qSq+4DlwHnBeB0lWYLwiMzMTDp16kSVKvaRmPBRpUoVOnbsSFZWltuhuCtIjdTAp0ALEWkmIvHAMKDkkPXXgYtFJFZEqgHdgM1BeBUnsW8jj8jMzCQlJcXtMIwpty5dukR5NZOzBmonjdSqmg+MAxbh+9J/WVU/E5HbROQ2/zGbgXeA9cBqYI6qbqyMV2YD5TwiIyODa6+91u0wjCm3Ll262LxMQRwpp6pvA2+X2DejxP0pwJTgXTWwUyYIEens4Bx5qrohSPFErczMTCZNmuR2GMaUW5cuXfjjH//odhjuUdDC8JuIz4myShDL8NWJnerVNwOaBiugaGQN1CactWzZkm+//Zbvv/+e2rVrux2OS6IzQXyqqr1OdYCIvB/EeKJSVlaWNVCbsBUTE3O8obp3795uh+MOj07GJCJ3qepTZe0rzSm/kcpKDk6PMaf2xRdf0LJlpXRjNiYkWrZsyZdfful2GO4JXi+mYLspwL4RTp/suJFaRDrgq0o6/hxVne/0+aZ0e/bsITEx0e0wjKmwxMRE9uzZ43YY7igaKOchInI9vik5molI8R4EZwL7nZ7HUYIQkblAB+AzoNC/WwFLEEGQk5NjI6hNWEtKSmL9+vVuh+EaDy4GtArYA9QDnii2/zC+7rGOOC1BdFfVNmUfZirCShAm3CUmJrJo0SK3w3CPx3oxqepXwFdAj9M5j9NW0Y9KTjlrgscShAl3SUlJ0VvFBIg620Iel8hQEdkmIodE5AcROSwiPzh9vtMSxDx8SeIb4Gd8fbpUVTtUIGZTQk5ODklJSW6HYUyFJSYmkpNTcsqgKOFeA7QTk4FB/tHX5eY0QcwFfgNs4Jc2CBME+fn57N+/n/r167sdijEV1qBBA7799lsKCwujsLu2eK6Rupi9FU0O4DxBfK2qUT6WvnLs3buXunXrEhtrs56Y8BUfH0/NmjX57rvvOPvss90OJ/Q8VoIQkaH+mxki8hKwAF/tD+C8B6rTb6UtIvIC8EZFLmJKt3fvXho0aOB2GMactsTERL755pvoTBDeq1cZVOz2EeDyYvcd90B1miAS8CWGCl3ElO7o0aNUq1bN7TCMOW0JCQkcPXrU7TBCz4PjIFR1ZDDO4yhBBOtiJYlIKvAUEINvytrHSjwu/sevwJcFR6hqRE08n5eXZ9VLJiLExsaSn5/vdhiucKOHkhMi8nSA3YeADFV9vaznn7I1KcB6qRU6ppTnxQDPAv2BNsD1AbrS9gda+LcxwPSKXMvL8vPziYuLczsMY05bNCcID0+1cQbQEdjm3zoAdYBRIjK1rCeX9dN1gojsO8XjAtwFlFxX1YmuwHZV/RJARF4EBgObih0zGPiXqirwsYjUEpFEVY2YDtf5+flWgjARIaoThHf9CujlX4gIEZkOLAb64uuVekpOpvseVMYx7zoIMpBkYFex+9n4ls4r65hkfEPIT+AvyYwBaNy4cQVDCj314Bh9YypCRCgs9F5rbSh4tYoJ3/dldXzVSvhvJ6lqgYj8XPrTfE6ZICqr7cEvUKtOybfZyTG+naqz8JdkUlJSvPtxlWC/ukykiNrqUsVzU20UMxlYKyJL8X2f9gT+KiLVgffKerKbdRvZQKNi9xsCJYdiOjkmrMXFxVmCMBEhqqtLPfqTVFX/ISJv46vSF+APqlr0HTq+rOe7OeTxU6CFiDQTkXhgGFByMF46cKP4dAcORVL7A1gJwkSOaO6R57W5mETkXP/fzkAivqr6r4EGDpeSBlwsQahqvoiMAxbh6+Y6V1U/E5Hb/I/PwLdw9xXAdnzdXCuzyssV8fHx0dl33EScn3/+mfj4eLfDcIf3ShD/i69N9okAjyngaKG3MhOEvztqbVXd578fj29FontUtbXTaANR1bfxJYHi+2YUu63Ab0/nGl5Xv3599u7d63YYxpy2vXv3RucoavBcglDVMf6/l53OecoaBzEMOACsF5FlInIZ8CW+8QnDT+fCxqf4JGfGhKuiSSejMUE4rV5yabrvaiLygIjM8t9vISIDnT6/rBLEA0AXVd3ur7f6CBimqq9VPGRTXNWqVTnrrLPYt2+fzehqwta3335LnTp1orYNwsO9mJ4DMoEL/Pezgf8D3nTy5LIaqY+p6nYA/xQXOyw5BF9Uz6VvIkK0L3rl1RIE0FxVJwN5AKqaS+DhAwGVle7ri8j/Frtfo/h9VX2yPJGawIpW4+rYsaPboRhTIVG/6JXH2iCKOSYiCfgjFJHmFJuRuyxlJYjZwJmnuG+CIDExMaqXazThL6pLEO6VDpz4I/AO0EhEngcuxNfJyJGyEsTnwGJV3V/h8EyZkpKSrIrJhDUrQbgdQKluBN4CXsHXweiuoh6pTpTVBtEE+D8RWSEiD4lIN/8U3CaIrARhwl1UlyAAKXS2ueA5fDO6pgFPAzNF5C6nTz5lglDVx1S1F77BauuAm4EsEXlBRG4Ukejr01YJmjRpwhdffOF2GMZU2JdffkmTJk3cDsOUoKrvA48ADwJzgBTgdqfPd7pg0GHgNf+Gf92G/sC/gH7lC9mU1LlzZ7KyslBVrIBmwo2qkpmZSefOjmdwiDwerWISkSX4ZnD9CFgBnK+q3zp9vqO5mERkiYhcUXRfVTcBrVTVkkMQJCcnIyJkZ2e7HYox5bZz504SEhKid211Dw+UA9YDx4B2+BYLaufv1eSI08n6mgG/F5E/FtuX4jhEc0oiQpcuXcjMzHQ7FGPKLTMzky5durgdhrs8uqKcqt6jqj2BK4H9+NokDjp9vtMEcRDoDZwtIm+ISM1yxmnKYAnChCtLEHg2QYjIOBF5CVgLDAHm4msecMRpghBVzVfVscCrwIeAzQsRRCkpKWRkZLgdhjHllpmZSUpK9FYoCJ7uxZQAPAmcq6q9VfVP/oZrR5wmiOIzrP4T30CLxeUI0pShqARhS5CacFLUQB3VJYggt0GISKqIbBWR7SIy4RTHnS8iBSJydamhqU5R1U+K1qQuL0cJQlVnlrifqao3V+SCJjBrqDbh6KuvvuKMM86I3gbqIkGqYvIvr/AsvmqgNsD1/l6jgY6bhG89nUrj5opyppiihmqrZjLhJCMjI7pLD0WC1wbRFdiuql+q6jHgRWBwgOPuwFfd77jLakVYgvCQXr16sXix1dyZ8LF48WJ69XK0OFlEK0cVUz0RySi2jSlxqmR8y4MWyfbv++VaIsn4eiXNoJJZgvCQtLQ00tPTrR3ChIXCwkLeeOMNBg0a5HYo7nNegtinqinFtlklzhRopGzJL4SpwO9VtSBo8ZfCEoSHtGzZkjPPPJOsrCy3QzGmTBkZGdSpU4fmzZu7HYq7NKi9mLKBRsXuNwRKzuSZArwoIjuBq4FpIjLk9F/IySxBeMygQYNIT093OwxjypSenk5aWprbYXhD8NogPgVaiEgzEYkHhgEnfCGoajNVbaqqTfHN0jpWVRcE5XWUYAnCY4qqmYzxOksQvwhWN1d/d9Rx+HonbQZeVtXPROQ2Ebmtcl/FyaJ0AVnv6tGjB7t27eLrr7+mcePGrsSwYM1upizaSs7BXJJqJTC+XyuGdEou+4mm0nnls9mxYwd79+6la9euIb+2JwWx2VBV3wbeLrEvYIO0qo4I3pVPZiUIj4mNjWXAgAG88cYbrlx/wZrdTJy/gd0Hc1Fg98FcJs7fwII1u12Jx/zCS5/NG2+8wYABA4iJiQn5tT3HafVSGPY9sQThQW5WM01ZtJXcvBM7R+TmFTBl0VZX4jG/8NJnY9VLvxA8PZvrabEE4UH9+vVj9erVrixDmnMwt1z7Teh45bPJzs4mKyuLvn37hvS6XmYJwoRMjRo1GDZsGHPmzAn5tZNqBZ4qvrT9JnS88tnMnj2bG264gerVq4f0up5mVUwmlG6//XZmzZpFXl5eSK87vl8rEuJOrFdOiIthfL9WIY3DnMwLn01eXh6zZ8/m9tsdr1oZHSxBmFDq0KEDzZo1C3lj9ZBOyTw6tD3JtRIQILlWAo8ObW+9mDzAC5/NggULaNmyJW3btg3ZNT3PYfVSOFYxWTdXDxs7dizTpk1j6NChIb3ukE7JlhA8yu3PZtq0aYwdO9a163tWGH75O2ElCA8bOnQoGzduZMuWLW6HYgybNm1iy5YtDBkyxO1QPMfDCwadFksQHla1alVGjRrFjBmVPmmjMWWaPn06t9xyC/Hx8W6H4jmRWsVkCcLjxowZw7///W9++uknt0MxUezw4cM8//zzjBlTcnZqYwPljGuaNGnCpZdeaqUI46rp06fTp08fGjZs6HYo3hShCcIaqcPAn//8Z3r16sXo0aOpWbOm2+GYKPP9998zZcoUVqxY4XYonlQ0kjoSWQkiDLRt25YrrriCxx9/3O1QTBSaPHkyQ4YM4dxzz3U7FM+SQnW0hRsrQYSJhx56iM6dO/Pb3/7WFog3IZOTk8OsWbNYt26d26F4V5hWHznhSglCROqIyLsiss3/t3Ypx+0UkQ0islZEMkIdp5c0adKEm266iYcfftjtUEwU+dOf/sSoUaOs7aEM1ospuCYAS1S1BbDEf780l6lqR1VNCU1o3vWHP/yBl156iS+++MLtUEwU+Pzzz3n11VeZMOFU/z0NELGN1G4liMHAPP/tecAQl+IIK/Xq1ePuu+/mwQcfdDsUEwUeeOAB7r33XurUqeN2KJ5nJYjgOltV9wD4/9Yv5TgFFotIpoicsgO2iIwRkQwRyfjuu++CHK533H333XzwwQdkZWW5HYqJYJ9++ikffvghd955p9uhhIcILUFUWiO1iLwHBGpNvb8cp7lQVXNEpD7wrohsUdXlgQ5U1VnALICUlJQw/CicqVGjBo8++iijR4/mk08+IS4uzu2QTIQ5duwYo0ePZtKkSTaltxMantNoOFFpJQhV7aOq7QJsrwN7RSQRwP/321LOkeP/+y3wGmAL4AI33XQTDRo04NFHH3U7FBOB/vKXv9C4cWN+/etfux1KWLAV5YIvHbjJf/sm4PWSB4hIdRE5s+g2cDmwMWQRepiIMGvWLP7+979b90MTVFlZWcyYMYOZM2ciIm6HEz5UnW1hxq0E8RjQV0S2AX399xGRJBF523/M2cCHIrIOWA28parvuBKtBzVs2JDJkyczcuTIkC8qZCLTsWPHGDlyJE888QRJSUluhxNWrAQRRKq6X1V7q2oL/98D/v05qnqF//aXqnqef2urqo+4EauXjRgxgsTERKtqMkFhVUsVFMGT9dlI6jBWVNXUqVMnBg8ezHnnned2SCZMFVUtrV271qqWKsAaqY0nJScnM3nyZEaMGMGxY8fcDseEoWPHjjFixAirWjoNtmCQ8aybbrqJxo0bc88997gdigkzqsodd9zBr371K6taqijFGqmNd4kI//73v/nggw+YOXOm2+GYMDJ9+nRWrlzJvHnzrGrpNERqI7W1QUSIs846i9dff52LLrqI1q1b07NnT7dDMh73/vvv8+c//5lVq1Zx5plnuh1OeAvDL38nrAQRQVq0aMF//vMfrrvuOnbu3Ol2OMbDvvzyS2644QZeeOEFzjnnHLfDCWuRPFDOShARpm/fvkyYMIHBgwezcuVKatSo4XZIrlqwZjdTFm0l52AuSbUSGN+vFUM6JbsdlqsOHz5MWloaDz74IL169XI7nPCn4bkYkBNWgohAd955J126dOGmm26isDAMu04EyYI1u5k4fwO7D+aiwO6DuUycv4EFa3a7HZprCgsL+c1vfsMFF1zA2LFj3Q4nckToOAhLEBFIRJg+fTp79uzhoYcecjsc10xZtJXcvIIT9uXmFTBl0VaXInLfgw8+yP79+3nmmWesUTqIrIrJhJWqVavy2muvcdFFF1G7du2o7AKbczC3XPsj3eOPP84rr7zCihUriI+PdzucyKFAhFYxWYKIYGeffTZLlizhkksuoWrVqlFXpZBUK4HdAZJBUq0EF6Jx1zPPPMP06dNZtmwZ9euXtvyKqbDIzA9WxRTpGjduzJIlS3j00UeZO3eu2+GE1Ph+rUiIizlhX0JcDOP7tXIpInfMnj2bKVOmsGTJEltbupIEs4pJRFJFZKuIbBeRk9Z7FZHhIrLev60SkUqbY8dKEFHgnHPO4b333qN3794UFBRwyy23uB1SSBT1VormXkwzZszgkUce4f3336dp06ZuhxOxgtWLSURigGfxzXKdDXwqIumquqnYYTuAS1T1exHpj2+htG5BCaAESxBRolWrVnzwwQf06dOHn3/+mXHjxrkdUkgM6ZQcVQmhuKlTpzJ16lSWLl1K8+bN3Q4ncgW3h1JXYLuqfgkgIi8Cg4HjCUJVVxU7/mOg0oqFliCiSIsWLVi2bBm9e/cmNzeX8ePHux2SqSSPPfYYc+bMYdmyZTRp0sTtcCKab6Cc4wxRT0Qyit2f5V8uuUgysKvY/WxOXToYBSx0evHysgQRZZo2bcqyZcvo27cvX331FX/7299sXesIcuzYMe666y6WL1/OsmXLSE6OztJTyDkfbrRPVVNO8XigvscBs4+IXIYvQVzk+OrlZI3UUahhw4Z8/PHH7Nixg379+rF//363QzJB8N1333H55Zeza9cuPvroI0sOISSqjjYHsoFGxe43BHJOup5IB2AOMFhVK+0/sCWIKFWzZk3S09M5//zz6dq1Kxs32nLf4Wz9+vV07dqVHj168Prrr3PWWWe5HVL0CO6Kcp8CLUSkmYjEA8OA9OIHiEhjYD7wG1X9PDgvIjCrYopiMTExTJo0ifbt29OrVy9mz57N4MGD3Q7LlNP8+fO59dZbefrpp7n++uvdDicKBW8uJlXNF5FxwCIgBpirqp+JyG3+x2cA/w+oC0zzj4bPL6PaqsIsQRh+/etf07JlS4YOHcrGjRv5wx/+YNMwhIHCwkL+8pe/MHv2bBYuXEhKSqV8RxgngrgYkKq+DbxdYt+MYrdHA6ODdsFTsComA0DXrl1ZvXo16enpXHvttRw4cMDtkMwp7N+/n2uuuYaFCxeyevVqSw5uUlty1ESBpKSk4z1f2rdvzxtvvOF2SCaABQsW0L59exo3bswHH3xAYmKi2yGZCF1y1KqYzAnOOOMMpk6dytChQ7n55pt5+eWXeeqpp6hTp47boUW9/fv3c+edd7J69WpefvllLrqo0no3mvIKv+9+R6wEYQLq2bMn69ato06dOlaa8ICiUkP9+vVZt26dJQePkcJCR1u4sRKEKVX16tV56qmnuOqqq6w04RIrNYQBpTwD5cKKlSBMmUqWJubOnUt+fr7bYUW0/Px85syZY6WGMCA4GyRXjuk4PMMShHGkqDTx6quvMm/ePDp06MBrr72GhuE/ei9TVV599VXatWvH888/z4IFC/jb3/5GtWrV3A7NnEqENlJbgjDl0r17d5YuXcoTTzzBn/70J3r06MHSpUvdDisifPDBB3Tv3p2//OUvTJ06lffff5+uXbu6HZZxwhKEMT4iQv/+/cnKyuKOO+7g5ptvpn///qxZs8bt0MJSVlYW/fr1Y/To0dx9991kZmaSmppqgxXDRVEbhJMtzFiCMBVWpUoVhg8fzpYtWxgwYABXXHEF1113HatWrbKqpzKoKitXruTaa69lwIABDB48mM2bN3P99ddTpYr9tww3kdqLyf4lmtMWHx/PuHHj2LZtG927d2fEiBF06tSJWbNm8eOPP7odnqf8+OOPzJw5k44dO3LzzTdzwQUXsG3bNsaOHUt8fLzb4ZkKcVi9FIY/mixBmKCpUaMG99xzD1u2bGHKlCksXLiQJk2acOedd7J582a3w3PVpk2buOOOO2jSpAmLFy/mySefZMuWLdx9993UqFHD7fDM6VAsQRjjVJUqVejbty+vvfYaa9eupWbNmvTq1YtevXrx0ksvRU2p4vDhw7z44otcdtll9OnThzp16rBu3TpeffVVevfubW0MkcTaIIwpv0aNGvHwww/z1VdfceuttzJ37lySkpLo378/06dPJzs72+0Qg2rXrl1MmzaN1NRUkpOT+ec//8nYsWP56quv+NOf/kTDhpW2fLBxUaSOg7CR1CYk4uPjue6667juuuv44YcfWLRoEenp6Tz44IM0btyYtLQ00tLS6NSpU1j9slZVsrKySE9PJz09nV27djFgwABGjx7Nyy+/bAv3RIsw/PJ3wpUEISLXAA8BrYGuqppRynGpwFP4Fs6Yo6qPhSxIU2nOOussrrnmGq655hry8/NZtWoV6enpXHfddeTm5nLRRRfRpUsXunTpQufOnalVq5bbIR938OBBsrKyyMjIIDMzkw8//JAaNWqQlpbG008/TY8ePYiNtd9dUUUVCsKw/sgBcaM7ooi0xlcjNxP4XaAEISIxwOdAX3zrtH4KXK+qm8o6f0pKimZkBMw5xsNUlW3btvHxxx+TmZlJZmYma9euJTEx8XjC6NKlCx06dKBu3bqVWtJQVfbv38/69euPJ4PMzEz27t1Lx44dj8fSvXt3WrRoUWlxmMolIpmnuxpbzTMa6AWNbnR07Dvbp5z29ULJlZ86qroZKOs/eFdgu6p+6T/2RWAwUGaCMOFJRGjZsiUtW7bkxht9/+EKCgrYunXr8S/p119/nY0bN3L06FESExNJTEwkKSnppNu1a9cmNjaWuLg4YmNjiYmJoaCggPz8fPLy8sjPz+f7779nz5495OTknPC3aEtISKBdu3Z06dKFgQMH8sc//pFWrVoRExPj8jtlPMeqmEIuGdhV7H420K20g0VkDDAGoHHjxpUbmQmZmJgY2rRpQ5s2bY4nDYAjR44c/yIv/gW/ZcsWcnJyOHToEPn5+SdssbGxJ2y1atU6nlR+9atfcfHFF5+QbGz+I+OIAkFak9prKi1BiMh7QIMAD92vqq87OUWAfaV+Cqo6C5gFviomR0GasFWtWjWaN29O8+bN3Q7FRD0Fjcw2iEpLEKra5zRPkQ00Kna/IZBzmuc0xpjgUiK2kdrL4yA+BVqISDMRiQeGAekux2SMMSezkdTBIyJXikg20AN4S0QW+fcnicjbAKqaD4wDFgGbgZdV9TM34jXGmFOK0AThVi+m14DXAuzPAa4odv9t4O0QhmaMMeUUnl/+Tni5F5MxxnifAmE4lbcTliCMMeZ0WQnCGGPMySJ3qg1LEMYYczoU1MZBGGOMCchGUhtjjAnI2iCMMcacRNV6MRljjCmFlSCMMcacTNGCAreDqBSWIIwx5nTYdN/GGGNKFaHdXL08m6sxxnieAlqojjYnRCRVRLaKyHYRmRDgcRGRp/2PrxeRzsF+TUUsQRhjzOlQ/4JBTrYyiEgM8CzQH2gDXC8ibUoc1h9o4d/GANOD+4J+YQnCGGNOkxYUONoc6ApsV9UvVfUY8CIwuMQxg4F/qc/HQC0RSQzuK/KJyDaIzMzMH0Vkq9txlEM9YJ/bQZRTuMUcbvGCxRwKrU73BIf5ftF7+ko9h4efISIZxe7P8i+XXCQZ2FXsfjbQrcQ5Ah2TDOxxGINjEZkggK2qmuJ2EE6JSEY4xQvhF3O4xQsWcyiU+LKuEFVNDUYsfhLoEhU4JiisiskYY7wjG2hU7H5DIKcCxwSFJQhjjPGOT4EWItJMROKBYUB6iWPSgRv9vZm6A4dUNejVSxC5VUyzyj7EU8ItXgi/mMMtXrCYQ8FT8apqvoiMAxYBMcBcVf1MRG7zPz4D3zLMVwDbgSPAyMqKRzRC5xAxxhhzeqyKyRhjTECWIIwxxgQU9glCRK4Rkc9EpFBESu1eJyI7RWSDiKwNRte201GOmE855D6URKSOiLwrItv8f2uXcpyr77OXpilwykHMl4rIIf97ulZE/p8bcRaLZ66IfCsiG0t53IvvcVkxe+o99gxVDesNaI1vsMtSIOUUx+0E6rkdr9OY8TVQfQGcA8QD64A2LsY8GZjgvz0BmOS199nJe4avcW8hvr7k3YFPXP634CTmS4E33YyzRDw9gc7AxlIe99R77DBmT73HXtnCvgShqptVNZxGTTuN2cmQ+1AaDMzz354HDHEvlFJ5apoCh7z2OZdJVZcDB05xiNfeYycxmwDCPkGUgwKLRSRTRMa4HYwDpQ2nd8vZ6u9r7f9bv5Tj3HyfnbxnXntfncbTQ0TWichCEWkbmtAqzGvvsVPh9B6HRFiMgxCR94AGAR66X1Vfd3iaC1U1R0TqA++KyBb/r4pKEYSYQzac/vgFTxFzOU4T0ve5BE9NU+CQk3iygCaq+qOIXAEswDeTp1d57T12Itze45AIiwShqn2CcI4c/99vReQ1fEX7SvviCkLMIRtOX+RUMYvIXhFJVNU9/uqCb0s5R0jf5xI8NU2BQ2XGo6o/FLv9tohME5F6qurVSfG89h6XKQzf45CIiiomEakuImcW3QYuBwL2ZvAQJ0PuQykduMl/+ybgpFKQB95nT01T4FCZMYtIAxER/+2u+P7f7g95pM557T0uUxi+x6Hhdiv56W7Alfh+sfwM7AUW+fcnAW/7b5+Dr3fIOuAzfNU8no7Zf/8K4HN8vVzcjrkusATY5v9bx4vvc6D3DLgNuM1/W/AtyPIFsIFT9HzzUMzj/O/nOuBj4AKX4/0vvqml8/z/jkeFwXtcVsyeeo+9stlUG8YYYwKKiiomY4wx5WcJwhhjTECWIIwxxgRkCcIYY0xAliCMMcYEZAnChDUReUdEkkVkqX9G1HUi8qmIdCzl+KLZZkudRTfAc5r7Z/j8MWiBGxMGLEGYsCUiCfjGY+z27xququcB04App3jqZarqeCpyVf1CVTtWPFJjwpMlCONpIvKwiNxV7P4jInKn/+6l+KZML+kjHE4O5y9R/FVEPhKRDBHpLCKLROQL8a8DbEy0sgRhvO4f+Kf4EJEq+KaieN7/WH/gnQDPScU32ZpTu1S1B7AC+CdwNb51DP5coYiNiRBhMVmfiV6qulNE9otIJ+BsYI2qFs2RcyHwu2KHP++fAyoG3+IwThXNfbQBqKGqh4HDInJURGqp6sHTexXGhCcrQZhwMAcYAYwE5gKIyDn4fvkfK3bccKAZ8AK+uYCc+tn/t7DY7aL79iPKRC1LECYcvIav2uh8YJF/X8DqJVXNAx4AuotI65BFaEwEsgRhPM9fSvgAeFlVC/y7Uwnc/oCq5gJPcGL1kzGmnGw2V+N5/sbpLOAaVd0mIlWBlarqeCxDsXPtxDf9dLkXghGRH1W1RnmfZ0y4shKE8TQRaQNsB5ao6jYAVf25IsnB7ztgSUUGyuFbu8OYqGElCGOMMQFZCcIYY0xAliCMMcYEZAnCGGNMQJYgjDHGBGQJwhhjTED/H7al48JKZ7JwAAAAAElFTkSuQmCC\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1691,7 +1691,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1721,7 +1721,7 @@ "outputs": [ { "data": { - "image/png": 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yLpvlTRqo6hhVra+qXbxTks++R1W1gaoeqpIL9bLEYfzinXfe4YILLmDixIlcddVVfPfddzz++OO0bdvW7dCCSrt27XjiiSf47rvvSE1N5b777qNHjx689957bodmKkgR8ohyNIWL8LkS44r09HQGDBjAHXfcwYQJE/j888+55ZZbqFmzptuhBbVatWoxevRoPv/8c+69917Gjh3LFVdcEVRPQxvn8jXK0RQuwudKTEB99dVXXHvttaSmpnL11VezceNGrrvuOqKi7H+p8oiKimL48OFs3LiRoUOHMmjQIIYPH86WLVvcDs045Bnk0EocxpRo586d3HbbbfTq1YuuXbuyZcsWbr/9dscDzZnixcXFcccdd7BlyxY6depEz549ueOOO9i1yx5bCnaKkKPRjqZwYYnDOJKfn8/MmTM5//zzqVu3Ll999RW///3vTxsm21ROrVq1+OMf/8jmzZupVasWnTt3Zvbs2daAHsRUIU+jHE3hIjK7uZhy2b59O6NHj+ann37igw8+KNdQ3qZiGjRowN/+9jduvvlmbr75Zl555RXmzp1rXXiDkvjzAcCQED4p0PhdQSnjggsuIDk5mY8++siSRoB16NCBVatW0a9fP5KSkqz0EYQUK3EYA8C2bdsYPXo0R48etVKGy2JiYpg4cSKDBw9m1KhR/O9//+Mf//iHlT6CSDg1fDsRWVdryqSqp5QyPvzwQ0saQaJDhw58/PHH9OvXj8TERGbNmmWljyCgOHvfeDi9c9xKHKbQ0aNHueWWW9i6dSsrV660hBGEYmJi+P3vf09qaio33ngjK1euZO7cuQEddt6cSoEc/41VFRKsxGEA2LFjB5dccgmxsbGWNEJAhw4d+Oijj1BVevfuTVZWltshRTAhz+EULixxGFatWkWPHj0YPnw4//rXv+zXa4ioUaMGzz//PFdffTU9evTgk08+cTukiKTYk+MmwsybN4+hQ4cyd+5cJkyYEHZDnYc7EWHixInMnj2b1NRU5s+f73ZIESnSShyRVTFnCuXm5jJhwgTeeOMNPvjgA84991y3QzKVMGjQIJYvX05qairr1q1jypQpETsacaCpSliVJpyIrKs1ABw5coSBAweyceNGPv30U0saYeK8885j9erVrF27lsGDB/PTTz+5HVJE8DSO25AjJowdOnSIyy+/nLPOOos33ngjaN/vbSomPj6et956i8aNG5OcnMyPP/7odkgRQCLuAcDwuRJTpv3799O/f3+6devGnDlzrCojTMXExPCPf/yDjh07MmDAAA4cOOB2SGHN0zgeWc9xWOKIEPv27aNv375ceuml/P3vf7fhz8NcVFQUM2bMoFevXvTr14/9+/e7HVJYs2HVTdg5cOAAl19+OcnJyUybNs16TkUIEeHxxx+nX79+XH755Rw6VKVvE41YkfjkuCWOMPfjjz+SnJzMpZdeyl//+ldLGhFGRJg6dSq9evUiJSWFw4cPux1SWMonytEULsLnSsxpjh49ysCBA+nWrRuPP/64JY0IJSJMnz6djh07MnjwYI4dO+Z2SGFFFXLyoxxN4SJ8rsScQlUZNWoULVq04JlnnrGkEeGioqKYNWsWCQkJjB492gZH9CNPVZU9OW7CwKRJk/juu++YO3euNYQbwJM85s2bx5YtW5gyZYrb4YQVe3LchLyFCxcye/ZsVq9eTfXq1d0OxwSRGjVqsHDhQnr06EGHDh0YPHiw2yGFvILuuJHEfoqGmfXr13Prrbfy2muvkZCQ4HY4Jgg1bdqUV155hdGjR7Nx40a3wwkDVlVlQti+ffsYMmQI06dP54ILLnA7HBPELrzwQqZNm0Zqaqo94+EH+d73jpc1hQtLHGEiJyeHa665hmuvvZYRI0a4HY4JASNHjmTo0KFce+215Obmuh1OyPL0qop2NIULSxxh4re//S21atVi0qRJbodiQsiUKVOIjY1lwoQJbocSsiLxAUBrHA8Dy5YtY9GiRaxbt47o6PD5VWOqXnR0NC+88AKdO3dm0KBB9OvXz+2QQlI4VUM5YSWOEHfo0CFuvfVW5s6dS926dd0Ox4Sg+vXrM2fOHEaPHm1PlleADXJoQs7vfvc7kpOTGTBggNuhmBCWkpJCv379uO+++9wOJSRFWq8qq6oKYcuWLWPZsmWsX7/e7VBMGHjsscfo1KkTv/zlL63KqhxUhdwwSgpORNbVhhHfKqo6deoE9NzHc3PIycsL6DkjTU5eHsdzcwJ6znr16lmVVQVFWlWVqyUOEUkGngSigbmqOrnI+suARcA276LXVPXhQMYYrNyoovpizx4mvrOMTfv2EiXCFeecw6N9+1Onmj2d7i+Hjh/nj++9w9tfbyVflfN+0YjJ/S+n/S9+EZDz+1ZZzZw5MyDnDHX25HgAiUg08AyQApwHXC8i5xWz6UpV7eKdLGngqaJ6++23mTZtWsDOufvIEYa/8jJf7N1Dnio5+fks3bqVkQteswHz/ERVuXHBK7z99VZy8vPJU2X9nt1c98pL7A3g+8Mff/xx3njjDd55552AnTPU+bPEISLJIrJZRLaKyMRi1o8QkXXeaZWInO+zrp6IvCIim0TkSxHp6cfLLORmVVV3YKuqfqOqJ4EXgSEuxhMScnJyGD9+PDNnzgxoFdXz69eSk39q9VROfj5b9mezYc+egMURztbu/oFvDhwgJz//lOU5eXn8d8O6gMVRt25dZsyYwfjx4+3BQAf8+RyHwx/U24BLVbUz8Agwx2fdk8BbqnoucD7wpR8u8TRuJo6mwA6f+SzvsqJ6ishaEVkiIh1KOpiIjBWRdBFJ37t3r79jDRrz5s2jefPmpKSkBPS8W7KzOVlMu4YA3x46GNBYwtW3Bw8W+zTAibw8vsrODmgsAwcOpHHjxsyfPz+g5w1VfhxypMwf1Kq6SlULXiT/CdAMQETqAL2Bf3i3O6mqB/1zhadyM3EUdxeL1nlkAi1U9Xzg78DCkg6mqnNUNUlVk34RoPrgQDt69CgPP/wwkydPLntjP+vSOIHqxTxcmJevnNuwYcDjCUfnNvwFecVU+1WPiaHLmY0DGouIMHnyZB588EF78VMZVCE3P8rR5IDTH9QFRgNLvJ/PBvYCz4nI5yIyV0RqVeSayuJm4sgCzvKZbwbs9N1AVX9U1SPez28CsSISsd9STz31FBdddBFJSUkBP/d1HTtSMy6OKJ8XQlWLjqbXWWdxTnyDgMcTjto1bEiPps2o5pOgo0SoFRvLtR07BjyeCy+8kAsuuIBnnnkm4OcONeWoqmpYUDPincYWOZSTH9SeDUX64Ekc/+ddFAN0A2aqalfgJ+C0NhJ/cDNxfAa0EZFWIhIHDAfSfDcQkcbifXWdiHTHE29gy+xBYv/+/Tz22GM8+uijrpy/XvUaLBo+guRz2lArNo4GNWoyplsiMwaluhJPuJo1KJXR3RJpUKMGtWLjSDmnDYuu/5VrPdcmTZrE1KlTOXjwoCvnDwXlbOPYV1Az4p3mFDlcmT+oAUSkMzAXGKKq2T77Zqnqp975V/AkEr9zrTuuquaKyHhgKZ7uuPNU9QsRud27fhbwS+AOEckFjgHDNUK78EyZMoVhw4bRtm1b12JoWqcOT185yLXzR4JqMTH8rtfF/K7XxW6HAkD79u0ZPHgwU6dO5S9/+Yvb4QQt9V933MIf1MD3eH5Q3+C7gYg0B14DblTVr36OQX8QkR0i0k5VNwP9gCp54Yqrz3F4q5/eLLJsls/np4GnAx1XsMnKymLu3LmsWxe4njXGFHjwwQfp0qULd955p70crAT+GuTQ4Q/qPwENgBneCplcVS2ov74TeN5bi/MNcLNfAivChhwJAY888gi33norTZuW1kZmTNU466yzuPnmm3nkkUeYMWOG2+EEHVX/PgDo4Af1GGBMCfuuAaq8EdQSR5DLzs7m5ZdfZsuWLW6HYiLYfffdR7t27Zg0aRL169d3O5wgI+Q56zEVNiLrakPQc889R2pqKg2ty6txUaNGjRg4cCD//Oc/3Q4lKKmKoylcWOIIYvn5+cycOZNx48a5HYoxjBs3jpkzZ5Jf5Mn2SGfv4zBBZenSpdSrV4/u3bu7HYox9OzZk5o1a/Luu++6HUpwUU87h5MpXFjiCGIzZsxg3LhxiITPLxUTukSEcePGWQN5Mfw45EhIsMQRpLZv386qVau4/vrr3Q7FmEI33HADH3zwATt27Ch74wih3sZxJ1O4CJ8rCTOzZ8/mpptuombNmm6HYkyh2rVrM2LECObMKfrAc2SzqirjupMnTzJv3jxuv/12t0Mx5jR33HEHzz77LCdPnnQ7lKBhvaqM65YvX07r1q1p166d26EYc5r27dvTsmVLVq5c6XYoQcFTmrDEYVyWlpbGkCH2TisTvFJTU0lLSyt7wwhh3XGNq1SVtLQ0UlNt1FkTvAoSR4SOOXoaa+Mwrlq7di3VqlXj3HPPdTsUY0rUoUMHRIQNGza4HYrrFCE/P8rRFC7C50rCRFpaGoMHD7ZnN0xQExEGDx5s1VVe6nAKF5Y4goxVU5lQkZqayuLFi90Ow33WOG7clJWVxbZt27jooovcDsWYMvXu3ZvNmzfzww8/uB2K+yKsyGGJI4i8/vrrpKSkEBsb63YoxpQpNjaW5ORkXn/9dbdDcZ2VOIxr3n77bVJSUtwOwxjHUlJSWLZsmdthuEqB/HxxNIULSxxBJD093UbCNSGle/fuZGRkuB2GuxRQcTaFCUscQWLfvn0cOnSI1q1bux2KMY61bduWvXv3cuDAAbdDcZU9x2FckZGRQdeuXYmKsv8kJnRERUXRpUsXMjMz3Q7FXdY4btyQkZFBUlKVv2PeGL9LTEyM8OoqZw3j1jhu/C49PZ3ExES3wzCm3BITE0lPT3c7DHdFWIkjprSVItLNwTFyVHW9n+KJWBkZGUyZMsXtMIwpt8TERP785z+7HYZ7FDSMekw5UWriAFYAn0Gp7zxsBbT0V0CRyBrGTShr27Yte/bs4cCBA9SvX9/tcFxiicPXZ6rat7QNROQ9P8YTkTIzM61h3ISs6Ojowgbyfv36uR2OO0KwGkpEfqOqT5a1rDilflOVlTScbmNK9/XXX9O2bVu3wzCmwtq2bcs333zjdhjuCc02jpHFLBvlZMeyShyFRKQzniqpwn1U9TWn+5uS7dq1i4SEBLfDMKbCEhIS2LVrl9thuKPgAcAQISLXAzcArUTEd3jjM4BsJ8dwlDhEZB7QGfgCyPcuVsAShx/s3LnTnhg3Ia1JkyasW7fO7TBcE2IP960CdgENgcd8lh8GHP1HdFriuFBVzytfbMYpK3GYUJeQkMDSpUvdDsM9IdSrSlW/Bb4Felb0GE5bYz8WEUscVcQShwl1TZo0idyqKkDU2RRMRGSYiGwRkUMi8qOIHBaRH53s67TEMR9P8vgBOIGn75mqaucKxmx87Ny5kyZNmrgdhjEVlpCQwM6dO90Owx3B2fDtxFRgsKp+Wd4dnSaOecCNwHp+buMwfpCbm0t2djaNGjVyOxRjKqxx48bs2bOH/Pz8COxWHrIj3+6uSNIA54njO1W1lwtXgd27d9OgQQNiYhx3cDMm6MTFxVG3bl327t3LmWee6XY4gRdCJQ4RGeb9mC4iLwEL8dQkAc56yzr9ttokIi8Ai8t7AlO63bt307hxY7fDMKbSEhIS+OGHHyIzcYRWPcxgn89Hgct95h31lnWaOGrgSRjlPoEp3fHjx6lZs6bbYRhTaTVq1OD48eNuhxF4IfYch6reXNljOEoc/jhRcUQkGXgSiAbmqurkIuvFu/5KPJlxlKqG1cD/OTk5Vk1lwkJMTAy5ubluh+EKf/aYcvC9OAL4P+/sEeAOVV3rXbcdz/MYeUCuqpb4rgYReaqYxYeAdFVdVFqMpbZiicjY0tY73aaE/aKBZ4AU4Dzg+mK6/KYAbbzTWGBmRc4VzHJzc4mNjXU7DGMqLZITh7+GHHH4vbgNuNTbq/URYE6R9X1UtUtpScOrOtAF2OKdOgPxwGgRmV7ajmX91J0oIvtKWS/Abzg9cCe6A1tV9RsAEXkRGAJs9NlmCPAvVVXgExGpJyIJqho2HcZzc3OtxGHCQkQnDv8p83tRVVf5bP8J0KyC5zoH6Kuqud5zzQSWAQPw9KAtkZNh1QeXsc3bDoMsqimww2c+C+jhYJumeB6XP4W35DMWoHnz5hUMKfA0xMYqMKYkIkJ+fmi1EvtLOaqqGoqI71uv5qiq7w9vJ9+LvkYDS3zmFVgmIgrMLnLsopoCtfBUT+H93ERV80TkRMm7lZE4qqptw6u41qSit9/JNp6Fnhs0ByApKSlkvo3tV5oJFxFb7aqUZ8iRfWVUITn+zhORPngSx8U+iy9S1Z0i0gh4W0Q2qeoHJZxrKrBGRJZ7z9sb+IuI1ALeKe0i3KwjyQLO8plvBhR99NTJNiEtNjbWEocJCxFd7eq/n6qOvvO8o5XPBVJUtXBEW1Xd6f27R0QW4Kn6KjZxqOo/RORN7zYC/KFgf2BCaUG6+YjnZ0AbEWklInHAcKDoQ4ZpwE3icSFwKJzaN8BKHCZ8RHIPQT+OVVXm96KINMfzKMSNqvqVz/JaInJGwWc8j09sOC1WkXO9f7sBCXiqxr4DGjt8Xbh7JQ5VzRWR8cBSPN3O5qnqFyJyu3f9LOBNPF1xt+LpjluVVWeuiIuLi8y+7ybsnDhxgri4OLfDcIefShwOvxf/BDQAZnieWCjsdnsmsMC7LAZ4QVXfKuY09+JpD36smHUKlPlyvjITh7d7WH1V3eedj8Pzlqh7VLV9WfuXRlXfxJMcfJfN8vmswK8rc45g16hRI3bv3u12GMZU2u7duyPzqXHw65AjDr4XxwBjitnvG+B8B8cf6/3bp6IxlvUcx3BgP7BORFZ4G2O+wdPHeERFT2p+5js4nDGhqmCwzkhMHE6rqYJwWPWaInK/iMzxzrcRkUFO9i2rxHE/kKiqW711Xx8Dw1V1QeVCNgWqVatGnTp12Ldvn42Qa0LWnj17iI+Pj9g2jlB6kZOP54AMoJd3Pgv4H/B6WTuW1Th+UlW3AniH+thmScP/IvpdBiYsRPrLyEKxxAG0VtWpQA6Aqh6j+O7Apynr50EjEbnXZ76277yqPl7eSM3pCt6e1qVLF7dDMaZCIv5lZMGXFJw4KSI18EYvIq3xGf28NGUljmeBM0qZN36QkJAQ0a/dNKEvokscwVmacOLPwFvAWSLyPHARno5PZSorcXwFLPN9wMT4X5MmTayqyoQ0K3G4HUCF3AS8AbyCp9PTbwp6z5alrDaOFsD/RGSliDwoIj28Q50bP7IShwl1EV3iACTf2RRknsMzQm4q8BQwW0R+42THUhOHqk5W1b54HsJbC9wCZIrICyJyk4hEXt+7KtCiRQu+/vprt8MwpsK++eYbWrRo4XYYphxU9T1gEvAAnuFLkoA7nOzr9EVOh4EF3gnv+PApwL+AK8ofsvHVrVs3MjMzUVWsQGdCjaqSkZFBt26ORqsITyFYVSUi7+IZEfdjYCVwgarucbKvo7GqRORdEbmyYF5VNwLtVNWShh80bdoUESErK8vtUIwpt+3bt1OjRg0aN27sdijuCNEHAIF1wEmgI56XOHX09rIqk9NBDlsB/ycif/ZZVtbbpYxDIkJiYiIZGRluh2JMuWVkZJCYmOh2GO7y0xsAA0lV71HV3sBVQDaeNo+DTvZ1mjgOAv2AM0VksYjUrUCcphSWOEyossRBSCYOERkvIi8Ba4ChwDw8TRBlcpo4RFVzVXUc8CrwIWDjY/hRUlIS6enpZW9oTJDJyMggKSlyKyCEkO1VVQN4HDhXVfup6kPeBvMyOR1Yxndkxn+KyHrCfNTaQCsocVgDuQklBQ3jEV3iCM72izKp6rSK7uuoxKGqs4vMZ6jqLRU9qTmdNZCbUPTtt99SvXr1yG0YLxCCVVWV4eYbAI2PggZyq64yoSQ9PT2ySxsFLHEYt/Tt25dly5a5HYYxji1btoy+fct8YVzYC9HuuBVmiSOIpKamkpaWhufFh8YEt/z8fBYvXszgwYPdDsV9VuIwbmnbti1nnHEGmZmZbodiTJnS09OJj4+ndevWbofiLg3ZXlUVZokjyAwePJi0tDS3wzCmTGlpaaSmprodRnCwEodxU0F1lTHBzhLHz6yNw7iqZ8+e7Nixg++++87tUIwp0bZt29i9ezfdu3d3O5TgYCUO46aYmBgGDhzI4sWL3Q7FmBItXryYgQMHEh0d7XYo7nOaNCxxmKpk1VUm2Fk11c8Eq6oyQeCKK65g9erV9jpZE5SysrLIzMxkwIABbocSNCxxGNfVrl2b4cOHM3fuXLdDMeY0zz77LDfccAO1atVyO5TgYVVVJhjccccdzJkzh5ycHLdDMaZQTk4Ozz77LHfc4egNo5HDEocJBp07d6ZVq1bWSG6CysKFC2nbti0dOnRwO5Tg4bCayqqqTECMGzeOGTNmuB2GMYVmzJjBuHHj3A4j+FiJwwSLYcOGsWHDBjZt2uR2KMawceNGNm3axNChQ90OJejYkCMmaFSrVo3Ro0cza9assjc2porNnDmTW2+9lbi4OLdDCTpWVWWCytixY/n3v//NTz/95HYoJoIdPnyY559/nrFjx7odSvCxBwBNsGnRogWXXXaZlTqMq2bOnEn//v1p1qyZ26EEpwhLHE7fOW5c9PDDD9O3b1/GjBlD3bp13Q7HRJgDBw4wbdo0Vq5c6XYoQangyfFIYiWOENChQweuvPJK/va3v7kdiolAU6dOZejQoZx77rluhxK0JF8dTY6OJZIsIptFZKuITCxm/QgRWeedVonI+UXWR4vI5yLyup8u7zRW4ggRDz74IN26dePXv/41jRs3diWGIydPMn9NJm9u2UKtuDhGnt+FK9u0RURciSccqSqvf7WZf69bw08nc7iyTVtGdelKLZcapHfu3MmcOXNYu3atK+cPCX6shhKRaOAZYACQBXwmImmqutFns23Apap6QERSgDlAD5/1vwG+BOr4J6rTuZI4RCQeeAloCWwHrlXVA8Vstx04DOQBuaqaFLgog0uLFi0YOXIkjzzyCM8880zAz388N4dhL77Ajh8PcSIvD4Av9uwmY9dO/nRpn4DHE64eWvEe//tiI8dyPSMGfHNgP2mbN5F2/QiqxQT+n+tDDz3E6NGjrW2jDH6squoObFXVbwBE5EVgCFCYOFR1lc/2nwCF/3FEpBkwEJgE3Ou3qIpwq6pqIvCuqrYB3vXOl6SPqnaJ5KRR4A9/+AMvvfQSX3/9dcDPvWjTJr4/fLgwaQAcy83lhfXr2Hn4cMDjCUff//gjL23YUJg0AE7k5fH9jz+Stjnwz/J89dVXvPrqq0ycWNo/TwP4s3G8KbDDZz7Lu6wko4ElPvPTgfuAKn1qxK3EMQSY7/08HxjqUhwhpWHDhtx999088MADAT/3iu3bT/lCKxAbFc3nu2wUX3/I2LWTmKjT/0kezc3hg2+3Bzye+++/n9/+9rfEx8cH/NyhphzPcTQUkXSfqWj/5uLqfYtNOSLSB0/i+D/v/CBgj6pm+O/KiudWG8eZqroLQFV3iUijErZTYJmIKDBbVeeUdEDvf4CxAM2bN/d3vEHj7rvvpk2bNmRmZtKtW7eAnTfhjNpEi5CnRf8fVhrWrBmwOMJZSfcxJiqKhNpnBDSWzz77jA8//JDnnnsuoOcNWc6rqvaVUXuSBZzlM98MOO2XmYh0BuYCKaqa7V18EZAqIlcC1YE6IvIfVf2V4+gcqrISh4i8IyIbipmGlOMwF6lqNyAF+LWI9C5pQ1Wdo6pJqpr0i1/8otLxB6vatWvz17/+lTFjxgR05NwbOp1PbJG3vUWJUK96DS5oavXf/tCjaTPqVKtOVJHOBrFRUVzfqXPA4jh58iRjxoxhypQpNnS6E+rXIUc+A9qISCsRiQOGA6e81U1EmgOvATeq6leFYaj+XlWbqWpL737vVUXSgCpMHKraX1U7FjMtAnaLSAKA9++eEo6x0/t3D7AAT8NRxBs5ciSNGzfmr3/9a8DO2To+nieTr6RutWrUio2jekwM58TH8/zVvzzti85UTHRUFC9cfQ2t68dTIyaGWrGx1KtenadSBtKqfv2AxfHoo4/SvHlzfvWrKvnOCTv+fAOgquYC44GleHpGvayqX4jI7SJyu3ezPwENgBkiskZE0qvmykomelrVQwBOKjINyFbVyd5+yvGqel+RbWoBUap62Pv5beBhVX2rrOMnJSVpenrA72VAZWVl0bVrV9555x3OP//8snfwk9z8fDbv20fN2NiAfplFmm8OHOBYTg7tGjYstt2jqmRmZpKcnMyaNWto0qRJwM7rFhHJqGzHm9oNztKOyXc72vbTF35X6fMFA7caxycDA0RkC57+ypMBRKSJiLzp3eZM4EMRWQusBt5wkjQiRbNmzZg6dSo333xzQKusYqKi6NCokSWNKnZ2/fp0aNQooEnj5MmT3HzzzTz22GMRkTT8yQY5DABVzVbVfqraxvt3v3f5TlW90vv5G1U93zt1UNVJbsQazEaNGkVCQkJAq6xM+LIqqgqKwEEO7cnxECYizJkzh65duzJkyJCAVlmZ8JKZmcmsWbNYs2aNjQRQAeH0rg0nbKyqENe0aVOmTp3KqFGjOHnypNvhmBB08uRJRo0aZVVUlWAvcjIhZ+TIkTRv3px77rnH7VBMiFFV7rzzTs455xyroqooBVSdTWHCEkcYEBH+/e9/8/777zN79my3wzEhZObMmXz00UfMnz/fqqgqIdIax62NI0zUqVOHRYsWcfHFF9O+fXt69y7xWUljAHjvvfd4+OGHWbVqFWecEdgn08NOGCUFJ6zEEUbatGnDf/7zH6677jq2b9/udjgmiH3zzTfccMMNvPDCC5x99tluhxPS/PkAYKiwxBFmBgwYwMSJExkyZAhHjhxxOxwThA4fPkxqaioPPPAAffv2dTuc0KfOXuLk9EVOocASRxi66667SExMZOTIkeTnh1FXDlNp+fn53HjjjfTq1Ytx48a5HU74iLDnOCxxhCERYebMmezatYsHH3zQ7XBMEHnggQfIzs7m6aeftsZwP4q0qiprHA9T1apVY8GCBVx88cXUr1/fuuoa/va3v/HKK6+wcuVK4lx6FW1YUiCMqqGcsMQRxs4880zeffddLr30UqpVq2ZVExHs6aefZubMmaxYsYJGjUp6/Y2psMjKG5Y4wl3z5s0Lk0f16tW55ZZb3A7JBNizzz7LtGnTWLFihb07vIqEUzWUE5Y4IsDZZ5/NO++8Q79+/cjLy+PWW291OyQTILNmzWLSpEm89957tGzZ0u1wwlY49ZhywhJHhGjXrh3vv/8+/fv358SJE4wfP97tkEwVmz59OtOnT2f58uW0bt3a7XDCV5j1mHLCEkcEadOmDStWrKBfv34cO3aMCRMmuB2SqSKTJ09m7ty5rFixghYtWrgdTljzPAAYWZnDEkeEadmyJStWrGDAgAF8++23PPHEE8TGxrodlvGTkydP8pvf/IYPPviAFStW0LRpU7dDigwR9riUPccRgZo1a8Ynn3zCtm3buOKKK8jOznY7JOMHe/fu5fLLL2fHjh18/PHHljQCSFQdTeHCEkeEqlu3LmlpaVxwwQV0796dDRs2uB2SqYR169bRvXt3evbsyaJFi6hTp47bIUUOewOgiSTR0dFMmTKFTp060bdvX5599lmGDBnidlimnF577TVuu+02nnrqKa6//nq3w4lA4TUOlROWOAy/+tWvaNu2LcOGDWPDhg384Q9/sOEoQkB+fj6PPvoozz77LEuWLCEpKcntkCJXGFVDOWFVVQaA7t27s3r1atLS0rj22mvZv3+/2yGZUmRnZ3PNNdewZMkSVq9ebUnDTWqvjjURrEmTJoU9cTp16sTixYvdDskUY+HChXTq1InmzZvz/vvvk5CQ4HZIJsJeHWtVVeYU1atXZ/r06QwbNoxbbrmFl19+mSeffJL4+Hi3Q4t42dnZ3HXXXaxevZqXX36Ziy++2O2QTIHwyQmOWInDFKt3796sXbuW+Ph4K30EgYJSRqNGjVi7dq0ljSAj+fmOpnBhJQ5Tolq1avHkk09y9dVXW+nDJVbKCAGKPQBoTFFFSx/z5s0jNzfX7bDCWm5uLnPnzrVSRggQnD38Zw8AmohTUPp49dVXmT9/Pp07d2bBggVoGP1jCAaqyquvvkrHjh15/vnnWbhwIU888QQ1a9Z0OzRTmghrHLfEYcrlwgsvZPny5Tz22GM89NBD9OzZk+XLl7sdVlh4//33ufDCC3n00UeZPn067733Ht27d3c7LOOEJQ5jSicipKSkkJmZyZ133sktt9xCSkoKn3/+uduhhaTMzEyuuOIKxowZw913301GRgbJycn2EGaoKGjjcDKFCUscpsKioqIYMWIEmzZtYuDAgVx55ZVcd911rFq1yqqwyqCqfPTRR1x77bUMHDiQIUOG8OWXX3L99dcTFWX/LENNpPWqsv9DTaXFxcUxfvx4tmzZwoUXXsioUaPo2rUrc+bM4ciRI26HF1SOHDnC7Nmz6dKlC7fccgu9evViy5YtjBs3jri4OLfDMxXisJoqjH5MWeIwflO7dm3uueceNm3axLRp01iyZAktWrTgrrvu4ssvv3Q7PFdt3LiRO++8kxYtWrBs2TIef/xxNm3axN13303t2rXdDs9UhmKJw5jKioqKYsCAASxYsIA1a9ZQt25d+vbtS9++fXnppZciphRy+PBhXnzxRfr06UP//v2Jj49n7dq1vPrqq/Tr18/aMMKJtXEY4z9nnXUWjzzyCN9++y233XYb8+bNo0mTJqSkpDBz5kyysrLcDtGvduzYwYwZM0hOTqZp06b885//ZNy4cXz77bc89NBDNGvWzO0QTRXw53McIpIsIptFZKuITCxm/QgRWeedVonI+d7l1UVktYisFZEvROQhP19mIXty3AREXFwc1113Hddddx0//vgjS5cuJS0tjQceeIDmzZuTmppKamoqXbt2Dalf4qpKZmYmaWlppKWlsWPHDgYOHMiYMWN4+eWX7YVKkcJP1VAiEg08AwwAsoDPRCRNVTf6bLYNuFRVD4hICjAH6AGcAPqq6hERiQU+FJElqvqJX4Lz4UriEJFrgAeB9kB3VU0vYbtk4EkgGpirqpMDFqSpMnXq1OGaa67hmmuuITc3l1WrVpGWlsZ1113HsWPHuPjii0lMTCQxMZFu3bpRr149t0MudPDgQTIzM0lPTycjI4MPP/yQ2rVrk5qaylNPPUXPnj2JibHfYxFFFfL8Vg/VHdiqqt8AiMiLwBCgMHGo6iqf7T8BmnmXK1BQDxzrnaqkYcWt/8M3AMOA2SVt4DDzmhAXExND79696d27N9OmTWPLli188sknZGRksGjRItasWUNCQkJhIklMTKRz5840aNCgSksmqkp2djbr1q0rTBIZGRns3r2bLl26kJiYyKBBg3j00Udp06ZNlcVhQoTzEkdDEfH9oTxHVef4zDcFdvjMZ+EpTZRkNLCkYMb7vZkBnAM8o6qfOg2sPFxJHKr6JVDWP/wyM68JLyJC27Ztadu2LTfddBMAeXl5bN68ufDLe9GiRWzYsIHjx4+TkJBAQkICTZo0Oe1z/fr1iYmJITY2lpiYGKKjo8nLyyM3N5ecnBxyc3M5cOAAu3btYufOnaf8LZhq1KhBx44dC5PEn//8Z9q1a0d0dLTLd8oEHeeJY5+qlvbWreK+FIs9uIj0wZM4CgcxU9U8oIuI1AMWiEhHVd3gNDingrlMXa7MKyJjgbEAzZs3r9rITMBER0dz3nnncd555xUmE4CjR48WfsH7fvFv2rSJnTt3cujQIXJzc0+ZYmJiTpnq1atXmGzOOeccLrnkklOSkI0PZRxRwH/vHM8CzvKZbwbsLLqRiHQG5gIpqpp9WkiqB0VkOZCMp4bHr6oscYjIO0DjYlb9UVUXOTlEMctK/K/jLe7NAUhKSgqfDtOmWDVr1qR169a0bt3a7VBMxFNQv7VxfAa0EZFWwPfAcOAG3w1EpDnwGnCjqn7ls/wXQI43adQA+gNT/BWYrypLHKrav5KHcJR5jTHGVYrfGsdVNVdExgNL8XQKmqeqX4jI7d71s4A/AQ2AGd7q/lxv9VcCMN/bzhEFvKyqr/slsCKCuaqqzMxrjDFBwY9Phavqm8CbRZbN8vk8BhhTzH7rgK5+C6QUrjwAKCJXiUgW0BN4Q0SWepc3EZE3wZN5gYLM+yWe7PmFG/EaY0ypImzIEbd6VS0AFhSzfCdwpc/8aZnXGGOCS3glBSeCuarKGGOCnwJhNGS6E5Y4jDGmsqzEYYwxxjm/DjkSEixxGGNMZSio/57jCAmWOIwxprL89+R4SLDEYYwxlWVtHMYYYxxTtV5VxhhjyslKHMYYY5xTNC/P7SACyhKHMcZUhn+HVQ8JljiMMaayrDuuMcYYpxRQK3EYY4xxTP36IqeQYInDGGMqKdIax0XDsBuZiBwGNrsdRzk0BPa5HUQ5hVrMoRYvWMyB0E5Vz6jMAUTkLTzX7cQ+VU2uzPmCQbgmjnTvqxRDQqjFC6EXc6jFCxZzIIRavMHClTcAGmOMCV2WOIwxxpRLuCaOOW4HUE6hFi+EXsyhFi9YzIEQavEGhbBs4zDGGFN1wrXEYYwxpopY4jDGGFMuIZ84ROQaEflCRPJFpMRudSKyXUTWi8gaEUkPZIzFxOI05mQR2SwiW0VkYiBjLCaWeBF5W0S2eP/WL2E7V+9zWfdMPJ7yrl8nIt0CHWMxMZUV82Uicsh7T9eIyJ/ciNMnnnkiskdENpSwPhjvcVkxB9U9DnqqGtIT0B5oBywHkkrZbjvQ0O14ncYMRANfA2cDccBa4DwXY54KTPR+nghMCbb77OSeAVcCSwABLgQ+dfn/BScxXwa87macReLpDXQDNpSwPqjuscOYg+oeB/sU8iUOVf1SVUPpKXGnMXcHtqrqN6p6EngRGFL10ZVoCDDf+3k+MNS9UErk5J4NAf6lHp8A9UQkIdCB+gi2/85lUtUPgP2lbBJs99hJzKYcQj5xlIMCy0QkQ0TGuh2MA02BHT7zWd5lbjlTVXcBeP82KmE7N++zk3sWbPfVaTw9RWStiCwRkQ6BCa3Cgu0eOxVK99hVITHIoYi8AzQuZtUfVXWRw8NcpKo7RaQR8LaIbPL+CqkSfohZillWpX2nS4u5HIcJ6H0uwsk9C/h9LYOTeDKBFqp6RESuBBYCbao6sEoItnvsRKjdY1eFROJQ1f5+OMZO7989IrIATxVBlX2h+SHmLOAsn/lmwM5KHrNUpcUsIrtFJEFVd3mrHfaUcIyA3ucinNyzgN/XMpQZj6r+6PP5TRGZISINVTVYBxMMtntcphC8x66KiKoqEaklImcUfAYuB4rtXRFEPgPaiEgrEYkDhgNpLsaTBoz0fh4JnFZqCoL77OSepQE3eXv+XAgcKqiCc0mZMYtIYxER7+fueP7dZgc8UueC7R6XKQTvsbvcbp2v7ARchecXzglgN7DUu7wJ8Kb389l4equsBb7AU10U1DF7568EvsLT68btmBsA7wJbvH/jg/E+F3fPgNuB272fBXjGu349pfTEC6KYx3vv51rgE6CXy/H+F9gF5Hj/Px4dAve4rJiD6h4H+2RDjhhjjCmXiKiqMsYY4z+WOIwxxpSLJQ5jjDHlYonDGGNMuVjiMMYYUy6WOExIE5G3RKSpiCz3jjC7VkQ+E5EuJWxfMHpviaMSF7NPa++IqUf8FrgxIcwShwlZIlIDz/Mk33sXjVDV84EZwLRSdu2jqo6HfFfVr1W1S8UjNSa8WOIwQU1EHhGR3/jMTxKRu7yzl+EZmr6oj3E4qJ63BPIXEflYRNJFpJuILBWRr0Xk9srGb0w4ssRhgt0/8A51IiJReIbkeN67LgV4q5h9kvEMUufUDlXtCawE/gn8Es97JB6uUMTGhLmQGOTQRC5V3S4i2SLSFTgT+FxVC8YQugj4nc/mz3vHyIrG89IepwrGhloP1FbVw8BhETkuIvVU9WDlrsKY8GIlDhMK5gKjgJuBeQAicjaeksJJn+1GAK2AF/CMleTUCe/ffJ/PBfP248qYIixxmFCwAE/10wXAUu+yYqupVDUHuB+4UETaByxCYyKIJQ4T9LyliveBl1U1z7s4meLbN1DVY8BjnFqNZYzxExsd1wQ9b6N4JnCNqm4RkWrAR6rq+FkMn2NtxzPMd7lf0CMiR1S1dnn3MybcWInDBDUROQ/YCryrqlsAVPVERZKG117g3Yo8AIjn3SnGRDwrcRhjjCkXK3EYY4wpF0scxhhjysUShzHGmHKxxGGMMaZcLHEYY4wpl/8HOs66lXkW390AAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1733,7 +1733,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1745,7 +1745,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1757,7 +1757,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1792,7 +1792,7 @@ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x28b06261e80>" + "<matplotlib.legend.Legend at 0x168f433c160>" ] }, "execution_count": 45, @@ -1801,7 +1801,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1896,7 +1896,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 1008x288 with 2 Axes>" ] @@ -1925,16 +1925,17 @@ "metadata": {}, "outputs": [ { - "data": { - "image/png": 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9ApyrqgO+NCcClwJdwBZVfYMnLgmsANar6umxVCoAE/+GYRhNwgS8EQcm0o16YrdXNERkJvD3wEGqultErgWWAD/2pJkAfBc4VVXXishevmIuAlYD4+tZVxP/hmEYNWAC3oiKiXSjWuzWqSMa61KfKaBPRNJAP7DBF/9+4FequhZAVTflI0RkFvA24CvAp2KrUUglDcMwOhoT8IYfE+pGEHZbdDxTRGSF5/syVV0GoKrrReQbwFpgN3CLqt7iy78A6BKRO4BxwGWqeqUbdynwGTe8rpj4Nwxj1GAivjMxod6Z2GU34qDCpT63qOqioAgRmQgsBuYB24BfiMgHVfWnnmQp4EjgJKAPuFtE7sExCjap6v3unIC6YuLfMIyWw0T86MWE+ujELqthcDKwRlU3A4jIr4DXAV7xvw7HgNgJ7BSR5cBhwELgHSLyVqAXGC8iP1XVD9ajoib+DcOoGybi2x8T6+2JXTbDTzZGx/bRRkybfK0FjhWRfhy3n5NwVu7xcgPwHRFJAd3AMcC3VPUXwCUwvBrQP9RL+ENM4l9EfgicjjNkcYgbNgm4BpgLPAu8V1VfduMuAT4CZIG/V9XfxVEPwzDqg4n49sIEe+til2b0YyK7M1HVe0XkOuABIAP8FVgmIhe48UtVdbWI3Aw8DOSAK1R1ZaPrGlfP/4+B7wBXesIuBm5X1a+KyMXu98+KyEE4Sx8dDMwAbhORBaqajakuhmGUwIR8a2KCvbnY6W9fTGwbtaDEdw+p6heAL/iCl/rSfB34eoky7gDuiKVCIcQi/lV1uYjM9QUvBk50P/8E54d81g2/WlUHgTUi8hRwNHB3HHUxjE7ChHxzMcHeGOw0tyYmuo0gYnKhMepIPX3+p6rqRgBV3ejZyGAmcI8n3To3rAgROR84H2D2nDl1rKphNB8T8o3DRHu82OlsPCa8Rz8mohtEvOv8twXNmPArAWGBp91dO3UZwMIjF3XYpTHaGRPy9cFEe3XYaasPJsDbCxPThuFQT/H/oohMd3v9pwP5XczWAbM96WZRvAOaYbQUJuZrx4R7eewUVYeJ8OZjwtrwYk2ytamn+L8ROAf4qvv/Bk/4z0TkmzgTfvcD7qtjPQyjCBPzlWHCvRA7HaUxMR4/Jq5HJ9ZUmo+iZDTX7Go0lLiW+vw5zuTeKSKyDmem81eBa0XkIzhrn74HQFVXici1wKM4SyFdaCv9GLViYr40nSzeO/inF2CCvDJMbLc2djsbRvXEtdrP+0KiTgpJ/xXgK3Ec2xidmJgvpJPEewf91GFMmBdiwrt+2K3WeeTsopel0545tsOv0RBMzI9eAT9Kf9YwnSjMO+1FWAsdeHu0PSaGjU7HxL8RG50i8EeDiB8FP2GY0S7OTYibwG4UJoo7l05+zCiQ6bB738S/0bG0q4hv02qPOpE+2kX5KLtcdcHEcnszypuwYYRi4t9oe9pJxLdLVdtVqI8WQd6mp78mTEg3hlHSRIwKaaf3ZKNRtZ5/w2gqrf6AatXqtYNYHw3CvA1Oc0lMYBcyCm5Jw6XV3x2G0UqY+DfqRqs+jFulWq0o2NtBoLfgaauZdhblbXDLtA2t+sw06kOnzJNrfbQt3n0AIvKpCMl2qur3SiUw8W/ERiNfXM1up80W7q32oGo37dpOYrvFLnVdMfFr+DGB3ByynbXnVTvxj8DlgJRIcwFg4t+oP9U+oJv1XG+GeG+mYG81rdtO4juIVtYjJqBHMOHYOZhYNapFgUz7PCv+R1W/WCqBiIwpV4iJfyM2Gtl2GiXeGy3Ym6mJW1WQt88zuTKaKdJNFMeDCc7OxdqQ4UdE9geu8QTNB/6vql7qSTMR+CGwDzAAnKeqK924TwIfxbFHHgHOVdUB7zFU9TPl6hEljYl/oyk0Qrw3Qrg3Si83U5i3+jtuNPR0t4qQMDFrtCOt0n6qYTQ8vwwHVX0cOBxARJLAeuB6X7J/Ah5U1TNE5ADgv4GTRGQm8PfAQaq6W0SuBZYAPw46lohcBPwI2AFcARwBXKyqt0Spq4l/IzbiFvT1FO/11NKNEurNfGe0ywurnURBqwnvdjp3RmfTLs+jWsi12PNhNKHU5R46CXhaVZ/zhR8E/DuAqj4mInNFZKoblwL6RCQN9AMbSpR/nqpeJiKnAHsC5+IYAyb+jeZRL+FeD11dL7HeiPeRuY5UTquJ7Dytcj47QUgZo49OE8et8rzoQKaIyArP92Wquiwg3RLg5wHhDwHvAu4SkaOBvYFZqnq/iHwDWAvsBm4p04ufn/D7VuBHqvqQiJSaBFyAiX8jNkoJ/lYX7fV6jtZbSDXzBdCqIjoqrfbybKTo7jShZIxOEgnnfy7Xeu05TswgrzMK2egPxS2quqhUAhHpBt4BXBIQ/VXgMhF5EMev/69Axp0LsBiYB2wDfiEiH1TVn4Yc5n4RucVNf4mIjAMi/wgT/0YsZFUjCfxWFexxP1zr+SJqpugeTS/YVnuhVivIR9M1MdqbCjoeYyHfZlS15dpzGG1STaM2TgMeUNUX/RGquh3HRQe3p36N+3cKsEZVN7txvwJeBxSIfxFJqWoG+AjO/IJnVHWXiEzOlxsFE/9GbEQR9nE8+OJ6yMcpmuopyJsh7trlRRqVVu/pbifxYoxekjWK92YZolnVuojqVl0BzYgXJfbn7/sIdvlBRCYAu1R1CGdln+Wqul1E1gLHikg/jtvPScCKgCLuEZF1wM3Azaq6DUBVtwJbo1bQxL8RG2FtJ45GFcdLJS6BXq8XnLl9VM5o6fWul3gxjDxRdH27GqCqkMm2Z92N0YUr3t8M/K0n7AIAVV0KHAhcKSJZ4FGcHnxU9V4RuQ54AMjguAMVzSVQ1UUisjfO6MKl7ipBdwG/Be5U1cEo9TTxb8SC6siLo1ZBVqtIj0sQxv0ibITgbkcx3K6CI05UR3oZrbOxchKN9TZpeRIBJ2S0NLMgIyaX05bb9dxoHxTIxPTgVdVdwGRf2FLP57uB/ULyfgH4QoRjPAcsBZaKSBfweuBU4MsisllV31aujLqLfxF5Fmcd0iyQca2WSTgbIcwFngXeq6ov17suRn2ptOelFqEah2CMS4zX1b+/RV9oLVqttiWX09hePp1ILacu0WA/9Xrh1fvt5q4SZKyEEfTsyVnPv9GhqGoa+L37hzsSUJZG9fy/UVW3eL5fDNyuql8VkYvd759tUF2MOpDNaYEIrkW01irKY3ERqoO6baZgbjcx0GmMdvHSyj3zOUqf90qEabNIiLTsiFGU01fr8ymn8fb8t9oowmgxUFsWbb1rXg4ROR34Ek4nehJn6U9V1fFR8jfL7WcxcKL7+SfAHZj4b3vSZcRLs3v642rbjRDSrfoiN+pDJpsj0wC/sGaJiDjv50b/hlyJ51or2AWJhLSEcAm7Lo14lmWySrrd1x4uQbaMgdoMkq1w83c2l+LsF/CIViGuGiH+FbhFRBT4nrsZwlRV3QigqhtFZK+gjCJyPnA+wOw5cxpQVaNacqoViZda31VxCPC67D3QAi/hPNbbX5pW6tHNaXnjOSEj92y1VW+miIhLLFTSxuptKPibWFOMqya086C206hnX9A5zqkyNFpWMagzKUnEUk4po7jdUCDdfu/L54GV1Qh/aIz4P05VN7gC/1YReSxqRtdQWAaw8MhFbXdlOo1sBQ+DKO1s166d/NvnPklXVzeLXvt63nbGWb4y4rklrCe/M4n68mqEjZDJ5RjKZcvUw1ORiPfThuef5aql32Lnju38y7d/VEMNi6lURFQrFmo5/+WMnbh7L/3PpMYYA/U/hv801fuZWcowD3rup7M5dqVLtx8/qQjX/s+338R9d97Gtpe28Pb3ncuRx72xomM0kii/B2BIKztP5TCXpKbxGeAmEbkTGF7hR1W/GSVz3cW/qm5w/28SkeuBo4EXRWS62+s/HdhU73oY9SWn0WbLV/LSuPU3N/CmUxdzwsmncfHHPswp73hPwfHiptm99s0+fqNpl5dG0L0Wd92zOWUgU1nPZZSX/ZQZc7joi9/iy584j6Eq3SLCjlOriIh8DiM2i2p6NMMMkrhsAq/x0W5uEt7rUy+tH3ZKKjUuckrFPf9DEZIf/oZTOPwNp/Dq9m385D+/yIHHnECqRZ5b/vZTjwUDohkUnfXeaiG+ArwK9ALdlWauq/gXkTFAQlV3uJ/fAnwRuBE4B2eb43OAG+pZD6Mx+Ccs1ipmN25cz7wFB5LJKZJIkqnjcm5Z65pvOLW6oDRTTOXvw7iMgFrFSzlBklOtSPx7f1ctoqK0eIhWbhw9mhVfp4Cq1eoukTc04rxtk3Xw98+fqzjLrfd8gKFclt2ZTFF4rZuW5bnme9/i5PeczVA2y1CE9MlEPK41oeWLxLqCRNjzY6jq0brWMJCiohHcLluQSar6lmoz17vnfypwvbvldwr4mareLCJ/Aa4VkY8Aa4H3lCjDaANyOWUwE89wYv6FMGnP6axfv569FxxCJptlsMKe0Shk1PxE4yYun9Jy1LvXNgpZNBYjJC9eqhUrXkESJDyywGBE46IWYeEXEZWIhzDBUM74qKV3MqphAcXGRdUCx61KLO0kxk6L/H0ch+j3n5t6lOklk6vMuI2KANd+59855Ng3MGPBwQxGPUZIukrut3LEYdjknxXVLqgRWocOG8VuEreJyFtU9ZZqMtdV/KvqM8BhAeFbcbYuNkYJGtJzmcmkkUQSqeJBdezJp/GdL1/MXX/4Hcec+JayPtFh2Prp4cT5MspTiTtIXXqIfJe7nsZIQqKNGqkquVyWZDL4kVtOvFR0njzlvLrtZX659OusWf0Iv/j+ZSw+72Nls1cjKioVEYHHKJG31MhGmIER5Zz5nw2VtYeRvNW0o3w7qaUNpKj93s5XvZbRT78BXIvYDx8lCC9zKJvjuZt+xKSTz67qmGH3/B9+8SMeufcutr+ynbXPruH1Z3wgMF1XMto1HAx4NHbV8Ayu6d5JCNlsZe9U/3mKd/ZA81C0ZffUKcGFwGdEZBBI0yZLfRqjjKxq4ISr5x++h67efqYtOLziMqW7j49/8TLAefBXOqGrk6j2JVA/l46o1N4jW444RFYQKUlE7nhd98TD7HzlJfY/KnjC4FA2x44hp56ViO9yoqNr3B4s+ccvO58TErl3NOq5yl+nKCLC+7vKpfaPXpR6MVfS+1jOPcpvSEQ9D952VPm9q1Xf7xmq7+3OG8XVPgK8Va7WcAgaNavGcMiPau0YqOx8jLSf4GMevfgcjl58zvD3nUM5kgH21kCxx1HAMYIZ8H2vxviOanwMp09IVaNymZhd9YzqUdVxteQ38W/Exm6fANBcjq3PP8nc404vijOiEflFUEOvRbUT2Eq9PGoV2rWJqWBSMQ0ADL8IK3AZmzB9b5555F7mHXE8iWSyaDQio8pAOv+bg89rFNFRSgTkRUaUeyqqmMhp+XRRhIP/GocZE0F1D0oZ5nPtNyLKngtP+qjtZGjYtz/6fZvJVWcAVHtPJ0Sqcnn03rfV6H3/T6zUaAhzsRty75dtboOIeq1SEe/zqO0h6H4aaddRy/TdoxGucf45ELWe6Yjnp5xxVJDWc22qnSvQLJT28fkXkWmq+kKtaUz8G7GgquxKFyqRXZvXkejpJ9s7tigubtq5p6GUAKnFZIo66SzKcGfFvVFV9LqGUY2YKjp2QmIb5aimZ7J37HjG7DGJlzY+y5RZ+xQJr6Fslh0BPgHlXub+6+IXGsH5nTSlRMVAJtqxS70wywmHKGKhaEWTgLKC2r7feAi7f/1nvFSb8baTSO1BtaJ7vtIpTdXc06kq/fqrMXih2OWukuoGPdLDjIX8eXg1oA2lyjwHyxlQqaSU7NmH8s+2ICOjEsM9T7n7biCt0cpJRBDzSSGbif5uaBfxPAq4CVhYaxoT/0YsZHPw6lDhg3f72qfonja/ILzS4cmoBPlSVkItfpeVECRgow6l+iln8JRzxahE0FcikkLLcAVHtRPVqn1YJaQ64e89v5XkD7ouOVX23Ht/XlzzOJNmzi+Kz6oWCJe8WAgSHWFCo5TAKNXuwq5HOSFRSkCUEg7lxELhMYvT+NtqFFcdfxsLazv5NlPuHs1fqXLtoKJ7vsWMhWoM3iJjLaKxEDQvp5Imm5+Iu2N3mlSRVVv+miZL3ufhcSOGRZBR6vkS1I59x/S29WqMCW85lXYa+OlKStlRmfxpTocZ93V619cD1dA52q3IYSKyvUS8AKXiARP/RkyoKjs9aw9qNs3g5udJzDtyODyZKO0bWQ1xPWDi8LsMorh+lYnQUkZJrW43UXtRg/AaFhWfqyoMh6QImQp7K/Mv0KqFSwT1EXS+wvJNmDmfNQ/+iYGB3fT29hXEDWVz7Mz7/CekSCwU9l56XaK8B/akDxEWlRgOANkSbj1h172UcEgmyouFIKPBeyy/0VCqjYW1n3KjSZmIk3mz2Wyk+z9L/Ms/Rn15D/faR1TT+d9baXpojpEADO+RsWuwsOEUGwLh1zysDQSVAc49ORQw5yJvSAz6w/33kbe9Ft0bIW3clzeszgOZ0gZEKeOhXI//iPEenh9s+ex6oarJOMox8W/EQla1wG1BNj+LjNuTV7ULBrNVifQoL9Uwf8o81RsHGsnXstwxowybQvhvjeZWEUT5HtMgqvJXrnTCYgXr2deyikwUY8H7gowiXCo1ELznJdXdwx7TZrP1+aeYus8hBenSOWXXYCZQaASJjCCBUSAuQoWFumG+g2TCRw4qMRjChEMpwRAmFrynwmsw+O977/H87cjbfkq5QEHthkLZNhDlvo9oIEQ1hlMSfR+ASoyESkfF/OemmrYG4UZC/j2wY3faOd7wzRM+2T/o/g3q5a/YgPAb7iWMhzze9u0fhci38cARiEy4W1OqxMhcqoRRn8mWNhpqNd5bkXby+Y8LE/9GLORyhf6W/ZvWkJ48n/RgNpLPJFTuEx5lspb3uJUaAtWuuhKlx8P/Pqhm6NT/kC1X3/zDLdp50MiuUJW41aQSUtEcg2wEweTtUa10VZgwARV2L4aJlqhr1E+as4CNj/+1SPwPZHKB4j9UtBT08hfm8f/OIXKBgiKoJzJISASJiFRSyAS85IOEQ5hgCBILhT38xWmhPkaCc7xy7aN0mxjKaum16KMYyRHv96htqBIDuBJB3moGQr7nf7fvRZP0tw3ftfW3gWChn/OlCTcahgLa5ZDHPyuSETLcqx/cEeAnqH1DSBvPHzMXZjCEjAi75Qe1+fz949/k0/u7wt5vow0R2R+4xhM0H/i/qnqpJ81i4EtADudqf0JV7xKR2cCVwDQ3bpmqXlavupr4N2LBcftxe1nSuxi36yU2z3odyUwu0N8xT5g7Q2GakMwl3ByCKDcUWnDMEj0ceaL28AcLjfCyvJQSOkVlEk3cZzMan1tTxB1Go4gG78u/EhEfZiBEXS6yXkZB0It+/NTZPHv/Hby6fRu9Y/cYDk9nlcF0jsH0yG/x39N+geEXF/7jFeQPERRRDIVMUG9ogHgIEg5BRkKQWMjX1d/myhkIMNKWisR+Lnxic6m2Uqp9pLOl50F0lem4L+unH6Xjv4yBEHW0LP8byxkIUUfHahkVK5c+zGjK12f3UI4eYNcup+fffw8nPPn9BkHCV3atBkP+PJRqy95y/O05z1AmF3nEIqXlRxeGw5JCNmDPnGRCiu7P/Pu5eD+Mkc9BbR6CDYXRjqo+DhwOICJJYD1wvS/Z7cCNqqoicihwLXAAzlP606r6gIiMA+4XkVtV9dF61NXEvxELWdVhf8sJLz/HjjEz2JVWUiEbc+UfSqV8JvOEujZ4yT9Ay67sUOaFVObB5X0R+ns6/GXkCRM0Xsr1Sg6XlY0g7nMRXJbKeA2WW8kFnHqkS7ywvb2kUXrMw17+RctABpQVuARkgEgK3P02YnlQLJRKGZPe35z/nYlEkkmz9mXr2ieYedBRnrrCbk+3YTIhoaLALy6895u3fQTlL9U7NxympQ2EIPHgFw5BoiEvGAr86QPaW1AbC+tFDDLAoxoHEN5W0oSL/GYaB+VGzpIiZUfLohgHUd3nKnGbq8Q4qMQwAKfnvwfYuXOo4P3hFfJJjytQoTFQ2lBIp4Pj8vFD6XCXnXIC33tOgtqzt4w8Q5nicoLeRamkFPW7pZKJ0BHjrK+MsHYOxfep970b1OZbHq1+l+MSnAQ8rarPFRxK9VXP1zG4vZ6quhHY6H7eISKrgZlAgfgXkUmlDqqqL0WpnIl/IzZ2DWZAlZnb17JhwiEMZXIFQ54QcbJVCZeGPGEv37AhUAju2Rg+TkgPhxPnrVr4kOhwmhAhMxwfIGi8lOvBL9dz70y4DI12Jl2WmUsQpZc8qAxvncMMg3JGQRSRUM4gCF3a0SeMoqwHX+pce4VRVENg8pwFPHPfrcw4cNHwztfprDLguiz4xUdeXJQSFqVERfHoUaGBUEpIBAqIAOPAKxz8oiFIMEQxDrztI9+m/Oe4lHEQ5PYTNgpXiWGQP0aoyK9y5bFyo2jl3OuiGAZQ2pWuXoYBVOYyV+kowEAmxx7AYL4NRRD65Y0ESCTChX0iIaRdyzKfJ28ohI00DKWL30/FuyOXd/0r1aZLlZPxrQAXZiBAcIeUv52P1Ke4vUPlK1K1CVNEZIXn+zJVXRaQbgnw86ACROQM4N+BvYC3BcTPBY4A7g3Ifj+OwSDAHOBl9/MEYC0wL8qPMPFvxIIq7B7K0p/eTiKb4aXEhAKH+3KTqyod+gwrM6hnA4oFynD48GTD4B4OKN3L4cS7AiRAKGTQUJGfyVS2tF+ecuK83BKKQYZBgd90CVFfrpe8nEEAhUZBkA91UI+5n3KbgEUV73khFGV993KuUnkhVO6a9k6YApJg50svMnbytOFjDAxkhu/HvHhIp7ORhIVfVJQS+N5zmgoR6nnKCQiveAgTDUGCIX/MoHbmNwyCjO8ggzvIMAgahavE1af0SFuIQC01qlZihZRyo2jlxHO5kbMoBn0UF7qo7nNRXecqcSWC4N+ZN5CHBodG8rp1ThSIec9nN9xpT14DO+v5jPt5ZASg0DjIt9NiAz2oDTvfS7salRP2qWSCoUzhMzJoRK9Uux5xGSx+1vrbNxR67pYyDmDEQCi1fGqroVQ04XeLqi4qlUBEuoF3AJcEHk/1euB6ETkBx///ZE/escAvceYCFC3Zqarz3HRLcdyHbnK/n+Ytpxwm/o1YyOWUXQMZZg6u48XuaexOF77cowx7gjP0WW7YM1/OkE/kh/VsQPG0g6gPMCh+iGVz2cA6ZXLBbkfO7p1FwW7hwcGpgAe6U+/S4r6UOC8p6n3v/KIJySVWTSkntEvljdMQCF27PYJ4j2oE5HI5ckODDA0O0D92PMlUim1bN/Pi+rUMDQwwNDjA0OBuMoODHPfm0+nu6WXlij+zcsXdDA0OknbzvrJpA2dN3Iuxk6dx+43XonMPJ53Okk4Xi4u0T9h7hUPOc/6y2UKxUvj7PNeoYOSl0Cjw9/oHiXQnrlA8BBkFQKhh4O9J9PciljIKnLDiNhVkaEc1CpxKFAc5FQoJpzKjoJTRXsoogNKjaKPVKIDoc2kGM84JHNg5MCzqxf19yeTIhR0R/AlIF4dlPGGFxnahcRA2ahDUfp3w8DYM4e3YX37YqFqeoHYJxSNkUcoIKscpK1vczih+t8c5t6wNOQ14QFVfLJVIVZeLyD4iMkVVt4hIF47wv0pVf1XmGEep6gWesn4rIl+KWkET/0Ys5BQyQ2n2HNjI/f0LGfJs7BX3sGe5Xg0nTXjPBoz0bhS4Fvjy5gl6iGWzGtKzETbOGTJBMsxXM2SH3JIrKoSI7FIuMaF5PD+jHoZAUG9qXuCEraiSFwJFbkGZNDtf2cbQ4AC59OCwCJ+x9z6MmziJlzZtZOW9dzE0OEBmcNAV6AOc+I73MnXW3jzx0P3cfPUPnfCBAdJDAwwO7OZjX/o2s/dZwJ3/7xf86D/+L0ODA6SHRmagfOeGu5gxdx/u+PV1XPnNLxbV99Cjj2fyXtN4+L4/cfXS/yTV1U1Xdzfd3T2kurvZvPZJJs47hJuu+RH7nPguhvqczqRk0utqMNLrHyQqvKIhzChIJIS8Lk8mEwWCu5S4LxT2weKhlPgoJRj8YsHfxoLaV5BREDQKV2RoB4n6SlxzAvKHjbCFudyFudqVG1ErN4oXZBTk20854VzOna5ao6DaifZhzzw/Qb8rf38ODQ4V9fhnE9mR7+kRowBcwyAdMDoQFAbkciPtcaS9+UbdAtqvN69Tnje9kHPbk7et5vOXigtzt4tqFECxMVyujPByohkFrYiqhs7hq5L3Ee7ysy/OXAAVkYVAN7BVHB/QHwCrVfWbEY6xRUT+GfgpTo/DB4GtUSto4t+IjT2GtrJLeng53UMiMfKUyvleMv4eylofYEF+v1EeYPmyinuSyvjFDB+kOCgIZ66Bb7m4RCLAncj5H7QKCgT7l4eljSLQw9ZEL141Jf87KCIsj6qSzmbpSqXIZjJsXvcsg7t3MTSwi8Hduxka2MXsfRYwY/4Cdm5/hduv+aEj2gd2MTSwm/TAbo47/UwOO+5NvPDcM1z+uQudnnNXuKcHBzjn4n/jdaedwdOPPMC/nf+eorp94uvLOOpNp7H2ycf43r98qiBORDjoyGOZOmtvdu7YxjOrH6a7p5funl56evvYY+KU4Rf0tNlzOeH0dxfE9/T0Mm6iM+/q2Dedxuz5C5z4XidNf28fEyZNAeCs8z/Jkgs+XeByAPDE8hvR3dt59onVjJ33JOl9Fjrn1CMskkmPUM/mex8TwyIgLygcYTCSNkgwhAkJv0HgXPNCoV2q7fnbXVC+fN5aDIJggoxt/40a8FKPaBCEjrQ10SCA0vnqaRCUqxfEO9E+qkEw5Pb8Z9L5eTOFAj7wO5BNZ4uMguGRgoD0gWEUCvv8+81ps1nP5+L267RJt00lil3kwtqrc8yROOe4I3FB7RmI3DahfNv2lxFWTniH2OhERPqBNwN/6wm7AEBVlwLvBs4WkTSwGzjLNQSOBz4EPCIiD7pZ/ynv1hPA+4Av4KwmpMByNywSJv6NWMipMj37AmvZi3Q6F7kXMufpwY8iSCB6b2NITYtCiic8+uOFjO/tnUomAnu5g/2bi10uvMbAiI+zp/yIhkC5lVEgWKCrKkPZDMlkiqQIW9c/y8CuV0kP7GZo9y5yQwOMm7wncw85EoDfX3U5Azt3kM6L88Hd7HvEsbz2He8nm0nz9Q+/nfSweHdcX9605KMs/j8XM7hrJ1/6wJvxc/pHP8k75i9gaGAXv/7BZXT19NDd2093bx89vX3s3L7NqXdPD5OmzqDLFd95gT1tznwAps6ex4f+8Ut09/bS1dNLnxu/9wHOWvoHLDyGb91wlxPX10d3Ty+pru7hybZHHH8SRxx/knt9ikXK/ocfxf6HOyvzBInRabPnMm323JHr5F8dJ1X8mE2IMHnOAl5e/zSz5u3L1uefJjdnRLjkso7IyLedUoIiipjIC4kgoRAW7u19L/XiL9XuygkGf1srap9+izOSwe1v40E9j/EaBKVc7sJ2JA5ztavEIIi687HfIKhk0n0cE+6rNQiiLsM7/IwdeBUSSecOSHaRSwNJp/2FGQCJXOF39fxeGW53zs3htMlcYX5fmL/t+tthFIMAnPfmSLscaYve9urEBbdlf1zxOSsv5ovbp5/K36etiFJ+ydvIZanuAib7wpZ6Pn8N+FpAvrsI9yUMOs5LwEUiMta3glAkTPwbsZBODzFVX+L+9N5kk7nIYiQfDtEEifPd7xJQLMzzlHvwJBOFwj6VTBT5mQcJ8HyeYV/mEoZAoT+zDh93uI65XID7QuFEx13btjLw6nZy6V2k3R70ZKqLuUccR0qEh373C15+4XnSA7tID+wmMzTAxGmzeeOHPwnA1V/4W7asfZr04G43zQD7LDqeD33lCgC+/6n3s2PrpoI6HHriW4fF/x0/X0p6aIju3r7hv73m7OOco2SKqXvvQ5fbK54X8Pu4grmnfwzn/et/OaK9r384/5SpzmTXCXtOY+mfnibhvmD9bj+Tp83kov/8wfD18DNhyl6c/N5zQn3+e/v66Z21d9le5FL+/lB6zgCUn+gLhfWfOGs+6x7+M7Pm7ssDf7mHcUdnXPGQiywo8mJiWKS7xoDzOcD3P0REVGoMOBS2mzzljfDgfFC7MeCMHBYa21FH3QLbeZnRtnzaUIEf8Fyo1BgomacOxgAUGwTlVuCqZvWtKCtvRV3Fa/iapAcg4Vpx+Y6lrPM9l+xy/uc8xgDF4r/gu9vuMrkMkvAK92RIOw1vu86xgwV9lDYcltf9sZ7P/vNYKs5P+LsUan+fGvEhIq8DrgDGAnNE5DDgb1X1/0TJb+LfiIUNa55gU3Ycu7MpqECMFBP2oCr0owxauQcKHz6lhPyI73KhGPeLer+fuT9/Pn1Cs6QHdpFxxXVucIDs0ADTDjySbFZ58bEVvPTc46QHd5MZcNIkEsJx514MwJ+vuox1D/3ZFebOX+/4iZz7XWfE7+ZvfZbnHvxTwW+dPGdfzvvur8mo8vBtv2LD4w/T1dtHV28f3T19iIycv0kz9qanfyw9rvju6u1jT1e8Ayy+6IuoKt29/XT19tHf38+YCZOG479ww/3OKEHA5RMRPvLl7wZfDxFIpTjy5NMLwr1CRESQEOHvpZSgLLVzaquJ/uF8XT2MnzabKZOfZseWjfTtfpVEd/+wePC7CRWGhYv6oN64uNpeuHgIf+F7BUPKJ85L5QsyvP3Cwi+ui10IfeLRZwyEjboFCfywPR4CNysLcLsLE7K1GgPVzO/x54vTGCi3+pa/XsNpajAGhus3NAhJj/hPJCGbhmRX0fdcFkimhtuVV7gHfccj4r3GgHdCMfjbaVBYFB/46HPHyueN9h4NNJwr7Bgrlb+VUQ3ft6eF+RZwCnAjgKo+5K4eFImmiX8RORW4DGew9QpV/Wqz6mLUzrpnVvP00JThxl9OjJR7iDk9myNDooU9nsEPMO/Dy28EgPNyyQ4NoEMD7BrcTWZoN3tMn0Oyq4dXNjzLy88+iqYHyAzuJjO4Gx0a4MC3n0dX31ievftmnvvzr8kM7CIzOEBmaDfZgV284+s3kOrt476rvsVjN/+06Hec97OHkESCJ//4Gx6//ToARBKkevvp22PisPhPpFL0jB3P2MlT6eobQ1dvP/0TRkYOjzzjXA560zvpHePEdff20zt2vPP7RPjAV/+HRHKkOftdf97yt/8UOMk2//I88HUjK4QFpevuCn5UhC2DGCaYw9I3WvQ3S/D72Wvu/syd/TgnX/ivPLhd0Wx415q3R9ETWuYIXreCfN6weQLFbSys7UVpd1AoGEqJhWqERqWGAAQY+zW430WdgxNFqNcyCb/aCfj1WoWr3KhAuXoNp/Fcm3L7cQzfC9n0iNgHyGYctx+/IeD/PRGlkFfEJ9x2lK12Ywe3FD/OaJ7XTai4DZceUfe72Vb+HoXaO8aCRrmNeFHV56Ww/US+GZsi/t1tj/8bZ1LEOuAvInJjvbYxNurLju3beWXrJtYOHowmix9Iebw+ypl0Gs0MkezqglQ3ufQg6W0byWUGkVyaXGYITQ8xdtYCuvfYk8Ftm3hl9V3kMkPk0kNodohcZohpx7ydcTPms/3Zlaz9/VVoenA4TS4zyCEf+jzjZi3ghft+yyP/8yXHxPfw+s//jElz9uPFVXez8ur/LIhLpLrZ541n0tU3lszgLgZ3vEyqp5++CVNI9fbR1duPqvNAnHvUmxi/1wxSPX2kevvp6R1DqrdvuKxjP/hJjvnAJ0j19JHs6i4aTj32rAuLzqvX7Wfvw48L3tfAbfh54R+UppToL5cOij0tSqaNSfQ3o5e/UYLfW/89ps5m0vhxHHrYG7j/lw+QyAyQkyTJrm40kYRECroKxYq/d3IkTAP8izVQQEQRD7UaAUDgKFzQZOG4RuD8bnhhLnil5uEULimKGzZy/oPm1kSdg1POEKh0Er5T/+L0gXnqbAjUuhRvUL2G05QxBIavZzZdFFcJ5YyAwLbnMwLyLkEF+UJdgsq335HPlRkB4HcVCs7jj6uXEdDqtOGGZM+7rj/q7ivw98DqqJmb1fN/NPCUqj4DICJXA4vxbWNstAePrnqYcZOmsfFH/4FmhiDnCHvNppmwcDHjDnoT2VfWs/annx4W7Xl/zJmnf5I9F53OwKY1PPH9YgE8/6zPs+fhJzGwdT1rbvz2cLgkUyS6epi4/9GMmzGfbHqQga0bSHZ1k0h1k+obQ7J7MuKK4nGz9mWf084l2e2I9lRPH8nuPsZNcfzOZx9zKtNf8zpHvPf0k+zppbu7e/h4+574LvY98V3D370v9FQywbSDFjHtIHepRv+Ez6SQHLvHyHf/JCvfy8y/VGEp0V8qTS2iP8xDJGqZYWmhul7+Vu3hr1TsF+VPJJk8e1+2vPAEL/+i2FVzzML3sMfR7yO78yU2XHUBkkhCIjn8f+KxH2Dca05j8KUNbLrxX0ESjiHoppl87HsZu99rybyygRdvW4okUkjSiUsku5hy1DsYM/sghl5ez+Z7/9cNTyLJFJJIMuXwk+nbczY7N6/jlcfvRhJJJJEi2dWFJLuYsN8i+iZMZmj7Vna++Cypri4SqS4kmSLV1U3flBkku3oY3L0LyaVJJJ34ZKoLieiG5zWUc+pfMahwRRJ/+nJGQP6Y/jk4znWrnxEAwcK+0tEAp/5uet+tXmpZ3VJ7X1S7HG+5PTnKuQaVq9dwmoA9OTb8+UZ+v+HPZLdNIzlhHjr0KpkX7gdw2orrApmYsj+JCXujQzvJrrsbxI0TQJIkph5MYtJ8srteJvf83W5+J6+IkJpxOF2TZpPZsZn08/c54Yi7UpDQs/ciGD8V3bmFwbUrCvInEgl65x1DauwUsjteYOD5BwtcMxPJBGP2PY5k/x5kXn6e3etXOefRPRWJRILxBxwPvWNJb13L7o2PD4fj1mTSIW8g0d3LjvVPMbh5zcjsURFEEkx6zRuAFAMvPs3uTWuLft/kQ08klUqy4/nHGXh5I4mEIG4pkkwx9dDjAdi+9jEGtm122o17rZJd3ex10LEAvPLcagZ3vOzckyL0ji+Y/2rEwwU43jMzcTrRbwGKRVQIzRL/M4HnPd/XAcf4E4nI+cD5ALPnzGlMzYyKUFVWPfIw0/c9jPSWZ5FUN5LqQVJdJLv7kFQPyaSgPWMZd8DrSbjiPNHVQ6Krh74ZBwDQPWkm8876giPce3qQlJOub8pMAMbtfQhHfeH/kehy1kgXd1JX3o954n5HcszFVw7Xy7+k2R6z92eP2fsX7W6ap2/8RBg/cTi9l7A8/rRBor/ge5NEfysL/ka79DRb7AelmzrvANY+cyNjX/dRNJcDzYFmEZTuqfsDIKkexh22GM1lQLNOmlyW1HjHeE12ddM9ZW83f9Zx8tfs8ORHzaTJvPoSmstCLueUk8sx4WDHRTS9YysvPXgLmsuiucxwunGzD6Rvz9ns2vg0z974X0W/4TX/5zt0j5vIy0+s4LGrvlgUf8xnf8z42fuz4d6beOyarxfESTLFG75wDWP2ms1Tt/+CZ275CYlkl/PsSDlGwus+cRmMncD6e3/L83+5rcB4SKS6WPjBzwDdvPDwH9n6zEoSqS4SyS66up3nxwFvfi8ALz61kt0vvejmTZFIdTmT1vd7DQA7tm4iMzRIV3f3cNmZVBe9ff0FdfZPxIfgTcMyGry5GAQbAWECPUycB6bPBbfhRhsBEN9oQBQj4PmnHuOxq7/KY0ByxmtJjp8D2TTZ5/9YlCfV1euI//QuMk/9rji+ewyJSfPR3S+TXnldUXyibyK5PWaSffVFdt9/VVF8co9pJMdPZWjrc+y4+0dF8VMmzSE1dgpDm57k5TuWFsX3TN2PZP8e7F63ks23Fre3/tkHk+wdy46n/8ILty0rih83fyE93b1se/SPvHDHlUXxEw98LSRTbLr/d2z847VF8cd/wzlnG+++gY1331D423r6mfL120gmhOdu/xkv3H9rYd3HT+bk//gtAE/8+vtseuSu4bgZiyJvPGtERFW3AB+oNr9oE2Zii8h7gFNU9aPu9w8BR6vqx8PyLDxykf7pnhWNqqIRkRdf2Mj//vJaXr/4w5x52V2+LdMLBXD+c16wB21aFLQLYlC6wnI8YSHrGIcJ+LD0pfL401Yi+ssJ/sBjNVjwV+LS0+q9+60i9kulUVX+eONPuf7Zibww5IhN79KCULis4HDdAsPC253zOVH02b/hUJ78TxcRhBy5wd3kchk0m0E0i2bTdO+xF919/QzteJldm55DNEMuk0azaXKZDHsedAxd/ePYsf4pXnnqr+SyaSc+k0azGea/5YN0j9mDTY/8iRf+ejuaSZPLZobzH33Bv9HVN5Y1f/gFa5b/L7lMeriMXCbD2795E8lUFw/89D944tbCPXUSyRRn//QBAP54+T/z9PIbC+J7xu7BOT9yJtHf+o1PsubeQjEzdsp0PvS920glEvz63y5k/aq/OIZBl2N8TJ69D+/8vCPgbvvuv7Bt/TPDcclUN5Pn7MMbz/4kAH+6+nJ2bX/JjXOMk0kz5nLIG52J8Cvv+DVk0258imSqm/F7TmPGfgeTFGH9kyuduUKe8seOH0efO+8nkx4aHk2Bygz54Wtf4l4vla9UW4fybShK+ylVt2u++3Wu/8F/8Q+f/hTfWY5j8Lp+/Zpw+zfzJySZQpJdqOrIqkD550ciBZJAunpQzZEgB6qFbTDhuuTlsiRyaRS3/eWNnZ5eJJEiQQ5Nj+w2rKokEgkS3X0ku3vQzBC5oZ2enn8nPtk3jmRXN7mhAXKDr+J9tCWTkBozyRnNTu8mO7BjpH7u8XsnTkOSSTK7tqODO4bLzp++3skzkUSS7K5tZHZtd+os7sK3qoyZPp9kMsHgtk2kd20fOb4qiDBh9gIAdm/ZQHr3Dry3hSSSTJjjdFa8+sJzBfHdY8Zz++fPvF9VF4VeyCay176H6Jn/UWwMBXH5uw9uid8hIguAy4GpqnqIiBwKvENVvxwlf7N6/tcBsz3fZwEbmlQXowZWrXyYgw55DSJCIpkIFBJxin7/VufDn2MS/UG7CQeli1PwV9PDH7dLT629+3H27NfLjScOn/1ahX7gsUTITJ7LAVufZ/O2cU5claIfitud87lY9IflKw5PAAkS/eMCjW+A7nET6fOsDuUf5Zo4ZwET5ywo/u049/aMw49nxuHHB+ZNJRPsd/JZ7HfyWYH5AY4+57McdfZn0GyGXMYxTnKZEf/vhe/9GK9529mu0ZAmm0kXHOfg097PnCPf4PQYuwZIqmdkzs7cI09g/NSZw3k1k2bMpL1Gfq+7l0N69y4G3DSp7p7hEYCn/3InW9Y+STabIZtOo7ks+yx6/bD4v/2K/2D7lhcKftPBJ5zGWZ//NllVfviPZzPw6vaC+IWnnMmSi53lwv/51EPI5bIku5yRi1RXF699x/t469/8A5mhQb75N4uHw/N/R51yBse89Ux279zBtd/4vBveTSrVRbKri9ccdzILFh7Lru2vsPz6/6ErlXKMn2SSZDLFgoXHMGP+ArZt28bj9y13RlSSKZLJJMlUF7P23Z8JU6ayc8d2Xly7hmQqSTLZRSKVJJlKMWHyXvT09TMwOEhmYJebN+UaPym8ExnDRkFUlbtvuZGJ+y1k7NixkNg9LPxJdg2vIpZf6z8v+CXVPSL+h9N7lwBNBG7mlQ9LprqAruE2ULRrMEmS3T2h+SXVTVd3b0GYk9YpJ9HdS1ffyP3nf4eSHEOyd0xoW+4ZtweM26MofPgdPG4S3eMmhbbnngl70T95Kl687aVvygzGlegsGztt78D3mhEr3wf+EfgegKo+LCI/A1pa/P8F2E9E5gHrgSXA+5tUF6NKcrkcq1c9wvs+eC4vDjgPmVLCo1RPY9BDqFG9/HH08Nfq0tOqYj8uN55G9+q3Qo9+JcfTyXPZp28Vd++Y6fRA5vOVECBhwr1IKPg+RxH8pfMkfOlKtIMSAsGJDzeaK80vIkiqi+6ensIyRRg/ZTpMmR5YZ4AZBx9F8jVH4yffjg855SxPWFEy3vx3ny8OZOQ+PPs/ry6ocy6bdVyrXD7y7V9CdohsJk02nSabHqKnf+xw/Zd87lLSQ4NkhobIZpx0k2fsDTgC+M3nXuTky6TJpJ0FE2bue9Bw/NS993XLHiKXddJkM86mcpmhIdaufsgNc46fTg8xcc/pLFh4LDu2beX/LStcDAHgA5/5MjPmL2DLhrUs/efiQfvzv3gprz31DJ57YhVfu+CsoviLvnEFC9/wFlbes5xvfeq8ovh/uvxqDj76OO67/Sa+/6XPkEwmSaVc4yGZ4tP/eQWTp06nf8w4Jh7mbNJHssv9Cxb9JLvKiP7KDO9i0V+6zYaXW7otO5/r056Ly46vTQblb0VUtW0mJnvoV9X7fKv9ZKJmbor4V9WMiHwM+B2QBH6oqquaURejep5d8zTj95jApMmT2bxxB93dxT37UQR/rW49cbr0tJPYb9Ve/WqEfj179JvSm1+uPPHdL/1jeTHTx7wxO3luaGIJ4RBkXMfZw0+kuEYK/ihlBOULumf8wibo+FDcnp2woqDwuoS1jfyzL5kcEajAxD33Ckyf/w37HVW8fHe+rYoIJ31wZJ6f//R19fRyzhe/U5DHy7iJk/n81X8IbWN7zZ7Ht+98whlNyWbIZbJkM2l6+scAMGPefnzlmtvIZp34bCZDNpth6qy5AMyavz+f/NaPyGYy5LIZMu7/vfd3duCeOX8BH/j0v0AuO5w3m82y1yxnnt+eM2bx+re9e7jsXDZLJpOmb8xYxu4xkX+76iau+NNa2HoLdPcGC37/9xDBHxRWieAvV2ZhufEL/uK4aIK/6Lg1tumgMozY2SIi++B6bYnImcDGqJmbts6/qt4E3NSs4xu1s+qRhzn4kEOHvyeTiSKxXw93nma48pQS+7UKfSjvs99uPfqt2JvfCiI/jK6k8Ex6Cvv1bmO97ukcIwZXHn+eOMQ+lBYHgRua1dibGFRGUL5aBD/UX/T7qXTJ3FJ5IPiZEClfieN1pxKQ6g6N7+/ro3/efqHx4ydO4vDjTwqN33PmHN76/o+Exs878FD2Peiw0HiArpQr7Lt6gsU+RO7hD3TTGX5PJYvigoV9aePdKSt+A75UnuKya2uTUQR/kCHfqoRtHNrCXAgsAw4QkfXAGiqYAGw7/BpVMTg4yDNPP8lJbzkNcB4MXV3JhrnxRBUfrSb0m9GjX8/e/NEs8uMW+E6ZweFJEdbrZI5OPc+YrixDdLVEDyDUZ9g/LrEP8ffwO+GBwbEIfohX9Fcr+Ks93nB8DG2o1sm+Rcfp6q1a7HtF+mgU+0XHjcEAr2bUzogHd6n8k0VkDJBQ1R3l8ngx8W9UxROPr2b2nLn0948shdfb6/FVjtij32hf/Tgn5lYq9EejyDeB7y8vUrJh8vdfb5eQ6uvlRZ3I/J6XeS4xc6TMKgS+Py4ovpQQgPr1/DVL6ENlYr+UeI+rhx/C20m1PfzVHi9KXqh9dR+IT/Tnnz89Xa4I73VckWoR+uXddRon9Ivj6jNaB4014lsN1cI9NtoBEZkMfAE4Hmejr7uAL6rq1ij5TfwbVbHqkYc4YuFRw98TAl1d+bX33YdpnSfklhrybzeRXw93nUb04jdT4MfpohNH730QUf1eu5LOyNlGmcZ+uefYkHIWQ4tL3AfVJY6evqByopYVlheii/zQOsXQoz8c1+SefWhtsQ+NFfxQ/DzK30fdvY570mgW+cXl17+d16ONGzVzNbAceLf7/QPANUCkTRVM/BsVs337K2za9CL77OdZui8h9Ht7/q0XP1IvfqsI/Hr04LdS732zxf1I2eHXpbc3xSs6hf7dTzCha4jdifya/5WJeqi+R66Z4h4qE/gQn8gvdR9XI/KhOUK/3HGj5G8Hse+n273gXT2Oy0+rCHx/nrhcdqD2nvwoZQSVE1ZW1JG6VkRxdgdvMyap6pc8378sIu+MmtnEv1Exj658hAX7H0gqNXL7iDgP4FZZTrMRvvjNdNEZDeK+1d1y4hL2UfL0dyWG3eY256YxWzfxfO++BWmbIejDyoxL1IfVDyoX9k69qruXGy3wofkiHxor9CE+se8vL38/9vS6a+u3oLgvFx+HUd8qAr9Uex/tiMgE4ArgEBy74jxVvduX5kTgUqAL2KKqb4ia18MfRGQJkN+d7EzgN1HraeLfqAhVZdXKhznltNOL4vq6U5HdcqB6Ye+UXZu4jyLIGyHum9lzX4tbThy99qNZ2FeTvq/beRy/IrPZZ9sDbJ24/8g2uy71EPJhZUAZV7AKe+khXNA7caFRVYv6cnnrOSE2irdDrQI/ShnQuiIfKhf6QeR7/rt7u8suh+t8b6ywD6xDm7jhVWLQV2rItwqqSia+1X4uA25W1TNFpBvo90a6Av+7wKmqulZE9oqa18ffAp8C/gcQIAHsFJFPOT9Jx5eqpIl/oyJefPEFMpk0M2fNLghPijCmJ1WRoHfCfN8b0GPv1K0oaFT12rdDj30niPqRfKXje5IJxuTd5nomIduTTNLt7O6ZXJCupAiOUcBD9SLeiS8RV0as1iLmoTGCOg5hH1ddID5xD80V+JWWm79XetylPseMybv9lJoYKyXiahP0EI+oDyonqKxKymu0sC/1DBitiMh44ATgwwCqOgQM+ZK9H/iVqq5102yqIO8wqjqulrqa+DcqYtUjD3HQwYfi21UOEaG/J1VWzEM8gj403SgX9VC9sG9XUd+ugr5kXr+oSCTo7xl5HO/aY28m717Py3tMLcpbbki9XqJ9OE2N4j1KGdBY8Rx1TmIj6wTRRD1Udg+3k7iHaPdTb5eTpr+/q/BYDRDzUJ37TdSySpVZrwnzUN0oXTus7BMDU0Rkhef7MlVd5n6eD2wGfiQihwH3Axep6k5P+gVAl4jcAYwDLlPVKyPmHUZEjgMeVNWdIvJBYCFwad6oKIeJfyMyuVyO1atW8v6zzy2KSyRgQl+yKLzWVWxqEfNhaZu1/GUzfOtN0FdGnIK+EnoSCfq6Pe1nz/n0P/E7BmcfyfBmRR7iEOkQTVhFLQuii9pKBGDkMmMU8MNlRqxn3GIe6iPooXLxXYmwr6b8qPdgnqDz0us2iN7efM+/37iOtxe9Fdzv2nkeTSuSi77U5xZVXRQSl8IR4R9X1XtF5DLgYuDzvjRHAicBfcDdInJPxLxeLgcOcw2FzwA/wHEBekOUH2Hi34jMmmeeZo8JE5g0aXJRXFKEcT3FIiXshVzpUnhx7UgLzXe7gfr20JuYz+epOMtI3loyDx8/ehndyQRj3fbj3DtjoX8C43e9QG7S7MA8lbxcKxG8ULmAq7j8Cl0CWq3+9RLxUJmQh/qL+WqOUamgz1Ot0d6bSpAGxvYV9vxHFe5O2uDzUuna9c2cDO/EhUbVTcjXstTsKGMdsE5V73W/X4cj4P1ptrg9+jtFZDlwGPDHCHm9ZFRVRWQxzujBD0TknKgVNfFvRGbVyoc5+JBDA+NEhDHdxU+dWpaVq7QnHsr4N1fpZgP1c7WJkiYuMV8v3/nRLuTj2qGyVDVSCcd49t6HuWn7kNz6LKnpc0uWW6lw9VLLEtw1HbfKc1rtMSsR63mqve6Vineo7nw0QsTnabSYr/Qc9nYJaWBMb6ri3nYnrvJ3Q73c79p5vkwtz4RmohrPUp+q+oKIPC8i+6vq4zi9+4/6kt0AfEdEUkA3cAzwrYh5vewQkUuADwIniEgSZ/WgSJj4NyIxODjImqef5OS3nBYYn0zA2O7inn+I9iAv91Ap96KrRbxDY9akb/UeeRPxUcuJpZiR8hJCdyJZ5DanM/dm25oVjEkMkejujVxe3D1tcb7QqxHhQdR6LasR6HlqOb/VCPY4jluteIfmnuuoeXtTCXYA43qLtU8tIt2pQ23zZFpljkwj58e0qxEQEx8HrnJX63kGOFdELgBQ1aWqulpEbgYeBnLAFaq6MixvieOchTN5+COu4TAH+HrUSpr4NyLxxGOPMnvvufT3h6881d9V+naqZhWHUsS5ekUrrzk/WgT8aBbvNZchjoApEMfdfQzuOZvElrWMm3tgzccoPF7jXs61iL9yxGno1CLMC8qJoU61iPU8cVzjOK5dHGWU+y39Xc61y0+aj7rSzGiYF9OsOTFx16+ZKJDNxbPUp6o+CPjnBCz1pfk6AUI9JG/YcV4Avun5vha4Mmo9TfwbkVi18mGOOPKo0HgRoSeRqLt/ayXpK5ow1wI7wLaycIfaRO5oFu5BVPpzu5IJxnQVj5xNmL0vLz35Vybvc3Bb+M7GJaCrOnYdz08cYtxPnAZY3AZWXOXF+htLPKO7XWUbtOhEGK00j6SV5sDUc/6L0TqY+Dci8da3v5P+/jGh8UkR+gPESyy9TxUI85HjVn6cSietOsdpVJ6Kszj5WqC3vV0EO1Qu2qsh6EWcEKEvVfw47p2+N+MnTKE7IK4R1EP0NpJGjnBAfUc56ll+Pc5TNc/tcoT9/O6k8+4JWnQiDJvvEk4j57u0BPFu8tUWmPg3IjF+/B4l40WgNxn9wRtENeI7jFpfZrXkb3e/9nYR643SdY3ocU8lhf5UUPtJQveEuh+/U2kFsdJQF6w6CHI/9T6lQe+JHnfEKWjRiXLE7ZYSZ094M+dbQPPmtxj1x8S/EQuJhNBVoiul0T1wzjFjLKvFhsHbRaBD83rTG4F/s7tqSYgMuy4Y7UEjhHQlNMuOibPTJgpBz9DuZIJ5bzuvLsdrhIFYj+dXnOK7HVwOa0GpaJ3/piIij+BUORBVDV6S0UfdxL+I/AvwNzg7lgH8k6re5MZdAnwEyAJ/r6q/q1c9jMbR3cL7eTfC+KjHO6LdRTm0vzCPg3Lv4YRAn9vzH9fEM6M9abSYroRmdOJEqUMqIWUXnGg2zXgO1tNtrxXuhQ7ldPf/he7//3H/fwDYFbWQereWb6nqN7wBInIQsAQ4GJgB3CYiC1Q1W+e6GHUkIa0xhF4r9RTbQTT6+WlC3KHVRqSTSRleUjCKDd0uvVRxU+vvNsFSmlY/P6E+/4kkPYnGSohWP1deGv1ubjctENc6/41AVZ8DEJHjVPU4T9TFIvIn4ItRymmGqbwYuFpVB4E1IvIUcDRwdxPqYsRIufWUO4lWGSZtNdENrSe8S9Go65gUibxUYC6nbSE86jGA0Q6/uxVoM+0ViVIdM13J4AUnjNJYe2prxojI8ap6F4CIvA4IX5XFR73F/8dE5GxgBfBpVX0ZmAnc40mzzg0rQkTOB84HmD1nTp2ratRCQqTsZih5tAV7LVtRJFdDOwlrL61iLMVN1PtKRIp6y8LEc6JJRnalve5teisaLUYUgZoQZ6M8o/6MRsOyTfkI8EMRya/Gsg2IPPGlJvEvIrcB0wKiPgdcDnwJZ2LCl4D/dCsWdOsEvlVUdRmwDGDhkYtaTzEaBUQXnvb0iJPRKpyDGC1Gmp9Eorhns97iOVdh13wjewlt2kNnU6nATCWEnI08GzXQbnOtVPV+4DARGQ+Iqr5SSf6axL+qnhwlnYh8H/i1+3UdMNsTPQvYUEs9jOaTTETv+Y9CK44OtBKjVQQ3mlZZYEe1uOc/Ktkq20qcbnpxN9dGXpZKjSCjPtS0iWBCSGmLNOYStOJcHXP9aU9EpAd4NzAXSOU1gao21+dfRKar6kb36xnASvfzjcDPROSbOBN+9wPuq1c9jMYRr5CK94HUJnN5KqJVhKtROyJStUFX7YoesRrYNTTXao2XuGjmXKUW1IINJS7dGdcE03obgia0WxNVJdt+m3zdALwC3A8MVpq5nj7//yEih+O49DwL/C2Aqq4SkWuBR4EMcKGt9NP+iFDU89/sl7qXwP2TStBJIw82itB8kgkN3Wyofu0o6gTjOh3epRrjZdS0zyY1vVZ6NkPtrouagEQMP6lZ82nipBVHF4y6MEtVT602c93Ev6p+qETcV4Cv1OvYRnPwP7+DXupt81zy1b3VXpZGY2jUfIos4b2gpcRxI0RwuY27m9M2yl+Xehst7cxoM7hEiLxaVjW0k2uYjS5UR7b93AP+LCKvUdVHqsnc2rtiGG1FFJ/NdnmI+t9znTSp1mgO1blxjdyXzXp3+YVkq4jEMKPFDPnoeA2oVh4hTALZ8E1Pay+/DoaF3YZGjRwPfFhE1uC4/QigTd/h1+gskiIlV2jIa/5Gb6IVRjkjpIXfc8YoJIlQi++jqrbQHBCn8bRqR1pqZGJck2vSOoQZRO2ydHAuJ00fIauYmN4xZszWjmr7dEx6OK2WzCb+jYbQaM1frh23ihHSTNrwYTdqEXEMgKj4X/it1CubF1qtY4wUk8211jmrJ1GEb9uPbJZ1+C/9+9rZRawSF66WNIJGGSIyAbgCOARnzut5qnq3J16Ay4C3AruAD6vqA27cqW5cErhCVb8aUP54Vd0O7Kilnib+jdiot69hJROZWlnbt4rmNgOodcjlFJHorgCtINbCehxbTVQHCZ5WNkwqIcroSqtdj3pQ6/Zefhex0dubXnwvtLPhEx8ap8//ZcDNqnqmiHQD/b7403BWudwPOAZnT6xjRCQJ/DfwZpwl8f8iIjeq6qO+/D8DTsdZ5UcpvKgKzI9SSRP/RmwkKxCT1Wyo0YyJTPVYOaHTNHerGDutTCIhwwZAKxDltm8FAwTKC7V2E7+V9M6OFiOmVrK5OPes0Ja5t+tNVrVtXLvaAXfDrROADwOo6hAw5Eu2GLhSnYZ+j4hMEJHpOOv1P6Wqz7hlXe2mLRD/qnq6+39eLXU18W80hUoMhUqIe5e+Vlw5od2Wcus0Y6cachr/SEwtbl3Nvu0rucVbVahV23vcbsZKpdTD9aQaIyiso3c0nv+wc96qbafFmSIiKzzfl6nqMvfzfGAz8CMROQynd/4iVd3pST8TeN7zfZ0bFhR+TFglRORK4I/AH1X1sUp/hIl/IzYqfY7UQ8PWy6jw08ytwFvRIClHuxksjSYh8Y+QNNOtq9b5JK1yi9dy27arsKq3y0sjxHWkeQ6jpMfbXL9qp8IJv1tUdVFIXApYCHxcVe8VkcuAi4HPe9IEXQy/+443PIwf46z4818iMh94EFiuqpeVrv5IRQ2jZqQSh+XhPPHWoZH6slFGhp9mGh210I4GSylGiztYvW6ndjY8vLTqbVvPZ107Gi2tPAE+KtWOiIwWI2aUsA5Yp6r3ut+vwxH//jSzPd9nARuA7pDwQFT19yJyJ3AU8EbgAuBgnDkHZTHxb8RGUqSpE6Xq8bxvtQ7rZhkdftrVCImLehgzzRgdadbtVM/bpxUmstd7Ja1207b1vrWbabDE9c5rR4MljHZcVSibrb3OqvqCiDwvIvur6uPASfh89oEbgY+5Pv3HAK+o6kYR2QzsJyLzgPXAEuD9YccSkduBMcDdOO4/R6nqpqh1NfFvxEocD+FWWmmh3s/jFvqpFdEqRoiXdjdIGjk60mw3rNFodHhpBQPES7OX9W22rrWRkkJGg2tXC/Nx4Cp3pZ9ngHNF5AIAVV0K3ISzzOdTOEt9nuvGZUTkY8DvcBaw+qGqripxnIeBI3GWFH0F2CYid6vq7iiVNPFvtBy1PkxbyXgoR6OekW10SqqmFQ0SaE2jZLSsnFUpzbxFmnkbtJoxEkQ9DZR20KINdVtthxPSQOLc5EtVHwT8cwKWeuIVuDAk7004xkGU43wSQETG4hgQPwKmAT1R8pv4N0YdcT3Y2smIKEcjn/Wj6LTFQtxGSSsaE1FotMHRCsaGl1bQ36186zTbQOn00ZFKaLGm1ZG4owSvx+n9fw74IY77TyRM/BtGCHH2jowmQ6IcjX6JddCpBZozwtGOBkenjm6UohUMEC+tdFs12/goRbMNEz/tZKhEI9ZNvhpFH/BN4H5VzVSa2cS/ERthfn7tOPknbuIeZu0kY6IczXgRddrpb6TB0Y6GRp5mrWrV6kZHGM3W2+1yq7WyYQKtZ5x0Aqr69Vrym/g36k41k3/MYChNPXw2zaCIjk0Erx9maFROM5fSbVfDA5pvfPhp19ux1Y2TcqjSjj3/NWHi32hJql0twIyG6jGDonWwieCNwQyN2mmFPTza2QDx0ooaepTeth2PiX9jVGFGQ2tRr1UlzKiIBzMyGkej52qMVmMjCBv5qB+taJDEjRLPOv/tRE3iX0TeA/wLcCBwtKqu8MRdAnwEyAJ/r6q/c8OPxNmWuA9nSaOL1JSX0WTMaGgvzKhoLxqhzezSFWLGRmOwkQ+jHam1538l8C7ge95AETkIZ3eyg4EZwG0iskBVs8DlwPnAPTji/1TgtzXWwzCaQi2bmZjh0HrUc/1rMyzqixkYzcVWoWoerWCA5DFDpD2oSfyr6moIFECLgatVdRBYIyJPAUeLyLPAeFW92813JfBOTPwbHYgZDp2Fzalof8zAaC3M4Gg9WskQiYya209czMTp2c+zzg1Lu5/94YGIyPk4owTMnjMn/loaRptS6/bpZjyMDsz9afRhBkZr06ydxM3oMOKkrPgXkdtwtgz28zlVvSEsW0CYlggPRFWXAcsAFh65yO58w4gJMx6MUphRMboxA6P9MKOjfijacXsVlBX/qnpyFeWuA2Z7vs8CNrjhswLCDcNoI8x4MKrBjIrOwVaSGh00y+gw6ku93H5uBH4mIt/EmfC7H3CfqmZFZIeIHAvcC5wN/Fed6mAYRotixoMRJ2ZUdC42imHUjELONvmKjoicgSPe9wR+IyIPquopqrpKRK4FHgUywIXuSj8Af8fIUp+/xSb7GoZRIWY8GI3AjAoDGjeKAWZoGI2h1tV+rgeuD4n7CvCVgPAVwCG1HNcwDKMWzHgwmokZFUYY5i7VHHI56/k3DMMwSlCr8QBmQBjxY0aFEZV2XJGzHXCXtN+Bs8FtRlUX+eIXA18CcjieMZ9Q1bs88UlgBbBeVU+vVz1N/BuGYTQBG30w2gUzKozRjKrG7fP/RlXdEhJ3O3CjqqqIHApcCxzgib8IWA2Mj7NCfkz8G4ZhtCE2+mC0O2ZUGJ2Gqr7q+ToGz3L3IjILeBuOy/yn6lkPE/+GYRgdio0+GKMRMyqMSqnA53+KiKzwfF/m7kmVR4FbRESB7/nigOHFcv4d2AtH7Oe5FPgMMK6CqleFiX/DMAyjKmz0wegk6mVUgBkWbcQWvx+/j+NUdYOI7AXcKiKPqepyb4L8YjkicgKO///JInI6sElV7xeRE+tV+Twm/g3DMIymYQaEYdhoxWhBVTe4/zeJyPXA0cDykLTLRWQfEZkCHAe8Q0TeCvQC40Xkp6r6wXrU08S/YRiG0daYAWEYwdhoRXnimvArImOAhKrucD+/BfiiL82+wNPuhN+FQDewVVUvAS5x05wI/EO9hD+Y+DcMwzAMMyAMo0LqaVi0KVNx3HnA0dc/U9WbReQCAFVdCrwbOFtE0sBu4CxtwoPDxL9hGIZhxIAZEIbRhihks9nai1F9BjgsIHyp5/PXgK+VKecO4I6aK1QCE/+GYRiG0SKYAWEYRr0x8W8YhmEYowgzIAyjMjTXWfe7iX/DMAzDMAowA8IwRi8m/g3DMAzDiJ04DAgwI8KoL3Gt9tNOmPg3DMMwDKNlsVEIw4gXE/+GYRiGYYxqbBTCKEUuZz3/hmEYhmEYhg8bhTBGAyb+DcMwDMMwGoSNQhjNJlFLZhF5j4isEpGciCzyhM8Vkd0i8qD7t9QTd6SIPCIiT4nItyWuVmAYhmEYhtEhiEgsf51OfsJvlL/RQq09/yuBdwHfC4h7WlUPDwi/HDgfuAe4CTgV+G2N9TAMwzAMwzAqxFyZOo+axL+qroboN46ITAfGq+rd7vcrgXdi4t8wDMMwDKMtafcRhE6b8FuT208Z5onIX0XkThF5vRs2E1jnSbPODQtERM4XkRUismLLls11rKphGIZhGIZhjH7K9vyLyG3AtICoz6nqDSHZNgJzVHWriBwJ/K+IHAwEmYahY0WqugxYBrDwyEU2pmQYhmEYhmHEh23yVYyqnlxpoao6CAy6n+8XkaeBBTg9/bM8SWcBGyot3zAMwzAMwzCMyqmL24+I7CkiSffzfGA/4BlV3QjsEJFj3VV+zgbCRg8MwzAMwzAMo24ojs9/lL/RQq1LfZ4hIuuA1wK/EZHfuVEnAA+LyEPAdcAFqvqSG/d3wBXAU8DT2GRfwzAMwzAMYxQgIkl3zuuvQ+JPdJfBXyUid3rCP+mGrRSRn4tIb73qWOtqP9cD1weE/xL4ZUieFcAhtRzXMAzDMAzDMGpGFbKZOEu8CFgNjPdHiMgE4LvAqaq6VkT2csNnAn8PHKSqu0XkWmAJ8OM4K5annqv9GIZhGIZhGEZHICKzgLfheLgE8X7gV6q6FkBVN3niUkCfiKSAfuo4J9bEv2EYhmEYhtGhKGTT0f5gSn4JevfvfF9hlwKfAcImCCwAJorIHSJyv4icDaCq64FvAGtxVsx8RVVvqcevhdp3+DUMwzAMwzCMTmCLqi4KihCR04FN7iqXJ4bkTwFHAicBfcDdInIPsBlYDMwDtgG/EJEPqupP463+SCUMwzAMwzAMw6ie44B3iMhbgV5gvIj8VFU/6EmzDseA2AnsFJHlwGFu3BpV3QwgIr8CXgfURfyb249hGIZhGIbRmSiQy0b7K1WM6iWqOktV5+JM1v29T/iDs7z960UkJSL9wDE4k4PXAseKSL+7FP5JbnhdsJ5/wzAMwzAMw6gDInIBgKouVdXVInIz8DDOvIArVHWlm+464AEgA/wVWFavOpn4NwzDMAzDMDoUzU/mja9E1TuAO9zPS31xXwe+HpDnC8AXYq1ICOb2YxiGYRiGYRgdgvX8G4ZhGIZhGJ2Jall//tGG9fwbhmEYhmEYRodgPf+GYRiGYRhGh6KQzTS7Eg3Fev4NwzAMwzAMo0Ownn/DMAzDMAyjM1Egaz7/hmEYhmEYhmGMQqzn3zAMwzAMw+hMNP51/lsd6/k3DMMwDMMwjA7BxL9hGIZhGIZhdAg1iX8R+bqIPCYiD4vI9SIywRN3iYg8JSKPi8gpnvAjReQRN+7bIiK11MEwDMMwDMMwqsN1+4nyN0qotef/VuAQVT0UeAK4BEBEDgKWAAcDpwLfFZGkm+dy4HxgP/fv1BrrYBiGYRiGYRhGBGoS/6p6i6rmd0a4B5jlfl4MXK2qg6q6BngKOFpEpgPjVfVuVVXgSuCdtdTBMAzDMAzDMKpCFXLZaH+jhDh9/s8Dfut+ngk874lb54bNdD/7wwMRkfNFZIWIrNiyZXOMVTUMwzAMwzCMzqPsUp8ichswLSDqc6p6g5vmc0AGuCqfLSC9lggPRFWXAcsAFi1apH1d5WprGIZhGIZhGFFRyGbKJxtFlBX/qnpyqXgROQc4HTjJdeUBp0d/tifZLGCDGz4rINwwDMMwDMMw2hp3jusKYL2qnu6LE+Ay4K3ALuDDqvqAiMzGcYWfBuSAZap6Wb3qWOtqP6cCnwXeoaq7PFE3AktEpEdE5uFM7L1PVTcCO0TkWPcEnA3cUEsdDMMwDMMwDKMqlLh9/i8CVofEncbIgjfn4yyCA473zKdV9UDgWOBCd/GculCrz/93gHHArSLyoIgsBVDVVcC1wKPAzcCFqpo/a38HXIEzCfhpRuYJGIZhGIZhGEZbIiKzgLfh6NwgFgNXqsM9wAQRma6qG1X1AQBV3YFjPITOia25niOeOq2NiOwAHm92PYxQpgBbml0JIxS7Pq2NXZ/Wxq5P62PXqLXZX1XHNbsSQYjIzTj3TxR6gQHP92Xu/NR8WdcB/47TMf4PAW4/vwa+qqp3ud9vBz6rqis8aeYCy3GW0t9e+S8qT1mf/xbicVVd1OxKGMGIyAq7Pq2LXZ/Wxq5Pa2PXp/Wxa9TaiMiK8qmag6rGst+UiJwObFLV+0XkxLBkQVXwlDEW+CXwiXoJf4h3qU/DMAzDMAzD6ESOA94hIs8CVwNvEpGf+tKELYiDiHThCP+rVPVX9ayoiX/DMAzDMAzDqAFVvURVZ6nqXGAJ8HtV/aAv2Y3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- "text/plain": [ - "<Figure size 1008x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: 'c:\\\\mmpe\\\\programming\\\\python\\\\topfarm\\\\pywake\\\\py_wake\\\\tests\\\\test_filesfuga\\\\2MW\\\\Z0=0.00014617Zi=00399Zeta0=0.00E+0\\\\WTdata.bin'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m<ipython-input-48-c4d71b9f369f>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mpy_wake\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdeflection_models\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mFugaDeflection\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mplot_deflection\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mFugaDeflection\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32mc:\\mmpe\\programming\\python\\topfarm\\pywake\\py_wake\\deflection_models\\fuga_deflection.