From 2744ce1a3893a000752783b3f95e0092b3bbf6c4 Mon Sep 17 00:00:00 2001
From: mmpe <mmpe@dtu.dk>
Date: Tue, 8 Jun 2021 09:59:43 +0200
Subject: [PATCH] update XRSite docs/notebooks/Site.ipynb and rename
 D080.0000_zH070.0000 to 2MW

---
 .../notebooks/EngineeringWindFarmModels.ipynb | 1090 +++--------------
 docs/notebooks/Site.ipynb                     |  243 ++--
 py_wake/deficit_models/fuga.py                |    4 +-
 py_wake/deflection_models/jimenez.py          |    2 +-
 py_wake/examples/compare_wake_models.py       |    2 +-
 py_wake/examples/noj_terrain_following.py     |    4 +-
 .../tests/test_deficit_models/test_fuga.py    |   26 +-
 .../test_deflection_models.py                 |    3 +-
 .../2MW_FIT_input.par                         |   17 -
 .../CaseData.bin                              |  Bin 187 -> 0 bytes
 .../2MW_FIT0155UL.dat                         |    0
 .../2MW_FIT0155UT.dat}                        |    0
 .../2MW_FIT0155VL.dat}                        |    0
 .../2MW_FIT0155VT.dat}                        |    0
 .../2MW_FIT0156UL.dat                         |    0
 .../2MW_FIT0156UT.dat}                        |    0
 .../2MW_FIT0156VL.dat}                        |    0
 .../2MW_FIT0156VT.dat}                        |    0
 .../WTdata.bin                                |  Bin
 .../WTdata.txt                                |    0
 .../inputfile.par                             |   18 +
 .../levels.txt                                |    0
 .../D080.0000_zH070.0000_FIT0155UL.dat        |    3 -
 .../D080.0000_zH070.0000_FIT0156UL.dat        |    3 -
 .../inputfile.par                             |   18 -
 py_wake/tests/test_files/fuga/__init__.py     |    2 +-
 .../test_enginering_wind_farm_model.py        |    3 -
 py_wake/utils/fuga_utils.py                   |   15 +-
 28 files changed, 369 insertions(+), 1084 deletions(-)
 delete mode 100644 py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/2MW_FIT_input.par
 delete mode 100644 py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/CaseData.bin
 rename py_wake/tests/test_files/fuga/2MW/{Z0=0.03000000Zi=00401Zeta0=0.00E+0 => Z0=0.03000000Zi=00401Zeta0=0.00E+00}/2MW_FIT0155UL.dat (100%)
 rename py_wake/tests/test_files/fuga/{D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0155UT.dat => 2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0155UT.dat} (100%)
 rename py_wake/tests/test_files/fuga/{D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0155VL.dat => 2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0155VL.dat} (100%)
 rename py_wake/tests/test_files/fuga/{D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0155VT.dat => 2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0155VT.dat} (100%)
 rename py_wake/tests/test_files/fuga/2MW/{Z0=0.03000000Zi=00401Zeta0=0.00E+0 => Z0=0.03000000Zi=00401Zeta0=0.00E+00}/2MW_FIT0156UL.dat (100%)
 rename py_wake/tests/test_files/fuga/{D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0156UT.dat => 2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0156UT.dat} (100%)
 rename py_wake/tests/test_files/fuga/{D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0156VL.dat => 2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0156VL.dat} (100%)
 rename py_wake/tests/test_files/fuga/{D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0156VT.dat => 2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0156VT.dat} (100%)
 rename py_wake/tests/test_files/fuga/{D080.0000_zH070.0000 => 2MW}/Z0=0.03000000Zi=00401Zeta0=0.00E+00/WTdata.bin (100%)
 rename py_wake/tests/test_files/fuga/{D080.0000_zH070.0000 => 2MW}/Z0=0.03000000Zi=00401Zeta0=0.00E+00/WTdata.txt (100%)
 create mode 100644 py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/inputfile.par
 rename py_wake/tests/test_files/fuga/{D080.0000_zH070.0000 => 2MW}/Z0=0.03000000Zi=00401Zeta0=0.00E+00/levels.txt (100%)
 delete mode 100644 py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0155UL.dat
 delete mode 100644 py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0156UL.dat
 delete mode 100644 py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/inputfile.par

