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Hackathon #28

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Feb 16, 2024
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1,981 changes: 1,981 additions & 0 deletions Hackathons/WindEurope/WindEurope.ipynb

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1,051 changes: 1,051 additions & 0 deletions Hackathons/WindEurope/aggregated-values.csv

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72 changes: 72 additions & 0 deletions Hackathons/WindEurope/probability-of-occurrence.csv
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# File: Vestas Climate Library time series data
# Disclaimer: Please be aware that the climate data provided here is derived from numerical models, which have inherent uncertainties and limitations.
# The data should be used with caution, considering the model's resolution, potential biases, and uncertainties.
# Expert consultation, thorough validation, and an understanding of the data's quality are essential for responsible use and decision-making.
# Vestas does not assume any responsibilities for the values contained in the VCL data and any calculations or assumptions that may be derived from them.
# License: Vestas Wind Systems A/S
#
# Created: 2023-12-04 15:24:25
# Location (WGS84):
# Requested minimum longitude [decimal degrees E]: 4.75418
# Requested minimum latitude [decimal degrees N]: 53.1617
# Requested maximum longitude [decimal degrees E]: 5.14093
# Requested maximum latitude [decimal degrees N]: 53.34025
# Requested heights [meters]: 30,80,120
#
xlat,xlong,dx,count,wsp_avg,tc_avg,rho_avg,hgt_avg,rh_avg,shear_avg,wsp_perc_interval,tc_perc_interval,rho_perc_interval,hgt_perc_interval,rh_perc_interval,icing_perc_interval,shear_perc_interval,comb_perc_interval
53.167606,5.109589,3000,121337,8.074661,10.337099,1.238360,0.000000,81.450757,0.099396,21.296059734458574,2.6702489759924837,100.0,100.0,100.0,100.0,100.0,0.9428286507825312
53.284828,4.852417,3000,121337,8.349413,10.339129,1.238172,0.000000,81.880125,0.091060,20.36888995112785,2.045542579757205,100.0,100.0,100.0,100.0,100.0,0.6568482820574104
53.199772,4.825775,3000,121337,8.049598,10.393493,1.237995,0.310000,81.216087,0.104151,22.07323405061935,2.509539546881825,100.0,100.0,100.0,100.0,100.0,0.7779984670792915
53.253990,4.813324,3000,121337,8.332484,10.357536,1.238114,0.000000,81.777873,0.091492,20.41421825164624,2.119716162423663,100.0,100.0,100.0,100.0,100.0,0.6502550747092808
53.304462,4.755432,3000,121337,8.469065,10.346798,1.238080,0.000000,82.079042,0.085804,19.966704302891948,1.7653312674616974,100.0,100.0,100.0,100.0,100.0,0.5150943240726241
53.238003,4.955444,3000,121337,7.852955,10.420694,1.237782,1.010000,80.771978,0.112770,23.058918549164723,2.6644799195628703,100.0,100.0,100.0,100.0,100.0,1.0293644972267322
53.230602,4.864838,3000,121337,8.051072,10.445792,1.237774,0.410000,80.553043,0.103411,21.640554818398343,2.9191425533843756,100.0,100.0,100.0,100.0,100.0,0.9568392163973066
53.299583,5.033875,3000,121337,7.717183,10.421621,1.237622,2.080000,80.516293,0.118753,23.705052869281424,3.078203680658002,100.0,100.0,100.0,100.0,100.0,1.2518852452261058
53.339054,4.839935,3000,121337,8.453281,10.319203,1.238194,0.000000,82.107793,0.086637,20.0763163750546,1.7645071165431812,100.0,100.0,100.0,100.0,100.0,0.5373463988725615
53.295918,4.988495,3000,121337,8.021554,10.376251,1.238003,0.470000,81.197891,0.105806,22.071585748782315,2.5293191689262136,100.0,100.0,100.0,100.0,100.0,0.9766188384416955
53.303223,5.079254,3000,121337,7.305903,10.422057,1.237581,2.420000,80.390535,0.135901,26.030806761334134,3.150728961487428,100.0,100.0,100.0,100.0,100.0,1.4208361835219265
53.223145,4.774261,3000,121337,8.325482,10.369705,1.238071,0.000000,81.820816,0.091859,20.685363903838073,2.1090022004829527,100.0,100.0,100.0,100.0,100.0,0.634596207257473