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, LUT_path, on_mismatch)\u001b[0m\n\u001b[0;32m 15\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 16\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m__init__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mLUT_path\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtfp\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m'fuga/2MW/Z0=0.00014617Zi=00399Zeta0=0.00E+0/'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mon_mismatch\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'raise'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 17\u001b[1;33m \u001b[0mFugaUtils\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpath\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mLUT_path\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mon_mismatch\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mon_mismatch\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 18\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mzlevels\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 19\u001b[0m \u001b[0mtabs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mload_luts\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'VL'\u001b[0m\u001b[1;33m,\u001b[0m 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\u001b[1;34m'WTdata.bin'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'rb'\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mfid\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 43\u001b[0m \u001b[0mcase_name\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstruct\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munpack\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'127s'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfid\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m127\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;31m# @UnusedVariable\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 44\u001b[0m \u001b[0mprelut_name\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstruct\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munpack\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'127s'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfid\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m127\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;31m# @UnusedVariable\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'c:\\\\mmpe\\\\programming\\\\python\\\\topfarm\\\\pywake\\\\py_wake\\\\tests\\\\test_filesfuga\\\\2MW\\\\Z0=0.00014617Zi=00399Zeta0=0.00E+0\\\\WTdata.bin'" + ] } ], "source": [ @@ -1980,32 +1981,9 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.contour.QuadContourSet at 0x28b08aa2e20>" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 720x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from py_wake.deflection_models import DeflectionModel\n", "from numpy import newaxis as na\n", @@ -2033,7 +2011,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2060,22 +2038,9 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from py_wake.turbulence_models import STF2005TurbulenceModel\n", "plot_turb_map(STF2005TurbulenceModel())" @@ -2092,22 +2057,9 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from py_wake.turbulence_models import STF2017TurbulenceModel\n", "plot_turb_map(STF2005TurbulenceModel())" @@ -2126,22 +2078,9 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from py_wake.turbulence_models import GCLTurbulence\n", "plot_turb_map(GCLTurbulence())" @@ -2161,22 +2100,9 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from py_wake.turbulence_models import CrespoHernandez\n", "plot_turb_map(CrespoHernandez())" @@ -2191,7 +2117,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2210,32 +2136,9 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.legend.Legend at 0x28b07c5f490>" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 720x432 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(figsize=((10,6)))\n", "for turbulenceModel in turbulenceModels:\n", @@ -2254,32 +2157,9 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.legend.Legend at 0x28b07c5ff10>" - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 720x432 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(figsize=((10,6)))\n", "for turbulenceModel in turbulenceModels:\n", @@ -2306,32 +2186,9 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.contour.QuadContourSet at 0x28b0adb2280>" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from py_wake.ground_models import Mirror\n", "wfm = NOJ(site, windTurbines, k=.5, groundModel=Mirror())\n", @@ -2355,7 +2212,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.8.8" }, "toc": { "base_numbering": 1, diff --git a/docs/notebooks/RunWindFarmSimulation.ipynb b/docs/notebooks/RunWindFarmSimulation.ipynb index 15291991a..cacb17c05 100644 --- a/docs/notebooks/RunWindFarmSimulation.ipynb +++ b/docs/notebooks/RunWindFarmSimulation.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -22,17 +22,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "IEA37SimpleBastankhahGaussian(PropagateDownwind, IEA37SimpleBastankhahGaussianDeficit-wake, RotorCenter-rotor-average, SquaredSum-superposition)\n" - ] - } - ], + "outputs": [], "source": [ "# import and setup site and windTurbines\n", "import numpy as np\n", @@ -49,6 +41,13 @@ "print(wf_model)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## All wind directions and wind speeds" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -58,7 +57,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -68,7 +67,6 @@ " type=0, # Wind turbine types\n", " wd=None, # Wind direction (defaults to site.default_wd (0,1,...,360 if not overriden))\n", " ws=None, # Wind speed (defaults to site.default_ws (3,4,...,25m/s if not overriden))\n", - " yaw_ilk=None # yaw misalignment [deg] for all wind turbines(i), wind directions(l) and wind speeds(k)\n", " )" ] }, @@ 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- "\n", - ".xr-dim-list:after {\n", - " content: ')';\n", - "}\n", - "\n", - ".xr-dim-list li:not(:last-child):after {\n", - " content: ',';\n", - " padding-right: 5px;\n", - "}\n", - "\n", - ".xr-has-index {\n", - " font-weight: bold;\n", - "}\n", - "\n", - ".xr-var-list,\n", - ".xr-var-item {\n", - " display: contents;\n", - "}\n", - "\n", - ".xr-var-item > div,\n", - ".xr-var-item label,\n", - ".xr-var-item > .xr-var-name span {\n", - " background-color: var(--xr-background-color-row-even);\n", - " margin-bottom: 0;\n", - "}\n", - "\n", - ".xr-var-item > .xr-var-name:hover span {\n", - " padding-right: 5px;\n", - "}\n", - "\n", - ".xr-var-list > li:nth-child(odd) > div,\n", - ".xr-var-list > li:nth-child(odd) > label,\n", - ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n", - " background-color: var(--xr-background-color-row-odd);\n", - "}\n", - "\n", - ".xr-var-name {\n", - " grid-column: 1;\n", - "}\n", - "\n", - ".xr-var-dims {\n", - " grid-column: 2;\n", - "}\n", - "\n", - ".xr-var-dtype {\n", - " grid-column: 3;\n", - " text-align: right;\n", - " color: var(--xr-font-color2);\n", - "}\n", - "\n", - ".xr-var-preview {\n", - " grid-column: 4;\n", - "}\n", - "\n", - ".xr-var-name,\n", - ".xr-var-dims,\n", - ".xr-var-dtype,\n", - ".xr-preview,\n", - ".xr-attrs dt {\n", - " white-space: nowrap;\n", - " overflow: hidden;\n", - " text-overflow: ellipsis;\n", - " padding-right: 10px;\n", - "}\n", - "\n", - ".xr-var-name:hover,\n", - ".xr-var-dims:hover,\n", - ".xr-var-dtype:hover,\n", - ".xr-attrs dt:hover {\n", - " overflow: visible;\n", - " width: auto;\n", - " z-index: 1;\n", - "}\n", - "\n", - ".xr-var-attrs,\n", - ".xr-var-data {\n", - " display: none;\n", - " background-color: var(--xr-background-color) !important;\n", - " padding-bottom: 5px !important;\n", - "}\n", - "\n", - ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", - " display: block;\n", - "}\n", - "\n", - ".xr-var-data > table {\n", - " float: right;\n", - "}\n", - "\n", - ".xr-var-name span,\n", - ".xr-var-data,\n", - ".xr-attrs {\n", - " padding-left: 25px !important;\n", - "}\n", - "\n", - ".xr-attrs,\n", - ".xr-var-attrs,\n", - ".xr-var-data {\n", - " grid-column: 1 / -1;\n", - "}\n", - "\n", - "dl.xr-attrs {\n", - " padding: 0;\n", - " margin: 0;\n", - " display: grid;\n", - " grid-template-columns: 125px auto;\n", - "}\n", - "\n", - ".xr-attrs dt, dd {\n", - " padding: 0;\n", - " margin: 0;\n", - " float: left;\n", - " padding-right: 10px;\n", - " width: auto;\n", - "}\n", - "\n", - ".xr-attrs dt {\n", - " font-weight: normal;\n", - " grid-column: 1;\n", - "}\n", - "\n", - ".xr-attrs dt:hover span {\n", - " display: inline-block;\n", - " background: var(--xr-background-color);\n", - " padding-right: 10px;\n", - "}\n", - "\n", - ".xr-attrs dd {\n", - " grid-column: 2;\n", - " white-space: pre-wrap;\n", - " word-break: break-all;\n", - "}\n", - "\n", - ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", - " display: inline-block;\n", - " vertical-align: middle;\n", - " width: 1em;\n", - " height: 1.5em !important;\n", - " stroke-width: 0;\n", - " stroke: currentColor;\n", - " fill: currentColor;\n", - "}\n", - "</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.SimulationResult</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-f9bfec8a-0335-4a46-a18e-b2fef232db79' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f9bfec8a-0335-4a46-a18e-b2fef232db79' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>wd</span>: 360</li><li><span class='xr-has-index'>ws</span>: 1</li><li><span class='xr-has-index'>wt</span>: 16</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-721b85f6-ac69-4ae8-a02e-971cfbe34a84' class='xr-section-summary-in' type='checkbox' checked><label for='section-721b85f6-ac69-4ae8-a02e-971cfbe34a84' class='xr-section-summary' >Coordinates: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>wt</span></div><div class='xr-var-dims'>(wt)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 10 11 12 13 14 15</div><input id='attrs-26ad2d99-4267-4ceb-b56a-1ad34abcdba4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-26ad2d99-4267-4ceb-b56a-1ad34abcdba4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-01488b9e-0a80-4aa4-9f94-e36f2d833510' class='xr-var-data-in' type='checkbox'><label for='data-01488b9e-0a80-4aa4-9f94-e36f2d833510' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Wind turbine number</dd></dl></div><pre class='xr-var-data'>array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>wd</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 355 356 357 358 359</div><input id='attrs-bdfc998a-c6b8-464f-ab1a-1fb272a3d8a1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bdfc998a-c6b8-464f-ab1a-1fb272a3d8a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b95ef604-d6c3-4af2-b58f-37f151cc1db2' class='xr-var-data-in' type='checkbox'><label for='data-b95ef604-d6c3-4af2-b58f-37f151cc1db2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind direction [deg]</dd></dl></div><pre class='xr-var-data'>array([ 0, 1, 2, ..., 357, 358, 359])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>ws</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.8</div><input id='attrs-dca87c36-4d58-404b-aa0f-c476cf692a71' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dca87c36-4d58-404b-aa0f-c476cf692a71' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f66c0b1-8068-4905-bab4-7f677f6268d3' class='xr-var-data-in' type='checkbox'><label for='data-5f66c0b1-8068-4905-bab4-7f677f6268d3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([9.8])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(wt)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 650.0 200.9 ... 401.7 1.052e+03</div><input id='attrs-ad22c18f-1362-4f44-9e9f-2428890d901b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ad22c18f-1362-4f44-9e9f-2428890d901b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-082cbe94-9547-4bdb-a0a6-27ac881445ad' class='xr-var-data-in' type='checkbox'><label for='data-082cbe94-9547-4bdb-a0a6-27ac881445ad' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Wind turbine x coordinate [m]</dd></dl></div><pre class='xr-var-data'>array([ 0. , 650. , 200.861 , -525.861 , -525.861 ,\n", - " 200.861 , 1300. , 1051.7221, 401.7221, -401.7221,\n", - " -1051.7221, -1300. , -1051.7221, -401.7221, 401.7221,\n", - " 1051.7221])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(wt)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 618.2 ... -1.236e+03 -764.1</div><input id='attrs-15cc32a0-f574-4dcd-b426-c6c9d16f308e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-15cc32a0-f574-4dcd-b426-c6c9d16f308e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-615289bf-dbc6-473c-b677-3db0e8112375' class='xr-var-data-in' type='checkbox'><label for='data-615289bf-dbc6-473c-b677-3db0e8112375' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Wind turbine y coordinate [m]</dd></dl></div><pre class='xr-var-data'>array([ 0. , 0. , 618.1867, 382.0604, -382.0604,\n", - " -618.1867, 0. , 764.1208, 1236.3735, 1236.3735,\n", - " 764.1208, 0. , -764.1208, -1236.3735, -1236.3735,\n", - " -764.1208])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>h</span></div><div class='xr-var-dims'>(wt)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>110.0 110.0 110.0 ... 110.0 110.0</div><input id='attrs-30238ddc-c831-4477-a30f-39a6cad0314b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-30238ddc-c831-4477-a30f-39a6cad0314b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5e8ec804-cb40-4ebb-a1c4-7bfcfa3db9ed' class='xr-var-data-in' type='checkbox'><label for='data-5e8ec804-cb40-4ebb-a1c4-7bfcfa3db9ed' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Wind turbine hub height [m]</dd></dl></div><pre class='xr-var-data'>array([110., 110., 110., 110., 110., 110., 110., 110., 110., 110., 110.,\n", - " 110., 110., 110., 110., 110.])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>type</span></div><div class='xr-var-dims'>(wt)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0</div><input id='attrs-b36fe0f4-5663-4cc1-bcee-72b38f0e5c06' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b36fe0f4-5663-4cc1-bcee-72b38f0e5c06' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0319fe2b-e7d0-4d57-b14d-b622f9c70e45' class='xr-var-data-in' type='checkbox'><label for='data-0319fe2b-e7d0-4d57-b14d-b622f9c70e45' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Wind turbine type</dd></dl></div><pre class='xr-var-data'>array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])</pre></li></ul></div></li><li class='xr-section-item'><input id='section-a079a17f-0f49-415e-8fdf-d73330d73a36' class='xr-section-summary-in' type='checkbox' checked><label for='section-a079a17f-0f49-415e-8fdf-d73330d73a36' class='xr-section-summary' >Data variables: <span>(9)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>WS_eff</span></div><div class='xr-var-dims'>(wt, wd, ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.776 9.761 9.738 ... 8.888 8.775</div><input id='attrs-f983baca-4af1-4837-ae51-13c336a240f4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f983baca-4af1-4837-ae51-13c336a240f4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df2c9ded-0f80-4d52-9ecf-aef3396d11d0' class='xr-var-data-in' type='checkbox'><label for='data-df2c9ded-0f80-4d52-9ecf-aef3396d11d0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Effective local wind speed [m/s]</dd></dl></div><pre class='xr-var-data'>array([[[9.7764691 ],\n", - " [9.76139563],\n", - " [9.73841915],\n", - " ...,\n", - " [9.79543994],\n", - " [9.7919581 ],\n", - " [9.78605312]],\n", - "\n", - " [[9.77918195],\n", - " [9.79032222],\n", - " [9.79578986],\n", - " ...,\n", - " [9.66030776],\n", - " [9.72093378],\n", - " [9.75807623]],\n", - "\n", - " [[9.77646923],\n", - " [9.76139587],\n", - " [9.73841988],\n", - " ...,\n", - " [9.79549489],\n", - " [9.79196197],\n", - " [9.78605343]],\n", - "\n", - " ...,\n", - "\n", - " [[8.92573441],\n", - " [9.08824212],\n", - " [9.25085356],\n", - " ...,\n", - " [8.3612169 ],\n", - " [8.5644336 ],\n", - " [8.75460958]],\n", - "\n", - " [[9.18670342],\n", - " [9.23117204],\n", - " [9.3201082 ],\n", - " ...,\n", - " [9.15707839],\n", - " [9.19393306],\n", - " [9.18667639]],\n", - "\n", - " [[8.73450801],\n", - " [8.7750182 ],\n", - " [8.88752853],\n", - " ...,\n", - " [9.04859953],\n", - " [8.88766409],\n", - " [8.77505072]]])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>TI_eff</span></div><div class='xr-var-dims'>(wt, wd, ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.075 0.075 0.075 ... 0.075 0.075</div><input id='attrs-825a21fe-9897-48a6-96cc-b4f721f2ced0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-825a21fe-9897-48a6-96cc-b4f721f2ced0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b0e90ff6-15eb-48ee-af37-74eb1d4fe11a' class='xr-var-data-in' type='checkbox'><label for='data-b0e90ff6-15eb-48ee-af37-74eb1d4fe11a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Effective local turbulence intensity</dd></dl></div><pre class='xr-var-data'>array([[[0.075],\n", - " [0.075],\n", - " [0.075],\n", - " ...,\n", - " [0.075],\n", - " [0.075],\n", - " [0.075]],\n", - "\n", - " [[0.075],\n", - " [0.075],\n", - " [0.075],\n", - " ...,\n", - " [0.075],\n", - " [0.075],\n", - " [0.075]],\n", - "\n", - " [[0.075],\n", - " [0.075],\n", - " [0.075],\n", - " ...,\n", - " [0.075],\n", - " [0.075],\n", - " [0.075]],\n", - "\n", - " ...,\n", - "\n", - " [[0.075],\n", - " [0.075],\n", - " [0.075],\n", - " ...,\n", - " [0.075],\n", - " [0.075],\n", - " [0.075]],\n", - "\n", - " [[0.075],\n", - " [0.075],\n", - " [0.075],\n", - " ...,\n", - " [0.075],\n", - " [0.075],\n", - " [0.075]],\n", - "\n", - " [[0.075],\n", - " [0.075],\n", - " [0.075],\n", - " ...,\n", - " [0.075],\n", - " [0.075],\n", - " [0.075]]])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>Power</span></div><div class='xr-var-dims'>(wt, wd, ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.309e+06 3.284e+06 ... 1.869e+06</div><input id='attrs-70e9e842-a77b-4080-92ad-4d7da8ea8aa5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-70e9e842-a77b-4080-92ad-4d7da8ea8aa5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d06cbaed-c867-41bf-b264-004088b78cf2' class='xr-var-data-in' type='checkbox'><label for='data-d06cbaed-c867-41bf-b264-004088b78cf2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Power [W]</dd></dl></div><pre class='xr-var-data'>array([[[3309391.82697504],\n", - " [3283552.18204192],\n", - " [3244424.16636096],\n", - " ...,\n", - " [3342104.72695179],\n", - " [3336084.63585947],\n", - " [3325891.49245134]],\n", - "\n", - " [[3314056.65883277],\n", - " [3333258.7148009 ],\n", - " [3342710.13123635],\n", - " ...,\n", - " [3113730.08031191],\n", - " [3214856.47866866],\n", - " [3277880.05282838]],\n", - "\n", - " [[3309392.0448213 ],\n", - " [3283552.59238783],\n", - " [3244425.40114628],\n", - " ...,\n", - " [3342199.79887959],\n", - " [3336091.33509255],\n", - " [3325892.01600139]],\n", - "\n", - " ...,\n", - "\n", - " [[2051983.1937933 ],\n", - " [2261851.73195572],\n", - " [2485710.49937158],\n", - " ...,\n", - " [1424242.31348396],\n", - " [1632756.82069355],\n", - " [1845463.2846578 ]],\n", - "\n", - " [[2395714.56472 ],\n", - " [2457863.92737248],\n", - " [2585367.12602514],\n", - " ...,\n", - " [2354897.58491197],\n", - " [2405746.538534 ],\n", - " [2395677.10193947]],\n", - "\n", - " [[1822155.32088423],\n", - " [1869329.76166312],\n", - " [2004604.68939922],\n", - " ...,\n", - " [2209396.15449753],\n", - " [2004771.4994919 ],\n", - " [1869367.94993792]]])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>CT</span></div><div class='xr-var-dims'>(wt, wd, ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.8889 0.8889 ... 0.8889 0.8889</div><input id='attrs-d7dd00eb-c735-4a08-9461-81af59de8b08' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d7dd00eb-c735-4a08-9461-81af59de8b08' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-67f0dd76-d485-456a-8ce8-f5219282dd49' class='xr-var-data-in' type='checkbox'><label for='data-67f0dd76-d485-456a-8ce8-f5219282dd49' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Thrust coefficient</dd></dl></div><pre class='xr-var-data'>array([[[0.88888889],\n", - " [0.88888889],\n", - " [0.88888889],\n", - " ...,\n", - " [0.88888889],\n", - " [0.88888889],\n", - " [0.88888889]],\n", - "\n", - " [[0.88888889],\n", - " [0.88888889],\n", - " [0.88888889],\n", - " ...,\n", - " [0.88888889],\n", - " [0.88888889],\n", - " [0.88888889]],\n", - "\n", - " [[0.88888889],\n", - " [0.88888889],\n", - " [0.88888889],\n", - " ...,\n", - " [0.88888889],\n", - " [0.88888889],\n", - " [0.88888889]],\n", - "\n", - " ...,\n", - "\n", - " [[0.88888889],\n", - " [0.88888889],\n", - " [0.88888889],\n", - " ...,\n", - " [0.88888889],\n", - " [0.88888889],\n", - " [0.88888889]],\n", - "\n", - " [[0.88888889],\n", - " [0.88888889],\n", - " [0.88888889],\n", - " ...,\n", - " [0.88888889],\n", - " [0.88888889],\n", - " [0.88888889]],\n", - "\n", - " [[0.88888889],\n", - " [0.88888889],\n", - " [0.88888889],\n", - " ...,\n", - " [0.88888889],\n", - " [0.88888889],\n", - " [0.88888889]]])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>P</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.001111 0.001111 ... 0.001111</div><input id='attrs-e916d5e0-ef69-4c05-b3f6-6f3f8702e362' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e916d5e0-ef69-4c05-b3f6-6f3f8702e362' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2da07f50-8561-472b-8d01-557ca9ea3074' class='xr-var-data-in' type='checkbox'><label for='data-2da07f50-8561-472b-8d01-557ca9ea3074' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Probability of wind flow case (i.e. wind direction +/-0.500000deg)</dd></dl></div><pre class='xr-var-data'>array([0.00111111, 0.00111111, 0.00111111, 0.00111111, 0.00111111,\n", - " 0.00111111, 0.00111111, 0.00111111, 0.00111111, 0.00111111,\n", - " 0.00111111, 0.00111111, 0.00106667, 0.00106667, 0.00106667,\n", - " 0.00106667, 0.00106667, 0.00106667, 0.00106667, 0.00106667,\n", - " 0.00106667, 0.00106667, 0.00106667, 0.00106667, 0.00106667,\n", - " 0.00106667, 0.00106667, 0.00106667, 0.00106667, 0.00106667,\n", - " 0.00106667, 0.00106667, 0.00106667, 0.00106667, 0.00128889,\n", - " 0.00128889, 0.00128889, 0.00128889, 0.00128889, 0.00128889,\n", - " 0.00128889, 0.00128889, 0.00128889, 0.00128889, 0.00128889,\n", - " 0.00128889, 0.00128889, 0.00128889, 0.00128889, 0.00128889,\n", - " 0.00128889, 0.00128889, 0.00128889, 0.00128889, 0.00128889,\n", - " 0.00128889, 0.00128889, 0.0016 , 0.0016 , 0.0016 ,\n", - " 0.0016 , 0.0016 , 0.0016 , 0.0016 , 0.0016 ,\n", - " 0.0016 , 0.0016 , 0.0016 , 0.0016 , 0.0016 ,\n", - " 0.0016 , 0.0016 , 0.0016 , 0.0016 , 0.0016 ,\n", - " 0.0016 , 0.0016 , 0.0016 , 0.0016 , 0.0028 ,\n", - " 0.0028 , 0.0028 , 0.0028 , 0.0028 , 0.0028 ,\n", - " 0.0028 , 0.0028 , 0.0028 , 0.0028 , 0.0028 ,\n", - " 0.0028 , 0.0028 , 0.0028 , 0.0028 , 0.0028 ,\n", - " 0.0028 , 0.0028 , 0.0028 , 0.0028 , 0.0028 ,\n", - " 0.0028 , 0.0028 , 0.00288889, 0.00288889, 0.00288889,\n", - " 0.00288889, 0.00288889, 0.00288889, 0.00288889, 0.00288889,\n", - " 0.00288889, 0.00288889, 0.00288889, 0.00288889, 0.00288889,\n", - " 0.00288889, 0.00288889, 0.00288889, 0.00288889, 0.00288889,\n", - " 0.00288889, 0.00288889, 0.00288889, 0.00288889, 0.00444444,\n", - " 0.00444444, 0.00444444, 0.00444444, 0.00444444, 0.00444444,\n", - " 0.00444444, 0.00444444, 0.00444444, 0.00444444, 0.00444444,\n", - " 0.00444444, 0.00444444, 0.00444444, 0.00444444, 0.00444444,\n", - " 0.00444444, 0.00444444, 0.00444444, 0.00444444, 0.00444444,\n", - " 0.00444444, 0.00444444, 0.00542222, 0.00542222, 0.00542222,\n", - " 0.00542222, 0.00542222, 0.00542222, 0.00542222, 0.00542222,\n", - " 0.00542222, 0.00542222, 0.00542222, 0.00542222, 0.00542222,\n", - " 0.00542222, 0.00542222, 0.00542222, 0.00542222, 0.00542222,\n", - " 0.00542222, 0.00542222, 0.00542222, 0.00542222, 0.0028 ,\n", - " 0.0028 , 0.0028 , 0.0028 , 0.0028 , 0.0028 ,\n", - " 0.0028 , 0.0028 , 0.0028 , 0.0028 , 0.0028 ,\n", - " 0.0028 , 0.0028 , 0.0028 , 0.0028 , 0.0028 ,\n", - " 0.0028 , 0.0028 , 0.0028 , 0.0028 , 0.0028 ,\n", - " 0.0028 , 0.0028 , 0.00168889, 0.00168889, 0.00168889,\n", - " 0.00168889, 0.00168889, 0.00168889, 0.00168889, 0.00168889,\n", - " 0.00168889, 0.00168889, 0.00168889, 0.00168889, 0.00168889,\n", - " 0.00168889, 0.00168889, 0.00168889, 0.00168889, 0.00168889,\n", - " 0.00168889, 0.00168889, 0.00168889, 0.00168889, 0.00173333,\n", - " 0.00173333, 0.00173333, 0.00173333, 0.00173333, 0.00173333,\n", - " 0.00173333, 0.00173333, 0.00173333, 0.00173333, 0.00173333,\n", - " 0.00173333, 0.00173333, 0.00173333, 0.00173333, 0.00173333,\n", - " 0.00173333, 0.00173333, 0.00173333, 0.00173333, 0.00173333,\n", - " 0.00173333, 0.00173333, 0.00368889, 0.00368889, 0.00368889,\n", - " 0.00368889, 0.00368889, 0.00368889, 0.00368889, 0.00368889,\n", - " 0.00368889, 0.00368889, 0.00368889, 0.00368889, 0.00368889,\n", - " 0.00368889, 0.00368889, 0.00368889, 0.00368889, 0.00368889,\n", - " 0.00368889, 0.00368889, 0.00368889, 0.00368889, 0.00946667,\n", - " 0.00946667, 0.00946667, 0.00946667, 0.00946667, 0.00946667,\n", - " 0.00946667, 0.00946667, 0.00946667, 0.00946667, 0.00946667,\n", - " 0.00946667, 0.00946667, 0.00946667, 0.00946667, 0.00946667,\n", - " 0.00946667, 0.00946667, 0.00946667, 0.00946667, 0.00946667,\n", - " 0.00946667, 0.00946667, 0.00204444, 0.00204444, 0.00204444,\n", - " 0.00204444, 0.00204444, 0.00204444, 0.00204444, 0.00204444,\n", - " 0.00204444, 0.00204444, 0.00204444, 0.00204444, 0.00204444,\n", - " 0.00204444, 0.00204444, 0.00204444, 0.00204444, 0.00204444,\n", - " 0.00204444, 0.00204444, 0.00204444, 0.00204444, 0.00142222,\n", - " 0.00142222, 0.00142222, 0.00142222, 0.00142222, 0.00142222,\n", - " 0.00142222, 0.00142222, 0.00142222, 0.00142222, 0.00142222,\n", - " 0.00142222, 0.00142222, 0.00142222, 0.00142222, 0.00142222,\n", - " 0.00142222, 0.00142222, 0.00142222, 0.00142222, 0.00142222,\n", - " 0.00142222, 0.00142222, 0.00097778, 0.00097778, 0.00097778,\n", - " 0.00097778, 0.00097778, 0.00097778, 0.00097778, 0.00097778,\n", - " 0.00097778, 0.00097778, 0.00097778, 0.00097778, 0.00097778,\n", - " 0.00097778, 0.00097778, 0.00097778, 0.00097778, 0.00097778,\n", - " 0.00097778, 0.00097778, 0.00097778, 0.00097778, 0.00111111,\n", - " 0.00111111, 0.00111111, 0.00111111, 0.00111111, 0.00111111,\n", - " 0.00111111, 0.00111111, 0.00111111, 0.00111111, 0.00111111])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>WD</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 355 356 357 358 359</div><input id='attrs-2a66228e-abed-4503-aec8-78990fb83d0f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2a66228e-abed-4503-aec8-78990fb83d0f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fbb8a8c3-29bd-4a95-9330-a52bbcd03ac8' class='xr-var-data-in' type='checkbox'><label for='data-fbb8a8c3-29bd-4a95-9330-a52bbcd03ac8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind direction [deg]</dd></dl></div><pre class='xr-var-data'>array([ 0, 1, 2, ..., 357, 358, 359])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>WS</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.8</div><input id='attrs-4c912228-e65e-473a-aac5-ab39938f287c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4c912228-e65e-473a-aac5-ab39938f287c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a422a86e-02e1-40c4-b24e-34a337e15344' class='xr-var-data-in' type='checkbox'><label for='data-a422a86e-02e1-40c4-b24e-34a337e15344' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind speed [m/s]</dd></dl></div><pre class='xr-var-data'>array([9.8])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>TI</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.075</div><input id='attrs-0b0355a6-62ee-4cce-9657-58418680a48b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0b0355a6-62ee-4cce-9657-58418680a48b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a0766b7a-f159-4e47-8971-b504f57ec029' class='xr-var-data-in' type='checkbox'><label for='data-a0766b7a-f159-4e47-8971-b504f57ec029' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream turbulence intensity</dd></dl></div><pre class='xr-var-data'>array(0.075)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>Yaw</span></div><div class='xr-var-dims'>(wt, wd, ws)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-d332f769-90e4-4dfc-9af1-59ff28bfe413' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d332f769-90e4-4dfc-9af1-59ff28bfe413' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c662ac55-a1db-4dea-a19a-e98adfb0f8ff' class='xr-var-data-in' type='checkbox'><label for='data-c662ac55-a1db-4dea-a19a-e98adfb0f8ff' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Yaw misalignment [deg]</dd></dl></div><pre class='xr-var-data'>array([[[0],\n", - " [0],\n", - " [0],\n", - " ...,\n", - " [0],\n", - " [0],\n", - " [0]],\n", - "\n", - " [[0],\n", - " [0],\n", - " [0],\n", - " ...,\n", - " [0],\n", - " [0],\n", - " [0]],\n", - "\n", - " [[0],\n", - " [0],\n", - " [0],\n", - " ...,\n", - " [0],\n", - " [0],\n", - " [0]],\n", - "\n", - " ...,\n", - "\n", - " [[0],\n", - " [0],\n", - " [0],\n", - " ...,\n", - " [0],\n", - " [0],\n", - " [0]],\n", - "\n", - " [[0],\n", - " [0],\n", - " [0],\n", - " ...,\n", - " [0],\n", - " [0],\n", - " [0]],\n", - "\n", - " [[0],\n", - " [0],\n", - " [0],\n", - " ...,\n", - " [0],\n", - " [0],\n", - " [0]]])</pre></li></ul></div></li><li class='xr-section-item'><input id='section-b56d2891-56b3-4412-aef9-2942e14cdba7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b56d2891-56b3-4412-aef9-2942e14cdba7' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>" - ], - "text/plain": [ - "<xarray.SimulationResult>\n", - "Dimensions: (wd: 360, ws: 1, wt: 16)\n", - "Coordinates:\n", - " * wt (wt) int32 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15\n", - " * wd (wd) int32 0 1 2 3 4 5 6 7 8 ... 352 353 354 355 356 357 358 359\n", - " * ws (ws) float64 9.8\n", - " x (wt) float64 0.0 650.0 200.9 -525.9 ... -401.7 401.7 1.052e+03\n", - " y (wt) float64 0.0 0.0 618.2 382.1 ... -1.236e+03 -1.236e+03 -764.1\n", - " h (wt) float64 110.0 110.0 110.0 110.0 ... 110.0 110.0 110.0 110.0\n", - " type (wt) int32 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", - "Data variables:\n", - " WS_eff (wt, wd, ws) float64 9.776 9.761 9.738 9.704 ... 9.049 8.888 8.775\n", - " TI_eff (wt, wd, ws) float64 0.075 0.075 0.075 0.075 ... 0.075 0.075 0.075\n", - " Power (wt, wd, ws) float64 3.309e+06 3.284e+06 ... 2.005e+06 1.869e+06\n", - " CT (wt, wd, ws) float64 0.8889 0.8889 0.8889 ... 0.8889 0.8889 0.8889\n", - " P (wd) float64 0.001111 0.001111 0.001111 ... 0.001111 0.001111\n", - " WD (wd) int32 0 1 2 3 4 5 6 7 8 ... 352 353 354 355 356 357 358 359\n", - " WS (ws) float64 9.8\n", - " TI float64 0.075\n", - " Yaw (wt, wd, ws) int32 0 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0 0" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "sim_res" ] @@ -810,368 +123,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n", - "<defs>\n", - "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n", - "<title>Show/Hide data repr</title>\n", - "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n", - "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n", - "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n", - "</symbol>\n", - "<symbol 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!important;\n", - " padding-bottom: 5px !important;\n", - "}\n", - "\n", - ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", - " display: block;\n", - "}\n", - "\n", - ".xr-var-data > table {\n", - " float: right;\n", - "}\n", - "\n", - ".xr-var-name span,\n", - ".xr-var-data,\n", - ".xr-attrs {\n", - " padding-left: 25px !important;\n", - "}\n", - "\n", - ".xr-attrs,\n", - ".xr-var-attrs,\n", - ".xr-var-data {\n", - " grid-column: 1 / -1;\n", - "}\n", - "\n", - "dl.xr-attrs {\n", - " padding: 0;\n", - " margin: 0;\n", - " display: grid;\n", - " grid-template-columns: 125px auto;\n", - "}\n", - "\n", - ".xr-attrs dt, dd {\n", - " padding: 0;\n", - " margin: 0;\n", - " float: left;\n", - " padding-right: 10px;\n", - " width: auto;\n", - "}\n", - "\n", - ".xr-attrs dt {\n", - " font-weight: normal;\n", - " grid-column: 1;\n", - "}\n", - "\n", - ".xr-attrs dt:hover span {\n", - " display: inline-block;\n", - " background: var(--xr-background-color);\n", - " padding-right: 10px;\n", - "}\n", - "\n", - ".xr-attrs dd {\n", - " grid-column: 2;\n", - " white-space: pre-wrap;\n", - " word-break: break-all;\n", - "}\n", - "\n", - ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", - " display: inline-block;\n", - " vertical-align: middle;\n", - " width: 1em;\n", - " height: 1.5em !important;\n", - " stroke-width: 0;\n", - " stroke: currentColor;\n", - " fill: currentColor;\n", - "}\n", - "</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'Power'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>ws</span>: 1</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-66315d7a-c0fd-4b9c-8fa0-519ad41772e6' class='xr-array-in' type='checkbox' ><label for='section-66315d7a-c0fd-4b9c-8fa0-519ad41772e6' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>2.624e+06</span></div><pre class='xr-array-data'>array([2624293.287983])</pre></div></li><li class='xr-section-item'><input id='section-8b921046-af1e-4a24-8e3f-64365e54f52e' class='xr-section-summary-in' type='checkbox' checked><label for='section-8b921046-af1e-4a24-8e3f-64365e54f52e' class='xr-section-summary' >Coordinates: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>wt</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>3</div><input id='attrs-bde4899b-e17a-4eb6-b5ed-bc9ba8c00f87' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bde4899b-e17a-4eb6-b5ed-bc9ba8c00f87' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2b97d579-1b09-499b-bd1d-18126d1e7aa8' class='xr-var-data-in' type='checkbox'><label for='data-2b97d579-1b09-499b-bd1d-18126d1e7aa8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Wind turbine number</dd></dl></div><pre class='xr-var-data'>array(3)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>wd</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-7f9fe139-9c8c-471c-bece-02a01a5be8ad' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7f9fe139-9c8c-471c-bece-02a01a5be8ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a6b48a7c-b5a8-48ea-82df-cdef3f913a69' class='xr-var-data-in' type='checkbox'><label for='data-a6b48a7c-b5a8-48ea-82df-cdef3f913a69' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind direction [deg]</dd></dl></div><pre class='xr-var-data'>array(0)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>ws</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.8</div><input id='attrs-928e4091-20ca-44be-b5d1-2ed3beceb8ee' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-928e4091-20ca-44be-b5d1-2ed3beceb8ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-393e5c05-a4be-4477-befc-d28a3ec9af33' class='xr-var-data-in' type='checkbox'><label for='data-393e5c05-a4be-4477-befc-d28a3ec9af33' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([9.8])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-525.9</div><input id='attrs-1d48ca6a-8cce-4ca5-baf3-693441c8ea3c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1d48ca6a-8cce-4ca5-baf3-693441c8ea3c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-932c64d3-583a-4485-a9b0-8ca64aad9a7b' class='xr-var-data-in' type='checkbox'><label for='data-932c64d3-583a-4485-a9b0-8ca64aad9a7b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Wind turbine x coordinate [m]</dd></dl></div><pre class='xr-var-data'>array(-525.861)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>382.1</div><input id='attrs-81b6e57e-4e80-414c-ade5-51b4cb4df323' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-81b6e57e-4e80-414c-ade5-51b4cb4df323' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-21c3eb24-1496-4f05-8878-d69b68b69009' class='xr-var-data-in' type='checkbox'><label for='data-21c3eb24-1496-4f05-8878-d69b68b69009' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Wind turbine y coordinate [m]</dd></dl></div><pre class='xr-var-data'>array(382.0604)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>h</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>110.0</div><input id='attrs-681c5891-2719-497e-b4d9-559673e4ee49' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-681c5891-2719-497e-b4d9-559673e4ee49' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2fef47d6-3508-4631-b37b-470974574881' class='xr-var-data-in' type='checkbox'><label for='data-2fef47d6-3508-4631-b37b-470974574881' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Wind turbine hub height [m]</dd></dl></div><pre class='xr-var-data'>array(110.)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>type</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-1ba00372-5f4d-4603-a5f6-2a4f8ce3c153' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1ba00372-5f4d-4603-a5f6-2a4f8ce3c153' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3b738cbf-133b-4ac8-aecd-a41f6533fac2' class='xr-var-data-in' type='checkbox'><label for='data-3b738cbf-133b-4ac8-aecd-a41f6533fac2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Wind turbine type</dd></dl></div><pre class='xr-var-data'>array(0)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-a6a0928f-f663-4018-8135-eb25c2667350' class='xr-section-summary-in' type='checkbox' checked><label for='section-a6a0928f-f663-4018-8135-eb25c2667350' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Power [W]</dd></dl></div></li></ul></div></div>" - ], - "text/plain": [ - "<xarray.DataArray 'Power' (ws: 1)>\n", - "array([2624293.287983])\n", - "Coordinates:\n", - " wt int32 3\n", - " wd int32 0\n", - " * ws (ws) float64 9.8\n", - " x float64 -525.9\n", - " y float64 382.1\n", - " h float64 110.0\n", - " type int32 0\n", - "Attributes:\n", - " Description: Power [W]" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "sim_res.Power.sel(wt=3, wd=0)" ] @@ -1185,32 +139,9 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[<matplotlib.lines.Line2D at 0x1d8180f3460>]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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none;\n", - " grid-column: 1 / -1;\n", - " margin-bottom: 5px;\n", - "}\n", - "\n", - ".xr-section-summary-in:checked ~ .xr-section-details {\n", - " display: contents;\n", - "}\n", - "\n", - ".xr-array-wrap {\n", - " grid-column: 1 / -1;\n", - " display: grid;\n", - " grid-template-columns: 20px auto;\n", - "}\n", - "\n", - ".xr-array-wrap > label {\n", - " grid-column: 1;\n", - " vertical-align: top;\n", - "}\n", - "\n", - ".xr-preview {\n", - " color: var(--xr-font-color3);\n", - "}\n", - "\n", - ".xr-array-preview,\n", - ".xr-array-data {\n", - " padding: 0 5px !important;\n", - " grid-column: 2;\n", - "}\n", - "\n", - ".xr-array-data,\n", - ".xr-array-in:checked ~ .xr-array-preview {\n", - " display: none;\n", - "}\n", - "\n", - ".xr-array-in:checked ~ .xr-array-data,\n", - ".xr-array-preview {\n", - " display: inline-block;\n", - "}\n", - "\n", - ".xr-dim-list {\n", - " display: inline-block !important;\n", - " list-style: none;\n", - " padding: 0 !important;\n", - " margin: 0;\n", - "}\n", - "\n", - ".xr-dim-list li {\n", - " display: inline-block;\n", - " padding: 0;\n", - " margin: 0;\n", - "}\n", - "\n", - ".xr-dim-list:before {\n", - " content: '(';\n", - "}\n", - "\n", - ".xr-dim-list:after {\n", - " content: ')';\n", - "}\n", - "\n", - ".xr-dim-list li:not(:last-child):after {\n", - " content: ',';\n", - " padding-right: 5px;\n", - "}\n", - "\n", - ".xr-has-index {\n", - " font-weight: bold;\n", - "}\n", - "\n", - ".xr-var-list,\n", - ".xr-var-item {\n", - " display: contents;\n", - "}\n", - "\n", - ".xr-var-item > div,\n", - ".xr-var-item label,\n", - ".xr-var-item > .xr-var-name span {\n", - " background-color: var(--xr-background-color-row-even);\n", - " margin-bottom: 0;\n", - "}\n", - "\n", - ".xr-var-item > .xr-var-name:hover span {\n", - " padding-right: 5px;\n", - "}\n", - "\n", - ".xr-var-list > li:nth-child(odd) > div,\n", - ".xr-var-list > li:nth-child(odd) > label,\n", - ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n", - " background-color: var(--xr-background-color-row-odd);\n", - "}\n", - "\n", - ".xr-var-name {\n", - " grid-column: 1;\n", - "}\n", - "\n", - ".xr-var-dims {\n", - " grid-column: 2;\n", - "}\n", - "\n", - ".xr-var-dtype {\n", - " grid-column: 3;\n", - " text-align: right;\n", - " color: var(--xr-font-color2);\n", - "}\n", - "\n", - ".xr-var-preview {\n", - " grid-column: 4;\n", - "}\n", - "\n", - ".xr-var-name,\n", - ".xr-var-dims,\n", - ".xr-var-dtype,\n", - ".xr-preview,\n", - ".xr-attrs dt {\n", - " white-space: nowrap;\n", - " overflow: hidden;\n", - " text-overflow: ellipsis;\n", - " padding-right: 10px;\n", - "}\n", - "\n", - ".xr-var-name:hover,\n", - ".xr-var-dims:hover,\n", - ".xr-var-dtype:hover,\n", - ".xr-attrs dt:hover {\n", - " overflow: visible;\n", - " width: auto;\n", - " z-index: 1;\n", - "}\n", - "\n", - ".xr-var-attrs,\n", - ".xr-var-data {\n", - " display: none;\n", - " background-color: var(--xr-background-color) !important;\n", - " padding-bottom: 5px !important;\n", - "}\n", - "\n", - ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", - " display: block;\n", - "}\n", - "\n", - ".xr-var-data > table {\n", - " float: right;\n", - "}\n", - "\n", - ".xr-var-name span,\n", - ".xr-var-data,\n", - ".xr-attrs {\n", - " padding-left: 25px !important;\n", - "}\n", - "\n", - ".xr-attrs,\n", - ".xr-var-attrs,\n", - ".xr-var-data {\n", - " grid-column: 1 / -1;\n", - "}\n", - "\n", - "dl.xr-attrs {\n", - " padding: 0;\n", - " margin: 0;\n", - " display: grid;\n", - " grid-template-columns: 125px auto;\n", - "}\n", - "\n", - ".xr-attrs dt, dd {\n", - " padding: 0;\n", - " margin: 0;\n", - " float: left;\n", - " padding-right: 10px;\n", - " width: auto;\n", - "}\n", - "\n", - ".xr-attrs dt {\n", - " font-weight: normal;\n", - " grid-column: 1;\n", - "}\n", - "\n", - ".xr-attrs dt:hover span {\n", - " display: inline-block;\n", - " background: var(--xr-background-color);\n", - " padding-right: 10px;\n", - "}\n", - "\n", - ".xr-attrs dd {\n", - " grid-column: 2;\n", - " white-space: pre-wrap;\n", - " word-break: break-all;\n", - "}\n", - "\n", - ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", - " display: inline-block;\n", - " vertical-align: middle;\n", - " width: 1em;\n", - " height: 1.5em !important;\n", - " stroke-width: 0;\n", - " stroke: currentColor;\n", - " fill: currentColor;\n", - "}\n", - "</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'AEP'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>wt</span>: 16</li><li><span class='xr-has-index'>wd</span>: 360</li><li><span class='xr-has-index'>ws</span>: 1</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-1229cfca-783f-4071-958a-9c30fa7ea43f' class='xr-array-in' type='checkbox' ><label for='section-1229cfca-783f-4071-958a-9c30fa7ea43f' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.03221 0.03196 0.03158 0.03102 ... 0.02387 0.0215 0.01951 0.0182</span></div><pre class='xr-array-data'>array([[[0.03221141],\n", - " [0.03195991],\n", - " [0.03157906],\n", - " ...,\n", - " [0.03252982],\n", - " [0.03247122],\n", - " [0.03237201]],\n", - "\n", - " [[0.03225682],\n", - " [0.03244372],\n", - " [0.03253571],\n", - " ...,\n", - " [0.03030697],\n", - " [0.03129127],\n", - " [0.0319047 ]],\n", - "\n", - " [[0.03221142],\n", - " [0.03195991],\n", - " [0.03157907],\n", - " ...,\n", - " [0.03253074],\n", - " [0.03247129],\n", - " [0.03237202]],\n", - "\n", - " ...,\n", - "\n", - " [[0.01997264],\n", - " [0.02201536],\n", - " [0.02419425],\n", - " ...,\n", - " [0.01386263],\n", - " [0.01589217],\n", - " [0.01796251]],\n", - "\n", - " [[0.02331829],\n", - " [0.02392321],\n", - " [0.02516424],\n", - " ...,\n", - " [0.022921 ],\n", - " [0.02341593],\n", - " [0.02331792]],\n", - "\n", - " [[0.01773565],\n", - " [0.01819481],\n", - " [0.01951149],\n", - " ...,\n", - " [0.02150479],\n", - " [0.01951311],\n", - " [0.01819518]]])</pre></div></li><li class='xr-section-item'><input id='section-a0dcb362-c68f-414b-a13c-239d1a233bfd' class='xr-section-summary-in' type='checkbox' checked><label for='section-a0dcb362-c68f-414b-a13c-239d1a233bfd' class='xr-section-summary' >Coordinates: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>wt</span></div><div class='xr-var-dims'>(wt)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 10 11 12 13 14 15</div><input id='attrs-d0a4c7cd-8b75-4818-8fab-f86d8420a560' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d0a4c7cd-8b75-4818-8fab-f86d8420a560' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d4395e7b-d88c-4f89-81ce-83c2811ef014' class='xr-var-data-in' type='checkbox'><label for='data-d4395e7b-d88c-4f89-81ce-83c2811ef014' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Wind turbine number</dd></dl></div><pre class='xr-var-data'>array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>wd</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 355 356 357 358 359</div><input id='attrs-02311591-f08c-462f-a959-e15c26d2f58e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02311591-f08c-462f-a959-e15c26d2f58e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fcf05df9-c29b-4f10-bfa5-95c9386ddc56' class='xr-var-data-in' type='checkbox'><label for='data-fcf05df9-c29b-4f10-bfa5-95c9386ddc56' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind direction [deg]</dd></dl></div><pre class='xr-var-data'>array([ 0, 1, 2, ..., 357, 358, 359])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>ws</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.8</div><input id='attrs-6233e2c8-af2e-45ec-95f4-b1fee6e216e5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6233e2c8-af2e-45ec-95f4-b1fee6e216e5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15b08430-de9f-4e2a-afcf-209e043a43f7' class='xr-var-data-in' type='checkbox'><label for='data-15b08430-de9f-4e2a-afcf-209e043a43f7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([9.8])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(wt)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 650.0 200.9 ... 401.7 1.052e+03</div><input id='attrs-7da249ad-16de-4666-8b06-b2a40db76a4b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7da249ad-16de-4666-8b06-b2a40db76a4b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-00cc1d11-4e5f-4cbf-b0c0-e9bf9eaec692' class='xr-var-data-in' type='checkbox'><label for='data-00cc1d11-4e5f-4cbf-b0c0-e9bf9eaec692' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Wind turbine x coordinate [m]</dd></dl></div><pre class='xr-var-data'>array([ 0. , 650. , 200.861 , -525.861 , -525.861 ,\n", - " 200.861 , 1300. , 1051.7221, 401.7221, -401.7221,\n", - " -1051.7221, -1300. , -1051.7221, -401.7221, 401.7221,\n", - " 1051.7221])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(wt)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 618.2 ... -1.236e+03 -764.1</div><input id='attrs-07e28efe-68ff-4995-bc7e-9fba326d0822' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-07e28efe-68ff-4995-bc7e-9fba326d0822' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b3e9a9b6-f896-4c38-be8d-342ad3c05b9f' class='xr-var-data-in' type='checkbox'><label for='data-b3e9a9b6-f896-4c38-be8d-342ad3c05b9f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Wind turbine y coordinate [m]</dd></dl></div><pre class='xr-var-data'>array([ 0. , 0. , 618.1867, 382.0604, -382.0604,\n", - " -618.1867, 0. , 764.1208, 1236.3735, 1236.3735,\n", - " 764.1208, 0. , -764.1208, -1236.3735, -1236.3735,\n", - " -764.1208])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>h</span></div><div class='xr-var-dims'>(wt)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>110.0 110.0 110.0 ... 110.0 110.0</div><input id='attrs-d68bb748-2e75-477e-87b3-184501b359a1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d68bb748-2e75-477e-87b3-184501b359a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bc0ba36b-254a-49fd-957a-7248d3eff92a' class='xr-var-data-in' type='checkbox'><label for='data-bc0ba36b-254a-49fd-957a-7248d3eff92a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Wind turbine hub height [m]</dd></dl></div><pre class='xr-var-data'>array([110., 110., 110., 110., 110., 110., 110., 110., 110., 110., 110.,\n", - " 110., 110., 110., 110., 110.])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>type</span></div><div class='xr-var-dims'>(wt)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0</div><input id='attrs-dd527207-4811-486e-b5b1-fc42007f55ca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dd527207-4811-486e-b5b1-fc42007f55ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fda6da5a-c46a-42d3-b3bc-86c681ab5c74' class='xr-var-data-in' type='checkbox'><label for='data-fda6da5a-c46a-42d3-b3bc-86c681ab5c74' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Wind turbine type</dd></dl></div><pre class='xr-var-data'>array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])</pre></li></ul></div></li><li class='xr-section-item'><input id='section-2133b675-9689-40e7-b544-2adbdb061187' class='xr-section-summary-in' type='checkbox' checked><label for='section-2133b675-9689-40e7-b544-2adbdb061187' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Annual energy production [GWh]</dd></dl></div></li></ul></div></div>" - ], - "text/plain": [ - "<xarray.DataArray 'AEP' (wt: 16, wd: 360, ws: 1)>\n", - "array([[[0.03221141],\n", - " [0.03195991],\n", - " [0.03157906],\n", - " ...,\n", - " [0.03252982],\n", - " [0.03247122],\n", - " [0.03237201]],\n", - "\n", - " [[0.03225682],\n", - " [0.03244372],\n", - " [0.03253571],\n", - " ...,\n", - " [0.03030697],\n", - " [0.03129127],\n", - " [0.0319047 ]],\n", - "\n", - " [[0.03221142],\n", - " [0.03195991],\n", - " [0.03157907],\n", - " ...,\n", - " [0.03253074],\n", - " [0.03247129],\n", - " [0.03237202]],\n", - "\n", - " ...,\n", - "\n", - " [[0.01997264],\n", - " [0.02201536],\n", - " [0.02419425],\n", - " ...,\n", - " [0.01386263],\n", - " [0.01589217],\n", - " [0.01796251]],\n", - "\n", - " [[0.02331829],\n", - " [0.02392321],\n", - " [0.02516424],\n", - " ...,\n", - " [0.022921 ],\n", - " [0.02341593],\n", - " [0.02331792]],\n", - "\n", - " [[0.01773565],\n", - " [0.01819481],\n", - " [0.01951149],\n", - " ...,\n", - " [0.02150479],\n", - " [0.01951311],\n", - " [0.01819518]]])\n", - "Coordinates:\n", - " * wt (wt) int32 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15\n", - " * wd (wd) int32 0 1 2 3 4 5 6 7 8 ... 352 353 354 355 356 357 358 359\n", - " * ws (ws) float64 9.8\n", - " x (wt) float64 0.0 650.0 200.9 -525.9 ... -401.7 401.7 1.052e+03\n", - " y (wt) float64 0.0 0.0 618.2 382.1 ... -1.236e+03 -1.236e+03 -764.1\n", - " h (wt) float64 110.0 110.0 110.0 110.0 ... 110.0 110.0 110.0 110.0\n", - " type (wt) int32 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", - "Attributes:\n", - " Description: Annual energy production [GWh]" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "sim_res.aep()" ] @@ -1704,358 +173,9 @@ }, { "cell_type": 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- " text-align: right;\n", - " color: var(--xr-font-color2);\n", - "}\n", - "\n", - ".xr-var-preview {\n", - " grid-column: 4;\n", - "}\n", - "\n", - ".xr-var-name,\n", - ".xr-var-dims,\n", - ".xr-var-dtype,\n", - ".xr-preview,\n", - ".xr-attrs dt {\n", - " white-space: nowrap;\n", - " overflow: hidden;\n", - " text-overflow: ellipsis;\n", - " padding-right: 10px;\n", - "}\n", - "\n", - ".xr-var-name:hover,\n", - ".xr-var-dims:hover,\n", - ".xr-var-dtype:hover,\n", - ".xr-attrs dt:hover {\n", - " overflow: visible;\n", - " width: auto;\n", - " z-index: 1;\n", - "}\n", - "\n", - ".xr-var-attrs,\n", - ".xr-var-data {\n", - " display: none;\n", - " background-color: var(--xr-background-color) !important;\n", - " padding-bottom: 5px !important;\n", - "}\n", - "\n", - ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", - " display: block;\n", - "}\n", - "\n", - ".xr-var-data > table {\n", - " float: right;\n", - "}\n", - "\n", - ".xr-var-name span,\n", - ".xr-var-data,\n", - ".xr-attrs {\n", - " padding-left: 25px !important;\n", - "}\n", - "\n", - ".xr-attrs,\n", - ".xr-var-attrs,\n", - ".xr-var-data {\n", - " grid-column: 1 / -1;\n", - "}\n", - "\n", - "dl.xr-attrs {\n", - " padding: 0;\n", - " margin: 0;\n", - " display: grid;\n", - " grid-template-columns: 125px auto;\n", - "}\n", - "\n", - ".xr-attrs dt, dd {\n", - " padding: 0;\n", - " margin: 0;\n", - " float: left;\n", - " padding-right: 10px;\n", - " width: auto;\n", - "}\n", - "\n", - ".xr-attrs dt {\n", - " font-weight: normal;\n", - " grid-column: 1;\n", - "}\n", - "\n", - ".xr-attrs dt:hover span {\n", - " display: inline-block;\n", - " background: var(--xr-background-color);\n", - " padding-right: 10px;\n", - "}\n", - "\n", - ".xr-attrs dd {\n", - " grid-column: 2;\n", - " white-space: pre-wrap;\n", - " word-break: break-all;\n", - "}\n", - "\n", - ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", - " display: inline-block;\n", - " vertical-align: middle;\n", - " width: 1em;\n", - " height: 1.5em !important;\n", - " stroke-width: 0;\n", - " stroke: currentColor;\n", - " fill: currentColor;\n", - "}\n", - "</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'AEP'</div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-f15c4fe6-b1d3-4d0f-aa7d-5070f1a95784' class='xr-array-in' type='checkbox' ><label for='section-f15c4fe6-b1d3-4d0f-aa7d-5070f1a95784' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>373.2</span></div><pre class='xr-array-data'>array(373.20664521)</pre></div></li><li class='xr-section-item'><input id='section-fb237fdd-aaf5-459a-812a-6ed939a3e8d5' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-fb237fdd-aaf5-459a-812a-6ed939a3e8d5' class='xr-section-summary' title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-7d9ccaf7-063b-4d91-9878-8e6b390d05e3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7d9ccaf7-063b-4d91-9878-8e6b390d05e3' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>" - ], - "text/plain": [ - "<xarray.DataArray 'AEP' ()>\n", - "array(373.20664521)" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "sim_res.aep().sum()" ] @@ -2069,20 +189,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.20741308303216552" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "aep_with_wake_loss = sim_res.aep().sum().data\n", "aep_witout_wake_loss = sim_res.aep(with_wake_loss=False).sum().data\n", @@ -2093,49 +202,29 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Flow map\n", - "\n", - "Finally, `SimulationResult` has a `flow_map` method which returns a `FlowMap` object" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "flow_map = sim_res.flow_map(grid=None, # defaults to HorizontalGrid(resolution=500, extend=0.2), see below\n", - " wd=270, \n", - " ws=None)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### plot_wake_map" + "## Time series" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.QuadMesh at 0x1d8185e95e0>" + "Text(0.5, 0, 'Time [day]')" ] }, - "execution_count": 11, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 432x288 with 2 Axes>" + "<Figure size 1152x720 with 3 Axes>" ] }, "metadata": { @@ -2145,32 +234,48 @@ } ], "source": [ - "flow_map.plot_wake_map()" + "from py_wake.tests.test_files import tfp\n", + "d = np.load(tfp + \"time.npz\")\n", + "n_days=30\n", + "wd, ws, ws_std = [d[k][:6*24*n_days] for k in ['wd', 'ws', 'ws_std']]\n", + "ti = np.minimum(ws_std/ws,.5)\n", + "t = np.arange(len(wd))/6/24\n", + "axes = plt.subplots(3,1, sharex=True, figsize=(16,10))[1]\n", + "for ax, (v,l) in zip(axes, [(wd, 'Wind direction [deg]'),(ws,'Wind speed [m/s]'),(ti,'Turbulence intensity')]):\n", + " ax.plot(t, v)\n", + " ax.set_ylabel(l)\n", + "ax.set_xlabel('Time [day]')\n", + "\n" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 51, "metadata": {}, + "outputs": [], + "source": [ + "# run wind farm simulation\n", + "sim_res_time = wf_model(x, y, # wind turbine positions\n", + " h=None, # wind turbine heights (defaults to the heights defined in windTurbines)\n", + " type=0, # Wind turbine types\n", + " wd=wd, # Wind direction (defaults to site.default_wd (0,1,...,360 if not overriden))\n", + " ws=ws, # Wind speed (defaults to site.default_ws (3,4,...,25m/s if not overriden))\n", + " time=t\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { + "image/png": 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\n", 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" + "<Figure size 1152x216 with 1 Axes>" ] }, "metadata": { @@ -2179,6 +284,51 @@ "output_type": "display_data" } ], + "source": [ + "sim_res_time.Power.sel(wt=0).plot(figsize=(16,3))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Flow map\n", + "\n", + "Finally, `SimulationResult` has a `flow_map` method which returns a `FlowMap` object" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "flow_map = sim_res.flow_map(grid=None, # defaults to HorizontalGrid(resolution=500, extend=0.2), see below\n", + " wd=270, \n", + " ws=None)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### plot_wake_map" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "flow_map.plot_wake_map()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "flow_map.plot_wake_map(levels=10, # contourf levels (int or list of levels)\n", " cmap='jet', # color map\n", @@ -2205,46 +355,9 