diff --git a/docs/notebooks/EngineeringWindFarmModels.ipynb b/docs/notebooks/EngineeringWindFarmModels.ipynb
index 96f29404e..c3964e9fa 100644
--- a/docs/notebooks/EngineeringWindFarmModels.ipynb
+++ b/docs/notebooks/EngineeringWindFarmModels.ipynb
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -29,7 +29,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -118,7 +118,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -129,7 +129,7 @@
     "from py_wake import IEA37SimpleBastankhahGaussian\n",
     "\n",
     "# Path to Fuga look-up tables\n",
-    "lut_path = os.path.dirname(py_wake.__file__)+'/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/'\n",
+    "lut_path = os.path.dirname(py_wake.__file__)+'/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/'\n",
     "\n",
     "models = {'NOJ': NOJ(site,windTurbines), \n",
     "          'Fuga': Fuga(lut_path,site,windTurbines),\n",
@@ -148,7 +148,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -165,7 +165,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -179,23 +179,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "NOJ: NOJ(PropagateDownwind, NOJDeficit-wake, RotorCenter-rotor-average, SquaredSum-superposition)\n",
-      "Fuga: Fuga(PropagateDownwind, FugaDeficit-wake, RotorCenter-rotor-average, LinearSum-superposition)\n",
-      "FugaBlockage: FugaBlockage(All2AllIterative, FugaDeficit-wake, FugaDeficit-blockage, RotorCenter-rotor-average, LinearSum-superposition)\n",
-      "BGaus: BastankhahGaussian(PropagateDownwind, BastankhahGaussianDeficit-wake, RotorCenter-rotor-average, SquaredSum-superposition)\n",
-      "IEA37BGaus: IEA37SimpleBastankhahGaussian(PropagateDownwind, IEA37SimpleBastankhahGaussianDeficit-wake, RotorCenter-rotor-average, SquaredSum-superposition)\n",
-      "NOJLinear: NOJ(PropagateDownwind, NOJDeficit-wake, RotorCenter-rotor-average, LinearSum-superposition)\n",
-      "NOJ_ss: All2AllIterative(EngineeringWindFarmModel, NOJDeficit-wake, SelfSimilarityDeficit-blockage, RotorCenter-rotor-average, LinearSum-superposition)\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "for name, model in models.items():\n",
     "    print (\"%s: %s\"%(name, model))"
@@ -232,17 +218,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "125 ms ± 0 ns per loop (mean ± std. dev. of 1 run, 10 loops each)\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "%%timeit -r1\n",
     "# simulate with 20 wind turbines, 360 wind directions and 23 wind speeds\n",
@@ -281,17 +259,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2.38 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "%%timeit -r1\n",
     "# simulate with 20 wind turbines, 360 wind directions and 23 wind speeds\n",
@@ -319,7 +289,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -390,22 +360,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.deficit_models import NOJDeficit\n",
     "plot_wake_deficit_map(NOJDeficit())"
@@ -424,29 +381,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "import os\n",
     "import py_wake\n",
     "from py_wake.deficit_models import FugaDeficit\n",
     "\n",
     "# Path to Fuga look-up tables\n",
-    "lut_path = os.path.dirname(py_wake.__file__)+'/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/'\n",
+    "lut_path = os.path.dirname(py_wake.__file__)+'/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/'\n",
     "\n",
     "plot_wake_deficit_map(FugaDeficit(lut_path))"
    ]
@@ -462,22 +406,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.deficit_models import BastankhahGaussianDeficit\n",
     "plot_wake_deficit_map(BastankhahGaussianDeficit())"
@@ -494,22 +425,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.deficit_models import IEA37SimpleBastankhahGaussianDeficit\n",
     "plot_wake_deficit_map(IEA37SimpleBastankhahGaussianDeficit())"
@@ -538,22 +456,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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HCXTm33hYFCRmjw7+fRaSFgPnAr+y/d7yctu3AJ/Pc4w8LYvDgK1t/6ulUoaeMMae2g1VLU9FUCyo4Wy0IxUVXrOV8HRCpJXzdft4WeoFSb+ECESQDJETgb2A90taQ3Jz9Xm2r8p7gFzTfQD/bq18oVdsmLS5f3wcgNFCjQo4neFrdrH2X07FgmpWFpWVRK0gGamq7PohRKZTsUWI1Nbtf5fQOtuXA5cDn5T0aOAlwAckbQ8sJwmOHzU6Rp6wuBm4SNIvgNUVJ/9yyyUPHWegZLM6bVmsZl0FPKvqUsDxUmm9MJldLNatdNsRILB+ZZNVyVSHSN7wqHWuPOfrxTEbiRAJ7ZD2Ep2WvpD0TJJWR0N5wuLW9DWWvsIAsGG8ZFZNTKxdVg6E8TWlKe+BzJ+EcuujXgWfVfFXB0ie8Kh1nEq1WiAzLUCgdoj0W4DAYIaI1NzPVL+TtDHwZmABFb/1leMY9eS5dPZT0yhb6BE7mRfqvjXrwmIs/aGfXeuHf6LqfQvhUflL347waHT8eqbT+qg+X95zNnvMdh23kUEJEBjMEGmFpL8C95N0AE9UP7M7vaP6LOCWdNEZtj+drtuY5CF025F0HLzV9mUtFOMcku6oa4Cmrn7JczXUJsAHgf8AZpeX235Rc2UM3WSSiQPvfSgZmJg1Ih4aLzFntMCayRJjxQIPT5bWBsd6XVEV4TFrpMB4ad3P1WihwMOT6x5pktXqqF5XqxKoDI88wVHvONX6MTw6edxGBilAoDch2wUvTCdnrecS2y+vsfxrJOMKr00fFTG3xfPPtv3+VnbM0w11KvBD4OUk1+ceBKxo5WShe+xyWCS1/tyxAmPFAqsnJmsGR6XRwrpwGC0U1o57QP7ggHytjlaDo/o49Y5VrTI8WuleGKbwgAiQQSBpI2BX4C0AttcAa1o83PckvQP4OVPHoO/O2jFPWDza9gmSDrN9MXCxpItbLGjommQiwXvSsFgzWWSsWGLuWAEoV5LN3YNRGRzlQfLKUAEyg6P6F7uZ4ID84dGNVkf1OfOet5fHzaM6QPo5PKCzASIp79xQ8yUtrXi/2Pbiqm0MnC/JwLdqrAd4rqSrSJ49cYTt64AnkfyB/h1JOwDLSGYCf7DZz0MSMkcDH0vLUy7Xk7J2zBMW4+nXOyW9jORDbNZCIUMX2TA5ae6+fzXz5ozyIMBYkTUPTeYOjdnFqS2MWq2N6tAor4d1wZGntZG1rqwcHo1CI++xqk231dHqeZs9bruPnWXQwgN68myWldVjEDXsYvsOSY8BLpD0R9tLKtYvB7aw/YCkfYCfAluR1NPPAN5j+wpJXwM+DHyihXK+H3hKRldYTXnC4jOSHgF8APg6sBFweLMnCt1VSge47384vc9ipMD4RCn5K2msCGtKrKJ9oQHta21krYP8XVWVx2p0vGr9HBydPnaWQQyPfmD7jvTrXZLOBHYGllSsv6/i+3MkfVPSfJInlN5u+4p09ekkYdGK64BVreyYJyzusf1vkhvzXgggaZdWTha6x8BkqcT4RIn7Hx5n9miR8YkS8+aMcm8aGhukobHugujCeuMZlRqFBpDZRQWdbW1A/uBopoIdpODoxPGzRHhkk7QBULB9f/r9S4BPV23zOOCfti1pZ5K/4v6Vvr9N0ta2bwT2AFqdzHUSuFLShUwds5j+pbMkrYln5FgW+kjJplQyD64aZ2SksPbaifsfGl/bB1vumiK97yIJjamtjOqrp2BdaKy9b6NGaFTe+Jc3NGB6rQ3obDcVrAuO6Vx73+lWQS9bHTA1PAY9OAqiXXNDPRY4UxIk9e73bZ8n6VAA24uA1wL/KWkCeAjY33b5H/M9wKnplVA3k0wI2Iqfpq+m1Q0LSc8FngdsIqnyUquNSB7sHfpYecxi1apx5s4d5YFV4zUvtlsbGJCrlVF5yW11CFQGSHUro3p9Wa9DI+/xqrWjtVF57mbP3y/HzzJMwTEdtm8GdqixfFHF98cCx9bZ/0oga0wkTzlObnXfRj/lY8CGJIEyr+J1H0kChj5WIm1ZPLiGVavGmZgo8cCqcR4en2R8Mumeenh8kvGJEg+uSSrsNZNmVdrKWDNZYvWEWT1hHhov8dD4uuXA2lYGTB3cHi+VprxfPVGaMq5Rvb6sclyjUqOBysmSMwcyJybdcCLEZo9Xy/hkqS3PCmn1/P1y/Czjk177Ct2Vzjo7rW3qtiwqLpM9yfbf0oMVgA0rB2JCfyo5uYt7YqLExMQkExPJX+7jdWahfRDYYKzImknDmmTgu9z9tHrCdW/qg/XHMmD9VkStrql2tDLK67P+au50SwPa00U1nfP3y/HziBZH171SUqNnbIt0TLqePGMWn0v71SZJru99hKQv2z46fzlDt9mmNFni4VXrfj7mzh1j9Zraf8HDusAAWJUzMIC6d4LnCQxYf0bchycna86E2ygU8laAE5POFRhZ52tk0EKjk+fIoxwc/RgaTdxn0e+OzLHNJY1W5gmLbW3fJ+mNJPOKfIgkNKYdFpL2IrmNvQgcbzvXQzhCPraZnJhkcmKS1asLjIxMJoPdqeqBu/GJ0toxjLGi1gZGPe0IjFrbJMdrPjDyrIfmAwNaq0zHJ0ttmYSuGy2BVoOxnfo5NAbddMYqyvL8JI9KGgVeCZxle5x1d/61TFIR+AawN7AtcICkbad73JBY2w21ZoLxNcm9Fkl31LpuqOrxi0prKroJyuMUqyeSZQ9VPH2v+vLaWqrHKFY3eCBTpVbGMfKsh9rTqE/3mLW087nnnR5v6PWYRlmMafSnPGHxLeCvwAbAEklbkAxyT9fOwE22b07nOvkBsF8bjhsqTKRTlFeGxERGZf1gRVdVecA7j3qD3nk0u30vAqNVgxQY/SICo/9khoXtY2xvansfJ/5GxkBITpuSPIWv7PZ02RSSDpG0VNLSFSti/sIQQvcUlIzjZb0GhaTX5VlWS6P7LA60fUrVPRaVpvukvFodk+v9OZFOtrUYYOHChfHnRpNGRvIMS01V+cPfaMyiWuVzMmo+xrWNsvrXe93/3inD+rlC13wE+HGOZetpVJNskH6d12KhstwOPLHi/WYkkxSGNpHEyNgIo2OjjIwUGBkppl/ThyCNFhktFhgdKaw32D1WY5Bx1sj6y6qnN6+lOjiqB7hrbQP1nw2eJW+FmneQu5ljVmvnU9a6ERT9EEYxwN1+kvYG9gE2lXRMxaqNWP/RZzU1us/iW+nXTj0p7/fAVpK2BP4O7A/8nw6da8YpKAmL4kiR4kiRWbOKjKUthlljxZqXA66dLypVblVUB8Kc0fWX12tVdCIoGlVoeSq7ZkIi7zFraVdQREiENrgDWArsS3I1a9n9wPvyHKBRN9Qx9dZBvomnMvafkPRu4Jckl86emM7dHtpAEoVioWarotySqGxVVAbFWFHrBUW5VdHLoGhH11O0Jrp7/Dz6OSRE7Vb2oLF9FXCVpFNt52pJVGvUDVVOn11ILm39Yfr+dUxNppbZPofk3o3QZuWWxazZo2ywwRhz5yahMWus2BdB0c+tiQiJ7ujnkBg2kn5k+/XAH9KHL01he/usYzTqhjo5PclbSJ4bO56+XwSc32qhQ/cUCmKDDcYYGyuuDYp5c0bbEhT90JoYtpCIgAgddFj6tdbzvXPJc6nME0gGucvPaN0wXRb6WAFRLIqxsSKzZ480DIpyM7v8nG7ofWsiQqI9IiACgO07028LwJ22HwaQNIdk+vRMecLi8yRNlwvT97sBn2yuqKHbpKRlMXv2CBvOHa3b9dSN1sQwhUQERLZhCodCQU1dPj4Afkzy6ImyyXTZs7J2zAwL29+RdC7w7HTRh23/o5VShu4pSBQLhbVBMXfWSN1up0EPiQiICIhBkU5ztBT4u+2aXUKSngVcDrzB9unN7JvDSDpjBgC216QPVMreMc9GaTic1WLhQg+IpAKZN3s0szWRp8upEyHRrVZEL7uZOlWJRzgMrMOAG0jub1hPGghfILlKtKl9c1ohaV/bZ6fn2w9YmWfH5m/vDQOhoGTMYt6c0aZDol0tiV62InrVghjW1kOEw/RJ2gx4GfBZoN7MGO8BfkJVt1DOffM4lOTxrMeS/E15G/DmPDtGWAwpCUYKYuO5o20NiV60ImZqQEQ45Nepf6vkPotcPyPzJS2teL84naqo0leBD1JnVgxJmwKvAl7E+mMIDffNy/ZfgOdI2hCQ7fvz7tvoprxHZZz07kbrQ29JSsJiTnHKmEQrXU3DFBARDuuLYGiLlbbrPiNb0suBu2wvk7R7nc2+CnzI9qS07jPm3LehenP9lc9jO3Ouv6yb8kwSrpsD96TfbwzcCmzZSqFDd4ikZTFvVrEvWhARDp0/Zh4RDD2zC7CvpH2A2cBGkk6xfWDFNguBH6QV+HxgH0kTJBcXZe2bZW76teWWSaOb8raEtTfhnZ3ebV2ekGrPVk8YukMSxYJ4xOyRjo5BdLr10O1wGKZWwyAFwxCFQk22P0Iyuytp6+CI6sq+XOem25wE/Nz2T4GfZu2bw5PTr9fbzpxhtpY8YxbPsn1o+Y3tcyX9TysnC90jwYjEvNHkv7jXVzD1a8thWFoNgxIMgxYKBdWebbldJB0KYHtRx06S2EfSx8k5HXktecJiZXqSU0i6pQ4E/tXKyUL3lC+d3XBs6n9xvedMNHvlUrQaOnfMRiIUBp/ti4CL0u9rhoTtt2Tt26TzSC6R3UDSfSRVRHmYwbYzL8fNExYHAEcBZ6bvl6TLQh+ToCgxb3Q0c9vpzuY6E4IhQqG2CIXBYPtI4EhJZ9lu6fHVee7gvpt1k1CFASKJsbS7qdazm5v5RZ8p3UgRCuuLQBgetveTtAWwle1fpXNDjeS5hDYzLCQ9FTgCWFC5ve0XtV7k0GlCFOS1lXyzD/xppNv3Mwx691EEwuAqaN3l5sNA0juAQ4BHkQx6bwYsAvbI2jdPN9SP04MdTzLpVBgAUtKyKD8udXyy1LFzxeWp/R8IEQYh9S5gZ+AKANt/lvSYPDvmCYsJ28dNo3ChB56+/Y6snphcW0kUC8WaXVHdMCyXo/ZzIMzUMBhp4wOnZojV6eSBAEgaIRnozpQnLH4m6b9IBrhXlxfGHdz97f996Svc99A4AOOTyc9CsaCeBUYz4tLT9c3EMIgg6IiLJX0UmCPpxcB/AT/Ls2OesDgo/XpkxTIDT2qqiKHrZo0WmZgsTQmJ0aLWhkc97QyUXldy/R4C0Pt/o24bpBCQcs8NNSg+DLwNuAZ4J8ljrY/Ps2Oeq6FiWo8BNFIUkyWRPBgLIHvMorIF0s8GIQCg//8d222QQmCmsl2S9FPgp7ZXNLNvo4kEX2T7N5JeXeekZzRXzNBtUyuryl/k9YNjsuSBqYR7ZaZV/hABMCyUDFIcBbyb5EY8SZoEvm7703mO0ahlsRvwG+AVNdYZiLDoY3NHxaq6a6dWAOWuqnoGYZyjGTOx0q8UATAjHU4ymeGzbN8CIOlJwHGS3mf7K1kHaDSR4FHp14PbU9bQC9X3V0yWzEhFZTlRcs3KY6LiUtt2V67TvUEwrBMVf2cV0JSJOAfYm4EX2177VDzbN0s6EDgfaD0syiT9heR5sJcAS2xf33p5QzfNHU0q4FXjrnlTXnVwQBIeUL8SmmjD/RoRDOtEZR+6ZLQyKMpsr5CUPScQ+a6G2pZkPvUXAF+UtA1wle1XNVXU0DNzR8Wq8XIIJBX1xKSnVNrlv/brhUdZM5VbO4KlH0UFHwbQmhbXrZUnLCaB8fRrCfgncFeeg4f+UdnKgKmhAdQMDlg/PMqqQ6SWqFTDdNX7+QtN2yGdbbaaSB6olClPWNxHck3ul4Fv247pyQdYvdCA2sEBtccYGv0S5wmSMPyGoaKX6k/rP0hs134GQRPyTlH+fJI7/d4u6XckYxe/nu7JQ+9Uhwas39ooqzXG0OgKqWYqiQiW3huGSr3fSZpN8niHWST17unli4gqttkP+B+SHpwJ4HDbl+bZtxvy3JR3FnBWOlaxN8klWB8E5nS2aKEbGoVGWXV4QPMBUk+7K6pBDZ+osIfeauBFth9IB5QvlXSu7csrtvk1ySOsLWl74EfANjn37bg8V0P9BNgRuAm4lOQSrCs6W6zQbbVCo6xWV1Ut/XCvRlS6oR/ZNvBA+nY0fblqmwcq3m5QXp9n327I0w31eWC57ZiefAYohwZkBwc0Do9KWZfLDtuNf2E4iNxjFvMlLa14v9j24inHkorAMuApwDdsr/dHt6RXAZ8DHgO8rJl9Oy3Pv8ICYC6ApI9LOkPSMzpaqtAX5o5q7auekaLWe7WiWFCuVwh9aqXthRWvxdUb2J60vSPJA4d2lrRdjW3OtL0N8EqS8Yvc+3ZanrD4hO37JT0feClwMhDPt5hh8gRHWbsCpJa8oRIhE/qV7XuBi4C9GmyzBHiypPnN7tspecKi3P30MuC4dMB7rHNFCv2umeAoqxUg7QyRLK2GTARR/xqk/xdJm0jaOP1+DrAn8MeqbZ6STvhH2nszBvwrz77dkGfM4u+SvkVSwC9ImkW+kKlL0uuATwJPA3a2vbTxHqFfVQdGrXGORhoFRt7xkF7rt4optI8kZo205T6LxwMnp2MPBeBHtn8u6VAA24uA1wBvljQOPAS8Ib0yqua+7ShUM/KExetJmjxftH1vWvAjM/bJci3wauBb0zxO6DPTDY9KwxAkIQDYvhrYqcbyRRXffwH4Qt59uy1PWDwe+IXt1ZJ2B7YHvjudk9q+AZLUDsOtneFRKU8XVgRKCO2Tp331E2BS0lOAE4Atge93tFRhaFWOdzQz5tGKeuMkvRo3CWGQ5WlZlGxPpE/M+6rtr0v6Q9ZOkn4FPK7Gqo+lg+S5SDoEOARg8803z7tbGBC1AqNdrY+8WgmMaLXMDE3cZzH08oTFuKQDSO7cLj81L3P+c9t7TqdgFcdZDCwGWLhwYfyGzgD9ECBZWm2RRMiEQZUnLA4GDgU+a/sWSVsCp3S2WCFMVa/Lqt9CJEs7u70ieEI35ZlI8HpJRwBPTe8avNH256dz0vSW9q8DmwC/kHSl7ZdO55hhZhqWEGlFt8ZbIpQC5JtIcHeSu7b/StKF90RJB6V3GLbE9pnAma3uH0KWRoPnMyFI2mmQLgJod7AVJGYXp/0oiKGQpxvqS8BLbN8IIOmpwGnAMztZsBA6JYJkeA1SsA2aPGExWg4KANt/yvuA7xAGTQRJCLXlCYtlkk4Avpe+fyPJVLkhzCh57guJQAnDKk9YHAq8C3gvyZjFEuCbnSxUCIMqAmX4xNxfiYZhIakALLO9HfDl7hQphOGW9871CJXQTxqGhe2SpKskbW771m4VKoQQoRL6S96JBK+T9L/Ag+WFtvftWKlCCLk1O8dWhEtoRZ6w+FTHSxFC6JpWJnCcqQEjxZhFWd2wSGeZfazti6uW7wr8vdMFCyH0j1ZnCJ6pIVNN0hNJHu3wOKAELLb9tapt3gh8KH37APCftq/Ks283NGpZfBX4aI3lq9J1r6ixLoQQ1pruNPRDFDYTwAdsL5c0j+SWhAtsX1+xzS3AbrbvkbQ3yQSqz865b8c1CosF6ROaprC9VNKCzhUphBASnX7mSbfYvhO4M/3+fkk3AJsC11ds87uKXS4HNsu7bzc0CovZDdbNaXdBQgih34jcD8iaL2lpxfvF6eMV1j9m8sf2TsAVDY73NuDcFvftiEZh8XtJ77D97cqFkt5G3MEdQgiVVtpemLWRpA1Jnj56uO376mzzQpKweH6z+3ZSo7A4HDgzHXQph8NCYAx4VYfLFUIIQyWdU+8nwKm2z6izzfbA8cDetv/VzL6dVjcsbP8TeF6actuli39h+zddKVkIIQwJSQJOAG6wXXM2DEmbA2cAb7L9p2b27YY8Dz+6ELiwC2UJIYRhtQvwJuAaSVemyz4KbA5gexHw38CjgW8m+cBE2rVVc1/b53St9OS7KS+EEGamNt2UZ/vS5GgNt3k78PZW9u2GQq8LEEIIof9FWIQQQsgUYRFCCCFTjFmEEEIdAkaL8Tc1RMsihBBCDhEWIYQQMkVYhBBCyBRjFiGEUEc8/GidaFmEEELIFGERQgghU4RFCCGETDFmEUIIdSnGLFLRsgghhJApwiKEEEKmCIsQQgiZIixCCKEOCUaLynzlO5ZOlHSXpGvrrN9G0mWSVks6opl9uyHCIoQQuuMkYK8G6+8G3gt8sYV9Oy7CIoQQusD2EpJAqLf+Ltu/B8ab3bcbehIWko6W9EdJV0s6U9LGvShHCCGEfHrVsrgA2M729sCfgI/0qBwhhFCXSOaGynoB8yUtrXgd0uOit11PbsqzfX7F28uB1/aiHCGE0CYrbS/sdSE6qR/GLN4KnFtvpaRDymm9YsWKLhYrhBBCWcdaFpJ+BTyuxqqP2T4r3eZjwARwar3j2F4MLAZYuHChO1DUEELoOEmnAbuTdFndDhwFjALYXiTpccBSYCOgJOlwYFvb99Xa1/YJ3Sx/x8LC9p6N1ks6CHg5sIftCIEQQt+RYKRNz+C2fUDG+n8Am7Wybzf0ZMxC0l7Ah4DdbK/qRRlCCCHk16sxi2OBecAFkq6UtKhH5QghhJBDr66GekovzhtCCKE18TyLEEKoQ4iReJ4F0B+XzoYQQuhzERYhhBAyRViEEELIFGMWIYRQj4hncKeiZRFCCCFThEUIIYRMERYhhBAyxZhFCCHUIWAk5zO2h120LEIIIWSKsAghhJApwiKEEEKmGLMIIYQ6CoK5ozFmAdGyCCGErpC0l6QbJd0k6cM11kvSMen6qyU9I+++3RBhEUIIHSapCHwD2BvYFjhA0rZVm+0NbJW+DgGOa2LfjouwCCGEztsZuMn2zbbXAD8A9qvaZj/gu05cDmws6fE59+24gRqzWLZs2UpJf2tx9/nAynaWZwDMxM8MM/Nzx2de3xbTPcGyZct+KWl+jk1nS1pa8X6x7cUV7zcFbqt4fzvw7Kpj1Npm05z7dtxAhYXtTVrdV9JS2wvbWZ5+NxM/M8zMzx2fuTNs79WmQ9UaJXfObfLs23EDFRYhhDCgbgeeWPF+M+COnNuM5di342LMIoQQOu/3wFaStpQ0BuwPnF21zdnAm9Orop4D/Nv2nTn37biZ1LJYnL3J0JmJnxlm5ueOz9zHbE9IejfwS6AInGj7OkmHpusXAecA+wA3AauAgxvt2+3PILvrXV8hhBAGTHRDhRBCyBRhEUIIIdOMCgtJR0v6Y3or/ZmSNu51mTqlH6YH6CZJT5R0oaQbJF0n6bBel6lbJBUl/UHSz3tdlm6RtLGk09Pf5xskPbfXZRp2MyosgAuA7WxvD/wJ+EiPy9MR/TI9QJdNAB+w/TTgOcC7ZsBnLjsMuKHXheiyrwHn2d4G2IGZ9/m7bkaFhe3zbU+kby8nuV55GPXF9ADdZPtO28vT7+8nqTw27W2pOk/SZsDLgON7XZZukbQRsCtwAoDtNbbv7WmhZoAZFRZV3gqc2+tCdEi9aQNmBEkLgJ2AK3pclG74KvBBoNTjcnTTk4AVwHfS7rfjJW3Q60INu6ELC0m/knRtjdd+Fdt8jKTb4tTelbSj+mJ6gF6QtCHwE+Bw2/f1ujydJOnlwF22l/W6LF02AjwDOM72TsCDwNCPy/Xa0N2UZ3vPRuslHQS8HNjDw3uTSZ6pBYaOpFGSoDjV9hm9Lk8X7ALsK2kfYDawkaRTbB/Y43J12u3A7bbLLcfTibDouKFrWTQiaS/gQ8C+tlf1ujwd1BfTA3STJJH0Yd9g+8u9Lk832P6I7c1sLyD5P/7NDAgKbP8DuE3S1umiPYDre1ikGWHoWhYZjgVmARckdQuX2z60t0Vqv36ZHqDLdgHeBFwj6cp02Udtn9O7IoUOeg9wavrH0M2kU2OEzonpPkIIIWSaUd1QIYQQWhNhEUIIIVOERQghhEwRFiGEEDJFWIQQQsgUYRFCCCFThMUQk/RJSUf08Py/a3L73fNMsy3pIkkL0+/PaTTVvKTDJc1tphztkpbzRkn75tj2AEkfk/QWSSvSOY/+LOmXkp5Xsd3Rkv7Ry//XMDNFWISOsf287K2mfY59MmYcPRzoSVik3mg7z93zewHnpd//0PZOtrcCPg+cIelpALaPBBZ1pqgh1BdhMWTSv05vlPQrYOuK5TtKurziwU+PlPQYScvS9TtIsqTN0/d/kTRX0kmSjpH0O0k3S3ptuv6b5b+Y0+OdmH7/NkmfSb9/IP26e/pXdvlhNaem03OUH9L0R0mXAq+u85nmSPpBWvYfAnMq1v1V0nxJG0j6haSr0okj3yDpvcATgAslXZhuf5ykpekDkj5VdZxPSVou6RpJ26TLN5T0nXTZ1ZJeky5/iaTL0u1/nE5g2Oj/ZUTS7yXtnr7/nKTPpt8L2BFYXr2f7QuBxcAhjY4fQqdFWAwRSc8kmSNoJ5KK91kVq78LfCh98NM1wFG27wJmK3k+wAuApcALJG1BMptpef6sxwPPJ5mA8fPpsiXpPpBMf15+0NDzgUtqFG8nkr/ytyWZYnoXSbOBbwOvSI/1uDof7T+BVWnZPws8s8Y2ewF32N7B9nYkD8Y5hmQCxRfafmG63cdsLwS2B3aTtH3FMVbafgZwHFDu5vkE8G/bT0/P/xtJ84GPA3um2y8F3l+n7EAyBQvwFuA4SS9Oy1sOq52AqxpMbLkc2KbR8UPotAiL4fIC4Ezbq9Lpuc8GkPQIYGPbF6fbnUzy8BiA35HMq7Qr8H/Try9gaoX/U9sl29cDj02XXUISLNuSTOL2T0mPB56bHrPa/9q+3XYJuBJYQFIB3mL7z2lFeUqdz7VreZ3tq4Gra2xzDbCnpC9IeoHtf9c51uslLQf+APwH60IOoDxT7bK0fAB7kjx1kPT895A8iW9b4LfpPFQHAVvUOd9a6fxc3wN+Brw1fTAVJMHR6NkqtaacD6GrZtpEgjNBs5N9XUISDlsAZ5HMymugcqB5dcX3ArD9d0mPJKnolgCPAl4PPJA+qa5a5TEmWfezl7e8Dbez/ae0ZbUP8DlJ59v+dOU2krYkaTE8y/Y9kk4imdq7uoyV5VONcwu4wPYBOcte6enAvawLXYCXAK9psM9OxGNDQ49Fy2K4LAFelfbxzyPp3iH9K/seSeVuozcBF1fscyDw5/Sv/rtJKtzf5jjfZSRdS0tIQucIandB1fNHYEtJT07f16t8lwBvBJC0HUkX0hSSnkDSVXUK8EWSh+MA3A/MS7/fiORBOf+W9FiSZ5RnOR94d8V5HknySN5dJD0lXTZX0lOzDiTp1cCjSVpKx0jaOG31jdj+V519diMZr/h2jrKG0DHRshgitpenA8BXAn9jasV9ELBIyWWka6d0tv3XdKx5SbrdpcBmaXdLlkuAl9i+SdLfSFoXucPC9sOSDgF+IWlleu7tamx6HMkjNK9OP9v/1tjm6cDRkkrAOMk4BySDw+dKutP2CyX9AbiO5N8gTyB+BviGpGtJWhyfsn2GpLcAp0malW73ceBP9Q6SjnN8nuShW7dJOhb4GkmX1K+qNn+DpOeTXMV1C/Aa29GyCD0VU5SH0CGSLgKOsL20wTbHA8fbvryJ436SpLvvi9MuZAg5RTdUCJ1zN3CSGtyUZ/vtTQbF0STdhg+2oXwh5BYtixBCCJmiZRFCCCFThEUIIYRMERYhhBAyRViEEELI9P8B16WivvgNHpoAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.deficit_models import GCLDeficit\n",
     "plot_wake_deficit_map(GCLDeficit())"
@@ -583,22 +488,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.deficit_models import NiayifarGaussianDeficit\n",
     "plot_wake_deficit_map(NiayifarGaussianDeficit(a=[0.38, 4e-3]))"
@@ -629,22 +521,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.deficit_models import ZongGaussianDeficit\n",
     "plot_wake_deficit_map(ZongGaussianDeficit(a=[0.38, 4e-3]))"
@@ -673,22 +552,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.deficit_models import GCLDeficit\n",
     "plot_wake_deficit_map(GCLDeficit())"
@@ -703,7 +569,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -725,32 +591,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x2b6e46131f0>"
-      ]
-     },
-     "execution_count": 19,
-     "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "plt.figure(figsize=((10,6)))\n",
     "for deficitModel in deficitModels:\n",
@@ -771,32 +614,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x2b6e42d32e0>"
-      ]
-     },
-     "execution_count": 20,
-     "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "plt.figure(figsize=((10,6)))\n",
     "for deficitModel in deficitModels:\n",
@@ -838,22 +658,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.deficit_models import WakeDeficitModel\n",
     "from numpy import newaxis as na\n",
@@ -886,32 +693,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.contour.QuadContourSet at 0x2b6e47be2b0>"
-      ]
-     },
-     "execution_count": 22,
-     "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "linear_sum = IEA37SimpleBastankhahGaussian(site, windTurbines, superpositionModel=LinearSum())\n",
     "plt.figure(figsize=(10,4))\n",
@@ -927,32 +711,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.contour.QuadContourSet at 0x2b6e4a7d550>"
-      ]
-     },
-     "execution_count": 23,
-     "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.superposition_models import SquaredSum\n",
     "squared_sum = IEA37SimpleBastankhahGaussian(site, windTurbines, superpositionModel=SquaredSum())\n",
@@ -969,32 +730,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.contour.QuadContourSet at 0x2b6e46457f0>"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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emtNfwIhd+eRnruCTnxl4P+nXGOYuAC6StBHYTOUN1ra9Wz0rJ4mJKImmDbh1yEDbPK3q1/RptAPbdV//UkuSmIgY0FAMtBlUh1b6NFpJ0j7Fxb+DqpMkJiLaQrMG1QykrdPoPh03enRDtxctdRO1b7nerjpJYiKio7XyNFxE9OlwSev6WS6gv+VAkpiIhlr+7LZP1K5t/913bXIkUY96+6sv6ceIHWO7IQ+9ShIT0QKDGTwzcLaP9GNEayWJiSiZHR04M2i2l/RjxOAliYkYJrZ30Mxg2Z7SjxEvSRITETUNh+t7Fj393MvmD9u78+5+GQ79GOUjac/+ltf7JP8kMRENtO2gWK0TB0jorEGyv/6Dzu1DqK8fy9CHURrzAVO5C2ki8Jtiencq71ScVM9GksREDJHhPEDCwINkGQbI9GESnWgM25MAJH0FuMH2TcX8KcBJ9W4nSUxEm8gA2fcAWZaBcbj3IXRGP8aQ+l3bH+idsf1jSZfWu3KSmIiS6GuAzMBYnoFxOPch9N2PZerDaLg1kv4a+DaV00vvBdbWu3KSmIiSqzUwDpdBEWoPjGUbFNOH5e/D2GHTgU8Dc6kkMfcUZXVJEhPRgTIo1jcoLup5+VPND+varWkxba/04Sv78JCu4dP+4aK4C+lCSaNt938+toYkMRENVD0ottOACMPjduL+1HNRajsnNZA+jM4j6W3A14DRwERJhwPvt/2hetZPEhPRJO2c0MDLB8QMhrWlDyOa7vPAFOAGANsLJb2j3pVblsRIOhn4AjAC+Jrty1oVS0Sz9Q6G7TgQQgbDepSlD9N/0S4kLQfWA1uBLba7a9Wz/ZSk6qKt9e7jVYMJcEdJGgF8ETgFOAiYLumgVsQSMZQW9ax7xSmLdjPQbcLDXRn6L30YbeQE20f0lcAATxWnlCxpZ0mfBJbUu/GWJDHA0cBS20/Y3gTMAaa2KJaIIVeGgTD61u79B+nDKI0PABcAE4Ae4Ihivi6tOp00AXiqar4HeMu2lSTNAGYATJw4cWgii4iow6KedW17ailiR/x209btSdDHSZpXNT/b9uxt6hi4VZKBq2osx/Ya4D07FDCtS2JUo8yvKKg0eDZAd3f3K5ZHlFW7D365rmJg6cMY5tb0c4qo17G2V0p6LXCbpF/Yvqe6gqQ3AF8G9rZ9iKTDgNNt/109QbTqdFIPsF/VfBewskWxRAypDH7ldljXbunDiDrYXll8r6byMLuja1T7KjAT2FzUXQRMq3cfrToS83NgsqRJwAoqAf9xi2KJGBIZ+Mot/RdRP0m7Aq+yvb6Yfifw2RpVX2P7/m3uTtpS735aksTY3iLpw8AtVG6x/rrth1sRS0QztfPAl0FvYO3cf5A+jLa2NzC3SE52Ar5r++Ya9dZIeh3FJSWSzgZW1buTlj0npnjt9k2t2n9EM2TQa1/bvnZgfh/12rkPh3P/RbnYfgI4vI6qF1C59vVNklYAy9iOC33zxN6IDjXcB7x6XiDYzgkLpA/zEsjOVyQ7J1Wfftqe9ZPERHSADHblH+zSh+Xvw9h+ksZSeYv1cVQeePdT4LO219azfpKYiBIZzgNdpwxyw7kPoXP6MRpmDnAP8EfF/HuAfwdOqmflJDERbWY4D3KdMsAN5z6EzunHGBJ72r60av7vJJ1R78pJYiKG2HAe4DplcBvOfQid04/RFn4iaRpwbTF/NvCjeldOEhPRQMN5cOuUgW049yF0Tj9Gabwf+Djwb1Se5v8q4HlJHwdsu9+r75PERES/OnlQGy4JSyf3YZSb7TGDWT9JTMQwkwGtM6QfoxNIOhZYYPt5Se8FjgSutP1kPesniYkosQxknSH9GMPYl4HDJR0OXARcTeXU0u/Vs3KSmIgWywDWGdKPETtki21Lmgp8wfbVks6td+UkMRENlIGsvNJ3ES2xXtJM4L3AOySNAEbWu3KSmIgYNvbZfdTL5pO4RLTcOcAfA+fb/pWkicDn6l05SUxEtKVtE44ot/Rn1GL7V8AVVfNPAt+qd/0kMRGxQzIodZb0Z5RRkpiIksvg03nSpxH1SRIT0UAZfMorfRdRPkliImLYSuIS0RqSHgLc13Lbh9WznSQxEQ1ywScuaXUIsR3SXxEtdVrxfUHx/W/F93uAF+rdyKsaGVE1SX8raYWkBcXn1KplMyUtlfSopCnNiiEiIiJaQ9IISQ9KunHbZbZ/afuXwLG2L7L9UPG5GKg7L2j2kZjP2/7H6gJJBwHTgIOBfYHbJb3B9tYmxxIRERFD50JgCdDfm6h3lXSc7Z8CSHobUPcDnJp2JKYfU4E5tjfaXgYsBY5uQRwRERHRBJK6gHcBXxug6vnAFyUtl7Qc+BJwXr37afaRmA9Leh8wD/iE7d8AE4B7q+r0FGWvIGkGMANg4sSJTQ41IiJi+Nq4aSuPPflsvdXHSZpXNT/b9uyq+SupvNBxTH8bsT2fygsgdwNk+7/rj3iQSYyk24F9aiy6hMqbKS+lcvXxpcA/UcmuVKN+zSuUix/IbIDu7u4+r2KOiIiIIbXGdnetBZJOA1bbni/p+P42ImkX4I+A/YGdpEqKYPuz9QQxqCTG9kn11JP0VaD3wp4eYL+qxV3AysHEEdFq40bnRr+IiMKxwOnFDT2jgN0kfdv2e2vUvR74b2A+sHF7d9S0v7ySxtteVcyeCSwupm8AvivpCioX9k4G7m9WHBERETF0bM8EZgIUR2I+2UcCA9Bl++Qd3Vcz//v4D5KOoHKqaDnwfgDbD0u6FngE2AJckDuTIiIihqX/K+lQ2w/tyMpNS2Js/0k/y2YBs5q174iIiGg923cBd/VT5TjgTyUto3I6SZXV8sTeiIiIaG+nDGblJDERERExpCTtZnsdsH4w20kSExEREUPtu1TenzSfyrWz1Y9fMXBAPRtJEhMRERFDyvZpxfekwWynFa8diIiIiEDStyT9uaQ37cj6SWIiIiKiVb4JjAf+RdLjkr4v6cJ6V87ppIiIiGgJ23dKuhv4XeAE4APAwcAX6lk/SUxERES0hKQ7gF2BnwH/Cfyu7dX1rp/TSREREdEqi4BNwCHAYcAhkl5d78o5EhMREREtYftjAJJGA38GfAPYB9ilnvWTxERERERLSPow8HbgKOCXwNepnFaqS5KYiIiIaJVXA1cA821v2d6Vk8RERERES9j+3GDWz4W9ERERUUpJYiIiIqKUksREREREKSWJiYiIiFJKEhMRERGlNKgkRtK7JT0s6UVJ3dssmylpqaRHJU2pKj9K0kPFsn+WpMHEEBEREe1F0ihJ90taWOQJn2nGfgZ7JGYxcBZwT3WhpIOAaVRe4nQy8CVJI4rFXwZmAJOLz8mDjCEiIiLay0bg920fDhwBnCzpmEbvZFBJjO0lth+tsWgqMMf2RtvLgKXA0ZLGA7vZ/pltA98CzhhMDBEREdFeXPFcMTuy+LjR+2nWw+4mAPdWzfcUZZuL6W3La5I0g8pRGyZOnNj4KCMiIgKATRu38NSyX9dbfZykeVXzs23Prq5QnIGZD7we+KLt+xoT6UsGTGIk3U7lZUzbusT29X2tVqPM/ZTXVPxAZgN0d3c3PIOLiIiIHbLGdnd/FWxvBY6QtDswV9Ihthc3MogBkxjbJ+3AdnuA/armu4CVRXlXjfKIiIjoQLaflXQXlWtgG5rENOsW6xuAaZJ2kTSJygW899teBayXdExxV9L7gL6O5kREREQJSdqrOAKDpFcDJwG/aPR+BnVNjKQzgX8B9gJ+JGmB7Sm2H5Z0LfAIsAW4oDisBPBB4JtU3lz54+ITERERnWM8cE1xXcyrgGtt39jonQwqibE9F5jbx7JZwKwa5fOAQwaz34iIiGhfthcBb272fvLE3oiIiCilJDERERFRSkliIiIiopSSxEREREQpJYmJiIiIUkoSExEREaWUJCYiIiJKKUlMRERElFKSmIiIiCilJDERERFRSkliIiIiopSSxEREREQpJYmJiIiIUkoSExEREaWUJCYiIiJKKUlMRERElFKSmIiIiCilJDERERFRSoNKYiS9W9LDkl6U1F1Vvr+k30paUHy+UrXsKEkPSVoq6Z8laTAxRERERHuRtJ+kn0haUuQJFzZjPzsNcv3FwFnAVTWWPW77iBrlXwZmAPcCNwEnAz8eZBwRERHRPrYAn7D9gKQxwHxJt9l+pJE7GdSRGNtLbD9ab31J44HdbP/MtoFvAWcMJoaIiIhoL7ZX2X6gmF4PLAEmNHo/zbwmZpKkByXdLentRdkEoKeqTg9NaFRERES0B0n7A28G7mv0tgc8nSTpdmCfGosusX19H6utAibaXivpKOCHkg4Gal3/4n72PYPKqScmTpw4UKgRERGxg7Zu2sD65Y/VW32cpHlV87Ntz962kqTRwPeBj9pe14AwX2bAJMb2Sdu7UdsbgY3F9HxJjwNvoHLkpauqahewsp/tzAZmA3R3d/eZ7ERERMSQWmO7u78KkkZSSWC+Y/sHzQiiKaeTJO0laUQxfQAwGXjC9ipgvaRjiruS3gf0dTQnIiIiSqgY468Glti+oln7Gewt1mdK6gHeCvxI0i3FoncAiyQtBK4DPmD7mWLZB4GvAUuBx8mdSREREZ3mWOBPgN+vetzKqY3eyaBusbY9F5hbo/z7VA4h1VpnHnDIYPYbERER7cv2T6l9HWxD5Ym9ERERUUpJYiIiIqKUksREREREKSWJiYiIiFJKEhMRERGllCQmIiIiSilJTERERJRSkpiIiIgopSQxERERUUpJYiIiIqKUksREREREKSWJiYiIiFJKEhMRERGllCQmIiIiSilJTERERJRSkpiIiIgopSQxERERUUpJYiIiIqKUksREREREKQ0qiZH0OUm/kLRI0lxJu1ctmylpqaRHJU2pKj9K0kPFsn+WpMHEEBEREe1F0tclrZa0uJn7GeyRmNuAQ2wfBvw/YCaApIOAacDBwMnAlySNKNb5MjADmFx8Th5kDBEREdFevskQjO+DSmJs32p7SzF7L9BVTE8F5tjeaHsZsBQ4WtJ4YDfbP7Nt4FvAGYOJISIiItqL7XuAZ5q9n50auK3zgH8vpidQSWp69RRlm4vpbctrkjSDylEbgOckPbpNlXHAmkHE3M46tW2d2i7o3LalXeXTqW0bbu36naEMwutX3rLhJ389rs7qoyTNq5qfbXt2M+Lqz4BJjKTbgX1qLLrE9vVFnUuALcB3elerUd/9lNdU/ED6/KFImme7u6/lZdapbevUdkHnti3tKp9ObVva1Vy2S3d5x4BJjO2T+lsu6VzgNODE4hQRVI6w7FdVrQtYWZR31SiPiIiI2C6DvTvpZOBTwOm2X6hadAMwTdIukiZRuYD3fturgPWSjinuSnofcP1gYoiIiIjhabB3J/0rMAa4TdICSV8BsP0wcC3wCHAzcIHtrcU6HwS+RuVi38eBHw9i/0N+/m0IdWrbOrVd0LltS7vKp1PblnaVhKTvAT8D3iipR9L5TdnPS2eAIiIiIsojT+yNiIiIUkoSExEREaVUmiRG0qXF6w0WSLpV0r5Vy0r7ioNOfnWDpHdLeljSi5K6t1lW6rZVk3Ry0Y6lki5udTzbo9ajwSXtKek2SY8V33tULavZb+1G0n6SfiJpSfE7eGFR3gltGyXpfkkLi7Z9pigvfdsAJI2Q9KCkG4v5TmnX8uJv24Le56t0SttaynYpPlSe9Ns7/RHgK8X0QcBCYBdgEpWLhUcUy+4H3krl+TQ/Bk5pdTtqtOudwE7F9OXA5Z3QriLOA4E3AncB3VXlpW9bVVtGFPEfAOxctOugVse1HfG/AzgSWFxV9g/AxcX0xfX8TrbbBxgPHFlMj6HyWpSDOqRtAkYX0yOB+4BjOqFtRbwfB74L3Ngpv49FvMuBcduUdUTbWvkpzZEY2+uqZnflpYfklfoVB+7gVzfYXmJ726csQwe0rcrRwFLbT9jeBMyh0r5ScO1Hg08Frimmr+GlPqjZb0MR5/ayvcr2A8X0emAJlaeDd0LbbPu5YnZk8TEd0DZJXcC7qNzB2qv07epHJ7dtSJQmiQGQNEvSU8B7gL8piicAT1VV632VwQS24xUHbeI8XrrlvJPata1OaltfbSmzvV15phPF92uL8lK2VdL+wJupHLHoiLYVp1wWAKuB22x3StuuBC4CXqwq64R2QSXRvFXSfFVeqQOd07aWaeS7kwZNA7ziwPYlwCWSZgIfBj5Ng15x0EwDtauo05RXNzRbPW2rtVqNsrZrW53KGPOOKl1bJY0Gvg981Pa6fi6xKlXbXHnu1hHFNXRzJR3ST/VStE3SacBq2/MlHV/PKjXK2q5dVY61vVLSa6k8W+0X/dQtW9tapq2SGA/wioMq3wV+RCWJaftXHAzULpX41Q3b0WfVStG2OvXVljJ7WtJ426uKU3yri/JStVXSSCoJzHds/6Ao7oi29bL9rKS7gJMpf9uOBU6XdCowCthN0rcpf7sAsL2y+F4taS6V00Md0bZWKs3pJEmTq2ZPB3qz2FK/4kDD89UNndS2nwOTJU2StDMwjUr7yuwG4Nxi+lxe6oOa/daC+AZU/P5cDSyxfUXVok5o217FERgkvRo4icrfw1K3zfZM212296fy7+hO2++l5O0CkLSrpDG901Ru6FhMB7St5Vp9ZXG9Hyr/o1oMLAL+A5hQtewSKldvP0rV3SxAd7HO41RekaBWt6NGu5ZSOfe5oPh8pRPaVcR5JpX/UWwEngZu6ZS2bdPOU6nc/fI4ldNoLY9pO2L/HrAK2Fz01fnAWOAO4LHie8+B+q3dPsBxVA6/L6r6t3Vqh7TtMODBom2Lgb8pykvftqp4j+elu5NK3y4qdy8uLD4P9/6d6IS2tfqT1w5EREREKZXmdFJEREREtSQxERERUUpJYiIiIqKUksREREREKSWJiYiIiFJKEhMRERGllCQmIiIiSun/A+0EZWeo4wflAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 720x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.superposition_models import MaxSum\n",