53.326698,5.027740,3000,121337,8.093227,10.348819,1.238052,0.810000,81.338984,0.102658,21.846592548027395,2.467507850037499,100.0,100.0,100.0,100.0,100.0,0.9444769526195637
53.218216,5.052185,3000,121337,8.102881,10.367007,1.238172,0.000000,81.336669,0.100018,21.450175956221106,2.56475765842241,100.0,100.0,100.0,100.0,100.0,0.8884346901604622
53.183765,4.967743,3000,121337,7.988015,10.400240,1.238041,0.000000,81.155541,0.105294,21.89356915038282,2.6150308644518985,100.0,100.0,100.0,100.0,100.0,0.891731293834527
53.172661,4.832001,3000,121337,7.483894,10.438904,1.237780,1.110000,80.292601,0.129621,25.6574663952463,3.1935848092502694,100.0,100.0,100.0,100.0,100.0,1.194194680929972
53.191093,5.058258,3000,121337,8.078952,10.364104,1.238207,0.000000,81.359291,0.100404,21.44852765438407,2.61255841169635,100.0,100.0,100.0,100.0,100.0,0.90409355761227
53.288540,4.897766,3000,121337,8.245766,10.345156,1.238167,0.000000,81.683923,0.096134,21.059528420844426,2.1798791794753454,100.0,100.0,100.0,100.0,100.0,0.7697569578941296
53.252605,5.136749,3000,121337,8.108108,10.326851,1.238346,0.000000,81.418159,0.100578,21.53094274623569,2.550747092807635,100.0,100.0,100.0,100.0,100.0,0.9156316704714969
53.187435,5.013000,3000,121337,8.045175,10.385743,1.238107,0.000000,81.261987,0.102155,21.633961611050214,2.617503317207447,100.0,100.0,100.0,100.0,100.0,0.8983245011826565
53.168922,4.786774,3000,121337,7.771817,10.398177,1.237992,0.520000,81.025474,0.118986,24.267947946627984,2.7452467095774575,100.0,100.0,100.0,100.0,100.0,0.9848603476268574
53.335316,4.794556,3000,121337,8.477725,10.328412,1.238143,0.000000,82.129922,0.085416,19.97906656666969,1.7208271178618229,100.0,100.0,100.0,100.0,100.0,0.5117977203985594
53.311943,4.846191,3000,121337,8.409105,10.327716,1.238185,0.010000,82.028165,0.088629,20.143072599454413,1.8889539052391273,100.0,100.0,100.0,100.0,100.0,0.5843230012279849
53.226883,4.819550,3000,121337,8.223457,10.379113,1.238060,0.000000,81.521673,0.096383,21.057880119007393,2.3257538920527128,100.0,100.0,100.0,100.0,100.0,0.7054731862498661
53.308208,4.800812,3000,121337,8.442554,10.337304,1.238133,0.000000,82.056981,0.087229,20.078788827810147,1.8246701335948639,100.0,100.0,100.0,100.0,100.0,0.5274565878503672
53.315655,4.891571,3000,121337,8.365730,10.322132,1.238224,0.000000,81.968462,0.091051,20.397735233275917,1.9598308842315206,100.0,100.0,100.0,100.0,100.0,0.6453101691981835
53.207195,4.916321,3000,121337,8.013835,10.423587,1.237876,0.370000,80.829484,0.105343,21.99906046795289,2.6150308644518985,100.0,100.0,100.0,100.0,100.0,0.9139833686344644
53.203487,4.871033,3000,121337,8.004717,10.419133,1.237899,0.330000,80.866673,0.106336,22.202625744826392,2.6142067135333824,100.0,100.0,100.0,100.0,100.0,0.8925554447530432
53.333981,5.118591,3000,121337,7.987984,10.345242,1.238171,0.200000,81.277995,0.107684,22.335314042707502,2.5194293579040195,100.0,100.0,100.0,100.0,100.0,0.9865086494638898
53.241680,5.000763,3000,121337,8.012723,10.396029,1.237996,0.200000,81.089108,0.105430,22.091365370826708,2.5581644510742807,100.0,100.0,100.0,100.0,100.0,0.9214007269011102
53.265118,4.949280,3000,121337,7.551516,10.446372,1.237693,0.880000,80.481585,0.124912,24.63964001087879,2.9389221754287647,100.0,100.0,100.0,100.0,100.0,1.2766097727815917
53.250248,4.768005,3000,121337,8.388764,10.362614,1.238070,0.000000,81.917740,0.088938,20.29389221754288,1.9837312608684905,100.0,100.0,100.0,100.0,100.0,0.5909162085761145
53.194725,5.103546,3000,121337,8.096760,10.340350,1.238321,0.000000,81.442110,0.099556,21.31913596017703,2.6191516190444792,100.0,100.0,100.0,100.0,100.0,0.9156316704714969
53.272461,5.039978,3000,121337,7.920565,10.395816,1.237902,0.840000,80.936313,0.110794,22.732554785432306,2.6826112397702264,100.0,100.0,100.0,100.0,100.0,1.016178082530473