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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zFhibInw2MDBzqXPOOddQOW/kd845V5jyopuyc84VOjNjczNr5fcSjHPOuazwDMY551xWeBWZc841AgNKa1lMrNB4BuOca9JqXgHSJ1XPNc9gnHOuERhQas2rkd8zGOeaudrWgHeuvryR3znnXFZ4Cca5RtDYpYTa1hRpHvKrDcas+TXyewnGNRuLFi7klJN+yHnnnsMjD0/J6LWXLVvG8cccydk/+THXXP2XjF7buabKSzCuWSgvN56a/iRjzvk5w/bdjxOOPYqjjzmuyjlx3/pTDcZetOg9Dj7kUM78ydmc/ZPT+WZTWfWTatDc3mqTFbXIr5JGvpP0XeChSNA2wOVmdn3knN8Ap4Qfi4AdgB5m9oWkLsDtBPM3GvBjM5uZdI9fxUjKejO7Ld0JXoJxzcZJp/yIKZMn8buLfsMXX3ye0WvvMmhXHp4ymR8cejD77X9gRq/tCoMRTBUTZ0t7HbP3zWywmQ0Gdge+Bh5NOueayDkXAy+Z2Rfh4RuAp8xse2AQwXL1yX4DdAA6ptl+XdszewnGFbRZS4L/U61atADacMb//QkrL2fu/FN555NgAdUW4WtWS1V/k24Zvl23SPGWvWT1VxXXfviuW/jBjy9g8NB9uPKCH7PDAUdXOTf6lt4qvGELJa5dPd2JtLRMcd9EWlqkSG/ytVLFT/Wcydeu+Jzm3HT3qDxWa3RKI4W9OPerONdLPhDMPP+Rmf0nzTknAQ8CSOoE7A+cAWBmm4BNKeLca2Z/THdjSe1rS5yXYFxBe/HBmyr2Vy5fxl8uvYA//GYMp/z0vIxcf94jQQ3B7vsexLT7b+eG3/8fW/beupZYztWqu6TZkW10DeeNIsw8UpHUDhhJsHIwBNVpq4C7JL0l6fZUGYWZXVhbAuOc4yUY12z06tuPi666vk5vyXH1324HfnfdHd6e4NIqi9/eVmJmQ9KdIKk1cCRBFVhNfgD8O1I9VgTsBvzCzN6QdANwEXBZDfc4H7gLWEfQbrMrcJGZPRPnITyDcQVvxHl3033bb1d87t2nCwA9urYLfnYuBqBXpzYV53QqbglAl7bBz05tKv+rFLcMwk45YywXHd2DUVc+VXFsq349AejePbh2z/AeW3SovHbX9q2rXDvxE6BzeJ/ioiCsTVjH1CpS95W4fyIzix4rahlWrdWhiq1KtVpYXZUcL1W1WuI65WWVX5rJmXdZeerrVbl25P5xVnxM3MMHiHIoMNfMPk1zTnIJZzmw3MzeCD9PIchgavJjM7tB0gigB3AmQYYTK4PxKjLnnGsEZlBqFmuLqaJtJRVJnYEDgKmVabD/AZ+EPdEgaMNZmOYeiTeDw4C7zOxt6jDAyEswruA9feMZVd7yk9+y69vIP2nipcx75DYmXTayIixRqihS1Xc3b+SPxxv54wnbVr4PnB0JGwNgZuPDoGOAZ8xsfVL0XwD3h1VsSwhKJTWZI+kZYABwsaSOQOwJ1TyDcQXtoJN+kdXrDz727NpPci7DzOxroFtS2Pikz3cDd6eIOw+orX2nyMxKgbOAwcASM/taUjfSZ0hV5DSDkXQncATwmZkNDMO6Egwi6g98DPzQzFaHxy4meOAy4DwzezoM353gF9kWeBI438znynAwdJuuQLz6+roOtOzXrV3N59Thn19zH2gZVcidJAyjtOksmfy6pOXAUwRjZr4EMLPPgdiDyHLdBnM3QRe6qIuA581sO+D58DOSdiRosNopjHOLpETr6K3AaGC7cEu+pnPOuZjCHmznhx+vl/SmpOskHSKpTbq4UTktwZjZy5L6JwUfBRwY7t8DzAB+G4ZPMrONwFJJi4Ghkj4GOiWmOpA0ETgamJ7l5LsmJE59fYu4bZctq35MXTqK/yYe539rriavbDov3C7TwsGb44HxkloB+xG8vF8laZWZHV7bNfKxDWZLM1sJYGYrJfUMw/sAr0fOWx6GbQ73k8OrCQcrjQbo169fhpPtnHM1a8pLJpvZZuCFcENSyu/YZPmYwdQk1SuhpQmvHmg2AZgAMGTIkKb5l25mli5Zwrg/j2XN2jU8+NAUJj34AC/PeJGNGzdy/U230L59rbNVVJOp0kC23u5f+/cr/HPSA5SWlvL+e4t45sVXs3OjNOrShuQKl6QjgCsJ2sRbEnzfmpl1ihM/120wqXwqqRdA+POzMHw5EJ2Doy+wIgzvmyLcFYAB22zD+H/cUfF52tRHueW2f3DcCT9k6mOP5DBl2bPPsP247qZbGXHo4Zx0yo9ynRyXIWawudxibXnkeuB0oKuZdTKzjnEzF8jPEsw0ggf6S/hzaiT8AUnXAr0JGvNnmVmZpHWS9gLeAE4Dbqp+WdeUfLpmY5XPGzaVsfLLDWzcXM7KLzfQdouteP/Nt/h07cYarhBfQ8d6pD4//rlfb0w9tf/9D9zPn669hZJ1DX/GVGK1S2Xod1PX8TB1uX+auzYgrgt9Arxb3165ue6m/CBBg373sEvcFQQZy2RJZwHLgBMAzGyBpMkEo05LgXPNLPE/8xwquylPxxv4C96K5Z/Qq3esauAmacXyT+jYsRMdO8Z+WXQuGy4EnpT0ElDxpmNm18aJnOteZCfVcGh4DeePBcamCJ9NsHiOKwDjxv6BM34eTI+0+ovPuWbsFSx8921uuf4avn/YD7j0N+ex8Ztv+MO462u5UuY99a+pvPDMU5SUfMbpZ43hgO99P2PXvu/Wqzn1nGCC2skP3M3xJ52WsWu73DNgc1mT65Y3FvgKKAZa1zVyPlaROcc+lz4JQN9+XeG7p7Lz3qNZRLAyUo8Ru9MauHN+CVBCj/bBP+PopJGJySkTE0MmJo+MhiUG9bUJP0enWUmeqiVRnbTngYey90GHsebL1fztqkvYbZ8Dq6Q7cX7ydCypqqMS1T8Dz/wHABcNheFjnwegd5+RzFkAPVcuAKBn57YV8bq3bxU8Y3H1yTJreu7oAMbEseQpa6K/g5qeP3p+yilu6jBJZvL1UolTtVbf6jcXS1czO6S+kf1P41w9TLjxak4+o6YlOpwrGM9JqncG4yUYl5dGHbYjkLkp7ROlFKjbW3rCxs1Bc5+Z8ferf8/eBxzMtjvswqbNVas8amo4T/eWfvSJ+wc7S6dy5EHbVnnexM92rSqfrV2rqqWTNpFX+MTvIPHcyaWVaFpSTfKZXAJJN7FmpkS7RFef7t9SpqvqOZX7+VyaMcu7HmJxnAtcKGkjwZjDJt9N2bm88/g91wEw6e7beOPVGTz35FT+ed8dtcRyrmkLuyW3MLO2hdJN2TVzv73kiorG0HSDGdMNBqzPiOnaJsQ8bOwzwDZsddxf+RD4aosOzPnXQrp3Kq44p2e4n1wC6RxdsCyp5HHmHmFvuD1+VjHNf9vwnFTtHfWZyj9Oe0mVYzHakFJp2t2aXYKkrcK1Yxp0jpdgnHOuEQS9yCzWlgeezMQ5XoJxealV4hW2AWPl3lu0iJtvuoGSz0s46KDhjB5zDlD/pXbPPXEwUL1UEu2hltwelNwWFD0Wp3QSZ3GxbC4qls0Bpg0tbTTXBcfC1SgfigRtA1xuZtdHzhFwA8FKlF8DZ5jZ3MjxlsBs4L9mdkSK2wyStDZdMoB0xwHPYFwB236HHbjplvGUl5fzs7N/muvkuGbODDaVNrx0YmbvEywClsgo/gs8mnTaoVQuX7InwZIme0aOn0/Q6z9le4qZZWQaBM9gXMFY8/Xmiv1E+8zTTz7O36//K2f+9BxWr98EVO11VJOypFJOYuBnY6lryaH26zUsfj6XNgp5kbIYhgMfhVPrRx0FTAyneHldUhdJvcIZ6vsChxMMovxVNhPnbTCuoI047Ac8/sxLPPrPB3OdFOfqoruk2ZGtpkFXo4BU/7j7EMwjlhBdxuR6gilgsj6tgJdgXMEZf92fGH3Bxbz2yks8+fhjbNq0ke993xc5dbmVmE05ppJwVckaSWoNHAlcnOpwqiSE0+9/ZmZzJB0YNzH15RmMKxg7XxBUQ5/7LfjBTf8GithqtzMA+LBzMb+b/j4AXdsHUyolTzGTGMAI0KFV1Qb8dFOtFLWMDFTMcCN9uqqlVNdsaNVafarCMln91cyru+rqUGCumX2a4lhNy5scDxwp6TCC+cU6SbrPzE6NRpbUNd2NzeyLOAn0KjLnnGuaTiJ19RgEy5ucpsBewBozW2lmF5tZXzPrT1C99kJy5hKaQ9DLbA6wCvgA+DDcnxM3gV6CcQVj0G7hMtifL2KHAcELWPLAx+h+TVPOQOVAx+SBjxBvqpXkkku6gY4NnxCyYZNF1rXUUp8SS2OVTPJ5oGViHEwmSGoHfB84OxI2BsDMxhOMUTkMWEzQTfnMOqXVbEB4zfHANDN7Mvx8KHBw3Ot4BuOcc02MmX0NdEsKGx/ZN4J5xNJdYwYwo5Zb7WFmYyJxpku6Mm46PYNxBWPKWUPDvaEVYammk6lpGpn6DsDMFe/6W1266YNyzcwozY9R+nVRIulS4D6CQtipwOdxI3sbjHPOuZqcBPQgGMj5aLhf00KR1XgJxuXc0iVLGPfnsaxZu4YHH5rCDdddy6QH7uP2uyay08CaFypNLnG0apnqrbt6WJukz2Up3nrXr1/Pr847l9atW7Pv/gdw4kmnxHmUGifn/HjpEv467k+sXbuGiQ/8s/br1PAmXl5ezp/+eDnr1q1j8K67c9Kp9V/1Mt2EoPWZLNQVnrC32PmSOpjZV3WN7yUYl3MDttmG8f+onPr+/F/+isN/cGQOUwTTHnuEo489jptuncD0fz3e4Ov1H7ANfx9/e4Ov8+QT01i5YgVFRUX07tOn9ggubxiwscxibflC0j6SFgILw8+DJN0SN76XYFzOrNtQWuXz5tLyiuleNmwuY92GzRWfG6NuPTqFzJKPP+Ggg3fki682U1ouvvhqc80RU0hOb6K0tbG0nJJ1G+uetvB6b7+7gO0HDWHUaWdx3lmnsOOQfet8rbpIN2lmKnHaherS0yubk226WK4DRhB0e8bM3pa0f9zIBfPnkDRS0vuSFktq3ImjXMHp1bsPK1csB/Kr8X/LXn3o1LkLAC1aZmQ+QufSMrNPkoLK4sYtiBJMOKPozQT9wpcDb0qaZmYLc5syV5NxY//Ai52/D0DX1puYP+XvrFo4m2PO/S3tt+jJgqceY/prczjyrF/Q+9vbVxll37F18M82MW4lecxKNKwuU+KffNtMji96jSml+9CjS3/eu/tvdLj9QXp+ZzB/e2VpRfxqi4kVV/43alsU3Og3/3iT0VvN5/GWwcte5zab+XDaeEree5Njz72QHX9wFlt0CGYU6BKJ36k4uGb7Ni3CeMGxpf+6k4c27k355h58+fIErp74GN2/9W0ufHwhW3SobFXqWNwqZRrTLblcFClRJM9cEGccUFS6ZahjxU86vy7LDgBsjv3V1/jMMjcOphF9ImkfgmlmWgPnEczCHEutGYyknwP3m9nq+qcx64YCi81sCYCkSQSziXoG0wS06dCFPc64lB6RlSH3Pvw4AHp0yM07UMs2bdnp1EvZaou2Gble6w6d2enk3wLQpX1yN4P4WrQqZrsfBgX0bp2LaznbuQYbQ7CuTB+Cl/dnqGV8TVSc/71bEZQI5gJ3Ak+Hg3jySaqZQ/dMPimckXQ0QL9+/RonZc4510SZWQkQrwtlCrW2wZjZpQSL1twBnAF8KOlPkr5d35tmQcqZQ6sFmE0wsyFmNqRHjx6NkCznnAsYUFpeHmvLF5K+I+l5Se+Gn3cJB17GEquRPyyx/C/cSoEtgCmSrq5HmrOhpplDnXPO1d8/CJYD2AxgZvMJJsmMRbXVdkk6DzgdKAFuBx4zs82SWgAfmlnOSzKSighm+xxOsHzom8DJZragpjhDhgyx2bNnZ+T+Sb1tXUzJ3ZTT9dZq7G7KlWH1u29N3ZTrK9Vg0MbQlLsp9+rcuk5x05E0p7b1WWrT49s72TF/mRzr3H/8cGCD75cJkt40sz0kvWVmu4Zh88xscJz4cdpgugPHJi/JaWbl4eI1OWdmpWFnhKeBlsCd6TIX55xzsZSEzSEGIOl4YGXcyLVmMGZ2eZpjsburZVs4nfSTuU6Hi69jccN6iMUpFaxfv55Dhh/ApZf9nkMPT/0+lMnSQaaqzxujxObTwTUw+QEAABuiSURBVLgYzgUmANtL+i+wlDo0+hfEOBjnanLtX8dx7PEn5DoZzoXjYPKnAT+OcOjHwZLaAy3MbF1d4nsG45qs5Pr+jZur/ued8cJzfPs7O7BxwwY2l5ezsTQ47tP1166pTtfvMktSN+AKYF+CwZavAn80s1hT9hfMVDHOJXvlpRnMnvUGUyY/yMS77qA8j7p/OtcQkrpImiLpPUmLJO2ddPwoSfMlzZM0W9K+YfjWkl4M4yyQdH4tt5pEsEzyccDx4f5DcdPpJRhXMI6/YxYA+37+NIu3PRoGnUjPTsW0afUIXbt345bXg34qvmRy0r1SXHtTmtKcL5lcPwaUZq6K7AbgKTM7PpzCpV3S8ecJljo2SbsAk4HtCYaZ/NrM5krqCMyR9GyaabW6mll0BcurJB0dN5GewbiCt9PwYysyFeeaOkmdgP0JBr5jZpuATdFzktZuaU/YC8zMVhL2AjOzdZIWEcyEUlMG86KkUQQZFASlmH/FTatnMK5gvD13GQD7fgsWLf0CgNU9OgDQIzJvV9f2wfiIHu2Dt8nKCSErM6HE+JdE6abUKt88i8NZjFtZoggTSUTyC2qiBFGeZrKJVKWM8DqJ0kKqXmWJt/XoWJ3k0kzihTldSSZ67TglgOS2qjglmrg91hpa0imgJZO7S4oO1JtgZhPC/W0IqqrukjQImAOcb2broxeQdAzwZ6AncHjyDST1B3YF3kiTjrOBXwH3EsyY0gJYL+lXwSNZp3QP4W0wztXB27P+zc9PPpy/Xf5r5r7xaq6T4wpXSWJaq3CbEDlWBOwG3BoOflwPVFuixMweNbPtgaOBaDUXkjoADwMXmNnamhJhZh3NrIWZtTKzonC/Y7ilzVzAMxjn6kQSbdu1Z9OmDfTcqneuk+Oap+XAcjNLlDymEGQ4KZnZy8C3JXUHkNSKIHO538weSXcjScPCLspIOlXStZJizxTsVWSuYLxz/THh3jGMTlNVEqedtaYpYrY79BBOOHwkqz77lKsuu5AbbrunHimtXV2nSMmUmqqY0lWdxeneHbdjQH0GfzalLtWZmMjSzP4n6RNJ3zWz9wmmyKrShiJpW+CjsJF/N6A18LkkEUxcvMjMro1xu1uBQWFV3IVh3HuBA+Kk1TMY5+qgRdgdrHOXLdi0aVMtZzuXNb8A7g97kC0BzpQ0BsDMxhN0Kz5N0mbgG+DEMLPZF/gR8I6keeG1fhfOhJJKaRjvKOAGM7tD0ulxE+kZjMtrS5csYdyfx7Jm7RoefGgKo886E4Dy8nJuu/1OWkaWDe7crlWsa9ZnQOU1f/4jLYadwsJXnmbZvH/zzVdrGfHD03hp6WcVHQGgsqtzqzAjSnQIiL5lJ47VtNrm8mVLuevmv/HVurVcO+E+zvnRsfTuuzXt2nfgN5f9qeLcim7SKd7g67ISZJwu0GXVV7+o4fzU4eUpGrcb2qU48RzNccobM5sHJE+GOT5yfBwwLkW8V0m9vElN1km6GDgV2D9cPTjefzS8DcbluQHbbMP4f9xR8XnCHXcx4Y676NylCytWNP6KDDvuN4JRF47lzD/exA677117hHro228Av7/m5orPxW3bYuXldOveMyv3c42j3GBzaXmsLY+cCGwEzjKz/xF0ab4mbmQvwbi8lJizKVFlXV5uFVPBfPD+e3zzzQa6b9mbbzalXoS9Pm+1tZVsbn4oqFHYqs8WAPTaMugC3T2y1HPPcD/R9Tl5UCdUH9gZHcQZHdhZWm58vbGMK2+4m6KiFlx31e94++15bL/jzkDqkkvyAM/K8MiH8FeWdoBmGL+0rOp1a1OWsjt20rVjlIriDBDNRqnIVRVmKtdGPi8DJsaN7xmMa1IWLniXW/9+A3+74ebaTy4QiXafrt168M3X62s527n84RmMyzvjxv6BtbsFi+a13ryW5+68lqVvzeaU8y/klUcmMmifgzjxxz/hhNEX0G3L3tXaPaB620ebSFtN8hQvydO7QOo34ScvOaTK+anU9Kaf7s36quc/BGD7pVP5fNCJfLN2NXMfupGl89/ij+Ou4rNlH9G2XTvKS0vZ8ajTeLdkTfCMKaa4SfwOEs9dMSg08ruJM9VN8vOkSn+66W8qPqeIV25pfn8Vg0fTX7fmC+Rxe0zdBloWBM9gXF5r12kLjrzgyoqqphGnn1ttDrHG8IPTf9lo92rbaQsOP++PQHSWAW8udU2PZzAuL016MujW37dfVwB6dK2cyy8x7UvllC/BP+PofGOdEplQ+AYfzYxqKt0k9+aCyjfnVkU1lwCiaprAMlXJJnGdxx56GYCLhsK0FxcD0LtPMEi6Z/jcPTu3rYjXvX3QiadTcdV2nlTPXVpkVZ41eiwx1U202SSx+Fq1kkfkWTPdzlHfiTwrz8lkarLHgLImMqO3pHeg5kYyM9slznU8g3HOOZcssfzrueHPe8OfpwBfx72IZzAuL7121WFVPmdzEsM4b+R1HVlfl7fqd+/6KQD33Xo1z18yvE73aYg4PcMy9bupbynDe4Xlhpn9B4KpYsxsWOTQRZL+DfwxznWaSOHSNSe/veSKXCchJ04958JcJ8FlkRmUllmsLY+0TyxWBiBpH4Lp/2PJSQYj6YRwNbVySUOSjl0sabGk9yWNiITvLumd8NiN4Zw6SGoj6aEw/I1wCmrnnHMNdxZws6SPJX0M3AL8OG7kXFWRvQscC9wWDZS0IzAK2AnoDTwn6TtmVkYw6dpo4HXgSWAkMJ3gF7DazLYNF8YZRzD61DVhW3ZuU+s59ZnyBSobshsqU+217VrnX011Pq+r4hqPmc0hmOyyEyAzW1OX+Dn5l21miyCY+jzJUcAkM9sILJW0GBga5pydzGxmGG8iwRoH08M4vw/jTwH+Lklm/j/EOZc/zCzfpoGplaQ2BBNn9geKEt/ZZharDSbfXp36EJRQEpaHYZvD/eTwRJxPAMysVNIaoBtQknxxSaMJSkH06xd7SQOXp+qzNjxAizrN9ZdG2Du4viWpushUqSuuxO+oifSqddkzFVhDsGrmxrpGzloGI+k5YKsUhy4xs6k1RUsRZmnC08WpHhisCjcBYMiQIV7CaWaSZ2b+21+vZvEHH1BSsorbbr+Lrl27NujaV48by9o1a7l/0j8BuOeuO3jg/nt5+rkZGXoC19SVxVmMKL/0NbOR9Y2ctQzGzA6uR7TlwNaRz32BFWF43xTh0TjLJRUBnYEv6nFvV8DKy41v9R/ALbfdzimjTqC83Pjlr34DwE03XMeyZcvo2LlLzGtVD+v7rQHceMvtnHbyCWwuM5YuXcJnq0rYolt3NtZSLdIcp5uvSVNaPKyZeE3Szmb2Tn0i51s35WnAqLBn2ABgO2CWma0kWJdgr7D32GkERbdEnMQCOMcDL3j7i4tj06ZN/GzMT3hq+pP06/etjF23vLycm2+8jjE/Pz9j13QuKuzV9Y6keZJm13DOgeHxBZJeioSPDHvpLpZ0US232heYE54/P7zn/LjpzEkbjKRjgJuAHsC/JM0zsxFmtkDSZILlP0uBc8MeZADnAHcDbQka96eH4XcA94YdAr4g6IXmHACzlgSF2ehkj2u+3sw7n6wF4JxLruX56Y9y28RJHHX8KdXip5oIM2HJ6q+qXfuLrzfx2CtzWPyf//Kz837J3LlvMf7efzLsoEMqzkm34FjFfZOmqomqywSU2VyMLN09Ko/VGr2K8hjT/SfUtw0uV8wyXkV2kJlVa2sGkNSFoEvxSDNbJqlnGN4SuBn4PkHtz5uSppnZwlTXAQ5tSAJz1YvsUeDRGo6NBcamCJ8NDEwRvgE4IdNpdIXhxQdv4qCTfgHAmtVfcNu1V/LBwvncc+u1rFu3hg3ffM1Xa9dw/u+uqtf15z1yG3scfw5rv/yCiTf8mY8WvcMrTz/OZdcFi6St+nQFex7w/Yw9j3MxnQw8Eq7fgpl9FoYPBRab2RIASZMIeuJWyWAkdTKztcC6hiQi33qROZdxI867m+7bfjv40O1o+pxzBnOAHtsFE0lu1bmYh5ZsoFfJ/yriJE8k2Sm6YFg4WeQpZ4zloqN7MOrKp4IDLYaz1aiTeBV4b9oCAHqecDk3vrqULTpUjutJTNKZvCgZUG2m6DhLEUSPFbWsOtlmnBJQnMXIUpV6EteJLvyVXOJJvLDHLeXEGX+TuEdj9N7Loe5JVV8Twk5KCQY8I8mA25KOAXwHaCVpBtARuMHMJhLpdRtaDuyZ4v4PEMxHNofqHa0M2CbOQ3gG45xzjcAwyuJPA1NiZkPSHB9mZivCqq9nJb1nZi9HjhcBuwPDCZoVZkp6nZi9bs3siPDngLgJTiXfGvmdc87VwsxWhD8/I2huGJp0ynLgKTNbH7bTvAwMouaeuilJmijpp5K2r086vQTjCt7TN56RckXHis8pVnZMSNfIP2nipcx75DYmXVY5TCBRbVWkqu9u0e633shfs7rMntzUGvkzRVJ7oIWZrQv3D6H67MZTCWY1KQJaE1SDXQe8B2wX9tL9L0GnqJPT3O5ugp5kN0naBpgHvGxmN8RJq2cwrqAlGvizZfCxZ2f1+q6AZK4X2ZbAo+G0LUXAA2b2lKQxAGY23swWSXoKmA+UA7eb2bsAkn4OPE0wF8WdZragxiSbvRB2cd4DOAgYQzBXpGcwzg3dJhidH6dBOO50LImBlv26tav5nDoMxWruAy19cGXdhD3ABqUIH5/0+RrgmhTnPUkwYXCtJD1PMD3/TOAVYI9Ij7RaeQbjnHONwAxKm9hklwQloN0JhoisAb6UNNPMvokT2TMY1yzEWr0x7iSYLWs/JVm6ElTtCxPUXWNPjukKk5n9EkBSB+BM4C6COSZj/bP1DMY551xKYXvNfgSlmP8AdxJUlcXiGYxzjaCxezzVZUmCAh+wmDeCcTBNroqsLXAtMMfMSusa2TMY55xzKYUdBerNMxjnmrmmPp7ES2D5yzMY55xrDEZdpoopCJ7BOOeatKZeAitkPheZc865rPASjHPONYImOtCyQbwE45xzLiu8BOOcc43AzLwE45xzzmWCZzDOOeeyIicZjKRrJL0nab6kRyV1iRy7WNJiSe9LGhEJ313SO+GxGxUuhiCpjaSHwvA3JPVv/CdyzrnalZeVx9oKRa5KMM8CA81sF+AD4GIASTsSrLC2EzASuEVSYu7aW4HRwHbhllhG8CxgtZltS7Bi27jGegjnnHM1y0kGY2bPRCZOe51gXWiAo4BJZrbRzJYCi4GhknoBncxsppkZMBE4OhLnnnB/CjA8UbpxzrlCJamlpLckPZHiWGdJj0t6W9ICSWdGjv0yDHtX0oOSirOVxnxog/kxMD3c7wN8Ejm2PAzrE+4nh1eJE2Zaa4BuqW4kabSk2ZJmr1q1KmMP4JxztTEzysrKYm0xnQ8squHYucBCMxsEHAj8TVJrSX2A84AhZjaQYHWjUQ17spplLYOR9FyYQyZvR0XOuQQoBe5PBKW4lKUJTxeneqDZBDMbYmZDevToEf9hnHMuj0jqCxwO3F7DKQZ0DGtzOgBfEHzXQjA8pa2kIqAdsCJb6czaOBgzOzjdcUmnA0cAw8NqLwhKJltHTutL8PDLqaxGi4ZH4ywPf2GdCX6ZzjmXV+rQgN9d0uzI5wlmNiHy+XrgQqBjDfH/Dkwj+J7sCJxoZuXAfyX9FVgGfAM8Y2bP1OER6iRXvchGAr8FjjSzryOHpgGjwp5hAwga82eZ2UpgnaS9whz5NGBqJM7p4f7xwAuRDMs555qikkRtS7hVZC6SjgA+M7M5aeKPAOYBvYHBwN8ldZK0BUG79YDwWHtJp2brIXI1kv/vBGs6Pxu2x79uZmPMbIGkycBCguLcuWaWqJA8B7ibYIW16VS229wB3CtpMUHJJWv1ic45lweGAUdKOgwoBjpJus/MohnFmcBfwpftxZKWAtsD3wKWmtkqAEmPAPsA92UjoTnJYMIuxTUdGwuMTRE+GxiYInwDcEJGE+iccxlmZpSVxm7AT3edi6kc2nEg8H9JmQsEVWDDgVckbQl8F1hC0Ga9l6R2BFVkw4HZZInPReaccwVA0hgAMxsPXAncLekdgkzlt2ZWApRImgLMJagleguYUMMlG8wzGOeca6LMbAYwI9wfHwlfARxSQ5wrgCsaIXmewTjnXKOwOvUiKwj5MNDSOedcAfIMxjnnXFZ4FZlzzjUCw+oyDUxB8BKMc865rPASjHPONQZv5HfOOecywzMY55xzWeFVZM451wgyNVVMU+IlGOecc1nhGYxzzrms8Coy55xrFD4OxjnnnMsIL8E451wjMB8H45xzzmWGZzDOOdcESWop6S1JT6Q4tr2kmZI2Svq/pGNdJE2R9J6kRZL2zlYavYrMOecagxmUlWbyiucDi4BOKY59AZwHHJ3i2A3AU2Z2vKTWQLtMJirKSzDOOdfESOoLHA7cnuq4mX1mZm8Cm5PidQL2B+4Iz9tkZl9mK505yWAkXSlpvqR5kp6R1Dty7GJJiyW9L2lEJHx3Se+Ex26UpDC8jaSHwvA3JPVv/CdyzrmM6i5pdmQbnXT8euBCoK69BrYBVgF3hdVrt0tqn4kEp5KrEsw1ZraLmQ0GngAuB5C0IzAK2AkYCdwiqWUY51ZgNLBduI0Mw88CVpvZtsB1wLhGewrnnIvLDEo3xtugxMyGRLYJictIOgL4zMzm1CMVRcBuwK1mtiuwHrgoE4+XSk4yGDNbG/nYHrBw/yhgkpltNLOlwGJgqKReQCczm2lmBkyksm7xKOCecH8KMDxRunHOuQI0DDhS0sfAJOB7ku6LGXc5sNzM3gg/TyHIcLIiZ20wksZK+gQ4hbAEA/QBPomctjwM6xPuJ4dXiWNmpcAaoFsN9xydKHKuWrUqU4/inHONxswuNrO+ZtafoMbnBTM7NWbc/wGfSPpuGDQcWJidlGYxg5H0nKR3U2xHAZjZJWa2NXA/8PNEtBSXsjTh6eJUDzSbkChy9ujRo24P5JxzDRL2Iouz1YOkMZLGhPtbSVoO/Aq4VNLysIEf4BfA/ZLmA4OBP2Xg4VLKWjdlMzs45qkPAP8CriAomWwdOdYXWBGG900RTiTOcklFQGeCLnrOOVfQzGwGMCPcHx8J/x9VvzOjceYBQxoheTnrRbZd5OORwHvh/jRgVNgzbABBY/4sM1sJrJO0V9i+chowNRLn9HD/eILiYsoSjHPO5YwZlG2OtxWIXA20/EtYB1gO/AcYA2BmCyRNJqgTLAXONbPE9KPnAHcDbYHp4QZBf+57JS0mKLmMaqyHcM45V7OcZDBmdlyaY2OBsSnCZwMDU4RvAE7IaAKdc841mE8V45xzjSLjU8XkPZ8qxjnnXFZ4BuOccy4rvIrMOecagxls3pjrVDQqL8E455zLCi/BOOdcY8j8ejB5z0swzjnnssIzGOecc1nhVWTOOdcYElPFNCNegnHOOZcVnsE455zLCq8ic865RuG9yJxzzrmM8AzGOeeaEEnFkmZJelvSAkl/SHPuHpLKJB2fFN5S0luSnshmWr2KzDnnGkPmepFtBL5nZl9JagW8Kmm6mb0ePUlSS2Ac8HSKa5wPLAI6pTiWMV6Ccc65JsQCX4UfW4VbqlV8fwE8DHwWDZTUFzgcuD2b6YRmXIKZM2dOiaT/ZOBS3YGSDFwn3/lzFhZ/zrr5VkMvYN+senrDvJu7xzy9WNLsyOcJZjYh8SEsncwBtgVuNrM3opEl9QGOAb4H7JF07euBC4GOdXyEOmu2GYyZ9cjEdSTNNrMhmbhWPvPnLCz+nI3PzEZm8FplwGBJXYBHJQ00s3cjp1wP/NbMyiRVBEo6AvjMzOZIOjBT6alJs81gnHOuqTOzLyXNAEYC0QxmCDApzFy6A4dJKgX2BI6UdBhQDHSSdJ+ZnZqN9HkbjHPONSGSeoQlFyS1BQ4G3oueY2YDzKy/mfUHpgA/M7PHzOxiM+sbho8CXshW5gJegsmECbWfUhD8OQuLP2fT1Qu4J2yHaQFMNrMnJI0BMLPxOU1dhMxSdT5wzjnnGsaryJxzzmWFZzDOOeeywjOYGCT9nyST1D0SdrGkxZLelzQiEr67pHfCYzcq7MYhqY2kh8LwNyT1b/wnSU3SNZLekzRf0qOJBsTwWME8ZzqSRobPuFjSRblOT11J2lrSi5IWhdOHnB+Gd5X0rKQPw59bROLU6W+bT5KnOinU52zyzMy3NBuwNcFUC/8BuodhOwJvA22AAcBHQMvw2Cxgb0DAdODQMPxnwPhwfxTwUK6fLfKMhwBF4f44YFwhPmea528ZPts2QOvwmXfMdbrq+Ay9gN3C/Y7AB+Hf72rgojD8oob8bfNpA34FPAA8EX4uyOds6puXYGp3HcGo12hviKOASWa20cyWAouBoZJ6AZ3MbKYF/4InAkdH4twT7k8BhufLG5OZPWNmiXnEXwf6hvsF9ZxpDAUWm9kSM9sETCJ4jibDzFaa2dxwfx3BPFN9qPr3uIeqf6e6/m3zQg1TnRTccxYCz2DSkHQk8F8zezvpUB/gk8jn5WFYn3A/ObxKnPDLfA3QLQvJbqgfE7zNQWE/Z1RNz9kkhdWSuwJvAFua2UoIMiGgZ3haff62+SIx1Ul5JKwQn7PJa/bjYCQ9B2yV4tAlwO8Iqo+qRUsRZmnC08VpFOme08ymhudcApQC9yeipTg/r5+znppimlOS1IFggsMLzGxtmsJjff62OVePqU6a5HMWimafwZjZwanCJe1MUGf7dviftC8wV9JQgredrSOn9wVWhOF9U4QTibNcUhHQGfgic0+SXk3PmSDpdOAIYHhYZQBN8DnrqabnbFIUTN3+MHC/mT0SBn8qqZeZrQyrhRIz69bnb5sPhpFiqhMK7zkLQ64bgZrKBnxMZSP/TlRtOFxCZcPhm8BeVDYcHhaGn0vVxu/JuX6myLONBBYCPZLCC+o50zx/UfhsA6hs5N8p1+mq4zOIoB3h+qTwa6ja+H11ff+2+bYBB1LZyF+wz9mUt5wnoKls0Qwm/HwJQY+U94n0PiGYZO7d8NjfqZwtoRj4J0Ej4yxgm1w/UyTNiwnqqeeF2/hCfM5afgeHEfS8+oig2jDnaapj+vclqOKZH/k7HkbQ/vU88GH4s2t9/7b5tiVlMAX7nE1586linHPOZYX3InPOOZcVnsE455zLCs9gnHPOZYVnMM4557LCMxjnnHNZ4RmMc865rPAMxjnnXFZ4BuOaPUl7hGvhFEtqH66nMjDX6XKuqfOBls4Bkq4imIWgLbDczP6c4yQ51+R5BuMcIKk1wdxUG4B9zKwsx0lyrsnzKjLnAl2BDgSrQRbnOC3OFQQvwTgHSJpGsJLlAKCXmf08x0lyrslr9uvBOCfpNKDUzB6Q1BJ4TdL3zOyFXKfNuabMSzDOOeeywttgnHPOZYVnMM4557LCMxjnnHNZ4RmMc865rPAMxjnnXFZ4BuOccy4rPINxzjmXFf8PaJ6CUG4fMzcAAAAASUVORK5CYII=\n", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from py_wake import HorizontalGrid\n", "for grid in [None, # defaults to HorizontalGrid(resolution=500, extend=0.2)\n", @@ -2266,22 +379,9 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from py_wake import YZGrid\n", "for grid in [YZGrid(x=-100, y=None, resolution=100, extend=.1), # custom resolution and extend\n", @@ -2307,7 +407,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.8.8" }, "toc": { "base_numbering": 1, diff --git a/docs/notebooks/Site.ipynb b/docs/notebooks/Site.ipynb index f57cf8211..71a28d814 100644 --- a/docs/notebooks/Site.ipynb +++ b/docs/notebooks/Site.ipynb @@ -426,7 +426,8 @@ " grid-template-columns: 125px auto;\n", "}\n", "\n", - ".xr-attrs dt, dd {\n", + ".xr-attrs dt,\n", + ".xr-attrs dd {\n", " padding: 0;\n", " margin: 0;\n", " float: left;\n", @@ -478,14 +479,14 @@ " ws_upper (ws) float64 10.3\n", " P (wd) float64 0.001111 0.001111 0.001111 ... 0.001111 0.001111\n", "Attributes:\n", - " wd_bin_size: 1</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.LocalWind</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-d198ecf5-da10-4cba-b95f-abeb5a0fbe60' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d198ecf5-da10-4cba-b95f-abeb5a0fbe60' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>i</span>: 16</li><li><span class='xr-has-index'>wd</span>: 360</li><li><span class='xr-has-index'>ws</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-e8b2af8d-38eb-4b41-85d9-8d48e56c0fd6' class='xr-section-summary-in' type='checkbox' checked><label for='section-e8b2af8d-38eb-4b41-85d9-8d48e56c0fd6' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>ws</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.8</div><input id='attrs-cb8ccc6b-caf1-4f0e-b84f-54b5f52fc467' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cb8ccc6b-caf1-4f0e-b84f-54b5f52fc467' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e1d2f19e-f895-4695-9fcd-f931738b9679' class='xr-var-data-in' type='checkbox'><label for='data-e1d2f19e-f895-4695-9fcd-f931738b9679' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([9.8])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>wd</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 355 356 357 358 359</div><input id='attrs-21a63a55-1068-461d-8b0e-effa41a3b309' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-21a63a55-1068-461d-8b0e-effa41a3b309' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c8ea14d1-d62b-4e79-ab07-7070810be86d' class='xr-var-data-in' type='checkbox'><label for='data-c8ea14d1-d62b-4e79-ab07-7070810be86d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind direction [deg]</dd></dl></div><div class='xr-var-data'><pre>array([ 0, 1, 2, ..., 357, 358, 359])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>i</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 10 11 12 13 14 15</div><input id='attrs-b9a1e678-19f3-47f0-976f-edef925a38f2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b9a1e678-19f3-47f0-976f-edef925a38f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2faae421-939b-4f8c-85fa-6caf2d14acb0' class='xr-var-data-in' type='checkbox'><label for='data-2faae421-939b-4f8c-85fa-6caf2d14acb0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 650.0 200.9 ... 401.7 1.052e+03</div><input id='attrs-efd9a355-7ff2-4fd5-bae1-6d3ece69b4ce' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-efd9a355-7ff2-4fd5-bae1-6d3ece69b4ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cef9c95a-09d1-464f-abe6-ebba04628744' class='xr-var-data-in' type='checkbox'><label for='data-cef9c95a-09d1-464f-abe6-ebba04628744' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0. , 650. , 200.861 , -525.861 , -525.861 ,\n", + " wd_bin_size: 1</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.LocalWind</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-542f286d-fda1-44ed-b33b-7be13390924b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-542f286d-fda1-44ed-b33b-7be13390924b' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>i</span>: 16</li><li><span class='xr-has-index'>wd</span>: 360</li><li><span class='xr-has-index'>ws</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-2e49b419-d6d0-4c92-bc31-012e4592634f' class='xr-section-summary-in' type='checkbox' checked><label for='section-2e49b419-d6d0-4c92-bc31-012e4592634f' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>ws</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.8</div><input id='attrs-d8d2aa39-79e5-431e-916b-fb0ee5bd03b2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d8d2aa39-79e5-431e-916b-fb0ee5bd03b2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-49147d42-47d7-4c4f-b972-a5c6c9b0afe6' class='xr-var-data-in' type='checkbox'><label for='data-49147d42-47d7-4c4f-b972-a5c6c9b0afe6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([9.8])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>wd</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 355 356 357 358 359</div><input id='attrs-bc96e695-745b-4e80-abbc-5e51f95e9b4e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bc96e695-745b-4e80-abbc-5e51f95e9b4e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e3c2982a-73e1-4313-aa34-5d839b472f55' class='xr-var-data-in' type='checkbox'><label for='data-e3c2982a-73e1-4313-aa34-5d839b472f55' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind direction [deg]</dd></dl></div><div class='xr-var-data'><pre>array([ 0, 1, 2, ..., 357, 358, 359])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>i</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 10 11 12 13 14 15</div><input id='attrs-bdb836b6-f552-4b4b-a261-c2efccb69731' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bdb836b6-f552-4b4b-a261-c2efccb69731' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6fa1cdf5-eb70-4768-b22d-ec83d60d69c9' class='xr-var-data-in' type='checkbox'><label for='data-6fa1cdf5-eb70-4768-b22d-ec83d60d69c9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 650.0 200.9 ... 401.7 1.052e+03</div><input id='attrs-deabbb88-7802-4d11-b9fd-b1243c2e3bbb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-deabbb88-7802-4d11-b9fd-b1243c2e3bbb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-14daba37-b6f4-47b5-bb93-cb2e19bc5062' class='xr-var-data-in' type='checkbox'><label for='data-14daba37-b6f4-47b5-bb93-cb2e19bc5062' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0. , 650. , 200.861 , -525.861 , -525.861 ,\n", " 200.861 , 1300. , 1051.7221, 401.7221, -401.7221,\n", " -1051.7221, -1300. , -1051.7221, -401.7221, 401.7221,\n", - " 1051.7221])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 618.2 ... -1.236e+03 -764.1</div><input id='attrs-50351ec8-91ac-4bb1-b9f1-d55299534031' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-50351ec8-91ac-4bb1-b9f1-d55299534031' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dd9d1e14-6f49-4519-a0db-9a4226044e2c' class='xr-var-data-in' type='checkbox'><label for='data-dd9d1e14-6f49-4519-a0db-9a4226044e2c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0. , 0. , 618.1867, 382.0604, -382.0604,\n", + " 1051.7221])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 618.2 ... -1.236e+03 -764.1</div><input id='attrs-a369e404-e702-4bc5-aff2-2b457dd748ca' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a369e404-e702-4bc5-aff2-2b457dd748ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef76c9a2-0fa9-4a19-b86e-4b98c5bd4609' class='xr-var-data-in' type='checkbox'><label for='data-ef76c9a2-0fa9-4a19-b86e-4b98c5bd4609' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0. , 0. , 618.1867, 382.0604, -382.0604,\n", " -618.1867, 0. , 764.1208, 1236.3735, 1236.3735,\n", " 764.1208, 0. , -764.1208, -1236.3735, -1236.3735,\n", - " -764.1208])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>h</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>70.0 70.0 70.0 ... 70.0 70.0 70.0</div><input id='attrs-2508f8e6-7439-4019-a799-ca0c75662902' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2508f8e6-7439-4019-a799-ca0c75662902' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ececf1bb-7a94-4d32-bbe5-aade77e8150f' class='xr-var-data-in' type='checkbox'><label for='data-ececf1bb-7a94-4d32-bbe5-aade77e8150f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70.,\n", - " 70., 70., 70.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c4b38210-e843-4b60-beb0-b18ee3f58585' class='xr-section-summary-in' type='checkbox' checked><label for='section-c4b38210-e843-4b60-beb0-b18ee3f58585' class='xr-section-summary' >Data variables: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>WS</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.8</div><input id='attrs-72417619-d689-45ff-b7e3-84f16b4c7e88' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-72417619-d689-45ff-b7e3-84f16b4c7e88' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3b77efc5-57e1-4567-9c1b-453d1bc51af8' class='xr-var-data-in' type='checkbox'><label for='data-3b77efc5-57e1-4567-9c1b-453d1bc51af8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind speed [m/s]</dd></dl></div><div class='xr-var-data'><pre>array([9.8])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>WD</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 355 356 357 358 359</div><input id='attrs-bcac0d56-0fe1-43f4-93e3-0a3602d1368b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bcac0d56-0fe1-43f4-93e3-0a3602d1368b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-392dd39a-cd7e-4e52-9056-fd3a8b3099a6' class='xr-var-data-in' type='checkbox'><label for='data-392dd39a-cd7e-4e52-9056-fd3a8b3099a6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind direction [deg]</dd></dl></div><div class='xr-var-data'><pre>array([ 0, 1, 2, ..., 357, 358, 359])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TI</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.075</div><input id='attrs-30bea49c-ae47-4adf-9566-20dcfce17f15' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-30bea49c-ae47-4adf-9566-20dcfce17f15' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33251ca7-3989-498a-9d4f-ee3196300c83' class='xr-var-data-in' type='checkbox'><label for='data-33251ca7-3989-498a-9d4f-ee3196300c83' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream turbulence intensity</dd></dl></div><div class='xr-var-data'><pre>array(0.075)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ws_lower</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.3</div><input id='attrs-dc16440a-7f20-4710-9e54-27a77b41f5f3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dc16440a-7f20-4710-9e54-27a77b41f5f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ae54d95-e8ff-441f-8bf3-61ffa01fb973' class='xr-var-data-in' type='checkbox'><label for='data-5ae54d95-e8ff-441f-8bf3-61ffa01fb973' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Lower bound of wind speed bins [m/s]</dd></dl></div><div class='xr-var-data'><pre>array([9.3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ws_upper</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.3</div><input id='attrs-81fb7169-d485-45c4-93b9-75418fb81619' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-81fb7169-d485-45c4-93b9-75418fb81619' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-643a3305-0946-4706-bf9a-3a3b2527e1e2' class='xr-var-data-in' type='checkbox'><label for='data-643a3305-0946-4706-bf9a-3a3b2527e1e2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Upper bound of wind speed bins [m/s]</dd></dl></div><div class='xr-var-data'><pre>array([10.3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>P</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.001111 0.001111 ... 0.001111</div><input id='attrs-8cd3bc38-0114-4f83-98fa-e118aae8a7ab' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8cd3bc38-0114-4f83-98fa-e118aae8a7ab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bdf138e1-3ade-4377-a457-56d5e2485081' class='xr-var-data-in' type='checkbox'><label for='data-bdf138e1-3ade-4377-a457-56d5e2485081' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0.00111111, 0.00111111, 0.00111111, 0.00111111, 0.00111111,\n", + " -764.1208])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>h</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>70.0 70.0 70.0 ... 70.0 70.0 70.0</div><input id='attrs-0a509fe6-3ae8-48ce-b9cc-f1657558b236' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0a509fe6-3ae8-48ce-b9cc-f1657558b236' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ceeaec63-13c8-493a-a8ee-1e3d62e64d06' class='xr-var-data-in' type='checkbox'><label for='data-ceeaec63-13c8-493a-a8ee-1e3d62e64d06' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70.,\n", + " 70., 70., 70.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5f712291-24ad-4c00-b674-951b6dab74c6' class='xr-section-summary-in' type='checkbox' checked><label for='section-5f712291-24ad-4c00-b674-951b6dab74c6' class='xr-section-summary' >Data variables: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>WS</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.8</div><input id='attrs-461341a7-1f0a-45cd-8650-14aad73ff490' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-461341a7-1f0a-45cd-8650-14aad73ff490' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9613a093-9bee-4835-a20d-6c8507f3de21' class='xr-var-data-in' type='checkbox'><label for='data-9613a093-9bee-4835-a20d-6c8507f3de21' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind speed [m/s]</dd></dl></div><div class='xr-var-data'><pre>array([9.8])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>WD</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 355 356 357 358 359</div><input id='attrs-9d5839c1-cd93-4290-b321-b68d1f5d3cd4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9d5839c1-cd93-4290-b321-b68d1f5d3cd4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fb4833fd-844e-429b-acb4-95c55a6d70ed' class='xr-var-data-in' type='checkbox'><label for='data-fb4833fd-844e-429b-acb4-95c55a6d70ed' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind direction [deg]</dd></dl></div><div class='xr-var-data'><pre>array([ 0, 1, 2, ..., 357, 358, 359])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TI</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.075</div><input id='attrs-03549571-cbc9-4fb3-9320-cf06bef22f59' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-03549571-cbc9-4fb3-9320-cf06bef22f59' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-28a06049-43b2-44bd-8472-5584ebc0d0e8' class='xr-var-data-in' type='checkbox'><label for='data-28a06049-43b2-44bd-8472-5584ebc0d0e8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream turbulence intensity</dd></dl></div><div class='xr-var-data'><pre>array(0.075)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ws_lower</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.3</div><input id='attrs-d1e0b5c8-1b54-42a6-a213-b6f94b760798' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d1e0b5c8-1b54-42a6-a213-b6f94b760798' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d2c0d914-fd65-4067-b34f-96509568874b' class='xr-var-data-in' type='checkbox'><label for='data-d2c0d914-fd65-4067-b34f-96509568874b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Lower bound of wind speed bins [m/s]</dd></dl></div><div class='xr-var-data'><pre>array([9.3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ws_upper</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.3</div><input id='attrs-3c872f53-b8dd-4f3b-9296-f6d6fbdd95ce' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3c872f53-b8dd-4f3b-9296-f6d6fbdd95ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1fea8a8a-f403-433c-8e52-c57aa5bbddfc' class='xr-var-data-in' type='checkbox'><label for='data-1fea8a8a-f403-433c-8e52-c57aa5bbddfc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Upper bound of wind speed bins [m/s]</dd></dl></div><div class='xr-var-data'><pre>array([10.3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>P</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.001111 0.001111 ... 0.001111</div><input id='attrs-e144c126-4c02-4621-a81f-2673369340a3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e144c126-4c02-4621-a81f-2673369340a3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d31d36e4-df97-4ced-a820-e381a32612d7' class='xr-var-data-in' type='checkbox'><label for='data-d31d36e4-df97-4ced-a820-e381a32612d7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0.00111111, 0.00111111, 0.00111111, 0.00111111, 0.00111111,\n", " 0.00111111, 0.00111111, 0.00111111, 0.00111111, 0.00111111,\n", " 0.00111111, 0.00111111, 0.00106667, 0.00106667, 0.00106667,\n", " 0.00106667, 0.00106667, 0.00106667, 0.00106667, 0.00106667,\n", @@ -525,7 +526,7 @@ " 0.00097778, 0.00097778, 0.00097778, 0.00097778, 0.00097778,\n", " 0.00097778, 0.00097778, 0.00097778, 0.00097778, 0.00111111,\n", " 0.00111111, 0.00111111, 0.00111111, 0.00111111, 0.00111111,\n", - " 0.00111111, 0.00111111, 0.00111111, 0.00111111, 0.00111111])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0972f275-2139-4585-aefd-58999c2a31a5' class='xr-section-summary-in' type='checkbox' checked><label for='section-0972f275-2139-4585-aefd-58999c2a31a5' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>wd_bin_size :</span></dt><dd>1</dd></dl></div></li></ul></div></div>" + " 0.00111111, 0.00111111, 0.00111111, 0.00111111, 0.00111111])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-73d86ecb-7313-4517-96b2-30ca6a2d00db' class='xr-section-summary-in' type='checkbox' checked><label for='section-73d86ecb-7313-4517-96b2-30ca6a2d00db' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>wd_bin_size :</span></dt><dd>1</dd></dl></div></li></ul></div></div>" ], "text/plain": [ "<xarray.LocalWind>\n", @@ -887,7 +888,8 @@ " grid-template-columns: 125px auto;\n", "}\n", "\n", - ".xr-attrs dt, dd {\n", + ".xr-attrs dt,\n", + ".xr-attrs dd {\n", " padding: 0;\n", " margin: 0;\n", " float: left;\n", @@ -925,7 +927,7 @@ "</style><pre class='xr-text-repr-fallback'><xarray.LocalWind>\n", "Dimensions: (i: 80, wd: 360, ws: 23)\n", "Coordinates:\n", - " * ws (ws) int64 3 4 5 6 7 8 9 10 11 ... 18 19 20 21 22 23 24 25\n", + " * ws (ws) int32 3 4 5 6 7 8 9 10 11 ... 18 19 20 21 22 23 24 25\n", " * wd (wd) int32 0 1 2 3 4 5 6 7 ... 353 354 355 356 357 358 359\n", " * i (i) int32 0 1 2 3 4 5 6 7 8 ... 71 72 73 74 75 76 77 78 79\n", " x (i) float64 4.24e+05 4.24e+05 ... 4.294e+05 4.295e+05\n", @@ -942,12 +944,12 @@ " Sector_frequency (wd) float64 0.001199 0.001199 ... 0.001199 0.001199\n", " P (wd, ws) float64 6.147e-05 8.559e-05 ... 2.193e-08\n", "Attributes:\n", - " wd_bin_size: 1</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.LocalWind</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-0ed576f6-97be-47dd-90b7-eb3288c0c72d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0ed576f6-97be-47dd-90b7-eb3288c0c72d' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>i</span>: 80</li><li><span class='xr-has-index'>wd</span>: 360</li><li><span class='xr-has-index'>ws</span>: 23</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-6b84391e-2d2a-42f4-bcb1-fb6b89283e81' class='xr-section-summary-in' type='checkbox' checked><label for='section-6b84391e-2d2a-42f4-bcb1-fb6b89283e81' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>ws</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>3 4 5 6 7 8 9 ... 20 21 22 23 24 25</div><input id='attrs-29e48020-0817-4a11-8294-ed5d01c4ca97' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-29e48020-0817-4a11-8294-ed5d01c4ca97' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4177bf18-da84-46f6-8d14-525ce6e42723' class='xr-var-data-in' type='checkbox'><label for='data-4177bf18-da84-46f6-8d14-525ce6e42723' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20,\n", - " 21, 22, 23, 24, 25], dtype=int64)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>wd</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 355 356 357 358 359</div><input id='attrs-9a003522-6009-4beb-87c3-b00a12060dff' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9a003522-6009-4beb-87c3-b00a12060dff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b798c9bc-0eaa-4d33-8026-ad8e1970c1e3' class='xr-var-data-in' type='checkbox'><label for='data-b798c9bc-0eaa-4d33-8026-ad8e1970c1e3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind direction [deg]</dd></dl></div><div class='xr-var-data'><pre>array([ 0, 1, 2, ..., 357, 358, 359])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>i</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 74 75 76 77 78 79</div><input id='attrs-da6d3923-26e4-4094-9b2b-e7998f39612a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-da6d3923-26e4-4094-9b2b-e7998f39612a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c9ba5660-a0a6-4bb6-a931-82f6c6fa5ac8' class='xr-var-data-in' type='checkbox'><label for='data-c9ba5660-a0a6-4bb6-a931-82f6c6fa5ac8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,\n", + " wd_bin_size: 1</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.LocalWind</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-42f76336-0b26-4647-ade9-d53e2d04115c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-42f76336-0b26-4647-ade9-d53e2d04115c' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>i</span>: 80</li><li><span class='xr-has-index'>wd</span>: 360</li><li><span class='xr-has-index'>ws</span>: 23</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ec46cb0b-af8c-4daa-a203-a3ac3e47e013' class='xr-section-summary-in' type='checkbox' checked><label for='section-ec46cb0b-af8c-4daa-a203-a3ac3e47e013' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>ws</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>3 4 5 6 7 8 9 ... 20 21 22 23 24 25</div><input id='attrs-118d882b-de30-443f-b540-26f81a8b515f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-118d882b-de30-443f-b540-26f81a8b515f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-32732f66-55dc-477f-8b53-76ffc4900253' class='xr-var-data-in' type='checkbox'><label for='data-32732f66-55dc-477f-8b53-76ffc4900253' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20,\n", + " 21, 22, 23, 24, 25])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>wd</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 355 356 357 358 359</div><input id='attrs-100de037-933c-4b41-b2b6-542f3e68e477' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-100de037-933c-4b41-b2b6-542f3e68e477' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33d20527-b91a-4bd3-8fb6-be154955891c' class='xr-var-data-in' type='checkbox'><label for='data-33d20527-b91a-4bd3-8fb6-be154955891c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind direction [deg]</dd></dl></div><div class='xr-var-data'><pre>array([ 0, 1, 2, ..., 357, 358, 359])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>i</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 74 75 76 77 78 79</div><input id='attrs-1cbf2c5f-48ee-4b62-8f0e-79b8eddde5bd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1cbf2c5f-48ee-4b62-8f0e-79b8eddde5bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c019c452-0d33-464a-b5ef-252e3bbc0dfc' class='xr-var-data-in' type='checkbox'><label for='data-c019c452-0d33-464a-b5ef-252e3bbc0dfc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,\n", " 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35,\n", " 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53,\n", " 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71,\n", - " 72, 73, 74, 75, 76, 77, 78, 79])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.24e+05 4.24e+05 ... 4.295e+05</div><input id='attrs-1151148f-295e-49ab-92f0-22a061e2de8a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1151148f-295e-49ab-92f0-22a061e2de8a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1d820bc8-585d-4d83-9fe8-0cbc9b951b30' class='xr-var-data-in' type='checkbox'><label for='data-1d820bc8-585d-4d83-9fe8-0cbc9b951b30' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([423974., 424042., 424111., 424179., 424247., 424315., 424384.,\n", + " 72, 73, 74, 75, 76, 77, 78, 79])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.24e+05 4.24e+05 ... 4.295e+05</div><input id='attrs-7e4f9b9f-c8ab-4a62-ad3f-1bf55bc67642' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7e4f9b9f-c8ab-4a62-ad3f-1bf55bc67642' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df3624ae-9001-4593-92d7-fd5695bbeb6e' class='xr-var-data-in' type='checkbox'><label for='data-df3624ae-9001-4593-92d7-fd5695bbeb6e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([423974., 424042., 424111., 424179., 424247., 424315., 424384.,\n", " 424452., 424534., 424602., 424671., 424739., 424807., 424875.,\n", " 424944., 425012., 425094., 425162., 425231., 425299., 425367.,\n", " 425435., 425504., 425572., 425654., 425722., 425791., 425859.,\n", @@ -958,7 +960,7 @@ " 427894., 427962., 428031., 428099., 428167., 428235., 428304.,\n", " 428372., 428454., 428522., 428591., 428659., 428727., 428795.,\n", " 428864., 428932., 429014., 429082., 429151., 429219., 429287.,\n", - " 429355., 429424., 429492.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.151e+06 6.151e+06 ... 6.148e+06</div><input id='attrs-f05815db-296e-41aa-a658-42be7ab0103a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f05815db-296e-41aa-a658-42be7ab0103a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2191f289-bc04-4824-aeec-cfc75beadc97' class='xr-var-data-in' type='checkbox'><label for='data-2191f289-bc04-4824-aeec-cfc75beadc97' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([6151447., 6150891., 6150335., 6149779., 6149224., 6148668.,\n", + " 429355., 429424., 429492.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.151e+06 6.151e+06 ... 6.148e+06</div><input id='attrs-708f0632-b1e1-4261-96f6-3ac78bfa05f7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-708f0632-b1e1-4261-96f6-3ac78bfa05f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2b989c07-f078-471e-82f1-732e51a51fa1' class='xr-var-data-in' type='checkbox'><label for='data-2b989c07-f078-471e-82f1-732e51a51fa1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([6151447., 6150891., 6150335., 6149779., 6149224., 6148668.,\n", " 6148112., 6147556., 6151447., 6150891., 6150335., 6149779.,\n", " 6149224., 6148668., 6148112., 6147556., 6151447., 6150891.,\n", " 6150335., 6149779., 6149224., 6148668., 6148112., 6147556.,\n", @@ -971,18 +973,18 @@ " 6149224., 6148668., 6148112., 6147556., 6151447., 6150891.,\n", " 6150335., 6149779., 6149224., 6148668., 6148112., 6147556.,\n", " 6151447., 6150891., 6150335., 6149779., 6149224., 6148668.,\n", - " 6148112., 6147556.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>h</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>70.0 70.0 70.0 ... 70.0 70.0 70.0</div><input id='attrs-7227b191-50f5-4ed0-9870-a68c3215c021' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7227b191-50f5-4ed0-9870-a68c3215c021' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-31c75e94-45f2-427a-9f3e-73bf5d45bf0c' class='xr-var-data-in' type='checkbox'><label for='data-31c75e94-45f2-427a-9f3e-73bf5d45bf0c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70.,\n", + " 6148112., 6147556.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>h</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>70.0 70.0 70.0 ... 70.0 70.0 70.0</div><input id='attrs-13d7c1a4-4228-4372-9a11-04a960610df6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-13d7c1a4-4228-4372-9a11-04a960610df6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b84a8b40-8ae6-47c3-8eda-8844a6c8be2b' class='xr-var-data-in' type='checkbox'><label for='data-b84a8b40-8ae6-47c3-8eda-8844a6c8be2b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70.,\n", " 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70.,\n", " 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70.,\n", " 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70.,\n", " 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70.,\n", " 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70., 70.,\n", - " 70., 70.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e73fda61-5d4c-4e02-8432-4ce1c49697cd' class='xr-section-summary-in' type='checkbox' checked><label for='section-e73fda61-5d4c-4e02-8432-4ce1c49697cd' class='xr-section-summary' >Data variables: <span>(9)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>WS</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>3 4 5 6 7 8 9 ... 20 21 22 23 24 25</div><input id='attrs-79ff2834-3861-4dc6-a73a-406e8597d57e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-79ff2834-3861-4dc6-a73a-406e8597d57e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b6ac381-9f8b-4a5e-a15d-a073694e278f' class='xr-var-data-in' type='checkbox'><label for='data-5b6ac381-9f8b-4a5e-a15d-a073694e278f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind speed [m/s]</dd></dl></div><div class='xr-var-data'><pre>array([ 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20,\n", - " 21, 22, 23, 24, 25])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>WD</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 355 356 357 358 359</div><input id='attrs-2255ba23-1881-4ae1-84ed-b349e696f054' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2255ba23-1881-4ae1-84ed-b349e696f054' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5708f5b2-824b-4887-9f0a-2053d9affd04' class='xr-var-data-in' type='checkbox'><label for='data-5708f5b2-824b-4887-9f0a-2053d9affd04' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind direction [deg]</dd></dl></div><div class='xr-var-data'><pre>array([ 0, 1, 2, ..., 357, 358, 359])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TI</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1</div><input id='attrs-d9ebb3d0-8fdb-4d5f-9855-f9641b3dc8b8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d9ebb3d0-8fdb-4d5f-9855-f9641b3dc8b8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-631b0b39-1247-4408-b225-326e25856b1f' class='xr-var-data-in' type='checkbox'><label for='data-631b0b39-1247-4408-b225-326e25856b1f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream turbulence intensity</dd></dl></div><div class='xr-var-data'><pre>array(0.1)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ws_lower</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.5 3.5 4.5 5.5 ... 22.5 23.5 24.5</div><input id='attrs-9c28a1da-6817-40fa-9334-b9c465e40e17' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9c28a1da-6817-40fa-9334-b9c465e40e17' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-137c5603-56af-45ac-bf92-d5f98abca499' class='xr-var-data-in' type='checkbox'><label for='data-137c5603-56af-45ac-bf92-d5f98abca499' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Lower bound of wind speed bins [m/s]</dd></dl></div><div class='xr-var-data'><pre>array([ 2.5, 3.5, 4.5, 5.5, 6.5, 7.5, 8.5, 9.5, 10.5, 11.5, 12.5,\n", + " 70., 70.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2360a17a-e9cd-40ec-bccf-3a2b906c893c' class='xr-section-summary-in' type='checkbox' checked><label for='section-2360a17a-e9cd-40ec-bccf-3a2b906c893c' class='xr-section-summary' >Data variables: <span>(9)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>WS</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>3 4 5 6 7 8 9 ... 20 21 22 23 24 25</div><input id='attrs-759c5add-d6df-4f5b-bd9c-6b1b6a326196' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-759c5add-d6df-4f5b-bd9c-6b1b6a326196' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0967c000-1b80-44d8-98c1-f7f27d60d89d' class='xr-var-data-in' type='checkbox'><label for='data-0967c000-1b80-44d8-98c1-f7f27d60d89d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind speed [m/s]</dd></dl></div><div class='xr-var-data'><pre>array([ 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20,\n", + " 21, 22, 23, 24, 25])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>WD</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 355 356 357 358 359</div><input id='attrs-00c6c6f2-ad1c-49a1-bde2-3752fd6a8274' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-00c6c6f2-ad1c-49a1-bde2-3752fd6a8274' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2f36ba36-08e1-46b6-b8bd-541db94455a9' class='xr-var-data-in' type='checkbox'><label for='data-2f36ba36-08e1-46b6-b8bd-541db94455a9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind direction [deg]</dd></dl></div><div class='xr-var-data'><pre>array([ 0, 1, 2, ..., 357, 358, 359])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TI</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1</div><input id='attrs-f38bbe61-4610-46e3-9235-c574432bc279' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f38bbe61-4610-46e3-9235-c574432bc279' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e38688fa-49ef-47fc-9a69-f8abd093e07c' class='xr-var-data-in' type='checkbox'><label for='data-e38688fa-49ef-47fc-9a69-f8abd093e07c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream turbulence intensity</dd></dl></div><div class='xr-var-data'><pre>array(0.1)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ws_lower</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.5 3.5 4.5 5.5 ... 22.5 23.5 24.5</div><input id='attrs-7af52c3d-abaa-49d3-aba8-ab5edc8b3e4c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7af52c3d-abaa-49d3-aba8-ab5edc8b3e4c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8cee479c-2611-4096-b797-0795ba5dbdc1' class='xr-var-data-in' type='checkbox'><label for='data-8cee479c-2611-4096-b797-0795ba5dbdc1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Lower bound of wind speed bins [m/s]</dd></dl></div><div class='xr-var-data'><pre>array([ 2.5, 3.5, 4.5, 5.5, 6.5, 7.5, 8.5, 9.5, 10.5, 11.5, 12.5,\n", " 13.5, 14.5, 15.5, 16.5, 17.5, 18.5, 19.5, 20.5, 21.5, 22.5, 23.5,\n", - " 24.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ws_upper</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.5 4.5 5.5 6.5 ... 23.5 24.5 25.5</div><input id='attrs-e613a6fc-c5aa-469e-822a-e92160bfcb94' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e613a6fc-c5aa-469e-822a-e92160bfcb94' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bedabe3f-ef67-4459-9465-eee14862ae6a' class='xr-var-data-in' type='checkbox'><label for='data-bedabe3f-ef67-4459-9465-eee14862ae6a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Upper bound of wind speed bins [m/s]</dd></dl></div><div class='xr-var-data'><pre>array([ 3.5, 4.5, 5.5, 6.5, 7.5, 8.5, 9.5, 10.5, 11.5, 12.5, 13.5,\n", + " 24.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ws_upper</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.5 4.5 5.5 6.5 ... 23.5 24.5 25.5</div><input id='attrs-3332eac9-ddd1-49f8-bd35-b6b16fb70920' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3332eac9-ddd1-49f8-bd35-b6b16fb70920' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7c1f9737-133e-4897-892a-7ca5aedbf358' class='xr-var-data-in' type='checkbox'><label for='data-7c1f9737-133e-4897-892a-7ca5aedbf358' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Upper bound of wind speed bins [m/s]</dd></dl></div><div class='xr-var-data'><pre>array([ 3.5, 4.5, 5.5, 6.5, 7.5, 8.5, 9.5, 10.5, 11.5, 12.5, 13.5,\n", " 14.5, 15.5, 16.5, 17.5, 18.5, 19.5, 20.5, 21.5, 22.5, 23.5, 24.5,\n", - " 25.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Weibull_A</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.177 9.177 9.177 ... 9.177 9.177</div><input id='attrs-753db787-f94b-403f-94f7-d5b2841cb6e3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-753db787-f94b-403f-94f7-d5b2841cb6e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-63fe29a7-59a1-4337-8601-137fe801f033' class='xr-var-data-in' type='checkbox'><label for='data-63fe29a7-59a1-4337-8601-137fe801f033' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 9.176929, 9.176929, 9.176929, 9.176929, 9.176929, 9.176929,\n", + " 25.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Weibull_A</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.177 9.177 9.177 ... 9.177 9.177</div><input id='attrs-8f3491d1-6f25-470c-b8d0-af8a4716f447' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8f3491d1-6f25-470c-b8d0-af8a4716f447' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50323bb0-0e26-4409-b526-f90c118ae4d0' class='xr-var-data-in' type='checkbox'><label for='data-50323bb0-0e26-4409-b526-f90c118ae4d0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 9.176929, 9.176929, 9.176929, 9.176929, 9.176929, 9.176929,\n", " 9.176929, 9.176929, 9.176929, 9.176929, 9.176929, 9.176929,\n", " 9.176929, 9.176929, 9.176929, 9.176929, 9.782334, 9.782334,\n", " 9.782334, 9.782334, 9.782334, 9.782334, 9.782334, 9.782334,\n", @@ -1022,7 +1024,7 @@ " 10.08803 , 10.08803 , 10.08803 , 10.08803 , 10.08803 , 10.08803 ,\n", " 10.08803 , 10.08803 , 10.08803 , 10.08803 , 9.176929, 9.176929,\n", " 9.176929, 9.176929, 9.176929, 9.176929, 9.176929, 9.176929,\n", - " 9.176929, 9.176929, 9.176929, 9.176929, 9.176929, 9.176929])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Weibull_k</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.393 2.393 2.393 ... 2.393 2.393</div><input id='attrs-16e77a81-e643-4e16-b379-08ae548f24fc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-16e77a81-e643-4e16-b379-08ae548f24fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-caed750f-4f64-48a5-b39c-5b5e6c2de033' class='xr-var-data-in' type='checkbox'><label for='data-caed750f-4f64-48a5-b39c-5b5e6c2de033' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2.392578, 2.392578, 2.392578, 2.392578, 2.392578, 2.392578,\n", + " 9.176929, 9.176929, 9.176929, 9.176929, 9.176929, 9.176929])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Weibull_k</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.393 2.393 2.393 ... 2.393 2.393</div><input id='attrs-c99be01b-0629-4a73-ad09-03852de2cff4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c99be01b-0629-4a73-ad09-03852de2cff4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-53dfc42b-eb84-4031-8723-17be17358d49' class='xr-var-data-in' type='checkbox'><label for='data-53dfc42b-eb84-4031-8723-17be17358d49' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2.392578, 2.392578, 2.392578, 2.392578, 2.392578, 2.392578,\n", " 2.392578, 2.392578, 2.392578, 2.392578, 2.392578, 2.392578,\n", " 2.392578, 2.392578, 2.392578, 2.392578, 2.447266, 2.447266,\n", " 2.447266, 2.447266, 2.447266, 2.447266, 2.447266, 2.447266,\n", @@ -1062,7 +1064,7 @@ " 2.326172, 2.326172, 2.326172, 2.326172, 2.326172, 2.326172,\n", " 2.326172, 2.326172, 2.326172, 2.326172, 2.392578, 2.392578,\n", " 2.392578, 2.392578, 2.392578, 2.392578, 2.392578, 2.392578,\n", - " 2.392578, 2.392578, 2.392578, 2.392578, 2.392578, 2.392578])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Sector_frequency</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.001199 0.001199 ... 0.001199</div><input id='attrs-1e11413d-6878-4b74-b32e-9897ba3b9d86' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1e11413d-6878-4b74-b32e-9897ba3b9d86' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3c00f9fc-3b9f-4f5b-ac75-f558161b7ced' class='xr-var-data-in' type='checkbox'><label for='data-3c00f9fc-3b9f-4f5b-ac75-f558161b7ced' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0.00119905, 0.00119905, 0.00119905, 0.00119905, 0.00119905,\n", + " 2.392578, 2.392578, 2.392578, 2.392578, 2.392578, 2.392578])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Sector_frequency</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.001199 0.001199 ... 0.001199</div><input id='attrs-8a0c8738-4c5c-4421-a911-c832a993f30d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8a0c8738-4c5c-4421-a911-c832a993f30d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d2c58bf2-ce6a-4bb8-9d4e-3c6559f82df6' class='xr-var-data-in' type='checkbox'><label for='data-d2c58bf2-ce6a-4bb8-9d4e-3c6559f82df6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0.00119905, 0.00119905, 0.00119905, 0.00119905, 0.00119905,\n", " 0.00119905, 0.00119905, 0.00119905, 0.00119905, 0.00119905,\n", " 0.00119905, 0.00119905, 0.00119905, 0.00119905, 0.00119905,\n", " 0.00119905, 0.00131623, 0.00131623, 0.00131623, 0.00131623,\n", @@ -1102,7 +1104,7 @@ " 0.00172199, 0.00172199, 0.00172199, 0.00172199, 0.00172199,\n", " 0.00172199, 0.00119905, 0.00119905, 0.00119905, 0.00119905,\n", " 0.00119905, 0.00119905, 0.00119905, 0.00119905, 0.00119905,\n", - " 0.00119905, 0.00119905, 0.00119905, 0.00119905, 0.00119905])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>P</span></div><div class='xr-var-dims'>(wd, ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.147e-05 8.559e-05 ... 2.193e-08</div><input id='attrs-8c97b342-5806-4403-8258-decb6eba287e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8c97b342-5806-4403-8258-decb6eba287e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ac573eca-7d47-4c73-8f7c-5b47be5b476d' class='xr-var-data-in' type='checkbox'><label for='data-ac573eca-7d47-4c73-8f7c-5b47be5b476d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[6.14682576e-05, 8.55902794e-05, 1.05949549e-04, ...,\n", + " 0.00119905, 0.00119905, 0.00119905, 0.00119905, 0.00119905])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>P</span></div><div class='xr-var-dims'>(wd, ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.147e-05 8.559e-05 ... 2.193e-08</div><input id='attrs-c0f80e08-effa-4b20-b647-979a624a9199' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c0f80e08-effa-4b20-b647-979a624a9199' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fdc548da-cfad-4e22-bbbc-6ed5d050bed7' class='xr-var-data-in' type='checkbox'><label for='data-fdc548da-cfad-4e22-bbbc-6ed5d050bed7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[6.14682576e-05, 8.55902794e-05, 1.05949549e-04, ...,\n", " 1.41427496e-07, 5.73800241e-08, 2.19294217e-08],\n", " [6.14682576e-05, 8.55902794e-05, 1.05949549e-04, ...,\n", " 1.41427496e-07, 5.73800241e-08, 2.19294217e-08],\n", @@ -1114,13 +1116,13 @@ " [6.14682576e-05, 8.55902794e-05, 1.05949549e-04, ...,\n", " 1.41427496e-07, 5.73800241e-08, 2.19294217e-08],\n", " [6.14682576e-05, 8.55902794e-05, 1.05949549e-04, ...,\n", - " 1.41427496e-07, 5.73800241e-08, 2.19294217e-08]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7e0b06a8-d527-436d-9889-73091928b4b5' class='xr-section-summary-in' type='checkbox' checked><label for='section-7e0b06a8-d527-436d-9889-73091928b4b5' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>wd_bin_size :</span></dt><dd>1</dd></dl></div></li></ul></div></div>" + " 1.41427496e-07, 5.73800241e-08, 2.19294217e-08]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-492f8600-89db-4774-a93d-199a66a99eb6' class='xr-section-summary-in' type='checkbox' checked><label for='section-492f8600-89db-4774-a93d-199a66a99eb6' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>wd_bin_size :</span></dt><dd>1</dd></dl></div></li></ul></div></div>" ], "text/plain": [ "<xarray.LocalWind>\n", "Dimensions: (i: 80, wd: 360, ws: 23)\n", "Coordinates:\n", - " * ws (ws) int64 3 4 5 6 7 8 9 10 11 ... 18 19 20 21 22 23 24 25\n", + " * ws (ws) int32 3 4 5 6 7 8 9 10 11 ... 18 19 20 21 22 23 24 25\n", " * wd (wd) int32 0 1 2 3 4 5 6 7 ... 353 354 355 356 357 358 359\n", " * i (i) int32 0 1 2 3 4 5 6 7 8 ... 71 72 73 74 75 76 77 78 79\n", " x (i) float64 4.24e+05 4.24e+05 ... 4.294e+05 4.295e+05\n", @@ -1479,7 +1481,8 @@ " grid-template-columns: 125px auto;\n", "}\n", "\n", - ".xr-attrs dt, dd {\n", + ".xr-attrs dt,\n", + ".xr-attrs dd {\n", " padding: 0;\n", " margin: 0;\n", " float: left;\n", @@ -1517,9 +1520,9 @@ "</style><pre class='xr-text-repr-fallback'><xarray.LocalWind>\n", "Dimensions: (i: 8, wd: 360, ws: 23)\n", "Coordinates:\n", - " * i (i) int64 0 1 2 3 4 5 6 7\n", - " * wd (wd) int64 0 1 2 3 4 5 6 7 ... 353 354 355 356 357 358 359\n", - " * ws (ws) int64 3 4 5 6 7 8 9 10 11 ... 18 19 20 21 22 23 24 25\n", + " * i (i) int32 0 1 2 3 4 5 6 7\n", + " * wd (wd) int32 0 1 2 3 4 5 6 7 ... 353 354 355 356 357 358 359\n", + " * ws (ws) int32 3 4 5 6 7 8 9 10 11 ... 18 19 20 21 22 23 24 25\n", " x (i) float64 2.637e+05 2.639e+05 ... 2.64e+05 2.639e+05\n", " y (i) float64 6.507e+06 6.506e+06 ... 6.505e+06 6.505e+06\n", " h (i) float64 70.0 70.0 70.0 70.0 70.0 70.0 70.0 70.0\n", @@ -1534,10 +1537,10 @@ " P (i, wd, ws) float64 0.0003305 0.0002909 ... 5.015e-14\n", " TI (i, wd, ws) float64 0.2759 0.2326 0.2066 ... 0.1616 0.1605\n", "Attributes:\n", - " wd_bin_size: 1</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.LocalWind</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-bcdbf684-9131-4eb5-8be1-e8b195b1bc6b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-bcdbf684-9131-4eb5-8be1-e8b195b1bc6b' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>i</span>: 8</li><li><span class='xr-has-index'>wd</span>: 360</li><li><span class='xr-has-index'>ws</span>: 23</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-4893f92d-d97a-4315-9ee4-cac9f86adbfb' class='xr-section-summary-in' type='checkbox' checked><label for='section-4893f92d-d97a-4315-9ee4-cac9f86adbfb' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>i</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 7</div><input id='attrs-3b514025-ac01-4bc8-80ef-73f4956c41b7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3b514025-ac01-4bc8-80ef-73f4956c41b7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b182dd23-ebe2-49e0-8b0b-dee51e322cb7' class='xr-var-data-in' type='checkbox'><label for='data-b182dd23-ebe2-49e0-8b0b-dee51e322cb7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3, 4, 5, 6, 7], dtype=int64)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>wd</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 355 356 357 358 359</div><input id='attrs-3b2c0983-8118-4003-8c7f-8c731708a8eb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3b2c0983-8118-4003-8c7f-8c731708a8eb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e98a135b-5c4c-4bf0-b040-d82ebdac1d3a' class='xr-var-data-in' type='checkbox'><label for='data-e98a135b-5c4c-4bf0-b040-d82ebdac1d3a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0, 1, 2, ..., 357, 358, 359], dtype=int64)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>ws</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>3 4 5 6 7 8 9 ... 20 21 22 23 24 25</div><input id='attrs-82506abd-a3eb-4191-8483-7fc7c4c96bb4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-82506abd-a3eb-4191-8483-7fc7c4c96bb4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d8437574-d032-4110-bf9f-12d38695504c' class='xr-var-data-in' type='checkbox'><label for='data-d8437574-d032-4110-bf9f-12d38695504c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20,\n", - " 21, 22, 23, 24, 25], dtype=int64)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.637e+05 2.639e+05 ... 2.639e+05</div><input id='attrs-79f355fd-d719-4b74-8bb1-dc51ec598744' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-79f355fd-d719-4b74-8bb1-dc51ec598744' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-75d830d2-8119-4ba1-abc9-c41afb8f3f8e' class='xr-var-data-in' type='checkbox'><label for='data-75d830d2-8119-4ba1-abc9-c41afb8f3f8e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([263655. , 263891.1, 264022.2, 264058.9, 264095.6, 264022.2,\n", - " 264022.2, 263936.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.507e+06 6.506e+06 ... 6.505e+06</div><input id='attrs-99868c4e-4281-42e2-8083-f93771ff726a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-99868c4e-4281-42e2-8083-f93771ff726a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7d1c7bf0-3337-4cd3-b2ca-32664cbcb9d7' class='xr-var-data-in' type='checkbox'><label for='data-7d1c7bf0-3337-4cd3-b2ca-32664cbcb9d7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([6506601., 6506394., 6506124., 6505891., 6505585., 6505365.,\n", - " 6505145., 6504802.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>h</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>70.0 70.0 70.0 ... 70.0 70.0 70.0</div><input id='attrs-41b64d89-c4eb-4eb1-aa30-e9ce34c15cd7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-41b64d89-c4eb-4eb1-aa30-e9ce34c15cd7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ac64df9e-1437-41e2-ba4b-a4246072a53b' class='xr-var-data-in' type='checkbox'><label for='data-ac64df9e-1437-41e2-ba4b-a4246072a53b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([70., 70., 70., 70., 70., 70., 70., 70.