diff --git a/docs/installation.rst b/docs/installation.rst index 0cad381bb57b72e1f5a9733662ae2e78ed169dcf..0f637bbd2e8e862ea50235a55aff91c5fd358e7d 100644 --- a/docs/installation.rst +++ b/docs/installation.rst @@ -30,10 +30,12 @@ Install PyWake (Developer) We highly recommend developers install PyWake into its own environment. (See instructions above.) The commands to clone and install PyWake with developer -options into the current active environment in an Anaconda Prommpt are as -follows:: +options including dependencies required to run the tests into the current active +environment in an Anaconda Prommpt are as follows:: git clone https://gitlab.windenergy.dtu.dk/TOPFARM/PyWake.git cd PyWake - pip install -e . + pip install -e .[test] + + diff --git a/docs/notebooks/ChangeLog.ipynb b/docs/notebooks/ChangeLog.ipynb index b56d02709561c7dfb94dd8ee219266970941582d..33df871eb5e89cb63d999d520faa69c857b0dd99 100644 --- a/docs/notebooks/ChangeLog.ipynb +++ b/docs/notebooks/ChangeLog.ipynb @@ -1,113 +1,148 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Change log" - ] - }, - { - "attachments": { - "image-2.png": { - "image/png": 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" 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" - } - }, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## PyWake 2.1 (September 14, 2020)\n", - "\n", - "\n", - "### New features and api changes\n", - "- New xarray data structure\n", - " - LocalWind, SimulationResult and FlowMap are now `xarray.Dataset`-objects with some additional methods and attributes\n", - " - `simulationResult.aep()` now returns a `xarray.DataArray` with aep for all wind turbines, wind directions and wind speeds. To get the total AEP as before, use `simulationResult.aep().sum()`\n", - " - New general XRSite where the site is defined as an xarray with the following structure:\n", - " - Required data variables: \n", - " - P(probability) or f(sector frequency), A(Weibull scale), k(Weibull shape)\n", - " - Optional data variables: \n", - " - WS(defaults to reference wind speed, ws), TI(turbulence intensity), SpeedUp, Turning\n", - " - All data variables may be constant or dependent on any of:\n", - " - ws (reference wind speed)\n", - " - wd (reference wind direction)\n", - " - position in terms of\n", - " - gridded 2D position, (x,y)\n", - " - gridded 3D position, (x,y,z)\n", - " - wt position, (i)\n", - "- [Include effects of neighbouring wind farms](Optimization.ipynb#Pregenerated-site-with-wake-effects-from-neighbouring-wind-farms) in site (wind resource) to speed up optimization of a wind farm with neighbouring farms\n", - "\n", - "- Vertical flow map via the [YZGrid](RunWindFarmSimulation.ipynb#YZGrid)\n", - "\n", - "\n", - "\n", - "### New models\n", - "\n", - "- New `RotorAverageModel`, see [here](EngineeringWindFarmModels.ipynb#Rotor-average-models). The default model, `RotorCenter`, behaves as before as it estimates the rotor-average wind speed from the wind speed at the rotor center. Other models, however, provides a more accurate estimate based on multiple points on the cost of computation. The `CGIRotorAvg(4)` and `CGIRotorAvg(7)` with 4 and 7 points, respectively, provides good compromises between accuracy and computational cost.\n", - "- Deficit model: \n", - " - [GCLDeficit](EngineeringWindFarmModels.ipynb#GCLDeficit): The Gunner Larsen semi-analytical wake model\n", - "- Superposition model:\n", - " - WeightedSum A weighted sum approach taking wake convection velocity into account. The model is so far only applicable to the gaussian models. The model is based on \"A momentum-conserving wake superposition method for wind farm power prediction\" by Haohua Zong and Fernando Port\u00e9-Agel, J. Fluid Mech. (2020), vol. 889, A8; doi:10.1017/jfm.2020.77\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## PyWake 2.0 (April 15, 2020)\n", - "\n", - "- New structure\n", - " - Purpose:\n", - " - Easier combination of different models for flow propagation, wake and blockage deficit, superposition, wake deflection and turbulence\n", - " - More consistent interface to and support for engineering models and PyWake-Rans\n", - " - Changes\n", - " - `WakeModel` class refactored mainly into the `WindFarmModel`s `EngineeringWindFarmModel` and `PropagateDownwind`\n", - " - `WindFarmModel`s, e.g. `NOJ`, `Fuga`, `BastankhahGaussian` returns a `SimulationResult` containing the results as well as an AEP and a flow_map method. See the QuickStart tutorial\n", - " - and many more\n", - " - Backward compatibility\n", - " - AEP Calculator works as before, but is now deprecated\n", - " - Lower level interfaces and implementations has changed\n", - "- New documentation matching the new structure\n", - "- Optional blockage deficit models and implementation of the SelfSimilarity model\n", - "- Optional wake deflection models and implementation of a model by Jimenez" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.2" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": true - } + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Change log" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## PyWake 2.xxx (March, 2021)\n", + "### New features and API changes\n", + "- All DeficitModels should inherrit either `WakeDeficitModel` or `BlockageDeficitModel`\n", + "- All Sites are now subclasses of XRSite\n", + "- WeightedSum SuperpositionModel reimplemented to be more efficient\n", + "- TurbulenceModels now take a RotorAvgModel as optional input. This allow PyWake to use different RotorAvgModels for wake and turbulence.\n", + "- Validation feature updated, see [here](https://topfarm.pages.windenergy.dtu.dk/PyWake/notebooks/exercises/Validation.html)\n", + "- The Power/Ct curve functionality of `WindTurbines` has been updated to support multidimensional Power and Ct curves, e.g. curves depending on turbulence intensity, air density, yaw misalignment, operational mode etc. This means that instantiating `WindTurbines` and `OneTypeWindTurbines` with the old set of arguments, i.e. `name, diameter, hub_height, ct_func, power_func, power_unit`, is deprecated. Use the the new `WindTurbine` and `Windturbines` classes with the arguments `name, diameter, hub_height, powerCtFunction` instead, see [here](https://topfarm.pages.windenergy.dtu.dk/PyWake/notebooks/WindTurbines.html). Backward compatibility is ensured (with runtime warning) for most use cases.\n", + "The `powerCtFunction` can be one of the classes from py_wake.wind_turbines.power_ct_functions, i.e.\n", + " - `PowerCtFunction`\n", + " - `PowerCtTabular`\n", + " - `PowerCtFunctionList`\n", + " - `PowerCtNDTabular`\n", + " - `PowerCtXr`\n", + " - `CubePowerSimpleCt`\n", + "\n", + "### New models\n", + "- BlockageDeficitModels (see [here](https://topfarm.pages.windenergy.dtu.dk/PyWake/notebooks/EngineeringWindFarmModels.html#Blockage-deficit-models)\n", + " - SelfSimilarityDeficit2020\n", + " - HybridInduction\n", + " - RankineHalfBody\n", + " - VortexCylinder\n", + " - VortexDipole\n", + " - Rathmann\n", + " - DeflectionModels\n", + " - FugaDeflection (requires Fuga look-up tables, `UL`, `UT`, `VL`, `VT`)\n", + " - GroundModels\n", + " - Mirror\n", + " - MirrorSquaredSum" + ] + }, + { + "attachments": { + "image-2.png": { + "image/png": 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4I9qOiN4ioslENJGILsmR1jZENIyIpufSLysCu4qIZhDRVCI6SpXvT0QTcuvuJqLPqXW+WcBZJZcxtoUCUCCLCuDBHA/mOAdwDpQLZ9orJp6zESPeK897pkBJoEjGcYkH6s9/fjAPUB99NJLffPNtFigSsFizZh23trbxDjvsEAnOFi1q8cZuTZ063dvnypWrefLkqV5e9mcgTsPZHXf8kWUsmoE4O/3ud7/rjf2ScgmT/Pa3v83PP/+8d2uPAmcyBky8XzKOTMINJSRSQ5z5jdBgNXbsWN5nn3148+bNvGjRIv7a174GOPN9So9XuF+n/WODmQAd4IzoG0TUOSf//yWiaUS0BxHdTkS/zZVLelsuL+vGEdEXiGhHImoion/KrRtJRD/MQdmrRHRMrjwwAZyZ2wZSKAAF6kUBPJjjwRznQGOdA2s2MNvmwZkFTDaYVHt57tz53LPnSd7kFTLxxTHHHMtTpkzzQOmKK37tTaIh4Y0nnHBiKJwtWtzivVBbZoB8fdhwb3yYAJHYkCHPe+sEzky9jz4eyYcceqhXPmnyFK+ehEG+9fY7+f3IvsROP70Xn3rqaV7+3RHv8ec+9zleunSp93MQBc6kopkQ5IgjjvAmDSkFZ7KNeMskNPLYY4/lE088EXAW+KRe/grAWfmaldriH0R0RM4rJuAmH0nFSyYf8ZqJmc/QHJBJnSmmkIhOI6IH1LJvFnBWL4+j6AcUgAJGATyYN9aDOb5vfN82mMlyFuAsKfgzIJVWau6ljZbWS1jjvp3252WrNsU2eM4KkWkHIppDRP9BRG2Fq2h5bvleIuql1g0kop5EdAARDVflBxPRS2pZZ8/PCT9q++23b7RrD/2FAlCgzhXAwzoe1nEONNY5ADjb6gVLCt7q/CcisHv1A2edeemqjbENcNaBTP9ORKOJqHuuKAjO7vOBsx5E9H0fOHuxY/f+OXjOAq9RrIACUMBRBfBg3lgP5vi+8X0DzgBnSfxc1ROcLVm5keMa4GwrM32eiCQ88XKFUBLGiLDGJK427AMKQIGGUgAP63hYxzlQm3PAD5JqVVZJWGNSHihX99NQPxiqs4CzrUAHONs6o+JjRHSXAjPJ3mFNCCIThMhnT2tCkGY1IcgnRHSQmhDk2Nw2gQk8Z+qqRBYKQIG6UAAP5rV5MIfu0L1WIOZ3XMBZfG9aXfwQxOhEPcFZy8qNHNcAZ0T/TUQybeV4IhqbM4GqbYnojdxU+pLK1Prmc3VulkbxrukZGWXc2We5dTI2DVPpx7g4sQkUgAJuKwBIACTgHKjNOeAHSbUqA5wBzsr9JasrOGvfyC0xDXBmcKtGKTxn5V66qA8FoEDWFcCDeW0ezKF7bXWvFQRVetzVG7ZwNeyziZOKpo13Ncww7XZn/R5frfbVE5wtbt/AcQ1wViMoM4cFnFXrEsd+oQAUqJUCgITaQgL0r43+lUJSrbavBpjJPrMAZxIZdelll+Uh8bbbb+drfv/7/LIfdMl7y266+ebQOsPfeJPl/Wh+2+v3nfmtj1KWxL373HPP5YkTJ5a1q3/7t3/zrd+/f3/vnWg/+9nPfNcnVVgvcLbPfp150YoNsQ1wZiipRingLKlLGvuBAlAgKwoADmoDB9C9trrXCq4qPW7W4GxzCXiKAjemzhe+8AXeYYcd8i+HjgJnZtuwNG0427RpUyq39yA423XXXbm5uTlyGzZu3Bi5rq4IONsKdICzGkGZOSzgTF+WyEMBKFAPCgASagsJja5/pbBSze2rBUJl73f9Fl5dZYvrOWMiX49UGCwFrRPYuPGmm/i3V13l7VPD2cJFi/nEE7vzAQcc4Nk7747w6gwc+Bf+xS9+4eWnTpvOPzjwQG/91f/7vyz7k2MJnB1y6KHcvXsPFnA57bSf8cZNm7114jm74te/5gO+/33Ppkyd5pU3Nc/kw376U9577729tHnmLK/8zDPP4sGD/+rlZd8GkN566y3+yU9+wqeddhrvvvvuBT8NgwcP5ssuu8wru+uuu3jHHXf08jNmzOAf//jHXv7QQw/lTz75xMvLPn/3u9/xPvvswwceeCAvWrTIKxfgOuigg7z+/W+uf94K9adv3778+c9/nvfaay/+05/+xB9//DH/8Ic/5P32289Lp0yZ4tUeNGgQ9+zZk4877jg+7LDDWJaPP/54b1kA+Z577uE777zT207asGzZMnWUrdl6grOFKzZwXAOcGUqqUQo4K7o2UQAFoIDjCjQ6HKD/tYXTasJVpfsuG6KqNB6s2mAm+88KnLUub2MBpmWty1nD2amnnsZvv/OuB0UCSrvttpuX13AmoYtPPPGkV37fffcXwNl//Md/8KzZc3jDxk184EEH5fclx7rhD3/wthk06JF8+GOXLsfxX/4yyCt/6KGHuVu34718GJx96Utf8vVYLVy40AMq+ano0aOHl583bx4/8sgj/Nvf/tb7BdFwJuGdL7zwglf+61//mv/whz94+a5du/Kjjz7q5e+99948GHoF6o/0acmSJV7JihUr2HjGhg0bxt27d/fKBca+9a1v5aFLlnfeeWdub2/nlpYWFr0GDBjg1b300ku5X79+6ghbs3UFZ20beGFMA5zVCMrMYQFnRdcmCqAAFHBcAcBJbeGk0fWvFKCquT3gLGQGw3nzefMll7DnORv+hgcuQR6xqOXG0yVer+uuv74Azr761a/yvvvum7dvfvObvLxtBWs422abbXjd+g1eWwTyzP7Ec3b44f+Tb6N4lx599DFvWUBm2vQZXn7tuvUs+5D2brvttizLkpdUliUfBmfiOQv6CEwK+PzgBz/wPFpPPfUUyzizl19+2dtEw9m//Mu/8JYtW7zyZ555xqsnC9K2DRs2eOUCXcZr5xWoPxrO5syZwyeccALvueeenjdNPIfyERg7++yz81vJcp8+ffLL2223HQtAymfgwIF8iXzX1qee4GxB23qOa4AzQ0k1SgFn1pWJRSgABZxXoNHhAP3fCqfVhJw4+04VjKocMmg8X6vWb+Fa2Mp1W7iUles523zLLbz50kt58xNP8pavfIU3JQBoBqZaliz1vGe/v/ba/IQgAkcrV632AEnDXlQ40xOCSBikbCf7EZCZPqOpCMJsOPuK9HHzFu7duzc//fQzXl5CIyWEUD4S1tilS5fA34NzzjmHZaKOM844wwtf/PnPf8577LEHt7W1edtoONPQ9eyzz/JZZ53l1RE4M16wqHAm28px5TNz5kyvv5IXGLvwwgu9cr9lDXh2XbNRPcHZ/OXrOa4BzmoEZeawgDNzSSKFAlCgXhQAnMBzJudAHICq5jaAs+RArhSYyfpy4UwDkoDZ5ltv9YCloHxziOfNZ52BM9nHr664gsV7Y2ZrlLDGW2+7LX+MUaPHeHkNZ8cccyw/9dTTXvmAAX8u8JyFwZmZ7VG8aRLOKMc/7riu/Mgjj+aPcfzxJ3j562+4wRujJnWee+7v8t5d76egFJwJ4Eh/HnroIZYJQ8ST1qlTp/zPSBQ4k7DGxx9/3Nvm/vu3hm3md6AyGqzEa/a3v/3NW3vttdcCzswDvUpltsa4YCbbAc6UmLXIAs7U1Y8sFIACdaEA4AxwBjir/oQb4j2rhddMjll1OPMBrTiQpuFs/oKF/K//+q95OFu0uIVPOulkb4IOmXDj/PPPz4OTmRBk8pSp/P0f/MCb2EO8bhL6KO2wZ2u0PWdS19vugAPYTAgyo6mZf3LYYUUTgki7vElHvv99vvI3v8mHFpaCM5n8Q0Bu6tSp3u/GEUccwRdffHH+NyQKnOkJQW655Zb8sfM7yWU0nH3wwQf83e9+l3/0ox+xTCIi6+Rje8PsZb0Pe505Xj15zuYtX89xDXBWCyJTxwScmUsSKRSAAvWiAOAsW3BWTW9U1H1X1WtV5RDCJAEoCtRUUqd93Wauia3dzO2WfTZxogcycaAqK9u0r1yVn4XxySef4q5du6XSp3r5LSi3H/UCZ3vv15nntq6PbYAzBUq1yALOyr10UR8KQIGsKwA4A5zZ0AY42+rlqgS8omxbEzATILTATJbrAc7eevsdb/p5mf7+vw8+OO8FqzY8Zv0eX6321RecreO5rfEMcFYLIlPHBJxV6xLHfqEAFKiVAoAzwBngzD/kMApgVVIHcFbemLRqQ1bc/dfq3l3r4wLOtsIc4EyBUi2ygLNa3wpwfCgABZJWAHAGOAOcAc7qwXMWF64q3S7pe7Ir+6sbONu3M89Zti62Ac5qQWTqmIAzV24ZaCcUgAJRFQCclYYzG16quZx4SGHCY7wqHdNViafJbJu4x8knzM8v9C9O2Yq1mzkta1uzmeOazNa4YdNm3rh5C6xMDaLea+upnryHrZ7gbPaydRzXAGcKlGqRBZzV060FfYECUEAUAJyV1qCaMGbvG3BWenZBwJk/8MUFM9lu6vQmlhkRAWjlw2mj/ZIImC1ZsoRl9kj74yKo7L1vZ561dF1sc7HPtWCoqh0TcGZfhliGAlDAdQUAZ4Az85LkKCk8Z/4TagR51dLymslxKoGzpe3rPEATD5qEOMKiayAepEYzAbMNGzYU/fy5CCoCZzOXro1tLva5aqBUix0DzoquQxRAASjguAIuwZntZUp6OQteq1rBTyxvVALhgJXCSyVA4rft8jWbOC1rXb2JYe5r4PhPQKLNdxFUAGe1IKoEjwk4S/Qaxs6gABTIgAKAM2YDeYCzMt+7BTirCOQAZu6DmXyH+HQo4CycLVnLM2Oai31OEI1qvyvAWccFiBwUgAL1oQDgDHAmE23Ac7Y1LDAtr5kcB3BWHxrUxy9BMr1wEVT22rczNy9ZG9tc7HPtiSrBFgDOkrl4sRcoAAWyo0AScGY8T0mlsTxYMWYljBtCaGYNLJVWE3iihgP6he6VKosDKFkHjWWrNrGrtnTVRk7DXNWn1u3Ozt289i1xEVQEzppa1sa2iH2+hIg+I6KJRHRpgmiCXQHOan/howVQAAokqwDgzP8dV2HgVgrKzHrAWXY8I7V+gK/k+GmAmRyjkjY28rbJ3pHd3ltEUMkUUOy1byee0bImtkXo8145MPsSEf0zEQ0nou9mSgSXGwM4c/umgdZDAShQrADgDHBme9LgOcuWlw1wlq3vwwbR4rtq45ZEAJXMYUAKcHYSET2sOn4NEV2plpGtRAHAWePecNBzKFCvCoSFIkYOL6xiSKHxQvmlkT1TESeuCAoVtOElaDkMapIO+7MfEKMsx3nIX7JyI1dqLSs3Msw9DSr93qu5fZxzuVrb1OtvQ5x+OQtni9fwjJgWoc+7E9E0ItqWiMR79iER3VMJj2BbpQDgLM6lim2gABTIsgKAs473VgHOisc2JfGADTBzD8zkO0viu6/WPqoFWnH2m+X7e9ptiwAq6qk6G1nxnE1fvCa2EdGsXL9H5dLzfXp2LhGNIaJ3iejPRNTPpw6K4igAOEv7MsfxoAAUqLYCgDPAWdgDaRIP14AzwFkS55HeR9g5m/a6at+jXdq/k3C2TyeetmhNbIvR55uJ6BdxOATb+CgAOHPpFoG2QgEoEEUBwBngLOxhVj8Qx80DzgBncc+doO3Cztm010W5zzZKnRig4vO0nW7RXunA2ddyvdqeiKYQ0ZfT7WUdHw1w1ii3F/QTCjSOAvashH5ju6QsdHxXwJiuoDBBKQ8atyXlQWO34o7bChqPFfYQF/RQKOWRYaN9I7f42OL2DVyuLVqxgePYwhUbGJaMBnH0j7NNuedGufX9zsmqlJVzrVRYN+x6rfa6xvm1KN1TF+Fsz3068dRFq2NbxD6PIKJJRDSOiA6vY1RKv2uAs9IXJmpAASjglgKAs+JxVgJtYQ90gLNkYMc1aIwDWnG2KRe2yq1fFRDz+SdE5OukQjCT44Rdr9Ve59Ydv7qtjQgq6T/AhxzRg7OFq3lqTHOxzyFyuLcKcFbdixp7hwJQIH0FAGeAM9cgqVbtjQNacbYpF7bKrQ84Sxbm0r9rZ/eILoKKwMvInIcAACAASURBVNmUhatjm4t9do/AQloMOMvuDQEtgwJQIJ4CUUMFdWigHQ4Y9J/pov+c+/13vX1jUYhf0ANt0UN52wZe6GML2tZzkM1fvp6j2Lzl6zmKzW1dz+XbOp7b6qrF6W/wNlE0DqsT5bssVSfoXIla7ncORiqrMOQ06Dopp7xcsCtVv6rgl4CHreieFLDPoHuaX3m8O299buUiqAicTV6wOra52OcQ1HFvFeCsPm8m6BUUaGQFAGf+sBYGBHpd+WAmoOIqmEm7g0ErzjqtZZx8KfCKsj4qhAXViwRiPv9EKPpnQ5mwVg6EBdUtBVvlrgecNfKvCbOLoAI4c4/HCloMOGvsmw56DwXqUQHAGeCsPFgEnNmQBjjrmOAGcFaPvxLR++QqnE1asIrjmot9LoAb1xcAZ9EvUNSEAlDADQVsz4L2XhR6Qjq8PXOWrWNts5etY2Ozlq7jIJu5dC3nbclanhlgzUvWsp81tazlKDajZQ27ZFH6ZNfx06dUWZDeReX6ewrJB33PUm7Oh1KpPo/C8tEBMho86vM8KG9fG1GXbXgLWo4FdWV618Q7F+Q1K6e8XA9aqfr1AnESJolPhwIugop4zibNXxXbXOyz6zxW0H7AWccFiBwUgAL1oYD9wKkfVAFn6UCeDV5RlkuBmN/6IggLgOM8QIeAmdQBnPl7XYNgzC4HnPm/aqJicAsYRxZ1vFm59erjlyCZXrgIKgJnE+evim0u9rkAblxfAJwlc/FiL1AACmRHAcBZOgAW5smLAmN2HT/4KlUGOOvwqul/QgTl7Wsj6rINYUHLgDPAWXZ+CZJpiYugssc+nfizeatim4t9dp3HCtoPOEvm4sVeoAAUyI4CYf8x1D9YE+at5ECbu5In1NrC2qfW6T7Z+SAtQkNeQsYq6BnAwqZqDny/jnox6rRFazjIpi9ew0E2Y/Ea9jUr9NOGP7McBnyhsBfgdYvrbQsKeUwi3DEIzuzypOFMQ1tkUIsR1mhPPFJOOKNf3VIhi5Wsr9hrFjAjbMn9VuBty87dvPYtcRFUAGcFqOPeAuCs9hc+WgAFoECyCgQBiZRreAkEMwGfWoOZHF8BWFhe98nOB2kBOPMfAwg4qyysEXDWMZGIAbqSEBUXvkptBzhL5IfFVTgL+80otc7FPrtHYCEtBpwlcu1iJ1AACmRIgSAgAZx1jEEAnAHOxIsGz9nWyUUMSFUjBZxl6MchRlNcBJU99u5U0T8YXexzCOq4twpwFuNKxSZQAApkWoG3pizjIHtn6jL2s3entrK2EdNa2dh701rZ2AfTl3OQfTh9ORv7aEYba/u4qY2NjWxq47w1t/FIZZ80r2Bjo2auYGOjZ67gApu1gkfnbMysdjb26ex21jZ2djvnbU47j83Z+LkrWVuBp1B57MI8cVEBLygUsij0MUbIY0F4oxXWqMfEmZBGSSOHNQaEMcadOCQojFHKw0MZO8aVFU5oU1huhyyaZQCY/+yO1QCxKPusGayV8rSp9Zm+wafcOBdBReBM39/LzbvYZ/cILKTFgLOUr3IcDgpAgaorEARmUu4HZlKmwUzyBswkNWAmaRCYSbkBM0k1mEnegJmkeTCTvAIzyRswk9SAmaQFYCbLgDNvTBrgrAPQDIzZKeAMcFYuEFb9Ju3QAVwEFcBZCPi4sApw5tAdAk2FAlAgkgKAsw7vWd5rJh40eM68d8rBc+YfzqjHi0XNuzTphz0RSBQvVzXqlAtKtagf6UbbIJVchbNxc1ZyXHOxzy4wV+Q2As4a5O7iWDeHDBnCffr04W7duvHQoUP56KOP5r59+/KvfvUrx3oS3ly7n1L74Ycf5kMOOSR8Q6wNVQBwBjjTIY2SLzes8fX3xvCxx3fn088+j+/7y5MdLxrPhTrGmaExi2GNI8dP5yOO7sKnnH4WX3XtjRwVykw9wFnxBCClgK4WsFXuMUNvsA220kVQEc+Z/mdcuXkX+xwZfFyoCDhrsLuMY91tbW3l3r17c/fu3fm8887j22+/3bEeRGuu6WdzczPfdttt3KNHj2gbopavAk+OnsvaBn86n409O3YBG/v7uIVs7IXxi1jbSxMWs7FXP2thY0MntbC24ZOXsLE3pyxlY3b4pA6T1KGRH85YztoKwh9VyKMOd5R8QZijCnHU480krz1n+r+o9hgEPeZMjzOzJ1cpGGemptzX48okr6fZLxhbFjKuTE+dn0S4YuDMi9ZYMj/Quvr6W/nZl4bz7GXr+H+O7uKlkjcWD7Q6QhDtsWN2KGLQctIhioOff5Vv63cfC2T1POV0L40MXG0b2J7SPs6y7dGq5nIpcHJxfbngFaW+7421QQtdBBUPzqz7v/4tKJV3sc8uMFfkNgLOGvRu40i3L7/8ch49ejRv3rzZa/Fll13G48aNc6T10Ztp+nnhhRfy+vXrAWfRpfOtqcFM8gbMJDVgJqkBM0k1mEnegJmkBswk1WAmeQNmkhowkxRw1gFoLsLZqMlz+Izeffn8iy7j/X9wUB7K6g3OJjYv5B/996H844N/wv3ufQhw1l6+J6zWQBcFtsqt43tjbdBCF0Fl9707FUwMZf/TrtSyi32ODD4uVAScNejdJuPd3rJlC1955ZU8bNiwgpbecsst/P777xeUubyg+zl9+nQ++eST+ZJLLuFddtmFX375ZZe7VtO2A878wxrhOVvLnjctgudMvGkCYs0tq/mIo4+rWzj7/R9u5b+//IYHZV26nQg4A5yxgBw+HQq4CCqAMxcILKSNgLOOCxC57CjQv39/7ty5szfObMCAAXzmmWfyBRdc4I1DM1607LQ2fkvsfpo9IazRKBEvfXzUXNb2zJh5bEx7zp4fv5CNaU+Z5F+b2JI37R2zx7PpWR7jhCvqGRm9WRkDQhTtMQMatHRIov1yUR2WGBSSOGnBKtZhiUGerqmLVvO0RWvyFhiGuHgNB4Ulho39qiQM0cCU8WxJGhR6GGXa+g/GTuWfndmbT+h5Kj/3yptcThhi0qGHZnyXpGWFHErYoW0rCkMR3/pwDAuUnXHOeXzBRZeVHaZYzRDErOy71p6xWhw/3p23PrdyFc7M61XipC72OQR13FsFOKvPm4lTvSJyqrmxG9so/YwtUHIbajCTvAEzSQFnq9iDNDVerJHh7LrrrrPeMRY8LkwDWtCYMCnPIpxJPz1Qs+AszhgxvU1WAKqa7agFHNX6mMndjd3fk4ugsvve+xW8bkW/eiVK3sU+u0dgIS0GnLl/43C+B40CLY3SzwyckICzlWw8aPCcFXvQtOcMcFboSdPgFSVfTSjKyr5rDUq1OH4GbuOZaYKLoOLBmd/7MSOWudjnENRxbxXgLDPXf+M2pFGgpVH6mYEzWYchSl6HIupZE8NeGq1fDq1DD+3/OuqB1Tr0sGg2xHkdwKRnQywINZy/isWLZSxwxsOFq1lCDI0FhRpK2GGU8EIJNdTv/ioIL7TGZ81Uy3qWQx1OaOcrCS/U3iqTD/JaxfFYCZzpsMGwfFGIoB0yWGo5Ya9VFHgydTzP2Qr/lzFnBYLQjux8Pxm4jWemCS6CisCZ/t0qN+9in90jsJAWA84yc/03bkMaBVoapZ8ZOJMBZ2vYjAcDnBWHGWoAA5xlBwgAZ9n5LjJwG89ME1wEFcBZCPi4sApwlpnrv3Eb0ijQ0ij9zMCZDDgDnIV50QBn2YEAAFk2v4sM3MYz0wQn4Wyv/dh+N2Y5yy722QXmitxGwFlmrv/GbUijQEuj9DMDZ7IOG5S8Dh3UsxIWhA2qMMGyZiVsWcMzchZ5JsKA0EAdJmjPPhgUGijlegxVcd5/goug0MBqTGiR5XBA8Zy5CggmZDFKasIao9TNVJ1SoaJYXzwjZwKaZOA2npkmuAgqu+21H+vQ/HLzLvY5Mvi4UBFwlpnrv3Eb0ijQ0ij9zMCZDDjTwAY4C4MNwFllE4KEaZvIugRAo+J/DjRgGzJwG89ME1wEFQ/Omtp4ZExzsc8uMFfkNgLOMnP9N25DGgVaGqWfGTiTAWeAs6hgADgDnAHeit+Hl4HbeGaa4CKoAM4iY1A2KwLOMnP9N25DGgVaGqWfGTiTAWeAM8BZIXQhrLEYQABlwZpk4DaemSa4CmcfN7VxXHOxz9mkrJitApxl5vpv3IY0CrQ0Sj8zcCZHnQxCTwxh52M9uCUwVXo1xz/V4n1JWTlmkK5JeM6igmDsegmE1Xlw5rMf+7yv9XLYtdto62r5XWTgNp6ZJrgIKuI5+2hGW2xzsc8xMSibmwHOMnP9oyFQAAokpEDYQ1zUBx7A2QbOClgl0Y4gOEuiPDZ0RYV5H6iKdX767Cfq9ZBWvbBrt9HWpaW533ESuhXXxW5cBBWBsw9nLI9tLvY5m5QVs1WAs7q4d6ATUAAKKAXCHuL8HkT8ymI9/EZ92A6plwQsBO0jCchxdR9BmiRRDjhbH/lF3n7Xmi4Lu3YbbZ3WJe28up02fNZFUPHgbPpy/jCmudjnmBiUzc0AZw1/34EAUKDuFFi6aiMnaUtWbuRaW8vKjZyatW/klgqtUoiLCk2xwMjHgxQFxuM8IMcBirDXHFS6bm6r/+ydKE9Pl0q/w7jbl3Mu1t2PQgUdchFUAGfZZK7IrQKcVXDFYlMoAAUyqUCSYCb7qjWYyfFTAzM5VoVgJtsDzrZ6k8p5IDZ14z58R9kOEJYehAVpHeV7qkYdc35FSTN5Y69Ro1yFsw+mL+e45mKfI4OPCxUBZzW62nFYKAAFqqYA4KxCmAOc+b7YF56z2oNNEPC4VF4N8IqyzyhQZupU7ebs4I5dBJVd99qP35vWGttc7LMLzBW5jYAzB+8UaDIUgAKhCixbtYmDrFJwS8KLlogXLCJARfVgVRxGGDFUMAxwzINhqTToQTT6A7p+1UBwfs6ydVypzV62jpO0WUvXcT1bklqVs69Kv+ew7ee2Bp9j8dYlC8l+11PoDbbBVroIKgJnI6a1xjYX+xwZfFyoCDhrsLsMugsFGkCBIDCTcsCZ/yyMgLPiB+iwB+6o68oBhCh16xnMpG9RNKhGnajfZ5x68QCs+Hzs2A/gLM2fMRdBBXDmAoGFtBFwluYljmNBASiQhgKAs45xY/Cc+T3Ihj34dqyL8yBub5M0SADOqgNw9veW5HIHVHWcW5WV+Z3T8cvgOQv/VXISzvbcj9+d2hrbXOxzCOrEXvUXImohos/UHrYhomFEND2Xflmtu4qIZhDRVCI6SpXvT0QTcuvuJqLPqXW+WcBZ+EWJtVAACrinQNQJLaKCS9R6FXufZIr9GOGBYWGAfg9eUhYeAtjxEBn2kBoGHkEQMXPpWg60JWt5ZgRrXrKWo1hTy1ou12a0rOF6tnL1KLd+lO8lrE6U779knbBzLGBd0PlaqjzsGoiyLuz6ClpXGdiZazv8HuDeXb96LXYRVHbdc19+Z+qy2OZin30hp8LCQ4ioswVntxPRb3P7lfS2XH4PIhpHRF8goh2JqImI/im3biQR/TAHZa8S0TGl2gU4q94FjT1DAShQGwUAZ+vZABvgrDxAq2cwk76VC1vl1g8DryjrSoJXBHgPhP8AMJP6pSAsaH0UAAurEwRgYeWAs3R/V1wEle/tuS+/NWVZbHOxz6V4J+76HSw4E6/YN3I7k1SW5SNeMzHzGZoDMqkzxRQS0WlE9IBa9s0CztK9yHE0KAAFqq8A4AxwJiBQLlhIfcBZPN2M1lEALKwO4Kz0JDSAs+r/hugjuAgqAmdvTlka21zssy/kJFBow1mbtc/lueV7iaiXWjeQiHoS0QFENFyVH0xEL6ll3yzgTF+CyEMBKFAPCgDOAGeAM//wTANR1UrDwCvKOsAZ4Cxrv0EuggrgzBd5YhVGhbP7fOCsBxF93wfOXgxoyfm5k23U9ttvn7XrAO2BAlAAClSkgAnp80uDwvzs8uAxWWbMRnGqQ5HsUKagsKiiECwVtqUfZsMepgu8PYvX8Axl0xevYWPTFq3hIJu6aDX72sLVPDXApixczUE2ecFqLmWTFqxiV61U3/zWB2lVqjxI/6LyoO8wpDzofLDLzTlUKtXnXmg+4ti+sPNer9PXSlg+MvyFhEDqazboug4rt+8NQcv6fhI1H8+rVjz+rKIbcJ1t7CqcvTF5Kcc1F/scwDsVF9twhrDGOrvA0R0oAAXSUcAPykyZDWFBy4CzHKwFgJmAQRhU+MGJXeYqmEm77b5EWQ7TK2xdEYQFfSchEOYL3otWB8I64Cxk4hoFbmEQFrQuCMbs8qhApusBzpL/jXERVMRzNnzyktjmYp8rprCAHdhwdoc1IYhMECKfPa0JQZrVhCCfENFBakKQY3PbBCYIa0z+QsYeoQAUqK0CBsT80iAYs8sBZ4CzMHiMAmN2nTAAC1sHOCs9Di7MW6bXwXNW7PH3u9fV9g6eraO7CCrf3XNffn3SktjmYp8DQaeCFU8T0UIi2khE84joXCLalojeyE2lL6lMrW8+V+dmaRTvmp6RUcadyXT8MoOjjE3DVPrZusbRGigABVJQoCDMT8KnIoT52Z4F/bCsH7LtB/aJ81exsc/mrWJjE+at5AKbu5In5Gz83JVsbNyclaxt7Jx2ztvsdh6bs09nt7O2MbPa2c9Gz1rBkWzmCh6dlkVsk19//Mq0DjpvtCqZao2tvP4u7Lz5ziQ136Vvan/3uWVzbvil5hzySyfNX8W+FhIWqs9ZndfntZ0PhcAAr5ztYdPLYSGQ+poMzQeEP+qQxrC8BjM7XytQsz1kQcvaIxY1H91zVhzKqCEthdu0M4dwEVQEzoZOaoltLvbZAFJdpPCcOXN/QEOhABSIqADgLAKgpQVmchzAmQfqflBmyvygzJT5gpkAG+Cs5IycNpDpZcBZMKBFvNU2RDUXQQVw5jiiAc4a4t6CTkKBhlIAcBYBiABnHR5K5T2zvWV6GZ6z4kljtKfMzsNzts73/WlBnjK7PKq3TNeD5yz5nzpX4ey1iS0c11zss+M4Vth8wFnyFzL2CAWgQG0V+HD6ctY2YlorG3tn6jI2pl/Sac9qpeP1dXiI/WP36mct7Gcvf7aYkzS/Y5gyu016Wbdd98nO68HjWgv7XTlaM6OjpO9ObS0wo7ek7yn7YPpyNqa/Iy8/Yzl/6GMfzWhjbR83tbGxkU1tnLfmNh6p7JPmFWxs1MwVbKwonFN59vzCKE1ZYAilgjsJSdVAp/Ma7opCIwNCISU01njXJDXeNL+0wMMW4FXTIY6St0MbzXKcEEcJDdaAFgvOAsIY7X+41CqUMWiSD7vcBq2gZQ1WYfno0KXHlAV7xnQIo1++tnfwbB3dRVD57h77+v4umd+MUqmLfS6kG8eXAGfZugkk2ZohQ4Zwnz59uFu3bjx06FAeMWIEX3jhhXzJJZfwggULkjwU9tWACtjn12233cbnnnuud74tW7asporYD/0aFDRQaNDQQCJ5DS8acDT4SD7oRy5JMJN9BR1Hyu026WXddt0nO18NOBs8fAx36Xk6/+Sorh6g/f7OB7nryWfy0Secwm+Mm1cA0IAza4yigjXAWfE72wTOnnlhGJ92Zh8++fSzudMBB+ZDHHXoop2vNJTRhrCg5SAYs8vDgEyvA5zV7ifFRVDZZY99K/rnoIt9dhzHCpsPOKvdBZ/WkVtbW7l3797co0cPvvLKK/mqq67idevWpXV4HKfOFTDnl+nmn/70Jx47dqxZrEkKOOsAtlrCmYFiA2c/Obqb5zW744Gn+Zo7BgDO9MQiCsYKJpKB54xtr5ksa8/ZgEcG8x/uuCdfZgOZXgacRfOm1eTGndGDuggqgLNC1nFuCXCW0btBgs26/PLLefTo0bzLLrvwxo0b+aWXXuKBAwcmeATsqpEVMOfX+vXrPc/Z4YcfzsuXL6+pJJf9YzJru/yFKWzsihensLFfvzSFjf3m5ams7XevTGVj17w2jY1d//p01nbj8Ols7JY3ZrCx299qYm13vtPExvqPaGZj9743k7UN+GAmG3vwo1lsbNDI2azt0U/msLEnRs1lY0+NmcfaBn86n409O3YBG3tu7ALWNmTcQjb2wvhFbOylCYtZm/bgaQ9dmCfukCO7soRHHnr08SzeyoH/GMF9LvvfgjBICYs0MCepCX2U1IZtHfqowx3z4Y0m1DFCiKOEOhaEOYaEOMYJa9ShjEUzOwYAmfaU2aGMBaGL9iyOKpRRhy+aUEW/NDB80ZqdUYcr6nys0EWZPTUgfFFDl53XkKXzx3brzuObF7MveKl3kumXR9v5IA+YXW57voKWtdcrLB/dIxYNqnSIov16kHKWa3oDz9jBXYUzfd8uNx+xz5cR0cTcLPEy6/wXnYOgrDYYcJaxu0CCzdmyZYvnKRs2bJi3165du3rp+++/z3fddVeCR8KuGlEB+/wyGgwePJgfeeQRs1iTVIOZ5A2YSWrATFIDZpJqMJO8ATNJDZhJqsFM8gbMJDVgJqkGM8kbMJPUgJmkGswkb8BMUgNmkmowk7wBM0kNmEmqwUzyBswkNWAmqQYzyRswk9SAmaT2j3oScHbzn5/mq267H3AGOCuCNBvI9LIGMpMf8elUPqXXOf5gtiTai6QF1GwIC1oOgjG7PAzI9DrAWU1+Iso6aERQydRj/i577MMvTlgU2yL0+VtENJOI/jXX8b8S0dmZEsHlxgDOyrpGnarcv39/7ty5M/ft25cHDBjA8tB8wQUXcK9evbilpcWpvqCx2VPAPr8kZPaiiy7i008/nRctWlTTBgPOOrxntYSz5z6YysedchZ/Y7sdPE/Z1Xf8mbudejYfdcKp/MqYOYAzwFnFcHbxFb/jZ19+E3DWWuxZK8dTZtet6Q08YwePACqZwwCBM/1PtnLzEfoscDY39w7mfyail4joyMwJ4WqDAGcZuwvEbQ5R3C2xHRQorYBj59d+173B2g669R02dsif3mNjR973ERvr9uAnrO3kR8awsV5PjGVj5z4zgbX9/LmJbOyS5yezMdsTp71vNwybzsZue3MGa+v3bjMb0161Bz6cxdoGjpzNxoK8aOJJe2bMvLxpz9nfxy1kbc+PX8jG9H9c7YlN/EIZr7vuOrYnVNGTrehJWIJCF4vCF9WsjWZmRpMWhC+q0EUzG6NJsxCuqEMU7RkWA0MUVXiivMssVoiiFZZoXrKuQxLtvA5RjPNiaHssWCmvl/F++YYjitcrZ3J+efmQEMUgT5ddbnu4gpa1dyssH83zVQxOOvwwKG8DU5Tl+cvXcxJW+kehcWpEAJXMIcDOe+yTv5+b+3o5acQ+X0JEq4hoCRE9mTkRXG4Q4KxObjCOPTzXieqN0w3Hzi8NZpI3YCapATNJDZhJqsFM8gbMJDVgJqkGM8kbMJPUgJmkgLNl3vgygTTA2SpvOnzA2Vo2QKZTA2FBKeBsPUcBM6mTBJjJPvDpUCAiqGQKBRKAs1m5fo/KpedbHfwyEb1JRF8los8T0fNE1Muqg8W4CgDOOi5Ap3OOPTw7rXUjNt6x8wtw1jFBCDxnuQk/ajTRBzxna71ZFDWM2fkgKDPlgDPAWS1/dl2FMz2OuNx8hD6fREQDFXucSUT3q2VkK1EAcFbLSz7BYzv28Jxgz7GrNBRw7PwCnAHOsjILI+AMcBYUtliqPKq3TNeD5yz5H8QIoFLJY3hVthXPmQ5bLzcfoc8H5mZq/BIRfY6IHiWii6vSmUbcKeAs+Qu5Jnt07OG5JhrhoPEVcOz8+tHt77K2n979ARvr+sBINqZDF896ahxrO//Zz9jYxUMmszE9w6Pk9VgyPXPjH99uYm16hkY9I+PDH89mbXr82JOj57Ix7QGTvB4/pv8rag/81rMt6pkWw6a+l2nvjemQRMn7jRkTz4Y93b2e4t6MFZNUjxf7pHkFazNjxWywGjOrnbVVc0r7MJjSYYkF48VCxoiFjRcrmMY+YIyYjBXTY8P0uDA7HzhOLGDa+qqMEQsZF6anr7fHgpllvzFgcn7Z5WHjwPS6aGPC1nFxvfLHiWlIippPAqYWtK3npC3+j0X9bRkBVDKHDwJn9oy85SxH7PP1RDQlN5X+40T0hcwJ4WqDAGd1ciNx7OG5TlRvnG44dn5pMJO8ATNJDZhJCjhbwgbShk9ewsYMmEkKOFvFGspMHnDWMWGHCT/0UsBZ5PFhAnCAs+z/jEYElUxhwE577FPwDzz9z7woeRf7nKkvoNLGAM6yf2OI1ELHHp4j9cmhSk1NTdy7d2/u0aOH1+obbriBzznnHD7hhBN47ty5DvUkoKmOnV+AM/+XSMNztpLlpdBhL4N20XN2/6Bn+OTTz+bDj+rCgwa/wEUeNHjOfDxjft4yXQbPWcCvQcMVuwgqgLNK6ajG2wPO6uQ+49jDc52oXtQNA2c9e/b01j311FP8yiuvFNVzrsCx88ueKfHaodPY2E3DZ7Ax/WLou99rZm162nr9AujHR81lbfqlz3/9dD4bs0NI9DTGUaeqN54sScOmqn93amv+nWHvTWtlbTJFvbEP1fT0OuxQ8jrccGSZ09NL2JkOO5R8UOjhuDkr2ZiAkrYiaDIgZb0PLAigCrxZ81exTENvTIcX2vkpC1ezsYJQw4WruWBZhR7qUEM7r8MNi0Bp8ZoOeAqAJj0FvZ23J9PQy2OnL+CTf3ZWfgr6vEerQm+WhBzaYYVByzqkMCxfHEaowagwL+fX1vrpAJMdkpiEd0vvI+kQRL2/hW0bOAlz7jeqig12Es523yf/W2R+k8pJXexzjXEq2cMDzqp4Rae5a8centOUJs1jGTh74IEH+LDDDuNDDjmE29vb02xCdY7l2PkFOOsANANm3nvEAGcF7wwzkGbATNICGLOXMw5n5/78l/zi8A8AZ+qFzDZoxVnWYJVEXsNU0vkkwEz2gU+HAi6Cyk6778ODP50f21zsc7J0VOO9Ac46LkCnc449PDutdUjjDZx17drVqzVixAju169fyBaOrHLs/AKcAc48L1qDeM6aD0dqXgAAIABJREFUWtbw+Rdfzo//7eViMJMXOcNzVtY4MBvgkgAyvY+kgUzvD3CW/G+qi6AicGZPIlXOsot9rjFOJXt4wFnyFzL2WMcKBEDK0qVLuW/fvrzTTjvxzTffzL/5zW+85e7du/PYsWPrWJBsds0e8Bw0m+HLny1mY69NbGFtZqIMSXVIobxUWZsOKfSbydB4rvRshjqkUM9k6M1mqEIKg2YyDJvNUIcTSn6stjntPDZnJrTQpIHhhRFDCs1EGSYtCDEMgCTtsbLzBR4s5bGS2Qu16ZBCHU5o59MML8yHEwoYaQuBJDNbYanUb+bC626+k/fatxOffnYfvumP93ghiGEhhXpdOeGFHXURXqiBqNx8UgBVzf1k885em1a5CCqAs2RZKfW9Ac5qc7HjqI4qEABnjvambpsNOOsY8wU4W8MCavUMZ37jvzSAheU7gKtwnFd4OeCsXCDT9asJVUntu25/HGJ0zEU423H3fViPhy4372KfUweoah4QcBbjSsUmjasA4MyJ7x5wBjhrJM8Z4CzelPQamNLMJwVQ1dyPEzf6lBrpIqjsuPve+XdkmndllpO62OdqslLq+wacpXR14zD1oQDgzInvUc9WKHkdUqhnLNQhhQWzFTa1RXo58uiZK3j0rA7TIYUFHisJLQwIKdThhJIvmLFQhRTqGQolb8IH7bQgnDBkxkI7jFAvpxZSaM1WaM9MaJb1jIR2viBsUIcQ2vkEQgr9IEjKwjxTYevCvVPak9Xhqdo6c2HH8lw1+YXO2+OmKl3WY6aSzqcJRnGOVU0Iyuq+nbjRp9RIF0FF4OyJUXNjm4t9Th2gqnlAwFlKVzcOUx8KAM6c+B4BZ6s4D2lZHu8FOIv4/q0OGAOcrec4gFXJNlkFqGq2y4kbfUqNdBFUBM70K1/KzbvY52qyUur7BpyldHXjMPWhAODMie8RcAY4K/KowXOWqRkLtfetEnBKY9tqQlBW9+3EjT6lRroIKoCz1HEq2QMCzlK6unGY+lAAcObE9wg4A5wBztZXBGN2GKSGqaTzaQBWJcfIKkBVs11O3OhTaqSLcLbD7nvzo5/MiW0u9jlZOqrx3gBnKV3dOEx9KAA4c+J7HDOrnbUVjAVLeOyXHgumx3/lwwpl3FcVxn7pKeR1PvJEGFZI4Qy1bMZ6+aX2mC+zXARDesxXgNcqbNr4oPFddnnYmC69Ls74Lj2GKyxvg0yly2HwI2GNYevLXVcJtGDb9EMsK9G8HJhz4kafUiNdBBWBs0c+mRPbXOxzjXEq2cMDzlK6unGY+lAAcObE96jBTPKAM5+p5BWMaTCTvB+UmTIDY3YKOEvOUxUGWIAzt4CoEphKelvAWbyfLxdBZYfd9uZBI2fHNhf7nCwd1XhvgLN4Fyu2alAFAGdOfPGAs63v9gp9vxfgLGAyjo7JN8K8ZXpdpZ4ye3vAGQAsaTCT/QHO4v18uQgq39ltbx44cnZsc7HPNcapZA8POIt3sWKrBlUAcObEF69DDe1p54vCDX3CDictWMWTF6zOW+A08wtX89RF/qZDDSVvhxua5aKXIwdAk/FcmdT2XJnlOB6smUvXclCIoR1GqJd12GBYPushhWEwVM11cR7AxXMWZztssxX4qvl91tO+nbjRp9RIF0EFcJYsK6W+N8BZSlc3DgMFoEBqCgDO1rIvpAWM/QKcxXuJcaUP4wCm9D1klX5njbJ9ajdrBw7kKpw9/PFsjmsu9jl1gKrmAQFnDtwZ0EQoAAXKUgBwBjizQwXDlmv1wA04A5zV6twrddyybrh1XtlFUBHP2YMfzYptLva5mqyU+r4BZ3V+V8lg95qamrh3797co0cPr3VXX301n3feeXzBBRfw6tWrM9hiNMk1BXRIouQDwxJVSGJYGGJB6GFA2KE9kYYJM/RLC7xaMbxZEoKowwt1Piy8UK9LOtQwDH6iriv1wJjU+rc/Gsu9zu7Dx3Y7kW/+492Bsx8mAU9JtTmr+4n63aJechPGpKGla/f8arbXRVDZfre9+YEPZ8U2F/ucOkBV84CAs2pe0th3mAIGzo4//niv2uDBg/nxxx8P2wTroEAkBQBn61iDmF++keHMgM7cZWv51F5nA86Wxw/rTAMUcIz0wS7SjbZBKrkIKoCzapJTCvsGnDXI3SWD3TRw9uijj/JFF13k2S233JLBlqJJrikAOAOcGQALSgc9+Tfe//sH8b0PPgo4A5wl+sLueoBJ1+751Wyvq3A24IOZHNdc7HMKyJTeIQBn1bykse8wBQycmToPP/wwDxkyxCwihQKxFSgIQ1xsveNLhSWamQ8ltcMPC0IPQ16onPQsh1nzaAXBTb2U//SIowPhrFYP2Xqa/urn1wW8UiAb5X5e36yWRb92s6FtR3uLXx8R++Zbhxu6CCrb77o33/f+zNjmYp/TI6cUjgQ4q8M7SZa65DP1/NKlS7lv376800478c0338z9+vXjn//8557nbPPmzVlqPdriqAKAs46HrUoBw2UIC3ph87Mvvs69z/8Fn37WuXzT7XcBzlqzBgsd7ckqiPm1qwN2OtrvRlnH/cL8M8DRW39Vmu0iqGy3695873szY5uLfU4BmdI7BOCsKtcydmoU8IEzswopFKiWAoCzjoctwJl746nMA3I6abZBwg+CslrmBoj5fd8d9wtzzlXr3uzifl0Ele123Yvvfq85trnY5/TIKYUjAc5cvFU41GbAmUNfVv00FXDW8bAFOAOcmQdu/9TvYT07ZVkFMb92Ac7q5zdE98RFUAGcpQBQ1TwE4ExfgsgnrgDgLHFJscPSCgSNA7OnoPd7wDJl0R+0OkDI/+F36/pKIcnePq1wQ/u4aS2HaRl1nYQ1Rv8ei4HEnAuVpPo1B0nkw87taq6TF5XXg1VTo6j7TuI8iLKPSs7b0nfZxqnhKpz1H9HMcc3FPleTlVLfN+CscW4wNekp4Kwmsjf6QcMekvRDTdjDS/SHesBZNYAtKoCF1QOcreOwa6GcdfUAZtKHcvpcrbr6HlTNfNj9rdS6Rv8N0f13EVS+vete3O/d5tjmYp9TB6hqHhBwpi9B5BNXAHCWuKTYYWkFwh6q9MNQ2AMK4GxrOGA1wCvKPsOgK+o6wBngzIbKsHtDWuv0Paia+bD7W6l1pe+yjVPDRVAROLvznabY5mKfq8lKqe8bcNY4N5ia9BRwVhPZG/2gUR7+pU5aoYH2caK2L2q9qLBSWK84jC8KkJZ6qDPr4zx0Rn04th+4g5YFzgJfiaBfj6Dy9isVoizrVzIkkZ+hXvfQCPkkNAvaR5Tvr5w65Z5PvvUrDBGNep3Y9cq5Jhv9N0T330VQ+fb39uI/vt0U21zsc+oAVc0DAs70JYh84goAzhKXFDssrUBUqLGhKa3lqO2LWq8QuqKFWUYBMb86Br5KpeU8CJq69sNk0HIQjNnlgLM17ALcBYFVEuXlgFeUur6wpeA+0nrAWembeIZquAgqgLNqklMK+wacZegOUI9NAZzV47ea+T5FhZq0YMw+TtT2Ra0HOPOfrAJwBjiLAlzl1IkEX6VgDXCW+d8Q3UAX4exb39uLb3+rKba52OcUkCm9QwDO9CWIfOIKAM4SlxQ7LK2ADUNBy8nDT3CoYClPk1lvvEh2GuRFknLbY1SwHPCgGPZAGtVjEeqVWbyG/V5pMH3xGo5i0xat4SCbumg1RzGBs3y9hat5apk2ZeFqrgcrt98l60fUP6/9otWB32XQd2zKo5wrdh2/8863LEb4aNRrI+z6CloXGfxiwl3YPcReV/ou2zg1XAQVgbPb3pwR21zsc3rklMKRAGeNc4OpSU8BZzWRvdEPGgRjdjngbC37PShGfQAFnLkBbyVhq0xo1dAVNW9gq9zUBq8oy74g5vfPAsBZ4OyVjf4bovvvIqgInN3yxozY5mKfU0Cm9A4BONOXIPJQAArUgwI2hAUtA87qG84KwKFcAKkTr5l4/gBn/l7c0H8uBIBb1H9c+P3To1QZPGfZ/PVxEVQAZ+lxVFWOBDjL5s0ArYICUCC+AlFDAqOE/8kDk36oCns4K3jY8/tPfa5M//ff9iQUAIUOH7MesoPC7SYvWM3aJi1Yxb42fxVPCrCJ81dxkH02bxX72YR5KznQ5q7kCRFs/NyVnKSNm7OSy7Ukjy/7itLvojphWqp1ft+DX1nQd2mXB50PXnnQeWSV63NP54PO17LgUV8PVt6+joKW9bWn80l728LuE/p+EpZPGtbs0MWw5fh33/rb0kU4++b39uKbhs+IbS72uSqQVKudAs7q70aCHkGBRlcAcNYBaL5gJg/UAWAm5fZDu172e/iXskAwE5iICClJg1G5YCb1k25D1L4X1FMAFqZr0Hdhl+vvLywfdk4EnkeAM98ZMQFn9fMr5CKoCJzdOHx6bHOxz7XiqKocF3BWPzcQ9AQKQIGtCgDOAGcCWYCzrV7OMCDT6wBnAeGP2gseEO5Y4DVvWcOAs/r5NXIRVL753b34hmHTY5uLfa4KJNVqp4Cz+rmBoCdQAApsVaDov/zKS6QfRrWHochDobw9Yd4UDQBj57Rz3ma381hln85uZ2NjZrWzsdGzVnCBzVzBo31s1MwVrO2T5hXsZyOb27jAmtp4pI993NTGUeyjGW2cNYvSbqnj12+vzNZILftpasq0/jpf9H3Z32lu2Xznfqk5NyTV501RXp9jVl6fi0HnbIGHTs7xAC+dvjbsvL6G4gKdDnnU+cjhj1ZYow4HDgpptMt1WKOdDwxzDIGzMCDT64JCGWsVxmj/M0uW8elQwEVQETi7/vXpsc3FPteKo6pyXMBZxwWIHBSAAvWhAOBMAVoApEQFnKyBmbQnatsBZ8VhmoCzjlc02ECmlwFn9fFbkEQvXAQVwFlVkCm9nQLOkrh0sQ8oAAWypADgDHAGz1kxmIk3DXAGOLMnAoHnLPzXy0U4+8Z39+Jrh06LbS72OT1ySuFIgLPwixJroQAUcE8BwBngDHAGOLPDGO1l7Smz8/CcuXffr1aLXQQVgbNrXpsW21zscwrIlN4hAGfVupyxXygABWqlwLtTW1nbO1OXsbG3pixjY29MXsrGhk9ewtpen7SEjQ2d1MLGXpvYwtpe/ayFjb382WI29tKExRxkL05YxMZeGL+Ig+z58Qs5LQtqg2mnX6r7Z/rtlxp9JNXaGU1NavSWVH8X5jsy6ZtTlrIx811Kar5jk+pzYMS0Vjb23rRW1vbB9OVs7MPpyzlvM5bzh8p0iKcOrSwKnwwYw6bHqUm+aKyaKbPGrOkxaqFj09QYND3+TOftsWgFnjQ1/sweZ6aX44w50+PK7LweZxb6TrYY48xs6NLLgQAmE4AEjC3TY8fsvAtjyfy8ZHOWrWPbanXvzuJxXQQVgbP/fXVabHOxz+mRUwpHApxl8VaANkEBKFCJAvqhXPLmYV1S/TBvHvYl1TAgeQ0KBh4k1XAheQ0eGkw0uNh5DTpBUCTlaYGZHCeoHbqtdl73S/fdzmuNtH5aV8lrzfX3ob8nyRswk1R/n/p7lrw+DwyYSarBTPIGzCTNg5nkFZhJHnBWPPtj1AlBbCDTy4CztexNBrJ0LRe8ezFg2Q5LDFr2AzG/MhvMZBmfDgVcBJX/2mVP/t0rU2Obi31OAZnSOwTgrOMCRA4KQIH6UEA/lAPOonnfAGdbvWeAs60zOGpPmZ2H52yt71T58JzVx++H3QsXQQVwlh5HVeVIgDP7MsQyFIACritwyxszWNtNw2ewMf1iTv0eGHva4UoGU/tta+/fLOs2SF63z7RZ0tveLLTb32piY3e+08TG+r3bzNrufq+Zjd33/kw2NuCDmaztwY9msbGBI2ezsUc+mcPaHh81l409MWouG3tqzDzWNvjT+Wzs2bEL2Njfxy1kY0PGLWRtGhDDvHLa+xbkbRPPW5CHzYZ37VUL9KJZnrSkwxqDQheLptYPCV20QxbNclDookyjr8ErCejSXjCdjxquaI8L08s6JNHOB4YoBoQnStiiHZaol2OBVoCny/aGBXm67HI/L5dfmZ/ny69sbus6jmqu/wYk2X5X4eyql6dyXHOxz1WBpFrtFHCW5CWMfUEBKJAFBTSYSV5DjoYfDUYGlkzqB1iVlJn92qluA+CsY/wd4KzjvXgF7zoDnLENZrIMOCseN2YDWlQwk3r4dCjgIqiI5+w3L0+NbS72uVYcVZXjAs46LsCs5IYMGcJ9+vThbt268dChQ/nKK6/kvn378n777cevvfZaVppZd+1oamri3r17c48ePby+jRgxgi+88EK+5JJLeMGCBZnur912l84Z+3w/++yzWezMM8/kTZs2xdIdcNbhPTNeM0mN10xS7TWTvPGaSXrrkBH8311P5v1/eoznNTv10mv4O7vuxTc+PSzvNRPvmfGaSaq9ZpI3XjNJjddMUuM1k1R7zSTf6J6z9yct5OO6n8YnnnoW33TXQ/mXlrsAZ69/+Bl3P/VMPrLLCaw9ZiafVc/Z9EWr+eeXXslnnHsB3373Q3lvGjxnsW69dbmRi6Dy9V325F+/NCW2udjnqkBSrXYKOMvuvaS1tdWDBdPCLl26xH5YNftAWloBA2eSCuRcddVVvG6dG/9JNG03vXTpnLHP91/+8pc8Z84c05Wy0j2vfp217X3NMDa277XD2VjnG95kY9+/6S3WdtCt77CxH9/xLhs7tN/7rO2nd3/Axo6+/yM21vWBkayt+8BRbOyUR8awsV5PjGVt5zw9no2d/+xnbOwXf5/E2i77x2Q2pv9Das/QpT1zGlr/+HYTa+s/opmNGXDr9JOj89B23LmX8LVPDuVBI2fnzYQ3ShoGZ8+NXcDGNJBpGJO89pbpSUTsiUP0ZCE6dNGeEESHK+pJQArGlU2PPtHHJ80r2JieedGedTEoRLEAsma381jLC3Zjvwe5/8DBLOGIRx3X3UslHxSWqEMSJR8pLHHBKtavmgiamMNAlUkL4Cpk1sSjupzAJhTRz8NlyrLi6frzo89wj1N78bkXXMxP/P0V3wk57HDDoGW/kEO/MtujFbQc3dO1nue2xrd5y9ezbWXdcOu8sougAjirFVUldFzAWXbvKpdffjmPHj3aa+DHH3/M11xzTXYbW0ctM4Czyy678MaNG/mll17igQMHOtFD03ZprGvnjD7fJ0+e7HmL44quwUzyBswkNWAmqQEzSTWYSd6AmaQGzCTVYCZ5A2aSGjCTVIOZ5A2YSWrATFINZpI3YCapATNJNZhJ3oCZpICzrTM4ug5nv7zyWh786vselB1z/EmAM2u8mB4TZufjerquvOYGvumP93hQdnTXEwBnOVCLe++tx+1chbMrXpzCcc3FPieERdnYDeAse7eSLVu2eB6bYcOG5Rt33nnn8cyZM/PLyFRPAQM4Xbt29Q7y/vvv81133VW9Aya4Z9N22aUr54x9vk+YMIHPPfdcXr9+fWxlAGcd77eB52zr+81c8Zzd/Ze/elB2dNcegLMU4OxP9/+F73n4cQ/KuhzfA3AGOCv63XERVMRzdvkLU2JbQn3+DhH9p6Kdw4ioPxFdTkT/osqRtRUAnBVdh+kWEBUdr3///ty5c2fPczBgwABub2/n7t27F9VDQQUK+Oi+dOlST/OddtqJb775Zh48eDBfcMEF3KtXL25paangYAlvGqHtmTxnfNotyujz/b777uP/+q//4nPOOcf7LubOnRtLvC/udyEX2MHX8heNHdufv5izfztpEBv7ytnPsLZv/+J5Nrbzr15hY9oLJ3ntcTv4zvfY2BH3fsjauj34CRvTnrOznhrH2rS37OIhk9mYPX7gmtemsTE94YkOVZS8HnP2wIez2JiZjfG6667zZmbUIYoPvDmBD+/Ri7/27e/waRf9ln9xfT/eafd9+IdHduV+f3szP25MhyXqkETJB82oqN9Zpt9RJnk9i2IsmFIvfx7Z3JYPQZRQxILQw5CXPBeEHqqwQwlBDHqZc0HYoYQhBrzM2YQdiuaSL3hH2IJVPGrGYj7h5F58ypl9+PZ7B7IOOTR5E2YoaUGooSwHhBuaMENJTVihXxoYaqheyixt1y9oNh6sUVPm8Wln9uHtv7MjX3H1Dd7YrSBvlpR77/XyS6s446G03Q4znDK3lU8+/Sw+u8/P+Q+33VX0MmY75DB6qKGeGTFeyKEdalju8vzl6zmuxbrx1ulGCYGK/fhd1eWv7bxnQXSFjrSIko/Q512JaKyydiK61OrUx0T0zVzZfkS0lIh+RUSPEtHDVt26XzyaiKYS0Qwi+m2p3gLOanw3CXhgrXGr6v/wLuvuattTbHcBmAmoGTCTFHDmAVoYnOnxY3/9dD5r0xN6AM5Wet6tpODMjAUzIOaXZhXODKTp1AU4M7BmQ1jQMuCs/h8P7B5GAJVSj9qprxc4u+T5ybGtzD7/ExEtIiLxlOnPeLXwRyK6Pbf8f4hIr1PV6jMrAjUR0U45l+E4ItojrKuAM/syTHk5xQfWlHuW7cO5rLurbU+x3YCzjsk+4njOAGft7HnQUvacAc7W+oYV2u8Jk+WgSTnscgNfkvp5zsz6IBizywFn2f5pr0brygSVsEfu1NalDGdHEtH7Pp2boMrGENFRajkxOLuIiL6sdpzF7A+JaKhq2FVEJBb4AZxV41IuY58pPrCW0ar6r+qy7q62PcV2A84AZy6GNQLOAGd61sVywxjt+nFDGmU7fDoUcBXOTEh8nJSIZuX6PSqXnh8IEkR/ISJhJPsj48v+SkR3E9FMIvp8rsI3ktT0xlyooBxIQgc/Z7ciA8s9rTjOM4jo3rB2Ac46LsCa5FJ8YK1J/7J6UJd1d7XtKbb7i8fdx9q2OfMpNrb9xS+wMT1xyIG3vM3a9CyMZqyYpD977NMC6zN4AhvTP4J6BkXJ65dP3/5WExvTni3JmzFhkupp6/U7xSSv3yNmpqmXVIcaSv7lzxbnTY8DM9PRizdB8npK+qCxXzIOTE9D/9GMNjb2cVMbaxM4MhY07byecl7yn87uMD32S4/1krxML2+sIKRQjfWScV96qnkz3qtorJeM/VLTy/uFEpqywJDCgLFeMgbMb7yXaG6P+Yoy3kvGeumwQTsfFkZo1gWO9ZLxXxHGe0nbbe+UXjaeqHJS2zsVtFyp10raruEnat6GnnKXK4Ekv20XtK3naltWf7pr0a4kQSLseTzJdV/deU++6O+TYlsZfZaJPWQs2dd92n8ZEV1DRFeosWdSrZPlRfPZtLwiATJxyz2TA7WbiWjn8nZR1don+cDZPT5HFAL2aHj77bevxbmOYxoFUnxgNYdEyswu6+5q21NstwYzyRswk9SAmaSAsyVeqBfgrAPQDIj5pYCztd75omHMzpcDZaZuEIzZ5YCzrRN8VBvMZP/4dChQBqj4PG7XpkjgzH79SjnLZfT5eCJ6PaCXMs7sAyJaTkRvE5EwUxci2iagfkXF+xLRXUQ0hYgGENGnapBbRTtOYGOENXZcT27kUnxgdUOQlFrpsu6utj3FdgPOFuU9aPCcrfI8aPCcreXQWRLhOQv0qpXrKbPr+3m/KikDnKX0nJA7TBmgksBjfDK7EDj7+XMTY1sZfRZn1TklWi3etR/lPGjPEdECIppUYpvIq39JRKNzY7rEQ2ViJ2XWEZmEIwuffyaiZiLaUU0IsmdYwxDWmO5FXnS0FB9Yi47dyAUu6+5q21Ns97VDp7E2E0Io6X3vz8ybDht8cvRc1qZnKBwybiEbC5sy3oQKSmpPEz9i2tb3bUn6wfTleftwxnLWFiU0UMIE9dTwOjxQhwZKPig80IQFSqiX5IPCA3VooOQDIUeFBkqYoJ/nScoCvU8Rp4IPmw4+amigngo+LFTQhAL6paHhgXqKeJ9QQdE87qQWxttUKrW9TlGWo3imtoYGVj5NvA4ptGGm0uUg8JG2B62LWp4GGPkdY2HbBk7TGvnxwO57GaAS9rid6rqU4OxLRLTMepeZXz/lXWcyHOwPRDQ8p+cgv4pxym7wmSbS7Gd3k8lAeiwRTcsB49Wl2gM4sy/DlJdTfGBNuWfZPpzLurva9hTbrcFM8oCzrZCmx24Bztbk39dlj90yy35QZsoAZwbQ4r3DC3BW3rixNMFMjoVPhwJOwtlOe/IFf5sY2xLq84O5WRxfI6LriegYByZWLIVN6awHnHVcgDXJpfjAWpP+ZfWgLuvuattTbDfgrPTEGoAzwJntTYPnrPRLm/28WmmUAc5q9zCREKik81CfO8pXdtqDz3/2s9iWUJ8FymR+i0eISOa62Dujkymm+t1EOhjgrHYXPI4MBaBAdRTQs+/FDrGTMDs/izgzn56lz87bM/Xp5dDQvMVrOL++pQMu7DA9vWy8QKVS4xEqlVbiMbJnA7Qnk4i6XCqkz2+9DSJRlqPASnl1KvcyVdPjpMMJo4b5VbteGuBTyTHShqaKjrdiAy+MaNW5M7u514RAJdIzeVKVBM7O++tnsS3BPstEinvl4EwgTWBNJhARTxo+QQoAzty8WaDVUAAKBCsAOOsAt1JQZtaXgjKzHnBmwvnipICzcmGuEnBKY9uKYCnlcWRRwUzq4dOhQIKgEvQonnh5huDM9O3bRHQKEcm7z2SejjazAqmPAoCzjgsQOSgABepDAcAZ4Mz2nkXxlNl1yvOKRYE1wBngLN2JPQrgMaLXDHBW+DvoKpyZ92/GSRPqs0ykKLM5zs1NVvg4Ef2CiGTWe5lMEZ8gBQBnhRchlqAAFHBfAR36VZyP8hAdXMd+gM/CcvIQEdz/wmMlCxvF39XW/etwu6zky4WMrNZPw7uU1WMUgEvaXqxaHA9wFuvHLSFQCXoMr0q5eM7OfWZCbEuoz38iop5E9I2qdLKedwo4i3WtYiMoAAUyrEDQQ/7W8qjg4V8vCzBmt6EQmPzbXZ06gLOsQlfUdmUVnNJoF+AseAxahm/vqTctIVBJFSW23XEPPufp8bHNxT6nKnC1DwaYVUW4AAAgAElEQVQ4S/06xwGhABSosgKAs7QADXAWFYKyWi8NCMrqMQBngLMoP0UugorA2dlPj49tLva52ryU6v4BZ1EuTdSBAlDAJQUAZ4Czaoc/ZhW2ym1XVsEpjXYBzgBnUX7XXAQVwFmqKJX8wQBnUS5N1IECUMAlBezJIKq5bIcYlrucTLhh9TxY1YacKPsvFzhQv/T7usrVKA1YapRjuACFLt3vq91WV+HsrKfGcVxzsc/JE1IN9wg4q/Zljf1DASiQtgLVhDF73+XCmF0fcLaeSwFauSCB+oCzLIMe4CztX4TKjuciqGyz4x58xpPjYpuLfa4hSiV/aMBZZRcttoYCUCB7CtgAVc1lG7bKXQacAc5cgMksw45rbQOcZe83I6xFLoKKwFmvJ8bGNhf7nDwh1XCPgLOwSxLroAAUcFGBGS0d7/my8+aly3ZqXrLsl4a+eHnpWp7pY7OWruMgiwqL5YKe1M867IWPB/QPzyzlWcP60oCblkYugGYabXQJGP1g0cX7frXa7CKoAM5qCFZJHBpwVq3LGfuFAlCgVgrYQKaXbSgzy35QZsoAZ/7QFAe04myTFljgOJVDXhrg48IxAGe1uvsnf1xX4ez0x8dyXHOxz0kwUWb2AThL/kLGHqEAFKitAhrG7LyBMTs1IOaXAs4AZwC3aODmAjil0UbAWW1/A5I8uougss0Ou/PPHvs0trnY58yAVRINAZwleQljX1EUGDJkCPfp04e7devGQ4cO5SeffNJbPuOMM3jVqlVRdoE6UCBUgWmL1rC26YvXsLEZi9ewr1mhkDa8mWUb3kLBbclazq/3CX2UcMig0MdS5VFDI6PWixNC6dI2Otxz6txlvPe+nXjQ039PKAw0qXDSWu+nthAex6taapssQHUaMBjlGOUAY+gNtsFWuggqX95hdz710U9jm4t9ToKJMrMPwFmD3WUy1N3W1lbu3bs39+zZ02vViy++yI899liGWoimuKqABjPJGzCT1BfMpBxwxi7BVrlt1XB2yRVX8VXX3gg4a7VhEHBWDZiLAk5p1AGcxftFcxFUBM5OeWRMbHOxz5kBqyQaAjiLd7Fiq8oVuPzyy3n06NF80kkneTsbP34833zzzZXvGHtoeAUAZ+s4qsfM1CsXdlyrb+Dsqb+/zPc+9Bjfee+DgDPAWcnXOCQBa2mAV5RjAM7i/TS6CCqAsyQIqYb7AJzFu1ixVXwFtmzZwldeeSUPGzbM24mBs5deegmes/iyYkulgPaURfWWmbDFUqkd1hi0nA9n1KGNtcgHhFP6zTBZz2UmTPTCy67kc/pexAf/5HD+n6OP4+aWNbFDS80+q50agM5iWitIN7CdTlo9j2IS8Kf3EQXSotRRt9OGz7oKZyc/Mobjmot9riFKJX9owFnD33dSF6B///7cuXNn7tu3Lw8YMMAbc3bBBRfwWWedhTFnqX8b9XlAwFnpsW71DGJ+fbMB6o57HuSBT/4982Am7c4ilJk2Ac4qAzcNVknko4BXlDr1+csQr1cugop4znoOGh3bXOxz8oRUwz0CzuJdrNgqogJEESuiGhRITgHAGeBMAO26667Lv4POhjOXlg0IZTEFnAHOkrtzZ3NPLoLK//vO7tzjL6Njm4t9riFKJX9owFk2bwZ10yrAWd18lS51xJ7cw6nlsElLsrDOmjilFtqWCj016wXOTD6JNCiEtdrlVQ2RrWLYaxIAnDSQVgqTyYRRVgZ09gyVlXrc/DxpLt3vq91WF0FF4Kz7wFGxzcU+J09INdwj4Kzal3WD7x9w1uAnQG26XwtgSOyYWQCwsDYAzrjaMGbvH3CWXGgn4Kz4fXWAs/DfKRdBBXBWQ7BK4tCAs/CLEmsrVABwVqGA2DyOAomBUi1AJAyMsrCuFppYx4zqBYPnTIW3Bk1GA89ZWa+QgOcszh3Z7W1chbMTHx7Fcc3FPifBRJnZB+DM7ZtG5lsPOMv8V1SPDQSchbzPrVLAs0CpFloDziJAVxCM2eWAM8DZ8vVse8/q8Xchbp9cBJX//M7ufPxDn8Q2F/ucGbBKoiGAs7iXK7aLpADgLJJMqJSsAlMXreZAW7iap0awKQtXc7k2ecFqzpqV24dS9aNoF1on7LuJsc5+p51eFs+ZXo6StyeTqXQ58KXn5UByhUAcFWbD6tmhllGWY4VjxoTFOOPb4oxnixMWGd/bVv7YtErHn5ntk70ju703F0FF4Kzbg5/ENhf7nAQTZWYfgDO3bxqZbz3gLPNfUT02MBDM5OE/AphJnVKQ4rc+a2Am7fFrZyVlUfULrBcDwMK+zzDgApytYfFshkFX1HVRYMyuAzhb53nlAGdu/8q4CCqAs8xgVryGAM7cvmlkvvWAs8x/RfXYwLCH+UBosKAtDsAAziLAL+CMy/amwXOWfyWC3zvspAyes61eNuP5qjStx9+FuH1yEs623427PjAytrnY53gUlNGtAGdxL1dsF0kBwFkkmVApWQXGzmnnQJvdzmOrZWHHVevGzVnJUWz83JUcxSbMXcmRbN5KnhDBPpu3iqPYxPmruFybNH8Vl20LVvGkGCaes3KBOQ6URwX+onoRQTXMO6jXRQnBjAyGEYEwac9bZG9bxPDHONAm20QNeaxumCPCGpP9ZYi3NxdB5T+33427/HlkbHOxzxnFrHjNApzFu1ixVUQFAGcRhUK1JBUIBDMBpGqBmexXAVhYPgqYSZ0oYCZ1IoGZ1IsAZlInCphJnXLBTOqXDWayTQwwk20AZ2vYBjbA2bpIXjbAWZJ3ZLf35SKo/Mf2u/Gxf/44trnY53gUlNGtAGdu3zTQeigABYoVCAMjwFlpSKsXOCvXaxZ3jF6RR8wKkQ1cD89Z0Tvj4Dlbxx1j1OA5K767p1/iIqgInB0z4OPY5mKfM4pZ8ZoFOEv/QscRoQAUqK4C705tZW0jprWysfemtbKffTB9OWv7cPpyztuM5fxhzj6a0cbaPm5qY2Mjm9o40JrbeGTOPmlewcZGzVzBQTZ65grO26wVPDrAxsxq5yj26ex2DrLI0JqgdzCLnsEwb2Bkr1+Apy8MFsPCKQPhzobAANjToY923vasmeUkPGxhIY/25CFBy5XCWtSwRlc9ZXNbi18qHWW8mT11vr1c3Tu0W3t3EVQAZ/GYKDNbAc7cukmgtdlTYMiQIdynTx/u1q0bDx06lO+8807u1KkTT5gwIXuNbZAWaTCTvAEzSf3ATMo0mEk+D2aSB5x1hIMCzkqHZqYMZ4899yrv/4Mf8SlnnsuStyfEsYFMLxsYs1PAmf+4s6yNMQOcVf9HzVU4O/r+jziuudjnzIBVEg0BnFX/wsYRGkOB1tZW7t27t9fZa6+9FnBWw68dcObvSQvymkk5PGdbJ0Fx0XP2+HOv8cGHHcEnnnw6v/7heMCZmiwEnjN/z5rtKbOXa3j7ztyhXQQV8Zwded9Hsc3FPifBRJnZB+Asc/cBNMhRBS6//HIePXq013rAWW2/xJcmLGZtL3+2mI29NrGFjb0+aQkbGz55CWt7c8pSNvbWlGVs7J2py1ib9srpvO2h0565IK+c9tBJXodP2nkTSlkqjRJmacIt/VITfumXBoVjSnk+HNPOB4RmSshmUGhmZKgM8erpSVjCwilDJ1dRE6qEjcvTgBcaChnRwxYU8mjCHSfPX+m9v+/98c183Iknb32Xnwpx1J4yO297zMxyqOcsZCbHoFDGoLBFKa80dLGcqfSTDl/sGB+mx4rZ+fLHjpXjEbPBKsrygrb1HGa1vYNn6+gugsr/3W43PuLeD2Obi33ODFgl0RDAWbZuAmiNewps2bKFr7zySh42bFi+8YCzvBQ1yWgwk7wBM0kNmElqwExSDWaSN2AmqQEzSTWYSV4Dmc4DzgIADXDWERaZEJwZSJswezkf1eUEwNnS4BkZAWfrWeAtDMxkHT4dCrgIKgJn/3PPh7HNxT4nwUSZ2QfgrOMCRA4KxFGgf//+3LlzZ+7bty8PGDCAH3nkEZbr6uSTT+bx48fH2SW2qVABwFmESUrUBCV+HjNT5ucxM2XwnPm/Dy5tz9k9Dz/Fp/Tqzcd067F1zJlMFALPme+U+YAzwFm5Py8uggrgLDOYFa8hgLNyL1PUb2gF8N42J75+wBngzH6dQr2ENcq720yYo/GY+aaAM8DZ8q0g5hfmCM9Z9J8yV+Hsp3d/wHHNxT7Ho6CMbgU4i36BoiYUYMCZEyfBC+MXsbYXJyxiYzrE8dXPWtiYDne080MntbAxHQoZlrfDJIOW35i8lINMh1baeR1qqfN22KVe1hOl6BBMO69DMvVYubBZLMPGy+lxcQVj4CzvnfHISaq9ckXj11RopB6nFndsWhC4FY0/q3TMWUAYo7wwW0+zb+DLpBq+BM7yywrAxFNmjyczy2YcmV9aMLYszbFkatIOGTMWZEETetTGAyZjyaKNH4synb1dxw+iopSVAi2/9QvbNnCYOXGjT6mRLoKKeM4O6/9BbHOxzxnFrHjNApyldHXjMPWhAODMie9Rg5nkDZhJCjjb+g44G8j0MuBsJcukIYCzNTwjB2yJT/QRAmQa1ABnwd4vA25+8FWqLAzMZB0+HQq4CCr/vt2u/JO73o9tLvY5HgVldCvAWccFiBwUKKkA4KykRFmoADgrnrhEPGjwnOVeGWDN6gjP2Rr2PGjwnHHp2RfhOcvCPT7NNrgIKoCzjEJX1GYBztK8xHEs5xUAnDnxFT4zZh4H2VNj5nGSFnScwZ/OZ21//XQ++9mzYxewtufGLmBjQ8YtZGPPj1/I2jSABnkGxUtowjYlNaGZktohmTrsUodQ6pBJyQcBXlj4o34NQGCIY1Mbxwlr1KGMRe9qUxAWBGBFHrKQ0MXAiT6scMWwEEUTqihpPjyxjAk8JKzRhCcWhCQuzgGWSRVoBXm9pDxoivvQ6e1DvF5Bni67PCgsMepLnktDlJnOPhpM2eGKdshh0LLxXpWTlvJqlVpfyusVaf2KDbwwxJy40afUSCfh7Nu78qH93o9tLvY5Kvc4UQ9wltLVjcPUhwKAMye+xyBgkvIkwUz2FXQsDWaS9wMzKdNgJnkDZpIaMJNUg5nkAWcrWN6NBjizoAxwZnm/AGe+sBYCZgJt+HQo4CKo/Pu3d+VD/vRebHOxz05AV9RGAs46LsB6yw0ZMoT79OnD3bp146FDh/INN9zA55xzDp9wwgk8d+7ceutuOv0BnOV1njRpkvf6gB49evD999/Pd955J3fq1IknTJiQr1OrTBAwAc46vGdpeM7+9sanfFzPXnzYUd28F2p36fEzFjv2xFP5g2nLuGByEHjO8tPfm4k8/FJ4ztaxeNfEc/bemEl8yuln8bFdT/SWf3L4kdzr7D58/oWXKkADnAHOKvslchFUBM4OvvO92OZin6NyjxP1AGeVXbQubN3a2sq9e/fmnj17es196qmn+JVXXnGh6dlrI+Cs6DvZvHmzd37Jiqy8fPuS5yeztsv+MZmNXf7CFDb265emsLGrXp7K2q55bRobu/716WzspuEzWNttb85gY3e+08TG7n6vmbXd9/5MNvbgR7PY2KCRs/n/t3cm8HNUVb4/EYQ/IMgOQQSCLJ/RWRwWJaPwBmdUyAiRsAgIInkQNqMzyMAwUURFGMU3iBO2z8MZlsk4LIpIHIigQZknQyCajZCwBQhrCIGELKy573Obuunb9a+qrr5d3V2n6tufz/nUXn3Pr07dut++p277dv0Di42zKTMXG2fxnji/x83vYfN71Oy8PwCKPwplHM78VEZ/hEd/oBA776cv3vvIy8aZn7po533w+sRBh65LWbSjMB79xVPN1P/3YKPny/Z+OfNHXmxJUfTSE+0Q+X6KYsugHV5K4tynXzXznm7+D1lqSuIzK40dLdFZVkpiSBqiS0G002FpiF7qoRt4w06z0hAtnLlUxJDUw3h6YdpyWtqhXV+G1EM/zXDMoYcZu3zwIZ81x54w3kz65oWNZbuuk3TDtH3bpRkmbU8EojYjJGYe06anKytF0W17fvkbJq8Nq+hrvEIjqFg4+/j37wk2jT6rgK68hQTOql/jnHnmmWbmzJnmqquuMgceeKA54IADzIoVK6rveC88BM5aVL311lvN6NGjzZQpUxrrgTPgzEFaGpzdfNf9ZtyxJzaGyndQ5qbA2TujIwJn7Xu7kuDsqZfWNKDs5NO/bH55zwON+TTg6mR9Eny1W5cJWiGQBpy1PHv6uaARVICzvBRU0v2As37e4v39rrVr15qzzz7b3HnnnY0vPuSQQxrTe+65x1xyySX9LUxVvg04S7ySY8aMaawHzoCzLDj78e33mrFHHW/uXfgicGZ70ug5i9IP28NY1oAdrufMAds/nHeB+dkddwNnMaDL22tm9+PTVEAjnG2y457mYxf/Ntg0+lxSzAorFnDWvAFVzyVAw6WXXmr22muvxntBV1xxhTnnnHMa8+PGjTOzZs1S7S6F77MCCfE1ffp0M3HiRDNhwgQzefJkc8011xhbnxx11FFmzpw5fS5g69fFc+0/ddn/GGeHXf2AcXbsdX8wzk788Rzj2+k/nW+cuTRIO/3a7Q+32AV3PWKcff/ux4yzyf+9yPh29X1PGmfX3v+UcRYfoCQtXdEfkdHO+ymKaSMt2lRFf3RF///L4n8a3TKKovfn0P6fQdt518tlp24wDptq15KG+OQ7qYe/mf2EOeLz482OO40yE//+PLP1ttuZz37uOHPkcePNnTMWtKQd2hTE+TbF0FlKqqFNO8wz4mH8T5n99ML4fEu6oQdMWT1YLrXQTkPSC+1/eaWlFMbXp6UYli290MFRnmknPVc2vuL7256reY8/a44/8SSz8y6jzLnnfdscefRx5gvjTzbHfmG8eXrZGqOxd8ulINppJzCVZ98XVrxh8lprjVrvJY2gssn79jR/8b3fBptGn8MoqKRHAWcVqXQSGs8V8Qw3yqCAsvgCzpYa9w7ZIOHMvRuW9l6Y/04YcPZaKqwBZ8lw1g6+2m0vY+ohcFaGB15rGTSCioWz0d/9TbBp9LmkmBVWLOCs9SZUu6Ss8axW57oWXFl8AWfAGT1nzYE7evmfYHl6yZL2ifeEZS2n9Zy1g69224Gz9J60uj7qkvzWCCoWzvb7p98EW06fNxeRm0VkgYg8JCKjw0iEo4YpAJwl3YoK1ylrPCtUuN5FVhZfwBlwBpwBZ8BZa2pk3pRGux+fpgI5QWVY+3qQK/oEZ9eKyEmRnxuIiIU1PkUoAJw1b0DVc8oaz6q1rmPhlcXX56+fZXw79eYHjbOzbltgnLnh8e3UvSvmplf8bpFxds39Txln8XfE/D+N9oexv33eEuOb/16YP1S9/x6YnfffBfNHPLz/8eXrhqO380nvftl3wOxQ877NWfyqceanF4amFCYNJ297NuL/yeW/15X2Tld8QAz/Ha9evtOVliYYX5/1Tlf+3qh3/pPrnf07H/jCDoSR1PPUybqsXqmQbe2gp9Pt7XqwbHy12yd1e2xQDD9tsIj5PO96he7TCUx1uu+SFW+aLKvjYy7NZ51wtof56EV3B1sOnzcTkUUiMqIIFuEcMQWAs7TbUdl6ZY1nZepSXGXx5YOZnXdgZqcOzOwUOGv+D9i6gTgy/vfLDsYBnDX/BLlzQAPOksAtFayiIeeBs/T0w06hzO2fBWZ2G5+mAjlAJdayHvzixu/bw3zkwruDLYfPHxaRGSJyjYj8QUSuFpFNBu95RUoAnDVvQNVzyhrPqrWuY+GVxRdw1uw9c71mdkrP2TuDbsR7yNKW6TlL/hPnJMDqZh1w1pp+6HraHEj1Ygqc5X+Q5wCV0hHBxjvsYfb9zvRgE5EnIr8fiKYTYk7uIyJvichHo/WXisi3Y/uwGKoAcJb/Bi31nsoaz6XWksINV0BZfP3qoaXGt3seXmacpaUNxoeMb/lDZC9V0IcdO++nB6b1Ps1/dmXr8O/PrzL2naj4e1E2NTAtHdBP+bPzftqfPz9sWPela4wdtr3d0O3dAIrt2cjuRcrXY9RJql6n+4ak7xV9TDcA049j20FSX7YnpCE2es4S1oekJTrw6cW0FxDlztkOprra/uqbZknMhj8E6rumpnBmoSzrs30EcG6f/UXkF26BaZcKAGcVqXCUNZ4ronp93FAWXz6Y2XkHZnYKnCUP2Q6cJfcSFQlo/QCsbr6jL/AVpSqmflcChAFnb2S+H9YVmNl3z2JgZpf5NBXQCmf7XDDdhFpOn+8RkT0jDDlfRC7uEkk43CkAnDVvQNVzyhrPqrWuY+GVxRdw5v0xMj1njQE1ioSs0HN1A079ODYVmNoBVZHbgbPEP4ruGsCyBgABzjKf6jlBxTWrSzG1aY17f/vXwZbTZ/veme1hmyMiPxORLUrhfBUKAZxl3pN6NiprPOsRlpI2FFAWX/HGc1rDNrMxmtBIbJdG1YtUqUGfs53Pdntwz0aRjfouzpUWH5rXZ8Z2F1oFnzfgfnKxlye+enmfuNTCoqaFg1YCXCX1hnWyjidfU4GcoFIqJLBwtte3fh1sGn0u1QXotjDAWfMGZA4FUKAaCgBnyQMMhDRgXQO5J9NBQELCd2qGsLSyB0NUgj6FnKsLOMsTeyGxnfeYoqDMnQc40/Wc0QgqG+2wh/nzb/4q2DT63C0Plep44ExXJUFpUQAF2isAnAFnnQBFGuBoXt+J/33ZFzhbl64InLWvw8u0h0ZQAc5KhVqdFwY4K1MVQFlQAAWKUGD5mreNb6+sftu0s5dXv2XSbNmqt0yn9tLKt0yaLV35psljL776pkmz1BSljHdL3C/37aZZPQp5ejEa+wT0wBQNQ3FIr8Jy0Rqlna9wYCsYzrJiNO+2dvdBp9u7hq6C0xPT6o4864uoh6tyDpVwNnIP8+HzfxVsGn3unIBKfARwVpXqAz9QAAWcAj6Y2fl2YGa3p4GZXd8pmNn908DMrs8DZnafrEYUcPa6SQMLt74KMBb3wfnW6ylw1vkfPwNnrgau1lQjqGw0cg/zZ9+4K9g0+lxi1Oq8aMBZtSoRvEEBFDAtvWbA2ZvrhuHO2xOQ1fNAz1nvh9yPA5m/3Gsoc+cHzoAzniXvKKARVCyc/el5dwWbRp87J6ASHwGcUf2gAApUTYF4L1ienq+8PV25e7NyphcGg1BK2qBrXCdN/UZ+fD7vnzovXpbvD6XT93utzR9Wl3l7t76nH59X/6z94tc0z3JSnLRbVwi4BaQ5Zt0radvy/iAR368MvWBZdU2ebXl76JP2q9ozoRt/NILKRiN3N3/y9TuDTaPPJUatzosGnHVzy3IsCqBAGRUAzpJT/rIa61mNfn9bOnSlg0frMWWGr3Zly+tj5/v5GofOZ13ftG3tQCxpO3DW7I1OhbgC3h/LA2BZ+yRBV951ZazXB1UmjaACnHXOQ/4RR4rIgyKyVkT28TeIyLki8qiILBSRT3vb9haRudG2H4rIiGjbhiJyQ7T+PhHZxTsmdRY4G9TtzveiAAr0SgHgDDhbvKwdaIVs7xy6WsE0/fhQIPOPSwOwrPVJ8NVuHXAGnPWq7i7jeTXC2dDI3c0ff+2XwabR51TQCdjwRyKyp4jcHYOzD4rIbBGxwDVKRB4TkfWi888QkdERlN0uIgdH608XkSuj+aMjUGtbJOCsjFUBZUIBFOhGAeAMOAPO8r0b1w7EkrYDZ8BZN/WztmM1gsrQ9rubD036ZbBp9Lkt8ATsEIcz22tmzX2mRUA2UkQWuJUicoyIXBUtu33s4voistTrVfMOaZ0FzrRVE5QXBVCgnQKZg1Z472r5Dc9474LfI9Ha+5He4/LUS68ZZ0++9JpJsyeWvmbSbNHSNSbRXlxjFgXY4y+uMWW1EH+GHZOmV8b6NO3j69OuX3y9u+btpvmBMb2HzY9FP0az5uOxnbbs3w9Z87nhrIfvlcXfEcu7nJqGmPGOaOrIqBmpi1nphnm35U1B9PfLene2k23t6tg6bdcIKhbOPviP04JNo8+tdFPMUhzOJovIcd6pfyQiR0S9a3d56/cXkanR8jwR2dHbZnvbtvaWE2eBszpVMfiKAvVQADhrglxZwcyWaxhohazLgLBEyF26JhWMgbPkHtc4qAFnb5p2wJYXwLL286Er73wnAJa1bz2eFPm81AgqwFki8rSstDBlwSluY7294nB2WQKcHS4i+4pIHM5ui85j312Lw9lW3nf4sxOiYHtgp512yhed7IUCKIACShQAzprgA5wN74mMQ1jacryHLG25XY+Z207P2Rsm895c/oZJG3Uxvj5vT1l8P3rOsv+D0QGbkqq+L8XUCmd/dO40E2oaffYhp6j5OJyR1tiXW44vQQEUqKICDz+/2vi28PlVZp09t8osjGzBc6tMmj307CrjbP6zK00ue2almT8Iy1k+50+7aZomdr3TbtjU1zg2718Lf/6RF1abNHv0hdUm1ZasNo8m2GNL1pg08yE1s8cuoycuBOIcmCVN02Gt+7TGMqQuxoEqbTkOUHmWc0NWRuphVu9XVo9W2ra8vVv+fg6Gupnm+auQTvep4nMh1CeNoLLh9rubPc+5I9g0+lwUkPnnicPZh2IDgjzuDQhyv4js5w0IMiY60RmxAUFu9L8gbZ60xtDbleNQAAXKqoAPAHZ+HZhZaPAAIwtCfIDJBWYWkAYBZvY7gbMGrKWBmV0PnL0zQEg8RTFtuYjUxTQYi6/PA2PxfYCzZg9Yp+CVZ/+y1u2DKJdGUNlwu93NHmffEWwafU7jnJD1h4nI0yLyuoi8ICJ2UA/3mRSN0miH0ncjMtptdsh9myJp3ymz76a5ofSHROSmaCh9O6Ljru5EWVPgbBC3Ot+JAijQSwWAs2Rg84Ezaz4LWn24bZmP9Zb5QBy/Hm45rdfMrk/tNbPbEnrN7Drg7HXjBgah5ywaUZGeM5MHxuL79LJ+1nZujaBi4Wz3v7892DT6nMU66rYBZ9qqCcqLAm2volEAAB/YSURBVCjQToF7H33ZdGr/8+grJo/d99grxrcZj71iEu3xV8wMz+5/fLlx9sCi5SbNZi5abtbZE8vNzMh+/8QK49sfnlxhnM16coVZZ0+tMLM8m/3Uq8bZnMWvGmdzF79qWuzpV83cyOY9vdI4e/CZlSbNWnoKY713Pvz5sJcFdA7a4tM4xLWAWwqoxWEtpOcsLY3RrvffP0tKWXTr0lMX7aifyemLDrCSpmnQZdcH9YLlHFEx3tvlluM9WmnLZenp8lMK886HpBzGYacMy/G/GMlablfH1mm7RlABztThWGuBgbM6VTH4igL1UKBTMLP75wEzu48PZnY+Eczseg/M7LwDMztNAzO7fh2Y2XngrPHuIHDWvkcMOHvTpL0L5q/PC2T+fsBZPZ4baV5qhbPdzrrdhJpGn1vpRvkScJZ2O7IeBVBAqwLAWbP3zPWa2anrNbPTll4zu0zP2TtD+3sDgtBz1hxd0fWUxadpPWXx9fScvRWUXlhkj1tWT1l8m9a6vxfl1ggqG263m/nAV/8r2DT6rBzHWosPnPXiVuacKIACg1TgplnPGt9+Ovs54+yW2c8ZZz+f87xxNnXuC8a32+ctMc6mzV9inN310IvGt18vWGqcTV/wknH224XLjG///fAy4+zeR1426yyWgun3zPm9b37Pm51P62FzqY5uui7d8ckV69Ib46AWhzWX0min8ZTGtFRGP43RzqelL/opi5k9Yv57Z7HURf/dssx0RQ+0/P88i0NXWIpickqiTVVMSke06+IpiWrTEHO+x+X3WGXN+71UeedDerPsMUXCTt5zxcGn2+VXVr9tirTla942cRtk/V2279YIKhtst5vZ9cz/CjaNPrfSjfIl4Kxs1QDlsQrccsst5qSTTjKHHnqomTZtmpk0aZI5+eSTzamnnmpWrVpVGZHmz59vTjnlFHP44Yebyy+/3EyZMqXh9/HHH29WrlxZGT/77YgPZnbegZmdOjCzUwdmduqDmZ13YGanDszs1AczO+/AzE4dmNmpD2Z23oGZna4DMwtpwNm64fRb3iUbMJzdM3O++dznTzAHH3KYse+PnfuN75ijj/ui+eTBnzFzHns29X0xbXB23+wF5pjjv2g+M/Yw43q7/nnyVWb0x/Y3qb1dwFlHkNctjMWPLxLM7LniYGaX+TQV0AgqG2y7mxn1d78INo0+K8ex1uIDZ80bkLnyKbBs2TIzfvx4M3bs2EbhbrjhBnP99deXr6Bdlujtt99u+HnEEUc0znTbbbeZ6667rsuz1vdw4Cx5sJC0FEd6zpoDfLiBPNzUwZldtoN7nHfB98y0386oDJw5IHNwNmPOQvP1b11oPjN2HHC2qpietjhcdbsMnPX32aYRVICzVtZRtwSc9fcm59s6U+DMM880M2fONNdee6350pe+1LCLLrqos5OUfO9bb73VjB49utFrduSRRzZKO2fOHHPhhReWvOTlLR5wBpw1/mi6gLRGB2ePPrei0XP28f91oJm36PlKwtlzr7xmxp98mlm8dCVwVhCY2dTHbmEsfjxw1t9nj1Y42+Vvp5pQ0+izOgDLKjBw1t+bnG/Lp8DatWvN2Wefbe68886WA66++upGymPLyoosjBkzxjg4mzp1Kj1nXVzXa+9/yvg2ZeZi4+zGPzxjnPnpjn6Ko53/xbwX1llWWmNaKuPvHnnZ+OanL6a9V2bfMfNHcvRHa3TvkLmpP1x+1kAfae+Pxf+42n9nLHXo++dWNUZPdO+N+e+MDUtJ9N4TC3lHLP5emL+c9o5Y3mHr094Ji78XZt8J+5tDD2sZov7Kf5tifnD51SbzT5pThqePD6bhL7serKRpanrhiui/vNw0Jd0w630vt832lM2Y/ZAZO+5Ic8rpE82oD+xmfvyTn5ukd8BC3vfK+35W0fvFwSZkuR8wlJRaGLJuxZq3TRHWRfVbuUM1gortOdvlK1ODTaPPWayjbhtwVrl6RJ9DIsPKfOmll5q99tqr8T7WFVdcYS655BJz2mmnNXrObAqgyk+Cn9OnTzcTJ040EyZMMJMnT270ntn36k444QTeOeviIvtgZucdmNmpAzM7Bc6af1ZdVzg7//zzWwbwcIN2zH3sWXP8iSeZnXcZZc4979vm9K981Zx48mlm3FHHmNkPP6UOzqyfDsT86cInnjcnjD/Z7DJqV/O18y9YB2OHjB23bj4OaMBZdwNyhEBX3mOKADN7Dj5NBTSCioWznb98W7Bp9FkdgGUVGDhr3oDMDUiBBGgZUEl6+7V18bO3KuY6O3DWHCqfnrN33hXz//DZ7zlLg7Os/w2zPWraes7S4MwHtTiEpS0DZ8BZroq4IjtpBBXgLIt8FGwDzipSe2h2oy7QUhc/SxCLt8193vh2x4NLjDN/tEU/JfGeh5cZ3/wRFbPSEP0h7X//xArjzB/C3s77g3H4/zHmw1N86Ho/9dDv2coaqt5PNbTzLemGKamGNu0wdUj62HtbedIL3eAZzTTD5GHnfUiKpxS6HqwkSEoFo5R0wueWv2H8FEJ/3kJLUiqhXZeZTpiSQrjk1Xx/hmyhKA1+4uvzwlBWSqD1M2t7J9tCUgPjx5Q9VbCoHqi253ntbbNiwPbqa2tN3EpQjZemCFrhbKeJPzehptFnBciVv4jAWWnu//oWpC7QUhc/SxDJPpjZeQdmdgqcrTaPLllt/PfAgLM3EgENOEserTAOWiHLwFn0btiAwcyCYRzM7DKfpgIaQeXd23zAvP9LtwabRp/zk4+CPYGz5g3I3IAUqAu01MXPAYWR/7XA2erk/w6j52xYDxo9Z8kAltWTFgJj8WOAM+DMr7PLPK8RVCyc7XjGz4JNo88KkCt/EYGzMlcJNSlbXaClLn6WIGxDUgrnP7PS+OanES58bpVZZ8+vMgs989MI/RTCQfVM9TpV0E8J9OfTUgMz0wNLkBpo4cxPG8yCkm63xQElZDkUaqyf9ti8A0vk3a9t2l5Bowc2vmdAvUxJPUtlWrfy9bWmaCtBNV6aImgElQacnf4zs2OgafQ5P/ko2BM4K839X9+C1AVa6uJnCSIZOHt93QiE/rtb/rwd1MK3vO9x+UDmzwNn7XugQmAsfgxw1v93tMoEYkllKRrM7Pn4NBXQCCrAmQIAyyoicNa8AZkbkAJ1gZa6+DmgMPK/FjgDzvIOqkHPWXe9afScDR9MIwmgerkOOPNr/+LntcLZ+067xYSaRp+zWEfdNuCs+BuZM3aoQF2gpS5+dnj5e7G7P2y6nfdT/fzeI3/e70UaNlR6zlEAy9h75KfsZc13m7KXdXy896fT5dDeIv+4tDQ9C2dp27LW9xRKepC+Z/1sNypgLwEi9Ny9AI9Bn3PV62tN2a0X9bLWc2oEFdtztsOpPw02jT6rA7CsAgNnWquLCpW7LtBSFz9LEJrAWXOY9iwg87dlwVW32zqFsfj+PmSFzqeBFnDWTBMMBaheHjdokOrF95cdzGz5+DQV0Agq7976A2bkKT8JNo0+Z7GOum3AWfMGZG5ACtQFWuri54DCyP9a4Aw4i0MccEbPWS9AK+ScwJlfW5d/XiOoNOBswk/MyEDT6LM6AMsqMHBW/oqBEqIACnSmQLxh3u1yWsO+iPU9TY+Lj5TXg3S5dqly8e297GUp4twhjW1Nx2gAg1KX8Y21ZlUNrLMat9p7awQV4CyLfBRsA86qXangHQrUUYFuYSx+fBEQlnYO4GzwAyr4UKcJtELKWmrwUfAuVh3AzPrIp6mARjhbf+tdzfYn3xxsGn1WgFz5iwicNW9A5lAABaqhQByuul1OA6si1gNnwFkIZIUeA5x1ORhHDXrNgLPW56BGULFwtt1JNwWbRp/zk4+CPYGz1puQJRRAAf0KdAtj8eOLgLC0cwBnwFkoaIUcB5wBZ3l6//Q/BYrzQCOoWDjb9n/fGGwafVaAXPmLCJwVdwNzJhRAgXIoQAO0ywZo0ellNeltyNPoZZ9qvbO1+g1jqmjlqMnLUQqNoAKc5eegUu4JnJXj5qcUKIACxSkAnAFnQFC1IKis17OKYGZ94tNUQCWcbbWr2Wb8DcGm0edSQlZooYCz5g3IHAqgQDUUAM6As7I25ilXtaAROKvGMyPLC42gsr6FsxNvCDaNPodyUCmPA86ybkm2oQAKaFRgzZvGDMKq2lDDr2qmrnFdua5pMaCx3u9VmTWCioWzrb/4n8Gm0edSQlZooYCzXt3OnBcFUGBQCgwCzOx3pjV0WI82xAAxoCkGBlV3l/F7NYLKeluNMlud8ONg0+hzKAeV8jjgrIxVAWVCARToRgHgjIawpoYwZSVeyxYD3dS/VTtWI6gAZ6VErvyFAs6qVo3gDwqgwKDgjO8dTDopuqM7MVBsDPAUaSqgFc62/MJ/mFDT6HN+8lGwJ3DWvAGZQwEUqIYCNNSKbaihJ3oSA/WKgWo8CYrxQiOorLflKLPl8f8RbBp9VoBc+YsInBVz83IWFECB8ihAQ7JeDUmuN9ebGCg2BspTmw++JBpBxcLZFsdNCTaNPucnHwV7AmeDv/EpAQqgQLEK0FArtqGGnuhJDNQrBoqtkXWfTSOoAGcKACyriMCZ7kqD0qMACgxXgIZkvRqSXG+uNzFQbAwMr1Xru0YrnG3++X83oabR5yzWUbcNOKtvhYPnKFBVBWioFdtQQ0/0JAbqFQNVfTaE+KURVGzP2XuPvT7Ycvr8hIjMFZFZOfdXx0gDKzBwFnKrcgwKoECZFaAhWa+GJNeb600MFBsDZa7f+102jeDxri13MZsdc12w5fTZwtnWAwOYKn8xcNbv25zvQwEU6LUCNNSKbaihJ3oSA/WKgV7X0ZrOnxNUSoUK79piF7PZ0dcFW06fgbNeXXXgTFMVQVlRAAXyKEBDsl4NSa4315sYKDYG8tSzddknJ6j0qpkedN4+wdkiEfm9iMwUkQlBBeWgZAWAs7pUL/iJAvVRgIZasQ019ERPYqBeMVCfp0V7T7XC2aafu9aEmojYXrEHPEuCrx0isthWRGaLyAHJpMHajhUAztrfmOyBAiigSwEakvVqSHK9ud7EQLExoKvG721ptcLZe466xoRagM/ni8hZHUMIByQrAJz19qbm7CiAAv1XgIZasQ019ERPYqBeMdD/Wru83xgAKskN7j6utWmNmxz5b8GWw+dNRGTTyCU7/zsROaiPLlb7q4Cz8lYIlAwFUCBMARqS9WpIcr253sRAsTEQVvNW86gcoFI6UHjXFjubjY/412DL4fOuUSqjTWd8UEQmlU4EzQUCzqpZmeAVCtRZARpqxTbU0BM9iYF6xUCdnx9x33OASukwoA9wVjqfK1Ug4Cx+G7KMAiigXQEakvVqSHK9ud7EQLExoP0ZUGT5VcLZ5jubjQ//12DT6DNwVmTUcy4UQAEUKFgBGmrFNtTQEz2JgXrFQMFVsurTaQSVEZvvbDYa96Ng0+gzcKb6NqPwKIACVVeAhmS9GpJcb643MVBsDFT9GdGJfxpBxcLZ0GFXB5tGn4GzTqKafVEABVCgzwrQUCu2oYae6EkM1CsG+lxll/rrNIIKcKYc1XjnrNR1AoVDARQIUICGZL0aklxvrjcxUGwMBFS7lT1ELZx99v+aoUDT6LNyHGstPnBW2foEx1CgtgrQUCu2oYae6EkM1CsGavvwSHBcI6iMeO9OZmjsVcGm0edWulG+BJwl3ImsQgEUUK0ADcl6NSS53lxvYqDYGFD9ACi48BpBpQFnh15phgJNo8/Kcay1+MBZwXcxp0MBFBi4AjTUim2ooSd6EgP1ioGBV+IlKoBGUGnA2SGXm6FA0+hzK90oXwLOSlQDUBQUQIFCFKAhWa+GJNeb600MFBsDhVTEFTmJRlABzoCzitx+uIECKFAVBWioFdtQQ0/0JAbqFQNVeRYU4YdaOPvMZWYo0DT6rBzHWotPz1kRty7nQAEUKJMCNCTr1ZDkenO9iYFiY6BM9fmgy6IRVEa89/1m6G/+Jdg0+txKN8qXgLNB3/Z8PwqgQNEK0FArtqGGnuhJDNQrBoqukzWfTyOojNjs/WZozKXBptFn5TjWWnzgTHOVQdlRAAWSFKAhWa+GJNeb600MFBsDSfVqXddpBJUGnB38AzMUaBp9bqUb5UvAWV2rG/xGgeoqQEOt2IYaeqInMVCvGKju06FzzzSCCnAGnHUe6RyBAiiAAj1UgIZkvRqSXG+uNzFQbAz0sHpWd2qdcLajGTron4NNo8/Kcay1+PScqasnKDAKoEAbBWioFdtQQ0/0JAbqFQNtqthabdYIKiM229EMffr/BJtGn1vpRvkScFarOgZnUaAWCtCQrFdDkuvN9SYGio2BWjwocjqpEVQacPapi81QoGn0WTmOtRYfOMt5d7IbCqCAGgVoqBXbUENP9CQG6hUDair7PhRUI6gAZ62so24JOOvDnc1XoAAK9FUBGpL1akhyvbnexECxMdDXCrvkX6YSzjZ9nxn65PeCTaPP6gAsq8DAWclrBYqHAijQsQI01IptqKEnehID9YqBjivdCh+gEVRGWDj7638KNo0+Z7GOum3AWYVrFFxDgZoqQEOyXg1JrjfXmxgoNgZq+uhIdFsjqDTg7K8uMkOBptFndQCWVWDgLPFeZCUKoIBiBWioFdtQQ0/0JAbqFQOKq//Ci64RVEZsuoMZ+sR3gk2jz1ms0+m2i0VkgYjMEZFbRGRz7wTnisijIrJQRD7trd9bROZG234oIiOibRuKyA3R+vtEZBfvmNRZ4Kzw+5gTogAKDFgBGpL1akhyvbnexECxMTDgKrxUX68RVICzVOzJteFTIrJ+tOd3RcSa/XxQRGaLiAWuUSLymIisF22bISKjIyi7XUQOjtafLiJXRvNHR6AWLaZPgLNS1QEUBgVQoAAFaKgV21BDT/QkBuoVAwVUw5U5hVo4O/ACMxRoGn1OJ53uthwmIlOiU9heM2vuMy0CspFRT5tbf4yIXBUtuH3sogW+pV6vmtt/2BQ4q0z9gSMogAKRAjQk69WQ5HpzvYmBYmOAh0lTAY2gMuI9O5ihv/xWsGn0eRjgFLTiNhE5LjrXZG/ervqRiBwhIvuIyF3e9+0vIlOj5XkisqO3zfa2be0t+7MTIuEf2GmnnZoRyBwKoAAKVEABGmrFNtTQEz2JgXrFQAUeA4W5oBFUGnB2wDfNUKBp9NmHnDzzFqYsOMVtrHfwpOidM/f+2GUJcHa4iOybAGcW6uznwQQ42yraljqh56yw+5cToQAKlEQBGpL1akhyvbnexECxMVCSqrwUxdAIKiPeM9IM7f+NYNPocyroBG44QUTuFZGNveNJayzFLUkhUAAFNCpAQ63Yhhp6oicxUK8Y0Fjv96rMGkEFOPOIKmD2IBGZLyLbxI79UGxAkMe9AUHuF5H9vAFBxkTHnhEbEOTG2DkTF+k569XtzHlRAAUGpQANyXo1JLneXG9ioNgYGFTdXcbvVQtnH/+6GQo0jT4nQk7gSjtU/mIRmRWZG23Rns6mOtr3xuxQ+m5ERrvevndmUyTtNvtumkuFHBKRm6Kh9O2IjrvmKRNwVsaqgDKhAAp0owANtWIbauiJnsRAvWKgm/q3asdqBJURm4w0Qx/7WrBp9DkP86jZBzirWjWCPyiAAjQk69WQ5HpzvYmBYmOAp0hTAY2gMmKT7c3QX/xjsGn0WQ145SkocNa8AZlDARSohgI01IptqKEnehID9YqBajwJivFCI6gAZ3kIqMT7AGfF3LycBQVQoDwK0JCsV0OS6831JgaKjYHy1OaDL4laOBt9rhkKNI0+lxi1Oi8acDb4G58SoAAKFKsADbViG2roiZ7EQL1ioNgaWffZNIJKo+dsv3PMUKBp9LlzAirxEcCZ7kqD0qMACgxXgIZkvRqSXG+uNzFQbAwMr1Xru0YjqIzYZDsz9NGzg02jzyVGrc6LBpzVt8LBcxSoqgI01IptqKEnehID9YqBqj4bQvzSCCojNt7ODH3krGDT6HPnBFTiI4CzkFuVY1AABcqsAA3JejUkud5cb2Kg2Bgoc/3e77JpBBXgrMTgladowFm/b3O+DwVQoNcK0FArtqGGnuhJDNQrBnpdR2s6v1o42/erZijQNPqch3nU7AOcaaoiKCsKoEAeBWhI1qshyfXmehMDxcZAnnq2LvtoBJURG29rhvb5u2DT6LMa8MpTUOCsLtULfqJAfRSgoVZsQw090ZMYqFcM1Odp0d5TjaDSgLO9/9YMBZpGn/Mwj5p9gLP2NyZ7oAAK6FKAhmS9GpJcb643MVBsDOiq8XtbWo2g0oCzvb5shgJNo89qwCtPQYGz3t7UnB0FUKD/CtBQK7ahhp7oSQzUKwb6X2uX9xs1ggpwloeASrwPcFbeCoGSoQAKhClAQ7JeDUmuN9ebGCg2BsJq3moepRLONtrWDP35xGDT6HOJUavzogFn1axM8AoF6qwADbViG2roiZ7EQL1ioM7Pj7jvGkFlxEbbmKEPnxFsGn3unIDKfcSL0UV4QNH0CUVl1aRrncpKDInU6XoX7SvxQ/x0E1PED/HTTfzYY4mh/sWQbSdr+9zRZTvZHs8HBTpSwFZMfFCgGwWIoW7U41jihxjoRgHipxv1ONYqQAwRByiAAqVSgEqpVJdDZWGIIZWXrTSFJn5KcylUFoT4UXnZSlVoYqhUl4PCoAAKUCkRA90qQAx1q2C9jyd+6n39u/We+OlWQY4nhogBFECBUikwoVSloTAaFSCGNF618pSZ+CnPtdBYEuJH41UrV5mJoXJdD0qDAiiAAiiAAiiAAiiAAiiAAiiAAiiAAiiAAiiAAiiAAiiAAiiAAiiAAihQCwUmishCEXlQRL7neXyuiDwabfu0t35vEZkbbfuhiIyItm0oIjdE6+8TkV28Y5itvgJniYgRka09V4khTwxmExW4WEQWiMgcEblFRDb39iJ+PDGYDVLgoOgZZp9l/xB0Bg6qogLvF5HpIvJQ1Pb5SuTkliJyp4g8Ek238JzvtD7yDmUWBVAABfIrcKCI3CUiFqzsZ9to+kERmR2tHyUij4nIetG2GSIyOoKy20Xk4Gj96SJyZTR/dARq0SKTiitgH3TTRORJD86IoYpf9ILc+5SIrB+d67siYs1+iJ9ICCbBCthnln127SoiG0TPNBtXfFBgpIjsFcmwqYg8HNU59gdqB/F22k19hMoogAIoEKTAjSLy1wlH2l+IrLmPbXhbILMVmv2V232OEZGrogW3j120ja2lXq+a259pNRW4WUT+LPqjTtdzRgxV81r30qvDRGRK9AXETy+Vrse57TPLPpfcJx5Tbj1TFLhVRD4Z9bLado792KnNKrKfeOy49k5Wmyg6lAkKoAAKdKbALBH5pojYNMTfiMi+0eGTReQ471Q/EpEjRGSfqKfNbdpfRKZGC/NEZEe3IfrF0jXUvdXMVkyBQ0Xk0sinJ7yeM2KoYhe6D+7c5tU7xE8fBK/4V9hn1tWej8eLiI0rPijgK2BfwXhKRDYTkVf8DSLycrQcUh/FTsUiCqAACjQVsGmLFpziNjZa594b+4iILIp6uy7zGkn2TBbODo/gzZ7PfSyc2QaV/dh31uJwtlW0jYluBbJiyIL9eyP3fDgjhnRf8yJLnxU/7nsmRe+cuXdYiR+nDNNQBY5MgLN/CT0Zx1VSgfeIyEwRGRd5lwZnIfVRJQXDKRRAgd4rcIeI/KX3NTY/f5vALnzXzW9PR1qjJ2qFZ/9ERJZE6YwWzN6KfoHcnhiq8FUv3rUTROReEdnYO3VIGhF1kCcgs41UfNIaCYQ0Bd4dpb2e6e1g0xhJa/QEYRYFUKD/CpwqIt+KvnYPEVkc9Zx9KDYgyOPegCD3i8h+3oAgY6Ljz4gNCGLfZ+NTLwX8njNiqF7XPtRbO5re/OhHIf8cxI+vBvMhCtgfCe2zyw5q5QYEsXHFBwVsD/11IvKDmBR29Fh/QBA3gnVIfRQ7NYsogAIokE8B+8D69yi98fci8gnvMJtmZHvS7C9JbkRGu9m+d2ZTJO02m4ft0pCGROSmaCh9O6KjHSGLT70U8OHMek4M1ev6h3hrhzi3PwrZ91+tuRFfiZ8QNTkmroD98dCOxGefV7Y+4oMCVoGPR3/9Yv/Cw9U9Nlbsqxi/iobSt1M7tL77dPo8c8cxRQEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQAEU6FCBfUXE/gHtkIhsIiIPisgfd3gOdkcBFEABFEABFEABFEABFEABFChAgQtE5PsicpmInFvA+TgFCqAACqAACqAACqAACqAACqBAgAIbiMhsEblPRNYLOJ5DUAAFUAAFUAAFUAAFUAAFUAAFClBgexF5TETmR6mNBZySU6AACqAACqAACqAACqAACqAACnSqwM9F5FgRmSQikzs9mP1RAAVQAAVQAAVQAAVQAAVQAAW6V+ALIvLT6DQ2pdGmNn6i+9NyBhRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARRAARQoQIH/DyOCOkgekvX1AAAAAElFTkSuQmCC" 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BRWA3AgVGFFcAGOb5s2sBDPSO/d0pAK7yTnAtbdZWXDgfwEx3oNsIAkoUu41A9xQBRSA7AiGI4pQGTWTGhm2xYg55rA1wxBObldjXwM7plhEXx8NDbbNTtGlpGYD6Nn0bAN3S3KuniIASRXbD0KuKgCKwG4EcjjuWUw1IFJTX1g5v5dDXMQAOAtDCRqcPR0KNdwfelv0UbNpab5ut2JQVDXcDyBVvjd6Uj2NWjzbYscCuvY7jgOcB2GK3/gP+DcBWAJsBXJRLYSWK3Uage4qAIpAdgRBE8YMGTWTq+vdixRDycvnAHNffA/AAgAezxJdz5FEhl0kUR0YkdQXwV3uO2xK73wDAOsuqJwF4BcD3IvfucahEkd0w9KoioAjsRiCE404YUdDX5gpx0uTKY5+vpyMK1hZq2Zy55TEDaxOMLszJNdtQiWK3EeieIqAIZEegCInC+dKC33JSyHMA1gBwY4g/jmi90x73jwwP44iAyyNpech8zLjkunXrZi8ZelURUAQUAYtAKKJ4fO27EieGkJfG/5XlFOdrcJIeO83pV+mTs03uK4uMfbqntr37aNus9FMAmYhiQBqiuCybdK1RqA9QBBSBuAiEcNxseopDEkwTQl42/1eKa2zSZ2C/73QATS1Z2NOFteEQrntsU5M2PcUt3ZpOEVAEgiAQwnGffHoTmfD8O7FiCHmBXDhHRjFwYt6ldp8zugsicNxvTasJ91cAuNiO9/U7s11nSsNIZ/ar2pkdxD40E0VAERAJ8g8/oUQxAsBcO9KU8zbol9kdUBDhZOv4We3hxJLWVqsjACywSnPrPpvLy0zD0U7s4P5lrqfQpie1f0VAEYiLQIh/+AkjCn5skGE/AM29L8zSBzex1yr/RokiroloOkVAEQhBFCed3ljGrnkrVgwhbx+9OAf98BtSnMR34j7mldzblSjU+BUBRSAuAiEcd8KIgs79BEsUJIzVAHrZEU+cBV4cQYkiroloOkVAEQhBFCee3lhGrX4zVgwhL7An51dqLwDAfmF+prw4PiSoRKHGrwgoAnERCOG4E04UUd7hKnuVPyhRxDURTacIKAIhiOKE0xrLsFVvxIoh5AXy4pfYBY44uXkXgE/sNlD2BZ6NEoUavyKgCMRFIITjTihR8EOrHOVUnEunKlHENRFNpwgoAgVIFK3s1AF+ZnwcgKoZ/pufDeCbyCeNOCeN0whIAm5eWobbscgOkc10vXKfV6JQ41cEFIG4CIQgirqnNZbBT78eK+aQx/4BfguvmvXSEwFw7Ylo4Be0uWTqkx5R8Bznm3Gu2oF2vhq/vp0pkGhm24+u+utTZEpfuc4rUcQ1EU2nCCgCORx3LOcYmCjeshOOOTHuiQwf6rsLwO0ARnpEcS4Afl3bheiXt915t+Ws7Ml2oSR/bQp3vXJvlSjU+BUBRSAuAiGI4vj6jaX/8tdiRbuutfnStZXtvqDtHDO/6vopgA8BjHUnvS1rHUvsp4x8ouBXtYd66a4BwK9vZwpu0bhM1yv3eSWKuCai6RQBRSAPRJHNQXNlTzYpHQWA8xs4Ie7qiMeeBOBH9pxPFFekIYp+kXv9wy4Zait+msq7r0Shxq8IKAJxESgwoqCz59oQLlwLYKA7sFv2YXDxN0bWPD4A8Bu7oFtpmp44HPZbAF/o8Ni4pUXTKQKKQFEiEIYoGkmfZa/GijnknWNHPPFrrhy2OgpAywhR+Id+jYJ9Gvy6NpeMdp3Z/Pq2hnQIaI2iKO1dH1oRKBMCORx3Ohez17nj6wcjCubdFsBLADg8dgwAfn+JH/BjjAafKHjtVwBetqOf3Je5o/ccGz2R5jhOmjS3JeiUEkWZ7EVvUgSKEoEQRHFcvUbSffErsWIIefvojrnkaa4QJ02uPAr7uhJFUdq7PrQiUCYEQjjuhBEFJ+nxkx2ZIvsu3ilsLx9AOyWKMtmL3qQIFCUCRUgUAbxsJchCiaIo7V0fWhEoEwIhiKJOvUbSecHWWDGEvErgpvP/CEoUZbIXvUkRKEoEQjhuJYr8+/1Sa6BEUZT2rg+tCJQJgRBEUfvURtJu3pZYMYS8UjtFvWFvBPJBFIsWLZJTTz1V6tSpYwprSUmJnHfeeXLEEUfIjh07ylSAy+umqK7UuV69etKgQQP5+uuv04rlPXyeW2+9VbgfKnz66afSvHlzmTFjRqgsS53Prl275MQTT5QDDzxQqlevbu7v0aOHNGvWTDZs2FDq/Pblhk2bNhmML7vsMhk4cOC+ZJW6d8qUKXLTTTfJf//3f8ucOXNS57PtLF26VK688kpTLg4//HCTdOzYsSafa665RvjeCiXMmzdPatWqJfXr15errrqq1GqFcNwJI4rD7bekMm33dqqV8Uw+iMKVTkcUr776qpAsmjRpImvXrnWXC2rrdP3tb38rN998s/zkJz+RN998M62Oixcvlosvvliuu+462bJlS9o0ZTl5//33S5cuXfJKFHfccYdccMEF0qpVK0MW7jkefPDBCicKJ/ubb76RG264wR0G2X700UelzpMkQ8JkuPzyy82WpD569OggOoXI5JZbbpE///nPJqvjjjuu1FkWIVFwZjcn5nHLEVDbAeyw+zxXHCHfREEjb9GihVx//fVy1FFHyc6dO0tdeCviBkcU1PfFF1+Uxo0by7p169KKZhqGbdu2lelfW7pM+U9w3LhxMmLEiLwSxUUXXSStW7c2Ku63334pVfNFFNOmTZNzzz1X+A8+ZLj77rtlzZo1pcryiiuuMDUR3sR9hvXr10unTp1KlU95JmbZrV27thx//PFyyimnlFpUCKKodWojuX/2y7FiCHmBPPkgO0HPZfdLAD3cQaXfNmt+pnz+lWSNn375rez64hvZ+fnX8uEn/5b3Pv5KXvngC3nhnU/l2df+KUs3fyRT179nljbk1Pw2MzfI/ZNXScc5m8w0fS6kPmPDNpPuudd3yeZtn8lr27+QY2vVlmfXvySXXnaF/PH2O+SYY46Vlne0yqqLryv1crr5+r2/6yt5e+eXRsbW9z+XF9/9TNa+ucvounLrx0aPuZs+lJnrt8mkp1+WSU9vNvs8x2dhGj4X7+G9zOOYWrVNnouefk6u/P11cu/f7pdZ85cYXJweTjd3/P7Hn8uvf/NbcfpEMSMmY9e8Zb7L33vxFuk6d6P0XvyyOeZ5hxl1uaXlPXL9LbfLT//z53LRry6R7Z98Zd4Hn9vJc1uHBd/XR599beTznb254197YLLhrU+E74P585lXbNkpC1/4QB5b/LyJ3Oc5hwfTXnH1DXLjbXcbTEgUzJN53/PXf8jyVWtTOmXTy+nEd5Qdk5ctJlvSYsLyx/uZz39d+EvzrL7c6PvgtR2ffiXvbt8l72z/VLb988u9ysnzb/xTrr31Tuk7amqknGw2ZYVlJl05WbDqJfnf318vF//6NybP/770MmMr4x+fJoOHjUxbTpx+2bZ8p+59EjdiTduhDfF9sLyynNDGaHu0OdoebZDHXHKUtsl0fM/33N9Rxk2bJ2/v+EKOObZW6n1RTjY93LUQjjuhRLEmDRlk+2BhmuQJPlVWomBh9Yli8nNvSrcRE6RN+47Spk0bebBNG7Nt26lE+oyfKdPWvWsKKwv3nBXr5JR6p8n+++8v//nzX8gdd98jt7S4XY47/nh57a1tsQosC67vGJ0xkcicY6aO6YjiiRUvSY/+g6VNm7ZGR+rL2L3fIJnx1Aspx0iimLX8O12/t//+0vyss+WAAw6QI4880tR+7r33Ppk8dYa89vY2o4szprETHpM/3Hiz/PayK2T6rPkpfaJOcfr692TwzKekc/8h0qZdO2nTsbPZdur3sAyeuVx43Rm4c4o9BwyRMROmGKdIIvAdYzo8nFOmg4mSp08Uk2Y/Je07fPfuHB7c8txjc1cYJ8N3t2Ttq1KrzvGm2alKlSryH//5X9Jn4FBp2qy5/OayK2T5queNTpn08skrHVFMX/+uDH5imRADHxNiNPjJp/bAZNRjs+Tam/4ov7/uRuncvU9Wonjtrffk8SnTzb/7Ll1KpEPHjtKnbz+Zs+gp2fzux6lycm+bEjmtUVO59Mo/yG33PCDd+z20Rxlhmek54GGZuXLzHuXkhhZ3yn9d/Gupe+JJ8tf728vAoaPk+htvkSuvvlbe275rj/fkykmcbRyioG31Gf+E0Nb4zpzt0Ra7j5ggtE1Xjh5+dKocV/cEOfHkH8ill/1vXoji2FMayt9mbo4VQxBTIPfMDwj+A8CJAE4AwE9++B8VDCSmQLMpDVE4p8N/kfxHQ0fKAjhuxcvStkMnebBdB7mn36PyuxGr5fIRa+T3w1bIX3sNkzZt20qH7r0NWfDfKe+jA6ejoGNnvs6xxDEel8Z3jM4BuRoPdaRjpp7OIVL26GkLjDF17tFHhsxcLhOef8fEobNWSJde/cy1kZNnGydAx8h7n938tnTv2VtGPjJe1mzcKh/s+sro/Nb7O2XO/EXStWs3eWrl6hRx+cbt9PH/BfJf+rR170jJoJHSrlsfaT1qltz22Hpp8dgLcttjG6T1qNnStlsf6TpohExb+7b5V0/MXE2MTp/5ZiMKHw9HnD4mJB7myX+Z/R8eaZ67bbv2MmT8dJm18QMTHx4/TXiOzmfAkFEmLe/hvdSF+LoaBWW4d5lLrygmzJPliM/a9aHh5tmJAbH4DpP1BqP23XtLyeBRBjtiyPcTB5NlK54x72ju/EXy9gc7zbvjO1yzcYuMHDNOevTqY96xX05GPD7LPHdJr34ydNbKVDlhmWHZISZjZizco5xEMcmEhyu/cbauLNFGmB9thrZDzFieSRIduvUyNnZfr2HG5mh7tEHaIm2StkkbJca8j3ryvfGdldb2QjjuhBIFO7P7AHgeAD/Z0dt2cheoZw+sVi6icAXVOR7/XyAL6uS170jbjp3k/i495fJhq+XCASvlh50Wy5ntF5otj28YtdIU2I69BhgHtOrVj42zofOk0/MLK+XFMSCmYdqofs4putoEnRodCmVOnL/aGPigiU+aJh9Wy92SjNxn9X3w43NNmnGznzKGuHLz+9KtRy95csFTpsrP53cG5hzi29u2S4+evWTN2o176MTncvrQuOmIiBkdcdchj0ibPkPkzskb5XejnpdfD14lvxr0jNle/chaaTFxvbTrN0y6DRljmhZ4H+/PRLAOBxIuo3tfzilTb4cJm9MMAb72Txkxbqp53r5DRhm92EzhR+raxxLJyAnTDVnwXtckxzyZtyMvPrPDxenivyde9x2ew4TNJ90eHi3t+g2XFhM3CDHwMSFGxKpd3yHSbehYo2sUE2LtZDuZzz6/QXr26iVvvbd9D1zce6H+M+cvl249e8vKzR+Y9zNu1jKDycNT5psyES0nbBZ8aMITJs2khc+assUyxrLG9+MwiZYTp1NZyrd7j8ybclie+W469uwvD7brKDeMeSat7dEmH+jcQ9p27GxslZjxftdk578v6pdLtxBEccwpDeWeGS/FiiHkBXaZBwfOLxnZxSUKZ+D8J8J/JDQMttX2enS6PNi2nfxuxBo5t2SJNGw9V467farU+eMUs23ywHy5oO8KuX74UmNYwxetN/9seL/v9HwDz1VY3XUWbOeMeD+NyXcA1NM5RP4D7dS1h/R4aFiqX4CrbLnPHXOfpEEn0Ovh0dKxS1fzT3789Hky/JGJqX+ujigoy+lMHV7a+pr07tNXPvnXno6aDpSY0bHy3/vCl7bL6CUbTTMBaxH890d8fHLl8aVDnzW1DDYnjFqywdxHzJgPnUXUCTkc3Ja68Z0xndPB1bB88uQ/Yz4rHTUJ4vG176b+PXOf53itY+cS86+VDso5xeg/6NLoxGfgszAvYjJq8Xpp27mrqUXw2dNhQqyIWduOXWT00hdSmLh/yO5Ph3svfBe9eveWza+8nrGcOEyGjZkg42fMN++8Q+cS6TV0TKqcsIzwI3bc+uWk+8Ch0rlrD3MP3y3LGnXxiSJaToz2lHoAACAASURBVOI442j5dmWbZY82Q8xYOxi2cK2xqeuHLzN40dZ826Mt0iZZu6CNsgmYNsv7HWbUj+WE5SaObiEcd0KJ4scANgF403r2pmnWvkiG0y+LlqUhCjoCZ+B0GHQidGT39R5u/s3Uv2+2IYia/zdKql8+XA69aowpuKxd8N/h/Z27m7ZnFlYaliuszNcZd5zCGjUkFnJHZL5TpCNiVZu6PrlqizGqMctfTHW60/jdpwScI+C/x7FPf5d2yrL10qVbD1n83Bbj1PymFt/AKJ9OaeBDg2Tji1tS/1yZhvoQM/9fINuNHxgySa4ft97UIogPsTvlnllmS9Iw5DpuvTww9HHpNnyc+ffI53D/Bplv1Ak5kuA2E1EQEzo0Ogv2PZAoJi3dmCIJEqUfHVlMXLzOpJ089xlzr3OKPiZxiMJhwvt8TLoNe1QeGDrZYOJIwseEGLHGRcweeHiidB85cQ9MiHGUKNZv2iwPDRqcIu9s5WTRms1S0r2nTF763XOOXflKznIyetkmg8ms1a+YMsayRnx9TKLlpCzlm++S2Lo/abQd1iY69R0s93fuYWyL+JAkaHO+7ZEsiBubgGmrtFmWI+pJzNw7IzZxdCtAomhl16TgZ8bHAaga8YNcp6IvgK0A1gNoHrn+PducxPW2s4VnABxv07p0lFkcIRtRsOAw+k6HRkAnwX/obN+no7l2yGLzj5i1CJJElYNrSZUax0rVC7uZ45NazZTzui+TO/uOMx22LKyuCuwbeNzCGiUKp59zQjQo6kljoEOkrKETn5D2nTqn/iWSGDg79JiTTzeR+zzHWgWboDp06SoDRo6Xzl27mzzo1Phvjnnf1KKl3HJbS0NOlO30njN/ocyeu2APouC/QB8zPnv77n3k7kefMrUG/uMjQRC76o3+n9RofEmKLPjP+u5HV0i7br2NgftNLdmIwseDjoA6EGfqT0zo0OhsevQdaN4fawyuJsFnP+DAg0zkPt8xrzEN33XPfoP2an4iJn5Ni6TtcCE2LvKce0fUheWIz8T823XtJa3GPW0wIVGSJIgFMSE2xIhYGUzGLpcOPfoZTFgOmQ8xpg7M38meNWeezF2wyJRh6uBw4bvjO6Te1IPvds1r/5TOfOcjxknHkm6mDLD2kK2ckFDbd+wswyY9aZ6DZa08iIJ4+n84iBnLUZsOneTOfhOMbdHGaHu0OdpelZq1zTGxI543DF1k3h/fp4+ZIwpi4+zd2Ve6bQiiOPoHDeXOqS/GijnkcT1szmWoZr31RADXRzw315yYZRc24pKodPh+uBvAowDiEAXvYx+FC+vcTqXfhiCKq4Y9vQdRYP+qgu8dtBdR3NH/MWnToWPK6dFAQxAFnUCmGoUjisGPTjHOn8ZNMnAO4KAaNYUxShRspuo7dIx07dFnL6I49yc/lR+f99O9iGLhkmXyxKw5uYmCTnH8yr2I4sBaDeXA2g33IIpW41dJu5IeKczoFOncSksUzinSkTEPEkW3nn1Nc1KUKAAI415E0batdO/VLzhR0Om169JdWk1YvQdREAtiEiUKEkr7br0NeflOL0oUM2bOkkVLn9qLKPju+A4dJiyHLCcl3XtJ3yGjpVO3nnsRRbpywrLEZqqh46flhyjad5Q7Bjy+F1HQ9miDJA5HFNcPf6qyEsVbtlOZK9bR2V8YcdqDAVzpndsMoJY9Pg7AAgAXxCCKxwCw+Ykd2VwR7x4A4718K/duWYiChpWqUbRtK7c+NMP823NVX0MU+1eVqpcMkMOvedQ4vv/o9ZT8pecwadelmzFw/iui06Kxun81dPhxqr/unw7Tun+ruYjikRmLzAieMau/68DORhR0AO3ad5BhE5+QDh07yaotO/b4p5iJKB6fMk0WL3sqI1HwmU17f59Bcs+o+aZ/gjUt/nsmdsYx1m5o+nn475lt8vc9slA69B64B1Hw33McoiAmrkbhnKJPFG60E5sx/BqFIwri4GoUTMMaxYCho7MSBWXy3ymjezduy3OuRuFqWe7fcYdeA+TPoxeaZ+azs8nE4UFsiBGxIib3jJwnHfsOTpWjTDWKhUuWy5RpM7ISBfUgJqu2bJf2HTvJsAkzpF2HjnvVPNMRBctS23btZOzMJYYoyqvpyb1HvkPq6soR+3T+0nO40LZY46Kt0eac/bmmX+L5x4HTpE3bduZ98n7aMJ89anu57C/HP/xYzvKoHzSU2yZvihXtWtecr+DiLREhd9q1sD8EMDZyjYckj/O88ySGs+wxnf+ZAH4WgyiOtPm/b9fdfgTAEV6+lXs3G1HQITtn7AorawAsrKl20j6DzIgnNgk0a7tAWAXGAdVNPPrGiebYGPgwdqi1l96PTt+jQ801WTjHkqugOpLwdaMjon50Qiz4NCgaAftA6ETYJrv4xe3m3/OQqQtT/xbZOVm1Rk0TXUcl/0UPm7nczLHghLOBQ0fL1PlPZSQK5wR37PrCfF5j2/Z/poiCOrkmA4cZ+2cGTlkgbfo8LDdN2JCqVbAjsnrdJlLjhCbGIbJdmUND2/UbKv0en2cwI+bMh++Az+k3szg93JZ4undGHaKY8B/04o3fNSc9NOYx43QdWTiicCRBchswcoIhiuUbt5l/38SV+BJn5k0Zzum4d+l0