     "max_sum = IEA37SimpleBastankhahGaussian(site, windTurbines, superpositionModel=MaxSum())\n",
@@ -1021,22 +759,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.deficit_models import SelfSimilarityDeficit\n",
     "plot_blockage_deficit_map(SelfSimilarityDeficit())"
@@ -1056,22 +781,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.deficit_models import SelfSimilarityDeficit2020\n",
     "plot_blockage_deficit_map(SelfSimilarityDeficit2020())"
@@ -1092,22 +804,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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E0aUsmmQVVaKoK4kqQYTIIe+YIiGUSSA00P92cbSEEMJvKS5zW6u+5bG43L2wkhleu8oAy7KlUajKktrJNCTNAu8BHk9UzX+BpDPN7MrkGDN7E/Cm+PgnAX9rZr9IXeawuOZnYMxsY3z93wNuMLO7JB0K7Ad8yMx+mRxTRIg0ZiTdw8xui292z8DzOqNrYQxaFRXyzb5uVlFHFHUkUSWHvCCRJ4UiGVQF/7sG/B8uLnX77XJhrt2qiLt+u/Z5bjXbXqD/LcudiCmR0aDZYB55U4y3KaMRn1jwIOAaM7sWQNLHgCOBKwuOPwr4aIfl+RRwoKT7Ae8nGlLxEWB91Ykhwf8twLck/Uf8+GnAGwcsaGP6FEabsqiTVYSKIi2Jd//TCSyb8devfENu2dOSyH5ws4EiK4YiIRSJICTQ37mp/2+VAHduCjtum/nBA/Xi0srr3Yak7vrtcmsiSgTURhVgNgtqQ0Bla1t0kQ0JMRfWdrKDpAtTjzfES1Un7AJcn3p8A3Bw7j2lbYDDgeNSmw04W5IB781cexCWzWxJ0lOAt5vZu6raMhJCGsI/JOkiorUzBDw1nVINE2vwnutCGG3LoiyrCBFFWgTfv/LyVeUukkSZILJyyJNCnhDKBLBYsx56calbmSzMDRZsF3MC1MIADbNpSTUVUVMBbTU707h6MJ31NBVPXtVbm5lPy9xa0c6Q988pejJPAr6ZqZo6JF5i+97AOZKuNrPzBi0ssEnSUcDR8f0A5kNODK1muhq4LTle0u5m9pO6peyDpu0XbWUXbcqiSBTpshorsiiSRKggsmLIk0KeDKoC/saOhRBCSBnWBYplcWn147pCSkQ0iHwiBpfOwpwGrjJMZzmDSievim0Q6bTextNSmwZRZrFb6vGuRF1f83gGmaopM7sx/v0zSacTVXc1kcbziIZTvNHMfiRpL+DDISeG9J76P8CrgZuJWu5FZMj9Bi7ukBjF7KLo70GzinQZ0wJZjtOyuzZv3iKKIkmECiIrhjwpFAXhjYsBvamGvKLefGCVTl7Z1y1U159nX4u68qmfBQ32+m0zPzNQW1GS2Qwim2x12iCyaUs0Q+ICYO84OP+USAx/nj1I0u8AjwGeldq2LTBjZnfEfz8BeN0ghZC0Afg88CUze1Gy3cx+BJxYeGKKkEzjxcD9zezngxSyL0ZBGKHZRSKMKlkUZRXJ9nRGkVTl/SZVf558MIskESqIbDDMC6pFAtg0YHaxcVO1dNbN12sILSvLfEXA3pRp4A4RUPI6hQgHotc5VDQR9b9lL8yqdntSUo1WRzTZqrO6oslrsxlGTzvRTqYRtx8cB3yRqMvtqWZ2haRj4/0nx4c+BTg7M6P4TsDp8VROc8BHzOwLAxblVKL2kr+TtEg0WPsLZnZp6AWCphEBfjVY+fphGMLoKrsIlUVeG0U6o0iuUiaKIkkUCSIrh+xzzgvCVcG+zeyizrWqgny23FVCSj/3UOGEiiZUMnVIspjQNqZ0lVmoZNJtNE0EA+GSabNnWtuY2VnAWZltJ2cefwD4QGbbtcD+LZXhfOB84DWS7kWUtbxU0n7AxUQC+UTZNUKkcS3wVUmfA+5K3fytA5e8Z0ZJGKFtFqGygEgUybWSD1uZKEIkkX6OWTlkA2yTLGPQTCRLZeDOuU/ZOennFCqcENFUlROAxepD6rBubia4g8Gw5QLhgmkilzpM2IjwLcS1Rx+Nf5D0EKIspJQQafwk/lmIf0aaJtM6D0MYdbOLurKI9keZxrLZGlmUiSJEEmlBVGUaZQJYDGjjaELZ9RcKvrlny1sU0EOzik2bl4MEU7daLY/52ZmgdqN1C7O1Gv9D5JJuewmRS7ahP0QueT3Luh6zM8lI2h54DrAnKQ+k2zmKCOly+9oGZRsqTaqluhJGaHVUSFVUiCwg+jAtm7G8HH0g86qesqLIk0SRIKrkkBewlwKCT8gxIcxVfHvP3qfo+OR5FEkGqrOF4GxiCISIJakKqxJLuq2lSizZBv0qseT1HqsSS5PuymVICu4wMWacRVRNdTk1e1CE9J7aEfh74H8B65LtZvaH9crYP3WykOpR4YMJo6w6qii7qCMLiD5gy8vRO2FxsxWKIv08ykSRlkL676wc8oJ+kQgWs/1TW2QxpzpnYaH4rZ6UsUgeVfsXFzc3EktT1s3PBjXql7X5JIFx1KVS1B25q8GhbTWEjyDrzOzvBjkxpHrqNODjwBOJ+vUeDdwyyM26pO1qqbLrj7owFjcby4BZJIyirCKv2qlMFGlJZGWQfZwnhU0BH+y62UZVVrFy7xWTzBd8K01kUySYpaXlUrGElqUO83MzlcG+rLNBm0KBYqlkG+uLpJLXG6xIKnldjgcRipPLv0v6S+CzrG6r/kXViSHSuJeZvV/Si83sa8DXJH1t8LL2Q5vVUkX78o4rm568iTCKGriTD5XFfW43Li0XyiIrivS+MlGUCSJPDGUi2NQw49iUk1XMl2QVSXnKAvymTYulYinLWuqysFAc1OfnZkr3QXGw35I5FAglaUepun7IPaB/mUD92QZCaGvCwhFkkWhyxBNYGZluwH2rTgx59ycTHdwk6Y+JRjHuOkAhO6NJllH3WkXjMOo2eg8ijKrsItoW7UuKkyeMoqwir+opTxRlksgKIk8Km5fKq0Caklx/dq6kymixWi7FFIku/3pzczO1M6guZLIqyOfIJN0gH9K7rOoeED4wMk8mRWNU8mQy6HQwU8zfAfcbZNbckE/NG+JRii8F3gXcHXhJ3Rv1Sd0pQkLOrXP8sIWxcWmZ5fjcsuyijiyKRJEOhllB5Mmha2Fk71UmjvL9xQLIy6bm52dyq+QWFuZyhZFkOkWN8nmdCZJ2k7JeXqX7pkwkbSANb7GnIXMFcOcgJ4ZI4zYz+xXRAL/DACQdMsjNumDUsoyEbDtG5bVbEEa27SKZSiQku6iSRYgo0kIoksMwpdEN4dnJICIpE0xWJEUSgVTGURHos0F+TYCvGOQY0k256h7QjUicUjYDl0g6l9VtGi+qOjHkE/Au4MEB20aSvrOMLEVZxqqy5cwVFZJhQLgwmsgiVBR5gti0GDj3eAvML8wXSirJMPL2z87NrtmeHJ/NppIqrnSwT4J8NiNJ2kmyIlkouUbZ9iKJQPlYktJ9NSSSN76kLYnAapGUjYpPi6QLgUxom8Zn4p/aFEpD0sOBRwA7Skp3zbo70dwpU0WTLCMhtFoK1vaSgoJR3akqqWz7hVl+r6i6wqgji2ywzZNE19nGSoDPF1SRTIpEUlciRVVOaYmkG9rTEskTSPoaZWNM0hIpEgiEV2fB6vd93Swke/3CwZIBo+0HEYhTjJl9cNBzyzKNBWC7+Ji7pbbfDvzZoDdskzarpppeO7SHVRHZaqnV+1Y+CNleUrD6g5IWxpZso6YwsrKAleCYBM+yrCIbrMsk0ZZA0m0TZUKAteWbX5jPPS9PImXbomsvxddc+WhVZSFVAklfI9vrq2h7kUBgJZDnZgFl+yqCe9X0KXUEUjagLlQgbSA0UZmGpA1mdkyTYwqlkepe+wEz+3F8sRlgOzO7fdBCD5Mm3WwHJa+LbRl56yCXZRlQMBVIesBejkRCG7vrCqNIFk0awZcXV5YonllYV3Jk+bXLRFIkkUQg6XPyrlN07bwMJE8g6SCfvObZbr6JQJrII7pO/sj2QeUB5cE9ZO6tJtdfda+aMwc7/ImksjXARdx2XURIm8Y/x9P3bgYuAn5H0lvjRdCnjqqqqaJ9ddoy0uRlGauumyMIWMkyIL9LbVnvqBBh1Mks8gJ6WgxlhB4HawVTJoriTCF6LnnySB9bdH6eVMqyj0mQR2GVUqA8QiaK7EseUe+piWpof3nAMV8v2xkijX3M7HZJzySar+QVRPJoLA1JhwPvIGojOcXMghYBGTZdr0s+CCFZRt7yuHldOfMavaG6Sio6plgYTWQxCFUZStH4jbyut3nyKDo2dNumxaU1Y0PyBhpu2rScO7hwcXFpzcDCooGKZQMYi6Y9KQvgpfsqAnvVpIxVYkru0edU8m1QFe8ULZjxDmA9UXfY55rZxSHnhtKkLSMhRKHzkuaBPwHOMLNNFK9tG4ykWeA9wBHAPsBRkvZpet1x5K6c9abbXmAmr+vloBMEhnSnHVgYS4vFPzUou1edqrPQhvzQbXmDHfP+DyFTrpSdX7a9jLIpR5pMWx+yiFYVoV/eQmb7DSWZe6rqp/I6YfHuCGDv+OcY4KQa5w6NEGm8F7gO2BY4T9IeRI3hTTkIuMbMrjWzReBjwJEtXHfiaHsK6JBg0nR6j4GoEkNNgdTNasZhDElbEz12MTV90wW1gtZbGfKSwC0SEu+OBD5kEecD20vaOfDcoVEpDTN7p5ntYmbr4yfzYyoaSgLZhWhVwIQb4m2rkHSMpAslXXjrrSM3T6LjOBOMBOvmqn+AHZI4Ff9kex+FxLuiY4JiZb3npaeFbMujbJzGs8zsw5kxGmneGli+wlvkbFvzldrMNgAbAA548IHd9bEdYRbm1Gq2ETIX0vzC3PCzjbmFsCxiLmwtsNCeVwllU45MGmVTuQ9K0wbjkOnjR7hR+lYzO7Bkf0i8KzomKFbW5JXAJwO2raGsIXzb+PfdSo5pwg3AbqnHuxJNhjh1bDU7u6ZdY+uFmVbbNfImuRtkIj3IH+wWcszMwrrqKqNAIVRRJow6csg2hBedH7otb5LEvAbroll225xhN4+ywN1kTZA2VicMvlebQlzeDL+5rY0rhcS7omMWAs4NQtIRRA3tu0h6Z2rX3SmeiXMVZeM03hv/7mrlvguAvSXtBfwUeAbw5x3dqxHzs+VrGpQxO6NOelAtpNZ5Xrcwu6XxLy0H5Xw/WViYzZl+Yo7FxSXm5/Mn40sEkCeC+YX5LY3F2f1F4oDuelENIoui7eMijKJeUkXbi7KMJsIYlSxjVHtOERbvzgSOk/Qx4GDgV2Z2k6RbAs4N5UbgQuDJRL1gE+4A/jbkAmXVU+8s2gdhE1tVnL8k6Tjgi0TdyE41syuaXHMYpCVQJoTsvnWzs2zcvJn5mRk2LS8zP6s1YzXmZ7RmrMZWszNbxmpsMz+zZqzGurmZLWM10nKbkbaM1UhEkhZKkmUkvxNxpPelq6iy4kiPV0iC66bFTWvGMRSNjSgK7iEyqVPt1IYoio5vWxaQL4yuZQHFQbupLKoyjJGXhS3X7rmXe5mCeBePgcPMTiYa0rAeuIaoy+3zys4dsByXApdKOs3MBqp/Lst1EwsdQtTN6+Px46ex2lADY2ZnEb1QnVAU1PMCdlsZwdysao0KTySSZmFmhsXl5VVVVOl2jYVZrVlwJpttbLl+LJK0MJJsI696Ksk20uKAqDdVXsaR/jubdSRUCSRN3XaINFXVTl2Jomj7OMuict+ky6ID8uJdLIvkbwNeGHruIEj6hJk9HfiOpLw25P2qrlFWPfXB+CbPBQ6Lx2cg6WTg7EEL3SZdVf0Mcu2mZUnaNepkG0kVVVm2kd2WyCMtjhVWV1OlJ8lLso68TCMv6wCCBdIFVdd3UQywb0REAUOUhQE546jGmBfHv5846AVCWtXuQ9QY/ov48XbxtqkiHXjrVlElv4uqqOpmG9vMzwDR1Oh5bRvzszNI0YjwdfOzbNy0ecuHMV1Nlc04ogCUvCVWRolns44QsgLpi7Iy1K26CpUEuChCrh16D6gnCV9foxgzuyn+cwa4ycw2AkjaGtgp5BohUeBEolTm3PjxY4DX1Ctqf9SpomqLulVUCdlsIxFHtC/KNvKqqZKlLjcuLW8Rx4zEctwrLyuOhCJxJG0cEaurPfOqrKB6lbzkmCqRhK63UUdIZeUaZF/TbAK8naJNUXQrCcM29zDQtXs+SbT0RcLmeNtDq06slIaZ/ZukzxO15gMcb2b/M0gpu6DNKqrstUIburMZBayIo262kScOFqJpRdLigKiaKiuONDNS4RTXIR/sMnlErLx92hrXEdqdt+41B9nfRhYB7QkiutZwez6FdJVtq2fVaEhiapiLR5cDYGaLkoL6uwfVN8SSOGPAwvVOk2wjfW5I19u8ezUVB6yM28iKI2J1VdW6uRlmZla3ZyRVUnX6y69uKI/eKgsLK1NZrO2iWy6RECEkx7VFddtG8UegLHhPoiBgvLOIvC9OjTGDzc17T40gt0h6spmdCSDpSODWkBO7HSk0JLrMNrLUadvIq6YaRBxb5JCTcaTbOCIiccwIli3+cLb+nk+/bVLrRmQkMje3sLZ3Vqpqq2tC2mAGEQPUl0PZvi7aIqD7DKLqHlvuNS6CmC6OBU6T9G6iEefXA88JOXEipBFCk+63bVZTpY8btKoKSIlgeYs4kuoqmEESM9jqD2KgPPJGj6cHBaYzkKwY0pkIrATe7KDBuczI70Fn3M1SFrTTlAkBykdeDyKG6JrDlwNMV/YQvf/bxCat9xQAZvZD4GGStgNkZneEnls2uO+eFTf9Rdn+YdMk22haTVVWJQXtiyPdq2qr2dVZRsQyM8CylP+hK5BH0mC+6rVJCSRvrAesnY4kL8NYiB1RNEtrVRBvi5BpOAaVQnT9yRYD9C+H9sUwPRTNKai4e76ZVc4pWDW4L5ksa3fgtvjv7YGfAHsNVOoeqSOWOtVURee1IY7VJAF9pboKWJV1JPtnYpckmUce61jpopt9LmmB5I3zyP6dBMu0SBKyQknTVoZRRGjmEXJs1SR/lYHfxRB+7ABi2KaLLx5mMFm9p7aJfw88p2DZ4L69YMtgvjPjEYnJhFePG/SGXdJ2tlFVTRXSvlEkDqCwcTxiZVnY0uoqyJXHjAQza9s7YPW8VQl5AklLoUwisHb1tU2rqqxWAlB23qvQoJ6VSx0ZFBE602tTGUBzIbR1H+huzMNYSmH6+L3495VmVjmjbR4hbRoPNbNjkwdm9nlJrx/kZsOgShxl+9sWB6yIIfk73TiebgOBKHADa7KOiPyso0geIupym+5ltc18ep3xaoFkn19WIsAqkQBrZAKrBVK2DnUZTafyrjtDa2sBuiUZhN4P+s8SoL4UBhVC9P7uEDPocIniHlgv6R8InAY9jxBp3Brf5MNE1VXPAn4+yM1Gha7FAZRmHXPxB6os60gTIo9V+xZW7rXV7AxbzbJlGpI8gSzMzq4dXZ6amiQrEVgrh6xMYK1QtjyfTFVYkym326DuDK2h3Zb7mjZjlGQA/Qhhq9Fdd6NvvkDUtXZbSbcTfb9MmiHMzO5edYEQaRwFvBo4PX58XrxtZAmppmpDHLAih7LG8arqqvT29HXryQPSbR4C5mbE1gvxcXHVVVogC3OzW0aXJxJJBBLtj85Nxn4Aq0QCrJEJ5GcbkC+WLG2sJZ3HoOs51M5QagQrF0E9ehGBGdbCLLejgpm9HHi5pDPMbKAlY0NGhP+ClUmuxoZhiCO7LfstvKiKKltdBflZR/L3IPJI1tJIqq4W1q1MSbI1K/NZ5Ulkm3iGjmwmEh2zIhJYHcyyQoEVqaRfn1XPZYSyjkHXhKg7eV7dEc3D6nY6riLY8sWoC2wZNt3V3fV7wsyOlLQHsLeZfSmee2oupOttpTQk/T7wMmDP9PFm9oeDF3k49CGO6LzyrAPakUdEOuhGH575mZmVGW5ntGY/sNL+QbVEgFyRJGSFAvlSSdiYasNIC6aMjYuDZyBtzog66BQWgw5GG3aD8UQLYISJhzh8nCjOXgc83cxuyxxzf1aWqAC4L/CPZvZ2Sa8B/hK4Jd73qqTzUsH9/hI4BrgnUeP4rsDJwGOryhpSPfXJ+GKnsLoCfSwIFQeQe1zyjT4tj7zj86qrovOK2zqSx1XyyFIcaFeCseJlhbebn98yg24khLg6aWZ21RTsZZkIrBZJQlYokC8VYNX6H0UBNNsgn2aY8w21Ndq4yXiCvgI/jF7wX1jT9XyImMGmoVRPHQ982cxOlHR8/PgVq4ti3wMeBCBplmgVv9NTh7zNzN4ceL8XAgcB346v/QNJ9w45MUQaS2Z2UmBBRpIyKWSPq5t1ZK/btjygOPuAYoHc74H7bil3OsNIT8Oelki0b0UkC+viaqiUSIBV65ZnhQL5UoHVYknIrkKYFc040VZ30DZ6A7VV9z/qgX++4EvVmHIkcGj89weBr5KRRobHAj80sx8PeL+74kkKAZA0BwSNVwiRxn9K+hsio22p3OtjRHjemtd16KK6quicvCorqCeP5PFcwTfWMoG86IR/Wrn3DKvW65ifnd3yPJJxIWmRwOqMJNq/WiawViiQL5U0RYLJIy2dUaCr7p1tNvB2Ub0zbgF/qza/fNgy3PXbkCN3kHRh6vEGM9tQ4047JWtdxOuCV33rfwbw0cy24yQ9h2gN8Jdmq7cyfE3Sq4CtJT0e+BvgP0MKGiKNo+PfL09tM6L6tKETMtNsGV1UVxWdkw3+0fn58kiOqXpcJJAs287MrSpLMnhwhUwDdEoksDojgbUyiY5Z+XDmSQVWxJKwdU7DfVo0afKkMwl0WW/fZVVO19/sWw32w+dWMzuw7ABJXwJ+N2fXCXVuFE9h/mSisRYJJwGvJ4rNrwfeAjy/5DLHAy8ALgf+imgp2VNC7h/Se2rkpgvJBt66hI4cr8o6ojJUyyNve14X1a4EkpDORNZKJD8jicq3Wiaw+jhYHeCLxBKdt/b1zIomS1Y840IfdfHDqrIZdoBfO6XOkGixy62ZFc6kIelmSTvHWcbOwM9KLnUEcLGZ3Zy69pa/Jb0P+GxFWZYlfQb4jJndUnZslrIJC//QzL4i6akFN/10nRt1QZOso047R9lxVfLInpt3vaYCSbbVlUg2G4FimUC+UKIyW+b41PMpkUvCXRWziGbFU0aelLpiFOvU+/y23ltgT+4/3hMZnklUq3Ni/Lts/aKjyFRNJcKJHz4F+G7eiYoaMV4NHEc0oE+SNgPvMrPXhRS0LNN4DPAV4Ek5+wzoXRrQTnUVdCePonOLpFJXIGXbshIpW98jTZ5MIF8okC+VleeTyTRyXp+yYJN3zTImtUorlL4Ddx5jHcyH13vqROATkl5ANCHs0wAk3Qc4xczWx4+3AR5PVKWU5v9JehBRbL4uZ3/CS4BDiKaH+lF8zfsCJ0n6WzN7W1VByyYsfHX8+3lVF+mbptVVUK/KCqrlEZWnXvaR3V4lkOT4oq65TSh6PbadmVtTzoT0OJI8ucCKYCBMCFnpbDm3o/XdJ4VxC9SjKLthYmY/J2eMhJndCKxPPb4TuFfOcc8OvNVzgMeb2ZZV+szsWknPAs4GBpdGgqQfAucDXwfOM7MrAws3dIaVdaSPLTu+qUDS+4pGU+cJo0gkRduLBJGXmWTLWfTcy+SSkB2sWCSaPMp6uNbNTqaBSQvK+QNdO2B5M/z2N8O513CYTwsjwcxukZTTMX4tIb2n9gEOBh4FvFnSA4BLzewptYo6JJqKA+rJI/T4UIFkr1O2r45IBqUqAysTS3J+QtXrmYgm9PgiqgJKHTlNA0MLwM4oUFbXFlQPFyKNzcCm+PcycDPlLfu900Z1FQwuj6pzygSSvU72WkUZxMq1i+d3KpJJ0yqu0Kq9KsHkXTdhUIHk0ZacnIguqkdHhuG1aQyL/ePZbbMIWBdygRBp3E7Ul/etwPviurexoG15QLcCgTCJZK9ZJoPoHiUNzS1lJm21CRWRnl6lbcok7fTPREtpyJhZ47QydGr0RxKNGPwLSd8iatv4ctObD4u25AHNBVJ1Xl4D5iAiKTome1zVzK6hUumqQT5LqJwcpxUmL9NoTMjgvjOAM+K2jCOIumz9PbB1t0VrnzbaO9IMWn1S95ttE5Hk3aMquNeRSlSWdttR+mSQ8S6OM02E9J76FNHMitcA3yDqsvXtbovVHXndWNugSf17SNaQpaxLZV2hZO8XKoCQ6q88mkimq4wmOwfYpOBZWUPMYNOmvksxUoRUT51INGR94rqctFltlaaNOvKQqqUiqvroDyKVvHvXCbB1s5csVY35gzCIKLukiwA/Cs/LmSxCpLEncDVwR7xW+IOBN5jZxV0WbJh0JY+EQTKJOteqe92QgV+DiqWoHIMEr6aiSZP3v+06oLaRcTo9s7wMG4NmuZ0aQqTxf83sk5IeCfwR8GaiGRUP7rRkPdBV1VUeoe0PbV63zvVDRxQXjcyuGwDzytQkiGav11Q6eVS9R8ZJAl6N5YQSOk4D4I+Bk8zsjHhpwYkmG2S6lkiaNrKJJtevc5+601W0JRkoL1/TgB323Ic3yrrPLzFTjfeeWkOINH4q6b3A44B/kbQV5CyKUANJTwNeAzwQOMjMLiw/o3/6lEiWNoN+G/epc7+2JAPtZiJtXnvQe5YxTEE1pc/PhtM9IdJ4OnA48GYz+2U81/vLK86p4rvAU4H3NrxOb5SNvB4VmvRQGtb9mvQSK6NqQsM2pDDqbRZ9VTmNk+Aq8UxjDSHS2Bn4nJndJelQYD/gQ01uamZXAajp+q0jRtXI63Ghi+Dfxr3q3GMQ2dSdObernlxtMUpVTt5mMjmESONTwIGS7ge8n2ixkI+Qmq7XqaaL3j+jRBdVWU3vUfc+TacTbzJd+6j15GqbURJYLWwZNm7suxQjRYg0ls1sKV7B7+1m9i5J36k6qWw93HiUeRCSjgGOAdht991DT5s4hp3yj1rD67CqzJq1OzQPjF2tE9JH0O5bVONEaDuvpOuAO4g6KC0l65JLuifwcaIhEtcBTzez27ooa4g0Nkk6imgkeLKKX+W862Xr4dbBzDYAGwAe/JAD/V04JNqQVFcj7qvousty2/dM0/biSX0uVjW22UWa4Y0Ir9POe1jOmhjHA182sxMlHR8/fkXLZQTCpPE84FjgjWb2I0l7AR/uojDOZNFk5HcThpldDHrPtu9fRJcr+Pnqie3RQjvvkcCh8d8fBL5KX9IwsyslvQz4fUn7At8zsxOb3FTSU4B3ATsCn5N0iZn9UZNrOpNBHdG0lcn0IZkm98/SXy+p4WQSvcopPNPYQVK6SmlDXEvSeomAsyUZ8N7UPXYys5sAzOwmSffu4N5A2ISFhxKZ6zqihTp2k3S0mZ036E3N7HTg9EHPdxwIF0zXc4tV0XVQb6saaFTbIMZkvfNbk/aFIlpq5z3EzG6MpXCOpKubxOJBCKmeegvwBDP7HoCk3wc+Cjyky4I5gzMudcnDClJ9ZC9phtmFuQltv29GVUJ1sGXD7rqrnWu10M5rZjfGv38m6XTgIOA84GZJO8dZxs50uLpqiDTmE2EAmNn3Qxcgd7phXKRQxah9Y4f+spcsfTfIt8GojaofdyRtC8yY2R3x308AXhfvPhM4mmhW8qOB4B6qdQmRxkWS3g/8e/z4mcBFXRXIWc2kCKINhjV9SgijIpcso9og3xZD/zwMqfdUUTuvpPsAp5jZemAn4PS4sXwO+IiZfSG+xInAJyS9APgJ8LSuyhoijWOBFwIvImrTOA/4164KNK24HNqjrZl+26DvqrE6jGuDfKcMSRpF7bxxddT6+O9rgf0Lzv858Nguy5hQKg1JM8BFZrYv8NZhFKi0PH0XoEVcEv3S9UzCgzCq2UsoLp3poFQaZrYs6VJJu5vZT4ZVqDKSN+a4vcGmSRLrUu+qjUv9laMJoyiVhEGW1x0HRrIXmC/3uobQCQuvkPTfwG+SjWb25M5KFUCTNbmHwSRJYl3Iu6SDcxNGUTyjLJUskyqZIibpszeKhHykX9t5KRoyCtnHpLxR2wjybVNVJpdKu0ybZEpZXmb5N+10uZ0UCj+O8ay2O5nZ1zLbHw38tOuCDUL2g9rVB3NSBAGjKYm6lD2HURQKjLdUsvQ1XYzTD2Uh4+3Aq3K23xnve1LOvpGiyTrckySGPCZBFiEUPc9RlUlCV2vIjwpjIxozljeN+JtlyJSFjj3N7LLsRjO7UNKe3RVpOEy6FIqYFllUkfc6jLpIEiYpS6nDRK0IOMaUhZB1Jfu2brsgTre4LKoZZ5GkGaVxKuOOGdjiGL4JOqRM3RdI+svsxnjEoY8IHyNcGIOzbm7tzyQwO6PSH8cpouwj8BKiIevpaUMOBBaAp3RcLqclJiXIjRLZ13Qcs5EqPFuJWTY2/9bHaaQpDClmdjPwCEmHAfvGmz9nZl8ZSskcZ0yYBonk4WKZTkIWYToXOHcIZXGciWASRsS3xdiLxczbNDJ45YXjdMi0ZiF1GKXZi51qXBqOM0Q8CxmcPrIWWzaWPdNYhXd8nnA8MI0uk9YjaxQY1x5gkt4k6WpJl0k6XdL2OcfsJulcSVdJukLSi1P7XiPpp5IuiX/Wd1VWl4bjjAAukBHFjOXFzZU/LXAOsK+Z7Qd8H3hlzjFLwEvN7IHAw4AXStontf9tZvag+OesNgqVh0tjCti45BnHOOHymD7M7GwzSz6l5wO75hxzk5ldHP99B3AVsMvwShnh0pgiXBzjhWcf/bNssLi4ufIH2EHShamfYxrc9vnA58sOiKdyOgD4dmrzcXH11qmS7tHg/qX423HK2LjkQWgc8Qb0kedWMzuw7ABJXwJ+N2fXCWZ2RnzMCUTVUKeVXGc74FPAS8zs9njzScDrAYt/v4VIPq3j4WMKSYKOy2M8Sf5vLo/uMTM2bWpndl0ze1zZfklHA08EHmtmud3AJM0TCeM0M/t06to3p455H/DZVgqdg1dPTTHe1jHeePXV5CDpcOAVwJPN7M6CYwS8H7jKzN6a2bdz6uFTgO92VVZ/uzmeeUwAXn3VDWawaWko63i8G9gKOCdyA+eb2bGS7gOcYmbrgUOAZwOXS7okPu9VcU+p/yfpQUTVU9cBf9VVQT1MOFtweUwGXn01fpjZ/Qq23wisj//+BpA7AMXMnt1d6Vbj4cFZQzrYuEDGF88+mmNmLN7VyjiMicFDglOKZx+Tgc+B5bSFhwInCM8+JguXSBhDbNMYG/zj79TGs4/JwyXihOIfe2dgXB6Ty6Ssl94UM1ha8inZ0/jH3WmMy2M6KPr/TqNMphn/mDut4VOUTCeTLBMzY+Mm7z2Vxj/ijuN0QtkXiEkQyrTSizQkvQl4ErAI/BB4npn9so+yOO3i2YYTQtV7ZFSkYsCm/Gmgppa+5p4KWXDEcZwpJT2vVtGP0w+9vPRmdnbq4fnAn/VRDqd9/MPsDIthvNc801jLKHzEnw98vGhnvJjJMQC77b77sMrkOI7j0sihM2m0teCImW0ANgA85CEH+n9vRPEMw3Gmg84+6m0sOOKMPi4LZ5JZNuOuZQ9PaXppCA9ZcMQZbbwx0nHaQ9Lr4/W9L5F0dryORt5xh0v6nqRrJB2f2n5PSedI+kH8u7M1wvvqPfVu4G5EC45cIunknsrh1MB7rjjTRtKmUfXTAm8ys/3M7EFES7X+Y/YASbPAe4AjgH2AoyTtE+8+Hviyme0NfDl+3Al99Z7KXXDEGU1cEo7TLWZ2e+rhtkS+ynIQcI2ZXQsg6WPAkcCV8e9D4+M+CHyVqDandTwcOLm4KBwnYiksk9hB0oWpxxviTjzBSHoj8BzgV8BhOYfsAlyfenwDcHD8905mdhOAmd0k6d517l0HDw3OFlwUjjMwt5rZgWUHVPUoNbMTgBMkvRI4Dnh19hI55w69ld7DhOOycJwCNhv8ZnM7izBV9ShN8RHgc6yVxg3AbqnHuwI3xn/fLGnnOMvYGfhZo8KW0FdDuNMz3qjtOKODpL1TD58MXJ1z2AXA3pL2krQAPAM4M953JnB0/PfRwBldldVDxpThknCccIyhjdM4UdL9gWXgx8CxAHHX21PMbL2ZLUk6DvgiMAucamZXJOcDn5D0AuAnwNO6KqiHkCnAReE4o42Z/WnB9huB9anHZwFn5Rz3c+CxnRUwhYeTCcZl4TjNWDbY6CPCV+FhZQJxWTiO0xUeXiYMF4bjtIcBG31qvFV4iJkQXBaO4wwDDzUTgAvDcbphM/DrzZ5ppPFxGmOOC8NxnGHiIWeMcWE4TreY4etpZPBMY0xxYTiO0wceehzHcQpYxnycRgbPNMYQzzIcx+kLjdPy3JJuIZqXZRB2AG5tsTjjwDQ+Z5jO5+3PeS17mNmOTW4g6Qvxfaq41cwOb3KvcWGspNEESRdWzXc/aUzjc4bpfN7+nJ1h4dVTjuM4TjAuDcdxHCeYaZJGrfV6J4RpfM4wnc/bn7MzFKamTcNxHMdpzjRlGo7jOE5DXBqO4zhOMFMlDUlvknS1pMsknS5p+77L1BWSDpf0PUnXSDq+7/J0jaTdJJ0r6SpJV0h6cd9lGhaSZiV9R9Jn+y7LsJC0vaT/iD/PV0l6eN9lmhamShrAOcC+ZrYf8H3glT2XpxMkzQLvAY4A9gGOkrRPv6XqnCXgpWb2QOBhwAun4DknvBi4qu9CDJl3AF8wswcA+zN9z783pkoaZna2mS3FD88Hdu2zPB1yEHCNmV1rZovAx4Ajey5Tp5jZTWZ2cfz3HURBZJd+S9U9knYF/hg4pe+yDAtJdwceDbwfwMwWzeyXvRZqipgqaWR4PvD5vgvREbsA16ce38AUBNAESXsCBwDf7rkow+DtwN8Dyz2XY5jcF7gF+Le4Wu4USdv2XahpYeKkIelLkr6b83Nk6pgTiKozTuuvpJ2inG1T0bda0nbAp4CXmNntfZenSyQ9EfiZmV3Ud1mGzBzwYOAkMzsA+A0w8e12o8LEzZdqZo8r2y/paOCJwGNtcgep3ADslnq8K3BjT2UZGpLmiYRxmpl9uu/yDIFDgCdLWg+sA+4u6cNm9qyey9U1NwA3mFmSSf4HLo2hMXGZRhmSDgdeATzZzO7suzwdcgGwt6S9JC0AzwDO7LlMnSJJRHXcV5nZW/suzzAws1ea2a5mtifR//grUyAMzOx/gOsl3T/e9Fjgyh6LNFVMXKZRwbuBrYBzohjD+WZ2bL9Fah8zW5J0HPBFYBY41cyu6LlYXXMI8GzgckmXxNteZWZn9Vckp0P+D3Ba/KXoWuB5PZdnavBpRBzHcZxgpqp6ynEcx2mGS8NxHMcJxqXhOI7jBOPScBzHcYJxaTiO4zjBuDQcx3GcYFwaE4yk10h6WY/3/1bN4w8Nmd5b0lclHRj/fVbZFPeSXiJpmzrlaIu4nN+T9OSAY4+SdIKk50q6JZ5T6QeSvijpEanj3iTpf/r8vzrTjUvD6Qwze0T1UY3vsb5ihtOXAL1II+aZZhYyGv9w4Avx3x83swPMbG/gRODTkh4IYGYvB07upqiOU41LY8KIv61+T9KXgPuntj9I0vmpBajuIeneki6K9+8vySTtHj/+oaRtJH1A0jslfUvStZL+LN7/r8k36Ph6p8Z/v0DSG+K/fx3/PjT+1p0smnNaPO1HsljU1ZK+ATy14DltLeljcdk/Dmyd2nedpB0kbSvpc5IujSeo/N+SXgTcBzhX0rnx8SdJujBeqOm1meu8VtLFki6X9IB4+3aS/i3edpmkP423P0HSf8XHfzKeKLHs/zIn6QJJh8aP/1nSG+O/BTwIuDh7npmdC2wAjim7vuMMC5fGBCHpIURzEB1AFIAfmtr9IeAV8QJUlwOvNrOfAesUrU/wKOBC4FGS9iCaPTWZn2tn4JFEEz2eGG87Lz4HomnXkwWPHgl8Pad4BxB969+HaGrrQyStA94HPCm+1u8WPLW/Bu6My/5G4CE5xxwO3Ghm+5vZvkQL9LyTaKLGw8zssPi4E8zsQGA/4DGS9ktd41YzezBwEpBU//xf4Fdm9gfx/b8iaQfgH4DHxcdfCPxdQdmBaGoX4LnASZIeH5c3kdYBwKUlE2heDDyg7PqOMyxcGpPFo4DTzezOeFrwMwEk/Q6wvZl9LT7ug0SL2AB8i2jepkcD/xT/fhSrA/9nzGzZzK4Edoq3fZ1IMPsQTRZ3s6SdgYfH18zy32Z2g5ktA5cAexIFwh+Z2Q/igPnhguf16GSfmV0GXJZzzOXA4yT9i6RHmdmvCq71dEkXA98B/hcrsgNIZsa9KC4fwOOIVkEkvv9tRCsD7gN8M57n6mhgj4L7bSGe/+vfgf8Enh8vkAWRQMrWdsmb6t5xemHaJiycBupOJvZ1IknsAZxBNAuwAekG6btSfwvAzH4q6R5EAe884J7A04FfxyvnZUlfYzMr773Q8pYeZ2bfjzOt9cA/SzrbzF6XPkbSXkQZxEPN7DZJHyCaUjxbxnT5lHNvAeeY2VGBZU/zB8AvWZEvwBOAPy055wB8OVNnRPBMY7I4D3hK3AZwN6JqH+Jv3bdJSqqTng18LXXOs4AfxFnAL4gC7zcD7vdfRFVO5xHJ52XkV00VcTWwl6Tfix8XBeHzgGcCSNqXqGppFZLuQ1SF9WHgzUSL9ADcAdwt/vvuRAv2/ErSTkRrqFdxNnBc6j73IFoq+BBJ94u3bSPp96suJOmpwL2IMqd3Sto+zgLnzOznBec8hqg9430BZXWczvFMY4Iws4vjhuJLgB+zOoAfDZysqPvplqmkzey6uE36vPi4bwC7xtUwVXwdeIKZXSPpx0TZRrA0zGyjpGOAz0m6Nb73vjmHnkS0tOdl8XP775xj/gB4k6RlYBNROwhEjcifl3STmR0m6TvAFUSvQYgY3wC8R9J3iTKQ15rZpyU9F/iopK3i4/4B+H7RReJ2kBOJFv+6XtK7gXcQVVV9KXP4/5b0SKJeXz8C/tTMPNNwRgKfGt1xOkLSV4GXmdmFJcecApxiZufXuO5riKoB39y4kI5TE6+ecpzu+AXwAZUM7jOzv6gpjDcRVSf+poXyOU5tPNNwHMdxgvFMw3EcxwnGpeE4juME49JwHMdxgnFpOI7jOMH8f0JUcQrauKtqAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.deficit_models import FugaDeficit\n",
     "plot_blockage_deficit_map(FugaDeficit())"
@@ -1132,22 +831,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.deficit_models import VortexCylinder\n",
     "plot_blockage_deficit_map(VortexCylinder())"
@@ -1168,22 +854,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.deficit_models import VortexDipole\n",
     "plot_blockage_deficit_map(VortexDipole())"
@@ -1204,22 +877,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.deficit_models import RankineHalfBody\n",
     "plot_blockage_deficit_map(RankineHalfBody())"
@@ -1240,22 +900,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.deficit_models import HybridInduction\n",
     "plot_blockage_deficit_map(HybridInduction())"
@@ -1272,22 +919,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.deficit_models import Rathmann\n",
     "plot_blockage_deficit_map(Rathmann())"
@@ -1302,7 +936,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1325,32 +959,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x2b6ea130550>"
-      ]
-     },
-     "execution_count": 34,
-     "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "plt.figure(figsize=((10,6)))\n",
     "for deficitModel in blockagedeficitModels:\n",
@@ -1371,34 +982,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "for d in [-1,1]:\n",
     "    plt.figure(figsize=((10,6)))\n",
@@ -1423,44 +1009,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Wind speed [m/s]')"
-      ]
-     },
-     "execution_count": 36,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x288 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.superposition_models import SquaredSum\n",
     "from py_wake.flow_map import HorizontalGrid, YZGrid\n",
@@ -1497,7 +1048,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1530,22 +1081,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "plot_rotor_avg_model(RotorCenter(), 'RotorCenter')"
    ]
@@ -1561,22 +1099,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "x = y = np.array([-.6, 0,.6])\n",
     "plot_rotor_avg_model(GridRotorAvg(x,y,nodes_weight = [0.25,.5,.25]), 'Grid_4')"
@@ -1593,22 +1118,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "plot_rotor_avg_model(EqGridRotorAvg(4), 'Grid_4')"
    ]
@@ -1624,22 +1136,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "plot_rotor_avg_model(GQGridRotorAvg(4,3), 'GQGrid_4,3')"
    ]
@@ -1655,22 +1154,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "theta = np.linspace(-np.pi,np.pi,6, endpoint=False)\n",
     "r = 2/3\n",
@@ -1686,22 +1172,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "plot_rotor_avg_model(PolarGridRotorAvg(*polar_gauss_quadrature(4,10)), 'PolarGrid_4,10')"
    ]
@@ -1716,58 +1189,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
-   "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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\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"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "for n in [4,7,9,21]:\n",