53.210884,4.961609,3000,121337,8.049417,10.402238,1.237981,0.230000,81.076979,0.103323,21.748518588723968,2.5532195455631834,100.0,100.0,100.0,100.0,100.0,0.9082143122048509
53.276104,5.085327,3000,121337,7.815068,10.372088,1.237994,0.980000,81.001280,0.115339,23.49736683781534,2.666952372318419,100.0,100.0,100.0,100.0,100.0,1.0466716665155724
53.261429,4.903961,3000,121337,7.978117,10.400444,1.237894,0.650000,81.001629,0.106834,22.35674196658892,2.5944270914889933,100.0,100.0,100.0,100.0,100.0,0.9716739329305982
53.248978,5.091400,3000,121337,8.084552,10.351318,1.238230,0.000000,81.335033,0.102084,21.753463494235064,2.5416814327039567,100.0,100.0,100.0,100.0,100.0,0.90409355761227
53.292236,4.943115,3000,121337,8.014489,10.367670,1.238087,0.040000,81.372707,0.106313,22.196032537478263,2.3925101164525246,100.0,100.0,100.0,100.0,100.0,0.9238731796566587
53.279736,5.130707,3000,121337,7.993139,10.338275,1.238240,0.270000,81.266701,0.106465,22.34602800464821,2.556516149237248,100.0,100.0,100.0,100.0,100.0,0.9551909145602743
53.306858,5.124634,3000,121337,7.721391,10.354798,1.238098,0.640000,81.095648,0.118007,23.370447596363846,2.5936029405704772,100.0,100.0,100.0,100.0,100.0,1.0268920444711835
53.319351,4.936951,3000,121337,8.297504,10.322975,1.238236,0.000000,81.862699,0.094009,20.625200886786388,2.052959938023851,100.0,100.0,100.0,100.0,100.0,0.6997041298202527
53.257713,4.858643,3000,121337,8.231275,10.374723,1.238052,0.120000,81.408346,0.095841,20.8699737095857,2.3620165324674254,100.0,100.0,100.0,100.0,100.0,0.7615154487089676
53.330345,5.073151,3000,121337,7.864817,10.357977,1.238006,0.950000,81.171240,0.112987,22.96661364629091,2.572175016689056,100.0,100.0,100.0,100.0,100.0,1.0433750628415075
53.214561,5.006897,3000,121337,8.085256,10.387145,1.238080,0.000000,81.230336,0.101123,21.560612179302275,2.554867847400216,100.0,100.0,100.0,100.0,100.0,0.8793690300567839
53.323032,4.982330,3000,121337,8.243895,10.331132,1.238208,0.090000,81.666775,0.095907,20.974640876237256,2.212021065297477,100.0,100.0,100.0,100.0,100.0,0.7994263909607127
53.281101,4.807068,3000,121337,8.398321,10.345784,1.238126,0.000000,81.957077,0.089210,20.183455994461706,1.9639516388241014,100.0,100.0,100.0,100.0,100.0,0.58102639755392
53.245338,5.046082,3000,121337,8.078064,10.375156,1.238119,0.000000,81.237791,0.102406,21.71390425014629,2.538384829029892,100.0,100.0,100.0,100.0,100.0,0.8950278975085917
53.196033,4.780518,3000,121337,8.201723,10.377980,1.238066,0.090000,81.605813,0.098039,21.4905593512284,2.2812497424528377,100.0,100.0,100.0,100.0,100.0,0.7145388463535443
53.180077,4.922485,3000,121337,7.867224,10.408585,1.238013,0.000000,80.978521,0.112014,22.739972143698957,2.650469353948095,100.0,100.0,100.0,100.0,100.0,0.9131592177159481
53.221851,5.097473,3000,121337,8.110299,10.344060,1.238281,0.000000,81.420841,0.099819,21.353750298754708,2.5771199222001533,100.0,100.0,100.0,100.0,100.0,0.9016211048567214
53.268799,4.994629,3000,121337,7.806223,10.408588,1.237881,0.550000,80.899727,0.114179,23.006997041298202,2.6496452030295785,100.0,100.0,100.0,100.0,100.0,1.0268920444711835
53.163967,5.064362,3000,121337,8.047291,10.361666,1.238243,0.000000,81.370653,0.100958,21.445231050710007,2.6595350140517735,100.0,100.0,100.0,100.0,100.0,0.9238731796566587
53.176373,4.877228,3000,121337,7.618472,10.421968,1.237927,0.370000,80.620453,0.123720,24.352835491235155,2.8400240652068205,100.0,100.0,100.0,100.0,100.0,1.02112298804157
53.277359,4.761719,3000,121337,8.434586,10.355135,1.238072,0.000000,82.001620,0.087203,20.114227317306348,1.8823606978909977,100.0,100.0,100.0,100.0,100.0,0.5505328135688208
53.234310,4.910126,3000,121337,7.939264,10.462527,1.237606,1.170000,80.271351,0.108140,22.353445362914854,3.0048542489100605,100.0,100.0,100.0,100.0,100.0,1.1126037399968682
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