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4938db4d-c7fd-448f-bbdd-51d7409331de' class='xr-section-summary-in' type='checkbox' checked><label for='section-4938db4d-c7fd-448f-bbdd-51d7409331de' class='xr-section-summary' >Data variables: <span>(9)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>WS</span></div><div class='xr-var-dims'>(i, wd, ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.785 5.046 6.308 ... 23.61 24.59</div><input id='attrs-d9a4a01a-2b5b-4d00-8f75-adb7433725cc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d9a4a01a-2b5b-4d00-8f75-adb7433725cc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed0063c3-6ff2-4f39-8a45-dceab6cefa1a' class='xr-var-data-in' type='checkbox'><label for='data-ed0063c3-6ff2-4f39-8a45-dceab6cefa1a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind speed [m/s]</dd></dl></div><div class='xr-var-data'><pre>array([[[ 3.78471012, 5.04628015, 6.30785019, ..., 29.01611089,\n", + " wd_bin_size: 1</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.LocalWind</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-f8759b81-7e3a-4997-9b14-c56aa2c5db0d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f8759b81-7e3a-4997-9b14-c56aa2c5db0d' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>i</span>: 8</li><li><span class='xr-has-index'>wd</span>: 360</li><li><span class='xr-has-index'>ws</span>: 23</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d78f0302-8ef2-4a1b-8d83-7255b25296c2' class='xr-section-summary-in' type='checkbox' checked><label for='section-d78f0302-8ef2-4a1b-8d83-7255b25296c2' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>i</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 7</div><input id='attrs-2331738b-0230-41fe-b374-38078c60a025' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2331738b-0230-41fe-b374-38078c60a025' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a00a933-373e-4f7e-af91-cf4f891de62a' class='xr-var-data-in' type='checkbox'><label for='data-3a00a933-373e-4f7e-af91-cf4f891de62a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3, 4, 5, 6, 7])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>wd</span></div><div class='xr-var-dims'>(wd)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 355 356 357 358 359</div><input id='attrs-3e83a64b-4083-42bd-bf9f-16ab45b721d0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3e83a64b-4083-42bd-bf9f-16ab45b721d0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-237443e4-ae96-4fbe-a16d-e7d2517ea75b' class='xr-var-data-in' type='checkbox'><label for='data-237443e4-ae96-4fbe-a16d-e7d2517ea75b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0, 1, 2, ..., 357, 358, 359])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>ws</span></div><div class='xr-var-dims'>(ws)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>3 4 5 6 7 8 9 ... 20 21 22 23 24 25</div><input id='attrs-a492fe59-2bd7-413a-87e4-c65ed0b2c846' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a492fe59-2bd7-413a-87e4-c65ed0b2c846' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fe4f2b44-02f2-4679-b66b-364f2b9f592f' class='xr-var-data-in' type='checkbox'><label for='data-fe4f2b44-02f2-4679-b66b-364f2b9f592f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20,\n", + " 21, 22, 23, 24, 25])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.637e+05 2.639e+05 ... 2.639e+05</div><input id='attrs-43d870ec-7a70-4e7a-9451-5d21a43b9420' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-43d870ec-7a70-4e7a-9451-5d21a43b9420' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6b6a8fc9-1c27-4697-b3f5-73104c269847' class='xr-var-data-in' type='checkbox'><label for='data-6b6a8fc9-1c27-4697-b3f5-73104c269847' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([263655. , 263891.1, 264022.2, 264058.9, 264095.6, 264022.2,\n", + " 264022.2, 263936.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.507e+06 6.506e+06 ... 6.505e+06</div><input id='attrs-5f2b5468-104c-42f6-8fe8-2286f1931212' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5f2b5468-104c-42f6-8fe8-2286f1931212' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7bc40bf5-8a5d-4b06-bbad-1cc67715ee52' class='xr-var-data-in' type='checkbox'><label for='data-7bc40bf5-8a5d-4b06-bbad-1cc67715ee52' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([6506601., 6506394., 6506124., 6505891., 6505585., 6505365.,\n", + " 6505145., 6504802.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>h</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>70.0 70.0 70.0 ... 70.0 70.0 70.0</div><input id='attrs-83782ece-5704-403c-a7ab-76dc3a68acd6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-83782ece-5704-403c-a7ab-76dc3a68acd6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7ef29127-0bd6-41f4-ad61-b9cf9db4d1db' class='xr-var-data-in' type='checkbox'><label for='data-7ef29127-0bd6-41f4-ad61-b9cf9db4d1db' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([70., 70., 70., 70., 70., 70., 70., 70.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5fba4da5-6a49-41a6-9d9b-c95ff315823c' class='xr-section-summary-in' type='checkbox' checked><label for='section-5fba4da5-6a49-41a6-9d9b-c95ff315823c' class='xr-section-summary' >Data variables: <span>(9)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>WS</span></div><div class='xr-var-dims'>(i, wd, ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.785 5.046 6.308 ... 23.61 24.59</div><input id='attrs-65629dae-d1f0-4798-876b-329ebb07a000' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-65629dae-d1f0-4798-876b-329ebb07a000' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f851fa2c-e728-466c-91bb-b865d87c8625' class='xr-var-data-in' type='checkbox'><label for='data-f851fa2c-e728-466c-91bb-b865d87c8625' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind speed [m/s]</dd></dl></div><div class='xr-var-data'><pre>array([[[ 3.78471012, 5.04628015, 6.30785019, ..., 29.01611089,\n", " 30.27768093, 31.53925096],\n", " [ 3.80282588, 5.07043451, 6.33804314, ..., 29.15499845,\n", " 30.42260708, 31.69021571],\n", @@ -1577,7 +1580,7 @@ " [ 2.96540028, 3.95386704, 4.9423338 , ..., 22.73473547,\n", " 23.72320223, 24.71166898],\n", " [ 2.95131777, 3.93509036, 4.91886294, ..., 22.62676954,\n", - " 23.61054213, 24.59431472]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>WD</span></div><div class='xr-var-dims'>(i, wd)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.367 10.34 11.32 ... 356.5 357.8</div><input id='attrs-a34ca56e-39b2-4f5b-b0f2-af38e8380d6a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a34ca56e-39b2-4f5b-b0f2-af38e8380d6a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-942a88fd-2b2f-4efa-ab7a-9437a6fb6153' class='xr-var-data-in' type='checkbox'><label for='data-942a88fd-2b2f-4efa-ab7a-9437a6fb6153' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind direction [deg]</dd></dl></div><div class='xr-var-data'><pre>array([[ 9.36728302, 10.343262 , 11.31924098, ..., 5.3915693 ,\n", + " 23.61054213, 24.59431472]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>WD</span></div><div class='xr-var-dims'>(i, wd)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.367 10.34 11.32 ... 356.5 357.8</div><input id='attrs-6e65578f-bdad-4fbd-904c-fd887e485496' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6e65578f-bdad-4fbd-904c-fd887e485496' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29163f16-7abf-4f74-af44-3c6e0b90d1de' class='xr-var-data-in' type='checkbox'><label for='data-29163f16-7abf-4f74-af44-3c6e0b90d1de' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Local free-stream wind direction [deg]</dd></dl></div><div class='xr-var-data'><pre>array([[ 9.36728302, 10.343262 , 11.31924098, ..., 5.3915693 ,\n", " 6.71680721, 8.04204512],\n", " [ 7.20171146, 8.22287689, 9.24404232, ..., 3.29381638,\n", " 4.59644807, 5.89907977],\n", @@ -1589,7 +1592,7 @@ " [357.63580884, 359.1480049 , 0.66020095, ..., 353.56377178,\n", " 354.92111747, 356.27846316],\n", " [359.13743646, 0.57803584, 2.01863522, ..., 355.2039939 ,\n", - " 356.51514142, 357.82628894]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ws_lower</span></div><div class='xr-var-dims'>(i, wd, ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.154 4.415 5.677 ... 23.12 24.1</div><input id='attrs-c75d90f3-19a9-430a-b56c-56930715e471' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c75d90f3-19a9-430a-b56c-56930715e471' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-74a80b8f-abf3-4fbd-b54a-162fb9cc311f' class='xr-var-data-in' type='checkbox'><label for='data-74a80b8f-abf3-4fbd-b54a-162fb9cc311f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Lower bound of wind speed bins [m/s]</dd></dl></div><div class='xr-var-data'><pre>array([[[ 3.1539251 , 4.41549514, 5.67706517, ..., 28.38532587,\n", + " 356.51514142, 357.82628894]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ws_lower</span></div><div class='xr-var-dims'>(i, wd, ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.154 4.415 5.677 ... 23.12 24.1</div><input id='attrs-58c4dbfc-a732-460e-b3be-84ac8ae93e8b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-58c4dbfc-a732-460e-b3be-84ac8ae93e8b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c1573119-3307-41b5-89e3-3221b923940f' class='xr-var-data-in' type='checkbox'><label for='data-c1573119-3307-41b5-89e3-3221b923940f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Lower bound of wind speed bins [m/s]</dd></dl></div><div class='xr-var-data'><pre>array([[[ 3.1539251 , 4.41549514, 5.67706517, ..., 28.38532587,\n", " 29.64689591, 30.90846595],\n", " [ 3.16902157, 4.4366302 , 5.70423883, ..., 28.52119414,\n", " 29.78880276, 31.05641139],\n", @@ -1629,7 +1632,7 @@ " [ 2.4711669 , 3.45963366, 4.44810042, ..., 22.24050209,\n", " 23.22896885, 24.21743561],\n", " [ 2.45943147, 3.44320406, 4.42697665, ..., 22.13488325,\n", - " 23.11865584, 24.10242843]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ws_upper</span></div><div class='xr-var-dims'>(i, wd, ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.415 5.677 6.939 ... 24.1 25.09</div><input id='attrs-ca1bc453-bf23-4bcf-87ff-711aa2bb2cc3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ca1bc453-bf23-4bcf-87ff-711aa2bb2cc3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-443b779a-7d5e-4b03-a25e-1003e6662cd4' class='xr-var-data-in' type='checkbox'><label for='data-443b779a-7d5e-4b03-a25e-1003e6662cd4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Upper bound of wind speed bins [m/s]</dd></dl></div><div class='xr-var-data'><pre>array([[[ 4.41549514, 5.67706517, 6.93863521, ..., 29.64689591,\n", + " 23.11865584, 24.10242843]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ws_upper</span></div><div class='xr-var-dims'>(i, wd, ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.415 5.677 6.939 ... 24.1 25.09</div><input id='attrs-e9a549d4-f108-4e87-a719-863aea21209b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e9a549d4-f108-4e87-a719-863aea21209b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d97d2a12-fa6f-4406-9bf0-6fcdb880c89a' class='xr-var-data-in' type='checkbox'><label for='data-d97d2a12-fa6f-4406-9bf0-6fcdb880c89a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>Description :</span></dt><dd>Upper bound of wind speed bins [m/s]</dd></dl></div><div class='xr-var-data'><pre>array([[[ 4.41549514, 5.67706517, 6.93863521, ..., 29.64689591,\n", " 30.90846595, 32.17003598],\n", " [ 4.4366302 , 5.70423883, 6.97184746, ..., 29.78880276,\n", " 31.05641139, 32.32402002],\n", @@ -1669,7 +1672,7 @@ " [ 3.45963366, 4.44810042, 5.43656718, ..., 23.22896885,\n", " 24.21743561, 25.20590236],\n", " [ 3.44320406, 4.42697665, 5.41074924, ..., 23.11865584,\n", - " 24.10242843, 25.08620102]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Weibull_A</span></div><div class='xr-var-dims'>(i, wd)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.363 5.365 5.368 ... 4.341 4.3</div><input id='attrs-af9b231e-4f2c-4a88-946b-4659c465fd8e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-af9b231e-4f2c-4a88-946b-4659c465fd8e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1818067-79cc-4e28-af7c-e70a33b3b260' class='xr-var-data-in' type='checkbox'><label for='data-d1818067-79cc-4e28-af7c-e70a33b3b260' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[5.36329654, 5.36544634, 5.36759614, ..., 5.38177124, 5.375613 ,\n", + " 24.10242843, 25.08620102]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Weibull_A</span></div><div class='xr-var-dims'>(i, wd)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.363 5.365 5.368 ... 4.341 4.3</div><input id='attrs-ebfe8d28-ade7-4d70-a1c5-bde6c017d58d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ebfe8d28-ade7-4d70-a1c5-bde6c017d58d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e0b16fa0-6c3f-4fe3-b9b6-e00fd309c205' class='xr-var-data-in' type='checkbox'><label for='data-e0b16fa0-6c3f-4fe3-b9b6-e00fd309c205' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[5.36329654, 5.36544634, 5.36759614, ..., 5.38177124, 5.375613 ,\n", " 5.36945477],\n", " [5.60655692, 5.60626915, 5.60598139, ..., 5.64506493, 5.63222893,\n", " 5.61939292],\n", @@ -1681,7 +1684,7 @@ " [4.23407851, 4.22974152, 4.22540453, ..., 4.33164657, 4.29912389,\n", " 4.2666012 ],\n", " [4.25995289, 4.25395059, 4.24794828, ..., 4.38158859, 4.34104336,\n", - " 4.30049813]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Weibull_k</span></div><div class='xr-var-dims'>(i, wd)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.807 1.815 1.822 ... 1.835 1.842</div><input id='attrs-b18b30e6-1e32-4899-b6f2-68d837ceaad0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b18b30e6-1e32-4899-b6f2-68d837ceaad0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4e2024a9-cc79-4eab-9f44-4a55457732df' class='xr-var-data-in' type='checkbox'><label for='data-4e2024a9-cc79-4eab-9f44-4a55457732df' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[1.80697266, 1.81456996, 1.82216725, ..., 1.79064808, 1.79608961,\n", + " 4.30049813]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Weibull_k</span></div><div class='xr-var-dims'>(i, wd)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.807 1.815 1.822 ... 1.835 1.842</div><input id='attrs-45f04989-519f-4daa-ac9c-7801f613b167' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-45f04989-519f-4daa-ac9c-7801f613b167' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-616c98ab-1e10-4363-8e25-61c1855a961b' class='xr-var-data-in' type='checkbox'><label for='data-616c98ab-1e10-4363-8e25-61c1855a961b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[1.80697266, 1.81456996, 1.82216725, ..., 1.79064808, 1.79608961,\n", " 1.80153114],\n", " [1.82112591, 1.82866603, 1.83620615, ..., 1.803386 , 1.80929931,\n", " 1.81521261],\n", @@ -1693,7 +1696,7 @@ " [1.849609 , 1.85673157, 1.86385414, ..., 1.82759467, 1.83493278,\n", " 1.84227089],\n", " [1.849609 , 1.85645788, 1.86330676, ..., 1.82746597, 1.83484698,\n", - " 1.84222799]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Sector_frequency</span></div><div class='xr-var-dims'>(i, wd)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.001768 0.001752 ... 0.001479</div><input id='attrs-1f2f9712-623d-4782-8183-645be9f144cb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1f2f9712-623d-4782-8183-645be9f144cb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8671e47-50f4-4de8-9c77-0f32abafa2b3' class='xr-var-data-in' type='checkbox'><label for='data-b8671e47-50f4-4de8-9c77-0f32abafa2b3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.00176769, 0.00175165, 0.00173562, ..., 0.00180431, 0.0017921 ,\n", + " 1.84222799]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Sector_frequency</span></div><div class='xr-var-dims'>(i, wd)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.001768 0.001752 ... 0.001479</div><input id='attrs-29d3294a-67e5-438a-aa74-0c2d47306a19' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-29d3294a-67e5-438a-aa74-0c2d47306a19' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c7a2647a-d4da-49f6-b283-d7ffc691ad8a' class='xr-var-data-in' type='checkbox'><label for='data-c7a2647a-d4da-49f6-b283-d7ffc691ad8a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.00176769, 0.00175165, 0.00173562, ..., 0.00180431, 0.0017921 ,\n", " 0.0017799 ],\n", " [0.00173662, 0.00171897, 0.00170132, ..., 0.00178367, 0.00176799,\n", " 0.00175231],\n", @@ -1705,7 +1708,7 @@ " [0.00139508, 0.00137751, 0.00135993, ..., 0.00147543, 0.00144865,\n", " 0.00142186],\n", " [0.00144547, 0.00142813, 0.00141079, ..., 0.00154504, 0.00151185,\n", - " 0.00147866]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>P</span></div><div class='xr-var-dims'>(i, wd, ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0003305 0.0002909 ... 5.015e-14</div><input id='attrs-48f10392-b254-4763-b219-caf4f98af615' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-48f10392-b254-4763-b219-caf4f98af615' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e31f9afe-a5dd-49ed-ba06-5d34c1d1df77' class='xr-var-data-in' type='checkbox'><label for='data-e31f9afe-a5dd-49ed-ba06-5d34c1d1df77' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[3.30521189e-04, 2.90945174e-04, 2.24051965e-04, ...,\n", + " 0.00147866]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>P</span></div><div class='xr-var-dims'>(i, wd, ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0003305 0.0002909 ... 5.015e-14</div><input id='attrs-cd3c48cb-5013-46d9-9039-bf3afe419994' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cd3c48cb-5013-46d9-9039-bf3afe419994' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-765c2b24-9be4-4c9c-aedc-d82580af02a0' class='xr-var-data-in' type='checkbox'><label for='data-765c2b24-9be4-4c9c-aedc-d82580af02a0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[3.30521189e-04, 2.90945174e-04, 2.24051965e-04, ...,\n", " 2.17151164e-12, 4.18358259e-13, 7.59823194e-14],\n", " [3.29678728e-04, 2.89724248e-04, 2.22255957e-04, ...,\n", " 1.42378793e-12, 2.62971871e-13, 4.56948366e-14],\n", @@ -1745,7 +1748,7 @@ " [2.77506454e-04, 2.50543880e-04, 1.97741116e-04, ...,\n", " 2.42517629e-12, 4.65286805e-13, 8.39650246e-14],\n", " [2.73260191e-04, 2.46314760e-04, 1.93680118e-04, ...,\n", - " 1.57862026e-12, 2.90422137e-13, 5.01516262e-14]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TI</span></div><div class='xr-var-dims'>(i, wd, ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.2759 0.2326 ... 0.1616 0.1605</div><input id='attrs-37bd8928-2339-42dd-8c7e-104f977e3860' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-37bd8928-2339-42dd-8c7e-104f977e3860' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8130e168-1478-4661-8af9-590b5fffae46' class='xr-var-data-in' type='checkbox'><label for='data-8130e168-1478-4661-8af9-590b5fffae46' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.27587318, 0.23255425, 0.20656289, ..., 0.12519864,\n", + " 1.57862026e-12, 2.90422137e-13, 5.01516262e-14]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TI</span></div><div class='xr-var-dims'>(i, wd, ws)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.2759 0.2326 ... 0.1616 0.1605</div><input id='attrs-99dd4dcc-c2f1-4fe1-bb78-29303c50b348' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-99dd4dcc-c2f1-4fe1-bb78-29303c50b348' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9e21f1b6-de97-4e46-86cb-9c3fa605132e' class='xr-var-data-in' type='checkbox'><label for='data-9e21f1b6-de97-4e46-86cb-9c3fa605132e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.27587318, 0.23255425, 0.20656289, ..., 0.12519864,\n", " 0.12425693, 0.12339055],\n", " [0.27504327, 0.23185466, 0.20594149, ..., 0.12482201,\n", " 0.12388313, 0.12301936],\n", @@ -1785,15 +1788,15 @@ " [0.3569877 , 0.30093178, 0.26729823, ..., 0.16201059,\n", " 0.16079198, 0.15967086],\n", " [0.35888669, 0.30253258, 0.26872012, ..., 0.1628724 ,\n", - " 0.16164731, 0.16052023]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-79d49c4a-082b-4bbf-b525-3a8e0ead2d53' class='xr-section-summary-in' type='checkbox' checked><label for='section-79d49c4a-082b-4bbf-b525-3a8e0ead2d53' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>wd_bin_size :</span></dt><dd>1</dd></dl></div></li></ul></div></div>" + " 0.16164731, 0.16052023]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7be4b6f7-f952-4b05-8092-8f2537d4376b' class='xr-section-summary-in' type='checkbox' checked><label for='section-7be4b6f7-f952-4b05-8092-8f2537d4376b' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>wd_bin_size :</span></dt><dd>1</dd></dl></div></li></ul></div></div>" ], "text/plain": [ "<xarray.LocalWind>\n", "Dimensions: (i: 8, wd: 360, ws: 23)\n", "Coordinates:\n", - " * i (i) int64 0 1 2 3 4 5 6 7\n", - " * wd (wd) int64 0 1 2 3 4 5 6 7 ... 353 354 355 356 357 358 359\n", - " * ws (ws) int64 3 4 5 6 7 8 9 10 11 ... 18 19 20 21 22 23 24 25\n", + " * i (i) int32 0 1 2 3 4 5 6 7\n", + " * wd (wd) int32 0 1 2 3 4 5 6 7 ... 353 354 355 356 357 358 359\n", + " * ws (ws) int32 3 4 5 6 7 8 9 10 11 ... 18 19 20 21 22 23 24 25\n", " x (i) float64 2.637e+05 2.639e+05 ... 2.64e+05 2.639e+05\n", " y (i) float64 6.507e+06 6.506e+06 ... 6.505e+06 6.505e+06\n", " h (i) float64 70.0 70.0 70.0 70.0 70.0 70.0 70.0 70.0\n", @@ -1852,7 +1855,7 @@ "<xarray.DataArray 'WS' ()>\n", "array(3)\n", "Coordinates:\n", - " ws int64 3\n", + " ws int32 3\n", "Attributes:\n", " Description: Local free-stream wind speed [m/s]\n", "====================================================================================================\n", @@ -1872,9 +1875,9 @@ " [2.93723526, 2.94254094, 2.94784663, ..., 2.97948279, 2.96540028,\n", " 2.95131777]])\n", "Coordinates:\n", - " * i (i) int64 0 1 2 3 4 5 6 7\n", - " * wd (wd) int64 0 1 2 3 4 5 6 7 8 ... 352 353 354 355 356 357 358 359\n", - " ws int64 3\n", + " * i (i) int32 0 1 2 3 4 5 6 7\n", + " * wd (wd) int32 0 1 2 3 4 5 6 7 8 ... 352 353 354 355 356 357 358 359\n", + " ws int32 3\n", " x (i) float64 2.637e+05 2.639e+05 2.64e+05 ... 2.64e+05 2.639e+05\n", " y (i) float64 6.507e+06 6.506e+06 6.506e+06 ... 6.505e+06 6.505e+06\n", " h (i) float64 70.0 70.0 70.0 70.0 70.0 70.0 70.0 70.0\n", @@ -1915,7 +1918,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1987,9 +1990,9 @@ "for name, site in sites.items():\n", " print (\"------- %s -------\"%name)\n", " wt_x, wt_y = site.initial_position[0]\n", - " dw_ijl, cw_ijl,dh_ijl,_ = site.distances(src_x_i=[wt_x], src_y_i=[wt_y], src_h_i=[70],\n", - " dst_x_j=[wt_x], dst_y_j=[wt_y-1000], dst_h_j=[90], # wt2 100m to the south\n", - " wd_il=[wd])\n", + " site.distance.setup(src_x_i=[wt_x, wt_x], src_y_i=[wt_y, wt_y-1000], src_h_i=[70,90]) # wt2 1000m to the south)\n", + " dw_ijl, cw_ijl, dh_ijl = site.distance(wd_il=[wd], src_idx=[0], dst_idx=[1])\n", + " \n", "\n", " print ('Wind direction: \\t\\t%d deg\\t\\t%d deg\\t\\t%d deg'%tuple(wd))\n", " print ('Down wind distance [m]: \\t%.1f\\t\\t%.1f\\t\\t%.1f'%tuple(dw_ijl[0,0,:]))\n", @@ -2030,7 +2033,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2052,7 +2055,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2074,7 +2077,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2106,7 +2109,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.8.8" }, "toc": { "base_numbering": 1, diff --git a/docs/notebooks/WindTurbines.ipynb b/docs/notebooks/WindTurbines.ipynb index f30c850db..037257164 100644 --- a/docs/notebooks/WindTurbines.ipynb +++ b/docs/notebooks/WindTurbines.ipynb @@ -1,897 +1,890 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# WindTurbine" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For a given wind turbine type and effective wind speed (WSeff), the `WindTurbine` object provides the power and thrust coefficient (CT), as well as the wind turbine hub height (H) and diameter (D)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setting up Windturbine objects" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Predefined example WindTurbines\n", - "\n", - "PyWake contains a few predefined turbines, e.g. the V80 from Hornsrev1, the 3.35MW from IEA task 37 and the DTU10MW." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "# Install PyWake if needed\n", - "try:\n", - " import py_wake\n", - "except ModuleNotFoundError:\n", - " !pip install git+https://gitlab.windenergy.dtu.dk/TOPFARM/PyWake.git" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from py_wake.wind_turbines import WindTurbines\n", - "from py_wake.examples.data.hornsrev1 import V80\n", - "from py_wake.examples.data.iea37 import IEA37_WindTurbines, IEA37Site\n", - "from py_wake.examples.data.dtu10mw import DTU10MW\n", - "\n", - "v80 = V80()\n", - "iea37 = IEA37_WindTurbines()\n", - "dtu10mw = DTU10MW()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Import from WAsP wtg files" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "from py_wake.examples.data import wtg_path\n", - "wtg_file = os.path.join(wtg_path, 'NEG-Micon-2750.wtg')\n", - "neg2750 = WindTurbines.from_WAsP_wtg(wtg_file)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### User-defined WindTurbine" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "from py_wake.wind_turbines import WindTurbine\n", - "from py_wake.wind_turbines.power_ct_functions import PowerCtTabular\n", - "u = [0,3,12,25,30]\n", - "ct = [0,8/9,8/9,.3, 0]\n", - "power = [0,0,2000,2000,0]\n", - "\n", - "my_wt = WindTurbine(name='MyWT',\n", - " diameter=123,\n", - " hub_height=321,\n", - " powerCtFunction=PowerCtTabular(u,power,'kW',ct))\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Generic WindTurbine\n", - "PyWake has a `GenericWindTurbine` class which make a wind turbine where the power is computed by a analytical model based on diameter and nominal power. \n", - "The model takes a lot of optional inputs which default to empirical values, e.g. \n", - "`air_density=1.225, max_cp=.49, constant_ct=.8, gear_loss_const=.01, gear_loss_var=.014, generator_loss=0.03, converter_loss=.03`." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "from py_wake.wind_turbines.generic_wind_turbines import GenericWindTurbine\n", - "gen_wt = GenericWindTurbine('G10MW', 178.3, 119, power_norm=10000, turbulence_intensity=.1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Multi-type Wind Turbines\n", - "You can collect a list of different turbine types into a single WindTurbines object" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "wts = WindTurbines.from_WindTurbine_lst([v80,iea37,dtu10mw,my_wt,gen_wt,neg2750])" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Name:\t\tV80\t3.35MW\tDTU10MW\tMyWT\tG10MW\tNEG-Micon 2750/92 (2750 kW)\n", - "Diameter[m]\t80.0\t130.0\t178.3\t123.0\t178.3\t92.0\n", - "Hubheigt[m]\t70.0\t110.0\t119.0\t321.0\t119.0\t70.0\n" - ] - } - ], - "source": [ - "types = wts.types()\n", - "print (\"Name:\\t\\t%s\" % \"\\t\".join(wts.name(types)))\n", - "print('Diameter[m]\\t%s' % \"\\t\".join(map(str,wts.diameter(type=types))))\n", - "print('Hubheigt[m]\\t%s' % \"\\t\".join(map(str,wts.hub_height(type=types))))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Power curve" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.legend.Legend at 0x1f3be412730>" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# WindTurbine" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For a given wind turbine type and effective wind speed (WSeff), the `WindTurbine` object provides the power and thrust coefficient (CT), as well as the wind turbine hub height (H) and diameter (D)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setting up Windturbine objects" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Predefined example WindTurbines\n", + "\n", + "PyWake contains a few predefined turbines, e.g. the V80 from Hornsrev1, the 3.35MW from IEA task 37 and the DTU10MW." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Install PyWake if needed\n", + "try:\n", + " import py_wake\n", + "except ModuleNotFoundError:\n", + " !pip install git+https://gitlab.windenergy.dtu.dk/TOPFARM/PyWake.git" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from py_wake.wind_turbines import WindTurbines\n", + "from py_wake.examples.data.hornsrev1 import V80\n", + "from py_wake.examples.data.iea37 import IEA37_WindTurbines, IEA37Site\n", + "from py_wake.examples.data.dtu10mw import DTU10MW\n", + "\n", + "v80 = V80()\n", + "iea37 = IEA37_WindTurbines()\n", + "dtu10mw = DTU10MW()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Import from WAsP wtg files" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from py_wake.examples.data import wtg_path\n", + "wtg_file = os.path.join(wtg_path, 'NEG-Micon-2750.wtg')\n", + "neg2750 = WindTurbines.from_WAsP_wtg(wtg_file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### User-defined WindTurbine" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "from py_wake.wind_turbines import WindTurbine\n", + "from py_wake.wind_turbines.power_ct_functions import PowerCtTabular\n", + "u = [0,3,12,25,30]\n", + "ct = [0,8/9,8/9,.3, 0]\n", + "power = [0,0,2000,2000,0]\n", + "\n", + "my_wt = WindTurbine(name='MyWT',\n", + " diameter=123,\n", + " hub_height=321,\n", + " powerCtFunction=PowerCtTabular(u,power,'kW',ct))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Generic WindTurbine\n", + "PyWake has a `GenericWindTurbine` class which make a wind turbine where the power is computed by a analytical model based on diameter and nominal power. \n", + "The model takes a lot of optional inputs which default to empirical values, e.g. \n", + "`air_density=1.225, max_cp=.49, constant_ct=.8, gear_loss_const=.01, gear_loss_var=.014, generator_loss=0.03, converter_loss=.03`." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "from py_wake.wind_turbines.generic_wind_turbines import GenericWindTurbine\n", + "gen_wt = GenericWindTurbine('G10MW', 178.3, 119, power_norm=10000, turbulence_intensity=.1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Multi-type Wind Turbines\n", + "You can collect a list of different turbine types into a single WindTurbines object" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "wts = WindTurbines.from_WindTurbine_lst([v80,iea37,dtu10mw,my_wt,gen_wt,neg2750])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Name:\t\tV80\t3.35MW\tDTU10MW\tMyWT\tG10MW\tNEG-Micon 2750/92 (2750 kW)\n", + "Diameter[m]\t80.0\t130.0\t178.3\t123.0\t178.3\t92.0\n", + "Hubheigt[m]\t70.0\t110.0\t119.0\t321.0\t119.0\t70.0\n" + ] + } + ], + "source": [ + "types = wts.types()\n", + "print (\"Name:\\t\\t%s\" % \"\\t\".join(wts.name(types)))\n", + "print('Diameter[m]\\t%s' % \"\\t\".join(map(str,wts.diameter(type=types))))\n", + "print('Hubheigt[m]\\t%s' % \"\\t\".join(map(str,wts.hub_height(type=types))))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Power curve" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x1f3be412730>" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ws = np.arange(3,25)\n", + "plt.xlabel('Wind speed [m/s]')\n", + "plt.ylabel('Power [kW]')\n", + "for t in types:\n", + " plt.plot(ws, wts.power(ws, type=t)*1e-3,'.-', label=wts.name(t))\n", + "plt.legend(loc=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### CT curve" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x1f3be7a2910>" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.xlabel('Wind speed [m/s]')\n", + "plt.ylabel('Ct [-]')\n", + "for t in types:\n", + " plt.plot(ws, wts.ct(ws, type=t)*1e-3,'.-', label=wts.name(t))\n", + "plt.legend(loc=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Multidimensional Power/Ct curves" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some WAsP wtg files defines multiple wind turbine modes. E.g. the `Vestas V112-3.0 MW.wtg` which has 12 modes representing different levels of air density. In this case, the mode defaults to 0." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x1f3be7ba160>" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "wtg_file = os.path.join(wtg_path, 'Vestas V112-3.0 MW.wtg')\n", + "v112 = WindTurbines.from_WAsP_wtg(wtg_file)\n", + "required_inputs, optional_inputs = v112.power_ct_inputs\n", + "upct = {}\n", + "for m in [0,1,5]:\n", + " plt.plot(v112.power(ws, mode=m)/1000, label=f'mode: {m}')\n", + "\n", + "p0,ct0 = v112.power_ct(ws, mode=0)\n", + "p1,ct1 = v112.power_ct(ws, mode=1)\n", + "\n", + "plt.ylabel('Power [kW]')\n", + "plt.xlabel('Wind speed [m/s]')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Discrete dimensions (e.g. operational mode)\n", + "WindTurbines can be defined using a `PowerCtFunctionList`. In fact this is the approach used by multi-mode WAsP wind turbines and also when creating multi-type wind turbine (in which case the key is `type`)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x1f3be8bf670>" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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c15JVdTuAiExz+1qyCHHzNu7neHYu1/cs5RCUqrOvdsMO0HKgb4IzppLxy5yFiLQAegIr3Kb7RWStiEwWkbpuWwywu9BhqW5bce3nvsdYEUkQkQRbHhsaZqxJo0ntaC5tWb90B6bGw95E6HOPbZVqTDnxebIQkRrAZ8CDqpoJvA60BnrgXHm8UB7vo6qTVDVOVeNK2lnOVAyHT5xm4ZZ0RvRoWvqb8Fa8CVG1odso3wRnTCXk02QhIpE4iWKqqn4OoKr7VTVPVfOBt/hpqCkNaFbo8Fi3rbh2E8K+WruH3Hzl+h6lHILK3AtJM6DnbRBVwyexGVMZ+XI1lADvABtV9cVC7U0KdfsFsN59PAsYJSJRItISaAusBOKBtiLSUkSq4EyCz/JV3CY4fLEmjQ4X1Sz9vRWr3oX8POgdPHuFGxMKfLkaqh9wB7BORBLdtr8At4pID0CBFOBeAFXdICLTcSauc4FxqpoHICL3A98A4cBkVd3gw7hNgO08dILVu46W/o7t3NOQ8C60HQL1y7AxkjGmWL5cDbUYKGqweXYJxzwNnFd7W1Vnl3ScCS0zE/cgAiO6l7K6bNIMOHHAlssa4wN2B7cJKqrKjDVp9G1Zr/T7a694E+q3gVY/801wxlRilixMUFmbmsH2gyf4RWnvrUhbBWkJ0GcshNmPtTHlzf5VmaDyxZo0qkSEMaxLE8+dC1sxCarUgO63+iYwYyo5SxYmaOTm5fPl2j1c2aERtatGen/g8QNOeY8ev4LoUq6eMsZ4xZKFCRqLkw9y8Pjp0pf3WPUe5J12hqCMMT5hycIEjRlr0qhdNZJB7UtxB35eDiRMhtZXQoO2vgvOmErOkoUJCieyc/lmw36Gd2tCVEQpKsxunAXH9kLfe30XnDHGkoUJDnOT9nMqJ6/05T1WTIK6LaHN1b4JzBgDWLIwQeKLNWnE1KlK3MV1PXcusPdH2L3cqS5ry2WN8Sn7F2YCLv1YNj9sTef6nqWsMLtiEkRWgx63+S44YwxgycIEgS/X7iFfKd0Q1IlDsO4T6D4KqtbxWWzGGIclCxNwM9ak0blpLdo2run9QaunQF62LZc1xk8sWZiA2pZ+nB9TM0pX3iMvF+LfgZYDoFFH3wVnjDnDkoUJqJlr0ggTuK40FWY3fwWZqdD3Pt8FZow5iyULEzCqyozEPVzeugGNa0V7f+CKSVCnObQb5rvgjDFnsWRhAmb1rqPsOnyydOU99q2HnYudnfDCSnHznjHmgliyMAEzY00a0ZFhDO3c2PuDVk6CiKrQ8w7fBWaMOY8lCxMQOW6F2as7XUTNaC8rzJ48DGunQ7eboFo93wZojDmLJQsTEIu2pHPkZA7X9yjFxPaaDyD3FPSxOlDG+JslCxMQX6xJo261SAa087LCbH4exL8FF/eDi7r4NjhjzHksWRi/O5aVw9yk/VzXvSmR4V7+CG75Bo7usuqyxgSIJQvjd99s2E92bj4jS1PeY8UbUCsW2g/3XWDGmGJZsjB+N2NNGs3rVeOS5nW8O+DAJtixEHrfDeERPo3NGFM0nyULEWkmIvNFJElENojIA257PRGZKyJb3e913XYRkZdFJFlE1orIJYXONdrtv1VERvsqZuN7+zOzWLLtINf3jEHEywqz8W9BeBRccqdPYzPGFM+XVxa5wMOq2gm4FBgnIp2A8cB3qtoW+M59DnAN0Nb9Ggu8Dk5yASYAfYE+wISCBGMqnlmJe1DF+1VQWRmQ+BF0+SVUr+/b4IwxxfJZslDVvaq62n18DNgIxAAjgSlutynA9e7jkcD76lgO1BGRJsBQYK6qHlbVI8BcwOo8VFAzEtPoHlubVg1reHfAj9Mg54SzwZExJmD8MmchIi2AnsAKoLGq7nVf2gcU3L4bA+wudFiq21Zcu6lgtuw/xoY9md6X91CFlW9BTBzEXOK5vzHGZ3yeLESkBvAZ8KCqZhZ+TVUV0HJ6n7EikiAiCenp6eVxSlPOZqxJIzxM+Hk3L4egti+AQ1ttzwpjgoBPk4WIROIkiqmq+rnbvN8dXsL9fsBtTwOaFTo81m0rrv0sqjpJVeNUNa5hQy9v9DJ+k5+vzEzcwxVtG9CwZpR3B618C6o1gM7X+zQ2Y4xnvlwNJcA7wEZVfbHQS7OAghVNo4GZhdp/7a6KuhTIcIervgGGiEhdd2J7iNtmKpDlOw6RdvSU91unHt0FW76GXqMhwsvkYozxmRIXrYvIWi/Oka6qVxbR3g+4A1gnIolu21+AicB0EfkNsBO42X1tNnAtkAycBO4CUNXDIvIUEO/2+4eqHvYiLhNEPklIpWZ0BMO6XOTdAQmTne9xd/suKGOM1zzd4RSO8wu8OIJzRXAeVV3svl6U85KLO38xrphzTQYmlxipCVoZp3KYvW4vN8XFEh3pxR4UOVmwagp0GA61Y30foDHGI0/J4l5V3VlSBxH5XTnGY0LQrB/3kJ2bzy1xzb07YMPncOow9LblssYEC09zFg1EpFFJHdwrCGOK9UnCbjpcVJMuMbW8O2DlJGjQHloO8G1gxhiveUoWtwNr3DIbU9zlqVYf2nht495M1qZmcEvvZt6V90hdBXvWODfheVsOxBjjcyUmC1W9UVVjgKtxViB1A6aISLqIzPZHgKZim56wmyrhYd6vglo5CarUhO6jfBuYMaZUvCrhqaopIhINVHW/Ch4bU6zs3Dy+WJPG1Z0bU7d6Fc8HHE935it63QlRNX0enzHGe56Wzv4FuAxoCGwGlgOvAGNVNc/34ZmKbG7Sfo6ezOGWuGaeOwOseR/yTtvEtjFByNOVxa+BE8D/gKXAClXN8HlUJiRMT0ilae1o+rVp4LlzXi7ET4aWA6FhO98HZ4wpFU9zFh1w5isSgEHAFyKyUkTeEpG7/BCfqaDSjp7ih63p3BjXjPAwLyaqt3wNmalWB8qYIOVxzsK9W/pLEZkD9AIGAPcCdwPv+jY8U1F9mpCKKtzUy8ub6lZOgtrNoJ1VnzcmGHmasxgBXI5TuqMzsAFYAjyMMyxlzHny85VPVu2mX5v6NKtXzfMB6ZthxyK48gnbNtWYIOXpX+adOMnhz8AqVT3t84hMhbds+yFSj5zikaHtvTtg5VsQXgUusR1zjQlWnuYsblDVF4A65yYKEbnPp5GZCuvj+N3Uio5gaGcvigZmZcKPBdumejERbowJCG9LlP9NRH5W8ERE/oyzDaoxZ8k4mcOcDfu4vmeMd0UD134Mp4/btqnGBDlvB4hH4ExyP4Kz/3UHLFmYIsz8MY3Tufnc7M29FarOxHbTSyCml++DM8aUmVdXFqp6ECdhvAo0BW60+QtTlI/jd9O5aS26xNT23HnHQji4xZbLGlMBlJgsROSYiGSKSCbOpkTtgJuAgjZjzliflsGGPZneXVWAu21qfej8C98GZoy5YCUOQ6mqFegxXvskYTdVIrwsGnh0N2yeDf0egMho3wdnjLkgnq4sPC5n8aaPCX1ZOXnMSNzDsM4XUbtapOcDbNtUYyoUT3MW3pQht1Llhm+T9pNxKse7IaicLFg9BdpfC3W83D3PGBNQnlZDdfcwNyGAzV0YpsfvJrZuVS5vXd9z56QZcPIQ9B7j87iMMeXD05yFFwvlTWW3+/BJFicf5KGr2hHmTdHAlZOgfltoNcjnsRljyoe3N+UZU6xPV6UiAjfGeVE0MHUVpK1ylsvatqnGVBiWLMwFyctXPl2VSv82DYip48XmifFvQZUatm2qMRWMJQtzQZYkHyTt6Clu6e3FxPaJg7D+cydRRNfyfXDGmHLjMVmISLiIbCrtiUVksogcEJH1hdqeFJE0EUl0v64t9NpjIpIsIptFZGih9mFuW7KIjC9tHMa3pifspk61SK7u1Nhz59XvQ162bZtqTAXkMVm4e21vFpHSrnF8D6eO1LleUtUe7tdsABHpBIzC2TNjGPCam6TCcUqMXAN0Am51+5ogcOTEab7dsJ/re8QQFeFhLURernNvRcsB0KiDfwI0xpQbbwsJ1gU2iMhKnD25AVDVEcUdoKqLRKSFl+cfCUxT1Wxgh4gkA33c15JVdTuAiExz+yZ5eV7jQzMS0zid52XRwA1fQMZuGDbR94EZY8qdt8nib+X4nveLyK9x9vV+WFWPADHA8kJ9Ut02gN3ntPct6qQiMhYYC9C8ud3o5Wuqysfxu+kaU5tOTT3MP+TnwaLnoFEn50Y8Y0yF423V2YVAChDpPo4HVpfh/V4HWgM9gL3AC2U4R5FUdZKqxqlqXMOGDcvrtKYY69My2bTvGDd7M7GdNBMOboYBj0CYrakwpiLy6l+uiNwDfAq86TbFADNK+2aqul9V81Q1H3iLn4aa0oDCv3Vi3bbi2k2AfZywi6iIMEZ0b1pyx/x856qiQXvoZFugGFNRefvfvHFAP9zSHqq6FWhU2jcTkSaFnv4CKFgpNQsYJSJRItISaAusxLmCaSsiLUWkCs4k+KzSvq8pX1k5ecxM3MM1XS6idlUPRQM3fQkHkmDAnyDMCgIYU1F5O2eRraqnxb3jVkQiAC3pABH5CBgENBCRVGACMEhEerjHpgD3AqjqBhGZjjNxnQuMc1dhISL3A98A4cBkVd1Qij+f8YE56/dxLCvX8xCUKiz6F9RrDZ1v8E9wxhif8DZZLBSRvwBVReRq4HfA/0o6QFVvLaL5nRL6Pw08XUT7bKyybVD5OH43zepV5dKWHooGbpkD+9bB9a9DuLc/asaYYOTtMNR4IB1Yh3M1MBv4q6+CMsFr16GTLNt+iJt7NSu5aKAqLHwW6raArjf5LT5jjG94+9+9wcAHqvqWL4MxwW96wm7vigYmz4M9a2DEfyDci82QjDFBzdsri18DP4rIchF5TkSuE5G6vgzMBJ/j2bn8d/lOrurYmCa1SygaqAoLJkLt5tDNCgYaEwq8urJQ1dEAItIUuBGnBEdTb483oeGD5TvJOJXD/YPblNxx+3xIS4DhL0JEFf8EZ4zxKa9+2YvI7cAVQFfgIPAK8IMP4zJBJisnj7d/2MEVbRvQvVmd4juqwsJ/Qc2m0PN2v8VnjPEtb68M/g1sA94A5qtqiq8CMsHp4/jdHDyezbjBPUvumLIYdi2Da56DiCj/BGeM8Tlvy300AO4GooGnRWSliPzXp5GZoHE6N583F24j7uK69G1Zr+TOC5+FGhfBJb/2T3DGGL/wttxHLaA5cDHQAqgN5PsuLBNMZiSmsScji3E/a4OUtBXqzqWQ8gP0ewAio/0XoDHG57wdhlpc6OsVVU31XUgmmOTlK68v2EbnprUY1M5DgcaF/4LqDaHXnX6JzRjjP96uhuoGICI1fBuOCTaz1+1lx8ETvHbbJSVfVeyOd1ZBXf0UVKnmvwCNMX7h7TBUFxFZA2wAkkRklYh08W1oJtBUlVfnJ9O6YXWGdb6o5M6L/gVV60Hc3f4JzhjjV97elDcJ+KOqXqyqzYGH3TYTwr7beIBN+47xu0FtSi7tkbYatn4Ll98PUXbxaUwo8jZZVFfV+QVPVHUBUN0nEZmgoKq8Mj+Z2LpVGdHDw54Vi56D6DrQ+x6/xGaM8T9vk8V2EfmbiLRwv/4KbPdlYCawlm47ROLuo9w3sDWR4SX8mOz9ETbPhsvGQbSH7VWNMRWWt8nibqAh8DnwGVBw34UJUa98n0yjmlHc2MtDwcBFz0FUbegz1j+BGWMCosTVUCISDdwHtMEpT/6wqub4IzATOKt2HmHZ9kP8dXhHoiNL2N1ufxJs/B8MfBSq1vFbfMYY//N0ZTEFiMNJFNcAz/k8IhNwr81Ppm61SG7t07zkjouegyo1oO99/gnMGBMwnu6z6KSqXQFE5B2cfbFNCEvak8l3mw7wx6vbUT2qhB+P9M2w4Qvo/xBU81ACxBhT4Xm6sjgz5KSquT6OxQSBVxckUyMqgtGXtSi546LnIbIaXHa/X+IyxgSWpyuL7iKS6T4WnD24M93Hqqq2/CWEbEs/zux1e7lvYGtqVythd7uDybD+UydRVPewD7cxJiSUmCxUtYTZTRNqXl+wjaiIMH7Tv2XJHX94AcKj4PLf+ycwY0zAebt01oS41CMnmbEmjVG9m9OgRgn7UBzeAWs/dsp61GjkvwCNMQFlycIA8ObC7YjAvQNbldxxwT8hLAL6/cE/gRljgoLPkoWITBaRAyKyvlBbPRGZKyJb3e913XYRkZdFJFlE1orIJYWOGe323yoio30Vb2V2IDOLjxN288tLYmlSu2rxHXcscq4qLv891PRQWNAYE1J8eWXxHjDsnLbxwHeq2hb4zn0Ozj0cbd2vscDr4CQXYALQF+gDTChIMKb8vLN4B7l5+dw3sHXxnXKz4cuHoG5LGPAn/wVnjAkKPksWqroIOHxO80icG/1wv19fqP19dSwH6ohIE2AoMFdVD6vqEWAu5ycgcwGOnjzNB8t3cl33prRoUEJtyMX/hkPJMPx5iCzh6sMYE5L8PWfRWFX3uo/3AY3dxzHA7kL9Ut224trPIyJjRSRBRBLS09PLN+oQ9u6SFE6czuN3g9oU3+nQNmcFVOcboM1V/gvOGBM0AjbBraoKaDmeb5KqxqlqXMOGHrb/NAAcz87lvaUpXN2pMe0vqll0J1Vn+CkiCob9078BGmOChr+TxX53eAn3+wG3PQ1oVqhfrNtWXLspBx8s30nGqRzuH1zCVcW6T2DHQrjyCZvUNqYS83eymAUUrGgaDcws1P5rd1XUpUCGO1z1DTBEROq6E9tD3DZzgbJy8nj7hx1c0bYB3ZvVKbrTqSPwzV8gppdtl2pMJeep3EeZichHwCCggYik4qxqmghMF5HfADuBm93us4FrgWTgJHAXgKoeFpGngHi33z9U9dxJc1MGH8fv5uDxbMYN7ll8p3l/h5OH4fbPIcxu5jemMvNZslDVW4t56coi+iowrpjzTAYml2NolV52bh5vLtxG3MV16duymIqxu1fCqned+k9Nuvk3QGNM0LE7uCuh1+ZvY09GFg9e1Q4ROb9DXg7870GoFQODHvN7fMaY4OOzKwsTnLbuP8ZrC5IZ0b0p/ds2KLrT8tfgwAa4ZSpE1fBvgMaYoGRXFpVIfr4y/vN1VI+K4InrOhXd6eguWDAR2l8LHX/u3wCNMUHLkkUlMnXlLlbtPMLj13YsurKsKsx+BBC45l9+j88YE7wsWVQS+zKyePbrTfRrU58be8UW3Wnj/2DLHBj8GNRpVnQfY0ylZMmikpgwaz05efk8fX3Xoie1s4/B149C467Q97f+D9AYE9QsWVQCc9bv45sN+3nwqnbFFwuc/wwc2wvX/RvCbd2DMeZslixCXGZWDk/MXE/HJrUYc0Ux26XuSYQVb0DcXRAb59f4jDEVgyWLEPfs15s4eDybZ3/ZlcjwIv668/PgywehWgO4coLf4zPGVAw23hDC4lMOM3XFLn7TvyXdYusU0+kd2LMGfvkOVC2mjzGm0rMrixCVnZvH+M/WElOnKn+8ul3RnTL3wnf/gFaDocsv/RugMaZCsSuLEPXa/G1sSz/Bu3f1pnpUMX/Nc8ZD3mkY/gIUtULKGGNcdmURggqX9BjcvlExneZC0gwY8AjUL2HvbWOMwZJFyPGqpEdWJnz1MDRoB/3+4N8AjTEVkg1DhZiCkh7P3dit6JIe+Xnw+T2QkQp3fulsl2qMMR5YsgghXpX0+P4pp6THtc/DxZf7N0BjTIVlw1Ah5ImZHkp6rJ0Oi1+CXndB7zH+D9AYU2FZsggRc9bv5dukEkp6pK6CmffDxf2cirK2+skYUwqWLEJAxqkcnpi5ofiSHpl7YdqvoGZjuPm/EFHF/0EaYyo0m7MIAc/OcUp6vD067vySHjmnnESRfQzumAvV6wcmSGNMhWbJooJbueMwHxZX0kMVZv0e9qx2tkht3DkgMRpjKj4bhqrAsnPzeOzzEkp6LPk3rPsEfvZX2yLVGHNB7MqiAnvh2y3Fl/TY/DXM+zt0vgGu+FNgAjTGhIyAXFmISIqIrBORRBFJcNvqichcEdnqfq/rtouIvCwiySKyVkQuCUTMwea/y1KYtGg7t/Vtfn5JjwMb4bMx0KQ7jHzVVj4ZYy5YIIehBqtqD1Ut2G1nPPCdqrYFvnOfA1wDtHW/xgKv+z3SIDNn/T6emLWBqzo24u8jzpmHOHkYPhoFVarDqA+hSrXABGmMCSnBNGcxEpjiPp4CXF+o/X11LAfqiEiTAMQXFBJSDvPAtDV0j63Df269hIjCq5/ycmD6r52lsrdMhdoxgQvUGBNSApUsFPhWRFaJyFi3rbGq7nUf7wMau49jgN2Fjk11284iImNFJEFEEtLT030Vd0AlHzjGb6Yk0LROVSbf2ZuqVcLP7jBnPKT8ANf9HzTrHZggjTEhKVAT3P1VNU1EGgFzRWRT4RdVVUVES3NCVZ0ETAKIi4sr1bEVwf7MLEZPjicyPIwpd/WhXvVzbqyLfwfi34bLfw89bg1MkMaYkBWQKwtVTXO/HwC+APoA+wuGl9zvB9zuaUCzQofHum2VRmZWDne+G8/Rk6d5767eNK9/zjzEjh/g6z9D2yFw1d8DE6QxJqT5PVmISHURqVnwGBgCrAdmAaPdbqOBme7jWcCv3VVRlwIZhYarQt7p3Hzu++8qtu4/xuu396JLTO2zOxze4cxT1GsFv3wbwsKLPpExxlyAQAxDNQa+cKuiRgAfquocEYkHpovIb4CdwM1u/9nAtUAycBK4y/8hB0Z+vvLIpz+ydNshXry5OwPaNTy7Q/Yxp5SH5sOt0yC6dtEnMsaYC+T3ZKGq24HuRbQfAq4sol2BcX4ILeg8O2cTMxP38Odh7bnhknP2pzh1BKbdBumb4fbPbGtUY4xP2R3cQWry4h28uWg7v77sYn478JxEcCQFpt7kfL9hErQeHIgQjTGViCWLIPTV2r089VUSQzs3ZsJ1nc/eyCh1FXx0i3NPxR0zoEW/gMVpjKk8gummPAMs336Ihz5OpFfzuvzfqJ6EhxVKFBv/B+8Nh8hqMGaeJQpjjN9Ysggim/cd4573E2hevxpvj44jOrLQyqZlr8HHd0DjTjDmO2jQNnCBGmMqHRuGChJ7jp5i9OSVVKsSzpS7+1CnmnvTXX4efPMXWPEGdPg53PCW1XsyxvidJYsgkHEqhzvfXcmJ7Fym33cZMXWqOi+cPuFUj908Gy4dB0OesvsojDEBYckiwDJO5XDP+wnsOHiCKXf1oWOTWs4Lx/Y7E9l7f4Rr/gV97w1soMaYSs2SRQCtTT3KuA9Xs/doFi/e0oPL2zRwXjiwyVkae/KgUz22w7WBDdQYU+lZsggAVWXK0hSenr2RRjWjmX7fZVzSvK7z4o5FMO12iIiCO7+CGNvryRgTeJYs/CwzK4dHP13L1+v3cVXHRjx/U/efJrMTP4JZv3fqPN32CdS9OLDBGmOMy5KFH61Py+B3U1eTdvQUf7m2A/dc0cq54U4VFv4LFjwDLa6AWz6AqnUCHa4xxpxhycIPVJUPlu/kqS83Ur9GFabfeym9Lq7nvJiV6ZQX//Ej6H4rXPcyRFQp+YTGGONnlix8LDMrh8c+W8dX6/YyuH1DXry5B3WrV4H8fPjxQ5j3dziRDgPHw6DxULi0hzHGBAlLFj60Pi2DcR+uJvXIKcZf04GxV7QiLExgd7xzNbFnNcT2gV99bBPZxpigZsnCB1SVD1bs4qn/JVGvehWmjb2U3i3qwbF9MO9JZ8ipxkXwizeh680QZlVXjDHBzZJFOTuWlcNjn6/jy7V7GdiuIS/d0oN6UQqLX4JFz0Peaej/EFzxMETVDHS4xhjjFUsW5WjDngzu/3ANuw6f5M/D2nPfgNaEJX8Lc8bD4e3Q7hoY+rRtVGSMqXAsWZSDzKwc3l+awsvfJ1O3WiQf3XMpfWoegg9vguS5UL+ts5tdm6sCHaoxxpSJJYsLcPB4Nu8u2cH7S3dyLDuXqzs1ZuLwFtRPeMGpEhtZDYY8DX3G2nJYY0yFZsmiDPYcPcWkRduZFr+L7Nx8ru3ShN8ObEmX9K9g8q3OUtiet8OVT0CNRoEO1xhjLpgli1LYln6cNxZs44s1aQD8omcMv++uNE/9Ej6dDkd32lJYY0xIsmThhfVpGby+YBuz1++lSngY9/aqyT31Eqmz9Tn4cDVIGLQaBFc9CZ2ut6WwxpiQY8miBPEph3l1fjILNqfTMCqPlzvvYGjeIqqsnw+aBxd1c+YkuvwSajUJdLjGGOMzFSZZiMgw4P+AcOBtVZ3oi/dRVRZuSee1+dtISDnIkGpb+Pri1XQ4Mh9JPgG1YqHfH6DbLdCooy9CMMaYoFMhkoWIhAOvAlcDqUC8iMxS1aTyfJ/dh09y338TyN+3nturLefd2kupnp0OR2tB5xug+yhofrkNMxljKp0KkSyAPkCyqm4HEJFpwEigXJNF4/wDvHHs9zSLSkE1AmkxxLmCaDcMIqPL862MMaZCqSjJIgbYXeh5KtC3vN+kSt1YmrXqAG1/j3T6BVSvX95vYYwxFVJFSRYeichYYCxA8+bNy3aS8Ahn2asxxpizVJTB9zSgWaHnsW7bGao6SVXjVDWuYcOGfg3OGGNCXUVJFvFAWxFpKSJVgFHArADHZIwxlUaFGIZS1VwRuR/4Bmfp7GRV3RDgsIwxptKoEMkCQFVnA7MDHYcxxlRGFWUYyhhjTABZsjDGGOORJQtjjDEeWbIwxhjjkahqoGModyKSDuy8gFM0AA6WUzihyD4fz+wzKpl9Pp4F4jO6WFWLvFEtJJPFhRKRBFWNC3Qcwco+H8/sMyqZfT6eBdtnZMNQxhhjPLJkYYwxxiNLFkWbFOgAgpx9Pp7ZZ1Qy+3w8C6rPyOYsjDHGeGRXFsYYYzyyZGGMMcYjSxaFiMgwEdksIskiMj7Q8QQjEUkRkXUikigiCYGOJ9BEZLKIHBCR9YXa6onIXBHZ6n6vG8gYA62Yz+hJEUlzf44SReTaQMYYSCLSTETmi0iSiGwQkQfc9qD6ObJk4RKRcOBV4BqgE3CriHQKbFRBa7Cq9gimNeAB9B4w7Jy28cB3qtoW+M59Xpm9x/mfEcBL7s9RD7eqdGWVCzysqp2AS4Fx7u+eoPo5smTxkz5AsqpuV9XTwDRgZIBjMkFOVRcBh89pHglMcR9PAa73Z0zBppjPyLhUda+qrnYfHwM2AjEE2c+RJYufxAC7Cz1PddvM2RT4VkRWufuem/M1VtW97uN9QONABhPE7heRte4wVaUeqisgIi2AnsAKguznyJKFKa3+qnoJznDdOBEZEOiAgpk6a9Ntffr5XgdaAz2AvcALAY0mCIhIDeAz4EFVzSz8WjD8HFmy+Eka0KzQ81i3zRSiqmnu9wPAFzjDd+Zs+0WkCYD7/UCA4wk6qrpfVfNUNR94i0r+cyQikTiJYqqqfu42B9XPkSWLn8QDbUWkpYhUAUYBswIcU1ARkeoiUrPgMTAEWF/yUZXSLGC0+3g0MDOAsQSlgl+Crl9QiX+ORESAd4CNqvpioZeC6ufI7uAuxF2+928gHJisqk8HNqLgIiKtcK4mwNm//cPK/hmJyEfAIJxy0vuBCcAMYDrQHKdU/s2qWmkneIv5jAbhDEEpkALcW2h8vlIRkf7AD8A6IN9t/gvOvEXQ/BxZsjDGGOORDUMZY4zxyJKFMcYYjyxZGGOM8ciShTHGGI8sWRhjjPHIkoWp8ETkJRF5sNDzb0Tk7ULPXxCRP4rIiNJWExaR90TkxnIMt9RE5E4ReaWI9oLKrf8owzlHicjjxbzW2q0Ee7ws8ZrQZMnChIIlwOUAIhKGs56/c6HXLweWquosVZ0YgPh86SVVfaIMx10DzCnqBVXdpqo9LigqE3IsWZhQsBS4zH3cGedu4GMiUldEooCOwOrC/0N3rxheFpGlIrK94OpBHK+4+5rMAxoV9YYi8gd3/4G1IjLNbXtSRP4rIsvcPQjuKdT/ERGJd/v/vVD77SKy0v2f/JtuqXxE5C4R2SIiK4F+3nwI7vtPEZEfRGSniNwgIv9y9x+Z45aUKLhjuIf7mQwstKfEmoI79I05V0SgAzDmQqnqHhHJFZHmOFcRy3AqBl8GZADrVPW08zvyLE2A/kAHnNIKn+KUnmiPs6dJYyAJmFzE244HWqpqtojUKdTeDWdPgurAGhH5CugCtMWpfyTALLcAYzpwC9BPVXNE5DXgNhGZC/wd6OXGPx9Y4+XH0RoY7Ma/DPilqv5ZRL4AhuPcXd4T+FFVVUT+BIxT1SVuIbssL9/HVDKWLEyoWIqTKC4HXsRJFpfj/LJdUswxM9xCdkkiUlD+eQDwkarmAXtE5Ptijl0LTBWRGTi/gAvMVNVTwCkRmY+TIPrj1NEq+IVfAyd5dMNJCPFuIquKUyyuL7BAVdMBRORjoJ13HwNfu4lnHU7ZmoKhpnVAC/fxMOBr9/ES4EURmQp8rqqpXr6PqWRsGMqEioJ5i644w1DLca4sLsdJJEXJLvT4vMsOD4bj7Kx4Cc4v+4L/eJ1bP0fdc/+z0K5wbVT1Hbd9SqH29qr6ZCnjOFc2gJsEc/Snej75/PSfwyHAt26/icAYnES1REQ6XOD7mxBlycKEiqXAz4HDbunrw0AdnIRRXLIoyiLgFhEJdyujDj63gzuJ3kxV5wOPArVxrhYARopItIjUxymWFw98A9ztDvMgIjEi0ghnq8wb3ccFey5fjFNAbqCI1HfnGW4qzQdREhGpDUSo6iH3eWtVXaeqz7qxWrIwRbJhKBMq1uGsgvrwnLYaqnqwFOf5AvgZzlzFLpxx/3OFAx+4v3gFeFlVj7pDSWtx5hgaAE+p6h6c4ayOwDK3z3HgdlVNEpG/4uw8GAbk4MwfLBeRJ933PgokliJ+T64G5hV6/qCIDMa58tjAT8NTxpzFqs4aU07cX/DHVfX5YH0/9/6Tt1V1uRd9j6tqDU/9TOVgVxbGVFzHgbEiUsvbey1UdYynPiLSGmfXtv0XGJ8JIXZlYYwxxiOb4DbGGOORJQtjjDEeWbIwxhjjkSULY4wxHlmyMMYY49H/B5j+Pk0FRrYEAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from py_wake.wind_turbines.power_ct_functions import PowerCtFunctionList\n", + "\n", + "mode0_power_ct=PowerCtTabular(ws, p0, 'w', ct0)\n", + "mode1_power_ct=PowerCtTabular(ws, p1, 'w', ct1)\n", + "\n", + "multimode_power_ct = PowerCtFunctionList(key='my_mode', \n", + " powerCtFunction_lst=[mode0_power_ct, mode1_power_ct], \n", + " default_value=None)\n", + "wt = WindTurbine('MultimodeWT', 112, 84, powerCtFunction=multimode_power_ct)\n", + "\n", + "for m in [0,1]:\n", + " plt.plot(wt.power(ws, my_mode=m)/1000, label=f'my_mode: {m}')\n", + "plt.ylabel('Power [kW]')\n", + "plt.xlabel('Wind speed [m/s]')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Multidimentional power/ct tabulars\n", + "It is also possible to setup a wind turbine using a multidimensional power and ct tabular array. In this case the power can ct values will be calculated using multidimensional linear interpolation. " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x1f3be8bf460>" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from py_wake.wind_turbines.power_ct_functions import PowerCtNDTabular\n", + "\n", + "# setup multidimensional power and ct tabulars\n", + "# p0,ct0 ~ rho=0.95\n", + "# p1,ct1 ~ rho=1.225\n", + "\n", + "power_array = np.array([p1,p0]).T\n", + "ct_array = np.array([ct1,ct0]).T\n", + "density = [0.95,1.225]\n", + "powerCtFunction = PowerCtNDTabular(input_keys=['ws','rho'], \n", + " value_lst=[ws,density], \n", + " power_arr=power_array, power_unit='w',\n", + " ct_arr=ct_array)\n", + "wt = WindTurbine('AirDensityDependentWT', 112, 84, powerCtFunction=powerCtFunction)\n", + "\n", + "for r in [0.995,1.1,1.225]:\n", + " plt.plot(wt.power(ws, rho=r)/1000, label=f'Air density: {r}')\n", + "plt.ylabel('Power [kW]')\n", + "plt.xlabel('Wind speed [m/s]')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Alternatively, the data can be passed as an xarray dataset. The dataset must have the data variables, `power` and `ct`, and the coordinate, `ws`" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x1f3be92cb20>" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import xarray as xr\n", + "from py_wake.wind_turbines.power_ct_functions import PowerCtXr\n", + "\n", + "ds = xr.Dataset(\n", + " data_vars={'power': (['ws', 'rho'], np.array([p1,p0]).T),\n", + " 'ct': (['ws', 'boost'], np.array([ct1, ct0]).T)},\n", + " coords={'rho': [0.95,1.225], 'ws': ws})\n", + "curve = PowerCtXr(ds, 'w')\n", + "wt = WindTurbine('AirDensityDependentWT', 112, 84, powerCtFunction=powerCtFunction)\n", + "\n", + "for r in [0.995,1.1,1.225]:\n", + " plt.plot(wt.power(ws, rho=r)/1000, label=f'Air density: {r}')\n", + "plt.ylabel('Power [kW]')\n", + "plt.xlabel('Wind speed [m/s]')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Continous Power/Ct functions\n", + "Finally, the Power can Ct can be calculated using a function which may take multiple input variables." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x1f3bea0c400>" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from py_wake.wind_turbines.power_ct_functions import PowerCtFunction\n", + "\n", + "def density_scaled_power_ct(u, rho=1.225):\n", + " # function to calculate power and ct\n", + " rated_power = 3e6\n", + " density_scale=rho/.95\n", + " return (np.minimum(np.interp(u,ws, p0) * density_scale, rated_power), # density scaled power, limited by rated power\n", + " u*0) #dummy ct\n", + "\n", + "powerCtFunction = PowerCtFunction(\n", + " input_keys=['ws','rho'], \n", + " power_ct_func=density_scaled_power_ct,\n", + " power_unit='w', \n", + " optional_inputs=['rho'], # allowed to be optional as a default value is speficifyed in density_scaled_power_ct\n", + ")\n", + "wt = WindTurbine('AirDensityDependentWT', 112, 84, powerCtFunction=powerCtFunction)\n", + "\n", + "for r in [0.995,1.1,1.5]:\n", + " plt.plot(wt.power(ws, rho=r)/1000, label=f'Air density: {r}')\n", + "plt.ylabel('Power [kW]')\n", + "plt.xlabel('Wind speed [m/s]')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### GenericTIRhoWindTurbine\n", + "The `GenericTIRhoWindTurbine` extends the [`GenericWindTurbine`](#Generic-WindTurbine) by with multidimensional power/ct curves that depends on turbulence intensity, `TI_eff` and the air density, `Air_density`." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Ct')" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from py_wake.wind_turbines.generic_wind_turbines import GenericTIRhoWindTurbine\n", + "wt = GenericTIRhoWindTurbine('2MW', 80, 70, power_norm=2000,\n", + " TI_eff_lst=np.linspace(0, .5, 6), default_TI_eff=.1,\n", + " Air_density_lst=np.linspace(.9, 1.5, 5), default_Air_density=1.225)\n", + "\n", + "u = np.arange(3, 28, .1)\n", + "ax1 = plt.gca()\n", + "ax2 = plt.twinx()\n", + "for ti in [0,.1,.3]:\n", + " p, ct = wt.power_ct(u, TI_eff=ti)\n", + " ax1.plot(u, p / 1e6, label='TI=%f' % ti)\n", + " ax2.plot(u, ct, '--')\n", + "ax1.legend(loc='center right')\n", + "ax1.set_ylabel('Power [MW]')\n", + "ax2.set_ylabel('Ct')\n", + "\n", + "plt.figure()\n", + "u = np.arange(3, 28, .1)\n", + "ax1 = plt.gca()\n", + "ax2 = plt.twinx()\n", + "for rho in [.9,1.2,1.5]:\n", + " p, ct = wt.power_ct(u, Air_density=rho)\n", + " ax1.plot(u, p / 1e6, label='Air density=%f' % rho)\n", + " ax2.plot(u, ct, '--')\n", + "ax1.legend(loc='center right')\n", + "ax1.set_ylabel('Power [MW]')\n", + "ax2.set_ylabel('Ct')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Power/Ct input arguments\n", + "The input arguments for the Power and Ct curves can be obtained from:\n", + "\n", + "- Arguments passed when calling the WindFarmModel\n", + "- Data present in the site\n", + "- Values computed in the simulation, i.e. `WS_eff` and `TI_eff`. Note that `WS_eff` is passed as `ws`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Arguments passed to WindFarmModel call" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x1f3bec23400>" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from py_wake.examples.data.hornsrev1 import Hornsrev1Site\n", + "from py_wake.deficit_models.noj import NOJ\n", + "wfm = NOJ(site=Hornsrev1Site(), windTurbines=wt)\n", + "\n", + "for rho in [0.95,1.225]:\n", + " sim_res = wfm([0], [0], wd=0, Air_density=rho) # rho passed to WindFarmModel call\n", + " power = sim_res.Power.squeeze() / 1000\n", + " plt.plot(power.ws, power, label=f'rho {rho}')\n", + "plt.xlabel('Wind speed [m/s]')\n", + "plt.ylabel('Power [kW]')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data present in Site" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x1f3becdf040>" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from py_wake.examples.data.hornsrev1 import Hornsrev1Site\n", + "from py_wake.deficit_models.noj import NOJ\n", + "\n", + "site = Hornsrev1Site()\n", + "site.ds['Air_density'] = ('wd',np.linspace(.95,1.225,13)) # wd-dependent rho added to site\n", + "\n", + "wfm = NOJ(site=site, windTurbines=wt)\n", + "\n", + "for wd in [0,330]:\n", + " sim_res = wfm([0], [0], wd=wd)\n", + " power = sim_res.Power.squeeze() / 1000\n", + " \n", + " plt.plot(power.ws, power, label=f'wd: {wd}')\n", + " \n", + "plt.xlabel('Wind speed [m/s]')\n", + "plt.ylabel('Power [kW]')\n", + "plt.legend()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Interpolation method" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PowerCtTabular\n", + "\n", + "`PowerCtTabular` which is used by most predefined wind turbines takes a `method` argument which can be \n", + "\n", + "- `linear`: Linear interpolation (default)\n", + "- `pchip`: Piecewise Cubic Hermite Interpolating Polynomial. Smooth interpolation with continous first order derivatives and not overshoots\n", + "- `spline`: Smooth interpolation with continous first and second order derivatives. Closer to original piecewise linear curve, but may have