     "    plot_rotor_avg_model(CGIRotorAvg(n), 'CGIRotorAvg_%d'%n)"
@@ -1786,32 +1210,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x2b6ea2ada30>"
-      ]
-     },
-     "execution_count": 45,
-     "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "grid_models = [EqGridRotorAvg(i) for i in range(1,10)]\n",
     "wd_lst = np.arange(240,301)\n",
@@ -1854,7 +1255,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1891,22 +1292,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.deflection_models import JimenezWakeDeflection\n",
     "plot_deflection(JimenezWakeDeflection())"
@@ -1921,22 +1309,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.deflection_models import FugaDeflection\n",
     "plot_deflection(FugaDeflection())"
@@ -1980,32 +1355,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.contour.QuadContourSet at 0x2b6eb12eac0>"
-      ]
-     },
-     "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.deflection_models import DeflectionModel\n",
     "from numpy import newaxis as na\n",
@@ -2033,7 +1385,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2060,22 +1412,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.turbulence_models import STF2005TurbulenceModel\n",
     "plot_turb_map(STF2005TurbulenceModel())"
@@ -2092,22 +1431,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.turbulence_models import STF2017TurbulenceModel\n",
     "plot_turb_map(STF2017TurbulenceModel())"
@@ -2128,22 +1454,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.turbulence_models import STF2017TurbulenceModel, IECWeight\n",
     "from py_wake.superposition_models import SqrMaxSum\n",
@@ -2164,22 +1477,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.turbulence_models import GCLTurbulence\n",
     "plot_turb_map(GCLTurbulence())"
@@ -2199,22 +1499,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
-   "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.turbulence_models import CrespoHernandez\n",
     "plot_turb_map(CrespoHernandez())"
@@ -2229,7 +1516,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2249,32 +1536,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x2b680412eb0>"
-      ]
-     },
-     "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "plt.figure(figsize=((10,6)))\n",
     "for turbulenceModel in turbulenceModels:\n",
@@ -2296,34 +1560,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": null,
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x2b6802353d0>"
-      ]
-     },
-     "execution_count": 58,
-     "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",
@@ -2350,32 +1591,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.contour.QuadContourSet at 0x2b6e4b1f4c0>"
-      ]
-     },
-     "execution_count": 59,
-     "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"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from py_wake.ground_models import Mirror\n",
     "wfm = NOJ(site, windTurbines, k=.5, groundModel=Mirror())\n",
diff --git a/docs/notebooks/Site.ipynb b/docs/notebooks/Site.ipynb
index 12c1bbb30..cc8eb4c9e 100644
--- a/docs/notebooks/Site.ipynb
+++ b/docs/notebooks/Site.ipynb
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -40,7 +40,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -76,7 +76,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -97,7 +97,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -112,34 +112,127 @@
    "source": [
     "### XRSite\n",
     "\n",
-    "The `XRSite` is the most general and flexible `Site`. It takes a xarray dataset with some required and optional data variables. Each variable may be constant or depend on any combination of:\n",
+    "`XRSite(ds, initial_position=None, interp_method='linear', shear=None, distance=StraightDistance(), default_ws=np.arange(3, 26), bounds='check')`\n",
     "\n",
-    "- ws: Reference wind speed\n",
-    "- wd: Refernce wind direction \n",
-    "- i: Wind turbine position (one position per wind turbine)\n",
-    "- x,y: Gridded 2d position\n",
-    "- x,y,h: Gridded 3d position\n",
-    "- time: Time\n",
+    "The `XRSite` is the most general and flexible `Site`. \n",
     "\n",
     "\n",
-    "**Required data variables**:\n",
-    "- `P`: probability of flow case(s)\n",
+    "**Input arguments**\n",
+    "\n",
+    "- `ds`, xarray.Dataset\n",
+    "    - dataset with some required and optional data variables\n",
+    "    - Required data variables:\n",
+    "        - `P`: probability of flow case(s)\n",
+    "    \n",
+    "    or\n",
     "\n",
-    "or\n",
+    "        - `Weibull_A`: Weibull scale parameter(s)\n",
+    "        - `Weibull_k`: Weibull shape parameter(s)\n",
+    "        - `Sector_frequency`: Probability of each wind direction sector\n",
     "\n",
-    "- `Weibull_A`: Weibull scale parameter(s)\n",
-    "- `Weibull_k`: Weibull shape parameter(s)\n",
-    "- `Sector_frequency`: Probability of each wind direction sector\n",
+    "    - Optional data variables:\n",
     "\n",
-    "**Optional data variables**\n",
-    "- `WS`: Wind speed, if not present, the reference wind speed `ws` is used\n",
-    "- `Speedup`: Factor multiplied to the wind speed\n",
-    "- `Turning`: Wind direction turning\n",
-    "- `TI`: Turbulence intensity\n",
-    "- xxx: Custom variables needed by the wind turbines to compute power, ct or loads\n",
+    "        - `WS`: Wind speed, if not present, the reference wind speed `ws` is used\n",
+    "        - `Speedup`: Factor multiplied to the wind speed\n",
+    "        - `Turning`: Wind direction turning\n",
+    "        - `TI`: Turbulence intensity\n",
+    "        - xxx: Custom variables needed by the wind turbines to compute power, ct or loads\n",
     "\n",
-    "**Examples**\n",
-    "Examples can be found in the top of https://gitlab.windenergy.dtu.dk/TOPFARM/PyWake/-/blob/master/py_wake/tests/test_sites/test_xrsite.py"
+    "    - Each data variable may be constant or depend on any combination of:\n",
+    "\n",
+    "        - `ws` : Reference wind speed\n",
+    "        - `wd`: Refernce wind direction\n",
+    "        - `i`: Wind turbine position (one position per wind turbine)\n",
+    "        - `x`,`y`: Gridded 2d position\n",
+    "        - `x`,`y`,`h`: Gridded 3d position\n",
+    "        - `time`: Time\n",
+    "\n",
+    "    \n",
+    "    \n",
+    "- `initial_position`, array_like, shape=(#wt, 2), optional\n",
+    "    - wt positions (x,y)\n",
+    "\n",
+    "- `interp_method`, {'linear', 'nearest'}, optional\n",
+    "    - interpolation method\n",
+    "- `shear`, function or Shear object, optional\n",
+    "    - Map wind speed, WS from direction, wd to wind speed at height, h: f(WS, wd, h) -> WS_z\n",
+    "    - See py_wake.site.shear\n",
+    "- `distance`, Distance object, optional\n",
+    "    - Calculate distance between wt or points. Default is straight line distance\n",
+    "- `default_ws`, number or array_like, optional\n",
+    "    - Default wind speeds\n",
+    "- `bounds`, {'check', 'limit', 'ignore'}, optional\n",
+    "    - Specifies how to handle out of bounds interpolation:\n",
+    "\n",
+    "        - `check`: bounds check is performed. An error is raised if interpolation point outside area\n",
+    "        - `limit`: interpolation points are forced inside the area\n",
+    "        - `ignore`: Faster option with no check. Use this option if data is guaranteed to be inside the area\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Examples\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from py_wake.site import XRSite\n",
+    "from py_wake.site.shear import PowerShear\n",
+    "import xarray as xr\n",
+    "import numpy as np\n",
+    "from py_wake.utils import weibull\n",
+    "from numpy import newaxis as na\n",
+    "\n",
+    "f = [0.036, 0.039, 0.052, 0.07, 0.084, 0.064, 0.086, 0.118, 0.152, 0.147, 0.1, 0.052]\n",
+    "A = [9.177, 9.782, 9.532, 9.91, 10.043, 9.594, 9.584, 10.515, 11.399, 11.687, 11.637, 10.088]\n",
+    "k = [2.393, 2.447, 2.412, 2.592, 2.756, 2.596, 2.584, 2.549, 2.471, 2.607, 2.627, 2.326]\n",
+    "wd = np.linspace(0, 360, len(f), endpoint=False)\n",
+    "ti = .1\n",
+    "\n",
+    "# Site with constant wind speed, sector frequency, constant turbulence intensity and power shear\n",
+    "uniform_site = XRSite(\n",
+    "    ds=xr.Dataset(data_vars={'WS': 10, 'P': ('wd', f), 'TI': ti},\n",
+    "                  coords={'wd': wd}),\n",
+    "    shear=PowerShear(h_ref=100, alpha=.2))\n",
+    "\n",
+    "# Site with wind direction dependent weibull distributed wind speed\n",
+    "uniform_weibull_site = XRSite(\n",
+    "    ds=xr.Dataset(data_vars={'Sector_frequency': ('wd', f), 'Weibull_A': ('wd', A), 'Weibull_k': ('wd', k), 'TI': ti},\n",
+    "                  coords={'wd': wd}))\n",
+    "\n",
+    "\n",
+    "# Site with a speedup and a turning value per WT\n",
+    "x_i, y_i = np.arange(5) * 100, np.zeros(5)  # WT positions\n",
+    "complex_fixed_pos_site = XRSite(\n",
+    "    ds=xr.Dataset(\n",
+    "        data_vars={'Speedup': ('i', np.arange(.8, 1.3, .1)),\n",
+    "                   'Turning': ('i', np.arange(-2, 3)),\n",
+    "                   'P': ('wd', f)},\n",
+    "        coords={'i': np.arange(5), 'wd': wd}),\n",
+    "    initial_position=np.array([x_i, y_i]).T)\n",
+    "\n",
+    "# Site with gridded speedup information\n",
+    "complex_grid_site = XRSite(\n",
+    "    ds=xr.Dataset(\n",
+    "        data_vars={'Speedup': (['x', 'y'], np.arange(.8, 1.4, .1).reshape((3, 2))),\n",
+    "                   'P': ('wd', f)},\n",
+    "        coords={'x': [0, 500, 1000], 'y': [0, 500], 'wd': wd}))\n",
+    "\n",
+    "# Site with ws dependent speedup and wd- and ws distributed probability\n",
+    "P_ws = weibull.cdf(np.array([3, 5, 7, 9, 11, 13]), 10, 2) - weibull.cdf(np.array([0, 3, 5, 7, 9, 11]), 10, 2)\n",
+    "P_wd_ws = P_ws[na, :] * np.array(f)[:, na]\n",
+    "complex_ws_site = XRSite(\n",
+    "    ds=xr.Dataset(\n",
+    "        data_vars={'Speedup': (['ws'], np.arange(.8, 1.4, .1)),\n",
+    "                   'P': (('wd', 'ws'), P_wd_ws), 'TI': ti},\n",
+    "        coords={'ws': [1.5, 4, 6, 8, 10, 12], 'wd': wd}))"
    ]
   },
   {
@@ -152,7 +245,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -192,7 +285,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -566,14 +659,14 @@
        "    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-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",
+       "    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-5e55f599-7f1a-476f-bf12-079560b7a1d7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5e55f599-7f1a-476f-bf12-079560b7a1d7' 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-1f2fea7f-2864-4bda-85c4-95b1e385f6da' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1f2fea7f-2864-4bda-85c4-95b1e385f6da' 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-bc244c82-320f-415e-a37b-196593fe254e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bc244c82-320f-415e-a37b-196593fe254e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-11377c4e-7e24-4283-88db-1caa8a8a1702' class='xr-var-data-in' type='checkbox'><label for='data-11377c4e-7e24-4283-88db-1caa8a8a1702' 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-cab23853-11c3-405e-917b-3441a65a62a4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cab23853-11c3-405e-917b-3441a65a62a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f431d03-9e60-4a00-9205-ac7f69084ec9' class='xr-var-data-in' type='checkbox'><label for='data-5f431d03-9e60-4a00-9205-ac7f69084ec9' 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-7e82987e-d11a-4b7d-b3d3-522cf40a26a4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7e82987e-d11a-4b7d-b3d3-522cf40a26a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-09228649-f762-4c72-acdd-564957f4759a' class='xr-var-data-in' type='checkbox'><label for='data-09228649-f762-4c72-acdd-564957f4759a' 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-c086a5e6-a03b-49e7-a2dc-f8a3f9a1bb58' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c086a5e6-a03b-49e7-a2dc-f8a3f9a1bb58' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ccf10bef-3c5c-47de-a1ed-9307c1f7e000' class='xr-var-data-in' type='checkbox'><label for='data-ccf10bef-3c5c-47de-a1ed-9307c1f7e000' 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-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",
+       "        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-74780bb7-071a-4a79-b31b-3adef0662720' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-74780bb7-071a-4a79-b31b-3adef0662720' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c999e2fa-7b31-4e59-8307-07702726c327' class='xr-var-data-in' type='checkbox'><label for='data-c999e2fa-7b31-4e59-8307-07702726c327' 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-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",
+       "        -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-706510e2-caea-42d5-be10-dbee78a4b15c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-706510e2-caea-42d5-be10-dbee78a4b15c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b296c53-9530-4d0f-9c05-63850da7e495' class='xr-var-data-in' type='checkbox'><label for='data-0b296c53-9530-4d0f-9c05-63850da7e495' 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-29fae4a8-fe36-436d-8b6a-d233a6464a8a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-29fae4a8-fe36-436d-8b6a-d233a6464a8a' 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-427e9458-5aff-42cc-9838-cc279c7456e9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-427e9458-5aff-42cc-9838-cc279c7456e9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-065da00f-4843-49cf-9f0c-2f0f36f59159' class='xr-var-data-in' type='checkbox'><label for='data-065da00f-4843-49cf-9f0c-2f0f36f59159' 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-69b13b7d-2692-49eb-ad3d-062b5ace1c7c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-69b13b7d-2692-49eb-ad3d-062b5ace1c7c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d0c7a70a-1ac6-4b6d-8b3b-2bc862b862d1' class='xr-var-data-in' type='checkbox'><label for='data-d0c7a70a-1ac6-4b6d-8b3b-2bc862b862d1' 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-17f28b3c-3879-4ee5-87f7-dc168418c9a4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-17f28b3c-3879-4ee5-87f7-dc168418c9a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ab69143-50b9-4210-bd14-a785880a3f22' class='xr-var-data-in' type='checkbox'><label for='data-5ab69143-50b9-4210-bd14-a785880a3f22' 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-d93cb2d7-9ed6-48fb-b36e-efdb4b72ae1d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d93cb2d7-9ed6-48fb-b36e-efdb4b72ae1d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cbfc37f4-1249-4bfb-805d-a3a0672b2220' class='xr-var-data-in' type='checkbox'><label for='data-cbfc37f4-1249-4bfb-805d-a3a0672b2220' 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-1d85be9a-a121-46a9-a3c9-a552f5438059' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1d85be9a-a121-46a9-a3c9-a552f5438059' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4c7b1050-1408-420b-98c9-666602072283' class='xr-var-data-in' type='checkbox'><label for='data-4c7b1050-1408-420b-98c9-666602072283' 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-d9a936e9-770e-4132-bf8c-9329a155c97d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d9a936e9-770e-4132-bf8c-9329a155c97d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-28af0025-5d94-4f81-95d9-75fe4f36f03b' class='xr-var-data-in' type='checkbox'><label for='data-28af0025-5d94-4f81-95d9-75fe4f36f03b' 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",
@@ -613,7 +706,7 @@
        "       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-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>"
+       "       0.00111111, 0.00111111, 0.00111111, 0.00111111, 0.00111111])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4a722bd7-44a6-47f8-8a6a-d564cebd2c6c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4a722bd7-44a6-47f8-8a6a-d564cebd2c6c' 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",
@@ -636,7 +729,7 @@
        "    wd_bin_size:  1"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -654,7 +747,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -1031,12 +1124,12 @@
        "    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-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",
+       "    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-89982781-2f99-4820-beb0-41ffe2baa27f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-89982781-2f99-4820-beb0-41ffe2baa27f' 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-5d59a091-d2f9-498d-be54-add12dae0449' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5d59a091-d2f9-498d-be54-add12dae0449' 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-c23c18d3-eac5-4405-9abc-66eb7db619d2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c23c18d3-eac5-4405-9abc-66eb7db619d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2b9b0e09-43f4-4fd6-9f55-b61159c89a1d' class='xr-var-data-in' type='checkbox'><label for='data-2b9b0e09-43f4-4fd6-9f55-b61159c89a1d' 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-cce6cf63-0fab-4177-85be-5ac70d57c2dc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cce6cf63-0fab-4177-85be-5ac70d57c2dc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a679e597-b358-4925-8c70-e37ca4fd7bb4' class='xr-var-data-in' type='checkbox'><label for='data-a679e597-b358-4925-8c70-e37ca4fd7bb4' 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-02f1daab-62e1-4355-8f69-683bd83e403c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-02f1daab-62e1-4355-8f69-683bd83e403c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-66b88e59-2f8e-46fa-9d17-28fe5767c78d' class='xr-var-data-in' type='checkbox'><label for='data-66b88e59-2f8e-46fa-9d17-28fe5767c78d' 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-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",
+       "       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-d9331417-72b1-4908-b747-f3c25719a793' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d9331417-72b1-4908-b747-f3c25719a793' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-148d3dd5-760b-4adf-989a-6724bb76d634' class='xr-var-data-in' type='checkbox'><label for='data-148d3dd5-760b-4adf-989a-6724bb76d634' 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",
@@ -1047,7 +1140,7 @@
        "       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-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",
+       "       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-ba258004-9cc1-4e06-9d3c-41a6647fa18f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ba258004-9cc1-4e06-9d3c-41a6647fa18f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8fd86341-6283-4f16-a6da-eb5894f04d31' class='xr-var-data-in' type='checkbox'><label for='data-8fd86341-6283-4f16-a6da-eb5894f04d31' 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",
@@ -1060,18 +1153,18 @@
        "       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-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",
+       "       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-2cd233b4-1c97-4238-962e-bfc5bac2b123' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2cd233b4-1c97-4238-962e-bfc5bac2b123' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-333acb9c-0a96-4fe1-a70c-3ed3b4062ffc' class='xr-var-data-in' type='checkbox'><label for='data-333acb9c-0a96-4fe1-a70c-3ed3b4062ffc' 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-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",
+       "       70., 70.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cbc6bf11-b4d1-45a7-b54e-e14310d664e1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cbc6bf11-b4d1-45a7-b54e-e14310d664e1' 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-cd630632-1994-4840-b3cb-c6ed1ed62962' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cd630632-1994-4840-b3cb-c6ed1ed62962' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8bd6be4c-573c-4abc-99a7-88aa62a4e354' class='xr-var-data-in' type='checkbox'><label for='data-8bd6be4c-573c-4abc-99a7-88aa62a4e354' 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-6f332c8d-fa92-4ae8-9451-16d63cdb56be' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6f332c8d-fa92-4ae8-9451-16d63cdb56be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1578b64b-31fa-4e02-a47f-ef6a7368372e' class='xr-var-data-in' type='checkbox'><label for='data-1578b64b-31fa-4e02-a47f-ef6a7368372e' 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-7bb9b178-fa64-4361-a0e7-352a5222dcaa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7bb9b178-fa64-4361-a0e7-352a5222dcaa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f5cc5f7-0d32-494e-b15c-71eae4ef20c3' class='xr-var-data-in' type='checkbox'><label for='data-4f5cc5f7-0d32-494e-b15c-71eae4ef20c3' 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-aefb51c0-c4fb-4d7e-a8ae-16ad6041753a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aefb51c0-c4fb-4d7e-a8ae-16ad6041753a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-54e18d5b-b9e0-4609-8a0e-b3157ddea310' class='xr-var-data-in' type='checkbox'><label for='data-54e18d5b-b9e0-4609-8a0e-b3157ddea310' 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-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",
+       "       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-aae67c69-b8dd-419e-bd62-0e2361ae50ee' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aae67c69-b8dd-419e-bd62-0e2361ae50ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-323a6abf-1370-4559-915f-f2ecf3b2a656' class='xr-var-data-in' type='checkbox'><label for='data-323a6abf-1370-4559-915f-f2ecf3b2a656' 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-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",
+       "       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-39af5655-eea0-4337-9ec8-6d07264f51f0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-39af5655-eea0-4337-9ec8-6d07264f51f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3d8e884-109f-41ac-9803-d1c966e15500' class='xr-var-data-in' type='checkbox'><label for='data-a3d8e884-109f-41ac-9803-d1c966e15500' 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",
@@ -1111,7 +1204,7 @@
        "       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-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",