cVtHFEznlyNi0u+xuWaUFzHhs7PMEAtiQmxcsxOvt+k9WB6aunAvTKgDn9nJf+/Dj807+eiTf6VIi9f9GoUjiilzl8tDw8fIQtvENnzW0znLycOT50nbtu1M2WIZi2Li3hFlOgzKUr75PMyLtkLM+e6IWe9HpsqD7dqn/nDQ9mhzzv54TJukbXLkE/s0SPjRcuT0i6NbHogi26S2wwAsBHAUgAMATAVwdcRjz0xDFCSHS7zO6DhEEcm2yA7jEoUzchZWNn3w3xNHXoxcvN44kDuHzTEd2jTo/Q6qIVUOrJH6Z8yCem+/R4yj5nBav7mAxu07vDiF1ZEF0zLSCKkfC7wzKDoiGpVrVuC/KA7z5L/GcavfMB2VbIJyRMF9dmSPW/OGdOjcRTixjXrOXrFBuvXoLetf326cG5+fjuYn5/805ZAof+asOTJuwsSUPjzn9KEjpS7EjHlyAlS7Tl3k7+OWGrJgRz87cA85+Qz5/inNjGFzeOjfxy8zwxoftxOmeD/zYX58TubvnKJzRG7r8HD/4Km3jwnzosPo0KmzeX8znv1u9jybgRxRcJ8kwWusTXTs1MXcw3uJK3Vhnszbvcc4OlF3HxOWo8fXvGGe9e/jl5uhsSwzxIKYEBtiRJL4+7glBrvJz79lsEyHicOAZWPsuAny5Jx5KUdNXPju+A4dJny3XXv0Mu+a76dH/4dNkxLLghsau1c5Wf2atOvQSfoNGZ1qdopiEn1Hrry68ptr65dt9x5JbCQk6jnpuTeNTf2l/6OpPxysidH2aIO0RQ5Pv3PYbPP+OLLMzaWgDfP5S2t7BUYUVwAY5rnsaz3n705nanrqDOBtW2PZBuBzAKwlZAr1bDOV68BuYifgZUpfuc6XhijoBOgQWFhpFPwXxX8o3YaPN7NB/zRwiimw36t6sDCykHIc9319RpmCOmDq4r3+BTpjonGXxZB8Y3KOmTrSEdEY+A+czoS6sobAYZ5sVx61dKP5x1jt4JrCyJrEmGWbpGNJd9NByX+WvIf3jp88U/r0HygbX3nPPL9PFDt2/UvYacpZvh/s/CT1DHweOiUaIg3Sx4z/BofMecY4xtaPLJCbxq83cymOrH+mHHXamdJi0ka5b8wCMwx02JxnDGbUhZgzH2fgfF4fN4eFk83rlE+MnVN0mNDZ8J/p0g1vm3dDIpiwcI0hBkcUJInxdu4Jry/d9HaqNkFcmZcjCsqgLMr0ycu9U6eb0ykdJg/Peto8M5vbiAGxICacQ0GMWj8y32A2ZM6qjJg42U7u+x99YoYtz547X/iufKJgOdnwyrvSp99AGT/lyd3lZMN75g8FywJHybFsuHLC5jiWHf6Z6NilxJQpV04cJix7zNuV7ahOuQjCXXfPwPdJ3Jgf8aYckjzLUf+pC837u6/vaLn04VXG5pz98bjlgMeNbfYYOSE1Soz3Mx/q6L8vynOyM22DEMXJDU1tmTXmXDGHvHPsiKfqtrN6FICWEQ/9/yKd2asi13kYp0axBMAPI53ZjjTSZFnJTuUiChYYZ+Qs8FHHx3/qJIs+j0w2zTWsCh9UtZocWLWa/L1rf3mwTVtp0669DJqxNEUSzuGxoDI/35AyFdB0531DYh7OCfmO0dUqUmSxYZt0tTOw2WFdtVo1E9mBSWdY0qOPLNjwbookqOtL730qM+Yuls5dSmT4yDHS9Ixmckaz5jJ1xpNSUtJVxjzyqNAhOX18vJyBO+Kig6ZjoZGPmL9GOnTrLW1Lesk/hkyW4+s3lrr1Gkrbrr2kfddeMmr+syYdMeZ9dMzMJ5MDcvIdUbj3xfTEmveSaBxZEBOSxZL1b5m2dj4/Z9E7ouA+z7Vr186kYVre4xwi80rnFP336XTKhQmfkZiMmvestO/a02BALIgJsWlb0tPM7idmTEcM42Ly/ke7ZPSYseZdTXtilnl3fIfDRo6WLiUl8sT8peYd8127cjJ//btS0qO3eX6WjVQ56drdnOvWu78sfGH3nwnem4s4HRbpynKmcz5utBW+R/enw5HFoOlLjI3R1v7WbYCxPdogbZHvsM8jU4yNEmNne+7Phv+uMungn8/huGN5x6PCEQXltQXwEgA67TEADgLQwkZe5/DYAQBeAbDB65/wdY1DFKvtDf6op7V+JpV6v7REkc7xsQBy0hSr6mw3PahqVRM79Own/ScvMB2xvM6C7QyKBdU5PP9fsV8oc+07w/ONyennO0ZHFnR0dDCstj+xeqv0eXiUVK1a1cQ+g0fIjGdeNteYhmnpiHivc4hvbf9Mljz9rDRs2EgaNGwos+ctlLe37UgRhNPX6eUctjNw/otjfs4ZERN+z4n/kDkv4OR6p8nJ9RuY2saUde8aTJ1D5H3uX2CUXJ08t6VcJzsdefJ5HCaOLChn+uLnpVPnkhRRdOJEvKVrDWaOJPj+fEzce6ROlOUcj/9OnV7cOr2imBBrV4747KxxEQti0n3kJBk6d5XBipjFxST6PjiDnu+M747vkO+S79QRKJ+LevjlZMYzm6X34BGpcsIZ7Cw7LEOunEQxYdlzZdvh4WPg9IqzdfcRN1e2iTlJibo6smCTbv/J84U25+yv99ipxiaJGbFl+nR/NpyMOPqEIIojT25gmhHZlJgrhpAXyIFziO0P7KgnZnm5rakEyr7is7kYAIeAcYLJX3OJj0MULEBRI6chOMdHQ2GBZfsn/+1VP/gQE1nT4DELqSMJ53RpTL5jYf5xCmo0jSvkzgHFcYzUhToxHlzzEBPdMa/RefrGz+f0HSLbuBl9Z+jr5XTilo7C6cQ8HGbOyOlwaMjEqtFZ50rjs35sjnmeujCdTxLOAVG2L9+Xyf10eBBzpwMdhiMLyqBzZKRMV6PgvjvPNA4T/5+zc4qOvNI5Rl83p7fv9DJhQiyICbEhRukw4fP4JOXLSvdOKN+9P95HPB0mUQLl87ty4ZcTEgSv5Son0fJN3Xyd4u5H3ycxJ7nxPTjbo560NWLl7I+Y0Sapq3t3vI/P7N6XK0NxdQnhuBNKFCcDmG/7Mt4BsNx+HDCXiy3I65xlyCoWH4pjfTkhpEE2TUtDFH6BdUbm/o2xOcL9O3VG5f5x0cnwOg2RRhmKJFzhds4hnXOMOgHqQX2iutIh8pzvEKlvlCRo/HQ0553/H6maRDoHkEknp48zcsqkIROr5uf8xETnhFwTD3VwDjmb83EyuXUO2ScqOgjnZJinc4yUQ0ficHFE4ePBNK4mwXv53p1OvqN2cn1dsr0npxPzJCaU4zBxeDjH7N4N01E+sYzKdnKdTLd157nlu+M7JJauHLv34jDx8WDZcGXaLydRTJiHc8LZ3pPTqTRb6u2Xb2JPedSXehAb6kasorryOtNlIgnmHVeXIiYK50ZrAKjpDpK6PTfy6du/AWDMGI4++mhpeWerWPFPd9wljLe3vEtua3mntLj9Trn19jvl5tvukJv+eIfccGtL+cOtLeWAAw808fpb/2SOb2zR0ly/5bbv0v/xT3ea+5mPyzOuDunSuTyYn9ONMqL6UQ/qR72uu+VPcu3Nf0rpyn2eczrzWfhMfDbqzbyc3rXr1BFGJzedTjznrkd1Yn7MO6oP17xgdDr4uPnys+HmZHLr5PJd+XhQPp+L+bt35jAhBo4ouB/FhPc4TPjufb0ox9eNOkSxcfo53Zxe6TBxePg6+PJ92b7cqEx37GS79+fj4jDxy7HDJFs5ce+ImETxoE5x9HL6Zds63X3cKC8dbs7+WNb9csz0rgyXVa8QRHHESQ3Mp1j4OZZcMYS8jM6vdBc4Z4KfAuGEO65NwS/JJnYeBdvNhnrPfw2A/t6x2+WkFTOBhWsK1KxZs0zx4Jo1JRUPrikH21hlv/2EsYZ3LpXO3lNWmXHvi8pzunFLvVz0dXXn/LTRfCifa1IwxtXFpYvm5eQ4ufsfcIAw8thdi97j8irtNpqPObZynHy3dUThjt02k07Mq7T6uPR76eXp5ONBHTLJd3nF3frvL5N8ynLPzW1ZyklcfcqSLpPevq6h8PL1C+G4E0oU8wDcD+AkG7k2BZuiEhk4rjhKFP2yPUk+l0It9TqMeoMioAjkFYEQRHH4SQ3MXBnOFcoVQ8jL5v9Kca1SrXBX6qYnJYq82p0KVwQShUAIx51QougO4HcA9rPxf+3Q3FJwTeEk5YexXrVVI9eZ3TCbekoUibJTVVYRyCsCRUwUnwD4FsC/AXxt93mOcVc2H1uo1/hZ3Zft6Ceu65o1KFHk1e5UuCKQKARCEMVhJ55uZttzxn2uGEJeVgeoF+MhoESRKDtVZRWBvCIQwnEnlCh+AoBDYxn44cGeAOra48q/UaLIq92pcEUgUQiEIgp+Lj5ODCEvkBfn6nj8HAiXQOU+P2/O7z8VR1CiSJSdqrKKQF4RCOG4WaOIQxJME0JeIE/O+RMMDwC40e67c/awEm+UKPJqdypcEUgUAiEc9/dPON18ZZqfks8VQ8gL5L5Ze+DkZfb/HguAX8HgRwaLIyhRJMpOVVlFIK8IhHDcCSUKkgPX1z7fMgP7J7j+RXEEJYq82p0KVwQShUCBEUV9APzUt4scpnpXGs/Nz4gzzQuRfoVW9hw/UT4OQNU09+opIqBEkSg7VWUVgbwiEIIoDq17mlmxkKsW5oqlkMemIK5Ud0LEs38fwCZvhNLR9nodAK8BqGaPJwK4PnKvHjoElCjyancqXBFIFAKlcNzOxey1LSeiuBDAU3sJA24D0CHNeRLFWwAOB8CJyk8AYB4a0iGgRJEoO1VlFYG8IhCCKA6pe5r8atAzsaJd09p8wNTK5gdN04XhAP6U5kJvu8LdYvvVV79fgUNcPwXwIYCxae7VUw4BJYq82p0KVwQShUAeiIIkkSvwc0XbARyTJiG/nr3STpY7EsAWAPUAHAZgIYCjABwAYKqdSBfNgiObOG8iU4ymr5zHShSJslNVVhHIKwIFShT/A2BuBg/NVT7beNeGAeBXthm57wJrGgPdgbdlnwdjVxsbA2DsYudUeEkr8a4SRV7tToUrAolCIBRRXDhgpcSJMeWNB/CHDG76dAALbD9EdQAc4dQIwDl2xBPPccb1KAAtM+TB0+n6P9Kdy5JFgi8pUSTKTlVZRSCvCMR03Fk9Ivso4pAE08SQR0e/A8ChntAWABhd+Isd+USS8IfPtgXwkiWPMQAOcjek2XJ47Xne+R/bIbfeqUq8q0SRV7tT4YpAohCI4bhzesuax58mF/RdESuGkJdToXgJzgSwznauv25Jonm8WytBKiWKRNmpKqsI5BWBEI47oUThvP0hkdqLO1+5t0oUebU7Fa4IJAqBIiYKNktdBeDvthObHwdkLI6gRJEoO1VlFYG8IhCCKA4+rr78R6+nYsUQ8gJ58tkAJgC4F8CfvRgo+wLPRokir3anwhWBRCEQwnEnlCjYEV68QYkiUXaqyioCeUUgFFGc132ZxIkh5AXy7g/b+ROBsktYNkoUebU7Fa4IJAqBEI6bNYo4JME0IeQFcsn8sOBXADbbWdpuxnag7As8GyWKRNmpKqsI5BWBEI47oUThZmhHtwXu4QOpp0SRV7tT4YpAohAIQRQ16tSXc0uWxIoh5O2jq+RwWAZ+ZTZdtJcr+UaJIlF2qsoqAnlFIITjThhR8PPjDFy74lW75b47tpcr+UaJIq92p8IVgUQhEIIoqtepJz/stDhWDCGvkrvwink8JYpE2akqqwjkFYEQjjuhRDEawM0ATqsYz1xgUpQo8mp3KlwRSBQCQYiidj05s/3CWDGEvEAu9wI7E3segFcAPA6ACx8VR1CiSJSdqrKKQF4RCOG4qyeTKEgIXJf7RwD+BuAN++VZJYq8lkgVrggoAgWHQIERRX37FVd+ApxxV+Qz4nTiXNSIq9PxOlfLc58KPx7AIgAv2nUpctUOuKYFV8rrBeC3AI4uDoawT6k1ioKzRVVIEShYBEIQRbXa9aRZ2wWxYink8d/+Nrsane/DD7YLE/FcE68WUAuA+0x4TQAvA2jg3xjZJ0EsBcCmJ66Yx6aoapE0lfdQiaJgbVIVUwQKDoFSOO6MTrOciOLCDKvQ+Xqca2sQ/jm3Pw3AL9xBli2JhyvhsenpyyzpKtclJYqCs0VVSBEoWASCEEWtetLkgfmxol0oiE1GLt6SwQMPB/CnDNcutTWJjwCQLKLhRABvAnCT66LXecy8+fXYrXZp1QdtrSJd2sp3TomiYG1SFVMECg6BPBAFCSJXOBDAdgDH5Ej4UwDzI2lYQ1hj+x0il/Y45HKqXGd7/z3OFsuBEkXB2aIqpAgULAIFShTssJ4b02dzRvWRNu0BAOYAuDvmvcWbTImiYG1SFVMECg6BEERR9dhTpWHrubFiTHnjAfwhgxc/xevMZuf1O/a4CgBOouud4T497SOgRFFwtqgKKQIFi0BMx+27mL32AxNFdQA7IutYtwDAyHCfHf7K4bFPe8NjOUyWnzF3Q2d5/Vf2Ht1EEVCiKFibVMUUgYJDIARRHHTsqVL/vtmxYgh5UZ+nx2VAQImi4GxRFVIEChaBEI5biaIMjjrLLZzUwfY0Vomi1SJOIecwLa62dJGXx5kAuPISr/X12ua8JHvuKlEUrE2qYopAwSGgRLGn/yyEIxLFPWkU4ezBdQAOAnCS/UAVZyUyrLLjhNlRMwvAL+35jBslioKzRVVIEShYBIIQxTGnyin3zIoVQ8jL6PwqyYVMRMHaBKMLHN7FSSSckv6SOwngSgCDveO0u0oUBWuTqpgiUHAIhHDcBylRpPXFZT1Jonjd9spz1uFhNqP+AK72Mh0G4HIAZ0Umk5wPwK3O5CU3u5zdaGY61q1bt+AKoyqkCCgChYlACKI48OhT5KRWM2PFEPKizi+Jx5wluDFN5AQSzjJkk9J+ADoCIFkwDEhDFJcBODsNUcyw92TcaI2iMA1StVIEChGBEI5biSKjO97nC/wWCQmFQZueCtGCVCdFoAgQUKKwXriANuxzcKEVAM4+ZGgY6czmgt+uM3u1XVjDdWbnnECiNYoisG59REUgEAKhiOKEO2ZInBhCnvWblXYzxg515czB6baz2j1sazvaicNj/ZFN7KdgzYNL9bEvg4SRNShRBLIgzUYRKAIEQjhuNj3FIQmmCSEvqwPUi/EQUKIoAuvWR1QEAiEQwnEfcNQP5Ljbp8aKIeTF84SaKisCShSBLEizUQSKAIEQjluJIqtLLsyLShRFYN36iIpAIARCEUWdP06RODGEvML0vAnTSokikAVpNopAESAQwnGzRhGHJJgmhLyEueTCVFeJogisWx9REQiEQAjHHZgovg/gMftVihfTLHXKicpT7MRlfuKokeeJc93rJS3yXSWKQBak2SgCRYBAEKI48gdS65bHY8UY8kYBuMm6cS6JSufvh24AuL41w2l2vWt7iFz3unS6VaIoAuvWR1QEAiEQw3HndKoHhCOKQwBwadNs0wBmeosVUTdOHeBXL+Lcm/NZiiaBEkUgC9JsFIEiQCAEUex/5Mly9I0TY0X7vTvzXTorm9+pc+EM+8XskQCeBzAUQA130W47Aehp938I4GsAXI4hzr2RrIr4UImiCKxbH1ERCIRAHoiCJJEpcIIxHf85NkEfAO0jiVlzGGHX9OEkZn69oqn9iGqueyNZFfGhEkUgC9JsFIEiQKDAiOJYW+NwHpxfzGZTU6bAJip+kZvkUdp7M+VZHOeVKIrAuvURFYFACAQhiiNOliOvHx8rxpC3DEB96625NAM7r/3Azm12cjPcDGC03ecm171e0iLfVaIIZEGajSJQBAjEcNw5Per+YYmCfQ1snuI38abadXtaAGBk4KJuW+zw2cneuj68lu7e7+7S3z0RUKIoAuvWR1QEAiEQgii+d/hJcvg1j8aKIeTt6fH0qEwIKFEEsiDNRhEoAgRCOG4lijK56vzepERRBNatj6gIBEJAiSK//jpv0pUoAlmQZqMIFAECoYji0KvGSJwYQl7enGtlEqxEUQTWrY+oCARCIITjZtNTHJJgmhDyKpO/ztuzKFEEsiDNRhEoAgRCOO79DjtRav7fqFgxhLy8OdfKJFiJogisWx9REQiEQAjHrUSRQAZRoghkQZqNIlAECChRJNDJh1BZiaIIrFsfUREIhEAYojhBql8+PFYMIS+Enyz6PJQoAlmQZqMIFAECIRz3focpUSSOeJQoisC69REVgUAIhCCKKt8/Qar9dlisGEJe4pxyISqsRBHIgjQbRaAIEAjhuJUoCpEJcuikRFEE1q2PqAgEQiAIURxaV6r+z+BYMYS8HC5QL8dBQIkikAVpNopAESAQwnFXUaKI45oLK40SPQucEgAACZ9JREFURRFYtz6iIhAIgQIkCq438Zj9jPiL9rPiUSf7M7vC3QsAlngXLwawGcBWAH/1zutuFAElikAWpNkoAkWAQDCiuGSAVI0RY8gbBeAm69e4QBGJww883gSgrj15tN1+D8ArAE62CxutA9DAv1H3PQSUKIrAuvURFYFACMRw3J53Sb9rmp5ikASJJIc8Lmn6GgAucZop3AagQ5qLXNBojnf+bwAYNaRDQIkikAVpNopAESCQw3GnczF7natyyPFS9Ze9Y0W7xjVXsHPxFi9DrlC3CsBIAM8DGAqghnedu70BDACwGMAaANfa65fb9C75NQD6uwPdRhBQoigC69ZHVAQCIZAHoiBBZApnAfgawDk2QR8A7SOJ6fxXWgI50i6LWg/AFWmIol/kXj10CChRBLIgzUYRKAIECowojrU1DufOzgcw0x3YLTup23jnhlmS0KYnD5Scu0oURWDd+oiKQCAEwhDFcVL1wm6xYgx5ywDUt46OhNAt4vROB7AAwP4AqgPYCKCRPX4VwEleZ3bDyL166BBQoghkQZqNIlAECMRw3M61ZNxWOSQoUbCfgs1T6wFMBXAYgBY2Oh3+Ykc+kSTucicB/ArAy3b0U2vvvO5GEVCiKALr1kdUBAIhEIQoataRqj/vHCuGkBf1eXpcBgSUKAJZkGajCBQBAiEcdxUlijJ46jzfokRRBNatj6gIBEJAiSI/DptDtDit/FsAHOrlB07+4NRyTjG/yLtwJoAN9lpfb7LJQQAm2PPPADjRuyfjrhJFIAvSbBSBIkAgCFEcXFuq/qxdrBhCXkbnl6AL7JFnjz0ng/hEwanknFJO589eeU4155RzBk4w4dAuzkacBeCX9jxnIA6y+7+zpGEPM2+UKIrAuvURFYFACIRw3FWUKDI75BxXokQRnU7OqeYkh1r241cuuysBDLYHLg0PORRsu1fbcOn32ipRBLIgzUYRKAIEwhBFLal63v2xYgh5ezm9BJ+IEgVnE17tPQ8niXDKOWsd873znGDyhD3m0K/jvGushXAmYrrAafBmSnzdunWLoHjrIyoCikAIBEI47ioHK1Gkc8p07HTi0fg/XuIoUfDbJFGiuAzA2WmIYobNh30dUaI4wpORdldrFCHMR/NQBIoDASWKtG60wk5GiUKbnorD7vQpFYFEIRCEKGocK1V//PdYMYS8CvPiFSAoShScSu53ZnOquevMXg3gR15nNmcXMtwe6cyeaM9n3WiNIlF2qsoqAnlFIITjrqJEkdUnp7t4KYC3AXwJ4P3I99E5pZz9DBwe60Y2MQ/2U7AZi9fYl+G+xV4VwCQ7PJYjo7ggR86gRJFXu1PhikCiEAhDFMdI1XPujRVDyMvpBDVBbgSUKBJlp6qsIpBXBEI47io1lChye+YCS6FEkVe7U+GKQKIQCEIU1Y+Wqme1ihVDyCswl5tMdZQoEmWnqqwikFcEQjjuKkoUySMLJYq82p0KVwQShUABEsX3ATxmJyK/aCcm+4749/YT5PwM+QoATf2LdpAQl1F189Eil/XQIKBEkSg7VWUVgbwiEIQoqh0tVZu1jBVjyBsF4Cbrzg8EQOLww4/tGhU8x0FB/A6eH+4G8KgShQ9Jmn0lirzanQpXBBKFQAzHncbL7HmqSjiiOATAa97Izz0F7X3ERY3e8U5zgjJXv7tAicJDJcPuh/blm096JGD/9QToGMVSdbafjCnnd6c4lz/O9Bf7GmaXohxwKoBvT/z8kAtc3Y5TAUYCYPPRUAA13MU023tsGneJTVb8GvfPlCgcJJVny0KTtKA6V8wbU5wrBudCkcI5ZV8DOMcq1AdA+wzK/ScA9mG4zxpdAmCgTatEkQG0JJ9WZ1Axb09xVpwrBoGySzkWAGuRLvAjqTPdgbdtYico1/POdbaTnXn/NgCfA3jEu667CUdAHVjFvEDFWXGuGAT2Tcoyu6YPc2kDoFsku7r2axXs1M4UtEaRCZkEn/fbKJPyGKpzxbwpxblicC4kKeyn4J8aDn+dakc4tQDAyMB+i50A1tqY7g+QEoUFSzeKgCKgCCgCioAioAgoAoqAIqAIKAKKgCKgCCgCikCRI3AFAK7U9639nLoPBxdz2mo/u36Rd4HjoDfYa329yTcHAZhgz3M25onePeW1y840Tuhx7aFurRDKK63+5aVjrnwvthgT67/mSlzB1zlChe+a+Lq25sMBzAOwxW45qcqFTJi76+W1HQ7gA7scgJNRFj0zlW2Xp24VgaJE4HQ7giG6kFODyEJOXIvDLeTECTfnegs5ubU7boss5ETSKO9AouCknmgoi/7RPCrimJgSW65lws8hcPEs6l4ogUQRXQe+q0doJLYSq2w2zMv7eX4KoHmEKMqiZ6ayXd76a/6KQCIQiBJFhS0Nu4/oZCKKsui/j6qU6XYS7hzvzqje3qW87KYjCi7sVctqwy2PGaK687n4fBUVWIPlrGIXSqsnn+UldzOAKwEM9o51VxEoegSiRMGV/K72UBkG4HLbPDXfO88JN+4rkDRSfsvFBf5Tjv4bdddCbUkUdGYcqsfmB9cMUhb9Q+lUmnyIKYcTunCNXUXRHed7y+/6PAdgDQA3FPbjiFIcCsmQCXN7udw3UaIorZ6cdZypbJe78ipAEcg3Aiz8dOLR+D+eYlGiGJCGKC4DcHYaY5ph82FfR5Qo3PR9T1Spd7Ppf4xtEtsPQEdLFhRQFv1LrViAG9hHFCWKfgHyDZVFbZvR0bZZjE08mRxwJsxD6ZIrn7hEkUnPbGU7l2y9rggUBQJRosjUjJCteu43NewPYLvX0V0RIPqOoiz6V4SOURmF3vTk6+ua+UrbpOPnUZ77/vunnNLqma1sl6femrcikBgEokTRMNKZ/arXmb0awI+8zmw30uj2SGf2xAp4ehq3C60AjLcHZdHf5VORWxIqsT3J68ym7oUQ+FXQmlYR7nMRGo7Q4icb3OgsbtlpzJANc5ukXDdRoiiLnpnKdrkqrpkrAoWOwKX2Q11fAng/0rHa2o7I4T8zN7KJz8O2XDZjsQ+C7dJV7ENWBTDJDo/l6BGO5CnvMMYO32QfxXSvk5VyS6t/eeuaKX8S7csWT+pcKIHvj6OwGNms6HRjcyLXFODwWG45DNWFTJi76+W1HQfgPQD/tuX5RvvV0tLqmalsl5femq8ioAgoAoqAIqAIKAKKgCKgCCgCioAioAgoAoqAIqAIKAKKgCKgCCgCioAioAgoAoqAIqAIKAKKgCKgCCgCioAioAgoAoqAIqAIKAKKgCKgCCgCioAisE8I/H+oDEC7erEmlwAAAABJRU5ErkJggg==" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## PyWake 2.1 (September 14, 2020)\n", + "\n", + "\n", + "### New features and API changes\n", + "- New xarray data structure\n", + " - LocalWind, SimulationResult and FlowMap are now `xarray.Dataset`-objects with some additional methods and attributes\n", + " - `simulationResult.aep()` now returns a `xarray.DataArray` with aep for all wind turbines, wind directions and wind speeds. To get the total AEP as before, use `simulationResult.aep().sum()`\n", + " - New general XRSite where the site is defined as an xarray with the following structure:\n", + " - Required data variables: \n", + " - P(probability) or f(sector frequency), A(Weibull scale), k(Weibull shape)\n", + " - Optional data variables: \n", + " - WS(defaults to reference wind speed, ws), TI(turbulence intensity), SpeedUp, Turning\n", + " - All data variables may be constant or dependent on any of:\n", + " - ws (reference wind speed)\n", + " - wd (reference wind direction)\n", + " - position in terms of\n", + " - gridded 2D position, (x,y)\n", + " - gridded 3D position, (x,y,z)\n", + " - wt position, (i)\n", + "- [Include effects of neighbouring wind farms](Optimization.ipynb#Pregenerated-site-with-wake-effects-from-neighbouring-wind-farms) in site (wind resource) to speed up optimization of a wind farm with neighbouring farms\n", + "\n", + "- Vertical flow map via the [YZGrid](RunWindFarmSimulation.ipynb#YZGrid)\n", + "\n", + "\n", + "\n", + "### New models\n", + "\n", + "- New `RotorAverageModel`, see [here](EngineeringWindFarmModels.ipynb#Rotor-average-models). The default model, `RotorCenter`, behaves as before as it estimates the rotor-average wind speed from the wind speed at the rotor center. Other models, however, provides a more accurate estimate based on multiple points on the cost of computation. The `CGIRotorAvg(4)` and `CGIRotorAvg(7)` with 4 and 7 points, respectively, provides good compromises between accuracy and computational cost.