overshoots" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x1f3bed46040>" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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oJhEt5pLt48PdHe/murbXEewX7KWgjal6rER5OYuPj+fiiy9m9erVXtne6fA7yLPhJ/jqBqjZBK77DsLr5c1KzcjmqelrmbzuZ8Lq/0iObzKDYgbxQPcHqBta13sxG1PJWYlyc3pZ+TVMuQ3qdYTh3x7zRPaSbfu5d/IckoMmEhy9gcYRzfi/M8fRo14PLwZsTNVmyaKcxcTElFmvwhPbKxeLP4QfHoDGvWHYRAgKByAz28UrM9fz4arPCKw9g1A/H+7pOophbYbZA3XGeJklC1O+5r0Cs56AFhfAVR+7n84GNuw5wl1f/8ROv48JrLOdM+v25Mnej9Mg7PiH8Ywx5c+ShSkfqjB7DMx7GdpfAZe9B77+uFzK//6I49XY9/CrNYtqfiGM7jmWi5tebHc4GXMasWRhPM/lgp9GweIP3EOeXvQy+PiyY38ad0/+hY2u9/GL3EHfhgN4otf/USu4lrcjNsYUYMnCeFZOFky90/1Udq97YMAYFPh68XbG/D4eak0l1C+QMb3HcWHTC70drTGmCJYsTlNPPPEEYWFhjBw5kscee4xzzjmH/v37ezusE5OVDpNHwIYf4PxH4ewHSE7NZOQ3f/LXkXfxq72OzpFn8ELfsXY7rDGnOUsWFcCYMWO8HcKJy0iBL4e5H7ob/CL0uIWZa/fy0A9fk1nzcwLDM/hPt1EMbzscH7FCAsac7ux/aTlKTU3loosuolOnTrRv355JkyYRExPDgw8+SIcOHejRowdxcXHHrXfjjTcyefJkwH2r7OOPP07Xrl3p0KED69evz9v2iBEj6NGjB126dGHq1KnlemzHSNvvLggY/ydc9h4pnW5i1NfLuPPHsWTVfp9G1Wvz9SWTuL7d9ZYojKkgqmzP4vlFz7N+//oy3Wbrmq15qMdDRc7/+eefqV+/Pj/88AMAhw4d4qGHHiIiIoJVq1bxySefcN999zF9+vRi9xMZGcnSpUt5++23efHFF/nggw945plnOP/88/noo484ePAgPXr0oH///oSGhpbpMZboyF749DJI3gRXfcKioF7c9/p0DoaOJ7D2FoY0vZTRPf/PSnUYU8HY17py1KFDB2bOnMlDDz3EH3/8QUREBADDhg3L+5lbELA4l19+OQDdunUjPj4egF9++YXnnnuOzp0707dvX9LT09m+fbtnDqQoB7fD+EFwYCuZV3/Js1ubcc1nn5FSaxzB1XbyVO+neObspy1RGFMBVdmeRXE9AE9p2bIlS5cu5ccff2T06NH069cPOLakeGmeLcgtW56/ZLmq8s0339CqVSsPRF4KSRvh039AZgrxg7/gth992JI5nuBGP9MoPIZX+r5EixotvBObMeaUWc+iHO3atYuQkBCGDx/OqFGjWLp0KQCTJk3K+9mzZ8+T2vYFF1zAG2+8QW5hyGXLlpVN0KWxewWMvxDNyeSr9u8x4JvD7An8iKA6PzGw8QC+uvhLSxTGVHBVtmfhDatWrWLUqFH4+Pjg7+/PO++8w9ChQzlw4AAdO3YkMDCQiRMnntS2H330Ue677z46duyIy+WiSZMmJV77KBPb/4LPryLbP5T/BD3JtL/2U6fFRNLYzr1d7+Xm9jfbk9jGVAJWotzLYmJiiI2NJTIyslz2V6a/g7hZ6JfDORJYh8uPjGJvcAqhjT4HyeL5s5/n3Ohzy2Y/xphyYyXKTdlaOxWdfDM7/BpxWfJIolrsxs//M2oF1+eN89+gafWmJW/DGFNhWLLwsty7mSqUZZ+jU+9iBS24OW0UXXptYOGBSZxV9yxePPdFIgIjvB2hMaaMeewCt4h8JCKJIrI6X1snEVkgIqtEZJqIhDvtASIy3mlfISJ9861ztYisFJE1IvL8qcZVWU+7lUZZHHv6vLdg6h38kdOOp2qOode5i1h4YBKXNb+Mt/u/bYnCmErKk3dDTQAGFWj7AHhYVTsAU4BRTvstAE77AOAlEfERkVrAC0A/VW0H1BWRficbUFBQEMnJyVUyYagqycnJBAUFnewG2D7lCYJmPcLPrh781fNFwlt+xW+7fuauznfxZK8nbYAiYyoxj52GUtW5IhJToLklMNeZngnMAB4F2gK/OuslishBoDugwCZVTXLWmQVcAcw+mZgaNmxIQkICSUlJJS9cCQUFBdGwYcMTX1GVDZ/cQ6utn/Cz3/n4Dn2K+etHs+3INsb2GcslzS4p+2CNMaeV8r5msQa4FPgOuBKIdtpXAENEZKLT1s35+SvQykk6CcA/gICiNi4itwK3AjRq1Oi4+f7+/jRp0qRMDqTKcOVw8Ks7aLX1S2aEXUqjG/6Pe367k7SsNN7r/56Ni21MFVHeD+WNAO4QkSVANSDTaf8IdzKIBV4F5gM5qnoAuB2YBPwBxAM5RW1cVd9X1e6q2r127dqeOoaqIzuTnK9HUH39l/xPhhJ25f38e/YtZLmyGD9ovCUKY6qQcu1ZqOp6YCCAiLQELnLas4H7c5cTkfnARmfeNGCa034rxSQLU4Yy0+Cr6/GNm8nTWddS5x+X8cCftxMREMH7A9+ncXhjb0dojClH5ZosRCTKuSbhA4wG3nXaQ3A/IJgqIgOAbFVdW2CdGsAdwFXlGXOVlH4Yvrga3b6Ah7Nu4XC3Tny34b80CGvAewPes4GKjKmCPJYsnOsPfYFIEUkAHgfCROROZ5FvgfHOdBQwQ0RcwE7gunybek1EOjnTY1R1o6diNkBqMnx2Obp3NQ/LvSxsWIODKS/RumZr3un/DjWCang7QmOMF3jybqhhRcx6rZBl44FCy6UWsx1T1o7shU+GoAfieaHG40xLS8M/dAKda3firX5vERYQ5u0IjTFeYlVnjduhnTBhMBzcwdR2r/H+kSP41Z1Il6jOvNP/HUsUxlRxliwMHNgG4y+ElEQ2DvyEhzbEEdxgEt3rdOPtfm8T4h/i7QiNMV5myaKqS94M4wdD+iFS//kN1y2IJaDuV3SL6s5b/d+yRGGMASxZVG2J692JIvso3Didm+fHkhr+BW1rdOWdAW/Z8KfGmDyWLKqqPathwkWAwo0/Mnb9elZnvUe9wLZMuOgdSxTGmGNYsqiK9q6FT4aAXyDc9BNTknfxRfwzBGsjvrn8A0sUxpjjWLKoapI2uhOFbwDcMI2FGQd4fOEoJDOKTy/6H+GBdteTMeZ4liyqkuTN8PElgMAN01hDOrfPuoOczHAe7f4qraPsyWxjTOFspLyqYv9Wd6JwZcONP7DV34+bp99IRmYgA2o+xlVd23o7QmPMacx6FlXBwe3w8RDISoPrp5IUVotbf/k3qRkuIo/cw9ghZ3s7QmPMac6SRWV3ZK87UWQcguu+I6VmDHfMuoPEtGQyE27inasvICTAOpjGmOJZsqjM0g/B51dAyl649huy6rTjvt/uY+OBTaRsv4aHzh9A2/rh3o7SGFMB2FfKyiorHSZeA4nr4JpJuBp249F5j7Bw90Ky9lzFOQ37cFPvGG9HaYypICxZVEY52fDNzbDtT7jiA2jen1djX+aHLT8QlnoJWVk9eeHKToiItyM1xlQQdhqqslGF6ffB+ulw4TjoMJRJ6ycxfs14YvwHsHt7L16+qhORYYHejtQYU4FYsqhs5oyFZZ/CuQ/Bmbcyf9d8nl30LG0izmTVyvO49ZxmnNPSxic3xpwYSxaVyfKJMHccdLkO+v6XLYe2MPK3kTSq1oT1K4fQoUENRg4sdIwpY4wpll2zqCzi58H3d0OTc+HiVziYcYi7Zt+Fv68/vok3k53tx+vDuhDgZ98PjDEnzj45KoN9m+DLa6FmU7jqE7KA+3+7n72pezm72iiWbRXGXNqeJpGh3o7UGFNBWbKo6FKT4fMrwccPrv0KDYrgqb+eInZvLDe1eoiJ83wY0qk+V3Rt4O1IjTEVmJ2GqshysuCr6+HwLrhxOtSI4bO1nzIlbgo3tr2FL3+NpF4EPH1Ze7tN1hhzSqxnUZH9Mhq2zYNL34ToHizavYiXYl+iX6N+bN3Um92H0nl9WBfCg/y9HakxpoKzZFFRLZ8IC9+Fs+6EjlexJ3UPo+aOolF4I7qH3M70lXu4v38Lujaq4e1IjTGVQLGnoURkZSm2kaSq/cooHlMau5a5H7yLORsGjCEjJ4P75txHRk4GIzs9y7/Hb+WspjW5vW9zb0dqjKkkSrpm4QsMLma+AN+XXTimRKn74MvhEFobrpyA+vjyzPwxrElew0vnvMoL0w8Q4OfDK1d3xtfHrlMYY8pGScniNlXdVtwCInJHGcZjiuPKcdd8StsHI2ZAaCRfb/iKKXFTuLXjrcSuq8+qnVt477pu1IuwcbSNMWWnpGsWkSISVdwCqjqvDOMxxZn3Mmz5DS58Hup3Zs2+NTy76Fn6NOhD+5AreX/uFq49sxEXtLPhUY0xZauknsVw4C0RSQPmA38C81V1tccjM8eK/9Nd96n9UOh6A0cyjzDy95FEBkcyquuTXPX2SlpEhTH6Ihse1RhT9opNFqo6FEBEYoBezus2EWkELFbV4q5nmLKSus99+qlGDFzyKgo8Pv9xdqfu5qOB4xkzNZ7D6Vl89q8eBAf4ejtaY0wlVKqH8lQ1XkSCgGDnlTttPM3lgin/hrRk+NcsCKzGV+snMXPbTO7vdj/L4qrz24a1PDmkHa3r2qh3xhjPKOnW2UeAnkBtYAPwF/AmcKuq5ng+PMNfb0HcTBj8ItTrxPr96xm3eBx9GvShe/XLGDrxL/q3ieL6no29HakxphIr6QL39UB94Gfgc+ALVV1WmkQhIh+JSKKIrM7X1klEFojIKhGZJiLhTnuAiIx32leISN986wxz2leKyM8iEnkSx1kx7V0Ds8dAq4vgjH+RmpXKyN9HUj2wOqN7PMl9k1ZQPcSfcUNt1DtjjGcVmyxUtTUwAIgF+gJTRGSRiPxPRG4qYdsTgEEF2j4AHlbVDsAUYJTTfouzvw7O/l4SER8R8QNeA85T1Y7ASuCuUh5bxZadAd/eBkERMOR1EOGFxS+w/fB2nj/ned6YuYet+1J59erO1AwN8Ha0xphKrsRyH6q6X1WnA48B/wW+Bs7D/cFf3Hpzgf0FmlsCc53pmcAVznRb4FdnvUTgINAd90N/AoSK+6tzOLCrpJgrhd+ehb2rYMgbEBrJnO1z+GbTN4xoP4LEpAZ8uXgH/z63Gb2aV52OljHGe4pNFiIyRESeE5E/gETgRaAW8ABwMjfzrwEudaavBKKd6RXAEBHxE5EmQDcgWlWzgNuBVbiTRFvgw2LivVVEYkUkNikp6STCO01s/wv+fM094l2rC0k+mswTC56gVY1W/KPJCB7+ZiWdoqvznwEtvR2pMaaKKKlncSOQBDwI1FXVs1X1YVWdqqon82k8ArhDRJYA1YBMp/0jIAH36a5XcT/TkSMi/riTRRfc105W4u7dFEpV31fV7qravXbtCjrOdEYKTLkNIqJh0LOoKk8seIKUzBSe7v0Mo75ajUvh9X92xt/X6kAaY8pHSc9ZXA4gIheqamb+eSLyb1V990R2pqrrgYHO+i2Bi5z2bOD+fNueD2wEOjvzNzvtXwEPn8g+K5xfn4ID2+CmHyGwGlM2fctvO35jVPdR/LxMWBx/gFeu7kTjWjbqnTGm/JT2q+mjInJ+7hsReZC/TyeVWm7pEBHxAUYD7zrvQ0Qk1JkeAGSr6lpgJ9BWRHK7CQOAdSe63wpjxyJY+B70uAUa92Jnyk6eX/Q8Per2oFXIYF6fvYnLujTgsi4NvR2pMaaKKe1IeUOA6SIyCvcdTq0pIVmIyETcd1BFikgC8DgQJiJ3Oot8C4x3pqOAGSLiwp0grgNQ1V0i8iQwV0SygG24T41VPtkZ8P3dEN4A+j2GqvLk/CcBeLDb44z4YCUNa4Qw5tJ2Xg7UGFMVlfYJ7n0iMgSYBSwBhqqqlrDOsCJmvVbIsvFAqyK28y5OD6RS++NlSFoP13wNgdX4Pm4qC3Yv4JEej/DajCT2Hk5n8u29qGaj3hljvKCkJ7iPAPmTQgDQFBgqIqqqVl+iLOxdC3+8BB2uhJYD2Xd0H+MWj6NrVFc43JMfV63hwUGt6Bxd3duRGmOqqJIucFcrr0CqLJcLpt0DgdVg0HMAPLvwWdKz0xnR6kH+PX49vZrV4t/nNPNyoMaYqqyk5yxKfJaiNMuYYiz7FBIWwwXPQGgks7fN5pdtv3BLh9t4ftp+gvzdo9752Kh3xhgvKuluqB9LsY3SLGMKk7YfZj0BjXpCp2GkZqUyduFYWtVoxZ7tZ7F292FeGNqJOuFB3o7UGFPFlXSBu5OIHC5mvgDFzTfF+fVpSD8Ig18AEd5d8S6JRxMZ3vQxnpy8g+t7NqZ/2zrejtIYY0q8ZmEj6XjKrmUQ+xGceRvU7UDcgTg+W/sZg2Mu5c2fMmldtxqPDG7j7SiNMQYo/UN5piy5XPDDSAiNhL7/RVUZu2gsIf4hbI/rS0pGNm8M60KQv+VqY8zpwZKFNyz/HHbGwoAxEFydH7f+yOI9i+lW7VoWbMrg0Yvb0qKO3YhmjDl9WLIobxkp7vpPDc+Ajv8kJTOFF2NfpGm11vy0oBED29bh2jMbeTtKY4w5RonJQkR8RWR9eQRTJcx/HVL2wgVjwceH91a+R/LRZJK3X0St0GCev6KjjXpnjDntlGbwoxxgg4jY191TdXgX/Pk6tLsMonuQcCSBz9d9Tn3fPuzcW5tXru5MDRv1zhhzGiptIcEawBoRWQSk5jaq6hCPRFVZ/foMaA70exyAV5e+CviwYX0f7uzbnJ7Nank1PGOMKUppk8WjHo2iKtizyn1hu+edULMJyxOXMyN+BhwYQOf6jbm3fwtvR2iMMUUqbdXZ30WkMdBCVWeJSAhg93WWlir8MhqCq8M5I1FVxi1+AV9XODkH+/L6PV1s1DtjzGmtVJ9QInILMBl4z2lqAHznoZgqn82/wpbf4NyHILgGM7bNYNW+laTuGcDT/+hGdM0Qb0dojDHFKu3X2TuB3jilPVR1E+4Bi0xJVN23ykY0gu43k5WTxbiFr5CTXpdLml7KpZ0beDtCY4wpUWmTRUb+MbhFxI9jx7kwRVn/g7u0R9+HwC+AL9ZOJil9F9XTL2XMPzp4OzpjjCmV0iaL30XkESDYGSP7a2Ca58KqJFwumPMM1GoOHf9JenY6ry99B9fRxrxz+bWEBZb2/gJjjPGu0iaLh4EkYBVwG+6y5KM9FVSlseZbSFwLff8Lvn48NPM9MjnA5TH/olN0DW9HZ4wxpVbar7bnAZ+p6v88GUylkpMNc8ZCVDtodzkrd+5l9q6JVPNpw5MDL/V2dMYYc0JKmyyuB94Rkf3AH8BcYJ6qHvBYZBXdiomwfzP88wvSc5Tbp72OBKfyXN8HbdQ7Y0yFU9rnLG4AEJH6wFDgLaB+adevcnKy4PdxUL8LtBrM098v46D/bNpH9ODcxt29HZ0xxpywUn3Yi8hw4GygA7APeBN3D8MUZuVXcGg7XPQis9YlMmn9ZILqpvJwr7u8HZkxxpyU0vYMXgU2A+8Cc1Q13lMBVXiuHJj3MtTtwN465zDytTmERv9Bx9pd6RLVxdvRGWPMSSnV3VCqGgmMAIKAZ0RkkYh86tHIKqq1UyE5DlefB/jP1yvICIolx+cgt3T8l7cjM8aYk1bach/hQCOgMRADRAAuz4VVQanCHy9BrRa8n9SOP+OSiIpeQOuarenToI+3ozPGmJNW2ucs5gGXACuBq1W1Ve5Fb5PPxp9h72q2tbudF2fGcWa7RPZnJnBTu5tsQCNjTIVW2ruhOgKISJhnw6nAVGHui7giGnFTbCOiqvkQVnshUYejGBAzwNvRGWPMKSntaaj2IrIMWAOsFZElItLes6FVMFt/h52xfBM8lPgDmTw8pBaL9i7gylZX4u/j7+3ojDHmlJT2NNT7wH9UtbGqNgIecNpMrj9fIz0wktHxHbnr/BasTvkRfx9/hrYc6u3IjDHmlJU2WYSq6pzcN6r6GxDqkYgqoj2rYfOvvJs+gA6N6zCiT12mxk1lUMwgIoMjvR2dMcacstI+Z7FFRB4Fcm+XHQ5s8UxIFY9r/ptkEsjXMoBJ/+zMj/HfkZadxjVtrvF2aMYYUyZK27MYAdQGvgW+AXKfuyiSiHwkIokisjpfWycRWSAiq0RkmnNLLiISICLjnfYVItLXaa8mIsvzvfaJyKsnfJSedHg3uuprvsw+l0cu70XDGiFMiZtCm5ptaB9pl3WMMZVDsclCRIJE5D7gKdwXt89U1W6qel8pighOAAYVaPsAeFhVOwBTgFFO+y0ATvsA4CUR8VHVI6raOfcFbMOdsE4bCTNeRVw57G0zgos61mNd8jrW71/P5S0u93ZoxhhTZkrqWXwMdMc9jsWFwAul3bCqzgX2F2huibtiLcBM4Apnui3wq7NeInDQ2W8eEWmJeyjX06YmlSv9COFrPuUP/7O4+0r37bFT4qYQ4BPAhU0u9HJ0xhhTdkpKFm1Vdbiqvoe72uw5p7i/NUDuYA5XAtHO9ApgiIj4iUgToFu+ebn+CUxS1SKHcxWRW0UkVkRik5KSTjHUku35/UPCSYWedxES4EdGTgY/bPmBfo37EREY4fH9G2NMeSkpWWTlTqhqdhnsbwRwh4gsAaoBueN6fwQkALG4ixbOB3IKrPtPYGJxG1fV91W1u6p2r127dhmEW+zOCF31MctdTWnc6TwAft3+K4czD3NZ88s8u29jjClnJd0N1UlEDjvTgnsM7sPOtKpq+InsTFXXAwMh77TSRU57NnB/7nIiMh/YmO99J8BPVZecyP48avtfRKRsYZLextM1QwCYtnka9ULrcWa9M70cnDHGlK1ik4Wq+pblzkQkSlUTRcQH9xje7zrtIYCoaqqIDACyVXVtvlWHUUKvotwtGc9RCWFtzf74+ggH0w+yYNcCrmt3HT5S2pvMjDGmYvDYSHciMhHoC0SKSALwOBAmInc6i3wLjHemo4AZIuICdgLXFdjcVcBgT8V6wtL2w5rv+Nn3PKLruB+6m7V9FtmazYUxdmHbGFP5eCxZqOqwIma9Vsiy8UCrYrbVtIzCKhsrvoScDP6XeS4Do9y1FX/e+jMx4TG0rtnay8EZY0zZs/MlJ2P556TV7sRaV2OaR4WRlJbEoj2LGNRkkJUiN8ZUSpYsTtTetbB3NXF1LwKgeVQYv2z7BUUZFFPwGURjjKkcLFmcqFVfg/gyP/BsfASaRIbyS/wvtKjRgmbVm3k7OmOM8QhLFidCFVZNhqZ9WXEwkEY1Q0jNPsTypOX0b9Tf29EZY4zHWLI4ETsWwqHt0PEq4hJTaB4Vxu87fselLs6LPs/b0RljjMdYsjgRq74Gv2CyW1xIfHIqzaLCmLNjDnVD69pdUMaYSs2SRWm5cmDtVGh5AdtSfcnKURrX8mfBrgX0bdjX7oIyxlRqlixKa8dCSE2CtpcSl5gCQLrfetJz0jmvkZ2CMsZUbpYsSmvddPANhBYD8pLFppSFhPmHcUadM7wcnDHGeJYli9JQhXXToGlfCKzG5sQU6oQH8teeefRu0Bt/X39vR2iMMR5lyaI09qx03wXV5mIA4pJSaBh1kH1H99GnQR8vB2eMMZ5nyaI01k0H8YFWg1FVNiemEBAeB0DPej29HJwxxnieJYvSWDcNGvWC0Eh2H0onNTOHI7KG5tWbUye0jrejM8YYj7NkUZID2yBpHbRylx6PS0wByWTn0TX0rG+9CmNM1WDJoiRxM90/W17gfpuYgm9IPNmaRe/6vb0YmDHGlB9LFiXZNAuqN4ZazQH3xe2QiDgCfALoWqerl4MzxpjyYcmiOFnpsPV3aDEAnCe04/amEFAtjq51uhLsF+zlAI0xpnxYsijO9vmQlQYtBuY1bUreTabPLs6qd5YXAzPGmPJlyaI4m2a5n9qOORuA/amZHGEDAGfUtae2jTFVhyWL4sTNhJg+EBDifpuYgm/IVgJ8gmhTq42XgzPGmPJjyaIoB+Jh30b39QqHO1lsoX2tTvj7WIkPY0zVYcmiKHGz3D+b/50s1uzZhW/QXno36OGloIwxxjssWRRl61yIiIZaf4+rvSp5OQDd63b3UlDGGOMdliwK43LB1j+gyTl5t8wC7Dy6Gh/8aR/Z3ovBGWNM+bNkUZi9q+Dofmhybl5TakY2R/02UTewFQG+AV4Mzhhjyp8li8Jsnev+2eScvKbVu/fiE7ibdjW7eCkoY4zxHksWhdnyO0S2hPB6eU2/b49FROnVwK5XGGOqHksWBeVkwbb5x/QqAFYmrURVOL+pJQtjTNVjyaKgnUsgK/W4ZLEtZR1+OfWoGRzupcCMMcZ7LFkUtOV3QPJKfAC41MUh12Zq+bXwXlzGGONFliwK2joX6naAkJp5TXEH4lGfNJqFt/ViYMYY4z0eSxYi8pGIJIrI6nxtnURkgYisEpFpIhLutAeIyHinfYWI9M23ToCIvC8iG0VkvYhc4amYAajXETpefUzTb/GLAehap5NHd22MMacrT/YsJgCDCrR9ADysqh2AKcAop/0WAKd9APCSiOTG9n9Aoqq2BNoCv3swZhj0LPS665imRbuXoTlB9Iy2noUxpmryWLJQ1bnA/gLNLQHnIQZmArm9hLbAr856icBBIPe2oxHAs848l6ru81TMRYk7tIaco9G0qFOtvHdtjDGnhfK+ZrEGuNSZvhKIdqZXAENExE9EmgDdgGgRqe7Mf0pElorI1yJSp6iNi8itIhIrIrFJSUllEnBaVhrJWdsI0aaEBPiVyTaNMaaiKe9kMQK4Q0SWANWATKf9IyABiAVeBeYDOYAf0BCYr6pdgQXAi0VtXFXfV9Xuqtq9du3aZRLwmuQ1gNIwpHWZbM8YYyqicv2qrKrrgYEAItISuMhpzwbuz11OROYDG4FkIA341pn1NXBzOYbM6n1rAGhXq1157tYYY04r5dqzEJEo56cPMBp413kfIiKhzvQAIFtV16qqAtOAvs4m+gFryzPmpXtW48qKoH3dBuW5W2OMOa14rGchIhNxf8hHikgC8DgQJiJ3Oot8C4x3pqOAGSLiAnYC1+Xb1EPApyLyKpAE3OSpmAuzNnktOekNaB4VVp67NcaY04rHkoWqDiti1muFLBsPtCpiO9uAcwqb52mpWakkpifgSu9nycIYU6XZE9zF2LB/A6CEaGNqhtoYFsaYqsuSRTHWJrsvjzSpVminxxhjqgxLFsVYm7wWsqvROqqht0MxxhivsmRRjFX71pB9tAEt7HqFMaaKs2RRhKPZR9l2OJ6c9Pp2cdsYU+VZsijChv0bUFy47LZZY4yxZFGU9fvXAxDoiqZeRJCXozHGGO+yynhF2HhgIz4aTEzNhoiIt8Mxxhivsp5FETYd2ASZ9WhR28qSG2OMJYtCqCqbDsaRnhpFM7teYYwxliwKszt1N6lZKbgy6trFbWOMwZJFoTYd2ARgycIYYxyWLAqx8cBGAHyy69K4ZoiXozHGGO+zu6EKsenAJgKoRd0akfj5Wj41xhj7JCzEpoOb0Ix6tKhjp6CMMQYsWRwnKyeLrYfiST0SSfPaliyMMQYsWRxny6Et5Gg2ORn17LZZY4xxWLIoIPfitivd7oQyxphcliwK2HRwEz74oVmRNLPTUMYYA9jdUMfZdGATwdQjvEYYQf6+3g7HGGNOC9azKGBXyi73w3jWqzDGmDyWLAr45pIpHNwxxK5XGGNMPpYsCth58CiZWf6WLIwxJh9LFgXEJaYAWLIwxph8LFkUkJcsbBwLY4zJY8migLjEFCLDAokI8fd2KMYYc9qwZFFAXFIKLewUlDHGHMOesyiga6Ma1IsI8nYYxhhzWrFkUcCjF7f1dgjGGHPasdNQxhhjSmTJwhhjTIksWRhjjCmRx5KFiHwkIokisjpfWycRWSAiq0RkmoiEO+0BIjLeaV8hIn3zrfObiGwQkeXOK8pTMRtjjCmcJ3sWE4BBBdo+AB5W1Q7AFGCU034LgNM+AHhJRPLHdq2qdnZeiR6M2RhjTCE8lixUdS6wv0BzS2CuMz0TuMKZbgv86qyXCBwEunsqNmOMMSemvK9ZrAEudaavBKKd6RXAEBHxE5EmQLd88wDGO6egHhURKWrjInKriMSKSGxSUpIn4jfGmCqpvJPFCOAOEVkCVAMynfaPgAQgFngVmA/kOPOudU5Pne28ritq46r6vqp2V9XutWvX9swRGGNMFSSq6rmNi8QA01W1fSHzWgKfqWqPQubNB/6lqmsLtN8IdFfVu0qx7yRg20mGfqIigX3ltC9vqirHCVXnWKvKcULVOdZTPc7Gqnrct+1yfYJbRKJUNdG5eD0aeNdpD8GduFJFZACQraprRcQPqK6q+0TEH7gYmFWafRV2sJ4iIrGqWumvsVSV44Sqc6xV5Tih6hyrp47TY8lCRCYCfYFIEUkAHgfCROROZ5FvgfHOdBQwQ0RcwE7+PtUU6LT7A764E8X/PBWzMcaYwnksWajqsCJmvVbIsvFAq0LaU3Ff7DbGGONF9gR32Xjf2wGUk6pynFB1jrWqHCdUnWP1yHF69AK3McaYysF6FsYYY0pkycIYY0yJLFmcgCKKIz4hIjvzFToc7M0Yy0phx+q03y0i60VkjYiM81Z8ZaWIf9NJ+f4940VkuRdDLDNFHGtnEfnLOdZYETnuuaeK6EQKmVZkIhItInNEZK3zf/Jep72miMwUkU3Ozxqnui9LFidmAscXRwR4JV+hwx/LOSZPmUCBYxWR83CXa+mkqu2AF70QV1mbQIHjVNWrc/89gW9w3+ZdGUzg+L/fccCTzrE+5ryvDCZQ+kKmFVk28ICqtgXOAu4UkbbAw8BsVW0BzHbenxJLFiegiOKIlVIRx3o78JyqZjjLVPgKwMX9mzp1yK4CJpZrUB5SxLEqkPsNOwLYVa5BecgJFjKtsFR1t6oudaaPAOuABri/1H3sLPYx8I9T3Zcli7Jxl4isdLq+p9zdO421BM4WkYUi8ruInOHtgDzsbGCvqm7ydiAedB/wgojswN1T/K93w/GoogqZVgpOeaUuwEKgjqrudmbtAeqc6vYtWZy6d4BmQGdgN/CSV6PxLD+gJu7u7ijgq+KqAFcCw6gkvYpi3A7cr6rRwP3Ah16Ox5OKKmRa4YlIGO5Tpvep6uH889T9fMQpPyNhyeIUqepeVc1RVRfuUiSV4gJhERKAb9VtEeDCXbSs0nHqkl0OTPJ2LB52A39fk/maSvz3q6rrVXWgqnbD/SVgs7djKgtOOaRvgM9VNfffcq+I1HPm1wNO+ZSxJYtTlPsP4rgMWF3UspXAd8B5kFc1OIDKW8WzP7BeVRO8HYiH7QLOdabPByrtKbfcIZkLFjKtyJye/YfAOlV9Od+s73F/EcD5OfWU92VPcJde/uKIwF7cxRH74j4FpUA8cFu+c4UVVhHH+inusUc64+7Cj1TVX70UYpko7DhV9UMRmQD8paoV/gMlVxH/phtw12vzA9KBO1R1ibdiLCtFHGsYkL+Q6X+1gn8Aikgf4A9gFe6ePsAjuK9bfAU0wj1Uw1Wqeko351iyMMYYUyI7DWWMMaZEliyMMcaUyJKFMcaYElmyMMYYUyJLFsYYY0pkycJUeCLyiojcl+/9DBH5IN/7l0TkPyIyREROqKCaiEwQkaFlGO4JE5EbReTNQtpzKx6POYlt/lNE/q+Iec2cKrQpJxOvqZwsWZjK4E+gF+Q9cBUJtMs3vxcwX1W/V9XnvBCfJ72iqo+dxHoXAj8XNkNVNztVaI3JY8nCVAbzgZ7OdDvcT9EfEZEaIhIItAGW5v+G7vQYXheR+SKyJbf3IG5visgGEZkFRBW2QxG5xxlDYKWIfOm0PSEinzpjJmwSkVvyLT9KRBY7yz+Zr324iCxyvsm/JyK+TvtNIrJRRBYBvUvzS3D2/7GI/CEi20TkchEZ54zf8LNTFiL3qd/Ozu/kXPl77I5lIlKt1L91U6X4eTsAY06Vqu4SkWwRaYS7F7EAd5nmnsAhYJWqZhZS87Ae0Adojbs8wmTcJVtaAW1xV+pci/up9YIeBpqoaoaIVM/X3hF3ocVQYJmI/AC0B1rgrrskwPcicg6QBFwN9FbVLBF5G7hWRGYCTwLdnPjnAMtK+etohrskS1vn93CFqj4oIlOAi3CXbOkCrFBVFZGRwJ2q+qdTjC69lPsxVYwlC1NZzMedKHoBL+NOFr1wf9j+WcQ63zkFINeKSG4J53OAiaqaA+wSkaLKmawEPheR73B/AOeaqqpHgaMiMgd3gugDDOTvD/ww3MmjI+6EsNhJZMG4C76dCfymqkngHrkPd3n40vjJSTyrAF/+PtW0CohxpgcBPznTfwIvi8jnuItEVvZaWOYk2WkoU1nkXrfogPs01F+4exa9cCeSwmTkmz7RUusXAW8BXXF/2Od+8SpYP0edbT+bbzTF5qr6odP+cb72Vqr6xAnGUVDuwFQuICtf7SMXf385HAj84iz3HPAv3InqTxFpfYr7N5WUJQtTWcwHLgb2OyXj9wPVcSeMopJFYeYCV4uIr1NR+LyCCzgX0aNVdQ7wEO4R5sKc2ZeKSJCI1MJdyG4xMAMY4ZzmQUQaOBVQZwND81VDrSkijXEXgTtXRGo51xmuPJFfRHFEJALwU9Vk530zVV2lqs87sVqyMIWy01CmsliF+y6oLwq0hanqiZRRn4K7VPdaYDvu8/4F+QKfOR+8AryuqgedU0krcV9jiASeUtVduE9ntQEWOMukAMNVda2IjAZ+cRJQFu7rB3+JyBPOvg8Cy08g/pIMAGble3+fuMdWd+EeSe6nQtcyVZ5VnTWmjDgf8Cmq+uLpuj/n+ZMPVPWvUiyboqphJS1nqgbrWRhTcaUAt4pIeGmftVDVf5W0jIg0wz3y2t5TjM9UItazMMYYUyK7wG2MMaZEliyMMcaUyJKFMcaYElmyMMYYUyJLFsYYY0r0/4ilG/lxRd/7AAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "wt_lst = [(m, V80(method=m)) for m in ['linear','pchip','spline']]\n", + "_ws = np.linspace(14.8,20,1000)\n", + "for n, _wt in wt_lst:\n", + " plt.plot(_ws, _wt.power(_ws)/1e3, label=n)\n", + "plt.ylabel('Power [kW]')\n", + "plt.xlabel('Wind speed [m/s]')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PowerCtNDTabular\n", + "When using the N-dimensional `PowerCtNDTabular`, only linear interpolation is supported" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Top-view plot\n", + "from py_wake.examples.data.hornsrev1 import Hornsrev1Site\n", + "s = IEA37Site(16)\n", + "x,y = s.initial_position.T\n", + "wts.plot(x,y,type=np.arange(len(x))%len(types))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Side-view plot\n", + "wts.plot_yz(np.array([-600,0,600]), wd=0, types=[0,1,2], yaw=[-30, 10, 90])" + ] + } + ], + "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": "3.8.8" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": true + } }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "ws = np.arange(3,25)\n", - "plt.xlabel('Wind speed [m/s]')\n", - "plt.ylabel('Power [kW]')\n", - "for t in types:\n", - " plt.plot(ws, wts.power(ws, type=t)*1e-3,'.-', label=wts.name(t))\n", - "plt.legend(loc=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### CT curve" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.legend.Legend at 0x1f3be7a2910>" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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DPffc0/rvnXJeUYGmjUgpKSsqatYYTWs4U7dbS8q5efvg5u3D+Lh4LrpkCm9tfovP98wlxC2Epwc/TX//fqye/z9SFy8EKTGbTPz8zmuMu/f/CO565mzR55RGWh6Atdts9nhrjjGtAa76CMKtswUFNdKyWiyYc3Iw5eQi9u9HHxqK1uPMqUG8vb0ZOXIkS5YsqRNoqk2ZMoW77roLsI7vODk5AdbB+9jYWPbt20dKyql77q699lpmzpxp7xaraciQIXz99dcEBwcjhGDQoEGsXr2aDRs2MHjw4MbfC6VTU7PO2khlWSkWs4mTJj3vrkgn9VB+m107JL4HAydd0+wurMbKuend+NvAvzF7zGwMWgN3LLuDZze+QEi/RHR6PUKjQaPVUl5SzJwnHmLhqy+Sl3W4NV7SuSF8AExbBKP+bv03vP4p6UKjQR8YiFNsDEKrperQIaqyspDm2okTc3JyKCgoAKC8vJylS5fSvXvtSRn79++3P/7pp5/o2rWrvazZdr6MjAz2799PTExMrbKTJk3ikUceYfTo0XXqOGTIEN588017UBk8eDCff/45QUFBeKmbUZVGqBZNG6nuUnpv/XH27tqLRsBV/UIZ0S2Q7sEeRPm5odWcm4Pq/QL78c34b3h/6/t8uuNTVjuvZvKUS6nMyCamdxK9ewzir2UrSV+6nPRN64gYMoDul4/B1de3zrn2nNzDjtwd9Pbv3ayZbS0tV102syiTwSGDW/9eofABDQaY02lcXDDExmKytW4sJaXoQ0PsrZujR48ybdo0zGYzFouFa665hssvv5ynnnqKlJQUxo8fzzvvvMOyZcvQ6/X4+Pgwe/ZsAP744w+eeuop9Ho9Go2G999/H9/T3n8PDw8effTReus2dOhQHnjgAXugCQ4Oxmw2q/EZpUkcmutMCDEGeAtr/uqPpJQvnbbfCfgcSAbygGullAdt+x4HbgPMwL1Syl/OdE4hxEXAv7C20kqAm6WU6WeqX1vmOsves4t5Tz/CwsBxZLpGANWJ6a2cdBq6BrrTPciT7kEedAvyoHuQJwEe1u6O1EP59S+g1cHsytvFI78/wqHiQ3X2OVVq6POXF90zrV+cuyOL2R5bSKXB0tbVrJez1pkPL/2wwWDTlFxnrcVSVkZVdjayshKtjw/6oKAzjt0oiqN06FxnQggt8C5wCZAFbBRCLJJS7qpx2G1AvpQyTggxBXgZuFYI0ROYAvQCQoBlQojqqVINnfM9YIKUcrcQ4m7gCeBmR7y2YxmFZO/LJzTeh6CYpnUblBVbWzTlWhc0Agw6DZ/e3B8PZz17jhWz52gRe48Xs3JvDt+knlp+18/NQIi3M7uOFmOxSLQawR0XxhAf6IGTToNBp8FJp23gsfXfnUcKWZ9xkuQoXxJCvDBZLJilxGyRmMy2fy0Si6z53MKuI0Vszy6ke5AHMQHu9uPMllPH2Mva97nibhyIlIess6mkIEQ3kHiPIVikxOIvOdirDL+du+l1IJMeh3050TWWYzExHDJvJl9ssJfr430hN/QZh6aRDt7lmctZcmAJEolAMCZ6DKMiRjXp/2V55nJ+PmBdY6jKUsWm45s6RAYEjasrTrGxmE6cwJSbi6WkBH1IKFoP9/aumqI0myO7zgYA6VLKDAAhxDxgAlAz0EwAnrE9/gZ4R1gn/k8A5kkpK4EDQoh02/k4wzklUH0TgRdwxBEv6lhGId+/thmLWaLRChJGhOET5IpGK9BoNWi0Aq1Wg0Yn7Nu0WsHxjOMAhJhducHPn249/enm4mLdFuzDqOBTrZSCsioO5JaSkVvKwdwSNh3Kp2uFINik5ajOwrxlGc2qc4BZEGzS8LPuL3K0TW/BVpdL02U3q5xwCibOcwBdykI45n6YzMIBHK8KRGhAaARajQbh3A3v2JMknFhL6O69+Ow/TFVgLIE+MUTm+nAwIJ91h3qwdTP0CvWib5gXfcK86RvmTbivS637Q4Jcg1iRuQKjxYheo+e67tc1OVgEuQax7NAyjBYjWqElJbDJf6Q5nNBo0AcFofX0pCo7m6pDB9F6eCCcndF4eDTp3htF6QgcGWhCgZojv1nA6ZP+7cdIKU1CiELAz7Z93WllQ22PGzrndGCxEKIcKAIG4QDZ+/KxmK1fuhazZOtvTRvcNpVb70m5pNIbkV7KX+ml/LWobvfS6UKA8WgAaxcaVWc6uhEtLdvccsUxkGsdaD7z/eJdQDcBi8cRRPkqBmZvh2yAXEKO6RjWN4jC3iGkHStm9tpDVJkOAODjqichzLtG8OnOw31e59eMNVwaM6RZLZLELol8cOkH3PHrHQwJaV7ZtlLdujFmZ2MuLITiYsjNxRAdrYKNck44nyYDPABcJqVcL4T4P+B1rMGnFiHEDGAGQERERLMvEhrvg06vwWy2oNFqGDujN35hHljMFixmidn2r8UssZhObdvy83b2bzKAsPWzC4hL7kJMYuM3cGak5ZC+6YT9eVxK08oBpK7JJmdXPhoEFiQBPX1IHhLqsHL11TcmKYDI3n5Ii/V9kdL2rwXb4xgsliGkLfmE4pw0WykTYu8eAo/4cEucN6HDQjEHOrO/soLtWUVszSrgPytzMVtqtrR6s2pTCXFe+c0ax0oJTOGCsAvYnrsdKWWHzHQgNBqEszPYErMiJaajR9FERamxG6XDc2SgyQbCazwPs22r75gsIYQOa5dXXiNl62wXQgQAfaWU623b5wNL6quUlPID4AOwTgZo5msiKMaLCQ8kNXuMZvuyKkwGVyxCoBOg1WroOyq8SeU9fJ05uDUXs9nSrHLVZb/fZ+3q02k1jLg8tsnXbEm5+uqbdElEk8q6uE3k1/d3ACYAXN2ziR/sw9G/Klm/wNpd6O7jxJheftxxYQ/8YjzZn1/Kf1b+xfI91sBWabIwZ8OhZk+YGBY6jGWZy0gvSKerT9dmlW0rGjc3a4YB2wQeS3k5lenp1vtu3NXYjdJxOTLQbAS6CiGisQaJKcDp6+QuAqYBa4HJwHIppRRCLALmCCFex9p71BXYgHWiVn3nzAe8hBDxUsp9WCcL7MZBgmK8mvylW62sqJByvSuHujszvVtIs4JUS4NbddlJD/ZrdtmWljub+iaMTAGeYP/GVFzcBXtXL2b/2n8z4eG/4+LZl8ydeWTuPMn+TcfZteoIGo0gKNaLiaHu5JlP4mKETJ2Fb1OzifZzY+bIuCa3ToaGDgVgVfaqDhtotK6uGKKjsJSWWoOOBGN2FlUHD6L19UUfGKhaN0qH5LAbNqWUJmAW8AvWL/2vpJQ7hRDPCSHG2w77GPCzDfY/CDxmK7sT+ArrIP8SYKaU0tzQOW3bbwe+FUJsBW4E/s9Rr60lyosKKdU4Ywh0IXlMVLMDVVCMV4vKnU3Z9rhmwsgUrnzkDsbePYNrn3kZi9nE3Cf/j6xd6+g1PJSxdyZw26vDmfhgEomXhFNZbuLwyqNcWqxneIWeG8qdmRLdhVd/3cdd/9tMSaWpafV1CyLeJ55V2aua/VrbksHDg/6XXEKf/v3pN2Qw7yxahMbHhyU//EBi794k9umDu7s73bp1IzExkZtuuonPPvuMWbNm1TrPiBEjqJ7a//e//53w8HB7ws5qlZWVXHvttcTFxTFw4EAOHjwIwMqVKxFC8NFHH9mPTUtLQwjBq6++ytatW0lMTLTvmzt3Li4uLhiN1iUmtm/fTp8+fRzw7igdlUMzA0gpF0sp46WUsVLKF23bnpJSLrI9rpBSXi2ljJNSDqieTWbb96KtXDcp5c9nOqdt+/dSygQpZV8p5Yia5+oIyosKKcYZX7f616JR6gru2o0b/vkmgTGxLP73q6z8/CMsZjNanYbQeB8GT4pjyhMD6Dc60l5GmiUTuvjw5OU9Wbr7OJPeXc2B3NImXW9Y6DA2n9hMqbFpx7cHFxcX0tLS2LlzJ0uXLmXJkiX844MPGHfDDaxfuJC1c+aQ3KcP//v8c9LS0vj8888bPecVV1zBhg0b6mz/+OOP8fHxIT09nQceeKDWzZy9e/fmq6++sj+fO3eufamAhIQEMjMzKS4uBqyJOHv06MGWLVvsz9WNnp2LSkHTBqrznBXjhJ8KNM3i5u3D1U++SOLoy0n9aQHf/uNJyk5L3Bnd1x+dXkN1L1lGWi43DYjgi9sGkFdaxfh3VrF8z/FGrzUsdBgmi4l1R9c1emxTpZ1I46PtH5F2Iq3VzlmtS5cufPDBB7zzzjvWmWlxcej8/JBGo3VxtdKmBcxBgwYRHBxcZ/vChQuZNm0aAJMnT+a3336j+gbvyMhIKioqOH78OFJKlixZwtixYwHQaDSkpKSwfr11yDQ1NZWZM2eyZs0awBpohg4detavXzl3nE+zzjqs6jxnZVoXfN2c2rs65xytTs9Ft95JYEwcyz56ly//9gDjH/ybPRN2zTEhoRGs/f4vfvtsF6On9+aHe4ZxxxebuG32Jh64OJ5ZI+PQNJDqJ7FLIu56d/7M+pOLIi46Y51e3vAye07uOeMxJVUl7M3fa7+RtJtPN9wNDQ/ad/ftzqMD6k8B05CYmBjMZjMnTpwgMDAQfXCwdXaagKoDB9D5+iEtLcu8kJ2dTXi4de6NTqfDy8uLvLw8+/7Jkyfz9ddfk5SURL9+/exJO+HUYmmDBw9Go9EwYsQIHn/8ce6//37WrFnDU0891aI6Kecm1aJpA9V5zso1zvi5qxZNS/UecTFTnn0Fi8XCvKceYdefK+z7qseE+l0ayZBJcfy1OYcNPx4g1NuFb+4cwqTEUF5fuo87/pdKcUX9y1HrNXoGBQ9iVfYq+1/uZ6PYWIy0JRmSSIqNxWd9zqYQWi2GsDB0vn6YTuZhzslBGuu+5rOdxn3NNdfw9ddf2xdKq2nIkCGsWbOGDRs20L9/f2JjY0lPTycnJ4eSkhJiY2PP6trKuUW1aNpAWeGp9DOq6+zsBMV25cZ/vskPb7zEz++8xvGMdC64/ha0ulMf5cRLwsk/VsqmxQfxCXIlfkAQr13Tl4QwL174aTcT313Nf29MIa5L3dZFU6c5N6XlkXYijdt/vd2eseCl4S+1+g2hGRkZaLVaunTpUmu70GrRhwSj8fLE19ubvKwsqg4fRjg5oXF35+TJk/j7+5/x3KGhoRw+fJiwsDBMJhOFhYX4+fnZ9wcFBaHX61m6dClvvfWWvWsMrN1xGzduZPXq1fZEnGFhYcybN08tK9AJqRZNG6iZ50xNBjh7rl7eTH7iBZLGXsHmxQv59sXa4zZCCC68rhshXb1Z/vkejmUUIoTglqHRfDl9IAVlRia+u5qlu+qO29Sc5ny2Ersk8uGlHzIradYZk3W2VE5ODnfeeSezZs1qsHWidXNjyBVXsG7bNrL/+gvTiROs/eEHKisq7N1iDRk/frw9+/M333zDqFGj6lznueee4+WXX66zlLOHhwfh4eF8+umntZYWePPNN9X4TCekAk0bsHedaV3wU2M0rUKr0zHq5jsYc/cDHN2/l9kPzeS3T97jyL7dtv0axtzRGzdvA4vf20ZRXjkAg2L8+OGeYcQEuHH755t4Y+k+LDWyCwS5BdHVp2urTXNO7JLI9ITprRZkysvLSUxMpFevXlx88cVceumlPP3002csExQSwmsvvsiku+9m4OTJPPLyy8x+9VX7wmuPPPIIYWFhlJWVERYWxjPPPAPAbbfdRl5eHnFxcbz++uu89FLdxd6GDBnCxIkT673u0KFDqaystAe0wYMHk5GRoWacdUIOXSago2urZQLWfTef1fO/4IPoGez55xUdMsXJuWzHiqX88v5bAGj1eq556h/2xdpOHi3l21dS8fB15sr/64fB2drFVmE088SCHXyTmkVKpA9D4vy4ML4LyZE+vJ76Ol/s+oJVU1bhpnezX6ctlwlobeayMqoOHLRnFQCJMBjQh4ahdVP50pSGtcYyAapF0wbKiwqx6Jzw9HBVQcYBSgvyEcL6UTYbjWTu2Gbf5xvsxujbe3HyaClLP9llb70467X8a3Ifpg+PZtOhfN7+LZ1r/7uW33YfZ3jo8Faf5tzeqrMK6AK7YIiJxhAVBVJSdSAD49FjLZ6ZpihNoQJNGygrKsRkcFUTARwkvFcCWr2O6htpSgtqL5Md0dOPYVd35eC2XNZ9/5d9uxACH1cD1bOdTRbJjM9TmfeHBheta4fPEtBcWldX9AEBaF1d0bq74xQXh9bHF1NeLpXpf2EpK2vvKirnKRVo2kBZUSEVWhc1tdlBQuJ7cPWTLzLs2hsJ6daDHSuXUnii9kB/n5Fh9L4wlC1LM9m95tRSRYNi/DDoNGiFdZXTS3oG8tP2ExTlR7Nw73KW7zleawznfCK0WgyhIbbWjYXKjAyMx1TrRml9anpzGygvKqRM46xu1nSgkPgehMT3oMfwEXz24N389sl7THr06VpdlcOv6UrB8TJWfrkXrwAXQrr6kBzpw5fTB9VaJrugrIonfjvI7yf/w/Q5PxHtFcNtw2JI9Dg/A47W3R1NXBzGY8cw5eZiLi7GEBqKRq11o7QS1aJpA+VFhRThrLrO2oCnfxeGXnsDB7ZsYt+61bX2abQaxszojae/Cz+/v4PCHGtXUXKkDzNHxtmXFvB2NfDEqEkAXDm0CBeDlr99v51jhRUcK6zAaD7//uK3tm5CMURGgUW1bpTWpQKNg1XnOSvCSd1D00aSxlxBl+hYVnz2XyrLauf7cnLVM25mHySSn97dRmV5/dmdq6c557OdH2YNY/6MQRh0Gk4UV7DnWDGHT5aRX1rFiaIKSpuYIfpcoPWoHrvxwZSbS+Vff2E6mY8xJwezGsNRWkgFGgerznNWrsZo2oxGq+XSGfdQVljIn3Nm19nv3cWVsTMSKDxRzq8f7sDSQAulOptzmamMgTF++Lk70S3QA183A4XlRg7nl3GsqIIDuaVtFmyEENxwww325yaTiYCAAC6//PIGyxQUFODn52dPq7N27VqEEGRlZQFQWFiIr68vd911l/UenYQEvOLiGHzddQy8YjxfffYppuPHqTpwQAUbpUVUoHGwWnnOVIumzQTGxJE05nK2LvvZfhNnTaHdfLjwum5k7jrJLx/vJHXJQY5l1M4KXd80Zye9llBvF/zdT423SSnbLNC4ubmxY8cOysutN6AuXbqU0NAzL7Ht7e1NcHAwu3db34c1a9aQlJRkTxmzbt06BgwYwHvvvUdaWhqLFy8mNjaWtG3b2PT7SiZdeqn1RFJiLihw2GtTzl8q0DhYzTxnajJA2xp67Q24+/qx9IN3MJvqBoKew0KIS+lCxuYc1i3IYOEbW2oFm8Quibjp3eqd5uzhrENjn2ggcHOqf15N2ZYt5P73A8psa7G0hssuu4yffvoJoFZCS4vFQteuXcnJybE/j4uLIycnx57kEqyB5oEHHmhS2n6Nh4d1+Wgb88mTGI8fV2M3SrOoWWcOpvKctR+DiysX3XInC199gdSfFjBgwuQ6x/iFuJPOCQDMJgvZ+/Ltq4KeKZtz8Wuv4LprN5VG6xdurkFL7mnnNpeUULlnj/VufCFw6t4drXvDywQ49ehO0N/+1ujrmjJlCs899xyXX34527Zt49Zbb+XPP/9Eo9Fwww038OWXX3L//fezbNky+vbtS0BAAEOHDuX3339n+vTpZGRkcPXVV/Pf//4XsAaaxx57rN5r1Vo+2tkFc2EBppwcLEXF6MNC0bi4NFpfRVEtGgernedMBZq2Ftd/EHH9B7P2m7kUHD9WZ39Ydx+0OtuvgRCExvvU2j8sdBjHSo/xV8FfdcpqhUCnFUhZvRhAbZaiolMpX6S0Pm8Fffr04eDBg8ydO5fLLrus1r5bb73VvqrmJ598wi233AKcStt/4MABoqKicHZ2RkpJSUkJqampDBw4sMHr2W/09HDHEBaGITISaTZR+VeGat0oTaJaNA5W3XVWpXPBy0XfzrXpnEbdcgefPXQXv338H658/Nla99YExXgx8cEk/pi3j9zsYly9av8xMCx0GGDN5jxQe+rLuLrlUVRu5GBeKf7+7rg71/51KtuyhcxbbkUajQi9npBX/4VrUlKrvKbx48fz8MMPs3LlylqLkYWHhxMYGMjy5cvZsGEDX375JQBdu3aloKCAH374wZ5NOTk5mU8//ZSoqCjcz9DSOp3Ww+PUfTc5OViKi9GHqtaN0jDVonEwe54zd9cGV3ZUHMvDz5+h197Ewa2b2bvmjzr7g2K8GHtnAhqhYeMPB2rvcwsizjuuwXQ0rgZrevyyqrpjQK5JSUR8+gkB995LxKeftFqQAWvL5emnnyYhIaHOvunTp3PDDTdw9dVX10rfP2jQIN56661WSdsvdDpr6yYiAmkyWe+7OXFCtW6UeqlA42Aqz1nHkDj6MgJjurJi9odUlJTU2e/h60zCiFD2rD9GXnbt/cNDh5N6IhWLrPslqtNqcNJpKasy13td16Qk/O+Y0apBBqyLiN1777317hs/fjwlJSX2brNqQ4cO5fDhw6SkWJPutkbafq2np/W+G08vTCdOUJWRgcU2I05RqqlA42BlRYVU6lzVRIB2ptFouWTGLMqLi/hzzmf1HpM8JgqDk5Z1CzNqbR8eZp3mXGWuqrecm0FLaZWpVZZ/bkxJPUFyxIgR/Pjjj/bnW7dupW/fvnTv3r3Wcf/3f/9HVVUVLrYurqioKKSUdZZhjoqKYseOHU2uk9DpMISr1o3SMBVoHMye50zdrNnuAqNj6XfZBLb9toSsPTvr7Hd215M0OpKD23I5ml5g3149zbnCXFHveV2dtJgtkkpT+3+xvvTSS1x11VX885//bPNrn2rdeNpbN6aCApVVQFGBxtGsec6cVNdZBzHk6uvw8A9g2YfvYjYZ6+zvOyocV08Daxf8ZW+hVE9zrjRX1ttqcTVYJwE01H3Wlh577DEOHTrEsGHD2uX61tZNOIbwcKTRiDEry5ZV4KAKNp2YCjQOVJ3nrFCqPGcdhcHZhYtuvYu8rEw2Lvquzn69k5b+l0dzNL2QQ9tPzeYaFjoMs8VMpbmyThknnQatRtQ7IaCz0np5ofX1PbVBWrAUFjZcQDmvqUDjQLXznKmsAB1FbPIA4gcOZd1388g/dqTO/h5Dg/Hq4sLaBX/Z16KpnuZcYqw7RiKEwNWg6xAtmo7k9KwCpryTGHNy2mQsS+lYVKBxIJXnrOMaefMMtDo9yz76T50vPq1Ww8DxMZw8Usq+DdabPIPcgtBpdJRU1Q00YJ3mXGE0Y1ID4Hanlo8OxBAZaR27OX7cOjOtov7xLuX8pAKNA9XOc6YCTUfi7uvH8KnTyNyexu5VK+vsj+vXhYAIDzYsOoDZlmbGWetMmakMs6Vuy8XNdj9NuWrV1HIqq4AHhgjb2E1VFZV//aVaN52ICjQOVDPPmWrRdDx9LhlDcFw3fvvkPVbN/6JWlmehEQyeGEvxyQp2/JENgJPOyZqp2Vha51wuBh0CKHVwoDl+/DjXXXcdMTExJCcnM3jwYL7//nvy8vIYOXIk7u7uzJo1q1aZ1NRUEhISiIuL495777V/ud988824urpSXFxsP/b+++9HCEFubi4PPPAAb775pn3f6NGjmT59uv35Qw89xOuvv96s+mu9vHDq2hWth4dq3XQiKtA4UM08Z6pF0/FoNFoSR4+jqqyM9d/N5+vn/14r2IT39CWsuw+bfj5IVbkJg8aARmjqHafRagTOei1lDlwuQErJxIkTueCCC8jIyCA1NZV58+aRlZWFs7Mzzz//PK+++mqdcnfddRcffvgh+/fvZ//+/SxZssS+Ly4ujoULFwLWbM/Lly+3LzswdOhQe4Zni8VCbm4uO3eemha+Zs2aFt3sKXQ69OHh6MPC7K0bk2rdnNdUoHGg6q6zSq0z3q4q0HRExXmnci6bjEYO79xea//gSbFUlBjZsiwTIQRuejdKqkoanOZcVmWute9YRmG9a920xPLlyzEYDNx55532bZGRkdxzzz24ubkxbNgwnJ2da5U5evQoRUVFDBo0CCEEN910EwsWLLDvnzJlCvPnzwdg5cqVDB06FJ3OOl17yJAhrF27FoCdO3fSu3dvPDw8yM/Pp7Kykt27d9OvX78WvRYhBDpvb+t9Nx4eGKtbN5V1Z/Up5z6VVNOBauY506o8Zx1SeK8EdAYDpqoqkBLvoOBa+7tEehLbrwtpyw4zLCYAd4M7xVXF/D5/D/nZtVOtmCwWKo0W9hq0aISgqtxEbnYJSECAf6g7BpeGf+X8w90Zfk18g/t37tzZ7C/27OxswsLC7M/DwsLIzs62P4+Pj2fRokXk5+czd+5cbrjhBn7++WcAQkJC0Ol0ZGZmsmbNGgYPHkx2djZr167Fy8uLhIQEDIaz+wNK6PXow8PRFBZiOnqUyvR09IGBaP38aiU/Vc5tqkXjQNV5zlS3WccVEt+Dq598kf7jr8Lg7MLGRd9iMta+kXPQhBjMRgtV5SY89B4AVFnq3uyptX0xmm1ToivLTdjXD5C2561o5syZ9O3bl/79+5/Vea688krmzZvH+vXrGT58eK191csLVAeawYMH25+3JBlnfWq1btw9MB47RmX6XxiPHlU3eZ4nVIvGgVSes3NDSHwPQuJ7EBzfnUWvvsiquZ8x4qbb7fu9A13pOTQYY2U5wqLFSedE/DgdUV5Rtc4jpWT30WI8nHWE+7pyLKOQhW9swWy2oNVquPS2XvZF1VqiV69efPvtt/bn7777Lrm5ufYkmfUJDQ0lKyvL/jwrK6vO0s/XXnstycnJTJs2DY2m9t+e1eM027dvp3fv3oSHh/Paa6/h6elZJ2nn2RJ6PfqIcMSJE5hycjBVVsDJkxiiotC6ubXqtZS25dAWjRBijBBirxAiXQhRZwk/IYSTEGK+bf96IURUjX2P27bvFUKMbuycwupFIcQ+IcRuIUT9qW3bUHWeMz+V5+yc0LX/YBJHX07qTwv5K3VDrX39x0UDUFpQibvevd5pzkII3JysCTbBuvzAhAeSGDg+hgkPJJ1VkAEYNWoUFRUVvPfee/ZtZY38xR8cHIynpyfr1q1DSsnnn3/OhAkTah0TGRnJiy++yN13312n/JAhQ/jxxx/x9fVFq9Xi6+tLQUEBa9euPauszw0RQkDNYCclxqwsNXZzjnNYoBFCaIF3gbFAT2CqEKLnaYfdBuRLKeOAN4CXbWV7AlOAXsAY4D9CCG0j57wZCAe6Syl7APMc9dqaqryokGJU+plzyYU33EpAVAxL3nuz1kQBN28nDM5aKsuMuAn3Bqc5uxq0VJksGM3We2+CYrxIHhN11kEGrF/CCxYs4Pfffyc6OpoBAwYwbdo0Xn75ZcCadfnBBx/ks88+IywsjF27dgHwn//8h+nTpxMXF0dsbCxjx46tc+477riD2NjYOtsTEhLIzc1l0KBBtbZ5eXnh7+9/1q+pPho3N1tGAQFCIM1mKtP/wpSbq2amnaMc2XU2AEiXUmYACCHmAROAXTWOmQA8Y3v8DfCOsI4ATgDmSSkrgQNCiHTb+TjDOe8CrpPSumiIlPKEA19bo6rznBW4RxLvptLPnCt0BgOX3/cI/3vsfhb/+1WufupFNBrrzZgGZx1CIzAXa9DorNOcPZ08a5WvmWDTy6X1/44LDg5m3rz6/4Y6ePBgvdtTUlLqTfv/2WefNXoerVZL0WlLUDdUrrVUZxSwlJaicXND6PWYjhzBeOwY5qIi62qeTup36lziyK6zUOBwjedZtm31HiOlNAGFgN8Zyp7pnLHAtUKITUKIn4UQXeurlBBihu2YTTk5OS16YU1RO8+ZatGcS3xDwrjotrvI2r2Ddd/Ot28XGoGrp4GqChMewqveac4uei1CqASbZ8ueUcDVFY1ejz4iAn1oKLKi0nrfTV6eat2cQ86nWWdOQIWUMgX4EPikvoOklB9IKVOklCkBAQEOq0zNPGeq6+zc0+vCi+g5fCTrvp3H4V2n7q1x9TCg0WpwqnDDaDHWyeas0Qhc9FrKKlUqmtYkhEDn44OhaxwaV1eMR49SdeAglqr6F6NTOhZHBppsrGMm1cJs2+o9RgihA7yAvDOUPdM5s4DqvO/fA33O+hWcBZXn7Nx30fS78Q4KYvHb/6LM9oeD0AjcvA1Io8Bgcqk3S4CrQUu50YxF/cXd6jR6PYbISFvrppzK9HTVujkHODLQbAS6CiGihRAGrIP7i047ZhEwzfZ4MrBcWj8xi4Aptllp0UBXYEMj51wAjLQ9vhDY55iX1TS185yp/uRzkcHZhXH3PUp5cRG/vPemfbuzmx6tXoO70Zv88nzKjLVnfrkZtFikpMKoWjWOYG/dxNVo3RxUrZuOzGGBxjbmMgv4BdgNfCWl3CmEeE4IMd522MeAn22w/0HgMVvZncBXWAf5lwAzpZTmhs5pO9dLwFVCiO3AP4FT2f/agcpzdn4IjI7lghtuI2PzRqrKrQFFCIHeQ6C16HAu8yQr/0itYOPqZJ0QUKq6zxxKYzBYWzchIcjyU60bc2mpWj66g3HoDZtSysXA4tO2PVXjcQVwdQNlXwRebMo5bdsLgHFnV+PWU911VqF1xsdV3861Uc5G0pjLydyxlYrSEowVFeidnam0VAB6nMwuGMqdKXUux1XvCoBeq8Gg1dgmBKjWrCMJIdD5+qJxd8d45AjGo0dr7NRgiI5C6+rafhVUgPNrMkCHUl5UiNQ54eHmgk6r3uZzmRCC0XfdhxAaCk4cw2I2ozc72bPLCAR6U+2AolbcbFvVrRutR43p5tKCpbTuvU5K21PfgA6i8pydX1zcPXDx9MJsNFKUm4OrqzM1cz5q9LUTQLo6aTGaLVSZWm/FTSEEDz30kP35q6++yjPPPAPAM888Q2hoKImJifafgoICADZs2MCIESPo2rUr/fr1Y9y4cWzfvr2eK1hv+jw931liYiK9e/cGYNOmTdx7r+OSbnz55Zf06dOHhIQEhgwZwtatWwHYu3dvrdfm6elpXyun+rUnJSUx4IrLWfLnn/bzvfTyy8TFxtKtWzd++eWXWte68847Wb16NVu3bmXw4MEkJCRwxRVX2O8bWrp0KcnJySQkJJCcnMzy5csbrPfkyZPJyMigrKyMcePG0b17d3r16sVjj51KiPLAAw/Y6x8fH4+3t7d9n1arte8bP368ffuBAwcYOHAgcXFxXHvttVTVMw71zDPP1FkeYuvWrSQmJtqfz507FxcXF4y2PH7bt2+nTx/rfKkpU6awf//+Bl9bq5BSdtqf5ORk6ShfPf93+cz0GfLq99Y47BpK29q1a5csPpknj6bvk6WFBbKqwiiL8srksYOF8sjRnFrHllYa5dbD+XLP1m1y3XfzZfbeXWd9fScnJxkVFSVzcqzX+te//iWffvppKaWUTz/9tPzXv/5Vp8yxY8dkZGSkXL16tX3bn3/+Kb///vt6rxEZGSn79u0rMzMz7a+5b9++slevXmdd/6ZYvXq1PHnypJRSysWLF8sBAwbUOcZkMsnAwEB58OBBKWXd124qLZVVJ07ItJUrZUJ8vCzYskXu27xZxsTESJPJZD+ub9++0mQyyZSUFLly5UoppZQff/yxfOKJJ6SUUm7evFlmZ2dLKaXcvn27DAkJqbfOO3bskBMnTpRSSllaWiqXL18upZSysrJSDhs2TC5evLhOmbffflvecsst9udubm71nvvqq6+Wc+fOlVJKeccdd8j//Oc/dY6p7//ebDZLHx8fWVRUJKWUctasWTIpKUmuX79eSinl+++/L++44w4ppZQrV66U06dPr/f6Ulo/A6cDNslmfNeqpJoOUp3nTLVozi9u3j5UlZex4tP/UnwyD6ERVFWZwCLQGTRoqpeDkFBYVEzxkUyQEiEE/pHROJ1hvKBLZAwjb57R4H6dTseMGTN44403ePHFOsOX9XrnnXeYNm1arbxkw4YNO2OZa665hvnz5/Pwww8zd+5cpk6dyhdffAFY16x59dVX+fHHHykpKeGee+5h06ZNCCF4+umnueqqq5g7dy7/+Mc/kFIybtw4e4ocd3d37rvvPn788UdcXFxYuHAhgYGBta5ds56DBg2qlRC02m+//UZsbCyRkZH11l/r6orW1ZXFa9Yw5cYbcfbyIqy0lJjQUNatXs3QCy5g9+7dxMfHo9Vq2bdvHxdccAEAl1xyCaNHj+b5558nKSnJfs5evXpRXl5OZWUlTqdlJfjyyy/t+eNcXV0ZOdI6+dVgMNCvX796X8PcuXN59tlnz/j/IKVk+fLlzJkzB4Bp06bxzDPPcNdddzVY5sMPP+S7777ju+++IyUlhfXr13PxxReTmprKzJkzWbNmDQMGDGDNmjVcfPHFAAwfPpybb74Zk8lkX4uotamuMwcpLyqkCCd8VVaA84oQAq8uQSCEbQ0b0Om0gMRcczqzAHN5Gdju75BSUll29uMFM2fO5Msvv6SwsO5Cam+88Ya9+6X6y64la9hcddVVfPed9Za0H374gSuuuKLe455//nm8vLzYvn0727ZtY9SoURw5coRHH32U5cuXk5aWxsaNG+0LrZWWljJo0CC2bt3KBRdcwIcffnjGenz88cf15mWbN28eU6dOrbXtnXfeoU+fPtx6663k5+cD1rV4IqKiMERFoQ8OJiQggEOpqZhOnmTx4sWMGTMGsAaR6lVGv/76aw4fPszpvv32W/r161cnyACsXr2a5OTkOtsLCgr44YcfuOiii2ptP3ToEAcOHGDUqFH2bRUVFaSkpDBo0CD7+5WXl4e3t7f9y//0tYRO98477/Djjz+yYMECXFxc7Jm3S0tL0Wg0jBgxwr5ias3VUTUaDXFxcfZuSkdQLRoHkLY8Z4UekXRVLZrzjlan4+Lpd5N/9Ah6Z2c8/PzJKSpCX+6CVxcXnFysswy3b05j2evPIc0mtDod4+55mJD4Hmd1bU9PT2666SbefvttXFxcau174IEHePjhh89YfuDAgRQVFXHppZfy1ltv1XuMn58fPj4+zJs3jx49euDaQCts2bJltfKu+fj48McffzBixAiqs25cf/31/PHHH0ycOBGDwcDll18OQHJyMkuXLm2wnitWrODjjz9m1apVtbZXVVWxaNEi/vnPf9q33XXXXTz55JMIIXjyySd56KGH+OSTU4lBhBDo/PzQenoiDAaMR46wZOFCPrW10j755BPuvfdenn/+ecaPH19nMbedO3fy6KOP8uuvv9Zb16NHj3J6lhGTycTUqVO59957iYmJqbVv3rx5TJ48Ga1Wa9926NAhQkNDycjIYNSoUfbEpU31+eefEx4ezoIFC9DrrZ+/IUOG8NprrzF8+HD69+9PbGws6enp5OTkUFJSUiuJapcuXThy5Ei9AbM1qBaNA1TnOSvTqHtozldCowEhMFZUkH8kG3cXPWZhouhkuf0u9cgevUi+83H6X3UdVz/54lkHmWr3338/H3/8MaVNmFHVq1cvNm/ebH++fv16nn/+eQoLCzGbzfYW0FNPPVWr3LXXXsvMmTPrtBzOhl6vt6+aqdVqMZnqzwe3bds2pk+fzsKFC/Hz86u17+eff6Zfv361utwCAwPRarVoNBpuv/12NmywLvEQGhpaq3WSfeQIkUlJGL28KCgowL+0DFN+Pt26dePXX38lNTWVqVOn1voCzsrKYtKkSXz++ef1ZrcGcHFxoaKiota2GTNm0LVrV+6///46x9fXIqteIygmJoYRI0awZcsW/Pz8KCgosL9P9a0lVC0hIYGDBw/W6qYbNGgQGzduZPXq1QwePBiwtormzZtnf16toqKizh8urUkFGgeodbOmu7qP4nxUVV5O9fKZUkq0Jqh0LkWaoKLEOrPH1aDFO6or3UZPbLUgA+Dr68s111zDxx9/3OixM2fO5LPPPrN3mcCpNWy0Wi1paWmkpaXx3HPP1So3adIkHnnkEUaPHk1DLrnkEt5991378/z8fAYMGMDvv/9Obm4uZrOZuXPncuGFFzb5tWVmZnLllVfyxRdfEB9fd1nr6jGjmo7WuHfm+++/t8+QGz9+PPPmzaOyspIDBw6wf/9+Bg4cyJ/btjFq9GiEsxPG7GyyNm/GYjRisVh44YUXuPPOOwFr19e4ceN46aWXzriaaI8ePUhPT7c/f+KJJygsLLTPiqtpz5495Ofn1/qiz8/Pp9K23k5ubi6rV6+mZ8+eCCEYOXIk33zzDQCzZ8+us5ZQtaSkJP773/8yfvx4jhw5AoCHhwfh4eF8+umn9usNHjyYN998s87r2bdvn/19cwQVaBzAnudM44yfatGclwwuLghOTWmWFjOeHm4YNZWUFFRgsUh0Wg1OOsck2HzooYfIzc2tta3mGE1iYiIHDx4kKCiI+fPn8/jjjxMXF8eQIUP45ptvmDVr1hnP7+HhwaOPPlqnG6mmJ554gvz8fHr37k3fvn1ZsWIFwcHBvPTSS4wcOZK+ffuSnJzc4JdjfZ577jny8vK4++67SUxMrLV6aGlpKUuXLuXKK6+sVeaRRx4hISGBPn36sGLFCt544w3A2pq75ppr6NmzJ2PGjOHdd99Fq9Xy888/M3bcOAzR0eiDgpn/9Td069qVbl27EujtzU3XXgtYxzzS09N57rnn7O/piRN1Vx8ZN24cK1euBKytjhdffJFdu3bRr18/EhMT+eijj+zHzps3jylTpthbdgC7d+8mJSWFvn37MnLkSB577DF69rQus/Xyyy/z+uuvExcXR15eHrfddluD792wYcN49dVXGTdunP2zMXToUCorKwkPt6aIHDx4MBkZGbUmXRw/fhwXFxeCgoIa/w9qIVHdzO+MUlJS5KZNm1r9vPs3rmXRqy8yL2Qynz9yJT2CPRsvpHR4u3fvpkePUy2TqopyqsrLqSwtwWwy4RsWzoGTmXiVB+Dq5YS7txOHT5ZRXGGiR7BHrS8Xpf3069eP9evX28cyLJWVVGUeRlbaur+EwBAd3eSMAuXl5YwcOZLVq1fXGnc5V7zxxht4eno2GMRO/9wDCCFSpTVTfpOoFo0DVHedlam1aM5rBmcX3H188QwIxGI2U15QgIebG5W6MsqKKjGbLLg6aTFZWvfGTeXsbN682R5kADROTmi9amYUkJibsZqni4sLzz777BlnhHVk3t7eTJs2rfEDz4IKNA5Qc4kAH1cVaM4n9X356J2ccPHwpKyoEC+tByWGQpBQWlCJm23FzVKVjqZD07i725aPtjIXFWHMzMRiu5O+MaNHjyYiIsJR1XOoW265pcH7Z1qrx0sFGgew5zlzdUav8pydN5ydnclrYO0Td18/EIKKgkLcnFyoMJRQUWpEawGtRq242dFVLx+tCwy0jd0EYS4poSo9HVNBQadc70ZKSV5eHs7Ozmd9LnUfjQOUFRVicnJTEwHOM2FhYWRlZdHQEuCVZaVUlmah93CjwFSEe5UPh49pKNNIciySYs+z/4VV2o60WDDn5SGPHEE4O6P18kKcg2MwZ8PZ2ZmwsLCzPs8ZA40Q4u0mnKNISvnEWdfkPFJWVEilWofmvKPX64mOjm5wv6mqik8fvBODiyvfDc4k5kgKcTuGYR7izxu7D7P16UvxdFZLRpxLpNnMyc8+I+ett9G4uBD45JN4jrtMTexopsb6dSYAqY38XOXICp6LyosKKdOqPGedjc5g4ILrbyE38yDjy/rzm/u3uARocdldhLBAWmZBe1dRaSah1eJ3221Ef/8d+shIjjz8MNn33ocpL6+9q3ZOaazr7A0p5ewzHSCE8GnF+pwXyosKKSYYP3WzZqcTP2gYId1+IP/3PXgNc+NQzw10+T2ZJBctqYfyuSA+oPGTKB2OU2wsUXO+JO/TT8l9+99kjNtI0NNP4VlPLjalrjO2aKSUbzZ2gqYc05nY85xJgxqj6YSEEIycdjvlRYWMz+3Loqo5dOnqxrAqA1szTrZ39ZSzIHQ6/G+/3dq6CQ8n+4EHybrvfkwn1f9rY5o9JUoIsbnxozqv6jxnpSrPWacVFNuVnheMQrf5KC5lcKLvdvRm0O8txmzpfLOXzjdOcXFEzZ1DwAMPULJ8ORmXX0HOe++T+98PKNuypb2r1yG1ZO6tGgU7g5p5ztTNmp3XsKk3odFqGXOoK1/lfYFLvDsJZRq27ql/xppybhE6Hf53zCDq22/QenmR+9Zb5LzxBpk336KCTT1aEmh+avVanEdq5jlTLZrOy8PXnwHjJ+N2oAz9kVLEoMOYgU2LDrR31ZRW5Bwfj9f4K6he11tWVpL/5Zx2rlXH0+xAo6Yyn1lZcY3MzSrQdGopV0zC3defYXuD+DXvK3Z4WjAeLOVoekF7V01pRa6DBiGcnMC2dETRjz+S/dDDmGwLsCmNBBohxI+NnaApx3QmNfOc+atZZ52a3smZC66bhkc+VG47RHn3k5RrYdU36Ug1VnPecE1KIuLTTwi47z4iP/8c/3vvoejXX8m4YjzFy5a1d/U6hMamNw8TQiw6w34B9GzF+pzzVJ4zpabuQy9k08+LSN5rIS12JSsME7jsYBH7U48T399xadmVtuWalIRrUpL1cf8UPC66iCOPPU7WrHvwvOIKgv7+N7Te3u1byXbUWKBpykISVa1RkfNFdZ4zNxcnDDqV56yzExoNF918B3OffBi37TtJdb2ASe6RrPpqP4XHywnv6UtQTNOX7FXODc7duhH91Xxy//sBue+/T+m6tQQ/+yweo0a1d9XaRWP30fzehJ+1bVXZc4HKc6acLiS+O+EDUuiZ4Y6f+yqKggyUFxvZ8OMBFr6xhWMZhe1dRcUBhF5PwKyZRH/9FTpfP7LunsmRRx/FXNj5/r/Vn9ytrKyokEqdmgig1DZm2t1ohJZBx/eTlVti3242WcjepwaNz2fOPXoQ/fVX+N99N4U//kTG5VdQvGJFe1erTalA08rKiwqtSziriQBKDZ7+XQgfNYToowYOlv2OVm/91ZMSAqPVCqznO2EwEHDvPUR9NR+tjw9Zd93Nkccex1xU1N5VaxNNCjRCiPuask2xtmiKcFZdZ0odk66/jwpnSde8DfScGkP3QdbJAAfSctu5ZkpbcenVi+hvvsbvrjsp/OEH/ho9hiOPPX7e3+TZ1BZNfet83tyK9TgvSCkpt+U5U11nyumcXFzxGjWALsWCNdu+56Kbe9JnZBjbVmRxaIfKBtxZCIOBLvfdR9Czz2IuKKBwwQIO3XAjJatWt3fVHKax+2imCiF+AKKFEItq/KwEVCa506g8Z0pjbp7yILmeRiyrl7HmmzlEJRjxDXHjt893U1akJnB2Jua8PHtGAcxmsu+/n5I//2zfSjlIYy2aNcCrwB7gtRo/DwKjHVu1c0/Ne2hUnjOlPu5OHpyICMWpSrL26zl8848nSLxIT1WZieVf7O6USwZ3Vq4D+iMMBtBqEQYDGi8vDt8+gyNPPIG5uLi9q9eqGgs0esAkpRxcc0oz4AJEOr565xZ7Qk2NM75uajKAUr8Ip0Ak1oBiMlax98CfDL4ylkPb89jxe3Y7105pK/aMAvfeS8Tsz4hd/BN+t99O4Xffk3HF+POqK62xQPMmUN+0iCLbPqWGmnnO1GQApSG6aFfMGolEIoCj3uX0GRlGRC9fVn+bTt6RkkbPoZwfXJOS8L9jBq5JSWicnOjy0INEzZ2DxtWVw9Onc/TJpzCXnPufh8YCTaCUcvvpG23boho7uRBijBBirxAiXQjxWD37nYQQ82371wshomrse9y2fa8QYnQzzvm2EKJd/mfKC0/lOVNdZ0pDouMvZEn/PP4KLkUg0BwwI4Tgomk9MThrWfrxLkxGc3tXU2knLn37Ev39d/hNv42Cb78lY/x4Slaf262bxgKN9xn2uZypoBBCC7wLjMWaD22qEOL0vGi3AflSyjjgDeBlW9mewBSgFzAG+I8QQtvYOYUQKUC7LS1dVqQyNyuNyz8ZwqHiaayIDuevkBKKV6/leEY6rp4GRt3Ug7zsEtYtyGjvairtSOPkRJeHHyZqzpdonJw5fNt0jj79DOaS0vauWos0Fmg2CSFuP32jEGI6kNpI2QFAupQyQ0pZBcyjbu60CcBs2+NvgIuEEMK2fZ6UslJKeQBIt52vwXPagtC/gEcaqZfDlBcVIvVOuDo74aTTtlc1lA5uUIwfemM0FUensCosmnKDie/eehGT0UhUgj8JF4ay9bfDZO5SU547O5fERKK//w7fW2+l4KuvODB+PKVrz72sX40FmvuBW4QQK4UQr9l+fsfaEmnshs1Q4HCN51m2bfUeI6U0AYWA3xnKnumcs4BFUsqjZ6qUEGKGEGKTEGJTTk7rrnZYVlSIyeCmWjPKGSVH+jDn9kGM7hVIUe540hKh7FgOK+d9AsCQq+LwCXbjt892U16spjx3dhpnZwIf+T8iv/wSYTCQecutHH32WUrXrj1nlo9uLKnmcSnlEOBZ4KDt51nbLLRjjq9e0wghQoCrgX83dqyU8gMpZYqUMiUgIKBV61FWVEiVynOmNEFypA/v35DM6J7hbC+dxP7wUtJ++oEj+3ajM2i59LZeVJQZWf7FHjXlWQHAtV8S0Qu+x/fmmymYO4/MW28j5803ybzl1g4fbJqUGUBKuUJK+W/bz/ImnjsbCK/xPMy2rd5jhBA6wAvIO0PZhrYnAXFAuhDiIOAqhEhvYj1bTXlRIWUaF/zVRAClCYQQvHRlH3y0seyI7E+pk4lv3nwBY2UF/mHuDJkUx8Ftuez880h7V1XpIDTOzgQ+9ije11xjTZQnJbKyktIOPhXakUk1NwJdhRDRQggD1sH90xdRW8Sp9DaTgeXS+ufbImCKbVZaNNAV2NDQOaWUP0kpg6SUUVLKKKDMNsGgTZUVFVIsnFSLRmkyHzcDr12dSFb2MLYluWDMK2TJ5+8B0GdkGOE9fVn99X5OHj03B4EVx/CaNNG6fLQQICX5X31F6YYN7V2tBjks0NjGXGYBvwC7ga+klDuFEM8JIcbbDvsY8LO1Ph4EHrOV3Ql8BewClgAzpZTmhs7pqNfQHNV5zgosBnWzptIsw7r6c/vwODbnXcm+yHL2LfuNQzu2IjSCi6b1QOekZeknOzEbLe1dVaWDcE1KIuKzTwm4/36Cnn4KjYsLmTdN49gLL2IpK2vv6tUhOnP/b0pKity0aVOrnKuitIR3b53Cn75DGDd1CrdfENMq51U6h0qTmUnvruFE1UrG7VqFt8GLmW9+hsHFlQNbc1j83nYSL4lg6FVt3lBXzgGWsjJOvPEm+V98gT4igpB/vIhrSorDrieESJVSNvkCaj2aVlIzz5nqOlOay0mn5e2piRQXJpOW4I+5oJQFH70GQHTfAHpdEEra0kwO71a5bJW6NK6uBP39b0R8Phuk5NCNN3HsH//AUl7e3lUDVKBpNbXynKnJAEoLxHXx4InLe7E1dyL7YowcXrWevZvXATB0chw+Qa788tEO1i/MUMs/K/VyGzCAmAXf4zN1Kvmff0HGxImUpTZ2y6PjqUDTSmrmOfNXYzRKC90wMIKLu0WxynUsBW5Gfnj3FSpKS9AbtCRdGkllqYlNPx9k4RtbVLBR6qVxcyPoqSeJ+OwzMJk5dMONHP/nS+3aulGBppXUzHOmWjRKSwkhePmqPriKBDZ1j0KWVDL/vRcAKCuqtB9nMlrI3pffXtVUzgFugwYSs2gh3lOu5eTs2RyYOImyze1zv40KNK2kZp4zlblZORt+7k68dk1fduePZV8c5G7cwZY1SwmN90GnP/UrW3yyoh1rqZwLNG5uBD/9NBGffoI0Gjl0/fVkPfx/5Lz7bpve5KkCTSupznPm7GTAWa/ynCln58L4AG4dEs8K7UTyPYws/eAdPP1hwgNJDBwfQ1gPH3b+cYRtKw43fjKl03MbPJjoRYtwHzWK4h9/JPff75A57eY2CzYq0LQSledMaW2PjOlGnG83Vkf3QlSYmP323wmK8SLlsigun9WX6L7+/Dl/P7tWq8wBSuO07m649OljXz5ams2UbdjYJtdWgaaVVOc583NXEwGU1uGs1/LWlCSyyy9id5yBsu0HWfXbdwBotRpGT+9NRE9fVvxvD/s3Hm/n2irnAtcB/a0ZBbRahF6P64D+bXJdFWhaSXWeMzU+o7SmbkEe/P2yXqyUk8nzMrFq9qcUnrRmHdfqNYy5M4GQOG+WfrqLjLTWzUaunH9qLR/96Se4JiW1yXVVoGklZUWFlAhn1XWmtLqbBkdyYVxXlgcPRFNl4Z3HprNy3UIA9AYt42b2ISDCg18+2qHWsFEaVXP56LaiAk0rsOc5kwbVolFanRCCVyb3xVO6AuBcaGbjmx/Yg43BWccV9/TFJ9CNn9/bzpH9Be1YW0WpSwWaVlBZVorFbFItGsVhAjycGOZ5BGFLTaiRgjVzv7CvVePspmf8fYm4+zrz47tbOX6wqB1rqyi1qUDTClSeM6UtRPUcjEUjsSCxCInTsQref+Mhe7Bx9TQw4f4kXNz1/PB2GrlZJe1cY0WxUoGmFdTMc+avZp0pDlLsksKiiKFsDO3CdxEDSY9ypmz9Pv79yiwsZjMA7j5OTLg/CZ1By6K3tpB/TK1jo7Q/FWhaQXWeszLVolEcaFCMH3mGfqQ6Tea4NpmfuZGs7l4YNx/ijX/eidlsAsDT34UJ9ycCsPDNNIpyO0YGX6XzUoGmFZSrrjOlDSRH+vDl9EE8eGk35s0YxBWJEXxfcS1ZPfxh+1FefX46JpMRAJ8gN8bfl4SpyszCN7dQkl/ZyNkVxXFUoGkFtfKcqYSaigMlR/owc2QcA6L9ePPaRK7pH8n3FZM53CsI3e5cXnnmZiqrrDnQ/MPcueLeRMpLjCx6awtlRVXtXHuls1KBphVY85w5YzDocTXo2rs6Sieh1QheurIPNw2OYkHZJDJ7ReC0v5BXnppGeaV1bCYwypPLZ/alOK+Cb/+VyvpFai0bpe2pQNMKyooKMRtc8VPr0ChtTKMRPDu+F3dcEMPCsnEc7B2L64FSXnniJorLrAElpKs3gybGUpRTzqbFB1nwulrLRmlbKtC0grKiQip1qttMaR9CCB4b2537LurKD6WXkpHQA/fMSl594mZOluQCYDKawZpLEbPJwo7fs9uxxkpnowJNKygvKlQTAZR2JYTggUvieWxsd34qGUF6QgIe2VW8+fdbOVF41LqWjU5jTdwrYO/6Y6xflIHFItu76konoAJNK1B5zpSO4s4LY3l2fC9+LhnGvt4peBwz8+8nbsfkVWBdy2ZCDBMeSKTHkGA2LT7IT+9upaLU2N7VVs5zKtCcJXueM4vKc6Z0DNOGRPHyVQksLRvAnt6D8cyRvP/U3Wyp+oMtocvI9c5k5I3dGXF9N7L25vPVPzaSk1nc3tVWzmMq0Jyl6jxnxcIZXzUZQOkgru0fwZvXJrKyvB87eg7HKw9Wv/Jv/pg3m8fm3c3WnK30Gh7KlQ8lIy2Sb/+Vyp61R9u72sp5SgWas1Qzz5lq0SgdyYTEUN69Lok1lX3YEeOLd6mePumejFrrzdpNvwAQGO3JNX/rT1CMF7/N3s3vc/ZiNlrauebK+UYFmrNUM8+ZmnWmdDRjegfzwY0pVJQEIgGBQGMRHF+2jvyykwC4eBgYf29fki6NYMcf2Xz/+mZK8ivat+LKeUUFmrOk8pwpHd3I7l24+ILLMAstFkAi8Mg28soj1/P7LmvLRqPVMOTKOMbM6M3JI6V89Y+NZO/Nb9+KK+cNFWjOUnmtrjM1RqN0TFV+ESwMnsA6n4F8GzSR3d0H4ZOvZfWLb/Lq/x6hymxNTxPbrwuTH0vB2U3PwrfS2PJrpn0ZAkVpKRVozlLNPGe+qutM6aAGxfiR7x5Cmk8/ctxCWFaZxJ+9piF8PBA/7OLJJyaz59hOAHyD3Zj8WAoxff1Z8106C99IY8MPKnWN0nIq0Jyl6jxnOr0eN4O2vaujKPWqmfn5qzsG88VtAziBD5963EhJn94EZJiZ9/hDzF76NlJKDM46Rs/oTe8LQ8nel8/Gnw6y4PXNKtgoLaICzVmqznPm72ZACNHe1VGUBlVnfk6O9GF41wB+uf8CRvcJ49Pi4aQlXomTxokTH//CE6/cwImS4wghcPdxqpG6RvLHvH0qC7TSbCrQnKWyokKqdKrbTDn3eLsa+PfUJN6aksi2yjDmBd1CRUwovpsLeev/bubXrYtOpa7RgNAIcrOKmfPMOratyMJiVtOglaZROe3PUnlRoW3GmZoIoJybJiSGMiDal4e/3srH6RMY13cPEbtWkPrK+6RetJyps/5G3oEyQuN9cHLV8ce8ffw5fx+7Vh/hwinxBMd5t/dLUDo41aI5S9V5ztTNmsq5LNjLhS9uHcjTV/RkWVlPfoi+EbOfJ4Zf0vng3zezbNdL7M353bZyZyKjb+9NZamR717dzLLPdqnuNOWMHBpohBBjhBB7hRDpQojH6tnvJISYb9u/XggRVWPf47bte4UQoxs7pxDiS9v2HUKIT4QQeke+Nqid50zdQ6Oc6zQawS1Do/np3mF4dwnhY5frORYZhG+OQLv+MOvf+C8//TEHIQRxyV247plB9BsTyf6Nx/nyqbVs/e2w6k5T6uWwQCOE0ALvAmOBnsBUIUTP0w67DciXUsYBbwAv28r2BKYAvYAxwH+EENpGzvkl0B1IAFyA6Y56bdVq5zlTgUY5P8R18eC7u4Yy66J4Mk1me0YBrRSkffgFb899guKKIvROWgZPjGXqUwMJivFi1df7+eofGzmyX93oqdTmyBbNACBdSpkhpawC5gETTjtmAjDb9vgb4CJhnbo1AZgnpayUUh4A0m3na/CcUsrF0gbYAIQ58LUBtfOc+avJAMp5xKDT8NCl3UgecCEWjcSCxCwkUqfDuCCNV+69lo8WvEyFqQLvQFcuv6cvY+9IoLLcxPevbWHpJzspLaxs75ehdBCOnAwQChyu8TwLGNjQMVJKkxCiEPCzbV93WtlQ2+MzntPWZXYjcF99lRJCzABmAERERDT91dSjZp4zNRlAOR+5BQ5jTkQ2ocZ0DuvjOE4frvTbg+/eVRTO/ZMXf/mdHhPHce0ldxKTFEB4L182LznE5l8PcWBbLt0HB+HiYSC8uy9BMV7t/XKUdnI+Tgb4D/CHlPLP+nZKKT+QUqZIKVMCAgLO6kIqz5lyvhsU40eeoR+pTpM5qe/HZX1DWVTUm9mB0zmePBCXCi1HP/mZZ+6byKI/vkCn1zBwfAxTnxqIX4gb21dks2HRAb5/bTNZe0+298tR2okjWzTZQHiN52G2bfUdkyWE0AFeQF4jZRs8pxDiaSAAuKMV6t+ocrVEgHKeq84osC4jj0ExfiRH+nCssIJ/L9/P/I1aDMF9ucJzPV67t7L/3fk8veBbRky9lVH9xxOZ4M+xA0UgwWKW/PTuNpLHRNH7wlCc3Rw+V0fpQBwZaDYCXYUQ0ViDwRTgutOOWQRMA9YCk4HlUkophFgEzBFCvA6EAF2xjruIhs4phJgOjAYuklK2ydQXledM6QySI31IjvSxPw/ycubFSQnceWEsby7bz9dbtLiH9+cy1z/x2r2HLa9+wJ9RXzD8otuRlhOYKw+jMYTjF9qN9Ysy2PzLIXoODyHxonDcfZzb8ZUpbcVhgcY25jIL+AXQAp9IKXcKIZ4DNkkpFwEfA18IIdKBk1gDB7bjvgJ2ASZgppTSDFDfOW2XfB84BKy1pYL5Tkr5nKNeH5zKc6bV6fBwUve+Kp1LuK8rr13Tl7tGxPLmsn3M2zYK3+ghXKpfjveeg2z++C0kAgFYKiFgxAxGXD+SLb9msm15FttXZBE/IJCkSyLxDXFr75ejOJDozCnAU1JS5KZNm1pc/qe3/8WOtO18HzeNdX+7qBVrpijnnl1Hinh96T6W7T5OoHMpF+d8iU+uCYFAIqno6sVDT32Ei8GVotxy0n47zO5VRzAZLUT18affpREqy8A5QgiRKqVMaerx6s/ws1BWVEiV3lVNBFAUoGeIJx9NSyHtcAGv/bqX5eUDmHhyNVpbR7bL/iJeu30yTv2iuWzCdC64Non+46LYviKLbSuz+O7VXIJjvUgaHYmzq44j6QWExvuo2WrnARVozkJ5UaF1IoAan1EUu8Rwb764bSCPfevCAiDcmE6WLoYId+ievw2XNYdYvPYJ5kU40fviSxk/ZhpJl0aya/UR0pZlsvg/2+zn0uo1THwgSQWbc9z5OL25zZQVFVKMk2rRKEo9rk4JJ9/Qj01OkzmuS2abqT+fOd3Mb32nUNg9AtejlWR9/CMv3XUlb3z6AE49Crnh+cHEJnexn8NstPDHvH1k78tHWjpvN/+5TrVoWqg6z1mhVxSxKtAoSh2nT43uGezJT9uPMndDJv875INLmJlLvbbifzgN7YoMFvzxCEWxLvROHI9FarFUHEajD+fk0TAWvL4FD19nug0KotvAILwDXdv75SnNoAJNC1XnOSvCGX93lRVAUepz+tToyclhTE4OY8+xIuZtOMy3m50o9uhH3y7HSaxci/dfRzi672uq2y6WKuh583TCDYPYu+4YqT8fZNPigwRGe9JtYBBdUwJxdlf35HR0KtC0UM08Z6rrTFGap3uQJ8+M78WjY7qz2NbKmX0oEI+ISi4rnUPAiXIEAo1F8scn7+My8DeGXjqRC24YRMamPPasO8of8/ax6uv9RCX4021QEJG9/dDq1GhAR6QCTQvVznOmAo2itISLQctVyWFclRzGvuPFzFmfycp1yYzN/RONBRBgMOvQLz/AhuVv8IuPGdceEaRcNpYL/S8gY2Me+zYcIyMtB2c3PV1TuuAf7kFZcRVh3dSMtY5CBZoWqpnnTKWfUZSzFx/owTPje/GWq575Sy2E2RJ5HqUvsU759NNuw/N4Bk5rstm+5iPWuv0XbXwQfcaNoofXKDJS89m56ggWs7XjbYNGMOTKWHpfGIpOr23nV9e5qUDTQuWq60xRHGJY1wDe+70fxzWJ6LQa7rswlvQTJSzeG0Cp5wgCvIsZ5LId37z9uKadYP+W+Ww3zEXG+BISNZySPU5I0zE0+jBWfyNZvyiDsO6+RCX4EdnbH3cfNaba1lSgaaGaec781BIBitJq6kvkCVBhNLM2I49fdx5n2W5/cpyH4BJVzhCPHQQV7MU9PZ980w+nTlShwT3pQuLDx3J4ZwEHt+UCe/EPdycqwZ/I3n50ifJEoxHt80I7ERVoWqg6z5lGq8PTRb2NitKaTp+tBuCs1zKyWxdGduvCi5bepGUVsHTXcZbuCuC34v5owqoYUzGHmGPlWEOHhZItK1i3/TeMIW749+xOkFsK8qSHffaas7ueyN5+RPb2w8lVR05mscpG4ADqG7KFyooKMRus6WdsSTwVRWkjGo2gX4QP/SJ8eHRMdzJySli66zgLV+wn8sRKNBaBRSPZHd6FIK0J1xP5lGdu4QBbqNJZMAV74OvfAxdNHw5sM7N33TH7uYVGMHRyHD2HhqB3UmM7rUEFmhZSec4UpeOICXDnjgvdSYm6nQfeNxNcuY9sQ1cs3gNZWVABARAYmkOC8178ijNxO15AxeFNHGUTVXoLWtcQ9OVBCEBjiGfVV5I136TjH+FBSJwXwXHehMR5q3t2WkgFmhZSec4UpeNJjvThjTvvrDW+c7yognUZebafKJbJUugCgYbj9HHej1/RITyzj6OtsrZqzFVplLi64OQTTk5ONCcOhrBlqTdCCHyC3Qjp6m0PPh6+1vV0jmUUkr0vX3W7NUAFmhYqKyqkRBuCr5oIoCgdyunjO4GezkxIDGVCYigAxwprBp5ollLGgIBv6J+dgwaQgEmWoj26l3LLPgBMWpDuPlTlRJCXHc6OlcEg3PH0c8E7yIXsvQVYLBKdTsMElQS0DhVoWsCe58w7mmjVdaYo55QgL2cmJoUyMckaeI4UlPPs5wewHF0MtrGdnwOHcoxe9PDIIkpzCI+So7icLECbexKL3AqASael3NyF/KORSGkASwUWQwy/fKgnKsGfgAgPAiI88A1x6/QZC1SgaYHqPGeF0kndrKko57gQbxdmTLieB48VE1Sxj6NO8cwYN4Uyo5ltWWFsyerBUUsFeIPeu5wEz0xCLZm4Fx/DOe8oouwo1dOBzJUbOFHhy8mjEWhEFzRafzQGP/xDfegS4UFApCcB4R74hbqhM2g7TZebCjQtUCvPmRqjUZRzXnKkD6/fcWede3eqnSiuYNvhQrZlFbA1K4JVWQXkCyP4wxCPefQ7ko/A2u1Woc3FUJWHzmwNPxI4VOhG1t5AdCIQofVH6Pxx8/OnNOcwFuNhNE7hXD5zNFF9/M/LWawq0LRAdZ6zMo1KP6Mo54v67t2p1sXDmYt7OnNxz0DA2n2elV/O1qwC5vyyD/OxpfYp1YuDhnKMPgRrc4l1PkKA6RiupXk4FxzEuSTD3vqpLNQgsC0/WqFh4euH0LlG4R7kR0B4ICHhvvgEueEb7IaHrzPiHL6xVAWaFqjOc1audVaTARSlExJCEO7rSrivK8FeN/NgfoW92+3OK6ai0QjSjxeTnlPCquMlnKiqhADQ+RkJkieIdTpK5LHteBVX2M5owVyxFnPFWipPQu5uPXs13giNl/VH74nB2wvv0CAiYmMIjgxg264/yNy1lbj+iVw24cp2fT8aowJNC6g8Z4qiVGus2w2gsNxI+okS0k8Uk36ihP0nSliFgTGlq9FYwKKB34IScHP1I1Cbi6cpH+eSYpxKMtGXGdFUSkwlUJYFR9YDwhVkOSDZvT+NvUu24RfbjcCICCJioggI8sTT3wWDc8f4iu8YtTjH1M5zpgKNonR2Z+p2A/By0dc5JvVQVx58H4Iq93HEqStDki+nymwhI7eUVTklFLuawBWQEi+KiHY7QaA2B8/KfHwPnsRQaV8eDsvJTeSc3ETORtiBAaG1toSk3h3h7oaTrxceQV0Iigkj93AGORl7iRvYt81aQirQtEDOoQNIjY4gYy5eLupOYUVRmi850ofX76y/JSSl5GRpFQdyS8nILeVgbikHqn/KS4n338GI7NWAGdCQFtKLKm9X/Ez5eJWV4lJahr78CPryCkSZhfITUL4HTqw8df3df6UBtEmwUYGmmY7s283+DWvAYmHCkUUcSx9MSHyP9q6WoijnoIZaQkII/Nyd8HN3IiXKt9Y+i0Xy8i9R/L4U4sqPke4ShIgZTICHM4eLKthUVEGuoRKLNyAlbuZSPC0n8LecoH/BIdzKT1afiZ1rU1Wg6YgO79yOtFisOZGkmcM7t6tAoyhKm9FoBJf2DGL2mt7sdOqJXqfhyyt61QpYJrOF3JIqjhVVcLzGz+7Vv9Jr73KsLSEtlWGxbVJnFWiaKbxXAjqDAWOVEanREt4rob2rpChKJ9PQmj3VdFoNQV7OBHk519qe2j2QF94xEl1yhAPuITxxxaQ2qa+QUjZ+1HkqJSVFbtq0qdnljuzbzVPvL8Izphuvz5rY+hVTFEVxkNRD+WecIdcUQohUKWVKU49XLZoWCInvwQbPTCaFh7Z3VRRFUZqlsRlyjtC5M721kNFsoajCpG7WVBRFaQIVaFogv7QKQOU5UxRFaQIVaFogt8QaaNTNmoqiKI1TgaYFTla3aFSgURRFaZQKNC2QV1oJqBaNoihKU6hA0wLVLRo/dzUZQFEUpTEODTRCiDFCiL1CiHQhxGP17HcSQsy37V8vhIiqse9x2/a9QojRjZ1TCBFtO0e67ZwOa26cLK1CI8Bb5TlTFEVplMMCjRBCC7wLjAV6AlOFED1PO+w2IF9KGQe8AbxsK9sTmAL0AsYA/xFCaBs558vAG7Zz5dvO7RB7jhXjrNOy5XCBoy6hKIpy3nBki2YAkC6lzJBSVgHzgAmnHTMBmG17/A1wkbCuYzoBmCelrJRSHgDSbeer95y2MqNs58B2zomOeFGph/L5bfdxyoxmrv9oHamH8h1xGUVRlPOGIwNNKHC4xvMs27Z6j5FSmoBCwO8MZRva7gcU2M7R0LUAEELMEEJsEkJsysnJafaLWpeRR3XWHqPJwrqMvGafQ1EUpTPpdJMBpJQfSClTpJQpAQEBzS4/KMYPJ70GrQC9TsOgGD8H1FJRFOX84chcZ9lAeI3nYbZt9R2TJYTQAV5AXiNl69ueB3gLIXS2Vk1912oVjWVNVRRFUWpzZItmI9DVNhvMgHVwf9FpxywCptkeTwaWS2s66UXAFNustGigK7ChoXPayqywnQPbORc66oUlR/owc2ScCjKKoihN4LAWjZTSJISYBfwCaIFPpJQ7hRDPAZuklIuAj4EvhBDpwEmsgQPbcV8BuwATMFNKaQao75y2Sz4KzBNCvABssZ1bURRFaWdqPZoWrEejKIrSmTV3PZpONxlAURRFaVsq0CiKoigOpQKNoiiK4lAq0CiKoigO1aknAwghcoBD7V2PZvAHctu7Eh2Yen8ap96jM1PvT+P8ATcpZZPveO/UgeZcI4TY1JyZHp2Nen8ap96jM1PvT+Na8h6prjNFURTFoVSgURRFURxKBZpzywftXYEOTr0/jVPv0Zmp96dxzX6P1BiNoiiK4lCqRaMoiqI4lAo0iqIoikOpQHOOEEIcFEJsF0KkCSE6fSZQIcQnQogTQogdNbb5CiGWCiH22/7t1Os4NPAePSOEyLZ9jtKEEJe1Zx3bkxAiXAixQgixSwixUwhxn227+hxxxven2Z8hNUZzjhBCHARSpJTqZjJACHEBUAJ8LqXsbdv2CnBSSvmSEOIxwEdK+Wh71rM9NfAePQOUSClfbc+6dQRCiGAgWEq5WQjhAaQCE4GbUZ+jM70/19DMz5Bq0SjnJCnlH1jXMKppAjDb9ng21l+KTquB90ixkVIelVJutj0uBnYDoajPEXDG96fZVKA5d0jgVyFEqhBiRntXpoMKlFIetT0+BgS2Z2U6sFlCiG22rrVO2S10OiFEFJAErEd9juo47f2BZn6GVKA5dwyTUvYDxgIzbd0iSgNsy3urfuG63gNigUTgKPBau9amAxBCuAPfAvdLKYtq7lOfo3rfn2Z/hlSgOUdIKbNt/54AvgcGtG+NOqTjtn7l6v7lE+1cnw5HSnlcSmmWUlqAD+nknyMhhB7rl+iXUsrvbJvV58imvvenJZ8hFWjOAUIIN9tgHEIIN+BSYMeZS3VKi4BptsfTgIXtWJcOqfoL1GYSnfhzJIQQwMfAbinl6zV2qc8RDb8/LfkMqVln5wAhRAzWVgyADpgjpXyxHavU7oQQc4ERWFOWHweeBhYAXwERWJd/uEZK2WkHwxt4j0Zg7fKQwEHgjhrjEZ2KEGIY8CewHbDYNv8N6zhEp/8cneH9mUozP0Mq0CiKoigOpbrOFEVRFIdSgUZRFEVxKBVoFEVRFIdSgUZRFEVxKBVoFEVRFIdSgUbpFIQQbwgh7q/x/BchxEc1nr8mhHhQCDHelkixOef+TAgxuRWr22xCiJuFEO/Us7060+5zLTjnFCHE3xvYF2vL3FvSkvoqnYsKNEpnsRoYAiCE0GC9t6RXjf1DgDVSykVSypfaoX6O9IaU8qkWlBsLLKlvh5TyLyll4lnVSuk0VKBROos1wGDb415Y72YuFkL4CCGcgB7A5potA1tL5W0hxBohREZ1q0VYvSOE2CuEWAZ0qe+CQoh7bWt5bBNCzLNte0YI8YUQYq1tvZPbaxz/f0KIjbbjn62x/QYhxAZbC+K/QgitbfstQoh9QogNwNCmvAm2688WQvwphDgkhLhSCPGKsK51tMSWcqT6rvBE23tyYY21R7ZUZ6lQlKbStXcFFKUtSCmPCCFMQogIrK2XtVhTng8GCoHtUsoq6/drLcHAMKA71tQk32BNu9EN6Ik1s+8u4JN6LvsYEC2lrBRCeNfY3gcYBLgBW4QQPwG9ga5Y80YJYJEtcWoOcC0wVEppFEL8B7heCLEUeBZIttV/BbCliW9HLDDSVv+1wFVSykeEEN8D47BmWEgCtkoppRDiYWCmlHK1LcFiRROvoyiACjRK57IGa5AZAryONdAMwfpFvbqBMgtsyQN3CSGq08VfAMyVUpqBI0KI5Q2U3QZ8KYRYgPXLu9pCKWU5UC6EWIE1uAzDmsOuOli4Yw08fbAGk422IOiCNcnjQGCllDIHQAgxH4hv2tvAz7agtR3Qcqp7bDsQZXs8BvjZ9ng18LoQ4kvgOyllVhOvoyiA6jpTOpfqcZoErF1n67C2aIZgDUL1qazxuE5zpxHjgHeBflgDRfUfdqfnfZK2c/9TSplo+4mTUn5s2z67xvZuUspnmlmP01UC2AKoUZ7KQ2Xh1B+flwK/2o57CZiONcitFkJ0P8vrK52MCjRKZ7IGuBzrMr1mW6JEb6zBpqFAU58/gGuFEFpbJtuRpx9gm3AQLqVcATwKeGFtpQBMEEI4CyH8sCa53Aj8Atxq65pCCBEqhOgC/AZMtj2uXs8+EmvixwuFEH62cZWrm/NGnIkQwgvQSSnzbM9jpZTbpZQv2+qqAo3SLKrrTOlMtmOdbTbntG3uUsrcZpzne2AU1rGZTKzjHKfTAv+zfWkL4G0pZYGt+2sb1jEVf+B5KeURrF1wPYC1tmNKgBuklLuEEE9gXV1VAxixjpesE0I8Y7t2AZDWjPo35hJgWY3n9wshRmJt8ezkVJeaojSJyt6sKG3IFhxKpJSvdtTr2e4v+khKua4Jx5ZIKd0bO07p3FSLRlHObyXADCGEZ1PvpZFSTm/sGCFELNaVF4+fZf2UTkC1aBRFURSHUpMBFEVRFIdSgUZRFEVxKBVoFEVRFIdSgUZRFEVxKBVoFEVRFIf6f+4A99MVWkTLAAAAAElFTkSuQmCC\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.xlabel('Wind speed [m/s]')\n", - "plt.ylabel('Ct [-]')\n", - "for t in types:\n", - " plt.plot(ws, wts.ct(ws, type=t)*1e-3,'.-', label=wts.name(t))\n", - "plt.legend(loc=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Multidimensional Power/Ct curves" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Some WAsP wtg files defines multiple wind turbine modes. E.g. the `Vestas V112-3.0 MW.wtg` which has 12 modes representing different levels of air density. In this case, the mode defaults to 0." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.legend.Legend at 0x1f3be7ba160>" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "wtg_file = os.path.join(wtg_path, 'Vestas V112-3.0 MW.wtg')\n", - "v112 = WindTurbines.from_WAsP_wtg(wtg_file)\n", - "required_inputs, optional_inputs = v112.power_ct_inputs\n", - "upct = {}\n", - "for m in [0,1,5]:\n", - " plt.plot(v112.power(ws, mode=m)/1000, label=f'mode: {m}')\n", - "\n", - "p0,ct0 = v112.power_ct(ws, mode=0)\n", - "p1,ct1 = v112.power_ct(ws, mode=1)\n", - "\n", - "plt.ylabel('Power [kW]')\n", - "plt.xlabel('Wind speed [m/s]')\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Discrete dimensions (e.g. operational mode)\n", - "WindTurbines can be defined using a `PowerCtFunctionList`. In fact this is the approach used by multi-mode WAsP wind turbines and also when creating multi-type wind turbine (in which case the key is `type`)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.legend.Legend at 0x1f3be8bf670>" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from py_wake.wind_turbines.power_ct_functions import PowerCtFunctionList\n", - "\n", - "mode0_power_ct=PowerCtTabular(ws, p0, 'w', ct0)\n", - "mode1_power_ct=PowerCtTabular(ws, p1, 'w', ct1)\n", - "\n", - "multimode_power_ct = PowerCtFunctionList(key='my_mode', \n", - " powerCtFunction_lst=[mode0_power_ct, mode1_power_ct], \n", - " default_value=None)\n", - "wt = WindTurbine('MultimodeWT', 112, 84, powerCtFunction=multimode_power_ct)\n", - "\n", - "for m in [0,1]:\n", - " plt.plot(wt.power(ws, my_mode=m)/1000, label=f'my_mode: {m}')\n", - "plt.ylabel('Power [kW]')\n", - "plt.xlabel('Wind speed [m/s]')\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Multidimentional power/ct tabulars\n", - "It is also possible to setup a wind turbine using a multidimensional power and ct tabular array. In this case the power can ct values will be calculated using multidimensional linear interpolation. " - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.legend.Legend at 0x1f3be8bf460>" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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1olPDSvkcqVLFiyYLVWA4Uh0sOrKIzjU74+3hnb7hbBjsmA6thoFX+j0060POsDcylsc66k14SuU1TRaqwNh4YiOnL56+cghq/RcgLtDh2UzNk9YeoULpEgxoea0qMkqp3KDJQhUYC0MWUsa9DJ19Oqc3Jl+EHTOgyQDwTk8KR05f4K99p3i4XW1KurteeTKlVK7SZKEKhIspF1kWtoyevj3xcE0v4cHeBZAYAy0fybT/D+uO4O7iwsPt9SY8pfKDJgtVIKwMX0l8Sjz96l02BLX9Z6sMuW+ntKaY+GR+3RJB/4AaVClzWelypVSe0GShCoSFIQup6lmVVlVbpTeeDYUjq6Dlw+CS/lGdtvkoF5MdPKYr4SmVbzRZKKeLTohm3bF19KnXBxfJ8JEM+gUQaPFgWlOyI5XJf4fSoX5F/GuUvfJkSqk8oclCOd2S0CWkmJTMQ1CpDtg+Fep3g3LpRYf/2HWCyJgEvQlPqXymyUI53cKQhTQs35BG5RulNx5ZBbER1hCUzRjDxDUh1KtUmm63VHFCpEoVX5oslFOFx4azI2rHlRPb236GUuWhcXr71rCz7IiI4dGOvri46E14SuUnTRbKqRYcWYAgmSvMxkfDvgXQ7P4rVsLzLuXOva18nBCpUsWbJgvlNMYYFoUsonW11lQrXS19w85Z4EjKNAQVHh3Pkt0neLBtbTxL5OUyLEqprGiyUE6z+8xuQmNDs7i34ieo3gKqN09r+vHvUFxEGNZBb8JTyhk0WSinWRCyAHcXd3rU6ZHeGLkDTuzMdMf2+YRkZmwOp0+z6lT3LuWESJVSmiyUU6SkpvDHkT/oWqsrZUtkuF9i+xRw9YBmg9KaZm6JIC4xRS+XVcqJNFkop9gQuYHohGj61uub3picAMEzwe8u60ooIDXVMGVDGIG1y9GiVjnnBKuU0mShnGNByALKlChDp5rpNZ/YtwASzmWa2P778BmOnL7AI1owUCmn0mSh8l18cjzLjy6nt29vSriWSN+wfQp414K6XdKapm4Mo7ynO3c2re6ESJVSl2iyUPluefhyLqZczHwV1LmjELISAoakFQ08GZvAn3tOcn/rWrpmhVJOpslC5bsFIQuoXro6Lau0TG8M+sX63nJIWtP0TeE4Ug0Ptq2dzxEqpS6XZ8lCRGqJyAoR2SMiu0Xkn3Z7BRFZKiIH7e/l7XYRkc9F5JCIBItIYIZzDbP3Pygiw/IqZpX3Tl88zYbjG+hbr296hdnUVKtoYL0uUM5KDCmOVKZvPkqnhpXwrVTaiRErpSBvexYpwIvGGH/gVmCUiPgDY4C/jDENgb/s5wB3Ag3tr5HA12AlF+BtoB3QFnj7UoJRhc+S0CU4jCPzEFToaog5muneiuX7ThEZk8CQdjqxrVRBkGfJwhgTaYzZZj8+D+wFagJ3A5Pt3SYDA+zHdwM/GcsGoJyIVAd6A0uNMdHGmLPAUuCOvIpb5a0FhxfQuEJj6pern964fQqU9M5UNHDKxqNUK1uSHn5aXVapgiBf5ixExBdoCWwEqhpjIu1NJ4Cq9uOaQHiGwyLstqu1q0ImNCaUXWd2Ze5VXDwLe+ZZRQPdrSVSj56JZ/WBKAa3rYWbq06rKVUQ5Pn/RBHxAn4DnjPGxGbcZowxgMml1xkpIltEZEtUVFRunFLlsoVHFiIId9a9M71x5yxwJGa6t2LqpjBcXYTBbXRiW6mCIk+ThYi4YyWKqcaY2XbzSXt4Cfv7Kbv9GFArw+E+dtvV2jMxxkwwxrQ2xrSuXLly7v4g6qYZY1hweAFtq7elimeGoaXtU6BqM6twIJCY4uDXLRH08KtCNe+STopWKXW5vLwaSoCJwF5jzCcZNs0DLl3RNAyYm6F9qH1V1K1AjD1ctQToJSLl7YntXnabKkSCooKIiIvIPAR1YidEBkHgIyDWYkaLd50g+kISD9+qE9tKFSTXXBhARIJzcI4oY8ztWbR3BB4BdopIkN32OjAOmCkiI4Aw4H572yKgD3AIiAceBTDGRIvIv4HN9n7/MsZE5yAuVYDMPjgbTzdPetXpld64fQq4loBm96U1TdkQRp2KnnSsX8kJUSqlria7VWRcsX6BX41g9QiuYIxZa2/PyhXJxZ6/GHWVc00CJl0zUlVgXUi+wJLQJdxZ90483T2txpRECJ4BjfuCZwUA9p84z+bQs7zep7Eum6pUAZNdsnjSGBN2rR1E5OlcjEcVQUtCl3Ax5SIDGwxMb9y/yLoSKsO9FVM3hlHCzYVBrWplcRallDNlN2dRSUSueaG73YNQ6qrmHJxDXe+6tKjcIr1x289Q1gfqdQXgQmIKs7cdo2+z6lQoXSLrEymlnCa7ZPEwsN0uszHZvjy1aX4EpoqGkHMhBEUFcU+DexB7EpuYCDi8HAIeAherQOC8HceJS0zh4Vv1clmlCqJrJgtjzCBjTE2gJ9YVSM2BySISJSKL8iNAVbj9fuh33MSNfvUzXAUVNA0waUUDjbEWOGpcrQyBtbWSi1IFUXZzFgAYY0JFpCRQyv669Fipq0pOTWbu4bl09ulMpVL21U2pqRA0Bep2hvK+AASFn2P38Vj+PaBpeu9DKVWgZHfp7OtAe6AysB/YAHwBjDTGOPI+PFWYrY5YTXRCNAMbZpjYDlsLZ0Oh2xtpTVM3HqV0CVcGttQqLkoVVNn1LIYCF4D5wN/ARmNMTJ5HpYqE3w/+TuVSlbmt5m3pjdungIe3tc42cC4+ifk7jnNvKx+8PHLU0VVKOUF2cxaNseYrtgBdgTkisklEvhORR/MhPlVIRcVHsebYGvrX74+bi50EEmJgz1xoNgjcrVHMWVsjSExJ5WEtRa5UgZbtn3L23dILRGQx0AroDDwJPAb8kLfhqcJq3uF5OIyDAQ0GpDfunAUpCWlFA40x/LLxKC1rl8O/RlnnBKqUypFr9ixEpL+IjBORNVgF/z4CKgIvAtXyIT5VCBlj+P3Q7wRWCcTX2zd9w/YpUKUJ1LCWU11/+Awhpy9or0KpQiC7nsVwYB3wCrDVGJOU5xGpQm/7qe2ExoYyotmI9MbIYDi+DXq/n1Y0cOrGo5TzdKdv8+pOilQplVPZzVncY4z5GCh3eaIQkafyNDJVaGVZNHDTt+DuCQEPAnAqNoElu08wKNCHku6uTopUKZVTOS1R/n8i0v3SExF5BWsZVKUyiUuK48+wPzMXDYyPtuYrmj8Apayb7mZsDicl1TBES5ErVSjk9FrF/liT3C9jrX/dGE0WKgtpRQMz3luxbbI1sd12JACOVMO0TUe5rUEl6lYq7aRIlVLXI0c9C2PMaayE8SVQAxik8xcqK7MPzaa+d32aV2puNThSYNP34NsJqvoDsGLfKY7HJDCkndaBUqqwyO5qqPMiEisisViLEjUC7gMutSmV5vC5wwRHBTOw4cD0sh37F0FsBLRLn+KasjGMKmU86OFf1UmRKqWu1zWHoYwxZfIrEFX4zTk4xyoamHHp1E0TwLs23HInAOHR8aw6EMXobg1wd83TJeCVUrkou55FtvdS5GQfVfQlpyYzP2Q+XWp1oWKpilbjiV0QugbajEgrRf7LpqMIMLitDkEpVZhk96ddTsqQa6lyxepwq2jgPQ3vSW/cNAHcSkHgUAASUxzM3BzO7X5VqVFOixYrVZhkdzVUi2zmJgTQuQvF7EOzqVyqMh1qdLAa4qMheCY0vy9tje0lu09y5kKSTmwrVQhlN2ehd0upbJ2KP8XaY2t5rOlj6UUDt0+BlIvQ9sm0/aZsCKN2BU86N6zspEiVUjdKZxjVTZt3eB6pJpWBDex7K1IdsPk7qNMRqlmr8O6NjGXTkWgebFsbFxdd4EipwkaThbopxhjmHJxDq6qtqF3WHl46sBjOHYV26b2Kr1cepnQJVx7SiW2lCiVNFuqmbD25laPnj2ae2N74LZT1gVv6AnD0TDwLgo8z5NY6eHu6OylSpdTNyDZZiIiriOy73hOLyCQROSUiuzK0jRWRYyISZH/1ybDtNRE5JCL7RaR3hvY77LZDIjLmeuNQeWvOoTmUdi9Nj9o9rIZTe+HIKmjzGLha8xcT1hzGzcWFEbfVdWKkSqmbkW2ysNfa3i8i1zt+8CNWHanLjTfGBNhfiwBExB8YDDSxj/nKTlKuWCVG7gT8gQftfVUBEJcUx9KwpZmLBm6aAK4eEDgcgKjziczcEsE9gTWpWrak84JVSt2UnBYSLA/sFpFNWGtyA2CM6X+1A4wxq0XEN4fnvxuYboxJBI6IyCGgrb3tkDEmBEBEptv77snheVUeWhy62CoaeGli++I52DEdmt0Hpa0b8yatO0KyI5Unu9R3XqBKqZuW02Txf7n4ms+IyFCsdb1fNMacBWoCGzLsE2G3AYRf1t4uq5OKyEhgJEDt2jqJmh/mHJxDg3INaFapmdWwfQokx0M7q7psbEIyU9aH0adpda0uq1Qhl9Oqs6uAUMDdfrwZ2HYDr/c1UB8IACKBj2/gHFkyxkwwxrQ2xrSuXFmv489rh84eIvh0MAMaDLCKBl66XLZ2e6jeAoCpG45yPjGFf3TVXoVShV2OkoWIPAHMAr61m2oCv1/vixljThpjHMaYVOA70oeajgG1MuzqY7ddrV052ZxDc3BzceOu+ndZDQeXwtnQtDUrEpIdTFx7hE4NK9G0prfzAlVK5YqcXjo7CuiIXdrDGHMQqHK9LyYiGRdbHghculJqHjBYRDxEpC7QENiE1YNpKCJ1RaQE1iT4vOt9XZW7kh3JzD88n261ulGhpFXKg43fQJka4Gclj1lbIzgdl6i9CqWKiJzOWSQaY5IurVEgIm6AudYBIjIN6ApUEpEI4G2gq4gE2MeGAk8CGGN2i8hMrInrFGCUfRUWIvIMsARwBSYZY3Zfx8+n8sCqiFWcTTzLgAYDrIaoAxCyArq9Ca7upDhSmbA6hBa1ytG+XkWnxqqUyh05TRarROR1oJSI9ASeBuZf6wBjzINZNE+8xv7vAe9l0b4IrWxboMw+OJsqnlXoWKOj1bBpAriWgFbDAVi4M5Kj0fG83scvfREkpVShltNhqDFAFLATqzewCHgzr4JSBdfJCydZd3wdd9e/G1cXV0iIgaBfoOm94FUZYwxfrzxM/cql6aUr4SlVZOS0Z9ENmGKM+S4vg1EF39zDc0k1qelDUEG/QPKFtIntlQei2HfiPB8Oaq4FA5UqQnLasxgK7BCRDSLyoYjcJSLl8zIwVfAkpCTwy95faF+9vVU0MDXVGoLyaQs1AwGrYGB175LcHVAzm7MppQqTnN5nMcwY0wi4B+smuS+xhqVUMTLn0BzOJJzhieZPWA2H/4LokLTqslvDotl0JJonOtWjhJvWqFSqKMnRMJSIPAx0ApoBp4EvgDV5GJcqYJJTk/lh1w8EVA6gddXWVuPGb8CrKvhZVV++XnmYcp7uDG5b6xpnUkoVRjmds/gUOAx8A6wwxoTmVUCqYFoYspDIC5G8eeub1hVOpw/BoWXQ9XVwK8H+E+dZtvcUz/VoiGeJnH6slFKFRU6HoSoBjwElgfdEZJOI/JynkakCw5HqYOLOiTSu0JhONTtZjZu/Axf3tMtlv1l1GM8Srgxr7+u0OJVSeSen5T7KArWBOoAv4A2k5l1YqiBZenQpobGhPN7scatXkXgetk+FJgOhTFXCo+OZt+M4D7atTfnSJZwdrlIqD+R0vGBthq8vjDEReReSKkiMMXwf/D2+ZX3TFzgKmgZJ56HdUwB8vyYEF4HHO+niRkoVVTlKFsaY5gAi4pW34aiCZs2xNew/u593O75r3YR36XLZmq3ApxWn4xKZvjmcAQE1qe5dytnhKqXySE6HoZqKyHZgN7BHRLaKSNO8DU05mzGGCcETqFG6Bn3q2SvghiyHMwehrXW57I/rQknSxY2UKvJyejH8BOAFY0wdY0xt4EW7TRVhm09sZkfUDh5t+ijuLu5gDKz9FEpXgSYDOJ+QzE/rQ+ntX40GVbTTqVRRltNkUdoYs+LSE2PMSkCXPiviJuycQKVSlRjY0F429fBfELoGOr0Ibh78svEosQm6uJFSxUFOk0WIiPyfiPjaX28CIXkZmHKu4KhgNkZuZJj/MDxcPay5imVjoVxtaP0oCckOvl97hI4NKtKiVjlnh6uUymM5TRaPAZWB2cBvwKX7LlQR9d3O7yhboiz33XKf1bB7NpzYaa1Z4ebBnO3HiDqfyD+6NHBuoEqpfHHNq6FEpCTwFNAAqzz5i8aY5PwITDnPgbMHWBm+kqdbPE1p99KQkgTL/w1Vm0Kz+3CkGr5ddZhmNb3p2EAXN1KqOMiuZzEZaI2VKO4EPszziJTTfR/8PZ5unjzk95DVsG2ytb727W+Diwt/7Iok9Ew8T3etr4sbKVVMZHefhb8xphmAiEzEWhdbFWFhsWEsCVvCsCbD8PbwhsQ4WPVfqNMRGvZMW9yoXqXS9GpSzdnhKqXySXY9i7QhJ2NMSh7HogqASbsm4SZuDPUfajVs+BounIIeY0GENQdPs/t4LE92qYerLm6kVLGRXc+ihYjE2o8Faw3uWPuxMcaUzdPoVL46ceEE8w7PY1DDQVQqVQkunIF1n8EtfaFWW1JTDR/9uZ9qZUsyoKUubqRUcXLNZGGMcc2vQJTz/bDrBzDwWFP7Qrc1H1tLpt7+FgAzt4QTHBHDZ4MD8HDTj4ZSxYkuZ6YAOH3xNL8d/I1+9ftR3as6nDtqlSFv8RBUaUxMfDL/XbKftr4V6N+ihrPDVUrlM00WCoCf9/xMkiOJEU1HWA0r3gcEur0GwCdL93MuPomx/ZvoFVBKFUN5lixEZJKInBKRXRnaKojIUhE5aH8vb7eLiHwuIodEJFhEAjMcM8ze/6CIDMureIuzmMQYZuyfQS/fXvh6+8LJPbBjGrR9Arx92HM8lp83hPHwrXXwr6HTVEoVR3nZs/gRuOOytjHAX8aYhsBf9nOw7uFoaH+NBL4GK7kAbwPtgLbA25cSjMo90/ZN40LyBZ5o9oTVsPzf4FEGOr2IMYax83ZTzrMEL/Rs5NxAlVJOk2fJwhizGoi+rPlurBv9sL8PyND+k7FsAMqJSHWgN7DUGBNtjDkLLOXKBKRuQnxyPFP2TqGLTxduqXALHN0A+xdBx3+CZwXm7TjOptBoXu59C+U8dRU8pYqr/J6zqGqMibQfnwCq2o9rAuEZ9ouw267WfgURGSkiW0RkS1RUVO5GXYT9euBXYhJjeKL5E1YJ8mVjwasq3PoP4hJT+M+ivTT38eb+1rWcHapSyomcNsFtjDGAycXzTTDGtDbGtK5cuXJunbZIS3Qk8uPuH2lbrS0tKreAA0vg6Hro8gqUKM3/lh/kZGwi7/RvojfgKVXM5XeyOGkPL2F/P2W3HwMy/unqY7ddrV3lgrmH5nL64mmrV5HqgL/egQr1IHAYh6PimLT2CPe18qFlbZ0mUqq4y+9kMQ+4dEXTMGBuhvah9lVRtwIx9nDVEqCXiJS3J7Z72W3qJiWnJjNp1ySaV2pOu2rtIHgmnNoD3d/EuLjxzvw9lHRz5ZU7Gjs7VKVUAZBduY8bJiLTgK5AJRGJwLqqaRwwU0RGAGHA/fbui4A+wCEgHngUwBgTLSL/Bjbb+/3LGHP5pLm6AX8c+YNjcccY03YM4kiCFf+B6i3AfyBL95xk9YEo/q+fP5XLeDg7VKVUAZBnycIY8+BVNt2exb4GGHWV80wCJuViaMWeI9XB9zu/p1H5RnTx6QIbv4GYo9D/MxIchn8t2EOjql4MbV/H2aEqpQoIvYO7GJq+fzpHYo7wZPMnkcTzsPpDqNsF6nfn21UhRJy9yNj+TXB31Y+HUsqivw2KmRMXTvD5ts/pWLMjPev0hPVfQPwZ6PE24dHxfLXyEH2bV6dD/UrODlUpVYBosihGjDG8u+FdDIb/u/X/kAtR8PcX4H831GzFewv34iLCG338nB2qUqqA0WRRjCwJW8KqiFWMChhFTa+a1vBTSgJ0f4s1B6NYvPsEz3RvQI1ypZwdqlKqgNFkUUzEJMYwbuM4/Cv6M8RvCEQfgS0/QOAjJJWrx9h5u6lT0ZPHO9V1dqhKqQIoz66GUgXL+K3jOZd4jq97fI2bixuseA9c3KDLGCb/HcrhqAtMGt5aFzVSSmVJexbFwOYTm/nt4G8M9R+KX0U/CF0LO2fBrU9xivJ8uuwA3RtXoXvjqtmfTClVLGmyKOISHYn8a/2/8PHy4R8B/4CL52D2k1ZZj04vMe6PfSQ7DG/183d2qEqpAkyHoYq4b3d8S2hsKN/2/JZSriXh91EQdwJG/MmWyCRmbz/GqG718a1U2tmhKqUKMO1ZFGEHzx7kh10/0L9+fzrU6GDVf9r1G3R9DUf1QN6au5vq3iUZ1a2Bs0NVShVwmiyKKEeqg7Hrx1KmRBleav0SnA2FhS9C7Q5w2/P8sukoeyJjeaOvH54ltIOplLo2TRZF1Iz9MwiOCublNi9T3r2MNU8hAvd8y8m4ZD7+cz/t61Wkb7Pqzg5VKVUIaLIogk5cOMFn2z6jY42O9KvXD9Z+AuEboO8nJHn58I8pW0lKSeXfA5oioosaKaWyp8miiDHG8N6G9zAY3rz1TeTYVlg5DprdB83v492Fe9h29BwfDmpBgypezg5XKVVI6GB1EbM0bCkrI1byUuuX8CnhDb/1g7I1oc9HzN4WwU/rwxjZuR59m+vwk1Iq5zRZFCExiTG8v+l9/Cr4WSU95v8TzoXB8IXsPiu8Nnsnt9arwCu9b3F2qKoASk5OJiIigoSEBGeHovJYyZIl8fHxwd3dPcfHaLIoQsZvHc/ZhLN8efuXuO1bCNunQKeXiKnchqe+WEN5zxJ88VAgbrpOhcpCREQEZcqUwdfXV+eyijBjDGfOnCEiIoK6dXNeC05/axQRl0p6POL/CP5u3jDvWagRSGrnV3luxnZOxCTw1cOBVPLSZVJV1hISEqhYsaImiiJORKhYseJ19yC1Z1EEXCrpUdOrJv9o9iRMfwgcSXDv93y2MpQV+6N4d0BTAmuXd3aoqoDTRFE83Mi/syaLIuC74O+skh49vsVz6w9wZBXc9TnLo7z47K8tDGrlw5B2tZ0dplKqENNhqELu0NlDTNw1kX71+tHBxQuWvQON+xFW516emx5EkxpleVfvp1CFyO+//46IsG/fvrS248ePM2jQoOs+19ixY/noo49yMzz69OnDuXPnOHfuHF999dUNnyc6OpqePXvSsGFDevbsydmzZ7Pc79VXX6Vp06Y0bdqUGTNmpLUvX76cwMBAmjZtyrBhw0hJSQFg5cqVeHt7ExAQQEBAAP/6179uOMaMNFkUYqkmlbHrx+Ll7sXLLZ6B3x4Hz4pcvONTnpyyDRHhm4dbUdJd16hQhce0adO47bbbmDZtWlpbjRo1mDVr1hX7XvoFmZ8WLVpEuXLlbjpZjBs3jttvv52DBw9y++23M27cuCv2WbhwIdu2bSMoKIiNGzfy0UcfERsbS2pqKsOGDWP69Ons2rWLOnXqMHny5LTjOnXqRFBQEEFBQbz11ls3HGNGOgxViE3ZM4UdUTv4z23/ocKa8XB6P+bhOby2OIL9J8/z46NtqVXB09lhqkLonfm72XM8NlfP6V+jLG/f1eSa+8TFxbF27VpWrFjBXXfdxTvvvANAaGgo/fr1Y9euXfz444/Mnj2buLg4HA4Hq1atynSO9957j8mTJ1OlShVq1apFq1atADh8+DCjRo0iKioKT09PvvvuOxo3bszw4cMpW7YsW7Zs4cSJE/z3v/9l0KBBREZG8sADDxAbG0tKSgpff/01nTp1wtfXly1btjBmzBgOHz5MQEAAPXv25OTJk9xzzz0MGDAAgCFDhnD//fdz9913Z/mzzp07l5UrVwIwbNgwunbtygcffJBpnz179tC5c2fc3Nxwc3OjefPmLF68mG7dulGiRAkaNWoEQM+ePXn//fcZMWLEdf2bXA+n9CxEJFREdopIkIhssdsqiMhSETlofy9vt4uIfC4ih0QkWEQCnRFzQbPi6Ao+3voxXWt1pV9KCdj8Hdw6iskn6/J70HFe6NGILo0qOztMpa7L3LlzueOOO2jUqBEVK1Zk69atWe63bds2Zs2adUWi2Lp1K9OnTycoKIhFixaxefPmtG0jR47kf//7H1u3buWjjz7i6aefTtsWGRnJ2rVrWbBgAWPGjAHgl19+oXfv3gQFBbFjxw4CAgIyvda4ceOoX78+QUFBfPjhh4wYMYIff/wRgJiYGP7++2/69u1Lnz59OH78+BU/w8mTJ6le3bo5tlq1apw8efKKfVq0aMHixYuJj4/n9OnTrFixgvDwcCpVqkRKSgpbtmwBYNasWYSHh6cdt379elq0aMGdd97J7t27r/Z2Xxdn9iy6GWNOZ3g+BvjLGDNORMbYz18F7gQa2l/tgK/t78VW0KkgXln9Cv4V/Pkg8GXku+5QpQlbGozm3Unb6eFXRcuOq5uSXQ8gr0ybNo1//vOfAAwePJhp06al9Qwy6tmzJxUqVLiifc2aNQwcOBBPT6tH3b9/f8Dqsfz999/cd999afsmJiamPR4wYAAuLi74+/un/dJu06YNjz32GMnJyQwYMOCKZHG5Ll268PTTTxMVFcVvv/3Gvffei5ubG4sWLcr25xaRLOcVe/XqxebNm+nQoQOVK1emffv2uLq6IiJMnz6d559/nsTERHr16oWrqzXcHBgYSFhYGF5eXixatIgBAwZw8ODBbGPITkGas7gbuDToNhkYkKH9J2PZAJQTkWJbq+JIzBFGLx9NFc8qfNH9f3gufAkSYjlzx5f8Y8ZufMqX4uP7A3Bx0QltVbhER0ezfPlyHn/8cXx9ffnwww+ZOXMmxpgr9i1d+voW60pNTaVcuXJp4/hBQUHs3bs3bbuHR/r9R5der3PnzqxevZqaNWsyfPhwfvrpp2xfZ+jQoUyZMoUffviBxx577Jr7Vq1alcjISMDq2VSpUiXL/d544w2CgoJYunQpxpi0oaf27duzZs0aNm3aROfOndPay5Yti5eXVfetT58+JCcnc/r06SzPfT2clSwM8KeIbBWRkXZbVWNMpP34BHBpQeiaQHiGYyPstmLn9MXT/GPZP3ARF77p8Q0Vg6bDwSU4erzDU39eJC4hhW8eaYV3qZzfwq9UQTFr1iweeeQRwsLCCA0NJTw8nLp167JmzZocn6Nz5878/vvvXLx4kfPnzzN//nzA+gVat25dfv31V8BKCDt27LjmucLCwqhatSpPPPEEjz/+ONu2bcu0vUyZMpw/fz5T2/Dhw/n0008B8Pe/9lLF/fv3T5uUnjx5cpZzGw6HgzNnzgAQHBxMcHAwvXr1AuDUqVOA1UP64IMPeOqppwA4ceJEWsLbtGkTqampVKxY8Zqx5ISzksVtxphArCGmUSLSOeNGY/2kV/45cQ0iMlJEtojIlqioqFwMtWC4kHyBp5c9TXRCNF/d/hW19v8Jf74BjfvxblQnNoeeZdy9zWhcrayzQ1XqhkybNo2BAwdmarv33nszXRWVncDAQB544IG08fo2bdqkbZs6dSoTJ06kRYsWNGnShLlz517zXCtXrqRFixa0bNmSGTNmpA2PXVKxYkU6duxI06ZNefnllwGrt+Dn58ejjz6att/V5izGjBnD0qVLadiwIcuWLUubK9myZQuPP/44YNXr6tSpE/7+/owcOZIpU6bg5mbNHnz44Yf4+fnRvHlz7rrrLrp37w5YSbdp06a0aNGCZ599lunTp+fKpfOSVRcvP4nIWCAOeALoaoyJtIeZVhpjbhGRb+3H0+z991/a72rnbN26tbk08VMUJDuSGfXXKDad2MT/uv+PTicOwYLnoNGdzGv8Ps/O3MOjHX2dNs6sioa9e/fi5+fn7DAKtfj4eJo1a8a2bdvw9vZ2djjXlNW/t4hsNca0zmr/fO9ZiEhpESlz6THQC9gFzAOG2bsNAy6l/XnAUPuqqFuBmGsliqLGGMNbf7/F+sj1vN3+bTqdDLESRcPe7Ov8P16ds5+2vhV4vY/+J1fKmZYtW4afnx+jR48u8IniRjjjaqiqwBy7W+QG/GKMWSwim4GZIjICCAPut/dfBPQBDgHxwKNXnrLo+mzbZywIWcAzAc8w8HwczH8WGvYiuOP/GP5DEGVKuvHFkJa4ayVZpZyqR48ehIWFOTuMPJPvycIYEwK0yKL9DHB7Fu0GGJUPoRU4v+z9hYm7JnJfo/sY6fCEeaOhQQ/WBI7nyUnbqehVgp8fa0eVMiWdHapSqojTP0cLqGVhyxi3aRxda3XldY+6yLzRUL8b8/0+5LEpwdSpWJrfnuqAb6Xru4RQKaVuhCaLAmjbyW28uvpVmlVuxn/LtcFt3mio15Wf6vyH0b/upWXt8sx48laqlNUehVIqf2htqALm8LnDjF4+mhpeNfiiag9KzXsWU68Ln1V6h08XhdC7SVU+G9xSiwMqpfKV9iwKkJMXTvLUsqdwd3Hna59+lF/wAql1O/NWqTf4dHUED7atxVdDtIqsKtqKS4nyX3/9lSZNmuDi4sK1LvV/7LHHqFKlCk2bNr3h18oNmiwKiPNJ53n6r6eJTYzlqzr34LNoDI7aHXnWvMLPW6MY3b0B/xnYDFct46GKuOJSorxp06bMnj2bzp07X3O/4cOHs3jx4ht+ndyiw1AFQJIjiedWPEfIuRC+rD8Y/yVvk1KrPY8mvMjaozGMvcuf4R1zvrC6UjftjzFwYmfunrNaM7jzyjUbMipOJcpzegNk586dCQ0NzdG+eUmThZMlpybz5to32XRiE//xHUiHZeNIqtGO+2KeY8/pi3w2uCX9W9RwdphK5YusSpRnVXV227ZtBAcHX1F5NmOJ8pSUFAIDA9OOHzlyJN988w0NGzZk48aNPP300yxfvhxIL1G+b98++vfvz6BBg9JKlL/xxhs4HA7i4+Mzvda4cePYtWsXQUFBAKxatYrx48czYMCAtBLlkydPpk+fPnz//ffUqFG4/x9rsnCiExdO8PKqlwmKCuK5mj25a+UXJFRvw11nRnMsPpVJw9vQqaGuSaGcIJseQF4priXKCwNNFk6yOmI1b6x9gyRHEv+tdx93Lv+UC1UC6X3iGeKlBNNHtqG5Tzlnh6lUvrlUonznzp2ICA6HAxHhww8/vGLfmylRnpVrlShfuHAhw4cP54UXXmDo0KHXfJ1LJcqnT5/ODz/8cF0xFnQ6wZ3PUlJTGL91PKP+GkWVUpWZUaETdy4fT0ylALpGjsKU8GLWU+01Uahip7iVKC9sNFnko5MXTjJiyQgm7ZrEIJ9uTD0Wie/G7zhaewBdjo+iYoWKzH66A/Uqezk7VKXyXXErUT5nzhx8fHxYv349ffv2pXfv3oB1mXCfPn3S9nvwwQdp3749+/fvx8fHh4kTJ+b4/chNTi9RnhcKYonydcfW8dqa10hwJPCWd0v6bZuFo1RFfqjwAu8erEUb3/J8P6yNLlyknEZLlN+8olyiXOcs8lhKagpfBX3Fdzu/o4FXLT6OdVDv4HSO1OjL0OP3cuJcKZ7uWo9nb2+oN9spVYgtW7aMESNG8Pzzzxf4RHEjNFnkoVPxp3h19atsObmFe8o0ZMyeNbi7leH9sm/ybYg/t9arwA8DmtKgShlnh6qUuklaolzdkL+P/81ra17jYvIF3kspQ//gv9hTritDTw6G0pX49AF/7g6okSvLHSqlVF7TZJHLHKkOvt7xNROCJ1CvRDkmRhyntsON112fZ9rJ1jzczpeXet+icxNKqUJFk0UuOn3xNK+ufpVNJzbRP9WTNw4Es9ejHR3PP0K1mr7MfbSpXhKrlCqUNFnkglSTyrKwZfxn43+4kBjDv6PPc2fcGd5KfopFpiuv3N2Yh9rV0SKASqlCS++zuAnJqcnMOzyPgXMH8uKqFymfEMsv4eHUOF+HrhfGkdRsMMtf7MYj7X01USiVQ1qiPF14eDjdunXD39+fJk2a8Nlnn6Vte/nll2ncuDHNmzdn4MCBnDt3DrCKLpYqVYqAgAACAgJ46qmnbjjGjDRZ3ICElASm75tOv9n9eGPtG7jFRPDhqdNMCT3GD/FDec1zLB8/0YfxDwRQuYxH9idUSqXREuXp3Nzc+Pjjj9mzZw8bNmzgyy+/ZM+ePYBVH2vXrl0EBwfTqFEj3n///bTj6tevT1BQEEFBQXzzzTc3HGOmWHLlLMVEXFIcMw/M5KfdkzmTEE2LFHjj9CmaJHoyObEP77r04MEebfijUz1KuGkeVoXXB5s+YF/0vux3vA6NKzTm1bavXnMfLVGeWfXq1alevTpglRfx8/Pj2LFj+Pv706tXr7T9br311iyTaW7SZJEDZxPOMnXvVH7ZM4XzKRdofzGJJ86dRS7W4cfkJzhQoQsDO9djdmBNXRdbqZugJcqvLjQ0lO3bt9OuXbsrtk2aNIkHHngg7fmRI0do2bIlZcuW5d1336VTp0439dqgyeKaTl44yeRdPzDrwEwupiZz+4V4hp2L50B8Wz5wvZMGzTvwaGsfAmuX1/slVJGSXQ8gr2iJ8qzFxcVx77338umnn1K2bNlM29577z3c3NwYMmQIYPVGjh49mpZsBwwYwO7du6847nppssjC0dijTAr6inlH/iDVOOgbd4E+51xZfbEnX9W6hzvv8OenptXwLKFvn1K5RUuUZy05OZl7772XIUOGcM8992Ta9uOPP7JgwQL++uuvtD9YPTw80n6eVq1aUb9+fQ4cOEDr1lmWfMqxQjOwLiJ3iMh+ETkkImPy4jWi4qN4dclI7prTl/khC7gnNoZ3wrxwxIxkU9v5PPziJ3z3VC/uCfTRRKFULtMS5VcyxjBixAj8/Px44YUXMm1bvHgx//3vf5k3b15aTwogKioKh8MBQEhICAcPHqRevXo3HUuhSBYi4gp8CdwJ+AMPikiuF4uPjQgjKHwND527wMiwhriWHU+lIQv4z2tjeL6XH7UqeGZ/EqXUDdES5VeWKF+3bh0///wzy5cvT7sU9tKw1jPPPMP58+fp2bNnpktkV69eTfPmzQkICGDQoEF88803WQ7ZXa9CUaJcRNoDY40xve3nrwEYY97Pav8bLVGe4kjl228+pHKLvvRupSU5VPGiJcpvXlEuUV4oehZATSA8w/MIuy2NiIwUkS0isiUqKuqGXsTN1YVRo17l/tuaaqJQSl2XZcuW4efnx+jRowt8orgRRWbg3RgzAZgAVs/CyeEopYqZol6ivLD0LI4BtTI897HblFK5qDAMS6ubdyP/zoUlWWwGGopIXREpAQwG5jk5JqWKlJIlS3LmzBlNGEWcMYYzZ85QsuT13UBcKIahjDEpIvIMsARwBSYZY3Y7OSylihQfHx8iIiK40Tk/VXiULFkSHx+f6zqmUCQLAGPMIuDmb4VUSmXJ3d2dunXrOjsMVUAVlmEopZRSTqTJQimlVLY0WSillMpWobiD+3qJSBRwMxc8VwJO51I4RZG+P9nT9+ja9P3JnjPeozrGmMpZbSiSyeJmiciWq93yrvT9yQl9j65N35/sFbT3SIehlFJKZUuThVJKqWxpssjaBGcHUMDp+5M9fY+uTd+f7BWo90jnLJRSSmVLexZKKaWypclCKaVUtjRZZJAf63wXdiISKiI7RSRIRK5/OcIiRkQmicgpEdmVoa2CiCwVkYP29/LOjNHZrvIejRWRY/bnKEhE+jgzRmcSkVoiskJE9ojIbhH5p91eoD5Hmixs+bXOdxHRzRgTUJCuAXeiH4E7LmsbA/xljGkI/GU/L85+5Mr3CGC8/TkKsAuFFlcpwIvGGH/gVmCU/bunQH2ONFmkawscMsaEGGOSgOnA3U6OSRVwxpjVQPRlzXcDk+3Hk4EB+RlTQXOV90jZjDGRxpht9uPzwF6sZaML1OdIk0W6bNf5VgAY4E8R2SoiI50dTAFV1RgTaT8+AVR1ZjAF2DMiEmwPUxXrobpLRMQXaAlspIB9jjRZqOt1mzEmEGu4bpSIdHZ2QAWZsa5N1+vTr/Q1UB8IACKBj50aTQEgIl7Ab8BzxpjYjNsKwudIk0U6Xec7B4wxx+zvp4A5WMN3KrOTIlIdwP5+ysnxFDjGmJPGGIcxJhX4jmL+ORIRd6xEMdUYM9tuLlCfI00W6XSd72yISGkRKXPpMdAL2HXto4qlecAw+/EwYK4TYymQLv0StA2kGH+ORESAicBeY8wnGTYVqM+R3sGdgX353qekr/P9nnMjKlhEpB5WbwKsJXl/Ke7vkYhMA7pilZM+CbwN/A7MBGpjlcq/3xhTbCd4r/IedcUagjJAKPBkhvH5YkVEbgPWADuBVLv5dax5iwLzOdJkoZRSKls6DKWUUipbmiyUUkplS5OFUkqpbGmyUEoplS1NFkoppbKlyUIVeiIyXkSey/B8iYh8n+H5xyLygoj0v95qwiLyo4gMysVwr5uIDBeRL7Jov1S59V83cM7BIvLGVbbVtyvBxt1IvKpo0mShioJ1QAcAEXHBup6/SYbtHYC/jTHzjDHjnBBfXhpvjHnrBo67E1ic1QZjzGFjTMBNRaWKHE0Wqij4G2hvP26CdTfweREpLyIegB+wLeNf6HaP4XMR+VtEQi71HsTyhb2uyTKgSlYvKCLP2usPBIvIdLttrIj8LCLr7TUInsiw/8sistne/50M7Q+LyCb7L/lv7VL5iMijInJARDYBHXPyJtivP1lE1ohImIjcIyL/tdcfWWyXlLh0x3CA/Z50ybCmxPZLd+grdTk3Zweg1M0yxhwXkRQRqY3Vi1iPVTG4PRAD7DTGJFm/IzOpDtwGNMYqrTALq/TELVhrmlQF9gCTsnjZMUBdY0yiiJTL0N4ca02C0sB2EVkINAUaYtU/EmCeXYAxCngA6GiMSRaRr4AhIrIUeAdoZce/Atiew7ejPtDNjn89cK8x5hURmQP0xbq7vCWwwxhjROQlYJQxZp1dyC4hh6+jihlNFqqo+BsrUXQAPsFKFh2wftmuu8oxv9uF7PaIyKXyz52BacYYB3BcRJZf5dhgYKqI/I71C/iSucaYi8BFEVmBlSBuw6qjdekXvhdW8miOlRA224msFFaxuHbASmNMFICIzAAa5ext4A878ezEKltzaahpJ+BrP74D+MN+vA74RESmArONMRE5fB1VzOgwlCoqLs1bNMMahtqA1bPogJVIspKY4fEV3Y5s9MVaWTEQ65f9pT+8Lq+fY+xzv59hVbgGxpiJdvvkDO23GGPGXmccl0sEsJNgskmv55NK+h+HvYA/7f3GAY9jJap1ItL4Jl9fFVGaLFRR8TfQD4i2S19HA+WwEsbVkkVWVgMPiIirXRm12+U72JPotYwxK4BXAW+s3gLA3SJSUkQqYhXL2wwsAR6zh3kQkZoiUgVrqcxB9uNLay7XwSog10VEKtrzDPddzxtxLSLiDbgZY87Yz+sbY3YaYz6wY9VkobKkw1CqqNiJdRXUL5e1eRljTl/HeeYA3bHmKo5ijftfzhWYYv/iFeBzY8w5eygpGGuOoRLwb2PMcazhLD9gvb1PHPCwMWaPiLyJtfKgC5CMNX+wQUTG2q99Dgi6jviz0xNYluH5cyLSDavnsZv04SmlMtGqs0rlEvsXfJwx5qOC+nr2/SffG2M25GDfOGOMV3b7qeJBexZKFV5xwEgRKZvTey2MMY9nt4+I1Mdate3kTcanihDtWSillMqWTnArpZTKliYLpZRS2dJkoZRSKluaLJRSSmVLk4VSSqls/T/5Kzs3wpLsAQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from py_wake.wind_turbines.power_ct_functions import PowerCtNDTabular\n", - "\n", - "# setup multidimensional power and ct tabulars\n", - "# p0,ct0 ~ rho=0.95\n", - "# p1,ct1 ~ rho=1.225\n", - "\n", - "power_array = np.array([p1,p0]).T\n", - "ct_array = np.array([ct1,ct0]).T\n", - "density = [0.95,1.225]\n", - "powerCtFunction = PowerCtNDTabular(input_keys=['ws','rho'], \n", - " value_lst=[ws,density], \n", - " power_arr=power_array, power_unit='w',\n", - " ct_arr=ct_array)\n", - "wt = WindTurbine('AirDensityDependentWT', 112, 84, powerCtFunction=powerCtFunction)\n", - "\n", - "for r in [0.995,1.1,1.225]:\n", - " plt.plot(wt.power(ws, rho=r)/1000, label=f'Air density: {r}')\n", - "plt.ylabel('Power [kW]')\n", - "plt.xlabel('Wind speed [m/s]')\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Alternatively, the data can be passed as an xarray dataset. The dataset must have the data variables, `power` and `ct`, and the coordinate, `ws`" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.legend.Legend at 0x1f3be92cb20>" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import xarray as xr\n", - "from py_wake.wind_turbines.power_ct_functions import PowerCtXr\n", - "\n", - "ds = xr.Dataset(\n", - " data_vars={'power': (['ws', 'rho'], np.array([p1,p0]).T),\n", - " 'ct': (['ws', 'boost'], np.array([ct1, ct0]).T)},\n", - " coords={'rho': [0.95,1.225], 'ws': ws})\n", - "curve = PowerCtXr(ds, 'w')\n", - "wt = WindTurbine('AirDensityDependentWT', 112, 84, powerCtFunction=powerCtFunction)\n", - "\n", - "for r in [0.995,1.1,1.225]:\n", - " plt.plot(wt.power(ws, rho=r)/1000, label=f'Air density: {r}')\n", - "plt.ylabel('Power [kW]')\n", - "plt.xlabel('Wind speed [m/s]')\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Continous Power/Ct functions\n", - "Finally, the Power can Ct can be calculated using a function which may take multiple input variables." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.legend.Legend at 0x1f3bea0c400>" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from py_wake.wind_turbines.power_ct_functions import PowerCtFunction\n", - "\n", - "def density_scaled_power_ct(u, rho=1.225):\n", - " # function to calculate power and ct\n", - " rated_power = 3e6\n", - " density_scale=rho/.95\n", - " return (np.minimum(np.interp(u,ws, p0) * density_scale, rated_power), # density scaled power, limited by rated power\n", - " u*0) #dummy ct\n", - "\n", - "powerCtFunction = PowerCtFunction(\n", - " input_keys=['ws','rho'], \n", - " power_ct_func=density_scaled_power_ct,\n", - " power_unit='w', \n", - " optional_inputs=['rho'], # allowed to be optional as a default value is speficifyed in density_scaled_power_ct\n", - ")\n", - "wt = WindTurbine('AirDensityDependentWT', 112, 84, powerCtFunction=powerCtFunction)\n", - "\n", - "for r in [0.995,1.1,1.5]:\n", - " plt.plot(wt.power(ws, rho=r)/1000, label=f'Air density: {r}')\n", - "plt.ylabel('Power [kW]')\n", - "plt.xlabel('Wind speed [m/s]')\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### GenericTIRhoWindTurbine\n", - "The `GenericTIRhoWindTurbine` extends the [`GenericWindTurbine`](#Generic-WindTurbine) by with multidimensional power/ct curves that depends on turbulence intensity, `TI_eff` and the air density, `Air_density`." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Ct')" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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azN15knWeLel800dgqPgrRIkI25O2s/DIQhYfW0xcRhwKRcvgljzR9gl61+lNHZ86JZ9I07TL6KRVDZ3NPUvvGb15sOWDjGk2xvEB9H7BuhCib9j5otUHkwnycqFhzYu7DHvLejww83eNcXT2cvAD0lfoZOZJ/jr4F7MPzuZI2hGcDc50qNWBMc3G0LNOT4Lc7bxUn6ZVAzppVUO+rr7U96/PkuNLyidpObvD9ReWBhcRVh5IolO9IAyGAl1/eZm4L36ePh6jmZfYgtfMlotHE1YA2aZsFh1dxOyDs1mXsA5BaFOzDfc2vZe+dfvi5eJV8kk0TSs1nbSqqd7hvfl0y6dls8bW1Tq2DuLWc6DeaE6n59I1OvDi/cv/B2lxjB7QketcorBUoMlb4tLjmLZnGrP2zyI9P51Qr1AeaPEAN9W7iTreuutP0+xFJ61qqncda9JaenwpQxsOLZ8g9vwNayayNasVAJ3rFeg+SzoAqz+FFiNo074bbconwouICBtPbeTHXT+yLG4ZCsX1da/n9oa306ZmG8c996Zp1ZjdkpZS6hvgJiBRRJoWsv9J4I4CcTQGathWLT4CpANmwCQibe0VZ3VVz68e4d7hLDm2pPySVscHYO1nBGz/irqBo6gTYBtBJwJzn7J2I/Z9DYAjSZlsPpbKra3DijmhfeRb8vnn0D/8uOtH9qbuxc/Vj3ub3suwhsMI8QxxeDyaVp3Z80prKjAR+L6wnSLyHvAegFJqIPCYiKQUqNJLRJLsGF+1ppTi+Q7PU8urVvkF4VMbS9MhdNr2O9c1KbBU+J6/4eBi6DcBvIIBmLMzgXfn7aVXw2D8PR0zE0S+JZ+/D/7NF9u/ID4jnmi/aF7p9Ao3Rt3ouCVeNE27iN2SlogsV0pFlLL6CGCavWLRCufQ+QeLsKfeaGK2T2OozAe6Wmdtn/csBDeBdvedr9fGNv/gluOp9G5U064xmSwm/j70N1O2T+F4+nFiAmN4tv2zdA/rried1aolpVQ/4GOsKxd/JSITLtn/IXBu5VUPIFhE/OwRS7nf01JKeQD9gIcLFAuwQCklwBciMqWY48cB4wBcXPRcbFdq06lNrIxfyaOty2eWicVJgew2d6NfLesVFSs/gLPHYfQccLrw17N5mB9Gg2LTUfslLYtY+OfQP3y+7XOOpR+jcUBjPun1CT3r9NTJSqu2lFJOwCSgLxAHbFBKzRaRXefqiMhjBer/B2hlr3jKPWkBA4FVl3QNdhWReKVUMLBQKbVHRJYXdrAtoU0B63pa9g+3atmZtJOvdnzFoHqDiPSNdHj7Kw4kkVnjaW7r3g0yk6yDL5rdDhFdLqrn7uJETG0fNh29fFXdsrDt9DbeXvc2scmxNPRvyEe9PqJ3nd46WWkatAcOiMghAKXUdGAwsKuI+iOAl+0VTEUY7jScS7oGRSTe9jMRmIX1D02zgwGRAzAoA38d/MvhbWfmmthyLJWu9YPAYoZ5z4ApB7o/VWj91uH+7Ig7i7kMx74nZSfx/MrnuXPOnSRmJfJW17eYMXAGfcL76ISlVRdGpdTGAtu4S/aHAscLvI+zlV1GKVUXiASW2CfUcr7SUkr5Aj2AOwuUeQIGEUm3vb4eeK2cQqzyanjUoFOtTvx96G8ebvWwQ4dtrzucTL5Z6BZdA3bPhh2/QkgLqNGg0PoP9qrHY30b4GS49mSSb87n5z0/89m2z8g15zKm6Rjua36fnk1dq47KcoT2cGCmiJjL6HyXseeQ92lATyBIKRWH9XLRGUBEPrdVuwVYICKZBQ6tCcyy/ZZrBH4WkXn2ilODgfUG8syKZ9h0ahPtQto5rN0V+5NwNRpoG+EPOzKsheacIusHe5fNiL0tiVt4efXLHD57mO5h3Xmq3VPU9albJufWtCooHij4xHyYrawww4GH7BmMPUcPjihFnalYh8YXLDsEtLBPVFpheof3JtovmrTcNIe2u3J/Eu0jA3AzGmD9F+BVE07vhWNrIbxjocd8t/oIOflmxveod8Xt5ZnzmLh1IlN3TqW2V20m9ZlE97Du1/oxNK2q2wDUV0pFYk1Ww4GRl1ZSSjUC/IE19gymItzT0sqZu9GdWYNn0aduH4e1efJsDvsTM+gaHQRHVsLJHdDtCXDzg3VfFHncusPJ/LD26BW3tzt5N8P+Hsa3O7/ltga38dug33TC0rRSEBET1tHd84HdwAwRiVVKvaaUGlSg6nBguojYdUBcRRg9qFUQ+ZZ8zuaedchs5CttS5F0rR8E/74AHoHQ+i5IPgCHloLZdNGQ93Nah/szZ8dJEtNyCPYpubvQZDHx9Y6v+Xzb5/i7+eurK027CiIyB5hzSdlLl7x/xRGx6Cst7by75tzFS6teKrliGVi5/zSBni40dkmCvXOh7RjrtE19XoIH1xWasABa17U+ZLz5WMlD34+nHefuuXczcetE+kb0ZdbgWTphaVolp5OWdl7HWh1ZfWI1Sdn2nT3LuhRJMl3rB2FY/zk4OUM72zROrl7WhR7N+YUe26S2Dy5OhhKf11oZv5Jh/wzjaNpR3uvxHu92fxdfV9+y/iiapjmYTlraeQPrDcQsZuYenmvXdvacTCcpI5dedV1gy0/QdAh4F5jl4sgq+F8DOLnzsmNdjU50iAogz2Qp9Nwiwlc7vuLBRQ9Sy7MWv9z0C/0i+tnro2ia5mA6aWnn1fOrR0xgjN0fNF6533ol1ztrHuRnQqcHL65QoxHkpsPWnwo9/vt72/Pq4MsWDiArP4sn/n2Cjzd/TL+IfvzQ/wfCvB0/K7ymafajk5Z2kYFRA9mdspsDqQfs1saKA0k0qOGOz7ZvIKIbhDS7uIJnIDQaANt/AVPeZccXNlPFsbRj3DHnDhYdW8R/2/yXd7q/g4ezh70+gqZp5UQnLe0iN0bdyDc3fEOUX5Rdzp+Tb2b94WTuC9oJaXHQ8cHCK7a6C7KSYd/lz5Vn55kZNHEl3646DFjvXw3/Zzins0/z2XWfMbrpaD0Fk6ZVUXrIu3YRfzd/u86KsfloKjn5Fq5P+w0CoqBBEfeb6vUG71rWLsKYQRftcndxIiUzj/WHUzD4Lef9je/TwL8BH/X6SHcHaloVp5OWdpn0vHQmb51Mt9BuZb7m1ooDSTR1OoZv8lbo9451pGBhDE7Q/13wrFHo7jbh/izad4wVpv9xQ8T1vNH1DdyN7mUaq6ZpFY9OWtpl3IxuzD8ynyNpR8o8aa3cn8R43w2Q4wzNhxZf+ZIrrHNEhBQ2kpldmyFhI3in+9M4GZzKNE5N0yomfU9Lu4yzwZkhDYawKn4Vx9OPl3xAKaVm5rHrRCq9TP9C/evBI6DkgxL3wNK3wTYzjNli5pU1r7Dp7EwAugeN0glL06oRnbS0Qt1W/zYMysCv+34ts3OuOphEZ7UTr7wkaDGsdAfFrYd/J0DcBvIt+Ty74ll+3/87D7QfxE3NaxHk5Vpm8WmaVvHppKUVqqZnTXrV6cUf+/8g15xbJudcsS+JoS6rEDffogdgXKrJLeDsgXnz9zy+9HHmHpnL420e5z+tH2LiyNZ0jrb/PImaplUc+p6WVqSRjUfi6exJZn4mrk7XdkUjImzaf5zX1AZUk+FgLOX5XL0xNx5I3vZprA0L4flOLzK80fDzuxPTcvDzcMHFqH//0rTqQP9L14rULqQdb3R9gwC3Utx7KsHhpEyapa/AVXKg+fCSD7CxiIUvnLJwN5v4rHb/ixLWiv2naf/WYraUYvJcTdOqBrslLaXUN0qpRKXU5RPIWff3VEqdVUpttW0vFdjXTym1Vyl1QCn1jL1i1EonNin2mgdkrDyQxC1OK8n3CS9ygcdLiQgT1k/gs9StJPmF0dbn4geem9a2ToC7SSctTas27HmlNRUo6cbFChFpadteA1BKOQGTgP5ADDBCKRVjxzi1YqTnpTNq3iim7px6TefZvnsPXZxiMbYcBqWcreLLHV8ybc80RjUZTdCjOy+bo9Df04WoGp5sOqKTlqZVF3ZLWiKyHEi5ikPbAwdE5JCI5AHTgcFlGpxWat4u3vSL6Mdfh/4iIy/jqs5hMlsIOfoXTlhQLUaU6piZ+2by6ZZPuSnqJh5v+7g10YlA+smL6nWMCmTtoeQiZ33XNK1qKe97Wp2UUtuUUnOVUk1sZaFAwb6oOFtZoZRS45RSG5VSG00mkz1jrbaGNRxGtimbvw/9fVXHb4s7Q39ZQap/cwisV2L9xUcX8/ra1+ka2pXXuryGQdn+mv71KHx1HVguJKheDYPJzDOz8cjV/H6kaVpplOaWjVJqqFJql1IqVin1s71iKc+ktRmoKyItgE+BP67mJCIyRUTaikhbo1EPhrSHpkFNiQmM4Ze9vyC2h3yvxI7tm2hiOIpbq9tLrLvh5AaeWv4UTYOa8n6P93E2OF/YGdkdzh6Hw/+eL+pcL5B3hzSncS2fK45L07SSleaWjVKqPvAs0EVEmgD/Z694yi1piUiaiGTYXs8BnJVSQUA8UKdA1TBbmVZOlFIMaziMk5knic+48q/Cbc+fWFC4txxSbL1jacd4dOmjhHmHMan3pMuXFml0E7j5wpYfzxd5uhoZ2rYO/p4uVxyXpmmlUppbNvcBk0QkFUBEEu0VTLklLaVUiLKtH6GUam+LJRnYANRXSkUqpVyA4cDs8opTs7ox6kYW3774imdRT8/Jp3X6UuK9W4BP7SLrZeVn8ejSRzEoA5P6TMLPze/ySs5u0Ox22P0XZF8YfHEmK48f1h4l4Wz2FcWmaRoAxnO3WGzbuEv2l+aWTQOggVJqlVJqrVLKbsuF260/TSk1DegJBCml4oCXAWcAEfkcGAI8oJQyAdnAcLH2PZmUUg8D8wEn4BsRibVXnFrpuDq5gpN1GLrJYsLZybnkg4AdW9bS2RDHocZji6wjIry8+mUOnT3EZ9d9VnxibHkHbPgKYmdB23sBSMnM48U/doI04a5OEVfysTRNA5OItL3GcxiB+lj/zw8DliulmonImWs8b6EN2YWIFDtMTEQmAhOL2DcHmGOPuLSrl5Wfxch/RnJTvZsY26zoJFRQ/tZfMYsitHPRDxR/v+t75h2Zx/+1/j861y5hVvnarWD4NKjX63xRZJAndQM9WLr3tE5amlb2SnPLJg5YJyL5wGGl1D6sSWxDWQdT3qMHtUrEw9mDQPdAft37K2aLueQDRIhKXMge95a4+tUqtMq6hHV8sOkD+tbty71N7y35nEpBowHg7F6gSNGrYTCrDyaRk1+KuDRNuxKluWXzB9arLGxjExoAh+wRjE5a2hUZ2nAoJzJPsCJ+RYl1E/dvoI6cICXipkL3J2Qk8OS/TxLhE8HrXV5HlfKhYwBWfwprPzv/tmfDGuTkW1h7KLn059A0rUQiYgLO3bLZDcwQkVil1GtKqXOL3s0HkpVSu4ClwJMiYpd/jDppaVekd3hvanrU5MddP5ZYN3HNNPLFidDOly/2mGvO5bFlj5FvyeejXh/h6ex5ZYEcXQ0rPwSz9dm8jlGBeLg4sedk+pWdR9O0EonIHBFpICL1RORNW9lLIjLb9lpE5HERiRGRZiIy3V6x6KSlXRFngzMjGo1g3cl17E3ZW3RFEWoem8NmYwsi69S5bPeba98kNjmWt7q+RaRv5JUH0vIOyDgFBxcD4ObsxLrn+nB/j5IfXtY0rfLST+NqV2xIgyGEeIYQ5RdVZJ2cI+uoYT7J6oixl3X7zTk0h1kHZjGu+Th6hfcq4gwlqH89eATC1p+gwQ0AeLuVbkSjpmmVl77S0q6Yr6svN0bdePFsFZc4uXoauWIkpP1tF5dnnuSNdW/QokYLHmjxwNUHYXSB5sNg71zIsk7hlJNvZtQ36/lh7dGrP6+maRWaTlraVRERvt7xNT/t/unynRYLfof/YbVqSeuGEReKxcKLq17EZDHxVte3MBqu8UK/5R0Q1fP8g8Zuzk6cOJPNgtiTxR+naVqlpZOWdlWUUmxJ3MKU7VPINedetM9ybC1+ptMcDbkBZ6cLf8Wm7ZnG2oS1PNnuScJ9wq89iJCmcMevF03C26tRMOsOpZCZqydP1rSqSCct7ardHXM3KTkp/HPon4vKk9dNI0ecCWp98/myQ2cO8eGmD+ke1p0h9Yufg/CKnTkOaScA6NmgBnlmC6sP6qHvmlYV6aSlXbV2Ie1o6N+QH3b9cGH2d4sZjwN/s1Ra0bVpBAD55nyeWfEM7kZ3Xu386pU9j1WS3HSY2Nb63BbQNiIATxcnlu6123ydmqaVI520tKumlOKumLs4cOYAaxLWWAuPrMQzP4VdAX3x87DOvP759s/ZnbKblzu9TJB7UNkG4eptHT24/Rcw5eFiNHBPl0gah3iXbTuaplUIesi7dk36R/ZnVfwqfFys61llbJ6BElf8WgwAYGviVr7a8RWD6w3murrX2SeIlnfArj9h/wJofBNP3NDQPu1omlbu1NUs6ldReXp6SmZmZnmHUX2Z88mZEM38nBiaPvIrtfwM3P7X7ZgsJn4b9BteLl52atcEHzaB0NYwYhoAmbkmkjJyqRt4hTNtaFo1o5TKEpFK8w9Fdw9qZeJExgkWbvgEt/wzbPDsSb0aXny+/XOOpR/jja5v2C9hATgZocUwOLgUctIAGPnlWp6cud1+bWqaVi500tLKxJTtU3hu7/fEKQ88Y25gX+o+foj9gVuib6FdSDv7B9DxIXh0K7hZuyl7NAxm45EUTqXl2L9tTdMcRictrUzc2WAoOVh41zua7jGhvLHWenX1WJvHHBOAd03wDjn/9uaWtbEI/LXthGPa1zTNIYodiKGUKs0y9ykiMrqQY78BbgISRaRpIfvvAJ4GFJAOPCAi22z7jtjKzJTNqpqanUUnH6V7VjYr/FzpkLeQLYlbeK3za/i7+TsuiDPH4I8HofuTREX1oEWYL7O2xDO2W9FzJGqaVrmUNHqwMVDcErUKmFTEvqlYVyb+voj9h4EeIpKqlOoPTAE6FNjfS0SSSohPqyBk5+8MO5PP8tq5fLT5Q1oHt2Zw9GDHBuEZDCd3wKapENWDm1uF8upfuzh0OoOoGna8p6ZpmsOUlLSeF5F/i6uglHq1sHIRWa6UiijqOBFZXeDtWqxLOGuVUX42lt3/EJ/THi9jKpmmVF7s+CIG5eDeZ2c3aDECNnwFmUnc0iqUDpGBRAZVmoFRmqaVoKSktU8ppaSYcfEiMqMM4hgDzC14WmCBUkqAL0RkSlEHKqXGAeMAXFxcyiAU7YrtX4CTKZMZblFkmBYyttlYov2jyyeWNqNg3Wew9Wf8ujxy/gFnrXzk5+cTFxdHTo4eEFPe3NzcCAsLw9n5ypfwUUr1Az4GnICvRGTCJftHA+8B8baiiSLy1bVFXEQsxT2npZTaCEQBm4DVwCpgjYiUanlY25XW34Xd0ypQpxcwGeh6bnlmpVSoiMQrpYKBhcB/RGR5Se3p57TKyYxRnN69jP7hDQjycWLW4FkcSztGtF80TgYnx8fz9Q2QlQQPbyQxPZcJ8/ZwR4dw2tQNcHws1dzhw4fx9vYmMDCwbKfv0q6IiJCcnEx6ejqRkRcvulrSc1pKKSdgH9AXiAM2ACNEZFeBOqOBtiLysD3iL6jY/hvbAIgw4E0gF3gEOKCU2qaUmnytjSulmgNfAYPPJSxbu/G2n4nALKD9tbal2UluBpZ983jDI5pcw0meaf8MO5N2MuSvISw6tqh8Yur6GLQbCxYTXm5G5u08ycxN8SUfp5W5nJwcnbAqAKUUgYGBV3vF2x44ICKHRCQPmA44+Ib1BSXedBCRLBFZhvXS8EOsAy88gX7X0rBSKhz4HbhLRPYVKPdUSnmfew1cD+y8lrY0O9o3jzRLHssCz9AyqD09wnrQOrg1ET4RfLXjK4q7krebhv2g4wPg5IyHi5F+TUL4Z/sJck1mx8ei6YRVQRTzPRiVUhsLbOMu2R8KHC/wPs5WdqnblFLblVIzlVJ1yiDkQhWbtJRSI5VSE5VSK4HZWC8Pd2Dtyit2HLFSahqwBmiolIpTSo1RSt2vlLrfVuUlIBCYrJTaauuKBKgJrFRKbQPWA/+IyLyr/oSafcXO4kP/mlgM+bzU+RmUUjgZnLi36b3sSdnDqhOryieuvEzY8iNkJjO4VShpOSaW7jldPrFoWsVmEpG2BbYixxAU4y8gQkSaY72l813ZhnhBSVdaXwAdsQ5ff0BEnhGRWSJS4tKwIjJCRGqJiLOIhInI1yLyuYh8bts/VkT8RaSlbWtrKz8kIi1sWxMRefMaP6NmLzlnOXh4MbO8nYnxvp76/vXP77op6iZCPEP4cvuX5RNb6hH48yHYNo0u9QIJ8nLljy26i7C6SU5OpmXLlrRs2ZKQkBBCQ0PPv/fw8Cj1eQ4fPkyHDh2Ijo5m2LBh5OXlFVrv7bffJjo6moYNGzJ//vzz5fPmzaNhw4ZER0czYcKFMQxFnTc3N5dhw4YRHR1Nhw4dOHLkyFW3UQbigYJXTmFcGHABgIgki8i51WC/AtqUZQAXEZEiN6wjRVoDDwM/Yx2Q8TfwPNC7uGPLY/Pw8BDNgbb8LA9MrifNv24lW+KOX7b7x10/SoefOkhCRkI5BCciX14n8kkbEYtFPl28T96Zu7t84qjGdu3aVd4hnPfyyy/Le++9d/69p6dnqY+9/fbbZdq0aSIiMn78eJk8efJldWJjY6V58+aSk5Mjhw4dkqioKDGZTGIymSQqKkoOHjwoubm50rx5c4mNjS32vJMmTZLx48eLiMi0adNk6NChV91GQYV9H0CmFJ8HjMAhIBJwAbYBTS6pU6vA61uAtcWd81q2kgZimEVks4hMFJGRwABgHnAP1ktArRpbteN7Vni44517Ey1DL3/M7rb6t7FgyAJCPEMKOdoB2oyG5P1weDkP967PU/0alU8cWqUmIixZsoQhQ6wrbo8aNYo//vjjsnp//vknw4cPx9XVlcjISKKjo1m/fj3r168nOjqaqKgoXFxcGD58OH/++Wex5/3zzz8ZNWoUAEOGDGHx4sWIyBW3UUaf34T1wmU+sBuYISKxSqnXlFKDbNUeUUrF2m7rPAKMLpPGC1HSNE7Ngc4FNhesQ98/xTr8XaumTBmJvJdzGB88GdpwRKF13IxuuOGGiJCZn2nfmd4L0/Q2WPgirJ8CUT0wW4Sd8WdpUcfPsXFoALz6Vyy7TqSV6Tljavvw8sAm13SO9PR0unXrVui+n3/+meDgYPz8/DAarf9dhoWFER9/eVdzfHw8HTt2PP++YL06depcVL5u3TqSk5OLPG98fPz5Y4xGI76+viQnJ19xG2VFROYAcy4pe6nA62eBZ8uswWKU9HDxVKzJaS7wgogcs3tEWqUwc83bHHRxpkZcTwbdEl5kPRHhnvn34O/qz4e9PnRghFhnyGgzGg4tA1MeX68+zltz9rDy6V6E+Zf+foZWtXl7e7N169Yi9ycl6dnkKpJik5aItHZUIFrlcTb3LJNOLKFFjoUUr0FEFDNNklKK9iHt+WzbZ+xK3kVMYIwDIwV6PAO9XwSl6N+0Fm/N2cOfW0/wUK9ymrGjGrvWKyJ7KelKq3Hjxpw5cwaTyYTRaCQuLo7Q0MtHfIeGhnL8+IWR4QXrFVYeGBhY5HnPnSssLAyTycTZs2cJDAy84jaqopKGvG8vYtuhlNIr7FVTUzZ9zFkxU+9UDDc2L/kfxl0xd+Hj4sPELRMdEN0ljC6gFGSnUsdb0bauP7O2xJfP82NahXTuSquwLSYmBqUUvXr1YubMmQB89913DB58+bO1gwYNYvr06eTm5nL48GH2799P+/btadeuHfv37+fw4cPk5eUxffp0Bg0aVOx5Bw0axHffWUeNz5w5k969e6OUuuI2qqKShrxbsC4P8gMwFBho226y/dSqmeNpx/l5/2/cmpHJ2uze3NisVonHeLt4c2/Te1kRv4KtiVvtH+SlUo/ABzGwbRpD2oRxIDGDdYdTHB+HVmm98847fPDBB0RHR5OcnMyYMWMAmD17Ni+9ZL2106RJE4YOHUpMTAz9+vVj0qRJODk5YTQamThxIjfccAONGzdm6NChNGnSpNjzjhkzhuTkZKKjo/nggw/OD2G/mjaqmmLnHgRQSjUCRmBNUruwDn1fYBtRUqHouQft75kVz7D44By+irfwnNdk/nm0e6mOy8rPYsDvA+hYuyMTupXpMyQlE4EpPcCUS/bYVXR6Zwn9m4bw9q3NHRtHNbR7924aN25c3mFoNoV9HyXNPVjRlDQQAxHZA7wMvKyUGoZ1fax3sM7oq1Uj+1P3M+fQHO45e5YlWX0Y0Ll2qY/1cPZgyvVTiPSJLLlyWVMKOtwPfzyAe/xKfh3fSS9XommVVIlzDyqlQpVS/7VN5XQn8Bjwmd0j0yqciVsm4mkwcu/ZNGZbOpeqa7CgBv4NcHZyJtec6/h7Sk1uBY8gWPcF9Wt6Y3Qy6PtamlYJlTQQ41+sc0o5Y32geBTwD+CilNLrPFQjO07vYMnxJYzKNXDKEI1HrYbFjhosyqEzhxjw2wBWxK+wQ5TFcHaDtvfAvnmQfpJ5OxPo88G/ZORWuF5uTdOKUdKVVl3AHxiP9WnojbZtk+2nVk18suUT/J29uSv+AD9ld2LAFV5lnVPHpw4uTi5M3DIRi1jKOMoStB8PD6wB7xCCfdw4dDqT3zbFOTYGTdOuSUnTOEWISKRtiyqwRUoJs7xrVcf6hPWsTVjLWI9I3DHwt7njFXcNnuNscObBlg+yO2U3i48tLuNIS+BVA4KtUzm1ruNHyzp+TF19BItFdxNqWmVRUvdgiZPGlaaOVnmJCJ9s+YSaHjUZdmgrm51bE1K7zlV1DZ4zIHIAkb6RTNoyCbPFwWtcmfPh13tg5Yfc2zWSw0mZLNuX6NgYNE27aiV1D84pYX9p62iV1PK45Ww7vY3xoX1wTYvj+4wO3Nj86q6yznEyOPFQy4c4ePYgK+NXllGkpW3c2brW1upP6d/AixAfN75ZecSxMWgO48ilSZKTk+nVqxdeXl48/PDFq85v2rSJZs2aER0dzSOPPHJ+EFBKSgp9+/alfv369O3bl9TUVMD6y+IjjzxCdHQ0zZs3Z/PmzefP9d1331G/fn3q169//gHk4tqockqYkt4MpBWzpQPx9pqC/ko3vTRJ2TJbzHLrn7dK/9/6S96sByT3tRBp+PRvciQpo0zOve7EOrFYLGUQ6RU6vkHkZR+RlR/J3B0nZPWBJMfHUE1Up6VJMjIyZMWKFfLZZ5/JQw89dNG+du3ayZo1a8RisUi/fv1kzpw5IiLy5JNPyttvvy0iIm+//bY89dRTIiLyzz//SL9+/cRisciaNWukffv2IiKSnJwskZGRkpycLCkpKRIZGSkpKSnFtlHQ1SxNYo8NeLQ0ZYVtJd3TchIRn2I2bxEpch4fpdQ3SqlEpdTOIvYrpdQnSqkDtumhWhfYN0optd+2jSp9GtbKyoIjC9iXuo+Hmo3DuPsvlhk6EhNek7qB1/6Mk0EZaF+rPUopcs25JR9QlsLaQlQvWP0p/Rr40qleoGPb1yoVKeXSJJ6ennTt2hU3N7eLyhMSEkhLS6Njx44opbj77rsLXYLk0qVJ7r77bpRSdOzYkTNnzpCQkMD8+fPp27cvAQEB+Pv707dvX+bNm1dsGxVUYf+njy7NgSU+XHyNpgITsT6QXJj+QH3b1gHr818dbMPpXwbaAgJsUkrNFpFUO8er2ZgsJiZunUi0XzT9cy2o3DS+y+vAkOvqlHzwFZh3eB5vr3+b3wb9RpB7UJmeu1g9noJv+8Pm70hoPJopyw/xn971CfB0cVwM1c3cZ+DkjrI9Z0gz6H9tM6yU1dIkRYmPjycs7MJ6cwWPP3XqFLVqWbvbQ0JCOHXq1PljLl1qJD4+vtjyotqoSJRSI4CRQKRSanaBXd5AqeZWs2vSEpHlSqmIYqoMBr63XaKuVUr5KaVqAT2BhSKSAqCUWgj0A6bZM17tgtkHZ3M07Sgf9/oYw6qvSDMGssnUjMnXeD/rUo0DG5OWl8anWz7l1c6vlum5i1W3Mwz4HzQeRFqmiW9XHSHIy1XP/l4NVZSlSZRSKKUc0lY52gjUA4KA9wuUC1CqLGvvK62ShALHC7yPs5UVVX4ZpdQ4YByAi4v+Lbks5Jnz+GzbZzQLakavwBbI/gXMsvTjupha+Lo7l2lbdX3qMrLRSH7Y9QMjGo2gUYADVxdufx8ADb2ha3QQP6w5yn3donAxljhRjHY1rvGKyF7KammSooSGhhIXd+F5wILH16xZk4SEBGrVqkVCQgLBwcHnjylsqZHQ0FCWLVt2UXnPnj2LbaMsKKX6AR8DTsBXIlLol6mUug2YCbQTkcKe5f0QeFZE3rjkuGbAR5RiIvbSTOPkpJTaU1K98iIiU0SkrYi0PXf5rl2bX/f9ysnMkzzS+hHUrlkoSz6/5HbitjZhJR98Fca3GI+vqy/vbnjX8SOejm+AGXdzX+dQTqblMGPj8ZKP0aqUslqapCi1atXCx8eHtWvXIiJ8//33hS5BcunSJN9//z0iwtq1a/H19aVWrVrccMMNLFiwgNTUVFJTU1mwYAE33HBDsW1cK6WUEzAJ6+2cGGCEUuqyhfGUUt7Ao0BxSybXFJHL+ohtZRGliafEpCUiZmCvUqro5WmvXjxQ8CZJmK2sqHLNzvLMeXyz8xva1GxDx1odYfsM4pwjSfJsQLdo+9xz8nHx4aGWD7Hx5Eb2pDj496Ocs7DrT7pnLaJNXX8+XbKfnHwHPzumVXilWZoEICIigscff5ypU6cSFhbGrl27AJg8eTJjx44lOjqaevXq0b9/fwCeeeYZFi5cSP369Vm0aBHPPPMMAAMGDCAqKoro6Gjuu+8+Jk+eDEBAQAAvvvgi7dq1o127drz00ksEBAQU20YZaA8cEJFDIpIHTMd6a+dSr2OdTD2nmHP5FbPPvVTRlHJ44nKsw9sXA7PPbaU8NgLYWcS+G4G5gAI6Autt5QHAYaxTSPnbXgeU1JYe8n7tftnzizSd2lRWx68WST4k8rKPvPP8eHnrH/sOXc4358velL12baNQFovIFz1EPmwma/cnyH9nbJWUjFzHx1FFVaQh79rVDXkHhmDtEjz3/i5g4iV1WgO/2V4vA9oWca5pwH2FlI8FfikujnNbafvTXixlvYsopaZhHVQRpJSKwzoi0BlARD7H+mDyAOAAkIV1Ul5EJEUp9TqwwXaq18Q2KEOzn3xzPl/t+IrmNZpbr7KWW1efmWXqzHd26ho8x2gw0sC/AQBncs7g5+Zn1/bOUwp6PA3ThtMhYwkdbh/pmHY1reIwKqUK3n+aIiJTSnuwUsoAfEDphqz/HzBLKXUH1jlswTpK3AW4pVTBlqaSiPyrlKoL1BeRRUopD6w35Eo6bkQJ+wV4qIh93wDflCY+rWz8degvEjITeKHjCyiA7b+wzdiMGmFRNKjp7ZAYftj1A59t+4y/b/mbADcHLSTQoJ916PTy/0GzoWxPyOBochYDW5R+vTBNq8RMItK2mP0l3a7xBpoCy2yjH0OA2UqpQXLJYAwROQV0Vkr1sh0D8I+ILCltsKUaJqWUug/riJAvbEWhwB+lbUSr+EwWE19u/5KYwBi6hXaDE5sh+QA/ZXfkttb2vcoqqEvtLmTlZzFpyySHtYlS0PslaDcWED5dcoDnft/BmazLp+rRtGpoA1BfKRWplHIBhmO9RQSAiJwVkSCxTrAeAawFLktYBYnIUhH51LaVOmFBKZMW1quhLlinbkJE9gPBV9KQVrHNPTyXuIw4xjUfZ31WZNsvmJQLi+jAIAdecUT5RTGi0Qh+3fcr205vc1i7NLgeOj0ITs789/oGZOSZ+GL5Ice1r2kVlIiYgIexLk+1G5ghIrFKqdeUUoMcHU9pk1auWEeNAKCUMmJ9GEyrAswWM1O2T6G+f3161ekF5nxk528sozXtG0Xh7+BZIh5u9TDBHsG8uuZV8i35Dm2brdNodOg7BrWozberDpOYXtxAKE2rHkRkjog0EJF6IvKmrewlEZldSN2exV1lXavSJq1/lVLPAe5Kqb7Ar1hXNNaqgIVHF3Ik7Qjjmo/DoAxwcCkqK4npuV3s9mxWcTydPXmuw3PEp8ezL2WfYxs/tBQWv86T7d3JNwuTlx50bPuaphWrtEnrGeA0sAPrKsZzgBfsFZTmOBax8MX2L4j0jaRveF9r4ZYfyDD4sMOtLT0b1iiXuHqH92bubXNpEtTEsQ33eRmUgbBN73BvlwhqeLs6tn2tTDlyaZL169efP3eLFi2YNWvW+X3z5s2jYcOGREdHM2HChBLPm5uby7Bhw4iOjqZDhw4cOXLk/DFvv/020dHRNGzYkPnz55fYRpVTmnHxQB/AvTR1y3PTz2lduUVHFknTqU1l9oHZ1oKzJ8Tyir9MeeEOeXV2bPkGJyIWi0VWxq107BImS960Ll1ybJ3j2qyiKtJzWvZemiQzM1Py8/NFROTEiRNSo0YNyc/PF5PJJFFRUXLw4EHJzc2V5s2bS2xsbLHnnTRpkowfP15ERKZNmyZDhw4VEZHY2Fhp3ry55OTkyKFDhyQqKkpMJlOxbRRUUZYmuZattFdadwPblFJrlVLvKaUGKqX87ZVINccQEb7Y/gV1vOvQP9L29PyWH1Fi5kdTL25rU3Zzl12tRccWcf+i+5lz2IFrjXZ+BLxCYN6ziMXMvJ0JHEjMcFz7WoUiUrqlSTw8PM7PBJ+Tk3N+8tv169cTHR1NVFQULi4uDB8+nD///LPY8xZcsmTIkCEsXrwYEeHPP/9k+PDhuLq6EhkZSXR0NOvXry+yjaqotM9pjQJQStXG+nT0JKB2aY/XKqYV8SvYnbKb1zq/htFgBIsZ2TSVzcaWeAc2oElt3/IOkd51etM8qDnvbniXrqFd8XV1QEyuXnDj+6AUZ7JMPP3bDhrX8mbafR2rwyzcdvPO+nfKfJquRgGNeLr909d0jrJcmmTdunXce++9HD16lB9++AGj0VjociLr1q0jOTm5yPMWPMZoNOLr60tycjLx8fF07NjxonOdO6awNqqiUiUdpdSdQDegGZCEdY2sFXaMS7MzEeGLbV9Q27M2N9W7yVq4fwEqLY4peUO4+4aIco3vHCeDEy91eolhfw/j/Y3v81qX1xzTcGPrn4k/8HS/Rjw3aweztsRzqwOfWdMcoyyXJunQoQOxsbHs3r2bUaNGleX8f5pNaa+UPgIOAp8DS0XkiL0C0hxjTcIatidt58WOL+JssC03svEbzjgFstGlAx9VoNkgGgY0ZFSTUXyz8xsG1htIu5B2jmnYYoF/32G4ixe/hrfmzX9207tRMH4eegmcq3GtV0T2Yo+lSRo3boyXlxc7d+4scpmRwMDAIs977piwsDBMJhNnz54lMDCwyHMBRZZXNaW6pyUiQcC9gBvwplJqvVLqB7tGptnVlO1TCPYI5ubom60FqUeR/Qv5Ia8Ht7aLwN2lxFm6HOr+FvfTtmZbTBaT4xo1GODUTgz/TmBC3yBSs/J4d/5ex7WvOURZLU1y+PBhTCbr38+jR4+yZ88eIiIiaNeuHfv37+fw4cPk5eUxffp0Bg0aVOx5Cy5ZMnPmTHr37o1SikGDBjF9+nRyc3M5fPgw+/fvp3379kW2URWVdhonHyAcqIt11nZfwGK/sDR72nhyI5tObeKeJvfg4mS7atj8HYJiuqknd3asW74BFsLd6M63/b6lU+1Ojm2472tgMdFw02s8fl19OkYFOrZ9rUIozdIkK1eupEWLFrRs2ZJbbrmFyZMnExQUhNFoZOLEidxwww00btyYoUOH0qRJk2LPO2bMGJKTk4mOjuaDDz44P4S9SZMmDB06lJiYGPr168ekSZNwcnIqto2qRllHPJZQSantwErbtlxE4ko4pFx4enpKZmZmeYdR4d234D72pe5j3m3zcDe6gykP+bAJK7LC+Tb8bb69p315h1ikc3MkNglqQvew7o5pdNXHsPAlGPItNL3VMW1WEbt376Zx48blHYZmU9j3oZTKEhHPcgrpipW2e7C5iDyIdZLEM3aNSLOrbae3sTZhLaObjLYmLIC9/6AyE/kmtxd3d4oo1/hKYhELC48t5MVVL5KcneyYRjs+BLVbw7xnseTlMGX5QX5Ye9QxbWuadpHSdg82VUptAWKBXUqpTUqppiUdp1U8U7ZPwdfVl6ENh14o3PgNiU7BHPHtSI8G5TMDRmm5OLkwodsEMvIyeGXNK5Smp+CaORnhls/hjhkoZ1fWHExmwpzdJJzNtn/bmqZdpLQPF08BHheRuiISDvzXVqZVIruTd7M8bjl3Nb4LT2dbb0DSfji8nKk5PRnZKRKDoeI/h9TAvwH/1+b/WHZ8Gb/v/90xjdZoCLVaoJTitevDMFmE1/7a5Zi2KzmH/GKhlaiqfA+lTVqeIrL03BsRWQaU2AeqlOqnlNqrlDqglHqmkP0fKqW22rZ9SqkzBfaZC+y7bCZh7cpN2T4Fb2dvRjYusDrvpqmYceIP1ZuhbesUfXAFc0fjO+hQqwPvb3qfjDwHzlax/D3qTO/NEz1CmLvzJAtiTzqu7UrIzc2N5OTkKvMfZmUlIiQnJ+Pm5lbeoVyz0j6ndUgp9SJwbpj7nUCxiw0ppZywzpzRF4gDNiilZovI+V9PReSxAvX/A7QqcIpsEWlZyvi0EhxIPcCiY4sY13wc3i62VYjzs7Fs+YkF0p4uLWIq1fNHBmXgjS5vkJyTjJeLl+Majr4Olr7NvZlfM6vWMJ6btZNu9WtUuEcEKoqwsDDi4uI4ffp0eYdS7bm5uREWVvkfji9t0roXeBX4Hes6WitsZcVpDxwQkUMASqnpwGCgqD6VEcDLpYxHu0JTdkzBw+jBXY3vulC4608MOal8n9+b5yr4AIzChHiGEOIZAsCxtGOE+4Tbv9HaraDzf3Ba9RFfDhzAicCOOmEVw9nZmcjIyPIOQ6tCiu0eVEq5KaX+D3gd6yCMDiLSRkT+T0RSSzh3KHC8wPs4W1lh7dQFIoGCyy67KaU22ibpvbmYGMfZ6m0892CfdrEjZ48w/8h8hjUahp+bn7VQBFn7GccMoWTX7kyzsPKfZ/BqzT44m0F/DGJtwlrHNNjzGQisT+jyp2lXy3p1qgdlaJpjlHRP6zugLdZ1tPoD79kpjuHATBExFyirKyJtgZHAR0qpeoUdKCJTRKStiLQ9N/GkdrGvdnyFi8GFu2PuvlB4eDkqYSuTc/tzd+eIcoutLFwXfh0RPhE89e9TJGQk2L9BZ3cYPBFyzsKpWP7YEk+Pd5exPe6M/dvWtHJQivEJ9yuldtjGIKxUSsXYK5aSklaMiNwpIl9gnd39Sp7mjAcK3tkPs5UVZjgwrWCBiMTbfh4ClnHx/S6tlOLS4/j70N8MaTCEIPegCztWfcxZgz/LXHszoFmt8guwDHg4e/Bhrw/Js+Tx+LLHyTXn2r/R8I7wf9shvAM9G9Yg0MuFR6dvJTNXX+1rVUuB8Qn9gRhgRCFJ6WcRaWYbh/Au8IG94ikpaeWfeyEiV/qvcQNQXykVqZRywZqYLhsFqJRqhHUy7TUFyvyVUq6210FAF4q+F6YV45ud32BQBkY3GX2h8OROOLiYL3L7MrJLA9ycK/89mUjfSN7s+iY7k3fy9rq3HdOoux+I4Bf7A1/0deVIciav/hXrmLY1zXHOj08QkTzg3PiE80QkrcBbT6xjH+yipP60Fkqpc8EowN32XgEiIj5FHSgiJqXUw8B8wAn4RkRilVKvARtF5FwCGw5Ml4vHxDYGvlBKWbAm1gkFRx1qpXMy8yR/HPiDW6JvoaZnzQs7Vn9CrnJjltMNzKuEAzCK0ie8Dw+2fJBQLwfObp2bBsvfo7mzB491/ZIPVsTRvUENbmpecWbJ17QSGJVSGwu8nyIiBZ/DLWx8QodLT6KUegh4HHABetsjUCghaYnINf0KLiJzgDmXlL10yftXCjluNda1u7RrMDV2KiLCvc0KDPQ8cxzZ+Rs/5fdlYOcm+Ho4l1+AdvBAiwfOv8635F9YdsVe3Hzhtq/hu4E8nPEJqyPH6y5CrbIx2cYPXBMRmQRMUkqNBF4ARl1zZIUo7cPFWiWTlJ3EzH0zuaneTRdfeaz9DItF+E5uZEzXqjsUecGRBdz6562k5KTYv7GILtDnRQy7/2Bay50Ma+eAofea5jhXMj4BrN2HN9srGJ20qqjvY78n35LP2GZjLxRmp2LZ9C1/WzrRuU1LavpU/qfjixLmHcaJjBM8tfwpx6zB1flRqH8DasELkJbAP9sTeHT6FiwWPROEVumVOD5BKVW/wNsbgf32CkYnrSooNSeV6Xun0y+iH3V9CqyNtfEbDPlZfGG6kft7RJVfgA4QExjDi51eZF3COt5Y+4b9pxEyGKyT6o74GXxqcTIthz+3nuD9hXrRSK1ysw3COzc+YTcw49z4BKXUuZUmH1ZKxSqltmK9r2WXrkEo/YwYWiXyw64fyDHlMK75uAuF+TlY1n7OamlBdLNO1A2sNMvnXLWbo2/mWNoxvtzxJbU8azG+xXj7NugRYJ3mCbg3PJHDbUOYtPQg0cFe3NKq8k+fo1VfJY1PEJFHHRWLvtKqYtLy0pi2ZxrX1b2Oen4FnsfePh1DZiKT82/kgZ6FPqddJf2n1X8YVG8QWaYsx03amnIYNXUAr/I5HSP9eXrmDjYdLWkCGU3TSkNfaVUxP+/+mYz8jIuvsiwWLKs+YS9RuNXvReNaRT6pUOUopXi9y+sYlPX3M5PFhNFg57/2AZHQ4xmclr7Bt53C6JfWneX7TtOmrr9929W0akBfaVUhZ3PP8n3s9/Sq04tGAY0u7Ng7B0PKQSbnDeDBXtHlF2A5OZew9qbs5eY/b2ZPyh77N9r9CWh1F+5rPmBut8M81reB/dvUtGpAJ60qZGrsVDLyM3i41cMXCkWwrHifEwRzuk5/2kYElF+A5czfzZ9ccy4PLnqQExkn7NuYUnDTh1CvDx7zn4CTO4k9cZYnft1Grslc8vGaphVKJ60qIik7iZ92/0S/yH408C/wW/2efzCc2MyH+Tczvnf1/m0/2COYz/p8Ro4phwcWPcCZnDP2bdDJGYZ+BwPeg5pN2J2QzsxNcTz88xbyzRb7tq1pVZROWlXE1zu+Js+cx0MtH7pQaDFjWfI6x1Rtdte4kZ4NapRfgBVEtH80H/f+mLj0OO5beB9nc8/at0FXb2g3BpRiSN0c3r8+gIW7TvHYL1sx62e4NO2K6aRVBZzMPMkve39hcPTgi5/L2jETw+k9vJM7hP/2i0EpVX5BViDtQtrxSe9PCPEMwdXJ1TGNmvPhp9u4bccDvNnbl7+3J/D0b9v1w8eadoV00qoCPt/2OYIwvnmB55BMeViWvsVeIkgO70fPhvoqq6AuoV34tPenuBndSMtLs/8Vl5OzdY7CrBTuiH2Al7t6cCothzzdTahpV0QnrUruWNox/jjwB7c3uJ3aXgVmFt/yA4YzR3g773aeHqCvsooiIjy8+GHGLxxPWl5ayQdci7C2MGo25KUzet9DfDswADdnJ3LyzY57hkzTKjmdtCq5ydsm42xwvvi5rLwszMveYZM0wiOmH63C9fNBRVFKMabpGPam7uX+hfeTnpdu3wZrt4RRf6NMuRhXvEtGromhX6zh7bl7dOLStFLQSasS25+6nzmH5jCi8YiLVyXe8CVOmad41zSMJ25oVPQJNAB61OnBBz0+YHfKbsckrpCmMGYBDPwYD2cnmof5MmX5If47Yxt5Jt1dqGnF0UmrEpu0dRKezp7c26TAelk5ZzEv/5B/LS2IbtuXqBpe5RdgJdIrvBfv93ifXSm7eGnVSyUfcK0C64GLB4a8dF7PeJUJnSz8viWeMd9tIEOvx6VpRbJr0lJK9VNK7VVKHVBKPVPI/tFKqdNKqa22bWyBfaOUUvttm91mDK6sYpNiWXxsMXfH3I2fm9+FHWsm4ZSbyicynEf71C/yeO1yvcN7M7nPZB5v+7jjGs1ORZ3ew/DdD/FVH1h9MJmnf9vuuPY1rZJR9upHV0o5AfuAvliXZ94AjBCRXQXqjAbaisjDlxwbAGwE2gICbALaiEixs456enpKZmZmWX6MCuv+hfcTmxzL3Fvn4uViu5rKTML8UXPm5TRhT7eJ/Pf6huUbZCUmIkxYP4H+kf1pGdzSvo2dOQbfDYSM0+zs9AG+LQdRJ8DDvm1qmo1SKktEKs2yD/a80moPHBCRQyKSh3U1y8GlPPYGYKGIpNgS1UKgn53irHQ2ndrEqhOruLfpvRcSFiAr3kflZ/O18x2M616118uyt9TcVFbGr+S+Bfex7Pgy+zbmFw73zoeg+jRdfj91js/GYhFe+nMnm446YOVlTatE7Jm0QoHjBd7H2coudZtSartSaqZS6tySzqU9FqXUOKXURqXURpOp6t8LEBE+2fwJQe5BDG80/MKOpP3I+i/51dSdgX164O3mXH5BVgEBbgF83/97ov2ieXTpo/y27zf7NugdAvfMgdZ3Q93OpGblsWJ/EiO/XMf82JP2bVvTKpHyHojxFxAhIs2xXk19d6UnEJEpItJWRNoajVV/pZWFRxeyOXEzD7R4AHeju7VQBMs/T5BlceEn71GM7BBevkFWEYHugXx9w9d0rt2ZV9a8wpfbv7Rvgy6eMOgT8Asn0MOZv1utp21NA/f/uImPFu3Ts2do5aYU4xMeV0rtsl2ALFZK1S3sPGXBnkkrHqhT4H2Yrew8EUkWkVzb26+ANqU9tjrKNmXzv43/o6F/Q26rf9uFHbv+wHB4Ge/mD+HBGzvhanQqvyCrGA9nDz7p/QnDGg6jaVBTxzWcsBXPVe/yAy8wponio0X7eWLmNse1r2k2tvEJk4D+QAwwQikVc0m1LVjHJzQHZgLv2iseeyatDUB9pVSkUsoFGA7MLlhBKVWrwNtBwG7b6/nA9Uopf6WUP3C9raxam7pzKgmZCTzT/hmcDLbElJuOee6z7JIITkSP5IYmIeUbZBXkbHDmhY4v0Kl2JwBm7J3B3pS99m00tDXcNQtDZiLPxz/EN11Sua11mH3b1LTClTg+QUSWikiW7e1arBcadmG3pCUiJuBhrMlmNzBDRGKVUq8ppQbZqj2ilIpVSm0DHgFG245NAV7Hmvg2AK/ZyqqtExkn+Hrn1/SL6EfbkLYXdvz7Lk4ZCbxuGcMrNzfX0zXZWVZ+FlO2T+GuuXcx7/A8+zYW2Q3uW4LyqU3vTQ/R5eSPAHy27CAzNhwv4WBNKzXjuXEBtm3cJftLPcbAZgwwt6yDPMeuN4FEZA4w55Kylwq8fhZ4tohjvwG+sWd8lcn/Nv4PheK/bf97oTBxN5Y1k5lh6knPvjcS5q+HSdubh7MH02+azuPLHufJ5U+yK3kXj7R+BKPBTv+UAuvB2EUw/3kIa4fZIqw+mMSK/UlsPpbKSwNj8HCp+vdyNbsyiUjbkquVTCl1J9ZHlXqUxfkKU94DMbRSWJewjoVHFzK22VhCPG3dfyKY/n6CDHFjVsBY7u0aWb5BViNB7kF8ff3XDGs4jG9jv+XBRQ9iETtOv+TsDjd9ABFdcDIovqu/kg9axDN9w3Fu/GQlm48V+/iipl2rUo0xUEpdBzwPDCowVqHM6aRVwZksJiasn0CoVyijmhSYGGTHTIzHVjIhfxhP3dYVZyf9VTqSs5P1PtdbXd+iV3gvDMpBf/6mXAy7Z3Pr3idZ3XIh5Ocw8su1JGfY7f8ITSvN+IRWwBdYE1aiPYPR/9NVcDP2zuDAmQM82fZJ3Ixu1sKcNPLnPst2SxSqzd20qatncS8vA+sNZESjEQAsOrqI51Y8R0Zehv0aNLpaH0Rudx+193zLIq8X+PEGRaCXdTHLk2dz7Ne2Vi2VcnzCe4AX8KttSr7ZRZzumumkVYGl5qQycetEOtbqSO/w3ufLLUvfwik7if85j+Opfk3KMUKtoPiMeP45/A9D/hrC1sSt9mvI2Q1u/B/c+TtOphza/nsPZKWwaNcpur+3lC/+PYhZP9OllSERmSMiDUSknoi8aSt7SURm215fJyI1RaSlbRtU/Bmvnk5aFdinWz4lKz+LZ9o/c2FU4LF1sO4Lppl6c9vAQfh66JkvKopRTUbxXT/r8/Gj5o3ik82fkGu2Y7dddB94YDUM+xE8AmgV7sfIyEzenruHQRNXskXf69KqIJ20KqitiVuZuW8mIxqNoJ5fPWthbjqmmWM5IYEsC3+YQS1qF38SzeFaBrdk5sCZDIwayJc7vmRl/Er7NujmY01eQGDcYl45PoZlMX+TnZ7CrZ+tZsLcPfZtX9MczG6zvJeHqjLLe7Ypm9v/up18cz6/D/4dT2frBMyWWQ8i26ZxD6/w1qP36SHuFVxsciwxATEopVgZv5KmgU0vXkamrOVlwuLXYd3nWDyC+Cf4PnKaDOf2dnXPTwFlMOjn+LSL6VnetWv28eaPOZp2lNe7vH4+YbFrNoZtPzHZNIhhtw7VCasSaBLYBKUUGXkZPPnvkwz+czD/HPoHu/2i6OIJ/SfAuKUYAqMYeOQtbj9gnSbup3VHGfrFGrbHnbFP25rmIDppVTAbTm7gp90/MaLRCNrXam8tTD9J/p+PsM0SxYkWj3Jj81rFn0SrULxcvJjabyqhXqE8s+IZxi0cx/7U/fZrsHYr6wjDW7+EFtaVAHxdIf10HIMmruI/07ZwNLny90ho1ZPuHqxAMvMzuW32bTgpJ34d+Csezh4gQt53t2A5sorxnh/y2aPD9QwIlZTZYuaXvb8waeskskxZzLt1HjU9azqm8TWTkKVvsiZ4BI8c7cJZixvP9G/MGP1QerVX2boH9f9+Fcj7G9/nRMYJvuv/nTVhAbJ+Ci5HlvKy+V6eHDlQJ6xKzMngxMjGI7kx6kZWxa86n7CWHV9Gp9qdcHVytV/jDfqhjq2l8+6vWO/5G/P9h+MX1AyA9Jx8DErh6ar/bmkVn+4erCBWx6/m132/cnfM3bQKbmUtTNyDef6LLDG3pE7fh2ka6lu+QWplwtfVlwFRAwA4cvYI/1nyHwb/MZi5h+fabzqowHow7AcYtwxDWBv6J3xGp81PAPDxov10fWcJE5fsJy0n3z7ta1oZ0d2DFUBaXhq3/nkrHs4ezLhphnXmi/wccr7oQ9bpo7wS9hUfjblBj/yqotYmrOW9De+xL3Uf0X7RPNDiAa6re519p4Y6uhqcXCCsLTv2HmDL/O9580QrXNw8GN05gnu6RBLg6WK/9rUKo7J1D+qkVQG8sPIF/jr0Fz/2/5FmNZpZJ8OdeR/G2F95zPAMzz32ODW87dh1pJU7s8XM/CPz+WzbZ5zKOsX82+bj7+ag6bnWTIb5z2JyC2CuxyBeTuhIj5aN+XBYS8e0r5UrnbTKUWVMWv8c+odnVjzDfc3u45HWjwBgWfEhhsWv8L7pdtqPeptu9WuUc5Sao5gtZvaf2U+jgEaICC+vfpmedXrSs05P+115icDRVbDqE9g/H4vRjYyYO/C55X12n0xn8rKDjO4cQetwP71eWxVU2ZKWvvNajnYn7+bl1S/TOrg1D7R4wFq4Zw5q8avMNneixoDndcKqZpwMTjQKaARAUnYSG09tZNaBWUT4RHBXzF0MrDcQd6N72TaqFER0tW6JezCs/hQfczooxcHTGRzZu5XbtsXTPMyP0Z0juLF5LVyNTmUbg6aVkl2vtJRS/YCPASfgKxGZcMn+x4GxgAk4DdwrIkdt+8zADlvVY6WZgLEyXWml5KQw/O/hWMTC9JumE+QeBKdiyZ9yHbvyQ/ir9de8cHPr8g5TK2f5lnwWHlnId7u+Y1fyLvxc/fii7xfEBMbYt2ERazI7vRcmtSfZpzHf5fXmyzNtqBkYwOL/9sRJ32OtEirblZbdkpZSygnYB/TFujzzBmCEiOwqUKcXsE5EspRSDwA9RWSYbV+GiHhdSZuVJWmZLCbGLxzP1sStfN//e5oENYHMJLIn9yAtI4N36nzOe/f20/8paOeJCJsTN/P7/t95udPLuDi5sPrEaoLcg2jg38B+Deemw/ZfYMM3kBiLydmLQ7VvosGQ1xCvYF74Yyfd6tegd6NgXIx6MHJlVNmSlj27B9sDB0TkEIBSajowGDiftERkaYH6a4E77RhPhfH+xvdZf3I9b3Z905qwTHlk/TgSp4xTvOUzgTfv6qsTlnYRpRRtarahTc02gDWJvbfhPQ6cOUCbmm0Y0mAIfev2LftnvVy9od1YaDsGjq/HuPEbGuybC05vcyotl/2xm/hrnTvOngHc0iqUoe3q0KCmd9nGoGkF2PNXo1DgeIH3cbayoowB5hZ476aU2qiUWquUurmog5RS42z1NppMpmsK2BH+OvgXP+7+kTsb38mgeoNAhOw/H8cjYR1vGB/i6TF34KUf8tRKoJRiar+pPNbmMRKzEnl2xbP0+bUPv+37zV4NQngHuPUL+O9e8AggxNeNX2r+yBaPh5ni/inH1v7OgA+XsHSvdeHaqjTIS6s4KsT/jkqpO4G2QI8CxXVFJF4pFQUsUUrtEJGDlx4rIlOAKWDtHnRIwFcpNimWV1a/QvuQ9jze9nEQIX/ha7jv+IEvLDczdOzj1PYr45vsWpXl6+rLvU3vZXST0Ww4uYGZ+2YS6B4IwMnMk6yKX0XfiL74uPiUbcPOF/6OqgHv4rRtOm12zmSK8V+y3f0xpjwHjOOzfw+yfN9pBraozYCmtfDXz31pZcCe97Q6Aa+IyA22988CiMjbl9S7DvgU6CEiiUWcayrwt4jMLK7NinxP63TWaUb8MwKDMjD9pukEuAWQt/ANXFa9x3RzL/yGTqZfM70+llY2vo/9nvc2voeLwYUedXpwY9SNdAvthouTnRKHKQ8OLIJt06B+X2h9N7+t3Ib69x2mZbRhq2pI5+hgBraozZA2YfaJQbsqpbmnVYpBdd2Bj4DmwPCS/q++FvZMWkasAzH6APFYB2KMFJHYAnVaATOBfiKyv0C5P5AlIrlKqSBgDTC44CCOwlTUpJWcncy98+8lITOBqf2mEhMYQ+6iN3Fd+S4zzD1xu20Sg1rqf8ha2RERYpNj+fvQ38w9PJeUnBQC3AJYMGSBfec4LOjAYmTaCJQ5l3TnIBZIO44E9uC/940BowszNh6ndbg/0cFXNN5KK2MlJa1SDqqLAHyAJ4DZ9kxaduseFBGTUuphYD7W7PyNiMQqpV4DNorIbOA9wAv41fbQ4rmh7Y2BL5RSFqz33SaUlLAqqtScVO5beB8nMk4w+brJxATGkLN4Am4r3+U3c3e8bp/MgObF3erTtCunlKJpUFOaBjXlibZPsDZhLQfPHDyfsB5Z8ggBbgH0Ce9Dx1odcXZyLvsgovugnjoI++bjvesPbt2/CHVqLmTcSJKxJp/9Pp8MizveNULpG1OT3g2DaV3XH2cnPQqxginNoLojtn12mjzzAj0jhh2dzT3L2AVjOXz2MBP7TKRjrY7kLHkPt+VvMMvSDffbv6BfM52wNMcyW8w8v+p5lh1fRmZ+Jt7O3vSo04OhDYdemKzZHvKyIG4DRFlvXWf/OBL3A/9w0KUhs7Oas8zcjBE3D2J4h0jOZueTlp1PnQC92Km9KaXyuPBMLMAU21iBc/uHYO0NG2t7fxfQQUQeLuRcUynFrZxrUSEGYlRF6XnpjF84noNnDvJp70/pWKsjWUvex2P5G8y2dMF76BSua6rvYWmO52RwYkK3CeSac1l7Yi0Ljy5k6fGlNK/RnFbBrUjOTmb2wdl0C+1GPb96ZTd1k4vH+YQF4N73eQhvRb298/i/+Jk8ZvyVvB3zoMNc5u5I4P3fV+AdWJsu9WvQqV4gHSIDCPTSc3DagUlE2pZ3EKWlr7TsICMvg/GLxrMreRcf9fyIHqHdyJz7Ip4bJvK3pTNeI76mZ2OdsLSKw2QxYbKYcDO6sejoIh5b9hgAtT1r0y2sG11Du9KxVkfrCgT2kHEaDv8LBiM0uZm4pDPUnNyQs8qX5abGrDY1ZL2lEX8+fwf+Xq4cS87C282oRySWgVLc0yrVoDrbvqnY+UpLJ60ylpWfxQOLHmD76e38r+f/6FOzPWd/ugffYwuZbrmO2iMn0r1RrXKNUdNKcjLzJCvjV7IibgVrEtaQbcpm4ZCFhHiGsP30drJMWbSs0dJ+SSwvC7b9DAeXIkdXo7JTrOV9X4Muj/LgtyvYv28XElifNhFBtInwp11EAJFBlWZihwqjFEmrxEF1BepORSet0ivvpBWfEc8jSx7h4JmDvNP9HW7wa8yZr2/DO20/H7uMpd/oF4nRCzlqlUyeOY/Y5Njz97v+u+y/LDi6ABeDCy2CW9A6uDVtarahU+1O9gnAYoGkfdaZ6Ot2huDGHFj1O9EL7yHD4M1WSz025NcjPaglLz00Blw8+X1zHLV83WkW5qsf1i9BKYe8D8A6pP3coLo3Cw6qU0q1A2YB/kAOcFJEmtglXp20ysamU5t4bOljmCwm3uvxHh3yFbk/jsCcn8ekoBe4/977dFeGViVk5mey6dQm1iesZ/3J9exN3UtD/4bMGDgDgJ93/0yAewCtarSipmdN+wSRcRr2z4fj65C4jZC4G4XA/avIC4ph9CsfUV+OsFMiyQ2MoWGdEAa2qEXPhsH2iacSq2xzD+qkVQZm7pvJm2vfJMw7jE97f0rQnn9xm/s4xyxBzG32EeNvvQGjHsarVVGZ+ZmczjpNhG8EFrHQe0ZvknOSAajpUZNmQc3oH9mf6yOut18QOWlwYjNEdAODE9lzXsB9/acAWDBwmNrk12xBo/umkpQj3DllFY1q+9Okti8xtX1oUtsHP4/q+UulTlrlyNFJK9+Sz3sb3mPanml0Ce3Cu+1fJO/v1wjaN53VlqYk9f+CQZ2aOiweTasI8i357EvZx+bEzexI2sHOpJ3cGHUjD7V8iIy8DO6aexeNAhrRKKARjQMa0zCgIb6udug2T0uAhK1wYiuSsAXJOI1h3FKOJmdy+uthhGXtZrc5lL1Sh32WMAbecD29evQh/kw2qw8kUb+mN9HBXlW+e1EnrXLkyKSVmpPKk/8+ybqT6xjdZDT3ezXF9Pt/8MpN5GfjzTS/+z1a1NULOGoagEUsGJSBExkneGvdW+xO3k1i9oVZ217v8jo3R99McnYy209vJ9ovmtpetXEy2Gmxyc3fw5GVmE7GYkjah8GSR27NVrg+sIzfNsWROOsZ8jCyz1KHM17RuNaM5qXBLYkI8uRsdj5KgY+bHR7ILgc6aZUjRyQtEWHO4Tm8u+Fd0vPSeaXt07TftISQA9M5YKnNooYvccdtQ/CuIn+hNc1ekrOT2ZOyh90pu+kT3odI30jmHZ7Hk8ufBMDVyZVI30iifKN4qOVDhPuEk2PKwWgwYjSU4dWP2QSph61rh4W2xmwRTJ/3xCVxOwrrBA9mDOS2uBuPWz5m0tIDxC+aTLZ7CCqwHu7BUdQJ8mF05wjcnJ2wWARDJVpaSCetcmTvpHUi4wSvr32dlfEraRrYlKdr9afuvDfwzUtkhsvNRN3+Ju0b6BkuNO1qZeVnsS91H4fPHubgmYMcPHuQQ2cO8fUNXxPmHcb3sd/z4eYPifCJoJ5fPer51iPSL5LedXqX/WTA+TnWUYuJuyF5P9RoBM2GsOtwHDHfXRgYl48T8VKDOjc9jVO7e3n5980k71yM+EfiGRxBWJAvkUGeDGxRMZ/N1EmrHNkraZktZqbvnc7Hmz8G4OEGd9Bt61oi4+dwSGqxssnrDL3lVtyc7dSVoWkaAFsTt7L0+FIOnTnEwbMHiUuPA2DjnRtxcXJh0tZJrIpfRZh3GHW861DHuw7h3uG0rtm67IIQgczTkHwQUg5BykHyTx/Audmt0ORmlqxYTu/FAwGwoDgl/pw2BNN85JtQ/zqe/elfnE5sAt9wXIPqUiMwgPrBXvRpXNN2eim7WUhKobIlrap9h7EMxCbH8tbat9ietJ2uwe2455SZ1v+8Sr448Yv7UJoMf4O7I+w0rFfTtIu0DG5Jy+CW59/nmHKIS487f5UV6BaIp7Mn209vZ8GRBZjFTIBbAP8O+xeA9za8x7G0Y9TxqUNtz9qEeIZQx7sODQMalj4IpcAr2LrVtT6bVvBmQO8ObaHOHEg9jOHMcWqkHsU/5Rg4Wf+77eR2lEGZr0ImcAJSxIszziEw6nOo046xH88kNHMXyrsWRr/aeAaG0SQihBuahACQmpmHr7tzpeqCLEv6SqsIm05t4ssdX7IqfhX+Lr7cYwpjxMHFGMTMHNd++Fz3ND3bNq+2f3E0raLLt+STkJFAam4qLWq0AKxJa/WJ1cSlx5FjzgGgSWATpt80HYBHlzxKWl4aIZ4h1s0jhPr+9cv2Si03HU7tgjPH4Owx8pKPImeO4zrgLQhuzJKf/0fvfa9fdEiWwQuP+xdBcGPueeVD2pm3kuVag3yPmijvWtw5uD9hwYFXFY6+0qrERISV8Sv5asdXbE7cjL+LD3eqetyzbx2Blp0sdO6FU+/nGNSxrU5WmlbBORucCfcJJ5zw82VPtrMO8hARzuSe4WTmScxiPr+/hkcNzuSeYdOpTSRmJWIWM33C+5xPWv1/649SiiD3oPNb+5D2XFf3OgD2puwl0D0Qf1f/okc+unpDeAfrBlx6J673kAfgzE2QfgLST2JJS8B49gR41UREeLBBOm32/YXBZIY0IA0S05fBVSatykZfaWFdQmTZ8WX8uPtH9qTsoYaTN7ecMTM2eS/OFsVK506Yuj1Fr249cNLJStOqBbPFTFJ2EmYxU9urNiLC+xvfJzE7kaTsJOuWlcTAegN5tsOz5JnzaPNjGwAMykCAWwBB7kHc3uB2hjYcSo4phx93/0iAWwD+rv74u/kT4BZADY8auBvdryw4i8V6Xy09AdJPWmfPd77Cc9hUtiutap+0svKz6PlLD7LNOdQSd0YnJ3N7ehInpQZbawymZvcxtG3aWF9ZaZpWqHPPoOWb81ket5zT2ac5nX2a5OxkTmef5oaIGxhUbxDxGfH0+63fZcc/2fZJ7m5yN8fTj/Po0kcJcA3Az80PP1c/fF19ub7u9TQMaEh6XjoHzhzA18UXH1cffF18y2TxzsqWtOzaPaiU6gd8jHWSxa9EZMIl+12B74E2QDIwrMAKmM8CYwAz8IiIzLdHjIZ8Cw8mnqFNzhka5ppZ79KRZW3eoF3vWxjoaacZrDVNqzIMyjpFm7OTM33q9imyXqhXKOtGriM1N5UzOWdIyUkhNTeVJoG24fMCYV5hpOaksjdlL6m5qaTnpVPfrz4NAxqyK3kXYxeMveic7kZ3Puz5IV1Cu9jt81U0drvSUko5YZ3Ovi8Qh3U6+xEisqtAnQeB5iJyv1JqOHCLiAxTSsUA07Au81wbWAQ0ECnQ+VyIq+0eXPjpQ1gC6lG342Aa1at3xcdrmqbZg0UsWMSC0WDkbO5ZYpNiOZt3lrO51i0tL40hDYYQ6Rt51W1UtisteyatEhcOU0rNt9VZY1uz5SRQA3imYN2C9Yprs7yXJtE0TatsKlvSsufU46HA8QLv42xlhdYRERNwFggs5bEAKKXGKaU2KqU2mkymMgpd0zRNq4gq/XoZIjJFRNqKSFujUY/g1zRNq8rsmbTigToF3ofZygqtY+se9MU6IKM0x2qapmkOoJTqp5Taq5Q6oJR6ppD9rkqpX2z71ymlIuwViz2T1gagvlIqUinlAgwHZl9SZzYwyvZ6CLBErDfZZgPDbX8QkUB9YL0dY9U0TdMKYRtUNwnoD8QAI2yD5QoaA6SKSDTwIfCOveKxW9Ky3aN6GJgP7AZmiEisUuo1pdQgW7WvgUCl1AHgcS4MwIgFZgC7gHnAQyWNHNQ0TdPsoj1wQEQOiUgeMB0YfEmdwcB3ttczgT7KTrP+VvuHizVN06ozpVQesKNA0RQRmVJg/xCgn4iMtb2/C+ggIg8XqLPTVifO9v6grU5SWcerRy5omqZVbyYRaVveQZRWpR89qGmaptnVtQyqK3NV6korKytLlFLZ5R1HEYxAdXuQTH/m6qM6fu6q8plLmmn3/KA6rMlpODDykjrnBtWt4eJBdWWuSiUtEamwV45KqY2V6RK8LOjPXH1Ux89dXT6ziJiUUucG1TkB35wbVAdsFJHZWAfV/WAbVJeCNbHZRZVKWpqmaVrZE5E5wJxLyl4q8DoHuN0RsVTYKxNN0zRNu5ROWo4zpeQqVY7+zNVHdfzc1fEzl7sq9ZyWpmmaVrXpKy1N0zSt0tBJS9M0Tas0dNJyAKXUEaXUDqXUVqXUxvKOxx6UUt8opRJt07mcKwtQSi1USu23/fQvzxjLWhGf+RWlVLztu96qlBpQnjGWNaVUHaXUUqXULqVUrFLqUVt5lf2ui/nMVfq7rqj0PS0HUEodAdraYx6uikIp1R3IAL4Xkaa2sneBFBGZYFvOwF9Eni7POMtSEZ/5FSBDRP5XnrHZi1KqFlBLRDYrpbyBTcDNwGiq6HddzGceShX+risqfaWllQkRWY71ocKCCs78/B3Wf+hVRhGfuUoTkQQR2Wx7nY51BYdQqvB3Xcxn1sqBTlqOIcACpdQmpdS48g7GgWqKSILt9UmgZnkG40APK6W227oPq0w32aVsC/21AtZRTb7rSz4zVJPvuiLRScsxuopIa6yLqD1k61aqVmzzkFWHvujPgHpASyABeL9co7ETpZQX8BvwfyKSVnBfVf2uC/nM1eK7rmh00nIAEYm3/UwEZmFdVK06OGW7H3DuvkBiOcdjdyJySkTMImIBvqQKftdKKWes/3n/JCK/24qr9Hdd2GeuDt91RaSTlp0ppTxtN29RSnkC1wM7iz+qyjg38zO2n3+WYywOce4/bptbqGLftW012q+B3SLyQYFdVfa7LuozV/XvuqLSowftTCkVhfXqCqwTFP8sIm+WY0h2oZSaBvQEgoBTwMvAH8AMIBw4CgwVkSozcKGIz9wTa3eRAEeA8QXu9VR6SqmuwAqsK91abMXPYb3HUyW/62I+8wiq8HddUemkpWmaplUauntQ0zRNqzR00tI0TdMqDZ20NE3TtEpDJy1N0zSt0tBJS9M0Tas0dNLSNE3TKg2dtDRN07RK4/8BaW/qDJhjHgMAAAAASUVORK5CYII=\n", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from py_wake.wind_turbines.generic_wind_turbines import GenericTIRhoWindTurbine\n", - "wt = GenericTIRhoWindTurbine('2MW', 80, 70, power_norm=2000,\n", - " TI_eff_lst=np.linspace(0, .5, 6), default_TI_eff=.1,\n", - " Air_density_lst=np.linspace(.9, 1.5, 5), default_Air_density=1.225)\n", - "\n", - "u = np.arange(3, 28, .1)\n", - "ax1 = plt.gca()\n", - "ax2 = plt.twinx()\n", - "for ti in [0,.1,.3]:\n", - " p, ct = wt.power_ct(u, TI_eff=ti)\n", - " ax1.plot(u, p / 1e6, label='TI=%f' % ti)\n", - " ax2.plot(u, ct, '--')\n", - "ax1.legend(loc='center right')\n", - "ax1.set_ylabel('Power [MW]')\n", - "ax2.set_ylabel('Ct')\n", - "\n", - "plt.figure()\n", - "u = np.arange(3, 28, .1)\n", - "ax1 = plt.gca()\n", - "ax2 = plt.twinx()\n", - "for rho in [.9,1.2,1.5]:\n", - " p, ct = wt.power_ct(u, Air_density=rho)\n", - " ax1.plot(u, p / 1e6, label='Air density=%f' % rho)\n", - " ax2.plot(u, ct, '--')\n", - "ax1.legend(loc='center right')\n", - "ax1.set_ylabel('Power [MW]')\n", - "ax2.set_ylabel('Ct')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Power/Ct input arguments\n", - "The input arguments for the Power and Ct curves can be obtained from:\n", - "\n", - "- Arguments passed when calling the WindFarmModel\n", - "- Data present in the site\n", - "- Values computed in the simulation, i.e. `WS_eff` and `TI_eff`. Note that `WS_eff` is passed as `ws`" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Arguments passed to WindFarmModel call" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.legend.Legend at 0x1f3bec23400>" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from py_wake.examples.data.hornsrev1 import Hornsrev1Site\n", - "from py_wake.deficit_models.noj import NOJ\n", - "wfm = NOJ(site=Hornsrev1Site(), windTurbines=wt)\n", - "\n", - "for rho in [0.95,1.225]:\n", - " sim_res = wfm([0], [0], wd=0, Air_density=rho) # rho passed to WindFarmModel call\n", - " power = sim_res.Power.squeeze() / 1000\n", - " plt.plot(power.ws, power, label=f'rho {rho}')\n", - "plt.xlabel('Wind speed [m/s]')\n", - "plt.ylabel('Power [kW]')\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Data present in Site" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.legend.Legend at 0x1f3becdf040>" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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qe0TkgIh0xhngHgK8eqYvnJiYSFpaGtZFVbTY2FgSExN9Vyxpsg4502Tj4mHAq+BHV9KE+VuYsnIHj1/Rim5NagYhSGPCU8CShYhMBHoBNUUkDRiuqm8DN3HqwHYP4GkRyQE8wJ2qmj84fhcwFigPfOvezkj+RXGmlPpuGOxeD0O/hArVfVbPys3j9RmpdEqqzq3dkgIfnzFhLGDJQlUHFVL+hwLKPgE+KaR+CnDKlFpjTrDhR1g8Hro/CA27+6wO8FFKGtsPHOPFG2xA2xhf7ApuUzrMeR3iakHPv/tVPTvXwxs/rqdjg6p0bVwjwMEZE/4sWZjwtysV1k2F5FuhXIxfp3y2OI30fUe595Km1qowxg+WLEz4mz8aIqKcZOGH3DwPr/+wnraJVejVrOAp1saYE1myMOHt2H5YMgHOvdavtZ8AvliyjS17jnDvxdaqMMZflixMeFs8AbIPwQV3+FU9z6O8/kMqLRMqc2nLUr40uzHFyJKFCV+ePJj/JtS/AOp19OuUr5dnsGHXYe67uIm1Kow5DZYsTPhaNxX2bvK7VeHxKK/NWEez2hXp07pOYGMzppSxZGHC17xRUKkutBzgV/UpK7ezdsch7rm4qe18Z8xpsmRhwtPO1c6FeOffBpG+d7JTVUbOSKVRfByXt0kIfHzGlDKWLEx4mjcKysX6tVggwPTVO1mdcYC7ezUh0loVxpw2SxYm/BzZA0s/hDbXQ5zvq69VlVdnrKNB9QoMbF83CAEaU/pYsjDhZ9G7kHvU2S7VDz+uzWRZ2n7uvqgx5SLtI2/MmbDfHBNe8nJhwf8gqTvU8b2+pKry6vfrqFe1PFd3CMNl140pISxZmPCy5mvYv9Xv6bKz1+9m0ZZ9/LlXY6LL2cfdmDNlvz0mvMwdBVUbQPP+flV/5ft11Kkcy/XJ1qow5mxYsjDhI2MpbJkNnW6HiEif1edt2M38jXu4s2cjYsr5rm+MKVzAkoWIjBGRnSKywqvsSRFJF5El7q2/17FHRCRVRNaISB+v8r5uWaqIDAtUvCYMzHsToipAh8F+VX91Rio1K8ZwU6cGAQ7MmNIvkC2LsUDfAspfVtX27u0bABFphbPdamv3nP+KSKSIRAKvA/2AVsAgt64paw5lwvKPoN0gKF/NZ/WFm/fyc+ou7ujRiNgoa1UYc7YCua3qTBFJ8rP6QOADVc0CNopIKtDJPZaqqhsAROQDt+6q4o7XlHALx0Jett8D26/OWEf1uGhu7mytCmOKQyjGLO4RkWVuN1X+n4j1gK1eddLcssLKCyQit4tIioikZGZmFnfcJlRys53pso0vhvjmPqsv3bqPH9dk8sfuDakQHbC/h4wpU4KdLN4AGgPtgQzgxeJ8clUdrarJqpocH287oJUaqyfDoe1wwZ/9qv7qjFSqlI9iSJekwMZlTBkS1GShqjtUNU9VPcBb/NbVlA7U96qa6JYVVm7KkrlvQPXG0ORSn1VXbtvP9NU7uO3ChlSMsVaFMcUlqMlCRLyX+7wayJ8pNRm4SURiRKQh0BSYDywAmopIQxGJxhkEnxzMmE2IpaVAeoozVhHh++P62oxUKsWUY2jXpMDHZkwZErA/vURkItALqCkiacBwoJeItAcU2ATcAaCqK0VkEs7AdS5wt6rmuc9zDzAFiATGqOrKQMVsSqB5oyC6kjMLyoe1Ow7y7Yrt3HtxE6qU971suTHGf4GcDVXQb/fbRdR/BnimgPJvgG+KMTQTLg5kwMrP4Pw/QWxln9Vfm5FKXHQkt3ZrGITgjClb7ApuU3KljHH22e70J59VN2Qe4stl2/h9lySqxUUHIThjyhZLFqZkyjnmJItmfaBGY5/V352zmaiICG670FoVxgSCJQtTMq38FI7s8mvPisNZuXyyMI3+beoQXykmCMEZU/ZYsjAlj6ozXTa+BTTq5bP6Z4vTOZiVyxCbAWVMwFiyMCXPljmwfZkzXVaK3i9bVRk/ZzPn1qtMh/pVgxOfMWWQJQtT8swbBbFVoO2NPqvO37iHNTsOMqRzEuIjsRhjzpwlC1Oy7E+H1V9Bx6EQHeez+rtzNlOlfBRXtqsbhOCMKbssWZiSZcn7oHmQfIvPqjsOHGPKyu3ckJxI+WhbhtyYQLJkYUoOjwcWj4ek7lC9kc/q78/bQp4qgzufE4TgjCnbLFmYkmPTLNi3GToO8Vk1J8/DxPlb6NksnnNq+O6uMsacHUsWpuRY9C7EVIGWV/qsOmXldnYezGKoLUNuTFBYsjAlw9G9sPpLaHsDRJX3Wf3dOZtpUL0CPZvZviXGBIMlC1MyLPsI8rKg4+99Vv11+wHmb9zD4M4NiIiw6bLGBIMlCxN6qk4XVJ22kNDOZ/V352wmplwENyTX91nXGFM8LFmY0MtYAjuW+zWwfeBYDp8vTmdAu7pUrWCryxoTLJYsTOgtGg/lYqHNdT6rfrIwjSPZeba/tjFBFrBkISJjRGSniKzwKnteRH4VkWUi8pmIVHXLk0TkqIgscW+jvM45T0SWi0iqiIwUW9OhdMk5Css/hpYDoHy1Iqt6PM46UO3rV6VNYpUgBWiMAR/Jwv1S93X7vpDTxwJ9TyqbBpyrqm2BtcAjXsfWq2p79+a9LvUbwJ9w9uVuWsBzmnC2ajJk7fdrYPuX9bvYsOswQ7rYRXjGBJuvbVUjgf5FHBdgckEHVHWmiCSdVDbV6+FcoMh+BxFJACqr6lz38bvAVcC3PuI24WLxeKiWBOdc6LPqu3M2UyMumv5tEgIflzHmBL6SxR2qurmoCiJy1xm+9q3Ah16PG4rIYuAA8JiqzgLqAWleddLcssJiuR24HaBBgwZnGJYJmt3rnau2L34MIoruEU3fd5TvV+/gzp6NiY2ydaCMCTZfYxY1RaRWURVU9efTfVER+T8gF5jgFmUADVS1A/BX4H0RqXy6z6uqo1U1WVWT4+PtYq0Sb/F7IBHQ/mafVSfMdf5mudnWgTImJHy1LAYDr4vIEWA28AswW1VXFH1a4UTkD8AVwCWqqgCqmgVkufcXish6oBmQDiR6nZ7olplwl5frrDDbpDdULnp58azcPD5csJVLWtamXlXfV3cbY4pfkS0LVb1OVesBvYEpQFtgnIhkisg3p/tiItIX+BswQFWPeJXHi0ike78RzkD2BlXNAA6ISGd3FtQQ4IvTfV1TAqVOh0Pb/RrY/mZ5BrsPZ9vAtjEh5KtlAYCqbhKRWKC8e8u/XygRmQj0wunKSgOG48x+igGmuTNg57ozn3oAT4tIDuAB7lTVPe5T3YUzs6o8zsC2DW6XBovHQ1w8NPM9uW3c7M00qhlHt8Y1gxCYMaYgRSYLEXkU6ALEA2twZjC9BtyuqnlFnauqgwoofruQup8AnxRyLAU4t6jXMmHm4A5Y8y10uRsio4qsujxtP0u27uOJK1rZOlDGhJCvlsUQ4DDwJc6YxTxV3R/wqEzptnSisxteB99dUO/O2USF6EiuPS/RZ11jTOAUmSxUtYWIVAe64nQpDRORisBSnIHudwIfoilVVJ0uqPqdIb5ZkVX3Hs5m8tJtXHteIlXKF90CMcYEls/lPlR1j6p+BTyBM+bwEXAR8L8Ax2ZKoy1zYXeqXwPbHy3cSlauxwa2jSkBfI1ZDMBpVXQDWgMrcabPPojTLWXM6Vk8HqIrQauriqyW51Hem7uFTknVaVHntC+5McYUM19jFn/ASQ5/AxaqanbAIzKl17EDsPIzaHM9xFQssupPa3eyZc8RHu7TPEjBGWOK4us6i2tU9UWg6smJQkTuLOQ0Ywq24hPIOeLXvhXvztlMfKUY+rSuE4TAjDG++LtE+eMicnH+AxH5GzAwMCGZUmvxeIhvCfXOK7La5t2H+WltJoM6NSC6nG25YkxJ4NdFecAA4CsReRhnifAWWLIwp2PHSkhfCH2eBR9bkrw3dzMRIvyuky0GaUxJ4e8V3Lvcwe7pwELguvx1nYzxy6LxEBEFbW8sstrR7DwmpaTRt3Ud6lSJDVJwxhhffM2GOgh4J4VooBFwnYioqto0FeNbbhYs+wBaXA5xNYqsOillK/uP5jC0a1JwYjPG+MXXRXmVghWIKcV+/RqO7vV5bUVunoe3Zm2gY4OqnJ9U9Barxpjg8rWtqs+pKP7UMWXc4vFQOREaXVRkta+XZ5C29yh39GyMbbVuTMnia6qJP8uQn/ZS5aYM2bcF1v8AHQZDROE73Kkqo37aQOP4OHq3rB3EAI0x/vA1wN1ORA4UcVxwtkE1pmCL3c0QOxS9G97MdbtYnXGA565ta6vLGlMC+RqzsM2OzZnz5MGSCdCoF1Qtehrsmz+tp3blGAZ2KHrXPGNMaNgVTyZwNvwI+7f6HNhelraP2et3c2u3hsSUs79PjCmJAposRGSMiOwUkRVeZdVFZJqIrHN/VnPLRURGikiqiCwTkY5e5wx1668TkaGBjNkUo8XjoXw1aHFFkdVG/bSeSrHl+N0FdhGeMSVVoFsWY3Gu+PY2DPheVZsC37uPAfrh7L3dFLgdeAOc5IKzJesFQCdgeH6CMSXYgQxY/RW0vQnKxRRabeOuw3y7YjuDO59DpVjbs8KYkspnshCRSBH59UyeXFVnAntOKh4IjHPvjwOu8ip/Vx1zgaoikgD0Aaa5+2rsBaZxagIyJc38N53d8C64o8hqb83aQFRkBLd0SwpOXMaYM+LP5kd5wBoRKa4+gtqqmuHe3w7kz5OsB2z1qpfmlhVWfgoRuV1EUkQkJTMzs5jCNact6yAsGAMtB0D1hoVW23nwGB8vTOPajonUqmRLexhTkvm7kGA1YKWIzMfZkxsAVR1wNi+uqioixbbGlKqOBkYDJCcn29pVobJoPGTth673Fllt7C+byMnz8KfuhScUY0zJ4G+yeLwYX3OHiCSoaobbzbTTLU8H6nvVS3TL0nH2//Yu/7EY4zHFKS8X5v4XGnSFxORCqx08lsP4uZvp27oOjeKL3gjJGBN6fg1wq+pPwCYgyr2/AFh0hq85Gcif0TQU+MKrfIg7K6ozsN/trpoCXCYi1dyB7cvcMlMSrfrcmS7b7b4iq02cv4WDx3K5s2fj4MRljDkrfrUsRORPODOUqgONccYMRgGX+DhvIk6roKaIpOHMahoBTBKR24DNwA1u9W+A/kAqcAS4BUBV94jIP3ASFMDTqnryoLkpCVRh9kio0RSa9im0Wnauh7d/3kiXRjVoV79q8OIzxpwxf7uh7saZtjoPQFXXiUgtXyep6qBCDp2SZNz9Me4u5HnGAGP8jNWEyqZZkLEUrnwFIgpvtH6+JJ0dB7L497VtgxicMeZs+HudRZb3HtwiUo4T97kwBma/CnHxzrUVhfB4lDd/Wk/LhMr0bBYfxOCMMWfD32Txk4g8CpQXkd7AR8CXgQvLhJ2dq2HdVOh0B0QVPg12+uodrM88zJ09G9ky5MaEEX+TxTAgE1gO3IEzvvBYoIIyYWj2axBVAc6/rchqb87cQL2q5bm8TUKQAjPGFAd/xywuAt5T1bcCGYwJUwe3w7IPIfkWqFC90GoLNu1h4ea9PHllK8pF2hqWxoQTf39jhwBLRWSuiDwvIlfa+kzmuHmjnKU9Ov+5yGqjflxPtQpR3HB+/SLrGWNKHn+vsxiqqs2Aa3CW3ngdp1vKlHVZByFlDLS8Eqo3KrTamu0H+f7XnQztmkSFaH8btMaYksLf6ywGA92BNsAu4DVgVgDjMuFi8XtwbD90LfoivNEzN1A+KpKhXZKCE5cxplj5+yfef4D1OBfi/aCqmwIVkAkjebkwx/fSHtv2HeWLJekM7nwO1eKigxigMaa4+NsNVRO4FYgFnhGR+SIyPqCRmZJv1eewf4vPBQPf/nkjCtx2oS0YaEy48itZiEhloAFwDpAEVAE8gQvLlHjeS3s0K3x7kX1Hspk4fwtXtk2gfvUKQQzQGFOc/O2G+tnr9pqqpgUuJBMWNv3s19Ie4+ds5kh2HnfYgoHGhDW/koWqtgUQEVtL2jhmj/S5tMexnDzGzt5Ez2bxtEyoHMTgjDHFzd9uqHNFZDGwElglIgtF5NzAhmZKLD+X9vhoYRq7D2fbMuTGlAL+XpQ3Gvirqp6jqg2AB90yUxbNeQ3KlS9yaY/sXA+jZ66nXf2qdG5U+FXdxpjw4G+yiFPVH/IfqOqPQFxAIjIl28HtsGwSdBhc5NIe42ZvYuueo9x/aVNbMNCYUsDfZLFBRB4XkST39hiw4UxeUESai8gSr9sBEblfRJ4UkXSv8v5e5zwiIqkiskZECt9VxwTevDfBkwtd7iq0yq5DWYz8fh09m8VzUXOf254YY8KAv7OhbgWeAj7F2cdillt22lR1DdAeQEQicfbY/gxnZ7yXVfUF7/oi0gq4CWgN1AWmi0gzVc07k9c3ZyHrEKS87XNpj5emreVITh6PX9EyiMEZYwKpyGQhIrHAnUATnOXJH1TVnGJ8/UuA9aq6uYiuioHAB6qaBWwUkVScXfvmFGMcxh+Lx/tc2mN1xgE+mL+FIV2SaFKrUhCDM8YEkq9uqHFAMk6i6Ac8X8yvfxMw0evxPSKyTETGeK1qWw9n8cJ8aW6ZCSY/lvZQVZ7+chWVy0dx/6VNgxygMSaQfCWLVqo6WFXfBK4DehTXC4tINDAAZ9c9gDeAxjhdVBnAi2fwnLeLSIqIpGRm2qK4xWr1Fz6X9piycgdzNuzmgUubUbWCrQFlTGniK1kc73JS1dxifu1+wCJV3eE+/w5VzVNVD/AWTlcTOGMa3hsgJLplp1DV0aqarKrJ8fG2v3OxUYVfil7aIys3j399s5qmtSpy8wUNghygMSbQfCWLdu5spQMichBom39fRA6c5WsPwqsLSkS899m8Gljh3p8M3CQiMSLSEGgKzD/L1zanY9PPkLEEut5T6NIe7/yyiS17jvD4FbYLnjGlUZED3KoaGYgXFZE4oDfOft75nhOR9jizrTblH1PVlSIyCVgF5AJ320yoIPv5pSKX9sg8mMVrM1K5pEUtejSzFp0xpVFItixT1cNAjZPKfl9E/WeAZwIdlynA2qmwfgZc9kyhS3u8MGUNx3LyePRymyprTGll/QWmcLnZMOURZ6yi0+0FVlmRvp9JC7cytGsSjeNtnUljSivbDNkUbv6bsDsVbv4Yyp06u0lVefqrVVSrEM19l9hUWWNKM2tZmIId2gk/PQdN+0DT3gVW+XbFduZv3MNfezejSvmoIAdojAkmSxamYN8/BTlHoe+zBR4+luNMlW1RpxI3nV+/wDrGmNLDkoU5VfoiWDwBOv8ZahS8F8XbP28kbe9RmyprTBlhv+XmRKrw7d+dqbI9Hi6wys4Dx3j9h1R6t6pNtyY1gxygMSYUbIDbnGjZJEibDwNfh9iCt0J9bsoacvI8/F9/myprTFlhLQvzm6xDMH041O0I7X5XYJVlafv4eGEat3ZrSFJN2//KmLLCWhbmN7NehIMZcMP4Apf1yF9VtkZcNHdf3CQEARpjQsVaFsaxZ4Ozt3bbm6D++QVW+WpZBimb9/JQn+ZUjrWpssaUJZYsjGPKYxARBZc+WeDhYzl5jPj2V1omVOaGZJsqa0xZY8nCOGs/rfkaejwElRMKrDJ65gbS9x1l+JWtiIwodFdDY0wpZcmirMvLge8egWoNocvdBVbZvv8Yb/y4nn7n1qFzoxoF1jHGlG42wF3WLXgbMn+Fm96HcjEFVvnXN6vJ8yiP9LOpssaUVdayKMsO74If/wWNLoLm/Qus8umiNCYv3cZdFzWmQY0KQQ7QGFNSWLIoy2b807m2ou8IkFPHITZkHuKxz1fQKak691xkU2WNKctClixEZJOILBeRJSKS4pZVF5FpIrLO/VnNLRcRGSkiqSKyTEQ6hiruUiNjGSwc6+xTUavFKYezcvO4d+JiostF8Mqg9rb+kzFlXKi/AS5S1faqmuw+HgZ8r6pNge/dxwD9cPbebgrcDrwR9EhLk/z1nypUh17DCqzy7De/snLbAV64rh0JVcoHOUBjTEkT6mRxsoHAOPf+OOAqr/J31TEXqCoiBc/xNL6t/BS2zIaLH4fyVU85PHXldsbO3sQt3ZK4tFXt4MdnjClxQpksFJgqIgtFJH/PztqqmuHe3w7kf1PVA7Z6nZvmlp1ARG4XkRQRScnMzAxU3OEt+whMfQLqtIGOQ045vG3fUR7+eBnn1qvMsH6ndk8ZY8qmUE6dvVBV00WkFjBNRH71PqiqKiJ6Ok+oqqOB0QDJycmndW6Z8ct/4EAaXPsWRESecCg3z8NfPlhMbp6HVwd1JKZcZMHPYYwpc0LWslDVdPfnTuAzoBOwI797yf25062eDnivMZHolpnTsW8L/PIKtL4Gzul6yuFXvl/Hgk17eebqNjS0FWWNMV5CkixEJE5EKuXfBy4DVgCTgaFutaHAF+79ycAQd1ZUZ2C/V3eV8YfHA1/eDwhc9o9TDs9O3cVrP6Ry/XmJXNXhlB4+Y0wZF6puqNrAZ+LM7S8HvK+q34nIAmCSiNwGbAZucOt/A/QHUoEjwC3BDznMzXwO1n8Pl78EVRJPOLTrUBZ/+XAJDWvG8dTA1iEK0BhTkoUkWajqBqBdAeW7gUsKKFeg4IWLjG/rpsOPI6DdIEi+9YRDHo/y4KSl7D+aw7u3dqJCtK0AY4w5VUmbOmuK274t8OkfoVYrp1Vx0pXa//t5Az+tzeTxK1rRMqHgbVSNMcaSRWmWmwWThoAnD24cD9Enru20eMtenvtuDf3OrcPgCxqEKEhjTDiwPofS7LthsG0x3DgBajQ+4dD+ozncO3ExtSvHMuKatkgBa0MZY0w+Sxal1ZKJkDIGuv0FWl5xwiFV5dFPl5Ox/xiT7uhClQq2RaoxpmjWDVUabV8BXz0A51wIFz9xyuGJ87fy9fIMHrysGeedUy0EARpjwo0li9Lm2H6Y9HuIrQLXjYHIExuPa7Yf5KkvV9K9aU3u7NG4kCcxxpgTWTdUaaIKn98FezfDH76GSicuAng0O4973l9EpdgoXrqhPRG2l7Yxxk+WLEqT2SPh16+gz7/gnC4nHMrzKA9/vJTUzEOMv/UC4isVvIWqMcYUxLqhSouNs2D6k9BqIHS+64RDeR7l4Y+W8tWyDIb1bcGFTWuGJkZjTNiyZFEaHMiAj2+F6o1hwGsnXHjn8SiPfLqMTxen82DvZtzR08YpjDGnz7qhwl1eDnx8C2QfgqGTIfa3q7BVlce+WMGklDTuu7gJ917SNISBGmPCmSWLcDf9SdgyB675H9RqebxYVXly8kren7eFP/dqzAO9m4UuRmNM2LNuqHC28nOY8xp0uh3aXn+8WFX559erGTdnM3/q3pC/9WluV2gbY86KJYtwtWsdfHE3JJ4Plz1zvFhVGfHdr7z980b+0DWJR/u3tERhjDlrlizCUdYh+HAwlIuB68dBuejjh16atpY3f9rA4M4NGH5lK0sUxphiYWMW4ebYAZg4CHathcGfQpXfdrUb+f06Xp2Ryk3n1+fpAedaojDGFJugtyxEpL6I/CAiq0RkpYj8xS1/UkTSRWSJe+vvdc4jIpIqImtEpE+wYy4xDu+CcVfA1rlw9WhofNHxQ//9MZWXpq3l2o6J/OvqNnZ1tjGmWIWiZZELPKiqi9x9uBeKyDT32Muq+oJ3ZRFpBdwEtAbqAtNFpJmq5gU16lDbtxXGXwX70+CmidDssuOH3pq5gee+W8PA9nV57rq2liiMMcUu6C0LVc1Q1UXu/YPAaqBeEacMBD5Q1SxV3YizD3enwEdagmSuhTF94FAm/P7zExLFO79s5JlvVnN52wRevL4dkZYojDEBENIBbhFJAjoA89yie0RkmYiMEZH8tbPrAVu9TkujkOQiIreLSIqIpGRmZgYq7OBKXwTv9HUuvvvDVyes+TR+7mae+nIVfVvX4T83tqdcpM1XMMYERsi+XUSkIvAJcL+qHgDeABoD7YEM4MXTfU5VHa2qyaqaHB8fX5zhhsbGmTDuSoiOg1u/g4S2xw99MH8Lj3++gktb1mLkoA5EWaIwxgRQSL5hRCQKJ1FMUNVPAVR1h6rmqaoHeIvfuprSgfpepye6ZaXb6q/gveugSiLcOuX4tqgejzJ65noe+Ww5vZrH8/rNHYkuZ4nCGBNYoZgNJcDbwGpVfcmrPMGr2tXACvf+ZOAmEYkRkYZAU2B+sOINicUTnA2M6rSBW76FynUB2HUoi1vGLuBf3/xKn1Z1GDX4PGLKRYY4WGNMWRCK2VDdgN8Dy0VkiVv2KDBIRNoDCmwC7gBQ1ZUiMglYhTOT6u5SPRNq9msw9f+gUS+4cQLEVATgl9Rd3P/hEvYfzeEfA1szuPM5dh2FMSZogp4sVPVnoKBvuW+KOOcZ4JnCjpcKqjDjnzDrBWdPimvegnIx5OR5+M/0tfz3x/U0qhnHuFs60apuZd/PZ4wxxciu4C4JPHnwzUOQMgY6DoEr/gMRkaTtPcJ9ExezaMs+bkyuz/ABragQbf/LjDHBZ988oZabDZ/dASs/hW73w6VPggjfLs/g758sw6MwclAHBrSrG+pIjTFlmCWLUDq6Dz65DVKnw6VPwYX3cywnj6e/WsX787bQLrEKIwd14JwacaGO1BhTxlmyCAVVWPEJTHkUDmfClSPhvKGs3XGQe99fzJodB7mjRyMevKy5TYs1xpQIliyCbc8G+PpBWD8DEtrD7z5EE9rzwfwtPPXlSuKiyzHu1k70bFYKLio0xpQaliyCJTcbZr8CM1+AiCjo+2/o9CcOZHt4ZOJivl6WwYVNavLSDe2oVTk21NEaY8wJLFkEw6Zf4KsHYNcaaDkA+v2bvIoJfLsigxHf/krG/mP8rW9z7uzR2FaMNcaUSJYsAunIHpj6OCx5D6o0gN9NIq/JZXy1bBuvzphJ6s5DNKlVkUl3dOG8c6r5fj5jjAkRSxaBoApLJ8LUx5wZT93+Qu6FD/P5qv3896Wf2LDrMM1rV+K133Wg37kJtqy4MabEs2RR3DLXwtd/hU2zILETOf1f4tP0Krz+agpb9hyhVUJlRg3uyGWt6liXkzEmbFiyKC45x2DWi/DzyxBdgZz+L/Fh3sW88e5G0vdtoW1iFZ64IplLWtayNZ2MMWHHksXZOrgdln0IC96GfZvJa30dH9e8i5en72P7gVV0aFCVZ64+l57N4i1JGGPCliWLM5GbBWu+hSUTnKuv1UNevfOZmjSM4StrsXPhdjolVeeF69vRrUkNSxLGmLBnycJfqpCxBJa8D8s/gqN78VRKYEOzP/Jxbg8+3BjD3vU5dG1ckZGDOtC5UY1QR2yMMcXGkoUvhzKdbqYl78POlXgiY9hYsxcfVejBmIwksjOFqhWi6NksnsGdz+H8pOqhjtgYY4qdJYuC5GbDuqmwZAK6biriySUtrjWTYu5k7P6OHDhckea1K3Fbj1pc3KIWHepXpZztgW2MKcXCJlmISF/gFSAS+J+qjij2F8k+DN//A8+ySUQc3c3+yOp8nNefidkXsiW3AV0b1+DhXrW4qEUtEqtVKPaXN8aYkioskoWIRAKvA72BNGCBiExW1VXF+TpHNZpdKV+xLLsJH+Xdytq48+nZri5/b1GLbk1q2MZDxpgyK1y+/ToBqaq6AUBEPgAG4uzLXWzKx0TxcpN3SKpVlYda1KJ13co2k8kYYwifZFEP2Or1OA244ORKInI7cDtAgwYNzuiFXhp0/hmdZ4wxpVmpGpVV1dGqmqyqyfHxth+EMcYUl3BJFulAfa/HiW6ZMcaYIAiXZLEAaCoiDUUkGrgJmBzimIwxpswIizELVc0VkXuAKThTZ8eo6soQh2WMMWVGWCQLAFX9Bvgm1HEYY0xZFC7dUMYYY0LIkoUxxhifLFkYY4zxSVQ11DEEhIhkAptDHYcfagK7Qh1ECWTvy6nsPTmVvSenOpv35BxVLfAitVKbLMKFiKSoanKo4yhp7H05lb0np7L35FSBek+sG8oYY4xPliyMMcb4ZMki9EaHOoASyt6XU9l7cip7T04VkPfExiyMMcb4ZC0LY4wxPlmyMMYY45MlixASkU0islxElohISqjjCQURGSMiO0VkhVdZdRGZJiLr3J/VQhljKBTyvjwpIunu52WJiPQPZYzBJCL1ReQHEVklIitF5C9ueZn+rBTxvhT7Z8XGLEJIRDYByapaZi8qEpEewCHgXVU91y17DtijqiNEZBhQTVX/Hso4g62Q9+VJ4JCqvhDK2EJBRBKABFVdJCKVgIXAVcAfKMOflSLelxso5s+KtSxMSKnqTGDPScUDgXHu/XE4H/4ypZD3pcxS1QxVXeTePwisxtluuUx/Vop4X4qdJYvQUmCqiCx09w83jtqqmuHe3w7UDmUwJcw9IrLM7aYqU10u+UQkCegAzMM+K8ed9L5AMX9WLFmE1oWq2hHoB9ztdj0YL+r0k1pfqeMNoDHQHsgAXgxpNCEgIhWBT4D7VfWA97Gy/Fkp4H0p9s+KJYsQUtV09+dO4DOgU2gjKjF2uH2x+X2yO0McT4mgqjtUNU9VPcBblLHPi4hE4XwhTlDVT93iMv9ZKeh9CcRnxZJFiIhInDsghYjEAZcBK4o+q8yYDAx17w8FvghhLCVG/pei62rK0OdFRAR4G1itqi95HSrTn5XC3pdAfFZsNlSIiEgjnNYEONvbvq+qz4QwpJAQkYlAL5xllXcAw4HPgUlAA5xl5m9Q1TI12FvI+9ILp1tBgU3AHV799aWaiFwIzAKWAx63+FGc/vky+1kp4n0ZRDF/VixZGGOM8cm6oYwxxvhkycIYY4xPliyMMcb4ZMnCGGOMT5YsjDHG+GTJwoQ9EXlZRO73ejxFRP7n9fhFEfmriAxwF5s7neceKyLXFWO4p01E/iAirxVQnr+y6NNn8Jw3icj/FXKssbtS6aEzideUTpYsTGnwC9AVQEQicK5NaO11vCswW1Unq+qIEMQXSC+r6hNncF4/4LuCDqjqelVtf1ZRmVLHkoUpDWYDXdz7rXGuVj0oItVEJAZoCSzy/gvdbTGMFJHZIrIhv/UgjtdEZI2ITAdqFfSCInKfu4fAMhH5wC17UkTGi8gcd3+FP3nVf1hEFrj1n/IqHywi892/5N8UkUi3/BYRWSsi84Fu/rwJ7uuPE5FZIrJZRK4RkefE2TPlO3dZiPyrftu770lPrz0PFuevKmDMycqFOgBjzpaqbhORXBFpgNOKmIOzTHMXYD+wXFWzne/IEyQAFwItcJaN+BhnaYTmQCucFUxXAWMKeNlhQENVzRKRql7lbYHOQBywWES+Bs4FmuKszyPAZHfRyEzgRqCbquaIyH+Bm0VkGvAUcJ4b/w/AYj/fjsbARW78c4BrVfVvIvIZcDnO1fEdgKWqqiLyEHC3qv7iLkZ3zM/XMWWMJQtTWszGSRRdgZdwkkVXnC/bXwo553N3obVVIpK/tHUPYKKq5gHbRGRGIecuAyaIyOc4X8D5vlDVo8BREfkBJ0FciLP2V/4XfkWc5NEWJyEscBNZeZyF8C4AflTVTAAR+RBo5t/bwLdu4lkORPJbV9NyIMm93xf41r3/C/CSiEwAPlXVND9fx5Qx1g1lSov8cYs2ON1Qc3FaFl1xEklBsrzun9Ls8OFy4HWgI86Xff4fXievn6Pucz+rqu3dWxNVfdstH+dV3lxVnzzNOE6WBeAmwRz9bT0fD7/9cXgZMNWtNwL4I06i+kVEWpzl65tSypKFKS1mA1fgbLGZ5y4mVxUnYRSWLAoyE7hRRCLdlTsvOrmCO4heX1V/AP4OVMFpLQAMFJFYEamBs/DfAmAKcKvbzYOI1BORWsD3wHXu/fz9pM/BWRyvp4jUcMcZrj+dN6IoIlIFKKequ93HjVV1uar+243VkoUpkHVDmdJiOc4sqPdPKqt4mnucfwZcjDNWsQWn3/9kkcB77hevACNVdZ/blbQMZ4yhJvAPVd2G053VEpjj1jkEDFbVVSLyGM5uiRFADs74wVxx9tueA+wDlpxG/L70BqZ7Pb5fRC7CaXms5LfuKWNOYKvOGlNM3C/4Q6r6Qkl9Pff6k/+p6lw/6h5S1Yq+6pmywVoWxoSvQ8DtIlLZ32stVPWPvuqISGOcndd2nGV8phSxloUxxhifbIDbGGOMT5YsjDHG+GTJwhhjjE+WLIwxxvhkycIYY4xP/w8dSdQKKx0rsgAAAABJRU5ErkJggg==\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from py_wake.examples.data.hornsrev1 import Hornsrev1Site\n", - "from py_wake.deficit_models.noj import NOJ\n", - "\n", - "site = Hornsrev1Site()\n", - "site.ds['Air_density'] = ('wd',np.linspace(.95,1.225,13)) # wd-dependent rho added to site\n", - "\n", - "wfm = NOJ(site=site, windTurbines=wt)\n", - "\n", - "for wd in [0,330]:\n", - " sim_res = wfm([0], [0], wd=wd)\n", - " power = sim_res.Power.squeeze() / 1000\n", - " \n", - " plt.plot(power.ws, power, label=f'wd: {wd}')\n", - " \n", - "plt.xlabel('Wind speed [m/s]')\n", - "plt.ylabel('Power [kW]')\n", - "plt.legend()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Interpolation method" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### PowerCtTabular\n", - "\n", - "`PowerCtTabular` which is used by most predefined wind turbines takes a `method` argument which can be \n", - "\n", - "- `linear`: Linear interpolation (default)\n", - "- `pchip`: Piecewise Cubic Hermite Interpolating Polynomial. Smooth interpolation with continous first order derivatives and not overshoots\n", - "- `spline`: Smooth interpolation with continous first and second order derivatives. Closer to original piecewise linear curve, but may have overshoots" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.legend.Legend at 0x1f3bed46040>" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "wt_lst = [(m, V80(method=m)) for m in ['linear','pchip','spline']]\n", - "_ws = np.linspace(14.8,20,1000)\n", - "for n, _wt in wt_lst:\n", - " plt.plot(_ws, _wt.power(_ws)/1e3, label=n)\n", - "plt.ylabel('Power [kW]')\n", - "plt.xlabel('Wind speed [m/s]')\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### PowerCtNDTabular\n", - "When using the N-dimensional `PowerCtNDTabular`, only linear interpolation is supported" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Plot" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Top-view plot\n", - "from py_wake.examples.data.hornsrev1 import Hornsrev1Site\n", - "s = IEA37Site(16)\n", - "x,y = s.initial_position.T\n", - "wts.plot(x,y,type=np.arange(len(x))%len(types))" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Side-view plot\n", - "wts.plot_yz(np.array([-600,0,600]), wd=0, types=[0,1,2], yaw=[-30, 10, 90])" - ] - }, - { - "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": "3.8.8" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": true - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/docs/notebooks/exercises/Improve_layout.ipynb b/docs/notebooks/exercises/Improve_layout.ipynb index 3f04b17e8..35f380a7f 100644 --- a/docs/notebooks/exercises/Improve_layout.ipynb +++ b/docs/notebooks/exercises/Improve_layout.ipynb @@ -1,285 +1,278 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Experiment: Improve Hornsrev 1 layout" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Import supporting libraries like NumPy and Matplotlib" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "# Install PyWake if needed\n", - "try:\n", - " import py_wake\n", - "except ModuleNotFoundError:\n", - " !pip install git+https://gitlab.windenergy.dtu.dk/TOPFARM/PyWake.git" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Import and instantiate relevant PyWake objects\n", - "We operate with four fundamental objects in PyWake, namely `Site`, `WindTurbines` and `WindFarmModel`, as explained here: https://topfarm.pages.windenergy.dtu.dk/PyWake/notebooks/Introduction.html." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "from py_wake.examples.data.hornsrev1 import V80 # The farm is comprised of 80 V80 turbines which\n", - "from py_wake.examples.data.hornsrev1 import Hornsrev1Site # We work with the Horns Rev 1 site, which comes already set up with PyWake.\n", - "from py_wake.examples.data.hornsrev1 import wt_x, wt_y # The existing layout coordinates are also available from PyWake \n", - "# PyWake acts a library for multiple model combinations. \n", - "# BastankhahGaussian combines the engineering wind farm model, `PropagateDownwind` with \n", - "# the `BastankhahGaussianDeficit` wake deficit model and the `SquaredSum` super position model \n", - "from py_wake import BastankhahGaussian \n", - "\n", - "# After we import the objects we instatiate them:\n", - "site = Hornsrev1Site() \n", - "wt = V80()\n", - "windFarmModel = BastankhahGaussian(site, wt)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### The site object\n", - "There are multiple functionalities available from the site object as well as wind conditions, probability and geometry of the wind farm. We can e.g. plot the wind rose with a specific number of bins by using the plot_wd_distribution function:" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "site.plot_wd_distribution(n_wd=12);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### The wind turbine object\n", - "As for the site this object contains relevant information as well as supplying usefull functions. It holds information about the power curve, ct-curve, hub height and diameter and has a plotting function to visualize the layout of the turbines including the naming:" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Original layout\n", - "plt.figure()\n", - "wt.plot(wt_x, wt_y)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Calculate AEP" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "<xarray.DataArray 'AEP [GWh]' ()>\n", - "array(682.04072529)\n" - ] - } - ], - "source": [ - "# Original AEP\n", - "aep_ref = windFarmModel(wt_x,wt_y).aep().sum()\n", - "print (aep_ref)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise: Improve the AEP by modifying turbine locations.\n", - "\n", - "Modify the x and y offsets for the rows and columns to increase the AEP.