+       "        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-f93dec11-fd7a-4c77-9814-d790fa640975' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f93dec11-fd7a-4c77-9814-d790fa640975' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8773c562-ad5d-48cb-b398-fd1d0887001e' class='xr-var-data-in' type='checkbox'><label for='data-8773c562-ad5d-48cb-b398-fd1d0887001e' 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",
@@ -1151,7 +1244,7 @@
        "       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-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",
+       "       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-5336d3b3-47fb-4903-acfa-6c611545e323' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5336d3b3-47fb-4903-acfa-6c611545e323' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f114e247-5845-4621-b6f8-75ce8cecb7d8' class='xr-var-data-in' type='checkbox'><label for='data-f114e247-5845-4621-b6f8-75ce8cecb7d8' 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",
@@ -1191,7 +1284,7 @@
        "       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-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",
+       "       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-97f24f32-1435-44d3-bebb-684d7e54769c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-97f24f32-1435-44d3-bebb-684d7e54769c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9af860d0-bacf-47e3-b19a-ebd7b01b3714' class='xr-var-data-in' type='checkbox'><label for='data-9af860d0-bacf-47e3-b19a-ebd7b01b3714' 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",
@@ -1203,7 +1296,7 @@
        "       [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-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>"
+       "        1.41427496e-07, 5.73800241e-08, 2.19294217e-08]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a13f0302-10f9-4dc4-a12f-86792d4d6e07' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a13f0302-10f9-4dc4-a12f-86792d4d6e07' 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",
@@ -1229,7 +1322,7 @@
        "    wd_bin_size:  1"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1247,7 +1340,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -1624,10 +1717,10 @@
        "    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-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",
+       "    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-9ea10d9b-00fc-47bb-81ef-9551a87c149d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9ea10d9b-00fc-47bb-81ef-9551a87c149d' 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-2a5134b2-e015-4540-bac8-c40341a9c5a8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2a5134b2-e015-4540-bac8-c40341a9c5a8' 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-9ecaaa6c-f6de-4383-80f7-8c5ccfb085ed' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9ecaaa6c-f6de-4383-80f7-8c5ccfb085ed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ec3e90f4-41d8-45f6-a97a-42033bafd9ba' class='xr-var-data-in' type='checkbox'><label for='data-ec3e90f4-41d8-45f6-a97a-42033bafd9ba' 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-010a540b-ddf3-4fe5-b3be-41287f171628' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-010a540b-ddf3-4fe5-b3be-41287f171628' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-140c94c3-143a-4592-ab22-2a35fc00e93f' class='xr-var-data-in' type='checkbox'><label for='data-140c94c3-143a-4592-ab22-2a35fc00e93f' 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-027a8608-f30f-41cc-93dc-cbd9d212fa52' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-027a8608-f30f-41cc-93dc-cbd9d212fa52' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1e2cb38e-3321-42e3-85f3-edb7fc8d51da' class='xr-var-data-in' type='checkbox'><label for='data-1e2cb38e-3321-42e3-85f3-edb7fc8d51da' 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-a509fb04-8402-47cc-b94a-a931b0733802' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a509fb04-8402-47cc-b94a-a931b0733802' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-90b51f03-a91e-4484-8fe1-928bd1a3d6ff' class='xr-var-data-in' type='checkbox'><label for='data-90b51f03-a91e-4484-8fe1-928bd1a3d6ff' 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-66a38042-1275-404a-995a-1a5a90e7ac56' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-66a38042-1275-404a-995a-1a5a90e7ac56' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-21e9740b-627c-486c-b97f-7dd1a085a423' class='xr-var-data-in' type='checkbox'><label for='data-21e9740b-627c-486c-b97f-7dd1a085a423' 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-047326fe-df37-4e72-aeb2-0a2216777ca7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-047326fe-df37-4e72-aeb2-0a2216777ca7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8270dae3-670d-41c2-887c-1cc92cadf9fa' class='xr-var-data-in' type='checkbox'><label for='data-8270dae3-670d-41c2-887c-1cc92cadf9fa' 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-3b1aba06-d190-4c00-aa4d-6952ac89e547' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3b1aba06-d190-4c00-aa4d-6952ac89e547' 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-463d3503-c07b-45bd-a8f5-ce5533974e33' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-463d3503-c07b-45bd-a8f5-ce5533974e33' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f648d433-538e-4ea5-9f82-aa83239235a7' class='xr-var-data-in' type='checkbox'><label for='data-f648d433-538e-4ea5-9f82-aa83239235a7' 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",
@@ -1667,7 +1760,7 @@
        "        [ 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-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",
+       "         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-f6ffea23-ba3b-4256-a883-6debddf96425' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f6ffea23-ba3b-4256-a883-6debddf96425' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-84d31324-0cb4-474f-9296-0ee38609dfa2' class='xr-var-data-in' type='checkbox'><label for='data-84d31324-0cb4-474f-9296-0ee38609dfa2' 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",
@@ -1679,7 +1772,7 @@
        "       [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-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",
+       "        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-d47394ab-057d-41b6-8cb0-479fc5608251' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d47394ab-057d-41b6-8cb0-479fc5608251' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9abc2658-8a59-4e27-8463-fb9bfb5e2189' class='xr-var-data-in' type='checkbox'><label for='data-9abc2658-8a59-4e27-8463-fb9bfb5e2189' 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",
@@ -1719,7 +1812,7 @@
        "        [ 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-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",
+       "         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-60efd34b-1922-4803-abf0-b22cb16f2cb7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-60efd34b-1922-4803-abf0-b22cb16f2cb7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-845ab738-d73d-47d6-ba39-331a84f84a6c' class='xr-var-data-in' type='checkbox'><label for='data-845ab738-d73d-47d6-ba39-331a84f84a6c' 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",
@@ -1759,7 +1852,7 @@
        "        [ 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-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",
+       "         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-4c4f0299-d5c1-4fdd-aaf4-ee5e151fb9a0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4c4f0299-d5c1-4fdd-aaf4-ee5e151fb9a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7fe45528-0cf5-488a-8284-c9959d982ad2' class='xr-var-data-in' type='checkbox'><label for='data-7fe45528-0cf5-488a-8284-c9959d982ad2' 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",
@@ -1771,7 +1864,7 @@
        "       [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-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",
+       "        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-472bb851-5d5a-4ec1-a79f-ba24745b2cde' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-472bb851-5d5a-4ec1-a79f-ba24745b2cde' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e53b6d24-78c5-4960-99f9-f42171bd3771' class='xr-var-data-in' type='checkbox'><label for='data-e53b6d24-78c5-4960-99f9-f42171bd3771' 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",
@@ -1783,7 +1876,7 @@
        "       [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-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",
+       "        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-34fed13e-16cc-4a9b-aec3-73f089b25d67' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-34fed13e-16cc-4a9b-aec3-73f089b25d67' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-597f3171-ca5c-4392-beea-f1d37917d8ab' class='xr-var-data-in' type='checkbox'><label for='data-597f3171-ca5c-4392-beea-f1d37917d8ab' 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",
@@ -1795,7 +1888,7 @@
        "       [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-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",
+       "        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-ca5710d0-226f-4924-b883-c9a3e9a1591b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ca5710d0-226f-4924-b883-c9a3e9a1591b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cf496133-4225-4b45-87f9-13c65a4401a2' class='xr-var-data-in' type='checkbox'><label for='data-cf496133-4225-4b45-87f9-13c65a4401a2' 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",
@@ -1835,7 +1928,7 @@
        "        [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-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",
+       "         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-48a981a8-ae9a-458d-8848-3b237f6bedda' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-48a981a8-ae9a-458d-8848-3b237f6bedda' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-37c46e96-6040-4ef8-8efa-742285de0413' class='xr-var-data-in' type='checkbox'><label for='data-37c46e96-6040-4ef8-8efa-742285de0413' 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",
@@ -1875,7 +1968,7 @@
        "        [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-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>"
+       "         0.16164731, 0.16052023]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6a3f2f3e-ac1a-4692-932a-f0d587e7b8dc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6a3f2f3e-ac1a-4692-932a-f0d587e7b8dc' 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",
@@ -1901,7 +1994,7 @@
        "    wd_bin_size:  1"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1923,7 +2016,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -1990,7 +2083,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -1999,13 +2092,13 @@
        "(262878.0, 264778.0, 6504714.0, 6506614.0)"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 11,
      "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>"
       ]
@@ -2043,7 +2136,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -2105,7 +2198,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2115,12 +2208,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2137,12 +2230,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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afD2lblS67/qn+46Li2PYMC23WLt27Th9+jSpqals27aNiIgIWrVqhYODA5MnT2bhwoUXnH/q1Cn69OlDTEwMr7zySpV9//3vf4mJiaFLly68+uqrFdvffPNN2rVrx/Dhw5kyZQrvvffe+cVajS2T9W0HIoUQ4UAiMBmYeulTrHKuUo0yo5l3lh6ifZAHk6K1ujerJItfjv7CDa1uoKVnS+1AKWHJc6B3gFF1a064lHbNPLhvQDhfrjvJrT2b0z2sanbKh0Z+xuLFN/PF2n/yesuhWtPWtWjpC5Cy37plNusMoy/+Xqp03/VP9921a1d+//13+vfvz7Zt2zhz5gwJCQnVpgHfunXrBbE88cQTPPzww9x5551VKsoVK1Zw7Ngxtm3bhpSScePGsX79elxcXPjtt9/YvXs3RqOR7t2706NHj4v+/RrKZncQUkojMB1YDhwC5kspDwohHhJCPAQghGgmhEgAngZeFkIkCCE8LnaurWK9FvyyM56E7GKeH9UWvWX9hrmH51JqKuXezpX+Ax/+UxvSOuSf4BF0kdLq5/Ghkfi7O/LWn3EXfDML8m3LLYF9+ENfyunYf1v1ukrNKqf77tOnD3369Kl4fjnSfV/M+em+p0+fTlRUFOPGjauS7vvRR881T9Y33TdQke5bp9NVpPsGeOONNy6oHABeeOEFsrOziYqK4pNPPqFbt27Y2dnVKg04wMaNG5kyZcoFf4cVK1awYsUKunXrRvfu3Tl8+DDHjh0jNjaW8ePH4+zsjLu7O2PHjr3ka20om35Nk1IuAZact+2LSr+noDUf1epcpX5KjSY+/fs43cO8GGRZt6HIUMTcw3MZ0nwIrTxbaQcaS2H5ixDQAXo+aPU4XB3teHZEW577bR9/7ktmbNeqaZHvH/QOv/4ylG8PfsfrUXdpKcOvNZf4pm9LKt23pq7pvj08PPj2228ryg0PDyc8PJyioqJapQGH6v9eUkr++c9/8uCDVf8ffvjhh5eMx9rUTOprwPzt8STllvDU8DYV/xgXHF9Abmku93aq9J9/x7eQcxZGvGWzJp6be4TSPsiDd5cepsRgqrLPz8WPG1uOYZGLIykrXrTJ9ZXqqXTf9Uv3nZOTQ1mZNvDiq6++YuDAgXh4eBATE8OxY8c4deoUZWVlzJs3r9o7kH79+lUsdlT57zBy5Ei++eYbCgoKAG3lurS0NPr378/ixYspKSmhoKCAv/76q15x15aqIK5yZUYzn645QXQLb/pHaGmbTWYTP8b9SLeAbkQFRGkHluTB+v9A+EBofWGzgLXodYKXr29PYk4xc7edvWD/3d2nI4WOH5PXQcJOm8WhVKXSfdcv3fehQ4fo2LEj7dq1Y+nSpfzvf/8DwM7OjhkzZjBy5Ejat2/PLbfcQseOFy4G9b///Y9PP/2UmJgYcnNzK7aPGDGCqVOn0qdPHzp37szEiRPJz88nJiaGcePG0bVrVyZMmEB0dDSenp4XlGs1Usqr5tGjRw+pVPXLjnjZ4vk/5ZrDqRXbVp9ZLTt910muPL3y3IGr35LyVQ8pE3Zclrhu/XKTjH5rpSwqNV6w7/k1T8uYbzrK7K+uk9JsvizxNKa4uLjGDkFpQvLz86WUUhYWFsoePXrInTt31vrc6v6tATvkRT5T1R3EVUxKyaz1J2kb6F7R9wBa53SgSyCDmw/WNhRlwZbPoMN4CLHdiIjKnh7elvT8UmZvPXPBvnu7PkixTjA3/zAcUinBFaWyadOmERUVRffu3bn55purLEBkbdfoWMJrw7qj6RxJzee9SV0r+h5O5pxkS/IWHu/2OHY6y9u/9QsoK4BBz1+22HqG+zAg0o/P155gSs8wXB3P/VNs492GQSEDmWNez11r3sal3VhtXQlFUZgzZ85lu5b6X3cVm7n+JIEejoyrNFpo3pF52OvsmRA5QdtQkgtbvoB2N0DghW2ktvTkdW3ILCzjh80X3kXc3+UBcnTwR0kCxC24rHEpiqJRFcRV6mhqPptOZHJ333Ac7LS3uchQxKITixjZciS+zr7agdtmQWkuDHzmEqXZRo8W3gxu68+X60+QX1J1tElUQBSdfDsy18cX89p3tDUpFEW5rFQFcZWaveUMDnodt8acm8256uwqCg2F3Bx5s7bBUAJbPoeI4RDcrVHifOq6NuQUGaod0TS1/W2c1km2FMbDgd8bITpFubapCuIqVFRm5PddiYzp3Awf13MpEhYcW0CYexg9Ai0d0ft/gaIM6Ged7Jn10bW5F31b+/J17CnKjOYq+0a2HImPkw9z/IJg3btahllFUS4bVUFchRbvTSK/1MhtvVtUbDubd5YdqTu4MeJGrcNaSu3uIbATtBzQiNHCg4Nak5pXysI9VdOBO+gdmNhmIuvtzMTnnoIDl04brdSPSvddf4cPH6ZPnz44OjpekDTvww8/pGPHjnTq1IkpU6ZQUqItmpWVlcXw4cOJjIxk+PDhFRP7LqU2f0dbUBXEVWj21rO0DXQnusW5nDR/HP8DndAxrrVlNuep9ZB2EHo/DHVIU2ALAyP9aNfMnZnrT2I2V02DcEubW9ALPfOatYSNH2sVm2JVKt13/fn4+PDxxx/zzDNV+/ASExMrJvYdOHAAk8lUMWP63XffZdiwYRw7doxhw4bVudK9nFQFcZXZl5DDvoRcbusdVjG01WQ2sfDEQvoF9yPQNVA7cOsX4OIHnRqezruhhBA8NKg1x9IKWHOkanroQNdAhrUYxgInPUXpcXB8dSNFefVS6b7rn+47ICCAmJgY7O0vXFDLaDRSXFyM0WikqKioIhfTwoULueuuuwC46667+OOPPy4491J/x507dzJo0CB69OjByJEjSU7W1nzfvn07Xbp0oU+fPhWvr6HUPIirzOwtZ3G213Njt3OL/GxK2kRaURov9LR8+8s8AUeWwqDnwN6pkSKtakx7P2bZl/LTkt0Mbj4Avdu5JG1T201l+enl/OUbzKSNH0HkdY0XqI39e9u/OZx14ZoZDdHOpx3P97z4HBeV7rv+6b4vJiQkhGeeeYawsDCcnZ0ZMWIEI0aMACA1NZWgIC1TclBQULWV6MX+jgaDgccee4yFCxfi7+/Pzz//zEsvvcQ333zDPffcw8yZM+nbt6/V7vRUBXEVyS8xsGhvEjd2C8bD6dw3mgXHF+Dt6M3g0MHahm0zQWcH0fc1TqCAMTub/OUrKNy6heLdezCmpvKe5dva0Vmg9/PDqU0krn370nHoMCK8IvjNMZdJhzdA4i4Isd3s0WtR5XTfTz/9NImJiWzatAlPT8/Lku576dKl1V7j/HTflVdlq5zuu7z5Buqf7tvDw6Mi3TdQke67f//+vPHGG5cs83zZ2dksXLiQU6dO4eXlxaRJk/jpp5+4/fbba3X+xf6OR44c4cCBAwwfPhzQVq4LCgoiJyeH/Pz8ivdq6tSp/Pnnn3WKuTqqgriKLN2fQrHBVLEgEEBuaS5r4tcwue1k7PX2UFoAu2dDp5vBPfCyx1hy9CiZM2eRv3w50mDALjAQl+hoHFq0wOTty3+XHaKjlx2jPMsoiYsj7b33SXvvff7ZIYzP26dyyNOb9ps+hknfXfbYL4dLfdO3JZXuW1PXdN8Xs2rVKsLDwylfBnnChAls2rSJ22+/ncDAQJKTkwkKCiI5OZmAgIBqy7hYGvCOHTuyefPmKttr09FdH6oP4iry++4Ewv1c6dbcq2LbqjOrMJqN3NBKa9fl4AIoy4foey5rbMaMDJJefIlT42+kYO1avG69lfCFfxCxdg0h77+H/+OP0eyOqXhNmcLbnjHoX3iFVn8sIOLv1QQ8+yxe2WU895uZrBXeFK9fAlmnLmv8VzuV7rt+6b4vJiwsjC1btlBUVISUktWrV9O+fXtAuyv6/vvvAfj+++8ZP358tTFW93ds27Yt6enpFRWEwWDg4MGDeHt74+7uzpYtWwCq3FE1hKogrhIJ2UVsOZnFhG4hVb55LD21lDD3MDr4dtA27Poe/NpC816XLba85Ss4OXYceYsX43P33USsWkmzl1/CqW3bC74l3dmnBSYpmb1VmzhnHxyM7333ErlyJbH3dEOXU8rplb6kPPcoZsuwQaXhVLrv+qX7TklJITQ0lA8++IC33nqL0NBQ8vLy6NWrFxMnTqR79+507twZs9nMtGnTAG0VupUrVxIZGcnKlSur7S+42N/RwcGBX3/9leeff56uXbsSFRVVMcDg66+/Ztq0afTp0wcppXXSgF8szWtTfFzL6b5n/H1Mtnj+T3k2s7BiW1phmuz8XWf5ya5PtA0pB7WU3ptmXJaYzGVlMvn112Vc23by5E0TZMmxY7U6795vt8keb66QJYaqqcC3JW+T0V92lBvv6iPj2raTx0ePliVHj9oi9MtKpftWrKE8DbiUUr7zzjvy8ccfv+AYle77GiSl5LddCfQM96G5j0vF9uWnlyORjAkfo23Y9T3oHaDLZJvHZMrJ4ez9D5A9Zy4+99xDy5/n4RgRUatz7+rbkoyCMv7al1xle3RgNM38w/nixmY0H5SJKTOV05OnULB+vS1egqI0KX/99RdRUVF06tSJDRs28PLLLze4TFVBXAX2JeRyMr2QCZWGtgIsObWEdj7taOXVSsu7tHeelrXV1dem8RgzMzlz510U79pF0DvvEPj8c4hqxolfzIBIP1r7u/LdptMXdH5OiJzA7txjpEa3IfxGgX1Yc+IfepjseT/b4qUoSpNx6623smfPHg4cOMBff/1V0UHeEKqCuAr8visBBzsdY7oEVWyLz4tnf8Z+RoeP1jYcWgwlOdDjLpvGYkhN48wdd1J29izNv/wCr5turHMZQgju7tuSfQm57I7PqbJvXOtx2Ak7FoS0w770GC3fnIbbgAGkvPYamd99Z5XXoCiKRlUQTZzBZGbxvmSGdwisMvdh6WltXPnolpYKYtf34N0SWg60WSymnBzi778PY0oKYV/NwrUBuW9u6h6Kq4Oe2VuqZnn1dfZlQOgA/sw/jtHFD93+Hwj95GPcR44k7d1/k/n11w19GYqiWKgKoomLPZ5BVmEZN0VVbV5aemop3QO6E+QWBNln4PQG6Ha7zVZmMxcXE//wI5SdPkPoZ5/hEh3doPLcHO0Y3y2EP/clkVtUdaji+NbjySzJZHOHkXBkKaIwiZD338NjzBjS/vse2fPnN+jaiqJoVAXRxC3Zl4y7ox0D2pwbingi5wTHc44zKnyUtmGf5QOzy602iUGazSQ99zzFe/YQ/N57uPa2zhDaqT3DKDWaWbA7ocr2AaED8HT0ZJGTDoQOdnyDsLMj+N/v4jpoICmvvkbe8hVWiUFRrmWqgmjCyoxmVsSlMrxDII52+ortK8+sBGBY2DAt++m+n6FFP/AKs0kcGZ99Tv7KlQQ89xweI0dYrdxOIZ50CfVkzrazVTqrHfQOjG45mr+TN5PXZoQ2M9xYhrC3J/Sjj3COiiLp+ecprpSRVLk4le67/mbPnk2XLl3o0qULffv2Ze/evYCWEiMqKqri4eHhUfE3Vum+lcti44kMcosNXF+pcxpg9dnVRPlHEeASAEm7IPOYze4e8levJmPGDDzHj8fnbut3gE/tGcbR1AJ2na36n2h8xHjKzGUsD+2gLXp0ZAkAOmdnQj/5GL23NwmPTseYnm71mK42Kt13/YWHh7Nu3Tr27dvHK6+8UjEZrm3btuzZs4c9e/awc+dOXFxcuOmmmwCV7lu5TMqbl/pHnmteis+P53DWYa5rYcl4um8+6B2hw4XT+RvKkJxM0osv4dSxI83eeL1O+XBqa2zXYNwc7SpmVpfr6NuRVp6tWJx/DDybw87vKvbZ+fnR/LNPMeXmkjD9McylpVaP62qi0n3XP9133759K5ID9u7dm4SEhAuOWb16Na1bt6ZFC20BL5XuW7G5MqOZ5QdTLmheWnVmFYBWQZgMsP9XaDsKnL2sen1pMpH07HNgMBDywfvoKiU5syZXRzvGRwXz684EXr2hI54u2kgtIQTjWo/jo10fcbbzjYTFfqLlZ/IJB8CpfXuC332XxCeeIOXNNwl+6y2bxGdtKW+/Tekh66b7dmzfjmYvvnjR/Srdt3XSfX/99deMHj36gu3z5s1jypQpFc+bUrpvm95BCCFGCSGOCCGOCyEuiFhoPrbs3yeE6F5p31NCiINCiANCiLlCiCtj4YIrxMYTGeSVGC9oXlp1ZhUdfDsQ4hYCJ/7Wml9s0LyU8eWXFO3YQbNX/4VDixY1n9AAU3tpndW/n9dZfX2r6xEIFrm5ap3Vu36ost9j5Ah8H3yQ3F9/I/fPv2waY1NXOd13nz596NOnT8Xzy5Hu+2LOT/c9ffp0oqKiGDduXJV0348++mjFOfVN9w1UpPvW6XQV6b4B3njjjUtWDmvWrOHrr7/m3//+d5XtZWVlLFq0iEmTJl0ypvPVJt13VFQUb731FgkJCdWm+7YGm91BCCH0wKfAcCAB2C6EWCSljKt02Ggg0vLoBXwO9BJChACPAx2klMVCiPnAZOA7W8Xb1PxVTfNSSmEK+zL28Xg3Syffvp/B2Qcihlv12kW7dpEx41M8xo7Fs5pMlNbWMdiTrqGezNl6lrv7tqxoymrm2ozeQb1ZnLCWRyJGoNv9Ewx5EfTn5oP4Pzadom3bSHn1VZy7dMYhzDYd9dZyqW/6tqTSfWvqk+5737593H///SxduhRf36pZCpYuXUr37t0JDDyXWl+l+9b0BI5LKU9KKcuAecD5nybjgR8sOaO2AF5CiPKvxHaAsxDCDnABkmwYa5NSZjSzoprmpdVnteU4r2txHZTmw+El0PEmsLuweaC+zCUlJP/zReyDg2n26r+sVm5NpvYK41haATvOVP2PMC5iHEmFSeyMHAiFaXB0WZX9ws6OkPf+C3o9if94BllWdtlibkpUuu/6pfs+e/YsEyZM4Mcff6RNmzYX7J87d26V5iVQ6b7LhQDxlZ4nWLbVeIyUMhF4DzgLJAO5UspqB7YLIaYJIXYIIXakXyMjVjafzCSvxMiYzhc2L0V4RRDuGQ5HloGxGDpbd83pjM8+p+zMGYLefAO9pdPvcijvrP55e3yV7cPChuFi58LismTwCKnSWV3OPiSEoLfepGT/ftKrGSGjqHTf9U33/cYbb5CZmckjjzxCVFQU0ZUmiBYVFbFy5UomTJhQ5RyV7lu7hZsEfFXp+R3AJ+cd8xfQv9Lz1UAPwBv4G/AH7IE/gNtruua1ku77xd/3yXYvL5XFZefSYWcWZ8ou33c5l9p7zhQp32snpclktesWHzok4zp0lIn/fNFqZdbFc7/sle1fWSoLSgxVtr+44UXZZ3YfWbr6TSlf9ZQy63S15ye9/IqMa99BFu7adRmirT2V7luxhqaW7jsBaF7peSgXNhNd7JjrgFNSynQppQH4HbD+LJcmyGyWrDqUyqA2/jjZn2teWp+wHrM0MzRsKJTkwvGV0PFGq6XWkEYjyS+/gt7Li8DnLj7qxJYmRYdSVGbir/1V04CPCR9DviGfDUGRIATs/rHa8wOefw67ZoEkv/iSWmxIueo0tXTf24FIIUS4EMIBrZP5/Hu0RcCdltFMvdGakpLRmpZ6CyFchNZTMww4ZMNYm4z9ibmk5pUyvEPV9aTXxa8jwCWA9j7t4chSMJVp/Q9WkvXTT5QcOECzl19C7+VltXLrokcLb1r5ufLrjqqjmXoF9cLHyYclqdug9VDYMxfM5gvO17u5EfTmm5SdOkX6J59crrAV5bJoUum+pZRGYDqwHO3Dfb6U8qAQ4iEhxEOWw5YAJ4HjwCzgEcu5W4FfgV3AfkucM20Va1OyIi4FvU4wtN25kQ+lplI2Jm1kcOhgbeTDgd+1yWOhMVa5pjE9nYxPZuA6aCDuo0ZZpcz6EEIwMTqUbaezOJVRWLHdTmfHiBYjWJewjsLON0NeApyufhEht3798Jo0iaxvv6O4mjHyjUXWMCFLURqqPv/GbDoPQkq5RErZRkrZWkr5f5ZtX0gpv7D8LqWUj1r2d5ZS7qh07qtSynZSyk5SyjuklGo6LLAyLpWYlt54u54bmbQ9ZTvFxmIGNR8Exdna/IcO47XmFitI++gjzGVlBL7wgk1mS9fFzd1D0Qn4dWfVzurrW11PqamUv52dwNET9sy5aBkBzz+HXWAgSS+/fEWManJyciIzM1NVEorNSCnJzMzEyalu08nUTOom5HRGIUdTC/jXDR2qbF8bvxZnO2d6BfWCfb+A2QCdJlRfSB0V7z9A7u8L8LnnHhzDw61SZkMEejgxsI0/v+1M5OnhbdHrtAqrq39XQtxC+OvsCsZ2vllrZhrzX3C6cCSH3s2NZv96hYSHHyHz++/xe+CBy/0yqggNDSUhIYFrZRSe0jicnJwIDQ2t0zmqgmhCVsZps1Ur9z9IKVmXsI4+QX1w1DtqzUteLSC4+8WKqTUpJalvv43exwe/hx+q+YTL5Jbo5jwyexexxzMY1EZrZxVCMDp8NN8e+JbM/h/iu+MbOPjHRVfQcx8yBLfrhpHx6Wd4jB6DQ+j5I7AvH3t7e8KvgMpXUc6nkvU1ISvjUmkf5EFzH5eKbUeyj5BSmMLg5oOhKAtOrtU6p63QFJT3518U795NwNNPoXd3b3B51jKsfQBeLvbM31G1mWlM+BhM0sSK0hTwa3vJZiawzFrW6Uh96y3VvKMo1VAVRBORWVDKjjNZF4xeWhO/BoFgYOhAbRaxNFklc6u5tJS0Dz/AqUMHPG+y3mgoa3C003NjVAgrD6aSU3SuDyHSO5JI70iWnFoCUVMhfgtknrhoOfbBwfg/+igFa9dSsHr15QhdUZoUVUE0EWuPpGOWMLz9hcNbO/t3xtfZFw4tBo9QCO7W4OvlzJuHMSmZgGf+gbDRMqUNMbFHKGUmM4v2Vp1aMyZ8DHvS95DYepCWwK+GuwifO+/AsU0bUt5+W82NUJTzXHn/85Vq/X0kDX93RzoGe1RsSytK42DmQYY0HwKlBdropXbXN7h5yVRQQMYXX+Latw+uNliFyxo6hXjSIciDX86bEzE6XEu3vDRjJ7QeBnvngtl00XKEvT2BL7+EMSmZzG++sWnMitLUqAqiCTCazKw/ms6Qtv7odOc+/NclrANgUOggOL4KjCXQfmyDr5f1zbeYsrPxf+rpBpdlS5OiQ9mfmMuh5LyKbSFuIXQL6HaumSkvEU6tu2Q5rj174j5iBJmzvsJgSVutKIqqIJqEXWdzyC8xMqRt1bTA6+LXEeIWQoRXBBz+U0vtHVb7zJvVMWZmkvndd7iPGoVz54avSGVLN0aFYK8X1d5FHMs+xtHANuDkVWMzE0DAs8+A0Uj6Bx/YKFpFaXpUBdEE/H04DTudoF+ltR+KjcVsSd7C4OaDESYDHF0O7caAvmEjlzO++BJZWoq/lRaOtyVvVweuax/Iwj2JGEznUmuMaDECvdCzNH61ls320GItP9UlODRvjs/dd5O7cBHFloXnFeVapyqIJmDtkTRiWvrg4XRuIZztKdspNZUyMGQgnFoPpXnQrmHNS4bUVHLmzcPzphtxbNU0xuXf3D2UzMIy1h05N8nM19mX3kG9WXpqKbLrFK3p7eCCGsvyffBB9H5+pL79jhr2qiioCuKKl5RTzOGUfIa0q5p4a2PiRpz0TvRo1gMOLQIHN2g1uEHXyvz6a6TZjN9DV86kuJoMauuPn5sDv+68sJkpsSCR/Q724N+uVs1MejdXAp56kuK9e8lTS5QqiqogrnRrjmgLmp/f/7AxaSMxzWJwFHZwZAlEDgf7+i/bbUxPJ+fn+XiOH49DHafjNyZ7vY4bo0JYfTiVrMJzcyKGhg3FQefA0tPLoOsUiN96yTkR5TxvugmnDh1I++ADNexVueapCuIKt+ZwOqHezkQEnFu9LT4/njN5Z+gX0k/74CtMb/DopcxvvkUaDPg9OK2hIV92N/cIxWCSLNqTWLHN3cGdAaEDWHZ6GabON2tzIvbWvAyj0OkIeO45jMnJZM+u+a5DUa5mqoK4gpUYTGw8nsGQtgFVsqhuStSWGOwX3A8O/Ql6B4gYXu/rGLOyyJ43D48brsehRYsGx325tQ/yoGOwB7/tSqyyfXT4aDKKM9hZlKw1v+2dV+06Eedz7d0L1wEDyJg5E1PupTu3FeVqpiqIK9i2U1kUG0xV1n4AiE2KJcQthBbuYdoInVZDwMnjIqXULOvb75AlJU2q7+F8E3tocyIOp5ybEzEwdCAudi7anIiuUyD3LJzdVKvyAv7xNOa8PDK/+spWISvKFU9VEFewNUfScLTT0buVb8U2g8nAtuRt9Avuh0g9oH3otb+h3tcwZmeTPXs2HqNH49iqlTXCbhTjLXMifqvUWe1s58yQsCGsOrsKQ+RIrSN/z9xalefUrh2e48aS9cOPGFJSbBW2olzRVAVxBVtzOI0+rX1xdji39vSe9D0UGYu0/oejywABbeq/ylvWDz9gLiq6otJ514ePqwND2gawYHcSxkpzIsaEjyG3NJfNmXuhw40Q9weUFdWqTL/HHgezmfQZM2wTtKJc4WpVQQghbhBCqMrkMjqVUcjpzKILm5cSY7ETdtriQEeWQkgPcAu4SCmXZiooIPun2biPGIFjZKQ1wm5UE3uEklFQyvpj5+ZE9Anqg4eDhyX1xhQoK9BmndeCQ2gI3lOnkvv7AkqPH7dV2Ipyxarth/5k4JgQ4j9CiPa2DEjRrD+qfciVL4hTbmPiRqIConAtzoOkXdC2/ncPOfN/wZyfj+8D9zco1ivFkHYB+LpWnRNhr7dneIvhrDm7huLgbuAZpiXwqyXfhx5E5+JC2gcf2iJkRbmi1aqCkFLeDnQDTgDfCiE2CyGmCSGunFVkrjIbjmUQ5uNCC1/Xim3pRekcyT6iNS8dW65tbDumXuVLg4GsH37AJSYG586drRFyo7PX6xgXFcyquLQq60SMDh9NkbGI9Umx0HWytqhSXtLFC6rEztsb3/vvo+Dvv1UKDuWaU+tmIyllHvAbMA8IAm4CdgkhHrNRbNcsg8nMlpOZ9K+UewlgU5I2Aqd/SH84skz7NhzQoboiapS3ZAnGlBR87ru3wfFeScrXiVhcaZ2I6MBo/J39WXpqqVZBSDPs+7nWZfrccQd6b2/SP/7EFiEryhWrtn0Q44QQC4C/AXugp5RyNNAVeMaG8V2T9sbnUFBqpH9E1QpiY+JGfJ18aePWXPsW3HZUvdZ+kFKS+fU3OEZG4DZwoJWivjJ0DPakfZBHlWYmvU7PyJYj2ZCwgXz3AGjeS5sTUct8SzpXV3wfeIDCjRsp2rHDVqEryhWntncQE4EPpZRdpJT/lVKmAUgpi4Cr6yvoFWDDsQyEgL6tzw1vNZlNbE7eTL+QfuhObQBjcb1HLxXGbqT06FF87rn3ilwtrqEm9ghlb0Iux1LzK7aNCh9FmbmMv8/+rc2JSD8MSbtrXab3lMnY+fuT/tH/VCI/5ZpR20+HZCnl+sobhBD/BpBSqsV8rWzj8Qy6hHji5eJQsS0uM46c0hxt9vSRJdqY/pb961V+5jdfYxcQgOcN11sr5CvK+Khg7HSCX3edu4vo4teFELcQlp5eCh1vAr1jrVJvlNM5O+P74IMU7dhB0ebNtghbUa44ta0gqsvjMNqagSia/BIDu+NzLuh/iE2KRSDo06yXtvZDxDCwc6xz+cUHD1K0eQs+d96BcHCo+YQmyM/NkcFtA1iwK7FiToQQglEtR7ElaQtZwqytnbH/FzCW1VDaOV63TMIuKIj0/32s7iKUa8IlKwghxMNCiP1AOyHEvkqPU8C+yxPitWXLySxMZkn/iKrDWzclbqKjb0e8s89AQQq0qV/9nPXNt+hcXfG69VZrhHvFmtgjlLT8UjYcz6jYNjp8NCZpYuXplVozU3EWHF9Z6zJ1Dg74PfwQxXv3UrDu0suYKsrVoKY7iDnAWGCh5Wf5o4dl6KtiZbHH0nG219O9hVfFttzSXPZl7Ds3e1roIHJEncs2JCeTt2wZXpMmoXe/ukcoD20XgLeLfZXO6jbebWjt2VprZmo9DFz9a7VORGVeN92EffPmpH+s7iKUq19NFYSUUp4GHgXyKz0QQvjUVLgQYpQQ4ogQ4rgQ4oVq9gshxMeW/fuEEN0r7fMSQvwqhDgshDgkhGjYYstNxIbjGfQM98HR7lx6ja3JWzFLs1ZBHFkKoT3B1fcSpVQve642csf79qu/bnew0zE+KoSVcankFhkASzNT+Ch2pe4ipSQDOt+iNdcVZdW6XGFvj9+jj1Aad4j8lbW/+1CUpqg2dxAAO4Edlp87Kz2/KCGEHvgUra+iAzBFCHH+oP3RQKTlMQ34vNK+/wHLpJTt0IbTHqrpxTR1STnFnEwvZMB5/Q8bkzbibu9OZ3sfSNkHbevevGQuKSFn/nzchw3FITTEWiFf0Sb2CKXMaGbxvnNzIkaHj0YiWX56uZZ6w2yAA7/VqVzPsWNxCA8n45NPkCaTtcNWlCvGJSsIKeUNlp/hUspWlp/lj5pSf/YEjkspT0opy9Am2I0/75jxwA9SswXwEkIECSE8gIHA15brl0kpc+r+8pqWWEt7eeUOaiklsYmx9A7ujV15e3k9Koi8P//ElJOD9x13WCXWpqBjsAftmrlXaWZq4dGCDr4dtElzzTpDYKc6pd4AEHo9/o9Np/TYcfKWLrN22Ipyxaipk7r7pR41lB0CxFd6nmDZVptjWgHpaGk9dgshvhJCuFINS8qPHUKIHenp6dUd0mTEHsvAz82RtoHn+gdO5JwgrSjNMrx1GXiHg1+bOpUrpSTrhx9xbNsWl5gYa4d9xRJCcHP3UPbE53A8raBi+5jwMRzMPMiZvDNaZ3XiTkg/Wqey3UeNwrFNGzJmzEAajdYOXVGuCDU1Mb1/icd7NZxb3RTf83v1LnaMHdAd+FxK2Q0oBC7owwCQUs6UUkZLKaP9/f2rO6RJMJslG49n0D/Ct8rqcRuTNgLQz78bnFqv3T3UcfZ00dZt2sS4O++oUva1YHy3YPQ6wW+V5kSMbDkSgGWnlkHnSSD0sLdundVCp8PvsemUnT5N7p+1yw6rKE1NTU1MQy7xGFpD2QlA80rPQ4HzM6Rd7JgEIEFKudWy/Ve0CuOqdSglj8zCMvpHVq3kYhNjifCKoFlKHJhK6zV7OuunH9F7e+NxQ/0XFmqqAtydGNzGn993JWAya99Pmrk2o3tAd5aeWop0C9DmlOybD+a69Se4X3cdjh3ak/HZ50iDwRbhK0qjqqmJaajl54TqHjWUvR2IFEKECyEc0FKGLzrvmEXAnZbRTL2BXCllspQyBYgXQrS1HDcMiKvri2tKNpb3P1TKv1RkKGJn6k76BvfVRi85ekKLvnUqtywhgYLVf+N1yy3oHOs+se5qMLFHKKl5pRV9PKA1M53IPcHR7KNaM1NeonaHVgdCCPynP4bh7FlyF53/T1tRmr6ampgGWX6OreZxya+jUkojMB1YjjYCab6U8qAQ4iEhRPnyZUuAk8BxYBbwSKUiHgNmCyH2AVHA27V8TU3ShmMZRAa40czTqWLbjtQdGMwG+gX11dJ7R14Hevs6lZs9ew7o9XhPnWLtkJuMoe0D8HS2r7Ic6fCWw9ELPctOL9NSpjt61in1Rjm3IYNx6tRJ3UUoVyW7S+2UUr5q+XlPfQqXUi5BqwQqb/ui0u8SbY5FdefuAaLrc92mpsRgYtupLKb2CquyfWPiRpz0TvQwCihMr/PsaXNhITm//orHiBHYBwZaM+QmxdFOz/ioYH7eHk9usQFPZ3t8nHzoHdSbpaeW8ni3xxGdbtKamUrfA8faTyIUQuD/2HTiH3yInAUL8L7lFhu+EkW5vGqb7tvXMqFtlxBipxDif0KIus/UUqq180w2pUbzBem9NyVtIrpZNI4n/9Y6UiOG1anc3EWLMOfn433H1T8xriYTe4RSajTz177kim2jw0eTWJDI/oz9WjOToQgOLa5z2a4DB+LUtQsZX3yBLKt9bidFudLVNlnfPLRhpzejpf5OB2q/4opySRuOZWCnE/Rqda7Ojc+P53TeaW1xoKPLtDUMXGqcvF5BSknWjz/h1LkzzlFRNoi6aekc4kmbQLcqo5mGhg3FQeegzYlo3ksbQlzH1Btwri/CmJRMzu+/WzNsRWlUta0gfKSUb0opT1kebwFeNozrmrLxeAbdw7xxczzX4rcpUVs9rp9HBKTshzYj61Rm0ZYtlJ08ic/tt11zQ1urUz4nYueZbE6ma3Mi3B3cGRA6gGWnl2GSZu0u4vQGyDlb5/Jd+/fDOSqKjC++xKzuIpSrRG0riDVCiMlCCJ3lcQvwly0Du1ZkF5ZxICn3gvTeG5M2EuIWQoukg9qGOg5vzZ47D72XF+6j6reo0NXopm4h6ARV7iJGhY8ioziDnak7oaslw20dliMtJ4TA//HHMKakkPPLL9YKWVEaVU3DXPOFEHnAg2h5mcosj3nAU7YP7+q38UQGUlZNr2EwGdiavJV+wf0Qx1aAVxj4t71EKVUZUlPJX70ar4k3X7NDW6sT4OHEoDb+/L4rsWJOxKDQQTjbObPk1BLwbgkt+tVpOdLKXPr0wTm6B5lfzsRcWmrl6BXl8qtpopy7lNLD8lMnpbSzPHRSSo/LFeTVLPZYBu5OdnQJ8azYtid9D0XGIvo1i9HWnm5Tt7Wnc+b/AmbzVb/mQ33c3COU5NwSNp/IBMDZzpkhzYew8sxKDCaD1syUeRwS6r72dEVfRFoaOT/Pt3boinLZ1XpBYiGEtxCipxBiYPnDloFdC6SUbDiWQZ9Wvtjpz70VGxM3Yifs6FlisKw9Xfv+B2kwkPPLL7gO6I9D8+Y1n3CNua59IB5Odvy681wKsDHhY8gry2Nz8mboMB7snOuceqOca+9euPTsScasmZhLSqwVtqI0itoOc70fWI826e11y8/XbBfWteFMZhGJOcXVpveOCojC7eRasHeBFrVfezr/7zUY09LwnnLtToy7FCd7PeOigll2MIW8Em1iW9/gvng4eGjNTE4e0P4GLQW4sX7NRP6PTceUnkH2vLpPvFOUK0lt7yCeAGKAM1LKIUA3tKGuSgNsqEjvfS7/UkZxBoezDmvZW48uh1ZDwN7pYkVcIHveXOyDg3EbqG7wLmZij+aUGMwsscyJsNfbM7zFcNacXUOxsVhrZirJ1dKb1INLTAwufXqTOesrzEVF1gxdUS6r2lYQJVLKEgAhhKOU8jBQ+15TpVqxx9IJ8XKmpa9LxbZNSZbhrc5BkBtfp+al0pMnKdq8Ba9bb0Xo9TWfcI3qGupJa3/XKqOZRoePpshYxPqE9dBqMLgH1Sv1Rjn/xx7DlJmpreKnKE1UbSuIBCGEF/AHsFIIsZALM7MqdWA0mdl0IpP+EX5V5inEJsbi6+RL2+TD2oY6rD2dPW8e2NvjNfFma4d7VRFCMLFHc7afzuZ0RiEA0YHR+Dn7aZPmdHrocgscXwkF9btRduneHdd+/cj86ivMhYXWDF9RLptaVRBSypuklDlSyteAV9BWervRhnFd9fYl5pJfYqwyvNVkNrE5aTP9QvqhO7YCgrqCR1CtyjMXFZG74A88RozAzldlQanJ+XMi9Do9o1qOYn3CenJLc7VmJrMRDvxa72v4PzYdU3Y2WXPq1+GtKI2tLqOYugshHge6oK3VoKaLNkDssQyEgH6V8i8dyjpETmkOff26QMK2Ok2Oy1uyRMu7dA1nba2LZp5ODIjU5kSYLXMixrYei8Fs0NarDmgPQVH1Sr1RzjkqCteBA8j66mtMBeouQml6ajuK6V/A94Av4Ie2FOjLtgzsahd7PIOOwR74uDqc25YYi0DQp7AIpLnW/Q9SSrLnzMUxMhLn7lf1ukpWdXOPUBJzitlyUpsT0d6nPRFeESw+YUnY13UKpOyD1IP1vob/Y49hys0l+6efrBGyolxWtb2DmALESClftaQA7w3cZruwrm6FpUZ2n82mf0TV1eM2JW2io29HfE5tANcACOpWq/JK9u+nJC4O76lTVN6lOhjRIRB3Jzt+sawTIYRgbOux7Enfw9m8s9B5IujsYO/cel/DuXNn3AYPJvPbbzHl51srdEW5LGpbQZwGKo+1dAROWD2aa8TWU5kYTLJKeu/c0lz2pu+lb1BvOL5K65zW1e7tyZ4zF52LCx5jx9kq5KuSk72ecV2DWbI/mdwibU7E9eHXIxAsPrkYXP2092HffDAZ630dv8emY87NJevHH60VuqJcFjXlYvpECPExUAocFEJ8J4T4FjgAFFyOAK9GG45l4GinI7qld8W2rclbMUsz/e28tDH4tWxeMmZnk7d0KR7jx6F3c7VRxFevqb3CKDWa+X23dhcR6BpI76DeLD6xGHN5hteCVC3lST05d+yI27BhZH37Haa8PCtFrii2V9NX1B3ATmAB8CKwBlgLvATUbxaRQuyxDHqG++Bkf26uwqakTbjbu9M55Sjo7KH1kFqVlbvgD2RpKd6TVed0fXQM9qRrqCdztp5FynOd1YkFiexO261V1E5e9U69Uc5/+qOY8/PJ+u57K0StKJdHTcn6vi9/AHPRKoudwBzLNqWOUvNKOJZWUKV5SUpJbGIsvYN7Y3d8FbTsV6tlL6XZTPa8eTj36IFT2za2DPuqNrVXGMfSCth5JhuAYWHDcLZz1jqr7Ry1vojDf0Fxdr2v4dS+Pe7Dh5P1ww+YcnKsFLmi2FZtRzENBo4BnwKfAUdVsr76iT1Wnl7jXAVxIucEqUWp9PNqC+mHaz28tXDTZgxnz6q8Sw00tmsw7o52zNmqLRTkYu/C8BbDWX56OSXGEuh+FxhLtL6IBvCbPh1zQQGZ331nhagVxfZq20n9PjBCSjlISjkQGAl8aLuwrl6xxzPwdXWgfbNz2dI3Jm0EoF+BpVunlrOns+fORe/jg/uI4VaP81ri4mDHjd1C+HN/MjlF2vSeca3HUWAoYG38WgjqAsHdYOd39VonopxT2za4jx5F9g8/Ysyu/92Iolwuta0g7KWUR8qfSCmPAva2CenqJaUk9ngGfSP80OnODUfdmLiR1p6taXZqI/hGgm/rGssyJCdTsGYNXhMnonNwqPF45dKm9AyjzGjmt12JAMQ0i6GZazMWnlioHdDjbkiLg4TtDbqO/6OPYi4uJuubbxsYsaLYXm0riJ1CiK+FEIMtj1lofRFKHRxJzSc9v5QBlfofio3F7EzdSb9mPbX1kGs5eil7/nyQEq9bbrFVuNeUDsEeRDX3Ys7WM0gp0QkdY1uNZVPSJlILU6HTzeDgpt1FNIBjRAQeY8aQNXs2xqws6wSvKDZS2wriIeAg8Dha6u84yzalDqrrf9iRsoMycxn9hAuYympVQUiDgZxff8Vt4EAcQkNsFu+1ZmqvME6kF7LtlPbBfWPEjZilmUUnFmmDBjpPhAO/a8OQG8Dv0UeQJSVkfv21NcJWFJupsYIQQuiAnVLKD6SUEyyJ+z6UUqpFd+so9ngGrfxdCfZyPrctMRYnvRM9Uo6CoweE9amxnPzVf2NKz8BrymRbhnvNGdslGHcnO+Zs0zqrwzzCiA6MZsHxBdqciB53ayv8NbCz2rFVKzxuuJ7sOXMxZmRYIXJFsY0aKwgppRnYK4QIuwzxXLVKjSa2nsyqMrwVtAoiplkMjsdWQ8Qw0NfctZM9b562KNCAAbYK95rk7KBnQrcQlu5PIaNA+/4zIXIC8fnx7EzdqXVUB3VtcGc1gN/DDyNLS8n8St1FKFeu2jYxBaHNpF4thFhU/rBlYFebXWdyKDaYqlQQZ/POcjb/LP3dwqEgBSJrbl4qPXmKoi1qUSBbuaNPS8pMZuZahrwObzEcd3t3fjv2m3ZAj7sh9QAk7mrQdRzDw/EcN47suXMxpKU1MGpFsY3aVhCvAzcAb6ANeS1/KLUUezwdvU7Qu/W5tRo2JG4AYEB+LiAgsubhqjk/WxYFunmCrUK9pkUEuDEg0o+ftp7BYDLjZOfEmFZjWHVmFXlledBporZO+K7vGnwtv0ceRhqNZH71VcMDVxQbqCkXk5MQ4klgEtAO2CilXFf+qKlwIcQoIcQRIcRxIcQL1ewXQoiPLfv3CSG6n7dfL4TYLYT4s24v68oTezyTqOZeeDida0LamLiRFh4taH5qI4TGaMnhLsFcXEzOgj/wGH4ddn6XPlapv7v6tCQ1r5QVB1MBrZmp1FTKkpNLwMlDG9G0/7cGd1Y7hIXheeN4cub9jCE11RqhK4pV1XQH8T0QDewHRlOHuwYhhB5t5vVooAMwRQjR4bzDRgORlsc04PPz9j8BHKrtNa9UuUUG9ifkVGleKjWVsj1lO/38u0PSLmhT8+S4vCVLMefl4TVZdU7b0pB2ATT3ceb7TacB6ODbgXY+7fj92O/aATH3g6EQ9tQ/DXg5v4cfRkpJxqefNbgsRbG2miqIDlLK26WUXwITgbr0ivYEjkspT1pWn5sHjD/vmPHAD1KzBfASQgQBCCFCgeuBJn//velEBmZ54fDWElMJ/U2WfoRa9D9kz5uHQ0RrXGJibBWqAuh1gjt7t2Tb6SzikrTsqzdF3MShrEPEZcZBcBSE9oTts8BsbtC1HEJD8b71VnJ++43SkyetEL2iWE9NFYSh/BcpZV0T4ocA8ZWeJ1i21faYj4DngEv+DxRCTBNC7BBC7EhPr98C87a24XgGbo52RDX3qtgWmxiLo96RmMRD4NkcmnW+ZBnFBw5Ssn8/3rdOVosCXQaTokNxstdV3EVc3+p6HHQO5+4iek6DzONw8u8GX8vvkYfROTmR/qHKXqNcWWqqILoKIfIsj3ygS/nvQoiaEttX9yl2/tjAao8RQtwApEkpa5ytLaWcKaWMllJG+/v713R4o4g9lkHvVj7Y68/9uWMTY4kO6I7TybXQdjTU8KGf8/M8hLMznjeefxOm2IKXiwM3dQvhjz2JZBeW4enoyXUtrmPJySUUG4uhw3ht1b9tsxp8LTsfH3zuu5f8laso2r3bCtErinXUlO5bL6X0sDzcpZR2lX73uNS5aHcDzSs9DwWSanlMP2CcEOI0WtPUUCFEk1zU92xmEWeziqr0P8Tnx3M67zQDHPy1iVdtx1yyDFN+Prl//oXnDdejd685DbhiHXf1bUmp0czPO7Sb3EltJpFvyGfpqaVg56ANeT26HLJONfhavnffjd7fj7T33q9Yl0JRGltth7nWx3YgUggRLoRwACYD58+dWATcaRnN1BvIlVImSyn/KaUMlVK2tJz3t5TydhvGajOxx8vTa5y7u4lNjAWgX1ayNnu6Rb9LlpH7x0JkcbHqnL7M2jXzoFe4Dz9uPoPRZKZHYA8ivCKYd3ie9iEefQ8IHexo+GQ3nYsL/o9Op3jnTgrWrLFC9IrScDarICx9FtOB5WgjkeZLKQ8KIR4SQpTncVoCnASOA7OAR2wVT2OJPZ5OMw8nWvufWw40NjGWULdQWpxYr819sLt4NlYpJdnz5uHUpQvOHTtejpCVSu7tH05iTjFLD6QghGBKuykcyjrE3vS94BEM7cfCrh+hrKjB1/K6eQIOLVuS9sEHSGP918BWFGux5R0EUsolUso2UsrWUsr/s2z7Qkr5heV3KaV81LK/s5RyRzVlrJVS3mDLOG3FZJbEHstgYBu/io7l8uGt/T3bIArTa2xeKtq+nbITJ/BWdw+NYnj7QFr5uTJz/UmklFzf6npc7V35+cjP2gE9p0FJDuz/pcHXEvb2+D/9FGXHT5D7xx8NLk9RGsqmFcS1bl9CDnklxirNSztTd1JsLGZAcTHo7CDiukuWkTNvHjoPDzzGjLZ1uEo1dDrB/QNasT8xl80nM3G1d2Vc63EsP72czOJMaNEXAjtpndVW6DtwHz4c565dSf9kBubiYiu8AkWpP1VB2NCGYxkIQZUO6tjEWBx0DsSc2aX1PTh7XfR8Y0YGeStX4XXTjeicnC5DxEp1JnQPwdfVgVnrtXkKk9tOxmA2sOD4Am30Wc8HIHW/tp5HAwkhCHjmHxhTU8n6Xi37rjQuVUHY0IZj6XQK9sTH9VwfQ2xiLNE+HXDOOAbtrr/k+Tm//gYGA163qualxuRkr+euvi1ZcySdo6n5tPJqRa9mvZh/ZD4mswm63AoufrDpE6tczyUmBrfrhpExc5ZK5Kc0KlVB2Eh+iYHdZ3MYUGn2dGJBIqdyT9EPy91A24s3G0mTiZz583Hp3RvHVuG2DlepwR29W+Bsr2dm+V1Eu8kkFyazPmE92DtDrwfh2ApIs05mmMDnnkMaDKR/+JFVylOU+lAVhI1sOZmF0SwZUHl4a4I2vLV/6kkI7AxeF19io2D9egxJSapz+grh7erALdGhLNyTSGpeCYObDybAJYB5R+ZpB0TfB3bOsGmGVa7nEBaGz513kLtgAcUHDlqlTEWpK1VB2MiGY+m4OOjp3sKrYtu6hHWEuAYRHr8L2l169FL27DnYBQbiPmyojSNVauu+/q0wmSXfbjyNnc6OW9rcwqakTZzMPQmuvtDtdtj3M+SnWOV6fg89hN7Hh9R33lGT55RGoSoIG9lwLIPerXxxtNOS8RUZitiavJXBTsEIab5k81LpyVMUxsbiPflWhH3NK8wpl0eYrwujOwUxe+sZ8koMTGo7CUe9Iz/G/agd0OcRkCbY+oVVrqd3d8f/ySco3rmT/GXLrFKmotSFqiBsID6riFMZhVVGL21N3kqZuYxBeVngHgxBURc9P3vOHIS9PV633HIZolXq4uHBrckvMfLDptP4OPkwtvVYFp9YTFZJFvi00ibO7fgGSvOtcj2vm2/GsV070v77HuaSEquUqSi1pSoIG9hwTEuvMbDNuQpiXcI63OxdiT61/ZLJ+UwFheQuWID76FHY+fpWe4zSeDqFeDK0XQBfx56isNTIHR3uoNRUys+HLRPn+j6uLSS060erXE/o9QS+8AKGpCQyv/nGKmUqSm2pCsIGNhxLJ8jTidb+bgCYpZl1Cevo694ae0PRJfsfchf+gbmwEJ/bm2TqqWvCY0MjyC4y8NOWM7TybMWg0EHMOzKPEmMJhEZDWF/Y8hmYDDUXVguuvXvhPnIkmV/OpCwhwSplKkptqArCykxmycbjGQyIPJdeIy4zjoziDAaXlIKDO7Ssft0lKSXZs+fg1Lkzzl26XM6wlTroFubNgEg/Zm04SXGZibs63kVWSRZ/nrSsjNvvCciNh/2/Wu2agf98AfR6Ut/6P6uVqSg1URWElZWn16g8vHVt/Fp0QseAUzug7Siwc6z23KLNmyk7eRKf22+7TNEq9fX4sEgyCsqYs+0s0YHRtPdpzw9xP2CWZmgzUhvGvOE9MJuscj37Zs3wf/RRCtauJf/vhi9SpCi1oSoIKytPr9Evomr/Q5R7S7yKsqH9uIuem/XTbPQ+PriPVnmXrnQxLX3o3cqHL9edoNRo5q6Od3Eq9xRr4tdo/UuDntVWnDu4wGrX9LnzDhwjI0h96/9UniblslAVhJWdn14jpTCFw1mHGWTUgb3LRZPzlSUkULBmDV63TELncPH038qV48nr2pCWX8pPW84wsuVIQt1CmbVvljZnod1Y8G8P6//b4HWrywl7e5r9618YkpLI+OJLq5SpKJeiKggryi8xsOu89BrrE9YDMDj+gLb2g4NLtedmz50LOp2aOd2E9G7ly4BIPz5dc5ziMsn9ne/nYOZBNiVtAp0OBj4D6Yfh0PnrZNWfS0wMnuPHkfnNN5SebPhKdopyKaqCsKLNJzIxnZdeY238Wpo7+ROel6atY1wNc3ExOb/+hvvw4dg3a3aZolWs4dmRbckuMvBN7GnGtR5HoEsgM/fN1HZ2vAl8I616FwEQ8Oyz6JycSHn1VaQVy1WU86kKwoo2HMuokl6jfPb0IOGK0DtC5Ihqz8tdvBhzbi4+t029jNEq1tAl1ItRHZsxa8NJCkok93S6h11pu9iRsgN0ehj4LKQegMOLrXZNOz8/Ap57lqLt28mZ3/CFihTlYlQFYSVSStYcSaNPpfQaW5K3UGYuY3DKCa3vwdG92vOyvv8Bxw7tcY6OvtxhK1bwjxFtKCwz8vm6E9wceTM+Tj7M2j9L29l5Ivi3g7/fApP1lhH1mjgRlz69SfvvfzEkJ1utXEWpTFUQVnIivZCE7GKGtAuo2LY2fi3uds50z0qEDtWPXiqMjaXsxAl87767Yt6E0rREBrpzU7cQvt90mqwCyV0d72JT0iZt3WqdHoa+DBlHYd88q11TCEHQm28izWaSX3tNJfNTbEJVEFay9oi2sMvgtlr/g9FsZE38Ggba+WCvs4c2o6o9L+vb77ALCMBjVPX7labh6eFtkMB/lx9hctvJ+Dj58MkuywJC7W6AkB6w5h0wWC+fkkNoKAFPPUnhuvXkLbZeE5ailFMVhJX8fTiNNoFuhHpro5R2pe4ipzSH6zISodXgapcWLTlylMJNm/C+/XaEGtrapIV6u3B//3AW7E7kWEoZD3R+gK0pW9mSvEWbFzHsX5CXoCXysyLv227DOSqK1P97G2NGhlXLVhRVQVhBfomB7aezGNL2XPPSqrOrcNI50Dcj/qKjl7K+/x7h7Iz3LZMuV6iKDT08uDV+bg68+WccE9tMpJlrMz7Z9YnW/NNqsPbY8J7VMr2Clswv6P/ewlxURMrrb6imJsWqVAVhBRuPZ2IwyYr+B7M0s/rsavo5+OGCrtq1p43p6eQtXozXTTeh9/K6zBErtuDuZM8/RrRlx5lsVsdl83DXh9mXsY+18Wu1A4a9CkWZEPuhVa/r2Lo1/k88Tv7KleT+br2Z24qiKggrWHskDXdHO3q08AbgQMYB0orSGJaZBK0GgYvPBedkz52LNBrxufOOyx2uYkO3RDenXTN33ll6iBFh19PCowUf7/5Yy9EU0h263KotS5p92qrX9bnnHlxiYkj9v/+j7OxZq5atXLtUBdFA5cNbB7Txw16v/TlXn12NndAzMCMeOl/YfGQuKSF7zlzchg7FoWXLyxyxYkt6neCVGzqQkF3MVxvO8GjUoxzPOc6iE5bZ1MNe1UY2rXzVqtcVej3B/34X9HqSnnseabTekFrl2qUqiAY6lJxPal4pgy39D1JKVp1ZRU97bzyFgzaC5Ty5fyzElJOD7913Xe5wlcugX4QfY7sG89naE7R1608Xvy58vOtjigxF4BkC/Z6EuD/g9EarXtc+OJhmr71K8Z49ZHypcjUpDacqiAZaUz68tY02vPV4znHO5p9lWEYytBkBTh5VjpdGI5lff62t+aAmxl21Xrm+PY56Ha8uiuPZmGdJL07n6wNfazv7PgYeobDsBaulAy/nef31eIwdS8Znn1O8Z49Vy1auPTatIIQQo4QQR4QQx4UQL1SzXwghPrbs3yeE6G7Z3lwIsUYIcUgIcVAI8YQt42yItUfS6BTiQYCHEwCrzqxCIBiakwqdJl5wfN6y5Rji4/Gd9oCaGHcVC/Bw4h8j2rDhWAaJKYGMCR/D9we/J6kgSUvYOPx1SNkHu763+rWb/esV7AMDSfzHM5hyc61evnLtsFkFIYTQA58Co4EOwBQhRIfzDhsNRFoe04DPLduNwD+klO2B3sCj1Zzb6HKLDOw8k10xvFVKybLTy+imd8dP76otHFOJlJLMWbNwaN0a92HDGiNk5TK6vXcLOgZ78MafB3mg03QEgo92fqTt7HSztrLgqtegIM2q19W7uxPywfsY0tJIev4FldBPqTdb3kH0BI5LKU9KKcuAecD5EwLGAz9IzRbASwgRJKVMllLuApBS5gOHgBAbxlov646lY5ZU9D8cyznGydyTjM5MhfY3gL1zleML1q2j9MgRfO+/H6FTrXtXOzu9jrdv6kx6filfr83m7k53s/T0Unam7tQmz13/ARiKYfmLVr+2c1QUgc8/T8HatWTO+srq5SvXBlt+SoUA8ZWeJ3Dhh3yNxwghWgLdgK3VXUQIMU0IsUMIsSM9Pb2hMdfJ2sNpeLvYE9XcC4Blp5ahR8fw3Mxqm5cyZ87CLjgIzxsunBehXJ26NvfigYGtmLstnjaOYwl2DeaNzW9gMBnAvw30fxr2/wLHV1v92t63TcVjzBjS//c/Cjdvtnr5ytXPlhVEdQ3s50/zvOQxQgg34DfgSSllXnUXkVLOlFJGSymj/f39qzvEJowmM38fSWNw2wD0OoGUkqWnltJL54qvk7c2/6GSoh07KN61C9977kXY21+2OJXG99R1bYgIcOPVP47xVPcXOJl7km8Pfqvt7P8U+EbAX09rdxNWpCX0ewOH8HAS//EMhtRUq5avXP1sWUEkAM0rPQ8Fkmp7jBDCHq1ymC2l/N2GcdbL9tPZ5BQZGNEhEICDmQdJKEhgVHoCdL4F9FUrgYyZM9H7+OA18ebGCFdpRE72et6b1JWUvBLW7PJlRIsRfLn3S87knQF7J7jhQ23i3N9vWf3aOldXQj/+H+aSEhIffwJzaanVr6FcvWxZQWwHIoUQ4UIIB2AycP7ai4uAOy2jmXoDuVLKZKEN7/kaOCSl/MCGMdbbirgUHOx0DLQMb116ail26BhWkAdRVRf+KTl0iML1G/C58050zs7VFadc5aKae/HgoNb8vCOeft734ah35M0tb2q5k8IHQvS9sPlTq8+NAC0VR/A771C8dy/JL7+i8jUptWazCkJKaQSmA8vROpnnSykPCiEeEkI8ZDlsCXASOA7MAh6xbO8H3AEMFULssTzG2CrWupJSsuJgKgMi/HB1tMMszSw7vYz+Jj0e/p0gqEuV4zM+/wKdqyveU6c0UsTKleDJ6yLpEOTBmwsTuKfDI2xN3sofx//Qdg5/E7xbwh8PWTWZXzmPkSPwf/IJ8hYvJlNNolNqyaZDaaSUS6SUbaSUraWU/2fZ9oWU8gvL71JK+ahlf2cp5Q7L9lgppZBSdpFSRlkeS2wZa10cSs4nMaeYER215qXdabtJK0pjdGYydLutyrElhw+Tv2IFPnfdhd7Do7rilGuEo52eGVO7UWo0s2JrODGBMby77V0S8hPA0Q1u+gJyE2wyqgnA98EH8Rg3lvSP/kfesuU2uYZydVFjLethRVwKQsDQdloFsfTUUpyFnsElhgtyL6XPmIHO3R0flVZDAVr5u/HWjZ3YfiqHVtyHTuh4KfYlTGYThPWGfk/Arh/gsPW/D5WvQufcrRtJzz9P0Y4dVr+GcnVRFUQ9rDiYSo8wb/zdHSk1lbLk1BIGF5fhEjkSXP0qjis+eJCCVavxuVvdPSjnTOgeyoTuIXyzLoeJLR9jV9ouvjv4nbZz8D+hWRf442HIPmP1a+scHQn97FPsg4OJf/gRSo4csfo1lKuHqiDqKCG7iLjkvIrmpTXxa8gvy+fG7EyIqtq8lDHjU3SenvjceWdjhKpcwd4c34nW/m78sMqX/kFDmbFnBnGZcWDnCLd8D9IMv9wNRuuPOrLz9ibsq1noXFyIv/8ByhISrX4N5eqgKog6WhmnjSUf3qEZAH8c/4Nm2NNL5waRwyuOK96/n4I1a/C95x707u6NEqty5XJ1tGPWndFIMxw/NBJvRx/+sfYf5Jbmgk8rGP8pJO2CFa/Y5Pr2ISE0nzUTc2kpZ++7F0OqddN9KFcHVUHU0fKDKUQEuBHu50pqYSqbEzczLicTfbfbq8x9SP/wI/ReXnjffnsjRqtcyVr6uTJjandOpEiCSqeRUpTCy7Eva4sLdRgHvR+BbV/C/l9tcn2nNm1o/uUXmNIzOHv33RjSVCWhVKUqiDpIyyth66ksxnQOAmDxycWYMXNjfgFE31NxXEHsRgo3bcLv4YfQu7k2VrhKEzCwjT8vjmnPxoNudHe9k7UJa/l6vyUt+HWvQ1gfWPgoJNimQ9mlWzeaz5qJITWVs3ffgzEjwybXUZomVUHUwZL9yUgJY7sEIaVk4bE/6F5mpnn4MG0MOyDNZtLeew/70FC8pqh5D0rN7usfzpSeYazeFkk7t4HM2DODjYkbwc4Bbv0J3JvB3MmQY5ulRF169CDsyy8wJCdz5q67VUoOpYKqIOrgz33JtGvmTmSgO3vT93I6/ww35mZDzH0Vx+QtXkzp4cP4P/kkOgeHRoxWaSqEELx1YydGdGjGjp3DCHBswT/W/YMjWUe0UXFT54OxDOZMhpJqU5I1mEtMDM2//AJjSgpnpt5G2enTNrmO0rSoCqKWknKK2XEmmxu6aM1Lfxz/A2cpGGnnCxHXAWAuLSXtf//DqWNHPMaMbsxwlSZGrxN8PKUbMWFBnImbgr1w5pHVj5BamAr+bbWRTemH4efbwVBikxhce/Yk7PvvMRcVcfq22yk5dMgm11GaDlVB1NJf+5IBuKFLMPll+Sw5+SejCvJxib5XW4QeyP7pJ4xJyQQ8+4xa70GpMyd7PbPujKa1Tyhpx24nr7SAR1c/SkFZAbQeAjd+BqfWacNfTQabxODcqSMtZv+EcHDgzB13UrAh1ibXUZoG9SlWS3/uS6JziCct/VxZdGIRxaZSJheUQLc7ADCkpZHx2ee4DhqIa+/ejRyt0lR5utgz5/5etPZsQ97ZKRzLPsb0v6dTZCiCrpPh+vfh6FL4fZrV17Mu59iqFS3nzMY+NJT4Bx8k66fZNrmOcuVTFUQtnMksZG9CLmO7ap3T8w7NoUupgQ5tx1fMnE577z1kWRnNXrRNHh3l2uHt6sCcB3oR4daD0uTJ7ErdzWN/P0axsRhi7ofhb8DB3+GPR8BktEkM9kFBtJz9E26DB5P61lukvPEGsqzMJtdSrlyqgqiFPy3NS9d3CWZrylZO559lcl4u9H0M0BYDylu0GJ/77sWhRYvGDFW5Sni5ODDn/t60dR9IcdIktqfs4PG/H6fEWKLlaxr6CuybB/PvsFmfhM7VldBPPsbn3nvJnjOXM3fehSE52SbXUq5MqoKogZSSxXuT6B7mRYiXM3PjZuNtlowI7A2BHZFGIylvvIldcBB+Dz7Y2OEqVxFPF3vmPtCLQcEjKUqcyJbkrTy08iFttvXAZ2DMe3BkCcyeaJMU4QBCryfwuWcJ+fADSo8e5dRNEyjYsMEm11KuPKqCqMGBxDwOp+QzoXsop3NPsyZhLRPz8nDs9yQA2XPmUnr0KIEvvKAWA1KszsXBji/viGZyhxspTpjMrrS93LHkLlIKU6DnAzBhFpzZBN+Mttk8CQCP0aNp+duv2AUEEP/ANFLfeQdziW3uXJQrh6ogavDLzngc7XSM7RrMDwe/w17CVKcwCB9IWUICaR99hGv//rgPH15zYYpSD3qd4M3xnXhh4GSKz97L6ZxEbl08VZsn0eUWuG2+VjnMHKJVFjbiGB5Oy5/n4X3bbWR9/wOnJtxM8f4DNrue0vhUBXEJJQYTC/ckMbJjMwzksvD4H4zLz8dv4AtIKUl+6WUtx/4br6OtkqootiGE4P4BrZh9+23Ypz1GZmEZk/+8jcUnFmvzcB5YDc5e8P1Y2DYLbLSsqM7ZmWavvEzzr7/CXFjI6cmTSf33fzAXFtrkekrjUhXEJaw6lEpusYFJ0aHMjZuNwWziLodgaHc9OT//TNHWrQQ8/xz2wcGNHapyjegZ7sPSh2+hrfFlSgqCeTH2RV5a/zpl3i3g/tXQeigseQbm3QaFmTaLw61fP1otXoTXhAlkffstJ66/gbyVK9V611cZVUFcwvwdCQR7OtEx1J45cT8wrKiIloNfoSwxidT/vodr3z54TZpUc0GKYkUBHk788sBInur0PsasQSw69SvX/zqJw0UpMOVnGPk2HF8Jn/eF46tsFofew4OgN9+gxZw56D08SHzscc7efQ/FBw7a7JrK5aUqiIs4lVHI+qPpTIpuzk8Hv6bQVMrD9kHI1sNJ/uc/K5ZvVE1LSmPQ6QTTBkayaOo7BBQ9RFJBGpMW38pbmz7B0Guadjfh5Ak/3Qy/3gf5tkvA59K9G+G//UrgSy9RevQopydOJPGZZyk9ecpm11QuD1VBXMQPm09jpxOMiXLjp7ifGFVYRJvr3iHjs88p2r6dwJdfxj4kpLHDVK5xkYHurHjwEZ5sNxMKu/Lzia8YPHs8y4py4MH1MOgFOLQIZsTA1pk2S9Eh7O3xueN2Wq9Yju+0aeSvXMnJ668n4amnVE6nJkxcTW2G0dHRcocVFmIvLDXS++3VDG0fQHDoAuYc/52Fju3xb/k0Z++9D8/x4wl+9x0rRKwo1pNVWMYzf/3E1tzv0DlkE+oQzb+HvEQXOwl/PQ2n1mur1Q19GTrcBDbMF2bMyCDr+x/InjMHc2EhroMG4nPnnbj26aPylF1hhBA7pZTR1e5TFcSFftx8mlcWHmTGXSG8su1OxhUU8tKgHzn9wDPofXwI/2U+OhcXK0SsKNZ3NDWL51bN4HjZQhBGwhz68c8+jzLAkACrXoe0gxDYWZuR3fHGKishWpspL4/sOXPI+v4HTNnZ2IeF4X3LJDwnTMDOx8dm11VqT1UQdWAyS4Z/sA43Jz0BoR8Sl3WEhb6jyf/qCIa0dFrOm4tjeLiVIlYU29kef5o31n/GqbJVIIz40INb29zCNMcs7Dd/BBlHwbM59HoIuk4BV1+bxWIuLSV/xUpt9N+OHWBvj9uAAXiMHo3bkCFq5cVGpCqIOliwO4Gnft7LwyPS+Cn+A14usKPPru4Ubt1G2FezVKZWpck5mp7Ma+s/Z3/ectAVQVkgXT1HMt3Pl16n5yPObga9A7S7HqJuh1aDbHpXUXriBDm//Ere0qUYU1MRjo64DRyI+3XDcO3XDzs/P5tdW7mQqiBqyWgyc90H67B3KMTo/S8CCwv5z45oCjfuIuitN/GaONGK0SrK5ZVfWsiMbb+x8OQvFHIaKQW6kkj6urZnmkinW8JyREm2NvqpzWhoP1abV+Fgm+ZUaTZTvHs3eUuWkrdiOaZ0bT1spw4dcB0wANfevXDu0gWdq7q7sCVVQdTS/B3xPPfrHvp2nsGponi+WRUIe1MIfOklfO643YqRKkrj2pd2hK92/cbm1FWUkA6ALA2kvdmfm2QhY3L24lWaA3ZOEBoD4QOhZX8I6QF2jlaPR5rNlBw6ROGGWApiN1C8ew+YTKDX49SuHc7du+PcpTOObdviGB6OsLfdHc61RlUQtVBcZuK6D9YR5PkjSWznk9/0uCSUEfD88/jec7d1A1WUK4SUkriMI8yPW8WmpI2klB4CYUJKgXOZJ+0MOgYac4kpSiKirAwXnQMEdkQXHAVBXaFZF/CLBEd3q8Zlys+neM8einbtonjnLor37UNakgMKBwccIyJwbNcOx4gIHFq2wCEsDPvmzdE5Wr/yuto1WgUhhBgF/A/QA19JKd89b7+w7B8DFAF3Syl31ebc6jSkgnhnySFW7fuYwJL1PPWXGfdSB4L//S4eo9Xa0sq1o9BQyJbEnaw6tZ196ftIKj6MkaKK/W4Ge1oYzLQxFhBmLCXEaCTIaMRX54mre0vs/SJwCIjEwac5wj0IPILBPajBzVTSYKD01ClKDx+m5PAR7eeRI5gyK6UTEQK7Zs1wCAnBLjAQu4AA7AIDsA8I0J77+aH38kLn7q6G2lbSKBWEEEIPHAWGAwnAdmCKlDKu0jFjgMfQKohewP+klL1qc2516ltB/LXnKEt+e5QucYkMPCixDwsl5L33ce7Spc5lKcrVxCzNJOYnciDjCDuTDnMo8yiJBWfINaZhpOCC491MZnzNJrxNZrxNJnzMZlzNZhykHfbCCTvhhIPOBXs7NxzsPbB38MDe3g1HB1fsHdxwcHDFwdEdR0c3HBw9cHbyxMnJFXt7R+zsHbB3sMfOzhGdnR1CZ48pv4iyhETKzsZTdvYMZWfOYEhKwpiWjjE1FVlaeuGL0unQu7trlYWXJ3pPT/QenuicnRHOTuicXdA5O6NzcUY4O2vPXZy1/fb2WvOWnZ32u509wsHe8rtdxX5hZwd6PQhxxWdbuFQFYWfD6/YEjkspT1qCmAeMByp/yI8HfpBaLbVFCOElhAgCWtbiXKs4c+Ywrg/fxPRsMNqB191TCXzqOXWrqiiATuho7tGc5h7NGd3quir7igxFJBUkcTInnmOZ8STmpZNSmElecToZZRnEm3IoNhdgEAYMonz97DLLI0d7arI8alhaQi8lAtBJ0GH5HRCAkJbfnSWirUDXtvxYiWsJeOeDZwF4FIJLqcCl2IxLSa72yAXXFHAuBQcDOBq0nzorfm82A1Jc+mEWIC9yXLny3yWWF17+O1DsLBi5xuofjzatIEKA+ErPE9DuEmo6JqSW5wIghJgGTAMICwurc5AtWrRjX6Q3TpGdiH7kHex8bTcWXFGuJi72LkR4RxDhHcGIGqYGmcwmio3FFBmLKCgrIKekgKzifPJLiigsLqC4JJ+S0kIMxgKMZUUYjcUYjMXaT3MZJrMJszRhNptAmpDShMSMlCbAjMQM0oyUZiQSadkqnSTSUVLkJykq/ziVICo+WivXBFJ7SImdCewNZuwNYG+Q2BskeiPoTRKdCfRm0Jmk9tNczTaTVnEJKRGWS2jPQZhlRcVW+YGsdE6l/eXnljv3+7nXY3K0Tae9LSuI6u6rzq+XL3ZMbc7VNko5E5gJWhNTXQIsN/YH2y2yoigK6HV63BzccHNwI8AloLHDUWrJlhVEAtC80vNQIKmWxzjU4lxFURTFhmzZlb8diBRChAshHIDJwKLzjlkE3Ck0vYFcKWVyLc9VFEVRbMhmdxBSSqMQYjqwHG2o6jdSyoNCiIcs+78AlqCNYDqONsz1nkuda6tYFUVRlAupiXKKoijXsEsNc1WzRRRFUZRqqQpCURRFqZaqIBRFUZRqqQpCURRFqdZV1UkthEgHztTjVD8gw8rhNBb1Wq5M6rVcmdRrgRZSSv/qdlxVFUR9CSF2XKwXv6lRr+XKpF7LlUm9lktTTUyKoihKtVQFoSiKolRLVRCamY0dgBWp13JlUq/lyqReyyWoPghFURSlWuoOQlEURamWqiAURVGUal3zFYQQYpQQ4ogQ4rgQ4oXGjqchhBCnhRD7hRB7hBBNKmuhEOIbIUSaEOJApW0+QoiVQohjlp/ejRljbV3ktbwmhEi0vDd7LOuxX9GEEM2FEGuEEIeEEAeFEE9Ytje59+USr6Upvi9OQohtQoi9ltfyumW71d+Xa7oPQgihB44Cw9EWL9oOTJFSWn9x18tACHEaiJZSNrmJP0KIgUAB2hrlnSzb/gNkSSnftVTe3lLK5xszztq4yGt5DSiQUr7XmLHVhWV9+CAp5S4hhDuwE7gRuJsm9r5c4rXcQtN7XwTgKqUsEELYA7HAE8AErPy+XOt3ED2B41LKk1LKMmAeML6RY7omSSnXA1nnbR4PfG/5/Xu0/9BXvIu8liZHSpkspdxl+T0fOIS2XnyTe18u8VqaHKkpsDy1tzwkNnhfrvUKIgSIr/Q8gSb6j8ZCAiuEEDuFENMaOxgrCLSsMIjlZ1NfzHi6EGKfpQnqim+WqUwI0RLoBmylib8v570WaILvixBCL4TYA6QBK6WUNnlfrvUKQlSzrSm3ufWTUnYHRgOPWpo6lCvD50BrIApIBt5v1GjqQAjhBvwGPCmlzGvseBqimtfSJN8XKaVJShkFhAI9hRCdbHGda72CSACaV3oeCiQ1UiwNJqVMsvxMAxagNaE1ZamWtuPyNuS0Ro6n3qSUqZb/1GZgFk3kvbG0cf8GzJZS/m7Z3CTfl+peS1N9X8pJKXOAtcAobPC+XOsVxHYgUggRLoRwACYDixo5pnoRQrhaOt8QQrgCI4ADlz7rircIuMvy+13AwkaMpUHK/+Na3EQTeG8snaFfA4eklB9U2tXk3peLvZYm+r74CyG8LL87A9cBh7HB+3JNj2ICsAxr+wjQA99IKf+vcSOqHyFEK7S7BgA7YE5Tei1CiLnAYLSUxanAq8AfwHwgDDgLTJJSXvGdvxd5LYPRmjEkcBp4sLy9+EolhOgPbAD2A2bL5hfR2u6b1Ptyidcyhab3vnRB64TWo33Jny+lfEMI4YuV35drvoJQFEVRqnetNzEpiqIoF6EqCEVRFKVaqoJQFEVRqqUqCEVRFKVaqoJQFEVRqqUqCKVJEkJ8KIR4stLz5UKIryo9f18I8bQQYlxds/QKIb4TQky0Yrh1JoS4Wwgxo5rt5dlH36hHmVOEEC9dZF9rSzbTgur2K9cmVUEoTdUmoC+AEEKHNuegY6X9fYGNUspFUsp3GyE+W/pQSvmvepw3ClhW3Q4p5QlL6gZFqaAqCKWp2oilgkCrGA4A+UIIbyGEI9Ae2F35m7jlzuBjIcQmIcTJ8rsEoZkhhIgTQvzFRZKcCSEetxyzTwgxz7LtNSHEj0KIvy15+B+odPyzQojtluNfr7T9dks+/z1CiC8taecRQtwjhDgqhFgH9KvNH8Fy/e+FECuEth7IBCHEf4S2LsgyS3qJ8pnEUcAuIcQgcW79g93lM/AV5Xx2jR2AotSHlDJJCGEUQoShVRSb0TLx9gFygX1SyjLtc7GKIKA/0A4tNcGvaCkW2gKdgUAgDvimmsu+AIRLKUvLUx1YdAF6A65oldJfQCcgEi23jwAWWZInpgO3oiVWNAghPgNuE0KsBF4HeljiXwPsruWfozUwBOhg+TvcLKV8TgixALgebUZ6N2CvlFIKIZ4BHpVSbrQkryup5XWUa4yqIJSmrPwuoi/wAVoF0RftA3bTRc75w5KYLU4IEWjZNhCYK6U0AUlCiL8vcu4+YLYQ4g+0D91yC6WUxUCxEGINWqXQHy0fVvmHvBtahdEFrRLYbqm8nNGSqvUC1kop0wGEED8DbWr3Z2CppbLZj5Z+obwZaT/Q0vL7KGCp5feNwAdCiNnA71LKhFpeR7nGqCYmpSkr74fojNbEtAXtDqIv2odgdUor/V759qI2OWeuBz5F+4DfKYQo/4J1/rnSUvY7UsooyyNCSvm1Zfv3lba3lVK+VocYqlMKYKn4DPJc/hwz574EjgBWWI57F7gfrXLaIoRoV8/rKlc5VUEoTdlG4Aa0ZRZNlsRkXmiVxOY6lLMemCy0RViC0JprqrB0hDeXUq4BnrNcx82ye7zQ1gn2RUvKtx1YDtxracJBCBEihAgAVgMTLb+XryPcAi0B3mAhhK+l32BSHeK/JCGEJ2Anpcy0PG8tpdwvpfw3sAOtuU1RLqCamJSmbD/a6KU5521zq+O63AuAoZZzjwLrqjlGD/xk+bAVaCOJcizNRNuAv9CyaL5pWZcjSQjRHthsOaYAuF1KGSeEeBlt5T8dYEDrD9gitHWrN6MtXLPLck1rGA6sqvT8SSHEEMCE1t+ytNqzlGueyuaqKA1g+VC/bIve1+d6lvkhX0kpt9Ti2AIppVtNxynXBnUHoShNSwEwTQjhUdu5EFLK+2s6RgjRGm21tdQGxqdcRdQdhKIoilIt1UmtKIqiVEtVEIqiKEq1VAWhKIqiVEtVEIqiKEq1VAWhKIqiVOv/AS0dFN8aP8XGAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2159,12 +2252,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
diff --git a/py_wake/deficit_models/fuga.py b/py_wake/deficit_models/fuga.py
index 0f3f17db0..c099d6a8e 100644
--- a/py_wake/deficit_models/fuga.py
+++ b/py_wake/deficit_models/fuga.py
@@ -15,7 +15,7 @@ class FugaDeficit(WakeDeficitModel, BlockageDeficitModel, FugaUtils):
     invL = 0
     args4deficit = ['WS_ilk', 'WS_eff_ilk', 'dw_ijlk', 'hcw_ijlk', 'dh_ijlk', 'h_il', 'ct_ilk', 'D_src_il']
 