\n", + "- Deficit model: \n", + " - [GCLDeficit](EngineeringWindFarmModels.ipynb#GCLDeficit): The Gunner Larsen semi-analytical wake model\n", + "- Superposition model:\n", + " - WeightedSum A weighted sum approach taking wake convection velocity into account. The model is so far only applicable to the gaussian models. The model is based on \"A momentum-conserving wake superposition method for wind farm power prediction\" by Haohua Zong and Fernando Porté-Agel, J. Fluid Mech. (2020), vol. 889, A8; doi:10.1017/jfm.2020.77\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## PyWake 2.0 (April 15, 2020)\n", + "\n", + "- New structure\n", + " - Purpose:\n", + " - Easier combination of different models for flow propagation, wake and blockage deficit, superposition, wake deflection and turbulence\n", + " - More consistent interface to and support for engineering models and PyWake-Rans\n", + " - Changes\n", + " - `WakeModel` class refactored mainly into the `WindFarmModel`s `EngineeringWindFarmModel` and `PropagateDownwind`\n", + " - `WindFarmModel`s, e.g. `NOJ`, `Fuga`, `BastankhahGaussian` returns a `SimulationResult` containing the results as well as an AEP and a flow_map method. See the QuickStart tutorial\n", + " - and many more\n", + " - Backward compatibility\n", + " - AEP Calculator works as before, but is now deprecated\n", + " - Lower level interfaces and implementations has changed\n", + "- New documentation matching the new structure\n", + "- Optional blockage deficit models and implementation of the SelfSimilarity model\n", + "- Optional wake deflection models and implementation of a model by Jimenez" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.2" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": true + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/notebooks/WindTurbines.ipynb b/docs/notebooks/WindTurbines.ipynb index 33098854ca643dd7a3f08bb2743dd520b05f7a2b..c78a01a9614a9396dac8fb0043f2f641cfb05d46 100644 --- a/docs/notebooks/WindTurbines.ipynb +++ b/docs/notebooks/WindTurbines.ipynb @@ -159,7 +159,7 @@ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x25fce538a30>" + "<matplotlib.legend.Legend at 0x24232d57d90>" ] }, "execution_count": 7, @@ -168,7 +168,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -203,7 +203,7 @@ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x25fce8b3070>" + "<matplotlib.legend.Legend at 0x24232e20fa0>" ] }, "execution_count": 8, @@ -212,7 +212,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -253,7 +253,7 @@ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x25fcd44d9d0>" + "<matplotlib.legend.Legend at 0x24232e97700>" ] }, "execution_count": 9, @@ -262,7 +262,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -305,7 +305,7 @@ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x25fce978e80>" + "<matplotlib.legend.Legend at 0x24232ed60d0>" ] }, "execution_count": 10, @@ -314,7 +314,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -331,13 +331,13 @@ "mode0_power_ct=PowerCtTabular(ws, p0, 'w', ct0)\n", "mode1_power_ct=PowerCtTabular(ws, p1, 'w', ct1)\n", "\n", - "multimode_power_ct = PowerCtFunctionList(key='mode', \n", + "multimode_power_ct = PowerCtFunctionList(key='my_mode', \n", " powerCtFunction_lst=[mode0_power_ct, mode1_power_ct], \n", " default_value=None)\n", "wt = WindTurbine('MultimodeWT', 112, 84, powerCtFunction=multimode_power_ct)\n", "\n", "for m in [0,1]:\n", - " plt.plot(wt.power(ws, mode=m)/1000, label=f'mode: {m}')\n", + " plt.plot(wt.power(ws, my_mode=m)/1000, label=f'my_mode: {m}')\n", "plt.ylabel('Power [kW]')\n", "plt.xlabel('Wind speed [m/s]')\n", "plt.legend()" @@ -348,7 +348,7 @@ "metadata": {}, "source": [ "### Multidimentional power/ct tabulars\n", - "It is also possible to setup a wind turbine using a multidimensional power and ct tabular array. In this case the power can ct values will be calculated usign multidimensional linear interpolation" + "It is also possible to setup a wind turbine using a multidimensional power and ct tabular array. In this case the power can ct values will be calculated using multidimensional linear interpolation. " ] }, { @@ -359,7 +359,7 @@ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x25fce9e1340>" + "<matplotlib.legend.Legend at 0x24232eed310>" ] }, "execution_count": 11, @@ -368,7 +368,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -406,16 +406,62 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Continous Power/Ct functions\n", - "Finally, the Power can Ct can be calculated using a function which may take multiple input variables." + "Alternatively, the data can be passed as an xarray dataset. The dataset must have the data variables, `power` and `ct`, and the coordinate, `ws`" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x24233f657c0>" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import xarray as xr\n", + "from py_wake.wind_turbines.power_ct_functions import PowerCtXr\n", + "\n", + "ds = xr.Dataset(\n", + " data_vars={'power': (['ws', 'rho'], np.array([p1,p0]).T),\n", + " 'ct': (['ws', 'boost'], np.array([ct1, ct0]).T)},\n", + " coords={'rho': [0.95,1.225], 'ws': ws})\n", + "curve = PowerCtXr(ds, 'w')\n", + "wt = WindTurbine('AirDensityDependentWT', 112, 84, powerCtFunction=powerCtFunction)\n", + "\n", + "for r in [0.995,1.1,1.225]:\n", + " plt.plot(wt.power(ws, rho=r)/1000, label=f'Air density: {r}')\n", + "plt.ylabel('Power [kW]')\n", + "plt.xlabel('Wind speed [m/s]')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Continous Power/Ct functions\n", + "Finally, the Power can Ct can be calculated using a function which may take multiple input variables." + ] }, { "cell_type": "code", @@ -425,7 +471,7 @@ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x25fce9e11f0>" + "<matplotlib.legend.Legend at 0x24233f647c0>" ] }, "execution_count": 13, @@ -434,7 +480,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -470,6 +516,122 @@ "plt.legend()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Power/Ct input arguments\n", + "The input arguments for the Power and Ct curves can be obtained from:\n", + "\n", + "- Arguments passed when calling the WindFarmModel\n", + "- Data present in the site\n", + "- Values computed in the simulation, i.e. `WS_eff` and `TI_eff`. Note that `WS_eff` is passed as `ws`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Arguments passed to WindFarmModel call" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x242340ccee0>" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from py_wake.examples.data.hornsrev1 import Hornsrev1Site\n", + "from py_wake.deficit_models.noj import NOJ\n", + "wfm = NOJ(site=Hornsrev1Site(), windTurbines=wt)\n", + "\n", + "for rho in [0.95,1.225]:\n", + " sim_res = wfm([0], [0], wd=0, rho=rho) # rho passed to WindFarmModel call\n", + " power = sim_res.Power.squeeze() / 1000\n", + " plt.plot(power.ws, power, label=f'rho {rho}')\n", + "plt.xlabel('Wind speed [m/s]')\n", + "plt.ylabel('Power [kW]')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data present in Site" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x24234064280>" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from py_wake.examples.data.hornsrev1 import Hornsrev1Site\n", + "from py_wake.deficit_models.noj import NOJ\n", + "\n", + "site = Hornsrev1Site()\n", + "site.ds['rho'] = ('wd',np.linspace(.95,1.225,13)) # wd-dependent rho added to site\n", + "\n", + "wfm = NOJ(site=site, windTurbines=wt)\n", + "\n", + "for wd in [0,330]:\n", + " sim_res = wfm([0], [0], wd=wd)\n", + " power = sim_res.Power.squeeze() / 1000\n", + " \n", + " plt.plot(power.ws, power, label=f'wd: {wd}')\n", + " \n", + "plt.xlabel('Wind speed [m/s]')\n", + "plt.ylabel('Power [kW]')\n", + "plt.legend()\n" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -483,7 +645,7 @@ "source": [ "### PowerCtTabular\n", "\n", - "`PowerCtTabular` takes a `method` argument which can be \n", + "`PowerCtTabular` which is used by most predefined wind turbines takes a `method` argument which can be \n", "\n", "- `linear`: Linear interpolation (default)\n", "- `pchip`: Piecewise Cubic Hermite Interpolating Polynomial. Smooth interpolation with continous first order derivatives and not overshoots\n", @@ -492,22 +654,22 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x25fce9df460>" + "<matplotlib.legend.Legend at 0x24233fbef10>" ] }, - "execution_count": 14, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -520,14 +682,22 @@ ], "source": [ "wt_lst = [(m, V80(method=m)) for m in ['linear','pchip','spline']]\n", - "ws = np.linspace(14.8,20,1000)\n", - "for n, wt in wt_lst:\n", - " plt.plot(ws, wt.power(ws)/1e3, label=n)\n", + "_ws = np.linspace(14.8,20,1000)\n", + "for n, _wt in wt_lst:\n", + " plt.plot(_ws, _wt.power(_ws)/1e3, label=n)\n", "plt.ylabel('Power [kW]')\n", "plt.xlabel('Wind speed [m/s]')\n", "plt.legend()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PowerCtNDTabular\n", + "When using the N-dimensional `PowerCtNDTabular`, only linear interpolation is supported" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -537,12 +707,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -563,12 +733,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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IShYiIhJJyUJERCIpWYiISCQlCxERiaRkISIikZQsREQkUiJeq9rVzF41s/VmttbMfhaWZ5vZIjPbGH5tG7PP7WZWYmYbzGxUvDGIiDQqVVWwaxeUlcGWLbB9O3z5ZUpDSsTLjw4Cv3D3lWZ2CrDCzBYBPwAWu/s9ZnYbcBswzcz6AROA/sDpwMtm9g29WlVEmqwPP4QlS2DFiuDzzjvQrBm0agUZGVBRAV98AZ07Q37+V58LLgjqnABx9yzcvczdV4bLe4D1QBfgCmBmWG0mcGW4fAVQ5O4V7r4ZKAEGxxuHiEiDcvAgPPccXHwxDB4cLHfoAP/n/8DmzbB7d9CzKC2FHTtg715YsACuvDLoadx1F3TrBv/2b1BSkvRwE/paVTPrDpwDvAV0dPcyCBKKmXUIq3UBlsXsVhqW1XW8ycBkgG7duiUyVBGR1KiogN/9Dh58MPhjf9NN8Pzz0LLl0fdr1gzOOiv4fO97QdmmTfDoo3D++XDuuXDnnTBsWFLCTtgFbjNrDfwZuMXdPz9a1TrKvK6K7j7D3QvcvaB9+/aJCFNEJHWKi6GgAJYuDRLEkiXBH/6oRFGfnj3h3nvh449h/Hi45hqYOjUp1zcSkizMLJMgUTzl7n8Jiz81s87h9s7A9rC8FOgas3susC0RcYiIpKWKCrjjDrjkErjttmDIKS8vccfPyoIf/hDefTcYosrLgzfeSNzxSczdUAY8Dqx39+kxm+YDk8LlScC8mPIJZtbSzHoAvYHl8cYh0pBt2rSJ66+/nrFjx6Y6FEm0XbtgxAh47z1YvTroSVhdAywJkJMDTz0Fv/lN0Mt4+OGEHToRPYthwHXAhWa2KvyMAe4BRprZRmBkuI67rwXmAuuAl4CbdSeUNHU9e/bk8ccfT3UYkmjbt8Pw4TB0aNCb6NTpxJz3yiuDIa7f/jZhh4z7Are7v0Hd1yEALqpnn7uBu+M9t4hI2vrnP2H0aLj0Uvj1r5PXm6hPz57wP/8DXeq8f+hr0xPcInG47777mDJlCgcOHEh1KJJOqqrgu98NnoNIRaI47PTTE3YoJQuR47Ro0SIeffRR1q1bx/Tp06N3OIry8nJuvPFG3nnnHf7jP/4jQRFKyjz8cHBH0u9+l7pEkWDmXuddq2mnoKDAi4uLUx2GSLVx48Zx4YUXcu655zJx4kQ2btxIs2b6/1eTt2lT8JDdkiXQp0+qo8HMVrh7QbzH0W+2yHHYt28fCxYsYMKECZx33nm0aNGCFStWpDosSbWqKvjRj4LbY9MgUSSSkoXIcVizZg3f+MY3aNOmDWbGsGHDUM9XmD8f9uwJHoxrZJQsRI7DypUrOffcc6vX8/PzWblyZQojkrTw0EPw858Hk/81MkoWIsdh/fr19OvXr3q9b9++rF+/PoURScr94x/BQ3eN9MFKJQuR47Bhwwb6xIxJ9+nThw0bNqQwIkm5Rx4Jrlcc7zxPaS6hs86KNBWlpaWcccYZ1eudOnXi888/Z//+/WRlZaUwMkkJ92CajTffTHUkSaOehchxKC8vJycnp3rdzMjOzuazzz5LYVSSMlu2BFOIn3lmqiNJGiULka/J3fnss8/Izs6uUa5k0YQVFwdvrmvElCxEvqa9e/fSokULWh4xNp2Tk0N5eXmKopKUWrFCyUJEaiovL6/VqwD1LJq0d94J3lTXiOkC9xH27t3LTTfdRIsWLRg+fDjfO/z6QpFQXUNQECQL9SyaqM8+g44dUx1FUqlncYS//OUvjB07lv/6r/9i/vz5qQ5H0tDevXs5+eSTa5WffPLJfJmE11lKA7BvX/C2ugS75ZZbuOWWWxJ+3OOhnsURSktLGThwIAAZjfApTInfoUOH6vzdyMjI4NAhvcdLEmfVqlWpDqFao+5ZHDx4kE8//ZSdO3dSVVV1TPvk5uZSWloKcMz7SNMSmyxi/+enZNGEtWoF+/enOoqkSkjPwsyeAC4Ftrv7gLAsG5gDdAc+BMa5+65w2+3A9cAh4KfuvjARccQqLy9n9uzZmBmVlZW0bduWa665hpNOOumo+1199dVMmTKFv/71r1x22WWJDksaAXfHwncUxP7Pz8z0H4ymKicHPvkk1VEkVaKGof4I/AGYFVN2G7DY3e8xs9vC9Wlm1g+YAPQHTgdeNrNvJPI93Fu3bmX27NmMGDGC/Px8qqqqWLx4MY899hiTJk3itNNOq3ffk08+mSeffDJRoUgj1KxZszqTQlVVlYYum6pzzoGVK4N3XzdSCRmGcvfXgSPvGbwCmBkuzwSujCkvcvcKd98MlACDExEHBP9gn3/+eUaNGkV+eN9zs2bNGDlyJP3792fRokWJOpU0UfUNN9V3LUOagIKC4FmLRiyZ1yw6unsZQPi1Q1jeBdgSU680LKvFzCabWbGZFe/YseOYTvr++++TmZnJgAEDam371re+xUcffcT27du/RjNEasrMzKSysrJWeWVlJc2b656RJik/P0gWDeTNo8cjFRe463ohbZ3fYXef4e4F7l7Qvn37Yzr48uXLKSwsrB5TjpWZmUl+fj5vv/321wpYJFbbtm3ZvXt3rfLdu3fTtm3bEx+QpF5ubvCu7ZKSVEeSNMlMFp+aWWeA8Ovh/86XAl1j6uUC2xJxwoMHD7J161Z69epVb50+ffrw0UcfJeJ00kTV96R2fQ/rSRNgBt/7Hjz2WKojSZpkJov5wKRweRIwL6Z8gpm1NLMeQG9geSJO+Omnn5KdnU2LFi3qrdOhQwd2795NRUVFIk4pTVDbtm3ZtWsXfsSQw5Ez0UoTc+ON8OSTjfYW2oQkCzObDSwF+phZqZldD9wDjDSzjcDIcB13XwvMBdYBLwE3J+pOqG3btnH66acftU5GRgYdOnSgrKwsEaeUJigzM5OTTjqJzz//vEa5ehZNXK9ewfxQc+emOpKkSMjVOHefWM+mi+qpfzdwdyLOHWv79u106tQpsl7Hjh3Zvn073bt3T3QI0kTUNQ+UehbCTTfBv/87XHstNLKbHRrVE9yVlZW1po2ua26Vli1b1nk3i8ixateuXY276ioqKvjyyy+P+gyPNAGXXQbt2sFvf5vqSBKuUaW+Q4cO0axZzfxX19wqmpZB4tWrVy82btxYvV5SUkKPHj1q/f5JE2MGjz8ePHdx+eXQr1+qI0qYRvWb3bx582NKAocOHdL98BKXPn36sGHDhur1DRs20KdPnxRGJGnjjDPg17+GH/wADh5MdTQJ06iSRcuWLdm3b19kvX379tUarhL5OgYOHMiaNWuq19esWVM9W7EIkydDdjbcfHOjeVCvUSWLjh078skxTOZVVlZ2TBfCReqTn59PcXFx9XpxcXH19DIimAV3Rb3zDtx6a+oSxpYt0XWOUaNKFl26dGHr1q1HrVNZWUl5eTkdG/lbrSS5zjjjDLKystizZw+HDh3ijTfe4IILLkh1WJJOTj0VXnwRXnkFfvITONEzEm/cCN/8ZsIO16iSRbt27fjiiy+OOhT1ySef0L59e12zkLiYGT/84Q8pKytj+/btDB8+nA4dOkTvKE1LTk6QLN59Fy65BMJ35SSVO8yZAxdcAHfembDDNqpk0axZM3r06MG6devqrfPee+9x5plnnsCopLH6l3/5F8rLy/nggw+YNm1aqsORdHXaafDyy1BYGExl/uSTyRuW2r4drrkG7roL5s+H669P2KEbVbIAGDJkCEuXLq3zrqi9e/fy7rvvUlBQkILIpLHp1KkT+fn55OfnU1hYmOpwJJ1lZgYP6738MjzwAIwZA8uXJy5p7N0Ljz4KZ58dPEm+ciUMGZKYY4caXbLo3r07p512GkuWLKlRXlVVxcKFCzn77LP14JQkTIsWLWjVqlWqw5CGYtCgIElcfDFMmADnnQdPPAFffnl8x9uwAW65Bbp1gwULgt7EPfdAVlZCw4ZG9lAeBGPJl112GX/605/Yu3cv7o67M2fOHA4cOMCYMWNSHaKINGWZmTB1Kvz0p7BwITz8cHDH1PnnB+/FOPzp3LnmfpWVsG5d8N6MFSvg7bfh44+DoaaVK4PnO5Ko0SULgDZt2nDDDTfw7LPP8vHHHwNw6qmnMnr0aL3JTETSQ0ZGMBw1Zgxs3QpLlwZJ4IEHoLgY9u0LHuozC6577N8PPXt+lUzGjw+Gmk7QM2ONMlkAZGVlMXHiRB555BHMjEsuuSTVIYmI1K1LFxg7NvhAcC3jyy+D4Sr3YIjppJPgKK9fSLZGmywOq+uNeSIiac0MTj45GLICaNMmpeFAI7zALSIiiadkISIikVKWLMxstJltMLMSM7stVXGIiEi0lCQLM8sAHgS+A/QDJppZ45n4XUSkkUlVz2IwUOLum9z9AFAEXJGiWEREJEKq7obqAsTOnVsK1Ho23cwmA5MBunXrdlwnysvLO679RI6Ffr8kmdLp98s8BfOsm9k1wCh3vyFcvw4Y7O4/qW+fgoICj31/gIiIRDOzFe4e94R4qRqGKgW6xqznAttSFIuIiERIVbJ4G+htZj3MrAUwAZifolhERCRCSq5ZuPtBM5sCLAQygCfcfW0qYhERkWgpm+7D3RcAC1J1fhEROXZ6gltERCIpWYiISCQlCxERiaRkISIikZQsREQkkpKFiIhEUrIQEZFIShYiIhJJyUJERCIpWYiISCQlCxERiaRkISIikZQsREQkkpKFiIhEUrIQEZFIShYiIhIprmRhZteY2VozqzKzgiO23W5mJWa2wcxGxZTnm9m74bYHzMziiUFERJIv3p7Fe8DVwOuxhWbWj+C92v2B0cBDZpYRbn4YmAz0Dj+j44xBRESSLK5k4e7r3X1DHZuuAIrcvcLdNwMlwGAz6wyc6u5L3d2BWcCV8cQgIiLJl6xrFl2ALTHrpWFZl3D5yHIREUljzaMqmNnLQKc6Nt3h7vPq262OMj9KeX3nnkwwZEW3bt0iIhURkWSJTBbu/u3jOG4p0DVmPRfYFpbn1lFe37lnADMACgoK6k0qIiKSXMkahpoPTDCzlmbWg+BC9nJ3LwP2mNnQ8C6o7wP19U5ERCRNxHvr7FVmVgoUAn81s4UA7r4WmAusA14Cbnb3Q+FuPwYeI7jo/QHwYjwxiIhI8llwU1L6Kygo8OLi4lSHISLSoJjZCncviK55dHqCW0REIilZiIhIJCULERGJpGQhIiKRlCxERCSSkoWIiERSshARkUhKFiIiEknJQkREIilZiIhIJCULERGJpGQhIiKRlCxERCSSkoWIiERSshARkUhKFiIiEknJQkREIsX7WtX7zOx9M1tjZs+aWZuYbbebWYmZbTCzUTHl+Wb2brjtgfBd3CIiksbi7VksAga4+9nAP4DbAcysHzAB6A+MBh4ys4xwn4eByUDv8DM6zhhERCTJ4koW7v43dz8Yri4DcsPlK4Aid69w981ACTDYzDoDp7r7Ug9e/j0LuDKeGEREJPkSec3iR8CL4XIXYEvMttKwrEu4fGR5ncxsspkVm1nxjh07EhiqiIh8Hc2jKpjZy0CnOjbd4e7zwjp3AAeBpw7vVkd9P0p5ndx9BjADoKCgoN56IiKSXJHJwt2/fbTtZjYJuBS4KBxagqDH0DWmWi6wLSzPraNcRETSWLx3Q40GpgGXu/uXMZvmAxPMrKWZ9SC4kL3c3cuAPWY2NLwL6vvAvHhiEBGR5IvsWUT4A9ASWBTeAbvM3W9097VmNhdYRzA8dbO7Hwr3+THwR6AVwTWOF2sdVURE0kpcycLdex1l293A3XWUFwMD4jmviIicWHqCW0REIilZiIhIJCULERGJpGQhIiKRlCxERCSSkoWIiERSshARkUhKFiIiEknJQkREIilZiIhIJCULERGJpGQhIiKRlCxERCSSkoWIiERSshARkUhKFiIiEine16r+PzNbY2arzOxvZnZ6zLbbzazEzDaY2aiY8nwzezfc9kD4elUREUlj8fYs7nP3s909D3gB+HcAM+sHTAD6A6OBh8wsI9znYWAywXu5e4fbRUQkjcWVLNz985jVkwEPl68Aity9wt03AyXAYDPrDJzq7kvd3YFZwJXxxCAiIskX1zu4AczsbuD7wD+BEWFxF2BZTLXSsKwyXD6yvL5jTybohdCtW7d4QxURkeMU2bMws5fN7L06PlcAuPsd7t4VeAqYcni3Og7lRymvk7vPcPcCdy9o3759dGtERCQpInsW7v7tYzzW08BfgV8S9Bi6xmzLBbaF5bl1lIuISBqL926o3jGrlwPvh8vzgQlm1tLMehBcyF7u7mXAHjMbGt4F9X1gXjwxiIhI8sV7zeIeM+sDVAEfATcCuPtaM5sLrAMOAje7+6Fwnx8DfwRaAS+GHxERSWMW3JSU/goKCry4uDjVYYiINChmtsLdC+I9jp7gFhGRSEoWIiISSclCREQiKVmIiEgkJQsREYmkZCEiIpGULEREJJKShYiIRFKyEBGRSEoWIiISSclCREQiKVmIiEikBjORoJntIJjZ9ni0A3YmMJxUaixtaSztALUlXTWWtsTbjjPcPe63xzWYZBEPMytOxKyL6aCxtKWxtAPUlnTVWNqSLu3QMJSIiERSshARkUhNJVnMSHUACdRY2tJY2gFqS7pqLG1Ji3Y0iWsWIiISn6bSsxARkTgoWYiISKRGlyzM7CdmtsHM1prZb2LKbzezknDbqJjyfDN7N9z2gJlZaiKvm5n9m5m5mbWLKWtQbTGz+8zsfTNbY2bPmlmbmG0Nqi1HMrPRYewlZnZbquM5GjPramavmtn68N/Hz8LybDNbZGYbw69tY/ap8+eTDswsw8zeMbMXwvWG2o42ZvZM+G9kvZkVpmVb3L3RfIARwMtAy3C9Q/i1H7AaaAn0AD4AMsJty4FCwIAXge+kuh0x7ekKLCR4GLFdQ20LcDHQPFy+F7i3obbliHZlhDH3BFqEbemX6riOEm9n4Nxw+RTgH+HP4DfAbWH5bcfy80mHD/Bz4GnghXC9obZjJnBDuNwCaJOObWlsPYsfA/e4ewWAu28Py68Aity9wt03AyXAYDPrDJzq7ks9+EnMAq5MQdz1+R1wKxB7F0KDa4u7/83dD4ary4DccLnBteUIg4ESd9/k7geAIoI2pSV3L3P3leHyHmA90IUg5plhtZl89b2u8+dzQoOuh5nlApcAj8UUN8R2nAp8C3gcwN0PuPtu0rAtjS1ZfAP4ppm9ZWavmdl5YXkXYEtMvdKwrEu4fGR5ypnZ5cBWd199xKYG15Yj/IigpwANvy31xZ/2zKw7cA7wFtDR3csgSChAh7BaOrfvfoL/SFXFlDXEdvQEdgBPhkNqj5nZyaRhW5qfiJMkkpm9DHSqY9MdBO1pCwwFzgPmmllPgqGMI/lRyk+IiLb8b4Lhm1q71VGW1m1x93lhnTuAg8BTh3ero37K2/I1NJQ4azCz1sCfgVvc/fOjXA5Ky/aZ2aXAdndfYWbDj2WXOspS3o5Qc+Bc4Cfu/paZ/Z5g2Kk+KWtLg0sW7v7t+raZ2Y+Bv4RDF8vNrIpgEq5SgvH/w3KBbWF5bh3lJ0R9bTGzgQTjkavDf8i5wEozG0wDa8thZjYJuBS4KPz5QJq25WuoL/60ZWaZBIniKXf/S1j8qZl1dveycAjw8PBturZvGHC5mY0BsoBTzexPNLx2QBBbqbu/Fa4/Q5As0q8tqb64k8gPcCPwf8PlbxB01wzoT82LQpv46kLq2wQ9kcMXUsekuh11tOtDvrrA3eDaAowG1gHtjyhvcG05Iv7mYcw9+OoCd/9Ux3WUeI3g+s/9R5TfR82Lqb+J+vmkywcYzlcXuBtkO4D/AfqEy78K25F2bUn5NyrB3/QWwJ+A94CVwIUx2+4guHNgAzF31gAFYf0PgD8QPtWeTp/YZNEQ20JwEW4LsCr8PNJQ21JH28YQ3FX0AcGQW8pjOkqsFxAMWayJ+VmMAXKAxcDG8Gt21M8nXT5HJIsG2Q4gDygOfy7PEQylp11bNN2HiIhEamx3Q4mISBIoWYiISCQlCxERiaRkISIikZQsREQkkpKFiIhEUrIQEZFI/x++CDKg84Fg0gAAAABJRU5ErkJggg==\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -581,12 +751,7 @@ ], "source": [ "# Side-view plot\n", - "import numpy as np\n", - "yaw_lst = np.array([-30, 10, 90])\n", - "wd=0\n", - "wts.plot_yz(np.array([-600,0,600]), wd=wd, types=[0,1,2], yaw=yaw_lst)\n", - "for i, yaw in enumerate(yaw_lst):\n", - " plt.plot([], 'gray', label=\"WT %d yaw: %d deg\" % (i, yaw))" + "wts.plot_yz(np.array([-600,0,600]), wd=0, types=[0,1,2], yaw=[-30, 10, 90])" ] }, { @@ -613,7 +778,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.9.2" }, "toc": { "base_numbering": 1, diff --git a/py_wake/tests/test_windturbines/test_power_ct_curves.py b/py_wake/tests/test_windturbines/test_power_ct_curves.py index 6c724decf07d91a548b0250268a96cf456222e79..5cf38b2163c28a0c5c25589ce3b5bb30ee97abbb 100644 --- a/py_wake/tests/test_windturbines/test_power_ct_curves.py +++ b/py_wake/tests/test_windturbines/test_power_ct_curves.py @@ -2,10 +2,11 @@ from numpy import newaxis as na import pytest import matplotlib.pyplot as plt import numpy as np +import xarray as xr from py_wake.examples.data import hornsrev1 from py_wake.tests import npt from py_wake.wind_turbines.power_ct_functions import CubePowerSimpleCt, PowerCtNDTabular, DensityScale, \ - PowerCtTabular, PowerCtFunction, PowerCtFunctionList + PowerCtTabular, PowerCtFunction, PowerCtFunctionList, PowerCtXr @pytest.mark.parametrize('method,unit,p_scale,p_ref,ct_ref', [ @@ -173,9 +174,13 @@ def get_continuous_curve(key, optional): tab_powerct_curve = PowerCtTabular(ws=u_p, power=p, power_unit='w', ct=ct) def _power_ct(ws, **kwargs): - v = kwargs.pop(key) - if optional and v is None: - v = 1 + try: + v = kwargs.pop(key) + except KeyError: + if optional: + v = 1 + else: + raise return (np.asarray(tab_powerct_curve(ws)).T * np.array([v, np.ones_like(v)]).T).T oi = [key] if optional else [] return PowerCtFunction(['ws', key], _power_ct, 'w', optional_inputs=oi) @@ -185,7 +190,7 @@ def test_continuous(): curve = get_continuous_curve('boost', True) u = np.arange(0, 30, .1) - p0, ct0 = curve(u, boost=None) + p0, ct0 = curve(u) p1, ct1 = curve(u, boost=1.1) p2, ct2 = curve(u, boost=1.1, Air_density=1.3) @@ -209,6 +214,17 @@ def test_continuous(): npt.assert_array_almost_equal(p, ref_p) +def test_PowerCtXr(): + u_p, p_c = np.asarray(hornsrev1.power_curve).T.copy() + ct_c = hornsrev1.ct_curve[:, 1] + ds = xr.Dataset( + data_vars={'power': (['ws', 'boost'], np.array([p_c, p_c * 1.1]).T), + 'ct': (['ws', 'boost'], np.array([ct_c, ct_c * 1.1]).T)}, + coords={'boost': [0, 10], 'ws': u_p}) + curve = PowerCtXr(ds, 'w') + npt.assert_array_almost_equal(curve(u_p, boost=0), curve(u_p, boost=10) / 1.1) + + def test_unused_input(): curve = get_continuous_curve('boost', True) u = np.zeros((16, 360, 23)) + np.arange(3, 26)[na, na, :] diff --git a/py_wake/tests/test_windturbines/test_power_ct_wind_turbines.py b/py_wake/tests/test_windturbines/test_power_ct_wind_turbines.py index 3304162e344e39dfb0f3a27e8e206aac12439677..ffef4fe20a9a191dd6fd07bfd5b208735190fb95 100644 --- a/py_wake/tests/test_windturbines/test_power_ct_wind_turbines.py +++ b/py_wake/tests/test_windturbines/test_power_ct_wind_turbines.py @@ -1,13 +1,13 @@ from numpy import newaxis as na import pytest - +import xarray as xr import matplotlib.pyplot as plt import numpy as np from py_wake.examples.data import hornsrev1 from py_wake.tests import npt from py_wake.wind_turbines.power_ct_functions import CubePowerSimpleCt, DensityScale, \ - PowerCtTabular, PowerCtFunction, PowerCtFunctionList, PowerCtNDTabular + PowerCtTabular, PowerCtFunction, PowerCtFunctionList, PowerCtNDTabular, PowerCtXr from py_wake.examples.data.hornsrev1 import Hornsrev1Site, V80 from py_wake.wind_turbines import WindTurbine, WindTurbines, power_ct_functions, wind_turbines_deprecated from py_wake.deficit_models.noj import NOJ @@ -187,6 +187,47 @@ def test_2d_tabular(): npt.assert_array_almost_equal(p, ref_p) +def test_PowerCtXr(): + u_p, p_c, ct_c = v80_upct.copy() + + ds = xr.Dataset( + data_vars={'power': (['ws', 'boost'], np.array([p_c, p_c * 2]).T), + 'ct': (['ws', 'boost'], np.array([ct_c, ct_c]).T)}, + coords={'boost': [0, 1], 'ws': u_p, }).transpose('boost', 'ws') + curve = PowerCtXr(ds, 'w') + u = np.linspace(3, 25, 10) + wfm = get_wfm(curve) + ri, oi = wfm.windTurbines.power_ct_inputs + npt.assert_array_equal(ri, ['boost']) + npt.assert_array_equal(oi, ['Air_density', 'yaw']) + + sim_res = wfm([0], [0], wd=0, ws=u, boost=0) + p = sim_res.Power.values + ct = sim_res.CT.values + npt.assert_array_almost_equal_nulp(p, np.interp(u, u_p, p_c)) + npt.assert_array_almost_equal_nulp(ct, np.interp(u, u_p, ct_c)) + + sim_res = wfm([0], [0], wd=0, ws=u, boost=.5) + p = sim_res.Power.values + ct = sim_res.CT.values + + npt.assert_array_almost_equal_nulp(p[0, 0], np.interp(u, u_p, p_c * 1.5)) + npt.assert_array_almost_equal_nulp(ct, np.interp(u, u_p, ct_c)) + + boost_16 = (np.arange(16) > 7) * .1 + boost_16_360 = np.broadcast_to(boost_16[:, na], (16, 360)) + boost_16_360_23 = np.broadcast_to(boost_16[:, na, na], (16, 360, 23)) + + ref_p = np.array(np.broadcast_to(hornsrev1.power_curve[:, 1][na, na], (16, 360, 23))) + ref_p[8:] *= 1.1 + + wfm = get_wfm(curve) + for b in [boost_16, boost_16_360, boost_16_360_23]: + sim_res = wfm(np.arange(16) * 1e3, [0] * 16, wd=np.arange(360) % 5, boost=b) # no wake effects + p = sim_res.Power.values + npt.assert_array_almost_equal(p, ref_p) + + def test_FunctionalPowerCtCurve(): curve = CubePowerSimpleCt() wfm = get_wfm(curve) diff --git a/py_wake/wind_farm_models/engineering_models.py b/py_wake/wind_farm_models/engineering_models.py index bf437ff7baff26f145cb4666c89fcbc9a9f3f45a..ad2099517af43388916282d023d1d541551f7426 100644 --- a/py_wake/wind_farm_models/engineering_models.py +++ b/py_wake/wind_farm_models/engineering_models.py @@ -187,7 +187,7 @@ class EngineeringWindFarmModel(WindFarmModel): elif name in self.site.ds: power_ct_inputs[name] = self.site.interp(self.site.ds[name], lw.coords).values elif optional: - power_ct_inputs[name] = None + pass elif name in ['TI_eff']: if self.turbulenceModel: power_ct_inputs['TI_eff'] = None @@ -462,9 +462,10 @@ class PropagateDownwind(EngineeringWindFarmModel): # Calculate Power/CT def mask(v): - if v is None or isinstance(v, (int, float)) or len(v.shape) == 0: + if v is None or isinstance(v, (int, float)) or len(np.asarray(v).shape) == 0: return v - elif len(v.shape) == 1: + v = np.asarray(v) + if len(v.shape) == 1: return v[i_wt_l] else: return v[i_wt_l, i_wd_l] diff --git a/py_wake/wind_turbines/power_ct_functions.py b/py_wake/wind_turbines/power_ct_functions.py index 368d58794e655ea0f2a791e40d9390d4b5072a6e..6db35ee3b80b2da4672ce765635473012569c9ec 100644 --- a/py_wake/wind_turbines/power_ct_functions.py +++ b/py_wake/wind_turbines/power_ct_functions.py @@ -341,8 +341,6 @@ class PowerCtFunctionList(PowerCtFunction): def _power_ct(self, ws, **kwargs): try: idx = kwargs.pop(self.key) - if idx is None: - raise KeyError() except KeyError: if self.default_value is None: raise KeyError(f"Argument, {self.key}, required to calculate power and ct not found") @@ -399,6 +397,33 @@ class PowerCtNDTabular(PowerCtFunction): return np.moveaxis(self.interp(args), -1, 0) +class PowerCtXr(PowerCtNDTabular): + """Multi dimensional power/ct tabular taking xarray dataset as input""" + + def __init__(self, ds, power_unit, method='linear', additional_models=default_additional_models): + """ + Parameters + ---------- + ds : xarray dataset + Must contain data variables power and ct as well as the coordinate ws + power_unit : {'W','kW','MW','GW'} + unit of power values + additional_models : list, optional + list of additional models. + """ + assert method == 'linear' + assert 'power' in ds + assert 'ct' in ds + assert 'ws' in ds.dims + power_arr, ct_arr = ds.to_array() + + if list(power_arr.dims).index('ws') > 0: + power_arr, ct_arr = ds.transpose(*(['ws'] + [k for k in power_arr.dims if k != 'ws'])).to_array() + + PowerCtNDTabular.__init__(self, power_arr.dims, [power_arr[k] for k in power_arr.dims], power_arr, power_unit, + ct_arr, additional_models=additional_models) + + class CubePowerSimpleCt(PowerCtFunction): """Simple analytical power function and constant ct (until ws_rated whereafter it follows a second order polynomal to ws_cutout,ct_idle)"""