\n", - "\n", - "Note, the turbines positions are limited by a rectangle surrounding the existing layout" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "# Here we define a function to print and plot your new layout. No need to change anything here\n", - "def add_offset_plot_and_print(row_offset_x, row_offset_y, col_offset_x, col_offset_y):\n", - " x,y = wt_x, wt_y\n", - " y = np.reshape(y,(10,8)).astype(float)\n", - " x = np.reshape(x,(10,8)).astype(float)\n", - "\n", - " x+= np.array(row_offset_x)\n", - " y+= np.array(row_offset_y)\n", - " x+= np.array(col_offset_x)[:,np.newaxis]\n", - " y+= np.array(col_offset_y)[:,np.newaxis]\n", - " y = np.maximum(min(wt_y), np.minimum(max(wt_y), y.flatten()))\n", - " x = np.maximum(min(wt_x), np.minimum(max(wt_x), x.flatten()))\n", - "\n", - " plt.plot()\n", - " plt.plot(wt_x, wt_y,'b.')\n", - " wt.plot(x, y)\n", - " aep = windFarmModel(x,y).aep().sum()\n", - " print (\"AEP ref\", aep_ref.values)\n", - " print (\"AEP\", aep.values)\n", - " print (\"Increase: %f %%\"%((aep-aep_ref)/aep_ref*100))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now try to modify the row and column offsets and see if you can improve the AEP" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AEP ref 682.0407252944838\n", - "AEP 682.2122958662208\n", - "Increase: 0.025155 %\n" - ] + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Experiment: Improve Hornsrev 1 layout" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Import supporting libraries like NumPy and Matplotlib" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Install PyWake if needed\n", + "try:\n", + " import py_wake\n", + "except ModuleNotFoundError:\n", + " !pip install git+https://gitlab.windenergy.dtu.dk/TOPFARM/PyWake.git" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Import and instantiate relevant PyWake objects\n", + "We operate with four fundamental objects in PyWake, namely `Site`, `WindTurbines` and `WindFarmModel`, as explained here: https://topfarm.pages.windenergy.dtu.dk/PyWake/notebooks/Introduction.html." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from py_wake.examples.data.hornsrev1 import V80 # The farm is comprised of 80 V80 turbines which\n", + "from py_wake.examples.data.hornsrev1 import Hornsrev1Site # We work with the Horns Rev 1 site, which comes already set up with PyWake.\n", + "from py_wake.examples.data.hornsrev1 import wt_x, wt_y # The existing layout coordinates are also available from PyWake \n", + "# PyWake acts a library for multiple model combinations. \n", + "# BastankhahGaussian combines the engineering wind farm model, `PropagateDownwind` with \n", + "# the `BastankhahGaussianDeficit` wake deficit model and the `SquaredSum` super position model \n", + "from py_wake import BastankhahGaussian \n", + "\n", + "# After we import the objects we instatiate them:\n", + "site = Hornsrev1Site() \n", + "wt = V80()\n", + "windFarmModel = BastankhahGaussian(site, wt)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The site object\n", + "There are multiple functionalities available from the site object as well as wind conditions, probability and geometry of the wind farm. We can e.g. plot the wind rose with a specific number of bins by using the plot_wd_distribution function:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "site.plot_wd_distribution(n_wd=12);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The wind turbine object\n", + "As for the site this object contains relevant information as well as supplying usefull functions. It holds information about the power curve, ct-curve, hub height and diameter and has a plotting function to visualize the layout of the turbines including the naming:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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D2V1m8+fPZ9SoUZw8eZKYmBgSExNJSkpi/fr1bN68+ZLjQtXtu4emyBiGYVylAwcOICI8/PDDLF682C2FZtiwYaxbt469e/eSn59Pr169WLp0Kbfddhv+/v74+/szePBgtm/fTv369cnIyCj97k5iYiJNmzat9Dq4kykyhmEYV6lfv34MGjSIbt26MXz4cM6cOVPp5/T392fAgAE89dRTjBo1CoAWLVqwadMm7HY7RUVFbNq0iU6dOiEi3HXXXaXfA5o9ezYPPfTQLz19lTNFxjAMww1at27NHXfc4ZbnGjVqFAcOHGDkyJGA8wulbdu2pVu3bvTo0YMePXrw4IMPAs5z0n388cfcdNNNpKWl8fvf/94t6+Au1ecMboZhGAYAv/rVry4ab/Hw8OCLLy51LmHnSWxLzhxeHZktGcMwDMMypsgYhmEYljFFxjAMo4xLHRZ8vbuWbTJFxjAMw6VWrVqkpaXdUIVG1Xk9GavPUPJzzMC/YRiGS8k1okqui3OjKLky5rVgioxhGIaLl5fXNbl65I3M7C4zDMMwLGOKjGEYhmEZU2QMwzAMy5giYxiGYVjGFBnDMAzDMhUqMiJSV0QWi8hREYkRkb7l5ncUkW0iYhORl8vNixeRQyKyX0R2l5n+iIgcERGHiISUe8xfReSkiBwTkUGVaaBhGIZx7VT0EObJwHeqOlxEvAHfcvMvAH8Ehv3M4+9S1dRy0w4DDwMXnfVNRDoDI4EuQFNgrYi0V9XiCq6rYRiGUU1ctsiISADQH/gdgKoWAoVll1HVZCBZRO6vaLCqxriev/ysh4D5qmoD4kTkJHALsK2iz32txMbGMn78eDIzM0uv72Cl6Oho3nrrLerVq0dYWBjDhw+3PLN8G1999VUyMzPZsWMH77//PoMGuXfDMzIykpUrV5KcnMyYMWP45JNPaNmyJf7+/nz00UduzQLnddAnT55MamoqYWFhZGdnc/z4cVJSUpg5cyZBQUFuzwTIzc2lf//+vP322xw/fpy5c+cyZ84cunbtanne9u3bSU5OxsPDg4kTJ+LrW/4zZOVt3LiRcePG0aVLF0aOHMmqVass7TcOh4Nx48aRlZVFSEgI8+fPt7TfAERFRREREYHdbic6Opphw4ZVSd+p7iqyJdMGSAFmikgPYA/wJ1XNrWCGAt+LiAJfqOqXl1m+GbC9zP1E17SLiMizwLPgvKBPddCmTRvCw8Or5M0eYNWqVYwdO5bQ0FCGDh1aJbnl2zhhwgQAHnjgAe6++2635w0bNoxhw4aRnp7Oyy+/jK+vLw6Hg0aNGrk9C6BTp05MnToVh8PBM888Q3h4OACffPIJCQkJlr1RTJgwgREjRgDw0ksvkZWVZUnOpfIOHz5MZGQkCxcuZMmSJTz22GNuzxMR/P39KSgoIDg42PJ+s2zZMpKSkggKCiI4ONjyfgMQGhpKaGgokZGR9OnTh+eeew6wvu9UdxUZk/EEegFTVPVmIBd47Qoy7lDVXsBgYIyI9L/M8pe6QPVPTiSkql+qaoiqhjRo0OAKVufG8fjjjzN//nz+8pe/kJaWds3WY+fOnfTq1QsPDw/LMt555x3GjBnDokWL+PLLLzl79iwHDx60JGv58uX069ePsLAwCgsLefrpp1m5ciUtW7a0JG/t2rV07tzZ0jfAX8p7+OGHGTt2LFFRUSQmJlqSGRoayqpVq5gwYQJvvvkmYG2/OXbsGH379uXjjz9mypQpVdJvSsybN49Ro0ZVSd+5HlRkSyYRSFTVHa77i7mCIqOqZ1y/k0VkKc5dX5svk9e8zP1goPLXNLWAqqKq1KhRdQfpFRcXl74oGzZsyOeff05xcTEPP/ywJXkOhwMRudRuzVLTp0/nb3/7m9syy7ZRVXnttdcYPHgwvXr1Kl2mYcOG5OTkuCWvfBuHDh3K0KFDuf/++/ntb3/L9OnTWbhwIcuWLWP06NGVzlNVHA5HaRs3bNhAbm4u0dHR+Pj4MGTIkEpnlFdcXEyNGjUQkZ/kLV26lCeeeILw8HDq1avnlrzyr42S34GBgdhsNsDafhMcHIy3tzfgvOBXSb47+82lXv+nT5+mTp06BAQEALi971yPLltkVPWciCSISAdVPQaEAdEVeXIR8QNqqGq26/a9wD8u87DlwDwR+RjnwH87oFpd9k1V2bhxI1u3bgXg1ltvJSwsjAsXLvD666+zb98+3nvvPf7617+6LfP8+fMsWrSICxcu0LBhQ0aMGEFWVhbvvvsuubm5/OUvf3FbFjjfeFetWsW+ffuoUaMGd911F3379iUtLe2iNr744oukpaXRqlWrSmf++OOPLFmyhOzsbJo3b84jjzzCjBkzWLt2LZmZmZw8eZJt27bh6+uL3W7nlVdeqVSe3W4nMjKSmJgYvLy8GDx4MOnp6SxZsgSbzcaQIUN49dVXycvLIz09nYkTJ1a6jceOHWP58uUUFBTQtm1bfv3rXzN+/HgAZs2aRf369fnPf/7DihUriImJ4Y033qBbt25XnVdQUMDixYuJi4vDx8eHhx566Cd5n376KcePH8fDw4PJkydXuo379u1j9erVFBUV0aVLFx566CGWLVvG6tWrycjI4MUXXyQ7O9tt/SYrK4tFixaRlJREQEAAv/71ry/aOuvfvz+jR492W78B2LJlC5s2bUJVCQkJYdCgQYgI4eHhPPnkkwBu7zvXrZJq/Es/QE9gN3AQiAQCgeeB513zG+PcAskCMly3A3CO5xxw/RwBXi/znL9yLWcDzgOry8x7HTgFHAMGX279evfurVUpJiZGP//8c83OztacnBydMmWKHjp0yLI8h8OhkydP1n379qnD4dCtW7fql19+aVmequrOnTs1PDxc8/PzNT09XT/55BONj4+3LK+wsFA//PBDPX78uBYXF+v333+vX331lWV5qqrr1q3Tr776SgsLC/X8+fP64YcfakpKimV5WVlZOmHCBE1ISFC73a5Lly7VFStWWJanqhoZGanLli1Tu92uP/74o06YMEFzcnIsyzt37px+9NFHmpKSooWFhRoREaGbNm2yLE9Vde7cubpu3TotLi7Wo0eP6kcffaR2u92yvFOnTunkyZM1MzNT8/LydNq0abp3717L8qwE7NYK1IDK/FRoP4+q7lfn+Ed3VR2mqumqOlVVp7rmn1PVYFUNUNW6rttZqhqrqj1cP11UdXyZ51zqWq6mqjZS1UFl5o1X1baq2kFVV11h3bTc+fPn6dChA/7+/vj5+dGpUyfOnz9vWZ7dbicrK4sePXogIvTu3dvSPHC2sWvXrtSqVYu6dety0003WZqZnZ2Nl5cX7dq1o0aNGvTq1cvyNiYnJ9OjRw+8vLxo2LAhzZo1s/QU7xcuXKB+/foEBwfj4eFBz549q6SNJeMeLVq0oG7duqSnp1uWl5KSQosWLahfvz5eXl5069atSvpq7969qVGjBh06dABw2y6xn8tr164dAQEB+Pj40LlzZ8vbeD0z3/i/Co0bN+bo0aNkZWWRnZ1NdHQ0TZo0sSzP09OTOnXqsG/fPoqLi9m1axeNGze2LA+cbTx06BB5eXlcuHCBkydPWppZu3ZtioqKOHr0KMXFxezevdvyNjZq1Ih9+/ZRWFjIuXPnSExMpGHDhpbl1atXj9TUVE6fPk1RURF79+6tkv/jnj17sNvtxMfHk5mZaelRTg0bNuTHH3/k/Pnz2Gw2Dhw4UCVt3LVrF8XFxURHO/fk+/v7W5p3/Phx0tPTyc3N5ciRI5a38XomegNcAS4kJER37959+QXdaPPmzWzZsgWAvn37MmDAgF8cHK+s5ORkvv76a1JSUmjSpAnDhw8nMDDQsjxVZfXq1ezZswcPDw/uuusubr31VsvyABISEli6dCkZGRm0bNmS4cOH4+fnZ1me3W7nm2++4ciRI9SsWZPBgwdb9r2UEidOnGD58uXk5eXRvn17hg0bRs2aNS3LKygoYOnSpZw8eRI/Pz8eeugh2rZta1kewIEDB1i9ejWFhYV069aNBx54wNIjD7Ozs/n66685ffo0gYGBPPzwwzRr9pNvPbjVtm3b2LhxIw6Hgz59+nDPPfdY+vq3iojsUdWQyy9ZiQxTZK5eyd+uKjuXqlZ5Htz4bazqNwjTxhsjD6r2teFuVVFkzJUxK+FadK6qzjRtvDEyTRuv/7zrlRmTMQzDMCxjioxhGIZhGVNkDMMwDMuYImMYhmFYxhQZwzAMwzKmyBiGYRiWMUXGMAzDsIwpMoZhGIZlTJExDMMwLGOKjGEYhmEZU2QMwzAMy5giYxiGYVimQkVGROqKyGIROSoiMSLSt9z8jiKyTURsIvJyuXnxInJIRPaLyO4y04NEZI2InHD9DnRNbyUi+a7l94vIVHc01DAMw6h6FT0L82TgO1UdLiLegG+5+ReAPwLDfubxd6lqarlprwHrVPV9EXnNdf9V17xTqtqzgutmGIZhVFOX3ZIRkQCgPxAOoKqFqppRdhlVTVbVXUDRFWQ/BMx23Z7NzxcowzAM4zpVkd1lbYAUYKaI7BOR6SJyJZcrVOB7EdkjIs+Wmd5IVc8CuH6Xve5ta1fWJhEJvdSTisizIrJbRHZbeV12wzAM4+pVpMh4Ar2AKap6M5CLc9dWRd2hqr2AwcAYEel/meXPAi1cWS8B81xbUxdR1S9VNURVQxo0aHAFq2MYhmFUlYoUmUQgUVV3uO4vxll0KkRVz7h+JwNLgVtcs86LSBMA1+9k13I2VU1z3d4DnALaVzTPMAzDqD4uO/CvqudEJEFEOqjqMSAMiK7Ik7t2q9VQ1WzX7XuBf7hmLwdGA++7fi9zPaYBcEFVi0WkDdAOiL3Cdl1zkZGRrFy5kuTkZMaMGcO9995reWZsbCzjx48nMzOTxYsXM2/ePDZs2IDNZmPKlCn4+V3JXs4rz/vnP/9JXFwc6enpfPbZZwQHB7s1r/zf1NfXl/nz5+Pp6cmrr75KkyZN3JoHEBMTw+TJk0lNTSUsLIwXXniB8PBw5syZw6ZNm9yeB5Cbm0v//v15++23+frrrwFwOBzMmDEDDw8Pt+dt3LiRcePG0aVLF0aOHMmZM2cs7Tfl86KioiztN+D8+40bN46srCxCQkJo27atpX0nKiqKiIgI7HY70dHRbN261fJ+U11V9HsyY4EIETkI9ATeFZHnReR5ABFpLCKJOHdvvSEiia5dXI2ALSJyANgJrFTV71zP+T5wj4icAO5x3QfnQQYHXY9ZDDyvqhcq3dIqNmzYMKZNm8asWbNYsGBBlWS2adOG8PDw0vtLly5l2rRpjBgxgiVLllied/DgQWbMmMGIESM4dOiQ2/PK/00nTZqEn58fvr6+BAUFuT0PoFOnTkydOpWFCxeye/du4uLiSEtLw8pdtBMmTGDEiBEAzJw5k5kzZ1K3bl3OnDljSZ6I4O/vT0FBAcHBwZb3m/J5VvcbgGXLlpGUlISXlxfBwcGW953Q0FCmTp3KAw88wOjRo6uk31Rbqnrd//Tu3Vurq5deekn37NlTpZm//vWvVVX1kUceUVXVgwcP6rvvvmt53hdffKF33XWX9u/fX7OysizLK/mb3nTTTVpUVKQrVqzQ8PBwy/KWLVumffv21YiICB0zZozabLbSNrvbmjVr9KuvvtKZM2fqN998o6qqMTEx+txzz1mSp6paXFysqqrnzp3T3/72t5b3m/J5VdFv3nvvPZ06daqqOvtrVfWdRx55RDMzMy3vN1cL2K0Wvz9X9Hsyxi8oLCxk7dq1nDt3joYNG3L33XdTs2ZNXnvtNQYPHkyvXhUewqqwY8eOsWPHDkSE22+/nbZt2/7ssqdPn670Loi8vDzWrFlDWloawcHBDBw4EE/Pi7vPihUrWL9+PVu2bCE8PJw///nPlcrcv38/+/fvx9vbmzvvvJOmTZte9Dft1KkTnp6eBAYGcvLkyUplAWRmZrJmzRqysrJo27YtoaGh1KhRg6FDhzJ06FDuv/9+/P39eeWVVzhw4ADffvstQ4YMueo8VWX79u0cPXoUX19fwsLC2LBhA7m5uURHR+Pj40OLFi349NNP+fe//13p9gGkpKSwbt068vPz6dy5M7fccgs1ajh3aAQGBmKz2Urvu6PfOBwONm/eTGxsLHXq1OGee+4hICDgojx395vExEQ2bdpEUVERN998Mz169CA4OBhvb28APDw83Np3ioqKWL9+PUlJSdSrV497770XHx8fTp8+TZ06dUhOTiYlJcVt/eZ6I85idn0LCQnR3bt3X35BiyxcuBAPDw9CQkLYv38/OTk5pKWlMXv2bPr06UPPnj15/vnn3Zb3448/snjxYoYMGUJxcTGrVq3isccew9vbm9dff501a9bw9NNP07JlS6KiosjPz+fzzz+/6n3rqsqMGTNo0qQJXbp0Ydu2bfj4+NCvX7+L8jIzM8nIyCAlJYW///3v9OjR46rbGB0dzZo1axgyZAg5OTmsXbsWh8PBwoULS/+mQUFBbNiwgZycHD7++ONK7Yqw2+1MmTKFbt260apVKzZs2EDLli2pUaMGS5YswWaz0b17d8aMGQPA8OHDWbx48VXnAezYsYN9+/Zx7733cv78ebZt28YLL7yAj48Ps2bNIigoiOeee47Bgwfj7e3NG2+8Uak3/by8PKZMmUK/fv1o0KABq1evJiQkhISEBFavXk1GRgYvvPACZ86ccUu/AVi7di1JSUnceeedxMXFER0dTaNGjVizZk1p3nfffee2fpOens706dO555578PPzY+XKldx33320aNGCsWPH4uvrS8eOHWnQoIHb+k5kZCQ2m43bbruNw4cPk5yczJNPPsmbb77JoEGDuP3220uXdUe/cScR2aOqIZaGWL2pVBU/13J3mcPh0H/84x9qs9lU1bkr4B//+Ifa7XbLMtesWaMbN24svf/dd99pVFSUZXm5ubn63nvvqcPhUFXVrKws/eCDDyzLU1VdunTpRbsZFy9erPv377cs79y5c/qvf/2r9H5SUpJOmTLFsjxV1Tlz5ujx48dL78+cOVNPnTplWd6JEyd09uzZpfePHj2qc+fOtSxPVfXzzz/Xs2fPlt7/9NNPNTk52bK8vXv36pIlS0rv79q1SyMjIy3LU1V9//33NScnR1Wd7wfvvvuu5ufnW5rpLlTB7jJzgsxKKhnELBmUPXfuHDVr1izd5WAFf39/zp49i6ricDg4d+6c248AKsvb2xtVJTXVeWagM2fOWJoH4Ofnx5kzZ1BVioqKSE5OtjTT19eXnJwcsrKygKptI0B+fj4XLlywNNPPz4+0tDQKCgqAqm9jZmYmubm5+PqWPyuVe/POnz+P3W5HVTlz5gz+/v6W5ZVklrSx5IvhXl5elmZeT8zuMjc4efIkS5cuJSgoiLS0NIYOHUrHjh0tyysqKiIiIoLc3FwcDgf16tXjN7/5jSWHt5Y4ePAg3333HfXq1ePChQuMGDGCli1bWpaXl5fHnDlzACgoKKB169YMHToUEbEsc9u2bWzZsoWgoCAyMzN57LHHaNiw4eUfeJUyMjKYPXs2vr6+ZGVl0bNnT8LCwizLA1izZg0HDx4kICCA/Px8Ro8eTZ06dSzLO3fuHBEREdStW5cLFy7Qv39/br31VsvyVJXIyEh+/PFHatWqhYjwxBNP4OPjY1lmfHw8ixYtKn39DxkyhK5du1qW505VsbvMFBk3KRmHCQoKonbt2pbnORwOzp49i4jQpEkTS998S5SMuTRo0MDST6Ml7HY7Z8+exdvbm4YNG1ZJGy9cuEB2djaNGjWiVq1alucVFhZy7tw5fH19qV+/vuV54Py0nZ+fT+PGjUsHw61UUFDA+fPnCQgIIDAw0PI8VeX8+fMUFRXRpEmTnxygYoXc3FxSU1MJDAwsPbDhemCKTAVVhyJjGIZxvamKImPGZAzDMAzLmCJjGIZhWMYUGcMwDMMypsgYhmEYljFFxjAMw7CMKTKGYRiGZUyRMQzDMCxjioxhGIZhGVNkDMMwDMuYImMYhmFYpkJFRkTqishiETkqIjEi0rfc/I4isk1EbCLycrl58SJySET2i8juMtODRGSNiJxw/Q4sM++vInJSRI6JyKDKNtIwDMO4Niq6JTMZ+E5VOwI9gJhy8y8AfwQ++pnH36WqPcudI+c1YJ2qtgPWue4jIp2BkUAX4D7g3yJi3emFDcMwDMtctsiISADQHwgHUNVCVc0ou4yqJqvqLqDoCrIfAma7bs8GhpWZPl9VbaoaB5wEbrmC5zUMwzCqiYpsybQBUoCZIrJPRKaLyJVc6UiB70Vkj4g8W2Z6I1U9C+D6XXLhjmZAQpnlEl3TLiIiz4rIbhHZXXKhIMMwDKN6qUiR8QR6AVNU9WYgF9eurQq6Q1V7AYOBMSLS/zLLX+qiIT+5HoGqfqmqIaoaUpnrcxuGYRjWqUiRSQQSVXWH6/5inEWnQlT1jOt3MrCU/+76Oi8iTQBcv5PL5DUv8xTBwJmK5hmGYRjVx2WLjKqeAxJEpINrUhgQXZEnFxE/Ealdchu4Fzjsmr0cGO26PRpYVmb6SBGpKSKtgXbAzorkGYZhGNVLRa9LOhaIEBFvIBZ4UkSeB1DVqSLSGNgNBAAOEfkz0BmoDyx1XTbXE5inqt+5nvN9YKGI/B44DTzier4jIrIQZyGzA2NUtbjSLTUMwzCqnLn8chWJiYlh8uTJpKamEhYWxgsvvGBpXmxsLOPHjyczM5PFixfz8ccfM3fuXObMmUPXrl2rJPONN94gOTkZDw8PJk6ciK+vr1vzIiMjWblyJcnJyYwZM4Z169aRmZnJjh07eP/99xk0yL1fsSr/P1y+fDktW7bE39+fjz76uaP3Ky83N5f+/fvz9ttvEx0dzfHjx0lJSWHmzJkEBQW5NWvjxo2MGzeOLl26MHLkSPbu3Wt5vymfuXbtWkv7jcPhYNy4cWRlZRESEkJ0dLSl/QYgKiqKiIgI7HY70dHR1KlTp0r6zuVUxeWXK7olY1RSp06dmDp1Kg6Hg2eeecbyvDZt2hAeHs7w4cMBeOmll8jKyqrSzMOHDxMZGcnChQtZsmQJjz32mFvzhg0bxrBhw0hPT+fll18mPDwcgAceeIC7777brVnw0/+hr68vDoeDRo0auT2rrAkTJjBixAgAXnnlFQA++eQTEhIS3F5kRAR/f38KCgoIDg5mwIABlveb8plW95tly5aRlJREUFAQwcHBjB7t3GtvVb8BCA0NJTQ0lMjISPr06cP3339fJX2nOjCnlalCy5cvp1+/foSFhV3rVakSDz/8MGPHjiUqKorExETLct555x3GjBkDwM6dO+nVqxceHtZ8f7fs/3DRokV8+eWXnD17loMHD1qSt3btWjp37lz6ZlRYWMjTTz/NypUradmypdvzQkNDWbVqFRMmTODNN990+/NXJNPqfnPs2DH69u3Lxx9/zJQpUwDr+02JefPmMWrUqCrpO9WF2ZKxQEZGBgcOHEBE6NmzJwEBAQAMHTqUoUOHcv/99/Pb3/7WbXmqyoEDB0hLSyM4OJgOHTpc/kGVlJKSwuHDh/H29qZXr174+Pj8ZJknnniCJ554gvDwcOrVq1epvOLiYvbt20dmZiZt2rShdevWqCqvvfYagwcPplcv5wGP06dP529/+1ulskokJSVx7NgxfH196d27N15eXpf8HzZs2JCcnJxK5xUWFrJ3717y8vLo0KEDzZo1Y8OGDeTm5hIdHY2Pjw9Dhgxh+vTpLFy4kGXLlpV+Cr9acXFxxMbGUqdOHW6++ebSN9nAwEBsNlul21Refn4+e/bsoaioiK5du9KgQQNq1KhxUaY7+w04i0piYiL169ene/fuBAcH4+3tDVDaXnf2m6ysLPbv34+q0qNHD+rWrQvA6dOnqVOnTun7Abiv71RnZkzGzTIyMggPD6dLly4UFxdz7NgxnnnmGfbs2cOSJUuw2Wx079699JO3O3zzzTckJydz0003cfDgQUJCQmjfvj2vv/46a9as4emnn6Zp06Z89tlntG3bljfeeINu3bpddd7Zs2eZO3cuN998Mzk5OSQlJfH000+Tk5NzUaaPjw/Hjx/Hw8ODyZMnl76ZXClVZf78+djtdpo3b87evXu555572LBhA7Nnz6ZPnz707NmTRx99lN/97nd8/fXXV922EqdOnWLp0qX07t2b5ORkcnJyaNWqFcuWLSv9H+7cuRNfX1/sdjtffPHFVbcPnEV01qxZ1K5dmwYNGrB7925+/etf06ZNGwBmzZpF/fr1iYqKIi8vj/T0dCZOnFip3S0HDx5k3bp13HzzzSQkJODl5YWXlxfff/89GRkZvPDCC/z4449u6zc2m41p06YRHByMv78/+/bt4/HHH2fr1q2sXr26NHP//v1u6TcAW7duZc+ePXTv3p0TJ07QuHFjBg4cyNixY/H19aVjx4488cQTbus32dnZTJs2jQ4dOlCjRg2io6P5/e9/T926dXnzzTcZNGgQt99+O6NHj3Zb36mMqhiTQVWv+5/evXtrdbFhwwZdtWpV6f1ly5bp1q1bLcsrKCjQd955R202m6qqJicn68SJEy3LU1Vdvny5btmypfT+3Llz9dChQ5blpaam6sSJE9Vut6uq6qlTp/SLL76wLE9Vdd68eXrgwAFVVXU4HDp16lSNi4uzLC8uLk6nTp2qDodDVVX379+v8+bNsyxPVfWLL77Q2NhYVVW12+06ceJETU1NtSzv4MGDGhERUXp/y5Yt+s0331iWp6r60UcfaUpKiqr+9LVihR9++EGXLVtWen/VqlW6ceNGy/IqC9itFr8/mzEZNxMRHA5H6f2yt63KK5tjdV5J5rVoo7q2uh0OR+k0KzPLt9HKTBEpbV9V5JVklrSx5A3B6jZW5d+0fGbZv6+VeVX9f6zuzJiMm918881Mnz6d4uJiHA4H8fHx3HPPPZbllYyJzJ49m7Zt23LkyBFCQ0MtywO45ZZbmD17Njk5OaU/7du3tywvMDCQ5s2b85///IfmzZtz4MABBg8ebFkewG233caiRYtITk4mJSUFX19fmjdvfvkHXqXg4GBq1arFvHnzaNCgAQcOHCg9oswqt99+O5GRkfTo0YOEhARatGhBYGDg5R94ldq3b09UVBSLFi3C39+fw4cPV3pM6XL69evHV199RZcuXTh16hS9e/cuHY+xQvfu3Zk2bRrLli2jRo0anDhxgqefftqyvOuBGZOxQFZWFocPH0ZE6N69O35+V3I+0SunqkRHR5OamkpwcDBt27a1NA/gwoULREdH4+XlRc+ePalZs6aleQ6Hg4MHD5KVlUXr1q0tfcMvce7cOU6cOIGPjw89e/bE09Paz2R2u539+/eTn59P+/btq+Tw1oSEBOLi4ggICKB79+6Wjw0UFBRw4MABioqK6Ny5s9sPwb6UU6dOlQ78d+7c2fIti5ycnNIjxrp160bt2rUtzauMqhiTMUXGMAzjf1RVFBkzJmMYhmFYxhQZwzAMwzKmyBiGYRiWMUXGMAzDsIwpMoZhGIZlTJExDMMwLGOKjGEYhmGZChUZEakrIotF5KiIxIhI33LzO4rINhGxicjLl3i8h4jsE5EVZab1cD3mkIh8IyIBrumtRCRfRPa7fqZWtpGGYRjGtVHRrzBPBr5T1eGuSzCXv1TdBeCPwLCfefyfgBicl2cuMR14WVU3ichTwF+Aca55p1S1ZwXXzTAMw6imLrsl49rC6A+EA6hqoapmlF1GVZNVdRdQdInHBwP34ywqZXUANrturwF+faUrbxiGYVRvFdld1gZIAWa6dnlNF5ErORnXJOAVoPypeg8DQ123HwHKnoyqtStrk4hc8myPIvKsiOwWkd0pKSlXsDqGYRhGValIkfEEegFTVPVmIBd4rSJPLiIPAMmquucSs58CxojIHqA2UOiafhZo4cp6CZhXMl5Tlqp+qaohqhrSoEGDiqyOYRiGUcUqUmQSgURV3eG6vxhn0amIO4ChIhIPzAcGishcAFU9qqr3qmpv4CvglGu6TVXTXLf3uKZbdx55wzAMwzKXLTKqeg5IEJGSC8eHAdEVeXJV/auqBqtqK2AksF5VHwMQkYau3zWAN4CprvsNRMTDdbsN0A6IvZJGGYZhGNVDRY8uGwtEuI4siwWeFJHnAVR1qog0BnbjPHrMISJ/BjqratYvPOcoESm50P0SYKbrdn/gHyJiB4qB51X1wpU0yjAMw6gezPVkDMMw/keZ68kYhmEY1zVTZAzDMAzLWHvRcuNn5ebm0r9/f95++20eeOABy/NiY2MZP348mZmZLF68mCeffBIAh8PBjBkz8PDwcGteZGQkK1euJDk5mTFjxpCamsqGDRuw2WxMmTIFP78r+arVleft2LGDuLg40tPT+eyzzwgODnZrHkBMTAyTJ08mNTWVsLAwunXrxvz58/H09OTVV1+lSZMmbs8s32/Cw8OZM2cOmzZtcnsWwMaNGxk3bhxdunRh5MiRzJ49G7Cu3zgcDsaNG0dWVhYhISF4eXlZ2m8ulXn69GlL+05UVBQRERHY7Xaio6P54IMPLO8315LZkrlGJkyYwIgRI6osr02bNoSHh5fenzlzJjNnzqRu3bqcOXPG7XnDhg1j2rRpzJo1iwULFrB06VKmTZvGiBEjWLJkieV5Bw8eZMaMGYwYMYJDhw65PQ+gU6dOTJ06lYULF7J7924mTZqEn58fvr6+BAUFWZJZtt/ExcWRlpaGld8TExH8/f0pKCggODjY8n6zbNkykpKS8PLyIjg42PJ+c6lMq/tOaGgoU6dO5YEHHmD06NFV0m+uJVNkroG1a9fSuXNnGjVqdE3X4+jRo9hsNpo3b375ha/SO++8w5gxYxARAFq2bEliYqLleffccw8DBw5k6tSp9OvXz7K85cuX069fP8LCwjhw4ADjx4/njjvuICIiwu1ZZfuNw+Fg4sSJ/PnPf3Z7TlmhoaGsWrWKCRMm8OabbwLW9ptjx47Rt29fPv74Y6ZMmVIl/aZ8ZlX1nXnz5jFq1CjL+821ZnaXVYHz58+TlpZG48aNCQoKYsOGDeTm5hIdHY2Pjw9DhgyhRg331fuCggLi4+Px8vKidevWl3zuw4cPM2nSJP7973+7JTMpKYnMzEyCg4MJCAhAVXnttdcYPHgwvXr997u7p0+fdsvuh9zcXE6fPo2vry8tWrQAuCjvrbfeYv369WzZsoXw8PBKvxmrKqdPnyYvL48WLVqU7rYZOnQoQ4cO5f7776dTp054enoSGBjIyZMnK9tEsrKySExMpE6dOjRr1uyifuPl5YWvry+vvPIKBw4c4Ntvv2XIkCGVynM4HMTHx1NYWEirVq2oVatWad8JDAzEZrO5vd9cuHCBc+fOUa9ePRo1akRwcDDe3t4AeHh4UHL0q7v6jd1uJy4uDlWldevWpVsvZTNXrFjh1r6TnJxMamoqDRs2pH79+oCzPXXq1CEgIMDt/aa6MYcwW2znzp1ERUURHBzM6dOnGTp0KB06OL/XOmvWLOrXr+/WMZns7GxmzpxJYGAgeXl5+Pv7M2rUKNLT03n99ddZs2YNTz31FP/6178YPHgw3t7evPHGG5V6Aa9fv56DBw/SuHFjEhISGDlyJEuXLmX27Nn06dOHnj17EhAQQFRUFPn5+Xz++eeV2reemprK7NmzadKkCRcuXKB58+bEx8czZ86c0rz4+HgyMjJISUnh73//Oz169LjqPFVl+fLlJCQkEBQUxNmzZ3niiSc4cuQIS5YswWaz0b17dxo0aMCGDRvIycnh448/rtRurISEBObPn0/z5s05d+4c3bp1IywsDPhpvxk+fDiLFy++6ixwFpj58+eTlZWFn58fFy5c4KmnnmLNmjWsXr2ajIwMnnvuOR599FG39Zvjx4+zbNkyWrRoQWJiIv369aNbt26MHTsWX19fOnbsSGBgoNv6TVFREbNnz0ZEqFGjBjabjSeffJLi4uKLMhMSEtzWd/bt28e6deto3rw5p0+fZsiQIXTp0oU333yTQYMGcfvtt7Nw4UK39ZsrVRWHMKOq1/1P7969tToqKirS8ePHa3p6uqqqxsfH6+TJky3N/O677/S7775TVdXi4mKdNm2axsTEWJaXmZmp77//vubm5qqq6qFDh3TGjBmW5amqLlq0SH/44QdVVS0sLNTJkydrYmKiZXmJiYk6adIkLSwsVFXVrVu36qJFiyzLU1WdMWOGHjx4UFVV8/LydMKECZqRkWFZXkxMjE6bNk2Li4tVVXX16tW6atUqy/JUVSdPnqxxcXGqqpqRkaHjx4/XoqIiy/J27typ8+bNU4fDoQ6HQxcvXqxbtmyxLM/hcOi7776rKSkpqqqalJSkH374oWV5VwPYrRa/P5sxGQvZ7XYAAgKc5/cs2eVgpYKCAgIDAwGoUaMGdevWtTTTZrPh4+ODj48PUDVttNlspW308vKidu3alrexdu3aeHl5AVXfxlq1alGrVi0KCwsv86jK5dWpU+cnu8esVLaNtWvXRkRKXzNW5okIImJ5G4uLi7Hb7dStWxeAoKAgbDZb6S7A/xVmTMZCtWrVomXLlixZsoROnTqxe/duunbtamlm165diYyMxNvbm5ycHOLj4xk0aJBlefXq1aNWrVqsXLmS1q1bs2XLFsvb2K1bN9asWYPdbic5OZmsrCyaNWtmWV6zZs3Iyclh3bp1NGzYkA0bNnDnnXdalgfONq5YsYLQ0FDi4+OpVauWpUcetWnThrVr17Jlyxb8/f3ZvHkzw4YNsywPnG1cunQpffr04ejRo7Ro0YJatWpZltexY8fSXckeHh7s2bOHxx57zLI8T09POnbsyNdff03Xrl3Zt28fXbt2LT2Y4X+FGZOxWGFhIZs3byYtLY1mzZpx++23u3WQ/1JOnDjB/v378fLyol+/fqWDjVbJz89n48aNZGVl0aZNG0JCQix/IR06dIiYmBh8fHy48847S7cWrZKVlcWmTZvIz8+nU6dOdOvWzdI8VWXPnj2cOnWKgIAA7rzzTnx9y1+Q1r1SU1P54YcfKCwspGfPnrRr187SPIfDwbZt20hMTKRevXr079+/dADeKmfOnGH79u2oKn369Ck9aMQqdrudqKgokpOTadKkCXfccYfbv1tUGVUxJmOKjGEYxv8oc+4ywzAM47pmioxhGIZhGVNkDMMwDMuYImMYhmFYpkJFRkTqishiETkqIjEi0rfc/I4isk1EbCLy8iUe7yEi+0RkRZlpPVyPOSQi34hIQJl5fxWRkyJyTESsO/7WMAzDsFRFt2QmA9+pakegBxBTbv4F4I/ARz/z+D9d4jHTgddUtRuwFPgLgIh0BkYCXYD7gH+LSPU55s8wDMOosMsWGdcWRn8gHEBVC1U1o+wyqpqsqruAoks8Phi4H2dRKasDsNl1ew3wa9fth4D5qmpT1TjgJHBLRRtkGIZhVB8V2ZJpA6QAM127vKaLyJWcpW4S8ArgKDf9MDDUdfsRoOS84c2AhDLLJbqmGYZhGNeZihQZT6AXMEVVbwZygdcq8uQi8gCQrKp7LjH7KWCMiOwBagMlJ2a61FfFf/KNURF5VkR2i8julJSUiqyOYRiGUcUqUmQSgURV3eG6vxhn0amIO4ChIhIPzAcGishcAFU9qqr3qmpv4CvgVJm8sldDCgZ+cgk+Vf1SVUNUNaQqT41tGIZhVNxli4yqngMSRKSDa1IYEF2RJ1fVv6pqsKq2wjmYv15VHwMQkYau3zWAN4CproctB0aKSE0RaQ20A3ZWvEmGYRhGdVHRszCPBSJExBuIBZ4UkecBVHWqiDQGdgMBgENE/gx0VtWsX3jOUSIyxnV7CTDT9XxHRGQhzkJmB8aoavEVtsswDMOoBswJMg3DMP5HmRNkGoZhGNc1U2QMwzAMy5giYxiGYVjGFBnDMAzDMqbIGIZhGJap6CHMhkU2btzIuHHj6NKlCyNHjmTAgAGWZ8bGxjJ+/HgyMzNZvHgxH3zwAcePHyclJYWZM2cSFBTk1rzIyEhWrlxJcnIyY8aM4fDhw8ydO5c5c+bQtWtXt2b9XObmzZtJTk7Gw8ODiRMn4uvr69a8mJgYJk+eTGpqKmFhYcTHx5OZmcmOHTt4//33GTTI/ScTz83NpX///rz99tt8/vnntGzZEn9/fz766OfOU1s55fvqzp07Le03AA6Hg3HjxpGVlUVISAhpaWmW9p3yeSdOnLC03wBERUURERGB3W4nOjqa0NBQy/tOVTJF5hoTEfz9/SkoKCA4OLhKMtu0aUN4eDjDhw8H4JVXXgHgk08+ISEhwe1vFsOGDWPYsGGkp6fz8ssvEx4eTlbWL32Fyv2ZaWlpREZGsnDhQpYsWcJjjz3m1rxOnToxdepUHA4HzzzzDOHh4QA88MAD3H333W7NKjFhwgRGjBgBgK+vLw6Hg0aNGlmSBT/tqyUfiKzqNwDLli0jKSmJoKAggoODGT16tKV9p3ze0qVLLe03AKGhoYSGhhIZGUmfPn147rnnAGv7TlUyReYaCw0N5c477+T8+fO89NJLREREVPk6FBYW8oc//IH4+HiefPJJy3LeeecdxowZc/kFLcg8fPgwY8eOBaBZM2vOt7p8+XLef/99XnzxRQB27txJr1698PBw/5Uq1q5dS+fOnSkoKABg0aJF1KhRg5deeomDBw/SvXt3t2eW76szZ860vN8cO3aMvn378txzzzF8+HDCwsIsyfm5vIcfftjyflNi3rx5TJ/uPFm9lX2nqpkxmWugoKCAoiLnVRFq1HD+CwIDA7HZbJbkFRcXk5eXx8998dbb25vp06fz7LPPsmzZskrnqSr5+fnY7fbS+6+++iqDBw+mV6+Knvbuytjt9ovaWD7ziSee4LPPPqNnz5507Nix0nmqSl5eHsXF/z0ZxdChQ9m6dWvpB4Xp06fz1FNPVTqrRFFRUWlR2bBhA9u3b2fevHlMmzatdJmGDRuSk5PjljxVJTc3F4fDeQL18n3V3f0GnB94yr4OgoODCQwMBLDkDdfhcJCbm1vab8rnubvfgPP1X1hYeNG006dPU6dOHQICnNdudHffuZbMlkwVstvtLFmyhJMnT6KqhIaGkpqayurVq8nIyCj9BOxOx44dIzIyEoC6desyatQoioqKeP3119m3bx/vvfceGRkZ5OXlkZ6ezsSJEyuVV1BQwIIFCzh79iwOh4NBgwbxww8/sHbtWjIzMzl58iQ+Pj6sWLGCmJgY3njjDbp161apzH379rFq1Spq1KhB48aNGTlyJF9++eVFmQUFBRw/fhwPDw8mT55cqbzs7Gy++uorLly4AMBDDz3E+fPnWbJkCTabjSFDhpCdnU1aWhqtWrWqVFaJLVu2sHnzZkSENm3a8Pbbb+Pp6cmsWbOoX78+Tz75JL6+vtjt9tLdn5WRlpbGvHnzyMvLw8PDg+HDh7N3796L+uqrr77qtn6jqnz//ffs3r0bEaFr1648+OCDpVsSUVFR9O/fn9mzZ7ut7yQlJbFgwQKKioqoWbMmI0eO/EnepEmT3NZvHA4HkZGRHD16FFXltttuK90yCw8PL90adHffueZU9br/6d27t14PoqKiNCIiQouKijQ7O1snTZqk8fHxluXl5+frhAkTNDExUR0Oh65bt07nz59vWZ6q6rfffquRkZFaXFysaWlp+uGHH2pqaqpleWlpafrBBx9oamqqOhwOXbZsma5YscKyPFXVBQsW6Nq1a9XhcGhSUpJOmDBB8/LyLMs7ffq0fvLJJ5qVlaV2u12/+uor3bRpk2V5qqrTp0/X7du3q6rqyZMn9cMPP9Ti4mLL8o4cOaJTpkzR/Px8tdlsGh4ernv37rUsT1X1k08+0SNHjqiq6v79+/Xzzz+3NG/79u06e/ZsLSws1NzcXP3ss8/0xIkTlmZeDrBbLX5/NrvLqlBaWhodO3bE09MTf39/WrZsSVpammV5WVlZ+Pn50axZM0SELl26kJqaalkeONvYuXNnatSoQVBQEI0aNSr9xG+F9PR0GjZsSL169RAROnfubOnfFP7bRhGhadOm+Pv7k5mZaWleixYtqF27Nh4eHnTo0KFK2tilSxcA2rZtS3FxMfn5+ZbmtW3bllq1auHt7c1NN91kaV8tLi4mKyuLTp06AdClSxfS0tJ+dpeyO6SlpdG+fXu8vLzw9fWldevWlr8eqwNTZKpQcHAwe/bsIT09ncTERE6ePEnTpk0ty6tbty4FBQUcOnSInJwctm7davkRbMHBwezYsYOsrCxOnTrFuXPnLD3iqWHDhiQnJ3Py5Emys7PZsWNHlbRx27Zt5OTkcPjwYfLz80v341uhadOmxMbGkpCQQEZGBnv27KmSNm7ZsoXc3Fx27tyJr6+vJYfvls07cuQI58+fJzU1lYMHD9K8efPLP/AqeXh40KhRI3744Qdyc3OJiooiODgYkUtdM9E9goOD2bdvHxcuXODMmTMcO3asyo4ovZbMWZirkKqyfv169u3bh5eXF2FhYZZ9T6TEmTNn+Oabb8jMzKRNmzY8+OCD1KxZ07K84uJiVq1aRUxMDD4+PgwePJi2bdtalgfO7/2sWrWKvLw8OnbsyJAhQyw9KqewsJBvvvmGU6dOERAQwIMPPmj5kUfR0dGsWbOGoqIievbsSVhYmKVviLm5uSxbtozExETq1avHQw89RP369S3LA9i9ezdRUVE4HA769u3L7bffbmleRkYGkZGRnD9/niZNmjBs2LDSgXcrqCqbN29m9+7deHh4MGDAAHr27GlZXkVUxVmYTZExDMP4H2VO9W8YhmFc10yRMQzDMCxToSIjInVFZLGIHBWRGBHpW25+RxHZJiI2EXn5Eo/3EJF9IrKizLSeIrJdRPaLyG4RucU1vZWI5Lum7xeRqZVtpGEYhnFtVPTLmJOB71R1uIh4A+UPM7kA/BEY9jOP/xMQA5QdVfsAeFtVV4nIENf9Aa55p1S1ZwXXzTAMw6imLrslIyIBQH8gHEBVC1U1o+wyqpqsqruAoks8Phi4H5hebpby36JTBzhzpStvGIZhVG8V2V3WBkgBZrp2eU0XEb8ryJgEvAI4yk3/M/ChiCQAHwF/LTOvtStrk4iEXupJReRZ12623SkpKVewOoZhGEZVqUiR8QR6AVNU9WYgF3itIk8uIg8Ayaq65xKzXwD+T1WbA/+Ha0sJOAu0cGW9BMxzbU1dRFW/VNUQVQ1p0KBBRVbHMAzDqGIVKTKJQKKq7nDdX4yz6FTEHcBQEYkH5gMDRWSua95oYInr9iLgFgBVtalqmuv2HuAU0L6CeYZhGEY1ctkio6rngAQR6eCaFAZEV+TJVfWvqhqsqq2AkcB6VS256s8Z4E7X7YHACQARaSAiHq7bbYB2QGzFmmMYhmFUJxU9umwsEOE6siwWeFJEngdQ1aki0hjYjXMg3yEifwY6q+ovXcLuGWCyiHgCBcCzrun9gX+IiB0oBp5XVevOsGgYhmFYxpxWxjAM43+UOa2MYRiGcV0zRcYwDMOwjCkyhmEYhmVMkTEMwzAsY4qMYRiGYRlTZAzDMAzLmCJjGIZhWKaiX8Y0qojD4WDcuHFkZWUREhLC6NGjLc+MjY1l/PjxZGZmsnjxYgDCw8OZM2cOmzZtcnteZGQkK1euJDk5mTFjxvDVV18BzrbPmDEDDw8Pt+bFxMQwefJkUlNTCQsLo06dOmzYsAGbzcaUKVPw87uS871eXWZqaipxcXGkp6fz2WefERwc7PbM3Nxc+vfvz9tvv03dunWZP38+np6evPrqqzRp0sTteRs3bmTcuHF06dKFkSNHMmDAAEv7TfnXxsaNG0unW9FvAKKiooiIiMButxMdHc2LL75oad8pnzd48GDL+43VTJGpZpYtW0ZSUhJBQUFV1qHatGlDeHg4w4cPByAuLo60tDSsOvHosGHDGDZsGOnp6bz88svMnDkTgD/96U+cOXOG5s2buzWvU6dOTJ06FYfDwTPPPENWVhaLFi1ixYoVLFmyhMcff9yteb+U+dVXX3Ho0CFL/rcTJkxgxIgRAEyaNIm2bdvi4eFBUFCQ27MARAR/f38KCgoIDg62vN+Uf21Y3W8AQkNDCQ0NJTIykj59+rB06VJL+075vLVr11reb6xmdpdVM8eOHaNv3758/PHHTJkypcrzHQ4HEydO5M9//rPlWe+88w5jxowB4OjRo9hsNkveKACWL19Ov379CAsLQ0QAaNmyJYmJiZbklc+85557GDhwIFOnTqVfv35uz1q7di2dO3emUaNGABw4cIDx48dzxx13EBER4fY8cL4hrlq1igkTJjBu3DjL+82lXhtW95sS8+bNY9SoUVXWd0ryrO43VcFsyVQzwcHBeHt7A1iy+X85sbGxpKSk8Morr3DgwAG+/fZbhgwZ4tYMVeW1115j8ODB9OrVi8OHDzNp0iT+/e9/uzWnrKFDhzJ06FDuv//+0l0cp0+ftvSTYdlMDw8P1q9fz5YtWwgPD3f7m/GGDRvIzc0lOjoaHx8fOnXqhKenJ4GBgZw8edKtWSVq1HB+Rg0MDKSoqMjyflP+tVEV/Qac/aROnToEBARcNM2qvlM2b8WKFZb2m6pgzl12DWVkZLBq1SouXLhAixYtGDRoEHa7nbFjx+Lr60vHjh1LP+m7g6qydetWDh48SM2aNQkLC6Nly5akpaXx+uuvs2bNGp5++mn++lfn9eOGDx9eOkZztZKTk1m9ejXZ2dm0a9eOgQMH8vnnnzN79mz69OlD9+7d+ec//8ngwYPx9vbmjTfeqNSL1+FwsGHDBo4dO4afnx/33XcfMTExLFmyBJvNRvfu3QkMDCQqKor8/Hw+//zzSu9XT0hIYO3atRQUFNC1a1f69evHpk2bLspMSEggIyODlJQU/v73v9OjR4+rzisqKuL777/nxx9/pG7dugwePJjAwEAAZs2aRf369cnLy2PDhg3k5OTw8ccfV3oX1okTJ9i0aRN2u52QkBBCQkJYsmQJq1evJiMjgxdeeIEBAwYA7uk3BQUFrFq1ijNnztCwYUMGDx5MjRo1LnptvPPOO27rNwAHDx5k+/btANxxxx106dIFgDfffJNBgwZx++23M2/ePLf1nezsbL799ltSU1MJDg7mvvvuo2bNmhflvfbaa27rN5dSFecuM0XmGnE4HEyZMoVu3brRoUMHoqKi8PLy4qGHHrIsc8+ePezatYsHH3yQjIwMvv32W5555hnq1q1rSZ7NZuPzzz8nNDSU5s2b8/3339OsWTPCwsIsyQPnYHR8fDyDBg3izJkzbNy4kTFjxlCrVi1L8rKysvjiiy+47777qFevHitWrKBnz57ccsstluQBfPPNN+Tl5TFgwABOnDjBvn37+MMf/mDZlm9ycjKzZ8/moYceolatWkRGRnLPPffQqVMnS/IAvvrqK/z9/bnllls4cOAAiYmJPPXUU5blxcXFsXTpUn71q1+hqixdupRHHnmEFi1aWJKnqkybNo22bdvStWtXtm3bRlFREY888ogleT/HnCDzBpaTk0NBQQH9+/enUaNG3H333Zw6dcrSzLi4OO644w6aNWtGly5dLN+vnJqair+/P3369KFx48bcddddxMZae2mguLg4BgwYQJMmTejduzd169bl/PnzluWdOXOGZs2a0a1bN5o2bUq/fv2qpI1hYWE0atSIfv36UVxcTGZmpmV5P/74Ix07dqR9+/a0aNGCW2+91fI2xsbGcu+999KoUSPuuecezpw5Q1FRkWV5cXFx9OrVi9atW9OmTRt69OhBfHy8ZXkFBQWkpaUxcOBAGjVqxL333mv53/RaMUXmGvHx8aGoqIhz584Bzk5ep04dSzNr165NXFwcqkp+fj5nz561NNPf35+MjAwyMjKAqmljQEAAcXFxgHMr48KFC9SuXdvSvPPnz5OXl4eqEhcXd9G+e6syS9qYkpJCQUGBJYdhl81LSkqisLAQh8PBjz/+WKVtTEhIoGbNmnh6WjeEHBAQwOnTpykuLsZut5OQkGBpG2vWrEmNGjVISkoCqJJ+c62Y3WXX0JEjR1ixYgX+/v7YbDYeffTR0qODrJCfn8/cuXPJy8vDZrPRq1cv7r77bsvyAHbt2sX69evx8/NDVXn88cct2z0HkJmZydy5c3E4HOTl5XHnnXdy2223WZYHzkH3nTt34uPjQ82aNXn88cfx9fW1LC85OZmIiAi8vb3Jyclh8ODBdO/e3bI8VWXFihUcPXoUT09P6tWrx6hRo/Dy8rIsMyEhgQULFuDj40Nubi4PP/wwN910k2V5xcXFLF68mKSkJFSVFi1a8Otf/7r04AYrHD9+nMjISPz8/CgoKGDkyJE0a9bMsrxLqTZjMiJSF5gOdAUUeEpVt5WZ3xGYCfQCXlfVj8o93gPnlTOTVPUB17SewFSgFmAH/qCqO13z/gr8HueVMf+oqqt/af2u1yIDzjf+7OxsAgMDLX3RlnA4HFy4cAFvb+8q++SUm5tLbm4uQUFBln4aLVFcXExaWhq+vr74+/tbngfOQdyCggLq1atn6RtTiaKiItLT0/H397e0oJWVkZGB3W6nXr16pYfyWqmwsJD09HTq1Klj2ZhaWapKeno64DxiriraWFBQQGZmJoGBgaVHzlWl6lRkZgNRqjrddQlmX1XNKDO/IdASGAakX6LIvASEAAFlisz3wCequkpEhgCvqOoAEekMfAXcAjQF1gLtVbX459bvei4yhmEY10q1GPgXkQCgPxAOoKqFZQuMa1qyqu4CfjIyJyLBwP04t4QuehhQ8lG6DnDGdfshYL6q2lQ1DjiJs+AYhmEY15mK7LtoA6QAM0WkB7AH+JOq5lYwYxLwClB+9PXPwGoR+QhnsbvdNb0ZsL3McomuaRcRkWeBZwHLDjM0DMMwKqciO489cY61TFHVm4Fc4LWKPLmIPAAkq+qeS8x+Afg/VW0O/B+uLSXgUjtCf7JPT1W/VNUQVQ2x6lxJhmEYRuVUpMgkAomqusN1fzHOolMRdwBDRSQemA8MFJG5rnmjgSWu24v47y6xRKDsiYiC+e+uNMMwDOM6ctkio6rngAQR6eCaFAZEV+TJVfWvqhqsqq2AkcB6VX3MNfsMcKfr9kDghOv2cmCkiNQUkdZAO2BnRfIMwzCM6qWix5OOBSJcR5bFAk+KyPMAqjpVRBrjPEQ5AHCIyJ+Bzqqa9QvP+QwwWUQ8gQJc4yuqekREFuIsZHZgzC8dWWYYhmFUX+bLmIZhGP+jqsUhzIZhGIZxtUyRMQzDMCxjioxhGIZhGVNkDMMwDMuYImMYhmFYxhQZwzAMwzKmyBiGYRiWMUXGMAzDsIwpMoZhGIZlTJExDMMwLGOKjGEYhmEZ6y+4bly1qKgoIiIisNvtREdHs3XrVsszY2NjGT9+PJmZmSxevJjBgwfTsmVL/P39+eijjy7/BFcoMjKSlStXkpyczJgxY9i/fz/Hjx8nJSWFmTNnEhQU5PbMmJgYJk+eTGpqKmFhYeTn5zN37lzmzJlD165dLc9LSkoiOTkZDw8PJk6ciK+vr9szc3Nz6d+/P2+//TZRUVFkZmayY8cO3n//fQYNGuT2vI0bNzJu3Di6dOnCyJEjmTBhgqX9BsDhcDBu3DiysrIICQnh/Pnzlvad8q/H4cOHW9pvLpU5cOBAy/uOu5kiU42FhoYSGhpKZGQkffr0qZLMNm3aEB4ezvDhwwHw9fXF4XDQqFEjS/KGDRvGsGHDSE9P5+WXXyY83Hntuk8++YSEhARLikynTp2YOnUqDoeDZ555hvDwcLKyfumE4e7NS0tLIzIykoULF7JkyRIee+yxyz/JFZowYQIjRowovQ3wwAMPcPfdd7s9C0BE8Pf3p6CggODgYMv7DcCyZctISkoiKCiI4OBgRo8eDVjXd8q/Hp977jlL+82lMletWmV533E3U2SuA/PmzWP69OnXJHvRokXUqFGDl156iYMHD9K9e3dLct555x3GjBlDYWEhf/jDH4iPj+fJJ5+0JAtg+fLlvP/++7z44ouWZfxcnt1uZ+zYsQA0a/aTK4tX2tq1a+ncuTMFBQWl03bu3EmvXr3w8PBwex443wzvvPNOzp8/z0svvVQl/ebYsWP07duX5557juHDhxMaGlolfedavB5LMn18fCztO1YwRaYaSUhI4PDhw3h7e3Prrbfi7+/P6dOnqVOnDgEBAW7PKywsZPv27WRnZ3PTTTfRoUOHnyxTo4Zz2K5hw4bk5ORUOvPkyZMcP34cX19f+vbti7e3N6+99hqDBw+mVy/nBVenT5/OwoULWbZsWemn06uVl5fH9u3bKSgooHPnzrRq1QqAoUOHMnToUO6//35++9vfVrZZFzly5Ajx8fHUrVuXW2+9FU9Pz4vyVq5cyRNPPEF4eDj16tWrdF5mZiY7d+6kuLiYHj16sGHDBnJzc4mOjsbHx4chQ4Ywffp0/va3v7mhdaCq7Nu3j7Nnz9KgQQNCQkJK+0lgYCA2m83t/SY1NZU9e5xXcQ8JCaFevXoEBwfj7e0NgIeHB97e3m7rOw6Hg127dpGamkqzZs3o0aMHImLp6zEpKYmDBw/i5eXFLbfcUppRNvOJJ55wa9+pCuZ6MtVEfHw8ixYt4vbbbyczM5OTJ0/y7LPP8t577zFo0CBuv/12t+Y5HA5mzZpFQEAAwcHBbN++nQEDBtC8eXNef/111qxZw9NPP83Ro0fx9fXFbrfzxRdflL55XI0jR47w/fff07dvX86ePUtKSgp5eXn85z//oU+fPvTs2ZO4uDjy8vJIT09n4sSJldrdUlhYyLRp02jRogX16tVj69atDBs2jMTERJYsWYLNZqN79+74+/vz2Wef0bZtW9544w26det21Zk7duxg165d9OnTh7i4OIqLi2natClLly4tzSsqKuL48eN4eHgwefLkSv1Nc3Nz+fLLL+nSpQs+Pj5s376dRx99lKZNmzJr1izq16/PnXfeye9+9zu+/vrrq84pa+3atcTFxdG9e3diYmIIDAykuLiY1atXk5GRwQsvvMDMmTPd1m/S0tKYMWMGISEhqCp79+7l97//PTVr1mTs2LH4+vrSsWNHTp8+7ba+s3TpUrKzs+nQoQP79++nXbt2DBw4kDfffLP09Th79my39ZukpCTmzZvHbbfdRl5eHjExMTz77LP4+vpelDlp0iS39R2omuvJoKrX/U/v3r31erdkyRLdtWtX6f3//Oc/euTIEcvyzp49q59++qk6HA5VVT158qROnz7dsjxV1dmzZ+vRo0dVVdXhcOiUKVP09OnTluUdP35cZ86cWXp/3759umDBAsvyVFX/9a9/aVJSkqqqFhcX64cffqjp6emW5e3Zs0cXL15cen/z5s26cuVKy/JUVd977z3NyspSVVWbzab//Oc/taioyLK8jRs36nfffVd6/9tvv9XNmzdblmez2fSdd97RwsJCVVVNT0/XCRMmWJanqvrNN9/oDz/8UHp/wYIFum/fPkszVVWB3Wrx+3OFyqCI1BWRxSJyVERiRKRvufkdRWSbiNhE5OVLPN5DRPaJyIoy0xaIyH7XT7yI7HdNbyUi+WXmTa1cGb0+eHh4kJ+fDzgLv81mw9PTur2ZHh4eFBUVUVzsvLJ1QUGBpXklmSVtdDgcFBYWWt5Gm82Gw+EAqr6NJX9fq9uYn5+PuvZIVHUbbTYbIoKIWJpXdnzJ6jaWbB3YbLYqyYOL26iqVZJZVSraisnAd6o6XES8gfLHzV0A/ggM+5nH/wmIAUp3ZKrqb0pui8hEILPM8qdUtWcF1+2G0LdvX2bPnk1aWhqZmZl4eHjQtm1by/Lq169P69atmTFjBk2aNOHo0aOlR5RZJTQ0lAULFnD69GmSk5Np3LgxjRs3tiyvVatW+Pr6Mnv2bIKCgjh+/DiPP/64ZXkAAwYMYOnSpXTs2JGEhAS6deuGv7+/ZXmdO3dmx44dzJs3Dx8fH+Lj43nqqacsywMYOHAgERERtGvXjtjYWPr372/ZAQUAvXr1Kh1rUVWSk5O57777LMvz9PSkX79+zJw5k9atW3P8+HHuuusuy/IAbrvtNmbMmEFmZia5ubkUFhZecoz0enTZMRkRCQAOAG30MguLyFtAjqp+VGZaMDAbGA+8pKoPlHuMAKeBgap6QkRaAStUtcIHnt8IYzLgHMA9ceIENWvWpFOnTpZ/klFVjh49Sk5ODq1ataJBgwaW5oFz/3psbCx+fn507Nix0vuUL6e4uJiYmBgKCgq46aabqFu3rqV5AOfOneP06dPUrVuXdu3aWfopH5xjTzExMdjtdjp06GBpUSuRkJBQOvDfunVry/Py8/OJiYlBROjUqRO1atWyPDM2NpbU1FSaNm1KcHCw5XnZ2dkcO3YMLy8vOnfujJeXl+WZVTEmU5Ei0xP4EogGegB7gD+pau4lln2LnxaZxcB7QG3g5UsUmf7AxyUNdRWZI8BxIAt4Q1WjLpH1LPAsQIsWLXr/+OOPFWqwYRiG4VQVRaYiHyM9gV7AFFW9GcgFXqvIk4vIA0Cyqu75hcVGAV+VuX8WaOHKegmY59qauoiqfqmqIaoaUhWfwA3DMIwrV5EikwgkquoO1/3FOItORdwBDBWReGA+MFBE5pbMFBFP4GFgQck0VbWpaprr9h7gFNC+gnmGYRhGNXLZIqOq54AEESkZhQrDuevsslT1r6oarKqtgJHAelUtex6Eu4GjqppYMkFEGoiIh+t2G6AdEFuRPMMwDKN6qejI8lggwnVkWSzwpIg8D6CqU0WkMbAb59FjDhH5M9BZVS93Yp+RXLyrDKA/8A8RsQPFwPOqeqGC62kYhmFUI+Yb/4ZhGP+jqsvAv2EYhmFclRtiS0ZEUoCqPoa5PpBaxZlWuVHacqO0A0xbqqsbrS1+qmrp4bk3RJG5FkRkt9WbmVXlRmnLjdIOMG2prkxbrpzZXWYYhmFYxhQZwzAMwzKmyFy9L6/1CrjRjdKWG6UdYNpSXZm2XCEzJmMYhmFYxmzJGIZhGJYxRcYwDMOwzP9kkSl/pU4R+dB11c+DIrJUROqWW76FiOSUveqniPQWkUMiclJEPnVdFwcRqem66udJEdnhunRByWNGi8gJ18/oqmzLL11x9Hpri2ted9fVWI+41r3W9dgWEXm0zP9kv4g4XJfXqBZtuYJ2eInIbNf6xojIX8s8xzVvxxW2xVtEZrrW+YCIDLgO2vJPVzv2i8j3ItK0zLJ/da3XMREZVOVtsfr6ztXxB9clBHBeHA3gXsDTdXsCMKHc8l8Di3BeD6dk2k6gLyDAKmCwa/ofgKmu2yOBBa7bQTjP+xYEBLpuB1ZVW4BWwOGfeY7rrS2ewEGgh+t+PcDjemxLucd0A2Kr0//lCv4nvwXmu277AvFAq+rSjitsyxhgput2Q5zX0KpRzdsSUGbeH8usS2ecF52sCbTGeVb7Kn2t/M9tyYjzSp33A9NLpqnq96pqd93dDgSXWX4Yzj/mkTLTmuD8p25T519/Dv+99PRDOK8ECs7LIoS5PiEMAtao6gVVTQfWAJW6huyVtuVnnuN6bMu9wEFVPeBaLk1Vi6/TtpRVem2l6tCWK2yHAn7ivHyHD1AIZFWHdlxFWzoD61zLJAMZQEg1b0vZkxH74fx/lKzXfHVeQiUOOAncUpVt+Z8rMsAk4BXA8TPzn8JZ1RERP+BV4O1yyzTDeZ2dEomuaSXzEgBcHTgT5yft0umXeMzVmkQF2+LS2rWJvUlEQsus7/XWlvaAishqEdkrIq+UWd/rrS1l/Yb/npW8OrRlEhVvx2KcFzQ8i/Ny6h+p8+zp1aEdcGVtOQA8JCKeItIa6A00r+5tEZHxIpIAPAr8vfx6lcuvsrb8TxUZucyVOkXkdcAORLgmvQ18oqo55Re9xMP1MvN+6TFX7Cra8nNXHL0e2+IJ9MP5YuoH/EpEwi6zXtW1LSXTbwXyVPXwZdb3l+a5rS1X0Y5bcF6aoynO3TL/T5zXg7oe/yczcL6B7sb5hr7VNb9at0VVX1fV5jjb8WIl1sutbfmfKjL8wpU6XYNYDwCPujYfAW4FPnAt/2fgbyLyIs4OWHZ3RzBwxnU7EeennpIrf9YBLpSdfonHWN4W/fkrjl53bXHlb1LVVFXNA77FebXW67EtJcpfW+lat+VK2/Fb4DtVLXLtYvoBCKkG7bjitqiqXVX/T1V7qupDQF3gRHVvSxnzgF+XX69y+VXXlqsdeLref4AB/HfQ7D6cV/ts8AvLv8XFA/+7gNv476DZEP3voGHZQbOF+t9BszicA2aBrttBVdUWoAH/HfBrAySV5F+HbQkE9uIcYPYE1gL3X49tcc2rgfMF3Kbc9GrRlgr+T14FZrrW1c+1TPfq1I4raIsvzrMTA9wDbK5u/5NLtKVdmeljgcWu2124eOA/lv++D1RJWyrd0Ov1p9w/6CTOfY37XT9TL7H8W1xcZEKAwzi3CP7Ff8+eUAvnkWgncR690abMY55yTT8JPFmVbcH5yeaIq8PtBR68XtvimveYqz2HgQ+u87YMALZf4vHVoi0V7F/+rnU6gvON+y/VrR1X0JZWwDEgBucHmJbXQVu+dq3XQeAboFmZ5V53re8xXEeQVWVbzGllDMMwDMv8r43JGIZhGFXIFBnDMAzDMqbIGIZhGJYxRcYwDMOwjCkyhmEYhmVMkTEMwzAsY4qMYRiGYZn/D4Z9wufG1Jl+AAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Original layout\n", + "plt.figure()\n", + "wt.plot(wt_x, wt_y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Calculate AEP" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "<xarray.DataArray 'AEP [GWh]' ()>\n", + "array(682.04072529)\n" + ] + } + ], + "source": [ + "# Original AEP\n", + "aep_ref = windFarmModel(wt_x,wt_y).aep().sum()\n", + "print (aep_ref)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise: Improve the AEP by modifying turbine locations.\n", + "\n", + "Modify the x and y offsets for the rows and columns to increase the AEP.\n", + "\n", + "Note, the turbines positions are limited by a rectangle surrounding the existing layout" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Here we define a function to print and plot your new layout. No need to change anything here\n", + "def add_offset_plot_and_print(row_offset_x, row_offset_y, col_offset_x, col_offset_y):\n", + " x,y = wt_x, wt_y\n", + " y = np.reshape(y,(10,8)).astype(float)\n", + " x = np.reshape(x,(10,8)).astype(float)\n", + "\n", + " x+= np.array(row_offset_x)\n", + " y+= np.array(row_offset_y)\n", + " x+= np.array(col_offset_x)[:,np.newaxis]\n", + " y+= np.array(col_offset_y)[:,np.newaxis]\n", + " y = np.maximum(min(wt_y), np.minimum(max(wt_y), y.flatten()))\n", + " x = np.maximum(min(wt_x), np.minimum(max(wt_x), x.flatten()))\n", + "\n", + " plt.plot()\n", + " plt.plot(wt_x, wt_y,'b.')\n", + " wt.plot(x, y)\n", + " aep = windFarmModel(x,y).aep().sum()\n", + " print (\"AEP ref\", aep_ref.values)\n", + " print (\"AEP\", aep.values)\n", + " print (\"Increase: %f %%\"%((aep-aep_ref)/aep_ref*100))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now try to modify the row and column offsets and see if you can improve the AEP" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AEP ref 682.0407252944838\n", + "AEP 682.2122958662208\n", + "Increase: 0.025155 %\n" + ] + }, + { + "data": { + "image/png": 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bN7J582b7nUI1rrR3D3WQ0Wg0msskPj4epRSPPPIIS5YscUmgCQsL48cff2T37t2UlJTQq1cvli1bxq233oqPjw8+Pj4MHjyYbdu2ERgYSF5eXuW7O2lpabRs2bLWdXAlOshoNBrNZdKvXz8GDRpEt27dCA8PJz09vdZl+vj4MGDAAJ5++mlGjBgBQOvWrdm0aRMWi4Xy8nI2bdrkeBhJceedd1a+BzRnzhweeuihixVf5+ggo9FoNC6gXbt23H777S4pa8SIEcTHxzN8+HDA/kJphw4d6NatGz169KBHjx48+OCDgH1MusmTJ3P99deTnZ3N3/72N5fUwVVcOSO4aTQajQaAhx9++Jz+FpPJxBdfnG8sYfsgthUjh1+J6DsZjUaj0RiGDjIajUajMQwdZDQajaYK53ss+Grn97RJBxmNRqNxUL9+fbKzs6+pQCNin0+mfv36v4u+7vjXaDQaBxVzRFXMi3OtUDEz5u+BDjIajUbjwMPD43eZPfJaRjeXaTQajcYwdJDRaDQajWHoIKPRaDQaw9BBRqPRaDSGoYOMRqPRaAzDqSCjlGqklFqilDqglEpSSvWttr2zUipOKWVWSr1ebdtxpdR+pdRepdTOKul/Vkr9opSyKaVCqu3ztlLqiFLqoFJqUG0M1Gg0Gs3vh7OPME8FfhCRcKWUJ1B9Au8c4O9A2AX2v1NEsqqlJQCPAOeM+qaU6gIMB7oCLYENSqkbRMTqZF01Go1Gc4VwySCjlPIF+gNPAohIGVBWNY+IZAAZSqn7nRUWkSRH+dU3PQQsFBEzkKyUOgLcDMQ5W3ZdcezYMcaPH09+fn7lfA5GkpiYyHvvvUfjxo0ZOHAg4eHhhmtWt/HNN98kPz+f7du3M2HCBAYNcu2NZlRUFKtWrSIjI4NRo0bxySef0KZNG3x8fPj4449dqlVBUlISU6dOJSsri4EDB1JYWMihQ4fIzMxk1qxZBAQEuFyzqKiI/v378/7773Po0CHmzZvH3LlzufHGG12uVV1v27ZtZGRkYDKZmDRpEt7e1a8Za09MTAxjx46la9euDB8+nDVr1hjqNwA2m42xY8dSUFBASEgICxcuNNR3YmNjiYyMxGKxkJiYSFhYmOF+czXizJ1MeyATmKWU6gHsAl4RkSInNQRYp5QS4AsR+fIS+a8DtlVZT3OknYNS6jngObBP6PN70L59eyIiIurkZA+wZs0aRo8eTWhoKEOHDq0T3eo2Tpw4EYAHHniAu+++2+V6YWFhhIWFkZuby+uvv463tzc2m41mzZq5XKuC4OBgZsyYgc1m49lnnyUiIgKATz75hNTUVENOFhMnTmTYsGEAvPbaaxQUFLhc40J6CQkJREVFsWjRIpYuXcrjjz/ucj2lFD4+PpSWlhIUFGS43wAsX76ckydPEhAQQFBQkOG+ExoaSmhoKFFRUfTp04fnn38eMNZvrkac6ZNxB3oB00XkJqAIeKsGGreLSC9gMDBKKdX/EvnPN0H1bwYSEpEvRSREREKaNGlSg+pcvfz1r39l4cKF/N///R/Z2dm/Wz127NhBr169MJlMhmmMGzeOUaNGsXjxYr788ktOnTrFvn37DNNbsWIF/fr1Y+DAgZSVlfHMM8+watUq2rRp43KtDRs20KVLF0MD58X0HnnkEUaPHk1sbCxpaWmGaIaGhrJmzRomTpzIu+++CxjvNwcPHqRv375MnjyZ6dOn15nvzJ8/nxEjRhjuN1crztzJpAFpIrLdsb6EGgQZEUl3fGcopZZhb/rafAm9VlXWg4Daz2nqIqxWq6En1+rYbDaUUiilaNq0KdOmTcNqtfLII48Yoici2Gy2i9o4c+ZM/vnPf7pM02q14ubmhlIKEeGtt95i8ODB9OrVqzJP06ZNOXv2rEv0RAQRwc3t12usoUOHMnToUO6//34ee+wxZs6cyaJFi1i+fDkjR46stWZVv4mOjqaoqIjExES8vLwYMmRIrcuvTlUbq+stW7aMJ554goiICBo3buwyzao2Vvy2/v7+mM1mwPV+U/XYAPu4Y56enoB9kq+KOrjSd6of/ykpKfj5+eHr6wvgcr+5FrhkkBGR00qpVKVUJxE5CAwEEp0pXCnVAHATkULH8r3AB5fYbQUwXyk1GXvHf0fgd5/2LTc3l8WLF3P69Gn8/f0JDw8nPt6Td999h7S0PXz44Ye8/fbbLtOzWCysWLGCX375BQ8PDwYNGkRysj8TJvwHf/8ixo79P5dpVXD48GGWL19OSUkJ7dq1Izw8nJiYonNsfPnll8nOzqZt27a11jObzXz33XccPXqU+vXrM3ToUGbMWMuiRRs4dCifI0eOEBcXh7e3NxaLhTfeeKPWmvHx8axZs4by8nKCg4MJCwvjiy+2EBm5lKZNzQwZMoQ333yT4uJicnNzmTRpUq30zp49y6JFi0hLS6Nhw4b86U9/4oEHxhMTAz4+s7n11kC++eYbVq5cSVJSEmPGjKFbt2610oyLiyM6OhqbzcZNN93EuHHj2LZNMWmSXe/TTz/l0KFDmEwmpk6dWistgJycHBYtWkRGRgYBAQH8+c9/5uuvf2LZsrX4+uYxZszLFBYWusxvRIQff/yR7dvt17233347d9xxB9dd9wj/93+jWbw4lgED+jNy5EiX+c6pU6dYvHgxeXl5NG/enGHDhpGU1IgxYyJ49NGnAFzqN9cUFVc8F/sAPYGdwD4gCvAHXgBecGxvjv0OpADIcyz7Yu/PiXd8fgHeqVLmw458ZuAMsLbKtneAo8BBYPCl6te7d28xmoiICImNjRWbzSb79u2TV15ZKF5eNjGZRLy8RLZuda1eTEyMREZGSllZmWRmZsqoUfOkfn3j9M6ePSsTJ06UEydOiMVikeXLl8vEiZvFy0sM0/z+++9l2bJlYrFYJDU1VV566RtDf9PMzEz56KOP5MyZM1JWViYLFiyQzz7baaiNCxYskHXr1onVapVDhw7JqFHzDLXx+PHjMmXKFMnLy5OSkhKJiIiQiIhEQ2388ssvJS4uTmw2m+zZs0f+8Y9Fhurt379fpk+fLmfPnpXCwkL53//+JwsWHDdM02azyeTJk2X//v1is9lk8+bN8s47Kw21sa4AdooTMaA2H6fekxGRvWLv/+guImEikisiM0RkhmP7aREJEhFfEWnkWC4QkWMi0sPx6Soi46uUucyRr56INBORQVW2jReRDiLSSUTW1DBuGsKZM2fo3bs3Sim6detGUlIzysrAaoWyMoiJca1eRkYG3bt3x8PDg8DAQLKzuxmql5ubi7+/P61bt8ZkMnHTTTexbVs9w2286aabMJlMBAUFcfp0J8xm4/QyMzMJCgqiadOmeHh40L17d7ZscTfUxgq/cXNzo2PHjhw/3tZwvQ4dOuDn50f9+vXp2rUrmzapOrFRKUWPHj3Yv78xZWViqF5wcDANGjTAx8eHTp06sXGjzTAbS0pKMJvN3HjjjSil6N27Nzt3NjD0N72W0G/8O0mLFi34+eefsVqtxMfHExx8Bk9PMJnA0xMGDHCtXrNmzdi7dy9ms5kzZ87QuPF+Q/UCAgLIzc3l+PHjWCwWdu/eTd++ZYbbuGvXLsrLy0lJSaF584PUq2ecXtOmTUlNTeX06dOYzWb27t1LaKjVUBubN29e6TcHDhygbdvjhusdOXKEnJwciouLSUhIYMAADNfcsWMHVquV3bt30717Dp6eylC9xMRECgsLKSgo4MCBAwwcaDLMRi8vL+rXr8++ffuwWq38/PPP9OlTbOhvei2h5BqYAS4kJER27tx56Yy1ID8/n8WLF5Oenk7jxo0JDw/n2LFmxMTYHaxv30uVUDOsVisrV65k//79eHp6MmjQIIqLeximB3D06FGWL19OUVER119/PQ8//DB79tQ3TNNsNhMVFcWhQ4fw9vZm6NChZGV1NNTGhIQEVq9eTVlZGV27duXBBx/k55/dDdMsKipiyZIlnDhxgkaNGvHwww+TltbKUBu3b99OdHQ0VquV3r17M2jQILZtU4Zp5ubmsmTJEk6dOkWTJk0IDw/nyJEmhumJCDExMcTF2V+d69evH/379ycuDsM0T58+zXfffUd2djbXXXcd4eHhJCb6Gfo/1gVKqV0iEnLpnLXQ0EGmZojI+V4gvWb0fg9NbaMxenDel50N1dQ2Xl3URZDRM2PWkLp2sN/DobWNWu9q0Pwj2HgtoPtkNBqNRmMYOshoNBqNxjB0kNFoNBqNYeggo9FoNBrD0EFGo9FoNIahg4xGo9FoDEMHGY1Go9EYhg4yGo1GozEMHWQ0Go1GYxg6yGg0Go3GMHSQ0Wg0Go1h6CCj0Wg0GsNwKsgopRoppZYopQ4opZKUUn2rbe+slIpTSpmVUq9X23ZcKbVfKbVXKbWzSnqAUmq9Uuqw49vfkd5WKVXiyL9XKTXDFYZqNBqNpu5xdhTmqcAPIhKulPIEvKttzwH+DoRdYP87RSSrWtpbwI8iMkEp9ZZj/U3HtqMi0tPJumk0Go3mCuWSdzJKKV+gPxABICJlIpJXNY+IZIjIz0B5DbQfAuY4ludw4QCl0Wg0mqsUZ5rL2gOZwCyl1B6l1EylVIMaaAiwTim1Syn1XJX0ZiJyCsDx3bTKtnYOrU1KqdDzFaqUek4ptVMptTMzM7MG1dFoNBpNXeFMkHEHegHTReQmoAh705az3C4ivYDBwCilVP9L5D8FtHZovQbMd9xNnYOIfCkiISIS0qRJkxpUR6PRaDR1hTNBJg1IE5HtjvUl2IOOU4hIuuM7A1gG3OzYdEYp1QLA8Z3hyGcWkWzH8i7gKHCDs3oajUajuXK4ZMe/iJxWSqUqpTqJyEFgIJDoTOGOZjU3ESl0LN8LfODYvAIYCUxwfC937NMEyBERq1KqPdAROFZDu+qEqKgoVq1aRUZGBqNGjeLee+81XPPYsWOMHz+e/Px8lixZwvz584mOjsZsNjN9+nQaNKhJS2bN9f7973+TnJxMbm4un332GUFBQS7Vq/6bent7s3DhQtzd3XnzzTdp0aKFS/UAkpKSmDp1KllZWQwcOJAXX3yRiIgI5s6dy6ZNm1yuB1BUVET//v15//33+e677wCw2Wx8/fXXmEwml+vFxMQwduxYunbtyvDhw0lPTzfUb6rrxcbGGuo3NpuNsWPHUlBQQEhICB06dDDcb2JjY4mMjMRisZCYmMjWrVsN95urEWffkxkNRCql9gE9gf8opV5QSr0AoJRqrpRKw968NUYpleZo4moGbFFKxQM7gFUi8oOjzAnAPUqpw8A9jnWwP2Swz7HPEuAFEcmptaUGEBYWxldffcXs2bP59ttv60Szffv2REREVK4vW7aMr776imHDhrF06VLD9fbt28fXX3/NsGHD2L9/v8v1qv+mU6ZMoUGDBnh7exMQEOByPYDg4GBmzJjBokWL2LlzJ8nJyWRnZ2NkM+zEiRMZNmwYALNmzWLWrFk0atSI9PR0Q/SUUvj4+FBaWkpQUJDhflNdz2i/Wb58OSdPnsTDw4OgoKA68ZvQ0FBmzJjBAw88wMiRI+vEb65KROSq//Tu3Vt+T1577TXZtWtXnWr+6U9/EhGRP//5zyIism/fPvnPf/5juN4XX3whd955p/Tv318KCgoM06v4Ta+//nopLy+XlStXSkREhGF6y5cvl759+0pkZKSMGjVKzGZzpc2uZv369bJgwQKZNWuWfP/99yIikpSUJM8//7wheiIiVqtVREROnz4tjz32mOF+U13PaL/58MMPZcaMGSJi99W68hsR+zGYn59vuN8YAbBTDD4/O/uezB+e8vJyNm7cyMmTJwkMDOSee+6hfv36vPXWWwwePJhevZzupnIKEWHLli0cPnyYhg0bcvfdd+Pv73/B/CkpKbVugjh16hQxMTGYzWa6detG7969f5Nn5cqVbNy4kS1bthAREcGrr7562XoWi4WYmBhSUlIICAjg7rvvpkGDBuf8psHBwbi7u+Pv78+RI0dqYZ2d48ePs2XLFqxWK3369KFLly4ADB06lKFDh3L//ffj4+PDG2+8QXx8PKtXr2bIkCGXrWc2m/nxxx85ffo0TZs25Z577iE6OpqioiISExPx8vKidevWfPrpp3z++ee1tg/gwIED7NixA6UUt99+O+3bt8fNzd5o4e/vj9lsrlx3hd8UFRWxYcMGsrOzadWqFXfeeSfu7u7n6LnSbwD27NlDfHw8np6eDBgwgKCgIDw9PQEwmUwu95u8vDw2bNhAQUEB119/Pf369cPNzY2UlBT8/PzIyMggMzPTZX5zLaHswezqJiQkRHbu3HnpjLVg2bJllJeXc8stt5CQkEBmZiYFBQXMmTOHPn360LNnT3r0eIGYGBgwAPr2vVSJF2fz5s0cPnyYu+66i7S0NHbv3s1LL71EQUEB77zzDuvXr+fee58hJ6cN5eWx+PqWMG3atMtuWy8sLOSLL77gzjvvxM/PjzVr1nDHHXdw3XXXnaOXmJhPQEAebm6Z/Otf/6JHjx6XbeOqVavIy8vj9ttv5+DBg5w4cYKSkhLmzp1b+ZtmZQXw/ffR+Puf5ZtvJteqKSIjI4M5c+Zw33334enpyapVqwgLCyMlJYWlS5diNptp2LA7jRuPYsAAmDQpnCVLlly2HsC3336Lp6cnvXr1Ys+ePRQXF/PYY48BMHv2bAICAnj66edp23YwrVp58tlnY2p10j9+/Djfffcd999/PxaLhTVr1vDEE0/w008/sXbtWvLy8ujf/0U2b053id+ICBEREQQFBREcHMzWrVvx8fGhvLy8Us/ex/UDhw7l4e2dyZQptfObhIQENm7cyJAhQygoKODHH3/k8ccfZ8yYMXh7e9O5c2dyc5u4zG8sFgvTp0+ne/futGnTho0bN9K+fXsGDBjAu+++y6BBg7jtttuIi4OYGFi3Lpzo6Nr5TV2hlNolIiGGihh9q1QXn7poLvvwww/l7NmzIiJis9lk/PjxUlJSUrl961YRLy8Rk8n+vXVr7fS++uorOXHiROX6jBkzJC0tzTC9hIQEWbhwYeV6fHy8LF682DA9EZHJkydLTk6OiNh/048++kjy8/MN04yLi5OVK1dWrm/ZskXWrFljmJ7NZpMPPvhAysrKRETEYrHIBx98IBaLxTDNdevWyaZNmyrX16xZI1u2bDFMr7CwUCZOnCg2m01ERPLy8uSjjz46J4+rNb/77jvZvXt35fqiRYskPj7eML309HSZNm1a5Xpqampl05xRmnUFddBcpgfIdBIfH5/KTtmMjAyUUpW352C/gikrA6vV/h0TUzu9Bg0aVOqdPXuWgoICvL1/Hc3HCL3MzEzKysoASE9PP+fq1tV6FZoVNubk5FBeXk79+vUN02zQoAFnzpzBarUiIpw6dQofHx/D9JRSeHt7c+rUKcDeHFm/fv3KpiojNBs0aMCpU6cQEaxWK6dPnzbUxnr16mG1WsnOzgbsflNVzwjNCr8REcrLy8nMzDTUxgYNGnD27FkKCwuBurHxWkL3yTjJ/fffz5IlSwgICCA7O5sHH3zwnJPFgAHg6Wl3ME9P+3ptuOeee/jmm29ISEggLy+PW2+99Zw+GVfrtWnThrZt2zJt2jS8vb2xWq2MHDnSMD2AIUOGsHDhQrZt20Z2dnZlM5ZRml27diUxMZFp06bh7u5OvXr1GDp0qGF6YO/rWbhwIYGBgWRlZfHQQw+hlDJMs0+fPhw8eJDPP/8cm81GYGAg3bp1M0zPw8ODIUOG8PXXX9O4cWNycnJ49NFHz8njas3Q0FDmzJnDl19+SXFxMe3bt6ddu3aG6fn6+nL77bczY8YMAgICyM/P569//es5eYzwnWsF3SdTA4qKisjKysLf3x9f398MQlDZJuuKPhmwdxqfOXMGHx+f8z6G6Wo9ESEzMxOz2Uzz5s3x8PAwVA+guLiYzMxMGjVqhJ+f32+2G2Hj6dOnsVqttGjR4jfvpBhh49mzZ8nOziYgIICGDRv+ZrurNW02G6dOnUIpRYsWLc4JakboAeTn55OXl0eTJk3OueM2StNisXDq1Ck8PT1p2rRpndiYk5NDYWEhzZo1O+eO20hNo6mLPhkdZDQajeYPSl0EGd0no9FoNBrD0EFGo9FoNIahg4xGo9FoDEMHGY1Go9EYhg4yGo1GozEMHWQ0Go1GYxg6yGg0Go3GMHSQ0Wg0Go1h6CCj0Wg0GsPQQUaj0Wg0huFUkFFKNVJKLVFKHVBKJSml+lbb3lkpFaeUMiulXq+27bhSar9Saq9SameV9ACl1Hql1GHHt3+VbW8rpY4opQ4qpQbV1kiNRqPR/D44eyczFfhBRDoDPYCkattzgL8DH19g/ztFpGe1MXLeAn4UkY7Aj451lFJdgOFAV+A+4HOllKl6gRqNRqO58rlkkFFK+QL9gQgAESkTkbyqeUQkQ0R+BsproP0QMMexPAcIq5K+UETMIpIMHAFurkG5Go1Go7lCcOZOpj2QCcxSSu1RSs1UStVkrlYB1imldimlnquS3kxETgE4vps60q8DUqvkS3OknYNS6jml1E6l1M7MzMwaVEej0Wg0dYUzQcYd6AVMF5GbgCIcTVtOcruI9AIGA6OUUv0vkV+dJ+038xGIyJciEiIiIbWZv1uj0Wg0xuFMkEkD0kRku2N9Cfag4xQiku74zgCW8WvT1xmlVAsAx3dGFb1WVYoIAtKd1dNoNBrNlcMlg4yInAZSlVKdHEkDgURnCldKNVBKNaxYBu4FEhybVwAV8/uOBJZXSR+ulKqnlGoHdAR2OKOn0Wg0misLdyfzjQYilVKewDHgKaXUCwAiMkMp1RzYCfgCNqXUq0AXIBBY5pga1R2YLyI/OMqcACxSSv0NSAH+7CjvF6XUIuyBzAKMEhFrrS3VaDQaTZ2jp1+uBUlJSUydOpWsrCwGDhzIiy++aKjesWPHGD9+PPn5+SxZsoTJkyczb9485s6dy4033lgnmmPGjCEjIwOTycSkSZPOO597bYiKimLVqlVkZGQwatQofvzxR/Lz89m+fTsTJkxg0CDXvjZV/T9csWIFbdq0wcfHh48/vtAT+bWnqKiI/v378/7775OYmMihQ4fIzMxk1qxZBAQEuFQrJiaGsWPH0rVrV4YPH87u3bsN95vqmhs2bDDUb2w2G2PHjqWgoICQkBASExMN9RuA2NhYIiMjsVgsJCYm4ufnVye+40rqYvplZ+9kNOchODiYGTNmYLPZePbZZw3Xa9++PREREYSHhwPw2muvUVBQUKeaCQkJREVFsWjRIpYuXcrjjz/uUr2wsDDCwsLIzc3l9ddfJyIiAoAHHniAu+++26Va8Nv/0NvbG5vNRrNmzVyuVZWJEycybNgwAN544w0APvnkE1JTU10eZJRS+Pj4UFpaSlBQEAMGDDDcb6prGu03y5cv5+TJkwQEBBAUFMTIkfaWeKP8BiA0NJTQ0FCioqLo06cP69atqxPfudrQw8rUkhUrVtCvXz8GDhz4e1elTnjkkUcYPXo0sbGxpKWlGaYzbtw4Ro0aBcCOHTvo1asXJpMx7+RW/Q8XL17Ml19+yalTp9i3b58hehs2bKBLly6VJ6OysjKeeeYZVq1aRZs2bVyuFxoaypo1a5g4cSLvvvuuy8t3RtNovzl48CB9+/Zl8uTJTJ8+HTDebyqYP38+I0aMqBPfuRrRdzI14MCBA5w8eZLAwEC6d++OUoqhQ4cydOhQ7r//fh577DGXaYkIBw4cID09nSZNmtCtWzccfVuGkZeXR3x8PEopevbsia+v72/yPPHEEzzxxBNERETQuHHjWumJCPv27SMrK4vrrruOzp07IyK89dZbDB48mF697A8xzpw5k3/+85+10qogMzOThIQEPDw86NWrF97e3uf9D5s2bcrZs2drrWe1WtmzZw/5+fm0a9eO9u3bEx0dTVFREYmJiXh5eTFkyBBmzpzJokWLWL58eeVV+OWSnp7OgQMH8PLyonfv3nh6egLg7++P2WyutU3VKS8vZ9euXRQXF3PDDTcQFBSEm5vbOZqu9BuA48ePc/ToUXx9fenVqxdBQUGVdlYEFVf6TUlJCbt376asrIyuXbvStKn9tb6UlBT8/PzOOVZc5TvXCrpPxkl++ukn9uzZQ7du3Th8+DAtW7bE29ubpUuXYjab6d69e+WVN0BcHMTEwIAB0LfvBYu9IJs3byYhIYGuXbty8OBBWrduTZ8+fXjnnXdYv349zzzzDC1btuSzzz6jQ4cOPPjgGFJTu122Xn5+PjNnzqRLly6VAe6ZZ56hvLz8HE0vLy8OHTqEyWRi+PCpbN7sdtmaq1at4tSpU3Ts2JH9+/dz0003sWvXLubMmUOfPn3o2bMnf/nLX3jyySf57rvvav2bnj59mm+++YaePXtSXFxMSkoKnTp1YuXKlZX/4Y4dO/D29sZisfDFF1+wfbvbZWuKCIsWLcJsNtOmTRt2797NXXfdRY8ePQCYPXs2gYGBxMbGUlxcTG5uLiNGTGLfvmaXbWNycjJLliyhd+/eZGVlUVBQgJ+fHxs2bCAvL48XX3yREydOVPrNmDFjOHu222XbaLVamTNnDg0aNKBp06bs2rWLhx9+mPj4eNauXVupuXfvXpf5TUJCAuvWraNXr16kpqZiMpl46KGH+Pvf/463tzedO3fmiSeeqPQbqN3xaDabmTlzJi1btqRhw4bs2bOHxx9/nBYtWvDuu+8yaNAgbrvtNkaOHFnpO08++UWtbKwr6qJPBhG56j+9e/cWo/noo48kKytLRERKS0tl3LhxUlZWdt68W7eKeHmJmEz2761ba643YcIEyc3NFRGR4uJi+fe//y0Wi8UwvU2bNsnq1asr11esWCFbtmy5YP7aapaVlcm4ceOktLRURESysrLko48+MkxPRGTlypWyefPmyvX58+dLfHy8YZrZ2dny8ccfV/5vycnJMmPGDMP0REQWLFgge/bsERERm80mX3zxhRw7dswwzePHj8v06dPFZrOJiMi+ffskMjLSMD0Rka+++kqOHDkiIiIWi0UmT54smZmZhmkmJCTIN998U7n+008/yfLlyw3Tq0uAnWLw+Vn3ydQAcdz12Wy2i+aLiYGyMrBa7d8xMTXXUkpV6lTo1pUe2G28WPOcKzTh3N/UaD2l1Dm/pdGaFXq/p40iUic2VlDXflOxbLRmXf+P1xK6T8ZJQkNDmT9/Pl26dOHIkSOEhITg4eFx3rwDBoCnp93BPD3t6zWlX79+REZGEhwczOHDh7n11lsv2IHpCr0ePXowc+ZMrFYrIkJycvJFH2aoraaHhwchISHMmTOHDh068Msvv9CvXz/D9AD69OnD7NmzKSoqoqioiPz8fG644QbDNBs1akTbtm2ZO3curVu3Jj4+/qKP0rrCxr59+/Ltt9+SmZlJVlYWnp6etGrV6oL5a6sZFBREgwYNiIyMpGnTpsTHx1c+iWiEHsDtt9/O8uXL6dGjB2lpaQQFBV30ibzaanbs2JHY2FiWLFmCj48PCQkJPPHEE4bpXWvoPpkacPTo0cqO/+Dg4ItezdS2/wDg8OHDpKen07RpUzp37my4XmFhIfv37wege/fu+Pj4XDR/bTVFhKSkpMqO/w4dOhiqB5CTk0NiYiIeHh706NGD+vXrG6pps9nYv38/+fn5tG3bltatWxuqB3DmzBkOHTqEl5cXPXv2xN394teStdW0WCzEx8dTXFxMx44dad68uaF6AKmpqSQnJ+Pr60v37t0rHzQwStNsNrN3717Ky8sJDg6+5MMLrrCxLqiLPhkdZDQajeYPSl0EGd0no9FoNBrD0EFGo9FoNIahg4xGo9FoDEMHGY1Go9EYhg4yGo1GozEMHWQ0Go1GYxg6yGg0Go3GMJwKMkqpRkqpJUqpA0qpJKVU32rbOyul4pRSZqXU6+fZ36SU2qOUWlklrYdjn/1Kqe+VUr6O9LZKqRKl1F7HZ0ZtjdRoNBrN74Ozw8pMBX4QkXDHFMzVp7XLAf4OhF1g/1eAJOzTM1cwE3hdRDYppZ4G/g8Y69h2VER6Olk3jUaj0VyhXPJOxnGH0R+IABCRMhHJq5pHRDJE5Geg/Dz7BwH3Yw8qVekEbHYsrwf+VNPKazQajebKxpnmsvZAJjDL0eQ1UynVoAYaU4A3gOpDFycAQx3LfwaqjuLXzqG1SSkVer5ClVLPKaV2KqV2ZmZm1qA6Go1Go6krnAky7kAvYLqI3AQUAW85U7hS6gEgQ0R2nWfz08AopdQuoCFQ5kg/BbR2aL0GzK/or6mKiHwpIiEiEtKkSRNnqqPRaDSaOsaZIJMGpInIdsf6EuxBxxluB4YqpY4DC4G7lFLzAETkgIjcKyK9gQXAUUe6WUSyHcu7HOkXHo9do9FoNFcslwwyInIaSFVKdXIkDQQSnSlcRN4WkSARaQsMBzaKyOMASqmmjm83YAwww7HeRCllciy3BzoCx2pilEaj0WiuDJx9umw0EOl4suwY8JRS6gUAEZmhlGoO7MT+9JhNKfUq0EVECi5S5gil1CjH8lJglmO5P/CBUsoCWIEXRCSnJkZpNBqN5spAzyej0Wg0f1D0fDIajUajuarRQUaj0Wg0huFsn4zmAhQVFdG/f3/ef/99HnjgAUO1jh07xvjx48nPz2fJkiU89dRTgH0e+a+//hqTyeRSvaioKFatWkVGRgajRo0iKyuL6OhozGYz06dPp0GDmrwudXma27dvJzk5mdzcXD777DOCgoJcqpeUlMTUqVPJyspi4MCBdOvWjYULF+Lu7s6bb75JixYtXKpXQXW/iYiIYO7cuWzatMnlWjExMYwdO5auXbsyfPhw5syZAxjnNxVljx07loKCAkJCQvDw8DDUd6rrpaSkGOo3ALGxsURGRmKxWEhMTOS///1vnfjO1Ya+k6klEydOZNiwYXWi1b59eyIiIirXZ82axaxZs2jUqBHp6eku1wsLC+Orr75i9uzZfPvttyxbtoyvvvqKYcOGsXTpUpfrnU9z3759fP311wwbNoz9+/e7XC84OJgZM2awaNEidu7cyZQpU2jQoAHe3t4EBAS4XK+Cqn6TnJxMdnY2Rr3vpZTCx8eH0tJSgoKCDPcbgOXLl3Py5Ek8PDwICgoy3Heq6xntNwChoaHMmDGDBx54gJEjR9aZ71xt6CBTCzZs2ECXLl1o1qzZ71aHAwcOYDabadWq1aUzXybjxo1j1KhRKKUAaNOmDWlpaYbpVdW85557uOuuu5gxYwb9+vUzRGvFihX069ePgQMHEh8fz/jx47n99tuJjIw0RK+q39hsNiZNmsSrr75qiBbYT4Zr1qxh4sSJvPvuu4DxfnPw4EH69u3L5MmTmT59uuG+U12vLvymgvnz5zNixIg68Z2rEd1cVgNycnI4ffo0jRs3plmzZkRHR1NUVERiYiJeXl4MGTIENzfXxe309HTy8vJo2bIljRo1+s32hIQEpkyZwueff+4SveLiYk6cOEH9+vVp27YtAG+99RaDBw+mV69f379NSUlxSfODiJCamkpRURGtWrXCx8cHETlH87333mPjxo1s2bKFiIiIWp+MCwsLSU1NpWHDhpUn2KFDhzJ06FDuv/9+goODcXd3x9/fnyNHjrjExuPHj2M2m2nTpg1eXl7n+I2Hhwfe3t688cYbxMfHs3r1aoYMGVIrzdzcXE6dOoW/vz8tWrSo9El/f3/MZrPL/cZqtZKcnIzVaqVdu3Z4enoSFBSEp6cnACaTiYqnWF3lO1lZWWRkZNCkSROaNGnyG72VK1e61G/Ky8tJTk5GKUX79u0rmxhTUlLw8/PD19fX5b5zraAfYXaSAwcO8P3339O6dWvS0tLo378/ffr0AWD27NkEBgZesE8mLg5iYmDAAOjb97xZfsPmzZvZtWsXLVq0IDU1lfDwcHx9fXnnnXdYv349Tz/9NP/73/8YPHgwnp6ejBkz5pyDt6aaubm5zJo1i2bNmpGfn0+zZs1IS0tj7ty59OnTh549e+Lr60tsbCwlJSVMmzbtnHb1y7Fx9erVHD16lMDAQE6ePMlf//pXvv32W+bMmVOpefz4cfLy8sjMzORf//oXPXr0uGzN9PR05s+fz3XXXUdmZiadOnWiXr16LF26FLPZTPfu3WnSpAnR0dGcPXuWyZMnn9OEVVM9EWHx4sVkZ2fTsGFDsrKyePLJJysvGKr7TXh4OEuWLDmnjJpqHj16lKVLl9KqVSvS09O55ZZbOHPmDGvXriUvL4/nn3+ev/zlLy7zG4vFwrx58ygvL8fT05OzZ8/y9NNPIyKMHj0ab29vOnfujL+/v8t8Z//+/axdu5ZWrVqRmprKPffcQ8eOHc/RS01NdZnflJaWMmvWLLy8vLBYLLi5ufHXv/4VDw8P3n33XQYNGsRtt93GokWLzus7l3Ns1BV18QgzInLVf3r37i1G88knn8iJEydERCQnJ0fGjx8vFovlkvtt3Sri5SViMtm/t269tFZRUZF8+OGHUlhYKCIiSUlJ8sUXXzhd18vRjIqKkpiYGBERKS8vl//973+SnJxsmN6ZM2dk0qRJYjabRURkx44dMn/+fKf0Llfzm2++kV27domISGlpqXz00UeSlZVlmN6RI0dk+vTplX7y448/yvfff++U3uVqfv7553Lo0CERESkoKJD//Oc/UlJSYpjenj17ZO7cuWKz2UTkXD8yQtNms8nEiRPl1KlTIiKSkZEhH374YaW+q/VERDZv3ixLly6t1J83b16lHxmhV5cAO8Xg87Puk3ESs9mMv78/AL6+9vE6LRbLJfeLiYGyMrBa7d8xMc5peXh4VF7tBQQEYDabna7r5WiWlpZWdla6u7vj5+fntObl6vn4+FQ2cdS1jZ6enjRo0MBwG/38/CqbVuraxgYNGuDu7k55+W9m4HCpXqNGjSr7XAICAigtLXVK73I1y8rKKo/FRo0aUV5eXtkcZ4Re1WNfKYW/v7/TNl6O3rWG7pNxkm7durFs2TJ69+5NYmIi7dq1o169epfcb8AA8PS0O5inp339UjRq1Ah/f39WrFjB9ddfT1xcHDfeeKPTdb0czW7durFu3TpEhJycHDIzM2ndurVhei1atKC8vJx169bRsmVLYmJiuPXWW53Su1zNbt26sXr1avr371/Z+dy0aVPD9Nq1a8fatWvZtGkTjRo1Ijo6ukb9LZdrY1RUFLfeeiuHDx+mSZMm+Pj4GKZ3ww03EBsbS2BgIPXq1WPbtm2MGDHCKb3L0VRKceONN/Ldd9/Rs2dP4uPj6dKli9N9oZdjY5cuXYiMjKRhw4ZYLBZ++eUXnn76acP0rjV0n4yT2Gw2tm7dysmTJwkMDKR///54eHg4te/ltMmWlpayadMm8vLyaNu2LTfffHPl1aJRmomJifzyyy/Uq1eP/v37n/dhA1fqnT17lk2bNlFUVMQNN9xAjx49DLVRRNizZw9HjhzBx8eHO+64o0bva1yOjTk5OcTGxlJWVka3bt3o3Lmz03qXo2mz2di+fTspKSn4+/tzxx13OHUxdLl6AKdPnyYuLg6r1UpISEjlQyNGaVqtVrZs2cLp06dp1qwZ/fr1w93d+evly7HxxIkT7Ny5E6UUffv2rdE7MH/0PhkdZDQajeYPih67TKPRaDRXNTrIaDQajcYwdJDRaDQajWHoIKPRaDQaw3AqyCilGimlliilDiilkpRSfatt76yUilNKmZVSr59nf5NSao9SamWVtB6OffYrpb5XSvlW2fa2UuqIUuqgUmpQbQzUaDQaze+Hs3cyU4EfRKQz0ANIqrY9B/g78PEF9n/lPPvMBN4SkW7AMuD/AJRSXYDhQFfgPuBzpZTrxyLXaDQajeFcMsg47jD6AxEAIlImInlV84hIhoj8DPzm1WKlVBBwP/agUpVOwGbH8nrgT47lh4CFImIWkWTgCHCzswZpNBqN5srBmTuZ9kAmMMvR5DVTKVWTGYemAG8AtmrpCcBQx/KfgYoxx68DUqvkS3OkaTQajeYqw5kg4w70AqaLyE1AEfCWM4UrpR4AMkRk13k2Pw2MUkrtAhoCZRW7nSfvb94YVUo9p5TaqZTamZmZ6Ux1NBqNRlPHOBNk0oA0EdnuWF+CPeg4w+3AUKXUcWAhcJdSah6AiBwQkXtFpDewADhaRa/qTEpBwG+m7xORL0UkRERCjJpRUKPRaDS145JBRkROA6lKqU6OpIFAojOFi8jbIhIkIm2xd+ZvFJHHAZRSTR3fbsAYYIZjtxXAcKVUPaVUO6AjsMN5kzQajUZzpeDsqHKjgUillCdwDHhKKfUCgIjMUEo1B3YCvoBNKfUq0EVECi5S5gil1CjH8lJglqO8X5RSi7AHMgswSkSsNbRLo9FoNFcAeoBMjUaj+YOiB8jUaDQazVWNDjIajUajMQwdZDQajUZjGDrIaDQajcYwdJDRaDQajWE4PzG25jfExMQwduxYunbtyvDhwxkwYICheseOHWP8+PHk5+ezZMkS/vvf/3Lo0CEyMzOZNWsWAQEBLtWLiopi1apVZGRkMGrUKBISEpg3bx5z587lxhtvdKnWhTQ3b95MRkYGJpOJSZMm4e3t7VK9pKQkpk6dSlZWFgMHDuT48ePk5+ezfft2JkyYwKBBrh8EvKioiP79+/P+++8zbdo02rRpg4+PDx9/fKHxZWtHdT/dsWOHoX5js9kYO3YsBQUFhISEkJ2dbbjfVNc8fPiwoX4TGxtLZGQkFouFxMREQkNDDfebqxUdZGqBUgofHx9KS0sJCgoyXK99+/ZEREQQHh4OwBtvvAHAJ598QmpqqstPFmFhYYSFhZGbm8vrr79OREQEBQUXe/XJ9ZrZ2dlERUWxaNEili5dyuOPP+5SveDgYGbMmIHNZuPZZ58lIiICgAceeIC7777bpVoVTJw4kWHDhgHg7e2NzWajWbNmhmjBb/204mLIKL9Zvnw5J0+eJCAggKCgIEaOHGm431TXXLZsmaF+ExoaSmhoKFFRUfTp04fnn38eMNZvrlZ0kKkFoaGh3HHHHZw5c4bXXnuNyMjIOtUvKyvjpZde4vjx4zz11FOG6YwbN45Ro0ZdOqMBmgkJCYwePRqA664zZpzUFStWMGHCBF5++WUAduzYQa9evTCZXD/DxIYNG+jSpQulpaUALF68GDc3N1577TX27dtH9+7dXa5Z3U9nzZplqN8cPHiQvn378vzzzxMeHs7AgQNdrnEpzUceecRwvwGYP38+M2faB5g30m+uZnSfTA0QEYqKirDZ7ANKu7nZfz5/f3/MZrPL9SwWCyUlJVzohVlPT09mzpzJc889x/Lly2utJyIUFxdjtVor1998800GDx5Mr17ODldXM8rKyipPuOfTfOKJJ/jss8/o2bMnnTt3rrVe9f8QYOjQoWzdurXyImHmzJk8/fTTtdaqwGw2U1ZmH/81Ojqabdu2MX/+fL766qvKPE2bNuXs2bMu0bPZbBQVFVX6TXU/dbXfAJSWllJebp/pIygoCH9/fwDDTrhWq5Xi4uJKG6trGuE3JSUlWCyWyrSUlBT8/Pzw9bXPt+hqv7lW0HcyTpKZmcmCBQsoKSnBZDIxbNgwdu7cydq1a8nLy6u8CnaGuDiIiYEBA6Bv3/Pn2bFjBxs2bEApRatWrRg2bBiFhYW888477Nmzhw8//JC8vDyKi4vJzc1l0qRJtdLLy8tjwYIFlc0ajzzyCGvWrGHDhg3k5+dz5MgRvLy8WLlyJUlJSYwZM4Zu3brVSjM6OpqtW7eilKJTp06EhYUxbdq0czRLS0s5dOgQJpOJqVOn1kovIyODBQsWUFpairu7O48++ihHjhxh6dKlmM1mhgwZQmFhIdnZ2bRt2/aCWs5qigirVq1i3759ANx0002MGzcOpRSzZ88mMDCQp556Cm9vbywWS2XzZ21sTElJYdGiRVitVry8vBgxYgSxsbHn+Ombb77plN84o2mxWFi6dClHjhxBRAgNDa28i4iNjaV///7MmTPHpX5z8OBBoqKiAPDz8+Oxxx77jeaUKVNc5jelpaV8++23nDp1CpvNxqBBg+jduzcRERGVd4Ku9JtrDhG56j+9e/cWo/nyyy/l559/FhGRQ4cOyccffyw2m63G5WzdKuLlJWIy2b+3bv1tnjNnzsjHH38subm5YrVa5bvvvpN169ZdVr2d0RMRmTdvnmzatElsNpukpKTIxIkTxWw2G6Z59OhR+fTTT+Xs2bNSXl4uc+fOlbi4OMP0RESmT58uu3fvFhGRpKQkmTx58mX9h85q7t27V7766ispLS2VkpIS+eKLL2T//v2G6dlsNvnoo4/k0KFDIiKyY8cO+fLLLy9Lz1nN2NhYiYyMlPLyciksLJQpU6bI8ePHDdMrKSmRCRMmSFpamthsNtm4caMsWLDAMD0RkdWrV0tUVJRYrVbJzs6Wjz76SLKysgzVrCuAnWLw+Vk3lzlJVlYWXbt2BaBjx46/aeZxlpgYKCsDq9X+HRPz2zw5OTm0bNmSRo0a4ebmRnBwMFlZWZdVb2f0ALKzs+natWvlnVO9evUoLCw0TLPiqq9Bgwa4u7vTqVOnOrMRoFOnThQVFVU28RihmZ2dzfXXX0+9evWoX78+HTp0IDs72zC9iiarjh07AtC1a9fL1nNWMzs7m06dOuHu7o6Pjw9t2rQx1MaCggIaNGjAddddh1KqVjbWxG+Cg4Nxc3MjICCA5s2bk5OTY6jmtYQOMk7SqlUrtmzZQlFREdu2baNhw4bUr1+/xuUMGACenmAy2b/P99Rzs2bNSEtLIzk5mYKCAnbs2HHZT685owf2Nu2ffvqJoqIi9u7di81mw8/PzzDNli1bcujQIdLT08nJyWHPnj11YmNsbCxFRUXExcXRuHFjPD09DdMMCgpi//79ZGZmcubMGRISEgy1sX79+jRs2JDt27dTVFTEli1bavXUo7M27t69m9zcXNLS0jhy5AgtW7Y0TK9Ro0aYzWb279/P2bNn2bp1a534zfbt2ykoKODo0aOcOnWKpk2bGqp5LaFHYXaSs2fPVj4mGRgYyEMPPUTjxo0vqyxn2mQPHz7MDz/8QGlpKTfeeCODBg2q7MA1Qq+0tJQVK1Zw/PhxGjVqxNChQ2nevPll6TmrGR8fT3R0NBaLhZCQEO644w6UOt/EqK7RKywsJCoqivT0dJo2bUpYWFhlZ7FRmnFxccTFxQHQr18/br75ZkP1srOzWb58OVlZWVx33XU89NBD+Pj4GKYpImzcuJE9e/bg4eHBwIEDa/UujDM2pqen8/3335Ofn0/79u158MEHqVevnmF6VquVNWvWkJSUhJeXF4MHD6ZDhw6XpeesZl1RF6Mw6yCj0Wg0f1D0UP8ajUajuarRQUaj0Wg0huFUkFFKNVJKLVFKHVBKJSml+lbb3lkpFaeUMiulXj/P/ial1B6l1MoqaT2VUtuUUnuVUjuVUjc70tsqpUoc6XuVUjNqa6RGo9Fofh+cfRlzKvCDiIQrpTyB6qPN5QB/B8IusP8rQBLgWyXtv8D7IrJGKTXEsT7Ase2oiPR0sm4ajUajuUK55J2MUsoX6A9EAIhImYjkVc0jIhki8jPwm5cOlFJBwP3AzGqbhF+Djh+QXtPKazQajebKxpnmsvZAJjDL0eQ1UynVoAYaU4A3AFu19FeBj5RSqcDHwNtVtrVzaG1SSoWer1Cl1HOOZradmZmZNaiORqPRaOoKZ4KMO9ALmC4iNwFFwFvOFK6UegDIEJFd59n8IvAPEWkF/APHnRJwCmjt0HoNmO+4mzoHEflSREJEJKRJkybOVEej0Wg0dYwzQSYNSBOR7Y71JdiDjjPcDgxVSh0HFgJ3KaXmObaNBJY6lhcDNwOIiFlEsh3Lu4CjwA1O6mk0Go3mCuKSQUZETgOpSqlOjqSBQKIzhYvI2yISJCJtgeHARhGpmD0oHbjDsXwXcBhAKdVEKWVyLLcHOgLHnDNHo9FoNFcSzj5dNhqIdDxZdgx4Sin1AoCIzFBKNQd2Yu/ItymlXgW6iMjFpsN7FpiqlHIHSoHnHOn9gQ+UUhbACrwgIpc3Gp1Go9Foflf0sDIajUbzB0UPK6PRaDSaqxodZDQajUZjGDrIaDQajcYwdJDRaDQajWHoIKPRaDQaw9BBRqPRaDSGoYOMRqPRaAzD2ZcxNefBZrMxduxYCgoKCAkJYeTIkYbqHTt2jPHjx5Ofn8+SJUsAiIiIYO7cuWzatMnlelFRUaxatYqMjAxGjRrFggULALvdX3/9NSaTyeWaSUlJTJ06laysLAYOHIifnx/R0dGYzWamT59OgwY1GZu15npZWVkkJyeTm5vLZ599RlBQkEv1AIqKiujfvz/vv/8+jRo1YuHChbi7u/Pmm2/SokULl+vFxMQwduxYunbtyvDhwxkwYIChflP9uIiJialMN8pvYmNjiYyMxGKxkJiYyMsvv2yo31TXGzx4sOF+c7Wig0wtWL58OSdPniQgIKBOnKp9+/ZEREQQHh4OQHJyMtnZ2Rg1QGhYWBhhYWHk5uby+uuvM2vWLABeeeUV0tPTadWqlcs1g4ODmTFjBjabjWeffZaCggIWL17MypUrWbp0KX/961/rRG/BggXs37/fkP914sSJDBs2DIApU6bQoUMHTCYTAQEBLtcCUErh4+NDaWkpQUFBhvtN9eOiLvwmNDSU0NBQoqKi6NOnD8uWLTPUb6rrbdiwwXC/uVrRzWW14ODBg/Tt25fJkyczffr0OtW22WxMmjSJV1991XCtcePGMWrUKAAOHDiA2Ww25ERRwYoVK+jXrx8DBw5EKQVAmzZtSEtLM1zvnnvu4a677mLGjBn069fP5VobNmygS5cuNGvWDID4+HjGjx/P7bffTmRkpMv1wH5CXLNmDRMnTmTs2LGG+835jou68BuA+fPnM2LEiDrxm6p6RvvN1Yy+k6kFQUFBeHp6AhjSBHAxjh07RmZmJm+88Qbx8fGsXr2aIUOGuFRDRHjrrbcYPHgwvXr1IiEhgSlTpvD555+7VKc6Q4cOZejQodx///2VzRwpKSmGXR1W1TOZTGzcuJEtW7YQERHh8pNxdHQ0RUVFJCYm4uXlRXBwMO7u7vj7+3PkyBGXalXg5ma/lvT396e8vNxwv6l+XNSV36SkpODn54evr+85aUb5TVW9lStXGuo3VzN67DInKS0tZe3ataSlpdGkSRMGDx6MyWRi9OjReHt707lz58qrfVdw6NAhNm3ahM1mo0+fPvTq1Yvs7Gzeeecd1q9fzzPPPMPbb9vneQsPD6/so7lcSkpKWLNmDadOnaJZs2YMHjyYiIgI5syZQ58+fejevTv//ve/GTx4MJ6enowZM6bWB298fDzbtm3Dzc2Nfv36ERwcTExMDEuXLsVsNtO9e3f8/f2JjY2lpKSEadOm1aptvaCggNWrV5OdnU2rVq0YNGgQcXFx5+ilpqaSl5dHZmYm//rXv+jRo8dl64kI27ZtIz4+Hg8PD+666y7atWsHwOzZswkMDKS4uJjo6GjOnj3L5MmTa92ElZWVxQ8//EBBQQEdOnTg7rvvZvny5axdu5a8vDxefPFFBgwYALjGb2w2G5s2bSIpKYkGDRpw77334ufnd85xMW7cOJf6zcmTJ1m/fj0lJSV06dKF/v37o5Ti3XffZdCgQdx2223Mnz/fZX5jsVhYv349ycnJ+Pn5cd9999G4ceNz9N566y2X+U1dUhdjl+kg4ySLFi2iXr163Hrrrezfv5/k5GSeeeaZytvyyyUuDmJiYMAA6NvXnnb69GnmzZvHQw89RL169Vi2bBn33XcfnTp1ulhRtdKcN28e/v7+hISEsGfPHk6fPs2TTz5pmN7Ro0dZsWIFDz/8MFarlaioKB599FGXXXVW1xQRvvjiCzp16kSXLl346aefEBH+9Kc/GaIH9iD6008/MXToUAoLC1m5ciV/+9vfXNb3Ul2zvLycadOm0bdvX9q0acOPP/5IkyZNuPfeew3RA9iyZQuHDh1i8ODBnDlzhg0bNvDSSy/h7e1tiObZs2eZMWMG99xzD02aNGH16tV07dqVvhUVcrEewJo1a8jLy+Ouu+7i2LFj7Nixg1GjRuHuXvuGoPPp1SV1EWQQkav+07t3bzGaDz/8UIqKikRExGazyX/+8x8pKSmpVZlbt4p4eYmYTPbvrVvt6XFxcbJy5coq+bbK6tWra6V1MU2bzSYffPCBlJeXi4iI1WqVDz74QCwWiyF6IiLr1q2TTZs2VeZbu3atxMbG1lrvQppnz56ViRMnis1mExGRgoIC+e9//2uYnojI0qVLZffu3ZX5lixZInv37jVM89SpUzJt2rTKPCdPnpTp06cbpiciMmfOHDl8+HBlvlmzZsnRo0cN0zx06JDMnTu3Ms+BAwdk3rx5humJiPzvf/+T06dPV+b79NNPJSMjwzC9ugTYKQafn3XHv5P4+vqSnJwM2G/X3dzcKtudL5eYGCgrA6vV/u140hM/Pz9OnjxJeXk5NpuNEydO4OfnVzsDLqKplDrHvhMnTuDt7V3Zlu9qPbDbmJKSgtVqxWKxkJqaaqiN9evXx2azcerUKYDKpg+j9MDuMydOnEBEKC0t5dSpU4Zq+vj4UFhYSE6OffqlurIxOTkZEaGwsJCsrKxz+kRcrenr60tmZiZFRUWICMnJyYbqwbnHflZWFkVFRS55JPpCetcauuPfSR566CEWLlxITEwMRUVFPPzww7U+CQ8YAJ6edgfz9LSvA3Tu3JlDhw4xdepUTCYTgYGB3HzzzbW24WKaYWFhLFq0CG9vb4qLi/nTn/5U66bAi+n17t2bo0ePMnXqVGw2G+3bt6dr16611ruQpslkIiwsjG+++abycd7HHnvMMD2Afv36ERkZyaefforZbKZHjx60adPGME0fHx/uvvtuvvrqKxo0aIDNZuPxxx+/VFGXrQcwcOBAvvnmGw4cOEBxcTH9+vUjMDDQMM1mzZoREhLC//73P7y8vPD09HTZ48kXsnHw4MHMmzePnTt3UlRUxH333eeS5sAL6V1rONUno5RqBMwEbgQEeFpE4qps7wzMAnoB74jIx9X2N2GfOfOkiDzgSOsJzADqAxbgJRHZ4dj2NvA37DNj/l1E1l6sfnU1aVlZWRl5eXn4+vpSv359l5R5oTZZESEvLw+bzUZAQIBLTviX0jSbzeTl5dGoUSPq1atnuJ6IkJOTg5ubG40aNaoTG0tKSigsLKRRo0a1vhN1Rs9ms5GTk4OHh4fL7ioupVlUVERRUREBAQEu6Te4lJ7VaiUnJwcvLy98fHxcpncxzcLCQkpLSwkICHDpk50X0rNYLOTk5ODj4+Oy/qaL6dUVV0zHv1JqDhArIjMdUzB7i0hele1NgTZAGJB7niDzGhAC+FYJMuuAT0RkjVJqCPCGiAxQSnUBFgA3Ay2BDcANImK9UP30zJgajUZTc66ImTGVUr5AfyACQETKqgYYR1qGiPwMlJ9n/yDgfux3QufsBlQ0pvoB6Y7lh4CFImIWkWTgCPaAo9FoNJqrDGfupdsDmcAspVQPYBfwiogUOakxBXgDaFgt/VVgrVLqY+zB7jZH+nXAtir50hxp56CUeg54DqB169ZOVkWj0Wg0dYkzPdfu2PtapovITUAR8JYzhSulHgAyRGTXeTa/CPxDRFoB/8BxpwScr2H+N216IvKliISISIhRYzBpNBqNpnY4E2TSgDQR2e5YX4I96DjD7cBQpdRxYCFwl1JqnmPbSGCpY3kxvzaJpQFVBzgK4temNI1Go9FcRVwyyIjIaSBVKVXxuvlAINGZwkXkbREJEpG2wHBgo4hUPFOZDtzhWL4LOOxYXgEMV0rVU0q1AzoCO5zR02g0Gs2VhbPPN44GIh1Plh0DnlJKvQAgIjOUUs2xP6LsC9iUUq8CXUSk4CJlPgtMVUq5A6U4+ldE5Bel1CLsgcwCjLrYk2UajUajuXLRY5dpNBrNH5Qr4hFmjUaj0WguFx1kNBqNRmMYOshoNBqNxjB0kNFoNBqNYeggo9FoNBrD0EFGo9FoNIahg4xGo9FoDEMHGY1Go9EYhg4yGo1GozEMHWQ0Go1GYxg6yGg0Go3GMFw3AfgfkNjYWCIjI7FYLCQmJrJ161ZD9Y4dO8b48ePJz89nyZIlDB48mDZt2uDj48PHH3986QJqSFRUFKtWrSIjI4NRo0axd+9eDh06RGZmJrNmzSIgIMCleklJSUydOpWsrCwGDhxISUkJ8+bNY+7cudx4440u1bqQ5smTJ8nIyMBkMjFp0iSXzudeQVFREf379+f9998nNjaW/Px8tm/fzoQJExg0aJDL9WJiYhg7dixdu3Zl+PDhTJw40VC/sdlsjB07loKCAkJCQjhz5oyhfgO/PRbDw8MN9Z3qenfddZfhfnO1ooNMLQgNDSU0NJSoqCj69OljuF779u2JiIggPDwcAG9vb2w2G82aNTNELywsjLCwMHJzc3n99deJiLDPK/fJJ5+Qmprq8pNFcHAwM2bMwGaz8eyzzxIREUFBwcUG8na9ZnZ2NlFRUSxatIilS5fy+OOPX7qQGjJx4kSGDRtWuQzwwAMPcPfdd7tcC0AphY+PD6WlpQQFBRnuN8uXL+fkyZMEBAQQFBTEyJEjAeP8Bn57LD7//POG+k51vTVr1hjuN1crOsi4gPnz5zNz5sw61128eDFubm689tpr7Nu3j+7duxuiM27cOEaNGkVZWRkvvfQSx48f56mnnjJEa8WKFUyYMIGXX37ZkPIvpWmxWBg9ejQA1133m1m/a82GDRvo0qULpaWllWk7duygV69emEwml+uB/YR4xx13cObMGV577TXD/ebgwYP07duX559/nvDwcEJDQw33mwrq+lis0PPy8jLUb65mdJBxEhEhPj6ekydPEhgYSJ8+fXBzcyMlJQU/Pz98fX1dqpeenk58fDweHh7cfPPN5y3fzc3epda0aVPOnj1bK73y8nK2b99Ofn4+7dq1o0uXLogIb731FoMHD6ZXL/tkqDNnzmTRokUsX7688gr1cklOTiYpKQkvLy9uvfVWvLy8GDp0KEOHDuX+++/nscceq1X51SktLWXbtm0UFxfTqVMnOnToAHCO5qpVq3jiiSeIiIigcePGtdY8cOAAR48exdfXl1tuuYXo6GiKiopITEzEy8uLIUOGMHPmTP75z3/WWgugsLCQHTt2UFZWRrdu3QgKCqr0E39/f8xms0v9RkTYt28faWlpBAQEcPPNNxMUFISnpycAJpMJT09Pl/pNTk4OO3fuxGaz0atXL5o2bQpg2LFos9nYtWsXGRkZNG/enF69eqGUOkfviSeecKnfXEvo+WScZOPGjRw+fJiePXty8OBBGjZsyMMPP8y7777LoEGDuO2221yiExcHK1bkU1i4kkcfbU1xcTGJiYk8//zzlJSU8M4777B+/XqeeeYZDhw4gLe3NxaLhS+++KLy5FFTvehoobT0B7p2LaBt27bs2LGDW2+9lbi4OObMmUOfPn3o2bMnycnJFBcXk5uby6RJky67uSUuDpYsyaSsbD0jRrQlKyuLtLQ0brjhBlasWIHZbKZ79+74+Pjw2Wef0aFDB8aMGUO3bt0uW2/jRisFBd/Tty80a9aMuLg4Bg8ezJkzZ1i6dGmlZnl5OYcOHcJkMjF16tTL+k0rNOfPT8dkimX48DakpqZSVFTEE088gZubG7NnzyYwMJA77riDJ598ku++++6ydKrqrV9fTk7OUgYN8qVhw4bExcXx6KOPsnPnTtauXUteXh4vvvgis2bNqrXfVGjOmpVMo0Z7+dOfWnL48GHq16/PkCFDGD16NN7e3nTu3JmUlBSX+c0PP5SSnf0dDz/cHJPJxM8//8yTTz5JkyZNzjkW58yZU2vfiYuDmBjw8PiJxo0P0aVLFxISErjuuuu47777ztGbMmWKy/wmJgYGDIC+fS+riBpRF/PJICJX/ad3795iNBMnTpTc3FwRESkrK5Nx48aJ2Wx2qcbWrSJeXiJublapV88iW7fa0xctWiR79uxxqVZVPZPJJh4eZbJli1VERFJTU+Xzzz93uV5VTbuNVtm6VcRms0lERIQcOXLEQD2beHiUy08/2UREJDExUb755huX61XVVMoq9ev/auOUKVPkzJkzhum5udnE07O80m+2b98uUVFRLterqmm30SZbt4qUl5fLf/7zHykuLjZMz27jr8fGhg0bZMOGDYbpmUw2cXcvk+joUhERKSoqknHjxonNZjNQ0/5dYaORADvF4POzU+FWKdVIKbVEKXVAKZWklOpbbXtnpVScUsqslHr9PPublFJ7lFIrq6R9q5Ta6/gcV0rtdaS3VUqVVNk2o3Zh1DW4u7tXtqObzWaAy75auRAxMVBWBjabG+XlipgY+0VASUkJ7u6ub9ms0LNaFRaLG9HRNgDD9Kpq2mxuWCy/2mg2mw210WZTWK1uREfb79zrwkaRX/9Hi8WCxWIx3Eb7//irjUb185xrY8V6mf2k4uLjoqqe3Ub7bwrG/Y9Vj42qflNaWmr4b2q12r8rbLzacfbfmQr8ICLhSilPoPrzeTnA34GwC+z/CpAEVDaWisijFctKqUlAfpX8R0Wkp5N1qxPuvPNO5s+fzw033EBycjL9+vVzuXMPGACenlBWJri5WYHNREamYTab6dSpk0u1ztUDkwkKCr5n5UoPkpKSeOihh1yud66m4OZmwc0tjtmzj+Dr60urVq0M1TOZbBQVrWHFCuHgwYOMGDHC5XrVNd3cLLi7b+frr3/h+uuvx9/f32A9G6Wl64iKKuPIkSOGdbRXt9HDYztff72XW265hXr16hmsZ6W8/EcWL87j5MmTPPPMMwbqgbs75OcvZ+XKBhw5coS77roLpZShmp6e9vVrgUv2ySilfIF4oL1cIrNS6j3grIh8XCUtCJgDjAdeE5EHqu2jgBTgLhE5rJRqC6wUEacfbq+LPhmAtLQ00tPTCQwMpH379oZoVLTJ9ulThL//Adzd3enSpQseHh6G6t1xh9C48SHy8/Np06aNYY+3VtXs1auAgICDeHl50aVLF0OugKvq9e9vo1GjJIqLi+nQoYMhj9JW1+zePYcmTexBtFOnToacnKrq9etnwc8vkbKyMm644QaXd4KfT7Nr10yaN0+mcePGlQ9TGKl3221l+Pr+gojQuXNnw95Jqdo/0rLlCc6cOUPz5s1p3bq1IXrVNa+VPhlngkxP4EsgEegB7AJeEZGi8+R9j98GmSXAh0BD4PXzBJn+wOQKQx1B5hfgEFAAjBGR2PNoPQc8B9C6deveJ06ccMpgjUaj0dipiyDjzKWjO9ALmC4iNwFFwFvOFK6UegDIEJFdF8k2AlhQZf0U0Nqh9Row33E3dQ4i8qWIhIhISJMmTZypjkaj0WjqGGeCTBqQJiLbHetLsAcdZ7gdGKqUOg4sBO5SSs2r2KiUcgceAb6tSBMRs4hkO5Z3AUeBG5zU02g0Gs0VxCWDjIicBlKVUhU9zwOxN51dEhF5W0SCRKQtMBzYKCJVx1u4GzggImkVCUqpJkopk2O5PdAROOaMnkaj0WiuLJx9PGo0EOl4suwY8JRS6gUAEZmhlGoO7MT+9JhNKfUq0EVELjV40HDObSoD6A98oJSyAFbgBRHJcbKeGo1Go7mC0G/8azQazR+UK6XjX6PRaDSay+KauJNRSmUCdf0McyCQVceaRnGt2HKt2AHaliuVa82WBiJi6OO510SQ+T1QSu00+jazrrhWbLlW7ABty5WKtqXm6OYyjUaj0RiGDjIajUajMQwdZC6fL3/vCriQa8WWa8UO0LZcqWhbaojuk9FoNBqNYeg7GY1Go9EYhg4yGo1GozGMP2SQqT5Tp1LqI8esn/uUUsuUUo2q5W+tlDpbddZPpVRvpdR+pdQRpdSnjnlxUErVc8z6eUQptd0xdUHFPiOVUocdn5F1acvFZhy92mxxbOvumI31F0fd61+Ntiil/lLlP9mrlLI5pte4ImypgR0eSqk5jvomKaXerlLG725HDW3xVErNctQ5Xik14Cqw5d8OO/YqpdYppVpWyfu2o14HlVKD6twWo+d3vhI/OKYQwD45GsC9gLtjeSIwsVr+74DF2OfDqUjbAfQFFLAGGOxIfwmY4VgeDnzrWA7APu5bAODvWPavK1uAtkDCBcq42mxxB/YBPRzrjQHT1WhLtX26AceupP+lBv/JY8BCx7I3cBxoe6XYUUNbRgGzHMtNsc+h5XaF2+JbZdvfq9SlC/ZJJ+sB7bCPal+nx8of7k5G2WfqvB+YWZEmIutExOJY3QYEVckfhv3H/KVKWgvsf2qc2H/9ufw69fRD2GcCBfu0CAMdVwiDgPUikiMiucB64L66tOUCZVyNttwL7BOReEe+bBGxXqW2VKVybqUrwZYa2iFAA2WfvsMLKAMKrgQ7LsOWLsCPjjwZQB4QcoXbUnUw4gbY/4+Kei0U+xQqycAR4Oa6tOUPF2SAKcAbgO0C25/GHtVRSjUA3gTer5bnOuzz7FSQ5kir2JYK4HDgfOxX2pXp59nncpmCk7Y4aOe4xd6klAqtUt+rzZYbAFFKrVVK7VZKvVGlvlebLVV5lF9HJb8SbJmC83YswT6h4Sns06l/LPbR068EO6BmtsQDDyml3JVS7YDeQKsr3Ral1HilVCrwF+Bf1etVTb/ObPlDBRl1iZk6lVLvABYg0pH0PvCJiJytnvU8u8sltl1snxpzGbZcaMbRq9EWd6Af9oOpH/CwUmrgJep1pdpSkX4LUCwiCZeo78W2ucyWy7DjZuxTc7TE3izz/5R9Pqir8T/5GvsJdCf2E/pWx/Yr2hYReUdEWmG34+Va1MultvyhggwXmanT0Yn1APAXx+0jwC3Afx35XwX+qZR6GbsDVm3uCALSHctp2K96Kmb+9ANyqqafZx/DbZELzzh61dni0N8kIlkiUgysxj5b69VoSwXV51b6vW2pqR2PAT+ISLmjieknIOQKsKPGtoiIRUT+ISI9ReQhoBFw+Eq3pQrzgT9Vr1c1/bqz5XI7nq72DzCAXzvN7sM+22eTi+R/j3M7/n8GbuXXTrMh8munYdVOs0Xya6dZMvYOM3/HckBd2QI04dcOv/bAyQr9q9AWf2A39g5md2ADcP/VaItjmxv2A7h9tfQrwhYn/5M3gVmOujZw5Ol+JdlRA1u8sY9ODHAPsPlK+0/OY0vHKumjgSWO5a6c2/F/jF/PA3ViS60NvVo/1f6gI9jbGvc6PjPOk/89zg0yIUAC9juC//Hr6An1sT+JdgT70xvtq+zztCP9CPBUXdqC/crmF4fD7QYevFptcWx73GFPAvDfq9yWAcC28+x/RdjipH/5OOr0C/YT9/9daXbUwJa2wEEgCfsFTJurwJbvHPXaB3wPXFcl3zuO+h7E8QRZXdqih5XRaDQajWH80fpkNBqNRlOH6CCj0Wg0GsPQQUaj0Wg0hqGDjEaj0WgMQwcZjUaj0RiGDjIajUajMQwdZDQajUZjGP8fvSH5wGzBS3MAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# =======================================\n", + "# Specify offsets \n", + "# =======================================\n", + "row_offset_x = np.linspace(0,1,8)* -500\n", + "row_offset_y = np.linspace(0,1,8) * 0\n", + "\n", + "col_offset_x = np.linspace(0,1,10) * 0\n", + "col_offset_y = np.linspace(0,1,10) * 0\n", + "\n", + "add_offset_plot_and_print(row_offset_x, row_offset_y, col_offset_x, col_offset_y)\n" + ] + } + ], + "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": "3.8.2" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": true + } }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# =======================================\n", - "# Specify offsets \n", - "# =======================================\n", - "row_offset_x = np.linspace(0,1,8)* -500\n", - "row_offset_y = np.linspace(0,1,8) * 0\n", - "\n", - "col_offset_x = np.linspace(0,1,10) * 0\n", - "col_offset_y = np.linspace(0,1,10) * 0\n", - "\n", - "add_offset_plot_and_print(row_offset_x, row_offset_y, col_offset_x, col_offset_y)\n" - ] - }, - { - "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": "3.8.2" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": true - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} + "nbformat": 4, + "nbformat_minor": 4 +} \ No newline at end of file diff --git a/py_wake/deflection_models/fuga_deflection.py b/py_wake/deflection_models/fuga_deflection.py index 37ccd1771..3f4218773 100644 --- a/py_wake/deflection_models/fuga_deflection.py +++ b/py_wake/deflection_models/fuga_deflection.py @@ -2,11 +2,12 @@ from numpy import newaxis as na import matplotlib.pyplot as plt import numpy as np from py_wake.deflection_models.deflection_model import DeflectionModel -from py_wake.tests import npt -from py_wake.tests.test_files import tfp from py_wake.utils.fuga_utils import FugaUtils from py_wake.utils.grid_interpolator import GridInterpolator import time +import py_wake +import os +tfp = os.path.dirname(py_wake.