-    def __init__(self, LUT_path=tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/', remove_wriggles=False,
+    def __init__(self, LUT_path=tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/', remove_wriggles=False,
                  method='linear'):
         """
         Parameters
@@ -293,7 +293,7 @@ def main():
         x, y = site.initial_position.T
         windTurbines = IEA37_WindTurbines()
 
-        path = tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/'
+        path = tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/'
 
         for wf_model in [Fuga(path, site, windTurbines),
                          FugaBlockage(path, site, windTurbines)]:
diff --git a/py_wake/deflection_models/jimenez.py b/py_wake/deflection_models/jimenez.py
index bb3ee673d..bd7fe01f4 100644
--- a/py_wake/deflection_models/jimenez.py
+++ b/py_wake/deflection_models/jimenez.py
@@ -35,7 +35,7 @@ def main():
         x, y = [0, 600, 1200], [0, 0, 0]  # site.initial_position[:2].T
         windTurbines = IEA37_WindTurbines()
         from py_wake.tests.test_files import tfp
-        path = tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/'
+        path = tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/'
         noj = Fuga(path, site, windTurbines, deflectionModel=JimenezWakeDeflection())
         yaw = [-30, 30, 0]
         noj(x, y, yaw=yaw, wd=270, ws=10).flow_map().plot_wake_map()
diff --git a/py_wake/examples/compare_wake_models.py b/py_wake/examples/compare_wake_models.py
index 4c2045d8c..049b6c296 100644
--- a/py_wake/examples/compare_wake_models.py
+++ b/py_wake/examples/compare_wake_models.py
@@ -8,7 +8,7 @@ def main():
         from py_wake.examples.data.hornsrev1 import HornsrevV80, Hornsrev1Site
         from py_wake.examples.data.iea37._iea37 import IEA37Site
 
-        LUT_path = os.path.dirname(py_wake.__file__) + '/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/'
+        LUT_path = os.path.dirname(py_wake.__file__) + '/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/'
 
         wt_x, wt_y = IEA37Site(16).initial_position.T
 
diff --git a/py_wake/examples/noj_terrain_following.py b/py_wake/examples/noj_terrain_following.py
index 89648e15d..8a5bc804f 100644
--- a/py_wake/examples/noj_terrain_following.py
+++ b/py_wake/examples/noj_terrain_following.py
@@ -1,8 +1,6 @@
-from py_wake.site.wasp_grid_site import WaspGridSite
 from py_wake import NOJ
-import numpy as np
 from py_wake.examples.data.iea37._iea37 import IEA37_WindTurbines
-from py_wake.examples.data.ParqueFicticio import ParqueFicticio_path
+
 from py_wake.examples.data.ParqueFicticio._parque_ficticio import ParqueFicticioSite
 
 
diff --git a/py_wake/tests/test_deficit_models/test_fuga.py b/py_wake/tests/test_deficit_models/test_fuga.py
index 0d254558b..a21ea63e8 100644
--- a/py_wake/tests/test_deficit_models/test_fuga.py
+++ b/py_wake/tests/test_deficit_models/test_fuga.py
@@ -23,7 +23,7 @@ def test_fuga():
     wt_y = [433, 300, 0, 0, 0, -433, -433]
     wts = HornsrevV80()
 
-    path = tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/'
+    path = tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/'
     site = UniformSite([1, 0, 0, 0], ti=0.075)
     wake_model = Fuga(path, site, wts)
     res, _ = timeit(wake_model.__call__, verbose=0, line_profile=0,
@@ -74,7 +74,7 @@ def test_fuga():
 
 def test_fuga_blockage_wt_row():
     wts = HornsrevV80()
-    path = tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/'
+    path = tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/'
     site = hornsrev1.Hornsrev1Site()
     fuga_pdw = Fuga(path, site, wts)
     fuga_a2a = FugaBlockage(path, site, wts)
@@ -203,7 +203,7 @@ def test_fuga_downwind_vs_notebook():
 def test_fuga_table_edges():
 
     wts = HornsrevV80()
-    path = tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/'
+    path = tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/'
     site = hornsrev1.Hornsrev1Site()
     fuga = FugaBlockage(path, site, wts)
 
@@ -231,7 +231,7 @@ def test_fuga_table_edges():
 
 def test_fuga_wriggles():
     wts = HornsrevV80()
-    path = tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/'
+    path = tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/'
     site = hornsrev1.Hornsrev1Site()
     fuga = PropagateDownwind(site, wts, FugaDeficit(path, remove_wriggles=True))
 
@@ -256,25 +256,25 @@ def test_fuga_wriggles():
     assert np.all(flow_map_cw_lst > 0)
 
 
-def test_fuga_utils_mismatch():
-    path = tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/'
-    with pytest.raises(ValueError, match="Mismatch between CaseData.bin and 2MW_FIT_input.par: low_level 102!=155"):
-        FugaUtils(path)
+# def test_fuga_utils_mismatch():
+#     path = tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/'
+#     with pytest.raises(ValueError, match="Mismatch between CaseData.bin and 2MW_FIT_input.par: low_level 102!=155"):
+#         FugaUtils(path)
 
 
 def test_mirror():
-    path = tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/'
+    path = tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/'
     fuga_utils = FugaUtils(path, on_mismatch='input_par')
     npt.assert_array_almost_equal(fuga_utils.mirror([0, 1, 3]), [3, 1, 0, 1, 3])
     npt.assert_array_almost_equal(fuga_utils.mirror([0, 1, 3], anti_symmetric=True), [-3, -1, 0, 1, 3])
 
 
 def test_lut_exists():
-    path = tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/'
+    path = tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/'
     fuga_utils = FugaUtils(path, on_mismatch='input_par')
-    assert fuga_utils.lut_exists() == {'UL'}
+    assert sorted(fuga_utils.lut_exists()) == ['UL', 'UT', 'VL', 'VT']
     assert fuga_utils.lut_exists([154]) == set([])
-    assert fuga_utils.lut_exists([155]) == {'UL'}
+    assert sorted(fuga_utils.lut_exists([155])) == ['UL', 'UT', 'VL', 'VT']
 
     path = tfp + 'fuga/2MW/Z0=0.00408599Zi=00400Zeta0=0.00E+00/'
     fuga_utils = FugaUtils(path, on_mismatch='input_par')
@@ -329,7 +329,7 @@ def test_interpolation():
 #     x_j = np.arange(x_min, np.round((x_max - x_min) / x_step) * x_step + x_min + x_step, x_step)
 #     y_j = np.arange(y_min, np.round((y_max - y_min) / y_step) * y_step + y_min + y_step, y_step)
 #
-#     path = tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/'
+#     path = tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/'
 #
 #     site = UniformSite([1, 0, 0, 0], ti=0.075)
 #
diff --git a/py_wake/tests/test_deflection_models/test_deflection_models.py b/py_wake/tests/test_deflection_models/test_deflection_models.py
index 8a7581265..9159fe68a 100644
--- a/py_wake/tests/test_deflection_models/test_deflection_models.py
+++ b/py_wake/tests/test_deflection_models/test_deflection_models.py
@@ -15,8 +15,9 @@ from py_wake.tests.test_files import tfp
 
 @pytest.mark.parametrize('deflectionModel,dy10d', [
     (JimenezWakeDeflection, 0.5672964),
-    ((lambda: FugaDeflection(tfp + 'fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/')), 0.33771119153150087),
+    ((lambda: FugaDeflection(tfp + 'fuga/2MW/Z0=0.00001000Zi=00400Zeta0=0.00E+00/')), 0.4625598937275541),
     ((lambda: FugaDeflection(tfp + 'fuga/2MW/Z0=0.00408599Zi=00400Zeta0=0.00E+00/')), 0.37719131706149484),
+    ((lambda: FugaDeflection(tfp + 'fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/')), 0.33771119153150087),
 ])
 def test_deflection_model(deflectionModel, dy10d):
     site = IEA37Site(16)
diff --git a/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/2MW_FIT_input.par b/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/2MW_FIT_input.par
deleted file mode 100644
index f917e3247..000000000
--- a/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/2MW_FIT_input.par
+++ /dev/null
@@ -1,17 +0,0 @@
-2MW_FIT
-2
-2048
-512
-20.00
-5.00
-80.00
-20.00
-0.03000000
-400.80
-70.00
-155
-156
-..\..\
-2MW\Z0=0.03000000Zi=00401Zeta0=0.00E+0\
-preLUTs_Zeta0=0.00E+0\parameters.bin
-UL
diff --git a/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/CaseData.bin b/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/CaseData.bin
deleted file mode 100644
index 9cfaecc1f17f7768325a1d42891d808f59b9ce42..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 187
zcmaztur<&#Fg5^#s7zY}0}}&71-bzSFmQ1IQw@O*X+Xw4Al@O@`Z{pOJbQ-Jxz?+B
RDjjCc1c8<IOkjl&0sx|wAMpSH

diff --git a/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/2MW_FIT0155UL.dat b/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0155UL.dat
similarity index 100%
rename from py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/2MW_FIT0155UL.dat
rename to py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0155UL.dat
diff --git a/py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0155UT.dat b/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0155UT.dat
similarity index 100%
rename from py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0155UT.dat
rename to py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0155UT.dat
diff --git a/py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0155VL.dat b/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0155VL.dat
similarity index 100%
rename from py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0155VL.dat
rename to py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0155VL.dat
diff --git a/py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0155VT.dat b/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0155VT.dat
similarity index 100%
rename from py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0155VT.dat
rename to py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0155VT.dat
diff --git a/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/2MW_FIT0156UL.dat b/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0156UL.dat
similarity index 100%
rename from py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/2MW_FIT0156UL.dat
rename to py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0156UL.dat
diff --git a/py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0156UT.dat b/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0156UT.dat
similarity index 100%
rename from py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0156UT.dat
rename to py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0156UT.dat
diff --git a/py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0156VL.dat b/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0156VL.dat
similarity index 100%
rename from py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0156VL.dat
rename to py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0156VL.dat
diff --git a/py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0156VT.dat b/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0156VT.dat
similarity index 100%
rename from py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0156VT.dat
rename to py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/2MW_FIT0156VT.dat
diff --git a/py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/WTdata.bin b/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/WTdata.bin
similarity index 100%
rename from py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/WTdata.bin
rename to py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/WTdata.bin
diff --git a/py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/WTdata.txt b/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/WTdata.txt
similarity index 100%
rename from py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/WTdata.txt
rename to py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/WTdata.txt
diff --git a/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/inputfile.par b/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/inputfile.par
new file mode 100644
index 000000000..8247ba85e
--- /dev/null
+++ b/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/inputfile.par
@@ -0,0 +1,18 @@
+2MW_FIT
+2
+2048
+512
+20.0
+5.0
+80.0
+20.0
+0.03000000
+401.0
+70.00
+155
+156
+..\..\
+2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/
+preLUTs_Zeta0=0.00E+00/parameters.bin
+UL
+BINARY
diff --git a/py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/levels.txt b/py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/levels.txt
similarity index 100%
rename from py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/levels.txt
rename to py_wake/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/levels.txt
diff --git a/py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0155UL.dat b/py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0155UL.dat
deleted file mode 100644
index 5f9ab0668..000000000
--- a/py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0155UL.dat
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:69c9d1b2bc29ca069201553968ac44e24259e71775f78f37cae2e199b4cfae10
-size 2097152
diff --git a/py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0156UL.dat b/py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0156UL.dat
deleted file mode 100644
index 7ab954ae9..000000000
--- a/py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/D080.0000_zH070.0000_FIT0156UL.dat
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:aa6ad1f7eb182a6decf31e08e585c6f3ab42a1014462163dc04e58a084d064c0
-size 2097152
diff --git a/py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/inputfile.par b/py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/inputfile.par
deleted file mode 100644
index e25a37827..000000000
--- a/py_wake/tests/test_files/fuga/D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/inputfile.par
+++ /dev/null
@@ -1,18 +0,0 @@
-D080.0000_zH070.0000_FIT
-2
-2048
-512
-20.0
-5.0
-80.0
-20.0
-0.03000000
-401.0
-70.00
-155
-156
-/builds/TOPFARM/cuttingedge/pywake/fuga/easylut/lut/
-D080.0000_zH070.0000/Z0=0.03000000Zi=00401Zeta0=0.00E+00/
-preLUTs_Zeta0=0.00E+00/parameters.bin
-PT
-BINARY
diff --git a/py_wake/tests/test_files/fuga/__init__.py b/py_wake/tests/test_files/fuga/__init__.py
index 866e73a93..38f657bf6 100644
--- a/py_wake/tests/test_files/fuga/__init__.py
+++ b/py_wake/tests/test_files/fuga/__init__.py
@@ -1,2 +1,2 @@
 import os
-LUT_path_2MW_z0_0_03 = os.path.dirname(__file__) + "/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/"
+LUT_path_2MW_z0_0_03 = os.path.dirname(__file__) + "/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+00/"
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 9aaa2efec..f4ffcc921 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
@@ -24,9 +24,6 @@ from py_wake.deficit_models.no_wake import NoWakeDeficit
 from py_wake.wind_farm_models.wind_farm_model import WindFarmModel
 from py_wake.wind_turbines import WindTurbines
 from py_wake.wind_turbines.wind_turbines_deprecated import DeprecatedOneTypeWindTurbines
-from py_wake.tests.check_speed import timeit
-from py_wake.wind_turbines._wind_turbines import WindTurbine
-from py_wake.wind_turbines.power_ct_functions import CubePowerSimpleCt, PowerCtFunctionList
 import pandas as pd
 import os
 
diff --git a/py_wake/utils/fuga_utils.py b/py_wake/utils/fuga_utils.py
index cceca15f0..67d41b8a2 100644
--- a/py_wake/utils/fuga_utils.py
+++ b/py_wake/utils/fuga_utils.py
@@ -29,12 +29,12 @@ class FugaUtils():
                 zi = struct.unpack('d', fid.read(8))[0]  # @UnusedVariable
                 self.ds = struct.unpack('d', fid.read(8))[0]
                 closure = struct.unpack('I', fid.read(4))[0]  # @UnusedVariable
-                if os.path.getsize(self.path / 'CaseData.bin') == 187:
-                    self.zeta0 = struct.unpack('d', fid.read(8))[0]
-                #  else:
-                    #                 with open(path + 'CaseData.bin', 'rb') as fid2:
-                    #                     info = fid2.read(127).decode()
-                    #                 zeta0 = float(info[info.index('Zeta0'):].replace("Zeta0=", ""))
+#                 if os.path.getsize(self.path / 'CaseData.bin') == 187:
+#                     self.zeta0 = struct.unpack('d', fid.read(8))[0]
+#                 else:
+#                                    with open(path + 'CaseData.bin', 'rb') as fid2:
+#                                        info = fid2.read(127).decode()
+#                                    zeta0 = float(info[info.index('Zeta0'):].replace("Zeta0=", ""))
 
         else:
             with open(self.path / 'WTdata.bin', 'rb') as fid:
@@ -55,7 +55,8 @@ class FugaUtils():
 
         def set_Value(n, v):
             if on_mismatch == 'raise' and getattr(self, n) != v:
-                raise ValueError("Mismatch between CaseData.bin and %s: %s %s!=%s" % (f, n, getattr(self, n), v))
+                raise ValueError("Mismatch between CaseData.bin and %s: %s %s!=%s" %
+                                 (f, n, getattr(self, n), v))  # pragma: no cover
             elif on_mismatch == 'input_par':
                 setattr(self, n, v)
 
-- 
GitLab