__file__).replace("\\", "/") + "/tests/test_files/" class FugaDeflection(FugaUtils, DeflectionModel): diff --git a/py_wake/examples/data/iea37/_iea37.py b/py_wake/examples/data/iea37/_iea37.py index 237bf586c..c6aec1980 100644 --- a/py_wake/examples/data/iea37/_iea37.py +++ b/py_wake/examples/data/iea37/_iea37.py @@ -65,10 +65,8 @@ def main(): site = IEA37Site(16) x, y = site.initial_position.T - dw, cw, dh, dw_order = site.wt2wt_distances(x, y, [70], np.array([[0]])) - print(dw.shape) lw = site.local_wind(x, y) - print(lw.WS_ilk.shape) + print(lw.WS) if __name__ == '__main__': diff --git a/py_wake/site/_site.py b/py_wake/site/_site.py index 67483b493..a51ea3e76 100644 --- a/py_wake/site/_site.py +++ b/py_wake/site/_site.py @@ -18,7 +18,7 @@ suffixs: class LocalWind(xr.Dataset): __slots__ = ('wd_bin_size') - def __init__(self, x_i, y_i, h_i, wd, ws, wd_bin_size, WD=None, WS=None, TI=None, P=None): + def __init__(self, x_i, y_i, h_i, wd, ws, time, wd_bin_size, WD=None, WS=None, TI=None, P=None): """ Parameters @@ -32,7 +32,15 @@ class LocalWind(xr.Dataset): P : array_like Probability/weight """ - coords = {'wd': wd, 'ws': np.atleast_1d(ws)} + ws = np.atleast_1d(ws) + if time is not False: + assert len(wd) == len(ws) + if time is True: + time = np.arange(len(wd)) + coords = {'time': time, 'wd': ('time', wd), 'ws': ('time', ws)} + else: + coords = {'wd': wd, 'ws': np.atleast_1d(ws)} + assert len(np.atleast_1d(x_i)) == len(np.atleast_1d(y_i)) n_i = max(len(np.atleast_1d(x_i)), len(np.atleast_1d(h_i))) coords['i'] = np.arange(n_i) @@ -40,7 +48,6 @@ class LocalWind(xr.Dataset): for k, v in [('x', x_i), ('y', y_i), ('h', h_i)]: if v is not None: coords[k] = ('i', np.zeros(n_i) + v) - xr.Dataset.__init__(self, data_vars={k: v for k, v in [('WD', WD), ('WS', WS), ('TI', TI), ('P', P)] if v is not None}, coords=coords) @@ -89,6 +96,15 @@ class Site(ABC): self.default_ws = np.arange(3, 26.) self.default_wd = np.arange(360) + @property + def distance(self): + return self._distance + + @distance.setter + def distance(self, distance): + self._distance = distance + distance.site = self + def get_defaults(self, wd=None, ws=None): if wd is None: wd = self.default_wd @@ -108,7 +124,7 @@ class Site(ABC): ds['WD'] = xr.DataArray(wd, [('wd', wd)]) return ds - def local_wind(self, x_i, y_i, h_i=None, wd=None, ws=None, wd_bin_size=None, ws_bins=None): + def local_wind(self, x_i, y_i, h_i=None, wd=None, ws=None, time=False, wd_bin_size=None, ws_bins=None): """Local free flow wind conditions Parameters @@ -123,6 +139,9 @@ class Site(ABC): Global wind direction(s). Override self.default_wd ws : float, int or array_like, optional Global wind speed(s). Override self.default_ws + time : boolean or array_like + If True or array_like, wd and ws is interpreted as a time series + If False, full wd x ws matrix is computed wd_bin_size : int or float, optional Size of wind direction bins. default is size between first and second element in default_wd @@ -143,7 +162,7 @@ class Site(ABC): """ wd, ws = self.get_defaults(wd, ws) wd_bin_size = self.wd_bin_size(wd, wd_bin_size) - lw = LocalWind(x_i, y_i, h_i, wd, ws, wd_bin_size) + lw = LocalWind(x_i, y_i, h_i, wd, ws, time, wd_bin_size) return self._local_wind(lw, ws_bins) @abstractmethod @@ -170,43 +189,8 @@ class Site(ABC): Probability/weight """ - def distances(self, src_x_i, src_y_i, src_h_i, dst_x_j, dst_y_j, dst_h_j, wd_il): - """Calculate down/crosswind distance between source and destination points - - Parameters - ---------- - src_x_i : array_like - Source x position - src_y_i : array_like - Source y position - src_h_i : array_like - Source height above ground level - dst_x_j : array_like - Destination x position - dst_y_j : array_like - Destination y position - dst_h_j : array_like - Destination height above ground level - wd_il : array_like, shape (#src, #wd) - Local wind direction at the source points for all global wind directions - - - Returns - ------- - dw_ijl : array_like - down wind distances. Positive downstream - hcw_ijl : array_like - horizontal cross wind distances. Positive when the wind is in your - back and the turbine lies on the left. - dh_ijl : array_like - vertical distances - dw_order_indices_l : array_like - indices that gives the downwind order of source points - """ - return self.distance(self, src_x_i, src_y_i, src_h_i, dst_x_j, dst_y_j, dst_h_j, wd_il) - - def wt2wt_distances(self, x_i, y_i, h_i, wd_il): - return self.distances(x_i, y_i, h_i, x_i, y_i, h_i, wd_il) + def wt2wt_distances(self, wd_il): + return self.distance(wd_il) @abstractmethod def elevation(self, x_i, y_i): diff --git a/py_wake/site/distance.py b/py_wake/site/distance.py index fc39ab48e..6e7072ebf 100644 --- a/py_wake/site/distance.py +++ b/py_wake/site/distance.py @@ -4,19 +4,18 @@ import matplotlib class StraightDistance(): + def _cos_sin(self, wd): theta = np.deg2rad(90 - wd) cos = np.cos(theta) sin = np.sin(theta) return cos, sin - def plot(self, site, src_x_i, src_y_i, src_h_i, dst_x_j, dst_y_j, dst_h_j, wd_il): + def plot(self, wd_il, src_idx=slice(None), dst_idx=slice(None)): import matplotlib.pyplot as plt - dw_ijl, hcw_ijl, dh_ijl, dw_order_indices_l = self(site, - src_x_i, src_y_i, src_h_i, - dst_x_j, dst_y_j, dst_h_j, wd_il) - wdirs = wd_il.mean(0) - I, J, L = len(src_x_i), len(dst_x_j), len(wdirs) + + dw_ijl, hcw_ijl, _ = self(wd_il) + wdirs = np.mean(wd_il, 0) for l, wd in enumerate(wdirs): plt.figure() ax = plt.gca() @@ -25,107 +24,131 @@ class StraightDistance(): ax.arrow(0, 0, -np.cos(theta) * 20, -np.sin(theta) * 20, width=1) colors = [c['color'] for c in iter(matplotlib.rcParams['axes.prop_cycle'])] f = 2 - for i in range(I): - i_dw = dw_order_indices_l[l][i] - x_, y_ = src_x_i[i_dw], src_y_i[i_dw] + for i, x_, y_ in zip(np.arange(len(self.src_x_i))[src_idx], self.src_x_i[src_idx], self.src_y_i[src_idx]): c = colors[i % len(colors)] - ax.plot(x_, y_, '2', color=c, ms=10, mew=3, label=i_dw) - for j in range(J): - dst_x, dst_y = dst_x_j[j], dst_y_j[j] - ax.arrow(x_ - j / f, y_ - j / f, -np.cos(theta) * dw_ijl[i_dw, j, l], - - np.sin(theta) * dw_ijl[i_dw, j, l], width=.3, color=c) - ax.plot([dst_x - i / f, dst_x - np.sin(theta) * hcw_ijl[i_dw, j, l] - i / f], - [dst_y - i / f, dst_y + np.cos(theta) * hcw_ijl[i_dw, j, l] - i / f], '--', color=c) - plt.plot(src_x_i, src_y_i, 'k2') + ax.plot(x_, y_, '2', color=c, ms=10, mew=3) + for j, dst_x, dst_y in zip(np.arange(len(self.dst_x_j))[dst_idx], + self.dst_x_j[dst_idx], self.dst_y_j[dst_idx]): + ax.arrow(x_ - j / f, y_ - j / f, -np.cos(theta) * dw_ijl[i, j, l], - + np.sin(theta) * dw_ijl[i, j, l], width=.3, color=c) + ax.plot([dst_x - i / f, dst_x - np.sin(theta) * hcw_ijl[i, j, l] - i / f], + [dst_y - i / f, dst_y + np.cos(theta) * hcw_ijl[i, j, l] - i / f], '--', color=c) + plt.plot(self.src_x_i, self.src_y_i, 'k2') ax.axis('equal') ax.legend() - plt.close() - - def project_distance(self, dx_ij, dy_ij, wd_ijl): - cos_ijl, sin_ijl = self._cos_sin(wd_ijl) - dw_ijl = -cos_ijl * dx_ij[:, :, na] - sin_ijl * dy_ij[:, :, na] - hcw_ijl = sin_ijl * dx_ij[:, :, na] - cos_ijl * dy_ij[:, :, na] - return dw_ijl, hcw_ijl - - def dw_order_indices(self, src_x_i, src_y_i, wd_l): - cos_l, sin_l = self._cos_sin(wd_l) - dx_ii = src_x_i - np.asarray(src_x_i)[:, na] - dy_ii = src_y_i - np.asarray(src_y_i)[:, na] - dw_iil = -cos_l[na, na, :] * dx_ii[:, :, na] - sin_l[na, na, :] * dy_ii[:, :, na] + + def setup(self, src_x_i, src_y_i, src_h_i, dst_xyh_j=None): + src_x_i, src_y_i, src_h_i = map(np.asarray, [src_x_i, src_y_i, src_h_i]) + self.src_x_i, self.src_y_i, self.src_h_i = src_x_i, src_y_i, src_h_i + + self.dx_ii = src_x_i - src_x_i[:, na] + self.dy_ii = src_y_i - src_y_i[:, na] + self.dh_ii = src_h_i - src_h_i[:, na] + if dst_xyh_j is None: + dst_x_j, dst_y_j, dst_h_j = src_x_i, src_y_i, src_h_i + self.dx_ij, self.dy_ij, self.dh_ij = self.dx_ii, self.dy_ii, self.dh_ii + self.src_eq_dst = True + else: + dst_x_j, dst_y_j, dst_h_j = dst_xyh_j + dst_x_j, dst_y_j, dst_h_j = map(np.asarray, [dst_x_j, dst_y_j, dst_h_j]) + self.dx_ij = dst_x_j - src_x_i[:, na] + self.dy_ij = dst_y_j - src_y_i[:, na] + self.dh_ij = dst_h_j - src_h_i[:, na] + self.src_eq_dst = False + self.dst_x_j, self.dst_y_j, self.dst_h_j = dst_x_j, dst_y_j, dst_h_j + + def __call__(self, wd_il, src_idx=slice(None), dst_idx=slice(None)): + assert hasattr(self, 'dx_ij'), "method setup must be called first" + if len(np.shape(wd_il)) == 1: + cos_l, sin_l = self._cos_sin(wd_il) + dx_ij, dy_ij = self.dx_ii[src_idx, dst_idx], self.dy_ii[src_idx, dst_idx] + dw_jl = (-cos_l[na] * dx_ij - sin_l[na] * dy_ij) + hcw_jl = (sin_l[na] * dx_ij - cos_l[na] * dy_ij) + return dw_jl, hcw_jl, self.dh_ii[src_idx, dst_idx] + else: + # wd_il + # mean over all source points + wd_l = np.mean(wd_il, (0)) + wd_ijl = wd_l[na, na] + cos_ijl, sin_ijl = self._cos_sin(wd_ijl) + dx_ijl = self.dx_ij[src_idx][:, dst_idx][:, :, na] + dy_ijl = self.dy_ij[src_idx][:, dst_idx][:, :, na] + + dw_ijl = -cos_ijl * dx_ijl - sin_ijl * dy_ijl + hcw_ijl = sin_ijl * dx_ijl - cos_ijl * dy_ijl + dh_ijl = np.broadcast_to(self.dh_ij[src_idx][:, dst_idx][:, :, na], dw_ijl.shape) + return dw_ijl, hcw_ijl, dh_ijl + + def dw_order_indices(self, wd_l): + assert hasattr(self, 'dx_ij'), "method setup must be called first" + I, J = self.dx_ij.shape + assert I == J + cos_l, sin_l = self._cos_sin(np.asarray(wd_l)) + # return np.argsort(-cos_l[:, na] * np.asarray(src_x_i)[na] - sin_l[:, na] * np.asarray(src_y_i)[na], 1) + dw_iil = -cos_l[na, na, :] * self.dx_ij[:, :, na] - sin_l[na, na, :] * self.dy_ij[:, :, na] dw_order_indices_l = np.argsort((dw_iil > 0).sum(0), 0).T return dw_order_indices_l - def __call__(self, site, src_x_i, src_y_i, src_h_i, dst_x_j, dst_y_j, dst_h_j, wd_il): - dx_ij = dst_x_j - np.asarray(src_x_i)[:, na] - dy_ij = dst_y_j - np.asarray(src_y_i)[:, na] - dh_ij = dst_h_j - np.asarray(src_h_i)[:, na] - - src_x_i, src_y_i = map(np.asarray, [src_x_i, src_y_i]) - # let the wind direction correspont to the mean wind directions of all source points - wd_l = np.mean(wd_il, (0)) - wd_ijl = wd_l[na, na] - - dw_ijl, hcw_ijl = self.project_distance(dx_ij, dy_ij, wd_ijl) - dh_ijl = np.zeros(dw_ijl.shape) - dh_ijl[:, :, :] = dh_ij[:, :, na] - - dw_order_indices_l = self.dw_order_indices(src_x_i, src_y_i, wd_l) - - return dw_ijl, hcw_ijl, dh_ijl, dw_order_indices_l - class TerrainFollowingDistance(StraightDistance): def __init__(self, distance_resolution=1000, **kwargs): super().__init__(**kwargs) self.distance_resolution = distance_resolution - def __call__(self, site, src_x_i, src_y_i, src_h_i, dst_x_j, dst_y_j, dst_h_j, wd_il): - _, hcw_ijl, dh_ijl, dw_order_indices_l = StraightDistance.__call__( - self, site, src_x_i, src_y_i, src_h_i, dst_x_j, dst_y_j, dst_h_j, wd_il) - + def setup(self, src_x_i, src_y_i, src_h_i, dst_xyh_j=None): + StraightDistance.setup(self, src_x_i, src_y_i, src_h_i, dst_xyh_j=dst_xyh_j) # Calculate distance between src and dst and project to the down wind direction - src_x_i, src_y_i, dst_x_j, dst_y_j = map(np.asarray, [src_x_i, src_y_i, dst_x_j, dst_y_j]) # Generate interpolation lines - if len(src_x_i) == len(dst_x_j) and np.all(src_x_i == dst_x_j) and np.all( - src_y_i == dst_y_j) and len(src_x_i) > 1: + + if (self.src_eq_dst and self.dx_ij.shape[0] > 1): # calculate upper triangle of d_ij(distance from i to j) only xy = np.array([(np.linspace(src_x, dst_x, self.distance_resolution), np.linspace(src_y, dst_y, self.distance_resolution)) - for i, (src_x, src_y) in enumerate(zip(src_x_i, src_y_i)) - for dst_x, dst_y in zip(dst_x_j[i + 1:], dst_y_j[i + 1:])]) + for i, (src_x, src_y) in enumerate(zip(self.src_x_i, self.src_y_i)) + for dst_x, dst_y in zip(self.dst_x_j[i + 1:], self.dst_y_j[i + 1:])]) upper_tri_only = True else: xy = np.array([(np.linspace(src_x, dst_x, self.distance_resolution), np.linspace(src_y, dst_y, self.distance_resolution)) - for src_x, src_y in zip(src_x_i, src_y_i) - for dst_x, dst_y in zip(dst_x_j, dst_y_j)]) + for src_x, src_y in zip(self.src_x_i, self.src_y_i) + for dst_x, dst_y in zip(self.dst_x_j, self.dst_y_j)]) upper_tri_only = False x, y = xy[:, 0], xy[:, 1] # find height and calculate surface distance - h = site.elevation(x.flatten(), y.flatten()).reshape(x.shape) + h = self.site.elevation(x.flatten(), y.flatten()).reshape(x.shape) dxy = np.sqrt((x[:, 1] - x[:, 0])**2 + (y[:, 1] - y[:, 0])**2) dh = np.diff(h, 1, 1) s = np.sum(np.sqrt(dxy[:, na]**2 + dh**2), 1) if upper_tri_only: - d_ij = np.zeros((len(src_x_i), len(dst_x_j))) + d_ij = np.zeros(self.dx_ij.shape) d_ij[np.triu(np.eye(len(src_x_i)) == 0)] = s # set upper triangle d_ij[np.tril(np.eye(len(src_x_i)) == 0)] = s # set lower triangle else: - d_ij = s.reshape(len(src_x_i), len(dst_x_j)) + d_ij = s.reshape(self.dx_ij.shape) + self.d_ij = d_ij + self.theta_ij = np.arctan2(self.dst_y_j - self.src_y_i[:, na], self.dst_x_j - self.src_x_i[:, na]) + def __call__(self, wd_il, src_idx=slice(None), dst_idx=slice(None)): # instead of projecting the distances onto first x,y and then onto down wind direction # we offset the wind direction by the direction between source and destination - theta_ij = np.arctan2(dst_y_j - src_y_i[:, na], dst_x_j - src_x_i[:, na]) - dir_ij = 90 - np.rad2deg(theta_ij) - wdir_offset_ijl = np.asarray(wd_il)[:, na] - dir_ij[:, :, na] - theta_ijl = np.deg2rad(90 - wdir_offset_ijl) - sin_ijl = np.sin(theta_ijl) - dw_ijl = - sin_ijl * d_ij[:, :, na] + _, hcw_ijl, dh_ijl = StraightDistance.__call__(self, wd_il, src_idx, dst_idx) + if len(np.shape(wd_il)) == 1: + dir_ij = 90 - np.rad2deg(self.theta_ij[src_idx, dst_idx]) + wdir_offset_ij = np.asarray(wd_il)[na] - dir_ij + theta_ij = np.deg2rad(90 - wdir_offset_ij) + sin_ij = np.sin(theta_ij) + dw_ijl = - sin_ij * self.d_ij[src_idx, dst_idx] + else: + dir_ij = 90 - np.rad2deg(self.theta_ij[src_idx, ][:, dst_idx]) + wdir_offset_ijl = np.asarray(wd_il)[:, na] - dir_ij[:, :, na] + theta_ijl = np.deg2rad(90 - wdir_offset_ijl) + sin_ijl = np.sin(theta_ijl) + dw_ijl = - sin_ijl * self.d_ij[src_idx][:, dst_idx][:, :, na] - return dw_ijl, hcw_ijl, dh_ijl, dw_order_indices_l + return dw_ijl, hcw_ijl, dh_ijl class TerrainFollowingDistance2(): @@ -136,14 +159,17 @@ class TerrainFollowingDistance2(): self.calc_all = calc_all self.terrain_step = terrain_step - def __call__(self, site, src_x_i, src_y_i, src_h_i, dst_x_j, dst_y_j, dst_h_j, wd_il): - if not src_x_i.shape == dst_x_j.shape or not np.allclose(src_x_i, dst_x_j): + def __call__(self, wd_il): + if not self.src_x_i.shape == self.dst_x_j.shape or not np.allclose(self.src_x_i, self.dst_x_j): raise NotImplementedError( 'Different source and destination postions are not yet implemented for the terrain following distance calculation') - return self.cal_dist_terrain_following(site, src_x_i, src_y_i, src_h_i, - dst_x_j, dst_y_j, dst_h_j, wd_il, + return self.cal_dist_terrain_following(self.site, self.src_x_i, self.src_y_i, self.src_h_i, + self.dst_x_j, self.dst_y_j, self.dst_h_j, wd_il, self.terrain_step, self.calc_all) + def setup(self, src_x_i, src_y_i, src_h_i, dst_xyh_j=None): + StraightDistance.setup(self, src_x_i, src_y_i, src_h_i, dst_xyh_j=dst_xyh_j) + def cal_dist_terrain_following(self, site, src_x_i, src_y_i, src_h_i, dst_x_j, dst_y_j, dst_h_j, wd_il, step, calc_all): """ Calculate downwind and crosswind distances between a set of turbine @@ -304,7 +330,7 @@ class TerrainFollowingDistance2(): # print(dist_down_isl) self.dist_down, self.dist_cross, self.downwind_order = dist_down_isl, dist_hcw_isl, downwind_order_il.T - return dist_down_isl, dist_hcw_isl, dist_dh_isl, downwind_order_il.T + return dist_down_isl, dist_hcw_isl, dist_dh_isl def _cal_dist(self, x_i, y_i, H_i, dst_x_j, dst_y_j, dst_h_j, wd): num_sites = len(x_i) diff --git a/py_wake/site/wasp_grid_site.py b/py_wake/site/wasp_grid_site.py index 38779e2d7..75717e696 100644 --- a/py_wake/site/wasp_grid_site.py +++ b/py_wake/site/wasp_grid_site.py @@ -118,13 +118,16 @@ def load_wasp_grd(path, globstr='*.grd', speedup_using_pickle=True): if os.path.isdir(path): pkl_fn = os.path.join(path, os.path.split(os.path.dirname(path))[1] + '.pkl') if os.path.isfile(pkl_fn): - with open(pkl_fn, 'rb') as f: - return pickle.load(f) - else: - ds = load_wasp_grd(path, globstr, speedup_using_pickle=False) - with open(pkl_fn, 'wb') as f: - pickle.dump(ds, f, protocol=-1) - return ds + try: + with open(pkl_fn, 'rb') as f: + return pickle.load(f) + except Exception: + print('loading %s failed. Loading from grid files instead' % pkl_fn) + + ds = load_wasp_grd(path, globstr, speedup_using_pickle=False) + with open(pkl_fn, 'wb') as f: + pickle.dump(ds, f, protocol=-1) + return ds else: raise NotImplementedError diff --git a/py_wake/site/xrsite.py b/py_wake/site/xrsite.py index 93bd872bf..667f5f551 100644 --- a/py_wake/site/xrsite.py +++ b/py_wake/site/xrsite.py @@ -226,25 +226,26 @@ class XRSite(Site): lw.set_W(WS, WD, TI, ws_bins, self.use_WS_bins) lw.set_data_array(TI_std, 'TI_std', 'Standard deviation of turbulence intensity') - if 'P' in self.ds: - if ('ws' in self.ds.P.dims and 'ws' in lw.coords): - d_ws = self.ds.P.ws.values - c_ws = lw.coords['ws'].values - i = np.searchsorted(d_ws, c_ws[0]) - if (np.any([ws not in d_ws for ws in c_ws]) or # check all coordinate ws in data ws - len(d_ws[i:i + len(c_ws)]) != len(c_ws) or # check subset has same length - np.any(d_ws[i:i + len(c_ws)] != c_ws)): # check subset are equal - raise ValueError("Cannot interpolate ws-dependent P to other range of ws") - lw['P'] = self.interp(self.ds.P, lw.coords) / \ - self.ds.sector_width * lw.wd_bin_size - else: - sf = self.interp(self.ds.Sector_frequency, lw.coords) - p_wd = sf / self.ds.sector_width * lw.wd_bin_size - A, k = self.interp(self.ds.Weibull_A, lw.coords), self.interp(self.ds.Weibull_k, lw.coords) - lw['Weibull_A'] = A - lw['Weibull_k'] = k - lw['Sector_frequency'] = p_wd - lw['P'] = p_wd * self.weibull_weight(lw, A, k) + if 'time' not in lw: + if 'P' in self.ds: + if ('ws' in self.ds.P.dims and 'ws' in lw.coords): + d_ws = self.ds.P.ws.values + c_ws = lw.coords['ws'].values + i = np.searchsorted(d_ws, c_ws[0]) + if (np.any([ws not in d_ws for ws in c_ws]) or # check all coordinate ws in data ws + len(d_ws[i:i + len(c_ws)]) != len(c_ws) or # check subset has same length + np.any(d_ws[i:i + len(c_ws)] != c_ws)): # check subset are equal + raise ValueError("Cannot interpolate ws-dependent P to other range of ws") + lw['P'] = self.interp(self.ds.P, lw.coords) / \ + self.ds.sector_width * lw.wd_bin_size + else: + sf = self.interp(self.ds.Sector_frequency, lw.coords) + p_wd = sf / self.ds.sector_width * lw.wd_bin_size + A, k = self.interp(self.ds.Weibull_A, lw.coords), self.interp(self.ds.Weibull_k, lw.coords) + lw['Weibull_A'] = A + lw['Weibull_k'] = k + lw['Sector_frequency'] = p_wd + lw['P'] = p_wd * self.weibull_weight(lw, A, k) return lw diff --git a/py_wake/tests/test_deficit_models/test_noj.py b/py_wake/tests/test_deficit_models/test_noj.py index bbae2ef89..15796e974 100644 --- a/py_wake/tests/test_deficit_models/test_noj.py +++ b/py_wake/tests/test_deficit_models/test_noj.py @@ -11,6 +11,7 @@ from py_wake.superposition_models import LinearSum, WeightedSum from py_wake.turbulence_models.stf import STF2017TurbulenceModel from py_wake.wind_turbines.power_ct_functions import PowerCtFunction + # Two turbines, 0: Nibe-A, 1:Ct=0 NibeA0 = WindTurbines(names=['Nibe-A'] * 2, diameters=[40] * 2, hub_heights=[50] * 2, @@ -26,7 +27,6 @@ def test_NOJ_Nibe_result(): y_i = [0, -40, -100] h_i = [50, 50, 50] wfm = All2AllIterative(site, NibeA0, wake_deficitModel=NOJDeficit(), superpositionModel=LinearSum()) - wfm.verbose = False WS_eff_ilk = wfm.calc_wt_interaction(x_i, y_i, h_i, [0, 1, 1], 0.0, 8.1)[0] npt.assert_array_almost_equal(WS_eff_ilk[:, 0, 0], [8.1, 4.35, 5.7]) diff --git a/py_wake/tests/test_files/speed_check/Fuga.txt b/py_wake/tests/test_files/speed_check/Fuga.txt new file mode 100644 index 000000000..c627a4635 --- /dev/null +++ b/py_wake/tests/test_files/speed_check/Fuga.txt @@ -0,0 +1,48 @@ +2020-04-30 10:35:07.760236;692.8008497017;[2.763308048248291, 2.512157917022705, 2.5022966861724854] +2020-04-30 10:35:49.728185;692.8008497017;[2.5709946155548096, 2.6620419025421143, 2.501955986022949] +2020-04-30 10:36:37.206730;692.8008497017;[2.7219974994659424, 2.74599552154541, 2.7789978981018066] +2020-04-30 10:37:33.162193;692.8008497017;[2.541996955871582, 2.6169979572296143, 2.5719964504241943] +2020-04-30 10:38:35.574276;692.8008497017;[2.7739529609680176, 2.7059988975524902, 2.712995767593384] +2020-04-30 10:40:27.925950;692.8008497017;[2.6390392780303955, 2.638951063156128, 2.791001319885254] +2020-04-30 10:45:36.582890;692.8008497017;[2.571042537689209, 2.5539958477020264, 2.537954330444336] +2020-04-30 10:46:32.822851;692.8008497017;[2.5979976654052734, 2.5670080184936523, 2.548987627029419] +2020-04-30 10:47:01.918820;692.8008497017;[2.8690013885498047, 2.6489944458007812, 2.6129956245422363] +2020-04-30 10:47:32.493419;692.8008497017;[2.7189974784851074, 2.6830005645751953, 2.6429967880249023] +2020-04-30 10:48:41.755455;692.8008497017;[2.820000410079956, 2.450990676879883, 2.5009992122650146] +2020-04-30 10:49:46.015524;692.8008497017;[2.505995988845825, 2.55800199508667, 2.6519949436187744] +2020-04-30 10:50:18.537809;692.8008497017;[2.4109954833984375, 2.432996988296509, 2.38299822807312] +2020-04-30 10:50:46.463861;692.8008497017;[2.4579970836639404, 2.381079912185669, 2.3669958114624023] +2020-04-30 10:51:16.388948;692.8008497017;[2.526524066925049, 2.4449942111968994, 2.511000871658325] +2020-04-30 10:53:51.442162;692.8008497017;[2.5019993782043457, 2.5649938583374023, 2.6529977321624756] +2020-04-30 10:55:41.186255;692.8008497017;[2.816995620727539, 2.7859973907470703, 2.4799983501434326] +2020-05-11 16:07:32.764553;692.8008497017;[1.0789716243743896, 1.0610270500183105, 1.0879795551300049] +2020-05-11 16:08:08.419750;692.8008497017;[1.0730397701263428, 1.0699586868286133, 1.0890300273895264] +2020-05-11 16:09:06.779561;692.8008497017;[1.294999599456787, 1.3190011978149414, 1.291999101638794] +2020-05-11 16:09:34.797839;692.8008497017;[1.3149709701538086, 1.3070003986358643, 1.293999433517456] +2020-05-11 16:09:58.980730;692.8008497017;[1.3320002555847168, 1.2930264472961426, 1.2989985942840576] +2020-05-11 16:10:36.686536;692.8008497017;[1.0660150051116943, 1.0619714260101318, 1.159001350402832] +2020-05-11 16:10:57.064240;692.8008497017;[1.0799989700317383, 1.1490015983581543, 1.0919995307922363] +2020-05-11 16:11:19.532992;692.8008497017;[1.2719993591308594, 1.3040025234222412, 1.2349975109100342] +2020-05-11 16:11:47.473574;692.8008497017;[1.051997423171997, 1.0560376644134521, 1.0370001792907715] +2020-05-11 16:12:19.431670;692.8008497017;[1.0400989055633545, 1.0349700450897217, 1.0260014533996582] +2020-05-11 16:12:44.175198;692.8008497017;[1.2970020771026611, 1.2409985065460205, 1.0910000801086426] +2020-05-11 16:15:07.118193;692.8008497017;[1.1089982986450195, 1.055999755859375, 1.0310266017913818] +2020-06-10 14:57:58.485913;692.8008497017;[0.9779987335205078, 0.9640274047851562, 1.0659749507904053] +2020-06-15 12:33:46.435782;692.8008497017;[0.8960011005401611, 0.9150006771087646, 0.9089992046356201] +2020-06-16 16:09:26.088765;692.8008497017;[0.9039998054504395, 0.9000005722045898, 0.8999998569488525] +2020-07-02 15:32:53.246702;692.8008497017;[1.7785313129425049] +2020-07-02 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+2021-03-24 15:40:37.274572;680.0542817176;[0.9289705753326416] diff --git a/py_wake/tests/test_files/speed_check/IEA37SimpleBastankhahGaussian.txt b/py_wake/tests/test_files/speed_check/IEA37SimpleBastankhahGaussian.txt new file mode 100644 index 000000000..95beca84b --- /dev/null +++ b/py_wake/tests/test_files/speed_check/IEA37SimpleBastankhahGaussian.txt @@ -0,0 +1,47 @@ +2020-04-30 10:26:20.098122;694.1483188596;[3.8419923782348633, 3.8279919624328613, 3.7949938774108887] +2020-04-30 10:28:28.019753;694.1483188596;[3.8318138122558594, 3.812150001525879, 3.854992389678955] +2020-04-30 10:32:07.108578;694.1483188596;[3.871992349624634, 3.8270304203033447, 3.812014102935791] +2020-04-30 10:34:59.902471;694.1483188596;[3.843034267425537, 3.773956060409546, 3.785996913909912] +2020-04-30 10:35:41.840191;694.1483188596;[3.8650341033935547, 3.818955183029175, 3.774996757507324] +2020-04-30 10:37:25.280202;694.1483188596;[3.8769962787628174, 3.801994562149048, 3.7959964275360107] 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08:20:51.091379;694.1483188596;[1.8249530792236328, 1.8345510959625244, 1.8639917373657227] +2021-03-11 08:23:47.215388;694.1483188596;[1.863544225692749, 1.860044240951538, 1.8101494312286377] +2021-03-11 08:24:39.844299;694.1483188596;[1.9070370197296143, 2.0540523529052734, 2.061040163040161] +2021-03-11 08:25:51.921654;694.1483188596;[1.81207275390625, 1.8658716678619385, 1.836768388748169] +2021-03-24 15:40:00.018012;694.1483188596;[1.6139659881591797] +2021-03-24 15:40:24.636272;694.1483188596;[1.5940558910369873] +2021-03-24 15:40:36.251507;694.1483188596;[1.6099998950958252] diff --git a/py_wake/tests/test_files/speed_check/NOJ.txt b/py_wake/tests/test_files/speed_check/NOJ.txt new file mode 100644 index 000000000..da9be48bb --- /dev/null +++ b/py_wake/tests/test_files/speed_check/NOJ.txt @@ -0,0 +1,54 @@ +2020-04-30 10:26:08.622181;702.4351577191;[3.139997959136963, 3.0359959602355957, 3.0100412368774414] +2020-04-30 10:26:57.759098;702.4351577191;[3.0239787101745605, 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a/py_wake/tests/test_sites/test_distances.py b/py_wake/tests/test_sites/test_distances.py index 3dc02c0f4..1c9e3a1dc 100644 --- a/py_wake/tests/test_sites/test_distances.py +++ b/py_wake/tests/test_sites/test_distances.py @@ -9,11 +9,14 @@ from py_wake import NOJ from py_wake.examples.data.ParqueFicticio import ParqueFicticioSite from py_wake.flow_map import HorizontalGrid import matplotlib.pyplot as plt +from py_wake.tests.check_speed import timeit +from py_wake.examples.data.hornsrev1 import Hornsrev1Site class FlatSite(UniformSite): - def __init__(self): + def __init__(self, distance): UniformSite.__init__(self, p_wd=[1], ti=.075) + self.distance = distance class HalfCylinder(UniformSite): @@ -38,19 +41,22 @@ class Rectangle(TerrainFollowingDistance, UniformSite): @pytest.mark.parametrize('distance', [StraightDistance(), - TerrainFollowingDistance()]) + TerrainFollowingDistance() + ]) def test_flat_distances(distance): - x = [0, 50, 100, 100] - y = [100, 100, 100, 0] - h = [0, 10, 20, 30] + x = [0, 50, 100, 100, 0] + y = [100, 100, 100, 0, 0] + h = [0, 10, 20, 30, 0] wdirs = [0, 30, 90] - dw_ijl, hcw_ijl, dh_ijl, dw_indices_l = distance(FlatSite(), src_x_i=x, src_y_i=y, src_h_i=h, dst_x_j=[0], dst_y_j=[0], dst_h_j=[0], - wd_il=np.array(wdirs)[na]) + site = FlatSite(distance=distance) + site.distance.setup(src_x_i=x, src_y_i=y, src_h_i=h) + dw_ijl, hcw_ijl, dh_ijl = site.distance(wd_il=np.array(wdirs)[na], src_idx=[0, 1, 2, 3], dst_idx=[4]) + dw_indices_l = site.distance.dw_order_indices(np.array(wdirs)) if 0: - distance.plot(src_x_i=x, src_y_i=y, src_h_i=h, dst_x_j=[0], dst_y_j=[0], dst_h_j=[0], - wd_il=np.array(wdirs)[na]) + distance.plot(wd_il=np.array(wdirs)[na], src_i=[0, 1, 2, 3], dst_i=[4]) + plt.show() npt.assert_array_almost_equal(dw_ijl, [[[100, 86.6025404, 0]], [[100, 111.602540, 50]], @@ -64,24 +70,26 @@ def test_flat_distances(distance): [[-10, -10, -10]], [[-20, -20, -20]], [[-30, -30, -30]]]) - npt.assert_array_equal(dw_indices_l, [[2, 1, 0, 3], - [2, 1, 0, 3], - [2, 3, 1, 0]]) + npt.assert_array_equal(dw_indices_l[:, :4], [[2, 1, 0, 3], + [2, 1, 0, 3], + [2, 3, 1, 0]]) @pytest.mark.parametrize('distance', [StraightDistance(), TerrainFollowingDistance()]) -def test_flat_distances_wt2wt(distance): +def test_flat_distances_src_neq_dst(distance): x = [0, 50, 100] y = [100, 100, 0] h = [0, 10, 20] wdirs = [0, 30] - dw_ijl, hcw_ijl, dh_ijl, dw_indices_l = distance(FlatSite(), src_x_i=x, src_y_i=y, src_h_i=h, dst_x_j=x, dst_y_j=y, dst_h_j=[1, 2, 3], - wd_il=np.array(wdirs)[na]) + site = FlatSite(distance=distance) + site.distance.setup(src_x_i=x, src_y_i=y, src_h_i=h, dst_xyh_j=(x, y, [1, 2, 3])) + dw_ijl, hcw_ijl, dh_ijl = site.distance(wd_il=np.array(wdirs)[na]) + dw_indices_l = distance.dw_order_indices(wdirs) if 0: - distance.plot(src_x_i=x, src_y_i=y, src_h_i=h, dst_x_j=x, dst_y_j=y, dst_h_j=[1, 2, 3], - wd_ijl=np.array(wdirs)[na, na]) + distance.plot(wd_il=np.array(wdirs)[na]) + plt.show() # check down wind distance wind from North and 30 deg npt.assert_array_almost_equal(dw_ijl[:, :, 0], [[0, 0, 100], @@ -115,10 +123,8 @@ def test_iea37_distances(): lw = site.local_wind(x_i=x, y_i=y, wd=site.default_wd, ws=site.default_ws) - dw_iil, hcw_iil, _, _ = site.wt2wt_distances( - x_i=x, y_i=y, - h_i=np.zeros_like(x), - wd_il=lw.WD_ilk.mean(2)) + site.distance.setup(x, y, np.zeros_like(x)) + dw_iil, hcw_iil, _ = site.wt2wt_distances(wd_il=lw.WD_ilk.mean(2)) # Wind direction. wdir = np.rad2deg(np.arctan2(hcw_iil, dw_iil)) npt.assert_allclose( @@ -127,11 +133,11 @@ def test_iea37_distances(): atol=1e-4) if 0: - import matplotlib.pyplot as plt _, ax = plt.subplots() ax.scatter(x, y) for i, txt in enumerate(np.arange(len(x))): ax.annotate(txt, (x[i], y[i]), fontsize='large') + plt.show() def test_terrain_following_half_cylinder(): @@ -142,12 +148,11 @@ def test_terrain_following_half_cylinder(): dst_x, dst_y = np.array([100, 200, 300, 400]), [0, 0, 0, 0] x = np.arange(-150, 150) - dw_ijl, hcw_ijl, _, _ = hc.distances(src_x_i=src_x, src_y_i=src_y, src_h_i=src_x * 0, - dst_x_j=dst_x, dst_y_j=dst_y, dst_h_j=dst_x * 0, - wd_il=np.array([0, 90])[na]) + hc.distance.setup(src_x_i=src_x, src_y_i=src_y, src_h_i=src_x * 0, + dst_xyh_j=(dst_x, dst_y, dst_x * 0)) + dw_ijl, hcw_ijl, _ = hc.distance(wd_il=np.array([0, 90])[na]) if 0: - import matplotlib.pyplot as plt plt.plot(x, hc.elevation(x_i=x, y_i=x * 0)) plt.plot(src_x, hc.elevation(x_i=src_x, y_i=src_y), '.') plt.plot(dst_x, dst_y, 'o') @@ -172,8 +177,8 @@ def test_distance_over_rectangle(): site = Rectangle(height=200, width=100, distance_resolution=100) wf_model = NOJ(site, windTurbines) sim_res = wf_model(x, y, wd=[270], ws=[9]) - x_j = np.linspace(-100, 500, 100) - y_j = np.linspace(-200, 300, 100) + x_j = np.linspace(-100, 500, 50) + y_j = np.linspace(-200, 300, 50) flow_map = sim_res.flow_map(HorizontalGrid(x_j, y_j)) Z = flow_map.WS_eff_xylk[:, :, 0, 0] X, Y = flow_map.X, flow_map.Y @@ -182,7 +187,6 @@ def test_distance_over_rectangle(): my2 = np.argmin(np.abs(Y[:, 0] + 100)) if 0: - import matplotlib.pyplot as plt flow_map.plot_wake_map() H = site.elevation(X, Y) plt.plot(X[my], Z[my] * 10, label='wsp*10') @@ -194,21 +198,21 @@ def test_distance_over_rectangle(): plt.show() ref = [9., 3.42, 3.8, 6.02, 6.17, 6.31, 6.43, 7.29, 7.35, 7.41, 7.47, 7.53, 7.58] - npt.assert_array_almost_equal(Z[my, :50:4], ref, 2) + npt.assert_array_almost_equal(Z[my, :25:2], ref, 2) def test_distance_plot(): - x = [0, 50, 100, 100] - y = [100, 100, 100, 0] - h = [0, 10, 20, 30] + x = [0, 50, 100, 100, 0] + y = [100, 100, 100, 0, 0] + h = [0, 10, 20, 30, 0] wdirs = [0, 30, 90] distance = StraightDistance() - distance.plot(None, src_x_i=x, src_y_i=y, src_h_i=h, dst_x_j=[0], dst_y_j=[0], dst_h_j=[0], - wd_il=np.array(wdirs)[na]) + distance.setup(src_x_i=x, src_y_i=y, src_h_i=h) + distance.plot(wd_il=np.array(wdirs)[na], src_idx=[0], dst_idx=[3]) if 0: - import matplotlib.pyplot as plt plt.show() + plt.close('all') # ====================================================================================================================== @@ -229,9 +233,9 @@ def test_distances_ri(): x, y = site.initial_position.T site.calc_all = False site.r_i = np.ones(len(x)) * 90 - dw_ijl, cw_ijl, dh_ijl, _ = site.distances(src_x_i=x, src_y_i=y, src_h_i=np.array([70]), - dst_x_j=x, dst_y_j=y, dst_h_j=np.array([70]), - wd_il=np.array([[180]])) + site.distance.setup(src_x_i=x, src_y_i=y, src_h_i=np.array([70]), + dst_xyh_j=(x, y, np.array([70]))) + dw_ijl, cw_ijl, dh_ijl = site.distance(wd_il=np.array([[180]])) npt.assert_almost_equal(dw_ijl[0, :, 0], np.array([0., -207., -477., -710., -1016., -1236., -1456., -1799.])) npt.assert_almost_equal(cw_ijl[:, 1, 0], np.array([-236.1, 0., 131.1, 167.8, 204.5, 131.1, 131.1, 45.4])) npt.assert_almost_equal(dh_ijl, np.zeros_like(dh_ijl)) @@ -243,9 +247,9 @@ def test_distance2_outside_map_WestEast(): x = np.arange(-1500, 1000, 500) + 264777 h = x * 0 y = h + 6505450 - - dw = site.distances(src_x_i=x, src_y_i=y, src_h_i=h, - dst_x_j=x, dst_y_j=y, dst_h_j=h * 0, wd_il=[270])[0] + site.distance.setup(src_x_i=x, src_y_i=y, src_h_i=h, + dst_xyh_j=(x, y, h * 0)) + dw = site.distance(wd_il=[270])[0] if 0: site.ds.Elevation.plot() @@ -262,9 +266,9 @@ def test_distance2_outside_map_NorthSouth(): y = np.arange(-1500, 1000, 500) + 6506613.0 h = y * 0 x = h + 264200 - - dw = site.distances(src_x_i=x, src_y_i=y, src_h_i=h, - dst_x_j=x, dst_y_j=y, dst_h_j=h * 0, wd_il=[180])[0] + site.distance.setup(src_x_i=x, src_y_i=y, src_h_i=h, + dst_xyh_j=(x, y, h * 0)) + dw = site.distance(wd_il=[180])[0] if 0: site.ds.Elevation.plot() diff --git a/py_wake/tests/test_sites/test_site.py b/py_wake/tests/test_sites/test_site.py index 77e358c6f..2e72c21dc 100644 --- a/py_wake/tests/test_sites/test_site.py +++ b/py_wake/tests/test_sites/test_site.py @@ -216,10 +216,8 @@ def test_iea37_distances(): lw = site.local_wind(x_i=x, y_i=y, wd=site.default_wd, ws=site.default_ws) - dw_iil, hcw_iil, _, _ = site.wt2wt_distances( - x_i=x, y_i=y, - h_i=np.zeros_like(x), - wd_il=lw.WD_ilk.mean(2)) + site.distance.setup(x, y, np.zeros_like(x)) + dw_iil, hcw_iil, _ = site.wt2wt_distances(wd_il=lw.WD_ilk.mean(2)) # Wind direction. wdir = np.rad2deg(np.arctan2(hcw_iil, dw_iil)) npt.assert_allclose( diff --git a/py_wake/tests/test_sites/test_wasp_grid_site.py b/py_wake/tests/test_sites/test_wasp_grid_site.py index d484cdd9a..bff3ff388 100644 --- a/py_wake/tests/test_sites/test_wasp_grid_site.py +++ b/py_wake/tests/test_sites/test_wasp_grid_site.py @@ -13,6 +13,7 @@ from py_wake import NOJ from py_wake.wind_turbines import OneTypeWindTurbines import matplotlib.pyplot as plt from py_wake.site.xrsite import XRSite +import shutil @pytest.fixture(autouse=True) @@ -195,9 +196,9 @@ def test_wasp_resources_grid_point(site): [-0, 207, 477, 710, 1016, 1236, 1456, 1799])]) def test_distances(site, dw_ref): x, y = site.initial_position.T - dw_ijl, cw_ijl, dh_ijl, _ = site.distances(src_x_i=x, src_y_i=y, src_h_i=np.array([70]), - dst_x_j=x, dst_y_j=y, dst_h_j=np.array([70]), - wd_il=np.array([[0]])) + site.distance.setup(src_x_i=x, src_y_i=y, src_h_i=np.array([70]), + dst_xyh_j=(x, y, np.array([70]))) + dw_ijl, cw_ijl, dh_ijl = site.distance(wd_il=np.array([[0]])) npt.assert_almost_equal(dw_ijl[0, :, 0], dw_ref) cw_ref = [236.1, 0., -131.1, -167.8, -204.5, -131.1, -131.1, -45.4] @@ -208,9 +209,9 @@ def test_distances(site, dw_ref): def test_distances_different_points(site2): site, x, y = site2 with pytest.raises(NotImplementedError): - site.distances(src_x_i=x, src_y_i=y, src_h_i=np.array([70]), - dst_x_j=x[1:], dst_y_j=y[1:], dst_h_j=np.array([70]), - wd_il=np.array([[0]])) + site.distance.setup(src_x_i=x, src_y_i=y, src_h_i=np.array([70]), + dst_xyh_j=(x[1:], y[1:], np.array([70]))) + site.distance(wd_il=np.array([[0]])) # def test_distances_wd_shape(): @@ -239,6 +240,14 @@ def test_speed_up_using_pickle(): npt.assert_array_less(time_w_pkl * 10, time_wo_pkl) +def test_speed_up_using_pickle_wrong_pkl(): + pkl_fn = ParqueFicticio_path + "ParqueFicticio.pkl" + if os.path.exists(pkl_fn): + os.remove(pkl_fn) + shutil.copy(__file__, pkl_fn) + site = WaspGridSite.from_wasp_grd(ParqueFicticio_path, speedup_using_pickle=True) + + def test_one_layer(): site = WaspGridSite.from_wasp_grd(os.path.dirname(one_layer.__file__) + "/", speedup_using_pickle=False) diff --git a/py_wake/tests/test_sites/test_xrsite.py b/py_wake/tests/test_sites/test_xrsite.py index 7075e8677..50cc05c27 100644 --- a/py_wake/tests/test_sites/test_xrsite.py +++ b/py_wake/tests/test_sites/test_xrsite.py @@ -382,7 +382,7 @@ def test_interp(h, wd, ws, h_i, wd_l, ws_k): 'i': [0, 1]} ) site = XRSite(ds) - lw = LocalWind(x_i=[25, 50], y_i=[225, 250], h_i=h_i, wd=wd_l, ws=ws_k, wd_bin_size=1) + lw = LocalWind(x_i=[25, 50], y_i=[225, 250], h_i=h_i, wd=wd_l, ws=ws_k, time=False, wd_bin_size=1) for n in ['XYHLK', 'XYHL', 'XYHK', 'K', 'L', 'KL', 'XY', 'H', 'XYH', 'XYL', 'XYK', 'I', 'IL', 'IK', 'ILK']: ip1 = site.interp(site.ds[n], lw.coords) @@ -406,11 +406,11 @@ def test_interp_special_cases(): ) site = XRSite(ds) with pytest.raises(ValueError, match=r"Number of points, i\(=10\), in site data variable, TI, must match "): - lw = LocalWind(x_i=[25, 50], y_i=[225, 250], h_i=110, wd=wd, ws=ws, wd_bin_size=1) + lw = LocalWind(x_i=[25, 50], y_i=[225, 250], h_i=110, wd=wd, ws=ws, time=False, wd_bin_size=1) site.interp(site.ds.TI, lw.coords) x = y = np.arange(10) - lw = LocalWind(x_i=x, y_i=y, h_i=110, wd=wd, ws=ws, wd_bin_size=1) + lw = LocalWind(x_i=x, y_i=y, h_i=110, wd=wd, ws=ws, time=False, wd_bin_size=1) ip1 = site.interp(site.ds.TI, lw.coords) ip2 = ds.TI.sel_interp_all(lw.coords) npt.assert_array_equal(ip1.shape, ip2.shape) diff --git a/py_wake/tests/test_superposition_models.py b/py_wake/tests/test_superposition_models.py index 30ecfd5b7..edf91ee6b 100644 --- a/py_wake/tests/test_superposition_models.py +++ b/py_wake/tests/test_superposition_models.py @@ -32,7 +32,7 @@ def test_superposition_models(superpositionModel, res): (MaxSum(), np.max)]) def test_superposition_model_indices(superpositionModel, sum_func): class WTSite(UniformSite): - def local_wind(self, x_i=None, y_i=None, h_i=None, wd=None, ws=None, wd_bin_size=None, ws_bins=None): + def local_wind(self, x_i=None, y_i=None, h_i=None, wd=None, ws=None, time=None, wd_bin_size=None, ws_bins=None): lw = UniformSite.local_wind(self, x_i=x_i, y_i=y_i, h_i=h_i, wd=wd, ws=ws, wd_bin_size=wd_bin_size, ws_bins=ws_bins) lw['WS'] = xr.DataArray(lw.WS_ilk + np.arange(len(x_i))[:, np.newaxis, np.newaxis], diff --git a/py_wake/tests/test_turbulence_models/test_turbulence_models.py b/py_wake/tests/test_turbulence_models/test_turbulence_models.py index 148d8238a..5b576ec61 100644 --- a/py_wake/tests/test_turbulence_models/test_turbulence_models.py +++ b/py_wake/tests/test_turbulence_models/test_turbulence_models.py @@ -106,7 +106,8 @@ def test_max_sum(): def test_superposition_model_indices(): class WTSite(UniformSite): - def local_wind(self, x_i=None, y_i=None, h_i=None, wd=None, ws=None, wd_bin_size=None, ws_bins=None): + def local_wind(self, x_i=None, y_i=None, h_i=None, wd=None, + ws=None, time=False, wd_bin_size=None, ws_bins=None): lw = UniformSite.local_wind(self, x_i=x_i, y_i=y_i, h_i=h_i, wd=wd, ws=ws, wd_bin_size=wd_bin_size, ws_bins=ws_bins) lw['TI'] = xr.DataArray(lw.TI_ilk + np.arange(len(x_i))[:, np.newaxis, np.newaxis] * .1, diff --git a/py_wake/tests/test_wind_farm_models/test_enginering_wind_farm_model.py b/py_wake/tests/test_wind_farm_models/test_enginering_wind_farm_model.py index 4fb0c1347..ce247d787 100644 --- a/py_wake/tests/test_wind_farm_models/test_enginering_wind_farm_model.py +++ b/py_wake/tests/test_wind_farm_models/test_enginering_wind_farm_model.py @@ -4,7 +4,7 @@ from py_wake.examples.data.iea37._iea37 import IEA37_WindTurbines, IEA37Site, IE from py_wake import NOJ, Fuga from py_wake.site._site import UniformSite from py_wake.tests import npt -from py_wake.examples.data.hornsrev1 import HornsrevV80, Hornsrev1Site, wt_x, wt_y, wt9_x, wt9_y +from py_wake.examples.data.hornsrev1 import HornsrevV80, Hornsrev1Site, wt_x, wt_y, wt9_x, wt9_y, V80 from py_wake.tests.test_files.fuga import LUT_path_2MW_z0_0_03 from py_wake.flow_map import HorizontalGrid from py_wake.wind_farm_models.engineering_models import All2AllIterative, PropagateDownwind @@ -28,6 +28,7 @@ from py_wake.wind_turbines._wind_turbines import WindTurbine from py_wake.wind_turbines.power_ct_functions import CubePowerSimpleCt from autograd.tracer import trace +from py_wake.tests.test_files import tfp WindFarmModel.verbose = False @@ -39,7 +40,7 @@ def test_wake_model(): wake_model = NOJ(site, windTurbines) with pytest.raises(ValueError, match="Turbines 0 and 1 are at the same position"): - wake_model([0, 0], [0, 0], wd=np.arange(0, 360, 22.5), ws=[9.8]) + wake_model([0, 0], [100, 100], wd=np.arange(0, 360, 22.5), ws=[9.8]) def test_wec(): @@ -359,6 +360,36 @@ def test_huge_farm(): tracemalloc.stop() +def test_time_series_values(): + wt = V80() + site = Hornsrev1Site() + x, y = site.initial_position.T + wfm = NOJ(site, wt) + wd = np.arange(350, 360) + ws = np.arange(5, 10) + wd_t, ws_t = [v.flatten() for v in np.meshgrid(wd, ws)] + sim_res_t = wfm(x, y, ws=ws_t, wd=wd_t, time=True, verbose=False) + sim_res = wfm(x, y, wd=wd, ws=ws) + + for k in ['WS_eff', 'TI_eff', 'Power', 'CT']: + npt.assert_array_equal(np.moveaxis(sim_res_t[k].values.reshape((80, 5, 10)), 1, 2), sim_res[k].values) + + +def test_time_series_dates(): + import pandas as pd + d = np.load(tfp + "time.npz") + wd, ws = [d[k][:6 * 24] for k in ['wd', 'ws']] + wt = V80() + site = Hornsrev1Site() + x, y = site.initial_position.T + wfm = NOJ(site, wt) + t = pd.date_range("2000-01-01", freq="10T", periods=24 * 6) + sim_res = wfm(x, y, ws=ws, wd=wd, time=t, verbose=False) + npt.assert_array_equal(sim_res.WS, ws) + npt.assert_array_equal(sim_res.WD, wd) + npt.assert_array_equal(sim_res.time, t) + + def test_aep_wind_atlas_method(): site = Hornsrev1Site() diff --git a/py_wake/tests/test_windturbines/test_generic_wind_turbines.py b/py_wake/tests/test_windturbines/test_generic_wind_turbines.py index c68fc5d64..0dec1eb35 100644 --- a/py_wake/tests/test_windturbines/test_generic_wind_turbines.py +++ b/py_wake/tests/test_windturbines/test_generic_wind_turbines.py @@ -1,4 +1,4 @@ -from py_wake.examples.data.hornsrev1 import V80 +from py_wake.examples.data.hornsrev1 import V80, Hornsrev1Site from py_wake.wind_turbines._wind_turbines import WindTurbine from py_wake.wind_turbines.generic_wind_turbines import GenericWindTurbine, GenericTIRhoWindTurbine from py_wake.examples.data import wtg_path @@ -7,9 +7,11 @@ import numpy as np import matplotlib.pyplot as plt from py_wake.tests import npt import pytest +from py_wake.deficit_models.noj import NOJ +from py_wake.site.xrsite import XRSite -def test_PowerCtGeneric(): +def test_GenericWindTurbine(): for ref, ti, p_tol, ct_tol in [(V80(), .1, 0.03, .16), (WindTurbine.from_WAsP_wtg(wtg_path + "Vestas V112-3.0 MW.wtg"), .05, 0.035, .07), (DTU10MW(), .05, 0.06, .13)]: @@ -17,7 +19,7 @@ def test_PowerCtGeneric(): wt = GenericWindTurbine('Generic', ref.diameter(), ref.hub_height(), power_norm / 1e3, turbulence_intensity=ti, ws_cutin=None) - if 1: + if 0: u = np.arange(0, 30, .1) p, ct = wt.power_ct(u) plt.plot(u, p / 1e6, label='Generic') @@ -42,7 +44,7 @@ def test_PowerCtGeneric(): @pytest.mark.parametrize(['power_idle', 'ct_idle'], [(0, 0), (100, .1)]) -def test_PowerCtGeneric_cut_in_out(power_idle, ct_idle): +def test_GenericWindTurbine_cut_in_out(power_idle, ct_idle): ref = V80() power_norm = ref.power(15) diff --git a/py_wake/utils/model_utils.py b/py_wake/utils/model_utils.py index 30a7f7334..97a6bc595 100644 --- a/py_wake/utils/model_utils.py +++ b/py_wake/utils/model_utils.py @@ -115,9 +115,9 @@ def get_signature(cls, kwargs={}, indent_level=0): def get_model_input(wfm, x, y, ws=10, wd=270, yaw_ilk=[[[0]]]): ws, wd = [np.atleast_1d(v) for v in [ws, wd]] x, y = map(np.asarray, [x, y]) - dw_ijl, hcw_ijl, dh_ijl, dw_ind = wfm.site.distances(src_x_i=[0], src_y_i=[0], src_h_i=[0], - dst_x_j=x, dst_y_j=y, dst_h_j=x * 0, - wd_il=wd[na]) + wfm.site.distance.setup(src_x_i=[0], src_y_i=[0], src_h_i=[0], + dst_xyh_j=(x, y, x * 0)) + dw_ijl, hcw_ijl, dh_ijl = wfm.site.distance(wd_il=wd[na]) sim_res = wfm([0], [0], ws=ws, wd=wd, yaw_ilk=yaw_ilk) args = {'dw_ijl': dw_ijl, 'hcw_ijl': hcw_ijl, 'dh_ijl': dh_ijl, diff --git a/py_wake/utils/xarray_utils.py b/py_wake/utils/xarray_utils.py index d3c3b526b..90c3e13a9 100644 --- a/py_wake/utils/xarray_utils.py +++ b/py_wake/utils/xarray_utils.py @@ -12,14 +12,17 @@ class ilk(): def __call__(self, shape=None): dims = self.dataArray.dims - squeeze_dims = [d for d in self.dataArray.dims if d not in ['i', 'wt', 'wd', 'ws']] + squeeze_dims = [d for d in self.dataArray.dims if d not in ['i', 'wt', 'wd', 'ws', 'time']] v = self.dataArray.squeeze(squeeze_dims, drop=True).data if 'wt' not in dims and 'i' not in dims: v = v[na] - if 'wd' not in dims: - v = v[:, na] - if 'ws' not in dims: + if 'time' in dims: v = v[:, :, na] + else: + if 'wd' not in dims: + v = v[:, na] + if 'ws' not in dims: + v = v[:, :, na] if shape is None: return v diff --git a/py_wake/wind_farm_models/engineering_models.py b/py_wake/wind_farm_models/engineering_models.py index ad2099517..d06e1275e 100644 --- a/py_wake/wind_farm_models/engineering_models.py +++ b/py_wake/wind_farm_models/engineering_models.py @@ -149,32 +149,29 @@ class EngineeringWindFarmModel(WindFarmModel): deficit, blockage = self._add_blockage(deficit, dw_ijlk, **kwargs) return deficit, uc, sigma_sqr, blockage - def calc_wt_interaction(self, x_i, y_i, h_i=None, type_i=0, wd=None, ws=None, yaw_ilk=None, **kwargs): + def calc_wt_interaction(self, x_i, y_i, h_i=None, type_i=0, wd=None, ws=None, time=False, yaw_ilk=None, **kwargs): """See WindFarmModel.calc_wt_interaction""" h_i, D_i = self.windTurbines.get_defaults(len(x_i), type_i, h_i) - type_i = np.asarray(type_i) + x_i, y_i, type_i = [np.asarray(v) for v in [x_i, y_i, type_i]] wd, ws = self.site.get_defaults(wd, ws) # Find local wind speed, wind direction, turbulence intensity and probability - lw = self.site.local_wind(x_i=x_i, y_i=y_i, h_i=h_i, wd=wd, ws=ws) + lw = self.site.local_wind(x_i=x_i, y_i=y_i, h_i=h_i, wd=wd, ws=ws, time=time) # Calculate down-wind and cross-wind distances - dw_iil, hcw_iil, dh_iil, dw_order_indices_dl = self.site.wt2wt_distances(x_i, y_i, h_i, lw.WD_ilk.mean(2)) - self._validate_input(dw_iil, hcw_iil) + self._validate_input(x_i, y_i) - I, L = dw_iil.shape[1:] - K = lw.WS_ilk.shape[2] + I, L, K, = len(x_i), len(wd), (1, len(ws))[time is False] WS_eff_ilk = lw.WS.ilk((I, L, K)).copy() TI_eff_ilk = lw.TI.ilk((I, L, K)).copy() if yaw_ilk is not None: yaw_ilk = np.zeros((I, L, K)) + np.deg2rad(yaw_ilk) - if self.wec != 1: - hcw_iil = hcw_iil / self.wec - # add eps to avoid non-differentiable 0 - eps = 2 * np.finfo(float).eps ** 2 if 'autograd' in np.__name__ else 0 - cw_iil = np.sqrt(hcw_iil**2 + dh_iil**2 + eps) +# eps = 2 * np.finfo(float).eps ** 2 if 'autograd' in np.__name__ else 0 + + self.site.distance.setup(x_i, y_i, h_i) + # cw_iil = np.sqrt(hcw_iil**2 + dh_iil**2 + eps) power_ct_inputs = kwargs def add_arg(name, optional): @@ -204,9 +201,8 @@ class EngineeringWindFarmModel(WindFarmModel): kwargs = {'localWind': lw, 'WS_eff_ilk': WS_eff_ilk, 'TI_eff_ilk': TI_eff_ilk, - 'h_i': h_i, 'D_i': D_i, 'yaw_ilk': yaw_ilk, - 'dw_iil': dw_iil, 'hcw_iil': hcw_iil, 'cw_iil': cw_iil, 'dh_iil': dh_iil, - 'dw_order_indices_dl': dw_order_indices_dl, 'I': I, 'L': L, 'K': K, **power_ct_inputs} + 'x_i': x_i, 'y_i': y_i, 'h_i': h_i, 'D_i': D_i, 'yaw_ilk': yaw_ilk, + 'I': I, 'L': L, 'K': K, **power_ct_inputs} return self._calc_wt_interaction(**kwargs) + (lw, power_ct_inputs) @abstractmethod @@ -225,10 +221,11 @@ class EngineeringWindFarmModel(WindFarmModel): WS_eff_jlk = np.zeros((len(x_j), L, K)) TI_eff_jlk = np.zeros((len(x_j), L, K)) + self.site.distance.setup(wt_x_i, wt_y_i, wt_h_i, (x_j, y_j, h_j)) + for l in tqdm(range(L), disable=L <= 1 or not self.verbose, desc='Calculate flow map', unit='wd'): - dw_ijl, hcw_ijl, dh_ijl, _ = self.site.distances(wt_x_i, wt_y_i, wt_h_i, x_j, y_j, h_j, - wd_il=sim_res_data.WD.ilk((I, L, K))[:, l:l + 1, :].mean(2)) + dw_ijl, hcw_ijl, dh_ijl = self.site.distance(wd_il=sim_res_data.WD.ilk((I, L, K))[:, l:l + 1, :].mean(2)) if self.wec != 1: hcw_ijl = hcw_ijl / self.wec @@ -309,9 +306,8 @@ class EngineeringWindFarmModel(WindFarmModel): TI_eff_jlk[:, l] = self.turbulenceModel.calc_effective_TI(lw_j.TI_ilk[:, l_], add_turb_ijk) return lw_j, WS_eff_jlk, TI_eff_jlk - def _validate_input(self, dw_iil, hcw_iil): - I_ = dw_iil.shape[0] - i1, i2, _ = np.where((np.abs(dw_iil) + np.abs(hcw_iil) + np.eye(I_)[:, :, na]) == 0) + def _validate_input(self, x_i, y_i): + i1, i2 = np.where((np.abs(x_i[:, na] - x_i[na]) + np.abs(y_i[:, na] - y_i[na]) + np.eye(len(x_i))) == 0) if len(i1): msg = "\n".join(["Turbines %d and %d are at the same position" % (i1[i], i2[i]) for i in range(len(i1))]) @@ -378,8 +374,8 @@ class PropagateDownwind(EngineeringWindFarmModel): def _calc_wt_interaction(self, localWind, WS_eff_ilk, TI_eff_ilk, - h_i, D_i, yaw_ilk, - dw_iil, hcw_iil, cw_iil, dh_iil, dw_order_indices_dl, I, L, K, **kwargs): + x_i, y_i, h_i, D_i, yaw_ilk, + I, L, K, **kwargs): """ Additional suffixes: @@ -407,23 +403,12 @@ class PropagateDownwind(EngineeringWindFarmModel): power_jlk = [] ct_jlk = [] - if not self.deflectionModel: - dw_ijlk, hcw_ijlk, dh_ijlk = dw_iil[..., na], hcw_iil[..., na], dh_iil[..., na] - if self.turbulenceModel: add_turb_nk = np.zeros((I * I * L, K)) - def iil2n(iil): - if isinstance(iil, np.ndarray): - iil.resize(I * I * L) - return iil - else: - # In case of autograd array box - return iil.flatten() - - dw_n, hcw_n, dh_n = [iil2n(a) for a in [dw_iil, hcw_iil, dh_iil]] - i_wd_l = np.arange(L) + wd = lw.WD_ilk.mean((0, 2)) + dw_order_indices_dl = self.site.distance.dw_order_indices(wd) # Iterate over turbines in down wind order for j in tqdm(range(I), disable=I <= 1 or not self.verbose, desc="Calculate flow interaction", unit="wt"): @@ -492,13 +477,18 @@ class PropagateDownwind(EngineeringWindFarmModel): 'wake_radius_ijlk': lambda: wake_radius_ijlk } + i_dw = dw_order_indices_dl[:, j + 1:] + + dw_jl, hcw_jl, dh_jl = self.site.distance(wd, src_idx=i_wt_l, dst_idx=i_dw.T) + if self.wec != 1: + hcw_jl = hcw_jl / self.wec + if self.deflectionModel: dw_ijlk, hcw_ijlk, dh_ijlk = self.deflectionModel.calc_deflection( - dw_ijl=dw_n[n_dw][na], hcw_ijl=hcw_n[n_dw][na], dh_ijl=dh_n[n_dw][na], + dw_ijl=dw_jl[na], hcw_ijl=hcw_jl[na], dh_ijl=dh_jl[na], ** {k: arg_funcs[k]() for k in self.deflectionModel.args4deflection}) - else: - dw_ijlk, hcw_ijlk, dh_ijlk = [v[n_dw][na, :, :, na] for v in [dw_n, hcw_n, dh_n]] + dw_ijlk, hcw_ijlk, dh_ijlk = [v[na, :, :, na] for v in [dw_jl, hcw_jl, dh_jl]] # sqrt(a**2+b**2) as hypot does not support complex numbers cw_ijlk = np.sqrt(dh_ijlk**2 + hcw_ijlk**2) @@ -512,7 +502,6 @@ class PropagateDownwind(EngineeringWindFarmModel): # Calculate deficit if isinstance(self.superpositionModel, WeightedSum): deficit, uc, sigma_sqr, blockage = self._calc_deficit_convection(dw_ijlk=dw_ijlk, **args) - # deficit_nk.append(deficit[0]) deficit += blockage uc_nk.append(uc[0]) sigma_sqr_nk.append(sigma_sqr[0]) @@ -587,11 +576,13 @@ class All2AllIterative(EngineeringWindFarmModel): def _calc_wt_interaction(self, localWind, WS_eff_ilk, TI_eff_ilk, - h_i, D_i, yaw_ilk, - dw_iil, hcw_iil, cw_iil, dh_iil, dw_order_indices_dl, I, L, K, **kwargs): + x_i, y_i, h_i, D_i, yaw_ilk, + # dw_iil, hcw_iil, cw_iil, dh_iil, dw_order_indices_dl, + I, L, K, **kwargs): lw = localWind power_ilk = np.zeros((I, L, K)) WS_eff_ilk_last = WS_eff_ilk.copy() + dw_iil, hcw_iil, dh_iil = self.site.distance(lw.WD_ilk.mean(2)) ct_ilk = self.windTurbines.ct(lw.WS.ilk((I, L, K)), **kwargs) D_src_il = D_i[:, na] @@ -601,7 +592,7 @@ class All2AllIterative(EngineeringWindFarmModel): 'yaw_ilk': yaw_ilk, 'D_src_il': D_src_il, 'D_dst_ijl': D_src_il[na], - 'cw_ijlk': cw_iil[..., na], + 'cw_ijlk': np.sqrt(hcw_iil**2 + dh_iil**2)[..., na], 'dh_ijlk': dh_iil[..., na], 'h_il': h_i[:, na] } diff --git a/py_wake/wind_farm_models/wind_farm_model.py b/py_wake/wind_farm_models/wind_farm_model.py index 621fc02ab..c4eeda7f7 100644 --- a/py_wake/wind_farm_models/wind_farm_model.py +++ b/py_wake/wind_farm_models/wind_farm_model.py @@ -18,7 +18,7 @@ class WindFarmModel(ABC): self.site = site self.windTurbines = windTurbines - def __call__(self, x, y, h=None, type=0, wd=None, ws=None, yaw_ilk=None, verbose=False, **kwargs): + def __call__(self, x, y, h=None, type=0, wd=None, ws=None, yaw_ilk=None, time=False, verbose=False, **kwargs): """Run the wind farm simulation Parameters @@ -51,7 +51,8 @@ class WindFarmModel(ABC): lw = UniformSite([1], 0.1).local_wind(x_i=[], y_i=[], h_i=[], wd=wd, ws=ws) z = xr.DataArray(np.zeros((0, len(lw.wd), len(lw.ws))), coords=[('wt', []), ('wd', lw.wd), ('ws', lw.ws)]) return SimulationResult(self, lw, [], yaw_ilk, z, z, z, z, kwargs) - res = self.calc_wt_interaction(x_i=x, y_i=y, h_i=h, type_i=type, yaw_ilk=yaw_ilk, wd=wd, ws=ws, **kwargs) + res = self.calc_wt_interaction(x_i=np.asarray(x), y_i=np.asarray(y), h_i=h, type_i=type, yaw_ilk=yaw_ilk, + wd=wd, ws=ws, time=time, **kwargs) WS_eff_ilk, TI_eff_ilk, power_ilk, ct_ilk, localWind, power_ct_inputs = res return SimulationResult(self, localWind=localWind, type_i=np.zeros(len(x), dtype=int) + type, yaw_ilk=yaw_ilk, @@ -85,7 +86,8 @@ class WindFarmModel(ABC): return (power_ilk * P_ilk / norm * 24 * 365 * 1e-9).sum() @abstractmethod - def calc_wt_interaction(self, x_i, y_i, h_i=None, type_i=None, yaw_ilk=None, wd=None, ws=None, **kwargs): + def calc_wt_interaction(self, x_i, y_i, h_i=None, type_i=None, yaw_ilk=None, + wd=None, ws=None, time=False, **kwargs): """Calculate effective wind speed, turbulence intensity, power and thrust coefficient, and local site parameters @@ -143,17 +145,18 @@ class SimulationResult(xr.Dataset): self.power_ct_inputs = power_ct_inputs n_wt = len(lw.i) - coords = {k: (k, v, {'Description': d}) for k, v, d in [ - ('wt', np.arange(n_wt), 'Wind turbine number'), - ('wd', lw.wd, 'Ambient reference wind direction [deg]'), - ('ws', lw.ws, 'Ambient reference wind speed [m/s]')]} - coords.update({k: ('wt', v, {'Description': d}) for k, v, d in [ - ('x', lw.x, 'Wind turbine x coordinate [m]'), - ('y', lw.y, 'Wind turbine y coordinate [m]'), - ('h', lw.h, 'Wind turbine hub height [m]'), - ('type', type_i, 'Wind turbine type')]}) + coords = {k: (dep, v, {'Description': d}) for k, dep, v, d in [ + ('wt', 'wt', np.arange(n_wt), 'Wind turbine number'), + ('wd', ('wd', 'time')['time' in lw], lw.wd.values, 'Ambient reference wind direction [deg]'), + ('ws', ('ws', 'time')['time' in lw], lw.ws.values, 'Ambient reference wind speed [m/s]'), + ('x', 'wt', lw.x.values, 'Wind turbine x coordinate [m]'), + ('y', 'wt', lw.y.values, 'Wind turbine y coordinate [m]'), + ('h', 'wt', lw.h.values, 'Wind turbine hub height [m]'), + ('type', 'wt', type_i, 'Wind turbine type')]} + + ilk_dims = (['wt', 'wd', 'ws'], ['wt', 'time'])['time' in lw] xr.Dataset.__init__(self, - data_vars={k: (['wt', 'wd', 'ws'], v, {'Description': d}) for k, v, d in [ + data_vars={k: (ilk_dims, (v, v[:, :, 0])['time' in lw], {'Description': d}) for k, v, d in [ ('WS_eff', WS_eff_ilk, 'Effective local wind speed [m/s]'), ('TI_eff', np.zeros_like(WS_eff_ilk) + TI_eff_ilk, 'Effective local turbulence intensity'), -- GitLab